From 7f7560c83f6d9948dd8615b1d2c3a554dcf5001f Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Bertrand=20N=C3=A9ron?= <bneron@pasteur.fr> Date: Sun, 26 Sep 2021 22:48:02 +0200 Subject: [PATCH] add matplotlib course and TP --- data/Iris.csv | 151 + data/bar_data.tsv | 23 + data/data_1.npy | Bin 0 -> 1270208 bytes data/data_2.npy | Bin 0 -> 1270208 bytes data/data_for_plt.csv | 4743 +++++++++++++++++++++++ data/fr_sp_it_temp.tsv | 183 + data/freqs.npy | Bin 0 -> 520 bytes data/linked_vars.npy | Bin 0 -> 800128 bytes notebooks/images/iris_histograms.png | Bin 0 -> 16025 bytes notebooks/images/mplt_concept.png | Bin 0 -> 89288 bytes notebooks/matplotlib_TP.ipynb | 953 +++++ notebooks/matplotlib_TP_solutions.ipynb | 1057 +++++ notebooks/matplotlib_cours.ipynb | 3511 +++++++++++++++++ 13 files changed, 10621 insertions(+) create mode 100644 data/Iris.csv create mode 100644 data/bar_data.tsv create mode 100644 data/data_1.npy create mode 100644 data/data_2.npy create mode 100644 data/data_for_plt.csv create mode 100644 data/fr_sp_it_temp.tsv create mode 100644 data/freqs.npy create mode 100644 data/linked_vars.npy create mode 100644 notebooks/images/iris_histograms.png create mode 100644 notebooks/images/mplt_concept.png create mode 100644 notebooks/matplotlib_TP.ipynb create mode 100644 notebooks/matplotlib_TP_solutions.ipynb create mode 100644 notebooks/matplotlib_cours.ipynb diff --git a/data/Iris.csv b/data/Iris.csv new file mode 100644 index 0000000..1bf42f2 --- /dev/null +++ b/data/Iris.csv @@ -0,0 +1,151 @@ +Id,SepalLengthCm,SepalWidthCm,PetalLengthCm,PetalWidthCm,Species +1,5.1,3.5,1.4,0.2,Iris-setosa +2,4.9,3.0,1.4,0.2,Iris-setosa +3,4.7,3.2,1.3,0.2,Iris-setosa +4,4.6,3.1,1.5,0.2,Iris-setosa +5,5.0,3.6,1.4,0.2,Iris-setosa +6,5.4,3.9,1.7,0.4,Iris-setosa +7,4.6,3.4,1.4,0.3,Iris-setosa +8,5.0,3.4,1.5,0.2,Iris-setosa +9,4.4,2.9,1.4,0.2,Iris-setosa +10,4.9,3.1,1.5,0.1,Iris-setosa +11,5.4,3.7,1.5,0.2,Iris-setosa +12,4.8,3.4,1.6,0.2,Iris-setosa +13,4.8,3.0,1.4,0.1,Iris-setosa +14,4.3,3.0,1.1,0.1,Iris-setosa +15,5.8,4.0,1.2,0.2,Iris-setosa +16,5.7,4.4,1.5,0.4,Iris-setosa +17,5.4,3.9,1.3,0.4,Iris-setosa +18,5.1,3.5,1.4,0.3,Iris-setosa +19,5.7,3.8,1.7,0.3,Iris-setosa +20,5.1,3.8,1.5,0.3,Iris-setosa +21,5.4,3.4,1.7,0.2,Iris-setosa +22,5.1,3.7,1.5,0.4,Iris-setosa +23,4.6,3.6,1.0,0.2,Iris-setosa +24,5.1,3.3,1.7,0.5,Iris-setosa +25,4.8,3.4,1.9,0.2,Iris-setosa +26,5.0,3.0,1.6,0.2,Iris-setosa +27,5.0,3.4,1.6,0.4,Iris-setosa +28,5.2,3.5,1.5,0.2,Iris-setosa +29,5.2,3.4,1.4,0.2,Iris-setosa +30,4.7,3.2,1.6,0.2,Iris-setosa +31,4.8,3.1,1.6,0.2,Iris-setosa +32,5.4,3.4,1.5,0.4,Iris-setosa +33,5.2,4.1,1.5,0.1,Iris-setosa +34,5.5,4.2,1.4,0.2,Iris-setosa +35,4.9,3.1,1.5,0.1,Iris-setosa +36,5.0,3.2,1.2,0.2,Iris-setosa +37,5.5,3.5,1.3,0.2,Iris-setosa +38,4.9,3.1,1.5,0.1,Iris-setosa +39,4.4,3.0,1.3,0.2,Iris-setosa +40,5.1,3.4,1.5,0.2,Iris-setosa +41,5.0,3.5,1.3,0.3,Iris-setosa +42,4.5,2.3,1.3,0.3,Iris-setosa +43,4.4,3.2,1.3,0.2,Iris-setosa +44,5.0,3.5,1.6,0.6,Iris-setosa +45,5.1,3.8,1.9,0.4,Iris-setosa +46,4.8,3.0,1.4,0.3,Iris-setosa +47,5.1,3.8,1.6,0.2,Iris-setosa +48,4.6,3.2,1.4,0.2,Iris-setosa +49,5.3,3.7,1.5,0.2,Iris-setosa +50,5.0,3.3,1.4,0.2,Iris-setosa +51,7.0,3.2,4.7,1.4,Iris-versicolor +52,6.4,3.2,4.5,1.5,Iris-versicolor +53,6.9,3.1,4.9,1.5,Iris-versicolor +54,5.5,2.3,4.0,1.3,Iris-versicolor +55,6.5,2.8,4.6,1.5,Iris-versicolor +56,5.7,2.8,4.5,1.3,Iris-versicolor +57,6.3,3.3,4.7,1.6,Iris-versicolor +58,4.9,2.4,3.3,1.0,Iris-versicolor +59,6.6,2.9,4.6,1.3,Iris-versicolor +60,5.2,2.7,3.9,1.4,Iris-versicolor +61,5.0,2.0,3.5,1.0,Iris-versicolor +62,5.9,3.0,4.2,1.5,Iris-versicolor +63,6.0,2.2,4.0,1.0,Iris-versicolor +64,6.1,2.9,4.7,1.4,Iris-versicolor +65,5.6,2.9,3.6,1.3,Iris-versicolor +66,6.7,3.1,4.4,1.4,Iris-versicolor +67,5.6,3.0,4.5,1.5,Iris-versicolor +68,5.8,2.7,4.1,1.0,Iris-versicolor +69,6.2,2.2,4.5,1.5,Iris-versicolor +70,5.6,2.5,3.9,1.1,Iris-versicolor +71,5.9,3.2,4.8,1.8,Iris-versicolor +72,6.1,2.8,4.0,1.3,Iris-versicolor +73,6.3,2.5,4.9,1.5,Iris-versicolor +74,6.1,2.8,4.7,1.2,Iris-versicolor +75,6.4,2.9,4.3,1.3,Iris-versicolor +76,6.6,3.0,4.4,1.4,Iris-versicolor +77,6.8,2.8,4.8,1.4,Iris-versicolor +78,6.7,3.0,5.0,1.7,Iris-versicolor +79,6.0,2.9,4.5,1.5,Iris-versicolor +80,5.7,2.6,3.5,1.0,Iris-versicolor +81,5.5,2.4,3.8,1.1,Iris-versicolor +82,5.5,2.4,3.7,1.0,Iris-versicolor +83,5.8,2.7,3.9,1.2,Iris-versicolor +84,6.0,2.7,5.1,1.6,Iris-versicolor +85,5.4,3.0,4.5,1.5,Iris-versicolor +86,6.0,3.4,4.5,1.6,Iris-versicolor +87,6.7,3.1,4.7,1.5,Iris-versicolor +88,6.3,2.3,4.4,1.3,Iris-versicolor +89,5.6,3.0,4.1,1.3,Iris-versicolor +90,5.5,2.5,4.0,1.3,Iris-versicolor +91,5.5,2.6,4.4,1.2,Iris-versicolor +92,6.1,3.0,4.6,1.4,Iris-versicolor +93,5.8,2.6,4.0,1.2,Iris-versicolor +94,5.0,2.3,3.3,1.0,Iris-versicolor +95,5.6,2.7,4.2,1.3,Iris-versicolor +96,5.7,3.0,4.2,1.2,Iris-versicolor +97,5.7,2.9,4.2,1.3,Iris-versicolor +98,6.2,2.9,4.3,1.3,Iris-versicolor +99,5.1,2.5,3.0,1.1,Iris-versicolor +100,5.7,2.8,4.1,1.3,Iris-versicolor +101,6.3,3.3,6.0,2.5,Iris-virginica +102,5.8,2.7,5.1,1.9,Iris-virginica +103,7.1,3.0,5.9,2.1,Iris-virginica +104,6.3,2.9,5.6,1.8,Iris-virginica +105,6.5,3.0,5.8,2.2,Iris-virginica +106,7.6,3.0,6.6,2.1,Iris-virginica +107,4.9,2.5,4.5,1.7,Iris-virginica +108,7.3,2.9,6.3,1.8,Iris-virginica +109,6.7,2.5,5.8,1.8,Iris-virginica +110,7.2,3.6,6.1,2.5,Iris-virginica +111,6.5,3.2,5.1,2.0,Iris-virginica +112,6.4,2.7,5.3,1.9,Iris-virginica +113,6.8,3.0,5.5,2.1,Iris-virginica +114,5.7,2.5,5.0,2.0,Iris-virginica +115,5.8,2.8,5.1,2.4,Iris-virginica +116,6.4,3.2,5.3,2.3,Iris-virginica +117,6.5,3.0,5.5,1.8,Iris-virginica +118,7.7,3.8,6.7,2.2,Iris-virginica +119,7.7,2.6,6.9,2.3,Iris-virginica +120,6.0,2.2,5.0,1.5,Iris-virginica +121,6.9,3.2,5.7,2.3,Iris-virginica +122,5.6,2.8,4.9,2.0,Iris-virginica +123,7.7,2.8,6.7,2.0,Iris-virginica +124,6.3,2.7,4.9,1.8,Iris-virginica +125,6.7,3.3,5.7,2.1,Iris-virginica +126,7.2,3.2,6.0,1.8,Iris-virginica +127,6.2,2.8,4.8,1.8,Iris-virginica +128,6.1,3.0,4.9,1.8,Iris-virginica +129,6.4,2.8,5.6,2.1,Iris-virginica +130,7.2,3.0,5.8,1.6,Iris-virginica +131,7.4,2.8,6.1,1.9,Iris-virginica +132,7.9,3.8,6.4,2.0,Iris-virginica +133,6.4,2.8,5.6,2.2,Iris-virginica +134,6.3,2.8,5.1,1.5,Iris-virginica +135,6.1,2.6,5.6,1.4,Iris-virginica +136,7.7,3.0,6.1,2.3,Iris-virginica +137,6.3,3.4,5.6,2.4,Iris-virginica +138,6.4,3.1,5.5,1.8,Iris-virginica +139,6.0,3.0,4.8,1.8,Iris-virginica +140,6.9,3.1,5.4,2.1,Iris-virginica +141,6.7,3.1,5.6,2.4,Iris-virginica +142,6.9,3.1,5.1,2.3,Iris-virginica +143,5.8,2.7,5.1,1.9,Iris-virginica +144,6.8,3.2,5.9,2.3,Iris-virginica +145,6.7,3.3,5.7,2.5,Iris-virginica +146,6.7,3.0,5.2,2.3,Iris-virginica +147,6.3,2.5,5.0,1.9,Iris-virginica +148,6.5,3.0,5.2,2.0,Iris-virginica +149,6.2,3.4,5.4,2.3,Iris-virginica +150,5.9,3.0,5.1,1.8,Iris-virginica diff --git a/data/bar_data.tsv b/data/bar_data.tsv new file mode 100644 index 0000000..24676ca --- /dev/null +++ b/data/bar_data.tsv @@ -0,0 +1,23 @@ +# generated with fooo software version 12bis +# 2021/02/31 +cond1 cond2 cond3 control +14.644417316782045 2.9453091400880465 24.81171864537413 5.114340165446571 +12.071043262601615 4.406424332565544 21.574601309211538 2.5071180945299716 +8.22746914709182 3.1852515050248806 20.651622951732826 4.449592659096083 +8.980799267050571 9.233559928496131 24.859737015171184 4.127918884772492 +9.080358618317588 5.6291920085265135 18.443503656148863 4.268572385815164 +7.694230104854875 6.503020711301696 18.642541613874208 3.5498483909671847 +7.599781675347266 0.7177137140372931 18.03202862910317 3.1828829793978084 +11.698701634107119 5.233623279246819 23.233583470920532 4.551872236377363 +12.85118587601311 4.164908508298177 16.777059698760876 4.012697826284397 +10.222007465214453 3.8530606053667746 18.405248139687373 4.903494599422023 +9.035341050392997 9.868423421164657 10.61345524543305 3.117720428019477 +11.834986953457499 4.963792795860263 19.390888914271695 5.255737684774923 +16.631862710777938 5.160719789626399 22.031801649843125 3.458114946454981 +7.022382345586635 5.477115208396248 20.53377003464508 3.891374022263035 +11.985764144031462 3.361795864423141 23.416100873409878 3.828626778977407 +10.59188104130614 3.77317240684574 23.904882625215564 3.1120633325977027 +15.35918866611064 4.036201248179169 17.908928899888497 3.939218000053589 +7.7070476362557825 7.2307829291524195 20.88685879579244 3.021976077990768 +13.369820519999111 1.265825280316033 17.216926090913454 3.3039869741919916 +17.400218295628783 7.277575910141663 13.258902467740844 4.05865692313663 diff --git a/data/data_1.npy b/data/data_1.npy new file mode 100644 index 0000000000000000000000000000000000000000..033e271f53a566a91eb33919674563fbc195545f GIT binary patch literal 1270208 zcmbST`9D?d7d1th%Pg4-MP#T{$dD<KB10lW68D~Si=>pHqLd`cJTxFORFpLFNJ%tE zNQOe03Jr)PzU%!LzV9zSbnm(M?EUPu)?Ry`H__H{%T^b5wqUkU6`wtU-Un3H$*XMe zU8|xlui{G|2s+?NdC&)Z_WbvEb5BO#9{fGf&y%$WzpLu$s>`p|QkU1&S5uciCjWo@ z$7}m7sQc(NlbBX}{^Z}oBnSSceJSK)lHSU9lfsTn5^KTru|b+5b?0;Cy3bPNjlJxh zHg<~CP8&Ijj4()-tYKzV7lUxs$+c&RFo}&@mx@p$lcbbvzErn^B1c^6E-sp;h<R#s zm#P{?3Kt{_wO*je8oNL9lZz-~;a;xV!cCEWql7j+4~mqwr~bXZf+ATeCch#DDB_!O z$Yp~jMZ#jNkE&Hug!kF^AsHQtG{)K#id>`!*F@5S@#QqR9xt<|p^+j}eB+syGbkb{ zl=t)`ey<NW*12^7P2Oq>7gndxWcS8AV~ISPaQhy<8)!=tv0S(D1^G0I+k4cQH<%{W z=Cv2Yj?(1*oSfkF7_M6x{9C1!B5o7O$8Q?ZWIZJ~a+I4UJ1g4Nf|Y5K&*2|vdz&UX zt8+QzcHr-fH|)(b6j^(-)Rrow$&t+y$sGbTX}r&Ta?+V5FP-P@X%}UYqVezUwV!Fy zzPnP(wx1?pbH)75R~Y1ef@p=HG?OIVQ-}~$VUm&Z-0F4yOv3SH-g@l}Cb?R*?VocN zlPJ&HEw*~bB**MNvpJ+Q$&=RO)~`h<QZW`Y_F_9lq<1^(=-j195NGziQGEY=Rc(H^ z35pCRxVkIsqe$LXt?T+UMbZi?bv(3@2WQXL-xEwS@H?EVN}DDO-+i+;TX3D$DTfci z6w&>$&a?gpMP3l!>ErP<8I9r&dLu#;)-T`g2>}*a7MRHruBS=S9iha)6*M{Tt>U!W zh((+)Hl;AW(PX0h*sGuKX)@o_D9ZF0P3$uj;+=8dmQsPiH%e&oX${}_i32prVwY(+ zYfck?a|`WLZ8T|JU~|uWk|z8LSO2Z-L7d*b^jn!lllbxtm&JrxWK&tjGXFuEsMShI z2`JFykb?@xBnM3{|1lRk*-n%0BeGG7T{Nj%xQgd)G)*>?*afY0rAgZQ!slXEG+DOi zQuI@N?xIzRA&0lpq|BhZakV3Zq(>%h4XkGn$J0;qwh$(%Ghtlb`H@Muw|{VPL|sI2 zzOA%g$t2xV?}f}Gm?YnEPWQ!025HZANC?=;Ajeovp1f>KqPyX^wLlY-eDLlV9*Sd< z2aDJ4Ym22whT}i+gl38iFLsUCr-b;HzHA;IMqWCfHw{|Sr1{X3WG{V+h;?lhom8gC zao;ufp7b!uA-mpphZo@YTYI@&2brX%?!oHUMilw_cBxe@^7?tk)F<OBMXIMC#PZ{3 zX-j^v3-WP|Z?)2u0-Ah{|7Lpi4Mlc&&Z*ApqzDgJl<p@3nw&c|7uIx;B0m|@@}=)l ze@^r6oEf2rmTLpo;sJ_qH`twYsHTaxhgOP<Ax%z6$3!&Q(Zs=Be?{~*nrLtkZ<|7j z{OR%goUBKa1Rb5B8;EytY*@Om6pQ$;KUE<bK$Bx%cUZ~uvdHOMBKOAUv52~3lkp*5 znr!?nmQ?6P6SC#yX};|=37R@p9_Pa#f+5+i?)D6FqhG`|?-7G&pOTAZ@G{AJx|&hT z!6a)2MBGx8ndG-xe8o`%Ch-qTi2d|}K{QUsKg-&}AcMbG|7fpf5LG^};=Q++WcIE7 z;mI~8`O>J-!-hI<K5lwq4EXV7O@q+W=g7zLClB~XDUxF^ZkdzABsqGMKZmYU#J#HE zy=^!}L^tjeeT8%1)wQE9CzT=}-A3ydA^zNBiKhZgDDvo#eakKjn!NdwS8pCekrBn_ z*EcIE^5kZeeOVYyPE-$1+aoXSuQMyl5dWvV4%_QdH|||6&F08EGi%Q0@gkZi%J}-) zAs$=r9pCr@=XGhn`}Ri<De~Q)DZAX4CMDtyHb1`8L@JNpX>Jp6td>!+A_;YCFL^v< z15GNAeqtTKd2T*3zF?j%O=PY|&zwGsyhID6ryZh+&sc5LrNcCNdZS-$qJ<{kOXkUs zCeq}aic49V3X9b8?%|vKK$GBtH%Yr18KhES`%H5&lSKT@x#zf>Nh)o+cL;Vc$?6RO zE&iXFM4)ly^eHJODV*G#po4#}cqn1zn86@UquJM|y8;N~;$zvyFa}vBHaC6fFN1s> z?7zKYDU&#yn0njEP7}|8)5Zo|G%=99`@6V|BEP~{x$wzTWJPWHKdDHHGzWU<H}^4# zQI7GQqn%9hW_;hdWvH9cclP&w?V*VF+Mc`1gD9e}=Bcq`9ZfDRK6rsg5pf<$ypsi< zI6=?cUco}X9$QFE;+&@43%GV!h9*XGvD`YRD00i8<@Dn(6xrgf5kK|;yiw6uf7^m0 z1<~GzWRbt4vH1(1eWFP5*A2OQ-%?~pxJ<|5S2RiD<1SpALy^@gCvW!SdeKV7b#7WT z(R#-AT^(^R&o8?B0&(5OexP>VIhu@pKV-1$IZZx<_-<iCe3>p@(iC{;P|~dDyndQQ zj=q!blVOqVbM=2t&u5VW*TZk;0|&3HXl~i%%p~pyFDe!cGKk5+*I{>a8RV4EWU+fI zgWQvOU6pi%A}4uTZ+LoA<V)v;z8P;O`P{Z;?Xxco@~emSQ8}JLhI`y+I`=V%{Zd=T zd<ly9^^8{4IpThqX<VMj<MGq8N0y#pl3#}VAAJ4EB)22(&G3U4`uZ4oCgV)9e{uRZ z<0TZ4lTVkEt!I*ujIfQjUNFgq_g`t{W+qWRr<+prn@JYG+mOf$ozOjdae}dpBI}$t zdIsJ_UeCRst`(=r1q-{1q%Ml6=4@|HHDnRfqkez5oGD_G|ML1pYl>|D{F^O)8BK;u zf9$zA4?NoyU(HoZk%XT&f9_!d$0g&I`TRy**`0n8#>FCWj{2_>9l$#r7t<|XQ{>;H zCki$76p?xE%H+zSNzZmcj(77>Pmg!7y-@=1sBVntUdbX32C+v|lW8JSyr6yw>cA($ zom~<<A~Mz#YIc(*rVkqzU2mjGl+nkc-b>I4F$Ge~9x{oO#2A;o7Dd!{hHn2g!z5o7 zJ5AGZUbwq=?CQ~=$V$_10`y*-&kTn(Z-LkGOCJBCw=&5`M^)p{MNDEnk-BpS`2Dfm zmCDW8;N6yCPx~?^87fm~Vpj(r*c;yt#PvlQLK6gXfh%5Twa-9Tof0royo=WlnwIj6 z0S|Hx>D%vs4)`2*_N)@>al5~>Xo3uMSDuKv5$Yms`-s}&GZf*MEM+eR&Sp6Z3)yE; z#B07u^fuso+ad)k-gb(NF<(U}BR(C+6W52U(d6d(d(S<aX`-DNCBk)qCOf(WjTWv4 zPO;7fZa|%C>#1in@1lvdr%+|pd78{vzwlm5XkyzK5uB<{la?gU4C5(^gj$#F`Er0F zu_r}pW3&-}%df(N&|^`_E*awBk-5lI1tO@EEv5%^&swqwm91G5fw;%sXm1ddL!KLs zMsLW&@8U0WX4F{ZE%W?pt_hk5AGP}JbCgMV4HDihcVm*f2U<79OESqfYg3ne<Y&pw zFCUH!QDjMQ<Fe7GOd`6aJX8{K&3%0Sqv{GKNu8@2YEx$tvbZS8I~MtHoN~#=xvN}n zKl}xH(@c&}{3Xt-;>Xhmj`CAvw_N7tmH79tzE`a;zd{EO50>9V-OtKtmMH>{t2Q>B z_(4&`mUWO@4fWU5w<nS_jUw4E41=S<j{-lUhb33i<j;`&mjkPzpC0r5dx7h4r!(%& z05=|Wx@=u_h9)l(|Go={-jU5O`K@bAlNxiUvKZt^Nh|zXNH0xF<uw1Y->1pLSbL=o z;LHt==p|pFJA?Zqho5a@k(bIPMb#WEVkaG0@GctXdtvJ0K^A__h&>$rL=(e$&P(r+ zuklPX8;Lr6p2Wr<LgnCdn=6|PpsNHv|I5F<4?J=ChM3he@Z6)D6>m|8PeRA-$C7CB z>q73YSUs9t)nEKJ7x%NPDpK?4UM5+7##8b7R|XL(G}pPann|L6NAZq60MGJ>rG?Q< zqCU~Op;nhk=v8NJN2-~Gv!}@SKrWNK-15`Y)1FCkm19-M4>HLuxy-3AOeVRbK5z6i z7xaE|$BTebCMi{JuDcEXu5R2kI~PEatKWKqv^Js6UtK)-pp;1x?!RSiOJ$NYUf$n# zp|b|FnynuiBj5Lp+aIDnS~VsfXaK*`9bJXii&3Qa<!w#%%@n!0_4SS`dgvFtcXjo8 z0XN$_r)bpM*=r0gi%961I1T%w0_ZCqjO4a#!Rz-Jc<lJjB=*I!>_L|(Li4|^76&g} zP-*MZM!f2L>mL@$(`3*mG1aA;B6?}fbBDnni`oqy|8SzoKY7(xJFQtnZt95RKSi3X z+I-^ajuYVD(jx-_mf(wPbp_hRh<C`pJJU)m(!pW8ZrvlAsB_d!^tpkb!w)}K$NSW# z%M49rX|lKP`qMPjwf#otkL(nah~!xpuj*wGtAU8f%g~=g-h%I*iviEs=0^W)27ih- zO!_$iUmhPZxdl8?f3$kdD#9RNUY&X)^Cf^3eLJc5t1p1Gq`C?@;y(3ecPMy4_fB3b zaJZ^Lk>r#U7P`P6Z#~afe~&PUEd5kI{S}imw(ojTfjr)u@MKWvPag1{u)LiNoe)zS zY;Yg-#meCQgue?Om)<YGpGm|O{ETl!G09t=`}_0p_x7#EpEM9(mEISUmj)?v+k#j6 zrVvG**{fP@N58jgTJT%Z1Vy6v9sIrqxOirE@RPg`MNDm6%sI1ZqRhN@t&#u_;{%i) zf!{?X`Y)7@KqvQbjk^HPR~`$l=Z&I>to;&Nc^CA8n?~m*;GSM-F(u1~_iHYz)q?KS z?2O&ti#X2)$}t9jHzy*S!(~xV`44NH-lDIwm38?Q@rxocf2EgLL$`G9sbqhI`ke`L z?OwDB^;x>$Y>5y0<}DIxZkkMDcp`7Y>NS&uJqmuG6o~#h>yPTOBE;$NNeO=^CTYq^ zG8XlO4l-PwcqoKHuBQEL;tXey6Dgwc0SydN^7h8phv@63h68uZpkHhCFQ~G;1>JG% z);llcC-xRw=%;5CacRH1fj^HTDYk0YA3UarpwZ`ltFBT+Ds}Tl%|P@U`z5~fMBrz& zXh}yMbgsbstReipqA23;NCJ~sao=T(y<-xSMZecp8&ITVmaTc#0sY^h^0o))Q$7Z* zP4!iwh{5T;e+8(=w$J`Dw!rl(>rbw7fZm!N)8ukMU0zfO@Ek!L(r!0tC<1?f_GVZw z9Y^0LbEfASc=V-Udh0OyX3gB%dF$Z=SikS)_)p(8{LQ(bhrXkAKQrwv>cHCd-*O+s zmsPVU%eNmoS&Y@$mk$12)Tn+RxVPNmgV+r|^bf@j&4)+PmnaH7v{Yu1jW6b<3IlJK zuM8C3RKg_pi{qOHt}@A<&FW1WIEO;hmzi>E6j{2$s8%_R30z;T*6$8nFBpp1P{Ab6 zQr(q|vZ0e^HuD|lW{{(XyP56F86-*YkAD_)<Vh!v@efe)GC-C-H)3yX@MezA(w9 zA4ShXTA-goHSX1cmuq(^55zoY63fsV5{0NUj;a0QQ*lgUo+ntm{s;JJQS)xUDkhn~ z-NtJ_u2ZTyGp!(iKJKBZuYoj07MLAN-y=tn1Ggd@TsbJhNNjp`1-iHF$Kw`VOXT<S zhmKRo<ML4(gI@F>d-i$Oo>G7x5;YtB`T$KN>#5w4V(29<-Wxu^`?DpCWt!VrL~kR1 z9OoR)#g)oduQrNU{!v(T^a;+5hoJ7oUVM&7)@t`F;8#s9tq$nh<DCC&<tX?f-1Yeu z*TFN~5(CocNB(V*_|2C~Lq81tTjq&>?|rdkzZvQvODN<U^sZ2^m|i75H?dUk#ZO}< ziII;@eguBl{$cp4L>-e{U$Jv_X*iRFE>5)(MV&mgT3S~K9xn>LaZBhplPvWg*XM6z z5G||dJHCGy<aXgphSwB>v~b>*$@>SqDGHL-0v`w~hZgy5pvYsTu=yz&&{xOOK2YfI z%4E7~ZhU4E_62q;ha<rc%*f}{h;Ksabhr=rJymV^-)&WjuvrN0ORS&>yZr7To_Hp) zEt+`!X8?LGp`oH0=iK^((l@C&Ch>VvbMz?s@ttZBA3lUo1a0w{GIYUY_~g9=JMhP+ zVA0C^=-*GijF#U39TdghZu<jxaY%js?@8!u@9%Y$;^5!3z(j|WG;yZ(`!k`RT>hw8 zUiuFG_3ebsJ6rT0T4#TC-2Kn@5^~OdN)gT~hpki#Mecw1iB^iCNXV2Fn+57-yP%g2 zH}au%;G?4c4e03UCf|xT;HRqJ@2#MhrQE^;bnno_@gtG$gkIoT_*i7-Bt@>R{#~82 z2|B&@XiZ2McyXLqs387a4<BznXpjEJG1|t7g3e?d^)JTHDLQh}ayx^B**OU{MF)`2 z>WNK-?*oYQQifiI5O})hL_a@a63KHX$vYO4tgU4*LOh@cmJC12iC~gp=7K3pc8a{4 z@vYF=N0BPEyH5<)08c(jAB#Kz+$pZKnl(fp|IJSS9j=!au5d#0GLy_LK9`}R#w1$* zMz{5#UMkjKdw=vcbl$SrXu)nK`Elvd*UF>tI}RTB`o{tI<Kf0Kv!RF&y)@fW81=NC zYo;*={P_A0&tiX?sHR2N27x#G4E49Yd_j?xKha;>8&OC1w<dAn{BIMlpJ|1^=kq6c z?4}3w&)a<$kLUxhl)_J4V?$pi#~f=Pho0p>Ub1~Ni~R8%`>Z2J6VXae!3y9_IZH%2 z8T|9JbU?`y`F8GoW^}I-{!)#qqmUI%#H%8EVxh01)L+DJEo2bSxbgPeSqu`HW07n$ z&L9^$<<bi;!tXn@FMrKC_<a3MOLhM-h_Y0v)d2dpf-l?--S7d&w)l(^_#kuR)@1>Y zaUFSw9S6+d*Yeu+cV59ckGIp<a~5%GYzWduzuvl0dgq2o@U1}GUatM{CGWk}_;?t7 z`e26cRRR3_x|!Z+Z6=Xecr#srMG?(H<+(1@4fP;l>-1OfyUgFzf*{1__}m6g7x<^H zlC52c|3~_xcpUgaHshCTCUjc8^57#g;82N^_O7IjxQ?rtbz=$ok-)s1ROo=;`ej}- z5_lc=-lU-u6j9H;U~v2}O>{dq78VJi4^Gl7^m1eo+oz;NO@}5KGX2?yIcQ>YYwh~B zP4ErZ37cxGvWQ>mBC~6VcgLZ`bx+Wziy9_a#isyo3?JK2_B6?C_xO7Z_0=T5yi44V zCU>P;YOcp4{-+#FERg@%=7$lIs;Cb;i|Ltt=;JIh_b$Wz%<J;=uUN?>Dwm3=k!c2r zk3M-@0=TQlbgCs>OtS7#;|WE)Uj2={(AKm75*NRUN?IO3#$$vI)Vc-`8yRxbIfp^= zuJEW<pbn1B)48;2Iq+V<&|3H>g9PMrtjYx5y|GmKHjqJ)KE>MkBa##eS8LTygdT{x z&k|ey67Q2)c}V6xgZ!-wv3KZa5O3jz%UW{`l5#v;$Gna~Y`-<~3L$@{XT39&(6_KH zwBcU~JdG_Nc4F5klC)*W@+!`AR_g;58Q`1c!!@~2g>WuSlSdDHg3onk?68(G^gq`P zC1OPpj?XcZ{J^)$X&<i(;m|`p*+t4Z6fq26_&E!{;FDnfiOb0Q{8zdq?ci^1KcNjy zJ6S|aUEiwrJ581x*?sz(35)!CdZho31Wj)3&{c3p9VyL@-q(a);#i?$5&#{>_GIrG z^*&tR)n=@^8@ggu(7<-oW!WT;v*T_CDPM6gW9%Y>y!z+Yf2Np0vfSkdH948&U5oNJ z-yaNe&bPiu!I4Q?_Ajc@=>=~;y=KD#Z=QU*PFMwesc}(r$4BTO@vZ!y6|Ydl!S!oJ zi7Q1SOFiVa0M}ICx4b;C1-SoZZ+{eCH(1ChN_hZ0t?wv5xEcH?IV98rTo-G;aIDjb zB3+WVgtHM(C;t5pm~PPTLhf4AIOmMkt+9QmBg>e<JvY$D>Qy<dTn+r;?%8E9_=qC& z7dm}r$GHuu`<hjT^Y~;*sDFes`rDSq1->|UxtoW=w%vnXxBpWpzmP>n7c9Ph9_PE3 zM`PbY^j%?_?iFi6KmE4lNlxpa$gxIo$-W~jGS;munCncFl#f#HhQTAc*%1*G&hz$X z62E<_XyT`pU?L42YFnl0_Me|&<ovifwiZ51%<yUcGMbF|#lBFOgP;Clt?>M8@XzVs zDPznbIMvV0G~)iVh~Of@Lijk(weD0#Gs%V4^#S=f$03<MAKn!}x2|>SQ#;QjGag#$ z7d7GI7)?o=|ADUUbd_4M2J;HBpMCD%7-Y0pJ0s8tcw{x>HL)J`Imfa2FZ`b#zEKN5 z@S|+Qv)fy6z9txV`b7u81M&lZ=I6p6TIt7j6z3w3xBKyV#4jLKLsT*ee6-``i)wz% zQI-h(GDIG;{>}7U1b?*g`u<&le%tHEWq!F?<ZW}whee2EV(B44OG%n6-o469+ypxC zx75v_IETHz8(!{&9^yLIE?R+p_LpJj`#fFfoO`n}ACr+c<*7d=&@s!*|8``dzm3Zf zdn}CnTzGd%<qYuXM?#|7gIhFNbFlY*cq--`jS-bCFA>kIyrq&h@Ttm+;@dw%N9}D1 z>$paf=@OsVI>fg!qv1Sz5cJpvcGG6)*QplUXKE3Mx61UG;yM<&qjM_%I&^HnDV{3* zrO1c!=@@;~ZB4Pn@hbFd0UGO*l7rFzZvDsfUj?64Cx$-_@#gkQmoR`{ulG_|7&MIj z?8jN<Aozo`au0>q!ADYiHmWlQ+}AwTru5bnI$El>Tsjy&%9xDIZs?8f-S!UhY83e$ zShT$NIz@!f%64^pq{!u0IhIa1U$L%@Gki?=*RR5kFN2Or`K#-zw3{Li%2!^_UyA%` z+4z>B-;n;!*ID#mzYrQKvKqQDf=fVkT#H4@*PN&n1n+&35%*t$dR!-B{Hpc~`YtK+ z6J6-f?(l7;uJ52o)STbFR`BbY@w0oQpobpR8Dw=m1ulyFEBT19NRsKP%925x>jm!@ zpL`BqM*msbBjC}d^$il)H)xXn<+}K_pQvZurs=^xiZC_aeO!w3oUmO!G8y;#TTvu< z=Tr0}$L9aJj&pD88S8T&{*;QJk-K&U@-o%=UG_Ikl67yTtU`VGoiGV1Y{#6!@K@1K z;C*06RopiLiuf05re_-hU#?!yC`I2>Qn$cYK#U?YMPfVa?n0-ew)wwApBg`S^LWev zgKSGOTAdutAZlM2&n%&1Tl$|qo;im+c2(#s{)KrGN3r*ZOz6fy?>oQvD59|CZh$o6 zG`iZ&-zN_J9@A>}(@FT>O3zAfBhK^u3PcZb!4H`VFR%wrJuup5_O=Xjy{pt&FA<8I zQ%`%Ph`EEx-7SB_v%s@gF2_g!&+GK9&b~edpOo${*Xg1N^{d`14!-H|70J+^3iut* zeZ6)f-__ffnBO*|h`iqH&&S|}I3wA0AMyIISI6^ZZqn$VmTl2O+&Auczw{3NzFb=2 z#+Q5O-|p85w0OX`ACV0e10PcY7IoWR!>{bl-!p=`DdaRB(1dPMP3cMT4Z-UwFJ5r0 zLw*`G>UN_Z`rJv(HgE9!2evm0-QiPN2ySz$ripLx3U-U_m;-Iy8Et;}zq#*SOaBkx z&o+n6w-!<)*o;rw#|3!u@c2}nDD;Wzck+Y*|F}UQc@KD0mhs1O1bF7&AI4*Ohe^zg zDd#)Yh?`q=bTaZL)bX-T1$t$}Zm%a^CAiMiqbvT<IpQk@m-ns!{=71(yCTgZi)^nK z9;kx9<FJ9A1kPCRc5`b&-1Y|+ew9MLWiPYUY5xU}xHcE^<D5J#4*zJ3pZ8X8TbG~- zpZWSQmpAlC>Ago6`~G1rx8c}&e)MgV$=l<N&?iip+Hibt0**0+EaOoJmzX1$|MS-r zG_`|57UTWuHJ|1W0`E9?oja=ne%*8RSsC#B{M9F7e=gBvbF#6^L-4MAP|Z2vSnz`I zce|Kh=mS=lB~Gly^&d>%cZUugyTrLK=m_wzt=3%eEBuR9OImUySfuxJDaULgzMqas z^Dapi$(jxL8gh+A^xv+GSdHsR@UaygeusF(?LE*4-R3mYSSH1fyj%)RcSFA~8@w~| zuL914<%LyM$dAYw)$8HVp{e(20~=2CEt_u(3sy3Th1OG#!@#qoj!AJ<=ogPRnfIm= z$SY@)$E|7TTFoWHu8#2YZrOh7-wGe$qoBi$Tksc>4eM2K-gs^Gp8T>#|F*#D*=zLI zrO^wE44~V}^)`(q;{4~fcW!Y9pHyWF^4W!<|CX5-A&NNs`7*&)`4RJ*!xpEjajutt zKh*OX@&A>VcQ5HZeCferw~<%Ki|th_bMTJH_vx%<c)jjDql4|k6#1|_Evpvi`udOw zo9#RB2&s+{)`$POrKUkD0J_LSa-tG-=UQ{+vh*67)SJeu`p?khb>sNdt!ePa3$LQ( zaWr8sl1N^R_w!Ev9f$z_UTrjL{%;?loI5|06w$<Nj{jD|TKIxrIjM7DnD=CHrjsxh zY1mqr<vM_P-$`90v<`El@46;aZyBUw=#|;`MbPm>ni6hr804gOn&l7l5qYonS?)%^ zyeakcc;_YfueoE7?dGFiMEP9opvQ}4=PPJ0r^rTY^PK4SsHa^rAuBbYbKiOC^KXH! zaX6OUf%E=dAXxHED|`;;xxODtz%_l9nn&``Kim7&Z+QTZ^0iy<c;S7QlVcA(fgiZ) zfQ<QT=-o-}Ufl-hNp*f>3-oOX(I4)4VNUcYH0!}H)Te@y$w!-Z_&gJfWMrXV;+_W@ zEtsOnrR<bkeVp?&1v?9o8t_CARnJVs_4R6pTp}>P%XM~Z0Y2VHthNz{E-e)@erWOy zK48G}gnbu~w=)7dqAyW*0XerWrO|}5C2CLECiD}!ZMQA%!j};FW8|F<y!G7E(2Kl2 z9gfXEg8Vm+cRJn%u8p#fYevW5yhk@X-GM&a_*H!J$QzotsW<G2cmZ9uAX0DQGWH5; z)}(3ypUfS9OhrMDpX1J8TbztIzVi~DLLa;C-Q*+oQ6{PV#T`HG4qs#O#?7D64+~D3 zxn~e2dF4>X-?fcFs(u=f`-1@_E&I3$!<s?-cIPn+pqto6$(gmNpUN{gdA4z5?t3)R zms<<x_x;XE!(;G;dia$8J;l873!~Ny{YjwN`s3~WOd{u+x?s&0_#ln!+21dN-;>;% z6M=6x6gRdvJYte78y8M{!xy=sZ1S-L`mI-ljq@M)Txh}e%pu_D#M7@<o!cmKe&rYI zY~cN(^WB=V8Th<;Vi*6U0oRZGwP{2AZ3M0Olz{^xr=HN4a844h#V<LH`gnGEGv_wc z+pjK>lycy#==D$XtsVG$PiX}=d@qOF{U<C>p)cHVTH)V%%#kFj1&uGFKA63pDy}r? z-Mh+quM+Opl#}=VPMWMUR|q!%kB_>H#C5kqM<)zO95-VT4&haMuAn{`#ug`ejzVu} z-8?RhbNgDgI=kg0{0d&@ft~v(vgwPOi1#|w@5+ghf-3Z%w<B%!fI~wku2H|Tpl1gL zl3cl&WTp2ndG0C(*_T+Wea(_dTn9_f_rNdoJUp^y=Nzu*JlC2M3|{DAV>e%czP0$k zkLNrzq3tU34vt~Y^Wl&DRy*+B&O7b8&6w|d8g5R&Id4_lEzJx46?M6A>fk)|Qv!i9 zNwrK;WzqfW0_x<J!UOLLSIilTS}w;Tj(JbTS^`$H$lkx4XE*Kz54`?pY0`$zm0rmF z=MKEc%r13Copi^pIl$VBK7PV<Njh|&M}CD+dIR*-se<BSyk59(5pOSeM@uBs)QA)F zoeOL~4uX$gs(nit9)T}Wvu#cnb)ZAHEg0{n$oOpMnSTfW>%$K>p1lj)Y<~D;9fdtD zv+HXvLO1mrjw|-EV}GMFL*Ppi^loaJ<hdv4clxH9Y=M6tedSeIP2iu>fSMtkt833L z{AS{u^(thF)CvM0x$~A~S^$R|yT0qoW1fC?Dm}Om=QcjtG7j?}*>4kFS_(|ED*vIv z?=$H8^f*g4y=D-@9sY~2H^Fz~OWqN$4If`V*7(9W`jdM$Ew>QYmyhiClqkXnOR4d_ z-~|7;^`VT0C;V6izDXl>_$ae2buy9gQ3elORskMm%;l^p)qzfkZ**-#9@_k}`RCz$ z4wgR2TD%dyp6%TtC3Wb$kjT+EZ}_k=94Q;kkrx%_n|B9+Gg{l;iGZK_eoO?s#QD-l zXgg8RNRd^Z*+-ng+nX0H>YpA(ekzt*$ultLOP6~k$HO9;?Q?^iILFm|!x<Xzu{*td zT~vJ#w<n{w9zpjPpI#AvV-<^}T{T>23S7Awu6jNG4*WmIqR&j|rrjZ@5@__@KjWmi z%UoIHfccL;HCgE5Wj5By&`XPDR(%XYpLZs@$WG1^{>-}Sb(cP2FQc}i@f+fOZES3| z4Cl2lJ5uc<>hoLXBKZm*_>v>_nWczB@HwAM^JeUI^wtc7UPOP_;mqb~#Uz(EXT7Vy z`LER+5aO_g|0Z;Z+y$QXEP4CI33zTA@m%5BdWxJjia+m;y3iBU5M7EqaNd7&JOn(w z>Mm8Y1irZB`O$l$6#B@$rzg+Ez-MxD%p-C5UOwfk<sHy(^czo^;rH;b)^8>bVXxp} zUtY2l@*TV5VL$rig^C$Z)BS-XYYThTrD?LiIZRz=h$2QG_jmfN#lD5$hqVjez~7M4 z4&U$${)fMc!W_;q-vvSYH^A%jx{stRxmm<!IO>Pz5$s_ME`Awaf;k8)%;32gc%fiH zjRf*2G+1%=Ip#diK3N(!qfSUqU;5>2__1$-Ov+!Qt{iU)ua|}2eLPXP^dU{W-pzPg zqd!r5e~~K$=bxjnZ1@3q-Y;XZ)o<X^<1?J=1J`0s9C$iA0Di?xmxX-rZR{=fC>ge% z!`!$`^G@DdiWKR*RW<`2My3^sSV6bWTAkd@8^I*upS#-TePoc}59(eV@I}pbYrBk} z0WTL^O^UilkxZ$Bd-)OX;L9JneBg(N^$9$>zXZCaeeviL75FZ>)Avh0qF+4s#Muvc zmU(T|RT*>f1>+uWy<ag8=~~z2#E1REi115Ucpp#t?wWnTSI;khs%}4~h(LwZ2ER)1 z#3j$;dR;h=o<Wu~GT4*h`{?}vb@*5Bb_t&dP41Z-JP^GHcr=<JqlLOqyE0LJ0`;(! z_s923zL;CS_0G1>#C+g+f6W5)=hwC+YD!CCKdP%_`abSMbpF1{qv#h8dmPIRaHC0R zps*M>^w2NU;(e!Wuvd1{$1}ek^9n6JI}X%C#NvsGl{9?wr`k82upd*Net@307=56P z#m!PT%)Mh%-d`|hk)7Pm%Y>l|<Zmr2k_IlA{n!*Y0UR(nGW0?J2l&eLOuI0?ubX7T z=r7<vZi!a;LFma>F(zT0tKkplj3;c%#NT%WEO!+KP8qvv{MG_LT*=D176kwKTvuRy z0FxYEYC375jJ<(Vtzi_t$D1P@LXA`C&j+>#Ee3CQWj!}f8^wLz@pyd}{knhDujRI} z$b*i&#oq)bVV!e)z5N*SDAU&A3fw+4cwr(e0Dbv-V~>JToM-k!t_!z<UuF;Nycm!3 zc%*9ird;rbSn$u6;GcDGiaj}?mjVXkLzjXdByYbCd07k{x0~(TW$?lCCBAEl_h5g< zGI4jrYxorN5>+Og5TCc1BmU?En{Sl5W#T@^54QbTS&MU7WE|%48TT``WkFCq@W0@D zl0L3G`|xOIdjk5LtcF&BOZffDOiTlQ|JOaux33ERf=T!ldA$A%tL(ZN@;U2Y6sNb9 zCRU65-gHMmFHP+B8#{w}K!NZ?M?2!FcX^<A0YyAk=KG2=QEx8-d`e<b=dt$d)yvVh z?b>=`Q!@6GPS0)cPQf|eQR3n?#2~d+lBcqqm}FyZg+LYdUEX_#P1^!z?z}(!E>Q{J z?@Mb6%?%w>SJ|xH#UvAdmwXSI0iK=dD>|r0k++vDbsGgSw?Di6l!gTMlIh_pan#9$ zUPqgZ$MDIe<02mQU@leoq~Nv(<^!Ru))DBV!8j7J4tUk6lhY=GdH3Jkir#b$iY#=J z3Vp%C_rJ%tkk1(T+NrC?A%=cU-bHu2AABVqVX+hE(TCl$<~j5nc?#4n2!$_I8`w0w zKNSAqz)$*M3-~)&UNo<PBFosKjkM4oZ~x&-9Bo*nHTT2)M)+0SzjWB{KxfG~&YYf5 z_-{X%@v#Q|pXg;eeMTF)wX4oV7JBO3mXGm{sJ}t+m$%YmY3Ra(uS~%o7w5#IAD~`B zbp=;1u!62u=~;ULI6m7_)|~+T8hq^gK3N)hy?kQjLhxqaPc<Q3@B*bg@^5npaD1n! z(Mm7qq5Ps{%T8b}z3k`yh<6Oa828$IRTJ|ge-{_|O6*I%G|0HV9CMVs_d{mDE8_=K ze}lf^Jg@T5{fGF_fmZw~@Jp_a7&#qZ4xIlIaNzfO#I?W0fBXV)>ha4rgQ$~Nx@7_? z$k$0{weW1{{YlBhH2Kq*@2rtFu!62r@6^yQ1dd0DtQ6F7#Qe;6VC}zK*dvd(+Q0=J zIlt*vmoM@qaL0K0X5jGAQ8wi$ah$Jx-@XXpK36RLaibPE^rLrAla4TaqL3cViD2xX zUjAJX@DO}2Y9OSB*VWjRi*^F{<T?ARxo+a8w`JBgA^70&ulETj!FRDUf8UPR-OxIw z5e1%AzWb8<7j%z*lITDMt}81k-ZO%qO$IOM#0{te*(k5>$M}8@BgLo3pbu9+bEpIF z-hXEJDH?d|^TJpmb(TpK-e!!{oxtADinrDJ`REINoEpE?$t2ARrCW=jZ?<k4c##mm zASyqEB$LY+WStC0Y|RVo8+*1r)Gh$NoEX-r1TU<r<KGyJd~Y?gJd|9)BzZq;>g0yd zhd+7G;VXpm<~*=R5BJBb+$hw5_-x47zm0hX`+L7buL;5bW$)RyvG5L)EVKJCcNTif zuvX2f2=OgmoZ_Is3q2+1CBGK^PGifuXWhuB`CU49eLHm1X0O>r;HPY!8lMfQvxWP; zuKm|n&n}{P*8$(N>ZEu!M`B(>z3Ys_eVgBIzN2Uczc83_o*4~27JKjO&1vk_Zweml zhEHcd8DY8`d@t#(ppe2(lkBX=L7$PQjrX?&FW-p$jxZB72X^q;qUi;*HR#6|U3a<( z+~ME#Qst8&P39R9oetDXSq4w${Q>xZfr-up*LTTkEoR3Y@`v-1ncLOa;~sxh(vSFU z`7@HlbrN`THD}jy)X71qWzx@qBXRes`gj|}X{hRHW)uABhl5Q`2cQ@IPkLn)!6ypH zvp0vX7wGSI=-7olQDqL*$xS%-BKvx${=?5%n-w?T!rvOGQ<BE-GTPrSo&-<sAJ|{c z-3veb^BZbu7krK*J1q)zP{#(f34zcxLvK4yXjp=0WwQ!@HbT#T@)7dD-lL>ORl8sx z{GEg+YOfGqo~6_o3;4|@lAdqJjA>%0@6ekpgZo@DEf{8ty$Y%Qe$DW;dOtOpihMzQ z1&%*dm&816&621V=%hyGD!Jw0i!U5wisR@*p75!v*FdMPmE?HiGfI;f&7#`_A<(<; zh7{X?Q{722LC@e@KYx)HCyl*T*9yZ>p2aM(GLVBD!M=g_3x~5z>}9Y;`WRPEqF-BJ zv~>?Zi#!%#$ZYJ#zSQ9RRc5F=m&%P6iXxc1uMir#j{R1SNV#b#><L@wg*Nn=!dD39 z_c{uGZs0ACwgxXatgTgg2Y-P}KXde58}#VKJ2eN;XBhS$jpxh5ylIDtP&ndNzw{v2 zXes)!tvXAe;T(uxsaqn1^EupCduZD{%o*3b=s8_UlhyqfeExO9Z`0Y8osK%?+4jn( z&l$YCd|N{u^6S2JMRn`|^pHTz#*qT(-K+)1JN{w+=#ir}`y=4HpjV3!bpGD)4Lvb8 zX(GrjB(XsQy2P#A&j9$Wnp$O)w-ElF<;``pJ>qxmu$Sy0^rGUzhc7(gGdPmcAn3qr zXQCN~@UzdFoaPNf+-qKp`|@%k{xU00p2NPX;1)}dh*IFsz*Qqo^btE%)~fj7eS5XI zTMOai@iiVU4+h?Ud*q>HfcPFT=Mmt>x&K?Tw==E)pTkh8Rl@bMH=3#(!}YXVI&EvZ zP*<-V>v+&ty!AWMpNjiZbV*AnYlgpHzMntt1@>9*ne1xwqR4x3#=j14>>CLQ?MY;y z{x22;`u)d$Tbm5ITQQ$;-gWhzKXmSmkyBiq&|TGERo>!t`PbjL|HSz&sXzB1dkgxk z!@FEn)ZtghvdqJw>zl(Ln`S|WWqsM)O~%n@T{Qh0&VXLu#p*FY9IdbOyyp4?zk2Iq zD%KqNS(fs8*?H)y(|5~Lz%LUUMkF__pvfIV_MVZ44w<+wWl#gX^nSCz>@DoAe9cT= z<4u#bdSq?_pH~?XV)~Q|`*#~O6`L>@IB9?BL-|&m&u?tU!(V~7oEArM!w)LU?_IMO zeZ8pRrl$^<F~`d>lTC~Q&oUTqhQi>}&M=Stbp8)-ro9v4lbT8JSm_F}Nc-~+%|7h; z9qwB;@s(iiyvgXEJ(DI!_qQ5-`T+dny?65p&dJHbxt5S2%pWDb+1}s4BD{5Sdf(AE zMiobe1j|6zFV*D=V`q||8&_F=SH^x)(=2iKz`op~T^W&>BiO#pjZe$Kxj)9G<brt| zy=C+K1`hPWR=p1S7vbNFiY;N=j{b2~dW_h0<cZyF@)Pi5f??bp3H>OlbMDJI=#o(F z@+Iru(B$)x1tT9(kNeZ~PW0BIFKPeeEr>Z-z@K5;Zt&k%i+RS!@&1K6<sNDQ=r?bV zh5z|Zkssd0HO}X8F7M~=XDnb5#b<Xi+<0jsz3&>wPv{QwoDK8-d(I>4A(x9k8}?N1 z^}KwAx?nuK6ytvdb;(cN|BZb+R@$MeiEjMeQQyYZ7k*Gk$8J^Bm&hTu{41FMr%CUW z{EYeYCV{9c?&&Pj{W3^*$qC?`MuX=aoRglrk5adyo>Um|$@{C(hqNcR@j(|+70!%o z@J^&+=QmyCuU+$ZeZhTvuB6hV4e$v&slCa{IoLP$OVD>J#NNk3jfy!%7D=sn=p=F$ zc;B^2D<KQKcK)LFnK<a?l^;GURs+wk{M-B%`u@m<qY?@+*ejEM^XC|J3g1dg*+2L_ zH<h>4b0_i~F}*;3HSUKJ_tZnZG<s}uI0$?VJIIzi6pp!c3LD28@coMXgYkzrF((-w z`@9?cl%QM^q)gzy25L740=Gsbm$qvChJUX+Jzfa^G;4VKo9EEo!-`Qs(($POE}xsv zMSyGbGmpg|#P7!XzRTO-`>%CZUx|Nz^07kkFyfT3!AY960Qlo(5Rw^-`LJ=LzdG*U zD`CIV5bCb1PU+4E8T7Rti5!hCh@a-#uuFO@BC=p*wObPQl?}do^F+X(GoQK}iFgNJ zuwA-g3iE9NlUbRsn1A+k&z9l!avI)Fyva1-?V4To@-9BVUwLp2`vU17PZ~O-9{fgx z(o8Tv`eymmx_2M;IIe87|4@PZ3cL}ckN(=bR)1-%CW}O}^|MPsmn6Kq64($1eKWcG zs|faiGM@K5SNw{-fV_lHiN~O$!|xoP4uP)hWaVe9!TH|IKYM8z`u*>J-RpP3e`Y`9 z&7J~(t%~Iuco_9~-YWJu^4j6@P~8xC5LYExR)@Zyr#be)Jr;CZ+UmAV;DfCPIQ%>C z{eO!kzK;h#Zt1!F?P@xBCg0dyZyGwSP`)`A@f5T+@mdc&V&<&1)C4{}nR@DJ37+1$ zU`k9q7y7U-IWJU<MY#RvCX3DicON9}E!&TM?!jLnvgnf+7e91x$NhFnlrP~v0$w?~ z*kKrb!su9FMlW#x^60KB74YNi=no5wN5CifA15mDyKE^DW#YLVCp}+Vz3bp<;i&D& z>(GDC85I@h;d!}b9kO=dV}+5mQy)>+)6<q+XTigIZ*<~Zby+0YfG@ZPee;v+$}&${ zP=5!dZp}v>&S>+b8R5QD*z9~=F)vy#>iy?OI{JXC=E*aeOyYdVb=`x@Ow3mT#`a*} z@%_T~hy?5%T@5KNs5FE=?(=uP7mhx%D*Yr+1>&VLxaG@z%v<bvlv0MktFA#S{eIy& z#l0eq;lP(V>n=6lLij<vcLJNYQe=8*YJiayO;$)3jrD;)zFwnG_CV*T-@CD~=Mwt# zw$jiF@af<YC$5}s=%&cEQ5BN#(O9pJb_zlFg^7z^K)vt^6dU%~0jE6{eX)T)^ndjJ z#^E0975uO~b}kyvH|&iuTPA>Wzk0LcqxTf~bjmn66n$B|-8R}+0{m0&I@lWtetFRH z_!jPmi#BZe?#Uv}ORm*zxP<<!D7#ilj3#Vr1v0O-;<-3|gPalc+rFpk<Mr^lzPT|= zMv#YtPqPwAkgxjlFZNa-zpMS<RPKfE^dq*(<8MB2>G5JtM>o{-a{lT|5AYn=o3md< zGoZ&xLWkz}LND*-(z^jXt<>$06$_)t;`pK?0@!1<Ii5tC-omFdbX#r&UYwqq3eX)y z|G$4|ldk~wq6?dpPs)KmWgZT!g8z_nplp(X_r;BkJm7~<=oX^xnsyNW?2DCw_Ynv8 zz;k(9(RWFn+gZM49{SY@=}&$}G|}howVC%9_@jTt*i9OIdf@A~nR@sRKU`AJ(eRyq zKFiDxgf8-U&~f}KMeg#?Uw#q#H$^0NzF9H$w;egoHeJT^xXq9G&Y&(1u?bC|#=PZe z_*lmY;I&pG&ud%Y#osu|b=>OMuT~S>l+=&&>u)V6jXd_rwyx#*gwOkTaVg&%e9Sy` zwh|}w(XUgTNFPlq`kVWXq3(Xz>^a$k`p#~e?;P|7zI^EAu<$c@E+wN+z$y^&tlIzh zf*STXQj-!Vv4>%PT)0?NAM@Tr!_2ZJEYjrO(qT=2i_gx5nc?@tmns6o{jjgml=mj( zGkkDwUTP8Ypr>Je!v?q^ar9k#8~TxJ`?R!-5RY!Jx}g93l?^}ldJ+6Reg3xSr%NcJ zd`h=cp9_2$e`$~#_^SST$Jy2T-~}zO(<?GDCzn_8`fn~;=N#Z|q=q<dAILfn+@JJ% zrS?e~dkQ(VtKa{lu<w6q3kUMMJxGHookS5wYyMYaz&A;c*ZH>4Ut;l-VKUG^Qm-Ul ztP@8bBlbNwu?hHmbBnPI>MSW@_l`C_>?4l3-&_LSy4J(4LtF#6@kD~T2l>A7OmV7i zBi{G*>XNZx=-!3q6Y1wL4=P9sv3Li4G~01A8s}r>_T5|7PD5|m&U;PgLT@ti&9<9i zKdjpHhQtf>Aq`>&nK$uwjcW!~jkvB%cF#7{oAnaI_f7DL-tFuEWd?q+;#pklhx(G` z+<#X~3;mu$?P+10ho#Kh_1>qjFMgw%;kOO=Cpe_%k9<)xch=q($No2Onf^sP772RW zXvb*-+|>=4_mCZRyD&887!Ud@r74r_9jO0Vn~?W+;A3u*lURj5juB%re-^%-<1(@4 zcjzl#TeTc3*8?xl$zN4MUqh;XNw8j1WUpCT!!A`kKc(5I7#E7TKfgWdd<AiC-(xYr zgkG@so>bq3=a=WNe82)u1V|Zr&Rs*_J9_E+65v;l^pT#$(6ikeP70;r`)>)z5M|Gy zh(yp1i9qO~@u3A*=fweUM;~*3EC$|}=vwavpKl0h^c;h};t6XMwuk=oJGpj8!g3b* zcIxo>+n3<wg|qY%<o|5PE1pI0g%S#TZyW(m6o+1ZxdQk<JDa|U7rIAG`SM9`=+V4k z8U4s~nml7`{Zv|o?>V)6Nz884$*9{aBS97!Klg^u=@0a*#J3NbE%0?G4+d{)!ya4d za&|HF1xiu{e>l)5h4mY@x}blss`&X*5PhEiO_f7;QNO1bo?8960e(H_?EHGvABV<M zvz6$-Jaldpv?9(of?4-RMd629i)1Z9JURc43IDf8e=;~#>dOS4qs}@0>9Z^RZCReY z#mHmXvyGhgCou<}@4_g9kH_$dk4=@rUQF}mH0E9K^^}cL9CR6{T63b?G3-06i8n}6 z0$=^Sn4$O-dkKoQHKsSPKOk@VI~9FMtk?Xa|2~()?*Q9r;K%FCi!wVoFjsflB{YaU z-yi())doC!(zS8TDD+l(Utx_c^w{dkP_Yo`W~nWzRq5y}vutI#^ZVehTJ^44=l~tj zddJi3E_6Sq+Q`u)@OneC%_2wOjQ1U#UVmJ_)pqS^obS1kuNPZYfE%}G%$_0N?d-3k z&y-W-P{v5m7R2rB!O`Ik;Jat1e32dEYnwgGWdYoJ+9$6m_XoVUpds@*&e2rR`CFOL zPbL%XT`#~hGq2^WHGbjwEdiIc;^x>dzqhQ%=sx_z(SPiA+IXHuch%`5@KdM0Z3sOD zf3EW1ipyuu;yDQZynXf9yI31?Tj1IT%oqE=3CCfsmST5fS2X5sx%I6XtKlc*K6qWF zgSy|*5_+8npKCMEtWQ)2eZ=pGgSR6o!dl}}wekXV?pcF>R!hNu+|n;gjp1Wi$XM{i z!Z*#2TJLZPdzd}8<|F7+OxP>7WE<nYc7Koh1>Moo`oN|h`Z-|Uz;7$~2f`1Jn*;$* z*Ut0H+bs$|{LIkfD>=|VPyQse00$Z`F|1^Q5RWe{pAXbwe!_N)`o{-d)nlD+z8BXO zRGmI*g1OL!jhZ!H=tnBpkFGio9hNYgM4->st&ohqj(#Xfz~IMl2Yfis-CDYcd%C&p zPvhs{ncXg{qVc@?CErKiE`XnWzgA`oBfi7-0!yX6Y2xHwaDE5y(0TK#gz6XY)&BCG z8Pq`EwlFa5bQJc|c7CotitlaA!+qvYDez0%p#3gzd96X5-+4RC%L?xw(SpDANi68P z3wV0)r-j55@Z{>I;cd~#?=7Vjlg^95$9>{SrNek`MEj08Km0z`*h4Yqz_rA4U&{n> z&Mi!N>>S<Ee=#=u^a2Mg1+Ro@9)Ta<ar11)D$G}Bb?j8d;E#%brm;FmGFG0S)4|;N z*S+_XzOvvSW!squOUz~CRXDDqKK=^4aWz?vx&FFW^B%oL|MI!uWkElDITz1M_iM55 z6t@0~8@_kd@;85l;ZN=yNYMKTAF;}wE$AtD*!b|4b!FhQ;p3yr_}H<h@;kz%pa(iF za=DH=5Aru%z1~X^`YDW=<nRW542Rh{7Wi2Ba=Y#(=nZ|lr7f$F-zC1O4nL)!%lv<b z90Bfl+$;=Q@ff_pe{-9dE=|G<Gr!3RLXW;{yg(OWK3=6FTB?Ws=E2JDZuFI{%P(E) zR%F5Nm-lrC?)8Ul8*e%Ro@(K=)^~v(`rMZt4&TUO=2w#ygGo-@G<@m<f6xE%WeKlG zOcKBD#=D3v_{FJ1o4yJ|M~%92%|OR)xpG$Ozr9w&>pz=nzQZRJe=EZg1wCcRcaw?t zQ5@Y2cGTI{$CVk;GRTvWy|tnbd`!Q@6s?2UAD*w*Rc4C5S#zRz0r>rd(v;ic+vp>2 zZ#pfBeuXbd{N3IW_$(3e{r|pTkK%+T8z0WY+F<j(yU@EiKiQr{BAyE}Ix>uL?iTtl zKR*$U{(gA&ekSlK`+UHvBOW+6+cLg-Ab)c27a5jk0_QZ+0}ehyUmp}xumXKYidKPM z@eP^`EL?6~QjPPmU*OAL=mV2~)fb{Xz%!Z0&HsD8w2iYiNYxF`e^UHH1>hmSYW{D^ zPvF-z9OGJ^gnfOj&=3DT_v(8)#!o~J`#9_+Z0~`4MUxzP7nVcEc~?Js4?g5fU$^-V z^3|DR7;O9w{??k1Xak)043B$SuFcptSn6g_SBdAG*pjnmQP*dNH@QZ$;rSZR?$a)K z4ku=p_KqV{nCBZWRhfSjbE(%BFMh{iU+7W3<j#56YZMm?d|{2cI-(x?YcJ;IFSDJE z%+SA+8>WiTDbp+Z6jbrP)%?_jp$jw#9Io<x1KcR6sQY9NTn$P+cnv$0#G7J!+IJuI zpyYO&g@0db<KpNJ9mTp)o-+%65q~LG_!v6VMX{~d4ChlIL;LIw^eJuo>n59^zZA@t zaBCj|F3fAt+X(&$&D1}X9sypk%QD;xJQpe`F>HXIw^mgZYq<k{X0cRH!v9-ycxnDR z^aHor^8|IkoAcki^<U6LljpMY_1~I6x8AuXSPr~A8g^Ltx-W|yk7`kz2Ygy%s&6ZY zdeOBzIo1cfwB+Gl-t39_LVUE;yb$<D@BRDt1GkP$v<mh?H}sa}Os<39$00y@)}W6Y z>Z<+v33%Wq)plS7cpzlZ<!7D%_U_)Fm0rq?xXA7E8-so_DVe<92p(v#8J&w=03KhJ zRWWu0d~LdU))RH3Rkt8B828(pM7!R74<B7{aw-D--`$*5TW?|RUDy87F&}l1l%zcq zi0>I9ul05PNBB{}r7N6~uk!{W`sN!k$IN$LV^5gmh;7jKAmr8NCMVkr`sxGYW;+YO z<NES}!TjL;{+VFKV$|pHzx53+;LoQI_Kbaio>d;Yoqk;w&tad>*XV~HGYS=9p2z2? zwK22>U(;mY^2L-}7IZ;-C(AhzI^ayuMJJqxfeLZkd55r{@wa|l9R2?5_O%Dh&p{vg zJTMEybvE9=r85D&b=l^%?kM;mQYrneRTrMiuJBvvL*d^QYc9&5|GabZrnnpQ+f$F6 zc})1|DP#Q6dr@!oe7fO^C&6o1=Ue>O_oa3XCtShLN?MUuI}3i4n0BZ$<}2G@9jj=! zz<y$6WPb(XFgW($uNvmd=~rzowgJE0*929MK)38{4;&W(zPP7&-xUS!C_1j#qAZ91 ze}HX3RVL;&I&UNAMFC%o8T5=Y@{ysyBboISugk7^DhGTJEV~r<L;-UPi>i|s5Qj*C zKGPsq`1m(0AKm?g&wUy1_8EJBLf4iY&o{taSl7D90yq_8kukIo`YfpB>9JuNbJP`^ z2QLACQmR(Xy#!CFcz<i5a_}6T^~S6LW%zMzK5t6Xp}YS0?6X*kx=frpC<<KS+9vTl zvI%{A*fXPpz@O(!_6$n_pLiV?1}g8z{}-lsk4*Gq^tHmxXSm{!pWe5!f6MVaiN#$- zVf3Fa8XDC*P=Ayxzt14_)pV!F3$<8$9`?UqMxstm<fu#g;Qx=(v02X^^(u8Q@mx+S z@abP_kHUQHF~?s!^J*_}NGyd%&jGwrBWJ^n`jl+?$h8UlcguA6l>cw|7rg;JZh_c? z8c|)oxeR(;adCG6@G7rQN=!~3dysbz+f>S8kLvA(Be|HXNk$Cr9G<~*Tn?EfJO}Xq zW6Has8v|Utw>tVMdnV=$hQBHsZ=nwfNl5(#J)3f5ZhjT!W*g)?uh}odbwpjH#L-_o zdarwvI}&^@$2c({i1)n~%U%5w`#kSfE@7_1KE8XlTLtns$h>c71D~(cjeUxL73QPQ z);)LC!@0I^SJ)wm|L@6fO10YrdfL5QI&Kg87Q3av$+-SH7x|*az}b|j$7`10eheZF z51mJ!X!1_0W9<jbQ5()ga`%AO-t_yK!*`(?_nnZMfj+!ib@f#V@J;M4S0>`VH~zQ6 z>P>iF;;5g`f6vJ|Y72|KN`MboJ~?NHI*&R0hs_54wO~u=Eumgq&&y|N3V3)(&Zd77 zb@rSZ`Vxq|BxfaWT@PN6_}2UQ`)B0EM2c^31bFyvyaYQ3&WG~Q+%!M>0JEgUh1cM3 z7{}Ig;=VS?<=Q9V93MA{Prhsfz0Pbj_>J=)u+__U&<XoCCNXC!;71u<`*mLydjdN4 z!4dO-ZzEN=9vsi5$YF{0dG1rl=l0604i~_Ke8z&gPryGH44ZBO_mu=&Hya~gM@3UM z|C(cxg^Tk)J_63w$6c-8Z;t(&+Ihlf5Lbz-*SFo{!2B#R#Mcbpf3;{yS`Q5$@rL+t z2jUu#YohAX0=>gp#vH#0oXir*ejR~$-fMl3B?kO{aq8qFGw7hkbC#DfFh4A>=KJrt zgf&_b(W`(fFXz}3b)auokLhmK1rDBY5w7;(1z&4Qr}Y4be9x%tWdm=sb$kmtr48SP zS5L_sILLmWHSC}l3wtjuoF@=xMynp@b6yrPRx0PdxfQS9y;mu27W<J8Y<U(zw_SBP zu=f!Ix+)B?0G+Suem`WB5cuuj#d$}gzzZqW-3g8O-szg1&Wpff?WwJH=-VDeEST5E z1s^<|()Pgf{JK)@QRS)FgMA@t>E?;&Q+y5;yQ4mq8S;MQNBrFN%UmXzi2urcqXU+h zx7@jVa3A=jF!4vc6ZUiN?2c_Hu|fav+%Y~!5xVFZ?~nA<|MnV>g#Cq1x^~-)D-ig$ z=s<$S6I{oPEzMlR3jJ^FDb@#j)GK4}tr)~T`HlL*+yA5Jy5p&Sqp%8<JxYkI%9fB# zA)!cSDl0pCWt7O4k(s?ED@q}<ZiJGRS)pt{BN3q@zsFxbxc7U%_kGWK&U2n~&ie)a z*fFn0v{<3ubglF@(?0Nk$bd(b#^~D&WVX7a1YJ>8$WNsJxJL1s>JxbM_lkIu#ByAp zw5lx<{!hD6ZP@^S;W9tdmk)c;%6Qa$Q51F4j*DE|@W1CnSz6D*pEg*}aJwTO&zAO% zeLx(3W_jFhGYInyDqSAL(8&xnZolk2iah0`nL_~ZM1ZT|-)`PB-b>Q|sTumR_1OtY zKg5HUk2`JfE6XtJ@r6P3Lv_o!E=XXX9)$KEJO^GMx1j$7_NjkdFtZr>uLk#(V;0ls zORA0GF30DTTT-*K!vCFHebizQe>>e4?kKo85VSobGCm=mH$=T&t^NdDr~5?SC5F13 z@mfj+{M1M~Z`(@Bk)Y;c`L7%HnP{u%luCzv@0U6CJr(}3o>^82T>dBe=Wd`faD-;P z;(;deQFTd+7WkuVle`PVW$-Fe>j$#1WA*M8IvGdkMoKG7_pm?X9D2ni-N?tSLa19w zp#wk6l75GJyU4=)k~7|?`2FtrfpA=x>1MJca4MPZ!}X^^$jfhSi3De%K5}B`((`HP zV|t3&)vn09pSGOuf&P|8qc2IW0zR>~m+jA2%x73z^>iVxvsHP=oP&L^erJ7|Fy=_; zJm05l2wb|TEV7^?>P$H3NzJl}zRT;XpJ#iQkw?aGdP+!wN44`eF(Mxi-?)B?eF*2J zxk^X3L8l@QKc;x92Iqbx*-RGA!0yR|8}vsU2-i5`HgplUrE)9e`=LwGRSz+6Ag*1q zETWCJ!TNkSS)&M?w^VM*3pK*L>C5H`BQNxW-#N0yfcU!PNXZun9BXm%j@#9RLZ@SQ zq>;yQi8K8<0Ur8kPt)U~YV;2*e0*%?jCrXR<%{#@@p(00mLkEw?ES72*<imI7<tCX z{NbN%TQltN4}YuQz3Jx2>!{WqQq7_+RX<pu0DmtFI@i;P_5SeEVJ=e@JokLHtvfGx zc*)tdXG-Y5e;>RUvVnbARkr>K9#56{;Lr)YzdC%N@7qP-n&kLouL1gs?<b};OdwyW zj5c=1|GS<QERZ5D>=c++(D38jq#xZw5;U-5o`y5`cA#f6-;uM!zR6Uyr6{RGr#Lf| zz5Dv|EYk4tAK+W+;a}#<(eHQVYT#YG?vK{v)7;3{X&pW$zi)IR9Q3#<dx#Ew1^gAU zy5KW%qifYS;Sbs!ef8{Ej|VzuzU+tnew!kwy#`<M;FH^WjCyGP0+q*Ctmielp^*)8 z;OE2-rXxbYr{x=>9ZBd@*7kM#)`RmKG`z?Oc;CZuj$%^y_q)la0v*I1KJtuxC#k^a zo1#fokoT3UzG=?J^?V{C?%2zt{%+vI-?onVcA|R~G>D%EpL|voc<V^GwN=AP1%EO6 z%zJ0#3wX2pLhxlnN5V}x5{1j)(Mnt1^ygn8e=+gl@|MB8RhS<`hBSU(BjqmTgS`eb z8L4ZapL0F)L2U(eN<#XUyFK_ar4U;T_WO~z$W40W9Tp$?xSOHV4h&9vo$JB8r}w9( zpRJfz$w?~XNBr)6r}sWO8TBQuV3`EyGnMHfV}AX>d&O0)z#{BJ)*X$wOU?ve*`Ev_ zpf{05?+lgz4??;8V=4Eb?mCqdH#>#(i1u?x`U!nxM802w-I>65@`H{P>OdE(j;|eP zLVtZ4QJUy$<f#Mpn!3;}inmTa(!Ym(fom(a3-GVO@|ost#7RbF>ctcW)OXIe9=Wav z|JUM}Vn63VSj*wQ^&k9we{7%b9_R~_#zkbO>9KDE${MNoX|=Tyy5fkuam`ro#T@uj zU9J#^De&EhC!7&}=$<jWv&&maN~c#Bd=O_T<x-!7A#Mzs^yFLt?)eIu2%JFtrnQZn zqd<L8cJ^US2>4#B>d?Mg#G~QjDt@f<&rws#u{`*f^#RTsz*&we8MU5f^hsGSD%U*% zzWkhTzJ_?XJfU)60J=rQgsDdGHvA>}Opzt_v#fjhnjUaOfbF`(^d-b;TDAJe-l!X9 zSFPs-Vm*ytT;LZ({o|0toG0=VVP7RacLmhPxDPT4z>m&(uFAOpw|G*ce14E14wEVL zzH@_4Jo$2~5Ah_k{4zRgp@Ynf-F}_}e&&`_e{~!<5y_lJ4u4>LWu;~E9`hPqM-Mc2 zAYVFPqEYx9e9-9B{8QlQmAwgvWB$NzwkN-Q?7}&$RK=#rFHpb!>OON=7`&iWi^L4S z7ukP3<zb9EvJ%_K0ldGpizF?+5&n>A^O}?le2;r-E|Ljz#1WlG_GhA>f_cK*0P%c& zpZM3m;3ekt<m1ZD(6J?YhfBcY<0x{Ss5+5<u-LS8ApSV$-DLlh0KL6)?02~@?n9cB zVKo!|PeCNfVlQz0qM~?rGw7R@msWLQkJ-eL@}1!C4Ls}T1KFGj#FH29-E+sBYP#W> z3gG_RGv^gWe9`ZfCOjq=jlK>NfkYed9s^I01RCTIjw>C{8>n!e>%ijOBHZ^A(JO3o ziMTI*rT(pAob%)SIIRwL%_d{OFNDwCFulL_LmavitIjuD<m>(yXST&|Aium9wX}@> zsmzInyk__d533W0Zy9)#DJ3y)IQsM&zTZ8ghkosdA@U#a59No998tilYX@}e1;9^O zPTme4vcq-G7YBR0qtC{yCWG+-`X5<0{VoIVlXJ7yX%MHXRZTSLuz#0ZwG-;V15aDr zC(WrxeR6D4@<l)DK`K9-O3k5j>MfkIC57&<cI}bGZ=CZuV0eNG_*>gn<1^cXc_7Kv zm}=O&mFrOjm0!4D0{!c=eDG&)lOML=8(%#|$XDfo^W4-|!u5e44W0{z9^j+D&lR&` zeYPS!C|a-|V~Vri9bQ4-EPwQ?(+GUDy<til^UX_w32!`koC$X(%$3IjpkJK1cJAv( z=y^?1uhpT$={=Jy+<^XIA1^(~gZZ`}!Ug}X!w)Qy-IttE2Rg*@$nFj7hdsH3fnpy0 zsvS>vLSXkLvYabExDRuoXumG(yX*r&^D*!w+V;!;PUCY04$5gx#-olm!XxJf9V&4o zcRU#TQe&x^IdvNGXluAxcph^;*%$0=a=}~vF~>=I!CoQ<sdZhDr~iBLY6HCYChO>T zooMJ~3XaC_VULm$n@dB8f4qeZ-9r}OUr7(g4@jUd<80E78}@&+y*|GRxSL2~^h5@J zG2zrL@f18>qrD`8ZV@^gdw$gdBly(4U$@QWpkp6eFqh|m-M#*IwR{P7`qYnOA_BZb z>rEQb1JoN1@-nm_PUKE^9gV?$-5Qc_tYpQyR5HqqATOuryu<5??;klR^4j)2@?4hD zh!g&p50uR(+5`SGrf`*k2!1AM!dP&33icCt%W#?;x<uvM?r`+&3=!@OYHK1dc;zBS z0sV*k@{Ne=@F)Jge#afOk*|^exF2`{x^1N9_%-1BC*lU)bxYWhsCmTHZP;B<fX8vz z74zc5Q6VYlN$!##P1c~7l~Yo^z6O2ENbmASC9YS*Z_kMMtWcYABl4m%!MMwc${zKG z^D{I3B#5)2O`-e!!JD!Iu0Iodf_<Ug`&4R|KgN?R-{(PG*c>)bWkH?H?Jm8DHs(1f z&t7msyn7%RBB~({9>M9DPlx>u_-rI*m5n;`^2<vU`%u4p{;Sl}3;2ArZF2&;P2;_< z9~@y160%)`x`>NYBT<*cz9U~$4I8)$eA&lM!PyDkl4@!=HvqiIST*o4(?h-fmz6~N zDt=b3MHt|F8;Sp`enx~oB1ZL1cU(8~)ibJ2=*#ymGxHc^z<-)@r>`3zP6ly`GGM(N z_HSGqfPb8sp-zaMMBFtoc$quuMCkmzux|XwiIAc>mm-1vl(N~Tbo`3^Oo%0n7=0cA znpz=4@PjWdo(E~68$Bo8XSHV*{R~rFX^+3dpV|p7S`+9OeDO~8RWj`6!mWa(!>BiA ziY?47p<b9<BB`>Cb#S!4Y1@nYDxFm?0e*eg5FYkM|4rqwkm$-=&|&)RXLY{f{1VA? z+!x>%!k^^L1~(iC;b~vo(-0S5%U%6D3!eE)K_OjU8*y~W<zU!h=pcp9ZgFhe6Qapf z<m!6u3H4>~yZN2a@3G%mqB9BgN9Qarg?I-7MIG<P0UgA_9G)i;&{bsbcd0C3zuUC~ z>q!KFb1}|lM-e~0+uh#&-U2WB_{yu?1Mz)t-uYqh2cmzz98|!=kJPfwmrgknX4kry zk1IhJ`tH)hj=W&w#)je;;&sWp`>S#cSg&ij2k7nL_og&HGRDBa=o)H2>?`A?dmd4z zunvX6hc!MzH`w}?C=-QzYa_&70C;zPlimIg^0bLFXJ{LN!z7XPfkTK(axF>1t--Kw z65pvD#KHUC&t)6dkvG!5ImJ$o@AJ=7RH+7i!&4V;*8>-Z#lvJ)PNQ#0<cVjklM|s& z!P`Fsamn!M{=S)KsQWlQxN@%)_s4woN_aZ--jkO)zPg|f{#>s7%|nRu!7F=sYfxAI z`#L1@1M&bX##4%y5&sVGy2M^YUK@VL_~8Kb&=P&~Ea)21VrOq~s^MIR*GW>fHV%X^ zw}}`-^#8fUIYe~hdMAt<t_6YLu?#1?9YLHoynpYaDtJsx%KN>4j>C?xHuQwSAIw_j zAB)2ug1E1LlIcY~Hu=B3|0%%k-w^b2!6VqzS~eW-;6A>%g<F}Tj;rWpMtl}=LvnZ@ zs{`gpDjLLz5kDRhE8W%8K>cauwKWIqpz-S24jtghbCFkiP4lSFDmG?bA_brSm-MC1 z2XisrR_s|P;g2b+3!AvkD<zZd!|*>VijmY?SjP`vI!`~s>y1}UAKwMuY@QW4H)f6d zPHHZ!`+@#}_(MjT$ir-B{Z4-AKtA0Y+0~a1yn6dBumacnI=$++t?Nu6^p%zvqyO+k z>?MtU_!p_<Yu1bBurGF5D>^jJ1h-|{`E?Hm0@EXwOPA4C*_{(8Z;N$mX+3H|+>AV0 z)@AIzIrychymG2B>OIPV2?1f4(+TanK8QYK(}Db`hzpoQQ8165Zos+7Uvh8oVUAHr zG{uhXAoiJS$^W4U>Y+k3blm!=Kd=U0WP+Z^MXSEq%LIML_h`pe*!SC$UZ3tl@1Q@$ zJIslA^~A3%SNS{ekuWzFqlA2Pr@>C_Df(x)X|Bdvf^TN1D1ApA<UjhEt~A(DqTUt1 z4La04blv*Sr|jkz&(u7Hkk6NUY`#QYVu7UDQw})EGH_Tj!5cbShlg{%A?%~_MfEN4 z%)K%DKYj%7(6H9qxCQ=1MHj+Tg!@-F`D^y?33w5KT{H=KbzW<C$XD<zcAtu(6yOho zdT?t?CiXMpvh{!PyJITv*jE2x-m$mGO_vUN+iJSnt2>A%>8ZmffRm4NFK~CtVV@Qi z53Yyd_hj3ai3IGIEvx?D4$Mz2NV3vky<_uCrs-j~?lGDx9Qz#!Rp*1<_Zxz579Ps7 zI{@AO+gDODY4i(-&aLPpZ+Mx1m-uasJ;7UmDvwd$o?sx#sW&Kr{MtA`N&fh5zHioe z&kXsK|HbMnd!cu%XPvu)efdc0FP9?>`#cm{MTWe=BjTw`Ksn-#@X)=-^3cssOH<ZS zAkR?x-nx~DbIjyL81IWiH_Aw(I0bzBAn4hf^cj32QX|&(Ci0aFdlba|P=EV0X4kig zzObd0PWx2w1z%-(p(D^i4^#YHHgzUU#*1n4HbD1y5ZKk*jQ(}|K~65<PGKc|X<RMx z2wM`u(Lv;8-oNfxs)Mhx--=6xfBILEo9zMKjr=*pWLF74Ee$DE$LqbrHlI(SKQe>% zVphW^y#KoW`V-^>qyqnCUz|o>;nrb5hkcylfA*Fh{FJSAXEyg6@GfWWs_+_q$}c|f zXh)okT6q{~iaMKSfLSEJ1L0Ybbl^=Q)YqHciCST|Disq0d%%yhttzaFV4u}XYdvdM zpr^_Yr^poA6PjfMc=_|~2xRJaj(7aBBYfTaU6{EZ=Tp1-NN_=ajZq0>G*-rZTdMHI za318b*T&dL5f?14c4cq8b0Cm2+us?*KJByiFPSg^?npE<Jqv{nD>JuA$&CDsaiW)a z4RZl$Ld)J*|J)7xO&bO1fLgCDV+B#KrX=hycS7F9%Nb`5JxMZLYcd~yCl+8kN{4ta zyHB@_Xdl)&tiZ=f6xUa{(<%j?R2L=Obsu?p*xB}bf3QypG=&u|$QQ3vj&E<VBYw;O z)#(#M|IB(?o8w+5f=Sldt|Kpi|3^sXT~=}ZKmT6r4McoCKvmd<-{W*5TNFHicN1?b zNkdRin*PaNm5g|F<@lk*DBxUzc;#vI^BWxg<Yw;$J$A}(pcJ3W|K(^`3ifTZpxZ1u z2KBhwUqwEmm^b<66iv|x-T!L^OD*EbbVP)=(ruiJC>kU~ath~03*;PoLW}+Y&XoFg zUes&;3*|`wp4oYnH;&}l6E<Z_qW+?9fNtf#gO5<ZyE&ooH?9o&f+@`l(k}R0U6@c6 zbi?%DXYKxBeXRc5D$lLLc^X7DiDOZyZ;(Zh#vyMB?RfQd5$oOfWsS55``PQc{n=z! zSE+PzevP>9mvAcdWDNA*KPq~!aQ((Zw43r$h|`i()(y~KwS@ARY!GiZ-At0l!5^t_ z^|k$p#k$|;`ncqYJpJmWZ1YLfha~oq9C3s0R+GTLf;jf|SdH;#<k=R^X_o~zpfg<= zI+Fd_i7@nUd4@3#{y;CU!7Yxu(D=CLiX7%vGtYTSpFzJz<lgn~jL4Uji7CZ;z!w7z zZilphN6dDSJh#R<Wx9#-H{cI^hV+H0)u>;1NNSTH@2h1}p(}Zf`qC*Mr6^PA1>yfh z@}yB$nE0nofjC@oATsC|zHeB4&`<wy^dZ-5(LM$){LQ$_w&9KQrK3{mJ|0D1z)R&G z(r@+z$2Vl;tPkx8rhytcOD7SpDKFD!V?91uPgVbYh4T*2MaWWu*LdomE+<QXofL@C z?npr2n_G$4Jr9db+jwjgaUyJlXh#(I6-xawyFv^)>};6M7Usd2njaYIDWYE8(UfEa zzferg^vwsZ$fbqyOxZynrg)jWN&}rKD0umA0s5dLHf7%mq5tI;FAp*Jj1{}7FLfXI z_h-lHr@(pB{jw7cFAzs4ekO%q0FH^yd`Y)Nzt_K>v;Tqj$p4pS`2qReFXl6Kr{O<S zgqFbqedK|+uEfWzfX~VgvB@HyKUzz<RSJ7o86{adfIQ7>wN$wo^9<4Y6yJ<)BCnx6 zu0Y<0>(-UujO#^zYb`+~@fu#A<Ip)c2fak)hO<Z;^3R){DH(`k5_RQ2c5zug?CkTw zJ(x@29=Iah4IMZ)bMP?uk16@v4W)7iLR5ft%RlT#)0bZLCg54`3mpn&oEI8ybtA7m z8S`|>d@Iw??@XAs%SCCy^W>roYw$g`Q_MbJx(dIJ%5tc}J`g<^2y90@V0{#3)D2uI z_AE*p9CIKrXZJcaUBP}okq9pUKQcbRd13~9Rxfv_xnUZ*k`U>D4EC*mr#`jE8~s;Y zGVy=aP{03rXRlor`e*I9<|e6-m(dxQE$Jd(J2q}`1M5r9J|cGs`5LFMM)#5e)>qe) z|A8Rl?`fkqUD%&_wP*<eC1=80ZHGqUZs@1KlRve!g2%q2&>_NeR|@?6X((a0nRzPO zpYyR##qSOcFQDIsmsQEv6ZPi@-^7yza1H^7%a=E}PHfR&v=#h;orh2O5&9=hL*I=X z;yQPJBt94hKl1*Z6Bv#;jK^DKmeumGgCx(AO{^bhS5Mzz>^Do!@Z;6H$lrp_v@k#~ zEh}-lvUU*mR@qDSO#?i&GUQ02K5(Nuh|r(~{A!ZClO^jw_%YHr<n`K~@Vh`;_^dnT z1uNTcQH?_P5N{BFkN9p{Rbl>`3wgoeCW{y690|2y``5@3AI~op-8}aK{mOefq%Ekx zS8`p<Y8P<sJ7da^Ksg5j|22QARh*AWMN-Krwhw(txre;&fUiYZe~9+M>yApS98|}; zsafyU+MQF{r{Bw`4*t{-=D=|3E_C*_PBT$ed=B?-@|Rfe7ZXv{`tJ}gT-T0=0H<<h z0@U&!Lcb<6{g3w(^4^mFVr}NY*QV@#asI-5Z^6#0!57p`h0I$t5x3e;W=wVe!1qa? z^-|%-y2>7q*~5zcR6h3B5wCwMefa2p@Y4%{*Tb?z(MJ;bw)qhJD@})WAPf5*J4K=} zEd^a%{yg)CVfb0hm)Rt3#P{H%BoBC?_ovFn<<bE^erAW?wZi%J=3Wu2%c$@4WH5wa ze$K+|zfYuij!@6?s~EOcdx9}-{DYX!$n#X(F0M%16OL_P9;&9aC!~aZ$g&j0{Ah3c z$KCVUU)c-KJD&g_TInJkiv*r!cs>&`#PelnWgj%7e$<$_twRGG<S3LW<wBgg>`(ej zgbC+&&lYX}3B^1q-{&$8U*wg1v*j-Ev#<MQuclR_&q~bv%q;SH-A&PbM2IgB$$FAh z{$Wm_@83b9IrQCbDhD%<AWu8u<dcs5C_Q*VAlDY>9<~qBUcmaxyt;ajGY>lK-2j&d zFA@Jsf~*8D!~cG|WU7HD=7-S9mQq6xk%*sNLte(JVQ#QdggM=*ulBCcWz!3*WQA=o zpB^LP#DRGGah6kda1;5~6gS;h=nkru$}|#)1M_bzo_v0X`0})^UXc@Vq%l=f$pAb_ z<K3Yf$Qw0g=3Nb-pU`~0Bk+w3`oX$rld+Top*B3MTodaeIxxzYwflXgeOzL4P%lm* zzg>^K_^I;5-@gU+1ewr#@7RbiXU<neP>i%kpBl;1DxMRx$yxLpE!>1FDaqU>h%eK7 z$6GIfPv&%U$8#e;|JB!0=4}t0x?E}2ihZ<GP&?}I7w3IGXtmir*DT#u#M~eVd4yE@ ze?7>f-!O_TJrTzF`*P3wX~3&!^v<V_*Wz`)Ma3L($p4wz(v#8eqxIPHO-dZ{z|f>o zNn+$(31#bHq`;?(qm&7Ym^W3};15O~cU57>^d$jtVvmlw7+!ZjRNs0VesJgj5q%BT zq2a5u$j}-1M}VXDC*Yug>lkM!;>U%Lw!crq4-PKvxq0Xb_{1+`MPKA8&Yg!x7m-&k z(Hsb*K|J8eb2O0RN8a?lKlv2$g(0c+q|>*dm()hQP927xqfFNoScv;uVW`QqMSoeJ z1~0XZGr=e0K#^A|){V*I;D{UWpGLLr^(J_1?CYl=?qg0mNJ&*0`I=qB<npgEdqQs- zpM?a@&Hd}8RxyclHP|{{Yl+X=5n}2xr<jE83Fpn(Jb3P+e`AlGhd=g}M^H)m2J(wx zg_)l7y$%GHenQUDf9TU0d86oEkMn1mj;&<WU>{h;#L8j+hNCP^lAg%(zUilkx}pz? zKy&&UJMx&op~GDh4utJB()yXx;6pLi)UMbU`FjMaYX$J5>(dFnoR}B>Hfo%TefgKC zmVU4Y{Ipu#fRPCL_;Js{XyotbyEHwNl%Qjo8_yHrIz@%Qd&n-~`Y*U9xqN_IA5@RC z!%j@(|DB*zhVK7rk9{|;tEl?HgAe;DX+t7(N(Xw?<5!KX0?4;-%$<I@4*enOP3=-Y zcyAVMUjXvI+jY~%+lX6Zehvphu|J$1Vyb#ec-{JIbsp#~m!6EahRHw|V0&547=!pW z_qOs88{(#oCX477oL}1&V@AP<{OA1L{C7X0Ut}E!y>twHr+jph?BJ(yQItWGDfR@- z*`CAgz%#SvQ|>y{hzH)0$Jr1c+D%%x52e`?JWnl=1f-%rVzIyS8hBVxxe712Kc0Km ztyxnJzdE1rua`6p`8z}DbAyY!{Bi8L&{aGKC5%wajC_2}$N0=`bHpX_(vwvgn2*^R zozt^KJ~N?ZOc#sz<^D>x0X$4`dc=Vp`;eb~E6N#hK4X$3;MNWF>EtTr<ys<7JoSuZ zFbO)ZVIJ|Y9^!<JD;Ej=-@oo$NpTi+?!)OFq0OixS>&zz-9uie<$bf|D)=w8nA14? zSWTlT`Mx{y#G5M`o-yDpp3aUhB9NbJ&eF%!q3)NHwy1>lRwkz?Awisq)$sKBU4y*6 zg}ovhIMyEWbowj!tT@-0N)33#HrJ(=68MR7j^^_u<S8ryzS<;J@Z0b8W+kvYqi=67 z)^FGoT#^JI{y@HVz%FZo72kJ%xDVeB*6ZWWWkr2j#1D7!6qXJ=udLE~$>IvmtEBGU z%ToY<5HDRCEU_b~byz4pcES15-145E8K48^mxT!7d{+(10TQM>^f%EC+PWbA?lU)W zdW1Zh+BNQmrYG_-1s}(BKGa!D|EoNT_xbBsEqG00Kfh~U6Fh=>?VR`AAvn)?uX{Qr zw=Mc~B(<k%k)J3`saaPS!LP_{Bo32;KS&I|9)1RXz>x8CMgllQOuW&Nj{Ghabw<Ry zM4}IluU65AXwO_X3qK&~B7UtHjXr~Kv^h-{&@*J%KTTmD+yfnzRG=@t+cVm7k^=VY zOG9ERg8ZVp{=O*IpN3ja*aSQ*zTth3C3vuG?d^ZBfP*;~q?O-c|LQK3wD3eCKRjaQ zTGR*}T$|iB7{EM$QhjaVAmYnDryfV}0Zvy%Hf|E=)cX!K*WAQ;Ycq_TN3kB|zvjN} zpe`ieMiG#Uytksna9M>3`;z~Z{swqUWSH*!yJ34mCBL>RySF_dEV;;o_At&{|F99S z&1Fv@TB)IkutVPc+So7E5xnGXXyTU(nEwqglchtP4k%#Srr7|F@F#k70T(uXW~)Q} z@Z65BhkMkpFBBFnPqQB3c>^6^3ro%d_csG>3#{Y$bQPvdm1GWtKg?{41s)EBqEBJO z<0Xjy*A=wxWTEfyZToj`_}!9U{^57u90<QNRWCLSI}ofsHl1cZ<Ve`@Ec`PYkNodO z(E1J+`qbR59Ix9VF4&&<Q3kwUdLKpX?29-V{`1C2H}H+NSZv80{V!{`Xv`3Y$<!Rn zB5q;bj+}Gkg8eVdNL2LGATN=gu~WwXJ)|u4s}OH?X#8&TkK#O~D{DV|u}>FkiVs`V zBX0luJmUEQ`CCi`Ju~JW8|Ak-cb|LK>C1gqqyhChKFfqMHN@j(xeL}&_Jj+>k=ZB2 zah_G3)g4~c|1()>(<Vc}>%Ta>Da3QiDzj^=PuL@0NEBWS$+jb8CVier-?BwNDg8P5 zTXuwTeVMg0;7cB}aRtM;j!wMz<`#IYc6*lV)gkB;BW;3tSHX9q_Fc8qMqIer5dFBy zfso+Jp=5*45i<G};mPbk(07Z8nv1n3jFGZl`Q&9!c%Qz{-5>TK@>@3age>qaKk|JX zc*JaQivb4}aCPj*<UxA;e?0E$KI9+j)gG$zzrf36t;@E`ah~1jlRPbhsKbj0f6yQX z-d`^k-0kZz9{jKzr2+h~RobZnj&z<TPgM^<-oNUR<Cy?Gi(&Kcd1d5ni^r?)678PL zy3h7~ICyQlNzFF;QyFr7ERX%eb0LW=eh`JAzb0F;lok9rmbmtv*BJUiE{xntMSiwl zm-^K+=*CGZH$3b-pu@O4S=dtxJw){&e>(m@O~g<)(u#9`^yKEHabJ%cZcR}zpg&<> z?0lj&?o<B8Ie|3jGBYi2%wd05zDP&j>H?2c9_tJOzTS`i)S{P&^^K$*ZMleZ4wJT6 zI<Y<ny-dRTt^<$Jp6di1=9y$CXNNlSAGKa5a_9ka7Y_8Vfv1GB*v|49Ar3gj-xoWI za~qC%?z;v*o;?yzwS)L-MIm#9zX^U`uKV9F#1V?v9Tg4{)RQDn%vS=h@Bdt*r-7Zt zJ#|sA=R(~$<Ae|a^_9fR-bI53<cXWQQa??gCzyD*2f5)q&u8yfVqot-&7=er+)+0R zKUOOS{(gN-JmV|={-2JT%{|;FCz(eT$qmHyksTp{>zH@^L+)G0f%?0ll7-tP^v_hE zjZ|R8`?O>QK4JZzFq>Z+gkNZ%85C!If$v#X$yWhAiD6K%f)o4YfBtC@*EZ%@iN5z{ z!=FO*lolk<B0jtxoZn1C9am}0{sa8BE~+6%0Qt`4vV#v5^ijX*`%O?*1g{P^+wlVb zNaV6@+3iPetG2vEqJwjm{QCV*e*k~96Z234e=R@$p4nF4fiP;8u0y1S_!V-+di6DQ zl0Gi^xMI|q3PeK5OfZi%oPLD@-}maJ`q&Hb^J}!^6}#tF`DZp(g&9GYqzM02i+K9& zwDDhY0o0v7ZXA0F9FuW&*w_YtA#@KWq`iVa5o`L~gB=9iRr}QgT`G61{#ym&vTBTO z;ym*AN7=5lp3oicsI8xhu!kLNb^lAfkNQ`uyUyteTwmp9#N>VO>5jYVPH!<Uq0q|z z6!)Y5I`xav13cd{fpW-C5_53e91FFXsB4glJSoXR|3=^x)oz`<RdI29>o5927E{}v zBi@b<|M}DnoH7<q$^Q<Wg86Mn;}0d&RoL5Pg~6BN?+}PLus^nTs`9p|zs@dqKMzJ- zPl0DSLv02+3-N@UFbme7k8-g^){$`go*&J<XUM-wl@?y*fj9ge?&xQQ4m4c+>)i>g z>xi00=mYfe%^7RPGy}IxldKjEfd|)Sn2a=GZ;f-5v+IaAu7)3kg>hbyndj|YU5SLX zAeLJa{?Bs7SQ-A+8#%&Y@f-X@_4d9{*tcAW(hJ5+^fP%GDdd8;c_)OQ>Oed_`_!Sa z2k~N?FfLFIebCVV&fwpt(A(v;N~aUR)4oq0^2h!*ywA%m<VO9p_?_^P7UTuXTJ^cm zRmgU(=5B*83Vr>mu#Ni*fB61`DDtT<TZU?tU6|`2&W<As1>WQo@H-)X#9BT65)WLv z7rP>~j<_tB7JIRz75&?6GG+Ban71NWQssUGKULM9dx8BvUliQBTlbq1WbAW+eRp#& zg#1Q*%|@)y<2~{?8AXu}?F_t6@Y|7e)NAi#&INpm!0Y$?@ZWb8aa^X^(ANSw)0C@? zKlY(LUH_f{58{)smSh|1i<!~xR)w%r`7;x=!5Yw^_G+v2zXBgq<Ghm!+<k1@Q<{Gl zcpf639D?T-2+6k5>43ME8^&c$P=IGf3EPX~`;#&6+mQgy`G1&>&*sA%yb&Q!2D+$X zbE20Z^wd;^Epi#~=nif%p4n9FyN&9+up|1+dOg~hfKLrFj{V}luwVB$+5L3EGqgza z+bNMhz3O<en+N!?2XC`Z!`}JN{!|7Z`lC?LApk$ww?_8hi8<onLchB@*0VDz@y1JO z)XT(<y<vgA@GXOw+86eJ)|QRMJR12klP<m`>c7;dN^j4i&eF@D(3+3+XCe*`0InZ5 zZ(`9y{`Jnx>ZEQG@-H4rl5o`XUXzo`CW3dG86E7`#`j?6x2%skigkZu8dlJS^T|j9 zCyJnN&`~{px&&QG;Z?-wr(yUNm9K=?68xY+pz0nS;(P8H>0SF!87<Z2opm7G^1ZM0 z&Kx+|_x<G&GsJ}kzc<Y<@I08aY!qkN;fEHprJ=#V^?CBd3t#cPKfQC~d5E7RXP4<} zkdGDE1yPy;N9=5GhI!+4RoXRIcb{j}_58_ib>J=|@f2}hExxahqvl36@LsA_b9fr- z4KAgD>+4G$xz4!jSH@Qs6cE26Y6DNzpno%4wspw}@sI6yLVL~-;_rz5$_74v>F2xk zel_TVs>`3c&*P_Fl)3jq^lQ>Bm6U-0jPz3m&>Dg#)s)Zv0M1ywSDjE>K!4UY+f9}g z)WbCoe*LC^e2e;a7gIKHPJQ(}-3Rm`|0sRZ2>gFBb%8oV75VfB`Bd2s<jKXKe2Nu; z^Y-KFljO(?en#IZ@W;N|bOv1kPT48ge~tieI{C`6#48!=EMDg-iG7&+_W2h-^u8L> zx+-VzT%iwvF+Z6wk26buPlX!4D=}IuBc9R?Jj$$%Kpg+9@lg8{>Y7=(StQU0{aBT) zS?{B6O&6>w;e_WF3LTnE!*ypYOs=<;p^wtf>fz_N_Jox?fu&cFZ`<FN3Z}mSzQ43{ z^eF84Vb>xHD+lm;;}W$~9sFrbF3u5pncmz#7WsbECx`69W3e9l?o5oe0RKWp=q~9Y ze^jj=zY^$=zPozsMkesgb+;F+aWl}Tgl|jPj^aEV9vS*$0l>ZA#x%RnJ2v>1y6kfr z{QSD1zCGf1oAQ~b1oR;pd+VpXfqoemQCsl974-vd{*?uMf7Qf2$@cK?W6uk@O<n+> z7`N*wfR{7^#>`8RsBb>3v9n2pu071S63>FTt-kKX4*M7}2(Pd+MZMIzt>Py1Lidg@ z=U-xf>$daWEB-;<Xp@zemLGViMIUT=8RxIQ36YJkMxU6ibg?A#)&97%p)@anccGCt zxPWun6Q3tL@Om}V@>6PvzY)I$`$gPvPDWPi&&P<j0cE3_u?L|8T8^x6cI=+>88&B| zi$3Cn0K$G#^jRphb=(yMzfs(3?+8X-o00uK&ja%%!NkW;LMO{Ikv@{wfxIJGbx)iC z`iYdugDinJZ=1h8<g!Aak<D?F4B+g0Z#lL|0`!w>w`2^F7tf`;a?o!f9whD=iFk?r z1M5mfE=k0HB6o3*B-HT=a@M85$4(HMJ@zBsjC0#j7V`jaB>nd4_MwleFF)Z7;v(6% zrLH!_PlJ}Vp=IbhktSRge}T^vRWZ&YkH8m4bEQaNw<JzgJ(Rt`N3p)2GO(MEp2td0 z=iv9YBRA#=@aKl)T<-_qUvnEN@&?c$;=bSPCq<v)b=gry%(Yz@jd@vty4_MAg-M7F z`eImGS>}&B6JC#z-{ZyWyI1S9V{m?uv9{VP&sgv+DTeDDz(rTG3=xeX-0yuHtA7am zVQXq%HZWo4U@!ZpL3}^o;od)m=)bMDWtjJdzQWs~8g&tTy#3hE2yx&<A$^3|QRq<W z`x^Emzx8k%BRt(}PvCq;Cq94Bo)F*@?lAUYH?LC`3c$J_@p@@+4Eb4RnXeip3F<#I z=5-Z&z*7V-UGm$+`NS8={bx(jPeaka-v*x(v$$ECWC~nqR`!fQyk;LC$u7n3X%TuZ zjL)E(FW4rCz;6#`hARlco?rgn8sRGf&e->J1VWFM*x9l?Ee~G1b~=|6yk~rJ$@=MY z)LAu8?_AA*-^2tjmE1u6SUmDLw;l3>+|(~wVbE>Qzh@tYf2IeCpHzjN|1k?V?g)OV z?OGEPkq+H<@}!{w;(mt4`_vMgFY{TDiPQvjAE|I&YvMG#&WgiEXa{=snp>K_CE`fC z2J;Z&(<q0mtS$VZkDS!v8u|i#S4%dHFrU)Zq(1Qlx=(?)dhu?ZgZSuw&$h5$_l@3^ z-S5To!Un=`qyaZbkA7hBH~~Cfc_B^#oFaLfM<1&NoOn9&u8IctMSY~6fdhHbufV5U zCH4gVfE1Dg1Ux5MmCmyiabiY?!|n|D&-S~*q_8&Vw1r0oXWQ^R5Ba+8hloGaIz{BW z{S(KwsR(45(1DZ%`DfvmhuGt}E#VIZpN{8BGvnNYsJc=L<lDl=VF%?uf+s7#bo<$f zdA*jeBKG9C&*2LuyXSlxNIjY{1D?5t4%0OQFLxq~Deb}ADqeq!X~f_8u82J+AkK%7 zbWoB6VctX9=h7qa6VrOL&R*Dut?G~X32OB5TDs2FgD=;l^EwtFu2py01{PjL{Hpb_ zIJf{ih{<vO4}Q#G_)oBB5`9nnRszewuP^7re4Meq!kGp<d*ENAnz=b0I>4ix#|u_k zm}mSacu;LO&MX?n^MZG@gr`|oAfC9Nj=Q=$hiZI`Vf_U!@Si*P<c28bG6m!Mc(E_; z^^^17Ua))jvWO+bT}q4JJ|)Vi+a`4P(n8;JdXik_@&!8T&Bi@iYW9Q<SLydv_w5O9 zg&VFdGva(n^RfH3$Dv;i==~>n73=ai+RYwyXG57izpsPO7|fAYDv-f$v(9KeNJ0O_ z2d#|;<h{XyAwlV?&^5-+pInFk3IBLibE^vbxmfZ|O&0eRBwN4*T`4u+Hd!BbdZ)eT z^JVN?N-u4e8E}kY$vE>m1$fQ?uR_#Y)U79JSoDE2^6gJstv<uwa#arg0xqSmRG#~Z zylYYX!KGRg#Pgza9Zq4pcypuN{xHsWSS0+=n}Pm!K6JJb?{8u;UTY|TA63WPJ30@& zsY+Li$q;=Ol&9veJ;6Gj;(1;wi@p&3h+?tRm{078I#PTO*Ri<R)q_0p-tCWn{{r_4 zbCz%K2Og4rh#1*I9y8Dr8l?(*>%E2t&O%RUi260^YYqJ*QP)Il4c}W&%+dKF@`m_B z8WdBo=bXxqP5UsvzsR#Ux)RS9QHUfnfDT70)GzgG0MFTC=?@iO!gIHt{M#@`{UBNM z@6*=9h|_h(=W6F*-`AuzSg_y6o^lblU|;=Slq($L2XFFL5ODB=E-@>1^)MgmEPLNi zZ_%SZ;eK*^*%tfI;kg=#buxS;*iixd4~(<7YQX<hUw<W40!}p#4f=RnIHHer&UG$& zS1<oC`We?x*0ZdLJqi9Db(5bO_MMmZB{%U5aHy-#FckJo#Zw%ZkPACl@=%KpLES9l zjLOOmbO^&j<NM>7yYd(ium+Chmp98lGC;rjx3{`SfLD24>ub8$&yYj2CmCy?Tdn<P zXfcF3QNu~mm*}5SblF>*hCD*wQt&=G-mgaaq(2_<Dz8Ox^)liULm;{1G~&I_>jV4k z!M98pLl?7ugO_s2JldxU{o}jam456)0+;#ieayg}{l%R%f5AT&0}|*?0Y80{pLZMr zZ%-<nUWi5fZK>YgM&062K}*(APT<7H3_O7zb)i3<%5#VtORj%6m+#~Gxnz|#d%;73 zo(S*ZVnlxhPv9pvY2fx#%i7&O0h09KHtF-IBYT~Hz65^yooP<#3Onki1~akOa)2u) ziD$JQ;`v3_*=aX%f5!s9Uwwc$)}D6!^H<o#TK`}50sIvGdGcGZFnG_q2l?f<5D$Vf zVkwayMw|YWc;JG$-nhSqm9TEA%L}XO$;emtKQc`Jg8u#7gwALx*vm)Tz6s#lcka%o zbFJ|EQ?U|<5RY9Il<E`V5ACN}tX7aG2z^?-MS{FvQ%%b8d?DsgD)a_?EYZ)$u|?_i z27S<^KNb|7k;n0VzF`-D{S?{=K05+?YkGIf^E=j=|1@L8DO@L9cDQse^0zx&bN{g+ zb9vNCW^@Gk)=K~7t^w$e1KuV3fCEd6AEcZd5HBTvJgbErKharLFtkG6tFy&n`EK{Q z4kV>rA~^ScE<!l(9`xwPaVhzGu|N7X`KwqzIUl|)4)_tZ^maGnJo?U7=7t{}fIT;z z4Ico$+~{@KP!Pj;a|ft6TrR<G>~#vZ{1FFSQ`pR*m+o+;)aE`1j(sR0%YuJ;X(%*G z#b8dx=Et2X=)vc*ecsI=9((@i7(0Cqc58J{&@LYRP>#$tLuY|kM+%I_VLuGDu7lU{ zxjBa=((=KJ*)Lo$AASOyv31I11iyXt@wSJmG4k(CeX<BW)ODQKg^B!~2}cCE89su~ z>b&>T9)@2Ik#iez;y!0>m|yUvpl@b#@6fxGnCD3t<=T&PGNua*^oA?Ik4`IFd*FRD z`&-&5wSj|m|B2gGVE@0rkZzR6c|>vHvnJ5BE>pWpHvNQsuQHAm;yP{Wuaw!O&=>Vn z+uMHy_~V|iSHcL-rEMlIBt<-4pwwkDwZpmY0msh&TmYWvTh}@}A#S8)c|X&FUYh%i zbkiK?$q^F=5%;6+FnEUb-kLpusVq>j2=PTk)!Fhw0_w_o>dVUTgTY5D%|~p|ucR9> z!VNnXv5C4e6N~-0K{_1og7XSIq%Q61RxcSfv?P3?^KxtF<pB4ce-xL--a`GNj4ijM z!GWL`6!7=3BJR_7n8^pc_fhw6%5LzCwH#sb=bXR`pHtfth%Yl<%K6PqhzF_q1>J1G zd!xtONAqA0Tbs8-p#Kc@A1~bwMBM4}wd-tzJqQNNG+^C%y%uyAfk#RT?aR}(u+J;C zN>uB})0*@vW6UrwAjK@E4gWd7<lV$r54*Y>uSoR}>nptY?C%<$qmbi}MzM+g@048Z zg<qAc?X%YcztW`iPaDMhrE}hLJ^>D1xLhF+;(&7xI?ma8f+tjGUVg0T0Ub>?bJzs< zV|DxI&^h=EaYS+BP$YOOaSewxzSla*;Ugok%b+Qu?QP7j+luE22}#%!=Eom|{4qd$ zXrtFFl|&s+Ecizb_G!b=e(J$*d&08d{E7tdpFqs3*BF8RR9>m;w!z?|^kzi$@Gq*m z$RICQJby?c@YcSA;4hrdqZq+!{xsK&>sp~M@#jl^1+I4{?-h*?)?cL}hUro<;+in+ z^ygGOmsBO?#`AXcnF~)cO_*Rln4BwbDH(J2b=y3A*iWl&7lr@uy+=B~CZ%ZMJme2e zZ|JbUPtQ=x3IiXrl*pUcv(V40#Mm5947_$5R8KNTKS5)`%UkdRGIRDJ7T`;g<$@FQ zBJ!XEG?=LdzJC~gF?IoYbN&7JQt&3qz{3;u;;1|9Z|l;8u9)Q3732oKbg1QAbc#Oe zJ%@8>#JR9vw;Hlq5Wmv}1aeM8XPP&4-}$Kr{kz-W@;&U=*G*k8Iu(9?FIc4pI>+%L z=_z9Hl7*Ojl^W>Y^a7X9g^};}Tc|k~LeB_E6A$?l48CL(%k}0I>efzO-gM{}pl)jW zrzeQKTBIq`2>x-fpY{*MJ*?C5lip|HKYxc$mdx2BUpjVRL>aha>2Wobxd`>r&*!t* zl#o|E&IuBea3DC0*NiC|p?+qp;(T8XedMuPO47(DsZSK=1)hdI1=_k#VV#9sCnI|` zQD52_(7FvgFcy9x#rFv3JoMdS--~?`)#*G$iM$d|zm*dK9&$0U7)c}ow_~I>6Vb=Q zwOPop0ld<2K9-`7cqzX<v*aFvIMJ1FbsvA<l>VBqJNF}2@qNNr8oEV5T;dJzt=Rf& z9Nx$mWNb7y3reA1pXATULp&sH$(YMuMV+<j(b5~lZ7QRJbbh?9WJ6ST9{XjYdTDSD z{A@6$z~h_+;z=A^%=UZKzkdhKt%7&hTs2*J{|5aERRNxdkT2R)IlG#HXB7+R%9z1! z4(7K!_{ISpD4OE<65__Ke+3R}$hYp#f5<CCJyp4oo-T0_ar9hVei#+{Nn8d47U2KI zVU>CQ)X3vwk_|fXbMXjyQ*S<Wgq$0bqVDKhI$VF-5OL$aa+mmKA8<w4*f$Gt%tN*3 zsO2{7DSF~)GXeK!$|4ce2_EEsBSd5nbp#WKj5qjxUj=U0E03YR`i5?B0=kghc_X!M z@WGC?R->(R_}+VpSzKX<zGv$A-d=Yi{J7b!I0)U@z;ci4O&@21$IoJ~9Zm2W$%Y(T z#9PzHu_iV6{$<+rZ0lGji_(X5zOSGsJ)GS?a}n#kZdt^T4*i?xqy9AF#f!WcVqN6z zeu9cq<iH<;J%2w>?R6#;WdsJK;5-`J{hUWX|H1xk(sV}e<`J~^HKOlvKW`r?tz*ub zb%ZIU^%wAFVC!WjcwnGQz1(T6%Z-Zt%wmkr1m^!JpN;cEpHZ^W^+Q~9n~D;>jQBgq zWN>t!4*HJ+OM5cY&|f(awpJAY|7GfCNS#D{>bzF+1N_;U{;#LfbLfMt+e{MBJ-O9& zw1S`ms1K`-asiLWTFb5}Bfpzyku+|YML+Va75m#WsH=?V=JZv=Zu^^-qhQzX28L%P zX0ShM?)qDX;7yvAzDbmr7rB;lI19Q-X{F(%GQ2<1ar;6U;w|k~dPg*HIC0O0bASf& z!6($-o(jMLRi=06fa50|`OZj!|EFg^Gx!U;2)xj#I@%6BkkfwaFL;f?)=;DLGIZ%! ze{HhQnESav2$O>@)a_l#q8X3p*LY7KrpA80*uE$)_8a=i#~s0h9q6l577`&?*B=t` zcLLO*gQV4dQ-Utyc4YmE!5nZ&;c<j4bgyefnQ3M?M~gS9b?zk2OU_%Sif<M~9>RE< z$<i2o403H#67Z+lOY}wzp_mt(8qTH!-<uDkxwr@G(5u_^VHAA)*~<?l?~(7l;dW7% z{)G6s+;)ltdGXm{_X|DNIIm^@(8rOlI2Xg}92N02?D+c6$_KizPsY#duOGvXk1hT3 z(A@2xo%sG3aX@ML>Nk7DAG-mSR<Ca8%%<sNSrXs}s>_%DU|*OcK9YMZLr>jXJSW(O zxUMn5laA|m=xq4(VSWC5pf~P@e^@jY*wC(n&*p|He;b6|xlsmqW8L%$nQ|9D;=VJj z*_MIFq@MGk)Ft3A{-bY>!0#w0ISz;+|Ks`UGgE}uQ~olT^}{)za~ys8L8t=_znC&U z+X@^xeZ-<E0XWjY_N!(Z^Ihh*a*tuo@L9=lV%zTdKEu5RY5~rKg!xZ(|8UOFm;O1e z#|F*>hx=xQo|sp06=@5L$G%u!KE6MG6S~G7M_Zw8oWppVbm$=X0O|0Aa0mQ;`^?j( zBG~=Z(I<ruKEclm6W(aM!0(;pY&e;auOz%kw7Ly_Sm@tQ+yn4+Z&H80N#MJ4N&ayf z<mDceY<n3nw|acPiB%QmrC7-7D(-+U%9J+NeS{u%Y4yg>W4q^iJ(RIS+#FjzbZ7^B zqc_O0F&OqJ95vxkQ-t{*7jjmo^UysRyp$q<Q}+vsbWGjA6MaH5mti-Pm#h}afkWPg z1HPW%b3Zg`D9Er6zdrAw5re)r(ZCa=DhEA??7Ce3DePnXMlSVX=nG6IOKY(X1IIXx zvg+X{M0?(U*T(rwJekE)c%6;w=g$t_z@N+YwJNW0{&AUKLSr-V)wG9k5$8-E3=}(Z z1bDY)#Iol*@`onj5FU#))JMZ6Wch$cKZ(2?wsX-pcH-w@U0g?3U)Gcpzgy%Q{(23) z)nX+1qZH;PPn;u4odT{6>J4Z0U4dRGxL@dYCG_r~^S=hLK7|vqb~6&r1kvkd^?P3- z|2(HomU|6)$S599<^-N{z0h1L3U>Z$Z`dR72+Gb}%Wf;I2WOQTPZ;v=&I6(}cafJz z_Kcor#y$nc>$`4&H*)8VrDL6T@>2b-If1XAK5kW~jQu2OMjHg;<u_-U_gA2A{<L@> zjJW7GnY$POyZ^JNGNsD{Jp1`%n}{*&;bQ{DqY>yjv=7o!;b+Og9DL8|(dS-vl8Oi4 z%VK`X_DVZ+g~e2s23qtNpUD2QX#<_;dg${c#Knre=eeWc*X(k|X-&YjMk1S^l)^a2 zVA<zKN*>NF6yvi!uz`Fx|Lc|r^54{^Ym54#@HZ+Bz3frcxoPV{zxyJ-<?cJI30w=J zZoh4g_gO8_m%jLhxmun-IsW1}=gMho=A(%-VWa4ovM})K%2Dz&&rYIGW1*W<<Sp)3 zeRPjB3G7TM*xfk=ILG+dFYP&W?a-4cE1zMPsgC3KIiR~wwjB28LtJogpI94)pQ~57 z{YJd*7PTLG*n+;o+3aV-@z|fQ<0ShlFdy~Xw@<qZb?o}QH@o#TRo`zG&DbwZhwHy@ zyv01}oKWfy;N_;~bmhq=)Pv+Kr4GT4rJadxO2f`SkLMg*c#1w$X6uw3d@nDp+pV(y zkYAAJ##t+1|8k?UrZQpICEgKIo_MaXrJ0F0@a5r}TSXJ>GR=Uf<r@52yOx*QdjR*_ zZB)zafb+-bLru4V<40GNncQyyUxegOU0i@4R7WK4))9K22+>F7Ll=*yn?5s({iPiI z@?;zRdPgKjYW^ZFgq|V^LcAF@{83h#jky!=4Jj`k_{UC-+$Q4Zv>w~M7?(3)C81q1 z68e+JwY>pMu>bep7k5IF5Fd4%t%lD!6XJfITJBiF`wQEtuib}TWRg{!!Totp?JYTi z`Q3?X(!#P_<Ok1cijGJ?uT4;l>O=gspltU0)rxtvM3(^@@T8}&U5g^kP`BLDnmz_T zMPjtTPpSs~r2A20D-v=2Re6qnH0E!1re5!!A3D5uf#W^$L_rDTe__;^Pg>%wHb<P< zcWyn~3Vw3xvr<`89O4ms6jd<%>S=z7Q?eKO@BcG<B4Ysl#QNSU75wuQ)h!cqWAtIq z-K^pQ{}X%WC{+$#)jpu>nu_;F*5>yY9tGa=n%E~rVGf>ZD<uUud`(uPxfA|(@p5<i z1^m=m<zrNiM<0cSFNqrBHI1i{wi9qs<yQIDJnW#P=}y7ze)MO2Z7?i`eZCMLvv~_U zR!UsbeF8jHb^LU5=^W03etE`;RtIx!+UzrvcX2-H@RsObyzVkVtx={J^F996lV4r& zoQ-6;Cw!<wT$XBgB<Vq&=-yP7^CIe!SEpqUfTv~ec$vIBj=CzH)I;+C%=@^n{h>`k zeC2(f!SWk*N|Hv(-RE+|Gw)4z1TGEEX)-pKp<WlmW59+yY`IKIG7dW09c8NsH+jsn zWfte|J}-id#<Y$cd9wR0NB%<>@OMe#>nBaH{+{}NWr(LmJJq8HfqO4iwFIJEk-s`M z1TKpL=c6i08}5LYdihN6K2Ih4Emxfh>_RWwNJSfXEubOA#e5NQeYQw@6#F%keY$K6 zJga)4+o2r%>o<RE)fe#Y)t#jSe}Ie0Nj_T+<JiYoW2$8Mo4wTK|Gq1MU%F0uU5ZA1 ze%(km1pApk5iKjb0$!9Y_NQtMI`e<ATNan`^NCgUS@{2PnZnz(;W!6kK#Skr9Q9}# znUhDc&i}-`Lp4=#UVybgW8FpcvFg){c(tJZjA7t&95_#aVJOWA_RntDS7L_yi}&11 zXIT#3<eYEQ_W`{4QORR2%&CYzJLJyai@E<khe@tysL%QM#h9`{KWeSNsv`;B$U1-5 z4ZQVJd$062X7u+B9o{+k$AR$qZ-IFP^p4g|&$wAd=(fT!BscZ3E-Ahw`@(S^fwg+b zF$duM%-wUv;6Vqy?{jw-Babm>8R?jZzmtld-vMqMSoO+Od4}_j8p)~d-i7@qADE9q z+&A_Az<UAfkalRomkfOw{lEFmPs1;^k0<plVjn{JFHBAWZ?brr_g7hhf2BQFEJD6> zf@_aNG9B<any5tu{U|+hTQVB&f%j^MmXv{OCt1s>_;J4;>noi)>o|A2`q44jL#T`G zT-LO12H*WY$~o1DdZ)$PB>o)mhyC~5IuXBH7AWL1fGbw1`p>W41TN)x+}{9yD9PK< zRt7#QbO=Y*UIV^395$5zfBN@0@TY19a93xwpUWQjlg0ik9dU$6^PBEn*xToeO!;zn zpVRO6r01#doQco&F3pzEWu?0#gS~*ybQWY{r0@qxdzD>XR8pv`y$pH4zx<`+72ql3 zEB#+uO<>Q#AHN&HKTcoHop?P2{qkhpi9B)CM~-N}{|>#uu`}e(A>_3M>*9}l$I-v{ z-<`DZ666aZ5APaw!LMBUqjZp0^z@ziON;BKuB^7YEx{fi98QeI>weRPGu0u#{>?ei zK2`@EPGpNm;0tieaW>iy`C@ySqWRr!JRh_o?u2|b`XU8mSW<!OMM2Y{{8z!xBeW?D zfsfL;|H%sbqaIFTGH(H0M?QpBC5#hx`_RR}5bKoCbC>i7{O?$uNuTv)^e6E=ogPNM z`S9=wmJYn1MgN-p(|dS*Z;2T%;_#D{+y_rqfzPhzcb@CwJiY(ABaKgh*S?`uRDA>8 z;+Zs?9QdtaG1K!B{C!jL!ck3}4>0k?fvw3Od5l}lfoFIg#N=p(-Jj>cvw39`74U)` z=NHZF;9Y&=N4XX?5wBFUM?9sV56h$+J8OqIf%^Hq%PxqsLK?i8OsG4$`S?~M4ht@b z`ftKtvhPTcGMoeN)zD<U37oh><+0fdUi#nBN88iV$hZ3S*qU20r}JC8S`WG@-N+{k zFZe^rA+`e<A;7n@n={9I(f3|YN2!8(q53Pm_#aqbqFmAMt@NmebqoibcnEx)x&N@o z6FOP^C~YY|hm~u!TM2Q2V)9-=(0|A~>EmYTop3*jy`NHjaITzp^(lrD*oS@oM1Lpt zOF@?}T@vdYL;CzA{M3^%He<sOb{3j9;LivCvg7?p3-}yITzY5_xEx-6;_Ff5HARgR zOi!?$I*leRF^HG<GEAlEfv+5c!@ud*fM+!%52_H~sR;euGl<(;r&C#Zq!4chPJQJ9 zf0>(P*Y3srsm|<h`XY|<wl6m85|H18jDFO?ya{70SBePm*<wMDuMYeCO}B!PZU*yS z-us1`pzl0X5~8MZ1b^pMs;^H1j=cJhxQhZjGEgNhV;%XH#-Yz?XHlP4R1>#Jgbudz zgv;I<-?x-P;BE@^GL^8~CHCl}50*FjBLcnR#M?VNz)_nT`;JW54XJbXrQCk_*_qbc zA;6I%_X~}?v2G&o4CD18u-|kS8H%nVZU}|7`5-TGm9}<#O9>q~{U_B8;FqN7A6Mz0 zz_Vj)cB0@5EgA_@Z(pJx@U?<^HvCi9W%aQE@&cy6$0=Xj04_A|>%S0=JV>Xa#r7Aj zw|+>@8~&A|$gMLBdt^KLQfFl^)}vwVqbc|+Q9hq_=Lhf&!KKUWvf!gmJ4pu=u>N-a zs;9MqSLq$DLBOT5h}mA&Z>SfOomwy+hTjQ1<L(VYo>D~D<cIS=AAh4Sp2b`iZ}i{? z;TqtWy845sh|}+Sk~!Aez{56duI<(-$_muOB|O19-ahFOz+4?co#}lV5#qr2=c6WA zUyBtpCPe|@LO;<j=bNa5QJ=1OjXX^~gj#3!T)y9|{(slEp<@i?3g^v32c&pM{u1_2 zM$amosE9u6I9Z)fXV72aO7=Yw^)WY3PKKMg;FY3{mwop^H~FL)tn&l)z`5I*4>{0h z_ggaQY9Qv7xVc>wN6>F~@cp=PAo3O~5hrV5@Xv<KyPWVV_RN~hHN@kk*e}v<R=`8? z8}f;;gT$v%Nk?{nR*c)^KZ0IayN`JfzMmm)VUdg}{D$^@x;`~@t!Q!D{TaYV79~@6 z8m!NF0Zrco@)MC*l2}~V^i8?eD?!9Xrn`O=;PFJ;-<>))ac;PiBfD`i=3e@(Uuhv8 zSV+Ch-^+@1_nJBP7jfarMX$d^GT>31w6~(CfO|IN{fUA&AL5S-XAa_f$}Nw?t8%+~ zs%UxsC*%h~Nz7fqe{H%|Pj=Xi!u4uvjWIlr>zQ+je;&@|i#4TX^*~-QZ>RmM8uN0@ z!#W?l&|i`s5_=GF)PuWb&ju~(`^j8S@_3MExbIcT%fx){tLbRpReJ)<yU#;>n4fUo zKmRzO0eZK$S&IeY09|MK;Wyw%U4w_aFRDVv-~Qw?9gn&nbGCgi_`qUDu`m^Mjh96l z?|+#)5+*52BCFA#RBsh)c?7uVze;<3cno!*hNbbc%dq=zRDXK!VL#60f8CuINwE3Z z8ie01j9zvGo<yDPq86>^6#AvFE>sEN{`)P+Drf$pe=v+~gwq)P?fp#tL|C6VG4Bz9 zMXd9&waQ!V;A5#fhcv}@pMTRvqlEtpBs+<0!hg4GV?y$4!AJIxJ!4n^@0q5$G6Q^= z=i??jX@mQ|tvhrh3;N1|-%Bjmr$4W*{VbWpJnE6y_Pt@i#oxM9+Q^&41zvW2#=7Uc zs$*KkIZb5u%x&qF!6!I5KYal%Rau=h7HvX)sbQAVB>^6CdE1NuaeJh0%Ycs=e@_T- ze}+EFjr#Ie@xbk&Q<38#!22Ikdt{@Z;qwFT?*EE)6Cb0h{!$71&y<ingMJNb)i#31 zQS?3fm}aj8z|MWes86pUPK*7H%E9mD?0FLkO5n{6j82qAu-m>a(quN&JsuyBqCADT zeBQq21mahPuTo<?JJ$cF{y*(z%qhLQ9{Tz_^7eo7rK)Z?Z{q6q{Bbq(nXZg;ZUBE? z)(GvZ!v3$3Xp1`n=L_9O$EATkA(PgJzjW{NS&teW#Nnq41CpuW2a9bdi*vDW@)Zx) zmgi8v>)iH^1s)w^>}%VtUtX9!aIilVuUkJLbQ}5|-^Ewv3u)k)+vWdLblve(zfo8r zRCcK(WY26#R(3X(T}Cppm01bdD<UH!SrH*+ROlL!j6@PYAtF0O$of70@+sH7-}}Dj zJm)#jIq!M5=Aom~*K);4d_&xJE|3;RoLJ?f_7ysaeEhEG85!t1kz%SB-XqU=Gjk;N zk2vO=5ZFVeMcoKH7X*dlbD)d7_<gKq4t&}(n+63TLO0|5yU&Q%Uya^KF|z^pRbTX7 zc!W4mQekF%6#5R)p>MuQh?gH?SM2s6K84muETjI(Ah;A>%Yu7Jw>g_Am{GS>$!d&q zM7(HxS*Ud!@l3}(RI3HJ(Vo}y-wfX8{0DRLU0nH^&O@t@JfJkkMgiYj@a?#EmKN+% zkn4to4dQjYcaId}hjVdc5jl7)*&!7cGIqod-h<EN%%GFB-#J$nfb;vhtQ20r7yeGu zSG@3_edKdy3iy3fqyFJ0>~A8~bP+=Y`1F4pmsj8qLk^R-gn%0lLJ7p%z<Uqkk~bRt z(20L`8@w!m--Oliv)%`eJT<!00{;m2-54l*3Hzy@-k)!b{VXcF&ba{II99~)@&)3Z zNR%HL`d06Laol?iI^UC$Vm7%&#FxA)M@i2@2U-8u$ACOUF7$d7`zy@%(-9IZLA<%I z6vvWjh<TONah?)~kbm}7jRgb$nGeO$1gb$_RZ8>L(?DOA+h4<dDae}(w>;j$-ZEXi zed^%{KW!fA@AhRYG!GdcG{t$&4BO-48%_k#-waB{D^7%omSpA;;M%i0^Bczx0k35p zRuvBb$4;*pG;>1_kF2a?b3^~om8Ih?=a7%^SE#?*#vJy_Ly8o=sMi_smXm=W1l*gj z*@0agE8Wx@oJ76!XX9-WNBq4W>+he4-}mE=5;!%1+e9_3tJ>iI{pOA&=vN}2;ZqF; z-*{%X^iFfvp51R+J_L>$3Vf|IgB@L)I>gnm1Drk|CN@U}y=0nrV8a?bOYEqc^DE@3 zaUEU<uzs88zX#=SA#bTOCT78Y4!sQ*Caj`<EjV7jdmqYnZBN$u^Uy6<uS&_7A>Jmp z+=xMb5MIV|uon7b8BHkpk1Y7t;c&giG4vn&8sJF=U!F?X;wA+?@e4N;oos;qJ`y3h z2wr>M=q^hp>beb%#!NH7Q<AqTbEb``KUHdKoI(E9ot+)fkN6g4*!7$o-!uK5_kW$h zt*xlCB-Z!n)2ltovJCsTCQW+x0scTV+cxQIg}#-UWqI#JXF~ak>3`A^$WPapZxit$ zKKDkP5(92^8<$VHzHtWr-D?@gez0nLUY5r9ewE8E+lYE|U5w-&HWK7@v0g!e%-}^g z_}31Aw+?9=TkqBh_p;aTNqd62TZE=lFZ{%>n<J|&63_L@>)$-~S)b!rVheCpamVHu zE$rcx@TG4LCt*iCJ%vk0p@Z_My?zS+Tj)Ifq91=3M9uh%fcUN7K(hE7{v)mam0HRd zdde?4+Gz01N5fs`4k6#L?R*sf(E)gFDrcuQ4}CYgh)D-==3}r=9<3wty^WPqJ;>Xn z3I(6o{y^MU9s9W14!q@y`WyNMuM6K1%)<A4l>K2!7SAz3+q@k49`%n0$)4e`t9`O^ zmF42#4;10F)4&}$4#)c`;N@pJPfsZt!w*&4JHw?AKQ0ofpT2^48h>O(Vh`+PJ7sau z1oi4uT_q1>Fz=^kBmXY!mdjP@WH0JNbd+L2S6hK!EM}(tvgoTM<kxRIfG@mYSa}6| zteF4!WokcoZmyPdDeU;EOUWS`_@S8Fv_{t_oR9vXI#O~EeH(1S`NY9EFO#ao#00*^ zM3;4C?Eua}t*7*uI3pgcu&AE_Ush>fSo*pb_M~B%%!v0FRqA3NgdKdL>>i9ei~5oM zZ+c=9=*|7oKX&h-?`E1}Ny7To@tM{~L!ZsBrz6Yz2ORV1VeCV`A$`Y|+0769ebGXl z?jmrUcfk5@GwNag{uy}U^KW#8+C+jcNykO+6oRKK#i0KQ`&KRW!+^~n{j=f*y1E6J z@6d5+bOU%8z0v96i2jb+=SMh`yP=yV{Jqq$gYzjzds{!j&fO?}--`k-?&R>JB+o@3 z9N!)v{V>!`+T2gX8$!P$+BZ3leQHnDs)}a7>;6j<zXgA1uFRYM_5kN0=&~HRp)(z| zF?p|pcyYG&rPVO}BktVsp8-eU_dkpTNWcS_y)s`)p}yapeCDt#{H@$<^}8(M{Lz&$ z(KFaTy~ICqD)1NHtmVTh!25NB5zhU{Z?>a-)l}aiZ|J_+6NftU6*@Y$JHL?E2`yOm z<9+=V_xL}<{!KW$i#TAv!`au$DzG07D>knLcAN=KT4Fr)+L#}p5+V9t0l3TVJyp?! z{%Vasq;?djleI6MP6$HZr&Z)=lRS9hv*!^5CO9u=8X6jkIuw^8>saw7bYS6|>yFdl z1v#5T0RrF&E~I>}@z`gpshUaTal_X6t)lOMpLy~F-GNv?if`5ual3gz4T~mz-@ZBS zR0n%{X;)*>MuhsU!I<(P#1osz<?;{f=z}3s7!<_kEAal<)9nfWsSRaog}qqs+<TS^ ze-QqoM$A`>c>^&Qt@zuZV+5S-yor8?{VJujH3zZo1y#fzCvYzG!KIbme!4I_raWy) z%oFnDh<$>(esk=Zzdae~iwb6(tiV1n%BiyQ<^$)-C>b`;kNT5iU5CaJ`(%5a{y*Rz z$)&3vv&8s5!o06SIe@dzinL}Q0_RWA&t62lIB)iOV~8Gl_K7%^5l_suy;Rmaiu{-E z39%SC>f>E96P^)%;JZ&sEJc84BErGfLxDpc8m}W~;TPMN&mIf}UL8#(u>ZpME&Zbv z(Wr;}*4oQH>0p0JZ%LHhM!t8z<rCR%pTy%2`?7dMp-Yk{dCZm|KdBS_$B*?+sPS!Q zC;>iMb_J1+W1p-Y%O$Tv7db^5@@^hFt4ximJ@}L`V@*;D_*Fva-0$5wNeZKLqXy!H z#rwvG-*CQRf7!zl`HQgkz^W6JY|y`DiL>+2$H#f4sC5IlEU^^Py00I3x~-=4cRa7W zDrs(k4W7TgAiD;B^yR^)4c9NwlWdfSx(aab`if<DD(ctMh6goFZ=>(@Y5i8rBWFUH z-A2lzTc{fuJ1=VCXJK&`zccu$`imx=JzueZS=m-9N~nuYzj$qq{ypKViQX?@&jQpv zbARg4cTnT)JM|yzfm_*92m2gql+T@rJofDEQ-Op#(5YHPpU>j?ON@;DT8D7Hi`vvb zdmGQkSmrSQ8})A)&m8q<=%>`p;&=mGab_Ix(f9(p<o{-nA_X4GBR%p6@ixndM*Cq5 z`sc~ba)YzMliHi)o3X!=+3m7Iw=nPW@KWG&;J;hn+|Cl>a(efP8*)|9$94<?vj%|Y zaa*7E1CLnuABiYy#63WlqiG#(x)BWP^LCzJM*Wn9F^U2Cww0LOO=rZL4cW|D<528V zv4H%0^jTaK_m#Zp1AfE7{pi(qoJ+7wXI}-rP6RsajnYB?N#2oKqf%$WVQHrXLJaIo z(l42d9(^dYqjhR|PJ}?-+#_zen6pu?8=KDxKNWWWe6`Y<Fzi)nCIfs4dB~7y0)HDl zW$(_Oi8(^-|LlxV*WO#;L8AbCEBUZ`3WpJJulvGK4%Ru+b@iDy{3U;$PSy;(qrSoU zMqLo}reH1ai*)c)C5LL!Mfk1mvC5;cZ^0Lw0ld=iA3o=ZV#J$Lg2B|f5Bk5^$G;sz z{xcZL#kr-3b0S(M3CzHI8kRxAPsG0yNpWQ-nh^glbQwL30&Xzx9lT?Yc-_L%LQM>v z{ypiK7uKuT=v{dw;^qhOEbhbb!@YkvbDXfB<_4^yui+<NFI__Uhw%J$FLWoD(1($) z^!(p<)N$iw(W-{^R%Ni0yMg?gzMY<PS9fntFZ>gQ_`ex2Ify>~qLJ9e9q@B2ohoTw zJJ{8+&)au^pWO`AiE8(uTdC%`Ng*H37EDZN01s(0eB4kaf_XG+vkxB}$9|9<tDLyz zOc<{kwK2t<M1x1(c}b|t@&37@G!8$Z7^^BN@&~_lC1w$~K)-Xv{NdgS%wOo4zUg`Z zIym#j)EVFizrDCZ5^#jQkl2O-@j@w+cOf(x=c)&9d}BKWKI<cLcM<XU&wPCGRqXTa z;nFKACz0RlO_!^up?|h*b7~Fo%c(!@Uf5OWQS|wA?36f1^Qi34By{qtpGf-*FCZ=$ z>f|qD{U_P)#YfrV^Bq!kR$b8F+VjgtW(51wHhkhy4f-63{^;!9XZ110oO^d}3a^^< z<tF$=bcGq&cjN;fNp=X|<8hz4u-&m5CY-PC|9L1o8TBZKFeys-(Sz>t=X%)J^Y5}= z{XqO#rk4w^ME*G7eY(QrBjTD%jUWFDoSO*Ii>EKfebyp<XV!)g|MmTY?BTbn`OI_v zJKzZ-c`7+2&?S6_xaSL?M+R2f=`4YFpD@3@d;W=TnS!>)6#V31&cpa!o#|%h>vaj_ zYjjERk6<_CG(8n>k-y4#9+aO!KFSeEmie>|_1iZ?-9Nj)gPq2IbW;NdsT&OrJ^){x zKO~})gU_wc-&vDG-9J>Ijj9p2{B$!~8+a{1X(JOjh4~}D<3ASe2kt7Y=ar12UPMh! zm0F7L-^o6-dk;YO;O`-R8T5BOzBpM@f;vn)rNCoBH$q#`X^vOGAJLdtjc&Zoa@LxR z1NF|Y<YvyN=wSC3+S-eduPrDoa$iTDTcxbg`3^YLAmze%2{>huJm~C$*9nb>(EaE{ z|3~NJh}0zX37e!H4JwEIpLeJ`g?yl>{kq8u%w@8BvR~KJ){PMHT0Pl$SGVY0KK$Gc z^L@U*bZgH8{%J^W<XB=qzY0smf5u$X+S9V!50USG=KrOdkM)ktEKVX|o-e(<AS?D& zH(KvhKkVy{sp$Ya{P(ruq_!8<CHht*!xi}VlBV0Z9r)z{x2;UjJDjt%*zYV098=}K zKeVF)zH$1?)wkDiUQMV{MENVecd@T{C;UCD<n&K*tcyX2Z|Nz-H|3evRm2O>1-@KT z4hQa+F*=H7L)VX*{G<0{1^L#+4qq<#H}NYk{V7xAKfH=1Ki<L)PJ}PXBw)R&i077J zXY{>ixOor5zSuRqLcK6w;YA~vBlzZ7i-nODQPlm~l9NpkFT9${qU=ME$6t)GXx&6! zU>rUy@*KSMu0Zj9*zK{y!`)-}yJPpe7C)(>?wR2ip#(jZSVHS6$yKcXk>rY8^j&y1 zYwS2eFLh>J$$s<;e;>*8oQl(pP{}VoG=k@}{b}|6Z9nQi4;5a2xCb5G$$y_T>{4PT zLT3wpAoqO1+n@q<*B+zq|9p|hxZOL%#S5LwW5eI01AMvJ?)W{#Kl<;lWef2$Y2oTA z{Tb+VQtM9c;Q!aD-sdcaBEMMF?(&oZU&~*2H$)uGt$EcJ4xSrACg1h)63!#HGx3vy zZ|FVw?Lk(Gd`+)*;vzNj)u_0D$4-d5^s@ye*2s_9qZOU*qd!Ua6_I)+bPxH`mCw*? zhDbapyw|aA(vkx&pxa1I+<3@#6n#+IVvdFt@Z%KD4(sFSzxt)Sw%f<TEo!YhqJjGI z+Aq>T<Ym-x;#%2PaW28MS|B6^eWwRwnF6p6n(U^ZxuGY_=}nb6<9VVDe#eeuy+o-g z1VfhLw-Upr65|km7j~wV*PwIjzNA^i`ai5!8xTB;zMH+ei{F4-4YN0dF2b**e*G$u z$VI-*E+Ta9HE=4|g(nyDatm#g_DlHUKG*@72bOqW9l~0EizoW->m<|U84>rdJQHlh zb8zO#xP3vKOmvO8lH!eeR9d5TH1Mb4Wq@2b^ph9ogDyB=ec1L-n@UZi&sLz<(i`7@ z^Se(4V*+qMhl=JGAL{YP-o3NzawhyR-#lM@7k>5ZxHc2`?xxM}lkJE*r<!y>F+GI6 ze?HA<hW$QeJCjlYyiK|2n;|N`+h_P<?h5dHM&Wfn;SbiC-ft%>7JbmIkDlxS{v3Mn zrYO+~enKp8mt7w^rc7(^!$RoeMz$RlV!+)GS_T<gIA=I+;G%dNb+6!-fwQ*YHBp4o zL@Vf;Hxvtv&7do>zl^y31pO4hZ*lF`H;+Cx_0-gIBP4xY5c9-(8m7O?e2MjpecM#? zfFAW@>Y9r@!2fjp^$vFMP9?>+E9Gv;yPl9LyKA@+3=Tz5@7`~J)Rb=0I0n2(J7xQ3 zFXHkot@~;uZiK_{wc3-RJJq;67E>)my)JN&LH{KDg8Tf@e!P!FwufRG;tlbg4^?|i zkr!MPWu_p4E^$)X!(q1%`Xtq-FxcyHlX&k@=#>M3b7u@;PgC@TeY7_b*SL60pBRAW zG&<+(0WUF*_;25CU6d_Dp3DaES-X8uE(5$vc9K)S)f4AW^5?utaDIw3f1=?l@{c(F zu|0>Lqwcbtb9@QBp!u$!+rTU2MJ)dB9|0e&y~k&E@2fR?S6uUu9Q~EjW?B`<@A3@R z{v38eAD%}&b6h9(Kd~h54>|INw|9H%WWb*W_Y8A^Pm@P^aofR8cuVqwsj-hq>#gTX z2f*|F7-Dw)z|Z`?g(nO81<$R1|C0*-L*VL)1pe37bx9_iL%rCYYFMNNe9~^XgnAqL ziOXXm0r(-8_M6If_~~>HXUn1=;@<bb@C-c9hk&5t?!w5+KOR(gU4eeizDUVR1FZLd zai0c&a~E0kS<XW5Hrsi~IR?C~xsulW8T+RulcgG+js7;HX@k#u5ij+JZt-g(PLUGI zgyDzT{ER(+K7j8ph(6ANoo-e+7oRpk+}Agxj3yv2isPZF#=3^9IB<A`qb}q<(Z7Uv zklb$?SBN~V;rsVhlFK;9QX6J^eF5vfw5C}ThQ6{vA5Nmz=ws<zEUZCXT-#5P_yIUK z!qzZbfV@#pt;jMm8a(o%*^~+FyIk^AhiVyg*~Bac>&x(u8UFFz^BgBNqS_q!uznHr z>dJ^WXHP^Y9e|yWZa-FZz<R!O(xfHx$L|H2&31YEy5R*^4(wO?#Aulm)}1uFcdHTc zCfV7OAc?rauqkISfq6VxrM*#0SeM&V20z0)p~u?UJx#igeAikcETw*TF6%Nq`w-&m z^a8ho6zUXHLrPbD@%QI%o)$;{q=m}Lin|u_ynC6YjQG2s?^5GFS>f-^&RN{S`ggyr ziIn{h>u%q2hY0b;Eq-474S1H?w5O(``Yz8hJR<^qP4#P@^f|=a_f>T64?@rvRxCf& zQV#njbNt439rI+A{Hi6aQ6F2V?(zsjUi_AC;fDpzPc3#3B?5m;&ITToMZR!MZaG{8 z{`|9qY{#?;@rHZGTq6&2H#!=2NNS)DwvJ4Ql%PNNEURxsCUl_VB_w+DIDfLkFn=5Q z;E{uZ54OSk*T&BL$ODh9lOHO4t&DS+rcaY-PoWNDbC7uPA9R4SJnmnVn9ofqXTLjl zIsYfs2TyLC^BKA`9R*%-F!KwEEaG`64O7fntozBP2+zleCkmX}-^`6rH)f1rQU-7N zT{FHUi@36wKgIp>4_=>p{d5&@SUli>2pco*y=XrBt{-?!r}E3N9CrCVG0yz89pY(v z{^(QeLs^yaF)zfY+U3cUx3G_2^hyUm!EVerr$Y1lk?${6_W#pyBSc=Yqv;Ps9&?OX zr5gT`{DOQ-sTz8?)~9<v8gY(BLiEjhoQskc=3<i}15X_ETwR7e=Vd*=afKiDANkNR z2j>%3>U-Ht-$IAz*c!b}13o1<5|JH={%<SFsOWK=7j<wiXdA`vMLGCgdNF6TYv!vn z?2Ut|`r9{Y#NpFz*BFuK(y<MOUH*+ZOYN6;cF#}83L29ro<$yZFy&;yKjiT@%MX#c z0&iHgtuAb!E}}BVSX~c&+|aJUfdqKeRur+wj(DbO?7#{hEH+=_Dw&PA)N^o|;vRTM z-QQy=Q#h{|PUJd;{E$bdC(HLK`kVX@91J!`pPx{f5HIXCi`p)K4}R}6Ex)}IgZ(>H zI}!N}{-<g=SkH#I+dup?k=>2(XLZ|TYZLRLy^J57#Xfet-|x0ggZ{##R@r~RtMVPa zC0`!&+so_~C50cYC{Wfmn;;Gfjy<00g${hOJ;wJW>U9q8Z5~qKvzmE7`h5`hIm*A= zfj151=CBAr@2XlnasCFr*KDBY3DZ}w?{0QKHQ42Y`#XHU#jrm%;Vy+Z7pjwX)0;N~ z=dbF2&{=Cc5v-G_&h(SuTu5Q0!m}4ngpAu!KKE%c7eIN|*!np1wj1ehGf~%E>R)c& zhyA*{FScy^0P?X6tJ+gs_`cCCzpCWnM>TK8?BFN#UZ&@-^`K8}h4+zWnKPlc-sf~} z2hKZ=h6s&(z`42MCZ^r{l?7}pLylD;@BZ&A-3ipAbj*oU<j#TD@W>>SfOlB=3KExt z#~$YC^Umc(UB$#>_8sDdX>~#yQ7!rkHH}W!BEHBa%F`$U$He#Ny<7sXi}B%%{Rtl0 zcp<1tg$Ml%BNwbaVHa+EWQim2rwQWJUIzx$ce4LVsewOk)o-#qABR4>;+|n9fOsIk zTK56*<n7*1s>#47ss=G9@o3<ib)|lz9OfOL8@ZAXzT75o#>IC5_3hvfk4jcyH$?B* zIe$43RF1v>%gv5CS9*He%4_I*5exdgPY3q%_hx4l_NlUpzJT{5@I;T<?gezYPH*>_ zebD!oUOoT(CeewoKj_=LvM48ldO5?wM>WhpF<RWC1OKtUED)a!|0(;pZZL>_(Lcm^ zNa{c6QUCNyCyyfk)&6oW0QJ-?4kc#M0O%dWN)pQ0kNIE6-b-O0>^aR#ZQ^iVUg$%k z8S+g9uEQ67z&rK!i^bU@9tGQuO3osVZ3;8KVEP0-{^g6_tOeYAwzHJD5sROi1rytd z`+CD=w^Pvn5*6Ml+)0A-nNwvuQ`(rTm-LH;zX<&|q~Djha?lTYcB8Tb_|)>m<afXi z)Nh17FcM(TCqCQDUM)snkjRS8FW{JKPpqIB`cfs`&BeWdZ||Ls%i0+L*Gd|H`yfwT zzhA|gg}CK8`#DiH6MXn)n8L^waDl8L%?R<~@1>B1TI^F=t7%pj^d%Kpb>~-CVZQ+j zsT7G=uO-v|sTuTx#gJdF1OFs8x3#R-MLmXGjxpgq){%KtlvfQpGfgR*A=WdO$S%Pg z>wPv`(`WB-=-11ld#2D=Hu3l)E!hjq{bbdbJ@p!K;@q%J@j<Ltc$z&?1kRzEY#ch~ zg*-#Lr)#%9Lw~OPN5wq)*3N6}jM>0GBro!i0~d}OMrx%)uNWRNA+<Eey1YCsEpryU z?Z3~j3#p*bd9-oa0dIu-*=<He;m;?Y*1b4_xbGYxJ9QWKxOL%_1MFJyhFY=zF8`cV z4fETB^)I|>mV@{Iz@TwWRSkSHpk=V&0_vXnF7AKu9Qk)<0{!*CtGCV;rE;VG7Wz$r zem~-WsFJCgBIeUP9Ho8t1H7p<I6oijX`gvC*GmQQxM0?A?LGc|OUO~H19^o~MtxHR z>f7F4C*+aGB{9Fc^ca4zpsiET2VF_*p8K^{X`BPz^mTkE1zpLcJah~EaeMvn9>ZnC zi;Cz&vfz0p^^dK8-G;xZu<c2SLOuT%S>Q?N?V>_MM4p_`aeNgczfhx3c=pKk0N{hd z&q053@LhJt;Jamr|8rDMJvX><Zg@vu`-=whjm3u5TCDT@qo$>I7Vw9Hn+5&ITbk$Q z>HiW#$7o9&lDL9?gdbmv86IGcLX?L8x%1eEJ@Fb5IPXzq$p4!dc(9al&Uh6(-HG${ zWG{G&C^zlPJvX7p<@mDJ!SA`{|4@Cx>#oS&p7(&g?$9%xO{ziMe4))_(uaO3FSV?f z=)=76^ZT8TPT=L8WhV>efa@{T`_dDTzx-7!qtXSxtz;JvLmog!G14{j1pKNs@xlgl zrRqjy>xbx5HI!a^H3^>8@wWV4_7~)dYnQ?~rm^2uu9_cV_kO&TZiV>&@FV8QV=LH4 zaV9D9Db$Om4hnVTLLYo5)~kvBgJ-lV8R=BO1%DS}vj*JnGhj=zkOH30OT^Y-<xFU0 z8nC|$dq1^j>6jlW<|!oFc5}mj{DxZPiSc^%rZ9FI%=@uBAk3NP<%GG><af{3;QZ*m z1{G=WDB`E)gN5)9nv}s-6X>(wVj^q2@bBOd(z-_MkKn)9OLK<kd)gpQ+?{(u^XZ18 zfFkx$Ic<Ww4sn2C|IilVPj15<b8};y8x;(?ot}pGF}(Y<;)gR~arqU;*JHrnHwG## z;L#KJOJsk6cTiAuY!Udu!wpq*43UoqJql$kEQ8%K?3FW-M89`eGvS9b_|sGO_BYp1 z7vx>t%tHQA{ZV-EBKQGCNEoiFLp*+ZPqga@^p`Jlj|aeys)a&RIwR39nR0)K?>zEu zx$?E=j}d2>uN8D5zkN)U{c{++V`)fjV+H<UP$zEr*c0)GPxwd(bVLI(uEUr2LT3$U zX1Qg9yj3q?`(qIF*E%ctd^XJQ77)Ff0p0qqyS2x6tbcq;k<!>dC&GtZH|M)kz-N~y z>VJUSOhz%hn}Rr}u6k$V8_ww-4;iznkar>!E^(d->vAMibFoiTe03s>rhM6Yi}=y@ zrpx9dc-6PA(>7J$rQMIi4n(3J^y=Pm@$)V?KUy$!&*T8kSyv1N&ozU0ne8Y>V7<$< zmr`xNp$^j8!ZZQBo%P@oF&F%MzmQrO4;}bi#^dUQK=3i@d-K<U|KWQ=Ngi+Db<Nxs z*^BUJmS4I26v(&Pi^Y63vF_Z9f!Rsu?|fY{y$OCmTUt7C6#2_uq3#PFXTaOf=$-Ad zL>yT4RTAt#KS;@&tJPQG_k}JbyZPmWyZ=)cU+96ngQG3jhh^VzwGbiT*j`tOP~_Q+ z^m0a5fiFkuF8O#0qyHjvu3;bWiltYmvIc(D(>HTT%^ZCNKm14g_Q7A%4|iQ^fnNrk zSE~VDwNz(v%)s8a(zWe#FdvsaoNXt93+F$*l$ATaqK<Ygv%(a1Y34{!eC+B(2(WzH z!Pn(Ps811E&jhcZT_D-y(?i{{{oLZ>ODDpt?K^szLY&(bf3A@dig_raLTnuOp$q=} zLpp%C->g=|9=GH~I3O@{s?!GgwzrzKKK7M*ulq%LQRKn2j&6%5aepAAU+X2*@%+Mw zjiRt`Pcw=}>YZ?Yn!NANKs25!XK+LT@gVn5)=Us5^d9$^X>IU_t;L$*b#>GW?{`dB zIYY;l@|#dtLLN!9?D35Oc`4;LQx84VcTA*X6cC5aRp?GyBfgUdXAGJm{yhD8!rZw8 z{~x+^Gz|Wbl-|@@3>-S-y0&_8_y6B`eOz;dU6XuJser!1MHM4<B>?^JvXs%kS8#vB zWi?`h4Ad3V8&iVdM+<w+-+sveUY>Q5yqu2v<usm@`5<42eMu1Y!Fg25;+#>UIOH4a zQ7nw$qk9z&bpMx(^<Crhxqk=#Jy)E18hGRX*T_+W8~Bv3`JxH-MtHDUv5dZe+lw2u zf#635p+gtGC^->|=-;q-DmW23$u?a}C!7ectS3tr@-b&xcTDH42JR);<UY8ff^}jl zh~?miKbcb{tPmp)6mvf0B#HX-vD>w0;5TH>_TfEQ=v(8UWoJWPDcp3)?^P@MaPE6W z7$YB<uS?DtXn+o*e3pX&&$;Y$Rcm7l_4NTBWAPkk0yi6VrKlGAX4ZwQKNujc2sUZT z!`_RQTBzqaU=RFZ)0(d6pU}-{UeiQfasQY@9)ACETZVY-5qQFdw#a>r=wDMc%wD;N zxL+~UqeKM#T%(Yz9`Ty>m)iT&h?mzBcxgR>Z-)xrDQH0Fj=S+(EeroIp|56>0lx_@ zl2p11KB}p6`QXAO=pCAWyyM{?{}Gs<vmj0==xk^@K(E!XUn;jwf`9Rg)aIivQpLhc zBNqBK=f}jZJ_F=St%U*7&^sni$FYv{I1_Z|B|=+VoCuyG@9&E~!@Qq~H(xe@ADko# zG>pe^E{o@gu{G`^SoT;V)=PIH+;qR55(VB_dilgkc@X+Q<m*LW!0tPQQqumR|MG-w zYsn_|Cvl#7QDDxAVEb6?%YrlF&FoF1=NF-)^Hg47bHqB23;%N2hxvzuQ%5ys(I558 z9alymk6<RPxBiPdTVnFuOEU0Tnjno=k1^L&smXY&68YvB-Lf2bL725-v(;V1nS+@J zn)ZX|)2Q4Z`U#wsvpqRjh(4)Ld;jb0K^`W}dT|xJ|L1<)vJ22R-Af+o{gX!DR&I6d z;XCNdeX0Iv1w2Ndvh7F!{F*o*s$CO&<Ib!9#55?NpSuhdZwFxAo6Cx1(xAt9Tw*#5 z{@NO1%{crC_#@o+GfD>Y9Nm9UDS-!DaK9;j_6zZ5=6h5a_S30q^RFE4xnlEKv-=z8 zM2JerOo&BY?D71z`Q<3ghwF{`O#yuBnMu%9k3}4PqjRYRxYK=ao40ug{bxbiC*K#N zF4{`PG>d&<cCyl1!uyOa9SoWL;Y1KC`ki$C2z01@ca_ZNF#o>di0$EA=o=z-u^QUg z?^l9@4z$2Q11Gx8-%f<QY*OcGyq}J+!n4jmC&JI8M>kEOpIj_to?wK%4Egl<Ro;UC zOw`LiG)KO1?tQPt3&fX5=k6HrtSG&vP&x2gpBQRmA>?Ib<ozT6&0wzbdE<NRs9zDW zt0<}W!M+p)Zrw%x{r1z<8wTLNwn~NBs$akdKU6llr=T9Sa{f?s3;3M4U6Bm<+|Zj^ zhfvs)$m2YYs3(Z~HQo+KF!#!wEA3<@;;<!2h;*4T^Z<SqV>0Z=ts5Ll`WKMrdwQ_^ zz~|&nMenerLch$;Ec^Tn{M7Dy(;s#4r?{1XQ)&2l^dk{@rW1kl9_LwkZzsZBO#<`Q zarAe;i}<-O2J7OV_k9xUW%sXvPY8bDnrhy!j(nHrm5;?<Nz8%MKJ`|U%8AhME}`Hq z_Ve*=*=}{*4`F>ku38N1v%PL|q67Oex=G*JiT`&xyGk{HdxX6DI#o2yz<=T`Pd{eF zJob{d@V@8Z2Pb%KR?@KlzrUnkgP+}Loyg!tK0p74rDymY=D{~}k;TG~Bui_)mm|Lu zkKcYWji0%}DcUzkq3`<NyYxgAeE=b0AD<{99*ue~AHlj^w>as~Z~}e4c1Jh7RKT}i zANEc|el%-#-}Magxj#Pl@@tUKJoMgbJy(D_-<g~drFrn|zI2*@$Sd9iUW+zCUe;nP z^Yt<8JYe1b)VrV1MZTWDaDF#Fg*I<|6NldT{C4w`8+iW*9-RqIh!;G~r@1T8M_E2V z%RPcVM#1h&`X8}hb8=G0U@s{{w>$;8pc~%X-ruMST#q^!H>B)DV3=B=<OFU|K5<v| zkcFMK%D!*hi+S?-3G+w6A3f@&I43aYhfm!0aDtc<!M<Q~R1WdMHJIU+@gc19MUHJ1 z%wPZEXs{(Q>O@#7{O>za3+_>o*m<({3ig~eZg<NNb4M;PUDd_=D^j-jrX!w^1^#Yd zeGT5ltb2PX(ut5_IPOdVJ8&U;Q7kTv{R*&<+}Ol@D<1>CpY{STuqzfxgg+d;TQ<M} z9-aKf`H3I!U!tq~0IfFqzJu1<$*rOPo{vjmAH#h7eT91`5eHV9W!~Qc?(5DfEl?nz z&o`VsCmRksUDb?`ABJAVTfH!heB(-4`Q;wud2c6*SjB-?E(Ky8x<252?~~tBL?f?` z&knQ%kCokMljJ%D9jWkZXV!J->&8#kuEQ^<%>_1P@H*bRulsb{q2Eg{)pv?P9}&L) ziM$kj(_<thKdceAy_2aXtI*Gv&Oa3Zzs-zuzTrI!K6vh>(-2;t`?@>r8VBmITBG5C zc>XInS81ZbA5Wx@*u_A9rIV3LjmCO*TJ~r)Kf^sj|6QBD0v_ofn6dl@deZDd_F@e9 z%ztI>+Y6q^+xQ#}cjtx{29YL7ufg6$LN!OBW15S5K6OZfzM6DZ`6wT7UL`T7kqP#b zHUB{x{9~VM9P=dlH&*|C%B8D<K2+>CO5TrtNolJuqQGT}z`aw6;G@+HQR{n=w>352 ztxtRh9!lMBqYRzlLCYu)DR|`7nEIVz669ygVi(QdqOOq6ztu2^{isUdtNo3*zVhM2 z`vlAjiMly*w;uX%dO;akKX}Z6yo7U@yLy78Ve>HhjB3wT>!?D{*c0cST8wk4pOfPs zTteRdh4Aj5Bq`=%oyZw~f_z3yZNB*Y9q8mT<5n4u5Qk}w-=2owJus0e<2{GIwXkyK z!}z<Ao9j0(cA+oI>**e0=sN>8(s^a3m;;ki+BY1DzAbrfH%&@BpE2`_TMYWFNsr$3 zL>|p?>x{wq6X@d@XLY%=0bTlj%|y*F%!4T?=_|#$D`&bS6Ih}9bQYIAGC}_e`JS_z zzOc93tIf0Ub3cQt=e|Lw(B?a+)cGBH-}z3TT0CEy#O>ob9_VK}DSk=+AmUw@Wq_*{ zaMqxV=ZGxgqnjkr3+!KM{J2Ik;^WfGvR;>9;L13EzBc&JgAYs9#r)9W0<>&7T2Y_6 ze8hlr9DQE$Jesz^`)11Jum>T~b<?_?mAf%-_?|)R^fJyDoUCea1Mk0)fk|4(>&QRx zJnOvTN+8t7B<~;(OZ}YY8tI1LuO2KFfgTcD(8tjG9DK=i^6wZvk6WcDiCP5xO_y;q zCeDe9iqYCof(KQRT(dJ9!`#;%)0y6J^clGA8L%0~`%>{X>n)-#sheDrl(?(&b$v7J zb0v7+VK=30+~r9k?n#HBLkFu{#DR~9nF-IIJ%GGC>b!tCaE!t;<GL+)i@o>5YuUD_ z+wn;rO>V~h7Sru2MPI>3>NtqrAl@d69JutB61q}Erj8B#Y}CH-Q}BD#nS}N3|3ZFy zwcK#{40J3BxxMq}Sb*p8I;ZNuS3_h^Pg-JK5*-Kyk>EG?n5%1(KEOY`<c9Bb0}n`N zm0aF{fAoYD$|8QITW_XsBx5eA%-EbV)+0coI8Z|Xb-$7;vb7QDAG_wk=fB`WU_5g8 z?y)xTd5r?4Rt5ZBRpi!Nynf2_;|-1fFxTU`{NBc^(CwaVG5>cL^$OMm=kNbe_x`H7 z5r%!7SMxfMf&BX6KnWQuc#W;;8o4gw`MjnVgXatIoQQe-72p<O)A2wI^0VyWE8D}c zgQk>O@%L8f)0qDJlq3~>H^1jjsX*VTG}+t~OUAr7zdEfaH&73?iJvM{bR+0By)LRb z2EF&;88tIM=y$a8+l|ndg{<!F=>XnjyGHjaUjt6<*S$&}1D(`_?AaSP;O(D}O*6IV z|NVM0g<J&uJy=BU_#^c3RY<nap27FVX*YWGA4$152c7FiUFmwX^KO6R-oh|a?f)>p zT44qE<07x(INq(a2e1DaJjsbT_V<tMj1}VDfWG8dIQGqft(`8gA9+M=!J!bu-2i{i zkNs_^{~1n;-I&7r9|@yA47}^UGeHzgj{cQm5yL>#17<@=WfxHYN}m^g@x~B&^=J33 zC0+RQqaaNs%xk!C`P=n{o6r|B#h7!UPZ`}wQ(HryokncEOAYc|!#wL6p8@o(jcsn< z!S7X*mt%EOP!FOeE~>`<UQo{~9RcpB|4J<7#OEH^qNp+VLEPn4yBmf%1ABcV&n-j0 zxa@Q7;F&qplPD!w8sS&Vf@k6<Tao__Cg^Tl$2{Tw>bJT%IG-i!akv2atE%o2XZ;!I zOpFFQqreA}QjVYmJU5|TXx#_jV>Nhwc%uXSvig8Z<plCuhD*9?mvEk7pEFA(@+e8! zZeyb+#C0u&YHQ$J10(gE3o~#^C{&mY>-%{pPC^-R&U53%RQ(G0>VeO((WaQ=aD0nH zbRTeK&5mj=8v66gmm?$4Prl}HnRWud8;llD*g3*496FzJPa>`=xV<Ey$Lmuz^8d{_ z6RwvQZCnRF-g>9>pcXjj|7~%j*&KfJ@1pxEp1ZO3QH!)a_E+v9RXx_v-sqju<wV>g zTie}0hj?LoSfKPJ&i8luJj<Mjhu=F}WY;R7{uCm5WtJB4>%st&0^$vI%^|rnnW$$d z&oVb45Bt0klA=+9`zU4IKddXGAK|KJ6S+C`Jh^YZ42Wy#*ZR(6P(#P14t%RBhPeYw zi-c<21JQ7jf+92+{LFu$DH;7WZWcq;w1{&rmc;jHV7&+ryl?OJNnhc1;Pc<a97<+S zOV3xx8*a!L?EeEhDhl66!wJ9lYvJQZK5IJhpyYKW_|B`X8&mKD4a-%J{2RctBP+jj z_o6?e%KDHP;z+Nnnmf^Z<XtoF2R)vFkI)I8_eMPItLij=dK3EC-qG?c;5^AE;@6zc znB%IkIZ#=TxD&3Bb_{W*y~93uKc2&Ojeda*deKd?shD0>@R)Fg+jej9eq=4J4)C*o z*W!)e0%usbS*~Z<0=J!?r3|$r{;c=JmWARRKs^`RIlO;%(6yzf_`8r>6nEDI(6=Ig zNOlHsb3iRzb9av0xhLY;hY_bI9;V&@g7{EBCpyu!hI}qVZ@qg9_Q0Jz6jTj8y{|Kv zg%$G@KRFTQ)PnC+6LqOi!5<?t^X)MID%z%TgOHBC%E^^qR%WQfjaK?3K$p5o{fzE- zDg5BcQ+-j?MZbOLKfQ_h4_P6%to;$^GmEW;FcE>UWVEt#{4((MVTg{%Y4A0MgVp<i z^IVFriZ;*Ud`TALX&NHvP4?$HRiOhO@AXfx2d|HR7usKe^FZu^qa^d>sEgKJqxZny z6|wr1++RR_*`8KJ5jqcR&TkD9#FJ(F^G0`4@x45biQY>?U79xL8x{8L<I<@iALOg* z-%TH>yuvygyj>W!0Z;qUyUNTCyf+y&xQ6Fiq-=4jJde1)*NSuYF#JkDxYQp!L7V;e zqysVV>|zs7=pyznBh4eX4tj>Ny_qNS2iXALG<px5cfOfw-v^zds)e+_EeCevud`EA zgn1jQW24<7sQ-VylUoMdm><*{nwi4;o;6JjSp%M!=c(HLfey<a>@7ctI!0WHH**=z z6+~qfa$<j7+;vt@@}mDNZO?)1P^`Duqa%G5sKdYbvPp~h!E;NyhiepkDeKKmCHP<7 z_pvW6z&Gw^gC*JU^YDRXKdaBU|L9rVcPa4GXS#>?q$BU0p5>O#ez~hxlP>9IVjYi_ z(|<yK@iTr}&mX-0#kbiRp&2Ja!O6nQH=sKNkBb|fq()!zce)bmRNxhV|D(5((9b*$ zo%h7LCukJ6P=Kel&{i;Q!LQg`178J+0Y}aqHJl&<e^FFhq=sJ}Sc@$0B}YC`Agd~g zcp|YDHu)30taWI@yloiva8M%W1pZCyv-RuLS?CO#mA{&Sdm~F0TylB9FK3CSk5s6K zsxPp7MP7Gjp1OZm*A~{kE0UlO9W>(v{UGpQFW1Bl9e9YaoSju|FZ#`O;&6Q!;)eF; z0Ed&P59DWEI}CdcF?k*IBpdosaPyU8pYi@*99d?dBXRtGG?S}_J~XDUTe-1Vcg<lt z8Q>Mq^NCayMd*9Yd{1`oH?>qcYkBWH^o^<?9Yd(2jC(}MsQg5IFr!ha@EiJS4w8!6 zgD;g;_V-GP!;Y(Oywg4jedNv5rM6kb>9vceEtt?Bxlr^e7yiIl6ggD+5OY9Nf3^Ix zhCac?*=LG;Ov*`8i68hhTKdH2{!`QiJk=R9uzv>3_pE=%;k*u`5uK?v;^~C?x(M(~ z>Q2tmf)3()`{H*I_>FDs0>zo1h{wN;u2g|1j98sncWi|p^=$vJD#E$qwh|56Levuq zW4gVnaegG}$WH<AF5Un?F$M?Vl~;%M2_f_eRPL*Y0Iz*Y)l?z@`;VWPKADU6503es zdk3$}rI*&ZVu!hp1-B3H0q$RWXdjaU+`ZVut*umy{L4x6${EDxw8uu{x84A!(=RRc zH$f-VKl${HKVF|e98~%h^-jtwX`kd#e^`}Yz3>nH6b|2hnIcYvHCucmT17q+GgYg` zhq(kfXI>sbK5jk7Y8Y>cyhE*uimw6tQS4=zuY!3fk|C@uf6>3F*Yr6Rb%2Z`!)*0E zP6WaQnOnQMkHv2u_2zxBKcW}CX~5?Z3;&-NfZIW)mbZ2!&@VaYQFr4w^6QAFf$g}* z%=S#!$(k>?=XF)7;T!hT{@mi2gg@p>2JxMK1V8fEs~UMB2EDpL@SimHEmmY-t`K;y z0R2MoI^wXq?y>L~FYsMo74zrdNA`ZCA;;%|SKU5GqORe*!z_7mI`~?xnR1<P7w&ts zWn3ghzWAiyu<`{L^4r8d$(OK$>aH4>XD+Byuez5;96<f?w$0me9-ITH{C0yLye$1~ z#9b$A^jXgO_6-dqKPuXs&(gqLuLXv4D!^w(*ZW`BfGe!(R-a#i7k``{yeA%p^I!{( zYf11cs=WJG?I(a!9phQ?;2-h~H5J6zH^!jVV=FGG`}}&z6ovg@wHAm^M_yErB=B(- zILC8ZF}ynjb<=BRPMaOzW9O+A(+H@`HtVMM8{(X0#86b<57_x?)NnX-JngPazbhDV zF6-$VqvddCLe7xLn|eC%rKyP_WhvNm#Qqx=yvRdSO7Dq)KM`?Px;l_RZ(>go4s(Xx zUR^pgjrFy?*=70ycFQ!~#KQ3xah!5#@-%oDU0C!ZUc}|%$HGI2|8TE#Y?DR@>{GTa zN6#g2SO1!0@%atB8xyp52Tm&ga9L-_$K3Wu6NjHgL0|gLv9<XcdB)aB1v&88=nmPp z?_d`V1`i&(0H2@hm+s>_guZ1TtqasO&>Mm{kF=oPNvzCn|04)}lEeu?8`;=5hUq7# zH_?yo=zp0P&sCncu`~`GscO=^$x)8;TjSN&tLf1{_x!fy8}PKI1?~j8Cx|1?N}rbS z{=+!})db*I<b`;(x7auT0jsivH{hlAZf~c*qi>Uz(cBDvFto0@-G@3x|8;re@5|Uf z-fEBE@S_Jq@2vzeCsF=J(vz@o%=7$3EtV4u-lI21OM{;>UU!;%;0FcKvV+bSfgfHi z;n}t550)bLUmr(*4SB2<qbvBn{GHc);Fk^hc{CNUd$Jnxjz;LJr|Ck6n9sxhlXKsy zQ{sEawTozDJ)4w|jx`|f=osX@+=V=?G}ULOuK@P}s9s9au17z`Stoyg;Qm0-rKU;n zq$*Wj|0Trt`HiLM4y^N=pV1cg;5V7S4@qkzK>uOg=99p_tu5ZYy4w$9R7LLk9{5@Q zGGea16?*AH)(?*c`1{Iv{d(}~J?z)dNyCnastl%d!Q-!faqaIT0nbcMymq7n=PAmx zopiyUq&gIBN1-RQ*H4``_JiFy`A)JRe^Q^9rz@&~{oLT;%R*eZt#a^6)M4ah_r3WX z@cdupM(+q0B0uaplr+|e?|qXf<s$Zr;{_*ci3##O_ejMP?AWJxW@i!T9L{ZGP4_YP z#3VAocn{w1Chb06!ED64%Q?&^rkx0hoQ#y3;4_A<e{ZD%-$OIFy#CzAJu&HVZxnBV z&*`tJI0wP*DTIk#l@YHl(9haDaw6Q#SZda!#q*8|>Q}?Ra^|IyXZC`3DTz1x#v^VR z3WfZ+0o-NecW;KDS+XXQGXU@Un6j4{yf7bA`u4al_Dgk{rp;Ii`Tf+tr)u8dyGDN9 zmY48)QqT8~m7s%t<<V%y{?O9WnJHaI9<k3X@H_mK(T>9Wz$MHpbR_W(%!ED~fA)<9 z?7O7@>Ysg|fK!B5OzO}FNQsBE*uax6USFVo2YhMYPJTUm2+zeO=@A9qBU(BiKW7EM zEw%Sk$pYVaO()6+zj~|d?U9Cm|8<h4wgqn%6i?=<ZN@&?c~XxbMIK=nHg<78@`7Re ziB_Cz7fIO(cR+mi=Z_Nbg&!8P&<zJ54ynzha&u6j?r^!$(dIMu?a$=P<Ra)K5;xCU zo1#xlC-R38cuX3%{COVW@P=DCF}XPUS@z~Jt@i>SR6;3Mu};}sYtJP2;k+QDs2=4S z?*IJ7*?V0C>y%e8sKAW;D}ArSL(IG9qq6?8ej5Ey1$LtmN;vP8*muV5Ci1rztu^zA z)6zpf`CeduDfdeLM=Fi}JcAjsfBvXb_3iK3Pr$jl<$V629qdQT>HAV2;Wv5I+4UK~ ziLKkK`p_?kI@=ynoX1>^PiF;$EuhQ&$xDy}?{+yz{ng$W{3z{w%_ekKN&$M-xjoRg zA`gAP?2hvnlnqfS>hPz-M6`@$zym23W*r9Ln`-@BI`Yfy2APSO5a^RM+NUkHkuN=c zTr>f{rrF=@ctRWdTo<Aoj6A5i+kj>d{y(I+Py0&@`jP(i<b)9c4`(wka<YKWD%Iu{ zy+^(hb6Myip1V&xpJN_)Wj%Rl;~?_w*}{~<R-E7MH>;I++zLHp?Z13A=%>V~Y@BrY z$VWr8pX!~2|EYTR9VSNqXs=_AFY<+t7J`&tcl!oD7_L2khx<n>3=huPI1!$Sm#dwH z&K*rA#4CEui6Ed(TlpEfb^X@|nNdG6_oT<7$3PwRi>Ln@&(Ap%u3CK%`+F7j)rz7! zj~H;SnyBS<<O1e`b5{ff?+0JLOPkaJzRAuu95?&``<NM#axM}37e1mMkM}t^6~IQG zfOB&cpEilXul_T3{`v^}<b6C;<O*<&bgXHs{v+&~-hZqRac1&1zi=w{)!*s)1rOks z)~R~&IZot_)XZmmu^;Mz4K4J0u>UOXv`Llt{%Re4MeqxnheWqpkiUp)^@_d5x{P#6 zPuz<EF7gqR^#J#5x>W-!xzH~jS+K_r`jqqz*#%|bfAe3aS}Lr2%}6MzdIa>6{eC@# zh~FF5b7Wp|=ref!?DrsWwe5<XpG+*y`)mk#d=vtXrL`!%!+PmZ#tR9x0iWfTHOK-{ zcUzb(zPo{Svf??GfV|E~FvGKt6#Y%X`_mNQH&T0sH)1AHZxgPTOczGnh-MgLgZ+12 z{vja-zmThI5h?)RL`|NF-4=G4TmHv+0(|K2S5FgF%;AVpzWEmQ>SwjGy`;b~y|AnG zoxnXEdj8U^zvweC-%%6Tb|N&NKX>;EaEz73>6YIu@PYsXqtrUo&qwtCdilctWabV3 zVO=vzT@%j&7n#DEkBEWa2Pma5F2lYBHrqPl;lF!b)Y|60;pa6vT}RmY<EWQqN5Pjy zbHnUoEV15PW#WShsMD=gk|-cPEdD2c(-r$6)gHwXh<!MkQn=k`g??h&^G<19s4M9n zlF~$;XVGECvk&<9bK^=>Cj4V>s1xg>7l`X7mmODs0tZCOiJpvOF3gx)-k2!*Hd52S zIDtQn+|DzpMPAMtb|`pE(~YoAL;m_7@+S4q7RKkm(<US*=k7g39evN@QN?@UzxT*k zToVzO*IQ>-%rSpNpH8EQ2K-Mm)cN@btnUG5z6aPZSIcSt+9T)#I#Zx)0i8$i*MzK* z8*oi*EXW1V?Y`hXLvjpx<4?mqy5L9sKeU&mf#>Z_qML`|CpzMV&t?#BlwXu+h#<e+ zE}Qh(o$npO5PD$|&qZ?ZN^95+==vVbo!ig@?4>i=eZPXYQC*cCg)SlGzSwg4Hgsy5 zoA)VU$8v|+U8#WAOBB&HXZ}GKVkb@XHAer^{OHll2F(9yU-BvD1mDSjIzH)vKCz?4 zk(ca%JFQBjy?VHJMmE>V-~syS>sn`}pa<6G3ra4*zN^nK6rI+=J!6&5ig!mbAFJ&9 z4SC?3&T!M5A$TuIkBlGr3Fy@AOVR1zsSVd9&bbZ)PiLJI+Mr|YyZEP4ClTj2#E$+A zfnR7`FEx1yJU*$VnZHVje$45iuhz(4PqckG_Am{47tge%R1bJSVqXUDCeF>SP!>e? z;~e;@gAsQ4o;CuC78T$zrlB7V+E0ORy8IfuxrjRO`igc^1?sx?)H~zgAzl~gepj>N z`xg`~24OvjD+mJ}Wx#XR8MjLZ@%f%jwR+$aXV~x2y#ZgWewmPK0{cr`|9r;c4D^7F z?>n6Vm>1^vMdRI5@Y~jx(x-vH6QQO*J~HB-R3VRNahk}_$Wv}?<9%gpeaOkbKv#VE z&GbFuM0q!zaS+}&m-8(B?wrsprTx^GX%IhG%~LDaQNOuc{<#e}Vp%wTZ2<gc+Um%u ztM9PBHQKlTL6`VErgenU68Sav2Iu?=>MopyBM$Mvp@c7Sx`@|~Mx6J}Mqt-hFV8HX zj?msVcZ=!+_W1$TMS1l58917<rJ$dKJT~~%!Yue}4Y%~(9_Uk6VWv!z$TOdASr~A+ z5wh7WPA7x+W!ha<eSo}x>abY#{`;8Q;6&N4ABpGaX5)!}g?_nX&nIla<6KVNxT+zB zy6f=oBZpqXKNwv(2;`_cxzi0lzKwd`N<gNR6V4H3k5vQ%r_+cQ*#E=#aW1oHPb~yK zM?El`ZN|Aps=q|PQ*i!5;k}*@USHRLj6x7RP(mppgH!|SQR$d84EtvL%#_Fho^wD- zIh7eWuIfbm%|r}yvoFhamUe)@w2JP@03IBY9*Ap^$2qgImi=eqG4I8;t7m8cpO-Px zIDH3oMLz45=w1KQX_me3jpw2H@-l@7_D)saSBCQ-u5VWCzI;R6o}q|kufp6wLS^O- z>JID^K?%9Ae_jKljyr<Dp*-W}XbH^My_nyxs{;LQ#p~Q4>@0ep(9N^+uv>3$X<pzL ziJ{dudpGojPwuDNGlzY=pwNEt4(=J=5%KInKd0AD+P`Js&6(etS4Spb4-vjCv+(nH zi{Hi`4&ZCz$KP+k&WxVXFdl5dd1sLW*X&_OKO{fSsN(aA`L7dQ!smzQIdXg0qdxPM z@ZS{l1lz&j$3q0*6;<9LKiKCTlCavmQS`?i30!r;e(ACKuex%eU&JZLqY-xdYiMgc z4ED#lhuJa%&;O8Pi{WWC^4or^VFo|MIWFVta>&1eDJ%o^%%ST)OK*G7iF_gF)j%TR z<j<%`TTy&Zds)x%-98mx|C>QB?-6Iahika`fC~n8e@#cwzp?6lUlo2VJ=|qE3q9wE zL|@C5$2b?##T40%c{@_e9}B}Tf)6eAcP0WinQr+D-Ng4hsI<n?{SS7oT_$Ahg}H6R z#h0lJ&?ozCLppP}&s*iF_e0c$>Z}Wu!YI%WbM*MTzlg_YHeP40G$XHg;{Rj_ezmWH zC4U#+l_jX2L}LDTQln3H82o|rOI$LG0q!+WW7^#1OFWEv1C8Ri2dd(-lquFpB`Ng| z$sqbdUOnviZHl_O+FZ;K{3Gtke~%T}Ft0|w;?Eu6*L!Zo1$OZGBZJPGMnT9UPU^Ge zKtJj~=)+BlyhA}k!!QZ&8_l%xrV~8mc7Vn91K_{b`hW^2{6g)5?-nccnt=E}2{z|( zF3vS0d3hCa_LstB=U?E@FWQ-qa`g4Sxn4ete0Jp;SxhDTlV)X@;^Iy8d3Bn6HbPvl zq{_ZZ1|F&M^Iy)t{m5gDPQ2&CzZFtkPjYhL+|Fon`y0$h|7=$&<z)-qA@K*Z#s%ox zUUGX6Lf^SOxw9n(9IknxGh>AFA^%0h{9(pAnqJ&%`vvFMxU{3Y(h5=U>+T*aMf`9p z4;JnMp5NRwr^v>B8#`BC)<e8+S?@c3_$|(Hs}@z4A4Q#%&AG&C0Cl6j3aYc%#}x~@ zOB(7pf3#%GRKEs)jFkC#+6M0v?Af${&lmse<$eZsY$2d&Z+roDlNYHb^-OrKAjJmq zo8W&UW1AGfBjY6xdbU*b@3dN!{~*Qt-Z${l!{5oMO(Yo(;NBD7M#Fnj$b%PO-|$Jn zInzD&&wYkn{pM#e*!T(k-@d?>9{aRh#UC>ae!+Ztvh4OZoS%yl|C^5Wd*nd)d;+h# zzSiKGy@dO9AD>&8^TGF5X1bF68uhd{9kFc4TTPccU&;gDwS}KCco3s6|APk$Z!Y#t z<4^fsysskhbGvV*$kQgY=xJuLPx6VyXW=Kk%6`$p=&OEk`!h8)?A|y}>X0MwB1<bt zW9t{@{n#6(AH%v9ywvrmX#@^#$d^`Py$1U)@yjtIz6FYQQdgip5MQ04eFJuGm1A@x z5%vB3i&`_N_Yj^nM~rB~k0Kt-&33sG9&b_S_W*DHPFsH-3BkF&HHWVUP`4JD=RNHS zJ%jA>C{Jt|`YJ0GKM>*nxAlL1TBkxi_GsCo4CJM&XLRKZ;-Fh{`A(dR1&<T-6zD`8 zi=&mhONHONuS|CA{SWg4D)&){g0JTu8x%^t3x6nzp%I&gK3G(HJQI9UC6(Xn2Kf7? z0^8SAdf;UH`O@7vq^zfg=d-bHRJ~e#W%#?|t|98@s+jN6YB<m^g!*;;=chTqwfqOd zTmP_+B`39}uVY`=FXi!dBJZ)!v9k#R4)D#jd#tr#o$2ey<n2-KicURl@dNnx@QST5 z7yRn<$@y=<qfE+S8O2YC!yKM64}fRk17CmGV8172F1Ve-KF5A5X=X;;_?MMJIrbm? zFJf}As|oRefv;Og3i+3ncVKEia7AcbwB8Z#6J%ycjP<X}9Cmtk26c!71NB|-U($xI zq(ktxjOy7e2_n?}BhBMje!#C95;OgkaLz<#&^q%z`dz!@w|48IUFEqZ(oYcAHpxFK zKSx}TI?2C;Jo&h3)-ze;J6|IQC}qGKrE|4aNJB7>MP<E3Y8Ur4a{7}cp^up)<dixf z9?vJ*Ug^R2vi4U<eujIqRAny4@uHulruCktG5GNXb+Iq7|9^Waj9p;QujZ>`m$!g_ zCS?Kdu>RJAi7Fw83#r}0A_-jZPcz4Hdho1I{w2vpS>T<rX3X~ypWZX9U*-x1|FP_7 zex?Zh!jGIqdIEmca$Va=1vqy_`fx8J>g%;!+xj)AU+#ObrT7wlG@NJr{Rs4edM<{u zUEuGpA6D+p%WJSut4YV_UWvbgt1;XNpICPoiojz++{cr70)Tt_1U{}`!~Uz=pRB^V zd-3ddGnK*jvBfQb$1(rpz@66TC8!$&t1dTT9~58he=Z5!`tYF2IvDlskFrAl@(}mK zw_j_v!+!#t^Hb|)fD0WLDb!HEqrN?nwL9mBKQfS}U>x~<eHbwp{3EpRn*Pr#&?%e* zcw(ENH&2--JO2R=y?g3FZj5{&>ASQs_S^qv<dP#3`d8XS<_;r|;?hl{(mITM<C#RU zR|eLNBq--F)_2zIT<$~U6EBA&GX@5sFWvI1e4&H$D3?EkbNs<Mif47|O~AKAQL^%w zDbztnf_Wnx(QnNu_%sT*BV#OiZHy0}zeh$t?Evx~l6>0AM(~GD6DD@>oLArXeH=mj zm!qU68v-9CL`>??y+fQCiI|9TKp%?ngD5tB<U@TCNuF4zf$BR0yZzeg5th+az^Az& zF11MHS!Lcu`vt^t-aU{^A_VcCQSxln&MW9~H@Bwj;QyK1gEuCx;@--;1d>sG=n&(o znRSTIU((#(+8}OFl!$f6;&~qK=UkI=!ang<{^xWN{o%=jvNFK8V&^+|l@S++7z<9G zo`FtvI)V_AwA;@SdnCLLeGK>RTD?_uBW#XGKMZ!pyh{a<{wN0UeXf?goV_?tR{uHF zJ`Z&j4^rg`1LTnx`Zun5BELM!{j!W1dVGuGzysuK!V-nQ<gDS3q&+moVW@wqv^d<_ zhW@wxH=i2(>Gsi<&kX_aBc<NhRw1m9w`}KuQ1pf6e9b&Zf;@@wfU)00#D72j6IHO! zXF6UT>rb%nUr)HZz`vV!_<vk#fQ}dVmG?g471e-+qk9tan}DWYtitGD4ew1`0zchT zz$U)nj6SL2KlLp6&=opke3`VtN3=Fc_m@J~6Pp)JTLzyww)TS-{iy!2CvUAFFI1Ip z6TBb?zQ~f>^IsVFu_kTLzbMq}zfSvyDqvse9kj)<&TB0-<<A5V&(a11{=lE2%#R%T z5ra90g{3UEm~T%XVZfP(_)#r=|7M*Q=5jGcW|+g?v#criK6OQ(!BKC)<SWSIXqw-x z=E9C#XZKd3evRATz8qFVzmt8`hBy33+Rc8$-W~gp-Xxdii*-(MsEE>oozlGio2d`` zf5vp%4meT!UL$c3@gbc@v+sNi`q>vWrG$<mpOcRbor8X$eEc6TAM)~9qJxDCoZw04 zl3SROcd@2Djwr(VHSu?4l8&IiODfFyChSc8E=Q{JBh*)1@;Eg9r|7!lseYrdvQ=hA zMrJ4>8KDxT5K%TMBcifWW=7e2WGk~|&qQQgD?+v+LLwuT{LHN1<F7t)-Fv_9d(Ly7 z^PKaZ7k+f?NEt0D_V1I5`zA5omo->EeILF@+=#7cUq05?C4*WBxF@$@rosr^fBXK1 zoHsA>f>39xzthk?O%w~bU_YL$o@EdEP)8PJr1ab6m;V3ejo>ea#ty_z-r&1Sjj{_W z=<ilO(N9N@_0Dy2Y6Twdw>jQD`~iL%HKtUCcyUv!eUS`y6ukeA+^x6Z0i@=q)(|gT zwH>NTfLB2oMb~72V>5b}!>+<Vu21nf<$T6|ly-;M;9LXiH>d6NcgXjm?#21S9~57A zaTa3VyS=HkCxF|ztEy3ySpTDs=Tu4Yx|4m^C9DddH?!+p84`ni9e4lC9u2>Kx3;l} z@2A@LeC`tdpa04|omuE<PZ$$(Ln5K84N<>2fc>~dd0~o#9&wrB;8k4hL)e}QB=%Z` zK6;Sk{A<MN7jvhly%C?Sr<J8SrJ$=CPrX0F3?A`9S=5;q>#O<1nvN8>z9G^q3H&;g zw;*+=2KJya|Dy)}v!{CNJ{$bSDlfOXogd%BOlh;Z1o6h3F?oIq=W{(j{r6o1eeqN^ zhX-LNb9{TLQc-WHVBSv|e;4|ixBuZC@Xh}7r^n_I&lGnATfLGI-=c!FO$gv+rhEN% z+EK3)sf=~lLH}S<kF%lbE}slqKL);>$2PnXpNo4_`iUCzpmQ(?A8p?Yz8T{GS-PbY zaZ6Q9>pb$y;LsZbk^g|FmgJAgdC*@u9eXPhcJlHu-{){{#Ou__5k}zFjo7tEGN<tT zLIod7!3XYsGO`>&9wL*bKJpQ9p|Ja-gNHHR_wHj#iZ`fJA7wjcih7!gK#SNPM)XO( zBj&3k!TKDhEzyV0NzT6V`#;pv{ywj#=f8_SkHbT=bkLpETAnv0LMIgMIYTgkKeG&k zZ2z}{xWKI#)q=jSpxAmQcD$}6US)6aN7UCYFX%)%!H!9$xp(__+PIdd^03Zv<j3cx zk)O<PANuk~5bO7!kNm&gJ^`9bmUh6alESde_8iQa>Xz#`^bY4xw@)X?BfiK>^^zL+ zg12^k;k^7D^KfYGt!vky*I(SH6$9Mk{?twV4RN+5I-4kz4|Dq&J~pUQgCC74T9?5- z2%Ztb4N>TCa}8g%#pmo7?<lx9h&eC4&-htiqwmRux%&j-4S_OC;KLyDNDrYWT;Q>{ z@01@Dn*)#SObza+LZ0DL{dejw>Qku<?^D1VTEe`ulBD^b5Je*}DLirw?w41K&W zZV8s-9wFiJigj)y)YU{yzRy*`&Y!Kb@9noCI8yk!?A9NvpZof~KMB3=agp6C{6E#j z15(zC=p#E-P9BQai)VN4^~JeFKb0BTZ?rgX&O7jY0ng1JTrPMMIBd(bYU>w(c?>bX z{>z818qRREdk^qq-sxSrIO6`Er(?dBSYLXkwW!${=;PtGtgR=IN6M8g6YYn7lNL#N z8tYsrSkj~nywlisAnJz^?0<B`F);=4edyMBIPB$4;HtbQ>bhD~O2U_5SC_nEcQ(P_ zUl^wtC4#5M)QlO>Ag=wnsAm7+26!#UT=MSx$NO@5uERXQpALD(t}@j7=WqHL_2YHy ztKVJl{#^wQ%XRQK!CngLHA&<X`~ALEb)dhacs+>;c3*yZGtd(Lmh&=%%n$fvF=EJW ze+2dK5|=5aG0dw9J$$4Kb|sfmLumrPp*Fw4m<F7&^_FsE04^qR%FAaUo@si8SP`qB z&raR1Zd?!FYqI}#s4)6*O6k4^nV~<z)YrlXe#J)}*3buk4qkc0{0}(p8kb#uaTIxk z4R@QsHgKcSn=Tpac&?XU>tHAP`Wh>^S6-n%C*luz(<ywP7x&v@9d`STqeCl&q4#eb zdzVRu@AX9K$N=!RCHPR#qj2E94Y5=|-d8(2zhqGs^{N7ngTK0<_qMy5&?27p){$Gi z#QxNnq+I3S3*CW4Y-3~-IQ3t{A~)7WBq8&-_A>fj#igc#KZ4KQVrg4HjeWeg)^6sB zds>9oo;H4kZX5V)Pl^rrg4X3{OIQcG{Te}WF5o-0t}EPB$jgs~Xzbo2c(P%3v=4YP ze!4(l67kmY{mXI}V(=kql^r?w-Cr7+T1R&D<()RP;Y1zIa8_$%-zL`8`GX9N5%Ra* zNAB_hI6rsTwm$nM;z?t6-|-pD#ebWyMnGS(!GT2+I>ZTKGq$0EbmYTnSDhP|P%ogh zyk=txU1>?0Q%wiw@}@;Iy0E?p-FqeXVtuTKr96rd2j;1?r5VuIGWO`VS3b^#_TPBm zOIw6Km%DDhPY@q!HJgTC!misB*;@vI4@H4A4;$gvg<MU;9^i=|HbkDrgBNV_Svb9~ z!F;86qt}zMPfzbD;^si$4d>GtT{Y-eSs^zio`Pp?J{mEHo<glvw?O8NJnF#Lu2;6; z0}LV6hWI@CXX+P^FhUQ$zw>CI5_!}9y0Zb;FY*-Df12^Yd%j+t-~#Azis20L)`%mt zeXM&|VCThWld17}jT`rqqY+Oo`A+EX-YdD(LZhM$e$;L%`zewfd9sAmG|Lg_Av+ld zCxQEc5pv6erqG-EewXBf4+c4hm(15g52d9QUO_#9KP6Qq{2}@>^eTpi!Q1#uK0iLG z2fI0IC!uu}`=oF;s0(>?PRKpa)nCXXqM?Eb0!Q9!q~6!FA=Fh8O_H0#ufvqQ4nxQO zPHkK(V}d-pBuuxN4(F4s1dcnVVqQbPdLRz8p&wVQi0-R3LF1H0ek9H<((F;(^g_P9 zmTzUGpa|XN(=Rf!yO?7hY9)Ld>pE)7;t;lNLvTIOd}SH$cgc{2F(eKB9f$6vUB81q z?;53R_r&2}{AtJE4!}=sd#gTZV*OuyEMo>QNVI+Xa7-J0E)JyPYry*~2jZnXBIG}h zX|I3F1O70i`qn=~UR|qXTJ{Edukg`UBH+?l$2)JX!7u4<y3F5%|7<-nw@jf4Alx z#sz%(ES*SYh4}KH^q+tf#EZ4dm)4#IV@`pLvVfs3@|S;PLC3x!{v7pFj10$l!}xUF zAlUJ=Lc<wq@T?goFU2p%kS~<D3z`iBuc*xIl@W)2<-blBn?*e)<{9hPL(mZg_A1^5 z9!(q;6*+{slI{M~n8zGEeOC4kmmlKn)6o}~?9p%Wi09$JOPqIF?($_qKDIQec6s++ zYVC!QW^#2r{}ILW=J1OI|A2vnWbjq>gLUROPs_IP`H+K#4WZ{_>X^`V%nOQbqiAq} zpA`xPzQlg5oY<Z^9EbC2)ugE^=u28DU^LbP?zYQwKj*y+9-A~VxiJb{O0AK~R7QM@ zjp-4&1YNsZ$aJ?J-C`U)^bGMKt(V?i@ICM?E>M8$EO6(6#mqDV^pQW(EZ2N7UoP1A zWw;#b%Cba<$fM97kgEKxLkRWkS*<RoAn<_ObNmtDMV_DeIPLSXuL=F^miEwv|HbWR zoI?CL<9@1I6?Leihc&MuZujpP?srF=%ow$!r0WN6`Hcs}Ku3>vcop;X68e!m&Ti#f z!=6))3O&3JzI=;k`2qB;huIumI=Q&Fuhzzr6}TC@d4_aN1o~fdXBsQ;?1=KwxN`Uh z6H&5naxZim9r;Tnyy)-JP8yqmJ*I4UMYv^P9`Q5X{;S&P|7Ma8cSS#3^cuy-{0{KF z4zoln_{Xb_AEsvD_h|x{pihN*r52It(q+sW$b0EOFOU8Vy+r{!e;Wds*HPiKWWaCA zWcM}b&5pssjrKVI{CmeBZy)-_7`NtARSZy%{mvtO1w2=A+vpEl5_m|VQ$<KE_?TEx z`<Zd{1@aT9D2}2JzU&ZNIPm_2GsDB@bGx7KVtEVu6v@uRZY+U*OuIyLJH%r$0co*L zE%2(1I6gJxeNS(5=I_^l{&qPdN(=E|^zl_GI^bnc^h@8EHRvP4X>~=npkt`fjL%~I z1Mdmi?e_849VYGm#E8FNk@dN73URt!!JN1WeI90frMJ<)A6~1(RgnvPBCVe#lf}KF zd&n{~=inE^G}E$QfS;R0n<Am;mnF)naJI($I5X=yDXfEuV1SS~`0@D`UxOXk#bY5c z`WkQaNm{8gv7;`3D=e|4R|<CMs<xyG{PuLVWY&a#|2iLao$fHs2|1`RM*){v9c%CY zc!%?8(q!{p#^{ecSbt@=KhKxhN1+t!n?<?N^99d2IkMBc5BkQwxb$-tEV!p3n)|dc zH~L7W%tt%0?vDc<sfKINM|)pW!ucHT-QJFU<cU71xD$rtdV!b=8@{rdasYb!38_bR zndqwu+apx42j9!M=*;eYMG4jhYW~oBHLFQ;r1@|@{o8z^>Otg<n}X-+RuO0RZMW=& zz0@a;YfS(jnKZTMjmOa^N^zF`3EubIrv4Qf_!GNtk%K>YnT29+8zcVz->2h0L*aMi z{1cdo1>K$hfhS8g@adD|H3?(XLF-nO$$?{A)nRv*@{vzg>gVjniyN=0*!5xeq@o?U zzkoykojPf1ABlS4XGuqS0{TGuR>F_RBJWYo+!qm#{OM_}a>K43{`>Y=I&`0JI{&q8 zVjb1HPYDSDZ(00z8mYm1oc0trP?-WZiO&x!eMY|@Y3*VT{CMGm4Ebl|56Tb1&nk0* z*SqbnbxQ${ZOHG6L0t21r!PGSKWG>@KAzivzD${<%}C(Fsln^*i(+{GzA`(_2=o!( z^G&lwz2c_m=JVZoW>4328S_a{56qTxdQ6JGV@H)&XC`qUc)>z#AaJO9XPkD)5BWv& z{jvh!T;|~Qu;akF3DcBdmGj^?9|mnQ(vW{`b;T=jq3@zjM6Ce4+2ol!!N3Q70xI`6 z2E!4T8sBc~-auZ+<Pl>5UU>hm{d~tc;PwGhDk&q_2_?Nm|0C!JDrfk&!0S%PvYe{| zp2X$Et5kqDH5?eRkdKEBd(^{L82y_U#S^6xGVwZQ(Rxbw*K^|B)1SJb=eV=~=z*Wv z)IRX2LLSj(n6PYm9K4RbadF88alL;jN>l;5Q)i0~9qjCnl#&z?{Qo8MWlCi^tV_Cf zje{fR2ITYpI!A+hzXqs}-NF5HqHTs+XSQt!|M{*6#=!22(*-&>PGHW(z{+u(LzvUR zzev=JpI>Em`3;sLKXmep>jNL!FO_v>cP@L}w)-#{;t*-xxga%u^r<ZxcyFO!GUAx_ z!_8;tPhC9cRrwnDxAxbQ9rkl(EhtHl0X&hWX|e#k&A24dvZe*+yA29|wqJw3<x}8s z74|OIR}<v-0P!o?NmUHE)$ro(?>kt>P`_(AZ-LK)SrT9B@UQ#p?XnAqo3h`&)@HyS z#Jc<fZ@@qE4^T+HM*NiY)KVbF{!-1qoL=ijANrp&?<dWWha55No6-VrqBK<-$OI3t z%}a9uum0vh!y!z-xvn{jtQypzqYq^8OM$P^YNVY`sKWQ=FUUTch<b%?=^{Vo!U?^2 z@PU;F`d;tl+1>ttO11an>d;4g$W{~20-yCaN&gBffFGKK@7O`VIGm-f&!~fZYmYhm zASd*-XrFzhz$J&d%dE}dm(#6Jlh?st*f#FftUF*XKy%Q0*<zf7=;4;@!1`<a-5*^L zg?T0g<)5rRfsehj%p3GXorklCWDh^irQKvST-!lk-ihX{X}qu0TZP*kz`st$7CA%Y z&(&RfC~kr$giYEVrU`-F%4#)O-$VX(_B)>w=87~0H-+o>K#w$d`1$i5=u*9GRX4zI z>w`|)txN*PbgK+5!hf`z-A8xl&T7`~eX3rIeLcNKlLCCwoGg+_fUf#mZ<adbBKlTk zKk@g2mo{x$M|eZuCDG;R&cOSybJqR$W*c^4AQzu%V^4^!VZC({x^C-%^`&3P>lD|T zyL>-_7nQK3$D>bDYfPBI2>A)_l&jL+K%VBi|EG2>>g{5#o<h*QW9BuR%iiD|cY$j% zCv?K2#1)QhkL(GL?&?^lTt(i0shf)ox+$Ye+p|gVSUINSRU@$5CXT5bXT-s()Utyb z=x+&J{gINEU_)qRef6ISUjHwH#mR6V`kWT1=%p>K3D@3iM|iUWhc1(Zy^BD8ex~w# zC3F{!b;Zz7)HzH@lfEvXkL(hCtzOkv^no!jEQW&*4A5`?UC{?GNR|3-AP?N=e(C?f z7CO9^e7q@ik>fA9a;_gjKbNDIp$_n~lsxrYB>1d-?D@8}6`ZSZO<<^~K-}(9KU#xz zdt)lrAqd=iXtA_!s0}z%ryUyf5O{daci0O&NuE;lfvq9xsWU|GH5U*^_~=?a!Cx*O zk=&sE2;3j=3=TtFCz$pPMbsm|-pd`ID~9@iCow}Qbi#10Q>08e$Tu>cKdh!gAM;Mo z-FwL2dhPl*USO_VSc6u38+d78^b;?2<V*h|JyM*`gCDr@`t(-dbrGh5v<2ux=nEA5 zGluy;<BNTx(AxwahdUn5MP0pahmWZfb$|E!MjXJufg^v#OK8EzJpSGL4BYo_$t}%6 z{E?liot44Q`XdyS%l_zpKE-{l5}y-D@EhX&4nIG7fV39+<ZI)0#!VgMPt*h17l1Rl zZd>UmO~6B1pJ+cto>WnCYiVj6cKiE&q!d1XBI6TfC>!|1P}N2c@c6Vj>rizQ?0x1J zw<at2Opr{%?)`(&@%y~IL&0+osMG7eKs?Lg{dsu?_l*u8Q-0D4p1MAfug?Nqb6hHs z!Uy^4Vtvy&#LxXqvM2nJzaRYiQ+xMZGl3<k&H?rNSD%>gTt**-+>f^CROqyd8rJV( zOOXf5cPV9S;&bQDU&*<KelBnO`5y57H=Y#+rO4k*GM_OQ3gKVN&3Rei{ht2ciobQi zYxQcLH6q?P@n+6He2(Ykcv<Vag*^Ij<%!ds(6i3m{bSXNJd@SwknvG_!a&P}n_e}} zKVIdvR`UX13HnaA+dpCL&t0&4|IzVxmSzXAjv+ejg5MC=rFXuQt23jIw^I7lNh{!J zjPLU9IjK5AQWnp1=um~nFE;^qPSV+tDFlKaD7{y4<AUEVxOklej*-mf+iU<2Ti?`* z$RL0Er>od?(Hp#{;N|K{D)f?U51x=k^rs&Ym7_a@dt2Hm89y!{&pPBWBw7T%GiQ@u za|-$<{l^D$Pl3OaaxM4vp&oHF!9E$EBYrfU_cXpA+h4v#|4*>5lh=biuzo_^Bm(dB z@jTl^Cid8W*E0R%CvcCL!M)pepI|-7OI3NkuVGI5L3N6D@KIW4K_^f26?F`icy(c& z)d+^Aae>h9BHWlx|3N*&?<NiN4tQIV(O6^|cu%!U@-f8Q!hJ<f-RM71FO1XlE`*Nv zj#N893Gw=YoQxLiUiz!AjkpT-S;F?hQRo^Z!raSxtBCt|lpNilleGnpgd0QG=w~&# z|L-l{|0<iDMK<!FANv*VCqkE~Z*0Cy1>Wp>@=Y`Fo?VjlqPr|~e-`$4c8J4I8j1|L z4nVKCP$fak2>X6<J;cHqbyVxOFMkB%es#gBup#_B%*FVGHUqkDF0b@c?0=YR)mu-* z+wZ*bd*A;Bo;Z;db{k+_rcSEN31Yqdi)2;$k&m{BDQ+zz4{3tWm18~X|FRk4@7zt7 z)m!Y~XNw!-=a47#h7XCRe?Z=xE>+u(x`b~kPyICdxvp`BcOHyEeNAt(RrWjL>PV3Y z-wNVv?zheu=p@;rYLe!v&>gDFX#KEnCy#I!^JSx+Y<Sx}zYKY1dan7E3#eDuoc{bC zdc;a;!q9$vAJthlao0V-3n{60wjc3&_9CZMe2?<B`he%i_vmL|vF@G=YGCdiCBQy< zjc(frqhF_bz2ZgeZS*I|q-Z_I=Uh$l_N});UfPpBN{zg+X>`NHPZ#>In`tf;?8N${ zeu6RZa&NQW!<a(!V?62XNdwR8aiw;DKa4zr@%e?{{m9ow7>f>rAJ!`B{<cs-JQ0}d zyzK(qeyS95vjX!W|ELE?QvipYzh$1q`kw!(p<Ceted!+)i~3{mnm1Fc2IlaWCw1kq z*w?Qu=Y3f}qd)YxjZ@KK=rio46nB7+d8E#Vf5H9(?kOn-+TlE)c!EX);=n$yi3n3p z;BTVa$BudQDIa?IOBDD<<jO4a1N`XgQqCny;KXm|6D;5154yvpfB!V2FDk*l_c+ee z{?7WcG#>>Vs!}-D*S9+dSv*ER1MBWft@{VOv%YZlfi?E4(jnRC#5nq@wqDDGgFj8h zSZ}He;CY5r{$nFTe*GitU+HV;N5-7`!dPGRi(k4_4B;os8LRdqs6+5IJ-iH^TjapR z00D8muDVB|7kF5<ZzMws=L`=q`G~C}uMVH#T`q;a$6V(Q|KWjoQy1TR?Vji4x=t6f zhI*0mWPo0SEBI9Zh<zt`?V+6R3o|S@cUXPfFPjW~`=?4u&BJl7AtygX6FPUwtY)hL zc#b=<)L1Qe#&-Ao#-V56N1ciXFTfw(ULPkqLkV2zXb4+)g*sUO6T(a62Z`^l)A!)@ z^d1MAmtl9QO+EgW7jd7tUzQI~3GAw1Txa47{E#=plH)7z?3q<p`z~(H@Ow14Al_12 zRqgf*E_5m}1!Dc){Kw}r2Y#Y<V{$YNJSVyEnUB#X^hN90cc#!uH_!T7oW}PUq|&x6 z2EQ8E(a-vP7j`N|)Oi#5PAU~I=LS1gaxWXv#{2K@m5jaz9wce@q+;J&*p~(`Zw&BE zTzT~LBtQJee58^EdWY;=V+-yMoQpiW{a+gPNzIj=nBEO~fzf%R5=-dK!GGl+-LNOH zu@hxP;~Ytor}5rNoI|-nDVR}?{GsTDZFbr<+;@D%-eL&*LPbR4@u~uO_Zn|J5iR`w zt#CR)3I1a^@`x-Lb4b-1w2ei<b0X7gwvj*AkzYT*zZ`Yb*+#=9@Df(l@AuyTpO#LL zRyGJ@Jsg6w=l($tca#{=L%a=F*OEw_!urg;7T7{wdRO+gdKc_GO+dYV_grlC%@@@y zBgp&O@|F`}x8%Nl-Quvjf9_uA>ah=lkDFXrGZ7cusn0Kpqkl`xtMdyx;w0TwmD(=! z8(UY=I?UJ+IOb<Nx0Jzq)_(ftSYXbDE&tYf0r={pTQou71@w{^9x(Qye%V>2bRPTl zZ;VAOG8gqT)w0aH^0-geBrcL4cw-UqaZd;Khu4Bd<RHGcv_HwEWW@WIt*@+HYfu-m z6r$(*gum|`E|2U1AF!~R6!`-E_G9lI8hp>L%I_YYA<&hMA6WdR4*Q#$J93i<y56~e zvP;N|*DPXKE1<iIbEKuvqCQlpE%TqD4dw>#53u`#ytpB=$CeU#HH(pp_R@Xy)yOK$ z_B2CRk|~Yci#m1l;Trlj=z=kZm3Jxd^RdE^B17Z>YhQfcKSbW4-@HD)2mG@wiHS70 z&W50*DfI3=;$Y0Fg37-$I1lanfyu4|^+4U@a>RnrDOe2+mFv(KPjQZU3p{sreSm~! zcK1HPD5{b)<WmWew(@ws_~PKoAuZI0??<`E4B_0p^f18$xVQML$%bNX_gtE(<az>h zZu5dOX7D$w0J+0gZz5m1r*nf8@pkjpDdIoy10r=&Q7PDOxw!Au|A4291tV{ae9&Lv zu3;+=-XtgO;$DQ`vvu-JtDQvuCM#n*6?oXE0|n;`&%mz_C(%tmMjxKj*Dsb2aNm20 zr}|?v{9WkG{&oDmqf0NN<SP8crsw!59sXV;Bu8Bl^~3946K`;C<ahMu&=q6M+uQ54 z!Ix-Fs4RQ>V3i#C>yzuoYaF|IMSX|eUi8;zlfUb`je2I6ZM?NF;^q;f;BMq&gY9B( z--}?~>-Tx}BERsa%G+l#jq?yfgUm&UHzTpJpR2V|e`xTIUPpX!cy_SPtrh*>r^PPm zgHITU5!S^Vu?`x&eDu8N8~e94ZHv52<>du6HFnfRe-h~_;P=Ol3dSv`qOaoNzokZe zer0hy^Ryy#te34DqN~u2wrJ}ZfJ4;%CCa2t&}lh+EjXcLJQ^S6Ai0nD;Oi|H1w68! zy>q^3Kk(*FXs%@-aQ=6*x;Ns9{p?}E*a6giy55PX%I?OCnw9VHH<8i{t#0SRlM3vu zWvUV9AN;Z02R`)TZxH81GuHjGa#=9e_n2D=;{o8)E!r^8^We7%$8#PML-)uxY<qk( z6gc_%?X^PW*BWYKLf1BS>l&`Pi+H_>`AMy1<ikl)_Ww?uL!BY8#N#Q}VN2oY_jF?D z1_`p(*&MLDGws^@@Hs@AITRLm!9(tM@CYFfZSVO)J1Gf0L%ZvMDG&1I{|-sFiQ~LU z=A_qK#G85DE}~C(U6yP4Ls>rf^G5wQdE{lf9e<nn;dds)R$n6Iz%O<9dWsR3twR-@ zEUj#C?+A78Z9CYlfVT6(CG->KK6iUGhQB+RJ6^L0U9Ya$>^I_V$9c1BU!<T<CuPxj z6hNQedVhXD{Qk$x`s_13%ys|ugsBw#@A{7NZT=X{rIHU9i~uk3mbci_yA0g>%us2a z3jS@#^JuLN=OhlBrxYat&!Qb=9x$QLpw_+o`#aQ4*v6DHoX}sRaiD<`@xYC*B65iZ zI_%X3j&Ewvi(2oz5kmafQ=lSs1952P>9)<_b)2KisNOLHU(!BarPTtzE=Bn%Uj}}g z*-oavhR-*!%0KZF=d}*1E;wJeCWwBvOC!PDFrq^i`Rvef`uhr^+@b$O2;p87<i&xX zRMsa^XHb7}?{@k<<k`Furyd4FFXxVWEBefuphNK?i1M8^K|=A`w>_k&Pni6f(m|b1 zWmZn$yD4<);Cbd`1Jqs87DRNh-z?%}!LFI8`{{j3yaHU4V)#=LaSA%o9o5SmuuBb( zwYaK5@Y%0}o;6gc_g{__9PLIukoGreehKouHtqu~u+w&nsFDeHtmC3VLyZjd?#357 zl1IUZ&bHZYm_tYD7hc)DXYW?)-FLh9iXIRAuXh!^OJYUVgh3mAGr`H^gzpg>YpTNx zzc~Ev^wGgN@bUbwQZ?YciJ4s$&gI}27n&p3fG>L1*>;z~H}~>e`f|MiPp5IS7{mT7 zw>@4P!1@dJu%A>pfpslb*vU#k9r<$I*Dml`CUR2egdEt-3*VtIXV{foSC3O0@XzYP zG&An4;V*QHnu4xI!u~hrH*_({){@($p1{>W6~}#jcwVVT8pC+bx1SOM>kx<Sbw#{o zeqb*B%VjoS=t$I2osT*ca1Y#|%R)Xa&b_TGHtQXM&X@DgOzS!JF+q>*BjPlzM%i<+ z-Tf!orZ3!wI8i=INsqihK|Ce)>k9gb(q|6s-jm95a6p;}>#pk@>>2?4rl_{-^Fkgz z&`35u;ez}_?8j*r*gYrJZ=VbMV2>Q>%e3GF64K6l+JJNB73IS$h|@Z3rw6A$<M|Dg zXJ!tf?=GE@B?5V}n!h;t2>3x&{dWas@Y^&ViOMQc<k$0pmoxD?&OK!6`(p9_(QFsW z5U&Xq((h#-A!o^Mw>Pv!A56Z9>Z~Jl*`kgc&cG#FFCL-tyWm;1JZpKl4`{#L&8_Ze z^l2XWvciD8<^K9MheHwgu}@++8TeA<73Wt1>Bxfx6;`$}m#BC%oWdBo)jJ~U2HHK) zhw^jcZXzCw-Zd|kI*)rOcoNnPH=(O)N9RdF$6+1eRz1>%{c3vZ@Higz3H6v`BGQ;A zXm3HBcLn_XFK50G_HV3;?;mdz)}@v{XrUB+P|Z^x^Kc&N1aXAIwMOKFsnOp;UqUx& z4|*)_1KcmAmM8{ZNY9x^eO!SK_iwMdZ4>Ifoly~vd%=r(A`OG4cKeLn7-_NoOzT`l z%IVlAlGh<;v%s%5ue;W-!(K&#eYueT(WER+g}+9<tKimJqlq2CE5Kub3UQTqU+<#% z6!H!)1*!Rb)MqwUt8RgpJzR)U7XAd@zpiF|aTuTH>8NM$5^>+?k-*z;@DKG5Yt!hz zb4hfLI$#L>Zf%45KKh+qF8BmmKz~lQ`aN+8_|M00pA!yyI!356JedJL_Cw3_DD1!W zT;F+j@TK@^y@mb2qoE6f#Vz1dCt`mL|3cs24fb&DP~?TVuRdho0j`r(xO$7p0Y`P& zYiG+b|F`9+av1Q1QL+CD{Zr)6F>9w55TB2oaSY@K-iTCq@A-QPKewkje>r1K5dJ-1 zepSYr@W)3}y(b&}%EMc=g~&Hr!*oYqegyv^Y>Ilj;@m^HWO$V^^j4omrfN6D^XLLw zQGD*pQ4P*k)akez%C)8u=NUZhf|!sW`uvF6>O2ZQx30zIq>s5M+|~!Rz@x;=;;cTl zqJD1Urb2lZIMT)C|Ar0v=v?iYAbIHC&w3k{kXPURrzB^75_#gP5$#Yk^g184lQT2G zvw~Jr{mbz8&{(Nj<dIZ^YWJs4qt5u`=n^0NE61B&<Lp`Vm56YEo-;x}N7qx!L%_40 zeWm}EV?WMGi}_#P!TTABO1s0atr7%Enq3grEo|6#=M|Sl%h5Z*E?DAP-N}$=uw`s7 zSrfx={QpI+Vc(wRQVXVA0|)AECjF2D|NTPqyWGW^F!=Pb;|b`dVc(&zAWt|+x8f9` zfqo=GhTz}~^m99ZxhV!+g7*nGp%eOS`xEzfF{d#9*_!(dKeILAZo$vDHzlkI!Lf}$ z1AMFr3$_Wjqv~+Jn)&y$CFF4j8u+b`i9;9JSq$Sx9d2$_eBX2Iw=Wx!YXkVLZ|9@3 z)-}w_c-(pDOBed}?JJ%;9>e-Ra1|E-Z}_8}TEd6;oN?r^)O+|{!_nC{OZffYmpqD* z*q0~0l{Cyuz`3rwv!#ciTNT|YoCb~+S&T$0BQ6ncKepdJXZe&r*3y^*`L8F}<&amv zpF7j9$8^y@dL`&a^$X-NJB*6E=W{8~sC0}DK(9=AE;I-JaPsZSr-@<g*9%H{`UIT& zyVQF28h8%f<Da2%_Q)H$jCCsDzp>NHrM_aw*G%W<E+pc7sT><w{3P(JB*{V<c}pHo z?8sZhzq^Y;aSry_U!ku`=c^Fs7c>oyj^W%cWut447Vf*EI{2>C0q1DXcTIVmfo>BQ zJa$+LIvm$6w-Mw830Z@R_glb+GMX3V)sYty_2i}O&b@y%Q{9ZYKSGjct*P(h9+gI( z#of6;cFs1vLy6!);)>0)6|iGhzr*cV&%QeA=+K+sVNVu+>&Bw~(Ko@G{~q(V$l4xE zU>^o{W*ZuTkMfM-sg78OZ(5c)!6~roOFpl)!Do~6hd$&wfyXFbt4O6sJ&pH(!aL-b z`9-tywQH!?{VQU4)du{m(q1dP1HGl9{Zn-o@bK%BqZsOhZ1HIg&EO+s12)0K^1Jz) zyw}BFsEZmm#85&Xsq|xZ_dJfcd`H7=1omn!@?+1|Md1651aD!)lZDhJ*+BGb1dT=c zUyVoJVEnQ`3HhG2ioj1M;L^_ZGbd;^z&}?~{3jT&AGYcIw_TBEPx%T*<NX3Rf65$2 z-Kf>xq~G;F)H@X)xZUW)9B8l5M-SUEe|xm!ZD|tDTglUplcD~9MB9qz$A0jTx3hZX zsKd3mB`Nf5p^x=-D-ESH&i!{3klaYKCTv&cw<QN+F4h6hlTQ$*!#G9<SE^7iEqO2~ z2OY%vuBqnqXY_-MjWo-_UWw{f8O({nj|`XB7O@Z0xz995Brx|!{z%Z2u?@kmS6nxd z8Tor>r13fn{6omO!&C+R3w26XntV7PnOM0x3O&mwf1~;}@P(2!=|ny`>I*MV`CMv8 zTu;(VN)Nz2KwA4qxPXH!N%9wJCBc6_&#kn9cMw!f3ud4buG3iPd;+eiYA>YZ1;XA- zM>_(rzu{c|dv@ohczZBjrGidTdj0olcl_SGL5@@lpJz5{{_Qt(&9^f#SF6~eqj+ze zQDy>;vE&VMf51IV>&M(Au)ogJ58h?{MICAX!V7Y0%-2wD(!GIy_qvP(_935H^ogCx z!FdU$*dNrz(WrwKeik3Tfq4$jEkrc4)`ZPwDnjuT`dbu3YSfTVQfw0$SYJZDOj@n= znKtS`Ckh!v1aVJ<uA<%RN0?{)R_J4?gEgTxKkeh(1N7PG$&MACwjn5pc`F}6JZbp) zOoIZrFR86V>B0wG${Slhw`W&pdb}Qj{h>ZI8qJ%7{D3y1bu|-x25&b0l{DB8uHB(u zbUFe(#I&Mc7yJ4%t&}w~81Z_+>S;IZTG*hM^F9Ua_@}mlJ8*7FF|vjgdE(9d-*LY1 zyVce|Le;>f_!3b8E#&Q_`jnX*AD{=k;k_n_yj@7=l;!+=<fDh4aqZ6GD3_}?YP*H^ zecnSBe*?V#*q6D1N2rfJOLNvxLjOl?Ri-oi>}^xd&MV}Tmf@l@WU=5|By(0F*ms*F z(>nyrx%xp~@p8BBATE0}rviFuW{Bv`O02uvZGRe%P{fTL!u6;*=)G#UBs!4CpU>$p zEkIqgwcaFZ#t-w7=wG-C;d@eh))r0G;Jp9$zNTK-uYOwLr*bjqZGV=(>4UfKO*eMT zz;n3p+hrP1;2sT<!~H5|z!m@e_;h~g8U~t7Z!ia9?rs0P0q}fg{&Db!KGeU*ubiz4 z0S_SmrqxUjT(B>W<A?nnU1GaXgMGifck+Z5aIaoR-OZ5%`Lf`+!4BemX1-Vl)m8NS z{;aDD!_P*NKhlGdujg7BMThMA2WxnQq#t;$=!1A&@M7r*t%Z7B{J*sgPlOKqF01T{ z6>uV$)Zm6_9{N_Rix&l@p#%Twb+pId$(owkw<duXDzPz|!rt%wNwqWl1fKjeWAeBK zbnw+$&otm$(b9K^TO;Ue3wK;GN1h%i%NXm6I34-!xb~}6tPhRkL9!L_yZBM>3I*s= zI*B{#3+NAMU;V}20{%vAG<Zc3I!PYoenG?w_F3kS95}aEO_IAe1$fk4y?K!tey88K zZz&eMUpla5aa0|BDm3?GhY6_b(=(I?!wwv2xQ!irQSXV+Z2Ext3w-piU#s23dRM*p zlWb;9_?K-W8G9D%SR<t~C<J@nZ~s?i-I`z{d()yG_B^2PaGMu82=l1ay}hqt|C$1s zo)d`sk4Kzn@Oi#YN%2Bb=ojAN{XMZ|P1tJtW$1Pr{XB~rQO6FWub_VF>xuyUNbhTf za|7asSeL$BBkC|>ac&x4!K+00#Visr$B~of=~3hz?~^8pC4hhN_J3xX@VN)||D(>* z15UIJksag2{+l>mYsNk*UHKM!hza_I>sN<k0?<(lDfD*FKer`NdfnN^J|1I}Sfc|k z=05z6uL$v8TY`i^5B0{c{F%XXsGIy`jCjM0eVq}ii~?`YxB8da13tj%dtq+z0{U7x zY{Z7fF^~5%_56Da)QOzi7aBalU-!QAZGqnu&z8;!04Jz#ILwg4o}aRWO*9sPPhK~i zDlUOt9~0S@$G+_7Ci`>5BVGuR1+SZ8ooF);-NC<!6cIm0e6bJX@2akVchUy(2u8lJ zCcHS|{Iep~noxBzbWlM8xKT5p7NLc@&jjhylZfxKG#R<NSZ@ycL{4W$=m}>{oK}EK z1c8sUP5<!koV<7EIQ&lK-a!-C{l!p{mIUC8m$_+yBJA6Yo1ORwcunewYRF=E-vjc| zMGB~+usr+jr2)IXYkK2hAL<`pzPzfj$Lra?*0Xuxdt^;n`shPnu)Qv^ri6GZW!}mL zTuE8jDy)EgULpURB@93D+P`>q?-1hr-4&m|r+_01Jn`XppHGiYXr609-vnEUv<&v^ zuI0_x=>3>aAfB<X@dxj}J>tF$ek&;GKpp1>9YlgWioFx@pgo#t6#Oaj#wm%%5||@U zcxiG>5_#faOr<gp>KywoT>1(-u4~n67ki5PeH_2vPsMyV9~PS%Dyqoip0#R~!%naN z@HKpDi~ij1IM-vqE8Vks<SMXl%~}fo8{n}#=VtSF(2sdMoYm6t33UB@_7V~JHM6ze zcS<Vs=QvKZ&qd&zV&$z*w!Da=d9Oc+0O#5SUF25MzzbFEY8dc*YpIr2m1XezBen8j zSQn|sH5b1i4m@s^XB$&RJXM;1Og096>%SS!eBgt7vwH;(JM_N{rJGu}p`U8dQe3Kr z4j#7^x{SDR(MSEo)DHCAePur~pqHBaJ`a6SiG0*4HZ=foHSQ_}t2+46`_!goZmd_% z@w$Y<NX%QZX>WLdb8&{lH(nKEPLG~6`+a@HQ)gd>SU>Dv!vp2$tYXwb{xjVEAcDND zWyFLF^`^s3clWDe-^N}%4aozKJ@_{|aU42`mqO(2PrAq}tbXOBLNBX&pRv$UhPrvp z;6gj<ug1gMr%V~Ko_x0-3i~2&7%esoVujx9L32=>3v<@0HF~t?px3R(Haxor-b|2I z?URG<L6tf&2RwPq*Wwcg9q=LN=*D0#`eQFL)DNlQylhQ6m2D~XC!M)e8)>Zf&1>gn z>Cu;v%IA?41U)Wyh*ZiFxVpe{yAl3M!M5Y16bXH_@27Gw>^<A8_I%x8=m&zR4UD4i z{52QxALQrKG(U9~@%M_FVRaJ;;ES#2Uz;H>4z-m1*mWIqLkx{7OMuUHuT4#fz*k~a z{${1Xj%oKQHM}%JKUrc%#_a|0=)7wxU&x@7o{0^W7Y2`^d}CdReL8mJ`VFpn^mo}0 z9pprwJLcB8AcVZwtcQoR!WieO8!DV4x9~afWFe<nQK#7cS!)X%T8cWPIlTj3ygXXS zq6Hp&>*MJy+_N<yc3!408S^W0j!wrz2ULH+_wbDx&L0cCe`<_<WutZP<7kFXHN)0( z|Ft#Ya>jc9ckn}NL;ka}Uf`D^Mq@9KU)?=j&P@#*v1J+%{}zV1ac+FofruA!HYPOo zh^yHqv;_>nfB(=!kN=%SJ?<ULQu|x<gICIaHF$$QR^@<TTddocbF+eCJ-DA_UgQ2S z)`jnlhZd6?ba3}iB!P&Fk5Bq~Jt{}tb*09|3q0z0{l$H|_tYO0mMwdS{K5O5(>H$D zF=x)8``u;ii{72)65!0js{R2-Z@m7TT;cBgaM^5ElF&)u`TB`WhC8@FER1^XMlSNm z@cILf_n<#j(zmDQBkH_yEE7!r-~nYJ26DiE>&cJ%60v{Q;b&jl<M&k~4!QG7$j|k- z6L#-Se4yRS!i)F&x4|luVu|-TFgu<BoEeXzR*CXQAB(s)Pu?i>^UGh@CFju>@$l@o zf8yw~yho+RRtbK3Y+|0ki~BK6B0q+q4(s(WHgpv_iiIPs52Xg`r!2(7F(&w2l1{_B zQOMik3k39m7er%UX&Jz43bWK29Nm#;d`J<Yx&Yq2r|=Li0VbFaD$uV#04}&mES#%G zoq<20?GEDdVqj%u5qPH>iB;>fG|bmh;aDmjMIW;7<bmBe^<s~7B`<@on{5pU-9j8t z&l5fMO9Y=kbhrE!*7KB=V7l8e^j|Ysi@7x8=l1mCuy*ucU$1jb&PIIpAFMHRL4Vu( zUv*Ad@WW>*5p%Cm&p5;~)^;5E+EQu{jW6mDDx4vO@6m_i7gx&weBy8<^+~|KWn79T z{6St2nq+;e*AzJ7kl(=sKRoE~lO^&7efyt@*CK&?5zQBhC?*hh)_ATg*FuN6m-SK( zIQBdEur34QPN6?xL(B|zyegjg{ygIMn*G)_<i#V*!b*Huc7!cyQTj+3#NjU-){7bF z8w<8*Y7DVQp09e`0Dd>m8?v|Y74pUGz{3u2P$!kO8SC=5A$-kHF1zlHxfow`vcLX9 zec4L#x(*xcFV;P+4}74+#Ix7~&tIhZZ|2XgAC%27&W+d*RA~?CR)0s|t5IIH<UDlN zrV~3Mc>ag!G1`_*IA<DfJTG+%`Ibo~UFaI-V)EK#e#P@W4dR@3n}QCJ7pVE>E$XaQ z6Qt4~P#4SleJ+z5I(NtL#Rsr|T^3oF94qL&kNceco}r!?Y(Mo^7QFltNrC7HULSZf zJ^2pe&Y8S}JB;uHuf+$l;GtrnKbIe0LqCKPabXAc(>Ew1ru`h^1%J9l27X_(xSWtI zgT5iAs}0q+QHN3y7`nU{`j6y)!36LeMUgYPrd_-96uQb{zk*j8AM@dTi1?CuVZ|Ep zWa4eGue>ATdev{02<Vt9>^{Ha3ZegMSCZ6}0jJ#Ep3K7k8%@n#TwI60AE_|WF#w+` z{dGdp1N|KZ=X9C^5H~)QXk9~n{7j4a_^Sof`vbktNOwce*?Z#S4(us*>(+*y671}n z@pBGm^eOtD8luaF{fZB8(;tSP8$S*EW{moLk2Z-n^5O8=HwElk*vF0L;Z5Wpe&Wt* zGP0Nl@SvzUSqgo(th(R!4DHUZwNa;r9TILx`lalLo>nbRJq;b>jjm6(2XJsP_YeCq zP2l?!qlarS^t0ajo=|@De{LH#QoHP)yF4Z@hyNF8{dmh5_Iox<OXe8(Hr-XS+cJ3H zn_JB{Cdn|5@?gFe(IV=3Hm~+|{fB#MR81ab!VbTr=$wnkdi$i1QU%yyzl~yVv3Eef zqNlr3T#f!br_7*D@EpCIs53%=z#Zwo%X^_i{4Sn+$AP$fp6smI>Lb*L-gt@012=~U z7#<m6eLZS2PLSaDgdY_FJ-y&xw;kKAiUDuBje8PZck#<3^}&1eq48UDw1V$0oXj#l zv<ls6-7bb7{rcp5#e2|`PoM~U8{>+5%K8K+HBSm4{xaNQxQDrHm#x&UdZ6BuO6TzT z9dwPwt0|It;IC|&gUeBMxR;9EjgXGNkI{=&vv0E|kS6CDvG0WrVj!2-0~~49Gvd;P zT{}w?zFr7`zB#YK@$3ugc574~r@@D5)eBT5!Rtq^Ov>%fp_9q{QcMhdTKGPetW662 z{AqFtrwh(6YOIIsL4LO)Pb5%udiUHO+n&3$@HfpBljFnq9`B#%lzl^gZTsqn*Pjso zQ;H)z?}AU9^*bI&*sb@k*uMqNi-cBQ`iFSa6BYLOCh#@T?1e)F_HU6x|Cs{(#^X@e zLp%KbX3z$!59$g^E{tDd?m>4DZG6>-bBIxtqu(DV*%3s~gjiH(Le~z93HS>>aow?< zimncylTc?I44(JT=8Vlo1@PRa^GguwDh3qV2QL$0e$!ZXaBMm1rLI?6#D1d=B_U&K z7y&(`T9EaExD8?GzW%*^I=Bz={H*OBY3N6;7gczG_bkp~GLGO&b}~cJF8Zjejj;=m zAfLIlU0&M&9BIBr{`w~o;%@We;B{`yMOF~@6Z64({_x}Zbsf5Sd|j&Ne>jH~wd$Ay z`*&n^V$Q8Z9;Yl*-TVywt<U`U59Hx|!Icrw=g+}slnb(NL!Ve}eP`e$jrfz5zMc>J zpB$ZwJc{))I;+1K5r_CN>|tw)=eaXbKdu5C3@qUwvQxqT&p92V7y#}Yl82ka4n_~C zUg*ey4&r_CT>3n8@U)BXE#dcPg(e~|DdRp3vN8V@;C(Xl>(@%aqdJ<gY4T0j5s~-X zZhW66!C8KuhsZ}d>PYIh5x4i*|A~Vi?2n?PDS}S&F)`irra$=Jod30B;6n|>=ROL9 z{|c?}Ebt)@_oV)BAZiwIL~Lz7sSo+w{HM_;QmDI9sHp7r_gr{$qbUIT)OFn$?GQ=y zCEX}@8LmhEmRU!^)QofBEblf9fwvNr6un3Efrm5+0|vks`oNU>QpDkp#DpW$$XkU& z6*mjPcZ<uF_#6@6X5I{hoB|*HtTI;-6OaDuYf^Ww7ei+)$$K89fjq&<ZO#Pt|4wn} z{0DrFf4M{%Z#VR$4y&Wy(3xoSif@K;LEqaW%=?@ZdTf|WKp^}sY18Mj3-)31o<K={ zKm4lcWN<k044YFVL2nVq#K(UyaexQpB#ZLo`G5~O((RK5&(ri%AV10kd`qHT$Uz*; zez~`H58_+vg21E(a3rR-@5Q$h=s%)(<}6%+d570NTi*em%Qk0S3wVTmmH2JPoQ8Z+ zdvi;|8FeZRUs0|#>_dC#moC&3xELdkB@7~eE+~C23;osGsrzLz>U!H*t2O-CZ~MgZ zcs|6leOgsv<(|kp-a8hH1FxQzGVd8O0^i<ncw~$GDmY~$=^YF1!;<l3>IR+|um&kQ z0tYxN4~}m_zrL-Rd|wKD#^*3`578&^)v6%BeB`-yqjOVa;7?W?5ie+IkZ)Uk8`)EV z`xCD;>s*F^-O~=`XGNa(iSLcFy)4c(oS2s-vqjyG^2(H>HTcKlU}sC<Phx1++vye5 zvH!ND72n2OfjE_CuaSqarhF0h0B`s;6IwN4h<S|Dex#&gxCgtD-fINwi`o7k>k%KG z70bFR{YJmdSJ}!V;7=08oihS5u;Z9a=6>MJs%8BL<`<|(R8&ms#=>u`4p$xoPL8wL z9k9dqF#gW<M+0&DZ~bLkL&O;u#v?oA3&>NR28G8opq}l+>UdfWyoazrNrCrwYOknw z!sqoka&NN%59qjbN~foRyQg|jH3cIdxz%@SnG3urI`~@VRpcRFH$HHxqHi<MK)Y5K zdG`02H=+};Q#VJN=~U!-H6L;+1Q2)56kg1=fS<<j2$I77rtI}{Dh}a1WH~Xjza;dT zhrZIm@ZX0_l*84)r4$W`E`y8U55jdrj+4;C;$`IgflJan{q!xnI3g!$y)pnizb`I- zI}y)2)A97sCGeSzUY2g)gxpJtyhE_tAprvpQs^ebkDP4lpraI?EcUkoPQ4s_BP??Z zej+n%=mESJHoHo60C;WY%Mf6F4fWd8s(y$1U418J-oqZ>qo(h49dN=t+i|WK{<nQk z{XEe<=ww~zJg4!w-T$l}Sq9*He{l5IE<nAJ(_-26Eb7+&b}esVkJomZwB7PC=W?X5 zpBq0<Mi2dofDV_lyr7m2T|4E2$vg|<tWNVY<<MWyMaz>%H-YD^1}8j6jv;TRPk$hc zIPPDnEoTQF)g?UBvg;QbM`E&_-Xd>4b=z1V8F{qwMXC$%o93%EsRZC@QqpGXFc<2n zBvj4>)Ulm;16Yemz@N>Zgh=wij&^8UeEe|!`IUz66rQ73@|-Cja6pnwNs!7Aagmdh zM!g+6>6QIgOOO|M6;<Z0w!wa9KK;J<825VySyY|WN8hrvJ@YX-^cTwom=_QuKR#OZ z<`eYa?$=MA90EQa&yK8J<_3>4>U~9?j6NON6%AJGcU<?O9maFWzw6SS+f>0bnO@5L z#J)<)EA_1;gO8m|elbT4-6xsj@L}wy*hTrRJ<xZQJrerV?_<5)?J328>+h+CbKB<d zTw<AGRoT#+^VrXZdmta=n$uTdLw@|v&psN@Rd+UxE87nIDZU{t6gXogyYp2XKil5? zv^Ns`)4Rvbcm+7aMyG$i4t~U1;OJPbfxiFgs)YKR=%+Oq`1_9rI*6Zs-Vi>A^XT@) zSG~wv_zJDQ8bd#@xj&`}U8HNAuYdQv@70oJaXs)h<&)O!50THE@pGA}ybeA!JQ>LF z7xgetg@!sy<T)-pT;#B0yKaqvuZVkmBA!1wjIj?y8J<?lz^|kN>XR#&cUxnX)n9{i zmMUw>H-6yWWcDi74&d46NG-O`1RFvZ#hox8=yu)v^aQkktBV{0^s)a?XZ2sdupI<D zesbbwJaBMp)c?u46Y2o@9OrMP+YrPGQcO5lfHTJr=O32`&UCTwQvy%uI<3(Asuu5O zu0YHOJShsHIuK`t???Q-QxSH!|2wT>F?h+TL=V$6#PM#eojU>a=p)#<sm&__eNNQk za~1IK+Duo07uKosr`3hWnA`XB*{G2y6V7oAT5@xBBChZ{cglnJHgWoIl;M4UY8%P= zW}?n_$ZUZT?<=fMB$myCJgqM9n<H?h^)2zcT=?T}GnI)?N%+3;KLjrU$FwXMKY0H_ zJxJl*{WI{l4$8eHJ?Aj@b$P<^BXp0a9tGF<eqtU_UNcK0bQ6QzhW^{FsB^75Kkw#3 zzCk+uL?;*fSu2@-odS0EpMOZe3Fym}d1f-;jkOAY^Ae8Wex0$Y3Ms_RY0rqRPDh+~ zzDd(!c@+JN3PmSn8Nk=<)`s3>A&*eH!K@0ud2r#|)Bk=VPvLZa)PVetBKd>QuFg02 zCHci!SH#z+ziQ4*<NgBi`P+2waqc=@GnNs4^hwL-YwKC8+xP3Xu4%XrH1DD16Rbz$ z!>?z1Dv%#^7IR1gZyg)`%?8YN@4=Y(xbw`GuybtU#V2m`DQ({uDQ!dk+ovzykM*H> z!SKhH2D)JQ<xM%P+u4V{L`zDj^IV*lFc}1IdNk|PmxeroeR$%L?`~dT?vsT5p?bS7 zV-ftvdf9aUA-vz;YfAxp_kpivO!KN%f*&<fU%a6N+@T-%Vm}5vo=p$Ch<N;6c2=|; z`_VyjW%)q{>J2hEX}sv)`89d9HTEm|2e+zjTW)~A7P+cRfLGeNil$_NmjwSh!g@6h z_YindUw#w-UQb_rnc@)QStEPdbKul*<w1Hn=-WBW700q1VV@N;2NO@>IWOHMS0Tf^ zrFbIEU>)$1u5Y(?sK9sf&YfG(f&Yj7FuV_YeB>7@J(z?!GQ#VGLwKL!+vS2>ipaxH zE}7_?LZ8a-En<aU<trxQYXCmB`BQHn58iKcq^@l^0{Z;N?SsdF|AD{gOm^?V?KKiM z7Xn}MBY$^?3V!!vOJJiAJm^O((>d<zs0$SZIC#7Qj?$^iB%H^&d`gj-#u(J0jMY@e z9wQI6`mrwyey{#MHBSq;gLdui&+vEa=jF*tFA?9>Idol+XH1;>xY*1K-maPz_cs{z zxb8o>yXQF41|^A-pgYw(zOB=0i}-x8HmNBc`bzYXLK_3*aeuQ17D}<Nm$QlQ%pfnG zTx2AxLZ3sPULynaNjKGqxWEqJkjE2eqB8WWUJA+VgHH5&PUO6{2kL8gFJ~>mj!$Mz zSvfI7*Qr$@3Ft(BZ=_FDMltL)Y+1If0{O;FEUT9?>Jb#5vzW}$NAtYV*%`RcH^U>- ziRTwo`@$s$`@OT2yJ`S`vC@^u&(K6axd5s1lCTZI!iDY5=n(q&HB72nVlfYh|61j4 z9+S_f!5xZq@0cYLPb5X32OZ_nOz`FSuNU7_0N=hjN3$p6bL5#A>rVPZ7kgg*E;Jl* z+EGv^1#!tLF@Sdj{vB+0bI1zzT-{6FT8#BNc8KYPTRik8&!NrT{8IJ_aY!Zj$gp-i zQ9S%%BZwsV&>ZTRb4<75f&a;omfpi*=%=w0XTAYFTh6J)WcPj?gItvZd*)D2-Q#a? zejdDF$Hu3D5q(!*GR!~CqEA$nkk!2deKX*MLP#|DK;IeHj6XOxKx$AH=773Hl;Xm3 z#G@jr<(IRt8)9CemWNiDn{(^jUD*)e#qig(pM~ff&hnf7{si{n>_OUu=c+X$Tb^o$ zew^YW@ecMayO*m$1^-`v+NY?l4|u~w*;4Bc-bvdKCg1`+$L<16<q@3MnDV}?hWtl$ zRi2;WFY1xu1y-!&;Bz*?`Uk%O$1UPzQsA$wX)K~)=HQ9tH9981_3i(zdlQkM@9-e| ztuP<tEn&ynKEDPYxE;Kgk38vMm(Mt}JM8|8<NJVUtYh#)HUjX%lgZq<CKmByLds7R zxHDL)N&6Z4K{2KD#5o!8##Y|;Dy$os(Na9m40JYz)5%A%J_I(^d=AWSb-NMmrDTgf zv9xmcA>haFhnoghQEzUe^!d5Ui1Sn(JMtn@_Jn{F&Z$Gqn7^%2Ei{fe(w<`^bb$}w z+tBtAhd1W!HDo^F(gZJ~Ym=77b0zuoRI>*G*Nk{&+G-HrBd>CYd_-QBX*u{3x<-|$ zrvLh9Yl6v({zCG<)`ZB?<MPvYVTU`CXI#J=WAy1%(xKzM&*Qv%1^Xh{+0&qW68x9; z2T?L3_UCA8E}a_Yj5+N0slE+fI3Cfg4}K`A&@TG}_9;7^Si5f=^)`QzK`r3rqfL{w zpC?hr;yL^1#BuPa+7qFA=mR=DMR71=FYHCV*r7QTb<AyQ5_#0C#@b7IMgIZsQw$Q^ zzz?5zSIVCS4ol`WH0VIDFu!p>VGHXdrWz%31aWutO-o2qD&k|U?1!iu=pzzu{Hz5& z?>CltG36=v{pz`%TZqHb*MABSzMv0)R*q{M_qSCU3uq+G<9zMxnh-nQXWLL+<!vPT z@Iqco(gOc~9MkU}`+$0f@VR<x)Ft}D8hlESKUd#b_p|&5-RtOf;a}`?o&Hg~Ej-tS z>YV#Y$O~BbG-)Z2Z!d-AD({CbLZ8oNZHMQ5v8-6Bh`vgfeRSVw0?-$zpH<v0fH)`Z znw<=u9WZ^5`L`$Lvz;#A2>t-v^&d-55ym{`gs%y0{McWbl&gP`$IgZ8+6V(L^L{>@ z?<YbYBlvhH1^JKX;@PSVZ}3!Wn}$1a_<Z8B-rP0d_-4W>>H(blP}#m}mJfVi9$nVG z1)as^gIp+hjz3D;*Wkw_RZ2uw#^~Gqu5Td)T;QxN_S)KlF3S)#%_4}pqFb7nCU`ly z&m#wgyLg`Hi-NZqunxJZi5;GppHZK6^YC}%7uDB%g8x7#sbs4A4&L5=pwPbD1#_On z3r^e!!Fp!&`AY=a6C(7DYBW#dJVN8V@saoFvkW*%%z-(cBcY8eE69VJZSO5Ce+Hj= z=o>ITj(BTz+5JU6*1?X!<@`fDpSaAAUS9OCTC@`BOMs6KJ$_?dg8CkP|AFLO=uDO~ zY0cRGtNRZ)y+ORlS)w&9ho7A;dss8lgn4lNO00oSs5|~0O57pFd=a+~qsao$u{Ukx zr#qlq{P|{DNeNvn{Ghlk;>P4Dt+984&}YI_bYi4{*L>qbmB3%~mc5aC;s4)`D=1FD z-%TzjTi$}7XFJXFIkw{*?Rs6eB>dxqY0aX$AMPCpeBBsf0^a9*^K+U#=9_L#J!J+i zH!xN`VEhj{_we_|E%3@;4$3sP>A)-YAtqrr@O3@C=n2$u%rA+gQ19aJQc0HB6!O7> z_wF7__P95UhO+?n`>W@R*ckl4#4;j)?m7Hv(QNqJEY|mXIzg2J{aYFxbZ&^Jza6&h zgnk0&M8)XB(J%4BpRrLU4WAd)E2;(l;+di2@L>#nNf%R9-(X#DUK*!~#W|*I&YM2- zzrlL~S*S|!|K5T<v2QRRAmF`_NX9GR=$M@#ExzaRQp;C;SPv4K%f`g2INx{f<9`$I zyFhcTm}7Wf%@$F$`DMfjCXMXa5!CN2;{ww1uzqTv`of^6nDK8W_+LRD^!SPK^cmQ< z0Lh{Wc-Y>McF7xR$Y;5DSLfByKeyNKstfRb$@;&bNbuC<_cWn1z^lB-LuPsKmk)$H z`EH0~dw+2|48TvdOOwrOz&|+lKYabO6?iW=m$X0z9ezk>%@FHKm6T+D4ROU={9=<J z{ywg|g(V1n?zUjWX8|1j_VZ%t1H`pIilMCwz~#55*)Ka3p-&H{vEB<sJmd(XIh6|i z>S@^3=Xic&#gVG#c&_V-*F-<!`_mr&%G`oDwM5=AKJgvrcCGi?xgEv%EhA4VPT2Pq zifGy>_`hQmkJ!36;%3qC>OA64Zma*oC<pdM{`*-qZuBRw2EP!5-&-55>#~qwy_N5J z6T#mKC1x~50}uzEB+Hpv+7TK}thd+e(Wl&RnzcQIbsuAHk;dx|&qdorPoWRiyyLf8 zBhHB(Hom%X1@l8wLTfcLc6GI8n#<rp>{hcqWAb>8PpWZ);MEjq?>+b=pa*L_OdDQA z-<<E{x*GPwCi=O;TOsIRHnd~8u;=bis~_ADci-xF7@GhWQ&!E7KZISF%#1l~z#oWC zWzH_cANalsYkC7;`>ot-mw^AZL85Y`Uy-NA&K<uy4gBINlvp6OBdoW&PJY4py=|pQ zS5x3c>!Vp2Yd!3n?aeX{{C@45#Y74|M?mhBZC^V2gk%}6t^x<uZhS0#4LsxZG(Occ ziE~47AEPuqfZLjES1UJ=Pu}sYbj3P~O#Rs-SqA(ska2$iyj~owf3_zReEt=SAMFS9 z=aYMme?fhwzT0l~AMCtUfsbJaJnHHnXGt=ApZsH6vL>d$rH1q`f5Oo}_WSOu4*Y$B zFz=Pp{m?gNx?Ak&fD5c1&Jk9)cYPvLs@4GWUI)I9a>1_#rN>TjqCPDo^k#7!>k;hj zrdkOd?bg$CE#&s-3llA-Z32(wjIO1h`JbZej>m!vqhuG#o|Qs~kgTjIA*(`UkC5@& zA|r)FWtW7AGO~&CCF7++qL3n)*|H_s-|?3p-g)nR&U2pgjQb7u73!}I%ff$X^dIxg zV}!j}x$WO|6z6|Q@i}!Z^0u_j;{}<h$1Hs7(}=i(KKj6lo+kAFRHfp{mpGqeo@#dB z;{_+CE=ghkLavTp$*DlzQb$@^5q9Fzx-ZZW_;B)JrB!McUf(M#@Sg$fvBE(zBo6!c z+9Of!!%lrl-d)EY=vP6<jkM08uHKjsM}_rn+WpCTF%RcN*(#qN{5VZZAl3LM^gq*Y zc02cU)JZ-1T=NHWn{?U#8HwWj^GoVxssZO!_0{>{zd3fBHFL0|ze>U({_HpK5Xl7M z3*ephvE4~02#5zHkNUac@wS53k|xzL7nd-V{2KP_<}sN4qZf5Da$?#x@DCJ|qJI)F zACZ0!Pvx`6z`vzK3-iDo^Fbb28u)Q<imI8{@c$K7^fO$|&{Y(FcQCfVpEV{A7DH!} z)>odrRf+kADQatt1DHp};qbu=@mhgmOWpC?s6%<b_T@9;p`+!~G!JN?zx-N>?*cEH zDWGE7&569-u=kBfth*`kf}%4Q&g%<P7ruu$Z~e1tO@`1VtNdgx-vTbkeQ}6{KUF_p z9kgE={LyFD`TPOcsXp&57TAT~l#F_L3;5OfqqRG81qNeZht!<K9E-WX4c~zmRsLjY zlO)hD#!I%XaL%5Hd8hm0oKJfS|2>2KA+0U0^$&)AeNm@<{S0&i?zH~S9Q>3Lnw8GQ z>-Jr*e0C81yEmDl6kyj?w;$~)g)T9oz&ZJeh|jSVsGb4b*Ig8CR^P_wY^B=7kYS>a zP%zm5`X6|V=>O`Ra3_}eto4ZCXEGVTUjPN}137Y*?2i@n6t$VUG}u9vqJ)a;72xUa z!+RWl<6hZQ{)hISM?H5twX`Gpq+@ILR|NUG6CYQ9Bu!St&vCco!sw?qEWAyYg>|Q& zjwf?EhrGPRGRKcA$Vbh#7PfCe|6F>QZwP<TYISw^;6Ky>Pij6Q{f_veZakeH{N>!= z8H0zhE<|ey2Dv!IVZ26S>DTShSNApHDmUIg_IZ!#?K<H1-8@!3;GFlC{Kzfv+5CDp z*?+*X{%Wbq+1Z#skm*wt0RItQ^z@f98P5Haw_HYzSieUG9A)1S_tytW1<#-_ICGcV zf8ghT21uVAfxYiz6^wMNL7w4>yqba$_HSKCK(G}4ZnM&;8$7RGtJYidJM#TvMXL30 z!6%B#8jRe)e}A`q5`|sStXSN>342gqI78MAf7hqdCiMqAt9<X}$J`3ox8Qghsf);a z37T~YfmfS5|6Bb?iT%3C5UEm(&nv+{5mbl1Q0;%LRlu1@*Ohfu@Th}BH%8uIzths> z%3Un+exf(r9iYRi%6|*l0KSoja%?|WgznN_NF#yz8ihCEPC_`pA-{R{Y*S#q&ZmmP zldpj*v-A7HaqeS(=WiuCK%cN0JM{^E>B95ZM`JwU7s3nI1>ny$JYFS4!0zQ=S1pz| zAb!pJB)*MxdHJ*Q)xXcM1Fj#$VEjJ7X3B5`-><SOH!7L}{!jP1^3J>qU9P2DEwJ-C zw${0#2-H=ZRoizrL+4M_4^syJ{1Ol$nV636-*$8<DggEo<E5Ald$|0B%q9r&@YZe7 zNh-XL?RzuPRjgCw$q}im;IH(y60Kja;U1W&0$IE3@IyE1pTGMHJngu4G>-*3)H?Mc zUJ0xlnWyy#&a-zK^W;<TBogiAy^BxXi8h2SOGWUx)*ycY_P4kX<(5aEAoz}0pUs!O zov3&Dc3#Zb4)NjGF8i9}@Y6KgLOb`7(TF{vIF0!2!m_DL4(zJ-*x6rwQQ+mw#rh<O z6W99osjRd^XJ<D&)QdWrO5rsH2K?Rjlval^ANm1wVrw(3;Ag+qvD<pXPrsPi^x{Xp zpv+I-8~kS9FKX9-7pON$RSR|kPWgXb(0RFv{F$s53&l~KTjwpuy7S;k9VZX;<Mn#7 z?|5xP|7j?2V!Mg;n!K^0e+=tQVZ|pnfOALjv;0Nl82D$ym8rQntiwT*1d&wa9g|M6 zO~M{C;vE{zfGb7Zr-y}r&q_ZYG3~hzeeW>E0)H&(=-0;?cJd)j)$8p{U!dDo{dqNu z*FD-haG+#2cnf)}$H8Rq%b?>GyK(N07|giz&|@EWE$*>LJn%$U=+^`I^~PS$Cev)h zF#~`713U2kD=k|Fuu}o2`vc0lI2UJ)eczsfz9GFQ^v)`H?%2HuM%a^T7TZZJN9eMn zwS^<#b4pL&QB7c<g?|q;OM-XU?Y^37vJD*}ZAF6H6mdcj>*CJ61)_OVyovCKPWAhL z=D=R%Y<~;-wn5jGQLYd`ol$&Kn>#P+EJ*p}*B{e@|8VB3UPm6kx%YJ8Cwxyc6XCcY z!0p*CF`@`QpK|pXn&ATU8?;pzKj%i>Ps%Mhk#+bPwp=?gDd0q2!OP=nsJD4}p@k$J zde1HG?(w_s#3xt2D6Uh1*PMLiMfU-^m*&CiDq7gDyE6yNiQo(2{p#D|$hT<r6r2Ul zs@~P1NxB6;YIV#l@-X7vtk>D+;77QNSl4f2ovkyU{rxD8{dyWX*@u02uyJ<s1{>mX zvEQ;P?TAO;{p0$b3qEj)(qk0oL4W*K)3+mdp8NC@Nt`Q%gujMn@V6CLFJALJjW|5$ zhqpFxjJ9s@%strcF0ZG1`u{^-%!5+b^e*aZlpX$R6hpT&I~H*f{8ou`jwJy2CQ8xo zIU5RlTs=1s3VYkPu*j7cgMD0Jyq1mgCf6dYr0;}0^;_ruFyP(Mn)1UBsiAw{ZP~NK z=enuI*h-*3UZ7(;kjjD2<>SM9>MiP}FaC4-Z|7V#ofzN1I)1#Pe4G`yRP16twY3NO zV{9*V`8@PMZ*|cJUbwGdd;RBq*wd5noKxm9s2`ifJps@~iqCi-7Q*>a2(yo2hQ2n> z=GVJ$7PynUogifk{njs=R<Z=&`?*20ybX9xiv9do;9c<IyTnTyz}G~>+<m9Oqb6-i zyWlst*yStU;r|{fuSM=-9d-3Ad%CbsgOas%Mqh!e<OIJ>_^rB6Ay1FDg6AJUI&={@ zc8rwcN(J!N>tjb|=o;)*wnmt?7W_z&gyaD5r<|9LTO7PNt!(I`*dgc=b)uw|Shtd# zGav0dfa7<y7xIKK$4A~(=BGXS9+q!gis2rEj(MX$JC8S;sb#r|$BF;QlzP+;{AFA1 zs{!s3c=fL-LI1e3t;du16913mGG>T`-%_FA2zUoObY1q)M!#=N<BX$I6#Vn$PaI8H zpQ9?5^0*HouIYGn?FsS{AGz#glqXPUuS*+9052Mmve+l+2YtIT?e&r%_|OB<$ep>( zhkvIp_#$6+b<<yVH}Z840xu3u1RzgdYh*`u27beTgyAE2&ADm*)pg)!#o7J2UoT)T zM21*VcOmL2jEL8#VF!6_(%+nuk@s~sqU};e-a+x#L*)$QGqybmZC4Rz*yJ6nW=7m9 z$I7?>f3G<E>4_`$`S9g|au2L?Q`IrKlArKb{{%~&aE>o8m&EPdS3<(}=o~4|xyRo+ z(!)QnzxOUXY5_N;9nAf+5I<)4hOn&R^UC>uOCE!N>TSNPNe#R5Nl_`Tt;FYB`k+Hz zhCb|U4_Q{=jaN<%y$EoB`d7t$D%i<`5rIE+u(QU%3^rS={~j@aI~h-$ccHYWW3V&3 zui+&7VK;7pCvKF0HwkBxWxOVX&Ql@Ceh9DgK4QJJ7j>&=0xwWf1J~Ooil35AqJF#F z%=Q^8=IOjWxpo44?4Ojr`2ynRXDO79_l{srznwGX)nerNrw$+62i@aC;kWK}#DM~( zYBB$A!d^(WY>u5kU!&ILe-`+@n{w@QHo&(u-Mn6AoF95B_Fbp&{n<-M2P<F?lsyAk zuCTXy=PSm!I8U~Po3o95&;i}co<yg?kN3>q_65Fv)GEvW3_ml@Gcl%>3*HsA;7~db zzUSfS8UlY^5*cHYk9F3)AkJNcc(}Xobi^lH#N)PaT07nYFWaizXk(!xe4_c>$P51& z{i}M%-@e~_&2VxBe14bIZ`Tmid4)-7&^-aKDfq)g1^Y^V8ac9O9R1TLUkfGQLBIO9 zyQgl!4z*1c>KUL9_0Bn^egV&Tn0!X05B7Fe@L@w1c>1Flz2W`99UE~?DS<NhnNfAZ zPJfHyKc4V(d=3Nqg`891Q67VAAy=`kJan^6zt3acr(bhE1|A$8E?CvF2R`ueP(Q%A zJmPFwvKRJ}Z{qZL?_KnjN!-uqKpv#?O0rZJCHiIdMYx&+FH$(Vj772j5+|J;9_@#Y zGsNmAA_V{S$IWx6ZzMs5@r3#-==nD<P0ql-jA)#jxdR;EMZ<DN5bL_a%WRkiJF7I% z7vZ-?Jf)#Oaw{LalAJtxKc0V!`dVi2FYwY=n<Ks1u$N7XpLr?3w~zk9u}#=#@s)el zz<cJnT8AOv$HSxw{W;hLU!`#OJSlJ@XmdJn0J;L(EBT%IO4@9@Wlk`nemgQP{VwpS zN8EJr2lU$<Tl&e)7tl@atF#}~#5|n?gN3GFQ3t8@dF@0Z?%9f<;gfF%e{PX<uGYZ* zNWFV?$q_vL_PIJH)LAnAsl2j32KNEk+!n0)30{!Q+<IOC_oTGdu8O6?Zu}lzoE^sN zbl0%<WuuR)X`Uya20F!g&5=z-oFlHmhkxk7Zw4dwUqhafGhwJgBNRGQT|!5R4c38% ztE&`0Ed)Od?FUcdbNo3^m%lUTgkOahd5qK*1CkFpm;*6qlv2@&di}<$hkQ|gAOA?( zx?&mgD`Ru!rSZCDH9<_OBG55%6}&oNPqgw~#nf@=t7y7<;0f|i^G@r5*|OLt7Y7cP zNv!kDN@des;LqQ~%5#7dQcW99m$9E_932K{mceg6Q61fx)01T{I77LL`Zg8@RUb*@ zHPwv1X@NhD{yJ39c@1+Sp2>Bz!7eP(!9<InKJR(`oj#$ChjrCwZxP~{(`nD$fg{=5 z|9%L-51*niJLLi1w$F!jL<4p%^LMNN3hY+zlIT<?{P953F`0d^zvtnK>gC+Xlb&AD zeJX+fU$Lw#z<zwt4V_>{-}}PrtMd)OS5+~om@(*zPfWjs*kOMq`3&;<Y+!fJc?r*< zM<_KoWxqv!v`xR=W?lli^a1G#HGH4e`GejIz>}kURI(?5FGGYx#u!8Brx$KM*kXbG zZN~flft{HyCt5Dx_wjDu=LeC0{P8L!=_>M?p0k<H)fXXZTlbK~>7svJ*P8Ze1oBsQ z=c?nuk2j)6j*FW?_xs^s=gI*)@(VoNjK7Pv(?(jmU>{y4T%^8_bKs%<_8H!X>8C&I z0(f9j_gAUPO6W=-D-*tgcMYA3PW=hHpln|~>IDDtahcZEN(Fv)$mqhd6Lhi;UXK~X zStI<4f$OM;cKN3+CVmfoZH>?7&=&G*eoJp!&0s(EoV=rX@Ou|ynJY)(kH@80>;J*- z2Kf%lEQ1%dWaK8a0Z&Qj`Rwp{$~P9n;=qU5`E|Y%*r6}od3!8T26mD_{_D*J#7Wkk zP1EobZQ_!as=#-*c@;(h_}>?YTSNMQdkS2xQ$rJo!{4(}r=Tv(Anw-kQ375kI5vC@ z`!PY=csmJs&YnJF#mm=Fk5M(`La`rw_`%PG4*1<>ZHvwcKjevGJX{q|?bO4YvuYyG z8DZ6Ua2<a7aCL_8Ap`UQ6{O`!14q1BsHrW$D_80>6Z9QW*Kl$x`ak%mc5yaM83yEu zm-RP9U`Mi?K2mgy=-d47?b|=UQD;E+hc_O-+oX&gOoyM|Rrhn5OAhP$SSq>^JnojY z-{uih_-9v(cTamUuT*{fe9|aBr$GvbJ@kIV{9QS&`{2iEORKnF;B)^m@SZb9J<s7U zE7$gb2fK*uOH{>vhW47|0Y|mGvOQUcVK<KseQE|?O$DYN(1Cv)lx0p4F2_DeUT__b zL!IhnH47uyQ|{i!SxGfmxA)nuThJ*6Mo*qQ6Nq?#W$3-?MR%g+u@CkM*D=TP#LcN> z;8IFJW#73O;3C%(({n1AcafY;DTMQJs71V@6mi1ly5jau-Nq1^C{Go5E6Z08uH$hy zuND&TZXN_rP`JY<ONsRoC+W<<x=UW7DH24TOa39|ShW%G$p|Cb{ip*A`sC$n^n*Y= z@Rx*9#sl|6YfoJjMty)1V{5OWAozRbC!4!^ShsU3TN&)&$-$PJ=aUc@?-8Y>gU-!8 zqc^e)94eJ`)HwrPh4I=;XLe`Qt7_%!EfWU*yIy~wG=n-4aRK^J#1T~ob(-w4u0?9g z3d+EZsr0UaLhu~n6naks3+Nzwe%{oLh2OtGruW$n`9rJFe_V~=)9Z5rO205S=ft_! z)xZ&Ui(_7WcwcEsjwF8QBjlrp1v;N2jxnNtzSaZWzDttyTLp7yJr;E5YEVC5*=NCo z_@!2gn@o-Y=UQ00=kr7O%{R7}$=@MgxsX+L3iJ1(7JpN^0WY1Bvu*NTyAsXKUDUtB z&Ly^T87?NkevkVX^)!PwiIc92^r1fM{$heJ_(pw3YH$JU@S$i;xKJ4Cb&6)Lk;4v7 z$}fl^Geg{WWUl8&G<e(}1MdIePt@K>7Cb+V@7YA4jD=2UzQ8vlhP={UnYR^wFVJtB zF|L07HtZr>>vT~To>$%9vTz1`-pc23vM2HZ4$quz<e{r>mnvo8b3D?VvQ<Jns3`6- zs&NeQ8K+e3+n=zf#1NhxU0RP<=hyv9z{!aV7w1iI&Sk7!{DJS%@&dh_SicQ*!w(1V z;9P{sCYpmsjg)>*90dM4Wz1f=4F9c863om(jeJwk*#;3&^aE{q=BUcz^QondJHfv0 zB<$}?0Dd+;Jruj{f_s^S&K;-)?${~J{nW<#==GA5sKXz>-WVw@^TYlLCQB`8gQp1n zIj9YP(d%;dS1s%(anR8FjsWx|s=tGAdAQf*>ivQ!=-b<OqaO?`gGVG+_u2`eu9b(D znra&PxUy4y$*7m0XO9iE0-szbWt2QQf;hU<_MI5;y{dfU#sm1-@}|M|GqkApJFi=i z+73OO=eHdBO&8*uid))!;7RrqJ<;sz1Y!%Tj@RdC^fw>K3JZm9zW-kNzG?yFR}IEu z$nPS~3wZRo1Nt3%nH-st0{rE#F~L7t=zA@3+3jVAc{dAtoQz>-k67QVEB-`ZdIp7E zJNyf?MR(Le;Fqn-*^jGO&(Es%rB&eHyC3&eojDF2icCr_0_Vlo<Wc(o>_Kg>we4-J zSCHnv^WB+<=LYtPW&_WzBv49S0<JRWzue<r58UQCkzd<|zB8+*TO`0E4WTO<Oy%$o z`xFm#!e1DLh*D`mhw~!o9DH64Tv{yB-tUb#zh6|Kz8-d3N#?H(eZVz=T=<PX=B+23 zcyJ{E`EOZ?$$t&t!%r0EIq^BN9JcgJFCu>@kTo=m_%HN7CJECdcjD92#@vI5^Rnok ztH<}?ewmJVj!bvNF)xBV3e0g2NaWD7YdDt_^^khjQBN5zemNQST@%W8k6NI<Zqb|f zDHnL>f#`sNI0@L71Y`VOtk>Z;-+oGIVE=xnM{T}xA<BR3cwB(*x8WmrBIyJ4174ws zzXQm>*@(0Im7>1jNqE^Z-Y>d6^8tf8_9u#h%@=m2|7S(a0=mwt`<MSFd_|prfls_K zaQyHu&0{IK;IkINd1pDHPkj0LmOTP}B<j8Ow6HJcbJJEVFTuC7c*!PzBmVnKm&96u zzEzQmDbYFD!I35h0q}s2)QeS)@LT6Uu+j@5E?Ms<A#TH7E1TohmtlWfCB;|cq2C15 z8=v_pjC{rH`1myZ?rLa^HwW;@lJMp8*Q0Kj!+Gi9WGM3EYE!*8l@SkUy!MR-zj{5= ztIW}aJnMAJgX{Pn^rxZ~Y%u3XGxEU3MLzUV^V~^ziPz&5^snhc9mqiIPtELVoNub2 zLMzy5WGBPPeCQl<SKTD7pl6Gm)}GV>ujqfxTUmu<zFS?c2gf$@cJ~^69|4aAU84Jc zJivU)#*B?4Zs?cT8rGSkMZfydk%&O>SP5F{t2Bu3A~JHhSa9xHrh|$3R_H^y|DgDE zJ?3|3De1ifUy~yFlY17twf?eU;ZwX%!j%*YQ#Ry5SSlYixZ+$a8)$vc-l;pY5(|+8 zFD)w8je%e2IpfLf;eq&hmw458;K~)}tGCziGqIYgH_R35*z>pFW)<}_A#D5pTSfi) za?6d<X6$?YEbZhNbl}O}brtYIg_-t@ONHQ}lBuae*pGR+M%6pOjTbMjTr0uj?%e+5 zFNAaVTZr$-gDLQ2$$H^U;N8z+SHXJtN6VGNcK6{2wgu0Qo>oVFv0~oW2=IiKmfkdD z#2u4zAA*y>Td(hz-q@3k=UE$-k|X~S9)9iK9)09hYSt>It)RO%{+;W@xgCFWk7j%g zekrm!fp-vbY%{H|+HutRAMd9)qlNe|(yJwQ8g*<pJEBsrKv(K<b_sF>9+N#++xcEC z8b6yJ02jQYBUX0p+L>#6DK-ea>8Rb^m=Q_bhf<nhxP|>luk2U%7{~fKFLmwA$=+It zds!ujymKM5C`T~jUvuFUrJL^1?+sJ8@8Di4=P`AOTEsncYpGf1kPm&;A4L3y{D;W% z<rw&z!=j#Fjo?4(ceRF&TSM>pSG=Bv*K?TtK6M&6Q5~oBArEycZmA<DM5ds3*!X^N zCW5yQT<;{#!ha^6uF>>By>aeivZu)V2z{oD@Y4aGY??_piFMW13cMoo1M#r+ZHJ{z z)Hl;coYKeN1>3XKmR^Bp-BC=*$LAPJ<Udw|QxAx!fJb!Aav7mM*zi`3^i^Ihae z&4#<m3lPWeUGQkdJzKLZw@Qw{uh{zw{uitRJYT%bk&e1;`vXPt&O3g<C88&_41G}A zTm5<Pw^|B~zh@YMBQIz=Rn9^eYNhm}!Fk;BJ~7P#+&}V^blVu~KWM+C#hrmVhlrXv zPT2qD-$9CVIG?Iie)mH@<NF+A>RG|Oo8qDC`*!Ar_X}P5wljZ~YUZQk^CjrHc_yUe zUhYJhlnDb~XWZkRlK(*--+$=YjJ5~jDx!%4;ZPasc)vuKoJKyc|ICLU;ZDGdW>HOs z)3ASvct`)g$Rp8(_}RgarxtwW7RBRz+0>iKAK~xbS_jGD{||Mgg++qbGpa}j=MBNn zkZKkm$M4_Mo=sfD9M;26H+bt*F-KDU+veXs@XpXS-y}hI;v0!@+OQ7P5xo1|Jc9Y) zd?!_S6=4^l+6$CKBX{Dw;xz#moCligG=c&Tk@xV9F4ISxP^b2g%=ZoUHBT`9N*DY~ z!l%$;#0jRHpZZep{mAof%)T*ze|p*ZdS{NEfw68t<!<<+-mDx6*aelH!Fz@)h%4!4 z|CURmKXFrEwoe9e+o|Nldq-eTRh9f<@DI=C12%W=V~A)bmGlTey>Z(c%G8hG7em`0 zy$rx3NhrMTW4{RI%<tdZ;%DtYn~$leN1aj*{veLLVj9^2t!nV6W1fi#;DtYL=!l+g zK|B}Jw)EgJK2Nau`A*o)vB=(NTYPWr3&cM!@cDurJO{q!LI+?kT0B|{dybNRx>Jwd zW)aF0--No4+Jap*?=Z)oMDex>?2}HtXTTWscyjs@BYQWX!_=j2&tjdJ4nOFKBgcGz z{61SD_-EF|#W^}TteYVEk`E$Z6{M$GivLsOoCu7V#P=<ieZB?UYw8vZjY8gEeT%F* z2L3@QVc*DTJ?x^lzH9U}`mlN%-U-3aZ%!R?3B!8Z@@Ibth=cApNO;4t0(+jO439nP zPP`?PVUZPxxeXEXu36BjdwJ(Byaq1Yo)Y~Ro`(6iioafK!T$<!cUG@BfcNg+&GC_d zy7>Y|U&%A@gK;HhOTZ(Y#SL+-T+HLL?Qi`AKQ_{(!zcF!eW9yq!ZOf_V&%J)kN<>j zu6>b(-pZZG-84K)83w+h`Xnj^c)0)NjoIDd*dNJo*<G-c%u=_%haAy&P?fFQ+YUWb zWaxbm@I&&F4HNx&@X$nxygOc)LqZ?SLp*}{gn~-kVlQx>X@$=l;2cfc@}}?fHFP`} z(JU+n?wLo0dsSiIXo)XWpv#%9lP*pD+L_A`+Ym30`n)-b;I2f}A53pi6=)+**W`bq zy%~8HFFi-zK<G=ABXZZ?;U3Jvc$-4t+0n3kWjpxU=;$v42f%L~s&~<cD!~ua@j9OI zg?)Xvocjvv!P6DtPmTWvC}~Bs;C+9&9i}J2ejGUx@xbg0;>^>pC(d4luGpPmI{%J< z`jDB;zI+04aki*s{}6$AU&%(14e?InrBiSFd!T319{)U3gZneCdvVB~M?YOgIBy#- z=CoyWXpof?kdIA#K08VvTK|w{pYTC^q);Zvba|)m<6qomFX#p@%`>%f(5E#su0{aP zg&kLRDTdyZ(m5fwVu!vYs_{dU8ps!Y?le(&kNZpM{`;hw2Y){&7|Qq^@7G#=XRjsn zXzCtvDcGA|($=mn=n)Uzn6gpvVBfz~8@L0v`Hgj^E<QuNw()JU5PF*Nf^3)pbciR4 zTPJGpIduPyUXZXseKJksOC??8iE^3eCb0j8z29>kfqR;sj>W3cum^z!oljW*BlA-K z{l&WGC|i8)g<WQR7wNrMfO!Bb>eD-QtmAwxz6|zQ$EHh!2E=V6Eb-D4nRwo;#vRHw z_~||l!G7pT()9rvViu_57<u}+W-sb~$7<KiN#Lh)J&OJSS4NHm4!<rU5Ld&ihCh)Y zu7+FWl0+PQF}aomaT)3E^GUO6@birwvPHlXCyRGg&k=`Gr}5_8gx$QPYbEE<M*TNe z>27lHh|TNiZ8CJw*ABA`i9wej&#&C`nI1Y_nCt$>^3cOeQxjTwPzRhi=XFXJaYZX> zWUM*($8lEExD@m|d~mqwz5>1IcD-}QH`qsLY)8#*)a{#oT$=_S9+jv{`+5U<oV(QA zBzX43v-<U4kH8a^gG-O&`>pm$Q3av?q1(KzL;`+_vL*S|*M8_HC8r5h;O);?d+8#v zKQ?!Lt!#ARU!o=g4G~{38owJ)V23{%adbNefBItV!Rl^N;87F}U+flM=U)v+3~)cC zl(dY&7CLx&FKN7~8&N2ru`mGj8|sR23q`1x%uY0w^?Hgt-eaa0NznJ^tv5H5W>II5 z=TvY8{-G~?o|uogFUWm@CkeRpRy5(r!}q8ci5~w*zv)c$`w^}u<3S*{lh7TpeMlhY zQECJ~>VaJx_mX{RiT=^^0Y{W+pfe@O@l?s8K0p0u3xyKqxn2K0p$0n&W6I3DgZmWk zb+K0!!(IdnTzfct5f8?`=ckVc-hJ0P*CdCz0|h@NKcZgB`@+b25I=Ok#xqKWs4rhL z+E=oKeW2zZ_;?FCZOMX2#lry1{ke2T&KCKlJM6y)dhHS4*ptkh$2qQxWy<@6eXRL= z&e;-t@8jPV(f`mF&~W2tFGvRJKx)tXnt)GOlTVFxV4mTud#i&h`Wx#lE;OD1Z*>VJ zN&;VlB5!HUM#2uZNkk9%p)Y!JVfHlQ#2V?jx@6d=;J}^X$lHiZ{?aO!A&$t|ywp|z zd`eHVir@i{ELaPCwT69tdLT0J9VgBMZ~a&r?3?to#L>Rr*ss$<X^(3Vza0zOwF~!B zE8ozZd|C~im968#*gojGVtnOm(#Qu6tzP&~h(KhVYnN)DBM{3RRu7cY;T$vGA#29m zK7xZl#IQZ)KS%xZk;Qt-Sa3}kz;2qVnmI@J?aUD{Y#rnz5XEPQ{<=|P4swKr<Q~Ke zuh-t`dSd_7;}h@xZA5%#nRZnkaiQbqRSvr#^h;#2C0@DYLUjF)+^<a@e3NUD;{_#n zke0qJr!eAc;%CzKgXpIZ3}djkjX9!XyA!8yes#UdB!^*_3O?iyl=YC`X1y;L2|v`> zveLd6Kc9<|FjSJEzIUSY*YthFZ(5-|!~W<47_sE)I|#exZRU<#z`XX>EAAP8pcixe zFu$1$9mggpOQ9b+i0Mc>oj&5j&*wW<C&9BLCC|xXot?PjMYb)$zcz30F~oY(QF&CB zgQta`7m!f>1YY#CIO9_e{7K>mws)|j8mmE%9luac?I+J#fx2mJ<L`W~@Y8IakM?Oo zhb0@9*tvfo_N?;MTkwj_<?A<&V;zIlLIlKd&c$2IJu{&XMYHa2d^tuSc6u0Ur<}m& zCb*cjVx5H}8nUOMTNGUS{mlaN20Fqm^^Dt`iJkX(r|Uluh*i~$c0;WMqT{=vUmha_ zVo72aZ_yd-+qELnZb8&DU&?BqX(JF1S*SkpXGT9LIylD=*Rd?mAIeNdKhm`zIe)~J zP73k!PlGWBut?iU>@DK><2_zp;?UcL-fpVxho3FrAy)*>%{H7}4ts^TZm(rsa|52= zILVN467i3TjIAg5T3ht)0cJYzu8Xn$H_?B&W!mxgcR9YNZbTXVe(*cb>lv>)QSZQA z_?dux5c<CHB?$UYjG;~CDg1ntf2WQOamULf#{c}az@Jtqcb$fxWpsKmvJ)S!urd<a z__0sZQHM#Kp|eYImy-hD)Q!2_>6Gv}8%9NT^@1l@%lMK;L6@}~sip-E?H!|t_yiu7 zNu_roAN#4?aD3moKk&rCitOZB?8ix~;4j}W&(&g}K?41T7GWnJO`1YSUg`SmkGQvs zSz_0gA?5`L=FKsZLic&X@QWSyPp@*$<jCBDzvif3dWgrpB4w5dgI|BjueXwg=O109 zau2$O?|*7K^u;#tD#VC%AJ%1|j&n`50P8H>-y~Cv`#$P(ldUH($Mhw&5c53dU^-ZQ z61;==yB78565@9A0HJ5vj?hhv*E(ljLf=yGJbUCA^lXLgU60_$@~F1-bl}e=O=S#M zU@!Ju92zn3TY=Bryz1dU<le?8-ykCYv>=c}gLS+vl9lX*c)Tj}RsDb9qmenw!AsXM zx7~l);}YU*{`VJ`7xKXCeD2l$qX$n4*)(w~1h4vHu+jy*zeqb1R|lSO{d$4=E}VDq zdIQRD7I>d4`LC_Ot8#=x2kyYn1=u%*c(Z~3WxV|REFSr}%(ZVxgQ)krEPHVS`M*Ks zndwOy=%z{<iburJN5*ph0ktypx&34mKFBZBu-`hksgHa=2fKVV>S|~yh^*fw(5GS+ zandLa{3+c)X94Fw?6p31KrJ4BTvl1t26+G_jfkaO*ilL8*do3+spLus|0HzvL#9tQ zmoP_9av?<;>o`A1?Rp;Z{)>brv87SuAM|wsMBpD9y_1Ya;9nlv({qLa=YHo=7>@w2 z-5zM9q~IJ&N{M)I;T$%I>BN!1J}MuI8|>7xRk#oD*9`@qqTAlc!tWE^ruQy`ulm1P z9ZoF-UwS+0+!}(ss-G8km;v&^Khsmnjge<79sge2fcPj-#9qw``g`0##^c8j57TR% z9=eBo>dkzKR^VqkE!F4SBbcXjy)*LaHSoO8d_JUz2iShbHrFQLewkbTcjK`BHAjQ? z@&VtbI4dHH9FRXUIw(`G0$s^SSfdfoSBsI)O~ZcqkOzikBTljNp9|)xArNWxkLzUs z@11%EHhG^TA4*gYU@*hyq^i)10#C`5Z0X~Ff&5Hm=^9NN@<VlHnVH_e`G6B|`}bl! zy8_3#p_97v(yT`#URb@-XL^|h`&WD}P3$h}*>k2(jiN5IP=>jg4SAxDy;JhJoZz*i z!AvQU$md*3pMH(kf3{)CeESIMXriVKcIN#=syO&wN`yYGR_A#Ge&)<`bGBrxpW4DM z!fyD}k;*XdBGj2O#O+1-IdG#o^1lhx^9D97T$;stmQ&;pn1Q$7w=|$w5kb9ckg3%1 z0PrFGx=E!{<cSZL-&jW+eS=-=gy(0(BNvvQnt|`cB`HXU0KY?=+V@L$qu!uSJ(v&k zy!#t3k4AzA*^CP>vHryTp{ASHSueR0?+YF{dbbjFt%@#>qY)>1Q2cAp#{bQtD>YNn zu&;{@>4Au6l?fXU4PsGuv47z@0s4uOgaU1|t~>D{OVzLE*9b&G-mn*4H?fXXt@3-a zVeeNd>Fa^lB6NL(NBrP7Cn$7h^{_uzjmZ2@qdzhEfdv8g6ii=jIdm%lxVExw$d11+ zAIu!kS|bqsEG`dbfgfeI$_{de0FRdM^-Wxde~o-sxdokEoYmRc8+sbOmC%vLz>(P2 z5_@C#9piHcdcQn`&ORe#uB8I~``7OR&bz1^ESYuc&BvUx2<rtG_-&$vd)Oie_-r00 zSquE!L&C{cqZq^qk0X;@qEMH3f<=-X{v)(7;C&_dQO}RD%ZJ{8KbL2B{R7X@<o&_7 z$q0UM`g)+(Nz}JU)zV#ygYG4EG*2=Nd6Lfonq*hdFO&P&EEk{CDu}O#xf%JNEa6>m z;U`2^m_;|BpN<cG(osUa#h)VTHsu2J{h2mS@6?~Nrd8g(G>UsKF0dRi#d%k{S5a54 z23^L~EjbVGt6ts5&b0@2;p>~`^9^;F++P_Vj1!1vwqB+G;a(KEoU}bv&*1N9Uh|t` z-AmF`&5ILIFLou~AsIMxpJ&}q3b?dec1Co#kU+dum}5(QltBDGIYjBmLLhpm2&)@n z9}>jr=<}us#IdXk%A@JP{d<9YR>=EN1*`I%iba3ug&RTC0?@O5mf3$m-C1NC=kalI z)DQghNQ#ADSWefX*n~fS^uDCG7Wa&|32B}_;{`wK`ylNYcqu<gPH_$VLFAfP_95sk zlKz1&GADqWi|fDr5O3&81udVs2HoqD^j;?_tcT_vTI(L@T@~CS)E9Peh?~+LJZcZU z#fmKOyE%hX{|$JSrpm~0+ePRCZ?8P41fDtFHW{V`Z_SX&&KiV$DmfVz1;Wp`-<_&B z(h0vZJL?^e#|1o_zP8m5o~8WV(6tkB+<_lV@4$z-J=aA>zr$~Rcaa%zL)`s_#?lUW zHTH*wYYBPMc3BH*a@3LS@mwPs9ztBuooK2_BoHm0csP=AfiK=?ncR;)<^fB-yF>r& z%x??PGDn_sI)CYMH|BvKs-Jmqqmn=zd|CbBE(7eTBZZ3!{#!OFm&DW)`MA5GkA3{% zrxOS4kKmlEzI#(v&H!H2N?wLy1ETlWIi)Fj<i#`lIy#SIze(T4a@wNb|6E8tjWq19 zTlffu;1c;v+Y0-bphJd8pDKf2mu`~tq)puM?;LyI@gh(0a>e;1&dHkUF_l8_B@tHo zj0^Dl7k>5K-VZ*?M@}Ad2K=>Bw>@kKaU}~|k=_G*pLm%s9mmUon*pbfAA65Hvx%gt zxIOgsFAf82L5LIo6WXeQ{S5sS9MJcM?h?LUuL?eO;#n4V<5T3Fn3O^$6QG+9MUv>k zUMBx~d~}dR{pVhftMVGqRjAoFPj;Z5taT5c6#Un6Ksbdp6aKF9INrk?b3%>t+||V4 z*BI%V>QQe@*|<W}g?`Z>PS;Nq@Q+2-HT1_2?<g)uI#fbmJ@B&0c3KE?AK3Q^CfD!y z1%~0X;5*mSCs=7|aDV9g=2$5`0@3!Vf<KE3>_SE^)(ZEaIa8zz4F4h!_g8<rUyJk4 z;&p;f9C2B9>Ch>fi_oniqqP?Q5Qy4R_DnR`ciI-^!5n8i?nUHPp$9mh6}2g}3fR|| znyM<;rx3B_8&rJgXJ=-R5aEWuAWRx3@WW4pK4kS9K^^GyxEI|3`ny%9s&l|Q#u~yN zT?SveIoIs}4gQGCc8+OhUOZ8;X!k}x?xEeAz3B<vg|f8z+p{OYb=TP2)!+-yR7w6j z0Dc_%WH5B-9`YY!eZD($?vJH6sO{tf9@*XHvtvQM$N_&^ohR7edpT_v>X0vfv&q5J z4IW|pOu!ZT<fA&pl>+#sxjh3VF=o(bdwQeK+Q5Hpd`V75JzqZcpswW^#Cc2N$u4KX z0}Ru1axBs3PbK=$;1u``MYhLXtjjxp&tr-B{$Zl!vtGd6u9cgydf=%hqx+3@ZxDzq zH<qn6Zor=mU;h$eMj+-da9S+^-y*e+o&2+mJW)`?fjewFcEm~8Jm*4e|0_u^0Dc=3 z9kr}(hTlbah64(4k4@Nt7&8Xs{iN2{E@u#kNs56!&3Ig5Ygs}V{6ov%Ooaef#F4D^ zM*fb7uZ4Uhh3#-3vxs>&=Y8BeP2EYE4c=BVrNK*CiuJ9M&tkJf-m1LmXD#rgp1P{j zNCS0;-Ya$iB*+JqkI|(fj_y~uMZXIE;T?DGfO;+R+wTs(rGowJ>T{T{!Sf=ChAV#9 zr`KO5cjd!>nLC7^SH?M35>PtrhsSGPJ>?({zjP_*cy}P|!baRKh7oaG%arkxaZ~8p z9r~9#+M&14)ND6sBQHnCCLP9sxMBXny=LS^dR7lf>EUq;3X~7WSMl?QM_vf<*?HjT zgBkG8t6hBCw*3TR##uk5r!oX04byrfc`x|9@$FwHLec;Ky@;8;i9mcoee9TqDEza( z1^>^l&cubs3Qcze3B;_!B?-sz|9cz3#u-@8i94A>WWe>HR}S6I+|YZ=gLK58dz?CO zKBLG3^->DwExJ$Qcefm8{Z{<$ZQ8eT1a$&*dMwN)1mbRIy8!~`zITuEEZv9%KhP>z z+nLkFL$zD$I9}(e(JtdJ#i$q8R{3XRfxK)!Q?h9=@_*N7lUQq@3xz0N+3Lc4vy`s+ zI0od?yq|dqxw{ZQ8yUU74IPuN&5~yi;u~*W+t?B>@V9S=DQyE_2j$W434`FlB$?Xz zuh93URGQ5O9fI?M4}Y-_c=l_d|I{3@{?!xjH%M`>gBI0)KXTA7e1q=S=M%WsA#OnS z)*|fWQ_heU>}EtbF_TDue?M*Z`+f@YJ{m5Qy5QZCD`mY_@E0f7Zko~f5Qt2veOyA( z1fu`w#bpwl`}UgaflNKnC5}7$oJ8EL9q!U3rissg*o=P;{`tSfsP_@j2a}6JG{b=B zQY!mc%+C{uO-nBqg?yp6p5%Lf20GRCc%cuU@w%D5nL$K(%zfa@y)(H19Lnghs>k}P zY1c{?BHkt}U7z*Dy1utDJ-Stl_^`fB!kZCz&v=D+4LVC1HS5u9l8DPy6t{MnBM$fM z*6aBJzTnR*u<#r>;xxi#yn=ai#t+3#lVTo}$lWo&pZL5%#;g`+upVN)*8+iK8&MPu zPRCJylRKn%-U;<KF(M^DhftrEr+<}q2OsuXrCnDCZl6-zJ#z?n70;P6Fbe)<qD1G2 zpMp0TnaQYdo*YH9j6NbRp<ujl27EexgwA}!82xs?KS%EFfo?(bl|CKkUX_$$^Q(>< zaY>SSL>RbqxZEx`J#I%|)-)1{--+`kyUQ{E$KgEd#%LDinMZ!h8C1l)!(RgOqkfn# zO<-&N_1l?9Z7<Uh+CU&a+0>lg(LDl`JDG>@dt^b+#hHF*BCCJWo>DDmVti@<C)uDg zu`coPwwn`yxLrXLM`MWi&NAno9Q^U>SlW4MP8Xujhg|;GuDB;6Q-^fxAMPm#rjORc zJ}!5N*WcBJez?c~=>&LE&PZP0e^Icz%xaE<n72;ebN|I#X6P!+1GB#H+dea=9<mK1 zu7352L<RUVrOCe74xBnj$)0q;4e^ZmK6j=T<XQikX%4~P+{*Y!^%A^IT<MMCsv`2~ zB~@Hw@LQhZhELMLo7$Lvd3mKEK1oOp@x2MWNjb1>6pQ=qXn(s|S0G<4dIQ(KpdKbF z^s^}Z#ZU;x^U62KC#<d0T?gJM$AruNRz;u8#1~6G?B@xoc?M1V-}}vVO?~jNr)kW# zFX0!6<L^Sn5Krj(8TUQ`59oYnUoQoJeo19!%$0;d9RH=EI+Y4NXqze{c?tN>R?#Mh z@4KzNJT!{Dfs*vvHD>6|m$fHj4&e8p663R+U(oL!WG|+48FiC&Zj3&MkS~wd6Jy<k zA88UYr@V;yW|vCWjKC-5$_x~gC^5g=k6Brg6*%p2Gql4O`O<dVc~R&R$F%IuS>W-R zWwMcD@VmB}AA-f;kJU`|p64N7yQ&&b$OJA+s$@v~!MeZi)(K^WUl#t&(sDBb^MJUx zhwlM*TBNUjy<&#BD!cBO%ODREleHv8_5$^=j{DwPXMh*+ol~25fqT)UjNkdyqi*Wc zf2TwW@OlENdcFtHhZXwn%VF?)ab17GaRt=B{J3wL06%N@r(U+T3wk~Kp5H3l;I~Cv zT?$#~Yww#X`;I!khhI}7qQRGX=^U6@MWE+tS{KG;BJUZeBG-Ed`_S#kPLhnc`t;i6 zYv8H7<++XWy^((?y7H{$E%c}BajV6^O9%JiPbO5r-*5Bm<CwFdQyTxx7<m{bwX|ib zy{MnVHMi8j-F5fldYater6q;_lQ_roF&2G=;IH=Kx*hy6z$ebd<zd8OKblBvC%!_T zno<48i`VHS4jD$j#{b6+ejd7uc)_PB%##-Ry;ONNK`!9zt$&|o@IJ<6Tv|flX^VgD z!=3AP=989s{&NFPPkUS6xPp8QqsSH~bP^u%)bwWjozt?|lAav#LTYtVY$|?+SSUU| z4Lz*&<M75=)FF?u+d2T}19ci)13Ivd@#1mW*w20wjqc+U(9ho={E}3SJRZMG*qZ>{ zBVcGoa9%<^Q=d#t@lohU=KORwZ$eKxpe6PWdHrWwXLehlueyalWHkl$VKf>$>K6mu zX~bzceJ3us!d3dm9`zU-tN}d8cjN_qrKdWNda=rpX}T`>s~2k**b&dU&pVhEyMr%< zGJd-X{4yJVOskA@|Gi`3Ul8WE77MY-UOj~Ke^vcFCG4AxE=22rJL1eo40<{DfXDZI zw%IwL$MVbZ7M{f%<lj+wM!@fAcjn}y&?8<uHWccAMBFRm`|P8^&U~K9HMSt!e?n%w z&I>;)_%en(8s|IkoN7oGbe_i=q9N@o@QW(7H;zL8c%4d7J@*uOK32+;w^Ln+&!gpa zi8%iU^{$(3zk<&6p_)t@aoL7APbnXs?|x<4)PEGZq1HU*g>LBT^`7<RW#CWm-jP~* zBF{bK=d6o3o|Q@Fp+_3(UzSxk=-wgjYHr-Kb02YA@S=P5F!H4uxkhEX(D(j8C@A?U zc&FZkwmi;t!PW;Ieqr=o>_2=+;xzQ4>*7Lu(1}j2UNXoAk5%&R+YC4f-6OV>HWA-L zaGfPo8+l!mDEAQq@T<!*Z9Z=%5%&jNdvn$kdDz`^C%?Q!{kBra(O}rmAf?Udtzqc2 zBOm$Cv!Gw+a;02sHF%~CmDL2+@rb<KzyUho%2m_gVeo|_-FJs};e7KXWq;=J#{O9Q zojL-Z6?vr2qy+cU*p|2wtqFL3ModE#^o)%rhZi%-$iHzI*$VA)C7Q6GScs=VKC&y| z&`lkzXRP45FLV&I)xqYOEZpx9#mX)7)`iGdc>abX_;+zhV)Qf#@^Oi;g!aIGDh*Eh ztDeAIp=;(F9YyE^<QJJe1wPs(=IBPYfcKT%%wv&59}0K<*(~5<^sT*>9_yGZuA;}T zjeX4Ceg2+QAo3N$w$>x?+jr}O?X_OR&%W|6>iUBGMZ(Hy?Ogctp09_Nno!Rny(j<o zW5g4Eku3)Eh*wCZ4-5(+&!%HP8On(`z`R>^3B2=>-t%iek%waxdgUMa4>|>{{@Vns z`;YXX<y@?@<+fMU@nGOp+NJr6<;Yu0>6USApnhXtn`ZPhK9^Tj*Omn8Xr8^+_k|8H zV&)b4K?C_>HS&MnN0Hak_$?v=ygHMY^ve=D&f`3mr;G3d6<@@h4L2|!NMQVJAJ*|y z)xo3?Eu7!C($2@Ip&xFDWc|bUtu|ntFi~+KR)_S|mDgbY=Ovq@4gnY9OPA|8wQ7jB z<hqL(4?}loE6wNFg1#8IrK|&cN;}y|*Q9{D#wq<5&k%<UI-k8Nun+ZnwAl{v;5m6u ziFdP2aXxBvnCbI?KYK~JwETAFfcPtDKSO=qkZRq=E#MnRsWBP&|BKmuvG*V0@x{m1 zoxwN7bMAO9+M*6+qSR^UK8}ZO&2R7h!tcayw*s-=4a%P;t?IE~>2mi?-sANc+^oLC zPIgndhVCVCBRWg=b>IGqc%$a!#=+0PJ#({B4LpBr&mEQq@Kw#1-ShVmN7&B)_t744 zTp*)<LufSSMLGDmMkm4F7)9MM0w2q)CNv*|eiBnnOCH0II-&3@-xS1<ACPg2Ej)+# zJbdA5^GU2vynx9DzHiC<?BI(Z;otO6htYr+s=k!<Z2~V@UwOT7krz7A!w<JF!B0q! zto|6VMf}@0cJ2(~0!gMwNg43`!zKGtl5jo;2Yf$0K|DS{t?X1?jC!bx<Duey$Y<=$ z)ldR&VZ3tApNVE?Ub<!f&iuXNh2+*X#1r)Yn$tc5pPnuCPwKP6PfhYs?7EA7^((U1 zg?-VN^5W9xMsDaE{q6TvuR>2%q>#7lMt`|Luh(Ai9*P!CuI^dz%Al5?%&@b0J;}>V zSnrdb-Jky3z`Ea-A{*jEp8jnC9T9$_;|HZ=C3K8@o(~>G@RDv{PWg*?{z7fYS;r~h zS?x$b5!V0v!eQG|)Gz6baA^<k$GWE7WRCDd-`|Pv0=y3}A4=;6K}QL3#3jKf?%T*m zE2&!hR3U%<Pdw8Hy5PTIH!TAx*nzboD-#oV@WYRX%9#kn^x-N2st5v6$oO!a&KmAL zeru7GG4Dc5S9ksL^(D^rhTP*DHQ*IBEQt$&=&$uAEhIypLPX+qDHj9ytW+&b19N<M z<BcY+x)A3&<unHo2TNN=%YV;>KK{3oL=Su_A@#{7&td33=h^S+$V1<rNfeh%hTo)H zJjjdv-}{%uP^!xXc>R$nBp>yj#{>#Z3K4H`syOI)p+0BKQlerFb6;gS#J1j`E_uJ> zX%^rWxm(jsj`zsh$GpE;2Ya%dX13`pf*+=}?a+*ay=xCevA4p0bkE#nq6NP6r6vx9 zV?CXTUusVQKjY}w8Guhu>lDkMtz%z5CWzKxKjj`tM3y$8{wXbbw<mtD3T3&M4jyJZ zSaaz!@Flz|&M2Z8`8Z?ZdsoC4Qmh#jzVQD-tH*ofU?=vZ=AkW1_+C{e=hjj0ZKlc; z{T6<LH7q9OF7kG+=1e|4x|lojY^rQ9mq2u=D`>C02)y`m?zr&_+(&b3?rzx);I_Yr zMBy#?=k1??mhh8l2D!gEgrGa8wkfJ&{r?ISP{&R>6JG{vQz*`2&iaARLOzL@mm*P{ zeGvH?1sa8p=Yr6Umqzm+f$use7^T<4ekLqV{kT(4AU>e@&ygAHswWT_^bmZN^9q~p zclcT55FRZyO4z|;jj1O19jDD-Q98h-&#qp5!{E7*2K|{*c->+_R!-AW%=4`n8VGmC zT>h%3LrQAsH(iUlc{6mU|I=-d8+?k1(@dltpXV#XyG<$B=c)J`s|<Ir58ijTdx*%R z3g-RWsiQKW=Og>_9r&>Sm|u4!>L-s1T=l}=_1{xB?$qs9OUF~*6GQyW{9r;Gb|67U z=hcFEZ<l(4aE1Wp9#{(QV@SdJcUA<we1<x*#aOZv4&YlAwUwLj18vDU)r#P={ck3+ zc@$6|=kdsy6wk93<@8X&`A+!JYHkm|OY^nnZ9U>8%R`5py2UYvJ4t2t1kSV1ex+nC z6U4h+G4&-g(DD51_lQGRHR(>hF%7+GkuAsO{tWV$d2G%tz36+|eP{d&_>}Pe45|;{ zNeAy6Qu<-;G+B4o=&w2gF+BbxUl(|k+V`P=4a5O|Ry#-evCsW_VHYmI{;X%bpB2SH zPs|)t+k<oeRpD?d`4I9Fh2t|BW5`>mQmN8(;GQUsPjh3am!&YcA*BL)`ZcnZS2yKC z+!In~Ny~wGEM`M5-~0#sqK`7Vhy6ZxIh-NU1Gw1~<wy%VyT~!Ku7G`Hk=!~lsDZwq zbG1XGVd%>}Q)n>D3O@QRmoA9`xISa@`0F>sbrvRU_0TW)p7n}QO(MVlxH&2b`h>Qd zwEGJ1E?qN+@-6&xIB!(KHPjhYWgm&&nIAr-{7={bc5vV{nbSS&!!9%bihamqSj3EV zzG_9?>zJ3pEcAx=B!?*ef#2}xD05Va<NQ8(o8sz={D7*_ayLJ4A<IPG1H4A5(<{5I z2y@R*-V+o|K-_Vc&3OX$;q-amHKBIY4G6S#abf)}(pwoA5s#dfDM)aIUk(?k%KK;o z-Xs2(Hd`M$1nX%%Ev)-b4!`;FMa18Qnz`)o7lmv2-6xfh_pjbqyJ-oXU1@#%fGF}( z7B)|dab8S<hx$6n;3vtGF1XVpzt1r8-v;bA$?<o;3F5^&M<0%JR-nGh)TI47K4)mW zVW`0@?vGVsc3VRo2p=O`mK*%Ze|Jq@eubU<Q?XUy%0e8iFi92!+z%G;uwwyVuz4v{ zL3ah~p}dxU3q1C0;)a8MHu?qD7sX5AZw3Ez@Sv$geXqv?_g`()>pA(#Uk8uMyhTNF z81eI72a}5*V-aUBjj*NtMZauadUh$|MDh~51E=JXUroG|!mJ5=%i85>0^Dn%pD#T0 z5j^y3VA6XYtpCUNmoyuo6K^tfJizCSe6d6~L5VuMm3Rp;DeytB<|m`a@pJoP=Oged ze;=AtH1N+91!o*Rfb$xOOHW<`$G+}Uwf%&+M3>`Jtn&f*cP=Iw_X6l|CXXFoK+iBf z7_+NsAMmRzC#*{px`M7F<w^y3$FPrqegX1k+<*5zFUR{7=btrkMcu*PWS8(#ob$74 zU+-W&-Wh8Pym^FvToo%fS6$$UedLUQGxWI9_y=n6uLtJ`^UUzOpyvMNat+jVtQ)UU z&Eb3;`tvH16MiE3mm3rCP58+LKVRTQI_LU_IX(EzpETUgu#3R4NB3`+z`s<wkGf!e zyT6vltEi&yP4A)-H4o<S>7S<wL%bl({eWu-`PYcE_Rs5z;fL3r+v&eX-nGO3nCmj~ zY}wj6dpz*G@6+d~QlN9>f9*Jqyy-6G0*bfU=<kr^NlCN@zwPn*bqTuQz4u<6R@i?p zs`K}5;@m|idHfWzK%Vkt)SD-&(6Pm=<0^2@Gh*U;crQT55d0yVz74(;%6!V31$y9P z(~XQlocBM9pM=BUzhfOM7l0=n%)ty&E_nXq)!UJ<n{+Gtsg%8lyS6e;zQFmnau8Ri z!TW7EBqe+~5BpFoGFFFQeSO;C+BEb(jmbobcfdt23%ca{*e^b#Q$;zy;a_Sd4I4vI z-;yLwM-KdPmXWk!1upiaU3}DZ6ZY||PGN5k>>+8%e-&|;O0<Ucckm#(nUj(AIA3q9 zmz>6dYi9{`Uw8UgmU3=6)60UlI4E4<X@FlB_<Q+9JM^D_0dbq)#}BXVy{!a2FFkSE zP#V9B4;~6o+X63sYM)<%xUDvnqGmo5^=AiH!;_#d_3RgaxQ=-HPW!N2H*oE*Ejd3k z?1pS)d;J#peb67q3mnIhr#7cwbfbX&H|)+8gY}4g^K7ij5&TT;s+i4b%n|8ZBh%MG z{Mni&cCH5Bue$HmQV4j_#m;Lt5f`PrqQ7IQ1AAy-KQYw;oqY3#$nh%paaM-YZBD?2 zH-3Lo;AiX4mb6JA&l$|Y_?)c;>+^NOwv840B`eGyyG$SoO!TEmp93yVXUY!)_w2T3 zKbwKSHmy58v#~-yp?9%%pFZYA<TleB#{McvF+AJ@`^>y?jqxn@p?_vkQ3|;2J%9KC z=TYDp#gnW{IR8#p)@{T$;IAZKRW9Q1R(>L$>)?O$Ps0~3k|549pbqZ9_Y|or{uK{A z|M=J{tFaC|UHZ!(`BnH^6HV&_#fW1J?<g@a!|oPH%TK^A8iK!kKhcCaD&cvFLCL5? z(5Pl5T)_P3O{(0MpYZdgb{$>7tz%;;BL`9EO(l4*;RgKi#_i|&$DW{`{*S;7T`|nV ztg30%SB8#mQt?^~_VVRKgJSG`#4C}t|7qiWxu@@Y3E-UY9OM0d73=S$(f=vG4SD*Y zIl_cC@&dy*l?tz6UsgnJ>KG#*H}}RN6Z+u!^s~>zz=KKx`ol#?pm!JqL?~k4dOcgu z?>9uek=^rcTMzR(`gtN>1J}A=#^pT$P7&$vYFnpc-{_`vFGa#1T|GZ>2t1NJa;xh? zG4yTaPAg{kFWOfI+K;{??-R<fx(WN5U-IJjhFwTLZXxPkL>)kwuzN&5`~&la#d(~E z`jl7d@3H>sRL|0=;TI-`Lq+9aH^Gh0?|oG;KkA_T&Bu0lpTmBa{ak<}$`?39en4;J zKdYYxoVhN2Mj&7ub+2~}(r4kfwJj6tvxlLNSeiG+Mq*!z)pag3gP$Fl71YEzkUr3- z@E37|Vb%}xgU~6I=AB7T;`~4O{c@iJpF6QZQCN`%`?ve{oqG(Z(~zy73(|*9H8(C! z*vT7(U$UuA-~?U}t;w<w@9GC%8zJ?Cj(5U4=}D3cQL`;-uMPO5dab_uCI@(JarW8g zxM#Y7WWDR0FmzOF<Mh;v1mZcS9}Btm(5G}$S8pl<uZ-`C9R#n^eyCS|67l&_(;ttY zy(SQUkuC6%AP?8{{`TuC)N!_6&9t2BL;Znv<cZpQsBaD{f8Ygw6ViL8O7kM(zmL<7 z1;9f~YVD`D@N@8|rO*jE#4#tQPrUz(xaPh;>7F$BpZK!EYP`<c6^0@HRy<Di%7s=p z=>FNaWv9S9D7lHVuam)#-4&iRK^IVobb6GP0{y!s;3fNe)B%(^a?I}7!vW3oG@OIx zcg#lKMTpA{xi^}zFFJE!U3(F4XtD?QBssX^ehWH5ZSYeWgCg;+SomvOzK4h5FGP|~ z?9w(yUxaeUyZ>TPH+jmDydD18<j9qrJ@n{1VE7eUxQP9-K67gv{@PB9#!fo|{UOU= z?|8s}b;|Qke>MOPT|T050DiISS0=+e>I5h>74}JD{hI=vLn0i|pSZ3mri?lPr?9ft zM&QcGpG;mwe*$quRQYrVbV731_Y-drCy4yz%2JX<9KsOVcNh2~rDgD8XU-gbB=zqG z;QcW!*I&+x_}uNxt3D5rf4E5}7S0a-W2kHR??346O;ZzcyO1BE)bfir*|`t)&g0rA z&_#SY-tOGbWf8Gfu#@LIT5Y0SZH)TJBby~$;1`!ugEBI|;yxn94^cBVh!Y3(a>tRU z*p<`UKmr|?%(Fts3wj{Wk1wp3;omb<Mw-8|AaBp_G1`@n_)9NG+b$J2FK%o62z=-Y z=f3gJX3!J1U6<&A=Vls-9#hZYPn`uDyYc*#L&Nn{z>{uUyNNI8`|OZWWT^-NPa4!O z^!SDPg2a1_4LA=UUl^3-qVB0B^tSm|#1#sWJUqd@sF!s+I`{_q(?q}L`!gK`;_Se) zEIru0C|{}Yj=o?m^<t{xoePmwcBE-%K3HhJ9GCq+!~+9NYyQAr^3=l&Wbk{!LPrcj zMlomCplK~Y6Fi*5l3W^i5OpSYx)XeFEW#kB4e{*@>vZWEYQ(Gl`+75dVCNF5H2$0L zyF$xphj9*H@flqY7eu|vs4K~_PT<4rZbc#BZp05&@jc+vdim}Wzk#RYOr!?az^iU` z$Ts;K!asNCH=jftY`ZZqwu2w<{cd!9$NC*<f9b?$gS_v@Op`L4<6U|sQp+*u;|mo3 zn(Kgkq@<O*nIiIGtYxHgz!TPz-@<CZ^)u=wrt`Jv8&WJz6tG2~N%e-wOFR7EDBqm? zKISN2N;o@){;Yfxqg#8BcUWR7B9y{U@E@||l>zT+5UsS{nR}^ht^Y{M8-8C^^!?Ul z%#BtQR?{58oGpPzFHZl$`#PC*Xv(0^>vu`Naw_TpUzarn;2cYoB~C4c6NsN#t%{gY zNAV;q@B8QL(0#-e>zshoM}I8Jiev%zxlK>>!#_7UR21gooJOozW)%asR=;<i6g-S| zcy#(huL<g_-?^Relfro#4=<F2UuBKmkgpZO{H6J&#?Cd=ZyFs`@2G|!w11^di+$F8 z_U*Y&DZYPCk?!(i*riB);uqNc+ou6vEcT)w%7;-n{|WLo<r$<!<=`{<$N2xJ=(^*v z?xSdw%<QZr2~l=dvdIb=Wk=SVjA)tJBUJW^QdWerL&!rUGb?*!mB=V6mGK^b`IN`= z@crI<&$;K0Um_Xi2R!5b1ywNT=^jzl77yM!P)9@U54=mdQ>~3S(DBypoPdrS;p)kA ztR;V7Kl4qKtfw%iQ<U*~5%D9?d0xTzDfVT~*0#|*VlT#&`PWb`#E&;r7F9UM?eZD6 zSExI%57j6qD`U>t^w*xds4GynkXP>34}Oh(4rdWTp2nLcVgDL+H5<OPoL1;uOdlvO zV$Lp6ljX?)12=-(J0_z381&7qh`tHM*U^$3`Vb~Jg6|E*vMt1?(yZY;(IpqcDZYxV z#C+h$Fyr)*GV~X&G!EBVVSZzL<asXa-uIhEsSoV>Xy(vR+<(Bi5p~^WALx|*2SvAl zgH)@j&n=<zl<dTO|8fNT5DMuhx8V;QzXxBXyFynZmovVw7ye`M$mQJx-mm_YIuCTW z%5vvsS@e-oO{(8qKwdgZ&>>bG!8wZbz2ANAyo}L$#Qt==KH9mpRucU1ERDhEP3WAJ z%eQ6|pnpd+e<>TsJj{FfsaI3zw+lM6J;#9ggB-h>47^?^?oA>g1M#n-kiCU~`i^jg z%mdtq_LsO>a!=TIiw%RV6Xput-de=pgwFHa_v}63s73K}<MLpfr~QETPz(BwVm}`X z^1(itg5#2dcc4c^3FM_hNA2)45$=b+$en0x_z|Cr2hxqc2A|zudS;&h{4U|uzk6fo z(^s>75SQJDJdR;Hn5hwco7>U*ZUN6z<FnL9lksy&B;W7RBj5B89{EaeCJ08<#ymrQ zMxD@k?hEt=4WX8(za-GNNM1bX`+zzQ+mYovz_(JR?C2ZNX(Ej`_gBEa?TBXgNJ7tI zc*Wn>8-lnpZ=dyk5_1nh8mBXw5l3F%^-$GBJY}kDb3oiG$S3c$w8edwhtU1CKs;-& zBbM9)yi)CJt%9Gv^z6E42)+^f;QH1I{M_5mS>1g19Mi{?m{8AhY?E&t8o+Y{ynC11 zv0vv^hKzp*CwRE~wpFtL^u82bqLZ-O&vJiK<6-A}oqQ+4alfHw<Ei_Ao9}!NC|lfs zUp&Z?e3*v5;o0p6A^5!CIU`%1c%QG??^=pJVgBL!r64l=eDKNnuO+B2@V;_Se9nYD zp>h*+`H1`Dx>ds?Ur`4URQyJTI^6Ppk-*dVy<%QX3dfe?oWFA1l0rOM{z_L+hx@SZ z7fe_!M%|C(_5GW`hxE$NBrfo`S;wp26RdD9T=Rx5p0Gn_MHLCegBUTzZGGU?0&!nR z6m-h)TRUTSRgl*Yj7v)cZ^Jcp1vr6gAKdFtjel|>(4@68HyeW&v@jX|O9DSX{oi;i z&YiQx^6>LRcz-FytO`=p3BJBPI4FR*wq@&esy6VV$e*<9w}E@5ht_tVM`gli#;v>p z{``-pv;}<KqJPho6?^1aseJ!c!ylJ8mP<`%z*FoFF<xziK0%yK<1G%JbF}Z;?sLDR zC@v07^g~~~`|Ex&&izQUR(d3Kg?h1X4eN;C9&`eU-(*qeNo0<l7{PssHBL_9`<u_+ z>4gelo{KK7S?Dx$xM^MbYxj{i*SuboM|@FOTE4jY0Q_r>H*%i|@-s&k8`Uq+`y!sx z<RT9Jh?}9zLEMi&Kbc*L`g7)RN@c}3;$ENMzv&>%ffYNy*LH9t==JZ-=0g1KC;27r z{1SK_q0ObLh`No$Tj%I9^p`vvwO|7OAsIURVpb0Ml3!!|eo>sqcAU6A{(hRE$Q%Or zpya92*1-VibE?!*+5|jT*O#(rjtV;S=Y*dgZm1VC-^-4-M4x@*N&1gCuUksl<Dtke zmpxsMMm<FSWqg{ajv4yLN6$mGu!r~ZX0Ay)&?mRKg>HL8zf7r*N(N36XFel&PYOL? zd@_~@=lyn&Mw0?|akgb7>0<}_;Ym4oZLlwAFrkN4DHP8${4ZbD9(uo))}?a-u*>Pc zT4#rm7pz|O-_C=7ITQ2O7i<BqTz;Q_HiW#uy3y|NGVCIsPP!2I%x+`hl=&2K@$HFQ z*G@slP>5{QQigxYb&gJ<P9WHG(u9Hq^#-5*0e;}N=WHHtcr5m#@I0@w!uL1i-DeA& zac^1?9F!Tri)$vlDS7B4kGNr!j{fs4S@rn=5%kB{#q&G|&KxzX$xKvpBh39W?7!gU zMlkU=F!+2L&y}WAU|cgtKD<xy!#nUKNs|QGuAkuH#s1A!KN0VI^~_j~qfRqONoL=U z{5#mR*5DZKhvB8kmj%qpZAXh3a--ill0~yG4spbMWr70v>(PWH9bx2I4;S}QFoM?{ zql~oTdWAWOn(4&Mc<5R*FC@iFu;0uq?BO8r;^&t^PETX_ksWh2=XKzH@0aSYXK@dQ zIsWr!f}Iz|-I4+SQOn+%<b{slSk0$04qUP!WG3t4bJ^WH_R=MzZe6=Aw-^4|&>f|z zTfTelKh59ZUaRPS+iBn&W2g3s7~`BtMz73~!;iF+jMbtr5Av4jn$-i~4R_~GS(yc1 ze<bL1bOB!HbKpVx9n5)K%RUwc{%aL|@cs&2s58lpUK97$<V?)g=7Hx-ND3sp`-gcU zau(k!y2!g{E_d!n9CS0%i6h!Z9o75_=pN$kBmKzqHpEBEK^c48U-E27TRh@}k@rBm zBQxr`6OV)f@%027eb6@IPa~7VeP7_fUx{mbX~NO}!>}nVjePH5pwwlK3(%S9WG@Op zH%j5I)ZQY;JfGQ*>jsCRONf1;r38-B_zAckfnS~6o)FQxk2!U{p_Vk<<6o+&3S;C+ zbsto=1xyeZIHk6IoY0Svx5hey|34^fz8(fX8+o<2M-^YwStK%kx<lV)|8wG?40zI+ zFRfkr;59XQ9RkkKnXYapTrdY;{v@mugL{y4xBt5|2wvaPu_*Wv{VUQlBMqy_uhVn+ z&b@)|=S?!i)Qh_LGv40AhY>f#GlQC;yAf}E2|Jd9d8=d|vWI_B&$o8ccg6YlDlS*L zdqJQ0)--b`7jY?A)nEws&=l7(W(zzq-~X7T9Q7fO@)tj)ac?(9ZC6}=p?{AoeSi~w za8}p<TsY!jetW1|I`j_qx>*xr_(}fwz1A1FuLh!?MkDZ_F0UP_NM_{e<;9(;I@rIm z?^kWGBl--l6N#-vp<W{G6YPQfLUsSt5mN9}flt5s+2iqg?n6e-Qow_wKMm~R|1u$J zbb*))>2PY#@W=h~|5V}9mIFWatc&(Z!O!n22~+$CU1Q>8Ruy!OLe}-$UDmKaf#a+r zmFSOue6%=#7yYCUHoNJeZ?P5Jf5<9>{cVIbvY$k_54$(sY`8aJ6Ol6|u=6XwT8xe0 zFNR9PM*FUyPmX%%Oy67JLCx*xK33pmf_!8v&htR1-co%o{O3?;i1=s3sjsUMZ^N+n z;>i)FRpeokm%a;4Dxn`wA>uJv1$gr-3NA^+0WlWA569s*^H=K1cAt-8M!RFnwt#+p zeus_tHSohF(v(xcdxgWCvJN=k$;~o4HN<=G8GqF-yzZG&%lT`(=o9$(iKpEk_18?Q z4S93$;ot8_{{n9kn(S5C#Nj78<@e6gKsRRk`au9XLcQX$#g-xFJ>4EueWt+g&n8qM zaT<Kx?)q(>Ow@%|?~~VApnfuC!2BF~Q0Ayr#ys+iL8C91a^XKjMwQD;2f-`<8+b2? z`{gu^Q&{?qeu&F=uit$Q9KGpF%ZL2k&uD(`kr{CR$>-bmOA+sU!`PmHckH#UOjU#3 zu^lD;aBCfXV|g>Tl)!(hmR|46^G3WGza6v^4m+8z(9hhp$ArE;&9Ivt;~TG5HGm6- z)XEoI;a87rE$8+ljvJC4A0t7%HYe|?1pFbp<8f(uGvb>}pAKIg=C(h1H-1Nc7Wnru z|8G<9c%k$0r(oamFWXi!aPEa6dc&rfm}?uz_T|9&#+crhDU?FrWk=*bHRLUl$>pcZ zn~^^|4E!j<y}qmd)NP38iwpMTvKIiqn(lMG_=@M;#1C+c6PE#>%{+%c;`_5>vWaEq zu}@_!pFtV(?`(<6*Qn^QUxH6bDwh>J^Ro7Jk@Mi=w%>ykM}gO;uJ`Ts&BRv<>v{^p zpWiyjxBW()EJFN*H~c#5NoNY@7d$UFB_#YJ_~#Vo*~w{j%mw7!{{27~dJ&mO|2GNf zbPPs!E8%Y!TuGU(_F&KJ!p7s@(CJ9beRYix$6P$jd9))j&&Bn+?JRyi`}wJyM~GvA zT_=i*abHKg(tL99{mT@UOOfY*pOs{4U5HnE4)T9}0DE$*%ep@7fx3=vXGd%y`Z|i{ zOGNXbTbsLAGQlqdhb}DsmEF}xM~zrqaQ}+eNJa3vbWt`Phj!#4|M}P+zKib@ANHso z#`!YaD*XEg-6PUBaua#vyj<F8`!V#7Q&+Iw0q^WMtJ(PscD_kAP2>;zrU+{I5r_Mk zU?onj!2Neis~M?)_m%DsGbcI*oCq!0QxSyv-Zay|91C>s@h{3gjOgEIIr-KQ`?l#F zPnG%sHy6yP-yeg%ma??xh@LU(xDRDR-vmI%47={hCxt$u<F8|s!ABY@hbLTtpO$P3 zMVo6bgzJMJg$7Ka!v>S+vg6<H{vI7MC50ZN-0<g#590h?^?Rwn(S1|fbkdjL|2&Q7 z7JwHXvIPbt@N53=os`?kh(Ba~Pgw+zhrJJqtgVGE^MTu>KoWE9+>~us5!W1t{Ji(> zMPC?mMCxuo(uBt)I&au{Z<~lqKo;)9#mu<668$EAO07ePSH0&aY#ok5k9drQ%d@~A zeO>-k#0`lKh7vOHq#ey`GqMbrC(M5yer5uBu~5Ea+<D-{!uaCnF5sLR&9FK<^ypi< z7u|4vdwi?k$Jc|e9C>!cxf}JdrGujT-yr|C@D?Gt4gJLXPtG&MV>P<3JBrX(?N!Mv zi;=%DUN}^l*$zJ)pN|Yo1rPK0Xnb}N^*X^q$3)=Ua6e;D?o~Vof<^4~;UGMhlBtls z6LEw@^>Si3{?5|6*r&qH$O|@;*~jxSpOb&((J#a+Mk!~HGUyrqO&!%<xr6)LOq*{& zJYzkS=1EXPT$Q=|aoh*}0Am&!vEW||SC8zEK%G+iqBVO1elF*<AWaP~c<-6_K2y+j zX)SD=;$H0T0VuuDjep0O?MdlSKpk!4$o{2z=yu1ih^+HtPgCs@2@mX|@kVpK3m@#_ z3d_uO@K3gYq^jNLV+9-&KaqrcZ+d3?z!di(;ydcgg}-a&QX~61crSBJYMdhSOS}A6 zk{Nhi1+iN3QS@zI5FhdRk%)Pfe)_t)LE!w>rRmTl^cU7eew!Tyj%dB~k^O{z9e%;Z zgX7SxD2VuXpG(KZq8hJq5b=)dO!mDN^x0VqkSyTyV(gl4J0ZSF>mQV><UpUL>)o(p zeY<^tv3$poU&}^m{hR)d`lIN7m${LL7&Qn`ry$<dl62|@Ar6K0njA>y0v<p6ZbAk< zvhjzH$oD41jb(<jcfpf*M#$xUq7J8T%6wDY8udvn?&j`T)a&%6O^=~3`Bj*$Q9sV{ z4bQgNo(aUQmHCGJ3h?0-vQ<VZ)b;(nPD;V=evY*5FF<`jrSl&7=zpmD4-=V@ks#jC zzK&gZk9}q@$J<T6qn~YSByF4>xO9ZK+z;;~sWhlL*@(QaYc+-p{^sA^-B3M%^S|07 zW{Y^ATS^&TiM-N3I-$#M8u4@aN47Y4wB+N3I4TkF{QR0!Quwh4k8$^nMeyU85Su~d z=P{<YV_k*7lf3tbzJUEt8^2f(#5vs<-f)TP!@jxrb4?4#hik81GJB8w`8eMM>tDp1 z7oG|MCn~Y8<kQ7UUc|dQdqmes;U8L3HY|)^fLFf$^j{ia|LL?Izi`eswcc2{fJg1r zHXbmG#@>XAs}H&5z+VYn0pd~U|F*c#^$UJLc);YEbqzdP=%jQB;xNn2I~QV%F%R}b zlHw%dMMUNOEUqBfc}brksXXcd8|E?Go`~Bb3w;65tzTIFtyn~y4!9b>k_bNJEJT{+ z90)#S$zk;}4gKxym-A<HfsY3WwkzK-zh?8HYrFvU|D4TZ7d=of;&58e)rH-v?1&n+ z0nc|#Gj#E}sz(k_)%n9txTzm@z+NXeiUXw1fd4;@)%%Nct18JJW<(w#J*lrGe+B%8 z?TttQ;#&T}d*L-5;LYmCt{B;2Pt4}#pM3^+PKj)l&WJMVocB%Ll<>Zd)zb=sh~IY> zn>7d&=r?B8<J*1SW8s#JM=5Zfv@SL)4SsNLX=X7O@o2ez)jSNiJlZrK+pY%wQx?6# zR*rnQ?5K?(;-0pInwu^9lx_u?{kn&HU|7`Z`S2b(>$i!}Uhq~cW|`Z=xEDuC`AiNX z=!>OES<76=J3JF@xzLX?QcIq_uNQe-aF9$1^0H}C>5opf&=0c4$Pyob_wZImdZI3Y z-Cc|VxQF^Dr)fPz&`)FbuA%oT`nx|>1?H4O=byXvEdb}d8Y5?*i#pAlGY-Njs<8Kw z4ZT;eZ`y!b(^nDL^JnOo7oCVcCDONUPZz*j<j$*k=wt5*IhQzt1@=ITb2`Yw&fi^j zUr{*@e#}@^=CTicNdnZrsDA;^)#G(4kOy3})xKN`JW%*l5x7l`=k75d&eq5I?stuL zI<|xUrcXjx;S3xi{#YfC`i)__%^+13;@K7PL<%p|n|0OZB%v2k2}tw?UIy>6J~&-{ z2z#VMXUI(vHwIb+@16<9oF~6I(bNybxeAw80VlBcZBALb2RQrm?ZO=v*tvaLg%YI% zbP-9Zwj(yko5x>&`=bTDl~HoP0Hqs&r7-zxmmAK#fmQB3s~h3X*%B9qpU|`79|!m& zpWDkR=9f{0IHJI<XapQQSf|MQZWH~HEouU!u+OmX*|zpL|B=WKlrJ=~mn2<_T^i@e zJVY!o5sJEGwKB<SyE7r>>%sZ$lc*=ZX4k4iypQ5NKiZyz=kmV0nLP6bdjZazi_K#} z9@UUEOW_Os@bW*7A!Fp>`dMdEAEWM9Ppr(vgZj{kVT<RoE`*RR!=)Dt;9rp}I_}%3 z*Zs<Dc?dt#`=UYbhd4HISkBKJJU3R?O>$Tkdu2wev_|p&_phi5KB~i<AM5ys7jB4K z47aNO;XL~vZsvdXLVt@&+oKD}n=Y|rS!93@*?zUF<dFwYs;Kw;*9kswDL+_q82Nvz zRYp-M`n6ShpZ<jZd9#b!#E-z9Z0X5TV8_#J|H7gt(N7=GQB47Rj=r$SH-kK)oh10_ zXb5<<HBXLvF7heO1g5$o_{Hi{S3BxJO_74M^grMaG!7gufbYL74;lV`1-zF!w#V`` z_6nUnz4}fazlU6+E)o1gUXttY4@T5=KYnT$ItiS7rpUYw`;9%HQ=5P|E<A4@6%q-5 zcp_W7z7OYrZ1e1{?$OC@^pIKy_jY%r^Z@kPo54AcdvISCPmBtSgwPky;YLdh9KU{9 z@9@MDcrE)rqJlH%yF0PEO@V(uHf^6D`-gg`0CR<O44(JScC0rXdE>9Wy^)17(5r4R z4#&V>d2ZAHeFFb#qe@6_!#R$G{B%kMe$Hk`{uKeQzUD3+;fHt<ly$r+1$;|OsMh5+ zcydgLVucX&VOpAkpxwCVLMf5aXartz>c90fu=5bpLgBJ8@PJE~_BCxl_j<}N-wd4j z7{zv261ZHa=OeniZ*8vR$oZ?#G0JJXJxeH|7tY@J7!H4_c`*{xQVTrhlO^xN{hwO? z;3fy07S3|#>eR-4%$%Q3h7NeCMUt8p^*bxML+g3q|I40U(YA=+6vh5B#1-g==Pc9i zK;F#sh}0)7aF=IWNq^76xn!JCTY7}PrlI!A6yWu2cA)fK^rwV4XR-UEZhEh6F9qEY z>Pej9nFn@&7n4j>r;y)iJ8BOU-UjXtrksy`j{acd*5>$e7ef1;VzP=u(AhMuQ@upq zBA1{My9GZxuVEMC5d|H+%;aZo9OirHE-Xm*1K$fmUs>aPH!4Wz<MM!4!$OY2;7K!2 z`o7--|GV{Dp)n*Fx-O5;dk4fFE9;QF?HABBtW+8G!9!IPtTvLKL61x3eb)dylqH!@ z6$KA+h$PA1g#D*7DdkWiZxqXOcDxn~eaOZr^mI6Qja%}YpO3)9oEvGGsK9GqZ{!-_ zob9*HYkfuB5Af?br~-Rux*Z^yD~q@jW=Qr>74^|SZrLlOsMpn9Tq_-dewn9aEeISx z_Fg8r@)2;Fr^oj_{LHfB!|*@&haI_g&Z|81$+7mYJAt1{t<%}=?nxaergN@10DhN2 zdKnKfCKQ|{{j$3sA?~%l+fyg-Z)tB%U1prC%!%?3{NSSl5^A6SK<}^@8UG6%ylAON zxi%GfbGE_#1K08X;{8u0fZLqQnZl>=If}_roK+9eKY2#=#u`2JynDKzhD)KxB~4#8 zqC|hB|1*!D@EeP$NosY(xyV?f&=TNGSkc$+Yl#245f1VRJm4+wed;U=!7DE<ZhL^w z)?T1${f&DidFa}Bd=&U*ORF@=iF`<e!D<Zo&D5Efa)NEh`&TEustiyk`E=^e?sIx5 z=x-h1U4p*<T#b><7r5k<P}JlN-tw1d;TZus-|@|cJ)(Hd&@ub$D&T?4i}f4Z$d5(t zUZoua-??zuagJ{ad*-SYlxBhR@>D;3Ec!8r^yihJqdE4GkqkdzRL8mZn%!W03SJvC z_JG0&^{RjY3n}oj>gAQFM#PWU$^^4pHmE;$&$*L<7Y%lI)^dU`eQYe<!w)-={_Mwe z2)x8r?Aw)r7WBC^KXPwY#a#a+$@n58`mxHtm1)7AO|M0(?pek2x{sRlGqR&@bdvmM z8_qN1Ucm9&CFt+qJYib=6mjo>(zGP}>M#GJ{4HMCt5}bZ95eb?m=65t1Wx&HWxO~5 zJmLLXY_U9#zRa^Z-_>B3tUWayci<oMn-6Vx6_IzFM>Ji6eP~D7i%`N3i}hQbEP>0E zSqlfXbdbND?kz4Bg}#_NJ(c(lI&CwT+6PC>bF45+)WWa65z5II@HMlU^zI7y>e}^& zes$!-zrHm{2qAtm#%K{=gdcRAr4x6!1D%X7MWpr=^zB#rTYSKYo`47Bvr2g0h9|Z3 z1aO$HT!ZQwaG>7WPSB$ZI8+|qc0K^Q-%{jHx=iqAGnrg{==%0%gWS8%BbAv8v##$& zUC?h;>Iv|m&N5kY*bRBtJ5j$7;Ac?eUx{MGr9AnqgS^0r?aw^&zx@zjeS9aZk@u)6 zl9nmP<GhJpmAhO(Tq?}0tj%&Js9xZ4q+$Z^(mbDGAcp?0d^hoE_{*mt8Zr+W^bPz~ z?J$<OMtGdH#$AQ@t9G(rE&C~WVU%8X-(j2|myp>5oafN3|9VQ7F>e%og5B>P{A%S< z+<oZrEk4|L4iRvE$~?kT5#T}A!rmro$k*%Nj}qg2DcJY~Jfv}+RmG|rA&5(VJQ>CI zf?rZ4EONu1=#OptD61gfe_b;E%o_a%InLibalTH3!vA)klTdQH^FhZ|;HKly$3Md8 zZ@k2yHhB@cdSZzOml$wcfjipc8*p^0N4wT<Hy*Be4Z9;x`TZdDPz~%|YAm??H|lqy zB+quA$B}m>-uiGd@K-gQ{`Oz&O?jQcDOU|$gRMz&cMltt$vwtVE9mDcdjrURfp4zc zNQZgAo-aK7!4JD7XO0pjxsAHMOP9C=;*%o_;i|z5c)q{KG9CQe{m8~s2~G6n<t|72 z%{dc<9@m~F7l7{fG%9*21aqVu0h8~na30o%Pu>DoA3ds~dW(B;e$Qo7)d{;jFE8_c z3wq+rnsyo;{2|suYX<-S?K``pIq+j&eZ@lq)RWSm+r?7gJYIfG45xpEy;XufWbY8a zrrA?vVly#kXRjX>0smRfd^(d$jW{pzQqxTjy5+K_#2?`H`bUAYT8MMvduilr@pJ#k zZHZVrp?kRA=4obuzObFc`)eNcnjD^s>RZrj61(VaCxGAY-YoLdf$x88XD-6O|9e<} zx(@Fru@JeXinvcDFgu?!3Vk=`-rYYLi2E;fAEuoJKKK{(oChxRX*66>0UqSPP>B?S z-RtSKI+k68UsQT897jEgC0VK5>p$pIt8qQ-mDtN+H>#lEfO_;2A)p(5M@L<DW+{Q& zEJFJ&+5e$GHLUW(WgWzUshb|Zo<pzWq+2+44Em?lBFR%a_)lp>XK$`EA>G*B)(ZRX z!=7i%dFt=>!P3`u0B3t2Ir3^4p^xuYn-weK9!2LDjY^!KS=JTD9o!e;-G8fGz4)p& z6!0CmpAvpyRS*1kdwnFF<^l407n;NawZQMJYgkZ#{6+rUmt^1on?d1!U7MJfxL#jx z;Ddf?ohQp);6*QoZkTs3L3f${>0yL(Z`WO+C~?9bC4;K!=ioaQv-j48Kj3u>2BuoP z=pP~+OSXRj-t|SO$L%QU<0G}l+e>%jxFCg$CG2-x;{pfpSK`D9x%MLZ9*$<;yOIFC z;u8PIP2>TB*+>6V!+ej!UJX)N*!`4u_1#usH-a*)aIhclqe)pLc?R)H{Ws;W&ijaW zj24{!_fQwN{94=&{%kvba7qsR*G_f5Z|M;F`sS_5^l(4&HAjdiz+<nNebuk3Lp~GN z|BoL$$Dg?S&@+4VS3G!pq6>DOWSx~r4!<6kno!}9guNZy7TXIv9KB0xTVn{jO}TQG zG7@p&i&Q7!E^wwm_e&SP|L9(Ub}r(yX@@d<v=8<fc3vF1kOKeK=oNF^M4l!WHg*Sg zwVW(`FmVa>fnK#i-dx}?o8z9HH1xHX|Gmf`2!BUX@esc^<KKsW9!Ox1waF!NUN+!n z=AoBQosln)i*5cw9Adg1=ScM0mC!di!a@eU-(AMNDF^3SW<b2c=#9B%#`&IJ;BUXv zh%O1@67}^uK1ZCxr^iKxWVvnx?=d4iKja-jZw@GMB2V-cXQ%#x{Ck48L}CfN=}dcV zG}BG=x5gdzDZT;y+(Pg`6#lN-XG{jksK>M|d9hC6dAdIaT;x1o;Qa%2YU1F3ne30R zuR3Bb_@lg@wju7BS@F}@W$<a&i%UI-|9PY`6EBOwm&8vQgzraPJgxFERR!#STw-xj z33j(&e6H;~`sKzgG)EPHqkoe4bS9w(2Jf*r%8dRfud8wwhtc=PYTj6xgL`^tXmk(! zCiQKbTPE_I0y34f3f#v+ZU13Wde}!smogXZO<ky}mJGbb=h)oMW8f9Fbj2NwS20Je zw0TGaJoFy@)*b#b@Z5?>`z{Xf$_o)M@_=_#ztnz};T})FlWX%FgMRtrcbzQuQ^`C} zED;LA9$gs*1B%@^EhQr~$_kv|b?0JHLLXV#)J7)a^y_Hy0VSLtX+eTu3hZ`Sqfloa z_h7RaN$ZCA|IN9i`*;g@r(59;E%pKYRNfRaEX2J@Gbg)Zf8y;bs?k&)=q8b0pUOYM zexEk4m=Cz`k;MVoUrl(Q<Tvy)T&OR!+*gjl`>8GS<jty~E>!2M)QsQXc{27D19083 zfUMOMe4*2Z^<%Xe?6-ieQzZ_1rDB18dNcHw3zJ2=&vV|t@3!B?%h16kPBn;pMILtb zrrFm4;H!^#(iGxywCO7=3Y`1iyOy`aptEg$E>GH>Zx$z)r}?r6y0pP@bt%NPl|=u4 zQzCdDF1kl7<lvb}+GJ0FL-EuMa=UwUg@l*3nZ=<)URjTQ>52Heb|dyo3HTq8z5i9* z$FnCDRnlLPUpD4fKZhO?QJ5*LaUMMXrmXfFG5Ua1`C4A$_vonhwAh;u{O<X*&4TkU z9DKCR@C$Ww(W^5Gc;A)v8;|p#0~v)MyLH_LxOtn~nD&Spp_9l;fT#iU=3>Sl{wu|E zDv7HyD{)Q~-YPZEPovL?ylX%;6#4XN6Vmh0L44fmw&&0fLsgsO_v8ciX<S>Ibeljv z{gX493VL29`%Qsosjh^jlGQ!t`fdav)r=!N@LyZufN64b#G|*H?pI+4o9q<P!FREL z&E^cvO-C2Pv#B8?Hq_bN%XByPBQ8zmg|;@p-wEoo-Bq}UxnsT*Y2b+gEV<QL;E`dX zZ!8b>L66!mI#Lq=oo9<&{221Uv&=c_+UCeVx|c<6U)in0FBY!geXP07tm}aD#Sj_D z@OM)#xTM#P<6d4I=i@=VcvH$xT$uqrx|2LgdJ}cLC|A{M_}u(cCgX$9DW1qg{;-2x zIL;OHuOogHc&~V0N8I0zpcksALA`qEO3`oFwanSqaj*0c$5)2GRv}KklT=@Q23*MC zsmbhy-DcVE+1P+xMmO7Joq7%bP-EA$@_;|Q=>9Hdg}iqlhCUpAX16x2Gr5R!zt>~* zMg{$46*R|$aK3GQCoYjAZ-^YMtB#t6AF3^Io229U^T{R$+0j2(ttU2^6prW4?<AUp zn4=!I?wCXXUKHje1mAK%9N4*dR0ea`QNMQvZ=!xZOmBSNAR2Y!14Ckt(C4VVN-t@F zAFb7z%5NTo-l?leVL1joPPlxK1h|RkwyC$+VP2vBo8r-6=+?nDX{DGmH3&{>ufd-1 z{po_%H-Yz24);`?BA_o795zvkMPKlRn4#T%<7uH|t%TRePZf&%J%BS@YTn-t<8y>B zRi{3Lj;9!A?abJKepJSHh1>AAHOX9e&DZ#xPjk08kWcTqJ-E>>hCDdu&{GmS>|gxP zP%l#+^>GQM^~_M@Z$nP6uWZ9FM}xj;!p{@(?<G4`gYOtKa($_T--dbLKlm5^<VMuc zT88*gwva-H^LO2ME6jKaI^_Q6vUQ!fm&v!coDsKqNwWT|!CvocPAza=awR<fbAmR+ z3pi1s+DwPNZZ*w){$s%H?l0A5Idi-F^NaKTA+8niQW>_Mcf)gGdNcM$0KcjRG=99p z^J(Nmlk^ZTmjVj}wTJNgEi#NWDFSaqwS<m>cNoq;eHeiFayTdI^b|kpi*ADQK9^8G zYd(;t2OJp6$Wbb5MIZKxFYE5}HPQv6XA{7qB*Z4Abdh%mg=81L1dnowX#POS4!=ug zdt4w0J@YC<z**=yrgbiEbM~lj47C<#Xzk8DGrkh@hOVT_6?qbPs&rH0zG5Zv^}<1Z zCj5Lyeg5Aa=siE4?z8bFaV3O~T7;-|V}D7zbbvJQ%H~<mY9{V$`;NG&1N3kj&x2Jt z)Ywzoxh)|?iTw7c%V;<3`NZ+gUtycDSIPxL={DrCCgn=cQ7@hjAU|B*0i1Ruzovc> z`cT-_vyQ-xr!qP9SHWYF)2_<t0<U^YugmkV0sl|%abFrnokCn){CXq&L@C$23;tj{ zk~l#?oRjg=a?-))of8}>k;T0h$=Fkn3ZVY*CF{>W_?yvQO=(N`Ro<XDNzEtJS;KBB zcEJuFjyZLy2e=WGl!pB2p*P%(70;xG&S3U6UXTxYGK1TGtxV`0)H}b`nW1xRnGcYZ zNn-9()zgq*j(HC^QHgrwTRmj&uW1-N6YhL}wzYlTnQ&5qF52m%Ga=g0>+LGu_jq0S zJQ4K4n?LVeI1OGopxuy?WP<&3XV~ZK{V-2W*F(pR?}v~2UbR+79ZZ_s{4nBBPqX~O z${q0TC-SRp_`Y2b&&!|4UwUQ#{p+4U-v7u(`Zw;^Eg_@w!5PGTPC|>|KGcCXS<F=s zH^tk&^R*!FD4!axpM?D<<z75??g9FzO1VO>6@gz!eH&jxKV!7+bIuTc*eT}(%SY%1 zOil$ad||K0#b0s^!oL3;(e|tPjsDs(!-79i&_M|P2Db%~?_Do5udak2e0qQR_{i?w z?1OD<;3EoA@gXGr$a@A}s^)%0zxapZH`eFC*Mfst?2u2EbnV~H0xyd>AlmR6&nd7e zFS4)0=S}j|eo9eBJ)vi~>oW2M_w{VYL#LrDf7=vkd5k$%w=#7yPUsi~^5H5$m_KaJ z_ov33^l7p)Q|kDtcw9KN%>)0AksVdV9w#m4x^*W7+@CJh<@>;!QD2WQ2XL>X<L3^v zAkQ7&vOAgd2J_1{P1!RRcz@fri5A2o%gNT#rdZrldDQ)L`rx;gmUMUVcZVb#VXNmx zy{Ym=>CaC1OJrQ@S;WJK3ir2D1CYm+=UZv7W3Skrt4fPJ$lu1oK5rpz4NSaNrM1Mo z!0R*Jk)hWJ<oj$!T3+KhmT8po!#KBj-hd(|0_Mp1LYr?upZah=Hy|e*x?KcMgTgv+ z!+qe3hAemxMP2W9GWhWuHuF>a!FLvaf3i*je|oR<C20$NHsV>neTZ8bB41mFz(X@x ze<<fVA&+pL>aaPAuQLZ!4}+%<=-7@ExPgxwnH2v_cjq7`FS-HepC0&jCkAn=<@R$f zmTb(65bX^r1#i_9HJ7K9LOsBG;aYSLbZXC25>aZ1%ZDtE_hWw^6UFP4GnhY@)s^70 zJnKvtjyT~Z(&$7u_q4laoE38^p_CE_v6uIKo@JBD7V>OrDreJUcpmTZ=V#Us=WcN< zD>D9aCP><`5}ks+@Xfj6sJkHi@V>&^5K-XqGVP+BGxYz*ZjYQ}z<Z88A>BC){FZ3` zc^~?DoL_1@3m^O={{*cHaOxdHeseeSJNDUy6OJzEOZ(kmPRs?oFneuEk2q^t#QWou z0rtTq)Jl4%qYswt<|SrB=-ge8IpQ_I4=#`SFd*I^I$_jj0A7|-El@KCJ~5Oulp6FF zy5IbpZ4t!7z;eTIi5JifpC!)g!oHo4x1Q9O1K)jN;Yox1#^UkkO(*cgKS392KHNZD z@BAF9Gm3j-p0Jhq2|aJXCDsf67f}1?xe(&y!PI}h15kI!m!Nj_e~bEPl3n!O2Fz`0 zEUMc9UuC*8kDC#pFCfi#a!nrnN^!-eQ&+Gj<G1w;?-9gv;)n^06VQuNvpfB8p0BIF z+fhV26JCzj4O?M8J?c*V_ekI~v9yz&_AL7Ods-GXFsJCickxg#;>SiLA(0mGje}iX zZF&%&Bg#tp=@Ir=XD*%Rj=^&`ShzZ;m7x35a}8B?;W;g01AL_m*ste%x#{s+od2Lj z8VB@8*5v@B|Dab#oOhH<*ui|Fm^<My{O$Thxvg`lIFIeaNr!rI&U;nTZ%qOJlZV~@ zz@Li7HwPww+ZU~GzUDoN_@A)1ReTn@%D(XER@iM1>!Jc_A9%KZH~(M6CB;KO+Dedz zC0fz<>O&u;&$Aa2V*!7hTe5l#9?NuepGA!=>dS{-a&i}8Z*rPLU-ce0g1c!-aF!kT z6UAN{KLYa5hqQXf^^xc0=AQ6CKJoOdoU=E6uKKB)$29t8DAH8i<DgGl7t4e(y~6&A z)+q9S=g@Z@{~+nCEbQ<xXYFVs^n>QRnnY#jzm$qFvz36qaGa+3nSi~9`wk@jfxS;Y z4?2|%-c=ggu^2uD-6=ACQ2_k+s${_e+eP4kLa19lbfX*c^c16ls1tOD-Kz!<bIQ*O z`K*Y3!lfGrJYb(wT|{FCfg3NfG?G)0FFyDgrBz3RIp%HmaxvKVYWt$MsvdX|>39<{ z^tn&5hnm@-^93y@^ko*~c`2s+k)0I4Nn^vYu#4acQ5x669g#QQaWDTD3|+!>p5SSK zy5`ddL=ny4uP*~cC2Em(?MP>pB%(hubN}Ll>&XA~&*wz|_pjxBf7u)eoNfyVN&=3^ zGVULx2M@lVOSpFuxbN_=ta&B|@rk2jsr(H1*NHo=_FMRUN~7}~2k^ROCRL_b)Qk3a zTv7$zOUOkqNg>`jCx#Rg(c<$uJwq7q9FOnZ+e%9X@T+zcV#h4#^HHSrG)?GZWxDZw z<{fasPq!)(_^M1O-cY1Py=!kn&+!b@|I=E}R5ifv8D8k?e!yNy&p-1v*r#}<HI`(} z8+k8F{r4!~WW}wQ3bDwq*OjAWGP7__r8`V)z#mG>Y=5;4)M2Mq$jLN!_bh2P`X9i& z2(|u+^Q^#!_6fl}*y$tB^wL4RPp~s(;hU4d!?k@6pLZZW+;|&w=`rRD4yEak_kdSj z>GSQ&hJVNJXiq61k5y%mC5F9a{5<~A1$N6W_|EVqbRV6#el>AzH-dgI`{0{koc}Fr zhTVCS)#o;3lgJ;<h&w*)0bgBpS|8x@1zt2c);IBE|2EA=HX#-F;cGZN3BGmDu<(|G zF+R7ITq5E*^049!a#7^RP25eUQ^d#zJnLeQ1VaDT5{;Xy0xtOc>wgD4((IM@jYWKl zW4}W=S%-TS(M(B&f5dh5@7<jXRMl~>c7e|J@OYY;Hzn#dNAkTMIb)9Wb`JZxKI;CY zMcyn&pvP^7IsZgGdgG7mKk5<G<zA%SSG5Aal8mb^#$G0=ia;G|Pw3`$vl~J11Euc< zKLxR0`pz@X<PA3T_g6;BQR4nm+hc8>o<n@U6gQOuolr3-?{qqFBDL39=Q9uboZH_$ zQS}1frTOZg^#yZc%0`;YGsrg&CvELM??{7U_&m5Up?)&2%hnyZ;n?t)rUrE=At#w@ z@VD?P5$A;C&{N#Mh;DhHpLk=6t9K6Zbwh7f+5tE*Mj2JuhSvp#Mt_b$A13p8<J*W| z^4!cR7l6l2`4TA!k8$5tvS<HlqmQ<CzqN1|^sjz}`hj`yepT%w0*G(!o~5UvQ_x3! z+4RC$@aWVO-6y<E=sRPQnD&)Mo+-a^KUo7jpVjl|u^Q;%Q!O;|!tk4i!e{Qw;9hn9 zDC~KTdSv)_i3RASR;2$jdSp<4G%`4L5A$+YqpPh5q=*Z9E5EjHfZwcdEVm{@mp(_t z<*9+X>7E}3^sdf?(S)hX0l;rPyIBhs0qhI<pzN3i9;HG#k~o6>qR)GxZ#ZCoM(k#) zK4TT;D-@=KNaLIdV`pv0B7h&MSL7xeWwEE@!w<pJn3t^QqS!NvxukIt2NK2*oNJ>V z^=lUF-}+vCWKIQhd5zj_*Y6^)lc6*1??zp(WPCrrIQ*1`OUn}XVNvFOx(d9B()Q%) z^+d!im6P@jl;B6K5`6^3ndFkpw12;lPu^<!_*MY-@h~U)8S>{2wZc#PSCH4xHx3#O zqmP!=Q<EF#q{3?R+>aIcoZiIwgWyr8F1CBM+oQg^*2LH~4&AZ;M!v%$^mJwqs`P)T z6UtPO^kkv0$K;&ub>tDe6fq{-IjE0c%}L*bxbx_3vO&`V`ZFFVq<O%fsGeUjcz++y zKThA@H#UO(+$l#}ezYJ@F5WN5tc|~a@1FK-;GNN@w5a>wtz2J(S#Q|DPt46G`1+j* zzE_pymN3`59h{f{v&orYqWqb;68l7T_T7*6!Jfr=8d{Nu@EbNC#erqqQy{_Sd?O8b z)3oPNetZ>jNsAo;K2v-&(mdGgOfWM&yD2S=eGe(my=@Kgd(4QuEp^3SP`_%KZS)r` z(k7+6JdXQ%6_>fl0X;IbBbi4I{_s*&Y8rl8sHPiasEGb@CcC;|W%NOv5Q#8`zX<T; zH+80<AH`uH%nx~e(~@@@87J<gRN%uPbdx<#KSZY4A+INW)O-s0WgKs3P(B^@$INr; za09QCTFP`}Y%nJkW}&%!33FjqgLE6K=*vG}E)xv>bk)86fJhbc|G|^7;<#s;8>D0s z|6yOy&S=<b8S<BSB9HGx$S>_Ym@_}(9x4wXe1rSd3p$~rhj^syBfe~gIM_NSHt>@U z{x81bwKI)AfFc=MlhdfXN%h?_v;#k>=xjRX1i#3*wmk2Pe#o#cV$TxnE9TB_PYrV> zl$<Y8+|%PkU}SH4HYM#$Sj%#dmO6;OzoSRi7;qm73GZW!5w{lT1Z-lscIzCYvx@c3 zgi}V71^X*eZ>!|*ZH;v%lrj#hIPAgxE18ET;ke(KZyRgbWZ(_d?eB9LkY_SdgzE?5 z9&?p`-z>tu2HKhRS9j1CnP*<)23{SWbfuEw1@1LtzFiG?)G5hB;RGG)jhVSv#97#> z<q9S55$G3-=Zq=A1KNT@=TGB4E=Z1ucmm%^x9Z8tfou8P%_E<o2hy#rFlK;XQMv2W zbmU{dk5Z?oB0KCi^x(CZ2f#<!drx1l0RLG(q(CwWJ*=ujLKE?YqCCxich6<-Mo*z1 z>OV?+CojJ}2)w_s8FuRw^88!*XEjZCai;6&A5~Yv1Kv4~^-R<|Ue&Gb#opS0s2|RP zh&Lla$_0n*F;^?`U-v4`^RD01gl6D_N%%UmXdm`-zetYDzJvWftoz(9`C<QYAir;B z6zsV!<z^T1Xg#4f6pF~_WDcCBe8lZcU=7Saqlq}9D*M>~qq;M}RedbY6X#4ieagRb z)S0mO*`>w<`FLD~*!Z+K>T|+*V>^g1&IcX^F~KjXyaIaUz#AsglFt_(!XCv@;THQO z;MK^A!YTL@d+AzL5q|H8y`v}XwV-3AS2Fh@jvCtc28Z&ZzlZstoNNz1zl_ApD+qSf zd2l)aIB}O!pd_0Dap}($iah9p)2k~Bo0;IVg5Mi{Jj8Pu3;1$*kXHu&DA^I|aUsw- z__}%^uSpVd?PP*o({6@*?8etVzws!a*O*t@pSwtexWsD{#8VjrUd?($d%_&NM1^N$ zh#0(SBP+Li4EL$8IT?|QIq<sQCSOA^A1-)FZK?+S)DhI#uIP7R9Z23j@(g)dA@fgZ z#P>A+-*oMKsQZj*iw6N;w|3@5s&M`SzVBHF0<n)_yYR8{8D~PUR$iRZyb~cHh^0u$ z)R~Y~!!FF%g?x{B_6j-d-0qi+q4gYe4y&ub=CYj$?(Q~hi}~m;l8pEIhtKibr0ZtD zyf*iKg{um<XC@=3sYV~1&-asg8MkqcbOrn*GtLBk{qoPRkSCYdsNAN3ozH3<HVZ!t z-Imrz{0{u!oig#Udv%D@Ny0nAY3OhIDxlJYI^XAt;eS3N$j?LsbLY0u$C<n$snr30 z>NYy7gmdQaZ5kq<0zZ7Spur7X4;)Q+JOO^|^DM`VS`PK;>PMBbIKNeDHQIl$YnJ1z z>j8-Ob5d^&>6Y-m$zDnmywJ%llYc~_uk!5^z0{?{yK@mdJ}1Cq%Z^`VQ5{E|RKKJt zy9aZ8j0VFsS1@N$`{ShFE5s|GltWF>wR|2e^xpZ1I)4^FUB*r1wL3ctReQnnd4&iu zjNnmWcl30?C#iq%al`>f+sSkLsjr}a@BRKYNfY!Ndlen-=EZZ%1VcSY%$y0t4K)cr z@Z14ofy81qCG>Ng^PAZN{v}Wn8qtFIq$X47DA|Jg>6rwdi2>9vjXU;V&vz!!sgt&& zd7i*f^RBA<GI03AsfBa6r$-@^&s@mRhvTO>ygM(v$a;|DDeloiY^K8yakP)k?+*j~ zHp!YJ=%qUNu?ms>@7Kr^h03q(J})Bg$=-5x@PVV>U5_OlgFfP1{3g%{b&Q<U6M9t8 zb0gWNoPiTDRm|nP`>68yV_4s^q3-ngaD1By@)@qn+UMM%FDg(*W&x)wiT{Q~`k=or zeZu52^6xVNtvtTKclH3Eq{~ClVfGQO6FPv)jDeih@~AVK7>n;dKd#*8BF7ALzZ0td z{=4%s^C5O8tH86%Z`g}if}f3<TfX?J<xHTleD!TA7|(B@IXKIO_$~5Jz<rn#`*5dw zyc|wL&rUQX>f%FR2Q8y;4mJA4ev>iD<H^CPN~`o)%1#9S^d>j&t4;)}YIjO^E9^H; z*BELq#{Ltb>x2`^&IHc!yDwF7&e69jX{GrQXWABOht8uOebi@Agb4jJb^X6zq2J?2 zj`>G!QRsNadyh!q9xJCCF2u?^6E2^6n)w-iW^q-|QWWv$+_x#c-RDIy`0slmj&q$8 z-1qW0?!lSua>N%N7lN;a>u<I{s4JS9|6=`tJxoMu26Tzg8~qZFz6?els#lzw1b=v3 zn_cq~`0Nl`#A^mz*^xdzdmHgeO0Od}d<cF=De`IYI&|}*>69Iu_sdJ%=S!ENw>(OB zdx^TV?AwwD)8C*|TOYaUp97tdsfM+83;N9u^;f&~JPO_h4h}oauZv9*(d6Oh%`;R6 zkk`GReJyndc}ByMYkf3uL@`b*P3t@Q;?CI=r$QGCa0+y@ggzqkkz_IOJ#<LI#gi$} z8=R}EkF|j(J~N_Kco_|UT-+!;51eew7qwz1g^uH&<h=m9c}L_?9tgh3b|j-EvJ|iX z<2BC^iT988Q8GrppndU2`c?4JG8^mOG1#dX-Gb{!3FObRt$rE_&^4|0iFI8Cj~A8- z8QO#2L$2$V!D;kK^xr@GZy)9sNh*0J@b?sVNJ;sE?{mNRf0!N!f33P-aQPc}o#(sd zxKq%@^PEOG_d+*X9%*ogy_+aMagP*2eCVkmeba*cBgZd-7(D-(R^-rQ#FwiZn==<a zAy1$FnbVYwI-aSBs;U_3)9tyzmb$2)4xH){N4_@uWzx=P1J4zj=t|`sKwYoq)!sJX z?_sULhZdpeOICmSR2V#1n>N_A0encqU=K&$H8<=>;Hou)&Q5(mQ(ZM5`bbozu;nAv z9hmzg&Vgs?`31Sfn4``~9pWs9xJgwz!>54r8!l5jr2-vyG$)!OZW8@;UVMK(!B3wt z+;*}>+&+88oX7Vs@KPqk^at{{#rSJ^2lip!p()<Qs|@{*T3_-*pP)`XOH*whi$3EM zzUri^=xd5Jb`Zij8Oao|?trHR6m5NuM0{$t^5G{`K?g}{4cyf+w3eOs`so8VpMMWf zZU=t<XJ5gk58cy%ism9Oc;d}hG3n4*1%pRjctxR~>sqLNhVIl@+*-nh`=o2!b`y3* zys)*NFKWU3I|b*qtQmBnqkn$+r{Ub+6!N`C+)#e!_nF{`IJ2I)rvUfi7L_ewfqdYu z*>y?xM&#vlCOrk{L)~{Tb>KDZJ?Dmlw<YX$^?_P}wS+6-`g_rBmNn${8u8O^$ftb| z(u&_fJ@9OZQ*{44`awRVy}y9IZ;LBYUINfhp8oDJ6<Efeg6ylm$Dy|}uYZgrMV*gd zQFenI=VUIPDbol)IGlfRzE=<ZK~A}U(j4#{HrKZ?SHD14GFR2tBS#&yX586D7=1x) zhwhwGM!eJ+_0dp)exvxaWJ3ylx~o&~mvOJ&3CZtnDPVr+Wowcw9iD3vb$5POUnlTM znO(-`xuri@`g+8LAi8n<(RUr_pOhbszCOUc5?mdQjDUY$Ae7i3&fJ|FT`a{{yIZmn zOX27<cdAOshCj_xj!f!+_X=KFTM33eyv*9KR#A_5HCKEg3cBi~I#K==0`#vJB_yoC z=e*<Nd%O^zo}^22G~k}dDs|ru%^_bPyWxKdd^3CgyzB(@LZJdtMq+p5XMdli3B#Xm z%2>^Y;rnsK2VO6L7rh_&C0g(Wd9>Uo?L6q(g=aJe-CglqzNz}~3&<mWYk#*Uv%?&} z+C`t3XUMPDr>pbnfydbtqTJ-b3#}`5snC~}LKoYgp|0_*$h%mJ5^*c*V(pzKoSQ%~ z!|ptsL`(Nnm<9OZ9mTbXP4N97CmwU~y^lT?Jt2rohw~qBR_dc)GDed?`q!CY@Ad2M zK}%;s6ZNS1XYir-!Jjtf9D$dVOE;sx1LtM`ZKq@+KNF%0+CUtik&&=w_6H6-%D%rW zeT|SqH$+mL0i4aZb)7;yFTA0X5H^N>G<hml@o4n*Gt#vAK$j)@@y}cHG3>neVRHWo z%*%=|#HxDk&T;p&@|7UpTd+-vM4Wy_`GU&H2|7ls{nvI!@W>%&YC=EGr@4|i?;iXt zaOvw8=z{sgm7%22DRfT^IyS(rJ4y`)<2kUeB!J~5G0uCPSS?->asFvcV`HZl;>lSF z;(l+OXXJD<1L_O+@B7}%K>q;YZs{{`;B8y}@56U5K|kdGmB)wtfaBn~uEKk$qn@az zSpk3gNb=}OB>1c3D~@G$=uRDvZ%Y=Zp&#TlEq^5o;*`tQ>E?3eZHKn!DiC)VzEKUz z&O<+Grz9O90iKMt2ELibJzf2|*bRG2zRGB5k9(STlTnUA9EpFuuU`=7W$NwmTs0m4 z|Ci!V5_qMVyvR?j>%dQL8>%b#|EG;teA98x0e?jq?gIZUhF@HwK>qbdYccda_&S*v z--@9e{Lk@n;1F=8!Q|<?Se%o|4|PTzYSihfj3$g{kawAvygrAxrr&kMOci-Rk=gI4 zg%<4bGIbX!-o-baY4Uf-+eE&TJb#9JUrmU8Ke3E{4^j2EF$3tU+W-0f0eqfqQ|vlb zE$liX%UuFI(qXKvr%nfTQoE%WpW=YG8Kv3YhhXO<PZTJCZ*P{wo@T)gJ{{dxt6GCT zFYX+%FzBvtrDLL3gMb%K&50)((I-mbQnC+zW$1YBGG#aFD2h|u<?x?R2dQ}dVE^e- z909&A=&uPArsqD1d6XCDTNZ#XAw?AGDl6cV0z0LbW?`pcmES%C*Ang|NF_z0A2_RZ zK~w<yFzEi6{Nl#n@$mW}HwVt`xc%l<3UmckmPi5QQ7vyZBm==iM85lJGWDbH?q>z( zBJ$7bJj&YL=SJ4tEAOtx>+fe!nOMW0Ru$`b#DGWPYH#{l^Dy_jrTLpj9`mC0l&qAr z(CZg3FR0bPuhzH}cI)R^#kR$FhoBqQc!}*r{uDXZGNaIp^Vh5zSi24#U^|%AECjrt znsYGq7y5A=4)z=v!W{O1D^34h@E_OuaTV}~)7e}mU0gVCs$QAhy&a#rj-8(hM?H=x z>ZTy{pwQ+B&74x~<I?$6MyriE&{U@2{{qk_DYK_c7JiVT&z#-niG3zT`zq5XP{;Ay z-s=S3!`V#htRaRvbcE}{zbe274&!4Uh({WQ0;fg|psOA|C!vAQ^LZJjW(=K=^i7qD z4*E&HeETnZCklOh_sEyM3h{fliLE41U`{pN>a}Vc;`(WSx@y?F7|9SVFL0BLeQ2-( z@qOLufouWnoil~>rAij!d=C%T5MG}~{fo04x(C<i@B0mr?{@lj%9CLK9`9e*9eyd~ zQ`b)HM3f^RAYpkwf;^y9@K)bVIppmuIxXWSh}*+q;>GcZfA+2PEf(1GWHukJ5`cR6 zU^fMC81RL!ypcs0{;;&dM5YLQ9B_Q#jQI1j@`~##<fA)<iNrJ?5TBlBvS}Pgoxx~a z#^XKek@D7eBR8Ozyj|+ceviGrhn<frWuouq%9dXhbdJ){myh-Wx95uQv)sbD+%nPW z+=se=S!Hbg4$dRY;go_7>JB&eeHJOogMI#~*x7wv%GhYwX<vLblHT^QK%Temo~=+% z2ER%<w|yD)iW9%Xi3XEV$KbvY9kGfzK9Pj_yobo+R%{CHgD;%um00#b+^hfh`gI%b zCx|)on>g~d{NO}S3B;YiqD%eeIk4;XhdhE>*eBrqSaEs7nc&ti!{|T_+;oxV=NWJ& zY;H4@(-$EBjn2;{{^3MW@3HWhJ&XJ~G{TEM6>~f_4-+(Gkte)OX(@s(M`3%7TnzCd z_?4e$2yk3yYNjLt_sHFbk(<wWPTA^u?I!pU-?L9%8?gUk%OkVOz*DE=ox%PG!G}uk z=~`a^{@(liMG1Uupvg^wN)vss64Ld%arN=1uRqfrkascAXlbCYWZ9ZYZIl`HiU8@= z7F*~GbA<+<pubVh8i?Md1U`OJJYds=`YCV1DIc7}%CepFhCO(PSpF0J6X;74GW{aC zfjD!?((%Jd^b5}a8SPv{o<UALdmZ?!P$@~YaKepXI~63q+jpis8{M}CepGR1A5SIt zi|@@-sWzGLtFC7Ham2OX;}>6r5TVa3#$?bc7kaCEl~z3B6AAIKydm(XjkNuO7UJ|z z)+<W#z|%=f!PT{=zys}?;FUk%dzbfJ|L_L-r~?Ztn}-Ww?pnI`65`57p|g4<(20EH zrh+;zK^G7COvV7a?qke<SE>NqT@buukFS5DkL0Td!jCTbOgw;n?|;xKxdDB(@^{=r zuUpWcU*1y{r^R`S-#k)^_;lliq3Scl8&$2W@oVFV>%~Dw%3^>Usigv=VerfETjUPN z6Kv#)ovrQxZ+x{l-{D@9R9sVbpKCe0@2zJ6zJEda&GqyG)Z6b@CfJ_FoX?!QaP9;6 zjrWU<D#Tfn$GJ4S&l@Vbnsx3h{H(m<5hqJF@&;k00mC9Z-(5$rki!#wxc<TgEkfuI z_fh+EyB&6Pb0Oco9Osr(aq183*;}t|G#<E8-guWMC>r(E8Fvd7#Kq(Y$rH1~@XNHH zzbbmrzd-zy;wbcx)ODMh3i#Wv146-!;JG212Po!!G4FeEOG5y8n#I3&!RFTJQ&s3! z=r)9|MDk6!1AI}{eO#5&40E~)(%0x5&<9?2dx{8qn(Q2oS~2fMes{Hx<&OyJLXs-h z_lDsg?MHUp!M~K1iYiVqpkAz}=hWB+yA%(6Ml*@~Y;0tcI*R=EwdZN;2|TYlj>CqW z9`#XAF4|L}cz&SQ-Dj3w$Ya)i4Y0c7_u)U_{0;Z~>8nBU8hB2@LQfX&U-VHfJs!AH z4V=FwR2{AboQPhE(}lf+Cec3pS%Ue~toX<#oC8~_+V5B3WisA13dQ-@6TJR)+yQyQ zc|ucI$q00ao<}d^cJn}wmN&a|Mfcy{XgkCTz4RPItUBK3aPf1W8{4>tu^Uy_p$DDO zb#H6Y0FHcp-aieTFm_!E+k(!q%`9K)h&XuhwBpe+PVCuo+8I?szJ1N=w|fh8?&p5z zUfsTiy>=9z?RV=Px9%wLF~PqI=o?nT!4qCu(<VE>kJm{fttCf+m(?zho`cs=V{V(n z8}n}k8;LyNtA6EesT2O-<DU+P+=cySQ#Ac~^&C3v*Jk^2dCZMWm)~E7-l}|I-Tgli z^cQG7JHPKA_~wVz;y~~))xx7$(ua^&t=H&MrNJ)(yq+j-q5tV${IU}6?efo5DZ^y& zTfa`x^SQA19D|n24d{o>)z%Ls!Msk*OFwqxmz*B|{kymg`#9<*s#L$rS54@Q5tr`G zT0csd#6AXN=~-r+`>#W>7Y6Y66^n3FoCOd4Z}GcCX$sD_YKr#FE7++g@0ZO3=>LkW zWu6<voQKV5Y8>Je$6pO~J7&zAP|qE?{29EpoTkXX3OMudB>8FRdG3K%3|`N<5?)mq zDH5YU_H{#*>=67Rxg%ya2|S>~S*l(edHFRp)%naO@K@T`#jh<e7vbA|u{s?5)GDV= z1Hb2lw))X;$R}njW6~F~|ACjf>+siA@TA$m%)NSuFWFQaQr*zs!qxkBpCh?{UrF>J zaAEPKX1R+bc-8a=5(`?)^$y+Wcmus$dg}7o3_L&aU8s}%dEm^Sa=*qKxUYrzdh-n2 z?_Or>%e#F7L0dt4Lj=HQ)t<(Vp25B4x6nm`Uuj%ii>*=uufG>A6r7K^ww(R+AMl!b zOq#?Q_eC#Goyru0y(U_;ne0cwOUL^OTgW%Rla|!#UP4`E#_;e7oO411Q+d{B+#CH1 z89~H<*)u#(Kcpicimy`q3OqfN7<g)@6#bl~Ov^gJ4aF96M`Iq?;jHUh8pOSxF}dYx z`0ZG5^5$>E75zGyKX$+io}!tmLQm)?N$k4Rs1LQAJm#z1jMp1+EZmuLCHPAO#1tr@ zJ}1fU7v_jQfE)(~w<X}r^PmGi@LXw@sA{!B=&(k-9i_9d3mId+%CY}Y$B5(3v-k&n z-0;4J5bn|b{zZq~J{MBroYu=@*yF$$`C<Gf?n8FZg*L?dX<ExX*_+S-*8HX<z-wE6 zO?Y`AucG2}sGuZA|NYA8vUA`;RY5W*hMqu2jk2_I>2xMsd)H{s4&HR?WRtlA;<|^p zWxSg@p6AG$crY1pr+l(j^Ct99{R3w;T42`}QRK{VO6Ut)5gm-hJ!WwPKH_<Ve@h=C z@LR!8Z|e`7@j*VGShU?uk9ZP)q)Lb#c|e-HZEq1?pLuEQ4esN~qWH-%2JHVzo73&f zLcIP(hj|^~?RoYqH^A$^pQCQE$M5rGJF`&-cq|{Fe5}<2`xMMb$ER?Q)IPkAnyx@k zpf4u%x{v(&$93MW_+38fb(v=lpZj1s<bWXN1Wtz#ND%kEu2;m~`G9_tc+%5ez#p{( zp%tF6cM=l&_$ufZW!^rY%2D44yA~Pp41OoRzxPb@1o&E6ceE>bFh}_d%@FLrzuf*m zMb{lq^%sT_Nl77+kr7h1GD>C7>}=VQO=YCaj0i<$eljw%Dl5B7va?gk%4i^j%;NX> z%O`I4-tRf@c%J8d&wF~gj5xvDH}iS4fnScz$fdO4`Bi1zeFeIp{~w<Auz3$0%Olcb zkN878GRVP;{Yj|VPoy;sT(h@W_#Y?m)>zPn4C<q1J@4&haKB1BX~4%l^7wyO{SCd^ zoe07wsO}}A{@S5icg!1j|5JKaO%dXdKG|mb`_I6?&O();<M=(*-n0?K8NZR4sc$jR zEAE>d*uD2=O3y*F#ti*C&h5>+_sEJLyehammo!ev<ids<;@R^(lEM3sZ%<wfnt{&I zye)CF2Y5Sj;lFRY_dgF7XN46^;hexoVM2ZqbR>5BIVw%)Jx^1|Ie}yUMJ^8!A%3^- zW1QMdhc0ULT(lf~*m^~Iu15}ec9Oa!2K#*X_bgcx{Nv_<Q>k@r=pUaQ{X3<N{@)pn zzhSzrgp1c!94=yhruEQ^?92E(m4{CsO--Wieg5{<LVxrLG?ceDfwyOs=s0lqqYr&c zc#nrW_zCfXgslzgS1tE{*EQn&TWyTMcO%4$k%4`5uzy~ilmV}^INww>;@*#ZAscYO z#Fq*9wR0cq?>h96J&xBizv6^B?iSOxP$%7JZx{Y&>qIzA_@2<3f_3N2A=NiPU73&Q z&l2!v^K%hp!wS@|FSg$Lavr)IN1cmS3F=BM(TD#Y2hM#d(VRfPTSsH`5sJtCX+eGy zLcmcjoa_g@f$QF_6rTA8ohY7-E-NP#c#O%WX!;oX7Kmqj{b#^S7R2hyf5U%#ZOl(q z1AlMi>I@Eo=a<fJ9RN=}cv$_^S9<gbQJiQ$cm%xkb;#@$;9@!M{ps$=n-zC!%nuIX z{EO7HN8!hi&z4`Ny)T8IOh55nAP0{-?w8h{3w<Sw?#@5xN-wM42j)Syy^wuqb`ku1 z?V+#+fq?Uv>ryE{fD_DU*pt@~x9+=NJVH#od+%Hc`vfKW&xmCHE`#4a?+JOzK92sJ zKNEBx5vM5_IC6I9x&-m3E;W9FZmR!5{tcc>t@T>f3i8IkM12Yl)PZD0U&&5iMZL@R zLac`l?6r`^JQC}`#_OQd=#6^xSedryV<&<a*<{kGCr*TwR{ohR1=I-|1IN_vVg2Jm zjZ=|-gbzesTX(|mQyv#8Bkl+uc)>2E2E5$PQ`LLV8RwlySZ?6|QOf?<_=`HXpF2-h z3M2Zd?#H}TLf-0?&y(}YLB2UU$M+uJC*f4sE6ott{g?s!GQPj&Sf1c+osIg~D{=-s z*rUBlo=$@c!Gx<gR{%KlvG14YodLun3c00T><@|HO8kG&UuQKM3Qr)97cOZvNn&2; z0sT^r`+b<}lsXcT2wvc1`TRE%{6%G{WL(?_`&C!|VLA|a*D=2MB;w)Od$z=95dX7h zPju-(7a9NM?h^+*dso42GP?}<tdM?P0P*?psrlv90nDFyL&dn+i#c7_^aEGpfK%JW zb9{l1=NcXKHRho|PK+|#2R>6{a({Q23iYac664y4Q@1@bcZfs~e{JSIr)C4Mw2I6N z0H<>m(kkkKZ_0isnC(Rz5Y))C%=(UeZXRN&g}Au%_I+9-bf9CyDqc6<LC?rxu$~qJ zuJ|^`TY&hzcIw^B3y2dwFX*49`eKfS@3x;E)^FrZ>_gEXh|~WmdAg{fZa<XGWSot- z@n<GY<|}aNQkvol;`x)lF8;lEKSS30q1|}yD`5v;6auI2Q<oW?=?70RxcSfTG0p|B zCfy&vc}=a^@goU*$eV3M6D<r_7aa@1LLSuXuSW^(K|H^Z>nyQ*A0@}7{oyZeARkxD zE%qax*PIt3Ttz?HjKjM*5$JrGES+TDIIox`#jd-w0Y10#FslM_=DGU)<1^?tyXboD zzcQTXVz;;)sB<4Yo!cgP@g3&${xv*x9p_KjzMnTY#{Oz5mF)cCg8p<_lFJJGzA)Hf zV%q?`bdM6tqZ{b6x)K$eDGYnj9lX^gi2l_2%)i^Gfp2QL?T%r+<%>3osS(!=OD)Ct zp;N^vdQB#2K!2#M3akeXVQjXLxr2S)vd=6&;(_;}|53UOyej*qZOVKd`HX7h$UX42 zYc~}&BfzgTHm;@IO2Byr9_F*X5}2=(NyA@w7y77_BHwc@=*2b$;jJssBjv6r6vGZL zNc{{N)W!Qq^;6`tLVtK9Pk4#f-Q>OT{2zEgr9I8wM>u!WzpYOBz7F$;{hWyA+%W(3 z1Mvxtd(d~9G>(QXpnv;KWbGdl)C;l?7!w<zk79q`fPg&uzxYNUctdC1X_fYLi^BVR zdKV<*q2DEyQ%45tm*(H$6jzLTQ-%jg7;q^AMVfCr)>rk~lf4{U@SkJ?)ph**oVVd* zi@My&|1#2UK0};RO)l%?bR&fK2XlmB-Z~#i&q2d;IByb1(O>oieLQ<FEndR@e{NU# z<cPRt_a^I7-*NC!0+HVs5uW$pje{NFC01ud=v$D#bqXWo6=%`U)$OgR_#Swn=Iv~j zC~%=%luaD`f!tR~jFSxYCWD29lvUuG0L=A10)4(G{&o0O<TsHo<k9fMd%WHMRcfQJ zr1`<!ADzG}mM{M6-d$g%CQ_CO=;JFSmou@C{J%So(E$fJh~y*%0f+KV2l{!4qmHL= zM?xF<RE%{gG|C@&$K2>5hZp=@@*hb|DdzXDMcB9C^(hY~RxZOnr4@*_F5z?IBKDo@ zID+%J(|?<1vEFqyndjPJ&+at0_mATF-R-=V;)Srj$41jN?ZMB|4-A)J{nU=H9VH^5 zu5@i9S`h0j>(<xqgE+Qw(rdWrHO^~VEF0d$Tu=(y8@1P7LiZb{DGUW~ZW!sN=Z?p@ z2pPT1C}B6k(C}x|#K+Lfs<#YjQKx<^?I0)syd2<}b4Jz@uUq9GNrWH#_Tkfhhv$0I zxmUSp6!mxBtP^kecl+J?zGdP0;w)Zt--n*y#N6@UO~jid=f!F<;CF`2vOjc6=!4hN zlT?9UG{=5fQYJ>dCsyQ8NDcDm%u>_VU-%8TYSAq8fxMyd+W9iPulBIVdDLO{NM(JW znugt8F(mnb_^82in<@_eL7}HC&^v|S^OMalapJsl;K&8}dYmtL=Y6qr4(C8<-yFBX zb4vIddpdF<UcY(IpU#2#oa;Rj>9BiZ6L#5E1I+0hddzA_4gT<NvYj71%4TJ#dz#pd z(8`_q&sY!rEaTFDR&S$!`|^``3*=YkPv_<~@Uw8tF|`l%xleN~M9a`y-`qETBbT#V zk8={Pz`34tW5rw1jnFx$#ns0U$4+(kDU@Md)0>+jNTHM4q<$0m1Ha*z(yNrb3*7o| zE|(emZfvzh;v0;99QQBmQLsDxViU<(tgq3|tzQekZB*r1O7-AN$$rjq<2O-vduy}j zH0m0cg#C*&WYOo7>vQ_{E7XfAeXf)>!(PkW?eD_wPxJeWI{2WUV{z!zYv9SxWg7t{ zh$G6JoFb&amGZqA)Xr<rE0mVALW?kO;hg9>LLvH+-#Ur**t-$N1>8jYfy1r0MNR(1 zBOdm19Vo!}=={1>$`}Frm_9K`wjcdiXDiQ@&Egyn{p<8ZC&a(vV=p+u@qJHh27P^q z^O2NAbRGwB&UW-3y+<YbWTtqU9bk7FOqa`2VgH0%oA+J<w?q=^{BIy{lrDCatpLA% zt8P2`80&NXdH0=21=P!)*9;YSBkpG~{)@N=y-wket1I}lknop-_pl#*k;eiwfrC;! zMH`FYKdU7+35Q@O`sYpPI81TgXAdo>p(OOfx}1<=eVl{b+sinJ`N{Wg65snBg!x^~ zLM{4X;3=2S?QL#C{W<4Jq|gHT4Hq43rj3!`0;)<^W5F{s)e8d<e-vmw-Me!Fde`8C zz4XWf8OqL~p7Zb%Dv{7Lz;_Y#_s+dihpwrfAklOS@2fnhC<*+mI_wcs0iGZgY-7aM zhq)@>4*H6D0zaDPeb|i;)Tcy#S_U8=dznc;y$sxL#;87ye)N$~{0F7MQ}@xR4BSXV zJ;A=ieFODeu`9>+cN9Z6lH^_xEWlicKfL0kumdyG^|#M3cj5fS%O)<2IRBI%yYLM- z-r()l0r!uv&l86^(!t+mvRNvUBQY0A>89h66r8V$Z2#Vd^?#VoGQ$5B{rKKqv?Yi$ z4{POPe&hF?=U&(+|3uv0j1YPTf4yMw*^K*~8-YWM_B{`~8=<jo^43r{&iy;SNg0K| z-8=iN&1n{PTwujt0sok!YYeHda3u)v9|>~E1-}>aW6UT;++%O}trd+tn9p%T9C5w# zYhOGc@GryLGw!|Dfa^r=cjSO4Wm><PA($gxPp=hxvxEM5gIKWg4f^Hj4lZX@;k*ag zd)4PSe=ElF-Z&Qa$Y`hdc9)NZKF@9A@x?p`uk3SIP#4Gz$$t302l+TPGKi=bd0mN0 z>;ZV=-urrj<-mUx_kW8_0(TpDEB*?Do!(impFIly%X2)i{AVxbAa*`a%*Vb<T=f2r z0(pgnpwGS!`D~EuUsv=v`iyynH_ko4_bZmV^$vX5UFU;pHSD22V5s2V3+URV6AhEF zE4H6Ujd$;1SKlmD;RLT@WL<c?+=+X1znQ5?B90WLnrBQ_Vve_v!hA9x&Q%R-=~*=3 z^WD1G^s{mPzrR@Ku@w5byF;G$G$2kcIj99;?%RHEj@~}(cd_g=VIBN~eZJY34tZx* zn|@FiadPB6!R;M4_TlIC!Fy-$d%m-U87(-cSRtj_kdB|RL+_W#VE59~*Jrd4zb7q* zE%{K_O`a>i0y{R^G*~XyMjh+I)JLZS;6c^zdQ-rUCL&n0zfb{ps^6aV25-*RwlL<_ z$Gv7tiWc>Ys4tVgCU&;QI>hA^i^QQ`{LA}n*%ow(#FM{wl5tP0MOcw>InIgJC5etd z#r+8)3U%ZR$n#p{EF|zx&-ictyXWE4i1ue(z6bp3YI^9!b=Xhtk(aVHI3Fuq@_h>V zi;*UYpMM(sMw)i2<~8anD(5$;5Kr&9R+pZchfa66RwWqmdmLT4_p#53PhV3mk-{El z-$qNW;k?S2hjS_Nwx{sR+B?WkLqQEn-95N3Xb&&*>IpYOiP5PAefSr%eEw}w5BNb; zUZy<i4#l@+%p{S2%c28<z5usY%F$2-K<{Y!6=Wz4|2W;Io=%5+^Y62ORW0hDt>;1% zT)LnS&Y80lWBqFcKfV17-fi4XahkpfedT+PO`lgqTz`@LwG{q9ke~{C06#D_V_m9x zi~X%K2zyNmKQW<Tyo={_yDXN#4_rxdBIWxd#F5RfwKTzZ5XVfkQVccGAGfHJJPTav zD|J}hY6IsUlV?AyLccrGvUIkU7xwTw_k14k?SBP&-`G8!2?np{Pd<a)aPPO-x&!}@ zOP}Eq^Tz&g7}#swM_(Ox!yn6&s5d`UZLr8id|MW@wBErzKTrBEMj>C^zWgNJ5&kqS z(y{Vn7W=cTq5d8Fc-l12)Ndd1`O9|ZYWzO#Q_!-2AL5_pzCTuYj?kI)B09ve)ty6w zt=N~vEl+j{_?3&&yEO&il!OW)0x{O->ad_-F!G<g@1Ab5bI?nvojvH1(DxNwyj_HR zGOoRK$_evx?;W1M%p{09=&5J!dY_;VKmJ%`1N>molO#ewzL;>LZ+nlt`t#HEtX^T9 zTTv=5j~)i@<ScsU2|sJ9EbRzB1pHVKFkGmEJUzOqzl^xfahw0-DXgoSl)E-5BX}4= zUtqKjb@?}Eq?ZZc(T_g~F!ba6)#tI`=j%8Z+Oy9u+Z#OmoHkpUA@+w@lsxPs>d5p7 z0^x^t`yBLG#|BVOs4XlI2cAu(p38j|jJ)GVR33?SDt@+^^}ZeUaLs=Y(F(pt-M-#W zh^IzJC&h-op&vW7_rwBl%t@)n(lW%`<gs}X0pw$CI|FwitYhh;RI_Qs%T7I#9ES|7 z)4ql)6P&<JA^Q^Ff#=*59==~Z0)L4r+1gKo{)f-&e*;gt5qc&(NVt>HH<3v~<3E7? zCbaqTk^$cg>*n5|awDWX(t5Oek9y?<X%NXD@ED^;?ppZere)}@Uf?XZiQKtUnZQl? ztkw+R)0;n4n+1Ka9}TyjTFIcFWAq7~A?9#MC;s@jgWq?Qd>HvWg1!Q|^Nh`A@H-+q z_a)R_JJz(_pCf*`7aTOQ#{SL8@-jI*!+Z?daI$Nnh!1_T1wvlX%lBzST}D6e51D70 z6+);RlbS9sJx3qn3<<L|;<r9|JNcQX=-)l&Qt60%9m_~KG5}q{bK=P%0_?2J;5wfn z;=<6A=P68TIA4=YDb@lUD5=o;jTUy!J0g|k(cw%m{c`#b9rkOUBA0y_`61&A(b(=e z5ChG9)jo*xbZm}={#f^>*!}*mTJe61qJx(^V0SjjQnskWSzSpX97CSsF<{L<iNA+W z7#9>G-rV`A*tGjOeI4Ou#rQt80+qxe4>4DRsz6<U3HepdWv_KDaJ+MufD_i)UfK6e z#5(+kd7<_N@SI1}GonxdtoJP6OD4=kw{Z3TEL9BLJSBEr0`;ErOrwen$p4g%6A3QP z(2?kys;p&!zwdr@N*Km`19kVJk633Xx#YH`N#HAOM=KBDsL;{%9)VuODXaUJw?%L+ zt#MUZ7WvKO{Py%c=zHIuiv9i!J@k_8T$Ij!=vKa8taNLg3Ec_GbUDMoJ(u43rn^B` zaSJoJNCLZjdhk=UF?3Ipm&YBk{`LZ=qdbuxZjO0+`Xm4F+*n@xu8w|6HmxQu#G~<@ z*UW>c!_u6;EnbTJ+dS8;*9F`c*X(cWh&V?!kgoQ|VYg4|H8b6Fe2&1{(kT4%&^w;^ zGt|(JPwe4x2A|=y^GsSihrWxH!e{=~_#DyE@cv@t;nHIk|IJ|D7_UOo^J&Dn{wE#V zh_j8xu~9b=pPIHQlC<%@tYb&G&7jlW)o1WAfIp4%KMvf3xR<&4JG!Y0aY3zG-~e#$ zsjx?1%Ritmb9QUd{yX9x6=OjBFT9U(;j3<O=%rd)DN^N_f5_VMjMo<X8eBx-4!qI% znJ8aY5p%?^%>S^ujCj=b$&(*{{}^XSlmuPmKivT1Y$eQb4LJL0gB$e$?xjrLJLt=1 zHQY)94z(ELUS)*7Oc_ZwWB~i#(LbKEdJgqDKc`%33*ewwjga4Xy+nn1Y?l%4)m=*v z)^i5Gw!LMwA3CYifprD-Z>R&&oby<ReJiTt8#tn0hJs2p13KyYZRy1_)Dzs7rkrlm z0Wa^Lmp4#Ee*bwj$#@ewx^Q2^4dB~7z5{aV%g|G0g9=EHcWB%T7Im->*`42e9TDGT zZ0#k6fPcTeRWA>s!Ty<hOG_NXyr@5;k&(cG4HirB7Mj3c`xsouu-^UGLo${wLVq%D z7Fp^B-xlSF+?^-Y&J*^W2zK?;lWNTie#p`0N_nyq@zR=xa54jWn~`Br4eW#~KDBvL z27F+JW98gy)I(QZ4WHP+TsMmP(gXitoh7rS%KFjg8g#Tk4S1nXbMKc0_?c6T=8P?P zn}{dT7dLY78M~4KA>{9s+UiarC-97@$3fJH`-K;46hxcBzaHPa@*2-;&StvD3hPpu zbH3aiI;>@jq;etnS*qXj9c?|F|KN8NZ2=EcA!<lx3Wgs%x@shkb9Q2ZqN=~5Fwdz- zG%P*>=LZHmDE6eHUv@5Hrb-yPZq`RGqtng=rh_i)d_SSDiuQe)(}m8*q0Z5Rd~SQ# z;cLDO;>fS#4V+jX@;#M&^1xBaH)ehBBEQ!PGS%M&kE!@l@$v<9)r84r{(IZ#3wUUA z;;<g{mvcm%7Vs~LJMug)fLlXMCL?2jKe>thvi<$BFP|J9j#6Tt@29J2^GDz}V}pO3 zz%O4ZS$^*YKA2?VdYE8=_($s6wvq|`g$NUmez_3@e=9P}fyase9171v{=dmtk`M$x zOE(nRpalM?m!B14wSs<eC4j4%2Y6)trDhrIK<3XMUpd5|ia+uiOV#M-5M-a31J5`T zzxesqFX&QsZ)lx}py$+i-_lP;T{pH-zcK~$uSGj-67<opLSx#b0lOQ%$y#^{&-Kv5 zac$)-*3-a|^pYWP>%KT+dRN#vOYd9pC%~b4t47+W3#j<{q`6~#IjV96g@CK<>YVgl zV1K9Hx_PVs7ax5(ShosYgQop-DlP2pXOwhW9`X_`S?UwI9rSII=Z$C}PuzPqEmRf- zp4ZtzWQF)nOYY9Ex`I5=%e8I-Kh|w{F`>GM{R`(gm4vvYR{X>0r~v$cV!M;Z1NWPc z|DeBs^SO<SEdK1sFZ;QZFL32!?n19^uIFFOM>(Ay{kIZ%Fi*7A5bG^4-Pv&b#O~ZL zxs&Ivf;S)iu<V9B%IvizbvF(Edi)!cFL+nQrGRI$ICm>gZCVim-f&y$-vfTkX;}7g z<JZG^cM|(4qFZ*r7uUt|jF5k13aH2$foI3pCkB>maGvXjP~92}`02M|-Sr2EOKKYL zoWZjfr>noegFWvn7vYt}I-g$~Vrc`98#wt~jp3Iw;lxb9RXwb8;qONkL>|CLUDF00 zvY2O4uST1U-$xw(OCN^#(5w-%N<jU2T*)uW0(dGX_@zdOGvdXg&sp+cQCFr{;L=1r zV{yDtK5PPg8x|Kd<rIJ?b*_JP1I{chaqT^6gmpgC5qTDNv1VZXad&P#=dms&D%hz; zzMy2RHh5dx=ejEe;C(%O&NA}gOHx-31zdtoe75oG@&NRi_A0sK;JxingZ7L0B5#UO z9owBVL~=K<P5e0O^*4u`tv{eog`HQoln%J7TuLMhylVgXsUTDA*M)==j<mhdS-y6b z^4`S!1=c%58?fJ3q=$@5<bk6a0t>wzfy1iD`Ndvg4&_7uH9z8xnEY&L;WGM2G&{8{ z@xDBY5(UBN^J8B)p`1AnzIS%yWghS@YZY1e2=c{a>KXrJe4n?ClrDd<U%#}DUjB>q z-yZ6JLRyIWR^?1yGyM6lm6gUM;)^X&M*acpM<dIVi=%DmXV{-|X*38t`0gcfrF7sS zifrlOX4HEEMW20tfjW@G``O+{=yUq_Kt<IS>$zh@x{GTcoUm_EK|Wz0E@c}!iT$WK zS!-X9^LP<~@ec3{Qi{X=caP&ff-jRB%&2qFIP)cvesm@jBoXNfBmRh`l&5Qehf`|B z|7JuyIq}YUd>eSeZLE>M7jcUx(1?uzJmRkJm9U?{6$;J^N5r4NKklx7D7FD^y72Gq z;q$2PGn=tA0#^-GQtNUuLXYb06{$pC5R3P8V37n*8fZS(0NifZV&wbp4*c;+qlS_g z?ps>foYM#XKEyW_`tLCM1*)QrD$#F2rN?1*3hSP#UlYP83LPb^lY$jG%=yC^zclds zv;T#rj|$+tyGO~m82oX*)bg;F2>JoFthbDm!QYn2EM&2d{qG%SCW}#zZZJRo2J3Q% zea`+V>X3_7#-}$LkS_yS8Dw<9pS(GrYR4h2bI{u+-@v|UiNvd>V&B%pg3bZ=v>&_| ze@_E>qr!9A>oDr9vYYj$$TPHhDM|h6$fxfnPxT^hS+#w%yAJ+4{J@xuI|*~sQ)T?} z*pUYY8V&pr&scSOY>)27DJbll+k-pi3ShrruJzp0bJE({+JpYF*64m6%6@dxg% zk!t(sbrR=#_~e4BiCqZQ%wOXz4UvbFm>qs%eQO?GkFbTmsd*1Zh$8QHICrYj=0pDw z?CI6Lfb+ZGxyteoFAq}kzfdnm-Q`WP1T*4OvFzFDU+|McN<B3S*i-&`Qt&eP7g10< z*?-uFUNh@IuVOGSo%yRcH~i#^ICZ%x;?8a9{#Ucuhv&?*2L6ao7TY&TX@Lh+<IhJ9 z+{6B8`s!$7A9(Z%GY$bC3)GeLAC`tr?#}D-Ivssfiv4ZT;AOlkA;+JQBYp~=)|!2Z zKJ9<HPp3-|x80;<3vw_Q_jghC-!kYP#ta&oQt$_-lqt`8Cqleds*f@H1R^>rOSZ7? zRqsVes^qcmfd`Cz{ZPN`8f+1_MxDq(iy_F^nNX=c?2v->ww1ZGe(Ep!1z3ugt4E+q z)s^uc16~+jBa)-@#ku*0KZ?xwIrVZoQ3-yzu4h%!c^3THJn+xPRm_8^R{6VoAKG8# zzQh7GoUi%#vgO|+%$xdbXh#G**-9pxKM6dQu1WN?-4eRlzV3Xt)8Nr|0~F+(;Oj=) zdjqjwx8-^dvwJ|#>f4(oao&}1pz`KM72?`QUY3g&5FeGdPjlOB;Pq9<ib;I1Za?mN zi{tZ1Mm_Fdc14_{iC{ejyJ%jsTOLaRK5A#WalZxsUq8WGqa5eqf<ib#8j#PGO$k0) zz*jTlk8Wxp9v<(Hm;qm89AdfU13cerwmF{*yG&>0JUoCnarqT(>wQ)509xG>`Cjmk z$Q8$?O!N-~ZaUCkN4#a|A|(Tk8oBe~(5Y<bu#H7_ZO4H_H2%iTM`E2<qE^Nc=W;ET z$++?UkvS>Vd9U$4lo}kQ`Zy=|SJ3bR@b9d3lE7}AyD)eyMgsANY;7}K6|Xa9GyXoe z4P4;Z7rX_3REzy_cy0_hO#DgjDg1lbsGs-iCgu{GwR{W$FW*+y3}pHSKT1A;d<4I~ z=U!Zw1H8f0AMgY?%B}d?7iGNPk<G+*(o=Z9aepB@_)kiyd|}aN=)<z}iJ{=DOCN5L zwq8U05Ls{)Kz{yx_~M_h%)nE#FDA%R@VZdmSbfC#N@`+fEAWv{p-Yq&z)LeaQvyD% zyZue=3z=-_t53`<bptQYxztbW@DjYS!mei;dWwB?vK15do7OPS<Jl|3#TX}QYkW?n zfvkvn8RiXN&2S=x-D&WVzVv^C`pk}L);@RSfj2ziVN^H|7djBP1pmz&mFl4fZ@Vwx zFwk#;^X>h|t~@=8`1+@U;L8U)&DD+?fZqgGnYu>+Z(VkvYUe^<$LyQGonzmTKYZA2 zdw>fluEqGXIXe@|6V8+}qmHC&|Ksz7Kk&k@pkJ>7aL)ik74r~yNwhBI*>e%VV}EKX zO~E6K7nJ{V3xvKs+as-vJTm2f(DB?j@`~=w;@C>`8`#{vt`2_PqoFp(bPx6EsfG3v zGSG*9e7>k}k8{pX@?s8LL_R*Ha6AOh&uA=>O#?i5{6}+ndk}ODnUU0@&(Kfad}&!3 zfKEi^PsP3loN#H#FA@2so-cIo6U6mr{b&DVRzR0D8q^uzgkHEb6Kijeb11VF+k!uU zhtK?p&|HV!Rk_W#dyk7-<bOF8w|DRVi&V*hf8B`B8{(IMo-ae0CWQFJ(_Pk1484V@ zTw6o|_B22od%@ofxYKXaa`#@8LsES)lzr&C%#FD+{|50nYmAf<>n(jJRxKIvXZ*hg zDP{B<7YA%KThd})R!#yXu{Z8JNr{%K-GKf&DB6-=1Uu{*FU*1;%)F12oWMF8cR#e+ z!TbA7Xo^ca0ar;aRnZ_`VajsVMJL#UY2_Y8@b*O)y8meLxrqy(CH1qwE11R_;@e>F z?<$jiQlKw^ufXmD){DU>yv?>5cuJ#H+|?R7%IWs+Q^+HmkD^0<c)@=@z0Y76#OKgA zpAP8)zKU!mQ$##4b6vI|LR_nKonCc^ecx{PraAHud?ntegC`ccc&lA~Ts88x<Ij3M zD%A7tM)Vd!uc!_+a+;V2|9&^^v^%$wov-9D;}i4~#N^}^0;e)m9DGF&-Racgb%r)g z%<UUJ>~<g+eVH@s0Y|UEpN=+!o8b39vmS8o&ULy(WH&j#2cH}F;;Cv2o?m1qS+NTG z#iv>2-FpgYo_{k<X-9m~Oq8X^?>#4m?*EQ~-Z8##=^5gED{F9Zy%zYcUrY2h;=54) zO}cR#<masC2R<S%(+z)#=%NQN40nxNItv_hB7(jfaY6N9@WLY2*VCIO%B&pc&JrG7 zp#6-z?Qo0n5#ma<g3H;kL+Gy|rsEWj2VN_au|0}>%_SKz)c{<h+r1F(ei-YYm+<V9 zH10)V_7d(xo}>KF(1NN8{bL`M-QIPg|L%6HgKt0bY)-NfogDD7S$m9dGUhrHtdCTK z*K}{|Tsb$2`j79&KX&G*Q%7f>3yA|?Gm+WZ&DS$8r(ekx;yg;c@{?EKEq@swW~Y1u zuHS#W+w?NlHL`ZAuLyZzk><t*@DXG0lLs5%jbh<D|G1E6Ml!3MJ|Ryn_D=S;-NE@p zMw6Bb{9U}{z8-ZWaCPEFJu~WhJc8f+FCf0B?yE^Uk&C>V`p9ky_-W_kv&Y`}cgWRc zjvmwve%Xqj&iab{<{{3;Fp2p+mc9n1*ay2HkCE%ym=hqEICe4Ji7;+FXEn7C{X?!- z(@(CTPhd1oAuJPhQ!bLLZ?KNRR6^9mR>;ROcU4EiVDJB&uFBWpT#-lb3C0l2!+5H1 z<UfRd`r#wqHrUr_<HD#vQ8*6}?MgF=xck=AoM@gF@mg{#;+_lQ<#XrBuT9V&DlZL5 zaH8(;RCM12)|bj|;+rMxJ9?mA@{u*_xz1sqzn3DfXI`R+7Jz*Z>ym_Xp{`gnXuzI? zzUy(0=Xt=ZbLNys5?i5TsmR^yM;z<1r{iPr#ykhLrDFq#GaoYjr^caM8J?iK!#4_i z=J<p2_%v{rcF0s93Hn@B%`}?OR}<cv9O(i)syNKVqlEp6?bH6H4Lwol6J?^3F3u6j ze82YC8hCYZ(8%G68zDzRabMvi>`93*uJ{OfNaEeX@gCr}!LRPSbJU1}W@PB_{nG0` zZqp$T6mu*s-bX#Eu}YC=cb@Jy;;E)VJomz~?+-2Lr^mBZ-E)CY!h%AtQXwz;Cn@DW zKzuc}qdjSufd0jtgN<V*(BIt2m&k%(SH!O;9aX?LuP0RP);)Y*{$-1sLmakb6%PRJ zE^$0Qz_JIQ7rhpxQwjdo(PI#r3th<K_p@sy&=Dy-&2Iqr?Cap@^16)mKmU@10nZ^E zB&)dc82w%mV_Xtg=kL~z97lmW_0<Q<c^44J)ejOsM;sHs87f@64Lfmvm*jwWVl{H} zSy&nL_x+3WgC*$0Fr#lu7>15L{wH<pE51kZuc7zffsYJVsW!UMA8B&hhRzK-N9f+Q zNa%J??Mi-|l;XS(Wy0a^J#K`B!0YQvu=|-r@`p!}$7h1`<vFK;ds(cC-{bGK2g1X5 zj8GStDmWqve~Y9T3b_M3rG8jR>puqQ!Ixig4}uRbOxnkUoJ9TmWXj1_*sYi?=Pz&A zxuD;N_eosPp9exemV)mjtEQZ3`HlGT#UeBse5<kfX$KARgGH_#Pa@WzW!{s!3HdTW z@g~WeKgc7tM^~oWa9&-?ub}!F`T$y%s6D-aGvb!NSAq{I>22>ngYSD{-HopkxNz{V zaIQ2Xa3B@i-Z0<~;Z+Z>zp$SR`#UT50~dV=A7qMNgx%bI5R!y_<)R^bW(qrcq)TV_ z2>6FamRsU8bO$@*+K)NEfire&i1T)Jx9#sDr%`v~xNndrhjppy_F;~|>jS4hl{f*n z-hXvfzn&R7@CDWmWeU_qzvRjsdw@QGXYDi6(Wq-He>>}g??;qiS}c%(eIiZjds_+p z+{NY4j4Ar}eLhAUM!o3Hk0|R6{67<W?L?O?@QUMO$-c<<RCz@D*14Ex-oL7+gFGqz zi?qFH1@i{)EGQNi0ask$54eJTCKGbroRdR-%%U+jgZ|}SQr}-#kNCtjSh2<p{-x<2 z`pyb@+dE#i*#J5K*;k5zY3L!6K^)yL&`0wn;cmb+=;<S3Ke~Z)vW%~Py$JhtI1(89 z4spHgcVHzgD|qK}w#L*$=*g6CjT?i2tJ8kEav=`Rp9{4*{uc8Fc=ys?F+hK0wH}dY zBJ8)})zCf-*s04fDJS-&zMsEDUJCv~@`Iil`GzQMD1jTl&!<SUyaN3|^zdjk6XLhT z5z<MS7R1K{vf3kuzyl~*%uk^nsIFljIe<8#Sw4}X3_r4}ZC^3Cj(*3+Qm0$UtI^Z^ zCT2}IUuYUL<WvVe`;Y&|Md%hDg|}MyHxc(&J<W-S&=1SvQ}zBG;{Vt;DGNNu**jtZ z?DFVGGPt90?G)<ZG#6}1kvF6+PVVf^0WV58BAif*dKnY%Eic3kub+nH>xg$hLV79x zJVpQEb%q8@_&L`pi4$pEz*+Wn`>LP^7(I(xiQGXxwqpL_<&WogQm{OP=Z~c#>$HNO ztZ?S_lJ3DhNnAd}RmH$B%`!8!(1RxA_uSy*K|j-jckf9T(6@Uh){q?QYM4du<csyM zAYTzmhu%f=z?~@s-z(#vWk@XIX_UKmjAA$R!C?_ShXcSRJ;n2$@KdM%`c-%5c?wVu z`d$k{JiVrDWx2K6&;3ww3-5DD@P<$BPv|92W3_fJVb0XErvn0rFCE98T(DL}UFn(L z$H8>;`|7=T$~=bpr@2je9S_d8dafvFt)Py1pz^2nO*g`mLs?RiFJP}P_sEldKt9lL z2<i)j9z^vsYb*r%QUGJB3UCtTN}Nmb6yp8;<Ll~I-3Z6M9jHrZuy0*^;-9^S{gdA; zx`?`5U<+wjCOzuXgvC4m@V%5`Q!WYi;b#dC>5MJzO&par9D0X2(X4EL?`op2V(^Y} z6CL9ELDraWZ!y=XBOsj<KV9{%rJaI)GvnUO#|B&(^oznT2JwFCS(D>YbL8h^MS~?v zIRC&aR4lZPdPV*6{5ax}#iqnmdKU1&ZG}Biz&~$R`(Hmgfw;jzSJDi9HNS4WPiPQ* zvVWF|OBYd>`0LDcA93Mct=>^PBAnN_spNkCEb4*^T7R07q34Kvn5?%1@4D5(NQ3<^ zD>~g|jyU_1$dgnh7;$R8+t`8yahltZQx5(%o@QO}P!sE$D)8dr2>9{9%ftNeCrT|B z#SHxZ2;;~}F(Jf#uIyF=bMTAte+x&EUscP!b%-9rpSX{nPs4c<$9I!2r1h}R8`3`n zk(Zm#oFL1@{y+Ac$a;u)`XfaB^%nNE_{#784HxtWU#xtQ9*_9cvcf`Lk2wzgz0Ktc zZiJvScdW^v6MkPjV)O>@oBy?c@`VWI*R(VWoEAo1Y|8OME$~sWM2%lK_9J!ZyS6jp z0M%ud3u%Z;(J`I!7r>iH<)-GGpwk?qd}L+_zRBjpqWM7!eSe``ABI?A&jj6r<X_MS zZxu$$37o<?A8dUFJb6`#k8Xw!eEep|mo?<0VTs?DE8D>{y@hA5VqHTAOgdYy!2ga$ zO2p#xMyuJb{Y2dKTNroTy$@A~US8MWKlq7Y*w0L?8>{r!3P<4k0k<$prhYs}wD+H~ zG_3!yiza~-`gq(ivfB!XBQiJXdEjS59lXzX=OJGAtUvVU5&A7mC=)C8qTlf<+szo@ zp}pLu{N+xlYc5~ZlPZJm&5+-e?1}H$ZPRoF`yrUbGVOsri{7rYoa4Z&aYJRg*>|zd zL(bgZDLDU7;ZrY$e0{TSiCC=x@$8w<duBS^yW6_5{vPi$bV6>j+!gyZN4`mcxOe!` zudo{ArNw(st+X9b_usL)&FQu~H@$3iJ{>&u{YcII$IuDJ4i-IeN1e<v;BS)(@akZC zRM=I-{fe{xx|q|aM4!mwavF6r=>wE!Fz>|M?6XVQPs}6BD>^O-U4#2vd4BCK-yK&> zR@cNiN7{nl^w6CKE3BM!QowWdc$P|_FSUjmAFz<cx!eMt?MM0G4Zr?rNoJtG&lm&X zIS~IMZ?L|&09;ZoEPFQ(buM!SO+Cb?>HYUE-ciQAUlTLBw7|8(@gK+5b+9is)Lhlb z*AmuB;kT3!udHcC`3f;#`cDw&0`h}`+26=Q{A@n+Q(F@G*FCdVp&0u!XG6N>fc<Ot z4nHye3E$7?X#DOul5Ecz0dDlqw1%kVC!R)qVQs!<6R+Q-XuE!+8+^E^h(}`syqT8% z&~5m~{kJS~C%B*ky830uIimg(x8F~NfV|kEUe4=*b5X3iJP&uk*I#~LcML~ApAzS_ zNaUpzt=Ftc<<5jxg0H1$V7Iqh<z-D+kT>cCBJ~ho0@_+wxq;_fIu<B<phvL&{uEbR zjd@1fKE1P;Bi7u=EcXlNNmyQ&W|>GrpN^4MN>j#ptEqHtCSPZQm-sZ*H|Vs)q=#E- zfV<w-#bnf|L-$-eFKPz;<4({&`5&rS&r?dL21U`oLan>T2Y+bvDI7c~jy~(Rqe|KM zxxPc4cfJ$-Yg6LB8F(&vF=4XXSTDmU1<5ePnfLRnr8-T({Z9{m96|nSa@`^lMqF}; z-_8$2UD#OrxDGYeu~F>PTUv7PUq2qE;Xd%<LP3T^#H-WN_wS1z!d&U?SOWbQ*mG}n z^cBSU)tb}HFJRw3Qx4g@^XR)=O<){Gei<FrH%~o@cqi&nlZJiBA{HmnM?5NtkY6Qm zxe=y`T|V7F|NS`qLsRle^liuLW{=B)7vAD9-BW}8wwSZn`wexbl!u!qlVP{C&6*TA z|8L3Dxu>BF{OwL>l?oNkNsE+@%F*GRxYp?pYB*OilPI5Y1M{lRGN<pj$l)CHKfn9` zFpqMwcr~pIbN23N#fSC<I}x%^P`o{U82We!``s%Nz^UOkA3s>coZV4%@A+?-^G0<x zuRRmzAj}8Iw^GrMBUoR28S$`kK~eod241iHf#3ch?7pwy8uci27BBX<ZjPu|y0}rx zfLA#=%l;S9jD2fJDz-j|xdKBbTc3CHvWS|J6Y_StZz#(o)_L)Qak;eybg?)#S#fd~ zg6mP?*Q_Vew?U<Q?rbmmOs4kvm0+J97fyGtv4baCkNy1h6Y(hH$<Y-{^kcoFiL-^@ zMn?S8Jdf|A!*^iXV-xjBxi9^p(B(f7sb1|wyv*7DaA%|k`_nLZ@YgluWsLwAEBH^x z$?n^om^0mM`AYpH@`?U=xg+<P5zpF*lo|w~FX>ZehdDr>ZN8G&T95qeRxEexI{M;o zeW!YO9P#O%ly_eo&KW-cs<mGYJa_CrrDbXG-;J2WR_IE?ednnf9wP7l?&i&K!8y-_ z#Nl|{$KiLkQSZ!MCj#32S>KL35k6%9X&*;i^CKZ=@`An>sXQ&Khu25Taw;gR;d@Pf z4fqbc)U3{MBhmx&&^?1sRs)wg^k`dt08UutRbi-2Lw%f|zPXqP`=Ht+sgjAjNO*8X z(+Bm1jcM)LL*SDmMqKAlp^o79o@EC17TI_5P<$2ebiB9*EAmHsU54ol>OqC|zp@?z zmz1&;Yy@GycurO-a}wdcP_5wyDzJZ#GTolCThRIL5~ses>_%Yv+0A(j`Sh%qt^y$n zefiA4wq77l>kTw|Ct%;&G`d+>zz^Ha><;e0Z}i96=<Y$!+gGw4v)gC?VUJ!|7I3Ql zjZ-BTfyX?XdwZ>K<GzEJ-Fz3pA53l7xF@lniLNY8LD2E8)`<o_UB!J3JQGr56yQfk zqTbU({~@EYCA(dUyl|C%@xmR{(-JS`ZHK~M>E^a}^&`uK;5gSY^pR=2SLwj{X%!|d z^1Ya!JM?xWla3PoPk}|=LOrN66<F<iZ~^__r5+2xf{0rxKW5pGf6vm#-QI`w{-94D zAO^d)S?Buro)>c*^gTzyjKHrM74K;yKWruI{7zj24lv*v-BfZVY@9N-`>Y4PTyybU z2|x1le*f%ccdUcif^Q@2xOg1WAV2U7@B54)*zv<;HdYnbz1`7gp{M`hoO@BsQcx!B zKU?U~`FFSnQJDSM?)`jKLFt-eSXX1!n*8pM&{K7sl31D0r}TjAIv4O}TybiuDR_av z$cMrM@QX0XBKJ#@(48K?c}s$P6mOy?z-Hx!^F4gtzBj<150TMT<nG4*>XUZ~;5);V z`t(`gc`*mLo)M#OaQUccffabNO!D};3iLc(quQi3<X>Gy`!svtndU+60<5ESlIJ9) zHsbHZtph`G&=1~iDzeMt?=o)h7=TCfFEyD5>ERrmuj%rq+vpoeeXJg2i$03d+>83i z0~*~tX*7rj^)wHfwNC&C(|JANWy5^OnnjK`BIvg@Ij+9TZ^cqKE3Y8VYrTzHsX)9` zj*X8}%f<QU@KPBTtZP8rzY}@1;J>q9l!q9BhdMK<e6W5=CNhCqz>DSDLO-~gaIWg& zrNy6ec+SrCTFY7Fy++4FEJf&3YLxm<F9vwGvFy|)?0QI-(mxw<LXv~JDhKbg%x6s| zf%xA^6YTWY687BuZ_gp%%_Hkqb-(tbe#1X`t_S^p9|a8#Yr&pL6bVThcM;FFkLCJ; zKcsNI?s<TFx_*!qi>8A=o2R^WNXE}>HRapc;CuPRr{3#Q0}t5d5G<#0F2~$GJN72> zb!KM#Yis!1n`J?3QmhZ@hQHA(%q3$ky&egiM6Sa|!Vg@uk@_nm1Nr))59NO2lbC<8 zzWN~ODds}&oD-A6Ib7S{HJen(BX7C32JeJA5okElgQ9L=4(UCropSvD|9%}`UqpS^ z!Xu+IR}kxYY~cYHH{x}O+Gr>Iq>RM5BLIH3?XVUQRRBG2Lp!DgpHs(sx#_1dbZ{!# z8)}GS=Z56NE*-`H@A8PPZ3GXT%rIMq{#Siut-~BRneB`A^_FPl?FoS%C)iD7*z_zn z>Z}?yU-f(N_ugXHSgA1RD@0iZ*R9Z>5I;^u0iIEMzhZ|W61q4`rZgFFc=}L7lmqa* zaz=Dv2XOU@!)*J&8^rGr?-%bUkWa@B?X}H-P8PLfYXqDiBNgA6jeSo0W#8sz0(~Ph zSK<!t&&oM-HZu|NX)wrED{&3=LZe4o<?s*p!9?vTyzj)`)6eEOu@8k#8`P%g>*QPr zd$J#W8v8j2oP6M0Yz|H#Vwl4-IruST2InoW=f+NxLjO1Q<q*ct34K3>++-)h{Y5V4 zLk>=ahRkstQN*FSX5N!w3{HgAEqc#sEhoaaF2ghF=pSe>ky6zEh&iK<PRu@-`#NP& zn{@<pb-kbLRoXrd{<v~`ww?ifr@eMBPGj8<v|VRE1l~a!>||L9ylYLA-{EM0{<M*+ z_rIaOWE?~;LA@9Afu#gTDiu+OQy?z%pvF4rR*FqRKmDC7K*QOKd$t_bIDBaF{)1z0 zbJU@K1rGV~?8kfuwGSjuS5W^Y3r=ypiGImGcVG5o@Iiy;xqCmOZe}bTBr*fOV`OpG z6@IyIuYvEAzqsGBsa#1BdV`U^O-~8@@6?)l?m_rl!u^i#Q;1s*O|u_1u|Fimk901R z;@sS!Gnsq9Bb{u$FEp(}*EzO&oTCKwY17~CM7w>MM6}n}ejuOiJS?cnf^O_5aO*}A z>dC{`eg(sR>ozs@#*rWPcDV{2LLE%pF|$JS0OEM6NQ*l7#h%f?fj~>tGaKXWzc^u^ zsPtqalu$Q#EZ6B5fqA1$dwhcvfU9;=+Q%B42*E2}JQTy2zdPSIo%9m(jz7@~f8qr` zy8MqM=@xKMUi}$5V%X=EhnJtCo@6s$t@m!k3HPCMFL~?3U)&nK?C||w)eNdMfG04z z&kz^Ee?Nze>lV6#=Wi}#el*3L{)vlpg0O#s$%=ahczt!#@Axey@W4y@L<aNVCs9us ztiablUySe;1CGvCAaP-Mi#)wg{#y+4H*HTmd1Ms!jS%kKr~{m3@oG%U6!GkN9>0ql zbQdGq%ZnM{b1}u64}f#x2BcCnptDs}-K)0yihX}%_Rbk`O6}0L@ig)e-N22HL*NnG zTQ`ZQAE17?rO@Ds^$rcU$}~d0$~*4(W_}+14q+zZ0l>L~R8KX9!ZE+ZN>Ehv6YRa1 z=Io*+bc?p4*9u;!)0_`wXaZikwofqS5)tw>MQYGdcHpNe9x|0!C&Iu~XXU4dPN=FJ zbI>ToJv6ULsBQ!~6aJ2SL`dMd9~-J_a-BonHE>(x0rr_KnKxtybq6W`B}LJFn7_u> z&sq+B_Hx69`*Yx0ddnw6?7(d|E!xO0IY3u5KBf``J6P^wi7Z-$KSaDd;*Ia;#_yRV z!3(_J@r;WL_0n4Ns?Pc&u%9=A6yK0<RDU<V+bG7pX+)$fKl_2xQs3lSBfj#Uai04o zj(x8fYo!9e4M<~Tdxh^IBKc2n=mz-S)l8qyw~>EMbQaC9o^vY?$ft(UZ}9b<%szJL zAV-YbUzUM?adZc&fOm-dsF{udzvT;aNn~IjL#mFPn_hx`tR9@SJC}8BqMq8%3%thf zVBHVYDY72iuWG469;)&VefkJ>yH&>EQcd)yePlnG(c?t;Zua=F9OhlskPLHAfj>NJ zvRLN?uX8!X;N!7~^~+VznS6$LLLu_33-gLkE2tN_LU#+8ZItN7`V44WvI<~6ma!?7 zkdmnrVS*~&H0J>3?-H}tsET8s&dgtmQN}*4SguzB*WRRECll5}-N{v`TE!9hfsdU3 z8T_E0*)*O8^9H_`6O=Av-{pVFiGH1MB4A+fo};jPqyKU%$7R9G7acWkfG^&2-prZ) z;Y0`v_Z_N--LP4y@7KEm-ZNhMR_Z(aXl=Gu9(_H25A5irJke*6*3MvN16-csaMv5S z!6LAcs^=>78eJ;a+H&v)602WAi2Kc+*X=c!p*z2DA%F7<^^y#~FAO1g-pIpUB7V>- z<t<(nL8to>asCMz_HE*D2)hIa`nyZ|8g^Q7?&7-8VDVMxhLj_zTJVGMPqN`{h)?v% zOpN)+8>wHfzH)=Vgl|;rp{{{n#u&xvLT6zAPr0N+2E6&%sU%J46avgA4V%buA75a; z-n}s=LSxu#6JI<}L#=n-&NA-R=p?*<0lpv<HGf*Y20F+j0~+p~2(?`0CVT>z+n!V0 zBDjP5f_5?=_<(O$Hxb|A#9ZTn;a<<@NtlNcSTW1#f&M3RwJ+qDi_+RPWA*z0;@yP} zt>fU6TvAHwPZV%ZS*da%2QB7SCLd=p1dhFaEv)G#@R$klU|u`{ekY)rVhf!2v{Ur; zXXO1#gCN$iDfGYoKEjbuhjWgrhbPB|k=F$iEYFg_ud2f+>G9l;6gZe3>Z1Sl^bJ+h zP59YVXZum`jJF5xxGYFQx89RueFFH3?RIsvIQHd>Vm8^XZlVzW<ALrA;PD6i2gt!Y z+^?)eS3|eR__jrAo{G9febi0~aP<)btL=mN$P<l3BSfuO{|dR^yd$XVv^jlT{e$yf zkAG&{AzxD@r%(&!pboPmdFy%!aHjVDTg=gjqtRA59k5fDtE^`fU!yON`*BotJML9@ z&~tPR{d(dlwO!)SQ~fIS>Bk~5zy7eR+f*mk-_On?DBOwg3;l{UXW>s5*9%_5p4*k2 zN9h|7xBEVjc7kW5W}W`mW{S9NuA@u<|KQYaVGu6BxeDvKYZ<^n7yJKv>JA*XI{$<7 zl>zG6X>L|*@Rz<WU)P=A&IG+!nXQid=-Z5v&Z)P6-HU$yVAO`bK*?_+zQEbGi}KcQ zw9!9smV`|OypKe<hSxkCd028vFB>>`X8UNz?i}g41x=zoweSaHkwlf3(3{>3jd=$H zH)(~9XP_QI``;xuUf`H-`_)8l;Qv3c=B{V4Mjb?%QNGU|_?jzk-<}TOi&5G9R5|dQ zp37@oh(~Gk*E9+Ee^+-p<=09v@A!&PlYkKVG;G?h=Ddau!d?+zi#R9bN}?nQyju00 zQ|%S@>#Njd;e7OI3z#&CN*BYw%fpM}Ft<&poo9&#`bDK)Nycdx+*|p0xaTtb#g;35 z=po|Q?Ti!=5ep}R(X~ZsA8jW>59RN_3e%2+Kio?EahQMq_0f-;f$*c-Hgd1pF%Kx~ zBil>|;?wmgp950SP6YnwGa9QV=wqs}v)DjfOwew6E8FNqnEu4Ne7XSnor~zg&_(Fu zakJEn;N?rV_WgW?`qFUM^|N~rmzw8O_@WO2FWo)O;c*P-=jgwu?1{kqrAJ}*`%>UP zKEsi0IylFm^mT74{MGRli`hfOA<D-WlJk+5e|=T=sK1B2S!tlhhx`+!yOCX(gudW4 zSHbH)!DCtKwwxD$=OtMNI#5sCf9LUwN5DViiGKfPLg8nEYmRQfJ0+|`F`+N8Uz?6H zEWoA4mQ?#0_JALWrgJ+VMn32FD|m|i;h=E-VGO>M`ZsTOApv-GK|7=eyu<IV?6?Qw zyI!F7GAry=i=Kl{nG$+tM>G$E4f58;*m-r}%G8_5ZF>2LSKS1|MDX1NhOajqI+4F0 zY~^3YbL%VbcszOmJ}&WqCII}PQMNc`cRtG#<qhKm;0%5G60dCF=Odz-a_cuy2h)rF z*X4`n{Lq!r2poTe?Whlf3h?HmMIB?ro$sAH(V|aL|0sKsX(|sK^KW4*7VpzT@AH!> z4R+c5HkcOQuR?}XCiE}*){b1yc56nz{oit{V$9=KFRrn<QiMK?fR~k_z@ZD|i?7%5 zITga6v!$VT(0t}jJjV;WO!WJ<j_-AyGHw0YN7NN_SZLybd*ak1PIE@Ujw#01nlFL} zD4e+eMiS>384g~elK@}eY)ni*UKKlI-u7+@eN3JT3(?pI*N>;udB31e{7TM#MF2dr zb@_47aq#FfstRq`-#M;AVO8*E9VdOQa^PB429+-((3MDyJ?kt_qdsz|SjQXwTge#0 z<opP8b!O%{?GSH2siuAUWegl=<7Hv{4)&z-x`GSq*j2!B{<RNq+Jo3Z6U43k5tX)+ zw-Ki+%9{h_fHS)*UJ&-9|MymVYiJ<OS2cKl*u9^=I&1W6DeTtbtl)v&b+1V?V2H!} zvqhD1J>y2-Okqw?5ixM7r<lE%J@lg#YO61IVUJ`HtcTQ~BRf!kAf3ZGlOp9Qr=!qi z3X6Jrkmqu^rKsn2_fyh@Micw1b6bj(%nR}8;JUeY0P3CQ+Lr`+&>yVp=ync#GIcRV zCrJT(kL>$s<VBoEe?Cc?iuY^f4|-q>KCbg)|8q$<SAtiKMBFZa*k60seohPL6fU?F z4^#vHr|As7M&ApM=v+Y6FWeXLpOWZ#)GJO#X)ewfK&Q%dJyQ4qpCcmN7L4DU9WP{H zNBnX2*E2bH4fA1?4w3D}`ID#I=@aA^(7*3Uum4QbjZh?7#h-xhRc2)9`xf}<TJUJC zN-XL-6eVNp-Z(exX+OMM-@pC&MhH3l`IDdDiF0_JYpirj67oq(?0gQ>YsAaWyJ73; zs2_d3@aQt;C^k=q7w+CWqv`P|byCZP5Y;s@d5;u*@is5M9y<@*Ot%`chR?lddGNgY z1@I^Obh=&v#2ro=tM9-?{yzVt>cGR+pLcULW`ak*Kgq-kd!4#@u51r@!~#WF*E8e; zr6Dr4+GXg1+;yQtz~kmgNk3Nc_keT>`<g(+>oZ-$>&VMma(A+K`!8!X_LVf?=a;s} z2OLdse`R~y$EtDkf9we^e~8a<%&z%2VvhRTV1TJEIr_$8-=y3Ce~WqfrCUf9I*P#I zxjo?5737z`Zw-N;S7|fXVgJ_c<c<6`P~X-{dGcWf`>=#Bg#G&?Vkqv8{NoefY4uVM ze!yoYQx88be}C<5Bm?q<Y>}%b{@?Ap5|lNFk3RjhCYIgM50cyY@|58Ja^n39;0?0w zv8j5{4=Ut|hKym~+l=c`7wmu!14n}+FQ6~u#_H)&P1F|#j9lb&(eJ&H<Z~Q+q)U@( zX&!j?2Gx8^G~!Ae<u_wr{GQ--g_#F@fz4IS_oonagrtU~wkFJ%<EuZ)co}hPBqv{I z81tYLty0CzkxxIR+}kw7{&#EY(?D0!b^dD<gLS?Y#4r5468}~lE}IQUU%&~=p|d~H zx7J{GQTP=4R{wVUkHa6B>oR=gz?1$mH=9XkLm&4twn)E;b5&lKz8+3Se2L}T7(tvl z`RQ!3QX=~7{Jo?eVx2EdT-Z{*jq_8-Et#(fqE928{J)m-;KAX3#?PUTQu^n2?e-_z zOBZ{naACdel3S#JOY7SSC-YDjTn*|wUMmjWO57=ARswa_QLe=U&~f!s{|hn#A50=& zeODp}zAgJVcqkh>q!1;|hB*4sC8dk~!21|A-cu_gE)QK6KDULq8L!+`Xo2;#<zP4I zfIo!3xO$NZ_&`>USE>~2`7b&{%=rrPRo#~E`8=#UZP?3}*j*h;y>oY7+R(wgXtxUZ z!PMW82rA%os@zuPE%Y@TTMYa%0B%k_CsY}MzF)nO&YWcAA?d+modnEjay=<S9*_6^ zpv-jvcF!8EUN%#TI5qO6_zhmKoU<_*s)_tXw_Uh&9r5zaxJ{%k<}fHRc^t()^8Cni zm_ppiXx-n?djtHco`Q||B;xmhQHxi|ueT!1f1E#oe#fw+N0Q)iZ{8YJ_=Mtq2l<ti zz0gf~p1Qa4e?%XEoRRGgzZ=1~$Jp%61?b-En{t~Iupg_m{}hpjbRG|xYr}6gU(iL_ z<MUL~`W;*%!PDGcZQK_|zV80O&4ACX6y{j7$NuK1#@Vx?zA@SpwqAnQ6KrBz%8<9e zs{ZQY1fCendZ@Yy|8DYbWe9*hEgj426GHxW2?z`4gic_#zoAIl2RwRQZ@tqH^QN8e zFc^BF4}O@aC(aFj?+H2n68yr6t+z*J8+Jb|Ui7^VeRu4t7fKL+SR+=;wy};UuF!ld zK)x_&B){DS{cY{d2O;taoHuzJ{X7=?q@h-y_RtS~$L+72U!gA{F)LT=0rvk6X}SP6 zp2xOE<Us-6XTRTF%DZ&H>p#hL>fkqG)y3Sqc-ZNm;0}ihK6h2i>nieLb2Q7H+V9Zo z*4JixrLfLf?V9I+ck0_pE{-El9&avdCq<sAr95HGgr98P2U22Rp`PF>Tw-7W-8R9l zBLe(v-=!ncKfn`sB)`x<#QQR*rj_ii0{)6G`_=Ok`+Ds~Pr4%b#6^ZH3*W#$C`+wW zaBho>jwj*o70m1Y-P9BaJltoc5cS9zd8FNmcrW;Q^UpK3=RDBg*Y|Mc=OA>X>?`5I z0;p46{k(H^9lVB_<<l1OK>Y_Ql@;K1-j>t(35eT*F2#?6H*rtQf0y%Kf#=b)d;RNd zhE5o|sq$P5dYt2y+TcOt@9mCIKiK<eV>kKN;G37uzvdN0{EgO08&tx2+qB8p#vpDd z5Z6E003NeA5p1w~zI~~J@~%)9^7|Pso85bikM-XOG#*EtBd^w(0yts+`LPSBX4sc? z`Xld6pkHVgcb*x9Zko1e^BVEKE#*TIgEc-+Z9i8TUbpu=RjeyB{CBGIF{cHdk2%e9 ziwt@G$ow)n_S3Vki!}yu&!;@!Nzw~EntiZO8gcBfh4ss6tbbVq<!$Rn=r^)$)HndU zPu8WL4+q{daMJur4P92vw{qj=B{xEsga`LcbIe1Daj3~M2Ctsllcw+)y1wQu*1HAZ z*Mo;S=iWkhp2=Y=QU*R~*5Uj&kM+^cB2)p#jl7#HirEKTNcrfpnicHQY>8$24(39R zl>C+E#T=QBw0*<Si|jnhht3CsPZ<+(dt#6`4v^SCf-d*YtHeqiJT5>q>rY-B?w_7* z$}%K_UQ4naR6v1#V@iexUb}h3g@r|Y8vO%?>MCTwRR`3X1Ktzk-ob)E6BF3Mz_mJQ zJtpL3UY$I#eB{+jM(V#rQ3tyIg+BxSnQKrQSnUM9@bCvqup`ztq=9e775Yx5ku*2> z8CCtLXo(&42CpXs75IaefS30u;*pt1^r0-&XG+}VE}2?F2ReLs)x8!!M_<v=0B=fD zQ+`t0gk2vbAw5}%d0b}8g2}M=yamY@Hpm}@l$94lh^u?#X+$m1zoG2trpoyg=T9SY z25%$3``z|i$cCNEy)qRGy^r&#-=C!2Z$*D>?8T@bS$O~9H^S>a$WIf2BErB~vP@+> zyZ3#Ne-AUG0WK5Sl%1Z}M&0!8HHTX0k;SujZEk{RUS(<?qohDwdU2y<9Xvq2O0MQb zBjz<sFzF<~&TQ%yl=ruR7q8JpyoTQD`llx4`gNRtBj!6x^#=D>PR*U^0AA`o6T;Lj z13jmMWUNOTc|<PowHEY>&ue!#8&085$<0`m6!yNPmPla!i#n2Ef9Cry*sqR@qCepu zj2u&aEODswe~YV?0xzkyy6}T?1pZjrYGF@<b@`gH^Uojk=nkiEhLONg`QIqbuwDzg zOQ)@XUvDVVWVm5n8ZBB*88YB=K6n1l(RIgT;eFwvl%1UwA^8f4NMxkU3KfxL?@dNV zsDwlzA}b>^gi1#88lkfH-i53P+5H~Bzuu2}=e_4V=Q+<g_uO_XJpQUOSz3nQt8sY? zP(8zbC=I@`&Oux~8`#x1h}U0zsyhMyGI8hQFYQEJAHJi&(}X&7o`+C0;)X|?ic=Z# zvBmUTh2PRqZ&04~3j&`C?&1!l;z8fi%A@ow#Gf}!mySQ5M4eG^<H3E{iFJY0@K*=) ztvz`gK#KVMmV%x1IO6ljy0%2pGIWq8gMz*6z%_&8&bk7~e-=)3*|DRa@0#e^f2aqI ztGE8hiGv<)HIT4qigW8%uAJv|1OBu>nKM0#^Kudo$S*_ZxP16yj~U{N#=tkq1JDT- zO%AxxVVx)UYe|eUAr90``kM)2U!G4+q)nke;K5}FMfhRn;#;$MFYsk)rk_W4`Kn&~ zjx*l(XQh@{Ek55br*Y4nI^gF0YcF2y#uEt>-!tUs9~=;86A!>SA{s?fGvt>!l2>n5 zL9fz{tSfW_zJ0dIv}6>;dOWrt9ofO$mIL0?wcrgBMiHt)c>NoPmP2oRfctJG8RxMN zW=Cs+zJd2FhK*mZ!Tvw3tYiHOdlndM5!P!)pGJCFT#OFlELZdEZR}Ui>Z>1ROVDqR zeLh?hjQaCJS)gYO>g(I=iO#^if!Nn~%`Rb`ZwrvfqMpihm-iqGHF#30jzKDL>Krk* zUo!eQUXEVLF9*Ky-;AC5!~)zsAGE=)1inW%8@q*b2mxfZCcEcBMMRC#y%9$VPNXd* zMwpvn9z^Eig1P}s2a8-9@@mUb=W4`n!tpx+$LyddM7LIcA;vlC>oGqgV87o*z1Gx8 zkncJxlpGZVuH?o9Bz5ARpNXa!BjEL!2k&p~FT{Se-jF^4Kh$|V{r1#%)T!Mons)VW zvn3*$Mfd}Mb#cL$<M5BgcIT_G*CDop(`SIMB)*%z`H0u5he^rzor7+@wZe5@8aS2f zNLRFsIX^A&zTctuYYcQ|Wn`g0Q$AsI3a_JBJ0Rzmh<MHxpTrKl4>YoivZX*=jta?J zLB3Z-b@{?3=3uS$d|ipd+_06qR3{5lpaTqQXn40E&WD?fao>O*(P?5r^cnVC__A#= zX?Jc2?HQ%V4g^Zs`dgF8!&6t6gbTfZzm+xt#bS<x<Kj<eO!a|J@;uM)K#w)_Ufmmq zee{`aUf!gEKW4nXbqBmdh(4aS8|!8o!NeSwgFITnc9^su{Xz$h@fZEVxy89NpS12m z$NhUN#tOI}*Y!tY3;knxN6%ejJq7%_<8ooz5c{;69D5Re-zfHWfetwHvCVy5UI1~$ z`oDwf(dgF*y?kaH_;!xERxB6m9x9dAQ^12bYRT+0^BD18cSx*}fah%tT=};Re|Sk2 zH=KoYTvFHV$FU#Wp7gg)!d{BIJId|3kiWfCT|3l*est6A;3xlKE@BV=;dijd+_e1~ z-hJr9qanx!B0dn;#r_OmL0^g`=l#P$&{KcgoOKPu@0};LQv}YpP_6_&1a2628ckFp zUbB?nbP9uC=uql?xd6ZLb&)7htwn!TV#13#=oS|Q=E#z{90}vELeAz6ga12Hbchw9 z--*KNfjw|%+JT(p!y)u%_|-24UO}INh@^O@75wDy&&%3a|Ld;Zq5U7BLoH?7=J7!n zn4x>-!e~!;d$(BNXAt^KxE7`O5RY$u%i7#Mm&<p%)-4zLE=jtroBFsN!EWZZN?;)7 z+CTGQ9$v=1yMclpwcWr6Z(`r8OvsBr2Hm5@e(fyqj2gn9PW_JRUBl~4dF-P$#evJ4 zL{-Yv$WNrtIu2X{j_xxa`H47H)jJc-n*jf56s=Okzw54c>Tcq9_b7Gr7=1z=p|?w^ zMiTKmVLtZ&;;SQ{@yBd@-_CM5$+CFNSw8iPbR`$(>y7WIrS9T#2&M00D(X#T_7;rZ z&|_+1in8H1+MfcHdA_3`uRFF><1gaO-=~?2Co%6tm^X3|uS?46;-<$wO#sp+!1t5I zKeP+sa}ExTRKNU+^AS6fRqQU{QB%s__?W?u%nVL)$6=lqQ-kCcV(`((4N7J3(XJ~u zUW8eoPkEXDJZ&BF_j(7HqVI_FvmxW5cwXnoW$MEO@H3g9**56!6}k705MZ}~#CjCh zphutM`Qq{YCFVQ}5x+HrzEqeKZA@_nc`K{ViVX4%TkqA<F6dEz&t!(je}#@wd_S+> z6Ln~+R$C$HrAEEtpX7IS(*4@0*Hn<#EvKZkeS{v)Anc;eyL;a3fY%;A)X|<lJU79D zK0)#uzrVo$0`3bm29tp=Jl^|HqXYQmCllWWyTA1QPBv{H<^s*<Oen&iQdBQJJqx`m zWqn(n6L>RSB6Q|I#E(xGYdvlDBW_b9f8_T>{uudhmFOqtM#pg#ngO>jE{uJat4Du| zKxVQf{@w2d^@=s(*edI(i>XIY|1}LG4~E}x_U9cMeuDm+Df!OxWZ<t%;mijGv98Om z$$rQOqUpcVMM1ybzaG&+g?!*r{Yae@^d`AW7BLrqhZY@r!Xn_WJh=yDCF#(QG2i}& z1^M;gXJuMvkiW4FO|b6Hp%J~gCR!zg^S>;#H+6gw7r(75<s$!TG7c}z=f*nNpC4t# zI>)paMRQ<3vh6-{xhmnDP>M&|^L*&5rw-axvI2iL1<XbwaL;rzuff05=-2QrIi!X< zkp`a!nF{o5>&eys-d5WZm^j^r^2%_ZjdQEOYL6{pap88;2KfJ_JPA|bVAMO3+C;<P zcZp{y9Nqvoc2+#w7XG4d#4WV@HvB|2C5Tt{68Nn~#^N8WKhZO#;0f$cY{8}Sd~KW; z*cbLt!3^~WHBI}MI;iLH9F=vW2cACYiis`6et$R<>Jfr{e!{Zv^=t5OBU1m+4)g<f z5qe(%4;^9)I8@}oLm&Ro+>O7D*%piRWthvHI30c`0{ThHP@QT8aC_juWW{^LpY|dO zmq+NE$*y?ej(vS<yJOy6jXr`s#Nv9Tn9F5QTsWzXxNtARv>$fgrOc{v2<uMe_xFey z_?2PSAFh1tpP<N>o3DUx!Vj*{mx$nd^nY}00WM3C8!EAYuPzdO>UwE{KD`p+2~ptg zJtsdF-wE(b+iyxoRMB6?|8);F@(Z8dn+(QBp!-Yy8Jk7_hNBuo_!!R1Nk0x?yU&LE zmHH}q{Qjb@!?G{R3H1dDHE-6iv#8_T8R?$-&yFy;=A-Gq7y7xAOHY#?<_^3c@vG}c zUCx+rqZ8k!C^YldkIS%sU+st!z)6ZezNtnJ<R@-*Y280iHyt|6QMnHN#47g}M-}?X z$=L>!LxCG21r^KRFjwjv;lc;t3CB0m_@FyD*Qli=zCQ*yr+3kd2>Qgpfj?vKv40(w zQRB|jIESjDo*9aG8?5}jUttCQayEX&@;CHhwJ&#OG5<=g&dOUC{FFcS;px5bFF(!J zY;s@BvCs8T7%~DM;%y{O;{d-BSB=m1K%dm&Z)qw5bj~hY5jNmnM^={BICz&#wc%>W zB=j8LX>v>8?y>N&$lW<hnjL?ppMy7uwCo96qC(z%Oe&ZW`DUVp*`gCa_&7!C$9Kpt z=wH1&v<kn;6L^?mkKawkH?``F?_HeA9a?7#9Xhb~kMeosQI4@gn&8_T)_r`O(Az|R z9nmF?M|{h_(3sqV$Dwaun_oiDvK?6*E{1L;S+sH#{-LLRVNfCfc6Twnb)x`%Ee-<f zhuENR+W0>|Knk2si}qYS3mt$|>rD>qEMn4sxDj}uFC6um8sD3IJxcE&@<R>VBIjSc zSg-8>{Y1o1lBtf%=|902-QKsd-9^2CNZ;p$C(gAz@UrO*KwP~Mws8<TQl{QJ&u-)g zO=eyk&#plq%K4YMIs~0b<#K4E8T4xl=0$Vl*)KR`k87e|p604+-StA`=V#O<mrgno zu9;n%uu($)UzSa5fg1cmWQ0W{9egfXL%w<m`%vQghx<76*(f3ziYf<!QT)>#{$Jn$ z8ioJ<!am-Szx$AhbvgSrz5X5ioOCeu;#ex;HEaG8TG-2DGqasTh+mrY+0~JVQvu7K zud^31|NnPIU>11qgN?n(>DY&a-^WktA)eF}zBgPB2EVp*Hp&35W*m^Z@WTOmj)QY- zrULZKz}OTE>@!315!3&S(a+cta_AXw)%?r9*sv<RpCfs_2%aAm;GWkHd(3LC`J;|J z$J&TtADs=(r<~w7j|6{pp&)-Nei(YE{Fbru6y~}98KF7Wio9fNiCP@<^U_19$Aa)a zPi9*#QsebBAEmjCh|up?`1H0E^n|dv5XCETsOMOYe(o@ao!(jf5EG4leYdn1m)j9{ z{mdAqp~GEl@Dj)?$NC44y*rwRb7L7x3#TWrFUDFT(xa$Pl+Paf4u7y!QNQXlf;vN^ zFpUuAik~hzQvM!&-y7#Sb*u2Z`MCKwHNjuoo_Xxq4<6;oBkskyh&kSuf7(1cigN_{ z1_u0JV258B2V-2p<Lw0h1;Ow5PK#csHN^UhCh|VY!~76u%a={yJv1bn#zn_~2O;qV zOp5q_!?kO>yh}T(LunuIFI#nUC_@hSv*-~LTZND(2G6vXfw%8SWw70c-=>Cq5`FLq zet-9NQBNQApKGy!8j`5rF-&xb!=7D)7O(Hrf$u~UUMYiz^s!7t4+1BwsjOP~M!};r ziYI?O!@4<H_9iwW&Z<A1*~I#q9Huv^G{HLb7?ld%!?}=GOBc5Ax%XcF$a(?)*du5o z{{VJg6)z;7j_3Kro9%OiowE#D6(1jl4wp1ouL}L=X9io}GkhM?>9$iVZQzyDIkkz1 z&x`To{T`;UV?z`7%+v6PcN7uHV(=%CcXmOMcpUxX8S8`itoQrUhCXm9|2mT_=1|-B zy>h>YeWBuMx$mC?ox6)jl@ECwv(xKq-g20ipLv|a1o`CbOP1$)8^DEgCpTR2`X{EL zpOh7$2b*iNZQX=l9(!jc5C6BGUKn`*zni!`81-HXb=OI2eV-KYAA{9bl~^wsNsbkN z*tregz0{5K=!0u;`cVU1(KZS=JKKi(q?gIF#v1hT$d!+kJ7P|0Ogo`D6uji5)VZ|? ztUvK-;!fa;Vx(9<R)`Q^8L&*iIt^s>iBKT#85Q-pZH_s|ha4?rg<$V~IV9ts5m%p1 zC44!%iGEh~D;j6>ai3M`gYYBH$d^n!iBxW*jutNCr-ya?{EGbO5d3J0p;&z43-)1M zJ&GOnSloUjY8LwFne$3V4H0i%l|9uT8b@Bs;hNuUfqLrN;3LsF=uR`4|9#+fB;?<e z#3i$i1PZ!`Pqv^hYL2~gxDG!Re_?WQ1~{x<t5UJ}3Hvoz$NX>%yme}n{|w@Cn|E^U zS_tw(QfvCaR>bY#6I?X#pD$~wJ>>4_S19ANJU@fJ>5-@$F5uM5HNnI~@Z-COszv5) z@H^?*lwUAIZy(F+*FbzY=R&N14f&GGt6B-4Y4GjroEHP&y|z1Fk~<L>WyO^U%CDeb zdb{f|11F}oa~HU<o|!XO_UGVzd0CbcgR$OI7iwkXkE4%;_PPS|ReM5vKKD5f#1Y|H z<}qs6yU#OL;pz{_f8X<Lg#U%EAuV0I0K8Y6Iy#vPeZhw{n>|zyewH5*{GcB3SY=Q3 zGW4@Ui=OgLPq1$XY)AR1aZlTKtJ@iC&^34-$8)P7PWW(z3Bw*4tAm58-0?e8^V2jD zA6d5>-TM$X?g{(V?dQUM124v<<ze5+Z^pt8)uC?cq0=h)06NiEvO$$H+z&))V560R z^SFy0loYTB9vk&xFW>;>YQplB@5nD)I{wDucQm{IN^8M+2z5SU!)ZMFeBu3cANk** z=a<!(ZaETq_wyyN-G-gN+nD~!jW|bnJ^B*xe_e+}Mw1V`)?V_CZv@t%@Mcbu2l7_I zeMPSS0Vh9B-`t%SSA4utZcr5GXzOM|e_lqN(8Ar|h7<ZWkEwlr*bRGnReouF0XkjX zro6@x)Und#3lGE3*KdfEF(Y4-%G+O=6b`=TQvaO}^^+{8F^xXpOvkDU?;l$S+y~+D zV(A|~ziK#T4c}*@cK<#B{BG{3hcTaE=k~-JP9xxp44rmMNB1K?JtX+wE%cA>mAHHO zDR4hpkFS*{1?RP%T}k@|`!DfPzR|pc{kr}qh{y`_mHzX0=Y`*J&JDFky}|muq4#lv z-#Oo!+}aC$gX`h!SB`Gj&C^Mn2IR>ZX6<8qN$@w)uW@aPIJfxrl1r8v>TD4UALoY< z&!~sCjKBkUI2>)Lz?YJGEQV}^od}!~js!IgN5T?|f%13se+%d6H&)~Kh4lTDx{7n% z5l1M~jRtV;H?jX?1inuuv3Q+?FnB@-i}}9>;K<t@Db<V6|L*sabi?kNY#AbBiJ%89 zM+_REPSKwFD=}LNd1x((?wSMY)k0Fk-dAAPd#KfR=N+FJ__#p^{`iqc&5;atmpKqk z@1BM}P;ZH7=eN)&EW<TxNTA!$rvBvSM4X6LC^)5o`1C8XE^i-nh9iw?H-XcPn#&?j ze}a$wd2~Yz@!{eAdOKtI!>k6kcn|o5(DR9K5AYsO$`FxJ_$Pw^-$K|n;%uDN_UL8w z*OSUk(INjeXBa441zvjUXFUp)$GkUI|I)03uyc~%ExU7)PpNw~6px|a=WzZ-(qr(g z{ZbT9TTq8PWnoT@eIg5c^rZO%_)$wv_%q=6GRIFr!aV%?osP#*8{~7dsa{@*&;#S$ zXg3fS4C(DP`CwlnUqz{_EAW087iI!})HSKuxTb}B3h1QAg_JQLJegjF3jF2()tMTL zd$7Z%WCE!U_;v7p+0qc`Y4KNOW62RWuB?}ovqQIG8I2s5!0*nf*y2S#<aK1f&Hgmp zi%Dr=^8$6zK#M1<PQa(fr}k8|BM&nrvmZVTaiDlEvp?Vu&W-3CdCZD9VPH}H@U1!O zmF2B@8hBqid6%s>z(dD(tw-LfBaS|}Bk|J+dcSg!XhI<RHQ1h~QIexSi<9Q~9^|(d zGaR1I1HVtD$Hayrp0|!GPDgzQ&yr3)^BnQ#(bl=?BG_qO3<sC^9;}lD$=QRk$iEW! zO31PQRW|v*>k#*(9;{Dm@MC`G+xUl%fEN^9W!H%iFUW7pv9H2kg3F%;@58x<k#b7% zjso<#7}q5#KEnCw&t_@PhFIV9pYG>^z^h+>$@*pqKj*zW#Zr&@kED8Q>}T+lDaMdN z+;@^NTF5nv{kkm_n)eZNzq|JjH%!4Um;9#<WQ&n+8-+98MO^iq*nc)2@se6gaO6B6 z{OQHW)$1haS9m3`e3Auq7#RW5ay#H(RBNY=EOdOv2sXVa;I!CZ%u|McWM9kaYd~Ld zp6{!D*Rg-fNv+fgz@>?Jfegg)nduQ7gDTje$cp<7-~un-2R_nr@M3Pt1P1J@Om?a5 z5#(iOf=I4s^T6+@t~@02LEfdvDA)skJ>p&XUIX@NI&<7EfC#)*X}Bu92>Dfh<&%#N zsOu4B>iZ)O@T)~^>H`<fx9J%Az^{V?Txh1TZ!v;&$vya7R?`L6%UJJ+*Ds1(2R>LT z{xoaDzu#Wi*&mGfc<JMZtTNz$Eyt9X@OSiAOb0H$#vJy`BVi+19q1R<%=}6P|B5a@ zpGOJ)@!>3EkhUo1Ww7Oyx`RL0q%YT*Y6G{(PMp@6av)g96}pP+;NF2dmm`;vZ+s{b z|2*O4NT9V$e3aJ=-F-ARHc{1)5G#1s?=|xO!=H0H*4;4I!9Hs&fC>KZVyjLz1RZRV zVUgq?bcS1|bL8N+sRFMb%z|$`^u9K7ofUmXF2v(~;Hy2xd*~y7LvIpiaX$%t>ZYa& z$yhR8UoVv^4P1&LXJEYV3*0r(CJ~ngjz9OcYr*<a1b2QQeu#L-qN#ga0R3{m*z2Y5 z!v4h`J2~wBuGWW+M-iX54;oPvW1aRrsQ<FT3f{M%G|&S3?`%AJP6GU9?YXQoSq%8c z=GH(o@LgdKc~YDz<_Aow?5$>jeU6A`y;BCxiEc>hQ6azD{L;h`1fDBcT;z{+ZSaYr zsh7pvpVEl{uLjJAIrvaV75v^@Dl|Y5JZi3v_m$@e_LVd9`VYi8HBAeWU#s{#IgL@% zAG(pAn!;%U;(Xo|eb+<qr+$I0L<RKkpH~|1!kp1o(?18va6be2ktcB%Pr@$Ly{aRC zud9>2&m7=qB`>74JI~|yln$zvxMB_`g~a8PcQ9|&ZRV-Z1)S@nI=IAy_3mA9Yy4vb zzYz``Gy<N8b;Z8hMm*1xuw$R)25$-7DqLEC-m~!ROvVe~i*QuRbS89^#XkxOT+o9G zW&IsbAzui)G`jZ&&K2HbmDq#$(om|9{~LPVrPPRumFLj=lKnMUQU9^_Pqp_v4Smy| ze74;Hb$*3P;@3jJ7a>}as7Ulv-6YGo2mh6gt>}3NKDCE8|5hvfu-tRzLuV84^GxRY z5%BJFjd$HMZIPc!9l56to{^ug7R%Cyxg9aRdzg?PvcH+A|ICBFfSOacJb;Hk(s>=( z3y`M@#7E!9=j89d^RWwl?W1&LB#{$wTEaq~7kQn`C&dG|??Bg<S+Tu&5je?OolR>G zyfWEHAB5d^Mei&AF^;;#3*G$<@Q;HRX;woKe|EnAxHj<&{q~8OGOYdJUHX@LYJrdP zmSqFhu;1&VoaZ9W;`@F%UY@6bI4dTzKNdK<u28nHYK8vVyCH^pz=Kd4mNp6S8;vMW zrX#>vT9YStSfK~?I|#BcoP>Tb8&j?&4?g?1bd%~f=5`j2cs3$_l|2j@Qo(wO3M#YS z#`~J}5?>GkpUNrBt{^<aJ;N&hOf;W^4-9KG4>}>PpXb-1eF8m|?z-5l0qUBmEDi_Y zcLDnkTAh52KCs6Rw-OMyMVh3w{19(EoR+SN!+s96Pgr_pK@Z{SSdhv^d><I*E``5| zxTxlS^N0Q23EpQ8|ESMfkx~XeQ3bl0dr@QF!fAiM7uau>kH4OVL$7xEb^mc0{G)`f zd#0opd1N?7<8vX8xo5UM=>R@7MB@GW4|Kq5yt<La;9vSWSN>ICJ$kOIg*=D9z8ufc z11<)%HZU&0|8krym%G4|d7re3mcB*ZX{_$-GsKO@(;~k*<}qJ`F*v;#bu+_}B(_6X zm#f?2RkyJZ8tYm5Rm#W<SjR82wL{m~k-gf!ihg|O$Ff#L*q03gSHx-DyK7okl7_m( z>8n>>Cf~)m559ZJ_n^0qGwYhmB93U^_*-qojQWRJ$;o^_^yg=Irl+AE_u%VKhj{3# ziZ+SPd%dCCZL%j)oI}6DZ5nyzBAicfO?zVx+~FJM;1Ps<yoo*YS_(W_+03Wn_yWFX zr_#<CGxC{OPOHg_*v|x(LB>4HJCXTt;^<NMJ?;DGUhsS2(S7Et>#%==kD)5?AOD8S z5zlDBa~PcX8Nizq9|nz_!29VmbH6tNKeI8u$0+*>yz2S)EJ@_smy@qP(>aIyj6>Tw z3UT1otM|+`8knQFkmu6^|6FBDHAudMd*D9Al^mOZF7@A+JL-doADUNk+fSfh?eo0Z z6U?7GK@!!q7kTGrcLt(xJTH$uIpb^~^6j@Ze9IBQw~?Xo&(5fCK0F+D;uq@kJxQ-l zpiaQ3pw?xbj((WcP^C`9(W!s87S|E)wCKsA{5-KPdRL#VZ$LNgUfst#hW>a18qW}{ z@26uXtz9oL2XQ{{P^t*(judR%`=6rzw|uEN9dX9x!WG^dOW-Z_K{Be?SE>5HT*j!o z>5h{{<db5(>@-e}VxMokx4)W*^-8D7Z7u%{{F&NAUm$>ZlqAtzgE;DT_ue(lBIt!> zksUXY_l&682?XK&{@O^nu;6<=BC_(^YX<)u5>hF|qx|)bd=6vuIW?U3%Y3?f-uAC^ z1$apIgynb%DeN|m^qCm=K%=$7#@JgtkK=g51H`96l|BYD@Rol6rJ~(FG@se`-;?0i zuX0?^GmXIhi;g7<U&p+@ba8S|#O>_^rOSPYLyOBN#-F7_PrFkkDFWR3^Ws>h9C(JX zlJO^_7Su^XyboW*zK87T^G(Udxym-z$W7P<QL`G=Zam|?WgDFj`_PQKOwtMe_CE4l z@~sZ)eW{APW{6KjHAGP*g5W=1x5R&q;Jk!p$|fs*-)MkimMHj6h&jb$QQ&~vC!*9m z*wwa=w6)b0^q+X951l}L^P|@mH#OFm*(bEvN)x#AE&9LR^J8z?TvMq^aDIo`Hzor4 z`cKjH3z>*VBDKG!-{bpf$SGbsjrS><Q+8vT1;6>@t9%sS>u8kDYuRS3%c1iXpDm#y zC$Kro&Vzq_HX&XFf7i2a&#)c?-}<Z26gi0h*Dx<SU=Ms=aJxPe3Owg7?0&oZyB>Y} zNdbL`N|BytEekqB)?C20Ep!lHS8oB>-&Q_z3m0(yn~z#4_kHv+k^VOHgnd`^4<ATG z-Z=1iv^y;fytKeP<?j&k=$}IGnAY(*rdHhT%{U)wruiZQ`>DQMz;z07T(*KP`i`z6 zA!>2zxg2!A?SGz*!9l1GUkgg=hu-tMrO%=l_Q`I;nY8y3@Yc>Ljui3L+_$e(4}Q|C ze<ZsX`PS&8kJ+D_P&Z0{7xNeEd$ES>;wbE}k4P+)qQZ_as$!)P0$kzwUK-N@-rkhS z%tNDuKB8-Uj5BS})4zu1FX*FQL%h(Q_YC)=GZt4QAU>+q>3>S8N4>$Qpi})a?6^bf zP9f}t(V^sohCAvB9g79ah-*D1Kc7~&B2OD&xbhe{{-I2tX?YdrLHgtGwpBq-QT)xx zp^5m|o+=vm266pK^ifXaA1SvxrE~DN+Wfe<6mTPRf7*rb!RX8Wdh7Ox9Q2PDb6b5j z$bGZ+l&RG?5~|zoNH1cJVQEyp>Eu=PL$=Smo=2Pvsv#1~#ax+7TAZEqz<a)OwOA40 zyza?bb$37Xmp4;IsN?fBU;bdO?nHlI^%NyB;=^6OTYT00_#PKm<;;&k_j0qiOZf)h zBVnaw3hQ^nRb-xt9{S5v)Q1a1z=a!wX%fI~dNxjRvIFQNs9XK0{sws7OR0QqA8=On z=lxLZgN_2}6+<V)jlLERA=FC;$63zwoyR$y<NN`SkWXxKGm{1ZkMu7@ZS?@>Qlx0u zO#<L=vW<cTT9}jaENVyK4Djh2r6?opn=Ht^tXvFrNrl$-416!4A9GoUu-;t-_f+QL zKOPS%sUp+B$LxBfhLFF-FjQ2m0q4Xr6U%NPkDO++_@Mg@k0;#oYO&9T#6?W(_RteA zOGLcY1s?bm@bTgG*@XGi{-)@&3(l`Co<#l~^WaDY_*0LSM*SRc%WbD|@JA5hi(ssn zsxJ7^sJY9V66i4hdQaQoec$Wmk+#9l-g(@OV!=MCz36<Db_@GJBlVcN68T3(pak6p z>PbDUNzt&I%yy~DNCWVdJBQc)a3Fp?*PR%c29Mm4BC6{HPTC8YE`o3Fy+6P1mxFqg z^m1dmDe_x7ku0+*oP%JU`Qi`U)#Q;~Rl?tV9JW?X_koM!!VUTvI3GLf@|0*l&Ql!^ zs{gWWOQ1V@;P0(jTf*1vo#ZG<%!QWZDvL*b@4XP`hxgdmj^<WJ5>M1wd4qjpy-@EA zkldSz{ng{3Hsy;#UU8B3=vyi9=GvyoE%;Nbnor5BHrAW=S%(<v9gj6{#aE+FnofQ+ zWcU8EY*rcLc*F^-YrmSDur4_7GV!qqapiV)rcMUpe5{VG>|eZ(A1&V|@ak4SQ*S?T zQ<y^TzZvK;v!mN#m#a}%w&o;L+QvRn`mZ_y_YU}a2uy*u96Umm=jnpE7{Xk-YOs5D z_QKCKQ^-fUH};T12dawpmum!$2{@CTiCKeA{_ZW`3E*fAqeRUQ3ao!gn=KI~bfQ-e zOjq&ucX@8Bi@(qZl%lFsRtkNLpEHmL`AUo=f9V?bp;jx;ngV?e#nq)DTF@ij&ys## z|6)h@Gk1DpLI`+8xyNIP8vUtFS*PStCv9Flmp;1)oN%3|kO%Kq><?mjn+Kkg<#ELh z^-@_j*^gVUI1h1(jJNka^oFNDbv}}#u1Cs0Lh>DR%y{Z7_84QnkoFuw56{2<T9SX= z1o0xw=7owgbiq%@hx}28-G6x9V7M6P8DEnodTD`wznPJzd<^@qj~ISugLvlDZB@dE zdi@=#xcg4%Z@OFk=o<FL;xYAnAmT=*x*^?Ftgoz}Q@ZkL<Y(<wMN7uOwKIgudf>Qc z%gKo(_<z(}r(Z8Q5HH^rqz@o2Nm(rX%>ZsKnTP1L!yf1o-Y;@dp)aHMlcE#>c_y{P z-QEj0N7ufZ^AC1?GxWTP4ESzP<@w6v_`Ep<lInHD?PtcZi`Sx2N4T+<SXc!->BfQW zc{}hV{!O>6&)8quw%j!AkA6*a;@d2o1O1TMUjbd{+GCxzWD?9>QXShje*$)NSo^_U z*x^3ik$G3}Ofun3CI_rfl8cdR5_qbvcge$ZSjVdVZz=Pak$-9V2mQk%y~rzHMtShB z*n;;qz#}S0|4$`*fG^JzNpHksPPmjsfL$p1iR*^;L`y>NnMqk`MO+ZG+b-<F<C|fM zgHOHScZ&S33aWTrpV{86LioesV<+AN7sWb%8>@(eFBQ|#Gb694n8;S9$9jy7X_^$l z55@}K$E5)0(rMVKxcGr1`z;l8>F|6<;XOr^$Oo>5AA2^loA+onT*`sIB3--HcnNVU zOP#?MaY!xfwV*M0uKj(s2h1OkpR?5|f6oI?WwzoJMxGFw#4DDV2c6hbduIME^sHa; z&5iKq16+cs2asp%s76kZ`(fVVQMv1__+BoSfBsv+^A3A`(U1R#{;y`u%`E7}RLOD) zCFIb})a;!aQ*n;Oe1SL={PRgPVJR2u;uc3W@q91vRWqA)ch17+Yl|LJeOUih0kM<F ze+@+#Gaq0*k6&c#IBtr2IZFS$IkpFQaaN2{?;iU26^{QgD8l~qt*F!3pnlr!YtnWH z_0qo*JuaB@y>MpncNcIg;?ao}l1%jNWHyC5WBq&grF=L$i#{o?kyRG>&)o6gR&Vf! z;tmh{J124OHsdyTKI-|3pW=Lq?NNud_f-&dLH**EwpcX$#rVr5HG?X|ud{TnyL}OJ zf7@T5jKn^k2%|ZG_d6%pwnl>Y8!;3<8^w<EF|u_Z$nhxg^d`lhEAYo{lD;p7IA>&E z#^aq1J@~x65+(R5$zpel)OY9yv>yfs=n)5kq~yI<u%9HZSC#NLS*ZJ~z!t3QkGm-| zsnGk<^S@rh>!_+SGbP|xk-4mPt`f*Y8o9pk9D=^y)ZcRm^X1s;spq`Ga~bB2*2KaO z&NMMwvf%q9WwG1M!j8_R#7WOtBJV0<Riekbgb7ITvgRN@l;nvIflm#jebp2D0GwqA zeYKmP2@W#XGXS?gNc<yxf^|>a{_kZyC;Bbyf7FH|KP&AG@caiI<5PmU<sRf2S^S&g z2^Q!(bMAkchv%Eojqvny13$>$`mS?9r%35d7tjTdujI1$JBPX8SqIgou}*vU8yBtJ zfW6xMru>3O`G1)X`|EN41~1{@7UG?G9>a7ien(I+MhC*~tipIV0{hVi8A9wn-U~l* zlh<y12RlCW=(`K{smPTsWCHuk{VtVo<tXw<g~HK8C%_|I9W1o)I>y@5aoKoZ%BPR% ze`0@~iJBz$AAoKYS9YFm2E0CcfNlkR_V*3*PCDouit6vOpW|~mrHlHFuy1a*_l^h) zqp#Sp(Cpk3<l|jqr&8~sK3A#zd=@w<-FffRL0afG%OX5O(C26=SOTws{{+sRK5Ppd zO43VJtOm~)&)4a@5Qq62I#FbESby5{*Zy6k0gmX&-P15ff76qoj7wBFpP)AKCnd|4 zuqMx9HT~U|aLUS*%D5c$h%c1B`@o-uE<8CYHHmXYmi9&;p5ojoiB63JaE|3`#G{jl zH#28+Z$B8vI@-<W`JaLQK3pX&1b=d;mlM}ehaPfnR`%T}&XubCaP1QVpKCilzIh0` z_q;c8mm749#}3x7FCm}S-cE1>pCR4W6HvZ~^N;UV`mL|wyvlE7_G!dvz5#~E8q?sj z#A{q9!NVkOYEdMz*c1No>xQNJ!+#Q^i46pyKi<AgX)+A`rR&YB8pLBcHK)cR_!Y~T zZ&e=R9VdNyPIEr?SK)@W9B|7)G|7>r7JW2CoSWUx(1(y_r!EPd?-rMC11bE#IBMk+ zFBA0ZU)SRAn;|YwI1l#Y|II~?8q9)EiT=}Deu((6pvTraBLiMyzj0+P6Zz9+Um^?S z1>?u}zhP@epZ6DuH0lEM4cj`!B%cCrq;sioyNUIcu{_<+jd_Ya>6Xcdao*}@#T`YQ zLnrHW|JRGSKmID?79aA7!)tf-wDIT^zz|4~hE8HiQE<u^bHoK-S-B{qpS~s%x7Q+0 zsp>ZfR^y&7p4a(H;JYib%tA+jvtN(8Kk&lm#+Ujst|49=<=VGV5(Ql6)QFLdhYmBK zQEiX+pLXc~)RTz1t(&MaUpDNSTAzJO4bOY_JNYy6k^3Qbb!<LZ&j)pZ(%!rCfmWnL z>M$4UGS|lj@M)u`4P^{kz&BFquDl}fwq6(h$8qT2U=V0ad4c!2$JF<t5$9jD_ocG` z#P4XgJ4}iEP3qB=BrfRJx=$Xa8{>1AtpwRlV_ze8PBX^B4ygZ;>#*Z~CY6TQk}k;q zl8Ap0&ZEv=*L3lmsTTTb;$Fp5XQ98BJ*z(fdAwYz*--E`+%NH(NZAIweCk42&NTeV zBqH_i?wnou+d(xBScgOZrI>6hg4ex2ZRlQ(a{^nj7Pim{#;$&-b4GsZXO#0)0d^#A z)_HE%4rWOoCv?TaJ_sRmQQ+Ca^{IjHu#P39pNDhtxq_4WPu<}MfkDNWEz2=iM^op9 zB6y|Q%W=AT=vxwTohCS1NuWMKeLNDMN8$HwhnyJiw{_w2zA@~}fBPZ?^pNK=>*npT zLS6rAgW}X5=y`Niy>SD;6U+NSU-zPJ6CyV@0Ubg$P-oso5$8I)P6nA;;(NyF(y(DY z^2%2}-v$rb8_;^675pYZF_+66`I_-v73~y!AE`g886PI0Z;Q&DC5)g>6Ln#R331ux zjj@7UKk~Ncal)n@h`ZiGof*j2RT?u$)Y9-sQ&QZ4{_*k*wO5p=k&bX`{dGjWsU!Mx z&aU3K=5UeJKpW>sIT$T=b?#pqpGNOlVNPbwu-O8BPt?z)th(KN$EVM+We54t4=*p? z7WfNoK-7~i#91l9nB*kbSNnXY4;$(Y10;rO1JExHZ&a<`#(sIH2vh?PiTxWCqhYs8 z^Hyt<3E;o;B2#)Qh^Hw5)$6t35tEl?4DkDVRQ@Ag#(v*x{kf2I1N%S6*lq<}-!44t zaSndZoj$5w<d1%(<W^;FJPMy;jM|--;c2(loMj7qcp2Bkh`jb3t6V`5UZ11WNVD4~ zmP7ePC=vP7;%K}Q6XIu*cGAF~5Y#aTe<Z$w?vU8wyfxO1`ozbGy#06`M@@%>i6HD! zD^%eV@KWrie_Fl?^r)L}yD2JQAB3;h_)#AUiSAPu$2u!!{e6>ye8A_!vPU`QBBm5p z`f)(-IJ2lvdl>bL8?5^&&(C3QZcwzc_$umpGQTXAppUz+6j$WEfnL&fcbaJt>)LK3 z8Px^6H41+H`Yd=>8-Yt4dFN8&JI<TX$*AvBn$WMH&pYAADkX5rYQ(77{~Y#ji2C@P zCh~fkWaqc%!D|?gH`j+i|FID{VfqPr#pnJ36TC0qYRPkT^ua)DRv-Wus=4laz65WU zJWaXk$c=rBdep-W+=<EL*H*_qsTiwuX~OPEO^L65z&i6jYck#rMZY$Cft=G9_{YT9 zLjo)M;6mejIpp#FkGI&QD}g(A)%r+m(4WGRV7Q1r2+7bol;)97eR}qm3~|=QYQ%C^ zFLGb`6L2dX{XmD@+oZ7W+Xf-83XvZi_)APd3OoK~*}wjN9rv0@lYixa|J2*tdyl?G ze!#i%X^IiAJDSZdQwqIze7l4cJjsslW^V)Dck1rBHm?Jy8&+}Ae@aBY@*`%A=pp)w z9e*B3R6?H0tbC;eb<yvNPNu)B;NKZQA^fdlLdTK|JM~Gmw*3q|Q}c0nfAA0TPSw^f z3;5l1l59$VEBX(6wlo9&fmaZF>@)*EC(Wy$cY*($qJ6f-2|wz1ApPtL4RrU@zk}8h zFHhe3Wg&7G^&aLq=MKcBz0;xY`rvEt?%z83azFgGdm}FFFZ2Ya%ngYv=!dfVo^)0g z`HlTnPdR><{kh8ZBdS=B_#s!X4V+IPx!pYvzJ1uo){Gi>(){G*!-@gqb*h&Sq~m=x z?5USrQP&cgc%?>G0)5)&&%LjB-hig4qb}@TZSvwVE>6@-xlI+FNYEFrAoDm}2K@nS zh9{};{l@-_px=0p*B^PLoyQJ+_#TI%HE_WDOuWW^N6g>*J^1u@F81A*{5loxIj)%a z_Ei~rcI`)n`C{aS<##O-1_z+;YrWd61OBv|UwcJ^xNvYMuOwdpeX&*+z4qvPI-(SK z#sl^rHD23Fc!&6%@bHv9>UGL|RQDP=(BJ+kzmpw#LDZ8zd&<42Qyn$_K~smktZ6>w zdkE%-`6To52p}FF<FB@c9_sp@WZfQow}G*-;d~y>$Nlmw<%iDkH+k^tL^|SKcsN5J z>T2A7)4AS10l&G|?*ALSCvs_0Mj#yd>&C1cFY<<<;e&A_c)yNmm-_|8=%1Hxw<1TJ z%h~x;)Qsmlgo%fGAulUf3`{KJMLqngh_NO7;*596Kzk4R*P<x61F=5>-7#aw++e@e ztyzb_7f;;0rs9JAEqzGCI<W`+j{G8Gi@;gGc+oq%^;4k}Wtw*y;2$r|bB@jI)-kI2 zqJWPZb&?73*q_8yz5+Kx=({CihbtJ+M;mV_LF|ryH=pD8QiC0wGOfLUc%i6L;CiPG zeFd>14etYye@FWKr~*G~=BQDs@<6@y?!Js;z@d&lQ7;DUD|xH->n;)0kyak)H@?L8 zF6yr($35b4Mp9j2;5E-5-lUXE#yKoin%W*JtQ+Ce&;k73%+vx=WAKcqb4h($!0Eu& zTk5O+z<;-YDZ>irzh>5|F#!*iso?z5V~F!_9m+R@u#cLReR(}z;C-G$k<7?PoG*Ai z%F@R<<KHt?@<&nEW0P??jr@ymzx;^O9^hhTU&?Nt?8oIenudS(9@&>bjYrOso84yx zfxGV}<lMpg#Xl#v@6P!MG%vWKoQQkGY;z6Uz+*yHBnETv`#Nf-<F1~B?k~5dsSZ1R ztw#CkG4f#B=Vw*Jp$qvDwM*|eLOr0Tp|uw{l5;S>xuppG;aX2T*b#4|*7H8^!9KY8 zFdNPS_gv32PYU6AeR6F(2l4-wSLxTu3GioM{TADQsH2K91sl4+-%q`;<_$%E0Fm?Q zK*X)rPaF5}Y2$St^}KiI9}l#9F-T&cuF3zW&3+X3Z)^vgd>V$jU*5wV>HF}T_lqu( znEz#e;XXSB>T6FH-|hR8j(K64cb6{)V!o8w+HwK-e}{12DR$WZgONVnBs%B;3zHrX zF%Pcc#TVsAcwNhv7X8cNwgl5b5*1?f)n5*p8E@agxem3{P7=^9b+$R?c7&1FgfE?L z!rw7P)8Yr=4@o-|Wq&NthoJT|<saVX{qs-M-X~!9cWh47NFiPk4c{cjK5gwa;XEq= z{W2!FP<Rym^;EWde&YSMRhe#DC8K^++Oa2)7Ca_LZv50woNM~Fx)}+a6+7~6t?D`Q zygiPJl|1NEAeR?Xx(9w(<0Re=yWrZi8f#%ee(ca2oG}T09QaJ_Ie22?OKxj5Z^WCY z%t~?cxKA){KqeS|Wfo(^<}-zRu%26p2Q(vJ{4amd2=<@9C*I*F_?lcRQ~T{B=!Z6} zcHsn``W(1NzB_OKQQL^sUf^WtW$VA%;E!t}qMJXle__L{3!I1#!ZTXqi(irdZkoJv zMm`W*;r4d(E$a3&$}<wcgKt^9kMyC}T_R$xe~W#f=F=1WXMj1OpMqo7#j%c0wPeEa z{0ElZFLv+iz2i>m#`Fg9eDcdb=}-9g;s5mgV-Zhkc@-0S@%L@E912hD%b}sEdc=L_ zvs?Tl?~u25%#-oM@3IxC8~YI7=_%xudP<=$j*-kQVV$jyin3`Se`1Yi*)&Aladr6l zg?<zFbQiJxp#q=jlT!aN0Q)lA3eEo!gZ|lmGO8}r3wElb_XYq@By;Aiy5LXWW6z%F zu*P}V>V-X(-QXFrqUx1fI4?AF+QG;Pbs=fvOPPqLM-4k9wLPKJoeTA}XaZje&kg#5 zIMV2<s+kM?=MV9SBF{wKXLh1!)DFBitmDZTc+wkM9TP3^mP2-FH6G_tuMoM%MH+>; zaK%k$Ulw@UdzbChi}26N?k#p_)P*D~f=Tgyp|_2A<r8cPq;wVKN;q%0=X*)3J@T*y z76l0%QJgawk`s=_xgN2DenDoKZ$F*zSc$NTbGpG-R<&{dCzg9C?O>fPf%jYfXb0v~ zy5!z}x)*q*CSQ>Jw*+&;Ir>|UA@9~D4WL?sy%+b}UP}E1Jo_a0F8mU7kBXgH>p5G3 zmYGq8QVPz)D|{B()jNK1{g`6kf}UPLn?kXHx`s^Bo7adx^W5eo@2{X<*F=|g%mF%A z_+U+~EAl3XUn<WJfTtwRr-wpU)AgYpd%lW#*8ZD+cIRy{|9bgda2ELYS###y5cpWV z^gUzPJE<g-K`8iz*qIcDJ{#z1Y-h^~5MTP4GBfs-Lnp3YeaZ&jw8t)5J{~xjcm0T& zHF%Zw(;JQ5$T!A@dH5>y(I0Mdm7NctyJ=F=Mt250v@bEH27c4LpEV#{2=(XFKN`Ot zLOn=)mS#y8dB~{)NzEDPtCfz8{SfUy*mNNsItpDbL+P(jaU<46^R~^e0Mu>PCT&L$ zpZrv}d@~S-sSSD;S?%GEUVryJz&e=vC{M7k<J{aW;!KBf%+=NMy*Hu;Jd-1f6Cy=E z`?|H#?GN%~t7w@|@Uv0zO9zG;kdKq@Fv@_R`gOZ+vjt)uH|Rcd;P>nQHTB45g1+_d zp(+RBOP@J&pB(aH66?Yr+xT82lB7gU&ye5r@MqlR#Q*<1;UwV>-7hdwg%RuXAev!( z4fs*wWGEEy6#8es+<~dX(4(WQl<6L$zd*0kBPJMim|sQ@XW4-NV`+5+;FaO_Y(W?H zC7|icCEa59e`?T?tIWIk$26G;_`kr$f4`Zmp||e))!GPtQOrQbtpfb#Z7BOfk%Ie* z45yA=2cH~&E~;^E0rwHGu<e}_N1WmiiH}o2Kd!TFaS!^SlK2j;UG>8}sB(A5-F(*c z*?5}={9!BcZNiZe@H^Mjxp!G`FWJ0y_{&$Q<0==Z6cZtT`iKa(t7{6pNEE_47(T2O zsyl@HHDUz3bADic;><dG%s1SBI1o_V)C%3N>e?o)2YAe>%L|!!{)0!ht$IX=!ykET zTPF}Fcz&S44?4k9k@<Lj@O0tW=d0iYZ1?hR`@$~ihIzei@S`5Lw`5ZWICQvD`cVe* zrUN|sRNFP^BjTVr^ji&iOrk@B4C1oX)_hvcC7fr_FT8cM6MaQVE+YFLK_}HsYLkja z9FhETr9TfmJl-H?dN0=9K4VpU3Guto`!6+qzkvIywR0N!hJxEqDPvz^0>#)UVgK@< zk0r85qW(7d+F>LSd7_2AT`P3%#2u6Gb+GgA&Ffig-q?p&&7`;?<V_blZGPZUx9z$q zG3@+!gbdm4oax}~e##HnpN#ldmo9>@QvDXYS^)eas5<FA*@3-9Sx(mg|H3*R-&I;c zo?9~0LNADT@<Y|m=q-M~ZOnsWA>cG|^w;0e8)POA)i~n&UAxkp5rMpGuYAVuS1&Qo zLFS)@DE#3qqq*Z-GRz;lcCq5aMey7p?oz5_&?o)2Vx7gIXNJy4H~?1!rz)?|!w=%U zLf2K`ht^A!5!zYkzcf+ndWGj-3no01L|z`5q`K*ogFal!d-q&kBaV)At@cNtZ*q~z zeF6Msik()eG68>!6Y_PzqZSu6*q3c#zv~?&Y50Al=?-0~u%q0p5M>fm)XmyNS0sSz z3TtJ)TcXf46Bm@1%V4i;ey<KsBYz&Gt+$oI?^N+#9>()ptJr6=JRJyW*-L6T(m)XJ z_mwdQ-}OErnD*-!`eMut7=ynek16oC&HaIOJ;h?7<csgoci{AcYVace{u%BX^oN;m z$X<So*Bgow7pEg1k-x(0jlBJQU2gjNe~tvJkKQCk0mwUkj10f5htBu(*0B&R%#BpN z!}?kly2Yw)*!Vi?pn|DlLa1A|Xun=ep@Y6ZqZBIaiFgrRnSU<>_X>0^yy(F^4SFeU zwSCmUsqmoCl25jT!$FTy0u-Q|e?8994!pXdHI{bD3VfJ;>0uS(vVdI)u`S+*mZ;R4 z8h^`|X<lpGhyK}<<d%-b$Um~nKG2{ZlA72$RBw!W#m>fQ9b53G59$kUh%3>(ik{in zudlTgRJ-?sPA-t-om)hnQ8m$X8#tby_*pQs1G;S(hgv!EfxCTqQLQx4$#T5?Mqw8N z0mh`Kz*CdxF8Mz|KKI^toNi?U`d5&k;XM3`dxM&L>^b^pd;c;mZR31O-f4<CbMWwk zezxaE@qUkD7$}X=zs1b;oDqIRYWnMD#tQm?G`{+k@*pngMzwn!L>@g=P`v^B9TJ)N zlK@>~>C9PK(ICv%KTdYV>H_qwN?Y%{-_ftHeDnJ!=nQI9oqB(dpzb*S{1z*4d2gI} zh8}QP)#27M8RBfmm~s6XQp5!@h7-pku|7j(+uhJLHL3Jwws8MUU75Q^8P2im?L;q+ zAG9S*y-g@nxPyHv-i}T9hB>cQe~z;|;$BOI^2+g8^e@?dzjF+@^~?H3h*dP^{QT?= z;{pDu{mMFL--dY|ihHiwVZ9xHEI${99ef+GWZ@M?p6ERA#0dK(q|hzh4m>0AS@KQj zM*W*2X8377@|MfxH$q2nUZ%Wj>|7D*X5Ga^L(q%czdo8{poLzRw#^s2fOAT2(=j2u zs2_Ke#=Jp%$tF|CFE)eSgfH;)DS?NLMM&=A+pFQxsb27&o83tyLh!Gv6u-rjx6$7l z^zioQaNv@MR4NAx`nkk2UK-P)KX2-=OcK`j)}E%j*Sny9bWDUc#G@XnTI5A|fb;4L zPRC63pg+3F?bBDpy}VOF^J)LU*P6_q--SOm^j(W5FU5Tga>*lRz<XW6#gksvsQY+k zoqOSqxiI|RZ}ds<`<G5S$<AP&XM3Avlp@ykwVGx#;&A}U=QJu=%-7h~J;i<$ao&7| zt=bN}^&iPzmoZy{ZNcf%w}>AN!zxD|fG4%lHjn$kpZqCGLnD!If8aI<H}gjQBKpGA zC_c}vKtRMAkN!*ZpVz}NcS!F<p!IKj4kNQDgDdWxsBAuZ3Gr8<QU1~iBjgz;KMwY0 z0tbbUC#D0ZY}Y9iqTnBHb}#4!4S;uyJihse7h|_+($YSlUg%Obl>$HfbedQFG4PCM zRb|T${guD>5qYG%Kt5F((3OF>eB!^KeDW2j<0-6Dwa<W$S*X`3VEvfA46DdnalRo$ zL52J;;_HISxhbrFx_HeyW$0Iyy{z7rh$D<wlwYt;pnsg_AkA)`_xBX{LnfSaIO45L zZzhNHdr?!*KSAF}&f`0&5&~V_vW0~UeA0t&<g79BCZg0A((!YsyU8A5eD?+S#C;-h zZ3u#$mbew1uR{Fg4;rn00{rpGaP-6d-?N_Qk62-z?l+<nCrvO<AW3%q{5<9?<qrr^ zUBo`6Ml=MmLa+ETW9WLj9C@Nuc$2Xh>P;dG<f=lbTffOzy#jvrt~<f_*RH?+S0Hjf z3HEQ6%DCo-yygzM<*E|+YN*Tocuw%RKBK1`(0R2m=7j<4d4p$jUmX+rpn0@3cjq(l zT)HyZ@&`KN_>tCQDbRZZL=O)$09RNGzEWBs-@E=_-fmxur@UsGJMxGN*RRiQLNDVu zIY>s1_|<pj#PM<s@SI~U8#;&&hmO;oD*uT3QhuC;q(AC~BVRtosso4Em_38QU(E@Z z&hF|P^Q!;xo`Ro^xoU(&xS{T3qci=?9`)3G<C_2%Lfg2V&nWsYZ+onTmrbI-V8l!A zVF3JtRED-3ey4v(D%$|_vB`vkx#WuQyKh-#a1NngCgrT~8u+H=bq*=pJHV-mu@Y<i z{q4YOnb$+Mgl9TyV~0>@=D8*EGVr%8LBBz!?lk7*HoVVgKbMVsqCuTB3%L4KYu~Lm zTBzsj_@?dlp(PYgepMm|Pc&HXm4@A4E>Y<ne2@FH${&B5jDej}TAe8?gkG^q-cVPI zI$godn;((ik!Sr78^e0Hh!iP^ARiwziku|_ACDz#YaW^eU#NX7q#TL$?eL-%!{ffv z3;H~Go%wf0TZyC4r!<yGCy-wbE47>M-b2{qthFGWg1Fnxa^NR1bbYnIl&@ByYw3Qs zF+n^QSnpwF2R|^H^7|Hw$Ddut*`&oV=j6Uy@NWOr3#nq&RQQYhT4wS=<bm%!qwf=g zmo0k|1vIT8Zy=OdhM+$1NWeUv8Sx^FcFMR8dEGvu?^!yC-+4Tb_lj4ez8+jgM|>as zl^?~jKK+L|m1uOi(G7e5FY9F;@@4yR8xExw^d}{~Y!gPkth2Lm`7PEdU~{Ho1$_Yx z$-&>QvtUkEjy{_w;(=FX|Mj!Mwx}x{I3#`?eX-}|$g`i>5?DzqB1VW|w?8~?>#G2F ze#`Y{0>|3ZRxx-PI^VY&)Vu2y)O~eU%?<T#-J3h7z9L_#k75mio=e!O+HM#G-wKls z-knz_I=a!njC{OUg4z5x@;p|Vj`m6DBMf=N4inSp!?I4EqlPYK!Qw_Ei8!h!&Jdn_ z3w~a|b)_GER8o6m<s<UyCV>Z*%ZT5vXSZW+iXva{BAj1<Kd>95%$)!~mOFXFZ|)l6 zI~jk`ORVQcOefnd><=4R7VS~w7v{AIb+-|hQ=P9z7eaTCNcmB+ivJ&cTg`2RcpNs) zc5wGzGNoHF?*7Qrr%i5O=)4O(L!)$5;WzTh3+B?Al+c&7;)6zU9!4;*Kcnvk>{NJ- zvgb7VOqovjr(hp=oYc*O!;sHvHwP4jB3>L@I6~8l{xBwvx3QL(W4}0Qb@~AwdGm5i z+-(U5Xv5Zgp;JXH)jbOWpZ&I8Q~GAnmOy;ZAku#r_p01@&|vKY-Q@2uZQX0^^UxtD z4%EGEKOMN#;eq)MGnFrhv7Ya!g%WR|Zr#f1u-9cA_cRP%3nxK;!r^+h3^n*`hB!%n zDZWqr?TIJ5b8Mt@&&!1lA}=&$8P36ax@WQ${)t1LGkx(Kg&}xw#+s@G9%Xg1mvpfH z6>>YBrPwDntMK`BGW1i}R63Tzo=YX7Y?{FDjp`-$2mU}_c_#Y&*h}bOWS`wXBfp`P zP_2x3jk-$X`JMCNU9?P(51qpM=+U0(Sc4x-9G)0`34f|8>=u>T1O21-%F)atn6Gj8 zmtNpU;9HO7$-{^<t2FlW4al!Ayc^<RDnK8Hq|?P|E$Hxb%{<>(vCes)lXfuI`_RI< zyWyBeBJ5|#lLWj_Q#ox=BZ0YmysCBcRCw&E5uH}RoNf){4m}220^8Za4<BZ12>u(! z{SLUVEKKN~rZM)1y~U<79P_++D2P@IkY_JvvU0s7Mf}d|^`XUlIF(4xpxyaS^2Wjy z`q}6!>tVMOP=udL9cN6|1y8FxMIj#z-OnwL;wbp5@5;XQAnadz6*Ftf1@zN?xlj-e zo>W|zczCD=eNF$8*9#?J&tBIi#o-rsY+T%?;Xj`*(DBP7|MWL=YW^{0M~IB9dYc6u zWGFYsh5I`C?|fg|x&&jsu_!UsFMa6DncSq&1vp=Hrcz@H`!<?#M_f4vair;3pgi)= zj^Eppl9GrYje&dYkXJ}(mo%0zAl{D;Cwj&pU%A$#@CJJCOl-#^LEw-@W|PVmbin_f z9+00JM!!zve|HyhF*o2xX_FcJqGpNNHwW?B^@53d=3eY;p#Mb;8SrcOH`UdMm;086 zWtPBKXE_sUh|AC?@bSprqfPkzUE8kduv<;x%*l?E!1s?&G7p^s&!S4!3x0t)B@+j4 zTcjb*hY$%W=0d+)iY_|@JeY2Hw{H*DDWzZT>Eq+@dxpVIHms{eeO3HVtm8nNTwX5z zeN*c0v03o5F$2HjvnId;ech;L@Yo~v7rWnpM?bBO=-lrFJkgQ4ufL2qeDRk3*f;c( zekwPc4Msj@G>~z|3iwR6_k9HZUH^WudSM^tl5sfnUOI#M$y;+gbYIb5X70cqrwo0z zLhk?fIxDDs%KV1cA3hwrLjM6g^g+K*=pV!fnaiiI5a4gl%UQ&uh<Eu_@~hxOD^EL^ zo`A;&R2i=A=51}P&5V+W*Kf0~D_7z3vQ94MzCk?ke`2hC&J=alpxg)i$V*-l4~Y-h zpx$&?D4UT9b;6@sF^b(dXTfCT^yL`h!2Z&Qc`WclcD;Hd;BwsSC%=4w(^EW_E%mUc zrTkKt^Jj4`Q0~>q?C;Q7{UX>FkWZ9m=aT>JL?5z%qtZni+_%fx?Rjq(_pLg;J71vQ zmV1^sJ{Ek=lSQDO8-2pxD|ji8w}%m({N)M0l4X!($cy!|-(S~E2mQ%=%8PSP8ThSK zrNK+An=R+Jf-Uf!`hU7Bm4%p7IQ1|>#1#7#=dj~cf_&la)n6yTi)spASQ2+bM>#s8 zoV6eM6j^4TI^y`ZZgXFKtP3x5`15$+MBl-|N^RubEH7`BcKU!Pxt@7{95|$x$3mXy zf%zMvkDK_BFW0rZk}G}z&!X-SJ&Cv*(?t=!tqQ&8x#4}zH1Hj<pmX1Dg6BpVXSo3P zFHJMdJK_DaH&*tZ#P{rbZSDF^9s5Fdy8143?~j#M@duL8$0_~b-K$}o%kKZ~A6E|D zZ-#!62Ir@jUtisr1V40~+NZy98~R3e)wSJx;kvJH11s{{Xg@-Z(>ctgX=XmH3Os1p zqcXJi9Or*N?EG`XzGUh%U+k^~-??=vlClDQFn-Lv%E)UrtyjDYEfCMkYyY_ce`X~a zJ{$t?2<9J6)<u4DB+2~PIO0R$PdbGje9pO7>1}77k>9O8HkW^fI$n*UU@aNqDec2q zp?~Pl8PV<!hTqP4=iSW$uN3tja5(^ck(0S8TOEb?e#qu*+7;;di{V30fhRd5krcLw z8_&NR-d8w|x=gAt&FhQc&)wp-0<$<rm-s_PLLc)D?>TCjWBy+18wu-wxaatV;|BfG zJ<PlJRsC=3GU5esQe-antwXHK`z7LU^bAd>4DvJ5l;Y!zL-3!b!wfupjs)Kq{YHD? zM~A7GrWUhy?}anf-^&MoOZaBN`wacb#-mJZ$P?b&j|`Hg2XCr0T$erzowkfzAjAy) z4FxQF*&ZYAea)PuVS|1t&n}||d=&`wAe%!RWX+Phzgw><OLh!<pMgHtxHIV?uIO`p zN%fIi4Do_U%&s5y-?UPmyJU)ddAs-<aWnF~(EPwm;PKL1jvJ1^r^n=yXXcPkOH$^_ z)%K%L$!knv66?r&_B$=zee^5KkFZ?DIybqSy%)phT+Z=2tXOJC$Ykj;=U_*CyC2b4 zf$u}(byxQv>OkK=5Gn4i|3TS>cf^gT7Z!&}{6c=<@?v9?AL~C^P4-*a8aiBai<&3m zt>${*cg|+qoAoj~^s51Mi%X<2Z2zHt!_~4k7rJWMT%U8m6Zl2$jsd$D>WKUXq-5~R z>eios_`rw4wEmFygC{XqcpfVN&y6qUz1CWaI{dG|c0&@xWsy=Af9&5XZ%FUaanyTC z=&wFta3mz#Dl{5l-CzHgBom>Ad_soB_1x~~C+P$(ZsOiEWe58z#A_BImfOdZv0jUP z$t2+Uox?=o?-36oGd*hDS76UtB+govuvc-H+seY|m*1eaXhi(T5Vo5uKMZ|=ZqwUi ze0L7<Qh^db&fBch&{*Ht&1*t<b83L!6UiJ!h=-RtWqP{6JE#vY(i(!lScFv<aNu)! znIHA!6Qf?b^W=XNU3WazZxqccBt%I?c0^W)Qi^0m$%;gF_9|J~yF{`{2$@M%%6zj& z{Oqhm85tpDMEs7weAMgpdY<Q=d(OG{xnIII{1h|m#?JO^_(Y-S{1&f(r(E$Uy^pV~ z$Gy|<V4W>FYHX#o&{rgr*{`LFKC5hBQ*GdQ*9+R)(d_Um=mdnnzehhq+sWcLvhWw) z4;3oF&ropLcbTaNJW0-;Y{nhBVegyJsbTOalJ`{x;Eivx9>?BAziD24$?bT=iK3(J zli?`%fa%L#N!YLN+DU>wSJCH@^pHn21ofu%e&-<ISiIVwbzyt-A-G4Vy2H;nb0D4l zz&_-ctlzi#@p-=e8)lwIeaN?(CE!`0J>f#cnQbf7qucDyu<s0DKN(*QaJQp>pY61G zb}ag`&Yn-B1dd&Q_E&+o8~IVu^KTt|*OddePW4RUT)KYpaYKHz99kM{Mf_AhHD3Jy zU6d+2!TAe*&-({azx%;+v#!<}@}7p@qjclZlooVYZ19Xd^2pHAemM;?)RleTsF^;% z{!ok@=$--(l6^u>cM9vsX8kAi3+}b78jg)4{zy4b#2kaJ$WT8zHn@SlgsAqSW$?Xi zkJWGfZ}Ib=)=2h2M_vBKuF!_>`yT%z;{e|hkQv`2l7v3V!o$bqfm1U3h^ZE)@H#&g zmKB^^xBoiI!;zoFPwWH+G2>pH)eYre7vNi`6xSa@K525PY^(hXzbPo9BMALT0l)v6 ziy#g>v_5_tM?Ss0aolfh*Z-)JPM}1dCvpy#xY&Z{u-EP-ISzm1Xy%nT3n$Ed%8jym zKac!;ilY3E9r_2fdWdVFvuPz$`CQ<qygBNBOydsz|BC5o#W>=!`Sf0cZs@CxlQO$J zh4a@^RtDB*WQ_a4=YPQK&MB%c=xgo&?sSWQABl|pyUs#}=We9L2z`g28h(<gMH6%1 z3SJDKd)IAEaIzqc3v)nzZ*#FMJPux(IN59j9CPZt_q@0eylurx-BA#E(*L8jHuAyb zlZu})h=UW;;eV2wkf(Yy=SQIvEJZV??)Jc^mEFuafc<dVWArk?8g)`#;ppNee7$R4 z(2etHIqbE=hPc>sN`rR@Jl-WiueJ>F;QKpGh5`B6XHs4H5_mt|<vJ00;7h6CmxPnx zD`6sL;xa+V<C1c@5@+oRjDCw^=f<GV+>`qgyTRwpZj^W8b&G`R9{pV8!QOrf9^l=5 zz57p_$HAjsY*(>;$GK`69_K~A9he*?)`8D-*Yd0q6F%RLy+sEfC*tOCcb6~n!i_cS zi3dBV`{<OfzQn#|Je4bE0H2au&mN)3MgM@)vw#_5%-epj6?B^$^~z7D3-*hkj#jeR zw}SKkXR-3zcXixXxZK-u3;AF+gX5@U3Z5Hu|G$~8F3d%I+3U^9iT>6YUTx-6@S{Xy ziHZ;xy7oOQ8{?S&x^loF-Vc12MNPY175#tG>M4TIVdjs=FF6O<5H81_`rHG)8&+Jl z7{QM99l7#NHx)X4prkkR7jTlRn(z((p5i*3xvYY|@QXb!QW1xeT7#l0$m8>l*5-E+ zzuzj>_SXOh>0F{01AsSbl_H&sIQJ1&_kHdo&lc^tlrbRx2@fXnvzbE=tddAdfhVyi zDEj&0ysjIn$C(<U-gmsZ^Wi7N+snImSdcH2zXg5ovB#Y0Y@u0m=yOkzdA)nQ=-X(j zI=fp3;XAXKAU*?Joj7;W5<FUX@YLa8%!eCGdi--E9ryM=Jrr_4=kDFAJ&9itm!8=U zN}qoLC#RTXJ@EP%bN}`hIrK3ui_jf~-xfOigEP4heZjB%AAQC7XB|CsDHeEotd*Vd zCILPtb4LRO^xWy`=z7MBsB`i0>AT=_@4YR_8{&m^t5ay2O@W`u*MD-i&)d94hUq`7 zM~8mTztJDiBimIvZ*ovK{=PXK)Pm=T|NPCM3Z6y9t0}%D4!!)6c9|0XYrfBSITi3O zAB6$S-%p`SdUFJ0p2Alf5I9u;JaijLB~mLzzsBYRJu6-0f%{&kxuH{A<HeUu8IkW! z-AcJY58TyznO}~1Y#mA4_m5${*iKx%pbCGj&h2h{G5Bu3c<^GL4eHhoY^pEEFmGx@ z<-i!eM$~;T4?-O2N*eYYf$xybD`fKIGxqmEcgHI5)G_1H7B6%d+uc5sZU*SJ#IVT@ za`<&gX;sSb>o$1zGv9B=xk=8VJ^|c3VsxU+HVpVzcebYPE$UPHAC;&*p)01-Rjo9U zcbp9ChQ6UM>bjR<GIZD#$=Hq!9`NMgp|@h-qc@aSSp|_FWrVLVzri^=bNq4*Idqir zf#D7b<ZI6Poqv>nfkU^n&U?Zq%%S~ak$VLC+sLqMRs;U+7&Yw)JLC~_t62{Cb>5VD zhAqIK5;~(#AF&Tc3GZf%_;%;*+O=?yqW|Ug25GS!`Y7VBjC;|5Z@%AmtZfnZB)$o) zwc5kK&@24B@)CUMWWQ!H3F-*OsjYNJp=)l>$bQGUeZ(fnq;m=VGR~8_&d?E^xw77p zC(zIJn9#}o4*G++S9A&b%_86Fb7CaUZOz4JUIozEfl1P~A5e$LINw4He*69EC;rYh z<blIB^dx6-Php^~ejWD^YjktH8e6d+-Woq@197ed)N?5C|65P3bcMh>`L62r>KVhY zAm)2qi|@()oaOEeK%MY|!>dpe^ijt&R#%~Ki6_oFumbl+Wj<wRAB+Vq{k9FGQiadt zeqC`Bah`a>KJcV5@~)?Yo<=hI`l9UPvMKQUdJM>#65;>#J)PCVIep{5xi@?h{=#xG z%P$r90rILDyK{arY4?yND&prIQm5_kT)vKI*~(3<-|3G;$~RW<e3R})a&|8C>t6`y zt3#d`>ayTpdI6osn-s-J4j+zMn&Xut>V3J<X+`)v5zosRJSE|)&QX<r2!&qDZ6#L% z?iagxyZ<|femn+?t?n?a<D)`NXPnR9>*c|ZkuP)~kdZSkAP=32@3I14;XUzCGAtFm zL*BN8Cjrm-=`+?hnL|8ykW)5ce~60@d3PXRr!w+YT;IVxMe+(e$)Di!8rMX9MePZ~ z%>1*y@QYHCwduuh-ea^ba3mmacbMB>{RCbkV0u-V2cL_!_UclwD16kh8)g@vZ|)h0 z%@KkzPxO>=eIM$q39RymW55U02L{%!qi>*vPOSY0^mUGch~!^$djiQ&@uq?)`tfvM ziHzYK$|UL<S23dwKu_?ta0c$VmQ3-&XHE}y_h-O)^j_xfrr`vijuEs>)P<fthjNe$ z{OZXM!Y0VORgKjN>Nk+bFW%0`lR<uXoiE4N1^(~+_nZI+)<f-7WE=io%HGZX)9)~! zIC?Re40tP{(Gp1so?xUx&gEK*xN9R<nfZYC=jK_H!uN42I%k~((I0SqM0L#qd017< zZ1*{?Dfc)!pW|E`btmWLse_l^=8~qt`N&u~J9iJbXhdSh{}lUE(>to80~}eelqRjJ zgdVRs#x(?;c0aYTYy$cE{<}TGyU#gr;ve#vH^ce;6*0hzd|+!e@1aME{(wIcrIM`h zy<M`{|LenkiP8#O;6Q)ayW|g1xAFNM@_Ao+;dRp@nwH4BbPGChjK}Q>?6h9KE!dA( z7UJ&eZRo!$6Vq$gQ2(xTclQAQJK;2QvKRGoH*aDqc2ndhO>ds*F!&LaO5(cMhkMkj z2i0`Y$Lo_-`H3Gs(`NLyYWU27!7>Vcz|At%L8(K}Z3u0{s_g#|Kc!WBiM6rrlJ<w+ zW`6}<F{{>ovBABclrMeJz&Xi#J4wl};71-kdM&aMJ}3ieWGwW@TlOD%XRZQAPA)8M zB0u@tzK>GF{?N|3{tE9z|Ju*>;c)1Z`YHFMk4u;rF`{cf+JZTKTdkiBaK2}F$`;mv zM}y`q*UkfvZ24Y(3`V}la8qN5hkrWaG|*{gi~fWHhPnGr@JpVnPyWO?useUpz5Ee$ z;9Ju3uYn7eEQ=T7H=tX%Mm1^R%N04rw(LHiCR6=n2+dFAX{wU`-FZ-%2R_;S@kiaM z_hic)^8DDbt%v&%2RRq&UQIh;{(wco56w>K`M1|k^CG|2cTS9V*2AAl7jxzQi2WA4 zy)5?<bLxgB8u$j_8|wUEu?8P*@5~Af?Z<kCMVf77<MSsL%@j>wev(hm@sV7_w@cK+ zP4E^0fq(B?q3f)qzu)3~jeI*va?}NQ@07RnvKDa?vm|Zkjrk@j3bb`&UZ?}8>iHAu z;eUra*RJ}&ci@jn%lL;p`%Tnc^cMPU?x&858G-*0-L%V^MSqjtO{qojXaA9sEBw&o z(UAg7zXHIA>eXkIol%D<YH$|J#`87HCd{3xF{kzY@t<PHP@fT?V@<e-_~LN>q}q>l zj6d;41Uh}&rjJL|7koDFR-GI%>Zsg$mn_BM$97Y2(`bP|{JnQ)X&b)4KK*XNFQ^M8 zMe=i&V7|@}`&SpdKj-h(%OR*gcZXc0?j8ajve^DP4*%j1PfYNU1nA|Tjh<OJ*K8X~ z%G@~re$Jwc(a?XSGowd!f%}<0ZR~Qm-|%S8RXg7UbtY%icOCBF!Oz|aY5~`H3Z{&E zYj)=o8;L0RLzh<Y$>zO<&l45x;|4wwc%t>!sWtfEw_TTZb?My(N#;63<N;z3E$FL- zPm8Hr;F(MA3Z}VO$H&%@$qwLK!vpdUv+;Zywu#z+wLZ*Qw=LbVME+;;BzyDI6Zdgb zl0WX5haRz`?+QE&TyIhpBB{Xr>B|o_T<PGus$?@+LC24qNh(%@FHjCI9DHkw`p=Ru zFC+Lt->N@9**)-Q@j&@^kv4=^hn-br_M<P1q(rU!B>LS-BH4e7+Yz`_NXHHX#|KZ= zO>isVo(|<=HkT!Q?94ca3glIese#jT;P+0>dl!fF!HfQridlS&xEOIJ;zc|)KTpjf zi3Pu;qj|`T{GnJh62=RjvVSn5u!#+PYU0bv3-A|xcTbY-dBj!HN!vQ;<s*D%uP2Mq zw-(e=b_VNadD%`j{y20V%@b-e>}TcoHu_T?IQJoZ_V0C(Z&E5(ix$!UaiU6;6>*dt z98|RM3_OvFsF@bH^R_scN~#_FgvyrL2IsU}wsulH6L=tQ$@1_d__WycBY&J%&ZZWr z6VMH$X2)Ou3C8ogztnzK{Af+sncdX7oQAs2FNKF|c%P&GV#nNxz~3Fpj}!G_--!Pl ze69@NJh#;(7=PDz9>WS7@-vzEpwWH?^e>$KRpUAYzn5QwcYhlC0B&>N$%z7wxF8?Z zo&i2=Yn4z5e>sQiY$+o*c(Wn1al{WBf@*Y4sN!z?lY51$aKh)g`*&m#d}(Pfwd^zv z{{DizX=hEGtGq@dqr1q{qF+1W5ckV{^skr~pzCi)4Q?pd5;V<(x#|+3*Ty*m7bf9% zevLPez`9y(Ohxp7|0ob!oKVikK8=;9SYdtVE{Zu<9>((}oc57<|Avn#8Fjb;`9OHj zc|i{RKhqNBjIROslj0GN2H;XkB@s70zW@HswM<nH{RAQhE+@bjtd-Nc`~dk)pF42% zCUEG`*;~dR@P3$D>(DNPyx=bUBntVkudi|_LL2KOy4Ahn3ck1+K;O6yz4u&B;KVn? z1E;9QICzwz(dW}?gW&xzRxgsFKQQv5r=9?KO7HM!F?<DKu5UHF_w}2}-mvx}?h@JB zoR!a_emvf@vyJn4cD>Xp4SYd%L#S;7=XO!f_2dKK&cmZsT3qb#wPmhyo<bge)3i`_ zeH!;u4EOwYUqats_-tA@hdp7h5JgasB>MKFPA1R(!9B%WongEEb4vu-_&o59r<P@f z6BO`)a%NiF)!-+Ti^mk6gWh0qmM0DcuUF>`O8*4Ex>1McKj2QxME~ZkBhYQ0orFiw zClYR^^h)7&ga-{K>T`VXk=|SqKe&Z{K}z1IR5`$Z(vi6X{J1wk#kH;KjDEPmXZ^>~ zpA>&6&-fglJ;5Py@q7G#@X1v#RuUmEb(kOjXpH+TrE&4r6v%%!$1MgWpi^>eRiqBX z9~d5@x2ljp-MCJm)b%RXLFaJfX({->TzjNd<FLMm*aVE=*KPln=QD&(Tw1XuJ&C_7 zSLL<tQ)=)op_TC8ub@Y==t$p!m$1K9>SyvnT{6aQUi2XR;ribZBl^%cW)Za?po6<e zifb5l`MLUm%RY$Po7c{sSq9!4s<=<9grgpPfm<UGasQ9&jlLpqczTdMC=z_bYbD^g zj04VDfjG}JcuvsAKR4{aH>XFEwF=-DN!8m0djsDYqo{Km;1|V`NHrSboJy@;lpASA zy^e#^>IrzH!9?3zX80O{Q5yplm%#5|MRUCS3BQu(qXsed*FV_6L*qC4@gB-?s`^4# z%RByS#C|;Ky!usp8htSN+cBD**bl{x>9l$178%<lg|Fz>?C7EB0bfYp^t~jVhCU^? zq<&NM*}pg!$1@~lPxvp_Yq6Cc^V!?0J31eN*M~Fs&fUg(Bq*p-IKt1h)YDHigZ}0d ze|#<)_YcJ1w|0WJ$egv*PD0!&uXKi{!SB)k$^Px_SNOxMdJ~qw;lPIT_p-pZ@-oJv z^l;Aqo~U(S4MM)${9-DXiFtK&4lmb*F>i|NhRMQj^v~YT?K=Gk^~kS5Pjc_<-aqO5 z8bAkMjzye!0Pp|n_v@d^;1Bj9#PbL7{tuo7eh>mK4ENQvo|xFZ=PY19fpxJq^<hmv zgLA6!jK3W5XA(RR$c%mDJm@YYos4y&l_EKE8tamxpSZw=KBTKR|E|A>&N?FVrwZq{ zXMb;C<RpBjh%(NJ2k2Mcy7)Z)0Q7m|jZxzy^!;tIjYdNMwqJSmx^@;iFW~GaJLH8) zD>)yAIowB=?dZtf?I(7z$(4(OpT}mHe5x4tRP5Tnea1bm#Di^dL)g!{qWj7B(otus z)FSlZJY~MUe%0~~;^!IV!Vq{&`47FBN61T)ow02GRmewOX1AVvg6>SBnKh|IUC~6! ztp)4)N8{SbTQ70GX!qplzd(O<(1Gm$Q>+Vf$#De_+$ZiSsd$O=%hi~fR|MYuE`f1_ z6#Sf>Dt^ital_rM{A_^-pCfl>w76tfH(OlVXha|HAnWfW=&rEt8x<+QiHEW`vZKRr zkLka+6(*ag=OtJ+TaBaMIh#y<%X@d;sq58qz=<=KO0C|&-Ljb02D3%f-Azw!UzSII za30^uuh^fQTMroA!6V)74k-Rt0bj41NZ|V|{9N_^{hG{}qg$r*YY6yUY`6FGBjCv0 zvW#CoSikE!xm(wv2XZ>1QuUwW9^(Dr>o&MwTX)B><!2rE(#X~w${y%AJSepD55A^z zSUn-YpQt)yJp%kO<07qmjpt<1(B9MAod+Aqc_X_B_;mi3;*B@Z=e2eW>#FeCErs9x z8j438rn?<^g1m8*_qM}%<Rj9op^$*<;15)qgU#pBr)_lhNn6Zryp)z-!#a;_S5BV- z&#k{0-QJC_9*kzrULxqjQRzCT@D#e~8BMzvcwsa(5!-ph)w{K?*Isc$j|lP=njl{` zk(}IG2ainB^i=P|{?W<VU%CvOBX_v##*KVQToM`P8v;Hz5&hr>>L|42_qsz}P`?q@ zel3;*-eVDYS9}ouL2_}^q#MrduoaOA@LreZm0Ddb?)}*mbFu-yo}PL%wHG?;5jRcc zD^~P%3DmMhVV@OV4zdUA<_r17#|N$h->!EHm0|r&%2(;>EO+B0`>NhA^cA1(r(wi; zuSC;WP#`~_=g(JV3PeBZ0(Eh1CHiG-g(?q*qEGvC3!^Qb&yin3A>LtOPq_K8)z$;J zs(RR`F$}mwqHy2;_6F{SGXG_Y#Lv6<$<xJZVm|yq72*)+H!Xo%(!08PIGqQBfx%yV zmVSz1y<4Wkru~qw$2nIfdcogJ{;=>*v;%Ki@3S?5@8qn__-O&h+?#_d&m6}b*Cm(q zh#NT9wzY>g2cXw3N<KIVUX?HW^Fpd0_JR8CbuA<ChNcg5E>FN$4pjLK@9xL9t*ez$ z@HhO33>3gOtd9r0IZTJV(c;T<2=PPntN!&x#9?1yu6zgf*S_2AtG@%j);;b#vIgCC z-Ag_ee26%of=g)`_c~7gQffpzyt?9jT@?5(>Xu4uWsG_<Y28eDANbLi*Jt^@qW)DI z5PKf+rXBD$_oX@b&L!=bk67pKU_HIC2J9Q<o7Cs{{^Oicr~~3^nAz**<_z#4R=HI1 zKK}nrf&?e}=yh}i=T=`KKWy@}oN-4SC(HEn*TB!dMMLpK$e!?#JgG=M5_9p{m@c;B z-g+?CWcfXQd&074kZu#FJ)u95@iw&?<|oD&sySjGIsaRfHu!||G?Gtvpb0<S%s{xX z1Af@Lmf^{x(7CD7Wlg|mkLC}Nwx|br@o<&NfzSUm-0rPig^u=-u3Q_1{&+Op<0T2* z_2hVxHF#F^!kk!v1fG}cJ@2yXpU$MoB(We*56Vffia{sOtda2WB2Tz6=vlNe;&qBc z9_Jcye`kG8zDgeRWba-TxCs1Z57HUg)vtXo_djJqzL-p@mi~+Nwq^g=@b?>dYENKW zStfMAh+GVz7k-4(`(_J#Ud0gATrsR)nSQ8i0`hniuj|jgUi6`T?};dvLZ8HO-z#DK z$g5AKJ9hh4F35}UZ2?bY91a!f)`K^#Z0L%@my@0NdN~U``MuR<1;ab^DKJMK$ON7@ z9n`vZUwF5^MrrQ{d{JO5`RC9I-y+7P(+qjK){1!S1nL@MC6UvQS8zTuV~;U;q7NZd zV!8wS%y3+4M;N&I=7HNqfdcqa`vec}_5(Oi3I+aCMf?Y@w;71xzPQN#AyQiKrx^7F zDrfA={w>!M3iMB8RxmAsr<#jST(*I}Hq)>vb-+3%Huah1@*$q4NO=sSQHO3VD-K>p zKc<vnXby0y!+Ak<vk86ur|mY`_d;h?m%i&q+{OJqU9lX8yz{l?w52Zeybnu%s3mwV zR|k)(66(Zbjyr9Ccc0I7u%$>8@!%=Gv?7Llug|UD3S7vkp5CWGi8=aL=Z}qDhd&y& z&~@xH@<Y$P+NjHTe#IOyo8KwqDV}nPH^{HSHS#0pBH=Fz{_rpO0=>nnr>%q6f0*f) z<W#mNkct!u{c8j-$}ZsXd5!wMV3W@j@=Bx3nGP@HjZaTgQ(JL=;pe5*v)SIL7c~#v z{d)y{-ge%vf)Y?C^&#&Y!rbE9{C;Zm*pHsPnIA9kb<86+nQZ{iK~dd9Mvwm&cKgOC zt&RB(JtyYU<&f`Fs76QTah@nJ;LQyF)#Mdl`W*P1=br1uUVy*n*rMJJU6oXsR?rOn zKPQYwM!^5kOjY5Z2*do{*dJn>!|2Z=Ng+7}AFAi84G)hC>hjf!v*qUSGv?S^Y&zh3 zoV{OlTL|-c54pQ<8{s}h=WDqyYKV`&gGKdtowj3usR8yq+&x*qxexLF`0kOA|4?5T zQWtfEZt%Dnd-^9{CvkjTE9e*cZ^pPwxPXULRw`8aPoTf<+$C25Uttrlzc~(kr2F7R zkqch@McmZ+<q+cZ?D~BH#JNE3ncQb0(BCzWsI8x2ZZP=~ZQ?EDlS5j;=HR=s#`0Wa z$QRV3J4`N#@EfjB$T#BkcKcao7?kk2WGXN7-h|J6p>>Tp3H+l{Udr@2cu$<*!Xe<H z|INSKD;9Wt-+u<`&<XK$K|#91@EPy+Y$|!6?rp!qCy99{Zr_a6nPibqh6v)j_36m1 zciXJMjlH&q8>O%gy4GzPwfK8U&oJezdcw!CP0GyeLOtkVLDCh(jms|&Ngni3kSs~O zR~1CQwN+&#LR@6H{?|K={fpujPurcxM|dpvo00|jH*lsTg9-6?$}%Hb7`(E?e}Z8R zf48XS)9?}a7d#Sd$`y#W+l%i;_|R{AmddN49_KXkt7j4NyLw)&Qz`ag>)h?qv`gsc z$ox5SsR()@=unv}^028IWm%je)<;g%lLqU<eeu|H58%+v7vXdlPr_e4HeK@){I8Kw zHd5m!e5QlX8*GuE?B{#tOi-`CWo+f5YXiIy)a-Kt4vyZC9a(*Z^RFN!@PY;R7o*M{ ziwB-bS|2NZhdjSRxIy%E06O4Cf8q>qrJ}4?Vs~yhbwrE(?>6uOw_5%e$TNvM8^Q{} zEB|?K>q+n|UEvu+sV(^H-`^yW;d_(M4i0)+cy2lCJ8CLNd%}VDuNm(h!Fqhr<o2M4 zUhcXW%?6yX>GV~e%z$2CQxWowK%NV-wfMpWe^V!$U<rP--Y{}v=Q8vKi-gQ5HSpxr zbnby^^yQlK4ioHvQ}JCtFJFV7+7Mq^ABz6%g4{#0Cb(DCbgf_l>+>NuDohFc&9S$H zy=N8osrb+RCW?iA2Gx6oxXL(wLfr5*`Y{Me-=etTzx3yYcH5vIuy2hu;5p9!-`<k6 zX88F`A%BaSaQ-W#gEHpOmuAt|LXOXUse<x({y*rFNkM*M^kd8v<#u-w<D9;36d@Of z&-^jbb$1?cWQe1!5cboyYTKv+=eR%LM0NLh$?E<ej_3h*x-KngKOIFp<;b$A=-~bp z>8ZDN;LjgwBOlDBgJ0bJdh=v9aK|m<us!C*G9-SG-3-Qk-01@eq?*Y8H8qCs)Nww@ z%mo_}pHe=jZ3|BA-VZYm76(4r-g%(htqZ?=apA&<EBeBeY{!4Xzg%6MQlBh=uVxoy zO^I_dROi)p9_#sHlhxo=B78gf#eHA%aDRyONFaX=`Y;kWgc}e?DHXF^J;=}A-mRI6 z@NHPR)4FR(@cs39J{E8A|D|Y8z0dGH>MPy8go8(^l!O-E1+J7nkY50w$+KQNM|>T9 z6w_h#qFDctA1<#|$<S|Tsr`<k9X<y0DH#v&uhct42Fmz6sS!m}p2!E2dw)|a)#Cr( zbN@>}j(IM(86539;eV7+X*fZrHC@@8cg+g@sONI@lEBX%MQsU=A)c~I-%~$HhmRfC zAg{y)9%`2^a{}wCeC)01H1Ol(R%sONGt@m_#U8m-4?Kxik#B=usaQRozba-=AeOHu zbAo;dX=0F{$9_5ayrJ}6M1M=l;K>Q>8$)%}UU@;}`-@+bN%1+nB9abTy#Ov~rD`N0 zAB@c^*r<SicNt$1Khp&L^J0~L6uk9zJu_b=;(kJdvwaZ0(ak3RB@Pbw2&06|+z|9R zU)Q@z$_Aa*SJ#`q%Ojr`E`;r%&m!!Y-F^6<_G?Let8<t~eZ_WN$QpgZ36jUQoG`ar zc@L3UIO=|h#IK~T!Vj^v&<Vu(PY+4+-o6Q*WJ=*^4PC=&UUS6{d@NOhcr;N8I?!BK zwOs{yBxtkE3hx_q{t@{+FY3@CPKgl&)E|0Slr<dD*WJ@0<Gumhpf%fn{y)?Sk{n%# z^HJxp?Hou#e91_!Jdu|H-o;b}pF<w}5;4@U>xV8XNl)eB9J(=;eBA<nVqk3O3{63Q z=+Obndq=T;5jA9Drszw&pxN!7fWOykt>8`v{(c4B3?AU@tE6v7tV_^mKT=J<fPIjV zUs79zo*BJMQFyxyeU#Ut-25W!34(7Ue@z3Qls~^=e+(WQ8T&<Y0sJe#ak%wjEbdt( zlZaX+06&*R^(qH!2#XS7DW}ij_x*ER%trir2-0~wCSvZ)ut;_m`YsH#3bHm)|0El` za#|2R9*wd6B!3m^m#i}SuE-CHUP?6wk!MD=9?|4;U|!`-12(w}z~w&$e}ath_ZvAL zeZc@9^QFG{5d19m67E2gB;3b~a;xV7A3bztr*DfGI7Jkk&H?<R^?8|d^Bv}7Wh+!) z(t(com`(W^{J*VE#4X4I^|-(1Ii7CAzgA<UkZr?!uuRuz<$mzsHI>WUX~<`<ZI;b; z;ENKqysD~#&mQLzaZDF@Hd4?(iu|LnzfQyk>sFJMCghIuD|$P=LEIR6q3E}x1pE>5 z;(dJjbKqg7*><$Rms{eL1Ehbz2mP*2KgK+<z_78yrO2;pB3A=qmvHY`m8aX}8{#39 z#ZV6Myt?y1hT|~i*o$3RJCL=D(_HztKcIelZ0A%W_%Y?dKOA((M<#!Lq}_p2qo0;b z1ISP}q7ZR7h`bn@a9qfm7W3pAJeS|uB5vn(1e$T~>kPlHu+(A>1E;FiBS!Gdhce!a z@S#2H1v(_4=Om)n=yEmidng_KrGalYca-w@fKL-uh4S|Lz<IMLN4srN7w1}hy@mJx z^yeeB<zDnX6rZbKLwtRfkQUs*df3vu>{7%zPE9Uh`s;x{3fpj=!bQYE@tYby=)7rN zBI`NeRQS#1043mmd0nV`J9va9+2VGO9&~TX^F|i%n$4VhJG!@_i_{H*O&ZX*8Qgd1 zBXHZ0GK$DE0C}Q|KC4~``rANX|2%N0W^uC15a;_F^8?`@z&97Ep8|fspSR)mg9bRa zo-+599r)q98Wns?gU)6+xM@~|Ic0O@7n$aOTTXcweVo9T$TFkrQ$C`9vg25mEcyY; zm{Yz^9zx!zZa2Ov58ZujCR_nL!TrU+80|FtuENJ}PQZT*w@r-n{f@a-&OOmb(Kk9i zqWFXY{(=N^+Yp~J{=PRAePoB>Gbz+~y$DBtrGfKDcJS1&@vTW+tYi9>xU#$v^oxC9 zG;;3Qy^nB_@aGWDyBlN2d(@TEj=s^B#rd6&Rj=wjhx?U#*8<eQ1NQJZpI^i|s4``e z^FUrHb6sAaM14%`r=Wx~{F0|37a5FzgEtv`o)U0A;)&Pek_ExfG{&T6dZ2TR*pAg9 z@0~A5=quR|ol9}})4nO-k<xn86P*8sz0Ur23($W7N0d6Mv2VQ`ZQ+&ZyO+A3?T_C( zzxOen=>+Bg#8K%q;QVWQ96!k!fj$|RGqx=1_Jj}XCZk8HP{;6!v5~n8oyXets|)L^ zdemrP_Z+(!p8QbdhkoZ@6ZE>^$sKXuZoT>ozs3CCM`P@>z+!<VCHy6yBBf99z-4YP z`R7u|OBcjm@x4NwE}is}#0lu=Gx?L1Vc4(F7S2?kl57aZn;XsL&fuB7uAd}S5ZC-} z5riYShhU<wFRK7wRgmmo`wY%^0>h&RSa<fD#@V7`=xZ7|?UC^Y{q_R(^$E}wDf}D( z(;}F6?3XKc2fX6@W~f6PCH&a`1{kdoA99o%Yq`Le$7h3nD`8(oVpg6$^Mqb}K2yPo zJWwrqRMi~u_4v@MMu!)`BRLh#65#Lhga+eO9`f%Qg}~>~na1jF#Cg!2jOh-Si=@Ga zn}?Gw!N2=Bo6niDj{HG1*_j94#JrEk>fv4Z$oGD(wciF#>CkV8A<h_lrHh%B;ZJAP ztNp=#KKkKJQQZwa!4%8GqXFLe??}KLKHonxvNGWc;Ln7I!S(OJztojbF1-JQnzq#0 z74$PLF9ZbQ`(7@RyN|)k_0DLunC?M8{qOV6R^WL8olHIF5s$LXvP8Ay;0L*X*qgcW zoSWC>Oy%H@Y9dop+NaT1!nM76b_0E>b;G<8;y5p2y!V>WH`cl8<ahrT?h*4Jpv_}O z|BtHv(}q;sSKkv=;ED6s)E}Eo4!$H(zUPBcG4jF_9+O-(8^ZTX{~iCWjXL(BPiMlA zuXk8l;*N4+U8eQeT5&G-_DYlP*0uHTiDo)sKjSD2W4BnL3(6d-52%ADx!IlEtyjK3 zdDYq31bFhQ<uL1h)X9^=1fL=gRXESh9RlxVJYso~4m{%B1Kpe7u+D$=YcC!B483#0 zLOO8`I@fucmGJ@Mp*h*4kqh_w?;n(MlY>6Jx*6e<g#G(`=hh?_?h&?(js$!|U(}If zWL7v2sc-M+7x$x1-IqjceIL4=E7<F?1fG|2!pVcb6LqYum7G=JkeBLTlG;}AaevN` zX6THLn^zP~E&$KiH%m5wi%yA|l={fCdz%l?pT)Vmmu?VB1^#*C{9t4DQ|OH<_Jtj+ zqt4qr1~JqlyoZkyt)PDSZP;J*A<kh|^i79F@K$<Xr)Ou*Ag}VDSdc~jRW;H&M6Cqf z?6EcX+#P)skv5Y=OsJ3kS$<Y%g!O)N+hgc8=7JtAF<^k-^!Mk~y<?#`w?*IUm=wV) zk3`G;2F`dM8<z;f{_Ytjr%pzG6R{|G$om2OfTQh@FwXB?(qu|G_)r%z1y5F82LABp z@E!#JxlAqilqv-}#-8$iEAqa=O;Q!<Vd%Ye-xrVk;RAHW2bTb63^~+=IDjvXM;NT4 zQt|hy9Qs&|dc*P40}4*S55|{=BhQkdPN|^1P>OZnxp^x80uS^I_n%{a$oD7dE;28; zLPyNyWdxgor<xX8IzSf&rkz<PWq`ihek-th@4RcN^$d{#>JU-(*_|%PvtL50n4wFE z39BMO;H#DO>Vz*h><A9Wh?B1Uf`8*vDPPYH|5a|O#|Ql2{GG(_3y7D05&5@6zo5>+ zWA3%yi#n!Get;t4;*eL}33>Eq$X?*48?r**p^`C?KF(X)LvPE+E9jrB=3y^KzNlc4 zShjXT-C25Z|L%M@Qi*c57wDr;cY15mgZ_=K*Ka+;_0WI8?!90RTt6nX9i|C<dwkze zq5^y-Igf-s0C8GB&K*?RfjIb7CY%_6-}7>UxbYcu+2z9j_T%f7mZ;_3xrLJrK7&V* z|2v$&QI~>`c;^Jh^B|wkXH|@^BQFFrN1D2ZL9h0{Fb+gsKP9--MXLv2IFhO?6YEd% zB1!f1P1N^j?wzi9g!)qMp7Y!A1rAXE3otFk=P!CTchw&KrhUIJ%^{zya!x6mWPw+1 z`JIy_0<J6V`Fjfc>}^`GaTjrY)-S>3(iiZytQ(t;z&`{&NM!8#Lp@7cRRsi`Godu+ zP@ES5rp~<wT)+pl#zqxLac?o@;mD0gnD>#D+uRNQMKxzGZ6JVoEr!1m+^KP|i6*bm zI}Y`Yq4!RQfe+t(N|U*8o=;m;?8yM%d`Fi5oCtAI*~hPT9X``b(Y9$1KKKN;h%dxF zg3mO5Y~|iF%(*WpVAVig2~Uig(Qih-O^ME01M>Yf@|T(^pHLU=p3C2{1mBPR+hC2) z-NE>Q$R!QFU(_WEZs5@E3F(V+@;K*}td)YmkNX;;Mbh|QYUQ(mHuiId;47^+34Bxh z9%GMnQ&*d)=)vE4R%X@gxES<U%!lU>Zs7O79EvPOe24vvnYPBc^N#q;bg&rsPg*lG z0DeYQZ$VN79KQ4>SD^Y5e3b%9(YAc}TnaO9@__?2Ohg`Uw($Pv{(ko6h5q6Ru#{T> zzL?INRG+{(_LtU|R7D;8SzX5DHh2ViQ~HM{=yGO}jg!EgS+y1W<U;6R;?X0kc)iG( z)ebpp#E0p=_j7n%5B2$O%QD2-yYMOx;Mst(q=JkJ&S{72=}+K)&c8ig68WJ|f^<!Y z#vJ+Q<$7dk0`8@_s<uXgzot|<)R=hUoZq_iPl(2b@TFC6wUGrrHnaZ0yRq<{B%iKL z;s0ZQg|#{2?+m5StN(f)dXT<>nQE8!XU|4n#QNOw=}aJ!K^(6Ji@u#k-pr-gZ>9uX z?xb1vc!G5vx?HYPfxPf%{_}r_&?giTFY1eY&$;m<&9xr-jM+k2iWPa{u#xC){WQ7J z^y)?EBes=6l04`DUSDrE^o|nPwI*A9p|5Gv9!5@O!#6t^_~OPm&ing)y1#(?GT957 zjo_ckvuP{cbm-4sr_zolK!2y}^t(ktr)f=|`DPFN|FJwQ9su66Y+td!h&rAw-Iv!L z@T<vZW9RTW;$kJvse&hz?j5GA#`>pJ4|-g-f)64{$*BfhthyGA=g~p$>whuYz<kPM zwmyr8n9=w2!KT>!5B4jy!=n!C-Kka^?Q|W_8B3$6y$pSwWJO@xi}Tk{7hY5K4eK00 zrC3vidkLAPJ@FsWf0f%eX*Z4MVXo)Wbcn(?UD2Uea>4zq1W)JpSpWTep2x}Y{g;zZ zYyLtfv(GL&?<a!}+F-nviG8W4_9yvK3*Bt_o}s23eML|0yQ6IIIXW%cin6fIZ$Bi6 z`vbSnulS5&o%LD_<fD<lf2+6{-@>_RS<ShYfxk22U)cLt@TCfxI`>}mx3?O6a_mh< ze!j!9vswn<{Ch#VXfXCYjQ7DR-aorOL+Vux;!|1dVGHurQKv43I9be_la=DQ0epL5 zOTVa{2fV#dC|`;9KV#)K+^7g2-8xLe3H&HMRomhn@)UC?DTOKi-@4Z?G&UIi((mgH z>)@>q*r?>~<}lafDdAE#zH)UwQ^?1@G<p`tQOrQs3~4XvV1J*{g+|d2BhNTjAFYSa zl(m^aHUzws$@o1N1RO{>?B*(s&n-CjFlU$NB`-Vs^I<)+%9~nS*`Z&%ofwi|ppS3e znA{cdAoo~Sjt{u?$%AAt!wddKo7l-9S{uThj!WXPyFQah*;Tp!YzXVdtNL`<XQ>i1 z@*g<wQc1dHCxB1NL4SYjaYelUw&7`g243pT@JIG2aIyQ=Lu>3;N9WzLW#A4y%ih3l ztiRlox;#_hSK{q^!@G0*VvCxId+Lw}1}kE}0k6uxRxWXoVD4n>DxZlPo+ssO)4`?- zygqZ~SQ+A-=St3A!{<0}$4hN#aXw#JRHQL~L!C~Dj_2hW^aI;a1+*bQ+eV)#<tv5n zVJawC?}X>^9##KEvkYJGh^7BD-iKcK1MP_g_+~F8iRIy+J~O$}*qV!c%ib>}F^)L- z9q#qc1$@ZF?;b7kOJF0#?03W!V=>?HeTbv1*K}Dz?$GU@T)Ei>FrO(k{)}QG`1{){ zQlCq~C#IukV-=yRBw5?E%%Eefo~s;3o(?>&Bo|K%pMf>A)dcHtDP>@s73Xc?Mxv-8 zcmxISll=n7JOB9E`Dd^`VaoJBLLzYfo(x|y8i!tX`LU!3KEb1Lxiar8>Pbphg9rz} zlitw<a{}k1Gf1`7ux@{3WLIVJzU`xQB?Z8rboG~Z#CYF2wc(GK3sJu*bO|ryg8q%P zdN|vNJaFvtf`%yS%Vwu^)=^)+D-!Ykup#DD(q%{T;B)Qu`_--R4|<S~kN%Y$e7rph z=BnUBP0@uD9H`shjrR;02F@?}_-s#w0MCNkRE>czV+rnTM|<Hzl~MTS!N=BN8Oa!C zwI^JA9<3Pye3Ht4Xfp|aH9Tmq-ZQNC%H1A6VqSYf)8QJwO6c>fFY#~5YQUF6|2h2d zf{%CA^@1AWKAz`M=dvT}(y6ks=YdNRVL=u?yU%HVqU&U00G&~O?z*i%@?*;N&fWQ^ zJ<2Kf7bte`6<u=ph<Hg=lHkh<z`0e+)VILryGkPK@D%&(Khos=FBf%-qj~vm&{bU% zM0Itxn0Ms=>(?>-er}1;f@{e*zX>_yLPwzIIGDZmA|6WF1|n=&;A4!J8B-2JC#KO{ z8w74_>n;_w0dFIW4MT1?qYtZ#<%rQw_$>Jw#iYo0oW6;ck-!zI?|pLO#mJXqJZTHi zr^P~bzr+o3&*ODp#SxtAw_W5{)OPTC>a1cR5qpBva%ZqR{(p6W`EBia<fRm9yC);4 z69ra$Z^C_*U+0Bg8Np`?r??We;Ag~rJ#|G9aS<QALw@)&_!1LE?GNM)`cRh8TwBze z#tc=m-ouY?xlTSHjsB#ztsoib>yMlJi9h3BUVHwga|v+CpWoT`5AFwTbX}e+>e}@a z54kNX*%Q7e#NGUYpEnC8Ydi>@ZDw+NwfjHdd)6__%@+8=ZZ4O0>-$RIbpA+#_gM&& zI1seKCu!LHj26(Rk@nvmD)=DB{)|j_?nB+@+`9f67j!~v`=u$Ym&QOH&%S%;LnL)) zsSU#1D7Gje9>fPdyW$(UgYf13W5>&pPrRH{jFN%-$3EROyMq0+9=X9^M*&`DdS)+Q z1L_t>C>Me@;Jdwek<0`BOjfPAa|`=K-<@ZY3SD$}<gV`ff9O-`<hx+6jJ#-Xo>()B zI`oY3-1}7MQT9i79TKn(j-+d9z%AOy*x<K|@UMrY8XAS*YyW3nK?8npou^YuL<M?n z-;L|iIH#Q2mp*Jo!T-EzY1{!E`NUFs>Ae=}tC{JW*WeQ+(Mz|+^uY&d6K>G}Up;Xp z__=OB@;Sf0@fXCwcXG4XZ+j4jJc6$&%z!(_y!$g>V*d?&6qcW0?wm}|L<P=I^v0f@ zr@x`&xj#)_gKuT8Y1XcI5bIC=s6ksEe%)3{qt+GhgKppUKj5`BouBgZgpog3uk7#U z248<ew`q?2;h|A=@8bvDJ5v3V)vk;F%SPh^GRP<9ssxYU*thgz^OS`(+{cd1J2Ik$ zdt{CwQg)lDYp}FOoJAfYJQEy~<^WF=`(l)e_4xRRed6UqyiZH3C_m~ZVfpHl9ytH+ z1K$h$WkP*9=uZ6-ryb$kX`;S*QS@_^vurQ|UvIt85Vpg*jh<5R!b6A%<uoskUPfQ` z>cGzL+SiDe`$-2m5f^H$R&tem@IT4Cgd3o1Z*}V)lf*ix5!1K+_=*0dCMI$YtRt~k zN258`i9PeW;hX2^J8<)+*_|^dRv{Mi=MHq?ci%9+P27J!BEsX)i@c#<aok1(xOn=i zvUwi#;Un8`2EeOz`&s_$$P?V2v89`MU5LWzA<H4uPfHHJxOdo|aIv(2z0n=_BTH0i z2lnG@)fLxsjL@gr3;RNWi=M)zQAEh6{#U7bpF#I9J`AW2)`1?};gKP|ggmZOHz8?( zdh_e}#ly(ggx6c6I;aahX|x^T#&b|uXoq$}kiU7BHb3>^{#)VFUE5+K@SB~FDZ6tq zOeIF*KjVD_+70eslL247P<Z>}eejd9(UbS6khg8c$;K9Ozsv1daKsvX!-)$vJ#pxN zeqxt>1Ah9@;>u}t@Ml&7ZHFG{oGo1)`X{{b0lpR(EcKxel<-xoI}mtJ`o?(!`Q_Tn zga4^sMW1TVq+=N3^>)>Ve8Xb&1zxx{=!kv3a9qIs&KUaD)Ute^F`~c8NKM8Wd4`H5 zaQeR^IPZDhc3%~MKbf*MR9Mf38KyYdbl|?+eGNNu<Z(Jm_h_7xxIkr}Y2cR7;nRL; zudpBFbgaHD;G>Fy4|bp5<n32H+6nyPO>gM*MjTmGf8{&{Ja*i9>1cfkua}e3lnVeK z4YmC68+l+ysJr638u&xOJL-}<z=^u=RHoo}WY>&>ojMRVM;Zd>eQXGMqmNV6DltF6 zXf{oy4fjUurtAiQ_q6h6DMxXxU!@sS>4NWioN3j%Vvf8c?fPy3__Sx?p5ZufLe6h7 zDg^kD@b<v7(}>@DBa@fP!jX5B_<va?f~Rq|Y-?fPxCyHv$ECo7$@W)jA%AsQ59XZ8 z0uG99F()3!oTFytKd*q_1$&Z~EfBvgaSUA?w9uzCjelPtkGy-AcCG6Gd}iBh=2gU} zkY=A&7}h6$fT{9CCHf(s>dw5vy=T_a73yv9%b!LS&c)zAZN?A&or1mz+oyfa{2~1M zAEll%&>16b3_p%8z?Ze*4LSpylBJbd`;`d%37<&fXhuF0k&~aALVwkIO>h(TjgwcZ zH}V;DYOTVPf5;z^q$2vl8i<c<OT8O!!IKhxvHiOU{9JC5V}dRqasT~g6#SF{L(o}K zUvv31*jZG!JC|qpLGMq@6H^eT{!WkQR^}Oaq`_a3K11I2!~pXKsC-D+URe|DrTe0C ztuPnyhX|#G9DFB*w&EY~U)?$HL}qTGj`aJ*bv8ltYcx&p8UUvn!v0DtA<q8G)!fua zKJnA&8>a$aeH@iaAA-K9RQ0cPxxlRhdrkjVNuduXkE^5q5ctviI1}36s1LW~>e(Tl z=AwyBiI6|$bMLW#!#W>%7_?0}1zxan@GtWl@VJGMcXhGYCoQ4ZQUj=i@8neM`kSeg z?5^pPz~9C%>iJmjjPn8JDTjgY0-5_ywC>&qnEP)Gy1{r`R-Cj6eN(dqox)bYvpKuN zEPLUb3+p<KBc7xW(%byN&l8;$puCrYzVmrIvoP?fTN0y8J!J6t9qRZG$$=j^kVesi z2Yl1kx^@zHy8fBH#~FOpDLGVW7U$8Q=3$71Hu}N>_*aBJgNK|ej%n{k9g@>&<H}d~ zb~E-}Q8?Fr21_!{=>JmH^rJO%!Sglb+WY$8ci&(fOshk^AyDj8d=2JdG2J`L@r4Sw zmG$n!iCo-|Zn7d!VqFUz(#oF>!FToG*h}7t`!xsOzYYVh%X6)<+nv+1{z@u_AclB! z8tvSN-<LHmsa+=oTpp`EtfYYce7@{?fh+K5)d$9;p6#xa`ikc@?Bmlf`=25XPt|)I zk)y`*xZhaC-*v=X9+~`g68wGZ%s1H-aQ?)ZWDS1B;Q1MYr1@9xLB|Hnx=mC9Zw;Em z>1psBvAsMJ*G$mIO3pjFJKxhd=a*OvH|Bl6&v|&S6!_q8AXH6^K8<@hd#EJvoU)nX zvb)>xStu<?gg4<2uFdwp#?LPXjtd3ngYQ-JE}z0a^|N^uY#|RfN4qA{BW^W_24l|V zAaA!jlA2oV_IEISc|8jrzakdtsgHHClgrPdgn!mOdw3`cxX@O{S;Y?D#yGQx4ER%g zBWHAXeqL=}f^7MwHKEGrVuBQWrKV<%E}CsCg1O~`KGs|-^tsMv^kH7Ntm}nN0`TiY zC7H1cd_=j=v*$|gA%0}fRxU)N|LHU<?`|FA9;=g!B>cg@BD#J(;izjD+L+}dp0?Hw zUbA1f#`Bw=T%uyZJhNK;>$J#AKfkDXm_i>ax$zoXe@4I0*-?Vf9~(mR*3ll1YT)6Q zfkzgD&?Qyo8hVf5zY=L_TS5OG9=paPhI|s?^-W?5@#s6R!E-JL{UwtfvVU=IYaaBI zn(0Fiy%P_~6~;a5s25@5?dS{4iH%m42Ywx&N$f*DNcXM_X$9`3RPK3tL~!?ceS^$0 z!283N7oJq_z{jzpIMoGylu;CsPWJ~sO~|J%9pF<>eC6sq@-LCt+UFJ29}2BnpA9;} z54#Z?6UhTV@og-*w-xX{=gS*2Z`@PVt%-m60r#)+USFn0pP0S2n7#XHtk>@X>sR&g zC53X?)N%jn_4B9^KKM>grDywHO05Z-pSUC&F|Sg?gz@Nk+_QRGDm3=k5BGV4655@H zQ7_uZ$WuCnzVfRdCz^wSZyA+ZG}s>jA%?2!h_kQJDMxqxj<st?k2hg|bV(CksG%3< zG<gEtF?S&0MPqv#UZ0YGB_Q1c_XKUHGa@<Q3sec&Dr6%c7j`bcMx0&?T&jBj-Yt2L z=E6uQaLDyVZuTPf<%ZjB8oX{q+JSH|6?LWR`@V8s$m@$T$2gJqY}K}Yyg^=mDmoYb z3cR@bajD}n3Fey2k#N=*;eIbAh2^z#&}$Drr|t)yhjCP~cOb9Z8^5sPz~>0xT%2G* zzUsK*&6=nK-8RM5KmvY{UrGJauO4~-!qwcD&<S3|u7d<g@L;Fd@WL(N>`p%a<<s^A zPt9$q-RCRurTJcUW<{Nzsg&Uebb{)Ka%y`;_y9~hf&TB{57bEg`qhXzG35_#??wJr zw13Fwz=!k1WOaG>dEuC|{>vrbnh=^yx<QWll^2wJvz?ItH&3|<OD^Lcq<tZ+4E(6l zh^&wZBk&t}>f9Fi&7qGs@@3I~kfNF&%gzH|ZZ=NH2>w=i$#aLzlgJzK>pyNggD0_6 z-~N0Yb*LYmo6aq$%Q8}YaBzl>;F)D=dw_WZ?sYbAzd-MOxLC*v-QC*ketR$%_W_*P zYJ`?>--zT)hGRJN{$`2)7vN0$%8l@DoOj9Q`I83kanEj1j+qa69%(#ZzYn_Vt#iES zBz&C6E4ItvL(&HceovrN9D`fG<x1KU_VGM?^r{5@Th)NG)JOEW=cIWyARiSge$=4I z#Opc5M^8b={*<6xd4r!bf6snN68lKakimGo0C;)i1bfUf`Y3*!a{cc!eDlYBJle>k zInytvPD}&88q)c#5O=g9ZaMrocjf_aLw27xDB3C<*#|#4>!#U&5zZx*ud<s(D}1Ee z84(AO*Y8-yrXK|Egsl;;@pYh|=EMAjCqlS~9<7;YjL$Xkf;2!1@!cCd^sp8@X85~& z{^%>@Q^lfnv!C#ZT9qytx?+yOiPo;G^H|^6mdZfj`uQpHv`OTF$zJzGqA>U*zHX+D zSg&gR7asbk?>gBi(|-hRQ;x~ezo!RY91!zL1`dds)9VI+2W4Epv2RBY{eC;&Dguyq z-FlzLy?cQEvq1vcxS~D5w3_^n*A(&;MKDPR@`A#%C%zi<m}6Y)s2CH6&poBj#e>g3 z7xY<68GRZWFLHc0P}fh|ZWh0S-!E62Zg>oRYQBXoVcoaEm-;7S&VWA&Sn0M=AWuc7 z?=%rZuc$5^D%60VH}>^>oegkoknBgd@pb4|C$YQ%YxILpuT|QI+7KS;?k(?2$9&J( ztF3!HkzZN7#1-KyZ7bgtcnd!NPg#U01-yYi<+HJdE#_|u|CKa?u6|Ttlt&6)6OwaU zvlsc`IwOyRurcoCmS&GhOCzo<Htci#(JwGKba)pJY`arPG?3o{#U}iN@$<BGl<O79 zJGAzTLUE`kb?z()4+FP~ABa49-3PzcUzu<leNeOYI$ZL2zf#G92vZZ>6W}MB$}hxx z1Cq05^r*|Oy^CpyMBZr4+($R4in*Hu2Nw8Ev9C5;yiK0qyAQ}F&d1_@*+r_HeRnVi zgK1M{Kk(<P3Rj3C;-x-eCWHv<7^zM@5qTfyx!JY40r+nlr_Qh0i+&ufml82%s85}U z*xY^o8m;sDB~JXD5Jl~}_XYHKj|nTAVO`a)OT|QR+7WiTj}3jsx$p?0Assx0bIq<M z+AoUxME-p3Mc3>J0~}TU`sl-_Xfw8BMf|n2&IK=mF9}P%oP7dbbI0W7p;=$t*Hqm* zrksYk3^DHGKaofEELGe;L$|H&=jN@F$30N*A5UsCf%~#nn=2=*2}aujRbAs&gvEMi z(Q~oZgzrJk@-<lBM+dHIvElv|r%l<q1mcD2Ok+e7>R^83tAu{wa_!QNs>@;cX$?e< ziC&mDbhDC_@4#++>XRe}Vvh0Tkg5)T&(Q;C_MWGM|Jo<ydoLaOCuAjN2zXiCmSXAd z2*3QRMTnX#^1%J?{w>s44-bmQJJ1`-Pxu#)1>@d{b&9p%edwTt+as6Oz(>d_CQXUK zLo~Y;FODG|ZOBdCUjm00sJYaT559j?p{*N*|9IM%=;;~6)0@oCcmJYZw{Q3u3G%uH z&w+2dbCi_*O{I^62OSzZH_QQ^ApP@<bF3@!xA@_{Ela$v+v_-I9(WY>=vs>sp8s_% z@P!fbiLFW;7t=NDljhP)UIyZHxOU0`{5(yvDT(7X@Z{Stv+WV!KE>Vny_(Q%te+%u zCvnev|ACt^r@$9OR*uU4vmrcd`Hx4+7rvkINUsW>`(6Cf@r#m&HRjBTGVl&r6VkGU zl6If(&5+|P>zfT8I_R1_c?NR{+sQ7*fkzKgg`Q$J1fN<6@0%IJ^MN=b;?LprH<_#~ zoG#%WKvn6qq9W!*c(>6>ABKMZ&cApBdB++<oi`A-hU>N4FAzWaG<$>N+kjWphss5f zcO!!=?mPv4ozaWBcnAAbM<@5i=Ets&_4`0&JN`ekZRjuZ;A~p7KP&hz>HHtAkW}bQ z+n#g&8_=0lBjLMwx$92@pEu$qSn=y3c|7VQnR2l)$lKan``5hJkx#47>ooeq-?gwG z+f#&m&AB<(09}{0ctFVkaisa|<`*68U+|ue8gcx+wBLMe#Xdoo%N=O=37pJr<2B7e z-dKEiQF$Kyj4reP`7I)DonG0T4Z^vs^Qo;_#(Ie<JI1(<W8IJV<we=yJ~{d8r8MxT zpXJ;uFJ#f*av~%61ax-KS)JQ{64nG!3hldQnB&^l>Lf;ixegzixT3#6hy08%;Gapt z+(V*E7hT_?Z{O5vUkCP8T5kXNNEZA&=YT32J=DjZP^&J2e^pT2eDWB4jZ=K0%MjlS z1plO2KzuH2O7VQcxwvKBuwxB=UBLO><1%==1pAvf5*e)PyS=UQN$^kZm<93QfPcQ> z5$=n8JU^Y<Q+67@P4eY%AM69&H8mMk?2A(!;VcdK)z%C1cfMJ;xAV1HBJ>}8vBoO) zCY<|&pY%HZ;`14ORbv>&{%9_l@suHNKj{A|pp0`I{D#?e2mRuOi~+Wa4Y<FPr5l|! zkNr!be0~}FB!!)JQg{*P^t)HCGvY>e%56K>2Y!>9pTdX=^!ZjO*&_DGzL9Ux0{4X) zIRZm1u&(ThPqy~Y+7QkzD~2%8;v9U-h^Rw8*Y^6?T95c{@4TQAIRU*I<|{D(|7pbQ zACIXA<}8Fh9}cduCe-@q%x1Y-6GZIm+NYqeWxG$E5(f`9Fkp=~V}SlTD$5^?{M}KC zCt}kBkB(fPJ?4XY>#PueC2+2ptZqNEF!}~-b?c-#FxTP2-cAbv%++e{ocnkN{ZPf8 zw*Ooaw_)>N0;HkSFLBH{zDJ#q`V+-@QQRMQpWc$$1m2N!(|tV-JTH{c6R$(vFXmZz zRv~;b%lP8!-0+7l>^uAmf9JTF(cKQjwTQe6_Zczhg2l0@3(yBGJ6HW!@Otj=pDT#V zz$+B%dLIE#jM;9oO&x$fD>1v;5)EION}fk!3i(r}JH~Vwa~sTOlz7Imt|83CgKp3p zt<(4J!|zV==A+sk!Rs&nWacNp&&oaAav1tjV(pkrCh#lp`8(#_=V_|Ot9YLXu_36e zuB00C;Cbve(L7I~r`}h1Ufib*Um?+j)){#`Hl5YVQV0FWJAN!$czr+_ZB)Am=FdEs zYAxinCa6dFIfsx~6Gqz}4H|k`6XxHIjTqj+`{W2e{|4W0pTkUQr!xA=FOkX}eSmoT zH2U6C5c+XNvfl}L!T5rWLIz$hJgaR_!3RHuz&Turd~BdJG0(<@{@MNO@tl;1BZrZB zY2?fK=hQ^w*uVOJ)+VCjsB2#P^mFtL^y0}r^RRmG43~RLZ}9J=QNFsI__}=SG~L=b z^w1uO52o|jPxgpF+V{A3Bp*`l2>(sR^Y4wtLHu0I9&;|NbEg@jH8*&Y!mnq4nqyEm zaxAS2nuZQMQ^XtGjC<EBil({!(CM=NA$-sc$@@+ptU}yqd2N@Z;k<sd>)7)cadYCT zA4!1%?zcO=6JvxA8TR@9m16LvaAKnu+qn1Dz)1Rq26<#kn94g1`S7(v!#}Pf%q591 zYNou2cqas{HRoY{UI%0ZD#2If?<#P^xjY}pKppVUnozVr+?<JXo_WWyh#Nn@<3BpT zf%(yaVnpLC&DMneXj&tVqv%5}G8N^Qz&<}~zEZ9aANJ6pk;^Q|j|?`e#!RSlpU>&o z-)l{vzuvn)4)K*AniXpv0Dn+Z>siZN^gBg1>a2plY48@^uiS@q<T>TS1|Q{!(A+|9 zvJIheuhfPP_?hOFe?on9$oCpmGs(cOQ8t#YNe9%og6!GH?jt`;>eF68{%Ck8Mw{G) z`lQ6=yvNAz|K(Sg*&&Y@2sjrXg5Q$ztjqp9EBtnmgS7GG@PW4tQZj%e%YJ#}Ja}Ee zfeTKtb2tatg{lqx@TIS@ZYbYEztTb&wHor&YS0-fiPO-3Kh#3*4?&-_Gf}s}_q{Vx zutymF#fQ&)9fumwmsYvCUrY+V*PGQ3g5}Vo)m!yfa4xm7Qd;k7LdO<Xn6@!u4ovqr zg=HZ0T5sKFultyP&Yg1hp&0yxw*Oq1a4z@8g|E9}p2pOJ&tA5}Rs_#?0dtZ!tO$42 zIK0(Itq3|qce<YZXN|dXtksuA@f;}J8$JYm%j)o?K_C^pD|t(?0P)0gTYk6<_+Qwc zA$*<_eN(DOPFq>Q=kUK1w`h%Zr=kg9NwOxCI<K0fM&bEs*_8Rg<iKgi>VwIw;IRje zSkprX)?D68Dh++dPD>nB2mfQ$aAZ7Q1pP0(QPO{o0^gr=F=&+m7xiKqM)10rb5wp0 zfY0AET}La+aLyec>n@@HLGfqedJ8*nB)8A}OE37TYjgi^tmA<u;x6jvs2@B1x$cD5 zZ+lL#4(!F;)_wXZV%V3Dig&6WeM0}+aIKv4HtJ_z=f-yL4XZ3k)ds}FFV{ZtdI9=b z+W1QI?sKa?lyLE}AYM#*a{s63y5q6nqOj~xGD1d3gs6-V8Bs_`lB~$c3Q5W+Gka(6 zl9iQ_tk7$#2+0;cl0sxeBEH98?@zt+-gBPwoadZ-?(NVJ#0&nw{tnowQ*g#5|7gt1 zNEg&1E(f0K-)FfA|KerlT|RA(xEEUUv+yR)i6m6<CGG)!2K<%pgMAel7|OmL!TO~N zi+=rr{>qv-U$tA%-KJuhgE`Ru^?mg0b_ne4#~(4CZ1DMgzm%SsLT@plyCstdzxY1! zSO&cN@9)dkHt;*{k=Y${;y^qVAgP%Ke`qDNZaK)n&KjLQCgOX{GE-BD1mjWtQ+T;K z=H&|Yct6&Ky|)|d8DGcy8ThjW*CYN@l<j*>2R)t6k(&m;yI*nJ_}5SLd-&1^EC-^$ z!-scqcP@&FmiFK{>O&QwbI)24pHuDi3(bHZWn$x^iC8C{s2P&W#i(a`{xR0pgdRj| zEJ%gAwt=~x^d&sHv`z+R0beXf2UXdppywSPq?bdVq`D}NaV_%0EzZ4r8K8qmy9zH! zN}?{sop^>8{OEG@Hyy$T^!XnZDP-VTl}o--Ph;%~PqwB_pHYLa&c@kOJ+dd1G>tcY zY(szdakmXS_~*pbVr~CV%u&4M?tSk*&cl7!uar3ky*1{_k~(n7!}L_`HgKlNFW|Tq zaC&W%mb3UE_}4`}NAeWZRrw`SJEKr<eIXlGlmT6ham|N54Etrp&)(OLxqZ@2e}xv& z2lAZQ=QVVtS{rHS;7;`6m}Uv@^6F8qfG^tE=j-7C(srMr+kKAs<}Zi7XvPqEcI@j` za7W)J_|LZDwPo+UsHbLkNOpq1oRAF>R_H+9(CE6Zf;`IMK8=HP0QhF&<JxHtoZsXf z_$COv;Hgb<s>b_j*V%m=NB*Ue6S<jzIG=D*L#z#UEq71tLM`&+Kd&_Ak0Wp6Kl(Sj zMF;u^J^#b!+Nf)5Uk>#<hq^OW=6<#&@KXDrUp`u>Z`;tEE{48wvq3&S1bo#&yv|M) z`SZ@2mU$@ZaMEQ9zFtQi2~zAgI~%RBe*f6M53+$5eOxc!=Z^X^4WG<9_@GviM-$f- z;H;xY-!H7I>)x*kb6EE`OdOG+z<H;YH-9vRu)cvm<-^D@2O#ISVcr?|6S*3*wJ`KX zx|wG_zj00??TjSl1JqZ^#{J4XP{*YCKve+$xDaMhcntRIo_OEk7Cz5+plWX}@Zn46 z!4S<d%s2b1r@;<?ts8hUNuGhc<(SZoLx^8?i`(a1Zz1o}jOTnvg?d+Ldy4NX==P(d zr0a;Mwiy&BhR&dmMUUQC6ugGX;j1zS>IdrfXZ)gQ!BeJs;>?IpXMI&9-uD}P*j-A> z>ml@@%09DT@Sg9@6K<K%cfJ`+y`-Z@9`~YmYWM!`0S`@+8}D&mG$Z_+urKNuwtOVJ z^*2hgiyhV3h`)zCW)+TLo`x9*>#=6&f^i>$vZc}Q@#>x_CF-^XDR(^95D(mWNzz5J zU#!Dx+MGI$gi+Vf=e)bWTP!J#MijjKdE#dx8u&%qfp1jM|JaWTG@HSX<>q7OAEQpG z=<CvU-X8J$5zA%TRh%QCk^B))f_=<>#M+7b%tkWJDDQMZ-wu7kusc`Ook%_4G4fLS z!z@=UVVBo+m36KyVt=!mu4tnkD01e{=AZM>i&t8oUqM`Eq-4HZ2mjSvVeYW{gFbBi z8ry_$;O4s7CGvjkhc3HG`f2PpSK@PhDV%3~YxpA!_8g}7*f+`u_(a_J&n+5xjr&X! z$1~XZL+2~v8ql)_9VlvPz<-X4J-j}Px`RsB{dE%Lx7+uEuE9=8t!z>?pubH@TN%|N zkNEW|YNHW(#sp{RSRw4$DLI(sNiyvDA>qLi;&9`bZQJ)k;Qv}dfRioe@tMe~zgU9( z`O2@RgzV}`B=6oi;!!x`Pn8c|H?u_|IE3GKB9?P^9^t+3qn67Ys6)^jOPmESj$OAs z?Y0j*O*F`M1o6M@k_Kxj*5!Sci%qrw>SJ_Q@0MG@juzgL*@2&2rL+hLLwsm#Z?M~) zGtL+!Ufc$KCyTH5?)(GHl^Wqx(62+^n82}$JO$Xlb6P7s*7HE}jg9AsJKERyMa=Pg z-kW>vO*{vDOv$Aq!sk>ioVY7M3cTL;^eE2(^xY&FXJ{3Gr`_SGG{rt-eO|k@qm6#s zl{**AoslnGI%mlbojUolfeE8O`W8=-xRk`8|AHy@w=wil&REsF<vpn5yV^W-L0;vw zQnhghy#BJUm$W?f9YPv$WY{;@N5oANipsapwfSdScH>q59PM?peDv`>OywBI>m0S2 z`i>zk2xn>h4ibZYog!P_13$^(>I_t5#6F7T&xBk+{^9aeIRk!_cqVz(vle=V&H|Y` z@Smn@?$8JHCoMFe%nU<6<&Mj~dMh>b=O67H4^M@jsH;r0W`+LF?eu>KpvPRBqzdRl zo;CNYIq0@J@MiFC_C@T6=;+U1ccD`~%45=|0giCYH5a&IKMDfE^cqA^|8){n?rz0; z8B<=dvc+76vgcCdMBwuYlf{H-%<<!zo8RrPt9lera+42!K9c)66*%3cpmn}S1%5{I zO8gh%WYhi|Jq_*HH$l1W)KK)XDL?2*!slzpP?he^-TTE8b~;xa=Yb*ubH91x@0P|( zh2RNP3oCl|kHA0ciu022yntu>^)=pOJ=-tFzCzq>p!u&oBm#Z0Je4-5vyiv6M2BS@ zh5au5$P&W8=Q%gWh>WAY_+aYjnmPLOe+yFGxB@-y`*;LV9_;qu3u?+{ob!=h{l#gG z`2t?b-^8$gP4TQVgQ%nO-GBe05&3}0Evdi8_+5!Fg9d0ufqSa2Qg+}MUe7N12~DCt z=)e(>fcMW2tN7KIj&r&Plf-kLL6<!&e`F4LW&AWHyiFMO;0qgEdJfQev@6pL5ua@X z_0_g}(f@h1?NHGP#El5S-U>XXpI1@eo`b%ZTavv5oVw`bb%}C6ct+9HAC6<_+pFx{ ze2hB7R;$+oGWdz*>4*9i4A9Ht1xf0Xpc5>gu{sI7`ZD-}=8Y%x_Y^gW7W_UzzLLeC z+4$VSQxfdpwcW*im9<RZn`emw&#U2m^FkWGBcAtL5sk}VLjF~D^RpQ->OPM%a{_>$ zadOeL@1KD;%JrO5u7a-j{E*Z0chHAt&Aif~SI@T|th<fxrxPCknH&2aMl;>viFm%J zugNR>2<r9&=SZW0Lk|xhiKf^DPiPf<wz}p(5X@F`OT+q2Je}Ee{tEqlV)#lPDeB(r z&RkCL4@xsNt>`H9YcD+D)dcU8Gj^B%H-xwxaj@I12|C7lkZ~V$raA69Zx%eikVf)c z9OBBih{joA<PXN&)B%TaE=yzOVxkCm&U`udfi1+{S}&H?OO4?3d#~R*Oa*(NDBk`X zi@0qmNN8+=UR3eECJ^yNk8W?GpaJxcQLDHcMs@`GD<A)hC&oRNr<{uuzu~^7j3-~d zLr=1lu=P7{2L2r$mvSC)`>Y6Q?Hq7Wj$?E{kRN@t$xjC};8*#H1ZE9E^q1Muh{zA2 zpZu!rgHA2*vjg1MeW7=}WC>D8M?StCH`R9we9A?@)rd+O`cQZE8$oX1=$|XRf|k&Y z$U5@o5TA>OT^HJl(XXELRdO{0^F2?V+;b0eF|t=J?kR7<E@JmQ6@dLNwf9riSK~a) znn&5yv%opZR=F!n=y!Q$`DG{-eC)U7(3uwSE%IAt&4|~jN}o>hvOu@adPC9&z4~SL zyQSSe?nm?isY|DT^T%>r@+#opB3=iZ!_iL=XnAR~3%r86l*`i*ePsJykH2fc{3uH4 zI7R3wNi-!!#IOgZm6fY$u)`0B3_EFIU;U>iu6L~iAK2y#&ttv4j(OQ<r(xaZMxQTC zV6Jg$-`#H5>);N}{m;~hhn|uql&7HMeN!{MKVU~-Hu<l~3-`+rEv}V}r=iZ4L+3U! zih1ddixc<3Ut2SqgGs^j71M3i_*|i1k&uSzMqwVxJK2Q^yuX~Vn<EGCacQ2TX%YGR zqk5JGE#%Q0;lA|k$iMvZ?p_Ev4qeppto9$^VUKUZNsADi;|ls&E++;(Ja&7fK?=Bk z!(N=@8v6HN%y)W&j~y{8jLLrxJ^cBxY*Pu;4Yq^yambnwlH6ax`4RTfANE>O1-kY- z;YJhad9HV|Qp%n~A1rgtot@g9(;%1RnhV{1FUP-4<R!l{bfq)FyFN+!_<DCEKZ+J~ zPy_#nly*)qb3y;Qp%Tx953s*1%j|O<I0xvcD|oRTI(UYrPp>S_Loif6==1~crO1*Q z+krmsVP9E02OKwDU+BWV&X2XfW7Gui)*g8C@ip{E`-0~m1JRH1DSBONcVFIWGO#1h zm2GBE?fVbEM}6|bbLbMSC+FX#>Ddt?_IEnHVTDfp<#e+96!dFHj>j1%ac<44M%xMg zG``ZE#;3H~-|{I}WgG9?KWbb+2K~Twn5Gu`ck5TKUO(tZ0?Lz2|6muIWmo8=6mhP= zLu+UE97&{+*C{S{@Sk)^u@jRxw|70#bo&W(PA@f`KfwR)dgaSMN`Xf!XYTFZC$qUM z<4fIu`JRDv@0^hr^fIS9C4GTjdggBJYg^0}EtxBbf&X|{#0x)Q0=_>vPO9IDIuS4H zhk3+Lg-nItg;*Cw7bd}n{rDZO5(HK3+gkYJ-&~yN=g`a!8$&$NQDBZ0F2y`C5gC&f z5#UdQOvTWyuJq#jc;bEJ)3U^_?uZ*dJ~UhV<$x#T&vFPN@3<COTxTDFcrQOu`WwH0 zD~pjR?jg=8iN=Iw1J|8xf&}7sz;lG=`>sQG3bQL{+#`>3Qb+8AcF)rZzn$5PgI>0$ ztkk9xJoW`)l`&2b`c$%cO12g7$a9W=m>D=z`#JI$?DN@#O}D@$=rWVq(t&ruFWptW zLTa&Y598V&szT3-iY8Kg23_UzY<vs$OJVd@{J00|QC^Hvr|@~pi7H|hmC!{rz6R+U z0>`@6DCZFu>Pc17U%~E7PEb$RV1JKYpmZ8Xz7SNvn;8vWkl3kgtUHhVz^Efn1A1qi zL1NGD9Ef-63rsYlus^nY3$=*bfq^8e#Na<u$#;zIp#EQw!F1Ulc?x;W*~w?%C!_U5 zt<=DYeg~m|PA|;6k*kZke+Tov-cDTT*?s>rHJNI#>rKC6&w0dgI>Jm%2=GRnC5C4R zaijI$YYs-}RAwQI;cMu-%qx=k)6Ro@Br-OX4|)0COI%+S6@U)~z4QaH+rx4c((KT0 z@+|smmRO(@^Xw1dnnpc;(>t~U_B$E-lHCz{^KedDTL$csQIwqVv^4PN^WTK(1?b&L zuQ!|apfBJ?a<(b(rQ5fOaXSY3>}K7_PM<wts64T_AH4Kqk(SXr#D|Z|Z=7vVuhSbM zR}MkGTvOBdp&9u{yd+I28S=P*2Q_6Y_+G_xZF|+MQGZi8Z1(Rv`l1B}rQ{Ijv)!vD z3@k90fbL+ttPXhhh5(Zw_G@-<iiY6}?AQ3%ax!oxl!PSgQ#f>uycO9qJ;3W?hDf?T z*um=*PIeFEj}i}*BY<y?b6gQD#OT|8;y>PKiT=Iva^WDv^%F98y8ps&_7{BQeFgve z8Z*guBNlyOtN|xE85{}EKV;fi8o)n}+cW3G-uEP$F;&CAZeCMwWy9<L@=ATT1`d%N z|CLs%=ty9oz3JbWiMcp)Cta@~e_Y616r_@YT~q~_-yB9?gay%_SlB&ji_n4cJ=p)c zm(5q5peMNeeb@k8I@|fV?X4gDWJv9(Jn{l}-LtB$uwyy79fsq;t7s*;Pkia9mu=mj zVETu?R|-zkUkT`6`CDJ3jeYFzxuK}xfZsuLv(X2?n=7q-dW{YC9rx?j2=ox~G1v1a zpqnVu{PyPFfM03{*egJHi6|zaPX#WJ75}?a_z?G9%~T2mbAZ=cN{IBHfS!LsOmGkE zSNYCz-Zb`sO}4pA9d@|JTfP;8*O~q3DAmE7i$vCUq9Ja0o{eFy>L>Jn{a1fqj2v}^ z2Vd?4V_#i!MEn_G-;quC{eHpUewtF>KkSYE7Eigc(P8juBJUx#R{X!z?2qdOz`wA% zv)Z=shhw9v9>D322RuUS8OU3&^*J?Tzp^wU!$>|rS8}rs-Ln8a&W5D?2+qML3+>^p zfUZky-W~in4Sf%$rgyAhhpvq$Jg)$c=V=1u$T{);;n5@i$l+%!{=U~6VfTmUtJ{K* zKm3`z<4cWr*njj|kuLP!x05uiu>VtE^!Xbw-<y?2tLg?5;*Rfic}Bz)4dZhZ%HT~4 ztqpH~WMLn|-#j*le{cm-OijvyCqC^xIJ*Mf`cv}}UBvTaMNEx5*bmhcvhurgHI@f* zJ%VA!#Q*6Ce+q>EoRjzBj6go_^QDrc1byQka(_k;PiSW5#*%;&Sq;G<Z19_P18*x! zd-!)`YQ|;olEelc3VG}Yi@8w$?|9&nJW-188}Pul)wvpp$XB@*R-=F?`;V&(>Q=#@ zIxNTvyO5Va5NrWnZT+n#XG7dkbWG)E1pcg<U*+G7M_oEQguxSfM*s2`aXviWSA6Zm zr2t+O@viYAE9yQCqt|!sBv6@(<qZ5UU`*tEEAqFmw8MW)@1QS1k}-Y05q$*<Cw_du zdK>V3snNUuo>644^nE|>dsj5OyMG>Y0{Yv9ya}j-GKWqsf+w9<=k6+XK;0nDL68dH zpOriN@bYgvf+u7B-;8+7xo77%xaX}MftTP>N3M$c&r_mJ>DTB#lO6SbObWcExa9e* z4gDO~$u2#S$Gs@wWmOr9@FTI@WClmX|I%Sw0(i87<2hoU-TJigo6vdGIg|z;br+%E zsatXXBaS2JLn1P8r$l@z*FTer8Q276@jI4L$ZM8M#XF|px6UO~LyzDeYl;%-4=;k> zO53nzL)VG<U0)PK37+>dJuDNr8@f=C$_pH4d5~n<?+E)JOjQ1X{pIm2-j_cE9n;k> zQpODZ;x{#1M}ddW!WqPWLI*H!ey-O31o`Cc>aM_0=p?q2OkUmCM}~!=kKn`A2X%zX zZU9#{8sr|ypw962sh%`=mdD-?3X{n5T?|XMG9=LNq{&K_i~bxQTI#E0$b)PD(~H0S z2y^hNg}6lMU|;il6icBuun50Y4KPA~Lu9n{1aN{z_{{Vr*ln!v&%B4gFUDAJ1@9O; zf>)Ai=4pRBLi78L5nUSK)nak`BH}*n)<g2|*HIsseK}sMf;?bDkB=8RMYpHgslD{z zdpr^h&M8>$8M~kR{h_<E53yddz#R3xe4$VB5O?-{EfR^seM^#JQ}N&rLS3FiPO$T{ ztK=Wf!!HjEO7T;GN098{;l2)CMQO9eAspXRmDMxmJ@CU=&W-yh^q@=sGI)5~p~t=( ztE4{<JbLqjtoaK1Fb&<dkLclC!d}C@T<YM}juOfW(19KtPN`bM`Zrf~4g@2f=SLLr z-9p|)ewFG?M;YeIRIetbfp5h=(uxnig?SD`XX{9@KLOOVQ!L=6)<2Gq4#ED<5#=RI z>EQgvp?jiz;8*?M8Cj2xVP2~U?~KBA+#?rK_5Bv+aAX(hA1?-eSRGV**NflzY0B(O zw+8y?+P)OWfwvCZ7Kk+?POh2JFOzrTT-?n^R^IUI{Y5(QZ@^3FeIFh1y9K?q-~8e_ zaGNBv+182@c%5hylnI_ONKXDQHvs2z$gUS2MLyll-z}wn9COm5UIf1U488RB&3D54 zFlRIL=LA#a?mZSZslBi(O-t&nduq@#n^@E6YVbP8wpPXWSRZM*B_XU6gXO+J9`MI? zwYc@Sc;7EO8R_>I5kIPK{mp~FpR9hY$$S|4XF5YLDfR*V0AUe`v(Y?Xz6qoNPoAcx z>;*0@n#Wgs!Rz8)KX=&G-8741c%LnSN89ck9w<UStmV#0jPJqNC)>7I2VTDx!~7BP zHpD&j0~h`#Cw+5>4E?H9bw}uzfM2Jd+7#u3_img0Nb3FxeM<eP*!7Qy=ij{?o<cXc z&w7ki0sH%A|HMQZ-oNOxLQTaM&Yk?xwJBf2I(lUnGwTBv1LoR?j{)C>Kh;zMpF4W0 zHFofOZ#S}f1i=2CX8+N=4MQJAHF3~43OsK`?o`<(bP=JKMfM`78<oYV==kGYx5kld zL-2diP0glPJ(z#N#~mz%^{df#Yka4H-#eaoCjj<j;S^MU5ImA^$8EnO{Cm!V`xXm6 z&oj(^U%oE%Sz>wLi;TdtpS=7`Pm$O79o_zkbtRmmVp#?Lif?^*Ac}Pg-l5k&<An7x zPx@X3`@Uo#6uxpBeWokb#6n+jeu%7t*ohB$uoPphHS~swJ&(>_*}%Odl_NZQ`=BdL zebW*I|8Mj<Be;96+C1fHs|9qya2cVVS_MY}kqyJj{W7edXz3c~bDYB(`EWR|8-3#D zY<Ei058%kpt{tU?b8ulso|`!DlcPmp{PsNNcpu?y*gY?&aG@=<b{u(&9mRkR-cKrB z^L1l^BO&^4{*AXd-zTQBdiF#i;`kYM26p(R#MvW4w_)$1u0Ho3J%?YHesf>h2mQKa zuy4B==RwGSb*^wjZ!DBMRs{QzI-Xs6ehc_goqz8e@)ko^4~FCT`>3@3;xnwT&EaXv zSViRHmmkOOb;Uk9@JfDs0XxcmLCgIU^?RKj!GENPXWPxj=N5qDd+B*nK4AZkg{UUq z!}ngXigMn-KB#3#(?U;`d1YkB)d*bYI5YAb-(%;ZQ?v0jo-c8NjPnWV2L3ecjPNT8 zj^)1}=AetSm<D$vE`C4!j(O`b^q=M-&&o8^_tn*Ei{X!>S=1-qPJt(#*gqeJ_?oD2 z*wN!Ep3gD!W%oW;nK6ef#b4<6a~xa{(L|lPH`lB;9epu<N3GVeFF|jVq+JnrJaZ3! zadJc6d}iIc5%sw5&Sj*n$P+T`Rea2UVZG{XBqdr=Kav&bu0ebszNP(57oQgrpU-0O z19KiiOL93Q;n(Jg(I@$#6W3JsyaoO&^MCrX#|Lp?_)OFW__=kcf6?bj=zGEoI#<Cf zGk@-3;^W@6&tJ{9SAnxvPSWx#1Gh82GQPp{BU{OS_>&<1^-(sKjUiqQjJuACLg%JG zFJ1N;=a9B-OBldUq|Nt8#-2pIu|z#Cu^PCmobDM3JgKsZct#NhU2ZAx*mDQ)UQ^;R zVdTexUA^~tSYXd40!<?Ld!yxf?D-3@hg0O;f8SwWcA{yE1Hj7{A3ShE-)ZK=S7u4z zZw09#T_n~gGj`eVfCu~__WX?m@cNmD&L5uc`m37Pn12oYbMCKuF+RVBAeA!zA9ThV z`5CsG@E3CC3#@&3U6+e{H~he{Fk5?fPCfl}Y+O|c`dr5!zW0K@ZF`!c^$YF=O1$)7 zYyo|+Pr@j!=m+C{%`7YLIKV!}P3^|959^0gTBbsvZ&CiLp2YXx%Ct>hP=lRL3VcyT zTtTgjC-o)r(z<JMq<*_|#a^nKsY35kqT6z{z`ov1rQhELJ)>*7J4F}z)R>Q%1MJG+ zw&#ypN7zO9&@>A#^vLC#eQm<9<47TX&lAvhO81Md!p|B^?4xE7pAMHOhlTxv-ey{$ z-S!N8L!WWm2maPlAXZ0#xa?rIb|9VrzF>7;E){ky^{>D2EB0|RmAttZ{N`+(K5e~{ zBjNK2O2$(7H3K7asz)^V;HA^_R?;}%F<8bc_8vO_-53fL#EXL-7V*)*;TWmyhQHvk zLB$y=^zdhPQjr|%d7Oh$PtS@S2R;rY*G9oE<iDKNHv?{&I2J9o0#B|k(eJmxWAmr& z?zq3Gdv}+wQNa&Xnf?T;0sl`h)y*yfACqfjmaUl`3E@5sCwAu+ul}&gK8QZCUNhBJ z0(4c~HZv++*u`Ew;<i{h%+qpi>-qwmi!J(oqXl+;hx*^-870&|m5Iryu>Q$TF17Y) z;LBAeToN6-`IgH+4=dE^c%IDUNH`FL#rp%Za^Oeqs(R%#u&3HOhNowD@ni95^IM#! zCL?@Gr-#0haW*0ze!cH-)4&Vh`qgVbU$4Qxjnt_t&myjgt+BLhBmNqcdu?9V0N(J` zFkNHE_ZOM_k`V!W-#RN1K#h9aVH?rTOW-xzMOu@n|AbM9ld;O8zBpVOG>$ls)VUZ) zABDPFJ#%%g0s2x>UMQ-Dquw;F>&Cf?`aS<U!D-~NWm%p72|vSm!e(S$T8Ia6OcDE6 zpesi#N%a=v`IOd5-G70P`<#Dr%A<~^lF6Yuf$urg&vn%sb%+zMif+NaCr=UW?A~Xo zEie%;hd6CFZTHs&xM*k298iOO5PgzTaT9UD@WkVa-8r#BGnp36==b&&3O|1r`}@%E zKibj%aK32zdKTvuM*>Z-S>O!#WflvKP!I|7p5s%|$6r7P>f&=x4F*q1UNccV4n6b9 zHUHzq@DFb>R?%kY8a1W`Vu4tno_j-ycfpfR+9loso>e9K>UaUakL6sSGciIxYeZy4 zygJr5M|beYN946;tX9-M(4`Nogb55nkN%I!KOF15udwUUQ!>;|229UdV?X+}{*2Sy zM7;ON_<kJ!Z}j=pXb$4T43~Vl2k@x8?WW=GymMt<NjYZlodLnk09W{Dz(%%xFYvv~ zHKnAJ6F3r1?CS*o@Y`o^6Ak}qrf=%LEe5^8yph!taVgBam+SRG@Eh~bIj-2}69@Ie zBFexs1NieTP^aRF49?KXf^KKeNJ{}6%1NeQth?+;$giGr{EdCRzWq~lq!)3=KyN2K z4Ey+)^~+0Z++!_wiQBgxdN^rr#~$=&tiCTOZ^t>uA%hDa#t}E_CsOC>^c@MI8TCpz z@RPfA(dxoU&@D4f8uY<?tmzrQ@vNdA(fP&sDe{nQk(uM7un)Blo#Q6<s8^S*a+sGO zpIhWOb>J}Ky36VE3g`}p`$H@hEuokC$#OPh{pf#PVbp-Vw3lXj$N{gSRcDh1euIzR zkt5cFzF-mHJ|Knov6{l>9m$S*f*Mzn96$PZ$ApJY0f+eB3jgiBfIK(dEoxU+T$d7E z53q$E5>m1v-wht#D%VuThB)f;?XIE`bU7Zio|QJl5jjOWe#CXRw&NtvV9%G5JCfug z5D&%ou2w7q4^^L}e1#t|Q<r;GVx0w3G>@{ue>&&4^@$r`|FloM{A^*blP}3^eZj-% zn1$>%QSWJ!e`B2wouqlv%oqEuDMLd~AqrjSO<5ohaIx;rl9f94hd$NVSp>Sp1r~9F z&kFSMEaQgZI-Dy#Rc^jCguEg#JHs36GVA_hW#kid^NSM1Kf$*)xtQ~Az#cyBgqUgJ zclq$2qSzk`Kdq15m^4A$Gm6_zN8a+QbEzo=@%$jeMz!og;DztG&}1**lw?WOL=pNS z5(fP=;or8;#xL!JKnLXrBn!Nbx+Ud=6oU$MxSFQ4M0MOF{OWYZH^i|I-6jLniNGz5 z&=1D$$jg^{c$J{XFh=wJ{UwBW^1zJM5&n3pX}+NWJS<g-V&gIVEKmBuY1bv>H6MTT zFf5@zrul&DB}4o!Q{k_xN1>ygeezKTze9@nLU%R~?hA^YUnmCukQps>JFX0U`?eBq zGI;a5LgmWvK|HUMiq&KX^HDmvb1A8CuCQKlR1<cS6Ej2cEgE%xm!)%ZSck11E;>eM ztpA_M+$8X#PPehECE%wQu3g{W&BOM4a@%cXARcpB<=G~HpTzm9>S8}nO~`t4qAzA7 zxnyt?^COmH^BML6=Z0o(jFBQfyqC1g8vcrX_L@zm2F`raP@pOLg>#4Rl@qwc!Shd* z_Dz()|1E4!HUbCO9_Uk?mqcD0MRn63@xz8Oztw~o@sh)QrWv|Nc_3x|Q`AGxIiGHE zMBLzu+hX@Z9`~#~w){1C(0x0lv{6auSut{KGk82T(=#xB3VtsV;OB+7)bgIa{@icO z(c%)E(SSeIv*cv(T44WQEZ1-VFIgA3L=E^*S5`M(kU;!qsmkB_(F#8ERP;d>_=fxD z4e?_+;6FRndk)9q96M89UcD*uusK0me&B+1$}H2Xb2zu3<Ckz#8-4J%gYI(JqrSiL zV?_*p$$3gTSLGP;KR@|*j^I&=mJ4%7E@Hljo|n+dP4JIx8eU<<dn&(nCs7{Mtv?WD z6e7;K=Z`1qc7X@Dm3f&@BcFJ2+%e`c;_!_%zPwMEi&8z*q@IF&XPm5ITE&sTCvcY2 zdkXq%@#%BB^Hb_cO-i?MuIS5(<>$AwScmPH=4V9UB@fl<V(HMocUmMf#{vGWU@RuM z4n04~zFDUpc@>4pp?+<w?|kqcChUh1b)GZrE!4H1b^EM9S8&o(rPcDYC-6S@eN7L% zkxqU0U=jYNFLUBd0~h>BHtn+>{Dh{b;81%yc(MBO=TqQmk}Zd_xO2gK#pCz$;@^#D zmVP~Qfqz66mG1Tfa&amW-e!PTwMKAOjv#*YOOCEn?AGB$Mx|QdHv=VnPR%&KXerPX zgE&v}>&oW?cpl^1xq!kH<n<PdmkZ=!f5{peF<;RiW*f@3oPhZP2mVt!mIWRBZ?Vt# zHv0Nf0xpn&FO3*ZobdJsUix;vY(iZ7zOLcLH-fsdw?^p&*pJqC78^H9?2lVDgZm%w zld_xZ2jFL)4N}QoBVHG*3mP2)Pv)nt*GYFmp9o>JrPmnx0AD&W-8k~iiOfaG7My2Q z6?&}Why5Qa?s*o0dW*uebVL;DWz__mdsN8l7P5Ncu3%l1IGu9o(C;LkwR8Fs_?>io z3nl6_PwHrUPh*{RpUfZXx`jIO#pm~PZsHtIh0b7xC~*4Brt$~iV7#4DOw<<Qxs*)d zcf`{G5wENk@Z8G(+-aNfy~|{h2!Y_Qd&*WmrC@&)&xZdF$NF>x%4_X(Lr-1NcpdR} z_Z&;8kc}b!ziB7(wiDugR2SFoylX>q-Sbgh=wJ9YsoD;|I4~ADBnh6!d^{$06Y(u> z^T=QY;=DnX9D98L`h>6AcZ^}(xabs0XM}JsviQ|$S@@SO&#iZ1T;OqzeX+M+B44;T zA#@S(`GU^EX83okW3SQJ6Y#E7RddxvJ)9SHch^gXU%Y(JO>bI=cvW?^g$8lD^7f%3 z(p2b8oWsYAfjc~nG3#C63E}s4_FYDtYP|dDHlG6O7~=}l9q>C*gX2!$v7hfg8?*~_ zqwafjDYgUk-mhv#hpYF(j%^;7>|ugV#r!q#5O|Frz4k@MeenDB?%3*k==)+5-?!=r zd(&^vxLAbq&3<#I!*Tv(m|6B`xH9_mrx~v*pG2L2czw8s1M4)wVluvlIz{+8zc?BC z&!X-Tb!0*p5piXFfpz~@_m{~D_-Oa_-?}U6AUb+~+Jd)GC(O(jaX~&V5&MYsEd1iy z#TaI)P1FO53_k46UA%bgb>@^5^1$J;@8K1|%|?&FdEkBhVeNRbY|MYyiDPzVLjP5s z#m54~e@6OiZ+GuOZ``1fu7^Dw4xPO46u9~M%Jk>tDZKvLmDVAw6JO4M79_RkH(X-b z;l$re6zf`tVK+ZkMWlz?(Pwg2^6mk|`)V-*yGb+Xb+4jM74rc%*{iK7z-!jh?4A)V z13%tv_{`qJIa3d&fEtfoJxBe+GWZp3n%670{dWigH_J);;cr{5*Cmg<z<unQM<q*v zE3-*yN1j2auBhQO%e#nrM4n!_$Wzp*Voe`pK=+QOr`L|n$N52(oKpwEtGG#K^1Mwk zH}MQt*TXx|$pr#9zoVX^mB-|1i}icR+rcS;b^gS9;6G#VT;-hGg}?2fBbaS4{ia7B z(47v0McAX^Llf7t0{EN_Zksq}@MXD$0|wV%x9WBccKSH4w)i!58^0^UGpokZ8S{0^ zI>!tU*Dbamh^xU~zJ?2#e#idMc@A~#-fzg2c(S!968k%|&2$_4*|x@arL_ZbMXP0_ z8RrD`TZuwWV86l!$KBXoW4%4|h?3y<QCofV_1LeV@aM0HYH;4h;R5jyQp`7eBCc`; ze%(<}Mw5?tz5L4g!3nJ2tNBTnci<<+l&h9%ir5!B#(Qlc$n(~2P;lEo|C<~x-73I& zmZKs>3g8>6x2#F_A4Ys3?thd6{QIPy|KS&KF5d8D0W0{)Qbkf^JL2q~EzgijSIoh< zVYlK{1ROiZ!SEE{gOdK&;^&80pU)r0bjZQ$g<pP^zk|H*XzGtmTj+z7SKs^vzD4M{ zt|t3nF2vUm+kD`M<6xO|X$sc;{EUebE&7fB6BQGHofQe)@!FkNa-qjo#RRzDa64|g zDi-m5=@j+CS)7Ab>i)`zb@0^vtYigz?7xuy-vl0=!vjY;;m=GC`v^A{Q2(aRJt#X3 z-6W^yxBn~fyvM~Awzpwt&Kw?zGtf6xuDxT!{Ug=VN`CRM-$+4)7iTU*H+k6Uv9}-i z&mFI!hj>(2SItrGjyk{HA6HVum*7X!o2*H|4c15PiNNopy8Fb6!T&2H4;nudhaT~S zj$On8`STT>i}v78Hp(1=ZHNPgm-vp4K+l--^cfsReBS8i3k^ivUKe}!#smMpS8=R? z<1g^+yoT8NZ{VQax#vPZp<4}VQzoGfEb+}`j|A+zx1O4Zo*H?VN!nZm*5`mmow#%m z_zInJ=)xKF`6%y~%G5$17yartBiQ?hgeL<F>Ib?$?&bwK_JlLMr5dJtaE?6gz7*?K z^k0%T%Txfb4VYbiJB~mf+G}e)f=A&X1^FA$zlX^Cr%CWR*M{>{B1dqp;&G6`PuRUq zam@4;)LlzB>=ts5L9d$<T-ZJL_wR&U;;tQPM^5djBFFrl=6m-zft#xv7sjUFgI6rv zySRH#-$|vrr!0V@w<@+JmcU~dWO~>|v95Qea`-<Xj&POCSX%=ZZXTt4$cy*W<qs}R z@<;qlxLNWC_Fk`K#zFoQ{uSPNfh7z5UWL~h_Gw~%$?eu-mFrlCTPJMeo1m|$m)A*V z;-2KsUpV$4Z$6T-XMpD;bdzJ=?vtXJ6TTTW`XT`OUhRe3Q_rF6=S)0~3W5$^`o}*V zd{|#<+*5WG=K!jOJjmb&MV&v6?H9v*d;9)F(>18`+a5AK13R`@tdRK+`NC3mpMP8& z=6icabZVjBsfdbmDA*GI!IE<9bO7d%%zm^evq3%VHbZ|d^16#_RAcft(T}=Lnzh>x zIB5`7&x$<oytpadCmF<>83Ds9z%_A`OKm5xpInk%_j2&O&|n=Ww=wkD=gF}3y~KW} zoQk^%dwr`d6p=j%p6}ek69hkEr{R}P6NR4gfXcuJapi@=)s|1dC((HR_|{K|3l-8= z7lAK%%T;w>!PD+-H}&{Lpzp~CC+Q5)H~Et;vI4xf^Llgv4RE(w@3>UjDD>Q=Lv?|_ zaDGBX`>s%o1A%t0)xfVj)Q6e>8{eRZ4!bkHSQ3NzaI*_6pBJGc(1~Ca9{Rue1+3y| z&_A=m)O#6z7x<w4_Q$=B1Sc~3n(=4I-`WdWz5`!q=VKh!g`n?H=e$$R#vEay5Fu^E zE4_r<aw2TId7EIP{sHI`$r5k$fgcW>VM68L?H3CB6wkrF8>L^h|Ne(QUUunO8uV9O zSi8*ktrO?5UTjL<JBdDghkA{JJoW^7e^Xhh4)jMZD)=1$ex(oHz8@h7eYqmlryBo$ zfS=Q?K@#UERYuAZxzUe#IqB;r{Nqi6R`cc&;QyB*n~!nmv;Nn@b8#GYuYQ5_0q`ck zl**+b41D*+U!FqXVeyX=@fPr*{YCTC3&r@p)@y@ll!!mK$~-O9&?nd|M52PYqHCwC z+tLesl+hul1)j9>e#+yziaFJ8<Emuf-P`$wdJh?pABo(Ub~l7xuY6nP{(0z>8C-26 zXW>^pv0jYGlM>p+7&iN$cU~%{lSiI$wu^ZppA`CitCO|LTjY`V;$tMB?-JjM;4i(3 z{qo)8s)&7RxjEhLkNtH`;CbeU-!&{)FZB`Y?#fbsbcF!@rDkd)za4$=v&(_3y_kb> z-%fY*GUhjoh<#uN{&a)}(lY+V`L_ozz2AICJv!ZZa6}lq#X6Tr0dY9%wPzLmW5ma) zH_K#$=)*iv_A2}c&MWNyB5?l^`r_6nX)#=kK=@2^Ey@u6kfJ9K9&Cr-Jf0pJss?^E zwubehKSuc!_Yyzyw<y!;Eq=UDs6E{Q^;(=Sr6(`vHb<T!wh=uCKe@kVrMm5dyoOh) zpWY080!{k{Uq3@VR6|rC;tkGMc*?pfhk*aKyYfnFVt;0a<~Q-<mu3J$isRFqVI- zAR2M$E<aBlc&Ajrs>eI*(^7(tk_-05nxayCRRHT__mtw=40Hgmt`0t|Cx4>a*{t7~ z6Zu!>V&omHSK3RB-TM+X-?&xE52KDi%YQ0f1+N<%5+3t~U+7m6|GtNK!3UMo9=tap zw$=jiXw|^zVx$`S2a?w=e@Fy>n)X>6`+@lLhUr?v0_Fe~=N`gU)`UBXrv-S?H#}x$ zqW^jvc;6JyDc=X&ATD#wM14MPYRL6FE&3)3(%xJG|CGv$wGF+5bIytp?`Yr;d0af& zwPaYo3(Q8pgivoTzCpGM|1t^=ajRFty2YC0Pg_IJyJ5sFLWFhdYMxI;9r@IX4N2bw z_*7wKo#zzJ!x?^%`vyJ~D5LYH@H}28U0L0%hyJ3f!*rh5S7#CSAKMPF`^t}A_wPfG ziuvL#1^hFiv0;c%!QAM;j(vS{h}+qr&txCM4jQ~Xd#-~wwODG2;?ZdTdV?ax?zusS z%kPSy8|<U|^c?*K^+tE;`^C|ZqLU(DvjV>P_ggbx74n=Of5I#L9WebmNFF$*pTsnp zhdfYDNu#TA2>8mL6T~QndOvkZ@p*piTd)RcB?oZnTF>i-aGcY4B3l$?1;76?r}@tX z{#M|3YUDfk@z}&um008%v5S=t_99O=@R2NXfo>-&dv*o9ajA21_8D}w#*9|NZ{*c{ zP6HOZdD#T*<k_YRz^7C;X){@@L&?F;E2Q`w*LR=v_oENh_xx9>3Ome~wx_TH|Bo=Y ziQ%ileK*X-4wbN5i}b(-dhh`HOAa43f1)3a@l!7y?7E*sue}>QX{^;fsRg{}?dGS} z-Fto#c<I!YmXV+9++=tqfj(2&oD19?m}@-A=UJQpJ$RImZU_D((Ridg7WnO|wmoK! z-&@i#Xc^9qzRY|6p1LXMKmPt)U>oarl#KoqsR{aS97~mbKSB@dXwI3eMZWo1?2e}? z_U*F$^jG-JLxqaWK*V_tX#qJSd|pz5k<0KJKL1FiabyYNwy$ErL)d@yx@Cej)^k*A zAm}&v&glDnsVBDZ|1`x@AG=YvTz6>8vxkoIZaRk!_$sl~9eQ{Qzt=TfBp&;_SXt}% z=Req=wVzl_4(imkVHQI8cUOx1%9t$VRjx6V^apW%Qs`=NH}F?0KKHae`dntqPFrPV zAfJ}&q7spTo+?lzn6wvm6TFiDItlyca+iAdKK9nW<EwPYCtmrlxvZ6<PmlZUi@)g8 zxNafGREm5t>|EXDE9KDfgp(b8fIsRTtmYN}p>K(3B-01>@_TwXWFO*c{plFNcuLgo znrLP&U&Q*v3pYzO!`^>KT8k@SKbUSVf51MU<Li<74|$DY+;6wf_`W$xj+YhBB9F2v z>6O6i{FJ>f4#Xqw_L045yoGz&!Ujy<J0Ks{^{t+RzF3|}YVbY~`=DZ5<@5*q=e(tj zoD=kxdueVrkx!7;8F0+Y<GfshR-i2S@<`ZKX2nYA+h(edLK_eVPU})m!Jdr{$>)q< zUHeUzmg2#it@esfEU|!J=Q?+}_#kf#Qh7RrI6mCu5;AoY{RD=4XFlV3zw`}AsUIN^ zjSjfCHUm9^sh*8G7x7_DXYXzwMI^;Z#{YnuW8$ayF5z_sVehZ(-rI9~hQieZ`}EuH z0R0~x#Gz9M%nly4C-AAKtG4VxKAcUKFAJPA^Xa$Wo&VBj%0qt$zh8udjQ=EX{&0r- zPnl!*y<7UF;|$PEPTDP&BOaykcc|~4Z+j6eIWy!BKNK-`HNbj5&C`lVkpkb+JV%^a zx%=;YHm+FLhdkd@A`_w4`)`o*yP-b*;7q<8>^ZelNMCdbI+J1<uki%VmkjV=)CA(V zpiq<q_yRx4-OmO#;90{bHCD3mJzE`%D&JxMUa-tXEQ1%N36M6Sf8_3?<1``ABchVF z<Cx;XLj#ZTCH%nt_^xPmvjcyAKH>{pfSs?5>8j!HUl-2&`2sxRNaW^rhrh8YGk)KI z?mAo97i*5VY$Z@@sZ5RiXr;Zh$$&oBBK?vA@TQrtprt7ASzFDoEMtg=JfuNVj{<QX zlISh#V-?s@jPhQWM(F?B7jW}BbcDNsRra&!a}s7gzFCj+p$x_Y%71V!TDqR__&WN7 z+n@+wj+=zEAGsVm&d=#*)zYDl^3%%_-X?$OQF%{QeGqqkDKpY_>f#=TuLr-(!LQQU z2d>;l{HbytjFebM+<q^VNlb+LQQOrI-;JOrb+Ft>huv<UjBYJD2px{>W$antNO#A2 z=krnI@89!8#0#KrDQ@yu5d%NZ4Df%ghTk4!d-)RaF~qXEkkbSGM`u##7c`*DUC!eW zAVPjMm!cnvb!V+#?T>`sopewkKH(emeDf~41NdCNgCmDh@I7NcmpEH^f+yuIXx+f; z7L;V4?FBCy8>44<inx2WXU4$->-?T-$%K~{I@2oeka8sEkUA(gabf?oipdgYJMR$G z9Qe$YYoPzW+9)spZx*v}&phFZ_1@U3t%V*a9rI+}uLp5%dO+?ga7RL3G&uD-cw5Q} z=PLBsOe4)r0Sm;n7N%Rf^JHB)tTgV=fOj(4eY1vtoTTl@;rBtjxFRLZ_8#B&Z~Og| z4zRPD`R7rHL;IUYsD8q4)XBXXg0Df>%w*Z2f*q^}`neb7;B~Fm_g*0$FqrfF3`8C^ zze)2#2DpAUH9+1Q>oS?Bsn|RSoY_*7nD+&~xO#HaTLRxlKKIyt!1wK`K9_P5`M%lC z>d|?eNBi|~^#MNDnaaG=8hGvW)Hk|CA9m-mXI>9_yF$XD`-^XY=chS-6|&--j&tX0 zX7Et{_y^pbOQ`>(=1z-dIuafoul1Xhfo|A06LsV#@|9er5k<WI-*@$^1|*II>eh-& zg5XE4N<ZRu@6*j%mi=@X^*SxxgRAAJM_W~LF;?R|996kc$<tEQ_w>uCf8+J{WU55k zGcc!D$gDwF3A`(hEL89d`VOw{qrIw(bD~o3-G1_-?kMw?GcpSP-NqtJd<XVOTJ+!- z8SbN~V<vvUh<TFY{u>iRsK0Sn#%(_a9+st;bL~fd>DYEtB_8V?(tcAw4Eju1e1a}? z34YVfd3Ep#KJ7l6!A|HGF(W+Vu<MipCYs}CFmGPmujes%M#^=)!ZcOb=Un#PmOYrW znUb`*3?9Pr<~U2aBjT-e^>9C)7tx}mF$O+(T+2jY8h_7y8;ml;^W`PvntIlE`5d`k z2<%+G{FQ+s@Zri^FWDoZh^t@eH3Y#Y!|vY;WWxMz_p|qAtMEJ`C3ZKRzo@6g*FV0d z3OheN{pv0o@-zoJ^*e|cu6K0zvUwse7kTXdmjd_VD&LOEnLxh*hmYp&eU^#GZ%Ll- zM!)bI?ldmc)#A_4&hN+j|5WxRYfHntzQSLpsMhek)`9|5kUtN8V=Pxd{fOIUQ%n~5 z`JzWj-ebnyehV9aS=edSRzxW2ajfHgQ_XV?;2mm1uigQ-P3txFEDxcNL(rf%@i_P| zJ#&N`;$a5)o@Xo<@qJ^Cxa-1S4-I{IE`{~o;vpZ`0YCVy-F`$;4gB<5;$S;7_<7_@ zPq7f#alobNV(4JDTz!MvFVV-l{^!vS@UI^?3!H#`YsY(zDj=S@nkjJ}LY{QKH2h`J zZ}6Jsd=&xMPb_;`zm5WUxz*;+N&HT3tqXan#<(|{?}?I~D)h95u)G!Ez0<wty|jpf zU27uwk=O^#(n%^F;7P+G70-q>^aQ3ALN504l(=H2%WLosXQgXu`*!2$DhDa>OuWV0 zb_MlJ_MW>(u0gk;$>XpisRQn8cm6qy{XCpZ;bn&XaVXOJ*HMIi>+;dY3(!r1RNg0( z<)UvyKh5W{3qH3w@M1IW1>dvpKdR+*;860L;?hds;tP{cJlHqo-vu$!R?w-~Xd}1@ z;4v>(c-SexOSj`!7>5xrO7@7!^+H#0lNqZ8z8VwE?n-i@Um*H(2rK%tiR!paqMspO zvrcTPM}5FJC*gVl{Nq|+nBM|$D(|SX6XjX>;mO3kC9u~4ULO8U@Etczc}6wF+b`dE zU3cgFhF38go&euSigz9fvqhfpJxevG6*`AhX6dd!HAl@v(IIXy^MBfU<c|F%DIr_h zfj(s5A~6j-T5Xs<y*pp5CG(8FD+THU<JU*nixJm2x4CJ7``RaUNOFB}E}^mDlLUUh z%$N7)dLq#0)#1Z>61oCQUc}Gey?DR7b#&BNC(GM)r%LLP$IZUE+6g@?s56pn@H^(Y zd(b>e!1LyDfUN*}(WPUylw4-eBR-}de}jF9v9P>xmCKQ!LOps%x)pxF-{Rjpj(;C; zrd9$j3ME9lzHEn{m13i5+J|$IO-2!BmWUh6q|cW=!@ku6;<A|#PX*GciN9bUCi-eR zpW?oz2$gBI5_>|-?2LaK>JrW#rD<}ApP~`XDSG`l*D&(_(0(e+$J=+tLQWpfizjGI zwb>D}2x6|!p_{)k*5EG1`qf>He=P@`3mo$-On(l%TXAHVd<*^Av88*a6#bkphh?r( zLw_#upx#CuYCliEb72PF|FhMPgWQPEukUejQh~qETHcG%K_3XKS4Sf7llzLazXbN> zFDczjTnp*}On;Y+%E9Mu4|epDK>vGWNqB_#8eDnI{x<w+Ycb)s1n}{#VJcxN73=y- zb;|?m{PO9+_VaDv!<G9(f8uY!l%HuntLR_+^U>)v^yrJyXH;LmK)i_+HF1B2diqSj z5o5$3(?3KeyY~r(q+3+<qwc&qM*Wl(@mJq)pl=%dDgUEU=?~xp`)iF8Sr5_o_QPGb z6?$uEh{c{@#BWpA+ha80IF}viV#awLcsXW!F<uz>OM6+wlnuY@%fp=Na_A4Yp5#TM zuc`NH`whoiz}xP&zWz@*r>=gYceWV3KWk*WffBs&(dcEfYMgW27g@1;k4^ji*OPKh zyZOv;PSPjDlNFiSNaVL4?v7hj96=s>a*%mw1iEXcg#8aK#04jrP8}uaKlgGZd%$Ds zn!YZ3ID^;nQ1JY;L!Ln|KTwqeKY2RwvjBKCe8X2r47j)Nu1*mLaPhCD;&b0n=+*+= zk?S|$SC>W364cT6_?0jagx^=--@(9%Jb>uBe_aCn^TzyTH%{Q|$ybbuEyXz3IWgEK zggnZYt?_FCbS2Uot)9DhE*L+tz=(AXG|I9c0FHKc{-*O?L!Te>=<oNacN;j~I=SB% zb%@tt3sc|&(JjU5;?#%}!GVG#=;zr(@;*QreN5*Zoi8RsS1#AoOY+A1wLX3BQB{cf z-~~VI4%|l{#y!HgDDbXBt51qn&z_KUGuOk45&1Duve7W?Kfjs7<yX2r!R%BJLq{^^ zO>wSwN>pGT-sVU0$C#u0+=KAPni2J)8yik{fyaV^z9urzIaD_-OFw2|?f~gZB8>$4 z;a(bs@*+-f(Q%O4-U3d!XQt|Kg8vT$99YuEd4tbSme{bbg<mqi%EKQf6ql(Ezz>W+ zE3b_1!FjyfOf!GB(7&KZ_lEBxcxCRfeK*g6pLbUfhX+E348O_669Zf!8X7zRd>8Vg zZ2Snjr`y?ZeiZ;-M{BRYR~3A>@U|9%75bnH<sY;ZLTAdHFg7TMzTR?(Oye}>Y;#{b z#)&u`WqwTT@*nWU7ow)z$Y+emxMG=YkXJgrc)`tuJR$HZLj!oG-KClueef(oM$1J9 z>~FK;U~BLlJU%`faj61);-za>EbKzoWgzhj=95|&z8*V@_&k3)a^3~~$V_xJu2JTQ zN7iGmI>0Yh+N+!|gTQ~@Sd72b04|k=THS@+8cj(JccD%fA3wgx7K!sBaq`{kdf-i4 zl^Zhf19=`s?qf6Hn^mGGLXYFzqVE+Gwj?`(Pw?H1cI<0_@1RWR0{rItzNt~v6^yC0 zY*UQwF(-4<=j}1%!wIr?nGZu}?`nNp1|1+;%DT-PJj<!di1a*kcxPG@!yV{<UV?lR z);z$alKfY}@HacHh*!_dfg`tdA7~?f<r@x1?lna{=us`}tO4>(Hm(HWd*InUVXEdv zsBe-FUWi2e*ZOwa@Z4YMhQD4#XC&ZtzQ>muhA>Ag`aQ`WZqzkzJ8kCjA`WvB54N=- zZvP{s1mSb8QAiN6fmbm}xt5XIqyOM<vYIy;&W{#mJldSbI(XAu7=+*5Jak%Vk0aLK zGl0A}6?{U;=W-r&@<>bHOQ!H!4sN9-Q@sC4(rNpU1)L8sySc*w{=}JPoIWN1e^6i+ zexZr`RYiUuW~ReA58-izSr<G~khApyw+~!zz2Eo^|9_56X+{nCR`tn?>S1<-qcfUs z*@x{2{R-RHBi`5%I*V?(ND0~zHdb>v7N8@kw*^PAK_72p{Ia5lb0W$u->gEu+7sB= z&(l0Vg?p)v)rN5hA>Zv`RQscj^U^Ef?mq?5$M&e3;R@;(>NL@$w~;S8Ki~d584bKV z>tArK4*KuLiynVGN~}7GswDt_BBnX*u^;~trC9ER-`ycUZ0-twnH^qKCk5|rR8qUm z1it)r<VJQG^0W4{e{PT=t{eIUC6NK|m>;)!s`#MqO4e4!3~}Y>kYa2KCwSLfxpxTs zpmo53t}7P&*Z*+#F+cG8ia1^w5!{2-x7WTO&$kQxcUUJ3`QoUq$$iA{fL`uKrmKiQ zODxBG#o%X;XYX?%&U{@z%eOU&@7Jv0-jDe5Zo_OkL>c$jeA0LB=XWFs&z{W6o3bO& zhRg@>ARi8`H4$}%Zg-oFWUdkG^X;2#=?CZ*)BDfoELua??*88Y3AiM>evrHh^Ts#? z{mBY2XD0SdzThFe&qf}jpT0J9j#uWZY0#HuY!rxye_?LN;S<Xy_c4d{K#dZ4JkHCR z2|r86eht$8waI`Um3}&I%3}h2q0W1=)Eju%dN?G>0q24IEKhz0AESHoI@Fa3`FAIk zoGap1)wTLc{XK}w=U!Q_219QkoD+(31<n-c^c?kqZhxO~>?!PiX@_Zvj~Kk<fojU_ zdya&6GpBysLHu;ozCz5Fhx{Oh#c}sOI&~udi!86fk4C&izX0z&6q_Z3bK##QlI>D> zep16zGF$X_=xl^MyifptP#@~(W<$OClZ)_@3+g=MA8q}Ci;JAL`boga1g=kqu4JLF z-O*Qj8u=cdUDd_b6!fQYdiW{MAg)lRzq$eZQaosK;Q(-L{i%VI-UIZ9nv;6}gWqZ; zCvwMw=P>M7=aHmAUe9lOOc#F6GD=e3Yl7eDpKX{9J1Ey^@2Oz{UIcn@8Jgo9S;M$v z_(ka8fjK$Ju>S<F>T}-E8+6Qu6jFF`zE-wMpBngLv8^mVOp5wUo2<FA66!Hw6J_VH zPv7^Ey$DBKY45tUAnJ_yh!VC^Yyz-D?pHR!$j3f5mQ3X#&pW;DY;XiTn!i=2mV6lb zM}R|S3D*D7VY62rz^&vgaU&h9JJsz5VqN?$#qc00Zp25XPXU5G(4F}D*tLh1pht8Z zr=XL?{%l>;e)t&uC(MeJr+*=DKb;k61$(Ad$atBDdbEzpgv#!`v?CD$wqC#;GLemx z3ukdJ^;Ft5J6rVWx-=$M@!)=A_N4cHhzCn-3f-#6&+-eukaO4}&u^s8$ar&y;Fcuu zP52{tZ0lV6l?TW>Y{Yy=ThQN;5oy+rxFUL@@o5+0pxIT=m%n##&*-|vd~&os!9KKO z?h)dIfmz$qkE7r_vKQ;vu45g9r}^t)&rEkn+?b@HXFvNBsk(^gZ;aHwpv2>!UK<(c zO5|a*yvZ5x`-)^bZmj3uqY)M!;1`aO8ax%iU*)w$uT^94%^uV15y0C9$?T8^z>Q3w z<i6QW<kicS#&!G9535p=s|{Wu(6Oo*4xE2D=kxs50Q$+;=o0(GP>+zSnpPY`zQYo; z&@P7ha0`VF1M(><f7uqhGW0n#iStnAf(P9>OAx~EC5f3GxQza}BkxZ(R)N>A{#UJ< z2m4RHcfIZhUKbUoIMRfDdm218WeI*CTVH$Bni;%Ce6{9+H{M56Fft8#ZG7Jt^X|P& z^JFHsS&>I<({k`Jqi=VsSH>lJ4!p>eE%ZLOBf)yfH-T~+`39@gPA&F9og~;L5cow+ zV)(SR1h2cQUvmZTBOWbrTihKu5)(Dw)P;VbBFDEB_<MTiG~GVn`KdMO6L!~854!%O zxCwS@u59#>#R>RfywoXPU`Jrw5sIb2{KEZxX$u7}><A&pZx}W~|E|hvjr@-s^Dnen z8;+);9`UNQm(LAzI4&2<vI6IDYi_d<aIBn8VVm*>_`tA>dc{4QA5JcMHD&_8(42ZH zaSY#!zhr0)ywtK}CAH5Hb4vB(FW-YbIBb%K3f)CtbHabt&UpXC)cSH41K{_cEurKS zsKY(n%r1jnZ+JO}AB%+k7aroaJ0C&!KY8NBr^q8BWL{=-pucWF%98?qDVk(#AXE?i zLEJ=rHy%uyh0yNao3+&t)nkPH;ZoWkAB=s=Q(g_Y3;U8>8n>10KwN*ic5)f{tk8*C ziDCGS!cD4k-nxhf(+z$fXpzTsxsdY@LFYaqd^6}K`emhlk$EHDuklyr62UI6P8?6; z9Yh`#Jr{kx2=TTh=E>m_JHleFNZe`gl#h`j*=)g>&yf1eGZ^tgrT2QmCh+8PXuvzi z1NH<#mcmV9-1i`;Xti1X=Qe?$PaGD3duh11qdBfE+u{CcR;?!BO!Vyjc?$5KE-h}E z>(O?EpT?ap=Alnbk!ouenxPJ=)^nQK9=!PI-4tsT%sUArvM&%veXr2v!1_t>xXHGi zWbkJ1+!)fQvY6jzez->V9Q?DG@L7KrJb?Lwg!S$^no?7KC&t`pq9a=O<&h8H`nyJi z_1y6&t=|G4q5sq6ei(5%gf!;AJ>biZETYqX;0u$=YkIeVUw^M;-XHphbB_b(;&t-D zXI3@e?EtUdl|5vPsR8c&cSe#3@%U{q4L3jV=UEcvu_qzekCK_sJHYo#E*||0Oz=Zb zlH#ey=r=a}_r@D|b*}qo^z10|pi7&H?NhKH8k3{a2XNmsLrQ)#cv?}TyrVJleS>UW ze@@sR$15^x7JKBck8hPd$NJoIHeFTGLfyVr?7?Fl@R;+dkqS15_ksi^anvtQM6#q+ zV@|7to=kr`;&qdoULHH<7^{5i+wKC7;^5)r<vNY?>VmBXwulqa{ahXc;I}LhGA_~v zuy-N*e^U=pS9bCFC&7n$>><AGB76__pI?pqupgS?Q8eS&Pu9WdTbbZpD~kgZsWrGK zME-Pkp$O)1>2696!M;O(zgdo}LtW#V<1ub)%vIC;&S)bE{&VBV`+fL-x}k~6HGS}8 z1J^kT<PDj3*fuL|k++n-e6=6-1?BU%#yaOQzcw@apl2H%P3_CW|KMJ)aJvSw1n>ar zODsLuANpRg^Z&4qEF2YgouC7-w+*+%JckZ9yrA6=oHb_6%2$Vul0M&%Js=C6`ss0J zYZ>H$`^a|AgFlxs<Q<{J=Q%d4MBIVC{a=yM@FIAbfZ$)J@&h<0K`v@hhkDJdzS?VD z;E|rLKut*m?&<Tc5F4OF-|_QP7K-@)?^QN$iIK+{+66LN0&m*C&dCm7Jyy3qUNe=j zBh0z&gs;ok5nfI_co_p;^!DJB>?I?-FaOw!JU{gJJ^byq<%&4OOggzjhkfRlu%NHQ zd?1?>!+C%02!9CNrSzJJ&&pk;B*@!^I_*{(kVlHxs-8<i{HhvMe>hNx{iw3K@ejJA z-c7PgWXI7zbx_a32za8}{NxEc_KQpE+;DL``bsQS#0JyQUr?&(rs0pg?fqb_8|tz7 zU77O<t>6>y&NzA?jvXcu$p3l^e8f5Ce~PX<p2{{1OIF!rec2+($jVM+WF;vhd+(7@ z*$K%`k|bLqQiMV}R>{mvNXk|yqm1ag{N;yp-t(U4xyN-~_x;@O+#YH07&+Ia{uST~ zfx#lFZq%o0r90j>g4daR$4P$Vn<x%5ayy)J6CXBd!akgm{_-UYI9C3gv3(@|e%t0K zO%M8(u1@wVsRKtHshn+Sj6{FTLjT8oZ15v$#rk0Id$LTeUv&iV63hMieE2=JPl^x@ z`%BMmyUikt@1GtLn|vK{K(r|)8+q{P(fyvXzuXBKvu1N2_`vVvW3>6k-3iC4$J{J8 z+zF1XPfxhPZd-mXK8-1do)nz6M+iETtw`Xv2L`CWf6`pKj(PYmn@_*~am}4jcW8oY z4fraVvx$EgJRqg3=uxPxJ3&RED_(69&)uqv5+iYd?pTmNZOI3Fu83N;z<v^Mnf<86 z`*y-+9Kw#F9{%f-{tDK0>ycc{+d{lvz#;wIN8~dHzMj?r4}wcFu~oxe;NJ2&d$*z8 z`5ewdDbOdWbJ|^Zw!zz<*ZLhtTuVPk&#R8_d(8CZx18rVr{C8}Q*#M@AMU(T2N}T+ zUj)wS%cI|0SM}CZ1^lY+{SIFvaGdyHK@a$Zk%6E1z3AP#-q7vc`T0TJpC8m9j;UuK zB`SRh-25hKCUG3~@m#y0n^dSH>B<SShJ)8XDX0u8MPJqMWvMp<h?Ccx7O7egmyW!w z-**z{|Mz+YPHAAi0wc4(JL1ZH1qv}o#2uNvvzL5u|0V}UA0%SlQq5M|-(t-1cH{VP z^YpSC<_F#t{p{mLuzyyWMWqLxM|;up0`MrE<KQHzFy_oK#@#!Db*!Gd!Tbt-CFv^B z(87VfkB`R+0^vWgI$`Ekcn;tfZG~sYyO5`1D5Mt=_m&@-Wtl9aPwMuOkK*`$3Hi7b zAM%toSxbv79r#)0$YR6+^bb==m0Z_E{(AntXqSISC20xv_h6pHNsr!Debna?bN}r= zr|CS!<<NZs(5tL8(n#=r<%Y<3XGOezU9O!F55MS}5xnaTzX&ORKLXu=YFi?m6u4RF zUVOs7U+5dKRL}O60&ZulQ96UTBbzW)Dol;~hgID#J|@g}a`txIJr`yn`O(&j0=m3I zIYXTW`uDPF47EOjx08f^%>+KM{BuM{su}mOdT59q*A<UiHKC)${U-M<Cc&PMP+hn* zgm~0X^XYBiL+D34v3$Krz&HELNLsTo50v8b!ucrhzN;512EMuzQhTHw{E(*;1|@aE zN!<w!zaz9K4gycjY>`G6;CW7!J@prn58D0HsjJ~{W%BJ@2FSm+o2`@hhVZ<IRaSLL zJYQ?(1SOZ<DLgN0)~V@8DCU@wnZ1jl!u+!{P5j(XF$e#`MCDP;n@jyTMEZON*B>01 zy9Gap86~E1fPHW$XNKO&K!1#yZ`PG1<nO^tQ*8m@3!#2f&Jy^(^y^MaFK``UBHuLF zxxN)0Ni%qdtbr-#+BEFTV(f804R}g(GPQ6Y`Yk+V%a22+RXaa-&KvxW?qu*+9_V&w z&4mK^m!Oxe`U^I~?!Dh=J<$g4<`I9q`W<>|Zl8@JtIO{5rODq1BHjeBWG)uG0gt<$ zNPMRN{G#J<+Z0}J`%k#OT@`b%;to*La-*JS?CpCEJi2P|EoCm^&0r<%mbWVGG~A0X z3hO~v{hi0D-<?oNVfEp%ng>B*#LC$c`o$x8O;ZLIcS29(>9{(~_kMV1^1P6u8zJk+ zltH$#J3)L_cI(6utfyuCk{agFL{sb5J9?vzklh>g0D48%<-kNe@QrU<*<6yqujx*c zF<u7{A7mfcH8r{uehr_uD@?-NcC%YQz93Jgcn#`Zf<F)~u2sY%-Y|4n?mU5AbdzML zg_ofZ?PV@=C;XzX=yV;^UgX&~<Rm7?fis#s;xl`2PUY4;Hti_jmAA}9E8wHgDgIau zB7f`WEcDf@0)L!SB=1f_JZVgl{s23)jbDv5YRCTkH*k&ZH}sLAzR4jm)K95Hszu); zKjl~O9fi&}#wzI^4W5<~)wSY-^|cW7t3M9@7Ev2rcozDrua9b;AM$hfpxwZhEb0~W zC;Q}}6W;yriLmt~_)o}DLJ0hWu3hPL7Vw23rSY3J;J5m>@$vMh&_{C0b93zmaNl|H zdq3=9Pu@q$pT0m}k!+4e{0ZPSIgWqZ@Rz4EOvx6|JG|_fHtpU(-?O;nM5TbfUuD*c zap2+{KW-U*JLHvB%T1Q&yZxZ~>9)Ae!j&@du`}qa*g4Yk(FD9L@@0}9?(>0EX)Yb& zzQr*b-pnlMgN))wd4Yo*bx51mVdowuoU-x2y}t5Rh9V8H%WSiN)H?JHaF%+og2&dA zQYfBIN8Nh))s)W{)B)W*qry1Bhnoxs?w>>bAT#eyOC5BGO4<KzoQ3{-d+){y;scYm zrDg-x(JknvVcI^__t%FdPeb2x`mj9y_7&<;oJ7^)G<dG`F)sOqr&zZQu?xHBvA=J9 zr#+T|I__PEH~s|F)vk<h>iyWQ4~5f;fzO>hLv)|55A}tx=4bzO;3rNri?7;H-}54d zpzBR&WI6piw*_@a*LCAxt<Zap?6cg}Kfk3W347u9H>ZXl%da8N)&3F9UW7j3o<H>v zag#35G`JG+qjxV8Ngr^2vRh@0Jn{*{Gmm0Z_>o}+(LkC!@aeEZ+yy1r(Xx4N8YB98 z@BIo;20r8wNiVlP4883G^F1F{=s9Wp2LrH<hFy=IxB$OcmsB>K0X~|KVUh~QeuR;* zNG5EdE;ZX)r@P;iFu^_3#{(W!L#kC|brW^*l|(wjz2HqL&a?us_tckG;|>+jxi#uN zyDx*cpAj|bIfeScr5)pM&cLa3AM<7I0_WbNzFAEM-b<`?c`x)ORW>0RLF@-H+3Bdy z+c<x9hyLT-P3S?H0?Qg7ab9^aF7in!)@$dNeYOwm{89nQEcEO7fmjVYH`HGf2Ne(8 z!~fs?QehuQ+{yK&tj5pN>SRCiS8;z=tmC&3w`#o;J~D;i+(Th^(sd!6qb;KqUGN3o z9X_M2?*%^KdX4Up5c;jB)4t___ny5HZ}Q0;>vbZ4qy>6YAv4dD087L}eb<?vL9k=9 z1)hcd&^J`vl*p`sdlCaWjlkOuy;weaHy(Y)8E36jzaS3jPfFH{fM=O|Oi3b-@_e`| zs^f${DXW?-$92T(g5Sgv@VoS&eZ#N0QIDc1-EKwPTCfn`exQhb4c8>@f}RoNDJPkO zIBu|cJgPSYb9)V_6^M85YrQ&f2|UQdN1ZwaI8rOOb8r>wNqA@(GlTmN@!j*(1v*LH zTj30Aa_FemKCH^v|HcT1%dOSmTNmTGW$|}zpG*EM@Y_S8R5|<P5Z4ccKZ*jM&TC<_ zzjg_ICs&V0YQdlKTN?_VVn0XqIre@<Key|H{f?iLya-!M8N7YM@CPQL_##Er9emyz zNDd>9Gw)5O#60&A(P8b4cc}LnOgbGy-TkMp*~zvM^gFyeqxlk_qj;;=fb9zM(eS78 zVFvUI(9J7YAzmJ*_&ak2IPZWq2gip_%&%8=$oCk=oIVK~>lAI^dZlD8vt#HF%nb<Q ziv`Z|Omt~NeoogpWA!5p>osOPDE}3>f2K<#3i;AhDM5@+41H;A;kPpzJqVuB4laYh zEg>v{DcRL{zQ>@RQPTrFUn{}4Y#%-^y2M?U%?R~7nhyRy-O!(xbE>FU;eP`Z(~rG@ zD=#nK5FbY#S6eFPN8VLUxBDbWj_;94sv0MZ_${&+usfeI%w2)h6gWM3Njf+a{vAPs zk~8q_zCu2#-9Gz^mn*`<3V^?ygkIXb^(2s!{B=;lK1Gn^rn$1C-$l<V{nah>y*eCv zrwsp@FU+M(AjP@QY|G`h@bg=r0wqkKQ{*2wG@QwTx{$P%yW~U6xf1k@?2ko13Zqg^ zn>Olrl6tAW-q8Iv1Fyb%gLr2)FP`Lt*YoddTtWPEq$ghd0{!A@wk{KM80sF=AKy(u zhsZ3xOhFq0Jou|%K^xyopu}6_I&_|J1!Gm49GtJE{Mvrj1Lqx%zy2r&{B2<MHGdGi zS&CHh^F=PygNZ(DKG8;gwZ8w?Dh224Ho9L>N8lXO)N`j@{q~$dSpHq$XXB^guT?0~ zkC2jWZOD%E23usowR@oNy%|W20B#I@CV24-@>lot7R3wTk7P@2$5XAa6A9`sd*(5h zEU<h>8rK=M_BwW81Uh!J8Lx5{ble}he5Vn|cqGoZcLLW4h!cEu)M1}_i-|p0&kj*p z&!~5pGgZ8){RnaD=lvV6ydOZ<@EN{xXA^oJ=jMGi*!NkrFLU9*rK;r0&)A@2KTW<M zZ;HHo=(i)ga1`n~cdlOBk9v-%hEgrlar7bR^!QNYr~GzbBJZphfu7+phX(w{j`S#_ z*HP#mI-B#-Qh2>&DV3wc?mVYG2X_A8K6mD2ALIciU&znW1kQf1C1<N*jQV5VUyciM zz#qc`K3RzK<<mQz*AY(+r*eGMz6w75{-jdgTg;(+tFBt>hx-4$$j-V$$S(`hlcoL8 z9lF~t?e_b<+$23Jj(EW{BisBK-(RU#wLmW&ea%5pd6kN=*ZuC+-r&d7t?U|?-b1f@ zBWw~}hjWilb-k|v&s06io&JISW8zGc{V9dM%O2H;1q<+iYPBix|8TCz*_3xi59|5i zMZF4iU6DIKzC;5LoH(3yN9HqdKQsN}Pd(&k;%ef3|G+D+(aw^=kJ|laE^3(LJo#+J zSyimVX-)GGLBzlAo+!@jMx0|ABc<Y&fi8ZXf+g}Jc*;elnP$YFU-V8l?)syD&u~lV ztqJ0OefHqLXyBn7m!88|->r;UHfP{m*ZMw34)p2Jdlji0L63c_kVg9*{?KOWA-;@! zR_DL1dHpKtPJRCkmlR+wgqA=<eE|AkDj#)OAub4IcwOVd??pv1sv=i_qmQd+?DpA{ z*$miwc4K{%Jf8nfL|rXVBXR;fS@T7`6~m4@VV`piPuyAH(f5zYZG(V!iciaYJB)py z(LcI7CzotE>-QFLzCij@Vhs)Cd$w@<WFPEjv~3>OI`)xoy|)6d^C2SQe8z+N6IGy= zt`ht$f#w|%;;mt_h3zErL2Kfc-8lCDdx}MdVHwV0c(4j+gXhUUQ?%Sj25!2q9X)*j zx`FfS*DK$lJDfJ*E}MbAchu^mEbO{!_Ln)+HS~>Mwuvy4L_L5;n0w(W&IOIW68jJN zoO9Gz_$U0tc3oMdAqM9d7#Q~Lz}}f|j3=ZZFWg*n`FDr``;#7Zh5$YO;mo(SLx@LB z$wG?`3CQmvR_EEzBTrO`uDK%*TTVUvSd98p5bcQ%DZcnWPy5RGEX+%pD{-EO-Zwh@ zymWUy+WOJ!_s9@0Lpt{a1mQjz&)%fGasc?clb21a4|>plO{9Ldh}({l7V*8%#cM=_ zy)7{3M5bVN1pD#Y$?IF=UerCmx(%K-awq6MnKhNg|M9@zd#kh1neWW3QoJHIYG z3dDK09<Gx?>gcbKi5sQEzUE|VoG2(p-Klp^?ACY8r{nEh`i0l6+X#wgBOf^{Y5Yn; zd^1`r<Ed3ZKYiexmu0}MXJ#Mr2mm*nvFwz-hWr|#r!p@LeaXA;6jvK?-SeWJn41ph z!({O}q>Q)~6+-#g3b_AGde^P?E$CF@gHi7hCnUm0G{)s|e?k0%+=tN*V#+zpjr@?F z;iV^w`1Ws(ZJ~Vy`=s-vXBd91kiY1YLI>UYW3T*!AoO8XWV47O-l=m$bbUp>SrmU> zY)^`Mg4?urz#7iaFXufafey=i)MSAapa1Dm3L`!2n<{X<VGDhiFS)Mh=6pdtkg2Cb z^96M1YTb-?9ne?o$RmT04;h(Pe?(xNj@>#o#)*9UP=xJh9QbRnSZe1c?Dg5+E%irx zkiVU+iMQ{eUaan777+}+^j_Z`66DQo=hna}5#(p<O71tvH}B}4&=8v=FJ5b?*L6c5 z?1X^-pA+b(+n`J6W&wV(zjE<A>^$t5vt=aKf5L$$O%eX$C;qzaOpXU(u19V8PaE=k zl^)9yE8@>7_P`R@d+v(;O|LuXA0QoZABSI@{U(=1r33wp>*O$J9_kt=xmlZG4|*Su zPX2+N%Z<9u>SiM!xX^uO3`Aa$dF@{hyGx>s=C7qh{Q0pUesmu5S?q1D@6Jc7B-WV? ze+eD^k9Kw(@G@y+Z4g%x>Nn1DO(U@P;pb%rA|=29$vVXH!|-eV|5OzXurDzyD}2dV z|JnNGGkK`1226Ea7{Yxm^j_SHeL2RbvA+Vk-yrMx{cWgIP#8A;(RvKr5w@`}2=|rZ zIhMUugt|lanUZ6``>Wp^$i&FNN8_5r<6zf4mlO8?yn^-Er^9LsysCDw_&*U%cLI|@ z*-!2#?u3hMe|`Vr`{+BDoO8u>OcpMBcr<}G+iOVKTt|OQ+xvSWl9(I%h&=7H^lsfW zr9hD%`x=la-HN(*&IPSkBG``$1FcVefx}`n7ic(`5pS+<iSQyn8hJM#X-9lmzt?B{ z_ycf+b7=On^T<Cu=Z*)zL*KcZ!?ij-@agRdom-OV>y)NHbRKqLQEan8guIobK78x_ zQS_5LdwsUMjk#-LV=q{Mqe{5hRMO#Zq&;Fuaj@@_Ym>@k;BA6~_Jh0jeE#RW$gQ8S z<9QbCVC0LT1X+q@oCp4oy`82C>zO)}Aa3Cao>WWu;P7$a-VK=zChXJcf8THDF?bU! z812S_;75_Nj<>vktBI>i%o~v>X75jg^O>Oz`0WBuZ8@G3_T9OzN(egQ{At=z;L(ig z<J%F4*EQGYGCt#{MYWKPI`9w;x3q;P2kb6=?$xR*cwX7WKm+WJnT0zl4tRHl-plbH z5Ayxk$&!5F*ZhI`dsAAdgLp^vtpz|&mTQfD91VQ7#(LZi-+%1-Lf2vB>B(~^9M8ZH z41(#*FmaKPar@<dGhgVO+E4xZWT5+6+S2XTZ77AhjLd*{U48|K_F$a{VsBL&oP)hK zt&@oz$GRq}C|JEgotf21bHohiI6}kjC_pz5qI*W94;&Hvp6Q|q{NY6pcV|&C>Im9b z8;gseFHptZ`l|*zGoJdlV1#)k7h7rVsbIIC<JCs^!2jy$Bf9RRK6k}>pa}V$grt)5 zD)6R*_QxExuZZ`JQkUfguwR_KK6g5R&s`{QMu1-v&GyEG!yoE}FGU0>fKL}59ia*a zf4Fw}@MU}O@@V0^M`2%Y@(x@zMtnR_KAz1<4cr%AdSekd_5A&CpPL2fPx3fO8BqgW zA~OAfAil4gfVo5<*5#dFN=+qjt8QtK)O-eX(!7{#u|Mtvi`xe;#v_if{OzF<MEuCI z`}|)c;(eRa`D9gb<kQn5r}kSx2dQ*yxB)*4s%&-7yp4ITuA*jSzy~j49b=eZgP$zy zw46a4AC1`&kc2)f{bwSBZv*~C|E0(kygNj>+TsiDyWRU#PpvidIt`T=ZrGDpm_e-X zXXuIXn<1CDpgYqZzt+is_`~!fR%H}%)J&I0FABPINSBzwC-A*G3UdQ1=rBCpe6y?A zm&(B*CD`>=g}QfgIrzc&_@kxY==(g*?)e4y$-X1B{VVKzEu`F!{VC4Ff4}p17Y8PY zOz;K(Kaoz~zL%?n^$(-pcy$?iM?fQ|0r=X1b&tfGvcM0)L3U}_7k8yIUGbQQb^nX& zzj@%>Z#m1)za#!M)|039dEq?I4f*mw@YUus@844H`ia$R(_P(z?sJCQRG9~X)OR!X zxjmlO#1^$Y5Bx{@UwU6ZbW~^dcp43?zcs}=<!=9%0o54E3#=nq=-~!A7wA!oSIE!e za|D(bI!6)DwkoOp8i0Q#e|45F``|ffn-yO_K-Ya(tS75ffw<S>qOr1#{2Nat!($JA zNu9f;cMyGG!_F~DvB0SgTDOeA*Treir=LqeABcuQ<M<frX6(j<0p!aRF{3~8*oQ)z zAGKkypEx^?^8w(c;SVo2@`<B=f!iWs>ptx3ZrVBvaQVxt>bb`7zq+E?_yrN@cX7>o z)Z@?>=o9gj1otuQEB!$l@uxVgBq3QEb5Q7;U4y~%$TazX#GuaHQzF)OmD8KRX8gUD zg$w<8f#VrVSm(7vG8NCzhndjzSY<#Iy3&b<T$0$o!N5<kG|)pLqLr=qMt~=Uzh4dV z2A-fw_~vPhc`PnkGV+KEKmVCG1j?fR9ep*g33ezu<X@?Zb#Of@^eOZ(_+`_Y*;!8D z$V*bgyf*Fx#eq-8Qi8y(67Q7kZE$Ywf#<(KW7L~DUl`Vy0Joo<<vk2OeaNZ5W&-~9 zkbiBgn+bgHlm~G>;>B3boz4jf*r&qtj7G!@sy3N9$_dmh2LA+zp&q!ddFKeT6L3}~ z@jxp4vtIPIRTti09v57E74h3J-BYp^d8DjOpGp|{g{nP3yNZB1i)r753gDK2E7W`$ zG2kDZe^XX?p`*~Tle1tynM)+vY2Y94lD$Ix5kJ***(X!MAKn;b*E-eWyh7H!W=ZIA zxt6b2vzMVuF?=CdK_?nJ{@)!^;A26H`hv?T;CE%!Mfbq#RF<3iWzRzAo_0%numOFr zcj8EZBj!vgj(<`GkFbfp7QPRDRoE&|9B%{sySdHUguFfx)!!qB^<{R?=lDd9J{bDe zo?pO!E>g|=gftP)1AD5dV-SCs{ToVdp$_ITd)6ol@q!_zLiz-r)2_!^N)O&}evM7$ zE%qUNOvPyU4f<ezELQv+!FkVpGTOJWKJ>m+n?%4<WWLLtySmf9>~q=ayMBkqkK9Hc zB^H$+OTLT!-?^_O2E5rCVcvQbcqfFc_`W#e*okgcEed7exG>oXGZpk%J<wEg0S>tG z^GD+Dd85*@yMA*!(0{8Z)z+W`j3tM)aWo+Rms4e_0)Lm6Z>g=r?tLZBir$Jqp4KCN zG(Us9C%cDJ*A#VmM_!p6>^GYyeM!Vy=xi|`Jl1Nl&v{n<HM!t>$qEOYxe;%SN6&bq zLtlEKXv?LBJ|~F|xd6ns_5zP68$s{|Vw<KQBJ_Db`RcWa-?`mJiI{<h{&K#(69pY$ zYR2kq;ePZ-$5zt^mVifjZ0j1pu99VwX<tB}3t%Ck6~q0ec%7rGf^I5*SA9kTIPn&v zaQA8CTR#=!;)JuXlP`QHSZRUFrR3IYzq=F8OqJ;F`RPW`Y;vpVkZ>oQ+<5p(=r7KV z&h*bX(Sy%^rZQJh$Nr`XUfaOBWV13prAq~F{FN?ERF6E-nNGVKzvOB|OINT@O(I;> ziHPHh@y=Pxrs%gUI44w@ivGfRC-!FSAFq#A#O`xb9PXMJt|0EruReId51v`;M5jF6 zjJj3O$D3~+qb@NrwPQN~|I#p&-#vG>+-$4m3qLrtRqmt${{8m;J;n&&(5Od|!CPNZ zXH$O{Ib4psXd1koFps#V<G)372l@z=i<`d>_(ZG9p%dq^4_w9pUSa5mq0WA_`+Qw) zG4?ovKd|HQ80lx<ah}F*5A|Pt=pj|MrupB%3oJhE)o8=t{d$Lsk;l7E&D4hA`sqC_ z+uDeu{d9lmE+EcHUU`|l_z?4buKjXo2=*k*ecrE}D~123QW~7p!5shfU}qHp=*K>k zMZ4$LLR4rK0&d`(iAB6i3-a)gpn1AI_{^Q*_%F<F!HYhIrO4Z$-|pZ|Llt*iuP8f^ zAOC+c?fxPeahs|1?#woDb^Em0U(s{uH>sQ2cNsiOlP^X~61?B_j5wVe58{8(qwSx# zj^#eiAPK~c*d>G0_m6-t_$x$x#{WerW+zsGXKs`|Kei8XI)nIWNF(~GQ=&|NJN82V zKE`1^pbfsPIKkNuyl-1VuJrf_<`o7BoDs(JN6yD&@5#Y^C@e^jkAim*_VL)<-@Q(t zP51}H-Jb`;3J}l!dpOLSggDjviy+T^3i#$(zTaiMzmSzS<vj4vpr(&k^*rhfgTI^7 z*We!v8~+B?(eLMYEHvgl@<GYbnOfBGQbzYaHXJ}da%DJGLn`J3%BRIzVczJ(?2~+I z^q++d+{&z1hVI7i7rr~ktnyQ$_|;eFFS+|<ZV@>6v8)$)({-F{O|Q>w-T|I%3t4nP zey%p2u!u+AP7%oQYJZ4)?r^?eF$H?YXHB#D{oor!Lr<9Y;Jgi8VZ(7voD*~;Z@EK< zdciDDR(&(_Qg$N+CGcQi#DNaSz0fry)DDy)Pp00pP$0lw&uP<%AHD~_)BjDVNJGD0 zoUbm)dz{bhAbrD*c;WQbF(&LQ`avi9y2y5MON3B|C-S3&%|$U&*i%I)&##JS(9<}{ z{d*g5KBTf@<?|8f1tSzr6`!Hc3P{G6t|C6PwGkEI@12xMZlNmBpUu>~hoDETdhY8l za)teVchWgi4BX2hRzZb6z>xNZLSN{uMnYs9oyZ@;?MI8|`*EGr^1)85^W$~r!WFE0 ziKb_eF!m>Ekl82@&(|8s?f<V~2J0{KoaPnYXFSn<QUyBV#-wTZU-UVxo!?I=+=71! z(e^qa9~7TD^XBLk_>Fy6PR2#V$F}<mqOeEeo^Mq#X7JbSz2ztBF_+}E+vQzdCdN(N z`te=V+kOA5j)AVe)_tB^1N&;Ht;*p340e0;!)z%0NG8=zZFik^Xnf3Lr7+L7Zp>XS z9P3AIEPJ&IdY@fP{4y`}u;Q;&8o>8VVJxBEm+*Oq9U7*)kPjaA<pcnyUcR;VXiN$5 z=Bsx=+cormB}TsVKs=B=eRl66{2^?HK~fp<*;Pj{%<d-g<M#;Xo+O-uVk?dPiuvXS zJPF<JZ-57<6Fy$W`d{2>jy_0?ep5G-2H7FZPgi7KY%0Qf(k@jSppMt&wsbwC1AR)I zJP86<fCnO0ZQOv1evfGl)#RWr$>?{`Rrqyk%b(jRcy8{e%oBRMb3jSLn#p$Oyl3}! z81qLX-)jUA9bU${uK=fX7Gv<XG)dv;4Cq;0<p%wj$8M~6EJZgL`*72)EVUi$8?#Q% z)r9(|l(L8JY3S|2S2lUTFBzkZlPT%&zJCYRT@NDeJZU-Q1%BH4_w$T0;_e&8SEh5w z$J1XXkM5oyo*{E<<HG&hUNp9Ae~CP1{K}r$1nb9lA%hy%ZBtl3asc_SvFeUyiyhAE zzo2_l0Q@Ibw#-@zJFwn5U2+lmmi6KO>bSpH=RKoY4)D|B{{*=vZX>VljW%}zelab` z>{jZ8o<pa2(WDpkpgosq{(&Fu2&vCcPoQteKmRE^*41R()~^%x{@cexE^Zw0=0XzP z>2*A(Q2C%|khnL2g5z49*(ByDCF-0Q{tQ3m7HJ|NUL?!BuPN?<F4|%sT#dNdTDR|I z@I&-1+wk2cLce^EML}QtI-ajFJ1sx0k8_Z>4Gz49&U(M0p^)>=ZlBZbAsP6OmU8~l zA;cl$eD<-O3e+cB@A8`AevTGMrD_#mE|js@ecfWL(?>q@Yj_{8F!w`E#Qzqqy-IJO z|IeH92DmZdxeEr#3BCWppZVmuJk+2U+*@tq1~1^PDxi+HLmtVC_1T@<Di=UHkSdII z>m0jU{}A<>l({ET3cxRRrUDla;hfm0Md$Yf=+FwMrM^RFb1c*}oPi%C)n8%jh8=Ju zdVV59oE|9NE0YgD`|z{ueq0;$cOeE#2R76(6wHF__|aD(oqX^i;!lfP`Cm5JX>!hJ zv+~mJoHy1wPT-WZ_!Z-4$UDrGMnCuiQ7`a#?S%)f5Z=4gR<SSO{BW04PYu>}&z<|9 zPXhPe;B8h>WWoKcxw}{)Zb<5M_20w$SkD<nUW1?5-Mypdh<S4C7r#?7Y$6V=OC~XW z!1;y?Heq~E@H_(7S1Kz)-URBGs#I>FIA6UcpJ|Qt4eDlKS;zbR7)8hkU*Vs%6y&>j zH6oU;#0>l2YMrFKA9=M=@ik992mGO0a4sYay5fJ0d`Ez<ILpYR6=h+c8{{G3@Xv_F zYO;^F(La7FYeDlTc<GljYDM5%<4xb5=7JZ@O$?kPJqaCRsFA%Kx~1#~-&0i#sC%3n zZsbb@525akq(a_J-SgE{ItO~Ft=G|a|KT}ex%9?cKfxF5UEel<&(;vP)rBI@QimOI z`2l}=<04F%=!ktB?m1j<i_f{=$7GKEFMF(>!2|o5%CvgDAcTH9fs4bMLCBM~XPX@( zfa}q{x*u`-mgW=xwj|)kBainm`M?fetDe8%fx3MVg8;7;&f}Qe^jt|peYuZKyDJ&E zpRzJ`%>n28pV4JL;ebxv!dF1jhVxdOu{HtN2UTkF4-LoznF~K&s`=yGsgPFkKdfho zM$G+W%q0!mj@r2X26-b_Sn(}hcb@;{;&TCSLjKl!2T|0sg$H=H1CS>&YVQwBRif{9 z!i>>=8U0X9n{+q!1IIEfPO<~v?TP#4E)G2C*k|+79d=E0?kANI@cf}DE<1+TsA~=1 zJ2;2$O`IB@*gFTk!QHfmi5TbAe(*;-2myC3Ft>9fKKT|fhE#Ebr+sVs9jk&kceEy; z0{Z38Kv%YO=rp}4|00M6!4vj=jmdL>-K}IMeS^OcJUBn>&N=%!bzUg|pHJZ?9_e9$ zd?jXB&H}y{^X8o;2mI^Hhpub8&sDy@)+Krg>zo-lN0n@k??WA?&?f``>JB~80iH0P z*LARK3VbS!OYn*b<~0xhZevn_9|T@@x5hqb7jR85z%MHaqyN|uKf5;M%|tb!E6uK2 zq=$PGwuMzfZ_VLc=V_yn@_N)8uF={QMB?0o$>-;EdFU^ZVAI>idb3*p=c<D_&7zhM z@;@RkOG!8my}_Kgk<D*!T;HR9adp_<8vL5~l|oRiE&PjegJKHx2gMx~%Z7XK--V&4 zYcV)aU>kZ(t`d4#6y5oJcIcOvgB?9y;P>xE6VsoeS6{u$Kh1|Y$lL9i?1Fv`qRm+! zPw)ZqIjTL-g)+9+pGTv9AapBdhixzP!VR)@uWazEd`22&0_r<Psh2&zf#;4h9H=Kl z{E_PV`Rgp!;k*kE)i`u4@~;OuJm5EXXn$^jPfUH(YF3m+AKvxL29qa%uPA!sGR&b@ zeIrp(Gemv1*>-a+9XOWfXGl{r<`>*d`S=*WlSaQ#K7^lyDto&Rl!#aMzqx94ya{;7 zVCt^^uUHrzu)9y3WTz({v7k?8il3aE2X#-S`5sEFH}e#?!AoOr!ZRD`dy>bH=Weu} z2&X|_37al<r@=gI3zv6%$j2fL9<DN&7yY=3RnFuXbk{6}2F4eNZ$Ia)DwdE>$SS_} zLT9DEQ#3+}^P>KNlJ2R%qqfr5hTmd;thV1+yp6*7_em3BYv8LZpNE*pp>rB7T4_F` zM_)pAT*BNL<VpQ|8Y8EX2cBOdmy(4&>jzdQz5|{lm3YBj20b&IAls6M-!Ht<HUgds z;jc)x)W_UfdgA7H*1$QsqTJUIM{e{T5586ieN)Ktt3Top<9K<nc?<Z*u^<{otdr4~ zpSmXA(7g(44*w%Z|6xW~|L%F8`LK!pmBXlSdOVC>%fNXyo9gs=K74M@Y}mv${NwvK zw<hF~vIblGbLN;|Lim%TiM;#x2BC}Kgg6voKA}m9dL!-M*H;nW&T!Nue}_G>j`Djv z`ww%?#ST+%AYT6p6q_HSMts!cWeN@g56T)S8it>0j_iymB3@J(P9L+xemJI=28O_H zO9y2(UxHs8l0G%r;ED6FU9XeW>M*xmyuS4_)_Yl&mGcVhK4+j>NtfT7!0&Xf)uI*W zwNA~+${}8AIDPGBL!5WvSa+NIw#%1(-&Mgn{GO7sibXw`DPMbL=?3~vbOQc+d=d3T zkxR-NZxOGw@^5>MA|6P-pUM0J|G=?S2k4n68{}j82sjt<h)v2He8QI`I@c1q!i~xi znL;n<X5th#SMmLSkzBG4DS%FPn@;x`4c5a?Bk&U`^8IXe-aK$D{abUYxgylD+R1yj zB2gFnYSYW$jyz(e=erkqwxe^O<Iqj`E8)HWVNvi#j*R?tP3U=7^nM5fPd&TYIA;PJ z?IE9Db>S590@Jv0>}8zKJbrhF2)Hcyl>V=^^U&p9-OO%BJbKO2@r4m{efBGQ2nkZa zeqH?H^?|!Y$JWxA__01OXaa{ZuYMtm`Fbn^@F=sv-WF-Zqs>>RSAp|&|M3vlH{g8R zGlA@WP0TB9`b*xm4*hTH`|Ta@MECiAQ77!rfZ?gIo(|wPPNvizVekVYlIOP&pV}Ht zm-b-ah_hawcnn<iq_AV>Nha`|a<{9i9p(<rno`k%H+la!c3B;MTAVdf)w|z|AUEUW zcGCcU-m7**Y6N{@1=KaGRls`{qD=&6*!`t@7rYd4?)nPN^jbRVr6Tps{#f_&qOp6L za)=`}qPz~&h%Zs!mphUFLl^GbUb~FzMZIL06hz;R;^!wru)pbt!>3jdcWwEDzO^Cl zpU;oaX25-&9kmNpLcTaTG$R_k34N+EXVUm8{Nd`sMHj^Xws3zvTHr00H#~d?-he;m zGllWN?~a7$7iKsCZ)qo=J|2!dWIp?S1b+|9C-J+Y=tcPIS993=7jWL&V7|Bn;5#c7 z9{(A95AFT5EYp}@$*Rnj20zq4_FMn&L(D^1GWci9ggy*?opTQm&xS9=rtZ$m@F`e1 z6jg}4v|3j98g{-m>FCyI47~916j!(_`u%ddsq;jDhrRdHuwq~Kie2z2dky=4J#<4W z8}*`7Q%;_NcwUOpkGap6pufCtA4=}VJi)x3pIOkk3)W)(DC|MKQbV2ils4vCq>j-~ zs6%hvzM;niyR16@AwZBHc_e}MWAa|uH?xx(dpzoopQb5})_4$P^kS|@W?`LLoNgsx zzZBaCYCoJqp3pgSwxt~L>r{E|1U_$0UBpG~Bl;ywZLi;fza6oAvR7UYexa6RBqI-9 zKmKLlIecDu_n{2oYUq7*b<VZ)=+Eqrb4`Ii?CqfI+k^GHyT128a4-B-lEGLM@ksAq z+tKbO^p|iQsXroser&&5&M?Gz&g$^H>x|%U{IfT`V8_21zMt=a-{~)uUH4o=UMr#A z5?DcB4SS!}T{rM>qZOgETHb_g_HK$><>2*^ef3jUfLHV7-m=1<a=GRcRe<x#AATWB zO+ZIq`*eeV{Ry%VxEZMid}|;%9zBlpC;vHY$-<wCGmUzQz}p1cHxFjOe^|bbtJ#-f z4#?J$%sl+yNVHStJoLt?ij>#I!09nlY6*g<Q`<Z(%@r^L9wm3I{(J=SA)TI;jvac- zX&;jaGw9mQ*Jb7z&_BRJ-c=(9T~2iF4&MjpZNs??hoKXan_c)4;D>&+HT58ITg-8f z*jev*h3D;Ai#@VKUjNA<UKc`zdK@n^Ny;<y+su)D{TB^AYf01%!*>WxN$(FF=YyRu zoS+r|g!2nWKUmM<`U2z0mOID?i<1$T0+Gk(sj2py-iN-X-i@KNQow5;ipcgG!#=j` z4!fi7AU|Zgu!49dv#pu9xd`6zyDWo;4E2NC94yzb!!L`6`<6;zCo<Nb()6(|!yHG_ zv7e%*H7EXqF2H^}bJXGo?qjP~b=DF*I@GRycMg?u6Yo(fW$^BNfq72ckF$)bm53bl zR<2(`FW!L%Qy&(ma0UNfWfLyCihj&D2{9)_@Kf&BUB4-uyN;#ry#{}ZJlI(Na~|uh z-%9gT1p1-B$Kol}Ycz`U*mf*XfBV<ZYVC&452(8N(Fy$q6G;ZQ(JvsJW}V2Q4V*OQ z6TuyedL9qymgjx+Q?8iL-Pnfy{62tiANsl5r`Ad*f1L9a;Cxc|AL9KnNtz8G^f|DV z6%=dWzC9;*Lc7qX7k+kHIT&_5+a)mg0QDZnFQLD4fFlFdugC*GNhp6>+=Dz8uFHSU z=K$(HCKc3`xNdHEO1nxO^e`1pp>LDu=Z+?O6@s`E{_=Z33tpGImKK@l3Ecf!;$L<u zaMsP>)OGmLpYcw%YukuNjM~(c?{Podm0m>P>m-@3r8%evG|r@L-loHPrcnI1AAF8& z=3M|YaIu_mQ0)-#9px}}{WajrQ984#4eXcqMGc~O_|urS_pzZh^a=Qwyh=ELbJQ}D zhAEQ3Cx^Ilq*Z`J4to$&mqO3!$}5(`en}6J35(Q2_xM0%ahex6+~TBoCvc8|y7#uH z7V5KCs#+;FpmWyS+-*SKRO7Rc2#P{|Ox~r&3-LN+h*6{famsV^thg@n^~oa58m%SN z2XfaB^&xK`7tcN%iM(;6Zll?71LxJ38c*Fpy!Gt3HL)U&ehc5Td25}hZyfJq7{UA6 zriptju<orjtrzPD@w#R00UPMq$4{6gPf(+7<a6X;(r@4{af-k#<Ym=88oBeZlcIF* zmd}ysAKzTGRSd<xF5Z4zX^wLp4tCdT<FQ{(DT7ii`2YKYnO>}e@jOYX2HtmK<x}g+ zS>&Phw8oNmh@V%r+~pC+h`t>f>qj1>B&OxMBn7|7DYsMvo|4HuV5RK=+#VYK@E+pP zeW#PQFC5TUyh(N4QNf#V?j5~TDV~eMlCeO?hj^pfOXK?99`lTA4v9ZRJnI^b&pagy zorC2lFC*~6)%{_@rq7YD$j_}-A#a3l9*iMH{faZPlc}!?I493HlJ7j~{4ac3q;Ow; zZT4F$$cO%Rska=#pNay%dlRFc>{Tw)zZ8f1=1$F!D*TBebW17<=S679_fK9u2>ilg zv%N<ReiZii(pnqhK{QF?6Vwm5etwO40v_?rp-;dk0rC9pKw(z}@YH0sc8ouG*LJ32 zH~Ih{n~w9UfY-zi5?5rpqVJMa@@xeO`YuURB2SQmFI**mA}#=4`S!3@3H<1jS)#$2 zuei@p3u6P|93As&i!s;}jV}oU6XHc{x-rMtDC}sDo!#zpKXZTe#VRA8_WYEM8N$9g zQ+QMqAa9G!W`4{?9!=izPqWzv-C9lZMi=4<JKu{A;aaShhL7^4betdIIO655gMCoi zxt@Ft`fM1>9pUKRIVh!_5y8N_pYEUhjpt=qztE92!uwupi)$o-zw(I<#Ed3GKNrqx zC`P?>gTW-35pj;~LKE}!2<F7x+P|d_`<*+IW&9u3HG5&Rt+f+<F>~vxU+}$u*9i*G zpkL!fTky|m)aB%g#bk)DVZO;s5&f>-{oK~RE0G!f4kAOYN{Su?!SqHqVIt^!W(m#W z{n%GMW2X-6Q`$jpf%c0y7py5fH<yii_-~aFku&Jq_)Bjm2fQ`?ETGCA>*nLF)Wg;Y zziaUj$cC<-p&ooE1J`>;x-UlseiGijex@Gwea|Ly<_G+Yg?}+`<0bGJuePo}@Ie*r zy-W@k_(h<XIbR(5cGc(W7Jz3rS&w%F!>@z*3nkveAJ|t%nmJ+L>E8kcB9gGLn^#Zj zFToyKrn8FRXRPi$dF+DFHB??1c>qWLJ!N4~iv60D*jMt@A9FI^q^tD+hw0{(7`%f$ zJv=~c;(iIgpZE2W^}~61e)(4{D~NyEj)i3Kuh4V@@_ogKQ??cb$*jOtBcp%H@1dUh zTe`Z#3isV}nCH?%)E9D-J_}F*m#5nqv%&uT1jDD8;qU$gg>s@H^kEM_q_V+!xqQ3y zRP+?iwY`-Wvc`G2Lay7}ao=!0(L?9pmq)-grZd!by7-<_2lm`YeKTv=bJpAh`=mZu zp2C6en-{8CHG%$c9?d6Q$b%-PO+I9ssAK$bzj0$P;#J=TsVeAB?Okuj^uu5Wqf%!V z@%@Q8n^X+z(4P|#qT9`lbuU*^&9X)xSd@qBFEQvQ;SI^Wh=bBh5j2c7(1odAJSYQC z;oWNeT9k_Gt{Vty9YTFbX+zr=-!HlSGw%iD=}E(Ok<|s@@WBsO<a<zWQ<oyOQiuKX zI;pXNm!zEQ5beZzPFscNWZnS&VtiX24L=vi?~{*nM4j|!Rsk>KQ$ImCm<zZp)p*Y3 z2KM>n(cgXBhv6@04FpYt@VcPr1_$tl4>o^VYBB%d*4LQhk*BfG`7g^jT+kQ3lMo^W z`<Jjzmu^D;grnq=bA>+6zgp~R7)RZdLG!9wG3t}tTvY-|bohSd%7zNQIL9bhDfLJi z=O+S)ugfDo*b&p{h=jl&2=|NEVZT4$kv$c*LY+85QHYNp^_jODzQdJx9{5~nS|$7{ z@#xv6Qv5vj-~wMd;#Dt)pUEyRD6ZVwv<^EzULV?GQiA<w`Ze@#7`$KqXR#@8TTB{j zj4JYLYydZ#`bo@n;G~PT&jW6XS&L?bJ^#2R9d`!2LGL$3=+trSTiM}2-#5_xPAx?0 zWg&h9DpPtsf<8Fa&uZ0$KBvtxl2OE~;fb-}1lVf`aoa~0*uTbF+F}NDV3Ey78aY@m z*H9f*I%}NI{l)O@z$EG=Qj2N1x_A!km)lL>fxmd^Ikn#zfqzewzI1?Je93Fp(i8`; z{JTC@YzO{bqBri2I*IJ|k>~!{zpK%s=5om6zk3gKr~O4dIKp_iRRwXgmz91U_%T~G zN?j86I(vJ=x*9n4l+#RB1tstSm-or*$G`^$X3`13LwO}1a!V31SLT7)%VA=itBq5W z8H_}}nYdy&Lj!;OmqmU@9r}p+Z!TW!tFfrTf2=d;J6j8;{RlkUO&E)hB*XqVRg$+p zhmI@6&%sI$o!gr&fXM>(Z}}-?>M3x{4+-tFRp2v4BzOM<j|ltjVy}a^mfGa1T!Z}P z7^(D~Q5x}mu3Evz5IFqmV5b{?cFx&7|AaU{xg>HW8F{bSs4~q7`&PSl*>eA5@S^kn z0zV~i9!dJiVm9{UzT~FX@;~^An#06@h-Vae=G|Vk=&yWM7v~Cp$kF`kMxF`WF0Co3 zfpsXqcxYaC9y(A0c}Y9`$#!0I{ka7AoVLp4MDV0A*5(M=c$@<ZI<{7fb!Y9SU1@&; ze&Xo&K}{FB>%m&vcPEi=Z1u{?r=T<Qr<0RHFEl$CoGZxy9KrKCS>GABKkJd9CGu;P zQ|b^8*2~xM`ozCP)W7%deVuj={a+8``AxwiMvou-_3e{8f#IN3VlLv9|6}XgQ1k&v zI1TewN1!k1dvm`959(*PSmpPjZ;9m>(>;T`=u;xiTiC|>yb;%)k$edrlBw)&pM%d? z%_?#b!#)OVde80ye!b8CA%z$^>_C+Mf)eay_-TE}82YIq>5s5s9ez?6&Cw(7y;Vtw z2xY|i_7qn+mN4j(1>4pH<UNhJZ_n4u;6FXu;!fvwdBqc#Kk$>|!t>|Mz%!U`4iW7> zmrroWVp$D%Myq*r;M6p5hIR$#_XglAu}2yd$mg7v?0nO>?#nQySIW?xLY5)~KM&&n z<4S@bz@MMC{k}OR1fIPoWpgC}^&P7RuebK2-gk%MuiORb?N1GVR;Qs3d~bpNA>vj4 znEgLt4d`r2OWl?yaGy@+G)ut)^q1VtLKe{1GE3!RDgfNw64*qExGlk^Q=|x<edwPT zT_NmIXK2b!0O#1PyVpj#(bpQ3K7K=<6X&QhstSVi(9aSbe!I^BypD>Du`n1osj}tI zo<{V+n2vGm_K(kyYLg~Q;`gJeD)UEhPUpeJaw<9W=X5dtGeRCNGZGeb76u*(5?j(8 zMc#Oq^i3VS=Ij$w!(+G)-g{c(g&okLV&iJIB!R2Q=Ysohp|4<TgR4&!{XxC~(&19j zZ{t26Nz+1JE>12n_CVhR8(*Zz2<GOvsU-J}BOiYiX&MXwt_?aX*9=^kP{1l$jP?KV z(XdHy3AknUu;oMS^Sc;T^~ECSAx9=!5{`g>9Z1Vag@5ds`uA}R@#?4k@?;0}I-<;3 zs{`DalO_6}>B=1D7yGVG4qM>)n$G)fdcpp0OJ}wlYoTB8Rpb-_`gf5b(-j%)BeQ6D zvd|&qQwwU5*B?=r7h;rMx`4XDy@!b|h&#U9e*RR5N6do+y{B{NXPH0p=~xYTt&Xt} z4{*#~*F#RJZ`}!oCQC<ZaqjoBx!%(QYT(hi56&D$e7iXkNxVCc)QFz;;Sj!8!SH*j z{9epex6?TPyaoL6az)iV{4LufmyyT;`8s^v$q4l^&ZXHu$Efi=$0W!OCGS2L>akSi zW#lOe2BlE+&3toZiTMSdtaNTUq!Re^(8INHS5xqSHvSXu5l`A^BQqIy&?lO6!1*Tf zM2~Hi_f#tQUVH<Gp$+WoP+~9v>!<sxh#(ICOFl;0dvg<b_;MbVHw$nkZEKw)bgRcn zs?*$js9$CcTiep2Pj4mmQVTwBfw0sWiS<3-rp!tUe3y1W<V*_edS&jL?ysN7yIr*O z;>a&F$$wkqSFwN1#UHcRp|^|#{8T1Kok@MuFBy4i!!q?YJL1)%gusIGQTU$=pJTQl z=0)lfipaskh^r3Q?LoZGh@(wD@)Lcd6>o&i(0_E`@V+Y?=+je_D*QQl2<JjAhDg(? zcJp-q+Jq+Na@4aGJmtnd>^){G41d^ow0-UH1o)IHPlnukocCfHqRQ{VoF@h;AAQ8N zj=vOpo-5;hOsZ>9`+?IwTi+O@0zNaOs^UsVU*r+{_FH)Uw1h5Ea}ew!!kGOV@^zs3 z5x0%Q(1%~;@a*<A+eG-P?0iFAukeGOln?Z>RBOvc*taj?`LGK<KmMeUQO6we`>_cD zE7;*xnQ%XA{9VE8O>6@2)0K>~PX(Kh_vqDx-vcL+EV2#1ZUhe7Lq>dZ3w6oP`Ad_s zz@0@M2R^()K0Y8a8i{<MCd6JD3Ou#H@QqO->_^w({ZM!l^jPzA6WQp8a5Sm=_Es5j z=i!dv@sIG65}H&I)G-E<Ei95n@Vw@4`g{}#sACP<O)?vT=X|->%!oKWrY@${ZjEz$ zv27dq_&$My?6*~K!aqMX2qq#vdS!(8{k1{7t1WU*c!&Jk`Lxa!yt1`4(<YS^cJwMb z#~nB)#%RKBgwmTJC%+w6Ig0pwp!cp2{Ne4={)&(nI2TqfMsytZlN9zOr|}BxAg8yc zMGt-4#RBJL@%MLU5<AHHz-uM>sx&mwziV~eh;Rvgfq&!Pd)`2NkNBvX<&VB7fkLTM zYS1Alubj(AeMV;HaFx6?;xp@E(>QnN2kTnJvasXsmtG|{a^9G~xI=XxJkOXd+9+-e z{{O2o|IBOf=;(}52JEA5vQN($d>&=1?k!UI(az}Q2b%Dc7V%i&oKDn>LeoCq1Kw$z zB)?{t3S4x8w>lC0Au6HV^9Ay8Y}VIL-EH81@5GWdvA^S$=1XO`UKo={+iDfgGw!=} ze%KuQb>;^LEpXSRQRCwT=;CzI$xa!cz|ZDlU9}Nczu(^4@GJt3Bba-IAa3T-%15+- zU+nR@oNDca`lq-;5(V-__VznwrZxD1x=nv6aLVnq)O{_`XEF#`HyL#h7wSH2hulH_ zm*v@F#rlQY6F*oYf$l=xOK1NcI+xM$mwjQV(`4<5>xKVDlaN#73jk+dk9rn`&tac5 zV&maMKj5g%#n-;z-N#GiLJV-7EVHxsQ&5+8?0CKkyA@7i7dQxh%D-(;9|#^S-)?{D z8|>_*<BNoYm@mwILG#&(9^jSl<BSu~Q8^2QNbK-F<71nRgfHl)k}uotYC(U?PEGDB z@T|m`n8+&?IIsI<U?eCP_L5(ykb^k#wcGE%BdB+tP@rs#!}=waRg_Ht_lPdG`fFjn z%t@ZtXOr%to^<HZpK?a<d4p~B<SUp9KK0x+`4@B%-FHG^h);FN^o}CHxhDs&URs9E zda+P-U3D4zSva2*4V`WIoS$)84{*Q>B~wbo(W<mp?CJ3LO@6l@l|rby{H!P#Sj4=M z=$q*h;1AAe24ZDcm#44y%aBPR&+91Ul>%=JGb9|n>5h0Dv7S@)9CH%XhWC$vSFBz5 zm6UM~di!%05-|qgHjXpQdywz$%CFuU`LKIF$biAZ3)g*XWKDy(?aA@}S_k~F>PCIO zFZMw#rQDp)6ZO&5&OhcF*k`p;UQO6Bm)Lt2W#|LZ7FiX3y{K1+I=_=Z{BThkZJQ~B zo!{wvF+Gm@YvxEq0(764%~66q_?125aAPm*LTfFk)E4o5#k=~HB^P*GfBK39;(xOL zb$-!h#I3vru2FKV`}GGz&e)H<!wsFg&oy?;UF>q+?W?h_Ber^qdTI<+>vlMFSjFE; zjfg*EXQkWohEazW{%2>G4}S3OU&Dh$)PIZxQ%)A3k79LYX7{;35)apwUn`-W)Mle# z4ZNSCS(lnWgL=Y;P8y0m;C<HV7o(G*|IPZ@ryy@g-q^~|!g?;}l|Owe4}EpvLSq&7 zBR=?(x?LjT`8IihoE`LoI;kjCUBqSnol~VxP*-x>)bBTguJOcd?e=^0^>)74TMM0$ z`y7!)mI-v5_b!QNPNM&a<#sz6bhM|*@}!@D3s-Fp$U7pwDKnnZrn-nZmCq9j;_Y$n z@pt-}*GhPu*HO-QtauJdTgq69H*mS^jk9WG&<l2kJoKUW_**xx^&>7P==M!<BL0^B znwRWofPOh?M=G}s9M<txpPCc#^lg^b8t&td?)TL@@ROzfpWJ!XSa;S5*>Uiz&6er; zoQHT0iU`eCyNows{P4Z%+t7pV6su3})|)3?J%f2shd%ejJn=gGBanWimkax0%i`x% zf$P+G95fdkMIWiV#F!}jG=%nH0~O9K`iA`D*`2RA?M0J$75U=p+Fc95D>&bm7fTTe zoTvKWzTLG~z@_CoGIqe3FVk4o?AxHTI6Je8(xXn5C(Kp=UVS0iglHT*S7e;1g9P)L zWKKvQJ+BY{@Obozg8{lwf7lZ#a`eHF+31B~J;{zFSm`EUzEDBE)J8P)BQY0+W7yaH zC4RCh@QAy2Pw40&zHzkqr|-^_XiODMlz?5>?O!;whX6jnW?b|w68%ZWqSM|5;1%Cv zFKqx{sTSE#N8<j>d2?mG5f@uuWIxQ@hdPX}UR{<O_L=gN#7*GK+CM6jQmyE(I@Q-| zUIRU8_LT5jd*I5_p`)+tFyB!1SW5>r*7wW6k2}cE=Ralh==cNQ9I2SPjC?3za<2Cs zJ>nF7+eAPW@bWpj2}P`H*HiPmk1*GA^?KXX?dRC<>-mu_ao{1xngj8mPt5PrP1@z> zfpbX_;phhtjf|VtMPJ!3!&v9ey{OL;hwNKJ--g+y{s=E{(7OkztXGMVpD81QZ&zYI zeUAXwB<eKRm|oq#_7CUO%mu6hk;n6&hOv6#`b`(uO7nbhE}`j<O(pojh2`U!H12p# z?EMZU?sm)(dS&#tcnWh$m_<pL5#OS%4L5i7`4eX@*#%UBC-cSE`~Yw9mFTcpMLs!Z z80Tbq3w-saj1{*n;^Rk$C-nW8lRgt9X%vgNo)!Dsq8a@dfo9LCVQ<}k<Hl7~ckhGj z#7GSM<Mwne&m+vk*z4Zy`WX67p+G=YI_d?)$KNUxAusAL=CxczTv0fpFZ%;{cGF|0 z{|fkQWA)>+@JF>LA6LvypkJxD<layuctD;u$?{wL&O3bF5d9dZQax!6@i|{uMg}a- zdJ`ViGq~p0!T&;Y?(FIpQaY-?Doo*5!iACFk%x%uzPP60@2*5iQ7<n;4^*pt#yf!e zXdrdbam43o)&#TL=$DmN=eJP(i@E<RZf;bEp$C(%uUJxmFTTIo=!AU!t4*_Q74iDO zoyw70H=(bHoG#1|Mf|mhW68I{d^PFPfPp1<oQEpBKOPGnEqwZd!b#{9&%M}L)KRA^ zEHrok{?+>A{JMn;`U6M~j6XtLaToe;gFps+IA3|YF>CkvWM#L%LKnHXts3kJe^cp~ zuzmjqJb_Ny#S%Kh#J|+ChlrD5a;Iw6K0`10(pp{g4StvS%Iq%uM<zSxtfn&RX(HU~ z-yh-ie~9<))|-cxOTB5>(XX0Md~*QT(dZPSSowwiL)KvKzk897|5@9Z6+(x|ddQ&= z16?UCnIs1MSh!y7J0<YHDE%P?e?9aUPzcvq*a5HpT@dZ1K%b4}KB64tvsv@u+Au%h zCK2Lpq6ffhhs0iUpx$XR{Mhyq-q)j2>syZfEKv|YlZE~Je1CGB9`UnLJ?Pj7{BFlT zkctL*dOe8YCkybSS<w>99|1h4(izVYc#U%<K6?tELHAyKd{xI1ct2T)+OHJ)(xG~) zXVcKVIW@Rxjhnz5<ofx2Wx<=<*wgH0+zDJu9pOSX?gS-vW92`n(+TiPQNKal(!EX8 z<aY*mmo}In3Z9(e@cEG?_+kw6tXl`_KkYFS{^WPS3p+l=YQt}+bW<8#Em6N<_UIZC z!1oQ|Sl;^=ym!@soYousc>2fQP{g63P3u%+;BC%d-&EFZ5T}kOwy+u?A5zjpg&?o; zm4s{1C8IxL%h6*Eesm**p({EE{FRyF)KDnuOnXX(3$`#%WA>1gb`W@OWaq(Y;AF>+ z#W@|sEwi2%6MJ2duS@0jm7Im2<*SUfB3>Qq4ZHpaJbb5f!1|Inc!9r#Vl3j&*z=ax z1Afr`NI$pChyb4%(eLX=f6f<nSG9}x;YUer-{kQ<1k1c>AMpZL_Z}ZBhQF;&v~Mut z^HwC?$v$B{Etia4y^*g?LeuN}N^wp+HDvwS4)Dt*{ckBs9)wFH28T4E3p}i!a<OB> z^B(pEH8$9J5WY?<urFfn-p?00@0g3-37gT8e>K6cSB%HX`}1&KPMeL>KGp-zuZYPK zMcjY?*>@oYdH8vUsoVr`*>Zt^f~qw1ROZH%Jm^c2|CYT*KjM6m_r*`G;76PL4;C0g zhx{WNsiBR$w7-DcP@5S1BL9Jd^Fy3RFY)nyEQ<by%n;io-~<KlryuyacKzkvxqjfO zdhJGcxub{=%FX{qoxxi*hhj5<%Qe*bk_s*(&gwIYm&8HGoNX3dHbXujezjnY^)a`) z*hvgOVEb2n`UUbxv6#)jF(*%gl639n1aOC<jv>9tMeyNX38T_boI8oy$5{cMVM`<8 zo%|eip6NLeN8sS?5v7N6z+;CjR+PVyqObqhw8RzogJX9ayX#HhxPA!(KlI(cew9eu zg>ya5m4Czd-Jl2c+S4{(#QKpGk{m}Il?z<C-U7SMpAIjzh959+Hzrpjp5qx5JCp=> z0`pKK^-?hAgzb~aKdA3cFlDmnzmGYITPY!XqmUoir0x18ke_R4&pq&&#oRd^A{`oB zug{iQs~3LA*wE>0PzV2N%k0>liy4%&_lq<9E<A4hi9v@4LI1M;AzDG$lQ4DmAl}a= za@X^u8u-OiuN$V5$lHb5my@;dy-5c9%bp^iv%j=Gd=9*2(z$ST1AR%M<(^mIUl*Ud zx>JGwojFfa906T#EdKzT5AdMT>-fwxHQ?yxdo@}4@DDc=d)86tr+e?V^$4KuT(?<2 z8iIYGdzE5|&r1#ZRCXMA&DQR-@*Lt2*?<n^Zr{c`l7sn|iNJ$y)W0@HoRWM0r>_Ee zUQFPlU|BEt&ls=h6dn2}Puh8yBX4(Y4(#j$PGYG4*WrXZL{HNj=GY9(*LeDc+Yxd5 zr<{l0W5g#T6YYNTT<AC(p>`>)h?f&5jBX%q#3XkAv5CX^_OBwIaR-2hI$2c5nNbh5 zP&G7acPDVNJ&xjV@E|PN%FN2Kpl?NSQbHH;RQd%~r3C5{G>`v17@o%YL*eAK79;4e ztoJK^grU!-ey6JqdeT;Sj^E{N)aSm(6br(?zYTL5+<pnY;}|#dGsMRo?MvrERM5XN zT(i1>{17?wr+gJWg`)qcJ~iyF_*m7IdVF5S$%adf`@QkJkEjbGz_%SP1+P10(6<)u zYgqyO!$8rRJ;jIm^NZoXr+{m<y-Tfohft@;EO>k#d1ax+OQq!t^0|MGl^F-@_=;9R z*$n(QC*&k=4e&S_d%O$q>WkEkN<HL%efkRy@2R~BdlL<bSS-+wsVC5<1{{!lHLK_Z z0lKVT*NvWf_*+?oPT2<Vaj~Gs2Kda)Jt8-psc@ajnSvL6I4>CN)g6ZWxa3bHDbs@Z zdFAqi9trG;|6{}k{N#R*x$`RU)VV9iB)>@F{J^}YJ<%ZS(~?x~&M4;ku`U?81cF~B z-V_#j0sIs~rr`x1L3noDpW_&C67x;tCivHxJPX&cH1LA&`k4b*&;L2P?s%&IFKk3s zs1S+F$SiwgWJgAYBngpqjWW_OGl~ewO7;pNB!yffJA0NC5=l{He(Cr4{nab3%YDDk zdCqg5Gd?WM6gMwxqF>_m)w;XM&`Wt)wCNb&Z~NJ;9_)hsoON>2hkfzb<l6g!|2}=x zRGAIDp}8A$vl4#3Py4M*$TIp&4o|T%-a>w~wDF580Qu~H`gkxl=6K95vPphIU7d#E z(6R`0rSz$fdcgbEM{Q5Pz+R`HZ5-roLp;@&|4Y7xzTw=@t%K-4r56(aN7jzMynq(A zp%~;Ry9Id!f5I>L0_92s+=(H_=)aB5<L`<LJ0k`EAWAE8^ulg5d6ta#^t%xa=DmX$ zD3OOLi^ST@VvfByEbK9GuEo!>xdL_|ey*xl;Vbk&^BF5f@TSbKyGpBfBi?O9Z^q=q z{=LUq8Op%t6&Rd2QFr#cLRrplj5@=eJ*r2UF|T-3UuS1;MODD8{7)YjqVRo!!%I5M zhpuUg-e@Nf=b3x5mUm%3Q;_)f^(Fl4F>!qt&i_GfuHHp*@YyoU#1>xYt=~fUWU2_5 zS2{!}J%F#L&|mq6I6zdAYWxp)KN3xr@C$J=`^Y;>wOg21xcE~*6JJl@U3=X!h`Qa@ z%_|Nh$nQkn2*e@om|;1SDB|GOO!Bk)+Q1JnuUx`Y<b4r;*$fa*+2k(qaXvvmVyfcD zF%#(9Hv{|15Z~t)-mC0K+;1XwJkXlPz9TBVJ@0}4LS1sU`zTQ7v3|f_*bD#K@AdtG zC-8>8h|?APYSdIgQWN+^k*N1d6wix$@IHrMeg*T_ROjp@@{#AKEbOH*LmtwV5W-M~ z{N}$D>;C7kqov<&Q;6$lgK0?qA|5Hrh16(XNB?0}b_mT7fq2M_U~h~)t<{y3v^9r; z3&GjMo&85q<a~QhAg-Odz;9V3ggNS97S)6kh~pf(0acH%?^7V`)AS(%QR`G+e9w|I zQLyWN(LL;$<O<mvb{+STvTItu9q~u(B|XDDem;clqH7A73-M(j27lfYh*aONJ>*85 zXcVAsZ03Ofb;e~qwM5@6^G&~Q{2iWyV#z!EaKw_x?#=)=&vP&t4Rqjr#Z<dL1p_~A z73OQf>xRjzhB(0^7+iYF3V~O@O<E~U;Xeii#=ES*hf|(Ly6*x`U)Ue*XAj+;@AH>L z@xSQzJjOG!^PE_cE8Bb@5V!U9es_GveR(=-$*Un>v$YwZT|j=G%#=EFmmT^7=_mL0 z6VSPhly$ig|0@Z{3MccRU#^?nUOb5Y$^f~TaCztjm2|>ZgNQSix~@&yLl>fx&Q^n6 zME^`O>TLsF6P#x%fnR#fZ6fP7?!-xfh22-KAuby$?eauCVDwTf-06!av#>d>xChT= z|1rm|2tRnqv~iYnnm|-nagv?dA`peWR^E*xF0>l0@@?NE5W_~j9^MSXzT&7e{fC?h z#F7)2Q?;RkyY=c6OToTmtH?y;E3gNY`A8-^`U#%=nLYau_x}D;+v0FCf%vQ7XANr% z;trFXb^b8ojM2CvO*Qu0@YMY@hyhM#Zk#+22Oa!ogkkj|@Rjm$lKP{lAFVfUu)W2; zVlVoW);{22+~1j-fqM;w`P`1|z#-a9i>HXc%bm|(r6Heol1OfnNJAeWXVE$XaQ4c9 zI;{j>ygo3L^VntNkLq=o;@~IJUS+4VQ=tpo+;3?CK4iIGw5>7$9;SaatHB@fXro^G z(plhV<4oR(Zs4rGuEb?}@K%|NA%ch>Z)BalMS$;x;+GHIMxJO#%^+vJiaGp`&CEK` zu^hJ+F5hZG9?G-eNyNQ<V@w+~WJFvo9;m!#g1#a5a&xNR=;upu7%B0F-a)m;Ffk1A z<6BiGQwHXir!ttPv|vBA-h;H*gZ1_m%>_++0{YG-jFhEOC*!4%olL?WCD*zs9^9X? z{dk+b6#9>q88zQaB5s7`KAE7ve$mr{!S7Muxe#Mlxtr)hJo|1?DFWv{KdwsAkKdCh zWL!ptydvFH*5<(ryq`gl2Ll0li7>jyVVB%F&a2a}Q7`Re+VlJ%<|iml1vD_?+yraL zDPaF@EVY3RJjg?R*PIhp&=<0nNzO+D9&#^%v>0(MCAozu!3cA(t!D`i`2OXZ2&P8( zQSMtQCK&<np6?1KHaJI_h&y`}ZvcnhI{f_x-lc5xmUSr%a{y*%{+@_MoZ=md_AZ1T z?w;In8Mq%6BU8<cxPSF8PaY#Vc-27XesB1lU{BQVoGI|vXQ8n+aj0(;)#}TDe~;|b zE_n(5q-9aaGf;^ABq_C9A=ta4sj)Ao7oS5l#D$%@hd?w$r@+V^0?{_~Fz4{PGm$|d zhhr6cbPsw4+*G|mAZ`t8iZF{}@6T<Dvmw*Y#LuBrP3-a5W87Uc^%nS1gr`-WK)saZ zsM_fY8v^lJ^W*8OoUnJj28s-30<nx_z~Hqef#^r8^PLUx<b#NehqWy3Pg&uLgB$)| z$z-Sx-Nh<b?VCg(^hS{bVrIDSh%LE+Dcomdi%Nee^1(ORJ-!Q};GuCzgh=o)4_jYJ zTb$Pu`RMYU{)cALg<Y|Y=!@|SD7ejq^Q4S9_H7FLlSQlque?IPLFxuKJvHuu(Ky@~ zxWN!V_n}4s`l-}zvn1fX{HV!4BX{78&W%DtUF4SxvYxsUcs*rjldTN;lnP3?*ua~! zH7~zlaDtu|BNl&l4)<PrkC_twP*m{G$s6%!&m@aoXAb&rc8k23%)`Cq{T`))Ud|{J z-t7zj=5##u)$BO-FuWdmT!y&pQ(hH!<vr?UJRE&#;6p{xVP5p?=zmd4VBP(XKvX$< zQ)Zt7_9Z5M9NR}rAQFY_AI5qh5Aofj`2){w3QiSm=R#b#K4jT+F9kZ_UWw3)`>-G7 zex}JWegZMS|KX6yS?p1s54w8Q9&uLSNX<3)CD*;4JqKx^XXV{Ud!h^bm&u|##RT5) zid{f@7W>{K_TS7_$6V1zgNGiXcn-&lc#bFV+g+>t|LEZ-M{e*Zh$ut9@C(+S)r4-i zChiu1yrWY2Rgo_IYk}W&oKX$W$+S(#)`wqPeD00Z!?{i9YuQQ+!Txg&ANUrIevuzP ztc$(y{ce-iigxHPcl~=!@b&4+-6T!853wX`zXsf^->iV<&K`)^bMyhVeBf2{e*+|t zcbqiJSsa5dYi7N)zWXQmg#8RbECaf~kUP(vKIlw&8<JmuM;-<xJ!3-Pg|)#Y;yABa z9TBQ}<jK2hXC|9l(I@$ZdEu{?3o%f0m?PK#^CkPOj5&T0h+Qj(SC_Eg$NO^4y(hv1 zqArcA&3BwH+xt$ws8a0fj$e0rjrZ9aR$=;q^Sp1ZLM<DJytmt=f%Q9q$S-umcZX*k z<~Ma@$MYgIjqMrwRDsK}RpaZoajqX^^nZabr$3DI=ZHuDnNP>@Kj6)gqR%=X@IrU6 z<J_;0JY=OJ?}#h#t6s!|ItqABNXTGtxrThLR3s#?2Yn5{`)<jZA}&eP**AX&9?<(* zo!Ezd{z$SL??o}^=-f7QWE*?(LsDPrA`eR!WoC>5Zp5ECPnT5>J&l*`<8A}+X~o~8 z)9^Dnxh<o+m`BWuF?Sybho6Y%l?o%Dwh3;yLurWl#*r=&3-F-UOTs+bdWZ*imQJ_# zVvaA}@4vG%h}$%Z^qV^9ClK@DZlFaSjPy^=)?MhmKE;Eh;JXfUiPb^ab0{57;s5mp z`hr%x+2(nG&kiG2jL4@B`qxcFD<KYtTw%LNk2qczSnAq`{TXk?d$(Q_h^4J}sQuqM z6Mq>0+1f=-AZon5OV0(Jqi6bEjY<@ONUCV8^w1d39SAp8W`quSLf`vW=R@rAlZw6; z5lA3@i`L;bgk2jXtP8#hhd)Lhel&`&rydQ?^u_s$U$~u;L<L={HtWGE?vbamy3G6_ z?q%<Ua`JiP-EzzoPo6_BPQUKEvv+jT{gV0;EAqXT2X8V=z(+%tC}!YqS3MXe=yFgW zKjToI=81dup|dEy2|LE#U<2TPz_Px+;W_9cCrU$-;3r>PzlYc2=bJ<JP3|f{e{=qS zNi=@YdFrUHFG07^3MWfl`v;u*+)=&r+@=t*FGE+r3r=b$Hp&5a6xduC=b@{<V`>@D z1>d@#!j^Rn@%&gv?twGNYv!Mi+^0uAq3bZTtS|tbRr97T7j)UfR(a!@+|Z{_891(h z$Hz`x_#6mc;m&5iwzIeVrtqO38#3S#I%H%2B2Y&*l1w?z0G>w8;gpCtTk=ULrT-=R zm@eg?_JA&O{?x`5De(J)erl{ceDkS^opcD!gM?+-LM0vbg)cGB{HD<-t5y>dSpfTu za=tns1pgHtcw&M4N7*|-KAjKe!1|udd=K)`_U_l8%7MqXseH0}(6<^A%4mtdXMRG& zfrB6Wz#N#>w1}9OXilOOguRV?EffyX-PuohGbsu7+;XoWI~#c1MR#`VGv1GE!>Hpo z;_39_xZNl|ht8Wxhm)x5m3?0d?*y)>UpG3+3Y=p7u0<Ys4127GPkfj)L4EVnddB<* z)L&yCrDnRIKJd@1<!CzU92wK5LoCq0y>xC5Aa9qUcNZC##{K~}I~%hF<ku`h56Kaq ze?Hc3l0A>l_tG$&53f6%y01bG`w7N=mk|<h4hM}SLhe69{Ese@+}V42U8j4?AAHyJ z0C}mF9r$jC!6#bat(qf2Rpl=F;pcVU+&hfDXl$L=E|$Sg)%V{J2Tt425wB`m0MF<W zS_6O^o4+@uSAo~^#CJvM)wt*Vs(TNUA}^t5l`N}3T)OTcz6_n4XY1k@Gw@2m!GP%z z+$YTsUapt0pNf7GW;WQFVB|e5vjFtny(%By_<+6=ZnOUV$ZwJ|NngsB;5kP{=6@RS z_0Sv_Wm8AggN8jPX}b_7G^HA(xKXclUa?97ug&HaqA=Qx&u<}~VkEGmKg-5k*Mj~~ zlxxz7pI?8OJ>QBvyO+-RT{G~-f&Sd94cuFTpXsjcZ}7AEH$75kP*;`_w;>D0J>TNJ zmQ{j#`0wW1{qLc>o+qbO$6WQ1kTZ<MxF0PiE7b=0LxquE;3?F5zA+seh{HYFxa>-| z#9X7oNnQ3wd)<leDmT86HbHMBcZrvP{jo;&cO=7pvN#;Z6q;O!AN|9ReOX4|aPYU> zDe#upl~QI};Ex)e$1jXSznj>1nWZ1RHq(#t-9{Sl<BwqXPgcx5y61G>?L_^pNnTD0 z=X@*jL*8pE#2uS`a)-fB@BdY8r3N3OGFdFzdA?0Ar?7SVb?g_jiJ5A2N8UCgOZjFD z{!+PrAjS;)9L+8pb;CYSw-~CjKEYlqsUejF@Ej>4!_VRL(Ct>(3U7h8?A2)(eSHaW z;*(iVTPFJV#2Q)MT%i}(zW2BJ2wmpZsjuwN)dZd5b3cB?ecm^xt%aXSa4)Kz#J_2x z&0L>>17F{!F21;jIZYixlr;QL`kBm-^+C*4j|<&dLLL)M^}&Fu3SWOBFwc#9+P33O zu&cq`EAeJt7hcy)U%3?wovMgv9zmIczJy(TdTztOBV$dbZFS5E)qly4GDRF=dVI#W z7;}(o2Ssbavn>OfkCedf#X=s|mdE4okSd;{CP4QZ|3sApT=AXNs;j~0=o38cRO5<y zs;$}|(ns+33yRNiI-u|V9&cmgPX1h<YLtHs_vU-yk1OKpcXfyLoqbEj<CD}Rh}Ts0 z83b3HudRxJ-i<-@CDpOa&>cYh-ENNdLO%6)V)JGwK3}$C;5i=Tp>pTXYrh~xeerWd z)-vLGb0|w_vJK*C^|ROafMZV?ReuCZLnrMbAu5C4d|+A8h-JsTj~KIyU^Dct&@i78 zV|?!UyLLOzvu=?)`5*%ESm-?urQ}ic8L>Au{N0cKn$T~yBJjJKu*zpRG3?PK73hV3 zW~)8y^M&6miqz`~1HW<y?z>ZGqkby(kait*?D><5sPP1O@xW)PA@m8cv{kD3!oMsU z|8^?l{0nLOkKIS#$l#kN=`?EYL>bB{zCiRDqz=A!^o35msI=ec(R0kT)S`vY6nT)9 zo>5&8^2)xaN!EtYHxI?cO(@|U(s?I;-NoFcCWDo=8uWqi;BnP;Jg-SQfDr46K34wu zqxtZQNv-eG)KtK;a|gJakOx?<kkMDP0H4aMBAYT0hkX3gZ{0>elt<j-3Fy6BTwZ6` z{-Ca!eKL|9@z`~{%CCR}ytA21IYAseA=%`2;ZNvLQ$M4;%YcWw!xzuMj;cqh`jVm3 zoQo=x-p7Uhrad8lM{r+K?ce$z$)g`3tR?y%&h0JNX<nPBz}e?C#j(}sPmrQex{i23 zdsQ!95_K5M;)l&Ipx=G#Bo7-|g#X)>#r6Qt36@t*IYYP0R6HnjH5vT^(faAd!I-ZQ z<#P`~e6_Qg6%?{Sf9fwPk@J`FZ}2;pDnazAj?TtUjUX@KcraK8e9;d3Vpfm8gZp^H zl?FT1nN-?_M4Z60OoRS1BYvq!u1}<Lp}yDuR+4zpo#;9dG9}Lj-9)0^@PG&ET?d?3 z_P~!@dQ2y^Inh6N=w?M9{NY|nu&&Bu^miXjTWimTZY{K&#XSSP+COwL5BSp{zAzw* zyy$#}sN{|=D8f`xdKPg&^NQ1b^;*nbb>@@rJTFvmuT*ypc)%2Y%}vsG;5({x9Rq(c zmlA6kUQ+?y5)o5!33=Jz{lbWC_^pTgOoC}H_@~NH?hW8ZvYg*Ozg75w+3ve)ir{~e z)Gr?*{_zgi{_e%+Hl8q@3qm~LYxBuX1)jLRCncQ+Zsg?L-rWuVXfkqPRlzy<3F)$L zmm*%jNEg-^MxU74z!5T>v)KA^rL(w)7MiaVJN;-M0z$?8pzB)Bs7SQHe;!h@JpbGR zK6KTMV-S9GFkGrD*Vc{r!jF|*19J_6b=sPb(Z?aY%dV;yJYdmMub>$BU~%1_|4b&{ z$LkcI75d%C_A0OR{(_#qK-hH&^X?-?Sv@4+EiT1{?|e$Y>m=olii6K|F>D0=^atO0 zn^$@g_+RW#xf~1p37VPuuxB1RnNoAaFMR#)#V>bCyAcnrAN6GSav^GpXm40jBX0cr zmd5f7`PQ!s_jdX~zTO*K;&TLU(YB<<zD7TYcI7>$T;u`t#?!|UZ+`93T78-dyfS2U ziq!x=ysXq;0laCo>>H^H#eRs%)06w5qc0EYDDx^nkLCZ=?9G6@p)Z!Q0scUH_|DoI z?AGHkZ!*mizW&vv=?VN>v5z9>i#Ot5o-EH2&O5r>=K&iN`ozL}O%;LPB|)O`)6l_R zFVt2sso<QB7X@;|?{B~Cec&nXO1vB;_3OK~JJF5&0gv<_yuPM+lK^{Y4SREiju-pB z>;K&!_eB2T;!5rb{FHGB7mDdeU9Q1n#sR#dTe4sDL?iB>CWp+A9z6A;tsX%X`&!SE z9QK6HS8KItatwSmnWMku>VDM0Se7rGN1W_(K6=WE0=n%#3tD5~%)`u{?~6FUWxn)Q z4N2&0DRfC5e~}-k+h;x1Mjh=7O|}@G$21(2@0OW}Is{8By8-Iea^rJLNxqmbX&Djx zmIOWK((&Lt<ZoL#Mn@(yp_|0)k5&ba7_q0v>UCkxaaiPAmos$Ca$&L|P2if|LeuXr zh|?_Z&iSt(Uw%CCH)|Mq9of|&|9tet+>VwrEk{0+wEr0e;sJ*``%E9+_b!j=F-7RC zi6fuAsu6Er-c#4uc`jA%cIMkVs6SlJuTRg!y_h`}ql*N8>YD#C6Df)La>a)yDuDm{ zFQ*YW@j61(xg37rpM<$_*XDQdBhLAr=lH*|6Q@%L{PEfFYnq3`$d6T4&+9`6bX@yq z^B6p|U~wk-4*oT-NGQF4crBJbZnV>HHG7wkGZY3tz5D0O@Cy22V;**Cz+Zwg%&LFF zFAhzNHVW?OB(&z9=7^tM3@mzetjJGjSo5jiACJxputo2I{>$?GU>JC)rOWdRGY_HP zwEL#HYvBCy%o3STx)AwqzMyGHBM?WA{uh_<5zm3sH#zq=0J>6!bzc&AhivcrBiC@= zvsT7Wo)<x1;7C3FG7|j6Rc%he20Dr_U-d{L_R1N(IWmI(S3aWJ75y2y3gfx%^=Z@r z>E5L_vcRvde6ytm?sF)WkQs(zuZrw0S;`prS4P~zkTBv?os-vI;OzU7%-S$T)K7J< z{0eym+@&teFMuwgBXO>o?IQ3dQ6cV@HSCx3mn=yt_()g5=Ih^>mrZ*=`a1#sbW+~q z1LDT~&y2+(@NT_7yT-+CL07FZI++YVyLpj6XZj`fc{m-K+cX649Whv@+l2nQ6`x63 zj5(Ndj1NNbeh1ILn)e586|Z=2n!8~hrm08p0^%HV8Sz#j;!A=3&n8<Q#CsKmNHOH4 zwt~4$aTidBwxlQ=uEaipN&j!OFR<U-HhN??^of$-ck1_hQUABF5w>AMojr!?XA9zN z&~Z2Gc<8NTWLa(6ILEA!6Q`|U&t_)P=5@fShHR=kN@Cap@w?-#1^ATqV2#6la`0P< z^8~$Q)FbTQ30whwnJw`gTKC206N@?X0rt=nYSp;{dp^vfmNedk@7E->2v`I6$aKkh z@xDE2u}|rsU(|?@oIQC7JWs#L{SkDFri?!2w*%0@{0+R_ke43R_B`|)x&Xs+TjkE) zz(v>1)6Ix?S+7G38u0pSxs_5+m=Sk~CPsJgcgAvZ4(#mdD{-Rc`WA_NAg?`~EfIZ- zg^dco;fF!ypL_4dgKv=w97#m}xL(Uj_3kkIhhQ^EZh-qpty^xu`ICI7ci=WhpF>oG z((5$Dt+O4n_3h{jRPH-|sRaJw#GjmR13r;fwtW$KxAMz))o1Yk@ZtGG&CpwJ(>>|A zv5daG2>baYbHr_#0+-5c^eNoFuwE{RzRBo-1Me>5IZn?kR9f(PD7WV_&Pk#^v}wrW ztp|Pll`nIg5%dT?X3uKG9a5bhkN$tyTm0Q_Jd+E0-LlZNYT((C$cbl*2B`1Ro5y?w z@7Z<wT>9X9@TZmg2g%>TF1EZ?OOE6I2KB8+#^I0GUYK0Ffjyf27SnCO-|4z<LmpSb z10ucusDV%T*bunl5I2^cLZ~P9f*%>ZrCcY1-%};TE+KyNu!awmf!AgT8HD`>PHWwp zS$}aJ`Bdf?A4LQ7zb|;bqCmcU@p!zc?g`+CkN;X5_)pS7a#<0?10GB1zN;FD>vrMg zo9}R6KZqB~sIY&A?D3T%yuR-FSK$!!p)G1f1~b7gcC($!HITr3>2gO%b0Yedp3_k4 z{=;5N`RL8Oe()!Dd)BMo-~(z-iS>x<mkf&jd(a0Q7xB?A0e;UqR=2DWf&2Xa>beQg zA<T|-=;NGiS^|&N9YJ5Xb;8LJ<WG0J$42DAUo9+e-a4Lz=YuAE>Aymax*ENFdouFs z!`iDwnpctc@wgrTfP1u|EvX(qf;{0a<FE<hvX1C;;X{{^Uuo`H(1N~qhRt&Q&KcnP zHqAL(UDQ$P;`NoX&>v>iO}^7d<q{MT8;aMpN^7{gNh5EJ=AhCzjX9y$hi;q#4kbFS z&Ke<()3e=K?zoM7eSb7Zdl&ZjEOg9z<wJkZE}@qKu1yLSt;x&4e~MUQ9FZ@5s}<v6 zsX`v!)AV`wL)fv;_X~}D*uPeBy~GuMF`_}av9nkDA@5^H5!~l+o33;Q4f=5SWIN`n zaGxiJzRV-ekNni1uteNWn=$<Kfem%fYophlfOqR^M}>Cwd$lZ<bR^(kLb;r`3*P60 z+iE-;`Ya_F1a8tIUSAf~msQciTunl37eyZOGx@#r4MC`LJ7$ou3gGWL(bw3^hdrHP z>IGyMz(*v<mXsraU&gea+0f;pJ7U&OM<R<{Ox?1>eLTo}v7NF9^~_nV4~BT%?uUIX zJGy6D@2wODUg#H!1=p-_jzaAXbCEl7n}2hfZxVCV4Gr2CSJ96kHnt{;{ITLvy{!fE z4t?z{bw1!=|I*2pMevAMr>0nXXAoba4AY;$ULJpv(@-4(k2aV0DTn_#*cG^QBW@Ik z+&vqQdr|$?o!kK)GfklN{D?d#)H2SF6@L%?s0$;LJNU2a!X6Xwty)dlr}tp@GOQl0 zomR*j{yvyD97H~qgM~u2@Q2Foiq(72m-Ob-H0Du<_ES8UFN3{i4R&+g==&zgc+;B< zo?T@|b5;~M6`o(r^#}2pUfzK!2l3oXS7hWj_QRcy%klUKJ^Y(g$FuX_cIJSh4!%5x z-$%J+n~3wWEV(I0GYI?FO{{b-#pmyAjT-_UOWAwf`*92P$KsqpS>Oj<Z|e=hQM|5? zjB7?8pI0<tI@APxm7^srez=b?VO<U_UDO%U(guHBfsP%gL3SB9+%ccS*Zm)KDz(wS zZHLgmr*PKR7ChMIkge<pE%@(tQVJt*O5!9{Q|v+12k7+F2#1kB+6wQQMqcufLpP-l zcHR0sx>LCo{+k+geHHd$EmRlK1pZpSS@5P4{#5hdT1OP}?4xAqx&ob;3tlO|FM)WX zJ1<Icf&_e|PyE~>`mcV9%GsRaMg96tYI_Fm>BE_t4>I7Frxe-`j|Kog3|R~t)zJsD zVXd(UJATj`wrUCc_K4Kn_j5n`Av1|jnGtsj%xh{Mc0wn7=+kusd0`^2@9Y=c)3){c zVY<)AyIMZdJwV>tp4_taz#hC{c>P^yA@bx~s&p)PU2k%8^(R5>k*jrDEJqw1dZDBI zf1NIngIkaT{MqKS@Cf4d^4?YR_v!do=osCy8FZqRGn&jwsAqmARon!xX}R_%-2u-% zP7U%;>D)yik`I18w+SBmO=$N}a2cMzt{X5B_XBpnT)OHdf;>)>GHFf`xb$$J;;CRf z|J!pxM$ZL0_6JLz!|<<o5@o;9QS^y4XQkYNE;V~p_(W<T;zHcXy}rPcyWvIbxj27n z>(W*?;H2u;C7VGHyiS^Ak2>&a{<=r!O-ArhyFY_lh)cUWK9XkYARnjBU{OcBGaC(= z5drQSnV2qIPsej5EItxA3^9M&Y~b%diG27UeIyfbk-Vrw_s9>-AC<;_j73}_v$=h2 zfCuNMTYR(|@%+$imSlVh>i@QJqGp%T&$r3O*dLC%b(NX!%}1CgtWf0S!#y;pw|PYT zLtdYFG(g@JdaPWhhbn&0+orqgUF7J`V)3M?bwK|tjr6Z-H~2Ft`^=4-=zs9Dyll^p z{w&-7aue&J6NM2vEpQLkpHImB0S{sDs213_Kp^^17_c=8f-n818Mu%7M1u-@8xQK$ zrP=RQt5MIGHjh#52t+*TsrJ?Rg1Esk*7FZImq#TkrHA@Y*}%`5vIYWiB-2T|nE}5) z^<GCd6Y{>iDCM-1;H~f4Ep1`{ZKlTuUEz002cI<L0MF7$4RdOpk>}Wv_Jwue?}^UI zAy^<kqfl80L|m^N%@BV!4BdXk(fm#(^zqHdvrUL+W)w@=FY)@hJW>Bx#PyB3>Qg-M zvzCFjl-A!k&(n{$U%8<VP5ZPz3;0d_k0eQRKlnk_tv}?2$iG>b*neq2cUe*Ndg27$ z!u_9jBy^<EJ=+bJ1W{)Yn(a7GL>xcXR9~<G9VGG1*$tfckB@IYer$u@+T_V&{~CGR zaeA!{=m3?>nF0ymNx4r4Lvy$B{!>9I2cyBSNNuM+)#B&9FDyTP3SLUZvoOJp=lBjf zr;K?6kM`d$^^pZmI59|TS%EKDhOpLyzlawJR-699{n1Si+Rp=5RDPDL0_QEGG%vUH z0tZOOcD=SnU7_Of+Lr+M-Fih~9=_i*e?zD2B6O_={xARGe$?v1SuZ#PS03BF%=18B zU(-)*(lYd|h7B}vBQ7S?@eU~OL;bzFR<{G^HWX}MeBdqS>Z7&yo?gO!qR~mMv0BV$ zdHON3Lw_IygoLf=BcAdK+v#j0E>H?5{C5TW8BF#nFrLPIf5X2wwMEdsWyaqcQ-k*m zdt~z=uXszxFB}GbAFx=q?2g}eDq+Ks1o*R3=;iHzbNBQa*D_f{|J$X?W)gkOF$B~J zUAYf@TD{Snxf}B)?6!eH6Ue`siUSq!ezuGTb)g&3#cnEll;iKyI4H@Vc?t6?KD*Kv zmoXpb&O-Y59dub88sU$KL$fQ25<$V36QKSaR|npemb9^J!w`A<%;EEtfrvXf>Ekts zLw4`a#7yNve^t6TL=g>LO}onBIpRtR?|<jT5pU0O>e+=OZkoAKEYJfN+B-K`-HhR{ z**{XJ_Chy!c|m;Vc`#1PT69{Xm?N5<%>Vrab&e;y!|owpQy%q-$VDEXq+fj65pgr` z_EHe*0CYl@WS)Xk=r@f%R78z=`<xAds)Batp#g2zwpXA}7Y@mMK|D-bjcZ$sKp%F2 z%~CV;2Ax3#J|1!C%11Iy+VOerQmWg#gSSo&^;p!QFYlYI(#5$0u+J54(=W=Hw^I1T zr~C>1v|p1rtHQ9~)LCTTAKc5D+FL#o<i}D9mjrJm;Xdvhz2${-?HiSfIE1;--!=h< znxe25x7CNbuM&CoHGRd~>F9&I{@?Lp^j{_t-j`oT|F=&W-w^@KuN>gB=VPkCe2Ob4 zF}f4`6*b2;7Qlb!n7TtA;r?&goY+^5yyX+?pUpG(ckI}U<yRB>caOR_5#*uQ41Irn zkqkP;xLMdJzAyWG;;0+=<$0QcXZ9x0aelJw`3=8cd?x8y!HRya>!)2AlYxicebu^+ zh!2}`VOroZx|5<eYU9xlxwlrk7k)aU5GTbm3tqW2E5iQ*`Lnj9GuMv)5|U#jV6Rhq zGXJxhL!LnYviAE|@S1(YdYiZxp4*BacJ{%oPHK<PVZP=&`DvbEoOgRRyPOC3%pdD9 z&x6|Nk0kbRkIMsx)tkTOVo#D_ewbGq@aM#hRWBV9;KOmP%`djd%Q6=V&)&efzFf&O z3B@_@GZoqeTu%?*eV-0`pJImoyNB?zU37Y+@9><aucZtQl#S5kC6}f~u3~=T*M0T^ z*o9ZfOHp?C1K;^fHqsC9p9nXrNW^>dkIhCTi05yP32g@;Zm%>h8=S^{^E@8xjF3iu z6o*pkwLj={B2SwPq=P=$|JHryIfHM)ye4SC*RE2C%^ey859VLdPD35VAS2Bu3%uqI z=ajf6aG^h3l5$iTy!}eZ<u{05G%4i4Ou)6(0}{b^fiGrXpDC2%oK+?DMNYx4_E4Wb zF$}zo9kmX>O@{qYVS;wG>N|R?IU_IPBFn+>!r!#$Yv_1-B2W+bl5o%?S`IjS;E?ho z=%B`0bJ{;t@p;lX`HJy<sjaJJR#xak@eVn%KH^5quul4Z9OqAZt!OVB{9@^@e?6NI zK9_%^0F5`EOA;I+<ZJ0pe3*aWjL0I+M?iL)A_V81tNx}I_k561@p%gDQ>)L#g$}>B zh((FGX@~i&V~<=sVei4G{<&DU0(Tr1Z~e>yo^2jtD+0bN{BX|uas>EO{!qsP_a`9n zq51M|>^&~?wEBYn`Z9^H27v|c#5a~hS#hX`T0H5t--Mr>;%Z%RF$ZqW?;hFz0ldWU zMz{K%9UdVY<`{wg&K?cHLh#}LW}L*;!MEMVG=fZ9k^cnTczNp;`r?H9S^7^PFM1^X zNbxLi<kHD`ZFcl=d4=~)@nQ~`hwi=-;?4GV>A|i!@Y$dVQm0}(XU=2d<-cy|NlUx5 ze?_6r`gkd)^%MHbJb$m&_#-|Io%m>n_)&gn->$4t?EQJ(-F6lC<((Hg<pCW(v_We~ z68IUV<r^qm1YKfYhl7Co_mi3mpoqo!QNB=EI)wS<{KQTd3D}QZ&rf^Y)17y50Zp)j zr=c|->VIH|c7DS)ov_0ywc&8s^*~Ie(ns7|pi;eRFzi?EfI*EP_^g&s{`*tzm=CJH z{x}i$KB=_pjW#pl2q)D8MJDJ)StCarwoorfBp<ehA04BgUi|PG{v^w}{S|%7K2O@8 zzs4M0h34x&)QBfMwTC0}5EpLsPN+41#p^{E_n#L>{8g(lae4;cJ$t;d9lvMdY1iFc z#7AZJ^jFTXV@eq%IdAw`jj7}(e`DzGDL?Nt<GhJ4>P<BecZpk{)U#v|H`jPa(reHc zY*8>J5QonZs{NOI5%tME=U;_YLT6JLHeI{~{0ZJjE%}Lk87{d(dcZ9?7k8_4<caor zPPfK<peu8(o-2Ue`-Z;rFU03u_kWr59Jmt{aQ5+09mKJxkKS%zZu#lh0YVt?M2JKG zVo?LmGy06ji~_!YXk1egx<z*1F2nmm=;Mwcn>t>Dy7Mh^3lr?6S4i`n<Urs1RFUhp z-+6c9ThccN7)!waB^LYS1#nLLjheeqC$Rdf-LyuHeMwOhj!MO-KYZPoCjjrSU9@hJ z)o~}*xn4BC4m?U1`&UMVyyD)23xbYZsQ0|kW@^Vhmp{06X#oCn?cHe69NzCu0=XzD zaMAOGk%z<r@;vPTjbFGA3L%@xhf>HZ1LF8dQ&9iCax+<k5%KPm^R6{*;7N18(jel0 z!9uoJxdZC`f5P7H!MPPC#a&HGMSQO?_#31Lo&FM)ybUjK{m~1BRp@V>aZ)dg5kIW+ z`r;h9U{A7YC&S;Ojz=Hh&;lMDtW`dm{2Y42e6N-a`a5!r`#m#)&^I8>=JXSM@?gty ze+hn$=~2?ibMP)vW;4Nl9(-PgXyfC+L9T@o=IVRk3(M(U+Kz}*79;_^Q}EZnP1*T4 z|HeelFBkFul!2`M<%stqr+m3Ak;gXtmn`}l`Gd-%vYOk=I3G>z*CN0nsvp$?S~lqC z_#i^_hy!^pwZv`Dqwwcihui}O;3)~*#X|2<XFg8)`XBtP?=uPG`vmZoiqjoG5Wkw| zNXNohaIO~G0>hYN3|CKV&9O$G9*azx1mgJNQ^s=%z#n#sCd-g~<cUnXgCCS)K1(TU zZ{H~T&%6rIX9ym`;GlH61D_{ktw7cceG2xiQ9<A}yX|bRo+`vW{rFr)RttRKakf2u z6zBi!Yl0KbA&iQf_n0{Jxsj_}-|pi4jDOMW<T?9$|8&&?-wH(AKQ;nqe6Kc9@DyW? z!!t~i@)-0Wv4I#p8stgm-`y-!!koL;zvNK-zP5PjWE$it#}2qGrl&!dt5jxm{EWC) z*Ay(o3BM3tIm6?I`pJul-uJLSQud2ZuPoe%XRd8BEdf78tbUl&$RZvq|K6;JJ&k-4 zobO-8^ZvLa7^k5({V@?zdJcbS7Ijdp#{7sh+g^TKF?XUzw@Kj%*r{p4h1o%6#2s$- z)+ImW5vuyZQQ-YupIUdfvSZ)BPX3HMc+%NTl7?ON$QOzeMxVl-2{$hE(LToS3+9io zL0`tqxZSZw-%xLgS11yQ!o0%;nQ1HN7vC;y44uh?o=bG(RtUzt{&(|N=i!gKEJX%Z zg22^}f$gF=m+$AkT3;r|UQ@r-nR$Hf#PuNciW%sxyi;bvhzG(c1cqNnFh4<Lp5+Zf zowz*gMI><EK`ZUBJoM{B->7AK=uyY-{Vv2Hi+Jryb$t>zlc`4TI*I)7XrM~_EclkP zS2+D1=+Ol)oSh6%&*3(De6A0A#nj8{zDm50*x5S~me7%`3eDSD642LmMCEfC{I4SJ z^7N=L`W4KnCLaMub(GjG%7Nbvl@!*L(CvJiYjqA^hF*H$33n3gl>D;MiaYGfJ|T6; z9`Q;uN#y(@aB7W#vD+^c{Wviy?p-I*hZpyAYh4C$FzZ(Q6h438JF@xr&?{aq2i$PM z?>ogfrSR%I>L2ZL7Tzy`*PC>%;)vhdUPdzGxF1V8;?{-({=eF+z)uN$l29gFxdUCx ztNaiza4d>q!@#&3c}76cfFE9`K0({U3Y-h-2sm<i8~WjVfO9Vi&h69BDwcZSP)91? zI^tm#)*8(|#l8a*!z}yV=v$GakIsTW=Wt5As&PU6V_5V<ktXcSqd%+&I*zW0>f<e( zYh~qdv)?%Ske2jc?CjlJ?0*@5^a}X>S(a+G$Kb&k^|Ise6FvvBGnpHx6HJj#?(E^0 z_HL+GFa!P^=jAG?z?><=_``GXAHkXnm6^bSLyx(2%klTCWO^R**M(iNemTYzi01*A zW*^_#mo(>MYJE)+IPl1#<li9l(ZRMzEu1%fXifIcJeu13n_5OGn8VgNsn2s3aqjVB z_l%u-@|OWO$`Rns6}6F2#PbUx)_aL+s3(W9*Y-m9NnFl}a$Ujw$T#1=u!Q|3otn|J znVA1MD?#qri*r1s|I`!t;KzW`YI)#g*+O%06AktSX-dEMIE6Xvk7ju~*D<$SNaiHe zjQ8#NuGbL;T$_?BDuQ2zRd{|nIgWdcosBeR0Y4qlBtIgAzMvHKyD#<vXXOsvKLk6> zCErNUy$N3Q_q&Z5cyaN*hmXU-SM6svukCt{pPOegngQN-%9iN2*n;oaI#_K!#2gUc z9GyZJbR+Gm^COw4XDJ`$INXMMm&4OC)$h<<ce&F#!jDd{$Nf-^#l8N%9_kIg_3-eU zww>n%vW_L4`44~B-DWjo7vznZ6vZ}l+vxkfpF*3Dd^-0mVYYn^`O5texxXQ(%g}B* zUd26(ISm~g?g9U;YM1xH>&y<&&eNctW7~GyA{KZr<S`hWj&m%I9A4u;j6Eo)lvx;n zTQpI=ivFk%TBO<R{eg2Zep{Q`rw)AO)lGE4``CW08eOPDAB=}uODR529qq=s?Fs0p zn!2n%KZ2i2&wtj!@6m0G&d&s1mG)d&pSS{^doonXQ4)PN@(v5<NKmKn4%AQ+hkjxE z)X}L2Jf<iARsnF-TVwCv3o6J<B{M!$0T<%K9PJu`&px`^HiSdqgL&3Un-<W~J$+dO z!K<$Iz2J^LgF1p$U#Sn`TkcffA!E56UDoy4edt0$pPm0%!=8g9wLDjsP=7PN)h5`B zKBY&ex8tEFCfQA9RL7yeOwnM93;Lhd+q+y+z^!BR7kn5p5Elx+Zj3UZk4d$)shS({ z^VDG{Q9tNG3!;KW;FlZr6cxG}z?<M3aXdKx&@`Q@ow?=Ma301p-mst3QIkHnw-w9n zSa-y0BOT&F`##i}{yXcc`3Cr#WlDOI9&tF)S2B#&jd<K`vMnAz|9C)T%n5NwEw}Ep z0{nS-QT5oqhq%|o3K?Gfzu7KMe9!!j{vIJ+s*ZfU#F{xu8+{sYWCwo0K52Abs<t3b z)3{GA4&Z%lVs+@&_MrcU{Kdf2DfnStX6Me{p|{D+AN%n8!UN;OpGKg5{Y1b=_XhqB zjp~wS)N=$PbBcVB@A9c^>}iHQybGB+$PIpDR?K*h3VNvZr};Hr=tE(HeEKFi_?P)} zbU9vs?JJ2_3hp6MGs4(^nm~*R-Iv_}-cugv=e+P2dTZ&p|F{hJRNgPPnmqJjHf`p< zWdq+ilmBVoe(aGkY;VoVh5lN>8&-p__X!3aWBvxckMi5i7E9<_PH#?ZfET=^zd7Mw zgy-OVCFM?jiamZ?_svG|a~00(6|X69PH$r3E=eMOTwrWc*asYltW$GhLtb?8<&%C| z<S(DEoM~<V{$A=TJ-vncf7l;iH7n$;E33{|;SYx$*9WJ7gDs0g!f2Eumgc6iyCOd^ zdt7q+2Kb^q<=rMh+`o{~jOE-A`laaf3{v%xx4q6Q+%F4Vd#Gw)1JCsyPdMW3>x29x z?rVY#?lt*Q6ZL)IUUI+x2P*KcU^xL!(bLGIv8YE3eB+JoZMG!D@k!Nl!u_h?Nu!5T zdXAtz5_lt&lNWzy%#90Y<IoQu&wX2Y0r?k6kh@nY^w<5T&dNcTl^W7MGj|&N=CNtf z8D`AeFx`3DDF%Ifohzvi`gQrAfSJBT_yJkRM@}Qyr@DsHzw_Xw(^Gx5(8H^ivftCn z;XXu43-<2W>1XMth|Iu!9p@q{<Nj_ft+i4?uS%A;6}}XK=fwS}x7nW#y}4kdNF@mU z07+f}S79%SAx0l4qroc%ANfk1Lj0ea3a&@qa(+zv?Z7kWS5uL^>F}o-axJmL?Z`h3 zTf#Q*xqIGEy_tW6y%!h4uGrw`_)aU>2A#xyr=QWm`eo3&Jl#6xa4+9o<1dM%U_SC0 zYyKq@;7ggNYOWJ>A&W6#rxHAu@6S2IZ@UmDXtRolYv7L>3u@lr4LV9xfkEJFjf{TH zq~72~i7MBIrI7E>8ni22LVSy|C4?Zp^*kSb>GvIRzH2MjvIg@t)^V(h;Gv>?ulP&A zcLuB<Fnj;Oxdvx*GlS3T6c6NGM_=l7J)$!&&S{R{m#>==^*W_Vle<>nNp~rqKexsl z#DtT5n>+Rc6zkR;gx_4t`Wumf&-0`B-`s8Rt=RP=%&q6KPwQB2-3sinz?t;;;#=sd zdSB9x)WPmJjec9fe%o(QSp2?@{ab7wro|RfH@<h)+(!%c==^ok2=8;+%y;*7#N$+E ztBa$^^9)X0=8blSe%wjqX2<|OJPM=y4Ew7zvK0~W1fQL_?MbGKJSO$M@nAQ2TSxnH z4(wLIIH7t`1o>hIA;=#6^NTAQt%is%Nd-X_yheDgs8VxP!8JS&t#;<$=UCLA7wxjM zNugs%tdZ#yf<I^roDx-VC(=Dt*Au{bpVrP`ApzbCexK5Ng*XsbJ)<Pl039og@s$|# ztpPoj$j6oNqlEi>uK4-$+h-~qz<W<uU8-P0T<Cr<<0$X~`2X8vTDt&!y6Hb>$ier7 zh{{Pdu%|bt(~H**BhIEI_bI=^9NVp<<`{w_28(!jrXg?3`2L#y5-aM#1(KZl&{-+l zQrb0uFLII3eCIYXFY?M<TDk?#;VnPN=3t6`gV$Bvfxx{?$=>@6q43{5y`gG+z$v4i z=nmjtrvV46!7=1pJ*_RAz>Ryne2%I3dvpul#Yc?+=a(MPwgWG6-6(D`f>%C}JYtWH zaYWX06lJF14-M-A@#S>jjdOnQq+s`E!7-t$w8*DzsI`QkZwRKz_bCT}Z^hj+EPajn zE$+v&=Mkq4RAxOV$2q?X&pH~q3f%gUx<?*3rnGV0P6_cwQTSSnmp$~2zw!f;;6u?j zENfrf#eMg?{o5~$ydv4+$e(Z6>+iZqEJGX!9hNYThyT3D<(KWKb0cbZ(PI7xd@9T+ zUkQGxoiftH8h|~>)pt~M!BaHYq65Z&OZQq!zGonQ1{~dOmjYb)@}k?-lneHJteI>V z@PtM2M8q=k;7Y4o_4A15VhYqGJM$?@%M|Uh*mLq>Z0MnYFzTIWEBMllF>e}4ax~%u z_6;+zx9^AFX<9xmufh9zk#vt03BWE_UeM9w{!&WWd_HQR|LvYdmk|0j+_fl|LxKA* zEt3pM0>N9zi+VN<P)DOV8~YCNCS%Ek@7)CUKJ1f?+u5Hn{4?&=Gk54)d?jhA;KzKK zmZH?)ix!I#0|ofGJ9;dKeSV=X)FHBE$BR6|EI<E!C3IyK8Ncs}$R}xTUzKu(znJpX z3Bu35<V);p1O7#FMNr-ihCS}}SC|xZBYsz28IqHR{aTS8-PaA>aQR<>t_1d3zG2ik zEChUdvWtZa`QMYmjKoWP*pKDNDx-<-=cn&J=xB-W%XI#%M_is|DwuOAK!35&FCh>3 z?c}LatzgujUo(B9>B9L_wTHGh0f+B3|LCwYL|tK6{}h=eKJR7^^E46jC${yCB##l# zYkrpg@WDOguTiOEzNgh@bj%v_yI0}@lr8mekN-8xalpRksGDxkuYrHbUX>6{haacV zyRCrNzRxpb7HmLYWn<M17Vv;fAx_Z<@T_>nH9mg)9Q*ViCQaZ^aDaH8Cca)uopJOy z&izZdS7l8KcyE}Trz9ilB=OctulW&wy8iJv0RK)<y7_;H9}YxZ&w7MBP`vZXuT|(@ z1<xu3nSlES^skk~IMF}C^|>op3jJcVB`V6`t5%FpVt3}R#%?;Ad;(q>`?DYU$_ISc zJW5gxyZ$#JSgDbQ`alO&Vg>x^S@`_HL-30@$~$D`h{tb!-(cE#9)X6<TWMAb)bSXM zB%ZM&4|lbulcRPc+ADumZF&U$*Xe664E#-U`nlH01^g@<J(N@pe~mGHq*0AHWS>H@ zvJZ3K_Z;%e@p*5?3;6XS4tVojZ99kjw%<A@)#wKLh~KMC5|ID)NBl?X77M#yQ|DFK zjk-c)$89#u&z*Y}#NZFRd>8#FtPnctF}kV-15M0HzPiB?je2z6CGJ++-O&Bw6Uu+T z#~j4HlzWl~z;`%PTz8S7kLLDwfkEK7+~Sm)3~*B8?@~00A>w%2yA%QB9g9m=!-wF9 zyI%h%p%0$$B}ns-gCpw6wfmUk9w1(Qx^B+)7x|-FEXOo(YI5!FkMLRWpj(5~Vqx&R z;H!~q%J_bMH_Pe|)Kz#c8j261USS;d<3>JyKV4^!S1ovXrBGr#H}-9oFUVi|0Ub(^ zLs!`sdO6p$w;J?Xin(c7W7z$FibC}(<Cuf1G|1wEUwYY1Gi#p#Zdp0KIO-2Ps=dg2 z9`_o_efvqjDRe*Yh-0;g8=G+&vpMjSdad^V^f7l=*!^Um8tTBEpX%D^n1I_){r6tG zhv(1w3!RAtt{5Em`tryPbI(JWbIj1KnJwN{D8hbg8CH*v4#F-6X)4UYS1oMEli5FD zp7TQgv>*5+mDESkM&OJM%4r9GVLn+q<ao(P>|>z$P{sru>h{R#)N^XM*F6zxU3ZYr z?Q$v#GesZAn?HnCz)2_SGmU@gaE>J|Mw`exWSD|e`fzXGZrQkpFC+fnQS>hd&(V-} z%*($I-RQ%K-)|7F7==H0uMVJYdeGqY1bE**t<jkL+vp#NB~N}%k8^gh45dO|nnf%P zD#d-@d6!eWFVmIys!CA&q8oTsWo}wa8thh8dE^+*iIut|s~5U;sJckPH1hBMAjKbs ze^IaVyIOD`{Kr`>y;%Mo^m)cfvxn%P8SW5W+7BI+U!+9pzZKL2JgcZ>fUB;$GK)uH zH}3V4magzio;{78ZQyw{cQopE;*kGm($Yfs=ii{{%hrf@L*M+0JiWjZb38PI5m&D- zi9b0Sg1n68_3fme=m-CKOu*6v`w$M9T-upiujMlhj&dUq$-3}##dp}h6!>4iFZh$# z%I%>N=pBPwD)ruus7Gh*uB*#He;I-D?@9cB;8dgC$YmGe6~40$S8K87&z3A&6@08g zpE%6bggTIDUamj#_Op9exnCiU1e2*Y{X*Qh<=2v@LIV7e%NE^F1fR}6N}}D2e30dN z(s%HQed0kS^)ArCB*Z=v@p-;(3m&>ei+v~s+w7*`gKyfT_#5Cix^ids9=ibEo62gj z3-LZ*P=-Yp{!#m4;f=IEc(F=BXx$0S#Tl}CyTUH%U*9M+Lf)1lQNA$+d%ym6n=;`c zaQ?7;tq1Uj-b5z$Ch}>IwFt*x=zI>#Jk;xMz_rm2eZt7cgM-Td%5Y+z`l`pX{#n$s zGP6P}uxIAVFFg%;9ejO!AYN?}eYU&zT-sE{-2Atr9r-Na9i&%Q(`BJ&$eu}Rv<Dto zjR((bpr7Tv^<@h$@PENseJvZj{>RYend7*RfEM*zUYH}TS^o5LC!WmC$;iQvu77tw z#DP3kl(K2`Iqc%&{YR&S@pXgRoIl@D$4-<<CEG;&&lD+o&5rm>mwEE!8*bo!_1O>I zuph6_DFSzZC;!A(PJH@`_))fPMg~58@gUdMJ;c>=h7*Zgh_^A+=U;fh?kDB~e^kKU zgY+rGM24YLkXcwtKgPa{m6uiW*aI}tmRmmz9OGktN*WCw<kEA3E7A$~^-eDCF5++V z4}rMQm)K9&c8y8>ANV0x-p%ku@Mjv5o;e2aSNe92N&Nq^-F5R7?9;8`G5C7@IO>HW z>SQKlnBTn`bv?8b`vGtDg+DJw9neTDJ{|n%fj7%u8So`1rMq(h{~>=4qa-mA01sD_ z%jQ%<J@7<KSq$ub$~rjjC-`dWN;K_~1U|R+pyGbSiOm`Ljt=;DS}Dg!{}_0ZSI*Ci zuuF5XW&0gnDYJ#8a29)J{B9^Wf44-xH*K84Q9;BH=cO)n#K-nc-De}<E2lGOV?q%( z7`MN?+XGw^zL0*F!5MLPlZiV7^@p3?+-Cm)_dZyjE$Em=Ka9E~>8cUx2A8j%<CsO> zI9s)4f%qEwmVs-h?zZ)TUS#4E`esi!ZpOjRV=C(H2k~|Gj^6{JLfF&SlNlh(20NVH zZ6<=ez0#5W_MiRWRb6BDCg2+@;s=Maa39k>4_ypk-+?c49`Dq<zZ!CV>4aa+%_M$T zoda(zHLnQ3Isag|-zhEaPE2bt++~dW`WbGR5h{m!+aw7IG)Db-pxtO^e{Soj+R$!W zJg=8bpjqTG@&s<Ttugq~FU1#kV!&s=vnPF-=0X3mXkX1b4f37qm3JcXy0zYG#%sV| zg+Dzn*1%tA=2DhDnSp2j(Z<_;K>y^agWGB+q3hIAM{DGuZz%M!@ZK!&kH71;xZnpS zL4gh8UBD&dGoGu!CzY}L4U2OGVy5h35S=0NKt0Riy*Ge!@0-?$<j`%S?*6(0UVFmh z5@{SG=1cz2?i%mFyzR;11Dki@Ush2u4v0Io0kw}@faiXJ`KEmMdS<XF$4%J9@k%8X z4&*EG=OWIqLf_E+=P)}LgmZQ}CswNt{cNcs^E2?}v15%6Dfrp3wKKbNqk*GdeK$$| zqTjPq;L64j`U`_rG)NF%qddA!3)>>k7JOi6mW}(lcxzI`4(IB#*lj_Nyr9+mH*Y=W z?#g{{2eyDe=x6LZqKkSYRo&kf#DkLoIys`6?!@i1LlQQ?DNCnGvHi&Ze#F1upCpMn zu#Oq_zl_i^(j7mi?Bt<;-j-+~-^llK^9Xl!BPzAjDsrIS*EzuwsLc)CFE%51M^EY9 zZYVyN3q6tY=keOZ@UwBAYEMzz*NdAq_OQF-3ZFFj6Y+Paf0du0gnxxHx=}uX{!!QE zk_VlNu*LOB-WtzSppfQQ1^#L!yyBfh+)`#ZV&?r6yiCYyd@po@uR)my)WJ_yFK#`g zYRAuqzd~k-xK1Hhdsq+q1OKo%xFL@1e){Cz&hxry9(d4oK{s<LDvdpJ8Fc~SFootE z)Ps!pv_8%v4!^7zPe%Xf(mD5PV|?8`-&5!|KDWq=UIRfPy#D%EK6UVP*Oj@FQ0#}M z$ZveFPy}6}OpQ+g`L+k$xw$b#oSS)D>r>>3;uOwx<%plG+oWV4(=g{rn2XfBiN24} zE4rZ%plhVu39Lt*_Mo@~$<aX6U+wp)6?@@+`r6h{f>)Va#!nsl1iep6x`rQpmAYhl z?FG0G;p`3m+eg5E1^mcU{y?XiG^5TrhrIINp6g>h$O~*p{Fi`lgOWU^l)%@xQL$)F z#K*{v&r}}Z$@&8cKkkDU2+&_+GKPI#qMjE>TR=TxHsbtlG3eEQLK9S@U@y^zTn_j> z<{>i``H8?s1NZlZh?mVQ4vNpkk+&&Vbtg1Jzv-i1R&NG>^w#FD4@bZ06HAxRSJCfJ zTATk7_q<|c<ga@N{H9UTu0Rm;Hf<tfJQJ9|nyIQ(20zSyr}2;M0Q5A|2%0MB_}uH> zHSZ7yQyzSM@cIetvUPp*7VhJ;3h%%uaJiwlsrlCr_{;kJMsvi)BDPGY--yE(Rzm(; z-G+|y(NwMvc%sUiadl1w{Yj5mPwEP}6IneZt9JIejfUwjOXB@#?ws9R7{~8d4gB0w z3tSl%FmJ%`Pu4Z0rF(~aI4i980XoK<wS_Dv=0a)eL*3L*x)XgD7|%PwKRYN1p{pL) zw{-CZ4L|&-Rl<T>6L`q%`$|$CaUy3><?><!{M2QSrVS7Do%{*gO8lSkH{&6_2<&l> z*_SE_e6ns<zVO8d`zZv@J`e_uzRemgm2ks3KRRRZ-xuh!*PnE^9Y8(g!~>I1_}5h* z1!j5pLs=@%w)A<#2{E<90l@#_!JwXBq=-jHjQUH>agUzP?}d?f6Q+~0GmJ40O=hkz zngzYXUAR{j_}X*Vlu8dcF<_OVMv46APIcFBH}LYG`%34#!LJ6ZE&E>L@1bI0D9a|` z^-tR9S%L3`T}4r3z^g{nu`sCw=-X1liAjhL-zKR>!}bCfSW6z7BVM<qJ$0)N!d#Y? z`|xArU3=x$IIiNJhyJ5--q9IfXNjvc!+**&L#{*sSF*FI_u1s5-k?LScL?|*<-(sj z1-uHg)_Y6;4Dn&%I)N2+*05C{PHPYJ7kiO-pKM1T$r9;WTQKs!#p;?;bLi?t=R$U# z|N1YW@pOz5aO0_oTR<Gn-_@S(7tSU2-^pNK*ty}0A(tcPp_7N3RFT3?n3B&49Dsl2 zJ_!3diqHS;;FEDq1=J@(yZy_rgQvI@ZtB6##Im%6*)M>PQ9H=gt-y{?zT%a-g8CjM zt^G#=^!<t<fn0gu+;4tyrHjxrRt5izA}$RW`fq9kfY0mlycCi_{kJlY{{ncsebdF& zDA;3^8OxRh{+?9fg##*s(D5g`lS+Y`8^xcl??Zl-#3RnR^Bjg$zvRc=z!|lOVHxIQ znD4*;@*d+2ccM|(`TU)I@3N$CJZ@Zq-HtXN*o`>+IkEe{g)qd~Y-c*EF4PC#9_G4@ z{-$87zBp#s^_`hJOHzHX$Ndi*Yp@T|#7+Mz9dJrq>fm%0?(+=`54RQWGrsR!XFlTa zrWNz^(t5<h{-n=pm^1Oy%|CzoBkFdZ6ErGn=-0@!K5D;)IN$6e>k0h*;C6M54WBpK zFo2228@l_8uX~CSAD&$9`|2wWT&?n84>dvFF<7x64u0}mgjRI$DENQ=L$ct00&)97 zPkJ}z9>iGG%0lt4gxG$TeHW0gy-<?>76)C#dEs+B^o1|fwD-=j!hhU<-ek5$JbHN0 z=c*@oiH_rcXX}v%kY$jPrDBgz)P}qs^0fn{!t-{c*n@WSL|q^9o&ZU~et+cUuf+5A z4eZ6f?%m-ns_<Lc)$Kpr?ry|OKTaG|fj{(ykKJQ=k9@w8oRuDNFXfbtyD@lF{I~B% z!v12eu3V>aZwC5?wu@#@<M;baU&tCE#s20W77v0DSG#zKWm~0)Zx-BijBk<0@Q>X| zb%uZ0`xk^2WA9~=p!MHO^s_uWIW{kVzD@n;EDGca9}5C6?MA=Y>hJQVH`9n?Rzt4+ zCE#CzKAZ!v`_!_Dx?k`|j~~_SFMTo3UK8`8svLNv_fVt<ewG$;<?9CO3CwnlKJnSu z<2h~e<SX=1UE`0@B>l+qe5EFHz~h~ZlpD?Bk#8Egi}}RhzM2kf)uO(9nEB^eNgkdL zOOyXJI~aKLZ*YAac7B&jaKsyS!l+O9K9z&LQsQ(cj@DxCxb&#aDcFsmm!j4U`1{aO z#@nES=!5#5);A3v`EX(XRzH5f$;Niq6yk})#}mXJ;CbkqKS!5g@8!v!e5A0e<T{Ik z0ba=S3Sae2gU39O)-3#M2HjjB<q8GfpY&Fd-X6rq9#RhP`eE4do{2Aq@jh!>gIPi} zs1HwW<s{)8U+8f!xdfnJNjbE+40fm3!alwP9Hw(Di|2QN|9y6q&1pnk>FS`X+#8(d zb+(`XEMfnbV$MixqwaLrt>7u{LHyW^R7eZzuUsG4s~0iPy}fX?={f3fUc;h$fJeQ) zSH7K&0X|(!u$RUA&3e|HNx|=(e|^;_NY|a1ExjcXtP9=eUDLMM8}x$(%Ds40f_jfO zVW4gt&&B;#!uE0-`PjGdseg3PyVL1>7UMCuurj+a8b%-zETZSeDG9{aa*V}#1q9+T zqf*gN>d>8kf3Ug%o=K8YP~-(&j`(VQ{Wju0LDZd>A{zNQ=Y_c%@YZIQw;yHUhikl1 zG$MkC3#s;0cfzn2=?LTeZsgk}t;&QW&yk<=9+Q{CJ*nJP_d5wa(n|YTngaYN$^0Bi zpDOaB;Jej_DbO!t5^+Ww`S3*i#S6Bf;9vQ9*+vzpZ<!>UC3K<x=dfGIC-8zttzFa# zu&2w9{!-8xVehbQTBH^;?3Mnh9bGr(>I@TNe)Ym`j6!;HQ(=d1#rkOKkT+7lF>Z#Q zVdNmUtPH-*l`{W)8ulTV#8JNIAL`fiq$<l=?nLeXadh4BSbuGpLM0(HmC7os2nmtw zk)1swWJVFPS3;3wWt6>=mF)3QAwN;b%m~S<WM##BdH?dk<MDjYIrnv6_jQjWET3Q; zi~0<K^n^XO@FxNn_~YPDuD*G{zJNNWs^`Z_SAm-^`{*A3hy6^h9~k2(L>`$gEYkP| z;;4IS8F#o5KXDGqy1@>ZIC}Q<eF2|3rArY=2fmc?NrrdJ0dpzDOBnMU2%+Rw4vk8f z7iy#_{-M@^FidmbY{w1x2Sb)8<5Y-4xFg>0MSNYFt&+gn1>O9gW|s6x)a$AEoawU0 zeB^;5Iex6O1UCnN1@xuKezMwRCB%!|<cHee*PU6Osk~M|UQ_G$5N|tp<PYa;vN7<5 zMv>3EbNBY&`5xqjb<*cC%_4)270;2xRSx`lD^^eIgnc=gsv&sq82SQT8|0q+f_-n9 zqv9WN)YMexqb}%E|NW@Bl?}hjv0XI>9>g~3JJ4)~Jl)@KQl<N_eh2gly@20Eeh0H@ zY@7+n!)Je#Ujy$^Pj%?ui~XnAU$<ffT-#!Qz26#mpGR=|h2I}M<g%;|U61Zog6JA> zM?Z>j?K$kGyL9K~)e`8AQKmZbTZqe2O!JhKP_I$il1+_$*fY!eC<*yYweuI$ii;fy z#}0XJ81kd<_)r>yrYq(~vJ>l!QKK*Sx5c^`?!^+LHQRrZ(}7?$XS83v)}BDkX0o+$ z+kp_9<~N#q34J)n2<nE%5RV;+W}~1)KLo|}&)q!Gb~|U24&twE`*oke{m>iU&1lAi zATGWtn*8et{KS7Xe3Z}$FH?^0$YWg}vQTwfK}VX74eyVqfIipQ6P%fjd(SR~>xhP8 zeuuu{qz@DD%<*Mz7kFGgxJ4iQekDW1iMy~f@q|b{X7F-LG7f4}J3LR!N|hHqbR6k8 z${1tdULm7nH1Iz`=*`GqocFsY;~SN15I5#IjY#M1_CK3n`3ZcEd-KoU4(FQEciB8e z4Edf_#<=!*)OCC-Gdu~L6Xqs%woineTr=0|gnd|sm@Nd~0bgExQ|EIX-}}uyxR3qp zktSb#ya2p7_+N?&-jAu-ygE4<b=<tfvE3(7XCcF=b{g^X;4fJb5$JR8zACv%VEx@j zNVt9c(2w|{Xz>m+`hUERE_Np(Ps(QJZG$N{Uk8GNWuRxA9#;1=H+CR!vy3FgvS9tG z>l<(4oL>4Dt5Wk4bG$=quJWY8U;FQsAAmoQX#U5ggndZ8cO`){2s-#2%h<m*)E!?Z z-RE!$^&5qC^m`THr~4|4hw$^Gw3GKYp|i3*%`RrMf}e`_b^d%6I>*g7FL%J#l7tkC z*HlrDKSpx)GuC%Y$&;AQ3Hv-nZ><>%Kffnf%jYWMWBaE2Cve`yrREKDfZwabZ{~9Y zz~j6VOO3I<&5k59FTpFRP4jMAV4b4oXimMOg@1k)I?3`8Jc>)&h7IS~-m_p{q6U6F zBrxhB@V~y!EYkt}OIRiJuO)b5*DdMHs)J4hr(-6n)i$sX_xB@K7m)9vQmr2L#$0Lo zrYb4$-%m1U=9yuy#h<>en!bhJCUtW7Kp5tqMy5)gt%M!1$=JDzKzDxidqYPFdK25? zC3n<ih~*uv6vzD5G0M~jp>)ta9y2cyFh@Z8^%W{x+>4^AImq968F>e`Vfq>p;A=^0 zeH-?bWOn@P?%dS0A7w5dq4yA4(}~XSpdOROMLrmKzf^iElmUJzUQIoC26-b!A!hG( zoQwFX-->OBuMTuxwY@}xJTiL$Uj*=p@;y`2Gwh?qv#<PRz;p5~KHmwP_o?$&cKUsx zD{Zq#RO31Ok7gyG0KTZG_REPQp7H$5qkGZ_eGz-s0tcdia}rjrL1%G~&(*?tsd2=o zj~rR0;O`U5^*#Q3jkpID1bR5v!_S`bnqhtIA8_@Y)kj{3op-tG9M)A!Ce91-%JcnO zy4jA<QTNi*G<M_MS0|3SBfeR`5X-+?r|Eq5wKS1C&cCpM!B{iwZ{V-QD&mz&shXUR zbKoJSN{1|g12G}IL&h|y>-LJtF@l|UujFd2!k*s|>Gv+aLEqmAhW$P`r(Bon4{O8! zp1yXWONt6QthvnBLzv@W=`iUV1br`Jg<atx{ILBsgB(uyK~q_Ui#olCLpH@HM3DDl z>lKpCFo!+=v0<hJzr3es`s^-vN~RK1<F#_=L{T-#rC7&x1-ARjIOhWYC4QgN2ELrv zQy_-lJz=IbUxv6Tdd6bY4(H20`_j;wA?oTGb+UyJ2k<C4(6NUj|ENc0VEGgA3-{2Q z4CUQE3cv6Bu%2{k*_t8v`|iB2#B|Sg^$tGAal~5|enuJ1sB^Wa%#VFOj{AuF&YU0h z!a7G6xr~`P6aMSu%PRo?60q==;Y@-5*!(WTfb}z2ekflj=}h>zwbwfhxU*%Y!vA3q z_OK=>bLTnq53`-1t_AoJ%JGI-DfpkS!nXUvkVmo>V+;nrm`q_~K3)R;r{*R#6o@&} zMx3$NaX!aW-37aV1HEh%_XIkTSG=5Vu+5Hnwg*2*e#{52jgM1RO+ww!PP#|d2M2;* zIOkTx9_WMie2tW{4ur1SimEQ)+2zQ`b4>8N#qoD*pFe|t-sq;vj0c{{$G;@U`47|x zuGVZo9RXD|>3(74Nxy4EOXL4|xTpLa#CZ^({J8fG;uWsDh2+1a(64w;b{{2h=z-`b zE!R=(KS}eanmy3To&S6i1zxdEo=K)kMqSNeUfDzYfafK)J_*2=a{50!fzrVB8}W-S zwb1L{-n*9D2fOL$)F^U;{&XR$Y#ry==qtlz4d4^o*iD;nUyz6J57K_lkNqy2G+W;f zoI1sN=J-1D-^^e0rGZ11+`fF|;8TX~oy5a4I5)EkpSqY4-|IeJ{DwXUhQS7f@)L*) z#5gDT)S&MX;;%i0J;a1d)%*dkPCC3a+z$I>>@1Aq!q4s1@0pctI1sD}Q_|6P;4kU> zQ=UFTeWWDG+atZGFZ(n9`sF+Hz3mW^V{*~2n=aM1yy-xg<hZmcg?YI@I$lt*cG?r3 zJAadQ#ys8ABh}yUzjh$FHwEo)g&s>&N@LXWALfhd8H!9^N8ZQeVAm%6ZZ+fm#`oAS zss6_w_F|uSezerxx`I4YU`$Dn7xFqxuT)NAuJ8J)aSWdr@Ne)xIe`t#pPBr{cfJ|< zRO2$mZ1CG``MvXn@C({>;~!kPkpJ2mJ!gS^+26AmAn$-U$2u{N)&jiEt5<6d{y}Vi z$m9Ze_4c)kJx}M5kG7SLnOsDl@_wU8)_CMs<s>ZxeSixQBeBkfIQLakThAzW`%E6q z{Q{2L<R9vHuS488+rqhf-_H-Le<8OKS9?~gMBm_sF8X5r**n;ySoHO@x$D4>ISp}B ze81=D)M0fW)DO6a99V<hr0v|kB?~(=k}hc722M89y`VKr#rgIR_+bEl#-cW6{V@Q~ zQO##Y4c_Rwn&wOc+~)qHt<MC!I(fFwJ@^~eXJ+m6Hs<3-Kh4od5OE-=O4>y9raKT0 zpWgDwL7Wk)UKFAOf1#i`{y-D^r*p+pwo(QA65M>;a2$3)anyco2)t@Kc|i(zMk1TZ z;sO5?dHLHm9sF}Uc{+1u6Y`@{mlYTf!|&$*oV<;7=M!p4B*XqH%iU(ThJPq~lPtN1 z8g(39IxX(tVavR7T!S3Yl_DkU8R5^bsGhZ<#(6Gai1FEX8U8)_?0h5sKX2`w%U5Af zYNu5^i@`S+twYAQKEOYG>TO|=M;}Lf(p@_EoxQYS|K)-|1=OAy)LL>PFkZj6E;ogJ zne6aBjdR__Y|uba1zq_*<(BR!;_o_x@9P@i$tnMS?B2_jO~z3s55LBhug;qWo~%f1 zm*)q&4VE&|HhB;Jy5wp6Iu3Op>t(zHJlF?|T9z;K&=p2?mo*T#C7&eY6!-%_*krbN z6MWFPb@;0v^f_MoUimrX&k}$B{_pr1N5bA*?x++B%xASYS7|DUIk_5N_bjNQUgPez zj+!*`p?by!MhgxEDW}5UlgE))R!FHRhAuKGmQl&Qgng@{5Z%3J)W(*Dx?B(SXuesN zeq6Bo6n+^6@T(?Ui?z8>+-v%F`1utpyx&;=n4C56?$~TcE_hdi*ORMXyrFZvdE)KB z3cXI_#j#+#?%UW|TO;J{LOQ*qdJ3So57|E!!s}Mmb3U}}@>}cki}N}7s`uQu0`|m7 zweeO<0eaK=#WUT&nThL${qAbW*U!HzRd|GW&ouph$3^IJ4Z?Azh$A{|Q=&}Bp}Su; zWlN;r<*j$$j!>aLS1-5G1O6nwd+vGiCDeWBWvASRA7Fi5upO@n|FGlyXM7&_nTkk$ zuSQ(0P5eXT$V2$|+=i#@otS?+#40Woj(yPk=cx}}N0<DG@bAxvBfcKKLGJ+j|1Bo# zuopP~Za!xM`M1C#zOcf>h}WJU_~hk}e)OEiYZg-ughu{uM^zil@1`*#PeL7y073c) zkE|o1pE``}4g86&=1JZm<cXBOq$=OIguEVQ%%BGRh+0sf@_*9~1d>bDwdOdlJX_Kx z%-p!Y@q?Ka-*bGP8@VP5M)+D6mT>qq>TSONCNj3coDJUwu?gU&qSE+`A@J@{sGOz^ zcpgRB-}-lr&{vML3EmC`&sZsz^e2Xn&rInN(gGgV^0Ki4`}SYMLM<!Sy^PqC(=-*Y za}Z0OLLO0&XUwKj68#i|r>b7VAE}8x&pd+u(9IX)H-wR|(8zkU84W(Qap2$DbMT6N zl3PXE;1i2Bt31bdkO%)p&-&vg>PJR3>aIS<|9!W=nK~NrN`kMsSRnTQ?L>$8AaFDM z9Y>4^@*;%UgfZ|p6|%DSNboh+4Iida;C8<83-P56%*9G5DX#vB=l5~s-Ge+?It#x` zhqVKNx;N29w8<X!{U_v#u00`gJjr*b+n&%iV;u5t&4DoT&m*?50`qA6N|s4|p@*N$ zR3=Zt{kyb3Xsc#mA3<N%*61AxPefauEdp-}U#Y5?Phsw5$CAV{8}dn~my-4a_p)^5 zx@!-i?$~>|M*{wO;%UxoGVD<6<tfeftBwS}{@YdRh~3mk{6_}T5pS&f8^3`6PgTv% zQ1e55So<aFYzp8});UjY{C^^nyzo>l=!MRmM~aVtS6}9SNriQ8s9*Uzl!1J_z7Fvj z#KEVP^cqj`;@*vg)jlTy<O6=*uA)2+{oz{w0fScLPy8vx->qRDPFnlbVw~sbfJb%j zWx#uKEf@C90@sq=7}=j;PRZRiq80Fgj)ClIrc~5_q}t2*!T;Y^rL+)}gAQ4e9!S!H z_{ntp-i9*fUoevVvdKi=QDX271J2pL8~rAttk72{l@;URA4)je`{>SLK3O4Y+Kwd7 zi$Kn)oK(#FzN#@sRpLPCIbtXja@c{uX!6p*Ssgh4q~6Z}crw%@!Vs#7d(pIJrzTDU zPbeoG_8*0xNNSn%gI|8_+t4Y8c@Sc4@##hVxaTQ+!T#X|=vai`_uiQTFB8gCWH`Z> zQ2fgpjC&FIde5de;eEMCbH3sKaJQ1B1Ydw&0VTi%agcSHm)OHe@V80FjavBEEFP}u z2`}jJ=WiJ_FruG~zTRIG@yLy5DMxhEQ5ThL>9|(|{$>5o>L_@11grW}0{FU`U=mOF z9q1)(zaA&S|29#^hm9OZ-ABohuh~E0-y4;}SHPEK&W^aTmBMZ&`EK&HBR>)1PTj19 zxUKbjknA_)9TQT0yG}b1R;21b?e_P$?6G~fO#yov*Nr<Gk2)ttwYX$E^mW~+5RL-Q z?pybml`L>1jCPlfKG<>~v`|O3Q=Wki$LP*}tqguNftzm)@$;!fCvw4G_Jrfiw|OXT z*b`KE5Aj<~*bzQOu?*aHvPb{IT!nv;17TcuE~XfD1%gKDnFKTF&6ZkAMZop0>5WWj z_@fCevpdf{fODE{H^+cKlBB|neBiHEO#7y@Ft1&<V%c8J*MUIx@bHw%PX|Ins-%Mz z>`^4JZZ6dv^-otP_CCXWle?AF-u(TD$HIbj1Yv*Qa;LkCU=MTTd4FwTUuXNpJ4!Yk z391!ls=0}Xw`*?kz5|aj%@}6ez1M{5KcR*&7Sz`f^$K4?JiWiivP>8IGWgT;`p;qT z)cx-yd1zoi9;Xhpf=}5^zk0xy41ZZe?I<UUbAIJMAD=7y^vJh1`daWVe<|&i4cLQZ z7`JLW^u+M7SMB#PC#AwdGO!c*&%lW7XkqYWsiMtuuaE~(EHmgC0S_QqOsD}Lna}SE zGR5a>%9Ie!+zb0s?a=GF1)hB@bDTs1{czJ`Kc?%UGYPyB^aQW}OT<Sbc^7pQ+P6P^ zive!@P*XPe5B~iD3%@b!*Zsfxs5$H-ueiR4(M8~;=EpqKM$DHRKP$C^^V56Xm1({X zdgAkf`!3K8M&^a6wQ>ITN1L_ldZ4~5$kb}LPERCV;|}Q<>IS`5j&b618t^8ZJ-!9K zYU(S$ttW7&-<^cB9&-x^uf}@APkIYYn}4dt`>s`JI^*Z>#DBba16@?O`{&2}LZI-o zoz!B)S<AehHrEkXj4<`eC1AZ(dzEKS)uO-U_KE1n=r^y^WJuY)XNk9SgW)Xvw|olm zQY84#3s$ns&$pqEAM??=hrGq)0X36%bXXsYbdyac=pYZ&gdX5^LT{B09`xVM>nAR; zf|m+BG#wQ<h`7!tbtM9GInsx}Q?RnbPd|TL(gXWcHt7o3V~F~qc_*hL@ak^uFRVrI zU+0qI&5}<*w|sE*f(E?Ee?3$Zt(2I<)<`0MP5|p3wJ+#O0{pHM#jA^+4urI~r}aEq z9SBjD;(IP;pwEGq?&n#YgTd<z@BgGh*XFRR{Z<RRB6=-PgMI5_RK3r23Hc>~)u7$? z-*@eEBn^16*go#81bmLZ>@Q61%iu@OX9S`YQMd6#yf$bWddPm?%ja((pC_d-8#Ic! zIJb`qRv<pjBopK30Kc0&)wfy#esXM<wKsbVec?p5RJ-@VG?V}OW7UKF-O4wK!<nd` zc_D4yHwk<v`8NG326ZD(GxSptA6R@3PqB@}x%c`&c{&eyBB_R3ML6I7b$iSCQTG+! zq0IO15aMmc_@}dM$OB5V{~CtB2sO_V=UPS{nd&vKKI)|Ea@a?LL!hIIpLbn_9!u#z zqMHFfe`DR#{4ntAP~6-qC2)x+>Qm(~@{LWN&s$XBzfVv)gcO!QXBK+@PaS+|W|cN` zAN=$cnnz<~J-DAl?4mz$4RAWY>5O$B_=8#WdbK0;|9Weta_D~^SyE)KjJy3P4q=5K z;YTLE#GHg5Etl1_DFiMw@OKT?V;==4=bU-4E`}pTi_GBZn#rW?7lME{)TWLpU6@<t zL#9eo3SLW;OTMd{J!m&1Wj8>*bxCGrunG8xso(h#;6Q{eS8JCnz89e#`+NX(K`EJI zrTX9}N7pW8&O+bPnxm4#&-?EqBLcfuVV<}h`~mfQ5n?pE^CZ`NpALFDz%CUV<DUg$ zA9uD@CVHU9x97R-gTK}Z$h0|d1a$#oq9IJ!&zomge1i$-e|SP<@BsBPY?78L64#)2 z2QVL5JPZ9*EY$Q9K5z3dJ^%YU<YNPWeFy{pCXY5MF@s-F>ALu26#5?9&0d{%hUhE3 zn5n-Ce3G<f9gWvRe_R4*#Dy&2azype-ZIp4h5l&Dkw9O8P@y^v@RgTxbLPSw)WL6d zr&%E0tL6Gm;d~i71*h=-P~4}qG<IHEGs=N*i%E4}8uxR&TPjRvjD)VeFK9Fme)A`v z|KNvJ#LuEfP3aLg2r-IDYBE80<*j|#hdc-0h;GU&_>ttp<8MV?;{O|;)p}@;dcX=& zkGF}~mzc`V;s%^6VV{~zPSn{+vuK$%!QV1{t6zh?QPdQo(+2xH;dsn;6?G^fM>0u$ zz-QXZHOsMXBu_#<xD6xk#k29?5By;|Z6+OeJ@nCUgE<B8-}BjO+9zONmrco-osJ?7 zyVBQH1HC+O;Z~3KVbn2Q=FQr`zLB5FRg9WJ9&7lqvDSI$96~eXHNe4cI+?}G;6KlO zCT^18_1%k?zMMqdNKsbn<aPu8ox_ATfy9}h=bWv+w*Y;LVX`8Oh(n@?v<IzUBCdGE z@`f4xFQvx=dERRyuR>yeR}4D4zy<f)`Nnu&o~R;y63lmKH~Vy{9Xfb8sf07|A?TFA zP-8XbTRt70^pwF|?$1($gIL!?O_b$g->}X?N(l`Gs5e+_5Rt+96ue-6+Qkc8@3=7` z$OjyMtZ@1Q&e@U4fG?$e=pPg}SdDv#`;Gr3DfD5TFaLDs{2K=Uz|W-b`v~!BWNMw4 z73`GrL#zz=ObJJeojlGrLC3t!19`E~z@na`@GF&mU#kYeBL}bl^$CQXh<2)lnnM>9 ztR4zje1UTnvi}q566S6fx9$HA{N;A3v`#%fPuC6K=(u9U(eEgZBm?&&YK1<>LAQ0N zDcmeq2ky}E(ih{LlPi&*?}JYCn*HCiE$m}kvN#PX_-$XJ9sjEt%sKSSe3|(Gb0?V@ zk4X$5zQg@A@$fIo0a0-zs1r!L`^5Mk{LVKD-fq^%&|Pmuj=s%8zazbmZt*tktmC%% zPw?E;2{jMu-{6&^5ie(S@VvPfZS>%0dsf|81j2wzCIUbGvHliBsiw8C_gNp#E;a+q z6W)>hCU6XMGT1fG$|V7}w~lo`Wd^Rs6n@hs$2=>YqeQ&mFBbo({45cVe-Jv-$pAi@ z|LaO$6ZT&@$|d6^;;UH+meU4{usff|<R8w6)6Vn?TfV}4zjr+0mw@N=@yu#VZO{cS zhKk*r0?ynw{;h}o9TD<1`=W%nU*2b;AOLl%w{>zJH9)81`#b%m4|S!vzsmlqqAtZl zT$Qp6&v}jeS!W#L?|Iu5bLgM>T5aRq(DfehCx06PkDV6wep?N{K|7YfB*g-~<L1pu zO&`SBj>ko>^MYS$R48kR0xxCkMO)v3_eMQF|5_Hjr(yk!JnZ9*)$d1B_&)KV^{YVq z-%}aa@0#H6j|)dw?*X3SPN5ldH{jMFN8dc`L)cBVyh;N8x?r=w>puGV4}K9D!}^*^ z(=ZF4Mx6I$T;Kw5s3*bv>2M+N8WX=q-H<PcyZBZMd?;#Ok%H<O;sg=>lK$t&`<N@_ zEtNYEC=1*5KY{;Rhq9cbhF;WLZ2iL?xHl5#Bd84iKRG$c>=gw6e1`p+IsCy$$Z$I` z_}A0_9^7d6awH`6E#CK)M1H}U^!77l=sUctZT9H5c*9z7h3yK~JKOY05aNd`xy{du z@SJXyUqVc9e!uEIsuc=_pJRG5&JhJ(U(1(1?TmV`E<N#j)VaJHTyX9I@A*ZedeaDg zm$JS2tz;JZCup+B?!kU8ZI;xsDPWEi|DL`T>`UD3fxEi+`$~h&pz|8wOKiFVW$^R7 z6RPi~<WbkAE6#5~iatdlYax|w%-6{^o+imfeuvi1$qf3P%vI&9anK2)N4icgY@qI} zGhusZ4ClVz_FF{_@UFej_cnN<?lHnxbu{crY+~vO{DNKcjG6vz=sdre!;j=R5{6?Q z)vP!`&n^4&HIaaGD(YF(LxMVp&CSfXaR-7cQ9fNf>brH#&Q=jG+7nE?XSSkokJ+BL z!KXtJ7tR`X?QGtJ9`f~{K9?uzjya_2MQsr;R88DH(v13LIakl0NmzFwCGT^V&_}*r z&|{HvB-C@yK8{Bmxo7xK+5q;CJR;uh1wYpL@hNjhJ>)Z&&(L(^9E2q8IT8gv@JB$a zVhDDtGH>Jm7tf&^6k+?I8-DG)+RID8#nN!uy*#iV($Pzt{@JkahQ51r;H%zZt{sd; z(49+4t9x-?$DePgN#l9RT#M|);CHU4-K+a8hkS^pKza|(_vrdOy&&v?H^0z)SEoMx zecsjtepYz#Wg4j%a6iNG_-_Ba=={%DW>-<qm@{CLmIFMqJVf7sxdcnWc83^mLSG+c z$*%-{zCLh<>>l(fk(_OXK=7)#-@oGpfxl|)El(TqxugERm)r~cCW-s-Zm1Leb~hsr z+k)@cKGNJ1hJ85g)o9^-0=(3-OwStg5ZN1_lP_UEUfxeR9gO?T=HL339RW^gJYFPS z{t168A^*X52K^(Og1#CTQ6GFfq?ykOdS2b5u_DC1R7OEnx9g!ZtygxNLN8VDZvIRI z+#tL4gL-%Vt<kBc*~cufp7n?JH_{>>$vS=V;6d=}%;&#S;E#{9e6dtJ1iU)8EnH=f z_`|=WFYyWDDo;wAd0m|My;MJmW>M#%;zql%j{3Nx!-kO;p(`Jp{E}1yeIz(^om~q$ z-U%s+47^Ubvnx(e4SbGVEZ965_;4kU{fQ>*gxg$<#u59^V?D@3ih9eQXU-oE!QYe0 zIHyTMADaGe%OVJTKt<(vrJ^%I!naS`v<v6Mc)_Kd9e(-J&_ss{=H*oLq>_{Xugl9` zGo6E9XBU@>fW0YohI9NuJ|XjNny4ah;g-$C$N*Z*2`1-?yBH0>K$T>_0ABANca-uY z&e^RN)#Gb8k15#<?C$cY+h%E+UBv56SmsSO-#B1i)yTIN9q2oiNe_Ck?&lvB`8#MJ zKh4RKm4Tnfe#zZ2xPbS)m1z800X%KJiQHol_HcVj<q_V$->5d1)foLWx;2Dd9gK$g zK__bj@>7Dxs=p(SE>WXd(t*DjlfDw+2LHiM&U3&O{=M}^UD-0u?|S}ygYWNvbFuCZ z&whema<!peg<rT=#&eGo`*Qt5az{D%ZF1TV;fvtw?jAG;c%h44pBeF9g?)&`7=#wC zB2UvwoUDQU5YS#f*Y65_$>PnCdGG|Xx<Z`-_*vnNvfwLxsQ-JxPZ#kU`e1KYcdI$_ zf{!GkdW%sfJ44KM2fS|d87FTq;=PxI(hDaM*ZjI6UG${DnNU+EPxcBt<>APkTOruL z=PQ05)gN#!MaUA;@x0+{I*NzQF-M~<EKbS>{96A`qYXRibjU6|Gl73#W!f8W5Qp_k zFsAuvg850B{f+6%4urepMr^g<w=)mvel}l2zI)?t4?oUlg4?=^0M?nyx?0wv6|a9q z`tETI>MgWvPffrc3fRJpe{<paq*ev0Dseyct#39wiFiHN(a3Eg;Qd9R?F#tMk~eY7 zuCUuc($ViX!21qK)OM`WBhI7^dSw9}X*s-T#FTHhpM+RpcOKg5$6fNuXW&omwj#bE zFV;@!vNU54JnE0sKT3iApHw3Hx6+7P$#Rq!^I;E(ltL%4p7vQeTTzG$NI4r<Wx=n) z*C^E`@cwb1bdE$+;QQaFOZ490|6d;Cx(a)U|D1Q5HxvA=(yX&85jf`c<9v7k;%(30 z(&gBv>LYGUFWy5hPZuTKy}#!3%Y;V<5kJ%tDq?r*q=o(5btE0p*Xp&@Q)&VHzo1H* zGJyH>F82Z#^HCph|8?UcbiP}LA8(!kKJ>KmSY7=II~9F@pTZJ+AZI+k3h`Xb`8O3m zjWB08a>-O*2zfM~f*=>*k#yrd{hzO)*IhhUNee%ac!BqyKJ3BmiDA9!DB^;aPOg=2 zh(k3g?}Z5h_gWM0yCJ^T`um}uw+H*PPbOyy`@q4HM;$NaNVpK7ceI%U@3S|B!V7ls zd?+GS@htQbLY3$s>|)4w#VTeRJU}AlG#7Y`yK)Eh8+Y&xcKJlb0{DCWx~0d$$ScfN zyr?3e5AB9e5<>>^02v1R)q&IL!v&&Az@^_T6tq)Y$Qw28xva5(eXlLf)It0pnCxv+ zY6tr`7c=&93~|f+JdoF!z!H>6I+F)o&*d9&8}19D8gez+t;6NWea*=G9Qx9*rTFB3 zz&QycE1@3LsZ`vgSPllixMsz05<g$KqFT?E3|=*oqO^i_A|+99d{T;jbDGPw$Ne$) zcIKFb8|<X*()si}G2nyp)HTx^sJ}e;#)%Vl@M$0Mf@A>n&P2lp%~&TADq5o(cJK!( z&t?)3SA+(?xK<7RRUx(K%YzB<fZVgZsrQlRGgxcrTgHBIuz9u7Aa5o<&Z_zy_>y&A z^9=S+CYAMb4DjT$U8nNxP4H-j<OUY}KGS>V-?9hJn^RN-LkQyOc%?JD`=HJ0@aaAy z>So_uN?-ubYP!d{^k4_^W}6UIBjQnOR(pdfDe!gIk)3Dov&k1kGH7D4KBL-XqTAS4 z1qNM*9O&JBT0`N8M~vys2u#5D_(v)qV!>mGe$r+?PemTo#`UxY?1uV1ZHFfd=8uNm zJYiprexiSDo60HBdk;@kb|Y@naOx*X0uKr--TCDTyAZluJzxeq^fxMv%Wg-!6QyI+ zGL5{cy0L2!5AvyX8ATi)pyLk74A%k|gXQD|6oEsNua5ld18<F4-bvm<+@T|$w{sYN zfJERwQQlveFT(RN^lvrloIcl|pm~hG!R>6u->91jScsMRybt%w<okZL#(K-fOuK%= zb5`<RDx-J^edvc{8r>n(OG-IjJp@1Ur6G=EpagX|)=dphq1zp&4lE!A-$?9WJ1KG* z`nFql@moIp-;uzI8`!VoK0>L%EBHR)4L_?j>N@|MR}SZf?%4n4T&g1ae^e`)jiJLB zYqd0$<Gl1VSBDKFKF^MP))Ed}E#QCjxaSV+Eh4dxiUEE=sL<0JxFguS;A;$fnU6XU zs^SZrdQh=f8~keEm$vg!#D5k7USjg)*r!WZQ+DTZSBf3!3Bvbb)B7f=x{%Mgv~qcV z0QtP*cOOK7?@GP=t9Q~L`|xt$fC2oDtIE$N6U+hh_3!;L!GZYi3R!3@&c9e+<ej(h z3l!F?oG#@!C;SO@H(>{N2ZHA<fcu=wt;chrN0+^yCKiT2)XQ&QdH_6sR-1QBD;c`O z;NLw4z_HC2?x)SvajsvHp4`Db9IJ_iLh4vw$0s!`L|6}-pWa>r3BV-|m0>|M+~>62 zXk7+gd*FJ(wqrQvN^d=Htv`)C^8j&<LmKvB)v)6+)|FUozD6k+@muQ-X9Mzf)0r8s zufsmu_H!#rfZwk*yj*mF9X>nX?DYry`i5*kH~C@I8E1HwzAQ)GQ;0=*#T4)~`L<E= z9;}ynfMexn=n@Ntq$iNSBsnv(QbC0}e_a#$FyL_4!L2)F{~QUIa{p_Yft~I9I;{2> z`%$E4_Bluf{Q{;_0+BeE!Sw3ZOeYX;y5DeQ7{#0<N2;~mxsNlmp#ucqJhu$Tr)=mM zTCq;Q<67W<9;_!Q#)B7&_4Atp$8KDpoZG#p{V0=AW9tasPyX<>5X0_VO+6ZK7x?eg zZ#@U^;rze-rB{XLj9IPBx(55FaqOtdIR{;NmCc73>t4G`7*8k$UWDv?&b)<u<<+uI zSKKoynOY;Dh&q8SGxq$XM(D0YKTpYoAby)(QZ$$Yk21G9y9c;&H=1rRj}!N%hy09_ ztiZk%($4a;p#Su0Ci!`9_<w4_EI;4{ebJpaLuX+p<+VDx6Apxv<NQa8tZ*(8L(_Vq zu<nnDiIP^)mnt14=K_Dzf9%B>zcKJ(c~4C(7vu{=U1E-4A0>1anElDXpC6d%*ntn+ zVr`;f4@cf(UR=BZzds-r9vlw-^Zh`+aw`05F-?y6etGCIt!g3*&;>L~ds`jyun*BX zD}yS?Z&Wpknngj!7j2AuI|<#x<4$G%0o03$hMerU0NkomqIv`TNhqmt9YcJ)rF+x+ z0M@^0;6>uoABYEko?-Ve0zQ2%-g>nc{MFq5OGgcGvY>MhG3=t)emRC8JcK(%<-@*u z?Bj=jJ?$rfYaMZNgTL^7Rz$;&6V4OmQvFBZN1>e5)N}aLsA0!o*&6uARo^^;AJ8Y( zd{5orM1Ewh+s@1peF#zW@9ymSVWCLTWt_i~H14t9Jmfo>Ri0ed!8yuIqvegme$Ql2 z#Ud^`HhDf^atQBZ`?KXW;+#D(9COrI7tRuarg*I97Vk926c2Qw`qc_$@KYk|l{;mR z;3q7TXRZTZR%DLU(IcLnr}4R6%!PXS1B2hsBVLG$Z?Ug=1|9vg<A<<X^u5f{BvA8W zp5$Jpshl>fLy`mCE5ykLE|zUy8xhY@K2<r{i9CeR*?;??UvQq8pw5<qKTnq}zKr;K zEibTHBpdM@L3~dvaEd^-Q6(>fIu2D8#|Zqtgoyr8Dd<Vd>YaYa(=jLLPWMlW&zQ?J zWbZiwe?ya?cP9`1)%neBGZfG-<&L&d9lnmwOL{JC3h_W|ec#G}DdHR51CFB|sDE@} zyR6}cKEmlfCGHlyUPblk*#zWOj<lV(1K!$(41^?JM;@X^c7ezUe3OA&g$sN|_i3eQ zq&WPWVaonx@D;{`GZgW#&ocdnO*{B6%HTNf4)FOs=Pb%;!3U45Ei+t&f8-O{*rW+Z z|80Dl&rQUyT5%5#^#6grm;TnD0dY`5OiFjABJz$zeDk5GS1c(A(3nFUw85r-P8@h^ z(_a&313W&N`)A+u3Z5fJX__4ID|w+Eu}d%Nm!vPg48=a^UugEWw8i|Rm7~foIPW?Q zr6WAxe{Bx@4ZCw2zDk7%euEBv^yayvdbl5v%!a67q#ym58V8R3LZ0A~QL8l(_)eIU zV2&yU<~-bB_YuK4j4cnS$bE%5(hTMSC%|ia<>@39hY=T;F7`kCjrx;wDP7+zF_)Z& zm}(Mp#Ls*@J~<uaOfXlMxWux9Jgr#)JNFZur*~&(ZPdZ9m5igqm7ycL+8m}PhCWqq zw&AIbe2e5U$}m1WPi5-<3q|NJpflji2QJTP$p;)jT-&x`@U5m3=X8tx0!uLJVc&*_ z%YnbkYy_EVi6Rc*c4qw61)LA=nW=R~-etmlW(NG_3WZe_wE*&w_y6=7E`#4G_pGMF zE*6Cr<eQBVH;do8y&rg)U|=-sWd`22+#Yuy?;rPR#&8z;g!ZfN)hZ>ZTeLEqOU3$y z-R2Ef2QT4F=+YG7L_P7}Jj=cCrx|?r|1{tnJgL5&bhr+B&W-Y@V)R2_=S^%XMc<Zp z9I^G)TEug~S^R?7*QT)o^SVUL|4CTvFtfvb#;tNHRGGLxcXB%-ALqf$Z79hNcARng zR&NgQ#y4Q@aK9GjYe;^liz@=oB-l1iusIX%1x`tab^)jI)2%YGud&@{ce+uZ8E|Ok z*K_DlY_$Qr1oVCV<;mxl#&f2SF~1+C0q@<`th%0q_x~c-cBmimo4;sA`%%<6_q>!* zx{37<t)x*v+$CK?^fU7tbcd5ll40PF&)D*)x6XrC{7rg5fc@5#3FKXAKt1;(HS49@ z$geK`$fF+s-a648{u=|F<g73}09?FPTd<s)h5GJsKj~`l`YeHQbCc81Ien)keV{LA zCO1*aps!7vui8BRGjy>ik5xg$r6P-+_a?E<Z@+x*TEcTAi(So+B||*>DIu4A6Z*#Q zJ#_LoPt51dOuE~_Ya&c{hP_~i0_)6cIA6yuSuf9=MStvNBQsmfH|96{=Q(=^b{ODc z-U55({#o~0eFA-_=gU6VVxHpI!bYlHDCSgeG`4eEI1`w1XDEu{AN*T;o*7lZe&qk= z>plf<b?dE=!G49V+^HrXL*7o*Fl<5EneeKEyD~%1nb3Ta{dy4jZ9?+kA<MU@i|s#t zKXDcNCZ<Fp)s8rY`hbVMFV^P@D@|X`9`qUh==Qn=ew@~m`FXdGlS%xOpY;af<gNW5 zDepp`G%y^xg|A@*x({E65l=Wh8W+YoYKU(b)=>aYCYHpc5I^X*=Z1CSxqds7B)-0Y z`1gHc+wfQDE~VeYnbh$6NT!<MMeNs-a5gpK(}k=u33V6vj|Ert@)pE72A3}j0N)F; zMmmXpAg`ZctSab<xt(Hf4CfKA{jK&-Sq46|{b=xS`Hp&Kvag@MpMuUE%&b-e|9i|j zR+g&<dChG4IvwDS)%CT5w=m!3vSLoWCH9+EcAkk|1-f0CW2dqL>XL&i7#1<tgh?b^ z=<rq4y=zzXxZ=E+`lxTK+(2FOU#AC=(D#z}Dt{8dKCA6vdR49ueZ7eylo@%?#pCZx zObZdGU8hlIg>JO-nDFHNJG}nXm7DG9h}T}d(Y;vcOxPfO)%p<oT3Xz4{{r-2M@jMT z6b#TY6#RnuV$etX?_B<yLEwAvf1lcbE7pwSpL-Wz{}=xRNik#I9Zj9)!By~=&V^rv z8Mx2STl8_{0(hi*?a8;6h@1R)IgF-J&nW$!=rHiianQMW5jf=c^iXLL_y#|Vs`4M4 zqit4IHEZC<<RQEF8-a+^edp<7!RNl5s`&d4yrV?tv-$44dQI;5Y+5{rulLVjU&J%D z{9%z<<A~cv6&p#w16`CGKXL_Q?#T1;{ahEJC#PSYuINJ?Uds_C4xF_(Zeg$x4jg&v z|IHu!?RoeFS1lcMHM>=E2~+g(x^2By)&?%=_MGT*!#vUFM?E8|flD7kBRQ5~uiX(} z_MQT6+!XcSN<*IC#;NPlWAJ`9Es86^w{?;tQ*z+hi+DcESe#?>fbXwO@%^vq3FD9q z%$?J{X}f2ahZGKv%zI%!pX$VtKXWD=?7TH_(;oMXu8T~o?$#ww#}PG#K;Q8mBNqgY zxXIp)CBnL>_?QPD5Jp_jAi8syALpDxG*0Cs;^}J3y;?YDb}z^Tbzm<aj>*bUAZ{Jg z{a%{v3*3?+I=(ZGJg1@Pl3Nz~hwKh5C0D?I9IWS(eu{WbGDEZ-JYW%*aM>84@8*b^ zSmj0NSlpQfbl?TdlrC<2;1@bi(vq%$S8qt#HeYPQeG~33kF8)wD-YD~(L#^u%`)7K z8%CU^@K5P4{L{jd{MNNwyZmmE+X{B}i|eH#pFO@7)(%NkLMP>7TZ;JveNXA+qYQqW z>-VC#@d5k)a8UFO_=`LDrJ<lB*mv#ptxd$av*D}k{~d>)6to-GWXAU#mkE2H0Vf@Q z1c_TgKT6SV`%#Q_r#aX)@Cf;c9Xq#&tLV3|I~L(0;!Lm_5jTm)d0&euHHvaV+;V>Q zLO=GYfn1|TSlF4cKeqY!2Kv~Sny3bI;Gd4SZ6^H2I;#ynpZf{_$GvwyCivt3`}B1M zM}jxX=rGm30l#)B_}2@aV~bgH*b#9=`;%m|Nk;S^HvJV<B7^?WziHYBJ?|z}+Eg$8 zPRn1WNG=7s!%<7`B%D8@u66R=dsy|mzQ5sOf<H?6e6)23^GaA^if&;&>1K9jNIyVd z*3%2{*TEbDOW8<T@X@#@^eTnG-}mLetC*;8?xW9*nuA9^YU3-I+KY4EdPSuOeXthE zf7$K;pT`4g`y|A$K5WzP8%d$7Ieo6}0&XZjbv~`S3f{YVtYHy&bE3hi=)x%U15G<O zBiOyi-T!K6@$+jz1NRi+&wF^z&yEA<T)!L$n3n;+I!(cxQHH#zkh)%kGjKb=_NW!| z(fz;bGh7w%c?4b4LSY||PCTx?i2eE;^Xr2ZKF`Mfg_>)?BjKaW<3dH~hkReDLUtW} z7MJN#=hQIIb@ZBo;V0w;$<3~`Nh444^mo5WA$a=S#lb&E!8i0%oUeG}+>bTCvW3nQ z>~|u=5%Kj<(Sr{zw!j<jznb~LojW(m1B?;B3YertPe`FY;y`1{SFE$JJEIG2BkHqD z6iBr_p!-L1o>G9_Ro2(}XyX6PdY!(vj~o2}cakn>z#r*9%>AdRk2<WM@3o5%|B%$4 zGa$W;&*3yyLci<BowEL02F_~{E{mjd!VlJ0`g@cj4tsuQyGa!Pm$NL)0Dj@4;i<Gi zuig6awg28jPjP-!?w+fJdI@{Zh6=2=u1|Yo?L6>X(c%4dyzheDoWTI_ioZc_pC<T@ zO4B2slk$iUoK*&%b6{S?mC92b(Es8zr#oAL*J>T4bQ9X((b}_zTJZU^wpz2a62YhH zSr_t9SMz8`ZBq+)n^HK7JL#a?hMw$Kfc<{)x)sZ-fzOxJyJK+<=ie}kTon5*k*i@e zPrz5MmWh45s7vCt>3jGHc6zvMhaNidr`$yI7dTJG4|po-s=)uE2_dh5HysW4!`=4a zT<09qmWHmt<Sc7v8H>1>n<nm|B=Tiev(ihzft6mmj4z?c!(00E+1sFw$UjzL2YB{q z<<7Ea2G-BdMk?J7JXz6|z7+iBo}>5Ex4-arlY)#yuutA(RhCds#G}CyR3C2wk4f)G z@&CoTEUA53okYLLrNthtGR!$V@#5!d59XlnmE-XaLqFP+{E}eo(=8@#MV*7_>+gCn z{223G)_N##F+BQG9CgB6fj8XR^-jBa|M?@~dbaWC1921=J~@l^^HU;T??&H47L#ak z9CYmwA^#7__?!<aXHNKo*UZI_&|y7Q={WOs^iZdrDaD|d4IR75#fl#58h21MTn_wH zU^J%gMw1gE$7;^^m^%9K2y3+F@DG&Mml&jRzY+hp3;T!%5SJa3()%$4drO@r-2iU+ z2j>O86G5KUK9O<I5ApA_V)nb`z-?A#JyBWYSAO61_PC1QKj;-)U`0GY>0x{#6Lx!Z z{;(1Bw*Xs1vA@R<=M{0OMlYl9@5rr)mnWbPhaEI}Wr%!qr18z&KKSU*Pqd>Ef7~E_ zy14tb?0K;FiX8OlS9(u#E<rD#HPt_i_>A@7$Bpe7<dKs~3a?9GK9T{~g>%{H7dW12 zM!@&mZS9wcjKR}&qWMqZ`IgRav|a+9XtA7$e^<3zzju(B0(eL=G?JFuyQ@EqTCTUj z?^RV)(90rkY@aQ*i1X6&V`QQocBj}#_OcE4WK64Pq*ngJ=b9FNaei<&ULx71D#d&N zldsxIji}2r68)eL+}RWUPBcOQ=UC;!XBXhOX_KTUrzgIO++7KQ&hd-KbXfp+<@(cp zuPE@1BH}PTFXFq<y!F7=JoL-4qz`WTpzkj{r+kVB=d9iK!)G$&e@BHk{c+A+Wx5rD z<e@LP$3ATTi~HI(+?G>uK2K)_CBNr@ztgZRy;FsGZ)tY5XS`4^oVsvW4*J^Dq_8J* z(4qKs8=}deQ)~UqHMbSoy|;r&K^r=n-SrC|$2AZSy5Ar!afOaw@odp}1AKM(&)<jO zI~;9=2iFl7o(`6(u|gc8#%|z~2z$sLo>L#CK|VnK<8UMe<{IhO_jR2_9H8yQK-Z7Y zqy2iL>I>|Hv25rNc<uQ8lJ8HjUu(6;0{#SnADC*l6Vbr$&|CR2renYTV>?9mqfaj9 z(YXq&r|E5->w9;Ahir61Vf2W5zFFi+Ou-(r;|a$QmnwMIMaK3zVV<eI$4fu#vt6S8 zmkIc*o>7+-*r{wkZIv|qTWZ>w{wJ!y5&4-B3dC>Q8CpJvb%BE^)aToQTUwpsuJ%bd z_jjfodV|nEmt9-h2m3j@B6{Ne3-m#HpOp>%fx5d8&!PwT{4Y|YE1b!}--)YM3Zd6A z)c?ClQ-S)6^V;1vrhz*}vUZU;Ux}72JeT`WN8jpi5&^s#es{oD)eU_gePy!)u%m(* zDvL-Xtmpd$(fa*}<G9J+AAxQg`>#Fj<TdCQOJ4FS@UuC06?mDzClo`CC;fo)vz2x? zrk7BUQ{rc6g7@9XGwJ*V+@loFh#k6zym&+L4MphXVP#jSu0><MD_1q;(i8Mo7rp!! z1m4A2exm-OHTn|Rcz7&<i%N9)DoP26TXZQy`>62wN&RbvULY@I>hS6$@SBg+s*iLO zyzgFZ*0MC}hCdZJx4{nAWa7*krLbPT#Kc`V2Y!Nre@gN5F?J0vb@&DHkVMC5TdZ^7 z*?i6%)b*M4H~x8odICEiVs91fFL{y0y9VeDf5|3plf!=fMXcP4aevt7s2DSxfBECD zD0ll*bt$%4bx~(V)Z^UZ4L!2&>laU3OVp#h()#sL8~$+Lue*cX!0W0;wy-kT$NHhx zV<dPUj+Fs@b;M5>xeUl{QAd6JP!SLQ?qqiJGiK=J?=1539-?mM%B%6Bm44)jf~Y*U zP@l)gZ2H*U0R5z7<BiPkF(<;AjzNGA_;2;*>%HHYD>{3Rt_ArU@%0z`mhgT`uZY)M z@VYCC#5y6#h_hc!^t}%QkKU1+Y=_?W@x6K;?O*UxGx?|V1>nP-w%6w1Pss%%tr<(e zBc!R^wt-u<s>=x*c%SXX_e4s<u(#sJXC;7RrFA7dG|(Zn+j?$_;O~R#jnXK=i&A~% z-o5<<eL8B*{YMhspRBTfJQU}(XL9>67vlHj(81ym=wiMaU!1Y7it0pdW5B!VnXgYT zV!!XY(hLREAYalyMiPt9bH6@F=_&klLCB%DM;Vw)aQ{1Z8tm=pq4(!zMu2yJ4oaTD z{<jbvpbrT~JtF<@_aTyqbL6^~<?n#6q^jOY23}u`(TLJNisv-{9<1U7{bKwyZ7}S8 z;Ya1T2I|fRsMabT5F`G3Lb9cTeX`V-{PWlY`S|E%r!TX+_qNK0Qh{#?d7IxeZG*pm zTWs{kYqvh+rpPf-)MXh6J@Llt2b?Mo{RLmsq<U%EYm0OHasHOoGvG~WZ`uz0I6Gk= zhaInTE1J5vIDk5_sA>6iHas8yf{~sB&a*{=Y$@Wv{zYXI1y<;NJj)sfiQqR?a?R@T z)!_T%?{_wl{~_EKJRyuYAi8+qYX|BFhBd>A^T8*~Tmlnsfp0Q5=N|z-e$nE_=!JbD z|9nE}n-X4ss&!I$0e=6|NUtFF#ptYuVhZqv|5TM^7S@yfM|yq|=9~pya2-^6iGFA| z@7@&P?SlDqmNN9gFae=+{y%|B)*2=E-=a=~_Hyj=V&u)^1sX2H&--a-&@e(raMkI# zW{mu01h?wUApDAT_SOpnedHs4@O_DIhJN>-M_4L&sBZgleI6t5tIZQsI;pr9+T<eF z6K(XF?6~GsQNmu1oGZVG{m8#o6xn5hbF6dzr%Dszy35k~_u#iHJoaI54Dxl^$8tyG zk#8^|vC4dfIudDa<^OcRgYOmhzOF>yZ{XQ#z9HnLH27sx@8Y~X8~<@~@9x~%gH&g+ zu8Tu12}6<4*}co}USEK&cqn`i2|l+(lauH89L|;CJx7-w=rMDLzUdzTZtL+?c|-yC z&Hb5kfvcROvF~@|w(Hy9__^^lyD@-J>jvE*hL+wAd?+rLxp)nDVzS+O*+2;T_50t# zC8^+3Tw;A*`QT#`mj#Fzp*I<K3tSTf&uyX`w)_Ac`rw<Z4&X^HW#u)jz^U@9Mq7Q) zG0*H^@%iy8=uZopCzO!a4zwquipT{nO-CNyhd5*V3Cjf?;7R8A1lx`S?*C43RWmvQ zzT7|`?~J_5F-{Uk>pjqOSU=UMK-XR%<)=TIjlPku&7w+y$opTes0v12&f;?q8EXLS z!<^UB5&0O#O-a_#bo^YpW5^V^XIMxsqE?8!sPf6?3B={+uH%LYG4Q6nLARIh!QMR5 zxcf)&_xXPnM2`U%-Mv(Pd`8};uh}?G5%o*dv^u_DkgxmlXDn9^dSO_5!jup4XL}Tu z&4KqKxkHROdDzd@I9hvW<UQV8;3|wm-EPmnD_h_f?%_X99zncM8R2jJ2=@NTy@<{# z9Q&3(BGr%m+7o_+WxZ>+A0=F6Y#(^0kzDEXZtz9+6nPCX)ax%t&(jCueeF^v<r|@M z*(NK6fj3ZWy3gsHNB&_;N>IBVyeOn!^g%Ur0jeU|>);RJ*4D{c@aMg?lQ(O?3ywD_ zyYWw;em8qALKSvGzbXCa!hPtdv~7|%o&%pf$Q1Wm;r(qMD!l{02_K*&P#lF_=?V!| zVm&CAT|Q0T#rZR95#JC(9=C>7i1sG>L99>x-M!cQ$;&Bq@>B4ytc7~B446xkX8MJr z6Mb>_a*plB&)cgso*VGDmh{sq#K<2D=JZo|UqZfU<Tm9ZK6n0d50?x6Zsz^~6$j$= zGjTD$6YFs<GJbLra4tx-|7N|tg1i{zv!u=z)cI_dk~zG<et#f7LV#Z>bh6I)3jZ(P z<~gVbyG(dFl_CYdU~>OP9*U(1em#ocYubVL<;&&g)`6cpQk>6#2QxC;p}Y4IDYD*O z?Mg(xGih)*zykFbVF%kA5r>ZlSzJ$bg&r8&A%0g9cpi9HU*r(x_nghpe~0yr84_q! zq(of6n00j;?<@ApMWuiVc^&Byc3EoV6{G~I_;5c*nTJbINFeH5sL2P!ouOw>1cc#= zC<0|c`IS$Y16!YVJuVHr<YOltYbm~N74o<Jz`0qDwyszX1OMbXF*@}VbD@VHC>+B% zWtZhndW1M)>fR8eGkBC3N8>*}*oFKGyW_=cIPVO4zobae_akcZ@S`vClY1Q)S9IWS z>A7AlK0=>_&cq$J2)xccXKs7Ok??Yy=qsNp{DtM&`bWUCQWlN0p>^<|z%%i0vhe!x zl$(#Aqn;yHdoTky7ThpgdmrbUO8j4~82r-JmH8(kc>Y6{V^!U&;CrubhW^ulzcwtW zHO9Fq<dJ3J^Fn+*{_znpH}*$oBX&LnessM~C~OBhGugYvEX21PjEedVBJd9{syT~3 zB0n9%KiBGr{LUQLcn}}rwp4|ib?~>p{H`#mM?t?kuNJy+5Pa6oCQb!@N`G|zt7kgm z%m?p$#WQ#7K0bbH!#=h74+{}9;$Bz24|=cv!H+nESG9eHj^oMl!KDfP?4Po4mAps& zYfr-0$Qi^l-TE96E9g(mDcB~1U)6fO_mU6nhg>OoegJXxKgF`ssqdk8ckk&xgnV#R z-IUDZOw<7=D|B|4I1(1^+nt^$VqS^;51$yE!*a^Z>Nlj|)t*nPIg}g;2bDKO?;sD< zxK39xo(g^1g3FyyhCWvJS7fP~(D4rR(U^j_nBOTo!iu^D-#iAoy}*w%<6BED*rx>z z7B*p=50M-4A5P?=uUC4fArU$YfBxTEDt^>$DpTCxJO!OkGNC{g_FPX_yXFRd+q~CT z<)9jP(&gf3JOMaAw!Orn+`IbI76WNH`Y(j#*rdNBuRU>$_Vgq8`FHy2g77cpvZ9YJ zx1wHI&-?Bz=qx*G4TmFD(Qo*MS9}t2%GMX-oS8Dr6QF9Y(uCcFoQp^f+<<-CiHT&< zBkpNqB}{;Ccys@Dq=kMju=<QTiwt?u*mHTltho1X;`;S{ny@3|l<(J!@U@2eX|F5z z3XfRY8{o$jPlEr%8hAS&X&}EW`WD)rxVE(*UOB$Rv+W1o&*r%`0-W$)>3HXI8F|m& zf2b|=(VuSM5p_Nd`V+$*!_;Qnk9d#4TImyT>9rlvLK*4`R(u#fB7TtXkPW3qT;eTm zbDjJ;_*+*$P0S(0zjU|X-2+eXQ`<?1haa~ezm=SX-%Ig0Hl?11KFcXOsDn6DfATqT zNhIo^9#)@{2?l;0EpYb(K9OmU7~R6YxBAmh^ufPdUKx|4!&jY)7t;k7(a%@SHz-X& zeT<88`A7Kqqe^Ymj_@aw%HBc&r=U;xP*D}dLRa1ym+?eAol2!=b?77bY2&J-BJjwq zPVNK=zIv8NyiH|*zNEtSJu?ox`1}PAjU~j_ihHbTVIPhu10KF<;60N;f7(YeXWTo$ z=q>#CBBl06YUGp1U%i#9x&k{Ixw0oD5AzYFMPu4wH%E_=?;FATm&tVVui`m1PM(|N z!M;%RkBj^U&dPSVhrS%ZI>s@Jo%BZ>qSSoA39m~{4<WVsgL>`tFHN7{;H!o4851hp z`*!~uLoFHVE2|t@))0@8Jp7?Z13zHC62{7W0euApzG71F^J?P>SNY$<f3v1&-H?Dk z%Szed+XtL5VWnA?2amLF=VcH_ze1&Hq8ENH@W;lH6*w`@W;&K31m15ZGEfD7@9^&& zUjgDZV&eDlOj(F`(zNbM<f8w=``EP;2AG$!{nq;{c;x1Fw$V4t&?%~YPD@xpU&*i| zrL}?|XwG#o#(DfNxb$@w^paa&cW(27AHFUlk~bNIeM}bEsxLvux$6*mY7BgfV|64D zdc^zFlS%yW&rLFIccpZ9=Y@`#l@vl3SdV_I1HT)ut*r1L;<@jegPN7VJ)#5!N}3MT zC7&6~yrqTDV|<E1?*{hY{hoj&bXSpBar-0Ct1MZ^l=YQir*HPXy=0HRjMu6=A&5^Y zD!e)c@cjJMLjHN2`1ym8kK6E*zvw#lQR{)<OeB7!=7ayRjp4MQLqCeol8Z0!YHaC@ zy(s+ja+^rpxg6NV?eiT5H=t9k&$-M!2Jhnf^Omy;{^43vbu8>*>+8tndGM2JCGR~~ zQ2*8ZJ)LZ|7k%C2sjm%jj<p(7S4I%OOUKDekiu_J&&U$`@&1KZBn{(W7p+<DAKN+5 zS9Q~K#|gN$`RRSqZe7}i*9TWl$^cK}8@d;Bz>9CS++eQ-UYvV2`vvFPf8^Bvbz0NM zvZJ|Gh)<(g;w{006o2U_x*~3%dth4<1st1tskW;A7yYHO|JYa75q}N~{Hlgt^z5XP zMgigoEB@%?l78^Z2T$MMy>CdO+9fL*_lkbLn!ub5915J8<`l;Je083$zliwK&y^?U zeG2Lue%oE!3%#pEq(na&c3W{%vi`Uj@<A1&hEJh)zsT%8uxW}us)x$?lQ>tJxvhVQ zk3)Ab`%!lkxU+DvN^=A2lI)?B-hlNgA(ZP>3If-?J%#-cKYQ$FV$sBT)=E3DF?#}^ z`;UUqfB<-+`FRbMFz^5puexFQtGN?@_{Q+Qt2-%$M8HGtMWUBuI0reTq(iLGtxUhX z<JyMa6#Q47Py^f*u#r)}#t6Ocz?xki&i83SdqpSks$YDTR6h8euH}1nXjtG!oBL)T z!hdp0uPyYn;arnXNy=YDJwna(@JiVAi3XGAH7W4dM3UCbB;1Q+^s99a{`jD$Sa^Cp z`XmmXd-_=s>m*&(DTSXe{F<Yze1OkAnmpnJySZ{;;`1xS8Al@pm*U_b^6DyBFDL+S z)E%kwE3kihe1S82od^{|r{1KRVShB4@~^u=XOd~Z@}3{_051gkv?3n4vPxbV`we)e z>f4u(^TM>=G3Mlr{<}m6KH;~hPbxm#x5~Ub_j2NImo@mXA&+`ZG<f)fa27>r=%Muz z54|2^-%cOWm&Lkf-YzNpiFjmirtqBTUGNb#7UrRI=%?yTkeP*D>wKixZ2u0tSGkzr zRSA4LxBc1?>*hPan5sC9xbayB3HdMdF>BY8y4fJEa^pQmhR;EW<kR~Yg!oV_=)*Yt zdGD+2e%1)&RphyCeEtKzliU{4cR(MXmsN2;_|Mh#g|h?4!7C-7kxX1e{nn3+f4+Dw z*_&$DIj}D@_q&ZJfFsEaHx;wPpnFFj+Td+PeEfS_ODh3++NQ4_>+I<J9QtdWiggoK zYQFac?@x0k<@kL$+;6pJEgt~AiD6ln*03M*KZ6ry=W4O;qrBXwKO;Z%_+0O2*hfj( zoWThEORL1`L)7-bC;rhpt)a+IixoWjhd563^}@SfsB@x`Wb&jUAiqUpE7v^lNQkcS z+dSI>|NHWh1P`94=KYZ`JJ?SKZ<VTmv&aKJv-UHzgszs$@9-9W!Rq9>r#DX`uR~>` z_6B~~Quf>0?tC8W9o1M)te1SLZry)t*rz|Tx9X3gp8YWoi_JOY`|OjZMCYLoiD@iT zmZHvBAd#j;6#1qfG5HD>h;L_Ugta(u{ya^+ZL!~E+b@^;-vRH5ulwA>xeyVSi!E<P zeRgq0u*eqp`h_$6-|yjE{&T9BTE*}0$A8(bMqEa+s`M9pWcHw&XA}C;<i8*6@IgH0 z)Ian2B@x#7zN+hf=%43R4!9Gg!w*vnhKeB0de6-2vw-v5cKqMNy`HE$WiFf%#(hg2 zcOKWa;rC@<#Q0`AkuRCI{a{>=bGLo`S1{s`u)BwXonujN&{BIqfYq7M_>IwPm=bxR zGnYLLhw*othfYW)Iukg4{&9`MJ?!oAUwe3-AiiE)QJh7-B0(;I@&x!=U>0d{?mpx{ z?l$#AkiwsE+_Ag{|JUpz)cO&;JMq7U;D^`XCnXw2cKdLMa_h`#;Lnv}wt^*qUu_CA zldRd`Ki;gr&#D5C+uq96DWbmSn(bKy#4X_;n^gvEppz7aGACl6HaoimL}3qOY|r&X za=|CgXtog9L4T7s6Roa+pQtkOO98%D`)c;v!T-jSG)xHokD}|2r@D{AWu=g;NcP@J z$cT_lh^U0f%+4%?lr5_WnURpui>!<rLS!T*GNa58N|C&ezxq^{d++yq&Uv2mobiKy zwQ?O=T%Jdrjq_kmDh>Ly+&iB*A#Zp<N!dh&xPJ44t9uUo>iRkLx&(X=-N@PZlE7gH zc9KaeDV+N%otxN0oO`yzvlUb5qT>I0{&gS@H*bW8@BuGApWNGwbDK?WRXvLSq90co zgMGnkatSYKBVgATEdDs8AHn%}ue|(7jXDPPwP1C`_ZNct#ysdJu)oZxM-98Bk)C|w z9)kFoNbX~VI%q}|U05>uIdu6BDH_8ryosr9a-uF?p2>1+a0<G{7}vs0@Ng>U*Ge^> z(0}GwFJ~Z52`S!xdk^}6W!7lk{!7p`N;OW_n1FvgcV9bSh`wM?8<LJr?B6ZtpiMzO z(JlK$_x3;F?)~9K(Q4?%Nk&!U@XN;xZ@x1Chq<?gj(f+Vk7bY3urUXC$$>A@)HtuL z{*fy>z!8RM+nqk>WWQ3TrcU5KH?QBI{SyUUsVDdV4bJ(ox=#he1MFMsH=)gXj()Sb zEY=3-3~O$twa$N#4`*#;bSC5V8hTm0iO7Hb3>@wS<2guYrE1!tA6V)K{3!vB_B~eP ze$Rlu$=BVRGebD<(u!9sh!4y66Ken71fCAHaI&I)Q2eCdM-cYGT21U}r{Ye?-fxo- z13Q`Svd=t$eE|x08jmDiKs{ST;=VF?DSbi?hYk49nKLo`i$8!v^X7+E2T<ozGOB*? z0eYb2-8Logrn#!46W8aVM@?#8eO!uvkE{JGiGGd2A8mw5oa@A->D`fZ)YB|og={6k z&*LX=KjK0^cB2{9DdbJ7&o8(9c?q65PTOir2OUj)Xe0u9)MC%dFv~m4u`^OG3X=k# z^-t`12R+*_TH0c%!G&;b?7A-x_%u_%%?I(|=WCofR(-&AOPeURuZZsv7q~^4PoNI7 z`OHRb8hP?*iehzQ_!%cl+z#G{PbNFX9(H?L=uC=^Bk-Py-%G<6`UgqazT%I_zirFv z*YW?7A=RCyU}uv9CYw^`&~b8#%XXh@OSETp;|}bXibnSmbpv?q#=EzVkM2GvgG6r> zIM&9eaFsI~_)BkWP(20v(`;BM2CwYMb~Iev<4(9XK~=r|9e=NEU%SSKJ#MRYrBpT0 z!RKrxGSMgbZ@H$56n*ugjGFyM5$*&ox`dw}zQIq#KZfna=Xesrp4C$feEt$~-UfI? zr^N3}j{D!U^SFvs8+hWOcCud)b&u%7Q;`nn1E5KzoZSQcctG^ZY%BIll|)8vRDcgU zep1~+-0BY#bAAS%sL|=g`V?`=S^eEcpA2+9jtSLEKDb90o=Yj#;N_h(iD&V15ml4l zpW|E~ZvPYbatMAmJRPU|7W&-snM0n4J0rFY+%xF&e5YeW{Tz5vsOh=a5$EH^5qm=( zJcjMi6(>XdJh2p`wbUTq?}ywgS$*i?ouj1V70~skV~TTuW8$3Cq`rvX**4*~D9^(m zUjDgJJA!)tEdNxOf*T<&^w0PMM(}d}RE{;^^jpWY1s+-SAypnWe1~|GCL8!>t_lA8 zlB75g_TTmJ&;3ic5WjL7WS;*)|JJGklNRDwr|`$r<v8GaZtj}!anwh%?HM+!fn&aw z-y7GEH|&`*Zg+#OWbnoQ>H+A&EBF40-v&=9WS}5z#h=GmGA8~aUM)Nyut)q74`z-o z0uNYi9(m@OhI}zD+{qfx9rM&`v2HU%e?95O=@EJGQSVRFJl@b@oB!+OH~^m0;5_-0 z9C{gb2Of!v`8BtIQ&(O(69k?LoHRaz{XEOb-ob~k=gWV3>!cy(i{9-~c#Hgc|Br54 znJnlHR-fkOagGJ-l9&7t&y?epvv1j;-$^;GxThL<@#*o;HSo6`Y4@gW*nz%f@vk}P zOcQcjo|W*|(~ep>D&W_V`9tO&Be>^m+p&C}T|Hh`@wYAJ_ty-)zk~v}wHN%YYS9<F z{rzAp?!W4Nbhqp#a7cWr_BQO@@AW5@VBFtj#e~H9FW|W|roxORz@ZVPFv5GhZt2~? zQwQ{unYuPD!cJzyw11sOeEs%Xw=f;gRX;5%<V*?vW$0h>^A9U@C7wR<ZhGLwFNxGD z@Ta?{Q%8#YfcI+R<eR5~cTzoad<&RcFO&#hFG8QCiNDo`4DkI(R2m6C>emm}r0rmT z-_D=^Mud2D23uN(J&+gtjfyEmJdkj7pL>A3wf`8cZ6)mAqJlB<2M6*W^4G0;$cNps z=BkFFFIZ;eT(dNBCPb!H3sgPDJoWa!a$4vU0j1M|g?QaoWyTaU^zJ(u+;4lpe{W64 z?C}C`x)c{Yej2#l+Z-e?os2wAE2!=o@Lo|gmQoA6Ky1d=H2yKpy*Tr#t1j{}6`q70 z{6ANO8}%s{)HP(zCN+ydFH0gzvNVK#YI>mHK7PLt)s}D-ey>MVwSbNS@=%ip93NWI z@A{%3>nIcKlstDa1$~n*hO|TqZBSp+Jjxb*19tqm&#U#K8=>UacC8ESUbR8_j=?q9 zE6W`($}RM(wd(zzKzxZ(%{6b+f<EC@A2o|}mLi%mExL<(g*)Z^GyL3O&ND+=@H|Cc zD$`wl%@gUgQksf;ZFXAug8o*+<p9=*pTLvsq0hD8yHP|plyx`33#D2AZRukF75lj1 z)+gAR+Jy5h%&CVQrnIQSo-o$~&DJ{SF@O5SXiiEP@i<ab&H;M^^hyVVs<D?(R#l-% zi30n?%9ipyyqpP#SssO~T)}=r5uqRIn3rhkPCu7}`H%CYo_Yshcc;YnPWr_IciJhg z%N&B<Z{Cz*ZH4Fbjr5GpKu0Gj<_dIH##~9yuTkd*=m%sfHduX&`BI_#Gu-cyuRS&K zT?4*6j=Xz_%Lu>ky7*8K@aWv&=W$c`YxiG=&CLSTC#nA)ZvPA(mBAWdqy+t~;_uPq z3&=-iulnobzS8gTGB6{*_~J&qky{EooT#|Liu`T;I^9`q#GTEpkq2HIsI$9<2Jnr8 zH;+3W=>eZE3a@_pOAUV-JV|8+zlxgD+gtt#`)F)Oi(IHNCn2_ABZhv}s&XmoS$=oI z{(U6u#^4Df<Mba_%3ue&#zhWVsPDb|!=wPeqmh%24hOGNd9mT|dm1|HVgpaM2<FNh z&RDeapxz%H6kq%s&%Nq8_{Zch`dB|2l}+P(*e=U%kXv9M<#v|nYJ)T3L44T5ze>)8 zmEpjI4eV)6N|rN}5Q6?NBTJ-a3*GN=W|qnZ@@;a_Zmp~MynpyscAsN5%r6@A0&%4M zityX~GQ_XQJMKd|IQQ0m*E^4J4~<gcw9rF_S*IC2Q&C?nqlvfx-j#KfM{m#+x|fHD zp1^(Rdbx6^G!akEQ{>Z}<-_0iJ6dbsMxMN-e>&j}bgLZI>`m}3@e37ZBTB%-`-cmf zVTTV+4(Hwi?;4bIF`mu^k9v9VxHt0fuw^BtzxlYY+mC7GfhW2*XeySAz{|PGqJ@Cp z;#@mE?chb9JvwTQqET-pp%0Lp01qhob~wZW@o|gEz#o1^9K1z2B!{}(7AJ2wa8Ys5 zbg-KUe9PX@>CQRutPjz?`%riAU+<9?$wOVwqHbmXt{>DcMa4kBlk>Tpww#Cf#5h>& zngac-{KXQ{Bk-O35+7{9_v0h>FTH|a<i8O7@g4f|M!C#FMUyk3GeXW%4|u|!W;mw^ z`~R+7dE!|x=4h)F3$}p^X}Z$VO3LW_CKz!il0e5^nDXXDeA$<EGWXp>=x5uDw-SNJ z0+ft#TCnrtD{?n^@%#02<r3zgqeul$rZ1R7XS8tT_Jv)m<p*a8m_X;J(J)$21rDYa zwtPii)%IbmzT^sUxZCO%=Ky}s@Un$4aQeL0yt$_b>fwRpui6nu+AqAxwZna#jAfPY zZ${p^&!2u0uh*Svetiu1!FhJ!S1@o|vWs8k?<3&(`e4t#8T9S-2e>wa4^`i9{1=73 z)FsdPo?97+`=$zh-&??QFHa0PdVz1u8Bt8*a}f@X>P;YzQSdKJ+tvXd>wop)1Ft5V za;y)-c@&-Rd?rAJy8V>K_zwJkr^A502Kr8>nI_AaC-$YfnN-ouVb8_Ikqlz+*4}^Z zZ`%jpH$M4Q-g}WpNmyq75yk7+ayCxUV*g2xR;}bE>^%(O_ho`z3a07N%SEGJP)+l< z5%(EUY-L|1kN0h}GT_90FFN<<?{&q#n3PaALFoV6H9cGLh!@Xq%)C)x2cNWHW_ZJe zexn`HYlm21?{2!hEoHz_6UX|lOVD3*Nm3KQ%a8BZ(^_$LC+ws9`!!e}`+Pp=-rfWc z^xa(eR1Y2&TmP0RAMricx8;%~^3<^E3tP6ZN5eg<uAk>oXGq%4+uhUswOHd&9e&>A z>GRDbQ}~O``Hz&yd-D#ON^=Szo;;waya8Rv$?)N({Cn`uR<YPdZ{R|}Xci~pN~*1S zeWC{P_N(@@E4XJ4g9nu#x_0LmI_^^Axf>Vlf^P|ogLjQTNj-=6|1uEhIcw`q@M{cY z&j7FTnj!xFy#_pqCT+Q@8TrAzI+b(8;3qTz-?I@1ibRv--&wj4MzS^OS4_Zj)P18Q zr+4>&&IHb$L!YJPW;e&OGy19<*8k$~<%MF$dyv;P*n4m8?lDrV-ly^*275=cANASU z1E+f?MKgiF^|PMSk%8DlmL78R47UrRaC)$!h7x;9*(7r;oPiTgWuH6Rus3v&IJ8q7 zJj~j{DlQarx(?&zLC_Z|3o=BxOHdazWD_t4f9M}7B=Nk8{^dHZ>I;Zt&*Cy%`D;-h zr__HTfd1z-kHh(yh=(a$Kg4<ApN|LcZyyA%B#!-vI^*d^m`b`jKn9+xSZsO2@&x9s zc%QR3fe+6{Xh#$R$6H%IQW`KrS3AvF`0yX<l758+RNzg0WHQXGM^MjpesX3UeyIG; zaWVmMj-4X1=NoY3FU47}Ra(@s#hYqK*03L_Utp&NeS^-Dm-c^pg8Tn|TqS)J&&{E4 z{>Pty{q+*3zexg@+hXEs+`M-A&d)pr#F;@BE-|7+*!v1~9$BL^VV&P)Um+QE>4hU4 zd3$hg`l2IwKb#1pGt`##EY1W@F^;>xfD_GT_O|J`PYE*OFC}Z3<7H^dQ|ZCJ0;4Y; z>cHuChi}4*@IT$MQePcb+ymRb!bW=F@nQhoCf+}Ge|}Ps3+^TGmnI4B*UtCrq!scC zO8)<zUUveY@>QmZhQEEv_;A+_c47V}!$xxve4yng|GXe@x`*>gRy=gS$>VRsffH|t z1L94<t3uL`-?Id-Ri7biuLEy*lNo)stseU#2dF;8W+9(m$_)Do+=|$`e@M(8aohLJ zPKy`#$-``kDd=w@71cgVLCC}X@(x{3M_sR3ukI-Fi>v8fx0)r9zl9h~3W#Ih3@z8n z%R%6{*6|Piqrj;QOHLPd^!1-}7D$9&?jOEg_GB3P-a}Fixi5%o^F?V7FQ6W5@+>@4 z1K)e!BQ5!h(DgkIC$TLdUh#h_e<O=MBgG$Qs|@fx2R}ZnG)I0hOiK9@``M3O%dxwL zJ+8?=cc!*+k9p5EUlg@MH=HZcoV$s+Eyk&@_8-uX^Nq%Q2<P`iT}4rm40=h^kJByC z$2$gFPX8-MomEMODim?AWLnUaY##p7^{?HQ2X!|0hmMl4TfJKcR4qT_`6&6fdv8Gp zXNb7)%Z3T~dtEv0$w^m&5i#u|C-MpZo~rrXe*eknJ*5R~m}koKvklBa-%2Wt$nXvH zxqe~DxCh>KW$@TT+Aiq*2W?Bz7176GSGno^8uu(mJ8|t8_|X9SLM?dG(<4j<j!wwW zPx>vN2EG{TJYtT<{S}qnc=ZQ(d@GdKW!4IP-MkIAnh^K1<r;f=F>mA|C4Dmo=Rcc3 zne#cy9p~zqs%3{f^6rTD!V2{Gt;b)kY$8ret;@c}UZ6U9)^?#&;N6Fkln22Zy~3|~ zr-Q%8ygtypbY!>x;b52bDC~ZX;f200`Yh+Xb!x#I9r#WRe#SW-<Y64p#$NBfN?x)= zSIklG`Rb>D^ItJ+aopu$wmJ`bwoV}LBj4AOg8Ot`3f8===}NG*sF?J!L0!4LBu=Is z`}XHYG)J&6CEmqPus{y{-%rN)-+t7eye1n~-N4U0q!(`RgNObtryAEr9<y<`n^pk* zZqs_1FY565Tpc8QVgHqOigkj}MG7PZDX5Sa1wRvEAO-%9w3KksoI^b6Jt!>o3w>>w z_nUs={t`uRR^9;rjNkK0x!??NJVw`(75pZ<+ux3I9rx3cfB&mG^v&OYMvg6mw=ADH zlL~#pER-eM2JvLzi|pzO^u@`@@-1uNmRV-Q#F=H>*S>uo9#7G4IW=;n;VR<J`O`|5 zhhYE9LqkP)-H7dvoW^m~EfgDQenFSjzn<z?{2%OJJ0g5N4{?Ix=3{EaVgGA`U;d=- z?nmsPe3k?}&{!ui&_~=BIXeC7F7`8vQ%nx4LSHp6c4Ef-df4zn3!f_D6@MgynJM}v z^YpgUu}4(D;hU%p?#n1kXyg%i<`Mejhda#J17xbu!E^?7&0bvrIoz*^nFCv(9P0Zi zT`vZ3&yxBz<}S$dJ*fHyV~6mZ6=R;iWmY&3m3qw=z=QncI^!DnjrHT@=Vr6;<E@tk zR0q%x^{eQF4DKQ8fO(Gr&S&bdz1l<=>P#`{k3Wq%R;_!kBJP)3v~T@kAo_^uYng>K z;7{7yg#EC)jT7zO-?v-{zIum8uXTfuC_E}S5sW-Anys$?B>3s0k55;@+iH4}vvP_t z$2oQH=@xK3FV)Yx^#SllEh*6*cCw?mc5|;g_-=*41v>CquAmpf^E}Xl2MnM6jYVCr z!mggL0s8<qLtZe0_r2}=(8dk@;nEmmv@Z5d1{}$G_<#?7yWymB{sHQb*XqhTuur&T z)5=n<7|+>on7u84*X=j{q}H(?dlzmA$UO{nBK!+XChhFOp6?MwYicg=tg@MJzuZx` z_G_77;sAcfHajgMuREe__$3l?Fq}B%b0^MS#guHORS<hR?8a+FpljR>x^u&35YOGJ z`;~jR#F^j|nn4{JgZ;{4fxOmuy-1YS=NRyZ<D(^KegbboRE(B{pcgL)9+G+H<3gZ` zS$g82fO^KkKFNE?<HkAOIG@b|j>q4$I{@CzD1G<_C3LX<x|$NFZ`l7~yYK9#4*bNT zhSFpY`d2=Rb=U=iXP)&6Jz0bL)6+J8a)0<8%i2puoNI2&^-pW3P`8VYKFQP%-LCuT zgeV>AGZ)we6~KEJmS4^t#=UV-aS!{W4x;21CssoSUGT|kR}V2a!iLmoNqXRX=;b6y zvryDW%v6bPiDIsOJe%_oE9UY|E+;SH`?*exWrbIx?<KxsJY~p*pmY1>Up`mZ=aa6? zAHdUj5qiM`;4e2QfBc%u!E+zn%xsNtUd3u^O{&;O{rPUqOcpo%+J#wR8uzGe;<~S? z4|}olD-`<QVxH@+>4*#B7AxOCWi;;N>_TC*khL=*qwm$}Wq)UaXl?L{DR|O)MUaE^ zD)w-k*%tQib|$<v<Bj^N06#o^tUDkA`N?DchDG3b(n3?Vh%EAsa}OhS_dn;Q%qJeI z1Fq98M;POKG$&u;`pb#ugYx{R=?VPcnJdKORDmltY(#rZfY0H-dMl+cm-Tui@h<#F z+)JKNn6vvl#=EC0VCQ=lm6tRzA1Rh_&1C%o@`$RWJG|hXq`7{+8!w?-SN^=`JcW6f zZg$gG$ono*|B2o0@0@mM?--!Q>kS4bcKdLh1b>*>CqTEIpFG|QohmlmC{@!IIB~H< z(ge6sx9Re$1H7mCIwJ!g>~85Z*_#6B7C*D;+X}BEF4;t8ix*+<+ci1s$|uf*=xmSt zqpzI_)jyVl|9p2Mob{+*?d5hN^!3Ia618(8c&R48f7aqmpyU#o*mDy4>>PED>~(z3 zuVqr=h|Bd6Ze)BC$d|>_)tF%4kFGS{V?kd2H&fG)_8NFk(vrF)_QC!a%duY@y2%4g zr)?!uXTpi?BXmrh&_BX`goVejmx!muCl2^6N-w4=ISKoqdEeq5jlCWom(%T$?@R<1 ze5Zr`9`3ZW-KGXlHGh{FIK8_^mUSya5`AZ6*Iq2nqd(;u_o=gpGs<fJd9Q%C#(yM! zm^c9(ep)*>1zaJIC>5%J?(tC5X)dw?b;Xj7H+`+(KLTo8H^F}bIWrYs;vPDMO33}1 zFz>3eXwCf)^<4^ixeVYq#gE5oY;3rnpkvQAjiFyyjBg7Qpu>3jbYw$++9%`ln*BKL zyLA2yBXB^MnCD#<_yx&1KTmbUDaz%l6%zRE?W$8_ridqdD!8pn{BW)x3NP!m11I9V z-Wy3HPD)Isr<b8_T{d;ZVg-DK{u})U_(+7b=MgICcYz8#zjpoX_c`T5G|*KBE)_J~ z=tG>JuNV987W}a5WRo%cv`s@?D;9aX{XL5;VZ;eb6EX?k4Hv>s2f}c&4bEjMR=~6b zar}H^>v`bJ(Yi`9XAZ<=X6DDNqrioQ42!oJ&@((jneU@+P(q~QYoLof@s06JdkgYG zhoGao^XcNZ^!Rq4PqQ=cy7xL>pU-A7I7^Os@}7P^Cw1s=^x?|P?}00SXBjS$xD)0b z2EG^nM4b5Sc62cVI;uxW6ki$YZ&Duj2T;#6b$zQnjGy<Rs+4~mg}kHG-%hp;c?gY& z?sfy}#Ibj?uOP2hR#dNR*}<H!Y}oHs{P{ZSQK5DVaC@6ojRicnN;|+UE)D&x{v3N7 zfmcI5{1XPq>-q{RQ_B%g6C+}N)FSUvp&PAw$&0@Ce?D$58R*BZ>^Q(gg!^cSiYys+ zCOi_O;PpBJ{^>dp{S0wJ@25Q7RbkX8wGE49@#ifuzxBX;;JQSk;<+Q}Gi^7cnS>q} zmB}mCiTjtOOSsmg<VyG~D|huH@SnDLe#>VW^}d7GQ}=;Ci%E_p{anSK;*0e;p-!kz zEOYBhYy+o7gaegiF@F`$A9Uge?xBKx?=U0!40PoD-y<G3pJe^o6M_1d<&%oaZan8Y z$5mit4tWPhQU~3AoLl?3aAWWqN`IXbhj5=)j0<DF6{0_qgP$qw0qUp15f2`k0|yR| zuVe)we_rMHV}s5?lJP!w4EJg7Z*coB>TG{rwH!I_;!Y6xvBR<Ih3E9T7BBw-FN*Ld z5S4)UiminwN#Jw5yl=PV3*GiYo2mIG&i_BjPXZV5|BEJWO#F!3Mf_)ti!+g@v|8W% z1>Pe%E+ys(+%McJeD(Sv`dK&@b4IKXPv+_;??8vRIG;^N@dA5aNu>lXIsz}bl<XZ^ zFvrV6ZeU6WUP5@&$M1vw;t0zRtU=H*^X0EZAwOc{kveCH_uJcZv*=nF^o;-F>lhhv zFJZa!c52YEBBBq+YvI1BorP|$BJZd<VnhwRJN`x8#rPgRA4krf`f$_{I#dkw{b1+9 z3)acT@GtUAvPXr`TV<13cB1iq$NFAco&X+)laE&-{@h<Sw<pm@U*Nx&Ynck*NmTDX z@1ueLy|^k)z|VgjNi0@l!Q8EBh$kg@kjarIH`yuV$*mS+;n%SbT_e$bxD?OjQ18A= z)r5JTTci2*ThPm&k8E+_zDT3X^mE=|Pg!~A-cQIUCI#DSta^aQDg2b7U!gY%YVp_0 z!7o-bn@n(@4^9PHebR?+KB=7I#)-M3`ZLTPu*>9qY5FdRyTtvrDk3w`Jq@lsI-H39 zBmL8_E+U>1%dC34kRWaah&KmRp<b8vRO&zI5x-pm?>60WCWOD~yrc6LdbxMX#TlHF zmyJWO2<*J!-+m9<ems|9PCCQ*1>%?NK=als@I!mr`@8y8&9@g*Npa|}kJ;E?d>?i1 zGgCF~9*E;r6(SPASy#O~BIM^WucPnRH%S6M{`E0cq%UyRX@@f#=cQe;ul`FHbUAIt z)Tg(Bg98HMjo#41lO`(*c#$Wuc`i)i9`6QD>Am@g{gB}y3XAyps=tnzEQe8VTT*Ck zLLPjIm|m_KyoY{JH8bKh^ahfQk0#6LC)qk=&H#L1tk5FyxC|X}|0l`(C+NqysXeOe zhB-;Uv#+$wFkh@Y9byc<scg8>>lotIxP@Zrg?02Nb6hySyZ=6i)%wzL{QHA0yV;x2 z!KGsd9<t?P@5=0hP~|Il-%buXR~OtH)oQB@J@TNQ*9_)Qv3D$1f#6Mve)kCjvim>L z&->P5b0Gn9q=OZw>rBx{G_svk2V6O*l2!Iu272gK0~-bWeQD}lS}1gaDN%h+o%h(M zStyg2tb%?fpF@v*Ly(7Us|)S+am3fPzX^aIWF>j$Sfm5`Tc;z<d4A*H|K0x`_73-5 zDRHlU6nTg4nVt+H=zlfbx8K8_%Z^_XxsLc%|D^lO8u9^BQ5&uo_+009`pg3d~& z6K@85^dFi^uYq6u_Or4U0RN1ov|(cbj`lxy+Wzz$`eP|Effu}{uBTA`B<_uIiR)`3 z?B`gysU7=M)F;F`1vePbzv?&bHp~k9&AC2pB7}H!fx`572=rYKgL2no#Q9_u+K1TZ z^rw98fIM*bivZ(X68wgNthi1Q{7Ys~QnDHUF7s`l8wdWK+$`u~Q4jJxFZ~PC$lr$L zZjgl_FHAo&$@&SnEB~pG=j=AVXRB&Z2I6i0Ym@Q7IOv>ICqAdbeu7*g$WnIDCmix` z(;A=q<uw(Bwo=T!RZRCk1Wp*-A-mFsyjhNTPuEk#_41{9p_&!+d3!%OB?8`Z)bN6y z0B}&fveT{}zxRk@GG{Y2;?c;0U{n#}f2XZY;&tRfzqfPf7O)4L;w<Z<Ufgq?@~JQ2 z!2@I8|MKJ9rk@x+V$^_L{|rlE$GzCl)}G@?1)ki!;+!juzPC*8tJHX1%}7}2!UA;m zVC`bhXV?eay=Wh82c13FQ$GdwE@LJq?GFDCnUSL*McnE=u(XzT0{K<E)`ei`wVRrk zJA3{h9?)f&)gk{%QxAVpd<OkyVe1pS&($4u4ZfO(IChe=g3t<{5hJ3y^{Wr@WySyT zMh5x@tkq<H0q4&Xol9~^!Tfr7x?Cf0<!tizun5e%a}E6$_?g$8K<K*uMtT~&RsZnI zN8pPePxF+P!R`lp^^+%YF5couXcD1!i-a9q1%LV`;(Fzp0OCtze%ur}>^AMm?KjBx z-;}yBBy8gOtN&e{&xOvK)T=2vi}*%psn)8%-^<lxwmfjIMdh*_y|}-hJI6@QxS^j| zp*V1?V^@dDrDuX4=y+Wjx5>cXLKVrVx5$$@1z*@z;C;KwEbd3$MqWv`_RYovxFM*f zegpSavB|I&brJr1A-=KY8u|q-8618Cw~HpZGOJC{S8$-#%L#E*snbrlfF1lR{<Ch( zO~k86<&#!;e-_?q?=P?u(-~n6<3YrOOHy0jz|rEbd{k#su@Ba3;Ke-V7T%7`vh?8| zFuZ5=1LyrM;6VRP<PQQOUf()^-)8H-qT|2=W7<VTwBMqyl7=W_80Ttoqv%kO8v29w ze!Ez^>reB8WCQRc>dJRY5fbPdn-}EIaz|b2#j%3>&^_dv=3i{-fNv7>B}Xv8zLPzN z6dj-!&lB%Ydk#LEb!}{K3hH0=%L*;vO;f=n+TO*8TgP6Pn&;wqWqUp~>Tfs^CXe8$ z!&jYA@2D5}WQh90{f4>Sd7g!P8LYxF$k(dgQMV!Pt^e3}X?L$f%Ax*GMb5DE5}TNW zaOjBQQGxg2PctTW{d=HG4Tm_|h6Q0itlP@9VdUA#X|hIs_#9G+6JKI+4=qofNiwUj zpJO1?jh_bdBAwEgj+x;e$Id)VK>TBC`RC?y2X_DXSzA8hgJW^Marh*3Jf#MGl^yU0 z-pwGA20WKge3<9(JJb*EtAAWZ+;My)Y&R<GPEhis6VwI|)hdpcmL&ndZ+!dvB>YBl zU3|f>3g;g{S5XZ6>5P}pdIh|`7RUUR41CpQAd}=W&b{la_m^OK%)uGBYaIYT;uBNj z8k>U-*hCTVCJTE6_BI`J^~LLgTEEeQ2QcWd4?Q+OeU^IG)fRSJJpAkP3gS&VgO`N{ zzQ3n({A*u3)JfBh36g^^t^VMD*4K>s{VxZ%Srz0<R*^%`-{ZM)-;VbLMWQa$f1-sI z_aHKz{<<w4@rI~CO?wjcr8u9K4F>R%7_IBCQ3oidHTjcLhPu%t?VJ1_=&mFbduf5s zVb(pR9=Gs3xFDx+{tVP%CD^XeN1(3v!sm4c^2+|(eqQt^!GldF_O^nTU0S+56^47D zdt21*h2Q&fAiss!3i};j9yfa{gL65w{?QZq#&(VL+eg5ahDEXqkH8PoR5iC`c~KV( ziF45fk6u6URr0kgem;`;cfA+tCQsASyWkgPg1`PMu%d6xK4LQ!c3^&DH1K5^`ukX4 z_Yi?6r9bC7#>|bl(joAYjURb=!${Z}+-HiT6v?Z-=ohq1AI<rW{LRqRJ_`4{;Fzm@ z&jh-8`S!&X)bnBhvTTTFTxv&3@}GhKr0hMhJD1hYq89(M2Kn!HKl3p$@SDXtaVqdr zN0q4*7uab5wOGo0Eb1)w!F&a{7aM{aQ5EV89Vc^=5?Y-Jy)B2B!q0<u32FuwEuqd6 zDy(^~7COXHdGC!Z>`6Xjkrak|x2IuW-F?o@Nek6K_kKb@uX=j5fFF9U7Tt6cc#|+| zWx&Bl=-YYRdAXehePz~}@svL3&oF;~V)8rU36J-yfnB~m!d4|Cg?yme$ma-n4M}r1 zFZ~U~ozSJDio5={aQpmJA?nF{yhYeyr$=2qVh`A(Z-6RdJ{R}G)2FRL1N|uOTe12p z)CD4jF6}GJ1rInWP^Pp8c#-l?$cYMi>G9BxpViRMLrH7@{fGEOBGmT72K^j4HpDla zfgda%+wUV@F&tM&NXkP$Ucl!Qoxod-Z$#pOr~`>D(YMUXqkn@<wbSh}ctp^Fw@QBC zz4Es%Jp^vlTq3^x8}Yuad4SF~67_NJd|G$lw$v%rr?)Fnhcn>u<;w<+8&Ev_vxWNG zYwO=N#LzRp{?1@WUhz*;i&u&l_m`kZ&5b^f(GjM%r{AH^&-M74KH|Kpl`Cr^^aQhw z)S)==eTE?EMs*SVd~dyuJ>G|ePN45K?xo}4p~{E&)1i4gtqpng)J?17^kl$|?YKR; zw%`lro2s7SPq*ObFMi>Eccx=WZTjI?7N;9V8xdy>J`jC*4!+Yyakwr3_|<qXe{~S~ z`>;s&JH!L0bfv{d1k|HH6*`9_UOA*RURZyK`8kppiEP9dW)JK9Sj4O6^ZU4^Lc!Ci zjwe+rpby|b2EHEPd8I_t!cr}G!W}ZjOW>)b*PVktaG{SfD|TmN1m7pB^of@jp0_*Z z@WA^Q<{wonodxm!Z_-{n#q0;}SolY2!#@M(t@X+&5TBy$v{r!oEA9prZ^5_ozCPrp zfW00Q85U&3IRtDCi8d*KZ@#6E{RjV!RObvXfWODg{Ge|{94hgDeoI&vcujhlT1^4* zVu;P^4)mne3+8LO$OB9cA1yzNc;a^PyH%bhzK_<@DN{4(R1!T>(ueW;SMThY!hSzD z{xcAah3>&8vABvj_w24Pqb}l9T9jcV?=o}*!5dCf_PhH#eu)|cK|kHP;y}TV_|Z67 zS_IsVS#3Kjk%K*TDU^mwi2uy8K4cxZ|C}|EFX7avJCxiP@e4;^ZQWlBgKFf5S7}~3 zT|&N1G%gkoe344K_D=+S-ORmMF}wtES*lt_BN=^4)<eEUKanQ}C%gWFA7y|37?=17 zai(c7@CD+HWM)dXA@UWqz>T&F)U87;$9mY%M;uQsxDxUg^V2N>3Uyh#^;wkzabvJM zGKK4xaKGoJQ+&JLp-;sxf$9Kw-PA>e+4FknGqYT!TIxnUB50suciw}oqr^Og3p~3g zI%gAn{iBUH`|vpGqb0|u+Hii67sbpk*dWgqQ6X;}0<SXcJiulNd;Z!S(k6z#uZ)rl zAH%$<7)2W!;%Sz?qRvbJ@ZykCp!X~Au?y|{vdf`w7d>A&3O?%S;P`<m7yV75@_D;? zv}S%Wksa`V$^J5*ybaFrPg18o@^+r}z2S=P$k!fF@EZf)eLYEXsbD86^N(bckYDHN zY*p>XA(w9{dx(`V$76kO{iZq2`G?qqUnAn*$A>qmJD~4RiVo~P-vQG{HrY7;HDSg+ zqnp67-Yu=3H<*vPMn<ZQ^Zmdz<ZS^yrIK^`)nVj!*+Qc#&*29;$E?QvZozLUEkbQ? zU?0|y=g8BO*mJ`f^egi#@Or(4><#L5o+n-q>6}CV(rXJ>2Iyb8bCGRCW5DIf=%P9@ z#I;fq1KKU{gnQydzQ7rejETo(73kj><q#SW#`%vO&#}VyT(ufL-E?)AFJ+`1KpbL@ zbm*FaPP(}2!Rw!ocyHG>-WQMOI*9cg+9Ai>)g!k1;y0mp|69}V|AgmfMWkJLVvPAW z?OeY6LEuT>oh3si=-siwy?-k)mk{{M_$m0XhjMPXIO3W4&^WUr@M)v>H%%1mS(mJ> z$*l``MPabG#S8q^XfmALg#XYlT@S$hyq7!{Rnq4|s9m`k$oK>Ml}}Ta9f98-3O&P7 zwTiy=_hn_yPk|TP-xm_#cf(<#G9_&2S9T5j#<7Ba&-H84k9c7B409KVfPYVfA{A<2 zSJh(6Bq7s?YY{_nT8xNSq`%tJT2U9&;t&@EZ;G4m2s?<+v6y>|MH%-c&h1!p5BNY& zLI3ZC1m-qe+>i6OWB*Ohxg%E**8&D#=^ZNq57=(tAq9SW@p;)i`i^`2QBkt{ocno4 z+4En-&>xlN(9w%{<vsRiC}9xxPWI=&#Z%DR&hQ!T>d`($<mXB1Ft=I9Xw24%z2>>W z1am$3eSAdMiY?;KV^y12*mb!K5AiJGkO}#;nHK!8_oeWRKhC{sM}y+-WAszJaAwfi zK%I2eb~6fbi}oRD-#z@j#F3Ou9p`U2)yvEae6Lo_Wu&QbCP+EeFiaRjU%iqd_ca<i z?`I=Z&I^cF4wGed%!nglR`1S)V$Tg}&`XNF*aJK5S<!{OpIFq~xatu6xWjDOk_0?< z^;xDa{Dh9C)q(}Q(~?=-mogUmzN5fPqXh82j68`a@JEGzlv|&{x70+0EO+}k-(6|L zIy&g(lGi?}<{&<n{flmgJ!+@06x^!EJ*7SmFzp3DKD1q^h5X_f^LSxt8}3JFrs*cm zUBE18W2^`MdF05P%m#j6uL+Y0^bfO|l!On+k5^}+BMIN2tH^i9y@n3%(8TdWl>i;G zX=}ex8|wL%mwgU~;CV<-+CrCZA)d=qeqaS24xGF?zDbY%iND-SCCD$v6uqAv#yx!< z*tkz?4qOobEgnaVy3Lt(q8U$T0{M59eg4jvYcutxWJ26emw5cTgc*2UFFeqM_;j)J z#-3rE@8OR!sS}F0r<AL9wkCM}Y`JwR0q?^Zz10>B+$oD2b#+HvY}mJ;=ZiefVBRGJ zpQp!9fUXGqp)2K3>;~dkuvv7mk}2*%d4Np<uaEHY;(B@nJpYPFN#Gjl;KPa9X^214 z4i2tL{n*!0DQFM^`|muNp;(RhCD1<ST?W5#Y$eux@B}*5qQ>SqIplwYwMLO==+nr_ zj5E_jKZclr=yCz_M;Ce~Qv6)N36>iVz<Wl%-#9;i7JV9u$!GO`p`KwLwq}RC(!kEX zp8quZW==Uqhf6_ERWx&phQFA-*;nZb9`av}h)xnc=Hf@rQ@8vCkBYL`5d)t&&r-yu zXn}oE3#$V^5XXPKlcw$0LL9N2Q3z#19p&MKl4m#0NxCq^@HYBZxZhW^_@I8f<DU65 z0r9N#{B$LLKHPgV<=G(iWD!X&7#5>%vOZ)n^BCS&Ki*~n-)mJ=tv0(G`m%Zs<ze7g zX86_gWW*8G6CDT7eMY|9<uJ25uQha+RYuAK@y1e)q8V{uKs#=0cVGB{V{5v{VP|?5 zrCt)F&Y<(5&2H_ZE8$i0iI`Tzk$HwNNp&OWc7Hxy#UpwNokzw@)jZK>*BHKVm>4>L zXh2UP^oF8uE&4v-|Le(ZpZ>cE{E)EC(1xB7?fvrnUs2R;(ghEZVXlEpm_E-U7rIch z%0!VZ=6fPYi-hp+jO6D`E1?G_4$cT%n+9JCKXk_i`9_TU?O&g2Fjus%);SA0PR-SZ zGVOfmPBq2N#+d)vnmfv4ir3rp8V1fTVNTIIk;$1Ex>XPntsU@AnrC!x4)}DNF%4B= zJ#ayKAhJy#eTE-rjXxu9lE0-G^@QE^Fv!?Na-a@7Gaj0Sd(jfsesQD$`R|3M2YtKu z7I=PjF$Fl?zsL0^{QJ|7D!TG);Oo!(L>Iv~;?Hi)S|jfFQmaLbE#UWERrl|PJ*lfV zN;-pwR&o({(}P!UdP|Ge&*JwS7db$jhkrL@pKApUrU$-WaDbgvol;d^#^)CJ68ftg zypV**_-hq#Z*kasjRg9o-A`M|Yc#04%%8VW0spLdWyog116}$;?&<1a;P2^DWo_vG zN_!e&j6=}(E-yzni1V7#kdSGHz7hM*%4K)%GORXQ@jN?p>(oV4S@aJR312ZJ&jBBn z{#tH^elR1kzbadZE5DU855K|x2fUSdzV-uq{DM|QK67GUZx^TK6#DjJ{YZlA5XU~} zhX`;ZpJRM!$bA-bS|6!(|C?M!-oD~Lcon$tQKjhC7him@L-&$(!TU*Q3Tc?YpW+W) zZgrvnzX-YZ@a{kOeQ$|$v_I^!hw0C|I{1keG21@GWf6jaeWMNXoA;ULjR#P_W-vT? z&l__mBnh%l&w$5CO8e+v1}-M2Z>a%~P7P=<Si?U`=OUC>N)YF%G!2R_pilSnTJ)(= z;GL1Rf36|+NzCq@Cj-x>F)|;zjq^%ws_uB>ig~Z-_dWBm$V&%in?k=px3707kM4jz z{$M)50CuLJ!{{W7ylkv<VSm6K?DsQx?LkV4zSc8;IRdb!kjg8Gm(vP;nL1W;{P=wo zer)mm@S_E8*|0hAp*_<CH=Y7KkCN{_O&iWr{e`Z>5MFn==G~*RedrIqLYc}ahyC1# zH0e5CVxR7c={?O}%s&V@lZ~e#U+`(+Ol*gqG*ET-CGN+YtE7eZj630jvTBjEo;&tF zD(h}NL7!k1t#ckZaALMx)f#sGdw<@%4|HBZ{-DNRIPav|oET#roY!fKgTlP%E69vc zf47Rg4k8a(KfcD?s9s66I?lB~z$w-b_qF4odPMOD>JBT0hl#>~PqN}^|2>8tdXnh| z*D&h4R~70HyuchW#~2%HF!bmDl5R=o1K++6oV$TI>-p+=nf)^2nsf3uwnX^H<GVlR z{vpn+OcLq+M87OUZ{nCY>gtIjzi46aH*Rh?*}+f8n1jD?A%Cd8qni2$`K$uj0oM^C z@Icp3hg`U@xAoNl$#c+u-q-Jyb`W<bEc*JNJfMboD=Rx$dGvb~ykWk{pn<;A8mj<5 z*s)UH_@D#o_#>gzCt0A2`shr}_O4-1tMD9uI-UbcI?nj~(o@v&GHls1pikWGaJ%CJ zJHNprHsXQ$LY}lnn>h6BkF6zQSMdAKWoY@BAr6W<zi1IvK|hE|2W>5MjF)zs-RbC` z?Q32gHfY0KYQSFUJp}Y)Kc3tCm4UeHcX`1ddG4LP`w}hxVDC=8DUa48oYy`FTPoaF z;M-zeNo9P`FzR3WhzpJr3x7_W#-E`NGaK>$0zGV!-<5HHL8+zEz_a}lq1!I!QCFFj z-A`+Sesfv(44vc9#hw}tXk0`*j46D4t{MEYA@cCIV~AVTGDk9`5FZrSE5jXee(!0I z+Z;q4>~O+Izf*|YQntz6z#Xy=j~KcUui6Dyguf($_Y-Fo`M|G4Qay^raBh<7WT{!W z&(R-ddHX+MUa`1kz|s!<QB?S#Bk(}c@XSRqOU(6iq*coUKP?LL8NPSJ4!AzwCdT_k z4_f&#AivV-tL$K##QaWZDO3Mm=zo;~IzEVB`zckeZE^0-#qklcn6ET>-QVGb_<yeS zK)XBMKk!hlJ#8oIPy(BNSAZ{9sM@SwWBx^P%7pSb>Oeb2RH3%tpyOWjjY>d#tUpIQ z@ByEHDdS2}EE)XRu{Qju0C?AoQ;`iH>Lg))znmYSu1HlS$pk$>MBlT^9R5%@E<Y2K zgZ@LtH~j^Rc)k*`(tk~w$amYHlbgd2JnWQvDFT5j)c;B7H=({ids^e-AM}k<*cc20 zFA@urbk-5?H7n;go7#Y@p-mTO5oe=ZT6mQ!uve<8evI%EeT_@fx47Xq{rz+L_4vFt zRK7C7VyIL8B)zIpjXeLh$kfm4h{sZ0p4^Bt-TRMPO1%KilU-_mgYOfTmlL%wANNm0 zHsk_)ZNGffJM=wXUr(ZDvc5adbF!8Lyz1CLlO=87N89y-r^1tfFZ1!A_uyPFQC#Ka zz@BJ|#h^QXv8UuvLt&rb7rZ~V%2y+gdv6qSWE8*G<Id{ShLe~R;w%oWa&RX^{95Ze zvk89;%Mp-=zCmYZqmbmYJAco*)yM^&z|9h?7mGQsqu!%7!24vu*9G@zF(*sa+jUk0 zc$o0X-S0W-{f%!~qoD&O3^R|}o`>%8q>No@2Yu7l*ZyWAeh_TWtP6O;j&>L}9dHk1 zYFGG_&w_W~?jE>}{9Dy)T+NCHeDbG7$~5jp#KM$#cOF`KhP_Dw=W9Any)Fmdt}cHt z%r6sssD?<k0sfNwHL32iIqLIC)9be2Q(;x}$EBm8Hzj0-^F4=ddNzjk7VQ62@WOA} zRMZXV`t!PQPXg@adlC_cswQ65``4lG^!AQbemUO1zBj`N=in9Y|H>FVam4nC{4MAT zAw<p1XOUOl_WtrVvjseq!Zzp-?8|XHDDAot;+%=*7!~Sl<%Xg}$MKwq)`So14V9R$ zvdz#Ghkx1q71iupL|rua%|${h?#1HwasLm{ixw|Essql;@y`TTCZPX*asPvOU+^l@ z4$`lDu&;si4My16czu17ICODkNiR$G4(yvt$z`9?g<jT4kWb9QTwMOeb7sg>19Kz8 zI<Ei+Ec5C@!mw9fKrN^Nek(M>^LP>W(cq~1!4f<^;Cj2&;z{hi%9$K4&jf$kd;ikz zbLi#lG^iAyx8xoDGIKZ-eMSejR??T?XQyQPNv%-_IL0EZg?LDiV;5_3KwKg?6Q4r< zlc{8WF%{>hzF*T=&JDaO^3ojR3E08<fo^ei@W-@{f2GK$)@~2=K0A%NYGk5rsT_3U z(SvDMICjtbFh?!ojYawWb{(ASBB{nl!CUaRx&G?IxL?Y#SIK&U=s)EPqvVCZm=x%V zUHXPP8bv>wC~(Kv!^6WB{#AIE+w13V=n{vSj<D6@_tuX-S17<-C^LOe8T{BxV7pi7 z1@N3V#L)xiJzZS!Q3Us6dMta=4mdm@eCIqK#z1)f+dViF{JJq|tZAVEb9WoYw-^lF z347zOe!36bSbs&TIfvKrNH?6QfPYJIE2@1(+^spl?vsLhSS~aswSXTick&2GDxtqz zba+mg7;$fqgl${emCz;WnsOBJ#lt;FlM?r|KD?jnt_13msv@nii0hra`kuzK;9DOr zKmLJ#?>~B?Sm+k!d9tKuJFB2?x~q|n{YBj~)+a^HAN^TQ1Bp@<;9+VJDTi6H&n}(O zO9HPWdVeyI(g}W+Mn3Q-4);_eL+N0PdgYnDLqYJrD7`z64<f$z->%ti0&e?}CHfzP z9=aUEI8TTB;bafFyLbY;bwM|=5`IYC)A4Qr_N0;37(@rV5IIHu^bzdzx{pm=?+EIr z{-fthbMf4QE3d}rjv`;Epr_Z$#5|GoUZq5wds;@vt=v(}bHA;VDMtJfctS)Zjqj`b z<ML=Y_|GXRmmA600~h`Cw?#1gyR^{0BpG<HYIDlNJ_vl|iZGj74g91%PG5z?o#6SS zUQrePE6l7+LyY+F&zoSd`@GBr3ulRcz~_Pv>$kRhpu;?iOJ9UNGAD3)9hXG@*0f_5 z(}=oy=+7k&@Y3i8YQM{<(>%D(c99i&Y1=Q$`+o&sZ-$waRq?=)LlR2th!-+lkKZ|2 zgD>Pru6_H6d^J7!+*m*C@n|jYkx%dw>3=%mtH@uM4g^#oP87%vT#R)`{`rA@I?x$7 z9KsYkMT$JA@I8w;^g8W^w_1&eN137a(d5uY#{~7foor#B+mEjp41s5D34eG+13p75 zo@9>ukW0)?57`FaYWKME06der=<c-`@X5T*%MRc6V9!O`iJPL}g?bA`JaKn1Uqbzl zCT;@#NmtHZTS~?~E(wX$mjJh)^ieY^xfA{)p1b_tCG1ghV_Fb}pYR`{Gk=e`|9;9) z;?yhfqY<f8)BnIn-c_=e`~{EYePsQ}4m{gKx#xE^`uM4GH@DEQNz8oBkpbUpT5d?4 z4?5ASXZubaW5>Cjvb^h$JmSm?^N*XrYuia83m=?YF2@=1A4kw{VY0`G2lpYQdAD^3 z{K$5ST$-l|=YMf!dKi8bH*`bR6Y+vxW-V+V@?YVwt!?5h^xGXj-_eLTkgnAuR|j6C z^5M$A>o;-##ij2{#!x3cee8Jy@b&jB@AWpsC+}BhTaPv%k9?T<^TP$`bgv90FK(g_ zJ?u6y3*ubJ6<Kb|TJWv2pV@u!ex8@dd2cttpFO?|)<ghr?B6?E!oGX6-9nGU9@L1g zN)P*?kMF9MObg=SXSM1Wl}_+K=CR~2h#TZG<Y%V9Uu%=rW41qFF1sc$u|^+uG87|O zLIPbQfMs}}1?mnCtp5dRV&11#^@A+pO1o>hWEuFErFURLkUemImi4$TG4@lCWSF|( z_cG`3^a%0e`#P+z8sPm8Ot4KjyTQNOz8ZbmMBPFAj>B&Kb%f~Qfo|M`r1itUXE}Dy zL2+#S5At6#n{HF&%d>8F``^YO-k+q(szO|-2<szf{0Dy9$|Ej<_)Ek=)Wrb3Y1aSX zJ@Px~GfkEFISu<IJmNRl)w9?$KVIJL_k3RQ{b(TW<DHnC_D(SB0RNTIO5=5GTE3l) z{J4)f`MO)s+3S*->38{p<NK@u7w}S*5rvgm=x0Y<VpezaYc=g78joy%*Pou)D;Qy3 zjzMZs6TIzh3sYHOD{#H(k<t+Cnm#ozIkpLSdO$L@%*36L@NaF69ehQMo3;N!D*PrY zH6#Ugk;Q8*@BlpQL;K8E24mz&L*F8I_w}zTA80Ncht7J_)-YuUpJVzulSU8t@Atc> zCXlZ^$ocwBCIWS5k>A%s;=qUUi%tbSfWHT~oahEl{G>J0j{x8OJ**+!MGju@^tOnz zJLdXU&i`on0RHC2@T_14_fcR-R0>`uYCGl83cYwF!Hu&K-*?o4{!!Bv*nRjuc^($* z!;_C@%f;u??(S!<fZpK}A+U!^82S@qpk6EVL6Suhvl<TQglwL&6yRCUou@gAsnJh4 zmbdi*ab-_Jn*=HF!^1u&f))4TL`3A!J%;DltXpM#h{b$Jwf@`jpV;TICS;QUov(kJ z{7wk+j_?co-;_`n-OOw)l)=5cB%UTJ{s=u@PcuRlI_bd-Ax;1N;1M^o^h=K*?`uiO zNuU5v^S;iqEQ06OSf-sh0DllzdSLu)2>12vc<?bp*v~%a(tqF)SxVV%IvwC8A12#M z;aB6yq%oPu2Q^vvh4*bEKNr7Ccj7Vf?^AyWb-=}8MGrep<f+e@Ia8SEkjI>z{OXFh z;^Wx&VuFA<hCZ1gHQ;ENUBTo4e%|cHre_)x@UlIv&Q%wA%CV}rMA)xWd?=sRHRPKq z?b&kz@E<wCQs8IkI7X(&qOwq*8JiPt=Kv2lNTzU=9e%!}`OYgI=T$PB6l@7Qo4sy{ zhq4fKJJk2zLEN&tLMs1#AM!NC$;RF}XF}i;o{R-P)EQEYX{-{U<BjT#Ol86Dr>JVf zyui;T=$JNe?rR(i<}SFGAVPe9`+eB?`<gj&@F%UR*VEO&--V-&*IS`e`DiH#>M&yN zweLS6`7+d7g5%tr;a8S=8^@J!-lbAe=4aS;_cGPJC-*_zyX<?m73bJN#V7mlCi>?0 zuUQ#hfZZLvxpz7mpI1FG?k_ds;<;I6F2su!qa<U4U3|!A-VgzgXjM0Ras~V#{Wkf5 zJ_*<nNtY2GbVF$WwBLw#6ZLCBp-U+|m?Lp<TU@%1JmFG|Y3~5$zN)Gf>A=f};}c%0 zb-=!N-l;nv4^%$S{ml{a=&PLXhN&ce?x<+~e)J<_pY>5^;7V_NbVc;f-9G$cT^D8K zC(GwXCMVFxp7w1jQ3$&D;fBAvbKoSe1iNa?(BF{ZwEBz_aprf1gE2Syv-#vtN~%DQ z;ti3m$N9}N46yA-{;hQ3$?C&p==!;d++7QpL+M;eyOM@@-6yyw1@<kVOLC<MeCYAU zQ^|N9JP$AV_W^30Pw#DO5*;1rOP1?-E4UYp8BG=z3w$rpxu<zYclkl}=Ljp{F4un3 z?90ek%t-9&s!(SP31xqTdkA|xwxA5V5%Qqs%mELou$_2ca~yd1`5XJUSn!tzX@3rZ z7X=MlYpcOd>tu4Q2JpFhYvum9_JS9gv%KMhE)huA;{E<G_EB=Pu4i^3-V%qzDu4&c zIcKteS^+-AIjFxIf!_7+#5ewDsILiztCe@59!<aF;Dh)w`zwjH`8D>ryfLO-18*3S z8|aJ+L|t4`Na+XoQI}K6WdZQnJ=!cg5{OIjDFr!YOVD|q44u;%K%LGlJYo*_z||Mo z9;Ac%_OE{-?Q7_lkrgt&myUXA-;QkW9rXFGoqD;-gubEC?nhaLIIp?88s4Yi&j+8} zrK7=I!YM<ho7|`ewH~eaNkyI3Ot_L=4}A8mfG-#Ffy*P*N+0k!<qakU1DX&&Jn~9X zhr$0pd=@AaM%_O7pT7vscgdqlmmB`jY#uYlco94xj9A+O_#}2wdFFE|_^&GKW~wr9 zn)Q8nVFC2o*L4v;)WBDA5@`it??+Vw`RDH8b%vYKl-}SoWp5l(!oe3kJB06nubCLF zr_a2Du9vK++70|2c<&hE{1kn87OGrtobmr}(;Rbwdjz$)Jx=h$M9RkEF6iOiQ?fFD zgTXJQSso=JZ~lCrH7^12=0(5%AwF5ucV79gxYwbM?P0h?GKIdqjC=`m<lXe878}mF z;NfA<Pyb9nAI?O)k(2}OGgW=?s{-ms^=;?BXt@&#?;R0K(Z};rQwJP~5YHX<&h^<z zq3=UXHa&s@-}m~Nose<#12yhfOHFbiyl*1?@UjGToTGP~gHYGuTd<!C+CBfe^Y8X* zqW|f{K80l1sX)eD89#UqZG1s;AMk+SrcCwdF#3*ijao0OB7VQD9+vil{bs$qH%$ru zyF6j~#vgpZI_(uL@cL;+f8YgK@Y47CoCm=V_HxTSy@YtGJ$F5hHW&S2^cT&TmC(OY z=yrcZ19<|swQeN%mdfgb^ey<!{Y%4vf{6cnM+6M7RO9<_-=U&MoZr$t`^8)xdX8@B z;Y!@Yo*P__{6p{;IoEYw;Cqy=)WtN|@rBBwLMFuHqj@SeuJF^odq>T7_4FIso)`S^ zdq*Z@X)nkl?iE}pFM|I(X@9J%-3J^b)g)%c@8hbc7dbQmKc&jpia&$-M}uoechGM< zNO>c*GZOb>P`*F;4dzhPhQ>b(LeF|y-SZ|GI>DvqUk72Afg!g>W>8P)UAt<<a{%ve zFPQP<9(2IsvD>?Q0B+drU-3iT%YgW;Mg(|j7I%gX1*r?++{9}Bao|Ho?5OHd59H&W z0dIHbJ<YF@QAMJjs+(EGe4z)=Q66<_k^%lY=)UcjfFDN0SY;g~MZRst|MNF+bSY1Z zcMm!GhYg~S$bnBClo%MRu?M~y4gS#w-mHEPJ(s2i9p+P-j{XtsCu4fv_(~l7RqcT2 z<p9L7VD$wi-2aG3E8QDj@a=BFmfzsJ0VOZz)nR8lM(?x6<&jS&oFedVquyJ4M|tB5 z`bNjcrwb-=j?a9}l--awT0M~W$Uyy5x9Im{qTM+P-)En+z@HAS82f>5l=^ICw>?L_ z=g7I~Uc|Rz?Ry4+b(sH(e3e=L4!k}3@~83#&~X&kGY)4X&t#DPrL%~7t>^@85B$_m zQ-b*=@ZRFy%wtYvH^MVRgHch`8)wuzPM6)lIoH+QuKt8LdRNT+rz!4-by)sl8@?}J zY47g*=t2LB>+z-7H&D-(W{W=9TlRtXE}@Sv_WJ1a!W8uRE!+-e1<w2^9*buIF8fpv zFVmvF`-OQ@oDbi3gYqy#GVX^<yC7HNH}1!VXL<KIIMpm<QHe$1^|uF3{6szP8B@PC zsRruDUA2?DeYUS2d5NazL#I%_kVp*w8j+Y>JB9eBtU5aU2lv588fo<czelZnAO9Tm zn@*4FLse(MBQlx|4t8Qb!tm^!OUPTieyR^#z&SB<W)uuK;QUndT2%HU&UbHFABY1# zSzu)PgzrzOu5{}GeviPnlN!78=XtNr4QPxauX1)%TcJgq+EYs5T@T%>kz#!Jc|{d8 znWm3#!5{x<)rrspe^)DK&5OZfZv>ZDK__mPl)GsLKajjARr>(^mCIdY=Q?oa>yfi- zzflhopxio9F^ay{^3u>RfjA$VmVyD)sUL0mUUh<gR9{u~^_>9xpHg>=1Noa-Ugyzl z7v#?e9m;3JFeju#{FHki?3^m%>K>dI*`{nzJ^tjQ_NsLELElw%iQnEd=!2@+%a7`i zU)XyoH;W<ee`uAHXF*-!)0+?M_UKD+ktb~rM}7QqkEb2-7HRTH?eE_32aj-?H!9Hk zt&4LwU>737#Gh^Oy`|>z0%n0D2S*%fB4y!sbm33Z;kT*<%?s-t*iV3c(p|%td!GxB z3`d-^&1WN;Pl27Pac{=FM!#${S$ZEn&jY3br%u$pswR#KQiP+P;b$bhTXzvkSi9a0 z-Z!2RJoj`K{h*`WV;dB}XTB%meaMsF5yvx#0>@WNd3|c(xAOI`)dRjm4+ypjaRQHW zdc)w{0Uo3Guiq^)4Dp$a^x7rxv6~E34G(VOp44lPGl1th@|(XaCWl}AyV=`2xjX+^ z^!q*HlgQqVx3l=1*TU?aJ`ThGC4ZBjL%g6U_6qB`j(x;BA}iu6m~-yS|9$s7@O^(z za*P<}x;CEB?qKf>dD;=bKFm21_zqV^c_RPacCJ5zIJT~^9;|}zIZ;|Ekc0Slm?=5k zE(85F8Ns4QwUCF%-^#roh5n2)6N}1?h+BT2tXf&oC(qgOPJjXDebznM3g1U)%%H)$ z7<}fdv<fqLsk{Zr8-L)6FLTUIRea75CpjH-zahS;1U4#=p?{D3%Ye}*_?2he*>~;G zqkbOD|7HTdSLL0ziht+2!&;duf_~N@ADLvFAK$Cfi-pi1T=ZLt1N2cJU4Hks5PYlI za9Z?IBk-(PqsxE`x*qA`L-q#5(}>qb-I?fjX*Aq&2W}Y<*_*e)U&!tqv%fovIo$=e zR5I|0Y`KEez5MXgzl_Tw;44X)RmW1-p&JG%AL_>Y@I<{_m?glDWCFT%@%xAwnUo(Q zeg;krmV7UT9~@8W=)Qx#f>&iujTM-`a)>K&gC7uXe+xCl`5F(zI&~o*m#zF7bsX__ zZfileE(Z9noff+vam4pk_G;rS`n~@=aX;6IzU1>1A~c9Ar<bcGWv0-d>Y}XF3x7UY z@X7Y$4Em0hrpLda52LjC`<EdN;Qz_{et+<D-zgMC{ekln2Rdq#+t5!kq$&~#d;L&H z*Yp+fO;kvhr8ycrKP4_VE)jNm&WP(2aHOq0<Ie<mZ*xrl$jKk*S12c0ak`59eNQaY zS^WQ1u`>5n*!hv0Z7H7--;V|Kd*1;rFKU>lF`b6}d)v(amVi#nLS$BeI3F07-J*v$ z$4E+kvk%|%OK#S}Iq=;bjJ@^Z96$B)|EGuhX=<LQEXsr3%k@-<LO)ta&{RFi=}x#K zO@I0o^wx>C=Tb4P$cqlr=ZEWHUg+wEP$6(rSN`0cujz=dye75u@Mm(N^(2!2DZ1`> zs^2JFRw|K<5VDoMX_*<xN=jt!jO<j%NLE5-Wn}LaSs^zodt@Z~6)J@ivPHkgU-yH1 zzrOc<&w0*so^#&wjm9~fFZSE@?~oTa9>4wlDR`pav6t)MBOB{JAD_aWXzch6*sh_k z<>gh9$7|>h`zXO6CxW@(3c<WH`M|5MWqu|;$cyD!y~Loe^7WnMW6nYU_r$R-GwcUt zbxT$n^5Z?+v|m0WE}SN<_N7KVmyT<>-&6~`*R`0tg}g&*MZ>2~2z3d~bQK=p#MX~D ziUjCA6z41?!^BZv8T4n@7eGHTtH|{ySRYk7vO!Py#Yxk<ZO#<v$0(6#c>W#h9{Ja7 z_gvk&_|c_Zzb<IJE4%yLt=M7e;Y8FysgwSMcwPmcCsF30Uqd{7c)FY&cvAQ6N^2eB zQE#l{Qa<*1miWK2D#Y)=k;$rc{GTgt_K-Tw0#6P+nyJ-8etd;Tgwq1^qshFC&%%FJ z^ULzjg9rb2zqrjFbv%X+kLtc0=%Iha2f~0;!-9Vuo5s<%{oa{W{sHjth?D*t;<3r( zne!FwsQVi~Q~iPc5#i<+<bwXd!OYnobQyMAX#I6;Kl+I@8VzW$Z-?)zn52<o{urqO zn|m5`4i}GCk0qfia!3Y!08e3UiQ><N|A)IV8dA4neXbn#CI+vej(s=(%N6wuJJ;k= z^gCtCNgZ&&|6lVx$-QqA=RqwwYt3E&&joT63`n6{My`D=241-sN;X<1z;5oUERVsi ze#K4>cEKJg#ykEELKphM9>VT?8S^bE)ocXd=k6CTUCw=myqhO%=&BL)i6ifCCLYFf z5`T2@?CN@EeEZBu@}X;KEnS_&I`GMr&ks3*@1`79a7CP2uvBGmfqk0_<ybX<uac`R zdhYx}yw1#<DZ{yvvXIw|R@<=KTL)zxegoeTK6$to`!bN+uIUmDf8o>GB(X$a33-1j zk2Ctl&I#Z6jD61`)w`OMjQr<G%=Bpk;8D_YLb)mKkMEl3s>V%1(p;-cG$(K?Quf#+ z@SN}aOd&P!m-d*rcQO2q=(Vy&HF#N2`7os@;xU_`5TEcB^uKBAZ|ex7j<+nMGH!!> zRif5k2j9D2xZ6fe6g=#_#7O)R^ykJi)tD!tuQV`SitrbC)4)=tz$S1oqg%3J4zHBj zKP=SIhnszp%@=sl6Op~0VGR8_x$cr5a3n25j(7Jt(Y@F64nI7HzL%5f%hr9+Yy9sM zdp4n-lPW^9I|pV@s?G4UFXpInjZJ<dfd8*}T=)@;x_{&7@xgM;fn8Lu8AUv}-TF>i z1OE1$<a%KN?5B{Je{!>J_qm{}B|OOgB@eL;D+1REl);0lnCIrqyj5L<=gN?H64hSq zhM(HUy==b;U0(8B%k&89a^ENkJ11NSAuhpnv-hEcWIvds?uRZLzqA#Fevhh$pMJ+= zV_uj1)$DvD?B}8z>r3Fn;oF&Xp<0OdDr*bXh})6H4tE2jz;}yYWWBusT&ktNmxRxK zZ9Tm3JPf+>y?bq^I^c)Wtv8H-Q;AmHhQmwX<4dKYPk{6P@|xcI10N0xTTYE4zX@}- zzicxDTo6-o8^^1ob*5rv2JZiM1g8`5C626wCKY(RvxksfQ~>`ok`AWAx<r2rC_8S8 zyw&m{-v#WG?KP|IsvX$<1do6!BkJ(^?qmj^(QjIN)Zl&y=0%FOyp60!Jt+Sy9*>IW zj12E<U`JjyS^PQf!%;j>vLx8U+Xr>-R{fk<L9D~gOANDy=#LjV$QeL~eM|8QUqU{v z-}6~(!VI{rb4u+5`dzMEms_NS&TW2W<*k@5^a`c+tJB~)L2e3vULYSUJ}Vh72ffNe z_f6>_{KJ)$ZQ4&9=i{~I2HvS4&(@Jqw8DLSeEjTFH}=`Aye7)}1M<lq$G#?qBENUg zvHJ`=rrn;8dXa;EKBYa2B=Cp2!%S@4&^Lau>!ozR25)JhdNt7o9?Gz<VgY!z)Jvy* z5%J>ra|gMBV({i{`~Hux?|b&eVO)_oZ^<w5Rq73N+Cdj(Zv5XvJSS32)nH$S6*S?% z+o9spnKVuC#QQe`daJ;P{MbL5f)~u}4f!-vhjTt|Mh9PQ;5^;2cb3k0%}t4*yNvnE z>zA2DZvz+7L%paZf%hJ7<eE)Cp{|~6{JaGBqoTmQa?c&SB(B_~l??n=R_&c1@Z6|{ z=;6V1=&2fco%&e+NG*oJdidpk3S{jGxc@x+WB>61|GUTvd7hG>PIT?k#UMW5#W-_H zI^qt6lrFI`r3*nP@Wdz^_K8|@jV2xb*dRN&<*n{Q&}v*hbvxaK@K@j2xCwnZ-#1$Y z)e#3m9nN37iT(oR9L;3wRp{`!wQW3}s9UvgvR%4}degzgi+`V^F7c>HpII6_H}JDg zeLQgOh|k_V)X+tz%6*K1Ct@~_Bxw*AZ>`$|ws?WZlDmI=44y)@Z&NIS3*YyQ4@n(9 zzi*qDB9RyIB|WoB9rmvG`i@t2Df%h;HY*2<(8rXzSgwzKvP-=ZatXYJChqIiSFjKJ z11Cflrg3gO{(0~)_Mx;ih{(7bdOLI4p6|fb=+{P$da#drk_R28?8s{cC{8#VARpW2 zbY?h-&&xJgjN<(xS3*18A3}d_RrJ(BTu+wI%ddn#nRMNI>VSFx2le$NpVRm`{CU9| z;yQEu+^dgP=(iBgIqrqHEOvl~BNX`;(cjzt&TpLYJYVaAH%q8fU;K3S0Q$}*p7q~K z#yT<{c*I^50DLzHJ<tdHFefAtp1Ofoi8eL=f^JnV!QN^Oywas)DC$I<;%L<NFYa+B zB&}+4v_pRxy_bIXRygvZJ=T6<9WI39R}>?n>!6QEKi-$hh4V?5IRx~X5!Y5+rj&FL zKWz{8_1!=mVA2Rk9)MnCt!S5X5&V|OwCF1IjoeJzM0wN${+XRm^+UcPzIMqVaN3bz z<q%ac0sTl%cyFVMGtNiZ-LN{Vi}hNU`tX|s=Ne2-nbV8m`ke|LEQ!z`-pCu8f+y*v z#<p`a0IxLVsTA<}>}p|8R&|`89Hw(AdJSH{9cI3%2Y=HYTGMnz96CL8WB+gHvgRJ& z#mm8K<e#sOz^`)b;z`R89~kW)UAH@e^T*Y%)?Pc|)sDVwycctrh`mf+f5Ckncc!9d zM%-w-Oyc$vpZlywvXF!Qm|&eY#d;4G5l#)oU>$4gOl#9n{|~B5If%OF$%+1rEeAZm z!TrZx9q8Cog(n3rLr0IklXQ+9`Q3)_0+YM9Gr`vGu&YEQbo7+iK~`bt+#$T3hHS{M z*{^<nfqfs^|A*!Yc-0@$-z;m0Z@ph+y-!+V9@S;H7qV|*S6^Q+3hdyV6_2TXHSFir z-UQd*S-_8lbVcPr+;7;B_TgdZaQ06Yl)!7wN)fSF3Ls8jGj#R^@49=^Co8EB=M?<D zW^W5YKNAzGlQ{-`Z8$fl<`3|XD8)b51o<U3=^uLo=<Jn`8k!D64__A;qId_MbuIqz z&Jpl?>%=xO)KPf5lUynd;YXalbq3%q)xPDDhSumqj25=$%!hu|O+IPw4IavGdrlE} zGg2(kRk?z`oSQLK;lL}_2QS+9hC&ZAJePF_dDf${ti-6>cpii0!M1!V=!RzIh6mhs zpY!7~oz;o;c>G;%jM{~eoL;MZ27cojX6Q~Ig#Od&opI)CE`;qz`l7<Uz>}9JO;hWk ziw}63t>b#*JJp9$za!7)J<!oP3*E7%!(%xS_pjg=<BoObA36O<egyel{=1Y`N4&QE z6EtZ6-{3fzosRs>gyD#TrU&LFRdeW-R-(=pB^I#T|4n)G?yG0uja(Z^FaE>2H_&gM zzl-xId(&*AOwcFK!_Qq%i}P5-V%IAFX*d!hiFz--lXWEU%X*Btu|Wr5F#44Tp1Z~M zP?}2(b(t@0y1cSj|Gkavst4frr7V1Ne2Akqm9Ax}&=IHaOt=Q1o**@6%YGla0BN?( z?p)j*Dg7+RWbpP+9Y06hfZq?<26y{BN4=~ZcKZmJbS`Y_A-)=}*8Zi3-5GZ5-+YVs zX;f^NQFRD$RKW7CI1%#WkTW!kPhjsWqkj)!-$EVj?>@f_UQkxfI+2TWTaLb0bP?bA zbT5?c>ZGaZ-m>1n&G-GjLhV@hUsej`?!cj;@^$4$@Eacgb0Pb&UtjMHz4`%s&ri~; zE-XSHhbY6WF8m<ph;aQ}GTwL91#`&pT;U(=XS;D<NfXPuQHXQ;RzDbL!l5sP#v9hw zIulf{bN`pwh5Yp<|KHbGH!82EzW0DT*JNWvy^Mj&^}3(if!o)p=%mAopqo9|Z&nC= zzjRruk4+BvU)R{fpol#1<Nfnau9)xbyliGWgE?)%lTTE&P;aXuO=O3DGr^I0Z+9Mk zc|-BWU-X^DE3zg&LjIU2vrc~iy6dm|Vsw|G1HDTK7#hXjua%sMa-qYzgz~-;#Qg|I z-WKJz1usk1m-Yjn8tSIhwo^czO<K(S!S44H-fuEb4;@;HyzdKmdVTYG19QZw2V2{W zw}5XelWlw*cF4aU*gsB%j>j<X_{WSG_WR8w_I?NYG|Q6r^Z>UWlW70BtN=W@cb_v0 zJkP6ffP)orwIwJzMO7R5hT=0R55%RwsWR$)g{Vt+JZi6WhCRtgs^0?ttLBLCKY+Y> zsDGo=44<3WKI*Nj1%8y8^Y#nB3nAg@>$@ieF@M+GmR`aD&+S-PtZrY#+?m)q@*u4L zpm*bl$_MC5CcZs$XOY)8vVG1(p4&I;9Ti)R^H_)e9wo>9)_6&3(b~dq*iz!w8KGl{ z^^-_oKAa}Ay;N9{13|z-py8z`;<-(^Y&#YDZz?EB=dr%tLMItnxsadK*L_aMx(Z%M zyu<Yh=Og|4rfYQ(A8%(47$I(Cr6=Zg86hs5b^hdP0iCJOg01*5=6UxVcPzr+C93)z zbFlt*>R;Y$172oOvPH&*0Iwz&?8nLxpS=STg0G;D;OCRQLb2$F`h5G+`W@iYzf4BW z52$lIJomK_aZV#yx>@i&@;$l~o2I|e+qE~oKL(y?l=6}vor3@Fqq+VI_%@ZKl(L^1 zapdv)_}!mhk(}e^#Xb~YG#ldv?zH5#Y^EblL_bpdwp;JdzZf~HU4?pixG3M3b>O_s zMPdIa^q*Y%lEVXj<jXa#IXs7W_Vjv3WFUC#$u9?-AD}<yqtr4daE7;D-a;2~V(CZn zb~gSWb=XGv?z#0dV?`QEh@0!P@eiAu(cki@c;g>*j2O!<-YJ}moAH?)n0Im{7{2K& z+m?e~cr?rPQUmnO+-oZPk%z?RCY6xi#d8Nk<rC_FSEf-1)KswVr&E5uxY!T8bJ;0Z zf*!~){NC$LD(3S|cmF;Le=yOjSR)dKzft-RZl8sHl+!65f(~dmJX9wFJ&E1R@X))1 zsF#ie|NDV>v!%wfEp`umP{U_A{m%m@3^{h1fG;(}$uHuuFJ$RFlP(s>!(+7{+rYnt z1J8I-Lf6yL)fgTEPrA3+&>MyPBy}sRc^+}8*!pF8b2aRVEJk@~82uBMa?{#@FOL3} z_xphFYr3B;oVwBft;5C61wV0nS1-pifxa7SKI4d1@Zt{~p@xqTcUt{6@AM&G`4L0J zAAx-FTK$<y@ag|tQj`VtTnOJjk=nDT;`|ChP4FvtW18I-%{25Oby6znfArv?k0*1@ zflDKO_l=*VgQp~g7FfWpa&-K2xzbU0Q`^)(a256a?FV^xk-r_ogJS-SW8QkOdm3pK zaEZ>7%8Lql@@C#dHgNUnKlOLtzhE7?J@>fs<GKNHfrn~v4vq+=)cu&#L6ax79FKEz zSN1oj?1O$4Ds#g{2>BoB&wPFC&tiqvc{jYzBZX!^4dU%(srBcIw5Zdjw7(t@Mw~3| zzPf|B@_Rh_@-lF0@u;#^2G-5%HpK~s_gKf@A({)|S=UA0jogz*{yG)Me-HjreEKC* z+zH^!ziXGMVJ{16-ul5pSkLB_W4_=w#9|E^S)=H`OCD)-zl1)g|8!YCBCbU7#S$x@ zLchx_UB}T-_?7pNm}x%d<X%rI2zv{@eP}~R5YHF-G;4Wv5c~R`qjm2!?DLJd7m>3S z*!L}`n!*iy&a^eVU<>Ce-n|_nP~%)!@ipIgR^%@lb*4UuTlG!nCb&N$znS=WNz5Pf z!E1tP{{>^e&aT)0f?t1B-S;Nt49@93jq)tUx{I%p7uS0rPW)kB+&~<BS<oT*pEcr0 z%efJ&rQPShdB5MCa~)@%Oyuc-eClCXlz0r*StUYPEgbXm`bDqFD#E_WrOT-B^96Or zZ#iS|`~EetU7oDwlHwG53HiC<^9w}41(!s&hd0k4f4MU)V~h2QsHtZ*;>Y=?!Bq); z@brMGQPNfLmk-;UO9l^t<L#6G+7QpfxXb>nV!dm5Y=6ncBF`gV|3#sK`pjBEZV}?R zqwryuZNy<WzjF<TxN%;>mq-3_Io>BdX?`XReUe^BI<|m6??0<9FycJL{iD)jgQ#~h zb~)@6q29dbYeqP|2I55783Q`_0jsed?ax2hH#FQF!~3{{US(!}K)-P^<Eq9y&d)_0 zdc$xBylFeA`pym1F?Ci;saU}y>uonBkq>0lwpzH=;hZ={&Vxgq(0LcfrR+t3uisv= zOIcxl)rhf79(3>_&C20K%$wdZd~?7H=RIAh%EYX990~iJS`MGX`h8Z~$26-Co#FS? z@fv)7i~Ic|=>sRi0S$viYv|j&`}4Kip!3Pd1a*}_H#~DLXGkR$I`$eRIk^{jlHRi3 zWf`0o?XUHWLmg1w&96wz0Q$Fuy>T-5T$4&ukn(NBmDh11D&Sit`<twItkCay(#TH} zb~Bu^^Z6qW?ETiB>UHq8s?&lF`BP4W)v1YO5yZi<;#@nEW7uB<uH@b4OWpb?_cLJ< zdTpZWJ<SxXQ!K}q4jJ@Y)*sW|l1Kg*buHQZ6!ulUn&b`k^?TTHU2iGy;LNv!m3XBZ zxaCxY_}p&prbvTzf1vT-3lUrBUc5Jq(x4-(KE3*O`-lrcI%ImUF6<=NwOdCMcJlG` zrmg4|=*F?SC3kgDe`D?Du6v4ezE_H7n1B=X4!s{D;U5Wsiv?4v(0BM6@{BRRo6PAK z$*LmiJ{E5_l?ogP1fAzYwZ}21Pt5r$>6{}W_KEp>$-BUrjhNSLtLVGTOX-uszRasD zjm*$u{zf0)zc-jylgZ+IhB*QAYcBJAyWoQP4@MV*V#vUo$CmfRU4R}g$`EOZIqomX zDBsr~#N5FBWS2JroCrOy=$^$vcL_h3@bZZi^334WaTdhwl*utOa$nRd+lZ)Su&%5n zin@9lh_7d(+4M&+KZSCB-ii`<G$>{>`ULeTXZ6uQ#F1dF*oCtK=$pLs(j*=IVJ{K_ z7&%DbXTSD8pF<oMa<_@M-2uLe_R*Tmpg)(JO2e1RnIO2rcd7mp_Txg6*L5Z6kaCU= zic`p|Kl;7o#VfC0!~h+5_RXY@iy1cHRn;7>UasJEP;U*8H#`-}GFQTW3XQR?R08jB zyX8Ik4Sjj`3{lY0>(EDshOf=yzA5g$d7+OwPQKNalE`~Jw?dXOasYMFd1l{D9WL;o z(1!AH<X_{wS{GNZI1+r#OW8<a=k>8)-EGl#wlqK=DF7Zew!yk2cN2LtQ3RRkM?7~! zG{VH17<09<dy+(uhe-4)FnqcWzYG+w(mIF!5wA;$Pi`ZxvvjW@7~uE1>YBwTfnNlN zJ?$*e9chkAK0zLyOGcD*;{y7GeTa#4Bw#;7WIr9ir&XiEF8cYSziOx;^3*BdonpNQ zH}prfg)i<6GSFoz4^lYc`%^_VJ{yZez5nKI#!=W=@7{lZRvDomh5h$f>k|4ZCf2<2 z2+$QrUOW%S`v0-X<*!(UPQxz4H;sM!@4~I{9ppoSO5dMSNnoC9F(1)|1^CUGLV0QM zz`;~W6GQ9|og<OlDd>^*x!eiEz%4x+;Vl6&JO^Czn3u~<@F&UD%H8KuB?M+_&BMMt zM1@6!z*ASEGK1{}q1RKec1SCtALz}UfwYIv1xPI1xzJbn#!ANUQl2AWwli$_%(Mgg zT#aV$3&1}#xn?8$z=KokO#TbRIq2)TS!G(N6HI3n_a8^UJcZ?iwL9kUIY`Ufw16jx zpME`#eQWn~;i3iK(nx3RcxQ_Ggj>&fHPrctLc&s1QLpB|#=)UtjJYarOJc?Mfp@Y@ z*i|6zJ6m5ZNP$0SaMFvM0DkTbi&UIM{8rPt%3<%0`T<vcMF8@bK;o}s8F=4NOnPe{ z@QS2^ev`=u^DoN2tJL2_p8Z!SZ3?_e_F7Bi!guI5F{Axk*bfSI0;dn&Pfpgr-f0hA z;;^Rx<42qu>v(wlHSFDH^k~6rO2l)48`~GatFjbV^LY?gYVJ*S>J0#A5>rR(;RjO5 zedN)F$S?25SzN)omj&^!6G+h?RdJ(C8uf~3>-6diu-n1@ViV2{=oy+f`yZih7GB6) zym|pT)(6VK-Seb|JBnibxv0BE2rJD$cOuy42{)f5av~@@y*$L=jCs+#va8#Pj)a<$ z^L`D5xK6P9^ow~%!V!IawFIm)my~(U?)mo|^Qs3I@OvGHP>Kw4%#Bt!%QOGfkq~Yj zMCdJaB-nk<H~tLV>l&kUn_|K`R`>1WGDEz|>tOjS4?hdjo-U)nzRulCH4j1`XW{n0 z-98E}dz+Bo@Uy<{E6u*7;HgX-s+I5y|GU9vZTC^%+i1RWMIZ5ua?kVg@aLh0-0hk@ zz^j#j!kH@6L5hqz!eRHuhdY^ABET<ZsLmP#w*=@YMBYP>eLv47M)MQ?l3cM7nu~h9 z#m0{yy#MA(jftNT@)WTt>xwYgDQ^+Yq9Jg}a_+-h1I+ImPUYII^ApCek$eF^n;hyZ z6a9t0g1;WMF=60IKN^o$mY}}%Y_>zJ2>Jo>H{K>~%=spYu<=6vl>41YRs{9Qc`B*z z6;|k@Ak%wol8w5=sf<H=Ix#=M;DwNXjRV0Vp<6|#%YooODLbIO=|H%4a`x~9^5m;C zxm~9}q5jSz%ekZmd=r%8N_~y~O(7!r4?KuFPwGr`flG!7ZRP@q^Q6CwTrJRNaKxMc zBB9!mU~nxsbpm~}jjl;UvfY>mai)ffK#crSP;&SMa8QPW$N3;P>fnDjuX-Ww+~RRN z{KW+4tG=E4I+>3;hsNS_N5tQ*w4M{1(3fiHJw-)rkpKJ%(FsQ$BBkK$sLq3aCKAVZ zG58HD$C*71*w55j;;THVsL%DW(w-bZAJ0;JiZS9&_lZ}MN{>(%;90-L2>U%iueU!I z{<B<n-Ngd_`%dAfK>I)F^%TeWhQY@kf7cGnwZhyCIvuUu^8g=(S665eXU<dXc<uwg zl@*q;^q$0A-@nKA&EE$9qnM+NK;2zs?P$;=@EF?IL3^HS&>t*+mbLuD{0lwjw_*>F z$GOPeDS@5+IC4<;FXH#j7*m}e$gj3+bB1F19SK}t<TTHg;yFPfvh3@aldh8T_I%D5 z=KMML@gxl4xk1XYg2KS*#_xM22jAj(97`T5nZU2>sa8deq?o@!Xv(A6aKv*DL%q!s z@%)af&$WkP7Xi7&9}gcuyw>cy7ZnQJ692FBK??E&)+<al!A^vihyU$6`wO^s({VV! zAND%1?_V$cxsHvqP@xljSw+O>9&jR$x7jzkiTsa<OLk118T~<DiG}x0qrYtbW?S(t zf0$sZVmbo6D!P(eT?s#&ePg8#+^=CCDph=ZlOUHm<u#9WC##g!-L0$8+HY|`EJ2>v z<lDPpj^}`%D@yEfM!iayTKz8agC`aGmWzlF6|v`6(vdg3D$915LVT^1nqK}4-D)B7 zbWs@c4oQYa`LG(Ck2zk@VF>@8&{<8Yl!6}+o2Ex6WBm>gQr5iS&yu{fGaA4J;xGkT z73610iHlBm9SLlj1!49+4un|!hVqp%2SOar`Gp)$2Lkc81->2d(4(rG!@m(9hJ0up zrLfMOKRa}&foEj*YuXRr0q#BUST@N)zrdfGcb$kcM8111c}ScHbag}TcIWPg`uwM0 zjk)3pxg}4j!J|g*<eXT#2)_BnLOvFJ;)i_s=d-Za6*9Z#-etu79Jkw|&ahkm;(a-5 z=-brith)|eZRZ}R2@!>E^5WL5_hPWGw+&*&u&1H*N&ADyGe17i^|2AXN#G6tw@(4< zqM-POc(*UPW!U=fZN!^f<#Tbn^MLzu<XHRnBF|3938TS!zU&pdn@NuA{@mKQRtvs7 zNP95)EanazIrs3HFY13Z=jZE@pD`6vpW)HMeh?itxF3mn7)RetC&cH`#0O;_$V)D( z4pZjhewRkcU$g>$4NJS8KGlPrS~mQULR^b1ZJGbd4Lc!3h13T^U*LN}cN2E=xTo{4 z0@hKHJZ3}UIO=wn^U_nW-r6_Bw=LmE4?ebp(o>>OHI%~td^>bh*<ayr<bl_1m2zKQ zVTT{t58EK$_aU$zqQG^(&7K!GL%+>KGJnBy;P(^3F*Qkp(C-4S?xAV}4sp;p+}n@q z@$0+y<N9Q8yzKmtM<or|o~Nh*@8ljkD=LDz@%!@iG~lh}QVrGa+>da3my=(iw;pcE zXX^$3Ox1sV`z+$-a_<L4${&d9<h{T5E<o=yCT)*Geqoi7aH;?}^7_fIBii6C6VeQN z%IDE%ROv?J3O#js+Gyn^*4e!E2=~`I<a=4{k{4H?n`@fhX8jNOIbWgsfdcrC_a644 zXXx+vov>~P-QpSpx65r!@SOI8F@JEK;~ec{=PyGSi7>Yk+>5;L+g!x$$Kb!RQE$58 zuYs*~zP!(%@7TvUe^5j})sO=x$z{YHhW~Qf<FVdG=Jf^^z};b8uD1o?mHX0yMuZWs zi5h>fvS9wR$jdey4j^Q;2(pE&V$PM?87{#N%vIYC9Y{L^-NIeu;0&%eD@HDnihQVx z`Lz=h?6ZaZuyrLp;%wnlyBCOaRR@}1`&vWq6w}N7q7A$rh?Nrq?l&*neTmtRyytYu z`OiJTgRImaRlp~LAGg?h{NDfJ<bxRGJ^VIZCkycV2M;!5y1mhtlHsG<3VZNkYS?oC zJoQ=UzdA3h<4&XSgFf(>@NJV%QTphsQB%64cp7u_oIXh>wS%wDX{i5&ULt4~7ia+- z$-1{_qKo+9sLv|fg*eM`?^wGu&L2u`XuYRL-^KL?dxn?U=;!wQn|=fNb7aC52U!6Z z!e(*vkzC;aR!)jg9O6OHLpp^oIJec4Z2m9>ugr<RTX)avF@M?HL<=4nzd&wzE&=QN z;HsC7F7$2puyuxc^wSLbH!zXyo^z?%aCE{x45oJ%jiSHhgH&?S6xN&d>%=YWThNnj z9q}~uPyV(uvqt=r{d^~RJ`(lopX-(%vA&KPPj+5mA0(7a48x|u)BOL)wL`zJDmpkE zi_i5=--=`$M1C#V!gdq>B;<9~XU_rDy|o#FVt?b@-PiX;Vfn~^8Q;a~ATQErzV>r> zz7O-C?X!V($SZUW>vX7**FJB1%^d_kKYB5TyaoI5xBmLg81#=--`_h5y@X#Wh3qNp zU%6-Hg%j*O-<sX426+IH(}0)d4LtX}EAn7D{OfFTnt5F&>aP^G8JdS-7nB_izbWB2 z!vXu=B5yw7y<Nr%zfLsQ>R@R@oGmX6Y~^zyWD>FFUF^jD*;`)IO@^))y_mB1BJ$;j zjas{ThFGtm`0jkg;;$n_YuJYq9sM8F{^5OOc|=F>z55hC<cw@V$Bs6(j|cyj|6s7* z3mkpZ?Vg)<4}8nnsm~3#5WsWWIqfiT;@&ksSHuy$>d*G$cn-(BdQ&u8m?J@kWSV`g z1n<8iYrng1Uo_9e<XPf#gLepr_Tl_+Q&-+7_T!cGgT<ftKSRR;y0cj4(@SFvpRw<n zPd^^k{R7_NLn&B+_k~7ZCKp~rJ}whyvOg1iXMcq0HV5#QILu@m_p{CZN3K{9JS5ec zJ|B40{>VFVuoXJWky(3N=w%vGbX0%iaGh7BYrnxaADR0ZgxaB=@+$a3u@Ba>_yEI% z7}j0rT8jYmixa8*Gc@RT2_m!>R7XR<W;E6-Kps|RwkY4mjCl_IT26|K;74*q<Esg% z3#M!ei6Rag>cwufz~AnD@=$wk3_siwGEcL>e3}^px%Z}cj_H%wt)Ia-_i(cAt%D2j z(@sKEV+8XmXq0Bl9{@M%m8yo_u}<~<?qZeb&-+Pa{s;Wri(7B%6?AJctFl#{K<G3q zO5awIXLB}gykUS&bejIGs`yd#Ey{>XNZNpB9m*a!l!Ct3fzXd9%Fu7nZ4|IOpCt3_ z64{bH&bvBx&M_Hae-*iGr{TAharqG<6^IWGJ38Tr3ldH$M`CUO@0Fw$dJR$kHh$e} z$$|c@9wBeWL)f>&Npp-|`29h>iwVH3Z?o=&r0}Z)nis6sX3*b6?r_)gInG5oz2L9X zg06M%j>!i}oZDv+@!%SQU%a^XCkyxG!baS3Ru$*d`4m}plCdAn9+W1q+naNfjt<yg zACvqzkBr^t*v}r>Uj?1<KhKaKzn#ISuPhyby;sNjl8Ei<8MVhN)Um!TgKq_P=XRSM z@N23Vg<jVXZfA=Ans1Wg?JP#nA-VJg!{MjWnz?#@(#Qh`rl#7UC+#Fnlgq}TPvhLV zg@@QTk}ID>7NA>SI!5s&N(lL&kxbhQ<Q<=1jkqoVf5h*s>S$nn*v`$FDCpq6Nm@+~ z0xwLsZd{ng`};nd@q9vF<dsn)AIgcoO4o@`sdsmI`18<1H-Y;$7d^*{@jPALiJot# zf#>Vp$IcuE?-W!}{y_$RFcLAM>VvMQM#n@6zR4qWru~Qu;_RQ0k1L3?k?rJ4hPYma z$JOLY*jvK0(=10LP`}TRe)0!#K!1iju?zNH@O?{_8h+a(GW(D|4?Kv<UU>vK-{N%X zhj}6JO!SrV1AGsox8&FO!GliEmRxHDUp!_X_^y!)Is;X?zz<IB+s{1)2CMj-r=?J` zI`pAW&xjwwkHwFdYRX^1`Eon`lY+76dy!3Ro=1FLV6lnRMBJ56pY<<;epgSpwUJv4 zosUAHYIp8^NP_JAUQx{75E%{1w{#&i(O!^QV{;+c1ihqW&w}1Ter=Ga33H5Y9#FeV zjef})@<N)Y(3$A%{Ex-}AC5&G9t2JtpDU+fDuu4{<}AaF{Wyoic|0+R3w)}u<$eip z=~G#@nztwV9#67*-H!#IuN7~0Fht({%KJG9;yMfGp4Bq!+Z*Gm<SjkeZ^;JJpCj-W zeF|p3DAc<?RT6g3Q_w%rHd=*#ajD2mr@|I-As|3R@)-Kod}}GZhoP_2G-&QY+$kA0 zi+&4yVW1$k-#r)lIg)qA+#L3iscigp82u&mzqVzPkcTx`(GJ01zLOgD6=>i&2UoXv z8CRiCWboR^fameu8GHC)26n06!IubJ_`x?l=B$W*7ekYOyXWst@NxXvk#HeQzZ+lP zg8d()o#x>LAI(`R%>VB`e$E~DXTyG&T!~m=Q$}79SfbK&7CP*ij4|~n?5C-4Og4C( zWht{9D?8%O(+&k=;NJJgrM|q_Z_1ND<QcFZJ$`TIPF}`5D3-k=7FfS1UU#064%DZE zlo#&HB3~CUxspc&9nx&dqYdA)=#S#36l=ua=-W5r!H2p=xTKVjr+FlWET2F<&OAud z{nLLAgg2WV1thS`BcC!#-LQV2d8~XXd(pRieA&2J0{C*C<@(F-@QcPPbwuTuQ`5sE z@`-?bJ<-?D3cj3|d3rke8TKonq^}3{x`KghlburZyK0DN5~qT1Nm{R@U_T=G&W);K zUkwe`#HH^;mkbaP5rp4xJ+&8$0Nx$dzmT+ySKc*6aV_KrsrF}HPO^e8s8gOkiMTb( z75&5L6Z*`}l)bHi_sf(Y<~#pj{mq!l^uUkyRXy@9ME=VeDcY<sg#7oSx>I5)`Y^H| z(Y}Z7WG-}cV*3Qn-_lvf5#7c)_e-P?)Q|@RdyePjz)u`VOFl9EL|@>R<$L8*@Gr@1 z@vi~M7q}A3FHVDx?Hw#>gWkk4I<yg<1RlI+Yv>&v&I`~Eu4I2hz9g@i_Z|4b`^)=H z2k_#7@&{)Qth<bcZ&D5H*rY#u=M3~$`%hVKo*?hli}=-}h38wnJV7WOJc_xT`>C!L z0k6lL;=b=F!v46u{Q9wOLOmB7dcGo`JHNO3DE3L-Y(*%{9(ARK=z_Hjob$SLK|>RI zsEbM33nt+9D+Qa#-TBg4!J`^0+Q{Gju1iZH-hZ;RKF2YIbK>^jLPOy<EJ^GYJ?DX^ z7k-<o(t^*9Gbkl)I1yT0Na9T4PnRF;eOHg~XK{qyM}ZBzN}kc8rvQGKpLk;mKbI5h ze*X<#)g8y*mjIk=kD?ru6$k&3<`_7$jXcI_#QD(*`sx0Ki133q3Fl4Z9goC0q<ggg zDAW*lf9Z=oyn=dB6uH{PZtSyK)%#yUs26q8(DehajO0A1IDcbKpdw@8^e@!cI>Wm* zuupZH90%k>z>~9jdP|{$Y;sT-Uj~0qnEvLuRgU<)Dp#7okLQ3e9+}#GPLh{3O?x&k z^b#Tt()tMKVFsxVnZO|mtMK}7f6$+CD9F9#f+OJ<vGQ*Mo^R!9-}Zbx56@Gv3#g2` zjr{x2f$mUZ^f7aZnb*yr-zl2H;sf%&`KCeN<EF@49PUNTmf`uaoXWhqs7naFY&;wg z4?m&_jFT9^d4kJhUBbXg+Iu|D<*`o{ZWLDCOo->vBy|5lug^GMdt9*@_vvmZa~*as z|E6j|8Gfk7pPX4Ci#bffB%g>wkr)5C(z6MkD|uPWwv!!p`#$7(?Mc)d52<EE7^1%* z)S~C-ZT$REEl>`2a-DzH?lR)`b)xkAsCv|iPE4}oG=lHVaxKe+Azv2KzZNWrzP@|> zr=@{YLM*bsxRJ*^-L8HXfIe4()+6>E<jX&^`xoD$Pr2&t@^eMZ`6=-DeMjmR;`~9+ zw~^hu&yDKHE3v@(x)xMX8zWDC@UG`J>_6`P#Wf2*e1FBl^)Uv_*Zn2`FCM(f++iwm zz!~+MnRpgetRw4R>&Un83;*tejU!p;f6?|Na%IPJ;+_pKoP#bE(&R5j2LCcN2@E#> zjrvZA{E=q^I2T0RP*V!On2!~VOuh(vJp0P67W=-Z(1-i<2=d6hBWimkp*tGOuH|4K z_KAF<IO>CaJRbel>LcP<%X(nuN%+I<^Cz+q{|RDC<|(gXx8j#8UEz1$qPOT?Euen> z&HR(i7UBd=K^Wy#^p~~8%h`apd|(W7J%oHBrFZH_Of<gVi95G~!EbwxTq<k~$M2)V zrREG#*FL2lNsWE@(0E$);8*a0$G;5Os)1+5{Lc3)(HB}vN}UUw5B^)oyz~M0n``pq zKj2yT!js51z%wzH{kp!Gqewxie}{Sr`Ki}y*WKraGhd($d4%6*Ha`uPAfW$spTP8h zKkB9yVqr$_fEOF;ukUH%dy@uwR$f7$hl4z4CwOAefZ`Gp3HJHX>cgNc*qek%cJ*Gw z#bZbKGZYY~=jQ&=raBTjJ~)Yp*rASADAm@0d{D}kH@yRPnSZ_I8w>oP^{>j>e#C{n zUBmUA*~k~?)A#bLVLz{(z0>doeBc&E?LXk$u^~3$eCVsqyd!lwcc7Pk?Y||9JiUs0 zhA0>QP{1I?%?5nuom7$afPOo?`SObuu2*C*7hi)ovF8GD4;TE{=7HClF;(<6aQ_{a zJO{q_;;e8izE4}#F)Ec1=y^JoUOo7^H*YAK)CP4Px{ICHm%+0chSgsa5HCu!-wpTz zr}`#37eC|NXxr<c$~DA^md67!deAQfBF@H=Lr>A$jwb?+1-SB`*xUrJXb8W$ba3~4 zkg(DN@axJGynQ{`pU;oXe{3NR95|*GRgXCFZAhZ22t3NJ><K?F;(5$hAtUK*;B3Y@ z!)rO{mv;TjN-u>t_~cxhChRRziML4|{>~t<R2L6Fpm!?C8bCckbLi^A4e%vZ?{*en zH=GAm<&|+8LVbFJpq)X5bBDrts-)Oo*UHg39&?-nJ2%GT<c)rpDx)f1BjCmid*mnR zuA^r<KBS!jK6_=V>}y0E8g?BC5d&{kX?U~L3w|V~;CvT;^U6G&`B?+zDf>h{I|Tn= z4*8f@d2IJw%O1`~<TYk5WUhDx+$3nn@bz~b0gnxE5LZLoI4?oNb?O!B;#TKouDId- zq6doxMbM|2Ca#^ij_ZcRpZ<fmGrKuStMdbK`sbeSpNDtrPz*zU-q3SOH-37<{wB}J z-E7o=ZV{tVsJDi=uQAg`SBCTPjbcBagI|~Bj1)Ki!aA94iJm7z-d69lhg%ABm$o`& z6|=#Q--plgfX@a~m`@2Bx)ADy7f8r9kVlUX_tYV;Fs9%7`=kS(f2eY^5AjVV%iXU} z5b<~|Heugs_*XcIv>b4gWXh90WCZ${)T;76*taC3Q_cqV#qed($7hf5+{4}quji=a z<dd7xQW_wR?@_Ux#p~#;_%Fi_yLAGJ2~ya(L4}!ui5Av<n`iqJ^l*~vzrA|lM-D6= zdKJLGdq<-c7lG@-&(G<zwBh`26|2e2WB3>CV)J*{H|@)3w`f^_N5^-*3_^!>R27q} zp#c6HBxbRvV0|Uj9-6^_m+u*oDx?EXPTr1ZDF^Sa?7F-=-yr1cof1RryLW?J^M*6@ z4mLw?X83<#mZxla68Kjut4(Mv@|!r%p$yn%+o53AarkBCzjrUTkSFGxWPEnj1bK{w zklVX4@C*$GVX8C8-wU{Y1(V{O&}RMh_sCngug)^b1wluX=I&1G1z!!%*baif+&Qhr zbcYE2dr3zhT_hlH2=WrkkwBlC;bsUia5=Luq4gft{d`L%r8w*=hfDDj-Cg+m^akg% z%Q*j4ytAs0{MM9Nw3Y|I*H(~J$v_=PhrEIR_gN=GO1+>flQ?v4#jd~u;Hd?1(qFsM zG1u&FW3^E@>KMlbSyzE0KNMeemDOQxyJsr-7zJ?Y{7bvP_knM}{!sXXZzUM5@h>1= zlx*asJ0TB=9m-4AQHK6i+S&YH6y{my^1c;TK)f|jaa&;rKb2XVdJFwUvXUuJ34Y|y zHgY{*9eQbY%YRiKIM0&WfoBdP?saGBbRwQjkgqokfk%xf-)lO#7xl)4pF^A_$mb`6 zc)D_tS4_Tm74ijj0?H-hSUJ>(6dIz30&%X1UH8JJF3jN>y-b@1|C!#HK6DrQV3w$K z%6;GteL;nt4*WFrk0_tTBb*Z<cigKKgZ=9MM0;Tze6im|<vDQkyL0MZe&{H<zn1%b zz<=CmgpLj{AYTnF+sHEmpZnZ$r|~K3E)$PWslje}9E>d}P~Vi(A^#zN2-lyc8YVA; z-Dye8wZjfQRz8U<K~K8UllR{q)Hl7<OVTG~90@;pO0ojfaGu1z`TA4nxL@ioy_26q zd_8tPVG-AJ+#-3VdKq==$-eUjEvU0OWIhl*fI3gF3Ck~Bx4hMEtL+B%O(M*H9e9_R zvOh}#I7Z$?9s5xk>+$-ZgBI}VDb+&y)$6E_5P#i?M;uDKDBTkmguJKf8L2(;hCj>x z_s<BRPR%Sa_Z#c?@o)Ci_xPDFq+QIh7W-bBmE({5+${2Da#eyK>GZ4$sz85Y)o&OA zFC0F2YSDQw<}L6E2~nG%j!BbAzXF^}PrOSUk9@#5Y~5eA6MbKgqii3+A57?^Wp;Jl z>GDd6M(BJ75nWd4PjIfSabxwP9OB2}0{yeGu;ZW*@Ag#itK3+#Xa)3>pE&;SGp={p zt2-td`o($fug9wB;Ai!gWuxz)hu&<ss*L;6ZhYormVon=R#6j4g|M?)PvzIdxX+C$ zyE@qSip@FJk#;A-KHKC0F1%0R@?O6281O&os?2|`@V{xxjWF07w-S@d74STk@@}@D zZpdG?zY&L(;(IYT6sy4APHJ~|>chUCJYeRnKZ-b4PxOloJSQcOp`Rb|>XdAk!2oa~ zC7!#>68Ars^i9$NxXQ!uZQnR>c`0$gd$(_}uIGt!2XMvcN05j#@cZQoYi0|sOTk~0 zAh-g3{E#fsAs+NQvXi|fhVJHH^3?7Teh$50@70L=+TLDQm|#R7K>y5G7jPzPoY6Vr zIp!_ZSbuL-!QbylJF$F6o+rlZC9{q>SI_BnOo2ONbKW7087_p>4Wf+PdGJ!12HrW$ zvEeB<-5Tsb-*d*)-P_B!kF3sUCFmn*hi;AheGC1y)@L>i@#EAhRdaIq^R1ys=NI6c z8c$ww<^eYg3MO>lB2GLZUysQ`zG6##xxwrO>Z8X^w<>H<-|30Ay$Sxg&-zvrE8+!( zfH^zUDCRjdE2(f;<Guopxv&evE_&Y(N2wy;9Q1wo4Z2sx-Lc%ewm6TiGjC-Dz7pqR zaJM%D`&%&{=iG-lRK3^cHTcPK8aY8HJN#@d#kvYRJape<+=d=~F2>Z&)Kxgw(ao%1 zKm%PUOR+^^8a(~_>r)4(QMW3g^!tu_7xll>yrw%iugDy6ryO=Ecc^ONQM3yoo|(jV zj}7Yhg_(^4is%#9>StSv1K-Rk=Flj|eQ#(TRmZui#{7oFaNswy$$g8q2hg|GCc-Mc zp)+ax;OV}FKAm4=al_C(`kS^7POG>O`jSbrKVd$x%}lqt3(gO5l}Xn%4PpPLg-)># zLWlapwQ>jhwX?1MA*K#>REvTy$AD*XOYGJYJT8PULltV8z@6`$wdUf;U*@j;H!jlx zzR2t~ISt&B@x40z{1f!J%v?%dUHDI6Mo^0@@?<gF_@{^~{%WOHo<iTK&KeB}h(jH> zVaP490D65keco9i<SpkT^*;cQ56n#Dsa$~m5^ucoOb_~T8yTllD)_HwL<M~t&eb-2 zi#QR9c{$Ine>p#kew`im%C#lneek^8Hsa*xKhG&z&miCV8Sk-MXIL6ONY{tg?TCl6 zb$Q5-t@gjU*@Qk^K}V+G6F5KjyH<t@eeGKGN`rif(A_xCS&rAEPxW@-N<|C$C|@kR zSNa0nxsh_)@;&%#a0myPC$2lME*x$Ee{33F9EHDqzcCso69yeZ>O<@$Wvu5hG65F& zX;>?rb$$Tst8XdgvNLpSldvh}KRCBKo<=%|{kSuh6><mtX!^m~w=UrS_Js1XuV}gu zvNtcfM~EOE1a>=dKnIix&eCfc$KUyjMzv!wU!gdZ(bfsP;FZ3xEbzkb(?~xhBY5|` zW|fN%?Bo*Rlmu|IDb@JkG2~ZP<X_t>de9fgZb7N-0KQc`707b}JVsbK<~j14>r`DT zJlCLuSuNiv`G)!x&DlG<^Ks~ZbjBr$Vf_|pem($y&?>Y}H3KfF(Aa<E#(J>(1a2Jy zFFUFn+ca_n*GYXX*e4I&xMcP13#^j~L!0y+*kAcqb%I70_+eX`zL5j!zLa|{u3%n> zcss2o^8(^?zVDgiu=m@lD$aNNk@rfAFNpvLPADwus$>5mKYhFWQU?0m`b{l+toIew z&wT1V&~Y`+2HWeq5ZW6#{<~2E{o&T>4Lj&|?Z><3hTYJYn_-=K9OrJ&k~OPUiDS-m zpC?5&;(_R)DW>Qp%%?OrQ)t<OzvSKyUf=D<*YK&h1AqF+bLX@-@Nq0Gys51kIN{=x z_SXYARqfGy3wEm&@9$v>9r5vT%aJ!<v5xymmcGGGRTdYRBVJ)2C|+MM0p5JruiqC9 zykfr;MBjjX_2Pw;P9wx&iHG?o4(*`tVaz|1VFJ3ClC8fQ?4Gl7z0Il^`H)ywx}P!l zqak5+&KmQi1xeGp@PC%+9-eKCMIIz%7qUB_xIX29b{pbPR=deg4tQNA2S>~e@Qm}Z z|9!hufV}%rKhq)Dsf%$^O|A=gX{=Ib%W>#!Z!bRn2mIrT*!!kg6FmOYw)F0EylF?N zE}ntiK5Bg3{RR6sLvsGuK?&eYu4@7%^qi8&fH%9(AxUPiY75+hb0fclw8+s1%`rW9 z$`$wjn(WoBGyh?oM8u~T%F$ocN!D8R7<DCQ<wrZ8frC?g3%l#w&9c93_j&C;F_x7f zzw!QghpCI0_r2KjF+@NVx-7TEd41e>_#)$fM^Z62e^P5|={C+Qo6r`8p&q9)c2C(B zpHC5fu%Dw6dBfj|3k0m^gE!enu7kHe+h`mixd0xp)OybXJa~z&+gl|GddKy04K>95 zd!O6<ox^||;>^_6;EzNzA5G~0gHD&NC-(q2@0QX{Yrg><t9W}^@Dcjuj|Y~0?nnHX zj+ivcLf<!?MxP|h?%W~oNG>7NCmsAxrLG_zQ;wW3lLBtAU949FU*BG%mpM_1`U7uZ zYa-U~O=(BC=@{(Uk$mH)9r9Z@(&Bl<<DIXIJ_fSrul`dp-OY>sxmmmP>tg7iSa_C@ z5sEtf^s7^wIH$8!?s4e{@Gi@qIAZU0=xfy*zS_;;nOnx!F5x<qtKD+TI0wh}uEk3Y z=ckI@FMZj0jkrD?V!Hu+;@f$%w+;5Lzfw!>4&5k4y!3+qeiuTx&(!nV@W&iCsw5@M ze<PPGwpm1+_Squy6otPA(WrXT+oR8%icUNX`|UmZ?QDND`kShFN7SFd&kk_w&H#U< zPV$n~AU-sVXqJ6KzHm4AxDd}1@R0s~npmtS<?{!}ME$^nG~dQ<gEvz8Qbgz=|MB`l zNt|Z@drn-L7LG>VQy2f?W<7Y#igeYt2hbmHRr!WOPm^>Cypw@_)QYvJ(1jhV@;<tC zEFAIrG6&}m{9RgDb!q{)cEF;=HVF3LYxC{q2ke_vKM|F75&9L5fB3pPUxMOiXmL(0 zJ~x%iC4;y!;TP2uiG5;K@J@USzh3;PlrU0`>wSC_`+@=d>{a^W3jBb?VIs^C`%D-f zBk%u#eS25hqEdx8&CV~RXMuH|+kc@0_~TNSUaSoq+>{%2`wCvOoK#G6BpQBTSWsXK zf2b$O8weS@5Ud+N5SgELA*eSiFhn6<leJ2J+r9-|O5)lMffw=Gz}8qC_IqMaqm)Jk za7j9_jDULHWRZEr0QxlCFWS6(i}Mql&VB=OIxaXLvQcgQ5Ao9EdH&W4=1aLBd?^7x z_|Y+TWCwbNz&(~;*`HVsv$pF-;4RF9ncapP=x_Y5B38Q;`d#9uBQ+-Im#lcC-Gq8h z_{!Ere#Fb(!v<3-uqTqvl>i|U<SU93^Nv&K|CMfIO~O37drMrizvO`*Kb?mEVt;PD zRqo9PPIuWBdo6%(Z5ixMY-qswsKi6%7Vy7y?#rD7FZ5fG6qeM_ITIR*W3$LZVE3+e zbno`TPCcB}7JzRu_4ofq9mF|^_zP8Pf#}<Irm#}Sda}kvrDUOAme6#><0RsduBBnD z#t!0JTE}Ds;>F5o)49Ejc+O;g#YunEgN~l5Js5y>Eva!aGCvPoA+@Y9n*#o+cIkeE z-{t+1`Bx8IcRRktH3!_0yD`@wiS_^fT%SjE2Kv*{3%*)7_kJ(VJva&1@tFH_y{``S zy;6PkmJwXnfo^sber=&$zJ9V5{9#Q%BocPg;a=c-uL5;kMmgfU;2*`!-(T6{`@DQG zeW~*)`lI=Nr=7`0ANryCFfTitKm628YKr(=H6nRn5x7tDeAuo_1^Il>-^YJu(03$S zB0o2VJ})Vron>|8OUcD29l$TV)``<RurD*eMN|#(_v(RPqM~*16Pjl+f^68Q7?sld zxb8f4ii%Pr?42c>nFjfXqMRQ=3b?OV_$sIe_M6$%qcSFkJfzb3NbEY|`qihS>4>YP zvun)N8<;PWArrifc)gL=t)K=wvg6ycG6BD8ak}SWjD7h@{c?{S&L^b5%c=Z6hx+b; z^5c0@=&v*UzO<VM&sJ(_QDU8LXq8IEz^=8v%Mdke16N8$z9hjvR_Mz{EfJR@qgT7+ z-eH~8zOH60;C?3k+05Y|ABqzPBKd)vKEi+VabNeTzkUb@Kieqe-m@2e<^FO-P8Isz zCzlh_0^nDasikg@fD1PkpWUNFK9<6k&s4#TzR$Wh?x%Z^ANI_6*^Of!n$6|l(R}oA zDV&;Q^u&DA7Z*<ViD3OYHZ_Hj7gu^Xiq(dqekpC5Ooa6-XXtx=68m`d;j_oS@yOF6 zztP|2M&6V;nRpiaZ<U!B!P$xa-Eu!MSK!Z~^yGcL;0526f(>@<CWd)yN@Ne_K=@2) zGMAz5;r`_a|0a0CyQ1|c7ZE?K?kb-KUUQV@SjwJ6pV;5u-o4l-=A`nXU}Dt!YkQp! zAZ`zxqZ9Eq2R;WLF%>2PkKT~Ya0O1?-t$Cu8g`wqNz$the#g0wIyLbh?klyOPE^E& zklP^XeBQ-{AXcwKF|>yIv*@9^QFq`uAJc^t#0$COQ=!AX=re0yRwGNreWYyD-G#rU z92O!Pg<p8yTpc6edQMMnIPIQi(U5uix#JFAlbX6U9l@suGl^=KF`sNC&-zX=@XvXE z#S-{%-en=9x*PcaHY%qYb*%|Affp@2(7n&GCM-i&OO2+icnBU<aJu^R+Z*^?OkYYF z@VabeOz8;f%F}P8gh@D|Yo>RTn*ra{DL3uE;&n{SQJ);wH+iuXK$8WXFe&(|bOv;` zsqHg!5va!m`Zqc~M?KTnC&u+Ac<qFzYC7!GC4-KY6gU;9VN+;;cvI=4_?j&p@qW9w zdjmK|qDR~02|Eum`j#NWiFq)aDqd^QLpdyboOhqUvJ-QvK`st_$&aDD)(zJkR#{7S zLEaN65|KlSI*r9LGacgOwy{1j*AMiC{G>DyJ&NxoeY=JQc3!Cbfxn3f{dc_oEFKo( zytZu834ZV^k+8S}l(1ueNg~=p@LTKZk)VUXon>m;m-P62!FwMrd7RJvz(n7033VSb z7r~in!~@xGrGxgjTnKdc5_1kWV7~FssZ){)cn)>WFK6dq;OcDr)Z#hduh7pE#Na!8 zE}6>RXE5iYzIi7Q`#{flPCxzz{DNh+j%OeA{ZEBF`QV}VsU<}X52AiVXRO@`eedm^ zU#yppq3_+nqlgl5{$k)}n;1X%5$6}98_-q7cx5MDah=H2JVp;(w`RM~;|B0h#qHJC zFW4Wa7jC{$&{Nmw?Rq-lPxd0Tayrt$H?F>@Cam9uwa;<mz|9-Fv)gxH;ykMmZKQuA z`2BmTU(CNzr}Q-ZuIB)qly65W1#!hRZz@HL7Ced7-Z32UC0A>fsqzANevN$QEb<1* zj#gr`bm%<pECYMm@O|grNt<BZ^@19h2Em)-4!=|xhaCr$SbY?S-JPnf_nn?bA57TY zK9T{PhqgctRgH67o>JF$`QGbW|7lhu&sy8DFnRD9aU<s9Kzt<psOs?#7Gv<MLk{6$ z&rr`!xbof?@7sQ{BRmEEc5?it#3<@Q($NKSU!cEfN?wVQu!6qvFh;%MF?64Vn++8@ zm{&;>^v}H-@pSpenPctH>1Tb*{=&Z48Tp;Aw4$#j@piBP>Ypwi-LYe+^V`T2x-M>^ zADp<jX?ITH<S3)%7}ovI#y9G}0>J0_3IV}*=r1FOx5a9ppB6pLE78Sy#U-}HRn#N2 zWye;=jqn{820d#L??qaJJ=Q<r`7HJ>%|BYeC!G7J4Jr|jeYf9JA+HyCo;}wA-We3h zTpu=%ztdJ9Bq|4w+njke3I8<>&=zV72M-%3mz8-4eVeRurgsp!`Yo4gF2o&ExjT=1 z;b)27A3xPwBfc^DT-nWcds{>Hhd>|5TVlPGxeWWc`koMm`(`{rbEDD(ae~=>pDr8t zz@wZy`ru_<HL}G{!0*GE`Ojxqp?ggoO#SVOJn{YnqbojFK2MP>V+kFLzPm6s8SfYV zrzMMi#{CiJgh}B)JmM591HzbNy)0$;=n2l1_s1=MiGogMxPIUy4earh_{PCP)Y*lH zD6NrSn1q;KN<=+aiuKEE^RyE|HlHW7ToU#C^&6pcuW)XTy}<bSQPeGz*ly3f$2mf2 z+r~0>=)#`+$M~>L(YeJ>sexmnh85wDEum+q+1fh;2Xab(YgCJ&o|E!ZMzsk1`5ePV zdGG_?B;zBr3eE)WFU&qX@WT_1kLuWQe<_}|w=XrJKl@aC<McVqyJ&9s{tD|ZTK<pw zKj52BU!v1##398*^8T0@tbgYm!`m+Sz0`q0@h{lN6Lp>PU!ku{3}w^6|2Qa#ZM^Se z-J13Zi(|dWe?2y-m_vVQh*pyx;ub@cn!CXo@*-=oL!@UB#|56=IDohyMzvA8wTk}o zKi)h2xNgoq56x3Ip@S$sB(&dfAs8(<<*~t^BA@Ws>P?_7r}Spr0X*RBQMox8oExGr z&q`x>igREzRXnu&VW*|j0iLIjuZ1gn(1FKMh2N%i1%3}Xvz?GI11_BmspJ^OefLc| zdN`n7-pF};g&6%<d`WW>sB22TyRvD8d@Y~)&--l-d~f9>jTcx~o>RBWf5Dz=-5)8d z<LBUId#QiO4~!jxE)P^;KGOl`9O`o5Q0tWyW(maGhm5z^Ns-q%spZ;~ArB;QHCJfE zKOWOs9SuT06S_}-H{W@w$#8az66dD1LSvo553M?a!cJ&I=Sd^_TsejMjyv6gA?&TK zoTWX^7WGX6$J&w~>XvfBy*FOsx+<zI#)i;$OOKT2BEF}!u-uNuI=?^jXd@atz@qDV z?t9=p-311dQpC|Y?VMJNK*U{z@pnhGz=Js`UoYVKO>)ZVV)Frrze*1yWwCDSlmq3p z;8%=KYnt?ZF)!u&!SI|#oa5CHF4h?YZxBtYPj|&!t%hd@mwRx&&cmk5*cbj&q^jD5 zxZwCq&HFHPd0pbV+!0Rrd)nTsGT<pk_ph_IfXA|ZeJy@d68bzrcxc)N=c4MAOai3A zbIsfaS#r^Dqn%wMB#3j49S5h=f!{A_vdcQbyW$x1xJsPBGnd_oHO!%7r}Vr#*@3x| z+oej=;QvH!-6}kF;Kj{R#8TL&BFVO_o&%T@WICsA2p(MZU&A{~Tu-Z$H<}CUsYXV2 zKN>i4%v91~_k8Cb>V4ivmrzGL#TJ+ukNvk_dqD?Wt^8H!M|u}}pLEO=DfqD_@kfms z)FaPO7hnB@|2L3q#Ib;NCOnR$6hyqJC;Mit3_A_9mU-5W_%6CAKwp9NEgQ%g(_%#5 zQhv@AHg&}7Nv44V%+7?p3Eus`5no>ljCgXuE@u@@#$(&TZw2_DwPS8v`r8y<Kg4xy zuJ=<vR1x<Jx!5);(WhS|r{{_M?<@t?N5|jLJ^eN*_u{#9qQUL;zWAOlRuUN=(2Wvu zc)#RY;(V&*<Omb;gn3=l4*>><t3wa_?FNyziP>K;0{;8e9ID-qy5)Q3pPTG>4m;_+ zI(`d3N5UxAD@r;!^n-Cf4SN^sL|Felv3Ao9>+tx)f*C9PDSqwq_;J+hI6~Rn@=@;& zxij8H3|)EPx|3`laM<&|&L;6)-GMGmkrU^Qow}~OA`a+?HqVgZ|MFUOSe->&qF(rN z$mJmXZL8;+<R!$b5V|rG_{TjLU-vrX@qtb=5wkPEiI_J9y<vFYs86MBGy2cp*}oM` zLwtY_O##2Bc^*&i&L>u{OuNmZhPfwakN#5teu~wk`Mw4&m1_CkjK%xoZ1}rF3V}E8 zD3S)*p<DMQom58rJ*v{pQKt#LaZ}(*m>lABWSWyE{FvK#SRfd<<5{8hw0j%*!ueYb zZBLND%X+82#J(l_cSNuBqHi|MWp)N}yDE&P?%`GFa1NJGul`0K(0O&&DA*nI@IO<f zXz=WfwiCyJkC|t<4<E}w9Fgv*yd(@ip8Yd;9esGAe}gVPVZ_{}>>AT;PUPd|mx*`# zDEFPNwl{$esBhhxAddVZ_kQ}TSKm>mnB|&(!h&<y$?TVA$5BUZ6?55rPT<!eKR%|< zI1l8K^129i@WPo*h=mE~xRf@Ocb~6oD5%L~3%#)|l94M0>-jg@;LjcK;$Ekl1M~39 ztQP0Wm%OMqs=vJU0&(mD%^k~7P1N5iyxDIdF3@iL&(U?qWBI*dGvjMSGNSCAU6hQB z3fZz(NywJ6LUxkuQiSY`WK~GKB$<UI$zF-H%m}~B?=K&`@AE$IIrq7)>%Q*$oJYV~ zy#~0M>~LxxdW6eaCejz<+w_-V^o%Qb${}T);vLq}N2`rs4d}dL=`e5TE`7siYyW^( zhZmnG&S3r69Te_Y6vp}?Z#M5#!+8yK@!=M8IH$s3T=p&2y9jZ#W&_q~C_4#xY%uaC zHPO|RnDh19?B1L!7|&NS<6=Ls4wdr0R>EHy=<;r4_zPTMN^T_qzr}Z)&zgrm`ZjYm zvLGLNG+dQ3jA<8#q{VKt;2d9>>ZjGv1AH-`_TNVzQY$Gtm+)ouU+HmM^r5a<>~8q_ zNSiA`@ZR&WNH^%Gf%TSe;P0m<$#>|v(D#0JXzMicggB#p)YrAJ4j%ZP7(@NYf2<=c znt(j{x<GphCFbwvMp%O=bXn#vdlp>(l-qIPc*MO(`dsoq@QOUw%T-NP=(<S(-2lXc z|61bExEb<>OG;^faeoQ!W+VHW-3g0kRQbF61zm4n<%|LE#fWadnFJpU1b!SKhYuos z&Wh4p41T$M{vB!HTJHIJ!!E3w5T}nz9{=Hb(G9b{i1Tu$g?tvo{XH$O;;-O?-%q(0 zyMRAkr<c{1@b_1G)UErFzu1MDOmhh!e`pflZU_JG7&j;OVSZ><W4_Hy;By5vO~atG z46;2kB{7e!o{dM!KjZTW(y9u}(BU5ElO_;Pl!eveClQZ@9)eXvh-1m<Ae9;(<a73^ zER5h^xq_4<B1!PA2fMrkjiDP(Z0N+BppUXm<Pc7rB&bJj9Pkl^ZlaJB&$@y7a};G; z5Ok~LVAd}t)Qi+D(`U|XV88Poh0|=%^LBc(%;#UDf2N<M>LB9O$-6`6>k{gLnhqPU z!N-p4Yv#0Uzyr2c^H|&m`<A5C$rR*)|K^uY?T4RoJYl|M8T+pf`hA}U|9YK`BbDif zpKNe^bfE(K6Ic&+yasPNwXR7B;C;FW{pHr63;tP<dL}@ZzWs5%B8M02`hohE2ktBT z>LVjfZJbxy9Na%p1RPzcF};rQiKWfa^rl6>i_cjJrb75ydlnonK_{tyE$?wEMZWQB z>C?;;)Qk9OhxadGKXpz})d#G<rys>gZETTGeDHjDz5?g{m{r()83CW9DFpfY;(ezi z-?JiqI)a)QdHB(<apI;oX#jl4_UMYgJMg=&eEHp!hIQ_fz3)vKaB_h4`-fS?W9xqH zDB!$>??nmG2JFYmK8XDlI4?lcv0{xBeUUQvL$>Bz2|G+46Uy=!f6MI}9Zl%|jJ`W{ zxj5%)`bo}J3;0rz4`ywukxwW(aa|WiAKb4xC8Njae;Ny;?|g#3hPUsg%fYh}uA2*+ ztQcPpCm}x)j7RB}BGOei0{^+Q`9`OK|Na*7zTl5M{(UF>N{|P(^b6?0A1XCcb;ve? zJ_}1xKL(!Qr@efNq7r!?ZMg&KGw5K2_Op#a(6vN2p3W5D9KfgMN5Vs}t_-)I+!4Zh z4KNNcd;y(uZ78sG7<IsLiox+uz?}$EC0XQM)REPNPk|@n4=t&PnxLcZ4#!ksy}2k8 z!dKyk*C%goUPE3HC0v`&1>X7k^K|+<@DNGQw98#1{1iN7rPzQzvcFRYSK*uMx-=$K zOv87JqjX^fUT7bYDE%0WxFIP}OTztTp7_@D9`O>jNLS-`7Ig>qFXq;gsPmW`mpf$P zJp9xL$45n=H@`jgzNm_EpR0=}Y`GGo%l$~sopvKEtUo#^NrCgE$zO9&-bFq~RMo-2 ziSt1(mz8J+qrd6XL>H3^p7Wr|d@>DrbWOLpO*`V1cv`z<27NdA@+9Tnx~M<(e3BV| zj=td|DP|Smi|Mk_dMosQ{B+ZaIARF@?@MPK1LEk*#*_0tZHV{hI&&mgPeYE!)i@D{ z^X{AHRozf8F%fksYIn!E69)?JL+@m|7tBWA!}!07_cIEGPSb8l+3-OBrtH`Df0zfY z(@8O1s4GZHMFrZM0#ANk{Nx3ki~pUh`P&%h^6eY&Zu|uQJ$*Qrvk!jxbwM^IHt@Z% zz$76RIQuV`+2Q~`$AY_a4SMKjoI|#rJ>s8cfW02qGv3Km%!jT%{H$?Abp}3#Me@zP zSbt8cx%JcF%cjxv{YsxPE>%SLuU>*~ilfsXqJdAmaNVE@xLUm7LrDsqDtVoOq93@# zcTM6XqX5o-E^c+dhCI+kRDv-9x@v$B?oy6CeSJVpZ3VBtxI-g%RulWJQj8NqqIdn> zfR^3o1PJ*VY<@^UU)?K*lG#pN_wb`K8{o`xYzsv?`1VRm(Aye0<XxZHPKYC)X<MJ7 zrl?1M%-IW6`55O?!>cYMzc3#<etC2FKEH@3=o)d~Bym@Cv-MF2;`+ojC67GAt}cr2 zAI@=*Abx!wpI4I~)DxWp|3%35jJXzkGaZw)T+D0uT~EUT#O3WPrVo1%kG+D=1N{%d z-y=PF_XPYRikY>-=kSZt8XN~oWuS{y_sKp1KkW5y_$Z$UKQ-OvHzV@Lj11}NZ{UmG znAAnlTky#vc~3V1e{A*Mx$gE|d={7br5K5GFB6^X4?YGTt(k=E?zfWBeHkgpfbaMH zwNnN3C~;hg^6qonvOZeg)df!$#C09)o`a7R=6GxC9DKnO#PkQ--3ZoEV=gxTa2}cI z#nUnmU2&fI;j4Ghhd<(!s5*`PEtk#*jw{vUyyRmNcYQ0dKZX8~RogFDLegCC3_~FL zq`sWE^c3;lIplA7brC$9k@N3A1>m+d*X=9hz{Nvp2R)_0d+pXmBA8F2$4LP^uBfMv z3SP17K)*6wxwZoS|8Luk!gmjRqn^{TS>Q)S$w0Q<{jFhL4ykX}a4vH<qfERTe7mmo zHMI=j?uE2yJB(x0Cx#1?FQJDT*~X2apCT@4+zN*7Z*kI*)!sm!-C|d<1E2j~#Oa)_ zH275}{A*i=s8{byJ>PbQJ|l4t)<@k!z??d~5&U84bjd>-`c&$o@4@vN^lK=EBu-&H zB=LS(l6ORZ1o`Q#eTq2Gs>Gs~!4K<|soRHi6!rHp(_2B{fp;}bTSP7BbKNZaZzK)+ z?$J--t3=2H?W(W-C<k8}Om&EK;9R|{;*Ieqk%w0M-<<(oNy|?iVZVy~DeNiB1gy); z#lK&%BELB%Mz|%0btt=6YWi9sc-^j#mjOIe=+@>LhIn=qv~eOhKrcV4B+r6RP|<Yh z%^l=#>ZE<`M9}8~8AEnUZ=s)GU;USfc<<~OR(cA4y*;2GWVQtVR(-|a7C7-JRNN?U z4D)9^<@@a?`1_y7*>zlRHp7nY6#O%{`{%;K>(OttLFsw22=$ZwRo+C{hhvsv!lCmT zdEg7GwkP0~H&l*P{DHvzrwgpJ^Emf1In9(D{=28|VA#tf)GIDpjxa;_{CLl;y<5Mo z8tlDw1NSRk-{@Pdg8qeH)&nx-*tb4RTd!G+Iu^?>o^z;QPg7Q(J%f1nNt3YE-+^wW z*enqRuMZx!7EQ$Of%`-@)bV*s{YGaB(s9nzkA!r2M)*o<t^ur%p*MOv6?8FvF@5=e zOpy28oAvu52V5{xV?k>a>Xa0J-b$fwLBr2+i3aglm&g9D0l40{8k9tO0@rD_oz$_0 zKIm}b<A9F4WDx1LvViz}k|p~i8sC$l=T?*r{LWd);*Ub84}4jB(2x8e>3(UI!#wok zivKes6O3D6n^7?IU3Ku%=>au7SN@6}&BjB-!RS>XLv{EIK9pM%h+6@v=o|bPPdQ<~ zz17U<L)jd?J%;g09DOsa27Y~;zW;_A>OLEsn*pMDA7hBVaRhu6;kLx&6x>$_?ZMd> z_<Q6d?+Xt*peK(x914j=UYK$z^<FaiJyhAgnrk3G))^z3CPsb7xY<k=d`ossB=Vsk z=EIuY@G<6b&+4Q;G3pPV+gwuid8l{Iao-Tp#y*D!Bc>_eQ0L@a;o7f+^IV&>4-oSp z&)#U=)3^?O%%8BGhx^|aO+FU}e(L_%D09UU@wtD{ZyIrSRq#)h>s{zM(`LQh=RX*c zE*TCb0XMoA^rw*b3RM-KYG=pmYSL_;BJZK9t@v5@3iV#ipK+rff!i{Fm3aKn$4}!f z=H!VwlHuXm@<!l-)av^82<UsIMD_$S^f!Gla{aRdoqP`GPJ9AB)HogT{)qbs8UD;| zzN-`S4g5&4-k2TU-l0d`@oaQlGw?SxH0qM~B-U4z18cx(^rdX*T{TL_{5l!C+Qb8= zhHnRSKgE7!D|PNVEBF>(T(PVM@E-)cp7)ZY|At!Z<UR1nTb8EA9E|&P?`DtgIgHbo zcY7-4O`W7h=PIsa(Bm3Zi}hC(s5ei9xEP)N<(m8(>pd&;n3y7P$sjm?Xc;~psrC?O z2I|s9lMNF1UXA?v0VR6qduuRsIg0)6$KDE>uAIR>p`G7`boRK<H?bEp&<FUS@P=0c z1;*!Hc~=ecv)`e1&q~eEH*vdU=p4qY_S$2Lb2x7_TE$r~-v;?km1I~k#(V$1&|kaH zJ)SQl{-;Y1zd2vnP!sypw__pA<tX$A*QJl*E$BB-Et-*@Kpi8fKmI@H!#z<8#)H5Y zJ`rA8(=POxEaw>Qo;!W_i;_<rcu}I1e5m^meACk`|2%+yF1McEqsM*wMzH^M!F`w4 z@6(k$i|=`roY58dUggtZ{$dq6_{m!45pm#(TezSaJ^Z#F`cuwS@HKg~eEZ<faqz^o zD$SxE;3;}I#odGO(;{~t3-I%A*sJum{WyneXLQeN+{YWQZIkb3&`;ud!=?iF@050T zPqHrbr}avutSi=6b#NVtD)8)lFngyxp67ZZ?y3#yaFHar+xb|h-Pbf6%~9{MP;hD( zTtl4vixVF|fq6dI=HA4Pp9}{sl!7<-7qc$B#`lq3H;q4s`M(&Uad<!)y1MGaKI3@! z?dx>g@!&Td(&Fg*Y1mg)68x45di|1{IsJMo^25)Eij$!)K9~=$(Svti{Iiiu^g%yz z2+5v3ByI%Sp`ctTJ@nrYZQSny|C?irdlq~N{pZ~DyXQMyVHTcLz6`x$Im*axfpul9 zF>Q|D&+b1K6qbuRz=^fvZB5|+hO;@hk;mOU968kj+?yWtwj$pHe16)p=wu6C{=IyJ zj{|(^(RqFy>vL6QC1no$KEWDwX+Q9YuqT!&4eN2WT{WWD3w_<2u1O4s(1+K<(KrGg zc~OuY7nF*4(}=HsjQ5lL4yz#rPEMr15a&bOR0|B#$o1j+vAw+Z$Wxlb>Zt!>UA|fg z7wOYM-G8mqh7EDjoz(Hs_abzxUEHPbtXQwXEgIq&Uux-3OqKBa>?dSSRG>fVvYF0j zW#n}m&$Qp|o=fwGbCNc|3_exE*q3uzz_-h6h8D=9^v}=N8bQB=8hp9D1-~Uvcvhtn zy3s>&XrHzo`1Eu@QyK8Bwc?Gh9`YdVn3>KU)Y<M`PbqymfS-Sj+9I*8;(}R|-{JR` zd1+fe;O@Qq%;MDeUgC#KX3Fj&524rcI8+W_%Bc(`9>i09QK=|+E;^j}jT+*6`%p>T zn>X;=|EL_2s({|tRjZx?9=A}vWHALl@ewOjX5EGVcQaww;XVA8{_NXFFuvz}wCfx& z4xjt{Uw45Yu8RFv=7hf!)!e%w?~Ocn-S^e0R;&m6D`z{P{|m&bLh67w4nGBQcKdE4 z28(sq(PuhfUT8!chx1VypZci-uLaEJ7o&Vp-yosAo(LY(2s3A{fj)AW>>0Mb30!Fx zN8%1%u;6|{tquRlBRiTI?{`-3`tTMy;r`4&wqwG`t9xpd-vRHK-)(j%LnpY#3_o}T ze6ujJ+_am)=Z$@fQIo>BWi3YWjG`{O!DCT84u9iw#w8Z$>~!ra)_e)X^{M)e@FVb( zF3kG>K_11Wm6qX${6O&Yhm)Tvu`lT6OX~U$u7oQgbX%{8vCqo*Q%WxQU`6f>ji&+d zsNFQXx(EBC1Ewr*!jBl?eHIiC{X2E3z4=rC=Fjb~+#^xsE1i8(AHCqi6VB~(QG<^< z`(=fS5_NE^#ou!p$oplvHc|@EUskk!RRsF;7*)&rH<%x%2;zx+G3Zt1oP^zTDcuvo zAFlv!s945yE1^5v4(MNOgg)~jGc7(Gh`xo&uC0^)&|@Vfj>1@n5}%`!4Z-&@8;)Xy zSRYSbCrvD3Jj=xl+hSiLKPyUoM!O6iO86xhECPKR{>iZ00{tP4Cepil<HtbE6GP1N zM%ehzbT6C-{%Sz>_%-|<vF}_Cc;%^*H^nM&&EkgneHY;DFtOxIO7shq@cCc4umB%- zthf0FANnn<u5(T+q2A{2xTY@-zf;om`#;pp#$QX{TnoWI2EPM_e0ivo{v)}v`@F-W zEXPjLDPq4)A@6@LF5`UBZWk#VaqtUgaEFy6e4o7e-1bH6W2w4wKn;FX(B#k_Za&~d zwoYm3EPV4W{^4cdS$kF<vED3ju3GpOGyGSjmKtu^=fF4SJHAHn0gdO2lyhsrFY~M+ z?a<e0E1VotbjUyByOrX3kPmCxY|uY}kNE4`h0loJ+|InX%v126PfNU~0FDx$>Z#8| zzWlj-n@dawJSN2}qHY4e@WN-IHQ<`bIFa0ZG5o80#m$n)ua|XKJ~c)mZ}4b4NeupX zB0Xku66fL0$L*=@1Md{yZod)-ecwv_oACtjC^llfeHc6<@LK0%0$%@1nPj;v6#B02 z%x{-e^c5s*$&fa|*EYWAdk45?y4F|o0)4TD8DVPb=>I!edWnM@>vbdCsb~@Bty<@# zM9jzm5AtWT>bRgEZDg%7FCfo+kv$)~7yA>>T6ph;f4yE*+vb3Elc3{r=i9m~p*7Iu zPQ^8x@Ap<W{?k`Hr>*+hQ&AJ_`$-Bcj>I?zG!Cd5oWni|t++;R39Pf;>}6I@>^Etz zZBjygf+w^#u><*7{Ap#4ulStBSHXi4$lvUQ8yNzApf7E7F>YlD>+h#IuNp1JNo7C5 z=Nf!!$?UW#Cyam9Kbl`yS2_J>Q$K(Q3Od_q#i1uyL?YBhT#&cujs15J`1aX6xcQhm z_LUx-5+qB34_?aM6tn?d5vJPW&W*fu%VtoG2E0NO`5#{n{HWT=qzH_wc|Gfi&@}i$ zrVKNNm}iF$-GTCa@b4blwcY2c{Jix^>&!H8le?Pz=V1?m+WFoX2IOh-0cFXPn71kB zD{8yXGre)NS&6$2>*|z_bjVxuAv~+}H%H&)RAJw>J?LLrxprUO*&OH7&g{GhT685G z6lQZZS#~9?9V%7xfS;}S)j^pY@g2x{@Rh@1%+s_bTQceniUo{sM$GVBZXQ9w1e~we z&cL(RcE^?Ar+z(=XV8_v;ppMOhkWAObm>Ox89Z;!mL!GL7xVBTsPfw?*3HoG%%t}? zN8(6%Us4M81!dK{enlLxvVVV-y9xe2+i=WG8~rhxLNEVp0sn%!H9ycmr<q&Fw*$v= zo09HFy29sRFJs`YM!!=^TlF+_ksaHm05z-|-C4gU9QHUL^VM3o8GH`QuN%65*5E@; zjFQF-f&aXGBgBB$t7Lz<_EV#dZ&$4lzzzM?uBLi78TA7WIddu8hc<Q4tKE9EHpLhD z!foh<wxc6l$io%_HQblPk>@Qj2djhsW=)JAzDHhUZ1}NPI0bx8w3aGp1U~9JVViLr z{X60oeX=X)hv?t7+Zx1q8`~m_f1vvW_MZAq30>jXqj2j0#w+TS*0lw1^tH}N-f;vj z$4=~Q1kGcd1OH0Zf*<mg_2`FzqYh3xSKeS9M=p)ls5ipLD{v<-w#R;QzgEUY_<Lvm zdwYx@>qUQtn8Su2*K-`0u>zmV-jy}vmPKF7&dlv1)YW=9n{rsAfyepwl<|mb`_snT zRN#|82g)CqgMUgtSlNW){dNyBylU*w=T|52<OA@8*<yNlFBSY%8ybT{<ETp&H&Pjd zBhUXZa8(`p$DSj*tQqkypfq2f3Vq%6Rr&OfKgho+mF6bqu&(oYE<C~a_$B?Tb(be> zjK9^Gbi&VkxAnb_0r{Ba^Gq82{T`?OI%_3(KEZ^l13aq}`kCp)d-TUJzwX=JcW(Hi zC6(U+@lGCguNM7GT<Mf=?|eXiK}6K2L{IedSjh8gARpu@Hyv<o$NITYn4pX61$#`s z;=T_ZJu6bk6^L_gp5*-5?V}}Aq`N^=hJBqaj{jBMfqzX`cPbchugRpXQrU-dt>mBl z+s}Y}Q%~jN$$hA&m=S6^{IJfJ+}L-|xjNwJEN}|APSn?yS}zD)CEat>!4&$5sLse* z6M3-(%Z@}9bfB<k^S|%Nv&DsbB<0b^(&Auz8~$!>M#_boGQjDYn+B(W&kMhe%+nFC zV#01Zo}B3Ok&H5v&BOcNU#8)P{=U&4{&NKRo_mqngd}iTb*B83_$AceXIw=C!80A& z8Sye~;8Fcqx#4B>hyS!;)rH<7c6Ipo0CAbdb&>5Ec$50zWVCG|`uLa=KX&40t?rjr z%53x_RoyHv1usV~Jrn6|Lx0O*HM-|+&`Fy_Kg?O6|E)wHi>ITXUf_YS9Pml5DLAYU z^|m8E(O&6Q$hS|9WC&=XA4c$Ir8fASUX6z?8u9+}%k;4*;FYYEpVsm_>}L@m>Gnmx zGVKhvb}{roO?68D0|DSDQ}qcxdh{)kO3vxQmy;IO7X0mp{pZ@RtA}FUkVmJa?`1;W z=t9!#{>SiT-()$|0>|jL$&HwBPNn0uiWjFxa4xaPvjJ~mJWsJe>gO2FpG+oQnC#-j zxrv@?rjCzrj)Nba*9_*VZRfh!Tdb#yD6umJFL5r)zT{33;I&|6?c~P-H^Si|hPTwf zv1_jfHiVJK%vVnlrs1C#AJd?J^cm-|aP|t<5%9j`N24k}IB%8OSTLpo{VN-cGxNaB z*}Y>dk1_A>qn_;#vVuPPM>%q7Kh}Xj=QzVO>b265j=TPCwc~?|;@j}~PH9;zN+Iu^ z-yvKDzUlU*g-AaKKIW!%Ho-?wr7^NSK?z?-<7J!fEcTa8EB;{E#`@7D<G3w=yg8?? zix1y}I&;lL5jaI7FSQT>-ApHQ&0nt<{l7;$KAe=pyn6oVdG-Umo8RPN_6z-JPFV|Y zu-^Eb^z4|y4|zq|(sJ-g#rgd*@`3M^PqshW2%t`|kJZDS8+G7o8pi{Su#fhcREN_? z>{qvx?8<M#^Jv0jCCZgu37b=l-?}cl5+)Z$dfcDj{fj?Ut0Hh-Mw~nAdHAkTwZAUO zVO@DzB=<%4xk4{Bnr^<q^E=AjxX*DQ4=gs#z7q-l;0#^JtA?-fN84KJB<4Mgk?|@% z_XLynfI9x~N7-OHM1nd^!MB5Zfp1mgRa*8I&=pK_>_6bMoPTE@ud)Q6y*Fm21$_K^ zHciHb8U6qMb5(YYcpku`H-}$iy*HR!*|hCN-}Q9J-Cn$|`0F?^$s_RnSK9vAoA|%R z%$4`xhqkqM%2YMD{+x2F^ay@0m>s!0iuGIDC^&(<qJHAI?dfdfl{#miKbQ6(B<nT% zsRY4Cs9K^cdxpH<obzev9r##$;nS9T;D>d0Dy$8_=e@D?HVpX>9&bN;u^jp>dMfJz z&KI7yR0@0!|DTiXl!6j;=wrr@UoX30pL6uF<U{1xH(RbxvwIFDyPtqnSrl~Y>S@W+ z0O0)d!(SLMu500M?XKdSZoa%P1WU}5k7nKvL00ffR+1Z^JA7~bPo9&Q*IyPZdYbX* zdrhM|LxlAwHZe#Zdm44Rvi_lq_<X(G`AXtK=+#oXbMBvA32Egfo?^dU2`c)xbm!%9 zzQco)*NDOqH<J7H9-TuxlS-`Y<~2bTXOhPPP~Q%&G&2RhCUpDwzXm^3j6Ndey@+*P zCpK9<g}R#J*Ki-?FURCv6JN|=-F$m2&pifx$GBJHhcI+%g{R&;_+6k$SDC66I(?i^ zvxN#iuh(8y#uxB$g)c^JLm%BSu47|>e%kuEkQD)3t2ek<9tPa@_7gnR{1ti47n+^{ zLHHNC4o0(>PxF^v5mi_x@(LA#+Q8d{Esv6#1oVxQgemkF16O%@od;sz<BQJR&bI*H zYIo4(cq5Ny)qW)-wR`@_y``Q~oELYPMD)G~_C1IzvMil+Bm5^S8|O%cy4Y3E#YZ$a zuRG#I$pQ2Ql$7<45HN0{RZSJgP$yV8{YuU+82y$c{0WTOZiI@m&`L7&6U11~)T=?q z`l;w{A3uQS5YXRXEkr)P=WoY7X5b2G1BXd4@Qc}|sBfbh`>1bj?a4;mzkOMoRxg5j zx`CIk@&))#Kf{=9@OOUo{KO>aB#v+UGGs8G<872n#lWM=#sC9P=zp>%MSd&jp<y-4 zu@eK(-{)jbj<2KN*(3R*=XLaHkZM_%L?J)1j&hU;L%*dY{R;~M@~^H7-yRsDpX{oJ zWef7|7>cWpclT`)%#H^s(jq^$+&SG!f%-Cq#?9SxeF7XTEM(O&FSm@|4mQJY{gA<7 z91dS3xYFGP>tS`cQ<oHd<m^jK<~_{d{eCIO-RB*QnkHZUBm$i?B#@@4i8%U6&btHM z|2@soi!&8?Qd4N1z>DjbuwIt0K_9m%&&2@nfkI5XulOTZf@SC*$J<<pf9)eFDHzxG z$i~{vbFPGc4OM$rD_sd6bZO&^plcP(iSu5e{!`3a^DA2%=OQN5n;2p}<p%W6(_#L< zb(gO8ZMYK3mp@B8GP@DHP3MQFYF!D_PmL385|F1ST)tV2>$%Xsei{UQ%&&Y{O@b3X z<BM0^d6++*h@lH-;76UjdH8)06P^p0`9b7f7y1w+j%qE^f#2Mt{IXHUD)R5FzAp&8 zQZ`iX#P|8We!yZD-&4<&Jw%BHeJjJ83<p2pIz%xO%9vM!2ge&4y5K_@4!W50<N0M% z&*}1%p%1=W+1>(we2Y9!zMu+TF`swxz~9@i?`JB1fc{+~Yg;Ag5XqhWx<lZHiAit2 z(08c6aPAyQdjo&k*53LvKF5hl>%A0oUHe5Aw+p!cwAp{W)ZksEmsgA`Y|$?i!g{qI zzSF4hr*ECm|LJUx=d+)n4m#(Ns0Cb+(8|}!#raF#HP^3i4S<hze%P@^x)O#IW7+$* z-3V?e$J|`TT?sOq+ooga7o`0<$@I6zl@RMb_+srL)&==5(*=yT{MD7k8Q{vXCzsFb zV?3&dYsPG*T?t3qn0}nZI@_lZRp_sUaU4tR*!BMc1gFx)ouU7yaGE^wx@mH;(iZrK z4=THSiC3^L+sgu`zTuqTSidhd)VuZ8&9>Sd)LWJRrWFI1mREad{$ag|Fs;l6fPeVX z;~v%V?e6>Kd-};AKEB!W!2h6=7ln>?xLPC6{V9>+@C@tBUi4Ew;{9@h@zNLM4~ZHE zbB5!nCv^9JZ~G11IQGPd5^+ywa_fdM{G-9=@0m5BuM|cvj@vMzew%r5CfgnS{@m-n zhz|N22D|UDgI{hZ<eZOzfBv0_#dmKu^vGGGkFjK^9~gXUSOTx9o~F3Vc?xxA-(jLN z(dhq@`;xki*L4`CKb67y5Pf-dB=QKxv770;*N`jWema|?pOGt}-tbJ`Ju5taqx0Dx zEi&|TOa4*0HS9`wf22OfmJ9lr+hCjq<Ev`m{^BC|R*JGwP-_^k-!tUbfzQ3jq3GJP zo3H2p+f?M-J@4<*YwiR$!hz7l>c7OOAJg5XZ@~S0SJw-tnZ<c><jo1Th|5JDm0_)m zs3((NR(?{7bL4UtZ<#zrf57qEjdot(S$gFi3d~n&sqXf(-MDB!xyg$>%9(oYBRBH1 zbu)#~0q}6@-)Q=Kz-^_EKWVIqpf6|AO6B42s>(Gsz7K&96juF<6M5Z2+iNRD_<rZj z`vXf>(U*2%|8c{_-TL?2PqD~HxHV(woLkUuG-Mv22tC#k;T5WX51&(+eS8Brw7_^; zHWK_Ieb+i`=OOmT`x&|`zJxB)jUFdyhR*45OrS>o-1mI_BGGH`;af7s<ItnCq^VzH zf!CDkB6sK1pew0YUW9?)zdsw0zWL9E5EvTM!K&kmI&bHz|A6-jzg~?|+;k(9%a*^; zz`Ag`r1RfNJYQ~kr;@)U4nCf@^i6%>pr=gE&c1Y<^Pci4iMAEz0yTd5+X>%FyU=Ea zNgn6X^j+U?y$`%|J5cAW5B#B{WuHkgAA%ng>)%69Hi<56lhi@q4!X;!CZj*_w<2i~ z_&(k@@%T0HfV^MTB>x8RsY!R^h6d`q!;zv<@VyQv-HEsyj(Li2d(;a&IlMyKZa;v$ z@lyX*CL{VkML%cw+(e!nPWk!wQQ(yc^>fJz<dLsm93w$Krtn0|^Tu=F%;TN|m!Wsa zIceiFpkqD09o^@Te8}{?+ADwXcCQd;rUd-$PS?*Gz2M``4|88`<37HBC)Up~M8CSS z!>5@M_*A@B^DL+%oZ|R>m3<O=rcTej#2Wg=e!hY&7P^AIo@}?j>ztnB1;a8t?@E5l zZ$$|HH5t{VjLSGb?7W~I`vW(^!6oY9qn~%<ngJWPp*#O;xi$tJXv?g!9h(c^^-pF} z2K1eFkGV;zD)Lwsg2xSA<Uv0rWj_8wz2Q}C_KqlgpnYM>l<bI`m^153h|{V>{T$&? z<Oz8eho9oUSk*HgRN(uc9sMDHd>H3xls-{q1h0;q`|qzX>Q@S`ZWVX%x~$*TF=f8k zM@mDtXXF$3_`6xH9xL`IL<>uHMWdeWb1um{0rlT@{r$ryfctL+6kh40en6V7^(G5( zUBGln5&49da=oee8tRmsGz)Wgk?&=6{kIqUyJ(!b0(VF~3Cpsf4@R*cPJ(-K`7rWF zvDlrXyZS-W-SL3S8|b3EZIWvEtUucsJOrcBuUtL&%1s>SitQt>*2DP^ixgBXN8qC$ ztG~U+4)-}W>np#H9Q_@V6dI)r@Rk3qAFegRe$BK48LSoX!>m;utnfX=#x>P@F926L zHi|Ovefb5%^q0WvzKxBZ-bFY^*X2aY?!KxojvFiXvbg`rQ@loqzpvpI+`)*;j|W29 zImOVI#=cYL5C349g|77neCETi1~U9wurK}}g}eoP3x_`k2F~Mqm4ttgK8JBXqxN|9 z==a@y2FX{%n-K@9#~f8E(LcqeGWG|$Cr&s%Z45Xh`R-{b-B;uTJ8^2{y*L+!N9zb9 zc$O#rgSg*A^d+U3O^hm{U({B3{{VQ|p68Hq3G%<Uq$D=%DyUm?tTsMF9!%WKs$GnE zkiSpWcY?!{aQ?hc?j7U@^_zNM(p~VpaN-7EQ|PJM6!%N*&`0Ylb|<>!F`o}(SP#M% zY$yGf+WO6turH7MLNe-^o+p1WxPL?4@zlaZ8~VKu>FLPOBOf2jQI6okb#$NkmX*3< z|Bht!`48Z)h@-)TLvNuU44oO1Fm7{CShD`~BJX`vXx9uKB9>48S@$l+$yl%5YXZJ$ z_1DeEzF0S8AFtiWg1+1s67+!%p(XtFYy+;Xr`nGs<9)InXOi62fh&QZuQLEw5`yyD zLLxB^e8<e1upa!oZI2LRojfF+_(Rr<@%;Qaqp=u%#t8X*0P^2Cv$^O0frt6~SX5s% z;5?<u`iEXvm!j77$M?koN3L}pCz8W_R!HQof(JNKIMtH!!PA_5znq|BrMFLgyXxsd zIKdXFzktu(OBB*%rv)D=X<=G327N<MV<lygSEUb~EKR}u-go``#s<3I=R>Vlvnj^? zWBu*>TJW1>w3wq?fg>WP2b_WLqqhPxsYE;pHi=xlW<$uoHD_F}<UrrPk#b$a{<+-F zALL`@sJ}@yIp!d5?s;?X*e=gA{p<7Ns{lXvd@Zxs#J)$8*J8<e$Y--Ny91#A=$k38 zjl$=MQXS#p@&%40TejbT&N?R5x0e<C7RJdh<a!Kz_%l=L+Z_7t_7titAwOVEjOw|z zJMJm&`BYdp1IzuFMB2gAHVy?v(1{8f{F%O#=*!U+d9Masx3qND7HNR)r1m@Cr40Z2 z^G=_1F7}%m$St#Spr4ZWu=X@?qw-Xo4i_1GwTwFc-RBF<Xedb1L;q3UXpFmFgm~EV z@DQXqp-9E_H^%_ZS)%>deXkJXEKTp5gLU#yf4=6nCD!NL0)|ZFi+*ncd2b^wE*Y5W z{=x6j)&;37UfBP3Ym3VT=hMG`VH%PO9dyi#wXz)7Wr}b$>fZ~0j#~T#FY<)QNr}h5 zkHX)5OkraJUsbEL=FqWG=wMO4cbh+<NB4G8uA#0Im?P%CI)M86Q70E0@QG{H8O=Dn zzlcbyj0$;3OKX8IM>6`4$rfr8Q5U>t8DVo4x=rYM<LErb<$KP%gD2v_KNeLcitq`@ zj)k=^V!d7OcoFvUChnWsOh^<u0T1q}i&sOP`HYvryL#l`)I<UNTW$oQnQCddMvTX6 zvRq<1;QEalBR{z?ZkPHOZJaQ^C;O)&T7hdGR;x30@LN?5Ug@yi<-^g8#WTno%V;W` zfLC9Wdmgz4VLUEvRdNGI>WK6eNT3TnyAF*01#fO!Dc|HV1kSwAws3I8`dSXy@?S+? z+UG3$U42p;|HzRBc$4sU*ktlC`b_wbi`@=HJ(;iaf)DPS>-lM#VZ<5LPm@nZz*l1` zJ}b>Z?3=XhFFJ_)`S8JmO}T04v$QYcb`*mzYSd{qhq`Mod!mmP5$XjQgNtV{e%RyM z@URQ}gf=D^W1yqHMN=#};hc7b_<z--;DaNsZwF7;q96Z@#6mWFRlDW*{p9dH+_`O< z?jx@b<GVN$d<5qnn0Eav*GHX3JNBuFF8Z+Y1*Dh{qi*)ig0UO-Ww8<XY56?zI5$qG z25Iz*O}Kpw%|sodke%ogDf}3N03$KzBIbd=Y2E=i|Kz3kM{3}^BIo0xAK&1!dB(q! z;KhFO2i)v0fWKv1Z?4qY<2qGK=M8t)@oCd|1_JWmu7e-8^swJ&(WmJr)`uqN&67D8 z&)|V)fA8XYwrvwBCGUZsf4R7L!1wX4@uV5x&1J)RGR|x0<Jx@OM)L)JRF<x1hzIiB zQo#s=%jkQMxz4qFzBTQl&fdq5;8)c9Q?*{j`C=bkrjB8p?+@*y6+$<%RToIR0=Gk^ z4^4;u#(lk5CcW;6KAI&F&l9)N*Fl!!8?lAF>oixU)_=$=d=lf7kzYvC1`I`BMjyUv zDmil$e2n$GanuQ@TZfqP-vtg%mHR|2DxvN+aE|2X59l@LDkGU-^karl>JC3beQ9(? zF84R`ieas}fNQ8n67tlvN{}!7R!gX(M!d3&)S4n+_%!zRRSP3{(7WSH81Pw!&+dj7 z=A&Ykzf7wb{E$1u`;{2}MpK9(of!HzQXakPf^JMG;ML-Nj(q9f&b=DozjU|6XMNzX z+qc?e-pBBzECeh4$Dzw*+iOBaupU!s&R>Hrs{cwl@E-FrC^|po4Lu-5&nB})fxZon z&AnM~aL%IM(4LS3z&)DxN6t-SpRWYt?E6&Am#Dza0W;{Q!V2jV(0%uwZpr;XoX4tp zzWs;$&o--Q5+}pHl8YLX>c`>B$x1O)#$o>dyU}(V^GIHGll&RtWRA+@;uX}<cvj8} z`{DX|p{r~qFW?iB1x|ZIhbmCCx1JIO&P%b6cz?pa(xZ2xv|}(IhfF1yFh4ctd~|o~ z(#CfLgMK%GM<g7`r;@-IvHJ!#&jF{lWL)e`;Dfv0mfnMY8~Z2u##)$9k=7EgId+Uw z;1zquVdNVsUWcfFpVc8$*7tL9uCWWN&~iTXeE!&z`C2zZVsQkG0envR6~$%8pU_7+ zVs2FDur8Xp$_Mc}l83DxB&&Gd&wFLLfK2c=Kd<y2ZR``8nbn#?Uh+#yiti@kwV0Cg z;r%+`S=G%Ya`1u|Cz~d18}<*2{IS~e2lE>ddf*y#@gcE^%oE7h{9b6V*<FENdUN|v z?lJU*m2Y~ofp5oNvJg81$G(WwtxB|`KJ}ilW%~x^vqwCeqYJoW6La}QB6z&=pr9Cd z&+9woV$?^}sZ10+y~psp1veQJ5_#|-4~K^uc<58<-5JUe;4*o$x(hANGdSeIqoR*< zF_LQ2!oaigE>q<_&~dU)GgfVZ^X1Fu+yY%t&)fW)L<=00uhkP%?1N4<de!Iy-@81f zq2aeJ`boZz_;7Pz9;9i-Th4$Nte(Gppo#flDy>pcLVj_UlYIUMo<HoIN!oz>p-a>K z8-D`4@JPP=kQDkLsf=G7YePTZeX6yhLG*`QN{YI82j^uxDtM)N(T$MBGuKFgIDN=E zb$b?dH=llk2m{0;b9OWHb0*}y1ffnX;Feb@D<SA9_NT~{aO=TWJW|u?dj+qzm%l)N zlN~%~J+kiM;zrncTrynX5B+4N^Y};s=56YN1%CprE2||R<PIOhx1sbe*2lDU^-2bG zk;1jOnKy`s{^7GfW8rg{|0HR<SctqdgI&T9`c_!9jl)b1@wJ>F8U+3cWO*a7vw(A| zUoPsNQ$(GrQR!_>0Cd?whR?1Us83wU6T9mGoia(Y#TEkp?Job#ROr%>g8j15$iG^t zu2_%tz~6gjDsmL#8R;)mbZZRyGp<i*<vjSDT_kE*4t+2Q_r0r-AL+ep8K0a(U&Rgb zA2OEc1HY_&u$>2eH>=les)1YMM|D0)zs2j1|7MX4M1R*YpEJ9@y|_@2DI?-Nt2UJ@ zECPQ1nc;`~p-cOiKOUe;0{*|^8F?RyJe#PJ-vW9_;K6+L1@Hpn$OG}9VvOfe{U*g3 z>`!TZOLzl4MKQU+VyA=epReJYdj<U<ILS}+5At(jGG$wG>=ROG@41wLb0@z{G3l`( zPaEK7js1fDZ|YZ)_pnagRxjue$-zImW~-nRw!1!RIg5cOX@x!%Ho&3&<F*GKlAy!R ziX6<c!ugGh*R(u;fKOzavqHefDrL8#|J#E)%r`d2Q?b~OurI*ut04Le#+8Pifd_It z9flc@59jR9RTf9y;7oJiaQIW;)p=JE*-7N1sj`Aby~uYA>3g1EL4Rj|dZgzj`mVE! zpLJqghDH3jD0>q1y+<WxY!{$kT2uD;?V!*5lxldwJM{b1jeaX&#yJ}2&l^9a#yY6f zxbh1)#@RA;w*&fhj`(<05$@w%`oMc0jPHD~moN?VOw^0eK_RS5uFp2*!N}u+i0w|Q zbz|SCdQ+bw@SSTxiQd@<=f;(nXFrI?Ix>0Rk!Ov3fu~^33;R(1xK50Ig|9?>D>-X_ zIQC;~hl|+aKKOoFUn>Ew-%=Ekal>`i2R%l}bg_@xnKN0F4?bJ^KZfsn@%bf*>8gFG zGiY$$s)5gxGL(M%OB#HGMqc*qW%wK{a?({L(1n3o&TrlWr?le=e}S*$SZvz0;;~L{ z)%jjQzN#2cX>|rVFaK)Lkxt-xciU)_0Q^nqBdtVBImm;a_N)H~9hGM>b*iuvpHEet z%y1U@L9qmxFz#0{fZ6E92G;$*_5tZB<Qcgy4r?Qx&j?Lb4gwdtj|5s<b7CJv`i*_> zkWc5WO`ILT=N;Z*<}SnQbm{h(47#Deey?I+5ysoT*u1qDd@|dYm~EH<y%aHC#IVN` z&*x3tIR?E<krmWy^9TF;Eera%_d^e~FmPT@#CeDH1}{k6v0kjKr2GfrEA3~WR)hbe zNzq__#2wGOJxgs{2|q`BL%J%>6Y=tSwRgA|*Qc6xNw#w%gcpc6KL+m5`5NxYhE6?T zU~Y1>6!lO|5}Mz4;1`izSko1U{z)f^a21BmIcb?H_HEaPzF;Br6@8DaK8#n851ut4 zDSrt5U$v=!A^}~XeNvaS9D0HNdjH59@bAO#=9C=Z^P;mx-o98*)}a;2yzId133cv| zqR^qeN?l(NU++J*@AY|sJo!hu2Nn2Z&UWk#6C?Tvf9|>O2|S9jPoO!q7yW={1s24J zlRKFd>cwI3oBD2EKGBc*mzEOECFBcvVN}n^o&kTXv<o+P`v#1Z2`9ub&Wh7R^}wMl zR-p-Edz{aAu;bp+LFlKe+#Q18g|8h4kB^d|A0XKGeg*QkcaB~qhKMJDH#US5X5jy| zv4Gv@g)7;}=+N<F9$pqxT}FHze?zws@gDfgXqRpK1U{>DM*X`_*k4tC`-Q_v^j&Op zcg`cP-e7lb-lju8rq!+JVp^PY^5BGJ-*Mpj{g$@_CaBvBspRS)zIzk2*qGj89}AzN z4s$H>^Uh$ZNa!i!U#AA2L8mp^Ja1~}#eS-nF+R=6)4gPM_HqF)<=M(+7<b<<+4tAy z0d&AtCCBc$&{xZgU;13cxs9A+ET5f`R}0_Qu<gOPIhdvFo>$-H`_LpBeuzZY+#WV^ z^qcF}q$bgzZqM8B;|cJGrRcs=;TrOnV~@U=zlAQTV^9cEK!0U?0QDYH=+qNh@)`fY z`#K+4^Bge#{&@%dUZHQVcezP%0DS`#)1;~k@Q;#jDD>d}7jJw^vBP@UJV+Fs2fgDO zILsoq2RQf3I6WNeQRTfyXb$vJbzj{<Z8G#F%Q3B+dY~UUL%)9LG4M*{vFaA$QT@lp z<oY7|wzgO^yndtZ>lS9tpo)ERRS(5Ppl6KLW1DuLA68>X&On0kcrWyB;Hfv_^=tjC zGx*d=I3tt~{`TJ)!JeJHc>b#UXe8kgo);}N{jov=`e^)d-sm`ZWKM-QA8|VDuNe15 zAN6#)kF_4iznYJ*zv9MxE<Ji<BU24rTO!>X4PEoj<lVEt9Gv@I<|5Jv-qPFu)rbZ2 zIF$d#*A4eI%DDL>^Cs#nA`7?cz-Ncc2{qZ!2`iHO3z{%r(-)rKkaL8uVtPh33vqs% z`*&j+_=Ju0>o>VYoa2%FI4{5!eqR{(WVAVOS7clD6nv6Dv!Yk-fhRcFf6KT5XCfCW zi!yKS_M;9cq@m8H;5)N5hdl0Df-_6vC-e=Tc3ROSLOfGn(~Aa<yzBctUS^7Z{ZH@t zB)~5^e&3V_k#{q$PE3aXgztI&M4fXcczUSV*2Wq8Nv$W8*${`H>yg=jSCz@Uj`?6+ z6os;G?AAXlX~R|*kPoS7X=gM-r}eeH9-F)dA2j&TY)TaRE<e5w%X2_owIjRJ$q;ei z`t2nRc)Zu8&Fmh0@y81%u3U!>a$C?09mRTavh_bQR_{vqtTym(!~puBuAkKq`S@ad zxOU(vH-hk>RJhxDJm2`yo%Bs-_(~#%FTdjdE9F;X=P?hoCUk=_Uhsk9KaTyT$9yi` zDv#-bzKF@WX$joSKN?!WhBzTy>j*5PK!4vmb`@Jn-0z-=$CJ?G%d5Exw^%S9)el|Q zR8Y@ga?{BN-?CO5a-~3AM5R|MZrEerttH{QBzV$Uv+IN1Y3#EqkNNVU4*Mbmd9Qtc zjr^D7CfOaV8!FB_gG#`m`Kwp9(!oow?L@okAA-kao;__7MgDw+KUc^Q>*!6phVLEp z4IE5mwXH{<Q8SaA3ST0Mhs;_Td0o4RxU&ZCbB$F=h%5-tU$E(_IRU*xdM3wv<{qB^ zNi#@v&lJ26FiWuy<JM}JW_<{{)9?+GSQhH|gGZ?14HXcdPHY4=#Phr5N8BUeYo0w{ z<5Y%$SDuw=DbR`4alxUUfxx-U!jVkmy^qyd*{-Fy5zI&r%oudSpVCfxR!0LKTIY2u z0<PUUE}=rs3;lcK`sQsV^c!vqTuT66y|cE;yMG_`!k6qvN{YZU><kC#JCG;8qv!qw z{_VGJ=vSyjUia}^7z=!seX9EgM{#`%{&nMrh__!8?pJbru|Cso9jXOh{l~HM>)bl} z7{V6wEVbd2_q%4tfwvXp7XQ#Nz=spFptfg0J+1Wzha1Mz<FBhgNDcZ`4GL2@Pk}#Y zc(godQ7^JtsSZIta{O7DV<z}%K8bj<_B(K%v*(S@F76Bc_uvJ5jM}Rv#Jhd2#`+n) z<#F)MY_12c<L{X-`od51U>_jI$^{L?^T`)6)yKehj7cL*(|_^&lAEa#i-?cnZu*Ju zh##R)_s6yp&|~bhBCOQl=LDIXqQC*uFW2txSB4Jh4vHae0dGXaypzWLPX^nC2?Bo= z7SGl9LT6>P^4=T4=c%t*DU8_wS07j85uL|%%eivTVSEk<u}vx<FJxzCZTbVB-!J5e z!-IMF47R5dx}kUYRBFmUX2WkMY$;g7Pv{6KyTxz|c>{O$g856t`_0ZR@nVd3w>qU4 z@cr@k1BY$`H&%{b5a?J%zOcyS{1o-%-|1b=QsB+)tt>HF)DdKpbl<NcK94=8H@JKN z`conIc+OGif0op|9q?>%Cv~}X0Q9G&1H(_?`*{xGo?+;nch$NhZO}ixDqVSN(TH!e z6O3%YtNrQh7YNDlML6kx@W_Gx4ci>6FQMOtKjOoJ9qM>YrBd&PaNdt+X?kkBC*fB~ zWy%w*hw!oMbd$i>sLa86J*>~<?{_SIr@IqeWX}nT6G0!I3F+$e0M15C@s>jedp$mO z+8_8ko22>a$W`P^GKUmH<)Kd)$G;DQKND2bAGJS5f9c&bO+EPeyl%W|tPK9bm7>;* z&`*zZT%H!gznWc7DH8jGI)$!N!Z^l{;lizo1qQ_Phr%}pY=MLH1+yMQ&_R_&(V5^q z!*VK}`-<={S-tvp$A@``GFV;Clc3UdI<kcr^+jrzG78|WUSr}nAK->aj9&H&{0!g< z&HM`d;ayLz@TEdrs&DN{FGAj7P9|IP8$6$^=GzQ?v)}8iVK;OpuXN{YjTh+eYpoBy zguE;3*QJnr)SaJCgms9-pg(5w*IDZb_)+S<()weVpEILQ)R;$g-5sRPz#+XXdge9U zXX&p_7T{2^RD|kvXHP;)B<<-`S)AWG9g$+^i+vcyME~hScl{6-|3!&><5_m0(L>~q z8xlF}BemE!vNv`46!hJ^@qK=J=pF$%ku_&o<ogmGTHN4o7B7A0KX0(Fy|FL(+Ee5q z7j@zYljwImWUi)+ahG}Ks(H5n>w0a}r2y;vv}=ogUjp)4Ls@M@cI4?wX0N;ucMDt7 zp%>l3ueaG~n}PdG^aS${9jMp&%dWWsHzgb*%7>u`TZ1!yvO!nsi24#epFkglp7*<R z@NbfK1lRa6j(eGkCyrqr#-unTT#)a`6c(O~{Q%u0DX?yVaj_#dIn)5Y%@3%!c;pj& z0p3TnDc0z_e$?HNhW^y=b*5F)(4WHsQf)=Ncy6M1P^Aa*GUI1vy_%uu<C82TQ{#ef z-SL@~HV^Tfd;FX=*0WQ?%S+O@-jt@Kss`{X#A@VE0sdcb+viRr_`v0ul+o^bu^7D5 z`9}tQWSzV>_Tzgcn*P`(`i1=gl%-KWCOruaPR{a!z)go^Celj=h)?2|j+M|Cm(QQr zEUCgiH+QoKOTe4&!Je7{HR#7{Y-sX<zoIHua5Y<MH_v!Df9(u#EkWR+Q67BicQ2bW z+MolE+z1=BKt6TB?aO#R>Xdu3l?h~suau>t9N@^nS)D^6z|r8N;Z|&z@3F<6KLOA$ zG43@+!I-D$QD<5M#4*9bUQuHJdWL~&Wn%$&bgVD`67a~F+V?h<DdJjf@B8@!s8gPo z=G@JrMdQ_|?kJ(py8XX66My)qoWFD3599plA3fwXz!l$rBI^E<IM2Q`yTeEiK9!QP z{)8NS;L)M3v%J8$05{%I#1DsnrRrnU%P!x{jqAjC){S)EnCS+Nsa?qY+JfJUGnc3S z0Eh0rwi0FaBt-Q-`ep#XD4?HQstmsP*Z-C~W_nQX`F!@jmNNK&+gJ8AUx(jhuaPgM zjXtKF;_!D^xBiN(`h8N+34a?FcKh8Q4>=Y}VjawDv{0W3g)ba`=JKx2a-7!8Jz)X= zN;2>!Q8emj=8UdXS<vN+d3&!UB2KO?-Bf@Nu3Dhg^J+KVi0$PcK1SYI@cdM8D)Q-Z zi<k}M{pU>*3T*G7KI!$rxf6V7zrm>KcO3f^YfJ6_LXQnEtqEDj!Ox*sG2DmO_sEtP zU;Bl6P48jr+lYsxjQy2Dz<Vy8g5l@W;1h?PhUzWE&+5O*CdBLb*<vFrE$kQN_dHZq z06iSyVsIVn<TBZB=9l2X@lV{{%%$)fINx`Xf;T^ZJ!t6%yrx%Mw<mfH{cik5`4sZ2 z|1ys&S>q>xBJjHv_P52EyfKTBN1Pjw9Wc3wy0JKWWC-$s;eQ_QlZ^0_xr*pGeA7S< z=>yA~IA838yUBJFzE@W=^W}N$FJ>F&FV=y7Axm|e19{thmaNnW)LGR9g_!necoKY? zoTwz!@H}m8KeJ}&c}j{jnxO+2r}0*LGWbk<?saF>fmf#f&N90`4PB3C2KNi}gQScv zZ8>6Gy_?MPp>sc7iWeY<UOXHlVd`oLz0G#{mzWd!@}^g|sIeZ3{LD;int(eW#;s}A zQSWq@y<1xc9y;lyca#VBElkvHeHXY-Hq6@!y#7I#ne##g_;&r3x7OF)eTHJv=Y+vW zew&Fg(1Ai;PwbuDp)Uq!BW<w0AI5Yja7MuASc~=#r+_YynK&h;hP>WV)FTYM?C<zn z*?JcF-uwQ)bl~GZYu<EZzzNH51+l@1PkU!8-Y3Q2XRj^A`ZFGc4_y0NV^Ft0p*Yq2 z3I7+8ptU>!o>EGWS?9obv+QFHA2!E%W0FVqZ)2adev!~b1lHq~mEUq?x1eLq2X7a= zgWt{el`>=keF6K1__PoweX5psOWlBzi&a~Pk<Zm!cQ74$f;{7tyHFnH>EvqGv6`dM zdw(7Xm+gT+#w}Eu4nF?tzJFhL5_qiDRIUiTp>g^ggDv#CL<751Of&jb^le;jJVJl7 z(Iv|Cc<6J6`Jj5_|2Bk8k{jUP)L8-hX3SsDVdF2m&qs+0O0ZT0&oHn)5;+VVrl23{ zuzT)swZ>1)i<r;W1iqK^EVy1>{#PS>AF?lVH<PJ>-)zPo6@gn^&X<I_B2h2a&SATE z1$t{v+paPfb+omLM>oZgr&9bFig=Ft+ymFf{M%TE+Ija}z*8?L$<4DXP#2nW()j!k zJ~rFx_lQE^Y#AS0b{g~*$3wCX75LdjPPf9Z0<Rym+B)L%XY3*$W<9|E(z$loR;<4^ z!9~j%ylyt<T<v$@UKEjtl?mc(Z@F&`_c(Y-t-NsD8Rwv^>AJJyIescebViZr#~@ld z&udYMeJtLger7L_uRjfq2*f!~V;;U*uN-kspIWi76Y5W=xE8Ib;inmHH_s>G`|eTj z%ejmGxADAvuWEra%@3}Zl1c(ML?0GXyPzIJs1jxdekn~ZKb#YU&Wy78W`S`W+5Xj^ z3;$^4Ku+Ra^cToF@V9I9Kz9+}J$yqRaelY`nmOiMz2SOsZa92qD-s%RW7Ib$h?-}f zfoHi)X?M>lbKUQHm|Gon^1b4|d>FT2yH&wQOL%TKr_)P5jE4y;-Ag@b_%a9N9Mj97 z$ByyTapLzStBAS4POQ7bM10rbEBtEQ_aB`V>TpsjxysNJ0tI>sBBYoHZQIvpq0jCI zCc9VxXY02$URQL%r`lggJR%PN$t8`%26&V&B5yV|i@e~w=NBd5|61(o@{pk?;n~>I zv(<3q*CfKh-gu6Nbxj3nB;vkDT;Wcj2kL`~vlkzJ25)n0woV=OB;1xiO4E;hqsc7# z9x2!tAtR}CN)FdCTSzo4fzGAlU<sqZym>u6Klj7}b^m*9LRE-gPtUD+UyK)#xVF=7 z-_Mun&#yj4LDza4d6`6j7h29ZoIyP5{-k7XnMZu)+#iar1l~AmUJXTjw(e{l4n<ss zWNnpR5P&b)edACB@TIfG)0`Q6Becf(Koxw-*`+~twgG(r#gRkS|KWS3ycMC*KwdAc zVJChB_+n4mZ95Jg$s=7A4S>JmAn&B_48K8=EW{uQ&$p6~(m2qD{8RN!b2`?8Y^ihn zrZ?&&Dp9dbp3q%eobzkh&`r*YX+duI*&WVLg!^D+yEMW$1RcJYOjZZF<Nou<PKm&! z(XUJ$2Ed7jOh2YGC4lE&FS8dJBfk-SdOeX2dTacj!ariv^W}L*WubfaPv}>C0Zw`r zy%4xSz&YtjxBT0!fNKpSX~%GG!2Bg^os+m8;TKT^H|EDGseZ=a3p~E~+ctC=`&S=k zHZg!t9HkeOyrFA}4A#<f(U%f5Y^Uylc_1zGUC<(fuAFS;HNpMq>wDbWeJ%-y?cf*< zc-d*+6+aDS=wZRb1Hu(}ZnW@2*TqQWak>;|cb`9bd)OkQ8F9|B@tkPpC-&t=nuyhv zLLaH+lRihBUVi_)GZZ>SJ>z0RBz(@&Pe*^A08Z%e4c6|ti@5#ri(88VzMREOhZz3; z_C(J7PmCYC&^N(qj7xuFtT2xg_Vtw1kXv2=e(bFnj)(qx#1(o&Ob7Kx-w}IC=%^$; zRVSZD)Vag^&ai<WCW#+)_?w}BrG$Uw3FeoLJl~8M{4wwLa3vJubWg+a|NX%>!`XQy z>CoFHYw8mA&_x|l+L7#dpT->(cEmMt{(+Y5`<N#Ii4RVQ?>F-vU)eFP8c+VFMm`6w zU9SJavV*+lm#jSt_((P2<@`}RXXCQ<p6_fn;IVUD&QZDG!%Cs0{vq^3%`ABR0l!T@ zQqjRq1H$^h)T5O#$nV}uT}Z%stz7ktDZGwx_4{*s5kJ)(4>Xo0qF$_T&BM2by!&@N z1+Opif%(Y9TYT_eLcJ*TiBRYBKF^a&kNo?%N8cZ;qdjz1Ej-Wxsxyh-OAz;YdIwcA zwSa4!%c(Cg5B%Ncb6(IRj}?TX+MvVAc}~BJfDQ?^m-~JQykjXL;Zq`ldh*Hlr}K27 z@5&e^UV(p@8%p}7Fy8eob?ZL3|F>rfeTu?R{~V}P6#|Zv3Y%G%)I)!CvwwOh1YN~# zL!54hdJv6}5FPH*q;C7{20lkL{_S`;8~O}B6gj8v)*VikFhpP+)hC;Ih(o|r#7x`w zH<AD7r2eEGgRXx^LYo7;XB?ZnABMU?W=g@VcmwuprI=h$hEBN3&8s<!ah{;2KKgDK zcPi$%MsMJIZ)rY#f^|0k=KA__&Te1$lD>W<>OmrH7fvES%(1=fF$CY#q3@)LI`Fi{ zmT3RoC*ad)_II@y7oP)ullOu1dXYC0smsBu4|sFTz^|+OB0iMh^>p3;Rjf0kZ_)Qc z#vFL`T*e2(%MXF$MwXXoffKH5Bo<A;-{XhhoxcP8TRd*rqj(;;l{q7~593Tk@2olN z1z+M>dHZ#&2P#&B!@cuvgv~!?D@(%Q)9W5lpO2#+RZZE?51neiH~IMn>Ms|p=r<~Q zQTGqx&ZWZl{}9@Ew8{_piR_x}>uRi*M}FUmTM#dg^$Q;up}yuJ99$NHykAE#VfWmY zL8XF{8sMYbg2^Y5a`Xkn`iJ-HV}Hrj$20sv=%0<H&*z5DBfGD1XiN(E*wE=L4#c}u ziFHAGEpXy@RA&_Y4Ms;XQF-LY?swIKd;H-$?UC^kI*aRcP2J1~j~uWS6lEC1zINWz z5jUIBpTTGB!jJhklw1i|qsIO{x!>I~?l`AQfmT<~1bFKCW{&hC>WX$pFPj4on&ob! ze4s=h;0>vcr8?j-(~wjdH{zH{iuqSK`gq9_M7RP`r)qF|OYHz$KU1Yz41fRmg#uR9 zRMbn~(mmHgop`0`@H0w$AExK|Y!7<f2*<CIcy=YC|G0lKBXj`$ALlM|?=3-o;yFED zhVdRXxw%rn03C09sxlV$vBxLMXl)Ap2!EA^(*&??yD87nVSaCQFI*+TIxu{9Mf^18 zbwty5Zdn|k<HTLn`x^15omTzc9lloelwS{isvfuKH%8n)xE|lnN(!Ai`kJ%@<4Ho_ z&ozxab9E+He-|f@Fb@`1&;yrZZ!hgYXPF;zd~g<i5ZloUA>7cX3RM0TA&6t^2}6sL zDBym*U|+~L=or=LkCS-)6)qKOVprhf4&77?a7X^hDt8n=*1_LT4i~|vIoq6XKcDl! zbD~c2yOp4i@71|#>Tk&N_Quv2wqbw9@p*P}jOVh?@bw~A<f{=znp*F`Q?J&)Kfrv2 zb=y6NOoXp7K76npd0XY@W%g1j=tTa8+5_-sdx!M?IKbcTZ4^GMRgS(sT@{z74B){> zH~vS_b;ncvMqy;HlpPvYMnxGRo64RcBO@c(G7_bbG9o)d$<Hc6$c}53?1W@fi4u}* z`aS;gxw!X!zwdj_bDr~@^PcZ?*L}=G+wW8q4&Fu@94a@D^(rgnQw@b4S`^yha_<G| zKOZxH9|SMBCKgGt{1JU2Nh~CnVaNID0w+$%VW0U9|4aeCUO(&fWOuHyafwC8923sN zj_BT%p#y(pOR4h(pWMuRD%g>N_~5Hq&5#5ASvGgo8gur9V=mek$|4`0Z}|`eKfHZ+ z{^Toa@RwM@8#!CxZ!@-+eSu5QzKNx*ftQhb+IiI=j-N5QTI1OS9&YdSkV6XbY4XZv zZ*{D{GN0#TT+ax5cc>cjpOV14Pg=0gj{1e(F9UI%T^~laNbp=N8qVLRu<mRXkEZuO z2cNp6WSI*dDwOSh;(8nWG@9c(|7Y;p(+o~Sx50lt38)Q%m$-}>*)D^Jbj&LqG6(<E zzsH$GJ%@UVplI5E#}LmB6x28Bco6OmcreVkfd4Ec-ujN8OK*SIcT}KG_UyvBni$yO zy`8#s;800pFUcJf)b-aQ{>Gk0Kat0^iV|hK&)Ttg%L)Adj{U&y9O|l<-CXZNux=Jp z_XmLgWv|0fU<a>kVA><UgT4-@D_$QvflJ>F%|}czhod7_Z~QvyBH}_8%y|9XRxG&% z`=wjQb*SG5aoCZ{Ck=j3LVEG#8N@f6wOgw7g5a%{^%Ez>Veg}P8zjESJ7zqtUq`&4 zpRbmQ7l7Se{}FuH6tDGy892d93NO^%n8G~1CGGlTL&S-+sn2dn$oHOHK2&`n5B=&< zW^a11uJmgr=@g9U-!q;&^xqTYxl*sMrGPh-%u10PK<6L}UkchVhW_x7gER_p_?BbN z6d7>pZlO{X<rw19HId&2F6hrHqN}=4g!TCqU`nrxb={WNz68J9XiB+|t>8hpB4x>c zkQ+J`?+tws;02T5L!+8F#FbmWh7N>7->;V>m*xU)sP`Ha1*0F$l7@!W3VqtI{W3?s zBTroaS0YW0@Bc4ukt81ZscmrofIje>;j!{1#2IE|cHa^B+sD{$=U({3OaY@)tT}Kg zkgReNe!cB*DI$;odcirS->-09nd$nU(>7Fy2Y&*pPxd0uG*`K)g*c&cMg6kIHSiZ* z2kqT{@Ug2y=^qf^Gv$kwWma+iX|5)wun&6fu|eOKb?}h(&RDL$(0e0mJ=76TD-+07 zyA^={vMb_ehv5HhY55iP=zq`1vFQY^*CjIFYeHOL&3aV$4Egm)LE!z^Iq=Y?1!1{c z;7jROM){V|{~dCwKPCxzj(hhcDR}7}2ED}lKERdnd9u10;9`f)zE)RU|Iw@R8N>Md zyQIflz@^E8k|F+K)P2kkJl_QVW!gQwZ}SDZ|FIx{X)(+v8ZI>yegvF7lDt2P7<}Aq z%7zYn*DFlXVxAk<DfKObMh<-+9DiKuQBQlAwN%KW1b>gq`*zw7dUvdl*j*#!SE(A7 z$2h=4KeS$srh`r!72d#_grE5xT}1H5hqfa{!l)Z1SA;WKCgS<6Oe!~n(HFvdvoOYr z2G^mre$oK(xBgV~es|b4P4UkyL3_M^_0-!NTId7K8aT>Rfxhwr5`F>T-~7OzAVx;a zv3Ir&Zo>DxZ#zULA%QxE?^KyK{3)f1wP6PF$ZbaEO4=vz0iTe{VFUDm2?*ATbK%_7 z_p(dn_&w)V5e@Sx;EsibK?L~x#p!i(GT6W6rwb}%!{8}ifsghAm#RtmE+yi9i#_MQ zzI_Axs9T_RK8iThF7P%6=OyhpUGg3!ATEb;#dW~H$G$QoPhl?FoFR3SIP5-%JZ3?N z8FRgU6CdG)ea`r){5hwM{+&ZAI`Oza-bMW{U%-dxue#AZ{f+u{v2i#vaEI|v=l0Jf z;Ji>=K^5YIRiRTa_hroKzSQ`!3UxJms-OPG(dds|*l+$s2Xmr%w)I)i|6$NXG(L&= z&|JCY&BOydj-;X8oqtUIVPjkoy5D+p(ZL&wn4|GkhqRpyeORFtWNzsHc&c}w(i!+Q zpGDfFp^3b6CEZRF`~5O5l93<#lUsfL;8ZwxX11s?HSqU|mDAzgU&!0$o)>i;LZ6YG zw>6syuIIQj<9YDE7CoY~kKUo5qq)tA5qP?Ab7FanfOSv$)^P{^D$v8x9F4eOM^}2g z74g#DJYO;fxYZxDBN6Kj`xh6IY=wWv6!UH#c?P|<TWC}w4frF~HBATp#aSWBPI4Oa z9+uLE=RcqywMAX`4g9LuvBH@id3%cIKGu6B*eCf+MH1MHru+Q66zE3-PYLu^UeJr4 z@^Y2K4`iSGYo=mF+|cAZf0PosLH5Mj&qL@7TlS5(f_3z9uHUPE82XFWje}9>_mVAc z*14jAevQj^nd8t)@*g>HKgRo+(kv49Z{fW1%*xIy#GMG<xp7_SAO@>5M6nF$D;gT= z4XZ{UUiqkL6Y>lpT7u#|dGOt|CniLwgNn!<4J5;UD^DCqQF(;A5+B=t9l*O7VHJMv z4DhYk7AbM?w@VKwFC{D>?vQ5-*dXr3A356Hr+~PzziZ+FKJNhq<LyK6%Q&t0A3DIB zHOmWLYsuj2bEnmvoZuI&4n9l3gCDZZFM0am&uo7Cc6G5D%kqNevzQy;YL)b31Af&( zDbW`N9PAqV90VL|{CUJT7kR^qP}d+G@RN6CFOA+?=*7=1^iBn!-l1+gC4U6_Czks* z0dah7t|sH|AFPYg7>5h;osY@UFNiHs_hAc~--CVF*ds%uN(TN?z+@f^dpIW1Db0Kw zdR@JpLQW}gRH#9GCm(%Yo0>KhC$S&Rk%8Ax7fo?1wtaI8=fx+RWgA3MKk#Sg7l_z> zZtP3dlURqWj5yH=;C^e_RG8v1toL)ds4jKX9quV+pN1XEzYda)K7jZcWKZ`+9N#~F z<KQvilr`INM`84dh@Z-$5JCSzvTx(?B-T^Dj@8tp5%uI!x4%<}<I2C-2BV(fI(nms zEU+(6t$gaZV1Jjp)0(#7hl5cY3h#r!$K3Pk+}LrBqF0rZ_7%=WzM%^YQ^ob(_&X<s zxX9K$=x8~F{QmShb3XiPueHd?74RAQH}&)%s!?D05owSC{L!<owp|2oar!4AIW-C0 zQ-I!0?;@V(AVl|X1-Mi6AII4U#B1%vZ-4JgA}*9J`EOufm93eYnqenrit4t#XMyjZ zB|AsdP&X2qbNr3_R(&QdY{QBC^V0yYbso-#daoM&K%6`{UX%5S1^kNFVAMnn{arDX z3Q-53tGXX2-tDjXO*fWD?FGJ~*G?f(gSi^YH+AVrFxS{uu~)4L=jvAWmES<zxwf2@ zwh2A(7Ip7V$SKqZo;-TEJ4e(iuQOkPfOx#OQ0_VS(TYGulrh$|-zT({u?6-$T4=g^ zuH~Gamv;d2l8b6qhRNtZsQyLS|NJ0yT&-i<hoDPpgsomLBto7R)w!s17J68*YEi5` z@IKAy5-aY*zc`faaUT5E-;JRV_O<oLfiL?7{9WYBDa(V<Rm(E;hq3P}ne9y0SeIM_ z4nZPf_=P~ir9$L4(!o5`$Fp!=n)~Hp-wxnI(#in29O5g<IH$`Bcv-vW&zMZ$7cJ$9 z8f*B&`0b{L*f%2AE(RCm0cyUXLU+o*r;=mIy1;uCUCN5je?|TiP-1@-c?2yt`E}a+ z;0@F7PFkam@O`k{W^NDc{`P(A<h{tJH6zrrkss(cAJJ+<Kbb`pReJe6`YWW3#}iY5 zLwqSmX26>+87L{JIs!kIPrMdL#~gNI>emO{T?ytkWNzd5eaRlWg*XrFi`iWoCG=Ue zX&IU4pl?a?mfCImB3Ht8%as<EKdywRsPJd$Dd_WenEkgxf%t1Mq0x!B-S_@b;045$ z2WjrH|6zR%Ds@IXp!bzDTwF`>LEI6Z`O`@cyw7c_n!OG?6LZrLxddILO?tXT20BZb zxgJ|E@=ncY;;C}v=?}l1SBL%bwtU+=(gps+LVdOwcw)b#NU{uk&xtD96OGp=BANGy zMgj-vhlL~Ydg}%`Z{jXr`?lEd4|%g-_5Rtp6`W(=W|TMo1D&ELvZWQe)W5luUu*CK zyUv+y3aoq9kz9!pFX(x#d#Sqcy|=sFE<|D<Vtju+lZZjT%`mN1<O%4dB<9(-8BymU z=g3P~gl_kQ<^6^|@{5&7LsR&3HHmfBHQ1$yUx{-b_ANEF?&{e&@S>k7I_<8==QN$l zKY~BWzMYq3yn=nIr0n0z>q@x);}N$F*3XEOx`&4peng*1sKmZK;h6okV+K7>Z=Zrp zBJjg3{qP#{042^|9}xriC!56FV{7zTJTKLjLp~JiU2Q@QJP}vQ4DGN*oW9w{!O?@~ zW!w{KJdHTrlWFpN9Cm+MU?@fx{x0H{Vn7SN;T5|XSBcL(sOT<q0eJj{wajx8`%vO% zQT8$xaiO|YwH16*JTRzu82oZc=$!wjE8zW1e42;h7gQe683$R=fAC8)$rQNR9U;pT zfcSrbO({Peak=ZVNy_fL-rMes?K|K**$P6^UWgOfead`QSFta94cFvCaNcsz;z8Nt z-RILxi0*}6-lh|i_4gsp>j}8{>;8m)2zQLp977!N9uCO~LtkClL8o2ad+U(h-kQ@m z7w|`ohjJPAP3k<*4!@6KG^C9@jCz5?<jbfS@JVIU0tKvFi4NJJp91KE{I-#H{Q>x< z-nHat_`z%UI`*T8%TtHX7j**Hw_eH!)&T#q<LNF9-9vn!{<v586Z*LKo9d-sK;Dw1 zdf4_1;#7A+p`E`gAu@H9()K#~!qFGJQVM^ZeCSYr2mZPfA2$m9RheRW|9mgbo$%6a z%U8m`I4o<G#L&-K<v1$^98zt2uJi+TMI-%<fk+B^joa9fXylPZMrAHvu&+Z~f;pQ3 z;DcQJA1wtD2Pj6P_=Ta1#@jeMLH`+kbi$KL0J!pcWcvhOcbgsPr+*2%UV9(>TpH(~ z&v~=WSt7nSaPhPYp`Z12X5qX%>Z~sB_)Vx#&!c!&6)J`N_p6K$Kk)AtNBk`LEOc`5 z>!F9in-uy3G_H?A*SJg@w~-Cp^P-S0Tn8_=66$%Kj=0v`v-Asj*9-bn7IIj>x9f~Y zzaviEZ#{8iupRZ&_PPQAtRp$$&D*=R=wsTbe611+dkxt7kcjxNd$x&q3wHTZae&Mm z`DW<AkYq680uf`&B(o*{&#YnA1a_i3?K3?Q2wd>xEolS4d6HChvK;)v<=Pg{v1y!R z@(~Ok!g{+8f4CwBJh*H#<MMt4c-c?$eP;mY{Y*mM7lW6Kc+5MgHzEFIwXvCXBk!IM zk16;H-NQSXYPkfsoAdea{WawEcRp7Y03XyRJIcNNJP6*0Q$obsP$&KLPOG;Z`*1PW zz!7@KO@d~CjxKbi9K~KTted3b6*~VtsJjsr?#u&s_=;csu&=|p6`_^KMbMFco_RfX zJRW-CG8>IuAN1NRN`{k&2bcfuuhGdx9Jy3`+us*+zTXMzD<W@mXR5x&%IiU>CHC+Y z#m|H|lg=pESJO^(F5@u#xqbHY#T1;Ytk;wy0DsupH1!Xrf)`3M%boy#@UP-or^$r< zAMz6w1&`?@+v|CN9DJzF_Q;STbkslc)2}&D-_%K3w7~vrRRlBsI18R~zI2o`8S(bL zIIU+L&d<pV1RlWm<+fHXxjup29y?CxKt6R*!F=c+aPFG-74B}}Mgp5{!{sgXaXfq< zx%<4ymR~O#Zbd^^*gRb;#Q_|rm6K;cTwFL+Jaw4{c<ga3Ee-K>EN0K*tNYNia(++j zK^?MJCo#ep_A9yMO@18sLDIFal@f7a?ds)@5cJ7>cW)QX!hVn^#<;LSZ+KBs=kX&S z{6ETHgkuc*G%DgJi*s)NldpaDwS%X=<rmXRM;$^xXf71_^Hs+WtD=MWf4vKzeNb=s z#X(-OI|tuDOuLE21AVaG&p%Q8gWvdhy!-wOeJp##yzlZr|9DXtX+YsYVA;O-O&|8p z+Ut5a3-M}mx=ne@1@)SU)Y9_}SYOp|bDrkt=TJyWsy_nVY1MvtpAB%y;#jz%AL`)g ztR#W(Cz@4F;ZE?f%9|=0G_t7698Xt>0k78F)Cv?8^dM9dKcqAVuX59>3?|qEA5^M5 zYCB=iZF~6%>d=D%wsbOWp;yaS-_3@<u?35Vef$r8!}>(mzZAUMG@hE05$k{a?Pet> z?CNhm%{cBOq+sRQ)PK;=jt^_bgGWBND*iR941D)3t>?G9$g{XK)tW9t|9o3F_bLy4 ze8vHqcB-gb&_xbQw*ucyUvh6fK>c3r0KXo7e<J<S^FgeyzmsG2ZhuEu&}zgM_T%~+ zTWM~@gTpFS{NMPnpYl{yp2qmR{>8{J<ipNS$;S*}@AX=yp`%vduU*%CX^OC4r$sIa zqfR1eb9qx<9QG23?(x^KkHXA<om%k6_Zi9u;pgIKC{I-*pW&h%^zMQExxDh%IMj-K zQt>!XqZ8@@jH-*feZ`kF_k278el~Rer8qBehWB^S>RaSxC6_)AetwTRFsu9?Em+?w zi4@@h3dFgh?HSf8@WF`U(bvt;HFDpn?9M@Su;w9mfjw)jX-1lafft@K-?|qBU9W8Z z^X?o4q6+841^B}v54%MEd(?%Bwe-8eFVnnS3f_;Rk4bx6S9=2M_<Kyj6Za)Du<b_C z1Ko4NZ9ovb-0-YhT;x;mrjG-oIl%P?ODnHKZ-bBY_uP)cx*hwRc~|KS`nBbQj<b#+ z&rRt#L2(k#Pk&iM-4%i7Pk)vD%#U??p-v^QZw5S9|2i8`iTZbkZ&MAvXW}W7II$Dz z3d`d9<=AJpO2U!d`hzboRWHv1<`#?H==w@PefrGu_4FF(yYVhU>+p*YJtme!e0bh# zPhR<01o{E<+zPc0<37Akn<rwQuCKW9JPpJ8FdDyzMI5{3Smcr^2>gBhy*eBH#J>~0 zo6QktNZ%UCkt6}%OFPoZz-vufd?V;eFt6kVjhK%Oc<qxTqfaz3&nI^L)!uf@8Etzt zTLS;LtYHwpgLn|#V|6N>81>eLBj<MG%xlAnJ-fPTjz-5ma-54$Q?z#>#lG_D$nftu zk38aS?OAg0P~Fae`8nXDuht#yU)InIm3IR9k-s$x-sYBpzn$>62{8rF|DG!|eeE^y zi|254J$U=0m}Awym!VI$a@%iW{{~ZBwn;2umpXf=W1gUISchGZ7Wwd9o8FXHAMiSu z{yaPW|J0(>1yk6w_CY=tJ@}o6((O(U>|5Qv1E*x=aL&h!_L&?0J{f(ZV=Wju2Jg4M zg5aGy7XCaE&(SYHT_X7Q5%d6mt7Iop@TCO%*LpYcJ{-X027cX}kg|+%K-|j?BXz@b zX$ll7wy5!(6=f;Th$5_0RAIeM%_MaF*#kX?VGk^~TXg8iuulZz9Z6mE>rLLAsr3d< z5XF4Y0gvkMP$iWI&x(I>DOHIX^()niGumXR#~AX&R=R_)xS3pfri1mY{*;_}5xjzp zC6D(b>WanhJG0?mqtQR(g(gtXxfZ2P4m_WTRU=>aMO>)JpKl>x-*kt0-4KVYYW(xm zab2l03L=V#C-OEF7X>hXc3eopuUZj!o*PE>5bIm;CN+r!&%IzfH|)+A3cV~bJ&FYO zm?uf7WdUvpJ`*cqTZLX#@}KIB8t?(0s9&+L>nAsOZS9i4AODqh{D=1)h^`1dxQcvv zM@A<`-GeY+-o}uujDE6AukiB?(8(vZv;CUDQ@M4deZgbzFeJ4~$YY;QuUxrT3jZuI zSr9w{o+N6X<i2b7IjWD1I}iu<e<`|!^&b4i^MmvT>?d<3Zyj+aoIFL88P9q3W1VsA zh{w5FiyK<^E`x8l$_F=J#CfzgTwcZCe{YC=g)?c82Q~4ksWYKYB#@Xy4twsqm1U5Q z{`#=ar)(7&E`+Cl+}@nF#rehF!MI)t?9X6@VKw+_qb+Nxh$s3{&;0c*h5h%``JcUa z7I_g_-^-_Rh!-)$opr!1D}@*O1D}y^3@vdHz<a4ywhamck>BO24!>pvZUv=0PlCNX zdCC6o1NfN_Bi#ox>>K^%)ap;~a6N(4MFC03d!M^r{w|1hP5wxCnhx^{_a5l@LxjBH zNA!dScvIecR`(-R;5YUeUmWkCK3$@4L;5-TQrs+$1_hx1W8h0!^Ih<iw@Ko}i0eAK zGC{)d>&wpfYxI1u-Uq^EpL(LMHB-jo^A+`auGu{tPtotK{D!{M0{vo_*A&j_V1FJr zQhz`{xK`VoqS+w$(@&zI-M)S3#w=pE-k8jLy<EWEl4CLf*Keb4S0g_28TnLV?E&H! zh@+I>_7zJPpq}~1;3~HY^c9l4xsqAT17mL`Q$)UCFfd&21AQ;v&&pIy1m^~w4h5uH zyAX5-y?Ko>chB-_mwgWMxuS`}X=2=eUcZcj0C-gybv5gjEp*L)jq`n0$bYS}_bmgb z*uxoTXQ1yXIJ!uXae@!~tPCGR{v1KO*?I!&-^4w$vWPr@A$wyyIs*57UC28DenlPr z{6SAV^x)(Pk1^oZfe8=CZp7oZ$0noSflH(D^_LZPP<K0!wbcNA{pF$ui+=`wUhc9R zgFl{`)3n<E2l;F2cX4iB@J(Z8c_B&ETPQE*30{JJI(3;T3^?*aHRX~AJ>q@N38y}L z<as+%j<4W93Fn{G=V3m#k#I@lG2~?i|3!uT1>W&DQrdS{;C-K!D6`>L)tTKxDb%Ph z%iG-CJ(uWyGN?)KC)T}a^&6)R;*)v{=Lq-;Z^+Zi!*w{X!4;i5z>WSEueq?>q2Nn= z;f-0)Ggv#$NvhUjzS15`LJRO;M(fjaZTLg2$z)ue7S5p@dd+mW-kCu9ght-Y#f5O= z({({+DxBx}%hQrA=}M@HJIvsXdi1|_Wveo*7q_z`vp7CaXQKF<xjD{noqT^V9R5+= z)2C7Hh4XW6JJ0?KVopc1id&Hj>Ot%Og>evYPU}Jg?H=s!!3K>|!z$=hn=6MKaeW#m zX${uk$5MP&Km4%Xo1CR#WJc)!n=oRVmqET*bv@%W?8dRQ`Kl=PF+aD8{*^QISiJ+1 zedOp@Dv#DTi3U&MvCvitM4r5m6{n|%JpAf@hx`HL=UETxM1hNW>PmM#5iedy@e=)* z0)G#uY>P^TJrij<H-p!`sL^fh1wImbgDeIRXZoWf?%8AAgRPVZCaCAFbNmtSjs@Q; z5hA<<KU*c|?f01mPc@C9<di_4?NIshtsB7SN0G&{+0f56<-0U@`APpV3VK=C)j=Av zJveuDtYU6Jp$7Wh@_<OZJkHO=J;}PEigQ#ah|`M_F!$|cz2<ZL6mtpgwPnQIoo%-n zE8u>^JLlvl@QdsjLi>ko)JsktQBpI*=S6lO*W5k7C2d6_sD?aydoE|}1?tjbIs9Sp zyS7^lmTbP5^Ye)`e47n*y3a@d1|c5#-i-G=6oq{3O2Q|~PF&C8`{OdhICtkbo0b!Z zc`TDsbfx@=8*0uOA3E?n@X!*{HrV-(UX#gz)98P1vI~7ki~MpyvT-N}`DaSj!i^Es zp9VNfqJb9&{jN;S0N+WfryuNFM4emEi=yf%_?=QlzoIbuES5{0tFGa5f-CLbY9oK) zT;Fj(Trya+ZF~gWv3)`{9?XRAyPe`O34GkUWoEJmb-T307s@f<OXezX&YL3NQ@gtv zVF8`P@)}QQH~6#bnCU20B+i3{-q2T80B=^I7QQ_Lec*%6iO*OUJ&y3lHMri~Q`sI% zz^|M#o~k0;zZySJPShsy2`+|ry0H7&Hy{0O8MxxyJw3sv2lWRRck3nGPk>&+&mHIr z;;$7FFJQg72;HSo$PXNQu0QoSf_T&Ef5ZO+&ONT2KgJV>^Au*kMS_8gTNk3=Jw1cC zDif;n@E7Lj9`L#Qr4@c^rQWcD_)zfsWa}jCKU^v@R1b0H5JPZP5bP&=(T}g^Civ|h z8ogVzsHYm-(Z3&w`%Ji08jX0+)uk;^-voYZoUl_)gSi@1%&9ARyZw_UJ~PMzxP4Dt zZVE@g-c+sWFz||KGepg?0N*!rjr^(_*7rifX0sjo5)7APr~1K9-c29eoj1g3vZWQ8 zi8yX?CW{!~tCIbzV|PAN9_!6GNAUQbq#H3dh!awAcLOd>p?_eqr-y6+yt;Pua4mj@ z^Xoj*1dnj5k-dHf{KLYK+Pj?@{N|awk$oZbNoMKUb6CHZ(u$K85KrehWF#UHHzv!e z>O(W3k6J(LCf$U7Bl<8^5c*HH<AO?{3-ac=tIm%SkbmVCcYUtFdB3ui^O9Kqw72DN zi^1<#rPL~X)WQ2Tk5)?@LfyKqva3`YaeT{wbql<#c#p=3_0!;|A|KrhWS}P~4*b`7 z41GC6uW7iJk>4k*)rto}FFx2T5_ti6F=4b|<}dP20VfG_?0@l<v)$7~_^EXF(JSP8 zX58=p4kMqDf3a46ybblr#arK5z{lfsB85ywkO!WzDce&EJ{l47lsyA=`^NC!j<%?S zim*Qr-9$d%<`n%2b<O*yzmeTTzw1uEF@JzA`Ulu@3p(nc6V8ul?#?N@ujLkU1AHp5 zsQi>~Hu~&+E+^{Ybzie*GI<E*I}H(jE=YS2Zs&G1>EpU}^abB<;JE{RW(l?j<PpCk zjr`-9VYe|ce8(=i5(2*S(N2V-pN3i@mHry?yRs1CqZ!b*xjx62123wY{_9P-fpgFK z=KWD8@%)GTdV)@WT?m!0I!Vb~ffJvXORB-ASeo9g>;UI)r9|nzM84O@GR&W*h0m4$ zNw2u<LNIQa?d-;WiXM^o??>L@+_ksO&;s>xl9@~0N~n8A`yXUNJP16&8#Mx5KBDtd zwPw-oyhkCgZrryEZ-U`b2Jof9nDxKVars|N-jrBH{OQWF6f_5(eWI9bzkvSxzhTUD z!13kwq0M8kgFC_Bnd6LslYW0b?apJe2wq?q$^#Em8a|W=yiOH9;vInei|BMO(<Up< z->yBpm;DWWgKg<nO1nJj_=TCLu!~my$2KRepab+iH<9~>{KR!%w+##W1>61o0@`3V z*SUF&kx#ODQb%gSf8MzC@~0-ku2s|4oA8>)W3WpHc$U%`n$LU%aWa&8J^m2%PRY!# zV!-3OH}*{1>Y^XxoKkBw_$YBg{k}5b`nk;1&AktiKf4osR(a?`IQRQ_N$fXg!rLXY zQr!>Egh$#xvblEStdc$VIQHjP$fjx@3)X)jg<+8kePfRWs=~;DTZcO(lapKsr`244 zl4rRPWLWp?{fv0+&GXFmHs<cS8G2?CW53GZr^ja~;~cig*>)m5%n8-&T-rTfno9ew z%P9bU_^y5OQw!|k<VaGx7<4)B=ZOM{w`1Dv8@0d#I$`YxdF$X^wa=(LxX{1rw^lO; z+%3~}D-!*J`UaQ4qj!9$Ux$*L>ac^ScyOsseS&@<^+o9i^1mmc!ntwyzf14x?!_Tr zST@YFl>~nCj+lRwXTv!<$zL}`+<`|zj84xG53-!zu;{~&JZ$c#Nx8xQh(<!=aPI5h z!9A}SwxGk*eWJgyo9EckE>vOP@)9m(R!4)UC5oj)j)8|fy?$lP9riT;^wjwSs3UxI z(vvw3oGIrWYXpxMY9rTbz<p0Xxbe!m7`&;`?pgbNoF`SeAjDGULLg_fUu@WPA>0zC zh<J#7y!z)>1u52%jDzXyX?))NwY**p=+~T4?ypqU5f80{)EpF0zdrae^$`5a^j2ms zs~Y+YL??7==rF%Y#(8dz19MT16O><!yAo`2&anK#=T37vNVS6pU!0ELuEKghR_jYH z01m1vt|<@kpgyEgd-WaS4b#kPiBpJc5`~ci^x#9;SLULKYA}C2q=CH(yh-_@Z%`8% z;@c%PPKxU|_Y~yhAOKxwO{QG^t`_t{oAbOS2f>SOzvC|fUOFfZQuZMZFsyyvIfB1i zY7eHVLx*9Z<NUX50o?yMdyW`**I>H8;^S@Pult@Uc!gtbnx}dr8$S1IY{&k$YtRej zu0=*aLw~tzrBV#~?W2a1j?y46wH@s9qDaR%UDBJ!)1uIa^y=80A>uRd+V_hQ;E{>G z+zZRNzqs%0u0L=eZMGYWhj@2+Zf4uu9?YE<T^}!}b|H{*RCvnDyATBb^Df!Ix@j*< z6@Pnz`5LXgO*~lNi*5ny>eo=OJ3-CL0za$qceZO&LEoRnK8rLq%=gge5lhBC%abOL zg#%wyPsX=YQ=;A~MUoRZjORlyzpD#Y#(hzpx+kpw9Z-)W=JsvWrH^~)Os}{S*2O88 zcYrHNrXxJU0m!G-+r?Y^paZ-c(DfgLo%aNZX>g*>K<Y4dl^%Vu-TK}=$k$q~G3=4I z#D09y8>K;AiNQ0pXeSqW)Em{C6pH9yXcJa@13psqD0ebv32|#BEAbg6;<v_=zb8X* zUgGGT1B&e6S0NS=Kf_Qr*tg1Ij65Avm`el4pp%JPY`<AS+;gvfdP5JqHUFYlHR5%W zFVDZQD0hP4)5%=9Md(R`13IIdu=f?wko&!uqjcta?RVgD^0~c2A+Wmx|9q%i;m>`> z<*%M0ev}QwYiwY?cCUlaqiPAv16n3dZ7sypt$vx@a`AE@oRR7}N1WqAh%%wPtcrL+ zzkO6v@iqQm%xtnJ(}gf_-&e6-9s45M+sl}Oee<q=vKWH-yX<dsEZkiP`vmn06O>&D z&Bir<wcooCHY_x<m60bne$Yug&y4tL;;}@z1e_c+E2omc`PPgNQzFo(#`?Vl<k462 zdyBPn8gYy@+LF}D1bL3-wbdP5f9w6b)mmB5=_BOg7)vnEY3#jkJ?@iA^>FW*Ld3bq z<bHN4<X4yI>a>tQ+|kJqKMKET+w@|l!t02y-q*g!qYjh$*fs$1a<9AK`#vMgb7+$K zwg>A;F%f+tv<Cg}?guj-B5$c!xaN{*1AXk8EDaazTxe!(`wZf_-sNZI1y{ivssuYq zgmAtnclp47(A~`_6vl7kI#PM1qnFc>N4?UDtHA5z2>*q9*D#-QG?h>Q`&a8Y7-PSi z$L)7gV~74nZ=Wai#~yk{__YT_+s=e@uf#p{_qh<*{l)~%=v@ip3TZxSir|}*gB7|d z&;zqySRFf!`kG>M9Z{PLp{7S9*PtBpz$bboWuX(=x>>G}^FSYLHM^d0*M+c{5Tx#e z`Qdje+9^#)!5c=E!hA&0=kzJ>#2PE+{1^wW9Ynn~*uTE1r~&f^(!WhdBYx-H;u$so z&wKld%A*JIxx$)CuAve8b@0Zjxd8ezXp9?FD^RyRCq5O6{VDvJ|A@f=b)vG_c@ywm z_KEy&UWhZK4c7+AN>EpLTmRerAI_mFIjNC9f;|^(f4$p;e&GpI=L~$$zYk;Ts=%4G zm_yld*pKN3`VM|a=%~cn`xJ~3FYNC}l7bht%gx^(Ai;S$_e*wE=(Dt6a*Hzki2q~x zE**jQJ@b<Inu<7eAv4f?0esyd-#%Z{&y}!`gg%-Rc6&=fNJ|O#>mE}3QWtq?i}e(H zB|qk6eCK}ag}+ORt?nzu{;;+rydVLtg>83<9@WNu>MvA11#Wpr+moMz-;6d{w|r~E zoF9K1vy*9<d)%AUngV~h?zl6aIgjVewx!h;pnp%HaPzMS1?)W~+r!8R^YC4Js!Y}} zKaPx>g%*Dozq7eha|d|Adse7%Kl<Iyygcn+51sddD|bZ)ctqk`+5l4M78^P@FToyt zL+)Ln2JU>)nn`WGg+7swT6-evcIW<(-C+2OzS$#UA3TAh7u{o|mCl2grzQPSo<%+U z6@yPkAnJNSIsWsA3l!(7Gj`8+w>3ZZ4TEk{$FRpS`z`jFyLCb49Qp_RBg%gKK;EdQ zJ^lxLs`12?tR)_tFDc@GU=Kbe95MP#;4}CYODg%sXUwBxozj@^*q!g=Vs#U^B~?Ps zu_6gxc&G8J_9@H(Te(WPDhs{lky7$^X87-&DM2If%X2++LwoUDhl8zMf3kq%BtLFS zxehrK%ILoS`)uw^@X%A+7gp>{$gv*z{QAo-zU)`|h57k`aw30(?4e(rec1Gn4|VIt z>1^|A7lL=`eVgnbE`%}SJpV-S%&5B@;bPFIh$vY#;xVs%|CeOPLMuEM?dhAH2s}6C z@c81H=r`!+QBEC~CIQc!bvB~G&*n+BvUo=53;k+E50Gb0S1wl;oWr@I#{!K~;JrT& zSVzAR0Y9DE;#oz0sWz{DR0TYPpyT^ZlmUE!S@%aV-gnt8v5#38ytDe-hhfC!jF()8 z+P|XSx>hA^3H$fct^X{kjeMYqwmFv(`qOsF9e?18|FxS_VbGo0M6C9FMjY|75R#~U z4P7$KHuQoD>PS5|9IQg2EA|G-c61`oNdM(ek&ko3U;11q&?n0mPsXl%1$~B>1JeFD zK&LDTPCB59{-5LODkq<!o;5;wI)MgxU^7jzi5T+6zrmaF@CT2SVT;}8$3>=z|NRY} zh$U+>ZNL`ulA?JlJg`p1kGknk9)zx+U`MZe6mgN^{7tWm$m_1s8kxX8ch;$zbbt$q zjZ@}PLC{@a+`nyze5?GSx#X)w=<4oC)|F4tFZ)}O_&G8B{Ii_VM=j*DN0`S9z*isL z@cF_ITrLV)TZli5x}2rC!m|R{zs*Tm_88>RmJvoLt$@e6$wHZ_(6jz1mUKW5%wr^C zzMX*oFF7?AZH_u3=Uyrv<ZGf|>}b2eS8nZ9krg@*9j`Id+Ij~4brhVlW!I6{mJzvr zBSYP-%klBzJJdnR{?c}Hfv2`SKgb-8dg56X#Vg1&$)Ua)&EuR`yv2!a_(xV(WoIhl zfJ3&f$deh=|0z3a0>7X?iuK|ZFLlIuSsGPm)ct~7<eZh`v0hIuwO>MgV@%5Tzx+zX zr}@POHx}@3(btiYcW^%1$Z^lMJ^EgSUMyDh0Dlj?9oY-}kvn{!d(6|7U>p{#>3<$P zGt)+E8a#i0aG(JnaN;DPFY7z}JR|kNC?(<@-K`*7^^f4|cSc&yn8Ob<TVl6uk#Bo) zpR|<+&)wV?Wmtqb_2z856ZqPGy_M`ia_HrUZWSk70Z&QNNu&9V{K6=nUk7#=ZBfLp z3H!6U+M-X7{5eB9ZDRi^)Y&Rabe|wUPhuTfIM@pNyAwHE^bT`E4iO1o#d=ZH*<0tJ zuawTsqP4#Ud7k2JuYb@FT8xfsY{P!=Kx#Vs9oWm$$~nef@L?sZQ@isN!WE<n%y9qQ zo;K1iQHPsS{1tu%yiEAxn$(5|bUTafQ_S#};+qYZZdfDF=%w0uwSv!+ZLpxie*J1B zo1XiH{=e%tj@jcJmY`hEn14O`LLS*#`omAEgOA?151bo09AL%%1Af~p_9i09mB6k% zHN5g4@~+Z^KH)9sa{o$yFC2odsC<;beie31;Z8XXzCs+Pv?tgdyeYU>Y_t_~tPJ&L zpO~VbThrwE3={ahE=d9<{7k%f#zX{mDWPc{x7CE_UYXrKeHr_yZ*CY~YmItEs;tyL z<Og=;-`5>YzyoT`DD{YuPY&k2I}LsG66bjlZVvS6ziwT9{}27iCmdWVVK-9&TA}$^ z&!_oUqO_0)_|^&>_!SDA-iew@{fqN=zipNt9fy9gRsP~S3Hmn{PIuHJZpQSU-DK=U z{(9l329+%Ohxl7{Mv+I$7_|rIpl)C5>33k^0d)4P0XfFU=#$c2l_Y6^e-E^)M#Ih@ zX&c^KoJXFmC^MZ2zX|zW`uavW;_>|=Zd24Jf=Y&udtqI*H%NVxGhlC%q2G7U0WC)y z6O2%T&TAWcuLAj-*IYyY?sKq}X=&19PC#${6V4q8KN*=b&^?HC7x!um===qLu>C5p z@)Ps%mf}^CGf|(`{>H-Yjr_l(uSm`xd0)Cze3mnwhtfJi+I$-NxP4ryX+P#wI@(;; zm_^;<W4qr0^gsP&XGrD8ef{atx4X&*y-c7tKM*)`j>ECg#}{~b>7C#HROD?pInHe0 zb&8wSVPWiB7q5|1J@0P*cK$c(aqyJF2b(Wo2W#TdPVv|WO6Gy~r!J_|6!VIm{|Ed_ zh~xjTggVFbo<o*h@Ec;bR>6CCpVldoXvEJdlh`j!h!@Wa#jTzozbc&$lhXx0o)R<Y z>jh6L{hA={6O8#U58@s(gCA|=e&}?9zFRu&rbd$jo_|hduzoM}*XJG7v4|71*D8h7 zfkzhw9QN&=tJrJfIdGg5=i}agTl%bvI^nHavWvi*G^WA<L4BM@x#F@W_!js!U3HNH z`zR5ayR&)(=R4K*y;y<$y40rW6GNx#(<U~!3I5%*JaCl-_itA!(2@zfU9hhhU}i#J z11o=on+xj99D3^ex)C3&7jj=9ACA;v++a|{{cIQp>33p2Kv*3sH}ci26iQbO<o|nU z{1@NEVgAyJ&d49&RpwYmDk=7b@tgw<p#}Bs6+54NcJw<6det-;0Ot>}8}(ryHMgwJ z1tEWEwidJH;{)%cljW2?3tp3IewWaN|8F!S+g}cT@A|9l%pdeuzpVHe0DY&rM~Kf1 zcK5fC@y#myf-<+>p2iH%fn^K|bO)}HrQPp!#@`3tJ5*Lf-+tfVJgp2|VcKw|<ub&) zG25%sEx_|Z>2F3Y(9xfKYgV>HJl!7ZF5!jU`xdZ@c)mjaz&k;Tc;Jln{HfG+;M37w zK~EOwfE*;H>g|)T*JsK3$pVNIDHT}(u=6{|0!%6JIT4kApVuQU)yh4wP=wyGqvLG- zSsQvlo1}UHbdxu}Lj3O?5SQ3~?`5Y$9<-2>E*66O)($^@3;Pkl6IlI*3iT+?2*+Cl z^y>xQxk16^N@$1}xgoF*_e(nKPIeT0drY~pP7LQ5{uo(*g1>Rx^qpil1v@mYw|Fmz zbE6C9M$5=g;^_TYU)kV#w^n%G#o_#ef!vT3;zLaFDbYmmf>+yggg37c2U^XD7I7WP z4@CqR;g@<7x5xdU-}>cqkq<Z_E*54#5&>_|$nv9=or9jVU^!Kf^=sme&p&{CZX^E( zTbma0(W)4Zdf3swI6Ie}ëg$v17p#S};`xc!);-|yeI}HOkm;1>r=I0vfFQXT| zEC!%2zw4#Wq=%nyg#T7*K|GK&Vc|o6$J2{SvaVIY^#gGezT2o{e7ekh1M$AcO;?ct z{@CqOIyzN>e(wNg2MWaFVpabGMmSgPI>Rej3Ou@5d|qQ5db!t;xt-(4_mysuOvGTF z7`-+=4`98Clu7fiGNNyqK}I|l>tR?$ahNv}_RsRHR|~vPv82$^)X|mT{kF!CiN}>d zPHwVpa18m_i;^G2r091Y+Lu5h4;`cAi12>!QbV3NfxGa3qv_F7ntPbHxN&Os74n9Q zr|Si7T!#J_?7U%t?}?j;{}GS)^nIC^&dD8mfKwc$KX{olk%w>)@=IwG`AjnSDg8et zQ~3t)`t~)xAiOVcia8;E3G;Z(@`}ZeAuc<tKI)7F@5o$~P6Uo++4|d&LH`-oe%j4{ z0O$B`eHgDGM_)jbU=y1t=6za7-cAKRWTsQj@*)r5wXJ;b4gYFfNg4Y#1>8LP;fIV4 z?0C@IT00uLQjb_R3G#yl($SsW`l`{M`^hrm=to%f)Mbf4oUyLhztjhOat|Mm1rIPh zzkkySc*fN5`*<SuX{1fz9sM}2U;EX0YdxF`&e0y8_=D#fsjL+4&ZFztOpTR+&Y>J) zU8p;Ox?2IMxDxQb_|WEaz5(<Tv|asSLyvP0GlVLeaq#`0q5nk3oe8wx9RFMkav_u* zo)kMij5y(WR;NJ|^_|#dxk&KZGDa7{>n*6SN#5le@4$KpX<s+S`q}C4J=cZxR!ARi z_|XWRc1L^vL?v`uktQm#uh3cA+Kz>2;68h+51NA)m~pBv{Q=%B1$MT{;W|k(suB(Z z=OsK%rvJ>N?=#?gn957U?ZvYekDHM{&}kjmMttt;bsV&XA8|=PEZjZE)NDlkUbG(m z>cn)0MiTv2BT7XvM{z!mK8M~LxSnMF>{$rrl(ac#l&TFue+xaeAvcHfC?D(Y+9K`~ zE9iP%HU;keHOcD%zFFL|xjBY)Et!^K5keeNbzr*vB>_0rul@Kx@UPJVl84WsZ{O*W zQmbA-KcDKCwD2fgm$v(}Vc_9Gmhq316!@MmUdId#(Z}oa^F5;q=0Y;n-Yx-ux;JE) z_Xz9m`B@_2YcTk#M2AiCCp;%Hr{HwZS)A{Q%{#Z*;X=^(=yH0a0P#J5V)M-<=$(S) zHT3)OT)MVZF-7QQ?`6Y2@qvfd`gT5Z0&jo)b;OjX8vKh(>L4XI`T$M-hK4vG-@7$B z(~0*xUB6VO0>7BQ`}_DE;ML{d?7Gjtpl(Y<$Z-ipUqf`+@^kPcX1BHBDZ~}g=#}=} z^Vf7<#e7$hH$6I<aXkh0&!t3?FOU8Bu|Mfk#%1ug>!E3_Md+u^;&!PA-k9l@X8gcw z#xsV!)Yy;2oCM|8DeyqiAP!x`2Mr&I!@|Jf&i5>gUEn{r_-qbTPXovHG1QO(zsIFt z8-Jum{O6%962`hG9&~&Df&+eF|B$emf_kFL#FpU=<cncTl2R);-?!m0>Zk_YoZ<O1 zCiq{o@mbQU8O)8^)S}(DAN><il_CE@A2nXM72`DmUa8L|Ll65G_(vkf3LR11yX8Cg zBKoS0b^3GRADLZSB*ABJ{!M5fiv{$eoi{EgpIpSb#lqmdg|3L(+!3612Eeb4r|(X< z;k;L&R%R9Q3YV_gAadx^YaQJ_#n4Bj@{Y3^mcj2XoaUDo#JpmXt1sGI;0L`_(gWb9 zuGL?B`0(@Me!r1@O3;@M{d6b;?tdk_ylM(QyYa1f@P!P{vDrzel-pt5j8so@B90tL zRO??~g^v0;NM;TAafnw`g$8<{xLFYQ?tByHpVNgR*vA1{r$Mn2#ABIdwg0f5Y1%SB zQ;cyAB30PF5#JX8r(u@@|KFdJu$ylr4{hdrNJ2fZk024Xj=JJPa}YW9v+G<WQR7eO z!zz6RyXO>{x*SI*kk2^NH7=T1q7F1Lb~RxOed>G<8*;8;j>Cd$o;F^)Ns^kaen4Hs znEY=G;@r|#iuPyV`y^8xgGZo$)do@f*6AXD@;puV68v@jAydol+_Z^Ty}dv3!LKsK zTkZ8ww|L9DIK2=0$CDDCMBsK={cjve#<>M$(WGzi<DW9$;;OoV=VL@^4`BZfl$!K| zAL6+u48267h{qk_gGQHb0_SvP>$&sLHz31S*Cq~J?008V!uLnheGdx9zW*mFV$6bg zWmp?_X7n-kqu|dOYQ)#N<-{pJ;FU06#l*FK_{p)^h%t5W_$!U`yK^orRQZ?qeNjK# zpkJy4KRBHduX+YJCut|e9Pkf*G9}7-4c~v)G^O}F6Z-g0ik^5299L4>CuE2`_|Bqk z#BuPw$JLT*%apMHvZLWv$oC3&C<<(qQKv{hes~Sv<2v~0={;NM8%&C^dl7%*I9_Ol z<bv-kj9Z4Wqh6YxH(84OF)!@LbRPDHh~$vw+z9dtw$-j<Hxd8)8Y1tBgP*dn)98#N zA7HL`u1bSnJ|VEmkU+N-`dj^$0(pBS@mY@dup0*RszD?4SKNt{@q2*tJ&V*uKcJ_2 z)D2ejz+d|I3Z!2JZ&lSwhzo~5#6`!p6yL@3+qWqTz2R>=LDVDuZ{aWLFQ0~I<NTFq zu(#D?<QFL&HC({4vy4Q<N6vw#&If$VgFidIusfZMc>eFAkG~P{?W6O~j1}zEr=Yi! zw-x8wRz6b%gU2K-RJ-pr1)qL2d&<@lb{_w}YR_NT>q9NEnH=m_L?qEIR?Igle5nw& zfcO-g*?7+oapwHjG?q-%h2H!7zZ63snAKilHhi9Y>DS-<$jdJ^$xVMP-L04JJeWp2 zwytPSBpQaEJvC8r8Tgf@-kcgci9V^G2GZPS_<=REz-kTp)_*B2@0><oALUMF5#q@P zwd$1)Kg?&NV_By#@*rqCe5n3@2mO^am&~g60GE;(Hg?Y!D(Q9n8#n|V=6kdhyBG8u z>fHYh<9?FJj(0{(p-x7!H<kGS`s2?k9D0k-eR!6I`Q~>#ry+~=zrC{1t9{-!CnFBC z&)H>g!~oAZ_dk1#_kE<Hn-`r1&eXh~`h|5WqtgA9co_PwPyyG&c<@xS(;m@?KdQ#P zyrCNC2i)VZW(poG8EWIW48F}lp*?>c`*zOD*t!Y(vGr&A!M$+Qz0B5T>tR<^6US$z zvY->kPWNl3B997Bc!<N}1a3BA^KGp2@zwcXf$$R!zx%|5Gl+A+*Ef1yu%47FJ?w#q zE5r<ajljJ;ny<r&*f$5MJN2YN$mc4%%tT>-a=A+{i3*UXh0Vka0pFR%uixbdzxw*& z$W<~G@O-EK?yHD*t!*q4R^X?JWqnb<WzkPO#1JEocpv<^K~X3W`HHi=`^a_VZOo5@ zpW^*3>o{?R_;n?MO~MfViswLX>0CqK{ExoZZN{h{z5AWK4PDFWaZ&+SE%@7sM7vH# z;7Z%E%yTDz!)?!dZxTT_ZjdH9k`DY@*N8k6vO72UW`klPc$M-iWyX_;OIeO~UdZzV z7bMeyOz?ldCM9nGpE`VkHf*u(2D$?_p3k6b<j{p3g<qXpCjDp$|9fmp%clW9dde@H zvFL;6P*U9{vQI=jKgRLqDgMsi`MT=70`g^P?Yp8_f8T;kF?#s3TV8x>#UtQqF$tFg z_*3$irZ3|MQ8(&4?aj;y{bKfXsM~Mg&ymYUy0G7v&BhST&-k9Y?_(z5DSi%u;-eRV zYmWv$2IKk(t3R%v@`fL+S1eydyl$x9G0KIGC|kZKJ{Wp{XYn;n@?LzNo}H#R_Cwd9 zo6v#$W$2EJC+!K$|9SSdJp%bh8oS0(0mPTsKwk0_;714h8aF;IVjjd+;^PwNt>LR% zJz}NEE3POWXI}+gTB{rO{@(4Qi#@@&2YQ}Lk>1BHoVz|`89xV{5f`sL`+XGrR`SGh z82n@`%F0_5alu-c!G+lf^|J|qMb9x8!kho{g#@e-pL>#3qa;v&{?KnF3m%oD%}DBp zb)94idMgRuna9t?%`JpJRA)X7O*-J%&5!*L3tR{aM07vf&?oSOHCoSz2lJ{qIpa-I zao*SA)5FL)<ckX)vKw9K+h`hjZ1)V$tGRxyE1DAe+xfH^7JaOrkd)(vyXcGPnb~25 z-OCRAK4OKqcVUUtGygdJdw3~N?iBJBgEMy$v7e5?WV)YKv0nDqWW$FLZ|Pru*tmc^ z-T#;HdGH=_`+<EVHmLKo4@tGd?q<xm#rm)x<{2r}a^S5j23KdS;75WwYWG7CH;Nyg zId-!XJg%ASg2V&(`Q$yx0Q|J(8n-lqem(Hy+xo=_;9bl;SvmN{@=-4mnJYN|l~r){ zC3GTUp4Wx^!Qi>l70*{>q2qlB%cQACAK9aGp5L>e7mX30V+Fp<=?~hn*`q(;TmExf z=ngR!*FV;xzUel3mh_Vja7pfgY*HBdCr0l5iw5u1L!a(B;JQKyt?_^h>PP}@zy3ph z$MRz6oPZ_%f4F#!3b<(h$IX8P-&5(XIkO-8x4E=_loI-(33;~OQ+&_C{_&GclbBOb z$aB6}7<T^M=E3Dlh~p&;4{pMKSd-3p$fJJnGboEIehz)oK{wB+VciwpxGD>LMjW|4 zE3OrfdRv61R1D&E$r1evM^Hy?405@aPl|j(-n6!n7q}Mi&o<fy_@h#$<PMyRRo=>? zY673U%*CN!k2*!hH}XvM1xODzbTNn{esgap?)Ia(Itlp&jbPpNm6}3~@H+p;&E_<$ zGhe}*rcLCBMS+i}T|5XmzxW(x@1tM#vtP;^^xc~u{d0f|xRyuBR;dAh4r~@(6ubzY zpsD55vk9E~utKvB{`;2lj0E>p^cy%-Eoz-Zd{(wzQ338wB+RCFz>Yd3&a!`@Mx6Va zOk4r{AG33~BUFVsTA`l_l-jT#zBSq}*jM*uGm(I7=%ao*R~?lR-@+(u?v#UPMAUJ0 zqd#u7XudUR2l?yWPmlLt9k&uI3cK+ACW&>U%gDoM<hq&Gtx;!w`9xdqAJ&!R3y&rX zbfEiF>oeeu<)lu=tKc;qCSv<qf#a1sDj89*Us|(_vs1v2-h=BTcJHw+{g$?7SRdyy zDz~5gz?Y#KhE?=+eZJ<<rh|BtUhb8Z{0{u3O`};C{i%P0PDxCG$HsDvx{o9OE<ZN( zq=Xi8HzMD#CN%Bp+F4(6(dXnR5c2-&HLNGiy7m45@FCV3My4?Ir5R17&}iU!5<b#i zdg$|bs_)$>Ka1y(HuSqBpkE_>vdo(P3$8mq{oFq6vlOj6zr7IZv~Jq&#<hrVX?`3{ z>)`FeAx1(^asLx4fre_(tF)JTJ&;F{CUo=Hxj}alb(>8+0v_@%CFc$HsafZ(;~_4b zKh^aJ2m`;0W2yK=b^$!(p5_lJ@Q?+!cmY%Jl}c8=^yb&ljgF+KW!;0mTpV)mI^KWp zC@IrO3jE%BICrN7zn^{i(*^tW?tb5YqI=L!ttvH@ggkfoYC*cV9{A(DS05wr^`dIz zt+_?i+g~kH)!_aVSHqNFMk2rR6ui}xfpZl)oUXTPF;A@5J)s+YzuOiX=l{c8WA~ZU zpNO9$9tXEYwBlS(_6ydRTflQ;=5Su6ZN%pdX7gC!e04(jS9{=lGQ;VO6URLW5ngiM z`p~0lh4Urni*at1P#gHH4$s9hV$X>9hQ68*x^q2>n4A2{twUM~`(&%6xl#zbq54F5 zFBo+TmQSB<VxL&pMaGljFt1%-tXL%ydcBoe><;WkgQ`8)41Q(6>0g=^2cCLt=VSB> z=+G;BI6@;3&wgoN)=olQNngZYANz8@Q72&#cK(w25Ssyb#!$Ftz^gpO;ZLk}yZt^% zwTGvA3UD8iJ#5EtUuoJN?E=e)51L#h>}Al~P7*5~fPFtYTH#Xr3An<-IYF?(d6)z* z%2W9Mh*u)jZH_qq6#2$>ofUN}V=q_F*Qmo3B#((hU;g%;rdppE`d;eo1IagGhf{~| zssbN$=Fenv_F+FgPCPdQf3KH)ZF&Xvdw^Dmr6LdZu&2e|5PF+kgw(6_4demiiWW1l za|2oZjs#iQwMBOOXu1cXOwZSM^a17;j$BFkgufT%<nWcl?}7#gj-}%LU$2h)FJUgR z(s*BP>J<7^m+Y7YClF6Ao*J@&y&TlzTw=e3K7jZmZTU+0e%9rG4$C-~%0)%a^bq>T zr?|ZagLofb`jRtn$<f>_+zt0%@|x!A6nJ^o%1*Nj_~G~t=h<)YkLGuGo7NGpSfs9G zoGL=x@%?@28h-Y9-l>}(g)TTn{re^E`_YJ^(4IQzhVu~#H;&=F#`B;rmHK#JN0!Eq zVdUjQxzm=|zx0gYy&`AO|367xOM(CQ40>s!9}XU>&);o^JZjzb+kRoJ@ATUmiZtx! zP-XTt<}CCVZJoZ{W`KEV_tmw}RHCnvg};`q20D)Ussm*=aAWmVL&6#GMj~cEPfO$# zeC>^D$P2D#1b=Eh4<1|~(M;uxd{i!T5A|i7Up{j3M<@K1DbdvW2z2O?i?y^(aloZc zt>^_@#}AdG>r8(5KgmuGR`hMJygZ^Te-8G(Wv073hwqr81A`QP&y+u4J&5;Lgu2>0 zi(r3S_nu{Vi+Pp-Pfrf~fgNNYlNf>SH1;PY=^k+F^w))t<w4M=LVkU|E9XJ@5^{vW z1U!$o?%!bMVf5oOgoQyPA*59DwJ!jl&seCQk3d`rtPJ!XLEOrun}03af%@bp#++Ub z=!VDNQw?ArV@mV7zCth1QfZed_5y$5Z#*!^3;R6P8`laPI-+MQxCuV7l|^Z1{vB~( z^7V5^;7^xgvla_*FHc!vUN8+h#fqGvDD2?^nJukvGxEu^6pZu0*Nd4w$9vx5`={;M z+3|V(`y{Uay^a2@lu?mcSJVe8BW}@3LDva+T;VqeeVuFP(C%FEjN7!SxsB)pvo#4k z1wXva^_5f%|354n#}fAle5jm~$P)YaM!}%+MHq1Z{G;@nsHgFdh7VTc0MFy2{8bT8 ze=HiaX9HK`0xphUWyCt>U-XD}0zV~wIM05=op4TI;YBKNj+&GrxDdEEaliY&F<tOM zW)Z#6arFCDSgSY7qi$g@t5$*jnGautb$qH2pW+G_IM8=lI4u;E2s`7<Fu1t|93V=v zwX6p|aa7+r^q(*CQM+i`f?UMe3Zvp##LGBKnNW5*<biz@-UHphm4ku(!MK0I=0qqJ zc(uX3-(S(2L-=q<fpV%Ex=I;s^eX(`QRddk-{8TW{(L3&#o!?-3=9<qFz@{;XCLoN zd@toi4JY8tkzU~(Ckvb>i>a+Yig>V=HF5epa8V_S$FK1f>KnYQA045OeBU6sKZtx+ zHow68EBsF3=GWk8Z9Jb~i<-k4_URfDR~TY~yz2aZv5(+~7u(D;GYxTlU;gXw2QSbx z@G|)Wzj_?tRWXM3?N>@S8Q;OVw-cJ0JXBbB(m1`@Ea**lB|o_Co~!jbbF&}{`xbka zZ_ERE?4WHy9=`9aELVoh0Q#Ix{<%?=i#~aw+ymm<sLz-#QHff55H4gp_;6#LT^L>8 zTQ;D6I_KK&hdyzEq1DOV&u@F99Wj=Lxya{PV#=6s{!jG3i_f7Wi|CLE=kLS5RK{;t z<Gv3j8pdw|Zw^q>{hqlAd#Z}kmqt7|?7&a=s2(_U*T!^&7W}2<!~=0HoHG;b8$TM2 zy!7eY2bJs414Nm+zVN_r+=);BL0mbnaR2yX6wV!f<oc9w9)I`htm(z~?9fOGs(B*r zf0f{i-H&|nub9mm^g1WA3T6)QBHnMNmQt4xHv*r0u9CyK9*fuA`XZ=fasMJum4SVG zFt%|(XN!^Rb9#cG{PQU^8Q}FJ_rz|C_~U)5CENzs*J1KzS{3y94*#7P@R`QEs^<Ih zukbkoLLs9nz}=6m(~0>bz%vqU;=jPB6BJ6ZvX6m}$q~a>fTuz$>Q>%|(Qi<Y_C>EA z`=01=f#8aIe<imSt*-|mUx`F|#v1Wsr;yK44*je&#K*qFU&c)D_Uyfidgy+Q$DHlp z3s*F`-LYT#ToH}5s3);+WqWcH(ARwCuV4t`z_sXdJsI5p{I=Ma-8@q=+nU^Q3Ug~i zp6u-dzNQ9y8)~?q9_BCWd+j6672dB9e2V(eHrKHeuHa9(4ZXZ1#^9R;r{v#_ppIoe z@jdk^=Gs?l8XIH(>P)yje(yy*4qb@x`U*TukWbou4nb?<iG@hyi$$vI5~*gei|7?z zI#ck5rOGpM*w?8ii$TlSucPlz6`3GjfB(?(K==*fmWfU7ay-`e{hwJ6+&^{lDK)#> z;87d0(_V-V#jgmn-EH8lLq4Nk;6-+4j<konATFgpieQBPz}H5uk%jlyj(w@=!gUT7 zzReuQdYKG7BsSTC&dn-*Q32PPz~cRK?=19m3a(&3oF9E{c(iUm{J>?@hWfDr@?_#y z*?;)K8^TUL-hUVM(&~5gHxQ==oa`#<-$B21d*!t$2E9p{HlrW@lp(#U=bH?CS-rzg z=8pdUV!iH6tlxz`3ysc`=u60ooy<XfA#P1&?^6@-#V@z{HYnW*essoKwTQ>&c%1AZ z@XbBPpI&@{_ia~1o&1G;p_HR!mKcX!f2o%iRRPYsD&5sv0k2=VV_pyY*+0eE$jpWR z)4c8SUq5sv-iv{4mcXNW`S$G`;FM4f&0l7G-dXW4KmMYwHyv6xRRVh+S{FSAT-DpA z|NdwUd04P>1<PH`v3lvIDF}O0R;v5@9(I(eV3K$fJlXcv$2m(k;Eh4vpHQra+o?gf zxj6X8hVfxZUhGTei%nX@g%iYWA&%5o#{*?2GT^V$RUX=O&>7m~ofcbrz)v6DXTF1V zEzuN?D287c%$#Rss)hfl|JRa^`O*(teH4#;1rE6`EfQgWzjyBWpQG!J$HM!<W}#5B zNmdzIsf-lL9$A&qR|?sCWhdE`A~F*ydkax`%N8nRg_Kp1y-R+N-(Nnw-gWOe&w0*s z&OMiK4t(K4SsS%S4)Qi}@o*Zf`yU0C)V<M|KSN#G6@xg_al&T(8$RF5V%sZvo!E~O zF4aNIoiH}8>1%<XCVu7^(?y)nO}{?!XdL#adue{+H2RN*xx@Lv>;Fk7sOBHS95k^A z#WTPczlXH;(a;%8Z?Y=%NutgxId$KH1^9ElI3Xz!>vEE{G=p-tpY7tqLhyo29*K&N zSf|jHOj9XA%w1;=+9PuW-`B2J>N)J=m{0aw9pIEse1nq>p5MhoBd2i-`NQGv;!Y{( zj+5bk4U<uKlek9qE(5qp+)X4O0NzGDc3rI-=S!$t^Iw1meQl%g-~NTyHA~?U6b8?< zc9@MtUg~;6(kSmf;+V`C;l22r(UR4Aec(Y<O1?kn@Oz`TrHMc~&Py=bo6I_4eGWS* z2f3ntCir)g8u86*YQy;YJ=n8LJ@bek@`RPkj+}_&-Z{UVI)HD6Y&@eUjNngnQ`O@2 z;Kg<(S$Wu3vp6!Afa~b9eD?7`F7n2tN%x2jV`l=5clWP5^LV{XruoJa%*79-qrIVo zehl3oKYM@!MQkU>jDJE0?<jkp1YB8saeX8oc75hZvAI6>iJ{^3!#iF$7r<Zs`84eI z<Y;A-B`NH5?e5hd`sfGy%ZdY=;Q61nCys$nU1N_IG7v<ciCp>r?-{ib<|VO4p56N+ zGxZbr5*_`%yuwuUSCHJ?|C1T{d9!KcEo$KPzLJthH_;z6TK=^T>$tQ?7z?<E{+Sqy z(Ajd>OYhHHvBz=Vji=p(0{kH0O{V<u1Mr*8_a<#~z!ClY)@l6w<+`7l34T=X_wcKq z1oEf^^{_5a#A&j+`DOTJyC88sAMi5t`?qtJ;0w1y`{lx5&xP$rqPO60brJOKhL(6A zy)!&or@^aZ^fo>4x`H1w<Y@3cTNeEUg~0Q>nhh^;V?S-La9&V?J-objaQkEczQ=uK z_gK8&M{<U4Da7kJve)09@#B818;J*Q!XGA%4qRFVziPjky#5V&h4O-42eT;h<j|;7 z;(Fkv`Ylz*{sEunr!r;op<@_th4;AP+;Y`mb0Om1X)cBTzQ+J(h{YPE#DQ0j{yrJG zf&Huw&&~$^b7rjHyXy(P<9?S^1N1@Xz7w}*&2b*2DX6~~`=D^lQFnm_eO9+VNqK3& zf8K4r9`r-r_xX#`-~;3dIZI4u@qP4i_OevfVV}>H#0hT#uj5Ixy|He(wyI8InD5W{ z_i`HLDd6nlm?w`0@Q<%``%XXfJ-XP|a`07SW6mfV@H0cpg0DlsO$Uc<nt1GM?D5|3 znTqJ^a9$7N1mDWPAT;L(KF~{3;dLHykXgemRRZy0kLm5btazULx?z<nG5Rl}elKFC z7NNO+E2*~zbs0II<T&I<HxGTt@I@Z*%{c!MG4k!)E$iv*r?{U-=*{9@2k@(Ef#DNp zkuNX?wGUnbKbsI@b4C2(`GzgPy($*<?=&~%pfh|tFTI6zH<EbP!tajHJ4ZG9#{xV& zRUnz}AL69kuQ#Ds{~py>xs;N~qu*R-Bg48+xn>LJ?L%Eea`4lV6?9sLK&@FG#D~Dk zrMu_Z+sKYq2z59R`0Dc&gJYl<R(lBj_~bzN!c^E#M~wCPr9mtjjJ_t1{rdNzkNjH= zHomzB`O8fr4-0&*J^ntXywF!AhCC0D<8{*>C+R37PUU=O=RB;2e5a6JP>ujT`QoeN zQS75_u=fK!`0db~-9KgMU>Dl*9Au(kC)dIo^WrhrD5*=FC<OJG*63feW{6*#@}-3v zINv_$>HK#O{FZidmLKuZWP6#3VG{dv(P{sl_oy?En=Y{+o(#qM^TlF4g`!SfD`!BQ z;kw(&fb}7I-2LA__)S5*io<Q-+vPW(Tfgk;7au%$FCkBi){5j4$6P1Ziklq&yz#qD zsRA|P{o=dl-r~TmH#aZy>>%$Nh`GL32=z3-?kmQ3&qHrK{e~lz6*$Cx)3t94dZv1D z!ml*o7Dbb?2>iz4C<_a-5bEr=Uwo@G!1={D<`=ok(bxL)Xo?E*O7*QhQp(Ul28hf* zIKdCjnmy)weHr`BaK7p>UU$taw&4Ku&Vr%%)>dukgXJys+|W~v;|^~hT!v07p&xIX zjyZdhf4UXO(O<HM_NR#s@F3z{?l0J*gL-#lOAGi#sn)4B#G%x(SYzS@)K$VSPL)>R za~b1+$vpPOpY-G*@T{v3r$h3we`zCC%(ZV&AEWmaJMaYk*<n-X6@H*zp`_eQ1poT4 znnUf^RoLmz&Kk)?)ED@jB$9;@SMvWXHw?l5MUo%eA$}ZZyI*cMh<e5Hio-hmG554Q zuQ}qNsB(?*m2%+ze<w{f4UpelAKv#6er&y|^m7<|L+T%iRTA<RdVa2uX>*)M*?Fw5 zat-H)u50Zvh2KBFsrF*`zN#mwoS(h%{(eSk#NT1x72>Sq^$M6v+Iceh87uttHOHFU zD&k^Z@_Y^aT9?tA<R$7^m;R8{lEXhjud6nYDS%J*9F~>Z-6s~o{%C9X&1}u%5hC!r z!pBW9ccDjHst!w^1s|9YJKl@$<IX7bG{Xh?NNY?r6W0AmyD?R%5_oHIMw&f-=H(<E z7s2ZYwl=;B#P?j_e%0#<-q3E^f21xG>yx(Gd<u5F@aTxLN(AD{&)$&!IMkOtrsv+| zz)!Dr#e7l5<G0S7zHuJ7S+`vsXN&bZmE+eZih3H0zQi#+?yNF0{vCMkonZSf$p+`t zomi%LVXyQ~slSE6qfCm5GbGfIM|3&(tt}v58@IAO1s)dnl!@jC)?4YN=(I%w*6W9f zTr~V{B(=@a5%04ud+2X7@<Gj?o7AfCgO|()e>h&oy?z_kA_Sb<T?s7tAnlC4P-VNG z1bp9DGM$v{z|(ts-rc$&1-|Ef)_imZxM03l`#<olrRX!PX;t8jw_OJHP&at9?|Sj! zOQ<tD*wIHGMBT09ALknEnV=y3odADKwW^t*D1x4w+xF)x_N}rzS*H3U&OyEu86Cm< zacGkcdrs}<b4=&%GeF<}^yKsa>Kv*}|Ee;MW4`ah((NGN)Wa`%N3#m>I!`#h@9Ny+ zw5{Ka?2&hzJ>g>4jJ$+u^@Nr&_~B7QvJ<f1cZJ3qyYq3=6J9s(;){cdkxu<9^pAC_ zWbNL!{$j3B{m)_G_pg_JS%?p@)P7R5rs$73bn0Sz9P$yDbJn`BJ1UkL>6RJrU(GCC zs(#=R{YEfvE8_0j@{Sz%sF9D8{I4DKQL}eTi79~}9xCkVEQ8%k9956O+>M9b=KE`5 z?`8}f3%feWg`iy8Sm?pRNfrBB@qQ&LNu6`b=<8z*p~$yE+;#8q6aEcd=s&X@C*Xvw zD@S3%2Id1;UHE<U8O{ZsFiO%!U)i$?-mNC!_BDgDrh2TS_WfE}CS!bGVP658GzY?j zQT-bate*lUr_gS{X8bMV2xI6WXI1_VSAbtC{if#T#rjyZ2N$a#9&tpaDm}*k2T8ns z@cJ6g<yz2lAM`{WZ&IN?=MC}<kyp<YK4boC0P7yb1LzZRHE}H5htGMGST;`)eA4n< z?e6|+dS&M*S7N`&Hl8!Ip)QvZ<>pC@yz?LJbZ0&4Mt4(}U*f0Xl^1v9JTV7uuf)tm zGIW{f(i6)w;7z0RS$Bev2beIt2?pM$+&oCXXB#^4zW<^o!ISP)k~6K-z@Ove{&_PY zKHFYpDZGQa2nUNyHsX72bx<!O?4HiDLCFKZlNgV!q<q2ah88W#X+y7h6V{=bi9EZD zlgtKjJF@*-lQQ;yo2R-U<_h$xn4VFYR?J8D@{%1W#X79?wfWx!UM`02y~2(Dw&QNo zGcu?P<x&WE!(J`ASI%^W183C7Mt9E*nr$ro7)1TPqhsQDH~e9N@_Cyj;zayPoRicM z{J!${+#Go3Z`O>pSj15q>qyHNY^ZbOs-)(hz&Y-wCObz%@BsA-3$fUDM@8%WALyH+ zmpf@VNCjNmQ}E8{5O{713yr@!>@wUZV&^U5`PZC>A&6rt?CjQI*U(?D)}=5Ayqw5- z;unE9F;jm0Tmj;{Z(sJpC)D$H0*<HmN5P*=wZhq9uVr8BSI^?_3#m5)QZ(TImHKyy ze?XV#3)Mag+*EF})l~U}_dUcf98!yORK7~qw$FFZyX$@l0*+Nv-7@-sefzp|(X71= zJZn=U`Y(8srfO7fiZnha-?$Se_U+v92Pa5I@I5Zwx_c9^r%B|^7LVs~OS_m)(83;y zXyc<wz_)&-oSwIY{oGe^kxB>7#8g>m(LpbAV`|aIdL49pJIW>kTz=adYYhIgEbGDF zvW9c)j;q2`+2~uUZ*x8E06i%x^s9R{{D0|R&t)!Wf*faG|7kv)i=~l|Q4Ynu<{hz# zg6hymu8fA-BJSV!&ZcPTL0r+&s!fNThvnR0>T|`pqEhbj=g`;0oR*<joee%e6%!f? zzo4QvJ9Hd&?)dhF7zgZN_>uhe3-7_(AGPZG0LK^NH_R5l0+%nPaxMS|g3hOg&evc) zqfYE$-TizE!F*DuQE#8^N-M{Ho%duDIJgSDNao`s8$~@c>BmpuQq(P;<<QxHFH-dG zJ?GR2JE2PHdh-E#%C|7KWj^p6`FnOfl86UBM?0ScV9v(j=YwrUz`Lh1>f;&6JD#(s z%Gx7;G&-DZ;*UP}vNnxp51=DaYo9p+9-g}N@k0>w4Dtl+;n~0FgYCK?LgNIT{R6Uf zOPo9S@}iPa7ku)2{+=)i*iHJ;^Fqm}Q<T+P)471x--(wv{1p8!$rU7@5SP_U1e|XI z&paC3N6KUo*Y9yQj$1?jJ1%;cH57cuv^;|f`iMZ6cIPvEpW$a!E>Grx`$KIqduq|2 zd@25pT^a80zSUpkCW*R#*X@rZw8)d)%8ou7Kz)0~<i<GsK>9sX;uzx3SqAs}zT2o* z>yS0+KgQ=NwOsdv9~Esp*%JkRk-5&cuz}CX!eV1zhIqs!xMG*e2)_ueJRl9f3T^wK zsP+_o#Jwn1jP;0mV4GcJ3mxrdaVBX9_?q7HbML*t?}8Ke8eyL<zhfcY&DXm!xy<i^ z-)!kNhzcN%ezNQ#{|CM+WashvRV@7BkZfPbJb1y?lAS{2Ev(<yyARLq&MkPMsWpbU zXS}kS9t2(TeH_bK_?2vdK}Zl6@`;}+bB^GBVthrcdyhgFezK8s0&)0ERqURtb?A@y zZ-9yO9O}d2>><VYo<UNvOT%aJy<OtRd%(L)q%Q;r63|EElYf{OJap~%Lv8^B#J#o1 z^23uj7b^M0E&M<Hw5%I-!uMJombPBP<8$nXQf08NO@VRzvia!SU`v@jE(|`jBOsm5 z3>{nL@Pj9f=y$rW|K=q-`hWN7uC^oZ(7RwBk==}Y$^Ts|iHU^nq4D4y4F~!oD%+e> zncy#GN9^U`_dZw4R?YxN2M!%h)b&POna_KC8h9Epa{tdX?ByMspJ-@4?4&6*hW-rZ zcPBQS%0#|TzrhomG>X1qk#lqAz+>CsM85*?fg!R&<Gvm6xWj6^=ipy{RJKxK7073~ zm(E*Fqrd0ryKCt>*as`J0KEfPm;XMvv-Lp_`1STW2Y5o~qNl}FGwR`j38Y{4VQy&N z>xzRPP!D@nb&l5n{&2t0_3laJ>6PwVuRG!A37m$^$WMesyjPbHH)FlHvXu9MHwu$Q zF#|8QgctmGYOp@XikO{Y4=;~ON1f$C9`*M%{Q~OO1-JD@?Mc9U+pp=3X233sI8DA{ z|4Sb<T`mS59GLNUx(OWVz0f!)yNGiojY*_5+^{=mJ;y|>ck)n^rw$E1hnbpd`5nxg zKHy7}2L1iiPl;Ov{D^lpmtCT7VLi_7HQ+_Qsz(3E^$U0dYvbIl@m%1Ji546GB5;Ia zh7}{<2z4@Hj^*Ib!z}~<0(%h8Rh3jCVecvYs&AH(z&EUvivHmHUc61JbQ=8O%^k&p zz&YUN$?_Wvh})_&sr0%nn2RFj-X{ork;=I${aXrsWn#Lw3+oYY=>$)Qfd|^E?-(vL zL60IkRluDGzUvbG#2@!~abK{Y7y+-o$En4*1^!h3RU-4xCUpD1mhD9kaSkT#`d$g> zgLlPzBI*O7WAUm>@qqUpW9ZVNW&l4w+gBEjK3o&+y&wN#eScqM^w^#2#vkLe#sNET ztQWtkLybA2R$fWv;6*o?C*{~ZV4svV+UKp&e_Ui9a2UA%orJDgAN}I-w4Y*L1DC=T zk~;nUkx!&P`#Y6_bIdkc#S`#PmNcIH(ig~cFOfbkuS9?IjuMlGCgvA(YmN#uATRXk z@yoaZ`!q4=-a<cG#38@Qm_NXq$T6Dg-#CA5od5nP{7HGleqg;2eU$bh?C*g`SClSg zDFL61vsxWK!d{5aeSOdbTpXn|c@lU7b;SejeksA=D?ihIRN-^^@94hU>xaISW2Jhg z4e%eLv<yu%=+sRy<vLosI)|Ox3B=Jz$@cv|*AXAS9Mxz-p3+996?iBbb8}0FyVH?R z*iJgW>j%E*u5{e#GR5Dc_n)~OiF)jfvD!8x?8DFL7k-oY{VDTED)v)>_V0;Hz^79i z`$%sB$NEVoTlGB92U&1C&joRjzf~l3_nvPl%~xk6;HPyB_fBmBmwMUfy$YAmH%4)} zmJxhrKvc`P?=AY_yaYB%*TJ`9tCMdFU_bvzX<a}aVS;(n-u(gk-kDZLe1OlK3i95+ zfiLfGad!1$opVl~ZHXkHe~GHcg9h>9hc~&%H^ixFQHkMHMf9^d6g<AAg?!$m;;#$* zg~Qdz=Q#`TPv@=qIQ&$K(<4zB`!aVk`03(z@YSg$`7?-@k4Yo_DY35H>EBKTY9b!c zsnvbsL7z!L3_tA!)XiKKyANX@4$Qeta3Vj5@w}H3T#oz6bcIu1O<@jv^kf3hD*7H; znOnlXB2G-drTRmR{V=y=^}UHX13lU4Q+Ry){;OAqfLEg)%dal8<Nj&W#0BSL&V-U# zlC}r%9~%FE-lE{Y<%#>4-^ZYiw2&Jo1|D@LUNs?N7;)E?<UHkj@ZW;`*IVAuhYcFP zT!{xiN{G!eMf`g{O!G$-{x~PiXtDr&q_;4=rU0I}*ww781>DRZujxqPgnoOZnzHdK z@Ne64pEmrx<eN>$ofZ6~Z}#d*g?&v0(hcIA*q!?qlKtu7x4I9@X;V<|9KWpH{{s1_ z_jOZOTIgOPvZ^U^IPYi984~jpeIr4gQCyjb8`*wE!@vpOgEG{r_`jU9`(N(r2?}O! zf48(@zRzRQPBQTK+b=I&UEYKG*5|4&=0fnsQi~Yv3gkCl(awt4r;dP#&*#90d~b+R z)9nX;r`oP-jsi{}Jp0W5v@_wraRU~k$EcId{dcL+3VJQCwq_qYaHTyvaJm!wl*>Tw zXMsK%{oeN>*4V#SG8Xp06Fq~$oeI2;6wTB4tXk;38ya*=z{T2Q2W=Ygypob{Io;y8 zFD-88U9br99Fl$S{U;Hp2RxtaDk9%|UuQ(U1fF-pNHcr~>%!8$vLE*TJ9{pI>!%|j zm#olv_g=0wnzu;~$WujRYt7{GxmwqRru?HZmn!F!TQ2-keUQ^}_Z~I>dmL<iu=~Po zL%PaA*bn*k&wZaz-*&Rohy*^DFWOg+LVuu7Pc?2JMV+gG-%SkhTWgQC!+AlhOEH7> z8N|1vErJJ(u}($WLyornIIo~B{F;z~`qu(uaGf{K>mD~$&wK(s+e=Ggr~~KWZmJEv z_>B5j1cgpE^sF(;eBPVjFHxb#zf<=)5gxI-)vK+cf1saYzo`K9xbQ(&mS51h^w<u+ zIDzw13O=UqLV+_Xw0F33@jWI^J{17YTcio93P+$mv~=~41mbFn1*cPcJo;K1zgyIS zhdMRa9hrrluFxIhB0)ZL!%d_(5OYeJ98!)+L!Y?4PE9I@ec6hRWEeo45D#h6(r<-+ z5}mnq2>mrjHuDoT6YzeSw9iCZpj+*`(PjfbicaPmDg*u>(>-G0guLLU0zvrB5#+-J z&!!8&KZ=o(*-Y5KWWeasckDyjtMlwTRH);Ie!7<cKW3ATO}v!{9;DPbHSG)CBBpEl zj0EZmB)=5vu^+5__GT}$kvH-MC8}UQq8PPFpR7Sgx~+KX>TArW2%BIr!aDQjTN++~ z9<+IgOrHw&yvW3%5e(et`r4=1i2whWRkS&cbvkiCw&Vfu;z>?QLGCToyUN>WB;~Q* znd{VlJfXXE+ppFF=aUCyFGYfPGyf~MdH}zsSc~|~gM5ST)nS1fIj9dz@jiTk^9T<f zo=nz+z9%3zvs!k4*T0V^RJ;Y=sFV(BJD~sO0PA#rBl;{TB(BA2px*FXEl*zvc|hHf zm2T`;;4AqZdQ<2h@5=`Dpm(Rf-x^m&e#X)No7yN0alz(nK>^M~%!riL`f<VE9u59! z0gmLk1+ex5M@erq*<btzz3Z1xf8{-#OZrqltPX!L=I)X-eusXSotNBJSf_3=Zz1U@ z<mb)KE4H_B?kQ`2#Gn)LFw2_cFK}06j_d4#4L<*b;JZ{~)D2DA4y<AQejFJ2z79TZ z8SXu)ZH|0DJj*p0esi~k`~5|2@RDGI4<U8nNgK@fkHAiIBuj>fiGepenPqvH$6_D4 zWl4|M?@VU1qr(1^ROIFH;&bqB-wyW!&WC8QmL!=v6O?_foO&z{{4JCzknhFo{%1gu zgLPSq(r4P$leQ@SJb0~)KBWKrUWWgLE=G~Rw~ieCBK|V)B5>SsSx@8aG4zvqM4MAq z0k^5dPxNDdj}7JIviD-0)ZM(&fagE!T&`rJ9-28XS*eBBF9<rHB(Ls7Fm)q+Xl@6b zu8~dd$9h*>d2*!h59(TL3ik6E@Nc8xQlVn#v1&hc8rSi>XB;_~P#-;?tgm$&cqibf z!@Yn$n#)Vh#7@Z1EKhI-P!=Ly?-w-Bdyo0)BuyI<dZ=eEwjH&81>M5<(X;pmc-&F> z*p*0}Q)pOR6uyP??T?x(6v8m~q;2!tZvO@2k^R}*c)mqJ*!TUUz~x)B^Jh>elJm72 z_P}{Bs-Ww_&IPz<LqK{*?=<SEhxWFmHX+`B8u|V&3FjJvu5WsSf9Y$S4~+SN^I=V? z56>YVpYi%?tk{mchU1&wChTVPxaq<1GU(h(y&`Lt==+O0UdF%&`?EGbb+r^aK*Uvs zAK14B(@#Nu$d8<pH{MB706$CAbj<O3A}8;tRbV|N!e5PEyMg;4g0HLc<MnbQdFxvQ zfXnOVp=Pij<#V}d$1j3!7X8?p^c(N9Ki7pH`(Ur|!8gJg>*|!1Gt`guektPkVHS0w zfv4Ncdz=Z)w$9Jr0I!VB)Ut8me08snyRKX~`0w6D!y^2@$=i}FH^jyJA6_~{!%n_$ z{v$ZSE>+XYRn!p|l^s?l{r5qCAN(M4iUIv^`B(e=fCGV%b*)>7i{gi0bB>Zh@A@ov zRwV&`k{Z3dUkCi9XK_@?4SINLU!Wq+pRn5~sxpE%H4hNf_iG@J*lz4t{}1=enndP3 z4MRROC3)-yc-fl|)X{tP0ROXdqMVTzJ|7L-oA?2E7Dw3`fX_)8eMiLPB<7v+ii`9i z@A5OyNz|AEPo11-5{I3|mkkm+Fo)r%z4_TA8^FJyF8k=~=wpoEOpF3wcw=z*bU5Pm z=<`Ya+rX(f8t-*0Jg<lGyU1rz;6?5QJ!9a9f#E+o<zSrWs#AXJ3jU*6&Y?04zOTto z7vF&X$+qcQX>9?_131zh5CeY=P^5G_;)>@5k}%gi!MU%WZ$7=K2M;y%jCh96%j5n$ z^5`?vjcS55J^`=x`Spn0v&DMn2;Qq2!~Yp~e0wtup5&t*{s{KaeWH$Y82r5<abheF zy!`SM4`~kUE3>4dfgk63l9z)$mhrf#0;lQR7wAtT@1!G(!BazRM>0b&-;FU!QmYs9 z$Y^;2qL`pRMA|+bfDR=gGj{M`4s<l7SXCnA$-iuK-+Lf0sol!urG#C!oN{1#2b@ym zfBmr)ym9aIm!!qmKfYK!+qZ~Qbe%_)5-ve^*Z$3;guIE9Tdm?n0QztS{(RW&C#cj& zi8K{P{%M*~{a^_F_sw@h?;(!Qd0hJa5B6a1MKQ^be9j=I_L9p(<aHxwjZYw7Nez2o z*^&+&lUR`X4e&FxGL)zOBk(cH`qIb!;86iAK60g)4|-?Mvq8i`8FA4AFA%Q{^{c)I zXoHVdpL-Alf0Vc02~mN4_A$7ucFsYUHEAgFcEcQ9+K6>#tZP6zHzx!3yZfq%^RGeV z`KR~g`vcF(W)5n-f_*gvaTM}mA0<VtM@anOcT;nViexx<(MndV`xocfjJn4-kPnO= zzY`yM1pP=(r+rP>(Dzz&ozue#@2^Gb?uWcVm{R7*;p4bh(P>;Q;0n$a-fN0o;=ugA zb1xs1V_xWlvH7U04(2VDz4C0`hd9$+{Hqf<!=`yZ_%?Lx1H@(Qf%lM)P1jT;B9Hdj z78;g?9SjGYt5`wZl)XgaRwWI1CmY`fPV7_T$F;UV<mEo+UX2}BhW{QljHnDnzhnrr z@{<v)Yrny~c{|P(tc-Z9aRHweB~lXIp>w9R25eDdpFPgMUc&#~33-x!6?xJ7lFont z>>s(tnLnQpSDE^LwAN_B-)|a<lHbO?GxM2xuhqaW$!kwUK8If}E0o^G>lY5ru7rmm z-cUYVeYgyJm0Jp?MLgvomfFt1x{_v=-IYY#@yT->C<DK`S4FxN0N%EJVk7M_@Jh^V zlWSre^*0(X0UtMK!qDK)RX;;#0-3t>%T~+<dlOfEaMTv_jizR7^`XacPs~>B-g{LW zcIyHwG4i{4D@r?@uN9aR|CEe%driW>N)(IphKnf*flGFTcm5>$G(wnHm2r}S7kPQn zFS1z|*v&68ih;NK$d81|0)7c%9Zlv>vIap{z3krZ4xaXj{9(-vZ=6r@&O@6T=Gt5d zsj(i%Irww!>|EG4`!L#%O<B;B8ZJiPN8MJ*{<stcc=n*@<h2X;p;t4PQeHoU{BCA( z+YNtTkNj$U?k@CO&g%B}&^>&Xl88cFoCyq6yu9VW1!oCW;nM@Cw?@wMC@7&`88lAn z<B5HgY0(}6j&=9Rt*#?(KIfa_{IZRBu}vz%^%6Ww@Q`(`81Uc3Bg@we>&`fKb+QR{ zfMZ1$>+v|tiJhvq;L#&b;#s{M(I;0-Q`N8GOsKpw6XAxq;I*t|f8_w?J1>su7M%hg zTirBqI`2#nd0#0(1U`@@^KF?#2>CB%g@fT^;PU6&@w&jDu{B5eWP9k+t<PSWA>Jm7 zow#JUn@>lZ3koBivZ_=hnc????Bvr&fH%tQQUe!1Vs2<%?3N__gYlN;@nz_@Nn$Kh z64!A~+PR%)G81)x>l_jy^*Cq!cJg9^2Iez1T&q?);6UK<|LibigLBq@Z@oW=^`>XL zbm%zzVeW?Zha}i<bszB}`(N0@1=^409q70Hk7uNZ9C%Y~Ld_4HF%;PoVupCdR5HB4 z0UlyX?X>S3;*HL#(yF;N`jgT%M=B8~oKI*h*xW=ONg_+fpN(?_WIHQD1>nnn?8y_s zzlTeFu1F@L-$fwpvl(!tE3N3IApV|VVQL%Yh4`&w-}iY2_^y0C`*sifZ>d1@NdxM0 zv@T+)ckw%&6`f!d)>(2!vkmzP7w@0NMc|sOcd|flI{f2&`NX3@=zihNY>LQ32!*vR z)Q@)O&E!^Uf&cUfaPx1iLWgtu{<*)z0r$hm$NVlrJz;J2qbP8SfBKnT8TgbcvjJTo z{G_CK?LSf(#0x?W;{n8hu}7zrAFyKHOm!WH2>gU3><k$_coxxgKo&c2-hw|>#b!Tr z+v!dPR@k{;a?qs%T+lt}_U_RSbRcAJkB((NN1uRbeI~s%_|4tL@#t>goF=29(Jk=* zQ57!LVc1FN_6uzvob#y=`Yj0DFEmP@^@JYK_tLFMjRpO6ci&2-0zbWts!Z<ym-;My zqOW#fzr7?YV^Q~^X(MMULHyG{B6_*p2z<4eoA(CtRG}z;x0}!f=n5{z(jrc%2a)v0 zFM@|BZ8<zE2CvUiqzF;R+$M{XYYpI$-(*|44(cQBj*1vx%LTqKI;rmfZ_It;OlQGQ zldd&>`~y9KrMtK1F5<p|H2o(^^eLTOi#u`+f2aKK*uAV4^xqsDy0-`M+$D@E-AfvI zQ}b%RB>Z`)?Z@^e2mC7i-Z*tKbcQm&mLxmq?kNRN>|$_!XaDF7vn>2wbmR9}EBMfX zcO87D=xbQKcHzMY_QhiBr5WOlemNhVKH`GCjaOtD^5-|%j@D1xpqoCKbxnaz(j8#= zmkzifB{is3i2WWaX{w*Z`tFhMkm!Mb1&*}}T0p;iWsp)-{0@CI5zh*<!IzTU#OEDs zzym)7mF1<PPoOw3GO!u(qUAr^avJcl(&6N*;46cltpD(U*Vz+2Ix`MjzAMP5ZU7u# z?)G^bSO%SxU7S%Ie81P`5R)71vgL=EQ)C2ir+qQE5&I)jU*#*3fO8gWQs=P7gnt#q z1Y&dO9EG=jKS#dTe>fy95BcEu&PtSdHtPQF>PEY|YaR`Q>>GT}EUPodkw>8invm1% z#rq9kb848^b|%!m82(uae%9Sy_L~NNy6Sk~ru`=Juh|`oK-lfc;|b61`CzVv(*tMb z1$#oTDC5Ll5%B!qJbFZkry3;9rmvu<N>wm-EaoELsQj82U52?otNr}xOSl&$ZTT@R z?E3GGs%x_+kbnI2y=cXOy3QNb%G3*}<GC_j^pl6KNAT<9z}(}N+x9K#o`}z5dtY#2 zK8GxiK3zUDbZ@SCnO?*x&FSR6Z{Sa>LU-79?|GLIR>>QX+0BQ?7<*T+Uoz|aHiyvH zV7JA(AGjp>{K1E(7hw-iF43^rqdwa0I{S$mbw&yD`6S?~V%DLNYtO;IhQ6Nf(L%kp zAvm8Dzq<{n884V&AKR!Bi2YFSjq^W40B-+dBjS98*WGf*$sYXu^GLNl3Gi#J??c=A zY2?#-nYF6OXG{`>t|+GA@9zWsp97avm#*|)0qz`Vqgb$mJyeNreU*m2)G^M!4H!h6 z7p*SYz2EzdYy9e7MfCqvr<pP$-VlA6W(lT3{p>-SSkZOpeYu-{lc;~0Jjm7hO$<K! zZ9=V$2l2Sf6W9JZ5GbrlPa9wk<=7?>QwVrb{TY>vwfi_{EAId5{=6MwYDbA@sNSA% zRaipSZOWeT*X8%x7Zd2Le_c2a;O|~0e^2>h-?+H!hx%S)&bnxKSq<jsT9#h;6w+W% zXv-~7+tI@uq4P3#=dpie{G%@%uwQ#)Lql!3a1Q_8^Zc)8!J~rH^w;4xL<_ouQ%uP7 z=HxgS44}&zH=6x6M*Yfb-^A`bp3;i)b2lELKh|KVd;SU@*Q+KYLY{Z_d3u}~e$QjB zy#4Me`hV!!wmPD5-q(aYRow~umALVsACI$SG|!S=K>XQM_`1dny)osRN;-6q*6%S7 zr+{an3T?W11myXxfxjM?qrNtgs_{7=x~fRE>8=j*_tW`PQ(M^Y&LmL};Mo1>0*&vl zz(4cWrmLqA=bo8LGcP0F>@aC}|H3>)$!-#b7}&o`#pQfH%-cI_(Q>N}`EOhAQ#W4t zfn!+H)*j%;$6;@O!~>h)L%gPY!Ec(GDsCFu6YSmH@2<k0N!v`;*s!m1@18o5A4ES# zv9U~O0qV_0gZ2I0m<#mwmeb=W_JrS`+=-uc+7sqDSd2wS><KkP0cw(%8~VpU$cz~8 zKcsYakbw0jJMv>NjUPNyC8}%wHS(KA8!p*p@B{nzQN!TVkJK5=BMv}UrwPy%p@tqw z5gFtFe!@aRlK6EII+>03dn@>nl4*g^3E<}WibRrS#Jhn;%81}m<e{aS<8siivKrnM zb0OZW$V^6ZBd^Jw4W_X~Tvucydi?VobhdsTQ*}n<k>bB1J+O`v-IIHE@3kc7SQGo_ zgt)<O!z`ADdm|=ig}$~!Ka@?6J_Nml&TZCKY8ZUO$LGEIdGrmG)Y9a4gFife;#?nq zKHKKbvfcT{!NS$o3)68fRPloWqd)qh>yyYW!Iz%q9n5G$zC}J!RBp$E{6^H~<XklH zXt;L647~F@qu0?CLBzR39>m^enESJ!ExYHuJ>e|_%bE9hJ%;$#>BZNuKHrv1)UaNj zH)$-|!H4EbpT4KXe!suHlj01&nx(Osy^@OgOkXC420o#l6q0c0j2!BM_TiU@;Fm>H zYEh4|ei0X3h9&dhCu%nLZXkXia^+NeScv?9w$MxU4C>??J;Yi(;B_;<9Ix7fzb3H_ zFeIW6#7VMjF$(cIz=rIQFLeAFJ{P4R=tUf~2b=MKb%A#%=^~*sT<j^mf%TE@=p4ER z`;NEiVrln)t|{&Kd1VK6bmxRnau?L?R7&G337F5|AofpF9&z?drKvgai_SRZx2pv9 zNrzl05c{KiJ>y{XI{cKInqp!A@iBLrmd+UWRWvSVerbcBe6jdmW(7TcwSw~@^bzK= zEOpf}dqUQa6U#;+_Jk_e1m6c-4g>|NAC=sXVRuDoeAj>%7kEk4+6<5{7vJIfj(kHe z?s%^cCGhCc?N969><Ed}Qcv@7?*O|$r6hHUJ?;{^+G)~dPiRSDYwX&vCpf<jIPo#g zo*-5E!Tqd*Jt5$1y$%KL9eB7VX5*-iIo{9Th^#i-6Fzx-o4<j5`6!Sy_vIPx>7C#6 zG=v(sIjd5=fPG1)y{9p4j>i+%)i(QKKkR3l>7h@(d}d%q(vEX6q3=KZfqt8QF8lCq z-KvVE{X;b+@;9Z)H4-7z6M0nrNrN}n^zj{2z~5^Yge4Xce;hh$gDM0uKP$rJxq1lt zVyl}x-hW1)Pwq-}Gb!qAgp#Hb*wsF#%gUYSvF`u5KI{aqjr%rmYO)>sEG=eO+Jii& zQD*zG(5|kj>!OalVDwSX0zKli?d7Mly*t?VewC@VOng3H$Am=0{YT1V7bB>kXXd}L zRU<?HUH^h6HNM|FzlXeU4?|aA&n7z9XHPih_^=`FBF_2qa0YFJAwERglS{xa3{9oA zT#7M2UFh%TkH2<=ujhYg=$yiS2^M~z;s(z(o2-%gi#Y=?**+YQ0M0efALYjVW?Q|V zo7(*C2{Tvq_ON44aWYA9prQ-rX|Xrl(Pls%BBf*3IABlc@x4Nq0=;lE<usApxC6nX z@$cTJ$Tu4HrwO#y;y#3VHiHX!h-bn2C;gD0o2QqWuE0+Q%oD4qcJcLTSl<es=PScq znWKjO;)~T>jL6qhtn@hrkdIpaar)hL1bM~L838%uA<tL(Hcwpu@3sG!5QX(L)VO@y z;40!wsA<&C+c;<O-vGCODtMUpYwmzA(D@D8MIJ$a%Zsu9{Q$ftQl#O&d=C7f^69D& z&S49jKGx*{U4!H6r^y;O@U5*+AKzl#?dW_Te)$C5vyFk`tsx$_6B3ZcKHa6{|JI}k zyvUlVdJG=ZtuE6s%MRQj8{u0%hB@X>)HOZe7nDpD|6KzAcORZPMKysq$ECxuAN+}~ zaK%XXh&@5PM)rIK{DeDql4C#O#9PO2L75hK-9J+=xO}nB_oun!`_TXGn|b5K4({K` zm~bQ7#64#WgPEUS+7nVpekp&3zx}x+u^x<h({CNVt^GHIIGmh!ez%U@aanF4Zw32X zuyJn@eh}zrb@zG9?tRS`N7=VAPl%ONBo6qsb-ugi1lE7`JO80k@VXy!Z?i5+qOXPi z@dD97)TOT3i&*m^UrS&=I|;kb`Dp97d+uq1I@gv)0euATT=utuXU%Lsypj6^{OMpy z^ljj3-n^JE5$u@GDoEf6{6xu%drwv}@|UCSUN^zJd`a0H3V=7kMn84S4nr4tolHfF zy3Yb>-PhDw@HR)gVHZp2e*$WDNr*Q@FGb4uyV0jNEBv$wagBU*y;f=-x&}j^szf7j z=xrP2Q}ERpyEE}sh?}N<hel=L_hGk&B6sJ#eHLd~RC|Fr_0N);H^uD<iG%&>?N96o z{MFZ=6Pel(>Q(CMhrvU)$P|D70zO$w&93dv1^T5f&DZw9o}f51JvN2BTOv@QZxwO6 zZfEtd7T(v@lDX#IKYN0zQ?7z~m^~p$^%098=B98J*idqS5A>^SpVGiO&-N20WcH%| zIuzH?1030(u~5x^4E;It#e;VqK%Z}Bo7==Xb|wu>w68l5Xq~Bs2y)=L9}1SIz%Q6f zYt1?;;Qwtrx5AO{Ezs&_*#sjV7pqmNA%ElUm~vzU4>fygl#!@}K7#Uv2f`81Pc}?v zTwwo?*3MtI;l#NEi_Y>-CEyQwkyg?8Jv8peD-!5;+(MQDyYm}T-)|V-7eW8)3(GqU z$m4i?65TqRFu!9aI@8t$`{`dcb?YnQh9c<%3F5<$lXL80;Bk?7*T=u5;79lSjmc)9 z<Aqe8qsI3uq(Ep<L;cYzQF`M(^op>Lboa8sTXKK-s{uDUbn0HQo(8{2&S6;p54!)J zoNk44;E4{zj*N8RXL2w3U4X-ni&MhnVV87wo6k6c->io*1`s=-ua^4s>Pz7I-l|{w z>R`tM%ibAx&2gUKVLH{xS)9u<u�>0Y4%7wj4o(dRF98g9-SIc+kbc&;5v_HB}=1 z9?<8vgv!dmKguqIi-(Fi6E^h5`RIV(_fFC2QB7lCL^Q`6!AB1md?|3E!?~$<d6%Au zgTD(n`ksYfw3vF4Q6-=sZZ-1rSqkKbL8<lU@%knacSUyZdzBAK6nPShejC%b%v=vq zkD!b0jugYZI33NB<u`adx%$L2<PBx*+xN48Pe(=jrFYL^zZ$tuyNu_LzTq@H_YHl9 zMS)ee(9we_H+KxPkT>?ZE6EKY|J;;&(E0=T@?xW`3+rx{!R{pS)PXQRQ6CsVj&uHd zZ5DhKp|k$+`d8fy-nts6;fm+yTyxa^HiteVRT%>&*x8mS2UYHI2f{t0p_jY$8?jZR z@*i0L*JE^Y(W3Z1zd4nosE|LaP|OJ;j%L~0%^U-N;qTIIbZ&vYioJ=ZIf=Rrue$0H z@U;`!^Jd~dP(M4iUQi95UdqL4U+s+j_%U=-3c8Ve%9-$2&^zQ+>WuX^kY|zh?&-LJ zI$U?H;cnki-HE9FlfB@*Rk>&0ga6P*E#<Rd-$@RCY+I87&;R&)ji~_rW4;x4DyNVq z%=0}n1^)|8QkDDwed-5ES`#byQ;O+oBNyUpjkW8mVd!^ll-jjvPhpo#<eE>h4g#+w zj}2pA4GTS6O<&`CSl;Fn#_Mk=-Mw(l9eTYP+0)r7#0|@5PeL-F2V9P+(Sr`_C&=sc z3;QL!T(U%mb94;c9O*33AHr?SyH(#}p3%zNOnR*6?bw(N4<h)h8LuLP7vkhfu|a1! z{JPmNzvM9bf^f6J*L(+pC!3zOM;78q_Jw`v!0oH`!jE|wpm&<)CqIUrsdQE6$b+BI zea||mfjG0@@z4npee@Hv+b=(YU*!sEyT~CAKO3Vgb`k!j6U+A9v=;ZD6j93Eg#GUE zGGgz6f3Vm8ObyP$e8Y}8Qb%pPu2W8YP8rs9DVpIV?1R7UpiUs_JTFE2>*wDi4$!`l z9m7u->m}Lm$m2dT96L}jhJLCXji?Dr<l%hnJNvMH6bHs>=rmE6aQ=ISyBxaBi7U>u zCaAj!FQ)9yskfrbHj3dz|0?ATWg7gvc=~56G2;9D8VT(U)YS@VSzJ1yr;zj#F}osP zi~HyvIyH_wft<zUI`+>mew*76`btp&v%(L=>mRn0)K2)nxriL&OX29R6}v3@_Br}c zQj1zS?jQ~}xGu)cIuPQbeO7C4qOW#lM<)#H9BXib(&!3wF3+3pPOzu5AyfmELC^uF z9m?NA7j=%_%;EWhym-FVB@p-1*be0X{h^LL#9Y3Ws|ft+ptW~7;!8$yq3A#>bk-m3 z=XdW@{?eVgVF^EIWK-C>1H8KGmqb$i2>lYTtg5Uma6e`8@}KJk=<7J$WX;ou`E4$7 zbcbJ}PNIKlBp&fmreJQF=Mwt9UVQv|EC=>%#V@lTb%e&PKc*U+&^MT0vFx6wq<qu9 zXuB7D<b=atu`l?Z3lHZ5@sq0aPn>Tt=9+CT3dqOfyc|#Wy&ddJWa-oFAmGQ+Rq^~v z{NHM4xTYdLCqr<G(j@kMXz#n73=P=%+@tX|?E9mWPFGAmV@_jNkoHw|_!GlV+7D~c zoetJ(7Qrt^%l91cP6h5<8<%APKe{b%D%2tiomF4F+WjWZBc#X>f5G=|&U?gc`4fFq zM4vYVk=IW=q4=x@d;WNF_0sOV+25i0nym(?V<vQWaxh_io-dE=p5rP>-fH1N{{Da~ z(m*o~^$<<vh5IUqn**Dy%=kPX<&RR_1CJn8wDbRW3c4WKo*0h_?3=*%4-2$dC(U&^ zTf|GXz9BIJ0e!3oH3uw35f^MzJnNwU{FO2svjD$~oO*Gb5;&$Kb2Nf&)q!Bu7Dlwz zfpgMN8=a0zp$|*%)vp<>vzJJ}bR6t#ljGF(Q{YgY%x%xmHs}p&mMN83C-=W*`)kC2 zlTu85uPU&=%QZ}Q@VtMV4;S;nC*5lphWwyEN=s_kkp2OWI#(aY4L$F<&vwDT!_EY) z<fHrU%mH6-vSmd4MPJ?6>5)+2{<NrRr#Sj>9<N+a5rVy+nGz3jMqN50w7NUc74^HE zP2mdUb*>gH)}o2%Lol^wG2M@S^nI`61D!+BBT3Ob33V$rrTJ_f@T#0@W<7jQh9{+; z<)GU%{P&2GJq&X?FKq;pivV9O&C)y(4|*m}&rpklZ+kIb7estbJ7?_V*S4$k<UM=k zfx7;&yTwuwIOjW3{k^FR{RAtI&(z6-C+-`h-9SHI`J;4+XyBiad)I*?#DNIPss>Kv z-_Fgt$E%J&udbBVx&ywlf9ip682rJzw%Bq3`X$E=(^BFp;D#lE<+m&9=vPA$BCrp^ zUebr+pu2@g>t9|%zS<Ys(C_yO{uOqaGBF(UhwOie@lD{K&%;w%rO+SjLzqj6J+R*| z?uzct9o0W6BP{{k8daPd+y{NsL(nI9A34@jG(WZt_>(B+NX&%yDNLli&btA9^ziav zHSoOK*H@1oI#VEVivw8?`a%L?88T*Yp3Cb3rO^)Jlv;Il_$KNNt|lSNukgE2xhFB= z`%3qvC2{PZ*cur{udFjc+vn-UYUr@;G#$e>vEV8G#<!B<aSnwhrFu&Z{jC29d00<F zM_?{zHLXD(#mzG∾=pnD!*my~qC%ZMfcn{SFlrk$a;aYAD^LzstV^u9Z{Lfq&6+ z545+D!LL}=ORfD8SI#Zflio&sfxS_66Z>^pzU?jny!!1M8FN7f%=7d1kBN77AUw$7 zsdzhxdfc*8)M+Q+Xu!<ZhL6Yt_?k^xurKr+^W@AAcI!Ek%@V%QhcbUGyk`X-(8v0D zAPxrbt{2t_ppP<!ewF$p>Imo0rS>NvPNdTf$ACZ4pWnPk@di3-NSxlAJoM8MDnAI@ zpw85uS@G*G>WBH^gDjQk$MZ7Dq<n`u5dElIcrNk>*L_O1z@v6Ctx)@p-M*S~f-gVn zrfTj{`@oy*KWns$>mZIu(9Ss`e`qlX*T&^pgop*t9vRrX2GQ~d*=+0+Tbj!5IeMXh zI9dq;>J|J~)%{<iz7+I+{|eUWu+^VIGuS(Q;@@<UXXu9s`^rjr4e>I{xjRh_ey%-H z{vLQ=A~vDPv4J_m0^`x0SnrpGIjQ$`!S_SWK8Wx^XL6Kc{Bjb{J1_IDCIx+IlW&%3 z9id-3lXlJ_pJNm@XVXDEruwNDbp!rE-_j)-nTGndm*j!3_<gfxz4}QKURQA2%LsA* zL5n*NsT}%olAX?aLMOUtZ6ZE+8vKRv{IAIw<i+Qdx#PeyG&$ctdbkcfiQY?EwI9Df z+_<}Y&w(Y8Y%I|W#D#~`CE?=WjZ<U(A@Gxg3#o?92B<?dY3bHtT^z5Z&+7s2yay6g zE8}3VuY<fV;^+Jqfu5il#PRVxc^ui$uSQO)uv7xSjy-?A1pPYPutS~!_`~`;_i``% z$CIx#$ygXTMHPBm)*9zQ?;Tga76iW6I<lM*i$2+Z<LPv;6T1_n#7^_**Wub2VMCo| zT{yq(4E(ZAz*yY`dKLpi8{I78>9f{F=O};JkJMdl`e4kFp;(Ra-jBND!dR{_;(Cox zU(?~^_?{Pn&$wHnuIW`fv;{q4j7@;*OeOjNjPAWTDG41pI^YfQE)Sk2(&%Iaua&MH zpS43=NDn&BM2xv69$8IP8JG`y@@v&JcoKQ*UK(Yr|IK|Bt;crle{V+NF=_P61_bKe z!Q(l$DyLV$*ESl-+M1C!#1%|M$}^*{&!(g>8~mo}_#@R%`iMt5{Jr^D=a^z!jX~re zi5t>AA76nVB)H0a0j_bJQ|HKCLmi&w*smtoyZ_%pY9;*K|0HR(4gPj2XExv^{Nsg3 z=9OcC&?^Nt9ytTgNL5BY-%data>GF>3i<Iv3kr&Eyf4|yEHf5*@cHWDuzc_(dsZ9f zf8a}Hk1g-SeFpBmsGZhL#Qxv)lHUQps=9wIG<6Ae%JK7GrGclfe9O)y7UBCIt9zsu z2i-bD?`Mc9c*%2rMM@d)g%+z`N9X~y-}!Dk<9mD--}loG@q_06XwM*cr=}FAn!2|= zVfE{%cEX%J;nd5uOndx2Q?#c?9na^M*{G?>ME<%bU^e0eaPCFgnPCI)R3D0xQcCbw z_2^-0=z&ZY!S~;x-efKFeTSqBJk7cK+BWjKba`pvQXZTqY@R;)rw}^u_D<DZ#HB6E zA56CnA)YpW<a^@dNHDdXoH(h3_;KNm;x$j?C&WfaEujn5{Ryjn&xLzfy1$q$*&}~m zI-{ca8vPs06~UYCh~r0&Q(r>dNLt^&#s?k~cb}QaHy-?~Ln@~d`~7j>e~-=aI(DLr zEs9vjZ-!eYqFC?yl)RBs#;7aIRqoKQU|-tRBH9pFGX2aMEWV?!he%2{9r66~__mp9 zBkZEkSf%PX^i>I~6+#X2jm$FF(Q=$aQ4Ra8hd#kRrVR^a8|1;xL9{l&xpVg-Y=ppn zazZ|iib#PMk<*@W!}n)9No=Hwy7dozh1lKuP;W&mjrx?p-t^}Wp1lKJ9?C#GEsT5n zoL|V&t|PCKllY=$h&-F!Wac06<5|wz>(=j(ZwR?@Wj=Hu1W1+laKi3&dQv;Bda<uv zYXRiQKl}WR$F9JBUG5%Ln!bR0Esn7#U5|uaOgQsOVE+aAuKQ|SMBMka6y7fne(7CN zvpd)A+))9Ia5}8xp=|OYtiw6NiC&6-&`X-D+WQb^^u}l|%<01ZPFOx0#C|kCa`Edx zT)t5g-zfmS;7Rc2v-`*w=@|SxWux(bs;}J}!B=@i{a#&q0^IS*3C!bxUjCSp>jdJg z+rsd#4#a0=l86T{Z1DGOa=nyH^r!7Fv)s1BeBv~@re^3FKUpmV)dzR`ZUTDw(Fc;T zzj&w-JgFf}RrVm_H>q8;z>8>S0^Rzb<~sOWX#AJ#lv~hm(v$VA;1_4VEznYjIS@Eo zgkDK(BQAK<ky;{dAH4YKn87mo9v?{_3B&$8(q4_)z29?Kx*<Ow_sgw(jsLYQ3_cQ@ zocps7^`)HOoGn=AEFN~J7T{fQj(J+UH0s&}Pr24W*!OhjXJI4U-{`B{nT?;9H?KeI z`ieTzjmd{qdC==ze-J0HKqsts?F~Xc=pt=!)(Ai8)V43~V80Rqcr}`Pkw@^VJC7kh z(@_dodR>P2pY31M0(&o=QM@&H9X~r%sG<<(+D1-ZDJMl8_0}-$5e+;qwcgsF7yVpM zj^5Cm$Md#j+jj3&T0Es-N`-jdD9xuDKn(k>{XJiTeaPy2Vy!uixXsIbdsmnFpiohI z`!?za^@pM?qS3dsO<?uJ`d(I%(m%xwJx~6Y&kXiAkXyQ5Ru|{8OFr`J+d326NSqlv zQ8!O{%0B7;5&ax4Uy20b&nx;D8f{=NZ$s&>xPJi-d0e{w0(NgZb>IRWcxCGv?S~%l z*mZUV>QBF+k4KN5U<O`2_a<iC@wF$UA9?QNJ7`a!Hy3geVMV@uts;e49DM>wzP2xA zvA(tE7XCX0yvb6D@51Yjk$?3(coB8CuCDK&@b|~mIfs~`TWc@Z``=lG9axP%IuE{Z z=CQ(hTru+Lx*{1t_~-TGdJI9Z`%Fe*MlO86ji6hZN_Oa9uBnlr|Ajh$-QKz_<OR#` zoIJDfIUPGmNW8HB_kM=4_QJoCj^47Uxq_dX`P!Y>x5tmee@Nqb1NTHv>Qo`#InnHY z=mj4CjZx^H3*w@VkZu+BL-E3+t>3^a+pE7#XP{>@|65GG^&WmeDzbM(1H4+O(rzE} z7sfO0UcaCRN*eAPFob_(XngKGM}hr0dC_m|Gk9;=SoM=soQL5^*I;>uJo<zU#p*Qt zs4(hCGUA`{v%Kn@|8W0{9gA{q6!2Wo{nqRb`jw=0?`c7Qj*KCiKMA}3<gM(ci+q{C z_S&gNYs@w7GF-4}0sk3~k#B?@TQ8VCWB7nL+ZuC^5_r<V%Vj&R2Y(}_$PcMN-_zE$ zV^!CoZ;MgY{0ea(j934d%kG99Pt=H)3SpkIY!XKT_-|`PY)>~I`W*wx%9^WC4?31C zTM1sUCY<>A7V>d20ZA7p;Au8hwI2I^obTWd+i|#$yc()V;Uak0VBFjO2<*>E(T$N5 z;O7q#YF^|gWzT4PP6DR}X1E{t<MIDK&rlOnf!EV?lCi#nUUl%ME-&JNTxIdbLJiLM z)~$&C&cOae*a+SP?<=@-MSA)z{%>7#XKNGrN9kb9d^LE0JVCHc3OM=b07p6U3e~;& z=b|5@@4J0}hIlD>Ruj#JLLdBzdewXtdBZ9Fvn{K@wcz1Cdma2=*Us#c5$u+o<Iv-; z;QMJe{+TFSp|8^Zy#W#G%0zaKh3ml6JI<wIL^80~V|9s_D>09o!o$V)3g!W%bI0hQ zj`qFuk@9g`^d+r!l<6J^-V62V-Ps3zudO6=VGrVssZlUDcoj!jpVazS{C`uRDE$L_ zLhy6O$Qa}glgFOvmL3D{Jz#L8=Y`Ja_Ux*r59&fEsnsWePYY^<ZTlX?e`7N%i|^<= zzcsyK0Y0K|%$0Hkagb0peaVs*d24-)$lw?BuPuaHkdEMdx2aBJ2<(3H(9*@Xi0cEM z`SDip*I!XXuDqh)KUV*F{RJ);L|w>b1isbfC0HGS{l|HXdv78C?+Sjk6$n3-)D6_> zz<$T_SMZCDqmRgDiii(<H|~31|J{@LetJb(qOc2tOKg)1@;Hy;UL*HF9C?g5VW!y) zb-utI&NRgL4Re75^TV*?aNBz~uRsseJ$q;kc?9XY1dj^xD=`ZV!FqDkS#+rHkwV8` zkd{{@vVh)aMk}H3ia84^dM(q4ADrci+qG|jC-j~NsT6UJ`r>z@6x6@8LX3pJ1Mk}o zo?{<&!0QdJ=)}V>SY-~h$N}Fkt_vRBFu^`t<9OFMZBNJ~kPDfsqffHK^q8GHer6MY zDcV9lUjO$&5%x=ejL9;i6ZzFsqE825$3C{{39;Fz3mO)^JqSOPRT}DCRtAs1Ypk|g zXVYoue(w7jeq523QwW`;C-fMd$xYy5^=Xqd_=!%&^tcb=n(Hc`R1Y2WuR}VQ4g>E; zP2$E%j>6COg_u;L9z&xyq4@^;Iuzi=_1hM9xyn3Uc@^i1%?S5uw85_=dPU`c+w^2f z+eu}JH-*jPB-_v(72}7#F=DQVl;n`tSHuI>2Udzt(brlkd~)|b%88trug09<vkS$W z#1+sp!UwpkZ#xr6j6^&8FmHo<zSi1k3V6in-;e}5x}j3zeFM)!MxY^h1MhRK?8P7f z_8}BfYo&#_$RMwL_ALCcCi{FDKjKNzdkSX6tEGQV=h$945bBJ6$md~w%$4Sx95-<O z_sFdAE`I0zd?cui*DK;={6o))dAgs52H4@}&UAzQ3??|=d{NPb=nm{mdEenvd5BLx zTXN_|!Hd`*7I}cbIqY-?Cjbx5A0)bY8{g-`5i(C!QScl}4cAEE>*GhJ!q=cnSNxU| zRzuuO7-ft7vI@PHuRZ+oGWh+CiEsA6pP!rh<UbFB_rDO3Ge`d9nMrFM4}Pbq(@j}K zggUX(`2?jG=%YW(MKOkbxh+C%WdZ!Ka;sL?K;9lgac_?|bSM2r-Q_9pEj|)M%CAj0 zFK2V5ZW(=P&karQ-YP^Nz>=*(9r6n!J{n5<DBK@QHFS3b`x0&wczN#yXMotgBkGgT zOCForl=UL62Q7vL!QLWbAF>?y4{^{ZppX~*kRd(XRu}ftaH_ys^4acO7vH#!HsG8H zt-9_l^rMR!vWI7Z-+d|g8?A<Yiqvl!MVwJI`JlTAzh-tn${xXmc`gPsVWNn$R(=Pi zZyKPVT8XV)9P7)mmo0_<F7o@c0jGN=Fh52!AnYW*S9>%=)gum^kNcRNtN#P}8QI|s zfp@#}{TR$vp+lVcw(91ejPHFh&d?A%Tq8${V2D0<n^#I*LS5jUG@qV-cZ2?SH%dx2 z0{2~fkeqpY0K6rdGjKB)cCPq6#R>I*{l$I$c^lB7`{hP1o`lZUdzFJt8g{zQ#mKpa z`DBN@&Tw17KgKw2@AmHz8HIelqKG~*XR#k#F*skQ^q*)6&RsMTvq}GY2whV!Q*l2& z4+~rLe@Wm$&5C=jzXVU6Z8g%pYKnfoC)fYEU@q)Rv$a8F3g+1c2ehohFYa%b{wqb_ z8tH#oRz<t~kLr@KI^tq<&sR;iA>h~BPvTZh&?z(b9KI3+-IwR2G(|Gb(KIwW(Ow5% z%O%_wugCvo`naW9Lr1=Hk8=q1yf^AfZ^OXb{W{J*p!7sue=0K82660HbiHB|^niad z)wZ7nkWZcawcZ5(kQC&JQb7J|xvV>E8wg!y-nlIcexyidVAwc_IDHs{P_RzapEbV* zfgh!nQZbkUSLOK<LcE+|kA9VQ7ooe=@l<dT;rHUH{Wgz{ao(Uwgtn3l=Sm`vQZF*# zJjp6emN3qbu>XB^$6On8en>Cv*~0loce8=t(x<^^>YM_nRG`=S#u>cCdTlgcnFzw~ zY)15B7cu|yjpWw~V<pTF7}O^5hQArenXY!iAHAjw*bI*%PssAHq$)vObe3FxEEsvk z-|mQah`+H6TInY-*Y~!Y`nXvL&I652c^Dv$Yd7Zw6yp8U@~YJSlY?$(c5&a%Y2-Ej zHwNbWz?VO;kdHH?PIBtnheliYVGPgY9dg($rA1B>aKY>MsrE4koOfhceHQ|M&Wrle z#ti$Ok{q7V0d93)>+JS80lSR;<8IQAb+)fz3BHK=gmFj1lJzlHo2*~85BxhVPUmO_ z3Hq+fDw7zX%V@^Wia4J^ohz;NryJtmUBTr`yZ2HKt-X2O2>Y$*dK&GFI+w@wN6ZZ1 z`z;}1`s476EAvYFWIo87{;W$XQ398L2wjN=FYL%unJ8(-{7^bsx)tCUE%n2ywwE~9 z#C$p9^$lmj6>aix2LsG4=HYHo1Md&8^SE(a8T%-q!y1Zx{;+4@MF;$9^~I1k9Ufl@ zP&xTU81_rY7%{kmbH$-c8+;bnCx*6D9)jpwjR`rgk2#1eKi7-+`+y^Fm*(t%L&PQ~ zjxJg_ckNhrekucY^q!8%vjy?maC(xv2z3e$p7Bd;&V)ZPdcXEY!~SUZ{c6PLY-Mu2 z@ButII)1FrAq{g6X)m5;!}_0krnGe%>n6WtDc}ztpgz}Gc)0=i-oR>LiO(zMnN~T+ zgy(rg_sW@|{;A~>piYC&+c3mndK-E1yh|Z9c;S-R(ju7==3>Y!=-7v#zR_GpOM>{~ z{5&}+0r<7%ad)%^{`fzRt~;K~w+ka=Z(1~z%*ZYY{SwJ4N=8B?*{kfm6Ge(b8OdH5 zA@mK|WN(?-6v;^RUf#ca@Ey-{-{)NCI@dY(d8nC6=O284{_rh|BPSj8Wru24O>Weu zA4>Sx%Avnugy(xA>|8?e{kp~|=J3d#eEAD@=Tvg#<Pvbi`PRU|9;|~A?;b-d4eXPT zolghsN!rYeK0pug<oVL9paAB2zNbILPlx(urNzZFPvO_n8^T+-ucls;C{C>3-I&hP z_wFH|ZjN7^GQ@nzf3#Jh@CT{T|I9hyzlZmBIU0Y)d}I4jFUvou_rx!3sXqel^_p!& z1>$_Q@LZy45&S2>fsC#UbK^``In~3#lLF6QT1B0xMaG=(`axU5QJ!Mg!5iq8a&CC- z2p%7;)+c!$@soNVHOH_7>{2g;tD79>F(aZCSltmH>J$iV@awLJ|NU1BJNNA#*cd}z z-<NyD?JM%6kusa=FYps{+9QnT#<9LJu~aFDGaF>Th41Xcyn|tiqXy|%&(a`K{!Q@6 zy)>Q4?Z^Wj58F|}o@!37CDPDhy)M?U+eM*I@vVh`**4-XoyO%6_><{9wK{w3XMo$y zOIuU$BW2@rcz8JB{&;m-!*%!v&4lExj@dPrekO1h>u{fcB$okofM*P;R3+g3!A=KH z<w9qRNoCBou_bU9UOIONbsImU=$UQoGbjI+o!cV#L6w;8C~!w@-x*a>tm`*>KDtK& zh*OdeC&}=-7v4X{CxY?!?8W&y#HajZJ(@Ro9>>wOnTuqwhcp4lUXd@*Q^}QOlwl`X z@+W(2Un1UJH1MKHMx58p7koaC_{6pU=+aN@Q!>Gy8gW6ZXUvui_@wl$Yk5Qp^{N?5 z4ewd-OpDKIUyJZu4%I5*V7%_`KCy60*m2-PA-f02)6Pt~E-iqc=dBlp6ytr0XR>C0 zRG=U8@Qv;_d^qR(fNFn!Ao5I3wgL*guQE@XB<48wUG(AGQoR41!>#Tt<cmXT{5?;R zpGSo-7EJlVZ}c7{2O_TMcgl=CevEqTm3(iV?}$_T*B>uELEn11w5s_I`n&!+D4xiV z^8;qm-n;$1Y`>&stFi9&R;-_D*-)3b=BK;52l!;5b5Rp<j>2IhvVQ{o5cej2RXjsJ zyZlDnAN(__rz~s-yn|&p`0)$yR)3ejqI&QHtMI!)Cm#dnN<<IaDxr_8BvYh|6ZskG z9##Jx^mT_H*VT$f-ENxbxrQ6`35V9_^lyQuX`ks7U7(vcUSMK{-8U9;Hb0+69kt4U zU<Z69CAOF0%*S=I9r|Vd4*%b9c+GSTdiGkYZq`ZYzB2z!u;BMcPBy*`5wL%|+7C_m zNuF-;M;!i;dzU+CxEAa3JamB@`JH@ml2O1h?Bht^RW0bMf9iDjEpZ=7Rdmck`gmVN z)iyJJGM~;YY&i?v!Sg2Bov+xhLUu9AZq!p=5K>OUzE1Ve4jvb_B?yyiU)0Bb6)(D| zy1)+xeoB9Q1D&lsnbq!%KA!K8wEyKE;3rAmz!6@=jZb-Ze0PAmIt+GQD#YkVDS4~6 zuLJ(qMECXJVa)MeJug<A3O<zBcU^D_b17tu{{;j8Ik~1t9G5V^kmSVG?0)Eyxx)E8 zET|Ktkk3qS;{S5#Ps5FXLk|v+d40ljI8;f_Rl~onkGBu&Fd@#(1(CCiq0d#c``_;K z$(9~!mI=iI7dS~dZvYQ>=EGZG!Cp#iO^QCe$LH-3k-X@FJxIPdwhjC!)w**k409h6 z9zQU6g!pn~b?)#3O~hYH4`ve~#B0~bI|=7u&pQ1t23SyswbD6N3w?zA;N?;Z*iG8? z*~E@0*f%Q=Ll^F+UFSi<{rlj9rB0b{SZA@{Z{Lywm%5yKD`O?mcOq#zF$Y`=T3xko zFF>DSlERqT9pvv1FN!>UiT)yOOL_-<-wUT4ZX48(of==gth<OjS=`qAum*Vj@#nAd z5pS5Y8wuB%5q}PBvT&cpeK6ek#V3#RZVqMjF0cz(16Fgxc6|TBhI@B4bm~Cj&`C<* zNOWEHqb=}g<;>M){QvvuLi1?@%-ebW(!`|^d@CZ`(hc`jXqy#9ut&apd%=PIEza}H zJ(m?md^oW`|6XM}@NQI9`7(IwyCI@WuU;dMzE*NHd=Y&bX+4zQ<M`e7<(uHY*ayEC zEP?pk9JcI*pC`eC>7?Jhu*N>9k-lXHKD{4RCn-eyT6%0YK5qd#Dpi(tyN3N*{Qaxp z6zbn8snZqUrA}W%R90aBI|Ct!`uoA3H#OOxVcoeyblw~^M&H+4`o6!2;}=H0D!L=C zb-OIyZGwGziY4Z{ArC3u`_ZDn2R!J3|0yHno!W=>msvNVi(IDqliCGcKhQ)a7ItXe z^FmY02Kr9ey;NcF0QO-!YdzS#aJrW~1=cw!L32?s0ld33yU42z{ybOu;|13BmcEjB zUL*4B@0V&SfCJy&OA(H!z&=w~FOGw!wcV~geNh{B`YAZz(O2*lPRhq#ra0e8OrPt& z3|#WgiS>scN-0bSuYfQ9x46?_kZVH_y-~}U?vDK6QOPkjCBzq><Dxs7h^OX~1QjXZ z5v`a%J^Y1E-!RD<IOzJr;Pzfw;LwPLSk^rH#j80BIN;B@)F;;eoxyWcGA+12Dq;SN zV11e%bdF<@i?+`Sp}T~i@O_8xH~X`vaw^!Ca6VYmkRJZfySHR}AM~?>x!>!2e?V6q zG-&g|@7DzSZ1bRVPc@9?5y3wBM$PRhJ)ql7k`T>A!>;H^>b_P2uNRf+je!R-<YAiX ze6S1A#MrEE=r-}=Ru>XsUqT(dHLyn#hLV~f6WF;l?-tKT)cMayE{f+Mo=b0jrG);H ze&4$_Kpu6Mcrp)O#0`N1LWHI-s6&w7sImiZI4;3^n{x^4*!(T5bPYUN-|u%7zOQYy zR4n5m=BPZ}_;bY`e&YT18EGo;ljg;XAoyR$I<I~S_}II@pS=bVH%7Td51e|0xcJm0 zs|Rt`hUQ(`(ev;Nx+~s4dl5HuZom5v{t&voZG7ee&ZqgV^9^Gk*y_$+E{1(*oHH`y zHN*V%^e?iz=g}QqC5w+1f%me+t3S}SCG`EPsCBGGA56*bvz&q0M?3k}AmH5SrRDB! z@YCxga+lAXv?W+G#RXeP+7cdfhwUt2-;)+i`0e{~&ZP8{y?_|}e$OeN8@h<Q%}>HN zKBDe&=8?HK`Y}lNTswMY3+D#!_%B+UW6rYIdLASAC=GG>sc!7wNnVS6hw(at`<`Om z^ys^deUhC5z31=+DmFc=-`o0)Elx-1pPo$54S-jHHJoPYV#w=Bo_XIG24CHOcj7eo zmzxn^VRRDg{Zj1l@F%;^A+kztLH@@;5~}eAdCgH#8LxAU&}&Ysgr>m`x&k)!XyIpf z_T)Te1kMxhH=kHM2L9ivL#*Nj{wdvNH0+FcNdB>Z4ZJ^+*N*lPDR6q`^r7C{h`(3= z%#WqO-!FS|767--^R)lk0#6(hkE|QP^`san^4_Wg|E3T6V(}9^<D*K(1w-f-J)J{c zFW@J(gul#MIA_(E&6QdXel@g*uMB*Ff;6J}!bk9;RCD+9E#Pg<-)D>oz)`Y8i*vr% zr;g+!JD#XtO>S+Qz#d|W$z*ot8%jGQFCE6ZU1ppYbZ19?Mm*Ogir)|NtX-OguBUP{ zG3-_Xc+O{;g>%5)(?SOaznlPWU;Sj~C<>ity_)~`J@g%s$nCGk`mypx#{C8V8eM!J z{+}T7aDl((H`~z%lKSrIHuO?CdYOG;G0;KuYf^jJ&_A6O*FXn-^U*-Svs&~av>g3x zNO*;F!_&2H+wi~F(Y$QKXVAaaKdH41-E+jvVDH7dIDb-Uob?Oq_xMGdjyiDl)oc2x zSCZ&keE6Pv2YG4Ke+dUPWKcI*zU0#g-e+=@pNfMSeyP&8_y>MCmZ7^j3p^*bR|@Ue zz`2KV3O33e#1ocF9R7&w^RE3phnT^Oq&hh6j37=w67Mvl241r9jNL%o^fXs-I)ZrY z!Lmpk4m%g&eYhHl^XYci*Au*J@Ve#?X*U+3Z_6K8{MCxz_vx22;QN%d%8Z{6Am84p zYGywTeA6f}(L^6#)BL95wX5Ja1ss3#WZ@T#w|twwq276@#qm7!=5fBc3(w&<7sh#S zI7C6`Q#o;}8~DZhp|e@B1$DW_N`bv0&^rg-RI^~c9z`9MG3G>GaQ2z*UL*8L&@8TA z`i}mYWxH+<Irs%PQ?MxdJtk-O>YPB`)a#>t7#Y?n_31xT6Kde!7{9LF2jm|#+m5WI zz_En&(09;n%U6G{3!%<oPM*en0C9pQbzXi=1o)<=o3cAk<6FbRJ+~&<6{VZFJ#??C z`>TCFClH4zs5c*MgHQ05UzPZSd16(^&vC%+3!TM;e7-_g>2crMJ<t9xPCNe~;=(Z3 zaWy_J*mVqp(vNK9<F((WGNA*B`587kBd(h1v>Wokt_NQT|NAuweoA}zT)rOSj--pV zH{!<TaMUS^5xlPGn__V@^1yJrS6|^buPU3JuRer65KpA{X%P7k$v5c^H|UNbb-MDn zkAZl(KK~x*`vI-WKjxrktBq+60dG7QJ>H+e-{pgo^SqHie648OEQWpSe^S4wdmH*) zH>U}|8uHMx7tStWm@~(r89EI-n3^s9E5n2M=yP~g^a}W<(o(yR4*CwdS0cE-qJG36 zI!O#YaaD6K+4ZyFQAhiGbAdb3Nmfyrd^i_%EjW`h7xBT$j(-yTDtYBcq}WT;-FKYn zeVviV7+*G%jzT=T=gzD58TBs`@sT7d=r2)6Gz{|a{o6x=L3Hr{$EsWch(}%i)s~kC z=;x@sAcKb$5|k2+<s6Z(<sEDAjO)W(fwzx+lwKpR<kiS#tU+G%Z*={c2J$ZNJ!%y2 zcm1ZvHosxF9XV-VVs4->Qc93tN*8@j$+<0)|ABYtIQ&bp0#7<9KRNAaOUM#2yPuVZ zI8>-&zdLV3<fo1&5BLeMjqKt=B0lG9Ku|sY9@`$q5Ey~qy<b0}7{$3mA+GM{h-Y{T zdiw6UkHbf#e7k|m>?(T)oQUAh41$CG*oSJRmkX5Oclk5-hhwC`V^0v>c}xtP>Mr}i zTZ?`Szh&_gurDHJvYReth^vz8QdBFzm54jGEziI!sXiyF-vI9Ww@fel<Nk$8gW?<D zf0u_;+^-_;nhU&*$M<dxag@Bk|DB%+($m8JVm;cPnd1F(La+b$WkR2wjXU`Zc2{`4 zX>jBq_`UeS&~+O0W8H|HmxH~VUbOT1hWmIHKX%{V0ea77hqLTA^j!*tQnKRz#OoVw z3dD8<*XHe#mlqIcyL}dWVK3nys6rzUw{CI#&@cio;uIO&Idls=^S6|C`!URY+feh! zzKMEgx63PWbKvoj??oG3h~Gj|Z`Lw!J!LUJoeH1__9Zb}RU$vC7khc=8}dmHvkx>s zZ3xU_t?pi!w;qyV`rMD#mOxPz@A29VbDiE7s|S&S55<m1th_*<i;cbYvA0%)Yqr9S z+^E~EeN__FRYrf0w}jwuH0Btx)mAhDFPv7HkKRegd7rudpEmlapB2$L7owh~>t1*` z4sm5QsH`hq3pn>=RnZJ}RojZ!s*S<GlUoNgmr?KVCAZ_4$Lorld^g3MtOy$nv=Z}Y z(dVomEan1!z}Yr^tUep{9LekCRPYDGSsLj$;8t3{rF!xgoZmRF?V4l@eTpb$#vgX_ zdoJcOzXIwPkIixzI*|tr)vTR@Jro3gmXlM3u5pfqR|xhnQq3o9Sb=;)$@<1L;)>C@ zi}2|T;MP5|%JEV7A=ww3_9xKQZVS3`BM)A9vNgvy2OQtf<J_Ugxy<kTw6B5Bs{|Pw zXA;LgEqh1Pu)uHp)U@~!H|Ry~dC^$lJRHBRr&|m33>n{MvPkre_4of;f<Ls1)op#5 zM}1pc<m_T5cx<<O|Mh*?r}klm-wfdSOxX)tSQlxEaFH9pakFn~ciAY>ZxYx4{xafW z4#lYp-RCf8jH56m3Gr5eJXHC~5T27o&Am{LIKN*#v2j!#^Xb*;zEabp@2)}Jf4LWV ziSVUE^V*0fjWfrYP@nLf%lL7h1o=misQvD97lzi9R*%O*=VjhxbtQwIK;>j^D}(Pd zmm%Ije?q(RYny>s)CtQ6r0<`{y8c(<!iDQ_8f!^C#g20z3av*u=fR6@j1MpD;_b$p zjQR!e@CGxnzrgP(@du`1z?s{xx;xJcATPR_(@f_E-qdO_K9B1y`uuTan*;cr#iMzD z3w}PEOny29^|~vA*XqFwZ_D5OUVah0uB{>TA^eD-YkW2l*K6<S$ZCwdr%#h+DH8bB zDIT27jrh>-s_bC_d<raf61v<EoYc)_I)J$Fnc0x;3n%PBEu`kA5d6C;Jk1%ezu-TA zs*e?UiHtd`B<yLxUq)dH_29}hp%K+Xh@Z0WyW=k-E>?M39)bNDI&0;q$f1vD`!2sX zematO+oz(R>AxVOv@#yVM@PT<xBF4IJkc~dEeic0lDtA!7<EaxDIW{i=}DI{q06XC zuy=-hBmoW<=il)@i2eA+#P5|?iTNA{zf1F@F8-Q@`ma9f;%eWxf3I?aAF=sGl;HpS z&uHc+fhR~Gf3*;j3;yuhF!dxAp8KPBc<*)SsI9psv#(%ZIo1|~Hn3+o3&k&ofMYR) zhf$AUxA&AX*ghK|9{4aXxgj5t&syo(XaOJ2s%|XUM*K=qq|qEhTrgI)HGr;kW_0Y^ zFzk56J6n*5AAI_4BGvN{@S{jAT{-wknD1ipB>ckn@4ou8*oOlPo?haY!HZhRN`rt$ zV{A$f)Sz2P+c;$X#&sRN@PIV44)fvq=b9{WKEQpo>`|@&&aZoQ>Gh{$PKSq8X(HmH zg2fn<u@vf@QCIjMLKk~9tb2uP5P1ck^3go>)k%1~dHM_S`$eb7`0kwI`yq3ZGjY(n z7tVkC$OU~Y<!V|Z?0rJYoz(^V5<Jy(VD%{MWhG;h6LDO2E@xo>3h-y~a)ouN6@kAi z+mNvh{iW?y{ZF7*$RvLa{MlqhIAL(pP#SqicRo)67wXUtTN*xxTBEOTuE*^o*1fOx z-QlB`fK$3P-^{?*W8ayXzgI#3<M+szGZy%J%Y>>w@{!<4`nndxkpvILg&bbQp9h=O z-+bV=AAC+e&_n*BXX&uC`~Q`yGd)9ye_6Kr-1xiUy<;c!6v0Cl_RI5PJ>-AQ@Yy1+ z)cH2fu>i;VZ=8;KhWO0ULfcB9LS2$kcPC&k=I8!)u>AQB=SKy`7oV6wcbB<1^%U_U zHnl9&8oX;rF)K&{`&3lQA|ru(kdKa-U%mr%KR#ZmwG-eo;+?(hrpP~kOzLc+PH#M6 z;F+2Td@MROPzAfcbap6i1h_1asI;Q1gnk}gs|bJaT=o661$tvRUy@BWa0q^}qs8-E zGaU7Oi5#o-JBSxI;#<#u!F-6=t1VvwkVi;AaSa8}Qdv#9N)SRl#(~A&>puEe4rWvf zqA$jAJBzfU8Rzm;m6+uPcl%f<!l!`$rdDyS?9#xae?Ph9z_*NFM@X>3-tk!04|jm` z1)1;iq`{-<Sk*<f5dSZ`WWG@_!np+b>r+pHfHRf7<w4gGpDlhkTAV^2yzJf}hdA80 zDeCkTc%u-Sf)mu>2UhX?saRKLi+#oWfO85@_f=8VA|EID=y(Bk|N6N9Bc}jdSGUh3 z>szdI-W>-1@6d&N72I~`nH`{C9R3dbeImWGaUVDo+g<XG8+A7a5*7)0@Qjx1Iy-XA zi_I{mFPy{gr6vq@UeGD~gjcC1e9))1F>m`GJU*gxYScu*iXg7(NT=qHK00fTlw9!3 zxC0IO{imTjOz`lv>f#(n&)FYuffvppmSsx4;73`iZ9;~qb21%p3uQ!~T}=LfXdmp| zh&g7167`Ucn3RuV=(|YqIqXml9CHbj6v28npW<@mft_w`aixh}11?2geW1>c{QEyo z!T1v7lblztG6Pro+%FxO1dfd7_Rq`R#oXdT(d`uQh^k1rz;?X9W4!X91S8JF6^TUM z1Fs~vazA8^{p)<8lJpY$r7>gqV|SjC`iYXRk8a5Knh*Ity@2aykj{OA>*HV@_TmB$ zy7g+3<8>F-v#W-M1aY&c_lWo(XVmwsjjyUDqi#Z}U~p9gKkqB*D}blP9VBu%o`AWm zW<f!M@Q*+31IGs8S5pff)kk38_uFnd+ZCf;cKuDwf3W+Pzq}+L;e2A5Q)lO0FYNoH z$NO@ChnD-N|9K}t=QF4B)}02wn7$PL1Agy+eRPfyJcZOQ>-!O`$70N8Hx=@TeN$g^ zCMcjcFwK{k0oSA7c`kcBN1U)LRn^5h+KwE(dj)tj-N5nRS^WNSkFziN3!F2l2(Bgq zKHKi)A2x!&xynl}@3pfc*wiyx^A{iv?DUpC!uQ3l+uz(h7c><(Vt)<!3hEibs`b$E za)@(%fhWTrZh<LA=yxP;HTiEF`~A|;{SPhp%v)tvX5{xHTe%OMa-c)`e6aEP1ia)@ zO|{4S_XlXFzCa!<f08tZ6ZXEhV4XP@eiS1@F*Aj{;o0(ewuDvitd2`ct$4qzRf&QJ z>{_MD+2Y+#<S$*<UEXm*yx`F8PQm&!Dg9zKMgGh|5_&uSI&_J_{q_&>x~UXTEvDCq zw}XZk-on3bp3M!4*R&<jL@RM<)Zx4p$9E4W<ZH#wRb`rE;8S;x*n}d^ykOoSqH#j~ zLTOH55cp6U-M+8@oN=THwUxmAF6#28<|9ua*ZR@80^FYAOmHy$WJOT4)P1l17P_#p z!X8TG&)3$47=JmVuj#Uenmo>1pHMokcm}$K?2UU8qOiZuJdO6Oh_mC22e|C$flE(} zIWyoNwujD|Uf75HWVDFseH8Yqm5e(B{Y;C8Ycjiv5Eq_16zultxhC!rJE@9##=Y|u z=kw5SpZIH~-U52)*wL9@*!}zQ#f3}YZOwVXZ%mm{S5K&7chbP?v+7TZ;eIbO+`au* z33<BosG}V2v-$K(pA}-{1Eez?pQTanuG>5|@&>q8l$_ob3mhivx1$E%ZqX}}G{{Gv zc;hw4FTZ#5@LQwX(Xel!d4o)I@S^^pmp5@<tFY%$`V2SDkrrN9`-=SM%1Rttcq#O7 zM<4Yx<OxPsUt9iy-(8jc9AAV!C8t9V-?(){S2WlER(Br#D^WN7>*p|c<~?mh5A36s zG2zT+82I$%<OokT*ptdeUkt8u<@@-c+h@czzueiq*w^r#^IKEEq3ELTVq#|aKU+fX zkw)Za>{eyBPoWMy$hmhD^|fmA4C1?pUvCD^q~AbaLjJ2S6<xqh;vP$nF-7FZEuAsO zkHOpjUVoEz4LodQn@|4{{_in*VGaI6(-u*F1A6}*r6VL6$dm4;g%%4V&Joem>k#9< zdWviwhpk{<)xF9jUfg%!a88RX_`1%x_MU#MQ<}$9rQLaB9yS&u(`m?mmG&}qqMzj_ zqtcs4QF#APx6m6dh^wp-vzB}~w`p+xAmvNcqwN{uO8eo54f?P9ux=H}3c~FAwgl5? zh7Pd`;QZT7>L1GB$AQL18o(bzeXib1zYs696uCl=*%H1-{Y$!|2%ei~Xc~w6eVZ4l z8e#)n%G%)9p#pze-7yP=zaFX2lnliEwRs5EgnzIl6co$ruSo9B75x(ziS_o=RS@O^ zE^m3iddvm?vY0Lype8}z_$e>$Zr~TX&oa!g@BYrR=V_6r-u^F;RUG~^`fYt<S2vO# zD-?GY!TNSw(1-@Fdf51UpTJq<sXU>xlSiO$x-|+j7GNHb0(GWU73{k@n^6txVEbN0 zR7Dl%!`~Z9--cZdO&(X{_d);Hk2_mN{^*;jFSkDyg#0z*5i!SM-2Wcqr$WG;{3pys zyZyRp+TLL;u>ZgM%ZY;z(6?(FQ6P(X+pSvfMxB8ty4ejK18d0h4Nl&Os74=#cV@)1 zO`IdMD2nt#KaC9O=?7`d=s&6q^rL<T9+Yy3iq#W1PPZPpdw$!!l!#gN3iRt))x%%# zJ;fc&j=Aly`_IQ7_@a*R>K9KkD{x*Stm}|6?)OoJc}nno;Evk2Ik`pPTwS|y^E`O! zf#=WDFc+?Uje<PoDe7pBs7!x>P8H8}MH=gPuS?bEazF4WI%)bCIdp&(dfNxEf41#e zwe5B236y+!XIa26_)ZvGAP;%xnAM#}gU@#=Zp%mf(dtou6(;ci=dQF})I>jL6W{Ok zE9h?}KIB%JjsE+ngJdaKce}$0cRN&pYg*oeOwfsxGwaV?GXpN%-j~D{5B;{myO_Tm zcyzA3@7;UopU30|2M{;!vvX)CE<v9&I-&X!er&vlN2B!|>O-GAx!V^|j~BR?`mPLm zQfnH$uPOMwsPgw1*hvhDwTQb6@X4imC=7nqzA2=mhk6Y|%ykV(^z*$q8tGb!IQqC^ z>4O}2>C}JI-Mi1j5;H$IrGfgvY~N5~Ek38~mbH+7{%#$XPGYy;&oyEvWE1PoA!*4# z1b+`8PE(nOz30q(v~R($?u<4wo<#gkJ8sk6pM!IXiYDAvlhEI@tsdGGgU25I8T(8V z>p%7Bco+8RBx^<e1L%?8ABI}=!+y=8UQ0)SpKC-b+JycGeK7TKt_>aX`X;SBW~|Rr zjFa3e#Ie5uSs#BPPQCrIInRQ;xn#{ahzj}IB@XeRWbhkr10!WK;BnYV9zRa>h2-{y zl`a-xE~7GOn)+YpY%XJS8ap@#nCV~^JB~hIj<}z@bNsJg<ah3eUw&@NWDA%@U#7~R zz2|*^6S>L3i@-@ms&^-(;7`0mXKK!A13y{y-nqbDBO{mpn8A+QHAae*!7s;(c`UuS zfotsipO;jShc!yD$0IHW_(>Y=ufjf!ALDvs51lA_T(jpb;;TsDddCOgMRM7(qwsel zyDib$4Cr?`Z4(cHgF^~hHrJkGo_av$b|$|q;f&!SFFV*ZUEjr%eQVekjijB9M$9o$ zBzk-fxEIJ4<d*mfpYxuielO;S`VHJP76U%L&(n$11m1o7^T&y<9QpQ0RO-wo>a<t5 zJf56_z9dphcM81nu;`qzOFr^ll|<tc;7d%B&GY_<TPKNpWOknyx0y)(pSK6{;GDU` z(lg+VS#$r~+fb)iJaE+Y7W%veZU1?rj^J>u{{5%FIH&tbn34T5>dzzW)xNjTCtzB% zmPd=cudKPS?<{!mI_V2m<X^7of7V~(`%k+@`tv|Xe_zWI;`|c)|LS|gTlncRXh|+i z1f7EF{h4FH-G|ylipO9-XAJZ+7l1eQnk374rHEfqU(S(X-D-b6)|pX<{$uSPxHAR) zGV)LKW$@7LriRW2tOv#IJq{F|xQ}v5zab9T`LAr9kBC3>$E(L_m!V&@D7R4A0pGZ{ z{#IdKC%Tvm^CI9k`7%7CGw8c1>Kw{PpO2|RAoE%i{;sh6cpn?$P^oyCCvfzZ>E$*$ zYv@fSNe^9si)Pn1+W$VWCD<5@XdOn~)U19554x}=xXeBvp@CnsnLNs}CIhdd4b+f_ zzLeubD#7>?bJEi*e~g14wVV@}?Y4&AthsaXpcB@QGV_C<DELSCoJCm#@IO@X)L-;b zPm<8j_ddb%f@(K{ZNaZz$qaI84p|Y79c?V34}krDT20ypKbK}dd6o?Ed4pZ=rsO@; zD;1cP8^Jr3=dQgSN<crg^3zWq@DGhS@BD>Q_}lwZ9_~wcPWSSO@wgY@Z_mvJje60y z;u^ce?h0OXGiaYC?BW7HnF<L%`c8L>k4a(vQNX7Q<*u2~JLZ*%r~A>@o_Xura3|vP za7O;VS@4vMDXCv?!23s4D>Ed(KlSIeLln?YG%WktJ`%iMUs~%O>Nzx(Ywo>d*#C}? zZ%V*#Rz(kNn_wSK?`K-ttcA`hf_B?&?Bf)}tuXk{d3wd4Lh%2+lzFOjnES&MQdY-? z-?@HSSD*Qc`dm}ci9mc$_`OK~k6%#FeW`1I!UKFKxR#~uDdt@T8YpO!V1Acn7Cmto zbk;izzoi0kPK(ll&H(z71hs*rF7l$r0GIDN;5)L(ANC4WVb0|pt|RTxU7wJC{V3>- z^Ac(bIX2kG%K*zi$n%!@|9)!5K71az>|oS@{Nf#%=?rj~&z3`-2|C9!UQ+ip_#NME zJ-w=WbeSK}rB2+Bx>v|r&hGO(#D64Pcs#|voMKx1ngJc+gzNX+=ee$Ju=p2*!w;_B ztYCwExa+9&Ec!yXGrq&OI~U{3$_&38{LG~0^HDZ+=v^zrrQYDD$0CLH43z;#W20;J zbTH4ED`j>h3D1*oqLU)}fOA43bWe-Ap%YGrrxAnSOHHo`ZfrnDsH_#3l|y{KPJJuh z7kp0Jnq|NQ{3bJ|x&!_qY1x}B51#a1M)+ghe$?0QlwYsqMgQF);_C(m=)Zj2ZKexe zacgt+gwbi}uqVVFN{69?Md`^J9Y=rA-l0%Z=xVjJE$;7e|18E7Df++xW>eu@f2@zG zQ1;E|!2S440k5CuQBRpGi#WoBdSaQ27C&?dVG-9M-(xt3Ab*X>@e=gZI=POw(81lO zW4=j2AKGkdRw_|JeUWnix7RoSpC=yp1zh6MSl16m9|Dh=so4f}@0vKpD5ea|tyT;- zRmT37R4q*>;J(?yeh2m<E}ehjCA`FpeB(!(d8-80{g4B_;sW#{8*^QK;Qy4B%eV~o zjYlBrWnMq{MOsmq4B`ywEkWUR#4+wyj?%-(qn5bHT^67>Y}B2q{+o;aKAR-aw2As* z_-caKI_{r_Os#kbyrn08-cA(yV1BYg3F44oZ&&GY*iqDZxex!ae({$ECq7|+L~knE zjfbHBFr3UF;2rY3US^ry`9Q5R8AVOl9|paOg;FK-t5NL8$YcL#o7xXKu-OuZ0-2%% z+Q0{dEXH-~ke~lC4N+gPL|=sK>~&S>*-PIZ)&ZxZ{u?$r1bv91iTVQ_1HPX<A=gG9 z{V_bMdHiLV(<<K_xd-;{DXTR_N{s%1EQx6m#OK3h%f!jZ$6mW{weTAO@8g-QuHpI@ zJviAtkzbpAELxIs$G#g^J~X0)UWn(X?4EDwPVQy>BaQPnXK3TZqTz?Pu2%U;BhFuX z6Y&Oi?>8ZQdr=;BsCU{8nunlApQ$Z>jQlESrRz84HC$JeH+`-$`e7Fn2U}Cnf0*8` zOoz`GT%tXD6M4MGAC@p$tWR+Hqk&~w=(1GCUF)z*2LB9ZlPdK4r15FFYk+_BF-&Ii zpl@l!euD)2e?(b9aRL72$}Yb)mkC|cDz7&Td2&z0e-T+lsJphMSbl*$XWneQCnya4 zq;J-}5c@Vr(9J9bKQrjnVLg2jc|C=2R%ST(cC$=hSvBI@@3z|?I-p}I5jXAfyfiK& zvknKGx4p{qtcnQr`zxt$+~#p^%42|n4S%OPx{)4z7kYmM-~RK+pII79J^wobeM@F% zRuMYH<G~m0LzKv;_sH6<GDD}EdQ0UkkNvS`9-xVX&P{syA}8``9;es;V)?P3De=-< zhL|hx+<MeN0Ozop#x8bAVgC;u;n&~7{KIdR;d@Vm|Eg{9$sdQ^U$Z;ug6|pOPh%oU z!aR0~hzGLuxPH&K%e($`+k?k+_nci=KeN4nG5Fjs@}D;Nf0n`>XD#GAiN_C`aealp zZC&Rd2><ZSmR*wfLmXN7Rm{zb{_dX{YkK(q^s_vR_hZmGCOo3@pi3_`Pm<Z^!5>8% z8nvvju5v_+x1lF-{kI{Sg!TSj`DjUK1M95U#5#G@mhgy<l&%o}FBdFml19Gx`k>=c zKb(sW_)Pn_8U3?bb<gctreO!_e2?s}p<efiRqZ|Ev%{9DcOkPa;o-BUf~ud;-#EM* zDZ!hbindhits~x+d?+A>-7o&BU*z>fTrIGadntha^T3f6SL|aTTl7C?bMT!Sg?j%P z)agjJMFgRH7d^Bf_WuAsxIia3^%QaX+;GV)YV^@ChFmAQint;jai8Ka?0DY<g9PG% zlf?vQ1o%;$`!waE3*Kiu)bg_ccHzL8VT9N1-$(nrF$8^01+{!7@W&4+cZ!z(;+zsa zh06?ZB)V$ofeROK!z8N07VA~jFCTLbcvW(%TlU!t#9{3c0eJ@WS<23g?B=!2h0F`m z$1s0EDX_VC0Ow@uq7_Z=0ax7I?w5m~&q^|0Xa|p~x)j<u^$&iW`f)m+8~x>76q8ml zn7`!zn$bED`O34Q_Oc=HUQ3tPdf*M_UQc3n=eYW+_h0Kn+~~I~N^funpWUGNO9g!O zNX?@94LlUfy`R>M{PLxEOLQ{$mwk-KU@Ul6@i{4t)OhIbx7{)dgK)mjGGEjn5py1I z*SPqgFQVk$=i6c&@LNKtNg(3EjR1`YJ08$qKKnb&3E{j{qR{DVOYqAG(fZe@n+dlT zG7EzT?RhjNr47HdwU*+^w}Bq`VP8)x>@oL-?a49V!ooZ~;Yb+rbLIvY3UAc6R+D0^ zDzV<)^Au-+LugK13pk0oOND-R8|>y&_)MjQB%Vu4^`!13`l%0=aqw^|LysO-3GK_n z^~}mpHi1Wa$Lot!Od=jm4saiY9hNjVR0=!+pVXjUVwwOi4UB*C{4elWrSdXUEAr&z z)`ZhKSl2STE6d~HQw&^YNBh8s#5m90L*CLawYT2|`kj0$i~cj%z2uias<HUo&celt z7Vxft@B|*SCG1DWl_N_yui`$wKP(LAvz*0x&u}0w5bYnz`2wBEg;evDn;HD!c==Eh zzR#qGj)&+I{O5|;zZ~Qpr$W7Ul1Wf^-@4@22cC1?H2vqBy{N0?(Ka6xhd!$8o$CtT zL?<u9y9t~a7i&Cj0=!|WF7r5vxvW1_NzD?3P`7yPSL11l`ZJGEvpw*oxxZd%9X!g^ z;NlN%_}i3J#^dK+h?`Sc{kq^uN=`N_Hi)~QuDmQ?wXq@uHXiyc4BR^(GWJdf`~AI4 zI4R(+6+!U#ofEmU=wk>u)@bw};)1Eh>#t<s(I&rbWD$>pXrCOH#r{2R9^gJkjk>!K z9jiV5?&8~Zo)0*cs=Qa42G=bhsI<5Vd>+?K|26Imz8zm-!ma_k5V7pMcoOqx^!#RQ zUEwdu1RDw|=+KWt&(yPH-ws7w*_#F(T_ly<5pnkLy}H*~cMykJ&yl}tL%&W<!{5Df z(4l_Jx?h(DAC5_sX2HI<hb>Ly+{f?s+MY6j;8S-mB!r^R@_mrXSdTOGc@?3`MeqZu zxPRRe0lRbJ&M$=5VXn_Zj`>7C@XdW0SA!8p)n94v`waax(fmOABdpKVGoSy$ac<Pw zn}Ih6*B#21OwA0x34HODDGzgY`w1e~Vjm#Rt^~E+M!fBNNlmbkfPWnI%`Cfxd6OQu z?LKxvcg>8{6a+s`R8?K@!yGdrQ-5hKSv>zkc4ffX8}kMx-z8s*M1LnsTHtd7<dqMN zT7C2|uZeNYFR&E-2b<Mja>0Wi*l_kxN`fD0R%>_ZVs3<zRoL!xvc-9g8KYFOKA%5( zJN(A;HQ$iSnBsa#3f|qPG)3HaQ|Z?s0zW<7@aY2LHmPyZ(7E%7?=ipFiGa&{w6>-W zU>#+)Rnq^yLqE`9e)=5Z4Mp_Ufxc|yqhqpv!%CqeZPXV8q@lic*GKyV*7>^o_1DP? zHiYhDV)_&4pCpReGVU9MzOnpjTqX{9mQ$URt_z)TLBON{co#pgkAd_*=rUZ3%U4!V zH@z5rCIkEJ@YrfSPaSsLHJO}%{NbcbkCP>M6dPNv0ukcq1?QjHV$gN$U+*92Igk3= zQj?JJ5v=REJ;i+t!087U6fSEauIv-In2311a?iu(<UZ)qE1J!M@TcaD*;`ZPs4w+2 zeObZx)ZRNV!}lD0`hF56w;C+b?>@X$gt@!4rFX;Hz!MgWTTa*G|2OCS9v|k$Tq_Dc zJyXOR65{L`5q!@6E1@%4sMCf~m2z)6VxB(f6_Y*K$21QQ_kc&JzY3eZ4#awUyIbY$ z_G?~v$W3$)_B}MK6VAg9olAwZBmumu)7dmoo(^*{vu;G`Mk3BXvY|3WTv|`K*219% zoS>_?Auok|;<alOxjyn9bAwyC1=#05eZ7Vw;Kzp^Q2IPVpG)NR@>1aS?1!D12l41D z+;PnlqX#czV=Q0+A2{rIr{8f7cwA;f-}lpouum?QcCZL~_*YBzvxs*GnkA2GVx2yT zUHw>reR}Vma$~ozt&Q*QMFrHom~+35YMJfMYmtAdEsne(RXxN0FL*5)ff^YQFACmm zC~R61A`Xvv?bZzh?zuno0#4m<i#BY)dPbcPrHh82=^JOhd;1Z7HKS?HzXy8j6Uv7z zCeWig=~sUEfLHok4klubtbTQ@h7hi2z;se)<|y*#`e~{_@L($6`@(<BG3Q}ho$cyV z#Mj>|HSds5NB&s5c>fAMulQNl2n*_reR{&8;CCe&>D#4Ks51?C&4dyoetc@%6R`(8 zet$0SZ{!)}4*Jujh~KpL%+^AIcZ{7TRE^fCYrhoepiPCY&4~&8$V)CR%Ooj_A&y!e z$dADLN?qq9szbqVnbkh+ONYL_CF4wi__f^i%Z>-U;j|}-Zptm-R>d;ygckI)@WPBV zJTH*vuli)`U7TxCxX*hP{zXux=n<m<9`W;^D?!|kZ&ZCO0sGIMiB&e`M1K6eE^Ze0 z&GOMLvk}k1swQ^bQvn?L*?3ev@G;hF#^$lF6Y6z7XG_O85GO*C)SpyY5?o`<YYk!7 z2icD?D<8$&Tyn94ixD`NJ@0r_5p$A9J(sI_fgfAv2a{|nFn>3|EI(MzlJHzAf<T7( ziqZk(O`>ls2`^q-srVLH5|YWwD!z{4c~8vB@zMU!uha$)^#Y%s34I>A2RqP+5nGsp z{oAT$v)W=G&)FwwEFsR&{k!q&)FAT7?VF1_h)=;)XD!=WVb4$5b9*hIdmB1ges)Kn zkl^!Z+9T*6`;uRC3!higA`*A&5AH{_W?)wbNM9UPk%OI-{3$1Xi}(`WG2VIP0{HLR zMo`-o;L^44hxL$W6frc%UVV@H4d3w`8Q|NrU*3na$SaOdo%C#k{mT#MTs{Y#{`%__ zN_F_>+L<9{Z}82Z*Y%lc5l{N^%{q^Qhh`X*nf;E(-0_Nxu5TQen|rYIw1Xx1W0(wA z5(V^b{V%<>%b06WAWg%+7kCwUnsXh`bs)W!XSR9=_(C1oPYPY|{ox~Dj))=7UOTY% z1M%Y3X~oASm`^OP{^ZKfV|eaQEbY}A?C0WZ8CeTA#NCMDd+A<?>)d@bf)<v9;-wSO zd*Uq#HbLvN7s@cl{qfHlUoOlmJub|B-U{{Z&UW$IJ+KGnI#2q4$Tx&7iz9GdFSOmW z9osNJOO9Led@1_CJD(UvfS)-lIfqSyPs{maTbo5g|EN5E!9yGQuGxfN6mUL5?sXLp z{6oGrfB39F{7I#YL<sACJCHMaL>;fE*3hcL>*8l0IpsJ3_kG?Tcm{uaaChX{D)2el zr{$9n;=0}UY3o=)=;F!-AI|pUIVqXCJZ(5P{p*s=YH}6o6SJR=#bN!KG-=9vzk<h( zxv1?|ME<}_=(7i3W$jh>PS^`Qkg%`J8S~x*X>R{3`C~~iuHaER3f|=27jsDA1aP+Q zrFlpp=50h<|BC|djt=DcXTY9aUtN?m46!6Usj&5Nhdx#N@OR)Jddz8xc||TRj_V96 z(BC3LpZf63yT{14$oH+j?Sx$ga-B(kiuD&S+qM_IYDLKR><Fm_zBB$XRBHFc>wLqd z&LbbJ*FNy#RSnjC&GkKh8s?U<eEMR5{N9YRyD{Jm_T3_>vuFl+^ZNc8yJ7TQrILA9 zCjzI^^^>|nQFk@ye?AM`pW07BBmw*PB;Pq00Gyy0y2+XVyiPcA{aXs`*CQmMScnIG z9#!^Em)wCfPN5${PXNc+iboG$Kp#_A6!&_~uFm`~Y4>@>H7@rjt-Wz>SarHQvk>uv zd|R(y0(kS_-mx+8@`<c3bCJfVk4ANOM9-ogMngxsiaG;Hcdk+q_-o(Uj8m~!YzZlg zH9FgL(1WRtaQy`TVk=K|st?6HPCJt9(J`#gUxwGwF3?R%Y@@@C;P>oQTNd-k&&q<= zj~oC_Gg-vP!Y@=FzO>(+pJZJ;#V3rp=*Fd?rH^$i3G7Ol9bKxHgt%%}&pa0NS#G#~ z3PPMPWHJ0Y1KfDERMzT^pIg_0^Ey;9w_tA)V}Oz+fzLf4>t{Zmw<S;ByFOt_nE0)F zX>oVHw@Wi&33=U`LgbyPRM^WO**|A-ogdTbwK7l_KP_BQs`DCiInEM!#UQSUrA*3J zUPgW5*e#VR_y?)fqOaGk{cDej8R<Z$G*{k92uA<lu-o~eG0fdN9u<Ab7w0OTzKY6D zf{s`j6!UHvy5bcYw=@UzYgR_~W@qA@S10`lFZ3pVDc03^<S_?y<qAal(Vvjk)sl(z zTs3Zul8}X+%RG@cn!vs#d?(L9-YiNWFnvQlv%ql5Q|Tt^K=<<}KEhvCV;mc6;Ah$t zUkjc2a1QT^#(IP?;(ZVQfE5eQa}@KjwTq%2bUd|?jDWr_Bgu4XQt-C485UO5_m>DF zLZXP1F%3EK-wdF8GH5w}p9Eg1ovqLzhYoby)#m_kW8vN%s@><7WOy>2Ndi76rU_HL zA;tNbe)VHPh<Az?rT7n4gSU5SRR`Zh9fQN8uv-%KajiHRM)1WMHLH?$2QZ%`a?9Yb z7xG)V^pxI%(0%fn{@e}1c`%Z}^Byh8_g>yi%0C4jXTLsQaun+@I;2;NJW{oSOhN^I zLC-?}whMNf&-(NiD+Tf;e<xqVuh0!huXF~Gqu=H_nYjr*N4fIrwJ&{me(gG`>1V7b zarv6unI7ml^`Fhdz@r%C^V?5if9QXnV;<Q-f96;Re;jZ{di$KqNBqo<6{LIz9;Mqa zV8V+$je_at*&5^zUujq}F2+M&{Tr{C+J^q{j=gH(yr|Q<YF!}OkGjRj^QFo^5Knaf z#WqvpbNO?JZ=!E*IJe_APbP3##_q1_CCt-)kotu20eH*7?z5$d$gk8+Xlm?1|7mFu zTU4|aVWo;v!VEv}G|>CWXG1Rye<t<i75aghyf?JDz(Y2<zLgk(M})rM`wM(%QXl*& zDi8l9`tbOvD*CQpQM&90@AefZao>F&=Bc_5x$(e>2Zjmn6{0Xd_W3F9>+H~X@)}<~ zSV7;ICB0(yPt+a6znu*E0KYyLw9StF46Hg;#|>OC_PphmjrH8m7WOX<dgn^A>7!@q zI3M$fyFB$5>h3l~6tphz3ok>TgkJEbj)aY;k1=0l>Dc(<bzH~j)q&OHnCD3sku!w# zZl>#e^bj}|L+oRE_#@5@(e_2|fcJO(KFe%{cw?PWNj#17C$}|1H3FJZe|=VH`y2en z-Zo-J6}kcYkA0t-%5eUR5W%I4I>Y))@qJdv$8#t$0%BjF&cVYn?(`6GM?_AJ0_)73 zsMEZ+0rejT2CITr<OQ4Dl1_%e?-Ij}P4Fq|yT2~$!p`c+TPf{V!P9@&&Nb}D5pH8U zrvc;>!Jk44yU+*Q${(z#jC_@%@=J&e&STjgihFn#{$}Rzu}}c`P13OS9r5C(`z6~! zY50GWwXPF>zpGm*DU9`H7mbr|1rGjMT<6+-e!%PXsCMdjyw0~<t`(m{;aqqvg$cU6 zy07+VCG^yg#pes)!vf>yrA6V-&#Zn&d;CB?+LgX@J`3x(cC&sRyp+F#tmiHClZBl1 ziFf>n$A7f?4znSjjYwtK&x>;rH~uz85nwN59~1T5@UuN{-5q|bFZ!)s)&l3UM6S$y z0Z)Ec`8=~X6W2pD`Si>O<PjNr%Q;|Q8%m}PZ=zwJwgb$UW)QdjQ#Ta6jQW-JF+z3* z;&Wi2fD!WfT+!$(0_?|Cnt$Ot>Q-!-jd`=cr}+m(s=l}n_K1d0l}q3?9>n`;%dnoJ z1@@iL6P|wJ*JZc^J~k*W9=i!X?sj^+ZU@h;DOw+?z&`wVu2JkIhWYGmh9*7WFYG2U zOs&W>#@xwmronSU{$2^$!Fro4x?gt501rGgJTcXV`k$Z7$J_8X7WI23<G_`}7E)K@ zu>ag2_lQ~I^^$zIA0Gf-rX2gRk_Vor9QbQIAN<nvdD*SFbHH<B;~zc9PsfQw0<SJ% zKZZFMG>s4sh3bSpjv|lZ{O=?+@Fd@@DEgBh@VZ^D;W_X<{!2-pA8@T@ql`Qme$$pD zx#t+{(ON7r$``nq_Fum~E!I=((YKnP9O#3H$(}#)2=lF|KX_ilb$2vyR6Q_(pKZj+ zNyEQx?)9vkIb};YOGbRDVgUQ`>Z#EZ@N7-_Qg`_l`eMIi415oRu1b<d-OGtOYuvVO zH?HHtSYoW}P0Xb+_^$bG2iIj7b!UqbeFB&7hT4;1J#5s@@5j0*x`i{Z(qOKDEJalf z?3HJHgW3&o!(q;6nRp#_JFmaGjE4CALqgvXypQXn>d?J7@W;P8JDUv9|Gv1`>H$wB z2Cq=>&WpdQv-DiG6aASjhFpWNTk(ZE_ab2jk%z19+C4%4q{0M8)CTIZ3$IR|Mm<8j z=v#dZALcNf3qNP#f&F8;Jkni@>l9cV-KU25;BY7Ey#{pjvuv|O0r(!;Ln%DKCG(pT zAE}{l%JEo#S9bz_85QX=UxXf&ULen@1fKZsN#_??@bgb4Bz^Yat5df`+^vA4J(VYK z!p^lGSoPO}zqB-ya5^AA_?Ea_w~aUw9!(OTSOWiI^RM<t{$O~6b9@=NE<Z@P{H`C@ zC(`cigm``WRZ30mZ}=q-(fIZT^1e<A=E(u*ij*4EmqQRA`wo}!O`%?0;Wd6A@q;Ah z$&uUWBRF^RgsUto`hM$T*eDO<zB=~urBva0d&T|A>%gDbXSVDq$SW1q$v0)O{^ZA8 zwKIS}T8@TuX~E!|<K@<8We^|EO*76SZ{D&Z4%yAaZ?n-#m4nw0u8pXLh+%!0L-rqZ zKs@m3%nE44ey4p_qr!a~9;l{0I{`iGWx>)kc+eva3;MUrz>TGE9ouBkCEi>(xI3qZ z^kbR9Uf7F`TwiV&*73MJ|EwnB&>!bq*=5-G_?W;QU+m}Fd;NL>@V?^*OTy)K)Vtfh z_~?Q6zX?4fM4^TFnM8GQKkT-u*haYM5Au!V`+;t3@T&lso2B3_OBPr6SYZA5MXhA0 z&mwPLWb*Tw#@yhAe_?~)z+Wf=X2zlO7ID)i+?+-KYuP)`e)y5Kx3j`+@CcPZQDXnh zFsE^gG52m0=7Mm@uBPC7&1^SA^RQ31gJl2Xe~UPDQA0zm5A~zQqdKQipM6d8nmSMi z^%0pG#$TwX9Bfpmlwb$nur?av(g8jdX5Y0&+<YIqyhf`C{uWp1oYe^(BswtQ%{MDT zyiA;8KVGkJGEhJScvdV!G$s8R^&BZO`X|sitchq{9|14Py+3B&LcT(J@WWasG0uto zCT2aXgnH!ZUxyN^F+cQtWA?3+z!x9ms$@^-Z9E?~bn$*;HXDAi4)8J0C;KQTaem?9 z-}ReRz~MN3dL~NbKU{rjdEarqRkz~PbNGEu$%+^c;=7WBMA`5&<S+lsa(2&gA5#q+ zq&@{ZUvv9Qn*tvD^^ht@I?nUec<m2+51#XC=0_vqL!bUTsRa0`l`g++E^x)Iz~tmP z#D^Lp-P|B<@Ke1DnZ;PYN(r~#|29#lv+R!ae!knEP*@{z0DVZttW&|*r?2xJI;_a+ z?wNgECV|fSXaA*_*}y-ASH`xDA8?-bv{0x$^7%=1Bl>nB@LI8WBh41nVakaN7Bx}V zdGV(+bq)FbZxiozF0Ajje%*#T_(h8MMB_H{h7gu`XW&HnKYzkp4Dt$_JC|jWtq4Zb zDWpe6p}*zLH|Ild`kGOf$YB6HXQ|NaB0`_iLcrfbZq)IcE&tXa{yyxt6Sq(YKDZ8Z z8kQn1Ki~ObTZ}$#y(?^;$nQxewJod=2mY)!Y&=4IPB>O#Mwz$U55oMG2zbpsz&O>j zh<+IAL`oX)sp43=Q|4chM+>+~X~e=GhFrs%fJYB$K9C-HfjmH3nI`Z7biTcgY%MF; zr=q^hp)~O0o8m*i^>N<Qrqxj>68QkxgvF=`;znk3>^I=XTT#U*b!zm<KadmjC`Uf% zyN_oXd`fhW+Wq~zcF#xHm+1waDtX(Gr4Ih(XQ81AoGi4nX}0VIPhr(vbv8sllhMfL zAmTIcpZI5@S-XAWX@2?}*q4Q1hmMOl$2;(h>CFf59zKav|G<lQo!*Kh;C{7loX8wQ zJZ`3W;^&nB+`c+7P@xAty<I?e1%9J(BFf`;EzY%9#qq0Qy&}Gk+1w_#B6zQq3dg@f z-T%pt_^;qCkBV#h{~_MHGk>`&%nV%MBuSUtLVg%`n|N10kQ&%HPY%0Z5z$jF1}{E; zL~-&YbnhUA4d-$AU32?Q`nT3NkCCygJCFEhs@8Eo!4Yxkkovz4<S!d<Q@n*ffsf(% z*X(cPb)wuIl(Wc><Bk#Mdg8f5<yV=$ArCiN2%`SlfjAQQ??F=^`WI#@wvrJ4_^mI- z9fSY9Op+5A1MV<hb-3#R9MZPX{Q47o`ryxzF%f6vMTzG^f8u(5Ep+d_!@fTwX=TgA z_iFS`g-+vo#F^;wYuupQHZFcowg)e}r@Qz4d-QD*ol1Cr3H_M?zS0t~gPk_j=~Oj5 z54kLdk_z$KvQsrxsnCW%P1!D>0N%qeVbZV)eK?tPHuWd$wZJppo9qUj4`zR$kPdZ+ zeM}5?Jcz>&pJz<=!){ab^tiQIVed{oRGvc66=d&PruCv<;9FtMKg4NHrla$kG&oP4 zq&al}deThod)t?Yho!?8$dk^XuO)}s%n5m3{{x}{ZLGV@K^^@);9XCC|D|g^i_d-i z`93#vy7cG5^Is5;Tnnx*D+9Ma9ZU-1U<5vC>NMWR{pz_dXJvRHE-1yExH}GBMmSwN zio9{zA?l!vKJ1c9ct%wQb%T-@!Yxz4Tl;n*@fhgL?$qYh*w=|3xyC5)qFa0Xm|qSe z&v@+h!4SM6ecx<%(>Cg@#Y=P|z>&99DNPL(;2WOf{zl-Vk@ePY35XA@6$=OB)olsH z?97az&|SUkaxZgy$9a}}O**ou<6RB@a+w=(pJHC_s5bU*(t&^Y7IYQr0Wq6IM&v(7 zsA+3azcbm}67`7$c~DJ%is3tJ!XeKe9<LEkufM%+D3Oc0%u7DX(^rwNUc5B7aT@zB zIZE7}0e;DM#6kHs_UWmt9N7!x87o9VM}mN7asOm1O^{Fc8PorTe{y_oA5Z|E^GPJR z*Fy(7P<50LYKe1m2|RJ}S@^q*15=S8`s%J#SPfR<`3Dts@kIJ~o{gAgGAaCwSYhU0 zffM?Ug)TjMsRui~y)_zbivHNq9jP6}E0!P6qu8<j*VwN0P9hI_Y_+PUUyA-ii}9xd zh~qgqH&|)FTazN3Uom`#o;0SbvyRX6KhweE@DO=^wALfdBIL=liY&bm$P*kt-RQGJ z-{l9hd<%2vNvEX8Iug)-RY03D2|Nrwz%Frak1e6)jJiPz{N-dlSL_ci)ZI2e6r@$5 z4>!2H>vS~wn?6r2N!<j03b}sr8SwvB=&NU=h|^~T$s+Txuf;c8LrwAdwg+ZX9R6bN z*hzW5GoNstKc+nFvoLVW{cFe$?6j#^w$1c9@~d77wq<toWkftzc?La4Leg713h|i7 z>;RSHPsH`3t3eH?P!B7u`&4@Z`f)?J{Xa=70_}Yl#*X{Ix%(d%gj11M*wiWLzC_){ z&UudJI(W?A;i#+NWfJPsYO2sh>$o}SAKF4E)P6n^i@dt9sGh|cxMojNm!!slb!f5R z9|S%&oaj5PjCeI`tU)fM4c+5g!78gSco#?EH)Gg~Kdo79g$?3DqN$v<IP|8(3BG^y zSl_*tQtWMrD~CNDJYk33Tx1a<u-}#BB4!WZgS$<a-ZSv0#eJa<PvCWT3f@du;rz*4 zr`f3`8`PC`3yne$kIP4H`kh5QdFhsQWit@<)9sk$wX299XP0LEfxBrl@zo__&|k9H z-#CWjJhiC6ku`qsF?K2{TJRN94b#hyz@M(z-l|sCLw<ciLx{8o{AtHR!VdV&w@uL3 zQh^<{|D$C)2)`FR_~iojXP~V3{Tb*GeA{k8|JtCp(d4CFQ$=6PwnD`RJ<RJqTK9)^ zANndyR4yqj;(58Eo44aVkk`=^9qxhMCE0z{b;7!=eEKaUg!QfW8y3tu0sH1-B9=v5 zQziZPe6<1fkIDBww&1Vr7kL)i!CM_aAN%}d6ZO@5Nu?UX;O)JdI_6J+GyLt8PE43% zrcA$&_79$yS@(*W95`ovntNISak+V7L{8lu`D#65aQc1ljLzD-)pW>%g#!#6z$*<0 zIVU*-aULdm=7~D)BixdG&;fB~I!Bx`!47=jUz^>zJ>XruY^?`?KlhuX3SQ&@uiUMl z&Q_xi@at;uGS>N=t!TV*3i=|=KkWH}_<O$1k^7ki_QAa^{SbJ5chxVw$ZW);JvZpK z!G}xu3Y)Bx@qIar=ARz#_77Fld|pF*ahTBij}7*~$XHMWzeqB4n-Mob9`C9{V|okx zct|tL9rY{<!`5lFY50To<tLIQs8gKS{%@WE`Q3n#vpnLE#{tDiZLE9VxP2G>tR<d5 zeD}!ym%zi>YL-(Wh?B22s}h<pKipJ;H<%msm``aT)S|n6cFg(P*eAM&XI(pe!N*Le zw@p!xdlSsyv;u!R^YRu8L<+)+$I^f();;iM^RWWNF@?tRBNwn=ZW?u21IYgy$sUgE zJ`ZBz;<5GnPQcx=&5%RbSGGRcC+4N7TL_W&{sI0ln3eqJ4gVRcRk%<tg}4&6#&~xh z>eb&b+9v>qgX79eN0FE6-=t27{|dh`G|E^+-m;44Sx<m3x84}F;a<XX2#?2|-5-nd z4Ph}Eq{tWhL*pB|_9HJ4dUmD}yp?5)LsB2>d-m?NNRu2Jf@bqkPWor4{{%c?s0U6> zD3fRYDYYTUS{jx8b3{MwO{4j<@#xp>r`9^h0)OVR&QC`?RS*%Myt9h9&EAkwehRvr zxZ-KwA@tFSoR_9j#(5vQwc|bD^WiQNFY>^5yEg3(k%6Bs`OGO?QO0w7O?i)t9R{D( z+v72j4V{V*w%UVu;n!Iv!j1iqUt`pidx*Ims+xB;9FaG3hEQ+=|7tYv)d?D5en9TP zx}&ZYflK*W;H_IY_Z9SCjdVQfIaTpB7xHlaL1pzv0dVc|CC>si^mV-E>o~MKfBlL2 zxFzRD<TJXlZ^zf+Pkv&uFE7K6{<i(52LE%YGH62$1%0ZtK0l$KMABZ?&IS*)K63Qp z9#i;9n)L8-@YH6u(a)ani}LkGAu-^S>X$UZcH|E;^y94=8o<BB)U~@<=QHV}#x3>m zp9UIXHuziS-xJHbeG7#@vz!<3{??w~R|lWMA5>p#S%5FigdZ7^x&|GPv*}5(6!MER zOlT*9{(7c9fZ-GB*B{ScCkH>@AD^z`dmDJF)gm+rKS<3RYpO@wRA{}gxnl?XmLb(} z6u|zdX}`IGx=ftV3}@s6)SKP@WlL1Uo(=k(+>tk!r_qWx!HyYEDG6p_U%eBTLXK^t zF5%Y|UX1nBNlD!B!S`Ji?Pv@N#W{I->3gj_=<5hN#CYlz>JW-Ow~Z?CoFQFN6%E9t zgZd;k(%84flCQR3uY$*pRv-Me7jsU?BzImNMjwBSlzS$0Ey3lHuy=^pVuY7Xs<3wj ziGIN?;96nv#YD<`(D9OfRBFC~u3Wy?w+`Pw>pat_60$o#s`JH3*qP>VMsGiOXE+i0 zTeTnP@90n<<ShaxdJGR8Is=|laC<3G2l;b{qEDe9`kgMB(bHzw5cmUv1g2r{Ob4#d z8Dd=x!(Q7KY`_k3;u_kacX5n_sIB2=ND<G|8|yeHZE70leiyv8rPbXZd_babJHQ_K zp==nb{tbLTZv*QE(`)#CiXXTC$I*4iW8r;aM44qPJ1NQ*MY30BWMoEJ#cL!XrM^~1 zh$up`SA~!f>dkIZk|bLyd++so{QmO6JMTT`InQ~{x#zya=j=Y5()o)AzhBr0?EsEO zOhse{g0F;6$5{wCLFX4y)273|Z}Ml{6F!FcFMaj{`#SR8iNa0;yq-$I>hiq<u-mEW z@7{<zQy*LSC<MVjrjCjk!Conk=q%C#2S4A@A{^C3-?FTq3I76gp1;9l$70d9QlrYx z=m{R!@K~h{IzS3<h3>`+)Ol&OXxQN2oEG=&gJI7k+xz;dfhX}s`|B;M(I0P3`{GX> z?5g<tD`)V-KC<F0(LvOM3A<|~h``(Y$1LUGFRw2dc+p_}iw#ACV!@Z>JlB{~)ljD? z7~>BG&v&su8@|)$5itCylHx0LgsGWPw~y%0em?PN&=~lWr+kPK_)U@)t9%HbXTK5u zs2k$`M#NXqCG3~*<!x3=)I;A5-@nw-fqIX{=+;5hf3CP)%rf}}UHvD6v`Z24hfm+s z`|-XH_BzJaf(H>3Hl&`zud9cgB~4*x?osm%uF2pJ52PkD2cWmHM6nej4)(nLp>w<n z`G0DQLE91ZncK;b-=Rf4gUwk)Ndx^_);8}yMk9aKne80_&$F<WaOd5|xd)S+yjA3l z+p#z4>+fLy2KrsP@cr`y+3kg4KfLGX2ibvpTeepj8kXQ^bVdVe{iq8*^3+U4+<R@L zchnTRfGA<@j!zW&?))q4G%lbI^3|O;%lN*ln;jAXtH7sK@_AQH*lRqOOK-|fpN~hi zD(r%R{>9*T=m>?hB5ysUu`at}FK-}E?u)ydLXOXW`W?ZE6S&cGywT%LIpSMlTEt2W z@`%!6yN5razl~;QZ~*^@9H_z@uc0rD&pVQR5%a^10*o*B0(S<^6=qR+5QlrC9_-9p zKW1eh*O-X&>=#~^?QQ_y`qq2N`V+ptnqBu?k_XX{+4^t3G0ul29J%tj4SY7lB6h_U z_B`A4G3y}k@gxWH=T_*B+8u3foak@5eoodKcAEG~z~WmF?zxRP^hJ#WbF%}k(XyIj zuBB1?It}7TtD@VrT=3628UgYeIoRo>^J77I*n4~Xs}EA}Q_ky7Wt~`O#((@NSeJaa zMbe)}(4*Nmoyjg?UP96z2WIewHv@^{+eujG>dO>T&%iUx_O-hxU@lcaFwF&g-nW;@ zUK`4L5Kkn~y-$aKjgifgcVj>2z1Sppx=^>g-LFIqUcP&!K6EeQpNz8gErAHwN!Kp( z(HZFfd-@b*eZlv;m_rLn;g|O5av5)Mj^$fGmk{1}l0kgF8~u|%$`^`U5I0<>B<k6B z<J{Jid{PlF>QUXCe`saV?;3lgZ&MjM<Qnxg^*-oGQwFKJE$&21bs=7AoR^ykrQ}|H zh|ez?Jtu`e!!flJk(B74DH6HM^bF^@5}%%ZUgHkEt>&`8qsQ3){Gl*uQt(iVUB+*f z;lD>#R?dJ|$sEpPY3hQG9}=7`4!&jMx|SvYy!}9QRayo9gedMAw%d)mmey_MtKdI6 z`*~)@V9!qJ2_rfCfS0i!&%9Mb-KSFVd^>bDE_Ovbe|q$#Q(ZaA{tbN)Cr-b6U<sVR zkVxXz41CD!8ydprnxW16#7c^D0j7^0nZr+#2w~9&fdjm6RzxMRer8i^>FmtFgD2H{ zSYfZ8&%#a#0SEXTV;d-e+hL1tMV8_?r?WS~dG<Qu>fHp%I%ni*+oSq9*iY6@{q)no zlUntkuQfcN_x#s=w@MrHEzQH^`w%}h=B#qYEz!U9&UdaKuh0BsuU!K0J$h@{x;q-W z?a%m;?iJ|jF1K{1lX31M={d1F6Z~n^ww{Rmn(L8Yxseg<hOW)C6+hPnRSjaXPeU%= zj+(f)sZ(Ho6=O5zsP1)i;~7SLHfJEXU{3r;vfaF5B&b8O{th^x5B->Us%xeJxc)Vz zb{o2Y?77a*2e6*<Ct3;v_v4)C1Z@fvzE6ya(Zk69z<)FBl4GK<u2G@u)X-VUtSS_n zfKScBLTCSAUve^sWP+ao*OV8fR&vlk^^@|55cb=qZodv6)@e&kikA`o!7EhP$61Lw z+wIr|#Sh5mXP^5fg5PvdWnW4+K!1;F+pAc-@3{tbb8h@yl!dmB;~wz(ue})!_H!{Y z|E};};McW^8}Eyduj|@GNCM}(FJ#hXAny7Yag{Br0EaAE`ohSNKlRFfI}N*yG^LW> zxyQcb#(3>C{J`vTLjE>AzMt@cdEQCXS;=O(+<_D4&!!t%R3n}qDZaaexNP85x~xxy zytn-R6Egh#wIrBijo16rxL;~3$b)Frcz)_C&c8K{3oq{6)Av;4XZn`~#O1%$uPo8` zJvzx|D%^#>kBjI2d{XfsS}+_fl|Wnw+wh?K3|uCSuSu-~o{U`7+si);UCaMVZ9TqM z{nGbo15?aDP<S2BiFjVG-G25x;_HHI_1*_q&m4Iw>Gyun?Y>-_75<I-!Ma9;CIR`u zt1|wo3;5oJr>fNFvCkFiH}mJf!+*va@i{^_ex=y>k`1_hOV|87;%+&^gh?fMX_Wr` zl4Zod$i#vp|KTUa5s{@#*z447a?S+o)39_vMGoSqM)l{x#mhL?`Z6`gU=M!oF<m-| zJZy`bX1f9VWlOo(%yk2}Y8rDU8Sy`^wdCQ>yto{??`CwcbMq<JY`%M_&(M@yZpJ>> zF0j11h<HABD){`vROm!=Esn}*IA6!C#Jw|@PurBI^&R{n|AA9T3;d&IPFDAG0CYLK zOucM8-b+#Nfft_d*7Jb4@(6QfX2}ZvgAPJ=BGe<~KlGy~b(;I3?!$b}r7g4*d3b%A z^s@x?QAwX9Y;&M4^7dEX)N}9#ckZxss~!FmqEXBQ{ycM<?~FM3pdLB-cO~$q6ZK(4 z8R$4qpNtsb|5~=Rp1Z`5pBXXIb7i5=bVey|ixcssQYU?9F6<QoIcGdRf24vg|4x0z z#$_@0i#qgUoeDBf@JXv-A(sQN=WMN9+5O0W3;uiFcF+U$iqQ@2<42Ka<@Z@|BThP! z?u(wq=UvLZKgJ0iqxIe_<#ZzU|A_hBEMCNyiCtM?W6)_%Es%Y<h1Z=H<G6|aTJ|PH zYD4F`{ep?G2l~=LDjl2lBlw@xq_Gt_`suQV_^txSDg95ZZ{c%35Hm}PhX2evziEqM zf<E!JMLO~=zNhJ!?athJt7SfhdHi3;A@XSi_FZnj<l)oECwfZv*>++-RPJ>)`IiEZ z#)7okk#FlhJ=k`u8@%;$k*o4J;&h7K(@XFZ-Y<>Dxn+n~-Z$F+jsTAbUe5;rcjQFa z*VvKY{QZ1w=rA>O`28#gnJ+`P3=^|E;{*Sg=r338N4}PG`VVyl@{>A$_B&hnf14lw zKj2M-`xfI)y-4Kf9ZCk^f7Cls)_<~iT`Q$OJ@D)Hijbxc$a@a|Zu{0(482fc_^k=} zfCv5EfZK}D4_0Z@%ka9ME-Jw`z`I5pJ}wX7gTe);a$(qGpZHpEnmo=iEcy<7mxCSu z>eo*?gMM8HQj(v*XMwQVLMA%YfkpNm-p&9&NLM^v`4V_*WY}zk{nDt+`w_^7b$#&Y z((PQ>S18ZgHSi}Db+f)bz^i{c*Ev-2dbr;A>jvU`*HFqVAL7n$uKL$I_c-%P?TWNH zj<|1EoM2jmb1f?F3HOQ-$J)rh)V&68aZa-i!?|d-zB@fXVDB0siyQse-vdK_hdzKm zo$9b9W5?$_swZDO@e+Q_akN3G(Vh6P=e<-Lp7&|QCS()(sqHD7=MHkvccn=#`Yb{> zza`{u1Upk!tlX6Ug1ShPL#Qn5L+no_tE(CM^(y;L?fkze`(KA4?2LW*MezgZa$C<B zas!c%U!=W4_d^<XV%TR_f%P7IZ$T~tJ@Pl5hC@gpo_FzVdc`30YV(GJo3PI-+?xgp zcIdwwi}<m=8^70od6@^Cn{Z;4Hpb@}JK#2(#t(e+tQZ~zJ_`F=&AZ#6-db);J`Nm9 z{C0L_bQS)jCQ0X84ZTItUc`}r^KUV!)uUyIb4SWuEN7u-)N)fhMeNLHY?uw{L%-5= z!4+c;=ph%?6{EWm5B~09TLx~P4Jb2vf!DbdHC@Fqg?iLu#$R=F=zlTgRg=*`JU*+R zd`lht|Dsvd6MR4KasC6#Pr)C`Nv8d7;#|@VWe@7Z&^vDSywCtHog@i)X&(a}%HSEz zW<2bY(_@Pe0-Zzr--WB-ujOro>odBjYwb%vM1wj?n|5V7`3cm?!f7@~&jW|+%;b0S z0gAsAmQw=2CyTA_gcQ_$Hf~Dx1CQo@D={*|Z+8uuExaRv-O(!-8^IoDE|^{1xzGMM zi~YIcEbK=^k|=u-`sXMP$ST4Poouge!~;LFNGM%{CeSB3bguV0c)ykYxRUlS;0J>` zo8oEkLauGwpwHkzYo)qmz}@dG!80zekOw~x>*NLRe`ooyZu2a7s$s%FHtf14_mJ+3 zJk*VDlbW?)os+Lro_rq!9O?Y%L<L+^TyYQQJG#SX=acs5W6p;Ev>yix`cju4btE1G ze>ujKXE%cRVx8Qv42{T-*uI_`hF??|*y!^zW50@aT@}XfrxJQ>`SAZx-VK%FN$@7J zcc-6zM7?>l?D!P$=CT&+$LVF@PJYk57R2fF%BSmt$sR=RCw}75WB6Wg>rBsA?fCaa z_ba|Qw^Hn`dHy2usXw*;CoEClx_8HQoDulRv3@UOFZe8drQ6Q^dIoXo_o}dN=U8vL z@&dnEkFr0BY(ig#XAq0=B>GKXicBZ^K!*q{n2XAGB}!H{o}}Bxc@^<%$6f=^=PzcD z{Om`bHAiahat3&D?2Aj=HRxKwn>>4yz<*Pco4cL@|EAS5_7k9oHZ{mn!e2a`d`ko+ zz&A-c$&;{;eKx}I74WxpElQ(I=;%3N%RBR`sW<xaWBjpyqE+WfXn<#=p+;tF`2W}q z9)8&Oi))l|`*MJ1w!M0Za>y@J`GW@QP#>D>mF$K;EL=TCwE+7MZo9hcEqJ9NFAdpU z@Cy<?mhBhddsqGJ#O3ig+iaaE8fEPJUemL3Nth!YmJ#tT0XmarbDBag_+QEAsx8cu z@C&brrVB=%?VD|d3r>lC<321iX3#<EEjeBF@i{2(^ijc2s7*!)Nmp^c`oD%)XXxH; z1$JXH*}w^TDcSK|=m*(~yQXvpINHhVyK@hnsyhkO&OPS5xtT0p;IqyYjIZo%P=7B{ z_h?1FFwRTYGI<$zk}La>niIT<`&B_Jc;$;XGSp9jBi9lYs)kHZmyw%#*noY^ny7Q` zmPQ`Mnr?Of2I}m|He3wi(81;nhYc8@+wam(x#$KymPvm62JBi?;5eHd;&71vUFBiy zqrh0Hv}hIT=~_XxY=|4DMgEi-O@W8S2WaMdg6GkCmemep?(gT5p>{7YXJ}r&JFXvk zLVxM4yMtJt?U?XW;7O}mEOy4Kzz<&@fkNQcAkV3^ca3=d>BBjxir`Ims2*8>|B4nH zIwe)YZf|?N`}_^-zw}P|4%Rndqiuy@9ysnq?~ywI9BX|Zs|kN_wc15h?1OyccW&EL z%s=^W-~z=S#DTRR;hv7V*kAgmlmjWqQ+zaDNr5*j7{q5E;)WeuZ++SE4|x~s)7UBS zA)B?i<*5De=YE0t-a}ZAl7X<qc<5$tJH&XvZ(D^g{%jm`B}xTa7=DK?-sJW1#l&9x zT`XK!0Qy`3jnCUn=z)<p?6?H+e3@CP4qw>i!uFdcCGg%1wZs?-)UjX0T&>eAMZ8bZ z*c~r{yrnaR$>}T}cam>+7xwi}J9BCVc+~R|_s)6L!=KB@MMY*pcXTFG-~`U=KCtL) zMI51*$T|ECco@jDO{(b%+_-wiH+dSmQ&YUf2A;pQ`h=?86Wxtre@DwnJcwK8=qbO0 zhZRp2_MHaLPE=vINS6-&OweHV#rjkYRh)>%dB}_+N!xGWMNbTwsdoDNC~mV=9p?tW z60RtmfxmG_jDOq2@7(Mvd<<5YYoe2oIn)gP+3~@<=PUFui4WzKws<}1PK~ZWccOZg zCqqmZ^3M>h@_d}v{g`$#GaB*VuvWvk;2HWX%EA+t#1VfPs#Q~2fJYxqHkhF6t0hee zbn)Z9uef`;JNm^3Ws9qQu=m!MU#4lAs2}J0_;YXLK3!+OpPuN~xS}wkvP%hgl_WVZ zjkx`xII6O90{t}QPg$9vdweED%grJl4P}<!X79xu2wOoX(jc7UAnEyA+=KHi<ez4E zgR!3eX;Gwh(Ayqv)n4fUUIkqv8a@H8Rm@&Ha~S+V^MI%AOZ3U#ooVDA2X9r_pYa-Y zd#4~Wrv~d<uN^Z}`V8y0qWPfN82DWfTDEco{LscA>2)j4G4h={7z_VNjo_u%lY^hA zDW8bU1P(asuWsY{j$}2TuOS{}RCfm4McnZ4IFWw31bv2I=N`Gj&YP~@W4nU)due`# zfq@fwpO~Q7!6o$J%uM{5R!1D^NwdpGJ?|!8Cdps{{ICA<iL;`(H%KL}OyLspjmh3} zeVng;)Hr+iO$PcuoVR#h0bhrIHz|4n|AXy&Xm;ujwj|SH)bg;C5AQyn#`nzP+C^mx z`?~e@wD{*R*mHWnoD%*oY~W>~hV`=)OZN&uKKOj>=b2*Y9;VxcNgv|C?+a>ViNGal z+WEg}E{H=t!Kp70FH%f06eF<TCmQ?d2QNUMO=Zvc4Zn0(@#)uhMc-Cym-^&K!~w-q z>AT?X6^%S}M{2->nFWHvKBF$ptUNLsi~51ZvjA`G_esl|zx#n>ZZnoWdj8Oll(jGM z1K(|>87avRfj1@p*{FICK3_B7koyh!&t%j8?@zod)Y~_R{bu*?5WDvn?@t%E_b>KE zo>td!O&fT0<5J!-_ARAy(&r9%?cl(kqP8fU%l^-afdlbXwtH7s)gQ#Im0Amr6?~tQ zn|=0T;I&P6Es|sqcU-+oZSgsNQAkKAV1L+#!q199_X}!N>>~vp-Hy@QZ}tZL98%&} zk6@h^3ZKs^av}fqCv5-1KD<7yk)`2`exrsa`tt|CCv5k<Gsn73onHE?&wzZvq3|bT zKKcWWFT1HDzPC}_-&N0wIO!00#q=xsVl1y2EdsCRbV4pMQ$eSo*=0S%fq9?xB#y^O zz-ykCF$m**(nl}K=V5=>6Ro@V;&U*ZXDX$)2F}lHo!u*eIh@NZ;zL=e8{WNQI6#U# zB5>GE2)JB!gKQ!HH1M~IA>-kF<k=rdFVZaF{dvBgFz&(knX%h!5X8FS5?Fy2^u?^W z#oGt~kF}$Y?t>2T_C4EB3?BdFN<zqg!^r<neEhHp{$2Oz$q8ocTf+yv(I>;u*NZ2d zu5Vy}?^R2wnxcQ+IsYXF2N9V?Di^1%5wCCcsOwFmFJL#x8c!&6(mU>fJM+yPj_Yo{ z!usB>$@x52hjZRJh4ephzI(UM(Y;(|$Q$lWq&x?22#upsDtHV&X#O~>2Yi!*cQ-4Q zFY2`4DdI<9-!C2)@KvIpX#1P$hcP0~I}0C{J)wcP%BFF_6L{5nMRSOVx~KPp(!3MW z=m$R;bnU(d`YR{XMC1H$ZpU<cKz#<dBgXW04fwsJq$Uu^hdwVoz5f!iU+xzQ+>_c+ z*Bj7xrW!%rRJUW#3iS6z6FnVAYVc?)w)X+}zT7_o3l{dmPuV=k^|io%kEJvJr9(VW zXcp*0p0{F<E!GR%8T@T_=f-o`Em6PhFK|Wo$7P;w=sm&3zFz!v=mUsieEnt-`H0WN z&HrqXCsxjC>SABCm?A$9hoYV&)17dh0=nmcODA^bUmd$}?{XFPY4*cvA3N~ugu&PS zHPPTHF7GA9ccZ^daVgP_6nTM=LbgBR4r%2=9QPjRd72J+Vn@-3s;l}kdjy~VL%iv2 z%>8Nh?6R!m!v6huw%>|?{6R}v@@_Rg{{`Q7hcU0i;}0!&3F^H1{YvRqQ_z1haoe0$ z6n>f1@##2lh5X%|`L+=1LYdk^mB1aoH=83x;Cp;aZ3XGf$e*8%&?iUWT#s^_YQF^P z7ge6(DyVBJJt><x2K<j+p;-D3yjgJ&Az5F+{baX{&J-cuwfvQS^&=hovfH(pbT`(4 zq#&3KKku+yD$~U}*QOTL7_s4;x@5wbS`&DtqU-wLICS2ucP$y}J9Wz+=JLSBFH#0( zorvEX0_GKcQpkIws8c-#QCBTcvbu@5l|?K(sDOA>9CpksNe_G>s48yq7~=ljw{M+K zqQ8Fgy|8^ecqh$z^2=@H`CWT+vZkO5sxRi60%!Dyaicr;>^SbC3#P_;+kXh*((OeY zV4V#%!MeWXcBZ=oKP|4_m8itMbDtmjPrQ(4d%YIlXhxp5#84cGynCJO+HOuE%<r`t z3SoZ&eTpw!e)|^kpWN%iE5Nz<T|YIZws6jp`+&p-bdZL$?>`QrE?VWlZgL6nmfY@y zS)v%eM<ku{A5HLRB{L)T3iJ~Ty*#c3JmTOeQMu?3Jz_ADSqSl7PWElu&|UN~rJ5=2 zN8Ooj|4)AbS=jF=O>^5B<a;qh+j=h4anmj8lE|TxQomoC#6HnAN%)+{`+5$$H_|cz z|4PHR4^g78`?Xs?7wZ0AOPtw*;60NK{*ph7F$ab+Pc<KT&rr@TQ3CATyYqaN=|SXC z`wzV*;BmjDCIu&l5Qjg_e3$nF9?7v7YXM)E3`9QNTE~9-?r(pI^-Di`QbeR5ajd7^ zF9YjLVrlPQzy_R2qrTI96YDc+9`{QV`b7Bqi=Mz0#uKp%?BSSa_1Rcv(HnVy7nk($ zbI1#Jvp?Lc3|v~D(A$|CNV2lp{EmQofI96TSq-8-m#zOwItB5G$M9th>P5Qdv+hp= zu&+klkI$Q+4l&U?cno|rPN<^y78&XR;`Yo8KY&jMsXuy`0WXV^T9{yW)_RkszF2p^ zwyP5K;mGTf!xTh;CvLx5?$5!F^}F62+oVBV@9p^&Yt*q9D>Ba>dI0`GVbBtdeULaQ znM;j2vR7Q@Y|}a9ccR{>dyuc4JnJM@Mvp!`o<W0A_+1Kp#mr_I`g5qR?7F`T_4z>Y zF47~w=j#hbVV#&evAcctkOA^9fwsY~zi@6v*}W_nb}(j}b8Mg<eLweaUkb+mnKK`{ zL;?>lUEtw4IR;%K#ye)z2z;-S_@(VM;?fDZlR?P8%<3lTu3d&5T{dX>#)`b)xLLIg z@`nSLx*o4PAPx!Gi2hfI`b1Dw>6{k&W9cHO-SGT1M&{;42Yl{PlKumTA2U`iheYxI z|C(I4bC!Tx9zLg^en<U?LbFH-@kVjEX4dizaK!6rMDi&1-P+8##{m3S-=J>KZ}^Lc zQ#n%+`T<DUPSB~rF7FPkiFyMsEDwkF1;hWO!j7h3AEIlMOGhN(7m4|ElHf7Y2f6ga zIB?EGhhX7>z72s-3x;yuIQOpnHSKBu`Y5@!KUGx2E|<4At!^W)3t1WLLA=Q|$O$Qg zenM~2Vwrgr{6}k*rM3%xpw>##20L(b;Qu-N6#W!};?xJQKUHRPvPX)bmn>h>o25mb zm_Hj3kG!Vjm5wD9_{>wz^`lW)u!EC#f2^Fs`rg-Nsd5AlC}xxI_yT;3rLeF7t}_>A zT+K8@{>iB45$6t_$=bV2@Fwa*l>zG+z{%Iao$ESSr-QaO_Sv(zKTWW-b7~y=P3O#a zUF4~!YNc0B>_<N{#iyC^2F&d^+T$dP{ZhBA`(^^aGj2)oVnseNt}XL?3_8X??HdB2 zi1ViHp?+3~(^8*$d7}`QPq!XBEfofRext$j!9(<A3ThW68KU2N`sJA-D)fmB6@**K zLw8~Mt0aK$-@LLQDMEpKRlL~Sg%LPnyk~vT82WL5l=D3HE!FtaH*E>v3cozvz;X1W z<oEObyN!Io^xxei#D@n$0XAgj$V-l{jCQ1;PwiFejr~{$M>g-G=!59zW1Uqn#P`-S zjk(E$e6P@a)?w`$?18$Oz0e8$VOoCA#<+3bhT{``D&k6K-n;lKud&|$rq-A&;g>)1 z3)%l+eeW??JK%8=cI5MG&_Q17kX|wfz~?VAq}X>CdBwwDkNPW+Pxm~!^xtjF;}A5_ zG;x7_TvF6(KwLNP_b*Q4L7o>*@8X+>eTk))4Zi|jsaoVD0X%n*7Ejo@$MDL?6?Tum z;Hy&W2PnYL*u%xoJ=;RPN$$#+C-MRE-38;{laY^Q(H{H@J`_(u2q@?RPPRWxHv}Hh zWZfiRlLepf-%#7R_xf~<C&@1C$2+EPH>QA_g3dWXFR;#`YhP6UNds@B*a;hJuEa#| z?dNHDpR0$rN4@d?3pAXsCGmbqwy#G#ffHzW`O1#|OHW6co5P6nG(z5lG(+(C^o;DC zeF*jIZ|r%2{*HSzyuQfa=s9KdUNRsr+4Wa&r%v%KJ?Eqw`e^DxcdhaxPF_AI#PSIH zKGs_vRqzA(UO^`xMIX*Zm?>>Z;q!11p4z`l1@7c&FMnYM4v;bjj_V-L;(1eg;4Sij z-SspC_@4rkbwfIMR0J{L)fNNdXrZCw&O8xn%R2Gfp3n!wEZ*ILzfUuqB>MwCQl~}r z{CElQ!pZLYAbzLpbZtA|g?#qk<;^VMFZFiP-rrT&|6`UBKB#L-YrQ*t5BeQr=RcDt zoY1lQIR8r2fiGNP=)CX==csaq2btGVXZ!NU<6kA}S7++xgTEqw(Q~&YVjkRC1KE#r z&?haamXEAiBW@qIXtu(>Q?lpKe?WZPef9k4C)jliW5eCb1=y$EcSVmN@YnaAXRo%P zzp*cGmQ4<J*81H*{uTHY%f#E4j_98pnJwWyi#}~Gsg1I~n2Taxac~CvS>BW``3d}1 zyUHWDJp=fVBv`4cgY!yud?(@rFdw<#Q`Z`B#zS?JlQ9Ikh+0|X6+WDQbPhjLaLbig zdp*^u9(beXzxhcQalza4dU&fKzVG>=p1COeq-VBr*Mgoa;Ii3(?=`aIbMagdc+S89 zt;<H(pAAXPS=gn8-pBj<BY?A0WF_wqcMXCRbYk#%hR)duU6=&!wclZMHUS@2B|PxL zx=VlH{XYB){mr6ua(!6WN#;F2OTU2^daV_Fg+GRmK9))Dg<a|-@JVlAKH2Iu!K@bS z^Mvj0lo{v@rpb0<%Q&yZ_U1<+_TPUtx9IyP*!yaPozNTfxoF3fwEjXI5=<)GsVA1t zaqx~&qF%A|VRt6@{K2fkO9wP?ekL{J;Y2Lrv-Ee~ow-x-O`HC;3aC@9`c*u8hV^~9 z>?C&<xc9DRWf1uIuP!+D*GcrV@rbK?vLNoxFc_<RMc)%?t=fTez#k)L!;}x;Ra@U> z^c|sBaWcO#y9(WI^z{921*n&us*A93!si~$z4rD7>LUhKKRux*3|~8aJ>)Rz(XUR- zh`mHT;G1H>t2yw_fzrQgvY0nTcZiEe26_V1x@2$?_KS9^ToC+YnQEo}gc!~Z%Ghvz zK8AbR<Ntg6vIKbWRX|Q675s9<(l@dVItNXkz=KWnFIbQz@W5}}iaw9@+TdOQ7c=2~ zSf@IBMjxd(_`jkEeK+)<JUT_S`Euk1&8M=+Tw&)k3as=>$ZtE`><-{{MPHLs|MrEB z-KkjOJBf2jr9tt>FkjC0S!LP85b{Agf@Ha_2XTB$YP}Di)9?^ALpomPk;NmXe&nfk zVw43YDmd?;)Z-Vf2E5tG({HhXpL>0`(Kkd~<JGj|yN&+J7o&wLB8c;MC998N-KKB9 z&```ry|9_3vJ!bvVzPPo1H?oAs)!&T#H+sDjcYVmpY|Uk{hPVS_eDZV%jj@!rrNvt zHh6aMKe>Rxo3IbX`b9x?<j<6&V{Lf6sBGYky`$hSd&r;E?m=JHhhn~^AIQu8J0TN$ z2K<nCfAkY@XkT{ranbL<sd2g9#$(94k5}ZiSb7j$&4=ILjKufOxxF-oc#&5?LH!)| zqGp<AVon5q<(F`jL%e)>a$<fR`cUI@#o1rLTauV5)pq=UA>wLw3-W@7e|>osYKQ|z zevf1TXQnInZq5Pc&3M_bzfi||+fzRY$VdIUfql&eej&j!`r_**bSQ4cnqJrkS=N<Z z!>iDNRu#J1V^KFcpfDDTy4;Mj+}EADU?~%0=lgin0j;V|Uk>pgp0~f77}^MZ&4GDi z@&M+vIhSWn+=0&a(D?)paIaPL*??stc+#1n73B%=3|htuH20vF=r-AADI-5z?Q;;t zI?re_P?Svr*VE(=D1k?I1{T;Hyn%h3SY~5=5C0<ij5))fGihzl3NC;@wg-u9;q^aV zU5~LLMf~#|ll60f9+tc;LpOrQkrZcWVxME`C2tvg#QQFc-ebo8ERyHYXw(9?4>i0F zZ^pe4H>R1sWy1gXR{wfQpkB=WN23*gkK&GPyAM9ns-`~^+J(NTv6%VR1nAgF^?#D2 z(Z{hBr5S}ex24(-m<A7d5P#oNOuBR%`LC}QRryiG<tqa%i%ZbYJ|9-!OoT2zB1xu* z{2|Bbz1Syn^cg&@{ACP(sIfencpNw@ke~fF2l>aXZGl7w<Of~8It3oWsIwhebQ(H` zIdQ$m1gS8W?|QNI?+NH0g8N@@$>S%p{HG>e=(>q3gtrf|{+3~<qIc@Hn*1+gW9|cI zg-e-J5wEBZo!`CIfps1`t*lRjcorr#GH(h0abi4nbO`)=RxEVqT+I~qzNk6yjRdm~ zt+$~YTvurRkB<WPbLuKDW&&p{tM?zi>JA)bj`sQ|3Hu}Dcud3ZeD+!P%mO#dURm}^ znxdZ0k`d7cK61OxWnQlWy388KZ9NwF|NH6Yhk~%*wZqnvRp4DM3)PnxaSlQ9`5W(6 z)FX8D&(mWa_TN90;SN5pWO?xXM{4L66*p7`;13~OCu24=G0*vTPVN)f<?R)P#tWZO zH>;~^ZaR-Rx<tHs<P_?C26rRxf+tb(9%QXN0vx|!sY3M){Qi2K#C;3YtraFzbAn)h zE2)L{CorGMjqNfk?3?Pb%Vh!JlSTL4>+-;}x83&5_q?HVRL`)=L)YLu+hp_#_eCVd zo$++j!t>K+QiQP&e>b&zgn?fJ*3&GdlF+R=<}XW#LWj7d!hR_RIz?;WTiPn{AjzT5 zkKo(#&TaQYkzYCU#=YLDLzG4{uj@JBoVx(&@2t-RqOa)dBSV7Fx0T`}`=IZc?@cE@ zy8t{<_g7-~-Qn$zAAYk(9J*wbz6w8KQ}Sh}+l##7K{&N&8uTh}&aFpHu0+{~(NVh! zaIQ`;<X0(h(Kzsv^_(&6TjOJq{wd_+W*n=Dh^w*-ZbO22zVprMjD5xMKe=1KM)AGx z+H_Iv)QeX>D)`?N2XEivX7Nu(KKIjQX6HWGXMX4I3P3;N>iM!o4u4*jVZZ4Bdy^Ln zrYg$D`OvpzE1Gz{#pnHbj>x~5LpaZo>!Mz}$2x!K9F?P!h`%uENg4fiPbKiYnQP-Z z)qR-b{`c#A_#@mWDF09^`!V`<&a~*g2JUDW$0&&cuYAnoYCNM6Uj`TZ?%;E(?=u$2 zLYy*pJ{+p10X<$sc;6*m)HSuPRL#kQf2ezNU4(9(@gH^EFX(*_9}u($%#dH@3cPXw z@0gTvS#iYUqF&E2H9&7-Xn8anAL&Y@+ITM%<_g}qJkC9Z&vzkuY~so)>Zs1XL61?7 zjyre7U@j7UEssOb7|f$@*FNG&ZVvifo#goy!4FiOI%=yZkgqu3H_hk7^UYeAAAw(O zczu}Ph1WA~j4>kxF3A$Mc|L<L%2~;pr5-?ht1j`Y+=V{O$$QD|fmpAP?_x9Hf7jb5 z2fl*8GV>-L=)VQN)2L~z`W$+%D&MVd1E^>4w2v5)AWxQ6{<H}mZ%e=aLJRB0x6+c^ zf<CXyHB?9W+fmOj-}OnP6?s(`X$K82`onfFZSn!9=*F|GXis_&Q`+XAa+sms&VDYN zH5qjumECH3h|}H=m1k9@Jc#vsCfbSH=x>u<pZIdogUF|1tz7dGpYI6QQ(?rrZ=Io) zis<M2SG}_OoCkgDhPyXvRd5dBjmNG>&gg@`RJodn^B|}Et$u&uLcb*aW9hEb&{Nw3 zdse;?h#GhJAD7{Awqnebb`b=kd3bs50`}8~EAq91GI+4{ns4_<oUgOCRM>-k`#32} z5J7$@^NjwcH~4^`s7w4f&IcX-@u(*N{r$YRS%Mby!B_7H?(&8|rrysyGKPBhwdd6Z zMA&^SL;8i>GWbt_v$-emQ;j~bXasokCH*Vym>%ZHnAlHAA+FxvzuS1x2mMO{)erX} zpGy@^cias;f6?91TLavb`yH6Ua}xb|?C)=o)T00KpqfEe3;GFa>&_Qkh5tP25o+Fq zU&x+Vk{Lt%GSMPt&;YL}aL&RAeL2VG4wi$L&fEwox&(euV$Hp=AMvuq)Xp%j9eooy zAO18@A+J;ESfa$flEx)ja_ivzPd+BRLA>If`xmQ@cu-*1Pow-Ae4;0KgYrB2yAmE0 zMiydT#_bW6#-EtqD)l+i@DX&nk3#oI@%O`D54b$vfR0N0#q+x+^aStiPvh`|mT5Jw zQ&_jcryV`>4>8w`p6gKq<}96X?U9dLb|un=Iy?MZ#W~s%-Fr8Fp{_@Dx@AYtGf1x# z3a`PrqLa#$Co?dA(jbEOCh|F{XDjX1B{*N_V!n0@dEahz|7Q=U&|jm|7)=?CKKh$} zavsocE;+N;1b4d<cQLwb20{<XP^8Vylz?vM$^DyPjktdP_RJJ?kW(HlQ8MsDxlr0* zNg~e2(dInj??ycF+NDK8iF@uRzdrBs0?q`x&Q5~gaecn@iyC(RiRtse(Mt5sTs*28 z(Fgv<(?$4#cr2z7e=rksD5Gz?xz!?0RD2~fTk^$yB^P880>H}#(sWB^rx53v3MUDb z===L&o=PT%bI}~`3)A3<Pmg3ehat`c^MrHUtB3B*p2~Y-3%s0SvOatq@lu;+*x@6A z7*smp+MGoocCr6>z%@c3$|c`OUqalV=Q{j0o(_2V(%+NeAo?*>l<7M#7p|SEL0WnM zaiNp7sBp`LSQMJPp6-cxiP?#~mN<9vojF`WTM=`D_|;_Bp;z<CojcDchCV;`wd|ca zPhYH#?2m(vp}(m5&WIcFAxx2tZJt0Z7_sbS!#u3Dzt*Pb@VonD8dXC-^pVW9@WK7a zySonk=K{arJx4|8f!$KZA6HwifnIS-IAoa#bA?^sWF}sLejnRiQuY{pdP#?*2E501 zdPI*m75YsK+bJ{fi@lCHMN0VpyyxLSSKyM_Lz3(<cJQBDl^L|aLBgPq6AO5gZn(O~ zp>oVSl(i9gBZxX{!mFEm!Al~u=1Pr+(XURYIWRDd^Tc<KJUs=RyB$3BkOA?XN6Dn( zIq>SPFXM(e&OI#2E#FT^+z`L>oi-kL7WnDQ^pUH$*Wj@g{~iVKSW^<U$SDHRfg@ie z4f*WXD|x#2-Jxr0H>SPBI(k1zmcDQYd^D1bWRVH|em^fSoZ`W}POTfvmR{%=bNQ2+ z*+?KB7K&Z<E+P;+yt;%h1Ft&PYx(RDmsdZg3noIB5D<Iv;3NDaMRL2s2>MjmP1Q$U zz@>ql8|SzXkDDyi-^qnyKI0qD`XFiON)(=zLtmg%%%u}K;79LXRgzaBZ>MvpeLRwb zIa^CEXH&qVtDKL&eB%oqY-N;o3;T3biqUo&ap*?+z3Kq)sf>O5Z|<`Ie|uZT5u%Iw zcBH%i(_qA%;eR@dY^c-eKhPjw!TVd^e;|N3^R9Joc^~kuFa3gh;#1(v$Eo{n_<M_2 zoVr#6;z#+WeGB-I=ff)V-FC<u0`tDGqK}??^V87EKI9etceIJnQEAUxs3sz>XkHh~ zrE3J<y+7orvV!vvex;T*dEmEy14pP`QCGFh&gDFfy7j>@htyl>!^jsp`aB8oTJv>J z25@<NI_!Fs9`c6s=lisPs|+PsT5aGn1#>2&ncFyTTQudEgLuIr<RHAqmOzXis5$!? z__XxkAF~<uX{O3)s4oHM+an(@vh(2_hs#>!EcWH~)gS#m0+?5kv-QUhyw(12z~1s! z@GzTz<K$8BzwZY(E*WFq_?}h`7j@);+YgFzu`d<WYi}a^@%$9yLqD8Qhh=RPcniJd zn3-1;>1F68QhIdu;6aIuPZYfnhmSs(KNSRA&-bHwkq!I*r<HW%Z!_kd9dP)?b_@A{ zxp(>Ny_nPIb;#}F8|Y4GoJt3uR5d+*J`c}B!Qbot7W`LaCaDDXS{eG7p4qd2e)|`n zZ-ygJd1d=Z<|puvPpKu>!2$V*4_98RFyb$<kkJ>fm*!yOX@Weu{6(tL2~qe3A4g^( z;&_3{BiSIthqxH}yT9;yx(Sw@Pr#q<q|6!ei$gzZh<f5Pgg9LFhm}<e{Z~|}m-1M_ zGwglp_r3>DiTpHhyaDwC{hs1Bd&JKmQ-M6Jo8Os%|Gxhq5MAxeExy7J{-``q+Ko6S z*WXL%1b>?2ez*{F9dR$=w&6D7UaPKXOJX_j;b;<1cs}st#VLzq@KJV;bXK`EJnqh9 ztt~I=AnA-$*AF1CzS0=>=OyYDV^53oz@PS)`M=(o&rsISvF=C)J>vPKRMD^p@nPK3 zv1>P=_jd&~Pa+>~)$9%xj6nXN%2l!#_H3;9xUUH~(yjgDeHZc=GQmxCTKLQDiMQ<W z;Pq*jT&-xqAG1~LC+eVwxOG2Hyqbdg^RI@6?N^AigH>(P=v(becW<V0Lw|PEmsi$n z=wJH8^LGew!;9v<L?`-($<l1;>_<><q8>a~zl3;mTvREd*qxZmDHR-W)&o~#vD>*L zPMn!;?tN^F&+*NF@df;5x>M^{_af#JKA1kJgZ$tPWrU295$0jczNe10g}stwYv1Ju z-m)}s?%={&UCi!S;FkBb^3u&}0+C97d`9(~3vq+OpR^kD5wp*Q<_ZL(KK&*~iN*qY z?5X@m*U|5%W-Yr_4g00OGaxsCc%dktc_#V*=5)vrW*BvFzPIq#7f;y3%unWpzn;LI z5P>G6ojl-;n<p=L!xBZ`0mgmkM~cf3d^3%@`NCjSJmUS-g~O+V(68Wk<bKi*)R~k+ zeWk_h5U<D2|4D>B^^E39P;El5{T{qt3;%lUbKdL*;*)S!LP+}+@Mi^PGJ_Y`pOC~K zJN-~(VvpGcKB7NDhx5g+AK+2r{Qnh0_oHF>{`)R?fT}B3&^y?XVf)s^D*R5oV&4h{ zbik1W4w8%GsG|qv2l8~FUYP0W7i)q(#N2ev%Lj4KA605tCh*T`a9&UL8v4GY_nsZi zKpmCszCQao=yxAxSNJbN@3bqL6F0@2k@Ra$>VBAmD|_E)XqiCNmA?G^EEoDD&wr~M zUvMQ})qg<vyF?(GQc{s|0zWRf929uPN+5>l*!4bKcOm{A4?LP#Lm+x2{WIu7JinG{ zDo9s{y0m&k>a$wZmsLc946**=#=kR2kO$Tu9HzR~fw@{oE6o=%_i}ggzK73H2aT1q z3RE%2ywU>?78EXH-B;+;T`6(?_rm!{iC>U!#;;{WJ^>H1R<kUQgFgRFR*1qB{etW% zw1<A9e<^^dD8_`k%#fZysUP|cFZ#(FAYV}%8uNC7ANoG*ai$`}xoNKjAyFRah_Nh+ zeZbG*5Ng^7GSDjz3mc{@qV9KN|Gk|#1dSph|H*j*@5Md_?)wa!WV=}rQHb*nKC-;h z*r$6FA^OLV7fy$~C?k(WocXHuI9ncZMMf}V0s7>j;nNr1LHE)=V9j!?8Tx6!WkvO1 z#O<M<K}(Y0S%;d#jF019=Z~t6Cl8^IZ;!ymH)c2|t2(?}3G1)*xZms`?3&y6r0O&9 zs&`WNZ(9NX`yR-3H8FzckE$K!HUVGlm@Rp1PauYKS!~YRA-*J^qP^vT^Fg$~=M7=6 ziR%{MLt6>NbVDo2WyJd<H(r`+V-B(#<-Sun<pi7$6srw<Mj$dbT$rk*0l#8;6>X>n z9q{VGO%4_CBp<`Gi-^PD&vev^6rldE@hautW7IinHO|Vyt~ZRw+}m(|ScL4=o};My z>5KG!)5LzZQYh+MF#^XH(~}hO{VKYK{ncQ%dSOQ*>U%K<{croeSBT&BzD4Doe_V<0 zqPlG2Z)1O6>{{aY1TR}387v0Ql1=2X1z<f(dY?Mq0e(q)sh;`fgFc=@-Lvyp-ww|7 z-`DE#c{O{ZOJV<eE|$4AfiIXy52v@I4^PEs<Eswx$v5{$Jm#=(mdAZ=5}QyTIzLY$ z51mC}Wj@#IIrPryQu|JPFWWfJCdD|^X^P_B1>J$aa?2~8DaQQDx^HzQLYSlRAzJM! z0r{P8y!M$i0&(m^we|cj7h=X@+4vC#0@0v%`eQQii?`t5znFbE$G)MgC5AXwA4@i( z9g4oExK5^2=oqsP+_X-JA>O~)PbH;>c^+as{prX9mLr<1TW7FOLdS$-9s;Lc3j12j z5Qt9_Ls?D0qay=fZ6!sc{{2<zhBol3p7BP!2jYmuxfz1rHS{9{UgRJ{{@USi<or{1 z@U5(g>}pZ;sZZ*q3xTKlB)Ola1m6wY9{G13>vX~S{pXj6Cx7p5-eSdm{Bzv<ttl6E zx&%sN$}Gf5@oQ{5_esiUWNz;TFD<L+Dq+%wj(%@6{%9xS-{~Mx2gK*oKU6PYfv!g_ zE+lby81;XPLF#@>)Uz3)ZKDIBt8r%vtARIJ=6yMo4;{*$PsgG05%4H>Gu;LKJ^r4i zKPBLQHaA7$m!IOks*|MaGHk9y!trq3cQ%N}76~Onbl~s0Qj^;O$fFDC>_jm4`@idN z7XQQi=whZsufGRzzw42dln<W>#PNOC*2Z_c6737?Rvf-#&VysT((Y04Q`v7Hl#wSy zWcNDT-69a9y7pB&>SCU>+dJWmufV_5$fh7u0+HIHfpqy1fykJ^w<vZAeIah+17Gp{ zm-2Z<nNM&(O+dj7mK4;NuJ`RR27a1~G3Otpg1rk6ua2UA$KOCYX^wTz>6&i$oI!uu zLdKb0&|Ne(xNaPWe!}!M$|dRq`fjqCZ@L5DQd^f&BnarM)t%>0&cZx9`2dkEEu23) zdhzi3GH_QUEjK3(d@tb7wXHVnUlH**BkbNmNk;Vr^0ar~_8yoAKl)rX8u3{Ob7~Ba z7`0*l5<hfYBhLhHqhg~GKpe0#_;u_(;;psTy23Exiq}CYlUJCp=-Kj?GJ73<dCxyx zG7t4M?>COJ$6#OHXAecf@9ix_&e<v<zLvB|WFWtAs|3Tlj5*SFL9dS`6NqMfslwXe zN#wtx4F4s&5PPoIDjfaK1^2U#%+-O%5<l~W*=1lo)3+-`!jK>HP4IJFz&w<Iftwd9 zP#1VES<DZA7&`d4!fOz5xzegu9(iHYJ_m!FJp|&n;o!9E@Pos`wPv>E$Oj)-7diiQ zCEn=Gzdk2`{EJ@D;bjc`s6YA&XR<3%>_}8Goio1oc(ym!Z}jiXou?(G0FE?_dj(Bl z-p!&`{A<|zp-0DBeGnhwS~*Io5bwO!o9mTDP&c7mWhU)Gej(c)XS0g<p7mUW4LInM z-Jmjq^$*nCO3#I!b(WT0unGL3g1otEFK}Ihwyx2j68CuiJ|24{20EMz^G6$g<QH-R z8aw^wO`U>TbT-gG7_1&kB5s`+X85cKejK3mCrcBL+jDAIo*ez)Tj`HD&rqO$=_k*J z`Tx-O;&_PlIyvTboi_JK@4{T?YWpPjSm1|BVR1t);<af}@EtSo25w5n*pmd}Gk3$? zne{G2&3tihUQXb9Ic4reS=<YBXxHX2>eXXisyP#QT|S{ZY9-Jiw(`XOUdDd38>|*b z!C$&pJ^ywog70`ptEs~t26H=|v|*>J$6nenV;#3{$E2CqV!ixMu^GS*#FMRW9R&|= zVj^=}1dj6FaD8Nq*L@tR$HxXeX~?yyDk%_sCgmPlvf#Vs6~#XMx6t3yRp-cu{Vw3| zDShq@Ke=)76J<8?BbIZ9Dv0lmtU?jBh$l1Qsc(xAA2^(E-BbgA;yCr$q6&Q5&rTwI zTOaGmc)FhS68a(6>z?`mr-n{_Z>K}NDf%i`Xk3RrswGa>lHEAhnAaYv3jHZjcZ+!v z{ly8NMF|barw4pbm(@-q&pgl`vKP9@Tk1nX-HoWLb%ZNz#S(}M^9K(9M4TK={@i;G zxc(<R_S?xP1R~q$UKbza%g==-!%Bq-L>0q_F6=x6Vgh0EHQ^k1(Np$6!3-|MuJ}dI zXO~=vk3?4IKl%}fHs2;Re1R_m&UGA&h?@^q4a20%a1Vh9<pnk56)90^PnmJAfPwOL z<y^#RE%|acT5G%y@9@7p?ugsHt`q<8xoEWhX>-pK(08qR???#jAX|yY9(ctzrC@(h z2|Qe!ELj<^OX=p7o&p@1vzN>Ijs2we^6i#vL!Ni7u+Rwky4^k1wCU5(f8#{e)DI(0 zNo>|%9meBz`}4%HKb@Z>?sTVv*M6yGjfd`J`oxsg9sKH9miy`;;_K5p*|+53FDg>E zl5Z5@{#3`}OFEA*2PbklWjPhRO<9of0$$(uon%1pAK<=5@MJ0WVSJIN;XU$@f=O%n z|DZ#ud^|#{WDLEJU*2)F6m^xeiCwpzBhOB_{J=H>agnxBS>PJx0vEWxN|gowyOk}? z4joceM}MwC6aC%P0o99moC)!LEe#9mk~cCu6yBiUB89S~bpv|e*!hbS@LyW7vmqCO zADd2hUH*H3{9#aLbP4vh@U6s-JO*`j`HlN&z~ACBw*q<Cn;*%8;Y8qud8A3^PM^%J zUYmUsM}QAz-8rOeh}*n}?Cp^kTuGq#5J``IgC^Y+@-5)FWVg@ne~1?@e(@%V(_ab{ z$$#=8AAA`s|H}?KdCr@q<O|S+%A>^g0tc!d9Z$A~pIi+7OEUu=YCJwo`Y#E%mC9Ot z#0YUXRr#1B1L|yJ0;}b!I0rHDqvQ(WYe&O!y8jF48UN%$ue=9uDi8Az6^HKnIq($= zbdKUs76xjZFZpBjv5gw*c_eJ6uzLh~w&u(IRMM!^^-)A{Kf}E=W-WJy#1Nll<(cHH z@VUm`hNL6DAMd806fZ+Q*G2g&ANabPa@3)m1K&IHqDlS-%!!#$*Yuje{31c>V67DJ zijKm^r{ZBZK568qPGerr1%a>Pbm+I}n$6cdf&7jytRx2c$8OP{MZ0j!pW*M@O$oaT zpCX^KA3>hhTrT_sc1f>KbMZ?xbT_LnWX?qJS&~<tLcpP})Z~taUf{jN-fM@_plclJ zcFG;VdJ8m16=Qv#{~j=1fxV4%1+-s>Ui3kRy!xRt>MEi3E^b)Y$CJHP{bA_u)1wJH z170Ypu|=N_e7U=6)k1X!->Zf5-!Faich{GX5rHSHe^@rjqM(z`E+0z+FMagosPF{z zA9nW;+HmA?^M%PV-mpWuXw#{|4d`1`-IGf3=yM@m=<jR7^Oz4;Jt1KJ3L!T<7kR?{ z{7o}0=uMJ1h@Au7$gb~}?B6-;ziHR>U({1?)}4Htwg~?{mgo8%`*u=TyGR6ixSRo{ z4l^m{NTfBLx?zksIhTFYlLY*C%!-LHjXHv`x;`t`Cw%6;pn41Du{pSP_&$dYWNym+ z1NLrB6B~IP`zIeI;K+%3++LHviJIK#dzrcS#2h?6+{FCQQ6<!+Ip<;%VaMNOq<qqV z7Z=F#>y0u|=TKCjV%dZBw!JeDu?zEF!z~(JknaiCq-d5HAz!rdc)?VNyvrjcC-nvL zyv&S%bOqpsW633H?5l#V`Fvp?^svm0sa)_Nx6vzkm-?}vA<30gu%E@{v;s|j;ECW! zy(jn(b++fxTJUhI@sxcNSXYNu1q(gsw!VRaks(2-YaMU%wZrRMUH_a_M2b46eDQ$R z3(Pb49!@if{bnMmUcU>!VHVeU_H7=#%jtNtBK&0L$;WqlN}%&DjW#sVq5q77KqG*9 zXIX7-y$Tcb?9td9-5I>UGGAOA_En9E>z@$L#aVKRM=ma-Z`S&zwQ3gh@l35*$5_-a zFP|Qf?gr0@p!LZZ0=}M&_3p-cvZk1ss;|KgmCGWHE+gM*q7tQqy|$}(&fG3V9&t>G z+5~f#@>ZJYi2E^TGX0Mg6YR4?Eza0u4)qI_hS==?P;YoRv?T=`2uarW9S=Z$OsB)k z13t;o{Eayj>ojn&k#P?AGoU;r|HTRR>>K6wPy#s2Mpx=JiF)y|jLUAoV`C*hoiGvP zLmb?+<SUq4w?|#ULmPd4+Pkmc7e*Z+*)QtFE$AA{bVpT1abC0h0M~xtM69i}1uNdi zNzC1wd=lsO45ZuhpJH9!*UZ;WK`$v%%$sdMowa=WshkS@hWw#dGUC3B6n{p1Dqf$w zvf(_|p{6ph&>nb4@*`ePtrvZqcdLAxKf|9CQh%!<p5qwfv>oEX5T_ru-JNKy^Ww-P z{%){4TzjW(_#w06u@CUsxI~n0S0w6D_Xl`1Jb_!H+^fFO+2^Rfh6e`YJe8CNlRnlj zMAGj3H1K!o;T)$0_|~K8ZFiL_<k2tMPlX_k{1v=TH{Xsr>0j?Q4rb_5rwi&$DB(x7 zCb^Ru;5B-*`mK9lr-u^_se#{zTG{^kK&NDWNb_YM;;9WqxZMlHo9GLCWTs}WM0Gy; z<Baa;qir=mLdZruc)fHw9R5Sbv;T_WUF03!H@=n`fY(f(FMWOqefxXwws^sQJ&Z5O zvxNfp-|+g{0Jk_Z{P$3af;VkTXzjCyf6E;ZdJCRxYI15WR2+PCXy)lz@Wp+jJ~8xU zh?l!e$iC#E@8Oy5+5Pl5$Gh*@4=rw-?<6;#FT*<dhkZHZ^#*fZ6RFa8`_MN~$}Qj& ziE|M%83QKG;5|{JtBcTQ6QrLH9s7lR;yK@%Dku7H!uW0TOmU84X6$Dp`uJF+ymD?q zXJvOfxbPJ`VBxX(tnUQ=Z%W;058gU*q2usv_-mwTNX!E&<QE^UOO%1XeTCaOq&C2T zd(X~{z5*|^R8Ic)4)K+#_Rkx{j|0^&{rI5++<h8YZ~*I+81_atp%Ck3nDhG@UdMB` zowf${rJ(dX=Q!|&{bR+=SJ;>8rPrF8=E#ekHNMLLpKe7NF^OTnZ~J=W?A)(%J&jk1 z=>pc5r^iqecK^dDzjv7i{PXqj{w>&JH-Y~5anv<s;?9k@!yigA+ile1(SQBl1Lpp# z==%|xJ|ts|KFA2(U*p&x(Zdw4<-(!w5>ARe!2TJRsxpt3z^>Ez#dq!vSiZhmOo4pb z$l_(|XV_Izt$jv3@?e8_T8petcs{RP$8-2ozNcvX)g7Mk@hO!M@Li%Hl|~8vR#p>R zM9znEDt6U@(WpPHycSr9KweR_#VsR*eB<A50b37Q^y|cJkT{CqT;2HVE(!SeOaQ~l zrf-P<ZPWD<pU{`mz@nqK8+FNTUc0`0%qPsgSFi*;s5mtDbEmJph-Rr!nR92K-aSos zL!Dw-y5<@1nO}SF;V;^lznx_i)0<8ph6xs?exb%Z*F?gH<}N%=<W!rJJ@iz^`|dIL z-I-&0F2@Ib%B_S>J=pC?OCzfea4nhWFsi43`*w@3^Z!P^T)G+|Z4?51<w_l^{#(Q! zGsY|p<SVSNS?Z4z0}sXNqCHZf=e}rHSjPXoT{i**zoQ;?v5C3v3UvB7hZ-|{U*nwO z|5oA0a(#5{)Ub!MXSOBx-$wneaaumW89I(9Q;_T*=%wMseB!_-^T3E-Z$E&KErwjF zx5d1*H=b7p@v~3-u=wg>^ktiFJ$!Z#x_gwLs?S64Kef=YGDXzI8*NhdSR<dCJ{<j% z0(FfkUNT4MjtT|8`~Pg<KGos7DtdPi2h`>+1^}0~0~@;2{h^CDQ<FC1dAsy4l?fW4 ze(}U3k^%8F?^M|w+a1hh-8$$ueH?sA=otSKC-DAqVLrzQ=+E!F7VOzkm$9j3Vu(h6 zeO^-@tuFE_={sL|BnZUZnCM)EFx(52p)jU&4E7iPs_ZxNxO=3!$47x@XS{^&h9REX z2f0$De8&BX@0@HiZ=?Qp=%B1Wco_4WW1K7C3A7qz6}%VV7uF@`YG_fPe7X2U2YmQB z{g=R1ysoo=uaz$2&YU3;iHpdy$8|pl7eQzKef?jA;Z5-CCfUdK6qsW^ww*^&4BaS0 z@ZOaD&it90^ULL^1JM4-4**`=j*K}>L_C&JU0!I1&J!Cken>kNaoy-`zBktMK``b1 zv2(y7-UuHt?CZ%S$^vcF(LDM_U#5kl&bLf1$O4`<(?Xza2me}D(y{FsMIIseqOA!1 zlNNFF7LR#RhbzgoN`dazBz8B?a0_~ScV=nADb$PHbDK}+pf6Wci6%Z9`QCv~S?LKl zcT#Z5c8zOi4qci5m6xc)uNCw!1HU8x#HcSo7n3qmPY*c@9P*1IY$D&T)4L|=o9;?< zoq1xjmlt);hr6y&9>CAnWzJi;XDPVmj02Mg>Zv3wLB*=5=lhkbOM=gM_mT^pMP6~- z^@$7TO~jFrPS?jAz_VGCn2lKIM!ZjstHLi2(f;>pF#-1xO!PdLLY(jF^w894#60VX zlWa*p!3U1zsK}tMA#yc7KPeHq=F<s7HSi>lP3m_^N05hvW(%$Xm(r{fJ{$wi#-^v* z+aOP|^QgZkfPH26t+P-<T##?;eUS^ht)Hm6o|FNe`Yw=BSq5>a=hS_kAE;v=dtdFV zg83*iq;ZVkJ8!p1e$^n(7}Llx(%^k<7H<xophO>RuwKLZ0?ua`4Uh)mb^KNosiLvo zyUT?LC+Waf|8W)E06r1FMC<6~A}(?Jrt!OA{fFPMaAra`ocw-5261$6cV(sr_)%BV zJGZy^yc0b4yZ7SnZ=z!sda-UUy@#%js9>ELXZBykKB=*J2gDLl*KcBZV=?1G{7oa_ zl!W}-?dJ{q<4n*gICA7Uf%o(78T=7=T?z@|o71h}VS7w8|09Lntxw-vv%$TLmaiL| zxe<?7D>Z&NV4s?PmJC~i_uu_;^a%7;ja&Mc%@BWL1kzGO6A{-lgf8fTXOgbz&F#Ei z*1df-O)<b7W%=Wrc-^;WO{Nvlzj(<w;oK+(^i>iIc1vmGRf!dS!_Xi2)(fsB!atsW zQHhO09OKA#*>?@Em-<8aRiGBmad4iK*tw_T+-IvekDusQWZcw#SPb5j*?C_Oas5D- zgzwc>)DeRXqkDj3?Kl5xk3fFoDOCAU1^EG?uuORG0`j$&g6k*uqd!xc_O~PI&oLfV z=_g_l$Jtia)1VLP-SqlxD-4~(S-W9X8vVyyTCDdz;`>xLn|G=rkDf15o#I7Z>38N! z=YGVATn-vV@a57DhK?KK@RNk)jSkqUjcU{x3lreMe?(eV?3eFSBxUCr#C2D{rxDV) zU(fPa{5`~Bm*p5f>junW{c0xn>L9+izsm*JRp{!a*KG^H%gjk`Oe75AemIl;mCDEy z#8I9um4d$;@y}HI?Bva5)KBpE?Z(f4UzG#bTX;u4!7f!3r57lGPi{qjXxEMd&u}PT z|0L=ZWBcc*hQaUW1H-Ce&-1KhU%0WaKdpV+#9rgP-@n6jRjR-%BmJL^c%71C#Z@PO z|H3l-vmq<!4^8mq{MH0M>s;n8fVjIY?6Le;3Fl6~s-4}LD`{r-$3YHwcf%p8EsGUA z)6lX%%p7&*j*B11Bt3}v(FW^hp91G%|D4?hKl&qOA5DH2eFHugymqKZ{fhlnGoXZc zARR_Z4cz-`%hj(xiaL<Z@5nrI;CAoz<^$hgF9zDX4}w?3I1Tz&<L|_++(Adg#dbCN z7CUwHHPz@C?A#kf850zm0^Ql{%&X9;9o>nL^qeDsKr~V`Z~KjPDT)5MXXjq}sM&Yw zhqGLXJTJJc@85^saWB8x8+g_~niG9B33w!RrsZcgaQ;OH`AtFSAoZ(lrLfO2rkI9v zF2FO64*y4i&}FXW-gr0+KGD=e@(uj%YfGtpzB%}l=Pdd6Cg66eQ)0{;te@!c`S;2H z<LJ8MseZq>6=_%@$tWR0##i=MD9SD&*`sVSvMM7xTT)iY2+3A-DI;VgB_XRw*(+JU zx8Gl0%Dwk<pXZ$Sd7t+=&v`J<!#G;$9vk|Yp4WW12|m_+UxutB1$bp!Y8dB%^UDp- zTb)n9p8q`7%GLy54|}~s4E(B2-fOmG0{c%@UzjffP9K)i{1=V+AMbWTkAwfP$4itR zF2KJ3Id_(75b-@lk)>P+{d%2d<Fy}Ap9{CUV1u}jYjND0;v)1Cvw;lf_vjaUc&}jx z{WB5SKZeJPk#}b_2k!d^zp70quR*?Dd#^b-JR0YlHz-ZM0q^YpTpT7~9VTux4}3g{ z=gPRXDWncNvR{^d0lZ)4)KR4SjCo;}JdvXk(En}CVxqxw#L{&md^o|Ad<H2_g2z0* zdf3L$9QKUENnD7_MH%t774^7BWlAvN4)9whEilj?`JzGD$(OtHZueY?Q1rsznLO{V z;Q}v-<4bVLxq!SY`f1sT7Wh}g&&R#M<z=1xnMmO4Tjr;xvu419+w2inz<187PAR?C zKt1{HA;&{_y-Mpf!BOBf+0QF|Pvuc>4xZzoaR=`{)fn59f%UyHIkG$7pp`5{_-h&P zUjO?^0lW{{wRnIl`j6lD%Si$En{U<`lOQi<O&(DT29D^d#l9AYUz86mb2}h@&oYPd zY$DG8RV$5GzlVN~%lnhP5Dz9|nn)cGpR-J~k7jWrPpFj?oq|7P3o=yOJV9T7@0njq zh!0|=Z$>$RqqS|dd(Ywf)t1dTErO3w9<q=!t#cq`BofSM@cW&Zc4@}5;N{l)YeyAO z=Rc`_e--C`d>qVQ_1nYF$Y|;UDeci`G|OqTd6Q7dxhTr)Xitz7B|kFMWlyN0>-d?i z44pz!<<LMe^l(F^E!!Q;<8Jghkc_w;?3xkdhxor>&uz9lPhiT5PFDc&sl(#?!P`cd z6G1^UyeR@6uhdQ&fPMYhtp1!9al1pJ>T*4v&*1Zg`z*jkrj0XHD*q7YFH<nC0PoV? z$}kN;?<OD%+r6)Blh<l_-zVT*$)dCKbL1uVPMpgG)B`T*c<}5XpKmV~*T?z}dM!8k zjiR6Onpajk@Qi0F!E^`y$g%XwuMc+KH2L`Y8R$%#5sm>>ipT@96%BJ#v98TRvn~FZ zn?Z=*w!^+@K3aIOdw-cp?)AHG^>AMF9NW*E_*uC(?ydDh=&z2MM?Ua4V=jL=iO3Le ztS#$cy%hS`wL^a^0XJ?%TL_a^A-?Kzd@tZd-@(1d;ceiL+gmYb&llMfE`8%zBt@TH zv}OJ3zX0%23(W~b@T2A9BV~yn(cd@P!JG@dyWPjiZx!_;SE^u{GwAQ5Q2I97ejVo+ zxAtf)(ji{koc<9h37zPvBa_St)W>HU8QZAP$F><_#emPd+`dJ`2;MB%RH{hE4&CYA zM^iUm)T4V0i}Vj7PF!4JQiuMvY&erHM~nO>?YXi~5BPRNlE^8npVha>k?3v2r$zrl zrTg%+-fPFaYcQ|ipCk8i?924`L&B1rm}{Wx<;?>e`t-ERF69a44YVjf30HtFpYB-k zm=$`2fs8Xh;_92eNgK5g)W?Os7XDX<J|f*)L27x}uRHsubHP9FxhG2h)&Ni4c{HK| zJ~qCrE|-A(y5|O|X>=^?<(I;a7~&D*_l#>5Y0wAlHco3nkJYOBuWr&5@um88!u5TQ zgq`8iZ|co>UajjMF8h&hwX25a(m)pw6#J!_f_l3Eaqv4v;7%o9>j2hUEBncTIz{yL zNgicwLElW9Z%fRDXEzC<#|PT080-n*x_e($72`hdnAVMl(4X#DUnBb*1^aF)c)b@m zAGb5o5$uJyT%~@+6?N8&`O0Dk5jTz>6H}uHUMU&=8vF-7Eb+kNdoMNWjMJauNc@qP zpZI+JCSJF{)ylGPZa3d^JO2TEHRZvZ6#FdH5pSh68?M6NDs$7Kkl!49pzd2BhkNeE zAKbcz_;2w$w<hpAaCpi-!7U#8hD>vB1900jHBfjR`LWJml!;y@aKAonMhE-(x?s~~ z(++(Bp>M`gfg_*!nX574gK)8NWa1Ix!k?ZG_QqW}xAo*mku35$4f=OCMarQ2B~$cH zHX`oWKh8SV2A$jWUfXV6&#A6)L%Ry+3{CV`2Em`=C244-+TlmTzEd8^dsfZv=h5T& zbq~(DIa~)$`SQ#PLRSk4{S;2Ci}M9DVdq=09zWT?zD_`1s9|tTOBQxSH5JTZ>41Lr zGCnopMd;dX5|+}4<7!5|-g}>c2jBJB_5=S`{oRtb`~3e{W6r)MM%{ch-Qa6CzTc0& zXY=4awOIj7tc8dRr0+^B4bZQr8@H40hq~F@_udO7s4q<Kd}DrsbFIZ9OgwUkqi^SF zYZ0f_M!1^YE<mUBzAQEh9iS%kM35<P=fl;q&tWl$$F}E8&buNnw&F|*MO<5L;f~_P zdbCne_-jX@@84~2O{qH0m+C&`ou0<~bt!Rpr2@x|tqEkn4+mc!&K+Lh&zM$P7wlKO z+30r$@aWtb@0vCn_zB7I>x;mb#oC>`_zcX|x@yiEcK|q3O8Co#e)_h%4?pf3LmnxU z{jWF_{cVhHUet&`r##judu^cuiV7$bfmc;K#9mYbzcycYPQghPf_NKO&nV(%PLESs z5%Qov#-ArzHh^2n((W(e=Y4&`$sTsl)9kV>?}JBIZ^WL@=*9Vyy69Z7dDI`wS>zUE zF;D(lZiuE9c;Ne0FCFmfQ|8VxO^2Z)T>WS&D-HdjcDm)e2k`T$Ynv?A-I89N<ra8n znrL@@&PU`Y#j3%vp72KnwrhUack=8C$D@3xmuP?f>Y9Z(JG3FJ+yfo-_}xc0fZNP^ z#YCz2{(0lw*@X$Pho4QaZeg8sEJ;kiVtut1Gka~oPfe-k2&3hgqj*j-fgg5xX{ReT z6uO+kdq0ap*yk+i)1-VC<kJg%pZi31=MHzM?HR;5UHw~>uMr2T{^~cq_=5U}*@1`B zh`W1xEN^$?yo9U(XS~%*^p79XG8yhipFa7mYu;Gr)O{<22`-#Jdhn#>1?FBc3aYJH zlRFa#eJ<xan!tnK9Aq0tpGUx!^FS;I`hl$-iz$H1ZEKN>yZ18B+FN@J;yH&Ehz2ja zzz#zTa>(ExfB0L@Pgo((dFGbNkKZfK@GTbV!JcEPpVJ&gzhMPmhw~P6KO>jVWQey- zOk(HE!N;zu<lT5154}Z)m0ub>y+iSS={Wdf{=1dz9K_)o#ozxqRD*|VH)M4JKjiGP zhVny^mk8bY#e;QsdqOETSp&Xwee&r+;B=R1{%YAL@CtXWo%b2=%bC4##CV?+{_p&| z^Bc+-CsN{gu%2fo&XZ(Acl77g`u7KQsmrWvW5AyU_n3z<z>TL-Rcoo5cn;l7*C*K5 zZN2ElF66ga{FPmN=Fp2?T55Ttz9~7nMEF65JdNgKqYdoB?kx474ERxF41c*5&Rxk& zy>Y*VyrG1lH?0hxJ1YC_w9p6esK8F5HM~!2X5}|+edOh4ED<;G|M#qXHU2iD4>Zk| zi4ONtSD$b(ky8Sn^%JX;??!yGWd3Q&k2$Mq3Ra=Q_`62;uUBFB510+aD|K)_GyS{x zIp9HEIr}+|D_9R&_R2q-s28s!422niFV0X^1-2posEQZ+8VUWN)yr%h`><d)cY=-? z_Pa$A>4$Y3{&P>@J?t{sI+}y9jD0p{GROmN)TNN7r>mjw#h{k>6xPq{#Fs(xdh}Cl zu8}*R!1;wpeV*NO$xruHnXkb<f(>-@+`w}d5+#V+k<WHM6Mn~OhVMbYa)cuXuUq)} z{S@?tCsbN?Hi)Amt{msK;NP?7o{}i9;Cb%%CoLdekgmKSitxtwrFqaJ4?g;8Dacy^ ze!`ibEX|5MuBhxt+wv&#t>u$bf`}K<zC<e1I3JW=d-O-`4Ce0NFj_Uizx!->pPt6+ zUj2-=>4Cq<S^eXDiF#WGz4yP}`SCwBqr3JNApd)&U$VR3&hqLjQuzOX2@iW+_;2F% z7Y7}D@qA-@uKf%`objsh(rkjRbWF;m5q`nf#z;Zi0lja7UG9z%;#;>sKJ5(ZY})VG zKP*7+Fg`+C1^(+l-l$2}1zqTBnwdOs%JSq{XCdI~$NETNHQ3)DA1)1<Qq<`RgB@lq z;YYMw4Y3!2+ib)<Mibztt#7_b{fGT|k@TsR3Vp(aqhFSYz=w=Xc#{#2yyW`Yj*h?& zIz}o6Qo$>G`wxv`zjd;<r@a`UdrlT#`BjH?)ydEZ!T*O%g`ZpQ1z#N)P}#kY$XqC~ zPZ#T--^@zOZ3x`ry4L1biE}%L4>yQl{r|F=g}D3#pB3sX{PrB5LwWjRbrJl_g_yqD z7<K7H4a<*sza<@k^;`~|<B{nPpq)ZJ`^|&!`_NA{N`8x*D5GDgFy8ILf7r*R@e`DC z&<jhC-9NAh957#5+Qfb=WCYW;;hbv4{PpAIm~S~|wzfrsIDgtscujUc@a*Is<x1H9 zwEfm-4D3Ylz*xbrIqXkb`I|cULDsWOqZ-7G32ob-OZLdKri+az*bz6`^rBbdP=8TP zzV-|8^p$kC0R`}a*Fvkx2m5z*y<7gEFmU@em3ax`tjJT+IR@CX%lrO5t6cCpYDOJ# z@VS!sb2nciZk+viaGcW?=N4k#eG=8d`KjMYD-rPHE4uLm#`yhVw@^V3cnL+z+2-jx z;Pp%YaU?@O5IaZxaUcwQgx|I52JB~|i{+{Yof9FrFPi$x0^(2o-cr8z=tm8G`^cOG z=T3O@CV6F0m;Cpd`soDDGw3A$cW4+qXfnGpuNL;|%_wexbJ<gU>)A@qIJfJ}&1H-{ zz@S}U|32`(wfj4L9q@i{)(=sGa`=hSp=i=<)EjaL;ro~HejU^ue*%yXKE7^}`31b; zc_jw5V;=7{hsP%o$CKsvOqoHSJ=3r}Q7wse`JE;bpa31CnDt$f59%SAM<0xUH#t7F z65YLbWc}!v!tOl_v!9hXlfi>S>=WpHT`_MazMJR5TjT+E$<Fakpg;6@|H-Itm^Y&_ zYWM3B^v-GuQ)YAUp!j9s+x)2i=8*lP#OK+C&d7>`pN?%NI=<=z@6Q$<*Ym=;i1_E3 z)UQzQyD%G(k%s&}q?bS9EBG<@hB2Q5_^S{JcOc@D^`*hVTru#ty8I$H_!$HJLDlzo zeIV6%GNUxsIp{4-J^udqEa}q6yZF|*pu8)Dh%xuoWiml@bOp7ci_a`3Z>CHS4# z&i6}c2a!jc_CKSCUHgxUZRJkFZ;LAxHil4#iO?V;F~hls@yvr%tkA7Jj+{_Io~(ZH z`2GvnKT^HMz>kQ}#R6@N&WJZWzdGn{0LKnja;#C2VQ#>)L0&_|2l_foNufE+uX)x? z=!G9n&zFQ8!hWnPh!r0<LLNix+Gv3I@O^aa#lzF!ZyS^C50J;DM9?kibRbSedAoCC zJ(Spg3GhJ=H@N!a!%6se)<N&yHRyCb42s0Jkyi-`8?Vo`qP{i}Q=kOhz*;IpxMKzR z*5s)z)3ey$PyR#aZ^2(k?}xF&FRrf@Eu4a1Z18$mPMe|+Yg&+v><r?+GQI61?9*9~ z1ZIX+?EAK_9xwPFS%9>3SP$kR^d0cjf!#jl=IRdr20J-cS*i}bty735@eyz{$)VCq z5bLe(^@sN5FPsZMU08fb3w?S1R(F=c2fUlk8}K&+w}jrX&?DXqo-iz~I)^!)>lOER z=TlCNJB|u7<J_mc$Ll2U|7gyxud{N_=wBFAcoT~Lrg?=gL%<cKP2o$f;H|S-A;wbR zS+}~1Dk5JYe*HK7N(+6fiZ|nxcjsrwQrZi<fEOKmYuKTTdpXiJn-)xgXGU*$glZ$5 z2@>1dQ9`h5UCzn9Y^C5M@-zB6h!dPsDZ^91nGDBT^-1I_B4eTy!ocq|6*<Q!#8=Jb zGe@N0XXf>1b7l|+qDFa=WUy{eKiA*eM~1laI+xOU6X!P=?#J0fAM>gzQjS3W7U*=f zco=s1>HZJrAs5t<bl#PV*Q0-x{lmb40L;aFNXKs}0=%CZKeKl)`saq`eOP&r$M#aH zTOw|RWUYQ&cnW*p-s@(d0e;iChq^c(^Cdi{21mj3IaK!4A2PuC<E5|}ZT$Ndd-^&F zc>UrYrd)1Q*nO}1qCRk_KHA0B>Id+UCT}yQ9={JPvG3li5xQ`}At)MrXs$$dwFdpH zH#v#Fz<#Fk&wLJsu4S|#ZNrj}bqdduj(UfB`b$!(Xw+%%y$mkqF2ua`jL35ddBCBj zwBfU!h@*{v_{OE-C%uwM^jMGAX(DBYM=&3x*6hGqC-QBznWnR)h$o`ib6Hq-f^n4O zTmt;u_3He(4fy%^>8+_q=rUP3!p!i`k9SV&DT4jdP<tGdUP52{o#ukHLEwhg*ze~D zVBgwo2Y84P_ee_k3X$&(Pw2{xZ^NHAbC$TygTGhRIqrG6TUYTYP{8|mJfh;~1MYp6 zGHdzfg#LDygF$!lkiYi#7jnk}pL}+{H6V|<{O&JfB;rSNoMYVccHqn9chug9b9OOO zX_TAb|4m}K@oLcfwT-v`CE%xd{y-(-D)B)4Ruk}QbwGEd8*$)t+#3Q>5d0&tPts+0 z7vD^_KES>N`MSO-8>8Qa!z}miY2+7`>D_NI&vR4!mbEqTLuS9(+Z^D#q+0E-Lhu@& zg!cMdS<qMgo*ubZ1-~JUYAD>o+>f(~+Bb22E6U|1Nj&04s#5f;kKy32;vbJ+#J*F6 z37T=10GDPKqFXtg3F=`1;@0p#G1jm`2E>v5B@*pKA?W`w(IC1*j`I<g6^cI*A4U?_ zY!e3%FK1r&Sh*v=$sZywL;P@gbJp)e7Wk-mt6Pvd`Y^IiQ1G0GF8;ptPo6IFXPM_Q z-wz?bBT=Zmjy%`b=bdUX_DNoiiZ>rPHR4s;w5z9SY}A})2448S`5<o%p2;$+>YoOG zxwMwKS3U!}V(HB$dps}UZS~KCz{Pq=rqHZ1@Z_deKPuo?QI1c;rXOA};Pop026)#1 z_xxAn$!&J!Efc_-mlI6PsZ;PPDxL>Yh#NtNOC#=phjjZMC2JW&JpB4$E8Y`zOciP# zv6EQuhS;kwfoCzgX{<uX*Tz``ypzCV&-qH9QfWaR+VSqGhAZYa9CMFjlEQrGkbzqf zu!~tT6^cKB@Duq1AD$e*y1xB>-CGp=wo@!M5&lK!X`VRCi@7ryHIZLl<6eWJi8fKh z^HT@Y1|Keh2b9JCegytNBD77n7k<YUayQ*R8Rrr077cw^(JztI@sZpP_0mY%oel6K zz4mjppM{|xFqEtGL;q;vP`G9Sebbz$!hq=w`i?F?3j6g1eKozEj_+UxU7UJ7`(W=T zG&e@ev7dh*G@fHPf^{)E{NE$g16a65mYH|ZC(I;jD<c7(N$$eNl#e`K)<E?G{JqX- zbtl~x-$QU#jlmq}XkMr;1--@l)M>uss@=T@DwLy~0G&mX`091ov4VWZu~zWBPZQgP z=FlDFtW!p1qOkrK#QB8e;3s8Ed)B~Xx+?^AYq8H92Vbv*AfD&XsQ85Qp<hGEN-)h5 zdj8{>ABp|D{efHa1UB%;4H3Khh_myv+Tz~u??P>914_gV(V<J}8u%QFRAbYN&?R_U z^-|Z?p-;XH-R}t;ZWojn{cDIg(O7fN1^(>2@{l}|81EzVHJbwaCCTO(a#sX8fbX|M zCE&Nsd>W{sqrSDZ;J<r6_Ls67eIn3@*d-i)h#@~~V?3NZ3;SL^s!k(QfqM|6^+Zkr zubX`y{W?$ro%E-auQ~ebZ{>%xuKdG!h|e<LcJFzyN;&H-BM2Oze7W=XDfWx(nEB&c z%wxQl7EcBq8FxSO@bV<?6?al@qP>fLi@PGO8v4)ylULX?5SP?w0_P|9K#y{Mn(c8B zdA4($tbsl93yE!?>J#{X)gTU1bLf|agJIsV^Q|5JyTn_FUm58N>)>hY0wY(V?xMfS z)U%iz`@Pi@T|9|AQ10xv3dh^%$MAINh+;=PdU9De5Oy$C{%^1jc&vZJA%FyNW&cu@ zneQI-^_9jg(j$**3M0NBhq&w|YQJI+Jm&X0mGu()vC&!JT@JiREbKE5g&+QUzCd#K z6a4WGb*Zlw?!9E52~YWiIvmvv`MnpN2?@Vdzb4gU{W<<B#>T<F4*h3aR)hHtb~Y*; zbg&~+Poq2Sz)gnDfvn@m+b$(@^PGgAhqYMb!LCAi9?b3Oz`5#+N3$8)z&Cj)mK|oG z=XJWXJwv^XB|Gz50`O-%;W&-|2F?{qWbET|LA=-!6pVh3`Ks@Ey<fk?Ij@rz4iAA( zOed)Bb`a3FOm7`F{R90mLA7(ifxxvh=hq+fqFzI%J(+^IlBk&E`<@ed`eT9QDtyl% zyZj^U0*E(c0krFZ;1kn>F7)BZ-z^*5E+c+>jdDG@ue5uPYNX`~7wpT{;n(hc+--jk zuR8%Rcxzf8{l$J<AmMb>3r4&fBYTyG_0Fx<6cEGbzE>OFUyA%bT=bXUfe84=u+x7F z{`jfoV@q0!e3EioegePm57Ws$+yLG6q46i#5!6p<_KB^*-dTAa^h1!h{9OO-6OA~` z^|e4z7QELuS^LFx<VB2E&)?JoFF5=9khE(i`V{JaIK2QL>8IeAl$Sz3KxfbwJ3Q~1 zmMgs4de|qknSaMx(5I4kPc<KWKuu%)R|Dc&I`g;?Z5r@u^zlB=A*^>S&*<kCdxG+R zZzGQgLsxPsI{FLt>G8Kq$6o<`N_?l4oDjDuefoUIz^Bp<XXsLD0RQ*N$>f&fd<li> zo1E9US9HLX<U8=rJTPPSlp^x-{{71ZJ;*127|3l~<6OII&@)mzw{K`#`NM7a$AIv4 z1H>un;;uj<;QRr)2Q~q)BY`E_(cq)V->7+hSL6GKMDFFFb-=!4o;5g84c>8l`j<Cw zXY=`l9q%1S0tLHf(f2U$2Y>gk3$2Kg-4bkPA3!g;{j;nZ?<cE#HliQ;A=!rdQ)b|Z zkno8{|55PPQ%nh$pc}Gos<Y*Q*XGq-C>#L(-Je4L%oXsw&PSmRh0rDF=p2(%kY6aT zSCJyl#~l={c~^jb!NYTPtb)i->w8BIAph3+lzdJE&u!RId8Qip@7gXNe2*FVn{tAT zH2k|?<B<+6aClEXv#&SoeD=%cH)Ggw(&*qfa@a$Lv8?YH>{Es?^LalTp1(yvmLE9t z&VR~11M5S2io(Jgexk%-s<~`|KGI@``8}u`+>>sW^4W{;?-Q+l3pk({b^K;M_SM;T zL5M05Iz)ZYEpPBy-G~609^g?%d0$rETi6}DJC{E2z>fT${d_cdXB73Tj#xY|&(pK+ z>cE%uE)s`&<a0|=g9?amqg3Y)&m$f%D4&^Tj)9%GW+jU+K!37*U~A<DJ+JA`2M1r& zo!PSarvAW=DQuRxCBX~!j#t)#4;fGt(#zjM-z4jWh^OG61nw|8HBHpl+5??s&S4HO zPp+>sbULopCo3uMfqU8e2HmVNr{QStwefe*U)R2vWez}BB7b?-8G4;n<E<m%7m%+H zjHHkNpRxshk^b62{^Hvw+j0-QQFZ=x)lK9%$6vea!2Tk|hO@Z_QD;oFiO)lx?5{sU zq<$UvUB5<>#{@fazww*&0qpqTVGr5}^e5jnll(i3b5m!O>kYw!7sNIS2cRp3MD5h> z_F*R0|LE&eMIFvO%Gd|>F`p-m=81TpyKWQ-F0tr`O4SZNj(Ah?YLZ0eAmZpY<6184 zBd{}7cno%HTK!qU062X{x_QiIH=bJZeu>4t`d=vUqDNl%!f>Nmb_{v@C^!3R1^Aru z!~8e!+s|4-fAdq&KXc-u6tM~Vd>3U6mN$Tl!oe*G;8$*OWe?h^z~i4C>#D;#Z(9_) zeyv15(^PU(j0*gbz}%Rm1KptSxj+@{iqVcyA@vIK@Q$bCmyll!ZL+#hC!!x9m?l4m z0lG{nXZroai0>1@MSnxV!}=A%mauO+nTMw{s_=a+_4t)A_ljh;u{H>w6I3KZX26er z!P5s!L-D<2*#`ge<NH$-^-;b{#N6|$iRO>U&o~e7IWnbyeWPc{EXBV+dS7W2?~Xb( z&70E`?{FSs-(8)CJD5`$N2a-g`9C{tgGc5N&yyHl$QfaO%0ueCy`Wo+sTCC+Cc<+( zeS7-~)}QaS=G7J_@UkJ{BK-#RqiKq=7_XpyajQ1&AnLO2WR+vWxtPy2CKx2}7xjta zvkDWB90*rLJ??iQ?#ocz%=S%%?m!tN_x%y{Ge+?!CGgFMtOZgrSXcWq-@kRkPfX?S zd~ou^d`Ie~X}J~H8S&&M-4gC|s*St3A&<D9_~4);-lx3gq=_T^`*EaM=mX>>DaYy= zxIaP%@fh8{jyRIAWp9+m30&SzD%y{HLgUIT^#s<h|HI-Du@3a56t&)<OTs!4&pGev zK3$#~OMW}ZClBfnJqE5lQYo+b4Lu~1U6|UL9rtypDhM3Ai#j*WtJiV~nDe?_QF81P z>gf-n<j)}9%~mfOKRb)hrS?%?L>zwHbE|j^_<nYyp?tX*{N}&v05@gKU9-=Bvxarv zQ$=-qRUCb1V#?F}DZu|8*W#<Xu&0i;UwZI^fw1?yZ9WbJC*F`hfvDfV_1QD{SOjrZ zvpI+Zb*09!O_o$%@D}zR+K_bg<4jZDuRewPVZ`18f`}hp?hRjKp_9x?9kr&?Kpz~M z8845Z|1AIZAa9EU!D?wvq~8iWPbH}C7VzBag`bQ@0OEs1-6tsx;N@-G!fr;K>lyxL zV<rV&-|88x#RQ$giL6l`I6*S)cJH_%){oLN`y~7!t%W46mk;@|?6fe^bLhi&)Hbpa z2hJzD9I})EPxYSROpn;@E8-=2{tiDcn0tjiMSs#!-B@ezqf7g{U(&yUJv{eXlYmZ@ z*;4lD5B!5@|5?>X$RAeQS~8-L-!C2FNNobXe&@V>VC_2M%WTPaJLp3XJniLFz*jk} zKi%Vck8|rMDg>`#9}1{qGU<U!_K)JeZGT6dH`VE+t~A!kbWrZ$U7W|>mz8$mKj;<Y z>D;EY=r8cEWw``=CbP-W4mAVMm$tdDg1YymVD>X^yZLcYI_tPU`irMs;^*->lkY>4 z$2_1vDX>M}L>^~Q|AV*=`@2N<pTy5==z}Cts2sw2a_Ew#Uc%?+$<2j`+(Dmz$Lgz9 zKg=mOV-^4QGI*uCBh4o4s;G*AdILDJ_guC98}QIVb$unee|QeX2<46scwRce+r*~G zha`@M$6kX@EO*jZ75H;P>%qG%;Mb1GN1CP?^wX{C%MIT|9?mr_&T}4mhrZz-+Dza& z>xs_eQ_vq$w_mUj!$17~U6uTXyy)0~5*hX>Z*NF61LDy2mISUX;2!<oBmZ{iP#^8K zB02^>H|BXIvl*}FxTtD!h#Gm_&1E*57l@z6?FXk$gLnH3E_{EFyyhrp^=`eIo#e-> zbnMH*P(c?B^iK}DwdYL((C;}_ZbX9@GFEF(9zz@<u`ZZ-&k8>w7g3(Zyn)3qb5|`b z==a>u{p^oG*Bc&~QfmUf{dy#u5adAMmGHYr4gaJ6M6R}u{oi+u-dq*&zi0o$(|(BC z-HiOI^;FpB;KOyR@E4BW(C*Xwpg+Do`RoPu)$-jcaltbBmm}T^^Kzqa@AQX?U@qt` zM_VRiuR|vnP_R*y1x_%g`8E}!ZXlAV{R->vkyX&>0(|OfmDjL^y}PO(J6U22ed@iq zPzHE`#+?0X)(GMbP1p}1;G6|tk#8I9_*~2yZ$9#!%n0T^w))Ud#ivJYm(lm~d%rPn zHR62wrmiXY|4WT9!6uxuVww*l-knePQC8;G$!E~p_t|Z*BOmk{(4j2^AI@QK<}ZVu z)M?16;R<}ac92Ma;f@nQG43+iwJZmM%?lCRJ@|fpwv$rHk8$4ZZDX`9_QCnYXSRB* z7hivp#~#?<r>z)yR_udlc*~R3eBk$aqNFW8^s`9JTzCe1B{!~>TEX8(>#>Y2As$b! zbSM46_xkfY)S&YW@S{yE$p<`@yq@NbdNOdQm!FkF4SjbyDZIPq5t&{HCe87nPU_Ag zHG+JCbKm?zCi1`6*GWb{F<{><=f$pSqCQw%Y2S1V{k#!g<SF^6H*a#gtoMN*IJC1o zx(|L8P|1?d0{<5g|8y=0cJuR8HW!{-<Vv?y{$ucPntuU$D!5OvWk_}KBI?e559mKO z!_KPDi=9RsAPHw2{PP?9OE;}fZx;2F2!Xs_=u|hCTH?jvUvd>S-Y*uxXP=39D<Td| z{bDH`T0mVP*i?7=0rFJMyIjfI;I|x}?RBz<BYgBdo`@f6m5Kkj3=k)l3`7-CcT%eV zXMXb}bntGgsuor70`0Ya5<cXg4@d9l|AM~3Zhz7<4Cg$abPW%!0f%oJDoNC%zs$#{ z`^6v3^P{}-`wi?#Wishe6$$o()>d&X-=1*$%2xNBAnHTS<dx-i=zm-%zM2c%xxu&Q znHqw1UAk@SEdV`Svx!fE7&--eg4%~k=;brHfnBiU+Z?oq^uV7kP*dtpw4*P)OTBx5 z9sH9fJ?S{snQhJdiUL00yEoPM5Z<S#b1L5o_!w!Z>cD~Z=#3Na6$RcKhLCFirhtxf z_PWyqaKo#qR#;vFx`P4v=LmDy1^eWuV#JkmdjB##?|`2Zb8_3kzt1+@^w&QR|7j8J zUU5SI_lC8y?mfiI`z6Ju;D2(F;Wp}syMz<mtJBDv*B%*2a?hh)dzO*!Ec`*0U}UE@ z0p4}tLgQ&O^o_*?S_su)KWZoF%;M2E@_BsrAo2?G#579dKInw^9zq6#PP|9{xII4C zP_SJ(8~k4+$J<*Ld@%h{>&;sD#rX10Q66~GWl1ZSMmy+8d=LBm^U%M@ZhVCq_B!VI z$KFyHb<vXov%BXQOc;w#lNez>V&#nG4I1Fx^$}*rT+B20@4w&<;F{W0X>T?B<=Wp# zli-WsePWA_#HG+R-U?rJCk2kL{uf<>ynEpWbDTPGALG@9Ro}o5e+@(*Q$gLj^V~BX ztUE=ifUHF!aO=d`9y|E)l#Eek&sXr#FulkP<i|DY>%q>Ehy#i7F@luX7t%Y_O?d8L z?fE0tc)ik#n3qJrG1gyY?J>w-{!&GosQRN0w2=L1>m_vc2M5k_;q`lkwz%KnXK>m( z;=@>fwzY=9>uablU0tRk11|kJvuDYs1aoMrEAx0`F>k58sQ<=M=vk4g)sv!_M{9lk zzhyFK0{d2=N|`6>J|>s#(~!5BG)*wC$iwgWFTeR=g}T#{S;aK=o2|Jku1E%aDWJUU z6ZZMke1yFU{DSx<sURZ}`f*lU6tX;^n}&Sff20BUY0dGlX&>t9A=<Zwx1ggkQjgc- zzVXjCll>zuI8P_uWON$qJWQph@p~A&K8nUx34BIKQueK72=;sL<5&?U=qxlx9cP`O z^UAwY=S8D$o-?I7_7&`qMwM@@7rMn!2i}R#*uP^r_t|0JZq5y=drk4&=O0d~jbWdi zYH5=3{w7b--}Jg-f5bZ^Bk(!D*-l1M%|I73y2o=B-^(+ureO97boh$=L-F7@B$Zr; zE(7m<MX8N*p(D=sW=O?@?>rfs_;x-MI&Ad(i+#Wioc4Bd90A{{=05ot`g(OnjKcxM z7y8U>%keD41xjmkVcbvVsIqnGEA*$Av4x{_!RQx=rp!@l#q+LdG<5^_92lm3-eSE2 z#=i>vxPs?@Ba<JRj^_}d`0y3;k8>&CMpB@Da(Xdt@p23L|1&*&G?A~g96Ntp2>2-e z(@}pO{;1XMCeHQ<dP&lo%VUpWcP@gTGO>SSp&u^V-$eYgW!P@b#(XI4nP4?-XF@Rb z8_x?7s25FTt~4R<xjfF&cn9`(k<=}=6TE@*Ja-vWIpS|?pjQso(RI+_`XuZ%$EATb z_yP7cbn^_gH{!MaIkF?L$1%FGFLOqyziGd&9>Mn%*zllx`4;OO6EqSB`_ljOzIhyT z#8|$Tm!!asyxoGfO0mwf%<0N^KO&#~68-y(hBHC*2Pyq&>_dsNi$OR1Bv!iB^vg8P z8@>E$rjED~`{y8A!#4cI*PTX75coeCfAYBm=8^atsNX|8CWOVz7DgiOYJIW((E}YX zB>lq3D<{GS{o5V&y6~4*%={#X3pcJBtesv4kC09^&bxtlF{DlLk^?_Q{3b3UpN>qF zcz!Yn`#YR=VLBguP@96>Zot*B6D2_s8N2bV<}(lYShRom-0d$oH}Ll+Wdteaug$nV zJrIR;QyTm>eh2sTj%xUGBj3r;lFutg-xpc;VdE;~X8|4Gzuo}uSZetf8uP>MQ;J_b zal!c~hm6#3SVw~rh2?Cl>;60S4d!0Z-^P<pWMiMo{U=w1zr!C6<!ze5UzDD?t^SvT z_?my@aVGdsT&eF@F5t<BN4FIo1K$!>D%?3>2M1hJjMnh)Qw~+}2cSnBjazPb0$g!7 zYP`k~2)_<e7Yo8qi@|bbdgO1xZ<II2y`YocO^aCtPfemvtlLL~d3kC}3P!5XJ-Pn4 z`c<GFV(9(%RWfwdp7G+>u!~{lSiNB-#2e``u~UD56RCRacF>c|MJPU{D>@TyYV6xl zJdJv6YNnGT;?dbu$3v~)S-Qvd>_qT+d*1U3jsvIK=ESQvy74|A_gW62-sD$adgubq zO{|{u9$bfA>^rw}=LbFdH{A>l&j443f=F)ZcO!06yI(Q{kIoKbQM?DcCAazRNav3H z;I7N}V#Lk)gx?{KHQ>W?sxuN;pY~C*rim@oMRGsp+5*2$QO(!C08Y?#(vCT~;he~^ z&Wrs1`2JlFN(Qj69h@VVy0P9NY14b8@)7qdKDCN2f_L+;M-L$%W<0k^vM&pL=T2ky z#8Bs@8|0Sidj{QR;C{-N8RQGCGV&hYIIsMU<^BNd%sODMMI3)0Wf}kA@Co#HWSn{; z?SuW_yTIPH0Ualv-(eXzcbAIIgLn-*f63NJf@b&rg7>jIuxHhZv#yO(*sq*0T~TS& zX#^73y9uZ}(?&|vp{|@`@Khrob+_*7uzOd5_mAi0xF3mQK6KR+y$`@=!^CxpDDWe5 zVP8?-71)bcn!fQZ`0vb4yPE^*qD7G>I4$7^igwp*a!{WzmTWp^i*xd^j};q8kT39? z68WG$v%=j%+l%$doPAX?aus~u|3b_x@IhFhNQE{D`3<G|N<;zhv(t?v7WP!2pt?po zfO$UewCHc`$N4Ev&6qu>!Glfa&a8bwzvc0!j0WI-{9_@T7ym(Duo~z7IgR_c%uhQz z*g|)s>i?X9{a4@5UAw4;zSF{&*EOK0jMK^e+@1ef*;H9Lg8g~YICkVxEqGWi=h8z( z=t=T&oqrI&oRYOJy#5HCW=ECn6aL=*OL|Os8uBV(Vc{j%UjWtWPxk`ozhA!AlujcL zXlp0r<Gg`nNuoo`Ao!2zFR`=K$OBgGGe(eio7O#=Hu8WzJ`{8G7H~~#l)C#e_NRQF z)FlDDrag^tU;_9~9@%_%b_)IW8)v43fkV?oHZIT0kRLw}%FG6y#B~XV&4gjTMyqVo zE8tgeFwKFQDC}El+VMi*(Rjsaj=No$FY&K}tADr8GE<N)lNWqlvLNcKFZ%U#rP>03 z>#Sv85<A0z`-Js!jV_$S`rhc$wS{#y|7CLl@ha^}U;Q}^)OkY9XAU1g9sk04OSKQE zubF@Mq00upn#(#n13lt;D(!?O_AmIoS*{*_%Ad{pwSe_o{cvfn8-Ba9&w0!f_FI)d zW2=MxwPV%qJ4Qe}t#L8r#rJV8w>dhGc<VAlRJwbv*7n`|`cC+vLCRmtTUfU^wpOzd z*f$Gn(iu6}ch(70ZI=|(-B)_qIq%_nHuR_7Wk(%G=E$L<tC$lyEgzig2K#3r{H#V@ ztkt)_{>vTIBXZh=9OIz-L~*z6*6;RrCEQoogF5xN5!+M5VU_WgL4|(sq7#jM2U~zY zR%G0Z?%+XR?$M+qLC-WheZU-i)u+IPL|oaK@FF@mujm`>Ue>UtVF^5>KJV|>M)0Th zyx#%vBMXs_1}>NfR6XVGEKrX+7IFC_)duLOvnoF&k(asq5tXdO<D4PMt3zAj&}Y6! z4vTp^5H5-ge4xhu^oqOjbN4}CwTK|<6oS1TuBQKKk2rhi;IcU{>JJn0^Gm7Vw*#*u zmdU`|*9;D`B5pLW(oOgQ=UPV3^o?TO;>!1nSY8CrQGO%(tr_v)qS#{VSJ<~(*TrLp zfv<am179Fc^w<otYlBybjP{TQ9EDv9l$vy6UH^r5Xbu9;?-_bJUww|}T(!OIhM)GE zQE$~2pkK$^$Gd`eT|SX_R1`Qkkv%r6WP-Th^EQDV`^Ou4J<#G9?&FYQwNV2fUGho( zV*>lKk8UW4{DF9tpSd-Zf%<NZOg=Xo;^Vf?Uoz~6v0_tHJb2I1MJ9u~FYvq0wk-aW zct7U0SG)Jle%@xdc`Xq56F)=UcMATbd9G^lC4Qe%eeiJw{8>iG=qPZ>&7zW=KM{RS zEZ2Uqe8PFI-@_Df?=aVh$bstz?EYhhPDs>weE-4}Zc(hq0pSkiu06;fH5=Y5hM`VL z7XP<c7jZqjT%-tiR=xjjbQkjD*JFFSd{7td<@~WXi5>b~Z0o|Ve&Kh_EXNG^rWM;6 zE)9QhyvM>42%KV*uka)>M?BSKpqND7M;dZG_8xGI&z~h!>Lhej)iFh1@T#JoP0<3x z$(>^5QK}x`?W0@65C1_I6*!tTSC7x%Ivrq$_$#-OZvGQ^bdM>@nll-3Or<Al_ufd& z2)&@Q&Zt`&s?QA}jvQaIIOAUq-bYMnsbhz__GZ!qTORaK{gd2vda(DOZ{He1f0In2 z8*>-NJd&L=%Wsi)8BxU~e}etkC!1~w9s=H9lJqPC&#iRhtB?U+CC|8qU58z$s@-;V z1fPn|P-rGbe8~u5nErMH{C>vc;41t}SNO;Dv@hm5bcochSHn-Xk9X=L|LY94n0@#Q z=LNe&lP|L(UX~shx+w;H3J>Vsaz-CZ-K)!~$ZLhzR6?)e-}wpGMI{B02ULoy^4)?? z+FpFd;S};K^UcXCnYafz;(K34FzR&09m>7HwLaI?<^wk9!@2KA`d0#c_w%zWQbvep zPaO7>q28cFo-q4D0rknhb>=^y$J%X|KG$Nz_bu%%c$k2AbS(bTI{1*S-phNv;Hlh{ zaclL6`@;K}NN*qyeorRP{$mf~i<U}Uoe26yGo|Ye;&T%j&6VAykcXuP3AF+@i5x1$ zxxfoK2iIhxv7cciN#eEe@526LA03Y1+(NET*mv*|<%N4De7X2stJzQ2;V*pCTmFlr z&V-BKsWLlu*Ij0yA$k@5;?+=+QU<;6)#EF7jlmb5i+puLyb<(}9UKR~{j}=%dkQ!- zAT=b~xrq6^{2$Z=)}c$;DTN27fVaN(3*Lu*lqYfFX6~5d8zvmePmkw~n|HVUF5yI& z>3;s~9@c?b!r4LwIKXYqslIzoQ0U@!4j1r`iTs^rVdx;DFCWI7vp^pGs`5WdP2gCt zqV2w5d%{#<t4(>XJ%Nc*&BIk3bG;3$Ka5zTUSvTzF@!j5DegkFdvEx2qiY|_kta71 zAKo^?enbV4hIOLvM#x5SzvOk)8FKy1fAOF{$ul-~34ZtQ96iOBDE6I6`PMM-th?*P z!}RCi?{fD4HG07QJ&2^4=nzk&e+`R)ue@s{`ji2`RXFtYraOM_GYIK82|no*mnw1$ z|F86sx5uLrI3(xfct;HJcXRH)+lZs?t38*AuR%904S)5c&53YAc1&>;`EbOf*q>P7 z)w=THshqp0-(j#132?sbQOeXI)c;Li{2dFw;!Ic>rOV>S+!DLS{&`O5>;)f*!}+t2 zFY+IJ`Thm;58LQx;m8+MD$GhP)X)z&mK1qr*B=)oI@J+>`wJf^-Nrd_IgPW{!)IaN z#zJ{oShr**zw^&vKXK7Xe{J}ow~so1xk(RuSz`O)Cx?1)+uqyJ&=<%Kv6yjEz@9z1 zk87SnpGV!}AZ}Zn%kHC&(gm)3O4T(A?#En=9XUt$r#Mfo*-0}59lV(Nu>2X=84E$W zJPCd?{P}hD@;=zHfJK{`9(1MrgaJzy#D@wIq0LzI?YU2yvdSVa$;|8tz;jIr>=klL zL_Np+Wlzi$_PLNe;F1#bv6H#ByK_Ftg2Fb~agJP8*g5AY?Ap>|iq{TtHOw&lD+6#T zjF-$h13avg`@s8`kCCU<D869FeOv~bBHDLZ!9NpXJI;rr?i@m~!va2}tK0bbAm&St zvi$yhrUZS0Gf!q{+IRir6=}2=_}D;U*EsC8&OwCFy9#*&#~WV@;8m!OySo+m)AMy@ zrm!jK9;A!)?uZY?I!igpY0yKghgz2?q3>-s%q-&dQl(7A?~7nZOOs<E)xhyHy?op7 zf8zpy!5I9Vv%IKdKn?P>*z-Y*z~@_J>#k$K8`(=nWkI`sv+|Kn?HlSpDjy3yv2G@j zqo>I(AWyJzZKjn${qR?a;4<)|N{MVxct6fVN&m5(dxw1<vY0$I1ib%kSK-%%dZ#7N zMPDJ**S}PGKE?Sp`wF`Y4#;oi9+v&CqJn-zHvh5V0p@fXMyKb#!Fn91Dr<sWCAmqC zQv%P)_{pOdgTY&CF1`5Yfx1ji%>kL$h_{zEKP<Z9{K&ih)!%oV2zQJJ|61eq1-&92 zzrwIz;}0H(eSn{IsjX8LVSP^crjEl;y1%e(U%}@xSEc<)K|D6UAu;C#{>k9zcX=H; zL-_(#YGwiY2+I1*LXj6zRk8k|dItO{PcB`z$Me;>_tPOh@fC`(U+Tv^f&SA?_P7_2 z{^qNT27jUd1xVdK$`5=|l(yW~haXHyaA&?nzv;X>!!!7Y!Lfjn5jWJsmbi&NBth5v z7fo*a0`-PU_ahx~sBaXy$>>UB?md|b+d`{7K{bN#fQT6V!RzAk%nZmwO!vojfRAMd za_jymM_o=*aQ{6!=n+J8^Vz`deN6mz_mq*pDBhw`hR(|7Vc<c;4F9pCykcO9ddNsk zao;fV6NRF5)|;qH(PzCKhF|%c#5p=+zhysG^C#Uv{P$X*yLB4=9dS@n41PkCp{W{M z4xQZZn!&FO;934+yMHJ?$Ccb`7IDUbyW0KHS*+)@iM(V5`cf`uxDUf$Y&o7ZnZ{t9 z8kSkJjiE2K7S8s7XPG?W7&ps7zssCu-74brD;_Ra7fQ@$x^{;y7k-mcBKh<I8S;oi z&Qs#x%U72OiT}-m=PWke5!eR5v&?1sPXTe;h~YvR`X=qq8OjX{?B?&6c09nJVh+tQ zG;QEqrqP|8r@t|0f!+4m6mVlo{AT>ZDa6O_-!i9ACsq(N<DpcCe)jbV-8a-{wspg= zmB?Za3a8JJUlo|6dwi=?kO=d<CweH`?qSYl_`g$Ln8W(|xQIZt6!6|~@R7O|&YfzC z;Ghoji{<NvU%{^oCv@&4u|R)SR6P6*b4uwH`KCm0-Zw;z@187pn7^*&!ejK?R3<qD zzo~H`yfAOn8NGx)tA8!u`O#<d=R&jbm_PW~v22NO@W<?#+XHVYkVpUd>pXf8dH=1; zZIiU<2hef;83#N!WB=2W4czTA6EarAe!ct^c=aLdJcdC=g76vpu}x>)4!flqeRtti z2z0jwa&}R3=&-y~N1frHR8F_=`p<zUZ@1L4>YxtF<o{z1b^j@W<^T(v&r({rBVv?` z`cFgUoJKGHU)))8zY}->c?G#A7v?IKHb?tIFDT)Cne`?bI>+@@U#=$Pg(OcEviLAx z)46P%9d_&E@ZfVV>?1z8++uGI=8Vkh<h=v0eP`ue{xAr6oa!lUQ%}?-<=<2b!oHR* zdui;Dhr2p7Iqo#u6WG{%0_MZ)3FS@e-i)X(xm^FeGJyC|^Wg2lJaX{u)&vGgtnZ7j zvg5n=%)YeoKVQcOp8rPk>HQQ3f~u}A*%BS*0X_;1mV}=XUEFNly<dZxr`mFv6nzt= zFW5Y;K#!~?WUoUHNmW-*y$k;u>yC1}0G@qNPAl{EEao5=FF1Y$|43cdrkK^ly=FFh zAMiIqXUtt=i^zoj`b1C14*J-=@`9bsY@93VDKZl0L0?h&#bSX;oJ&)1YLo~-KY*~% z8V}ZMbxP@4UIXIo=YiQ266EKN^rn|cQCHhPAUuma#Z-?gw(b)?FKqTRKQ(x1LYTp4 z?AvUrSGF4q^utIe(k~al4|<15GXG(IT5rMs?+ur`Xg!pQc+S1Q>)(IjsAoy(X#GU| zGh8twTYT?8_%^Vqd>{P&CpV|F7WmDWaQdZgtV1{{N8|y-XN`+9E=kb+pM2bR<RsQ> zT;SBEdVoEF`Iw2<H>{&p>Sfkzmr##mcb_eVztP^@_?B=Ke8YxaX44<{3l$Crgc)L9 z#?Lv1+CbEy8*<OhSK)kg1)tViW6V{(cVx+k33L4%270FdVg5$O;XAgdmrqdL<W+wH zUH5ETNzXWV7tevG9pdPJ^0d-)L0kzXbznUYJfJ(qMawb*etPJ{$$vzs(|s>Fx(GhH zJp8xv1NeaN^j*P&cpnNwfr&Z-@(~hJP8Z-56Q9e1@ig?Uu$($cMc|U7OTZuCoiV*@ z`Kc1D6Uj@8k|y9CiE*LNZu|)QG#CUvno{O4Vu^cE9<E1-*~0I_a!jNJeV{wE9XB~A zjQ!B{F5{X2&pWbkZ|VqiFk)?$e(X!QWS^;hHuSO4Nn&;v2f|-UhWnNHo+HVR=E%d* zhtazA{<Jde@pjZ{btlYkxUkF_hxIdL%$0kwYESr+8rE<X`Y3r$6obfP)MH#)mbe*_ zhmh<m&7QC)P(N=}A-#d~<sQ62Jl`?Ddwj<zlnrs*-ba)OeFc_Z9zB$I#@rO{ZYO3= z<c}MIlx-#Ug!!|T4=OV33HD4W_Q84f1POMrJ>8M$Pp$duC4LV1A}QtRqDMG?SC{L# zi03j+Y0BXh1>PSCZL$~yUu$SxU;?fd+;$VwhM)S8w~l=QZ;Lu$uJ1#Ga~|{i_8(&b zKPq$ZrU#ErTC&X8-4{a@=X&cH<TuG5LZuCme}`1f>&Jl?JBYG4A<wTT&G7%m2meif zY<m)Z6aP|Y`xEx#vC?5(PvjHXi>SWzVt-1RM_u6$W0(G9uOJ`%c3ME14f<F4*^V-U z8_4gZuThg8#Qy#}c`R}iI7o0wuLW*V@9f0u$OD(YsjKl}J(HaRE^#0qU~gUbdoqE( ziI5Hr7V!Dp(-CK`xxrtfIJfD(;hesUt4|2*S?6lKHIo6>F`;VN+RdK8^5Tn(H0BSJ zFfMyCNCMxzbQRpL;eB)XPMV}*zkA+?Y~cOdLn-MQ$-$FTKFQc&4u>TBsnIt0QDo%F z85iUosWnFlX^7wYN2cbgo;VOPW#uQyQC|%WHi#GkUs!i12_OK^BASOMst_lZwAYQw z!3%1Jre4%Qm$H5qbS~o=bSauTpZCxWc{+5Wf@h&~C7rnN2J336#nHu~hP?TNRc5g= z=80(^e=Kzs_(Zm&=ky3V%v|2xQN-aFO#VG*5O3tRXqBSCFGn(*2D_oFTyWXc7b`%X z8+B~3s2cNd8~AVW&L9trJ+31+1HSp{eV90S#%6oq>3wqGX%C|GMAebUlU&Fp#{2$$ z^u@^)yfxkGH}`$$Ou4fMG*up8zRvQ5WHaI#-~JQ&4HS5ukC7gV=vQi1X;oNDMt{l) zncJQAxNn3x<T)?==DyeI_L>vOCjw|xuk43T8~uKaMi%#NMI5aNKzw+pcC0rLd9@yK zI-vk|`PrqA<@p@&h-IXr1NgUZ|0|*#<Z($khkL8>{x7FC1vH^soiVKQ6$Ks^9DQ}_ z40uDOh>$;b9QJusP>=}yoYW#>8xEK8xkTKwCK@=8Q`%Ryd%x`Agb<rHKk%6^jk1o= zStB!NGID_<EKaF<n~2AkhcA^@0e{<{Qg)wD+C87w&AtKL=-U6~zV9~tsjS*1#1!?R zv}b2b-O$gmsM|7+`1Ofydo2*S^=Cx*=wa|1`vaW8f{3fnNWD_GC1BrtGei2E(2XQ_ z%ng7)7e%6(^^rH!zgzO^!}<q*x~=EKjlTTZ-@k1Fp({nI-CM+c?IV<43>Nsj&>MEI zgKq;5hu`+dU&VaGWrf6{2-qFbc>{9v2T5)GeBqCE@s;AgSi+6<@GIt57(o99`M?WO z@XAQ7B13C0@YfHXk7b@=-b~T*Q_~~Jr(eoX7GJg}D14C6?gC%3P0}}s(Z~JZTZ5)w zgmCX7Q{D^NcJNrWPf}ifz%jOQl?%YRy?HNU^_YP(moK%QxPp4MdBgiI^aCi^o)kTb zd{QIk_9_kH5$&74y^6@s)2O?=a`wSr-h?%t1do-_KXL2mOYkRkclXR&IA5o4+<hN; zCksQTn`r{(J=K(6QFsme>g1fVmWLiq_vN>=7Vv(VO|J;LK_l_#suAKvjFda$rN=nm zw8++&ig-@l5_Mh+{7m)l0VlTO$P)}$1Dmn0B^9~(;biE;IIMi`&I0BTHRkHof|s7; z`cdeK_#E*55z7kVlv4DBCp-TC-Lbg_t-js!x<ada@Vew$&6bWa^mk0@P25Mk@c9$= z{R8-9^~wh(aqv>fb??V9;CXA0Zim#gB3_#>ju``Yb$inMYc3$a7FO@_0}rv5sD93Y z_$YFR@$#N6=&W1O=87v0gkKzaz4V8`cTLR0Jv<RNAN&kC4cz7I*JRF8#JLF_JvHO& zxR35ko6lu^)OXByA3nYhJ7wkmdDRPb=yorzW((l0O@f;AuHCO(CG9_tf6ucoNCrPk zy5qB76`vm*5yB=89`*LWCp^~3yLA`Wr+V)||9WR2mJtMgk(l=Ij|0AE6Q`{r4dyb) z9c-a4gC3*Ynrz+%`+hbzlK{Pm+jn{6O(o737oXn~0z4z!KsN(^ZpPm0sQLqY4}B0V z48JKk)M-;NjQz0xyS&|sdR3>fR+<Ltqun|ZQmx3-0=@f&pcAe<3AF9rf!?KZbjHFG z{7Ah2I~P6jv@5p*u0S_bYBAO(`2n00Wc+QN1$+~Wcb`Dqked_>d9#H0IW!h73csh~ zOE38P5jyugwPzFXR^wX6cP8Z5YIZ_WiY~Ax(tXuLSMd6aU71u%=<DFR^Lzz(^Xr+F zg@rr%`uaOtBoGf&2@Vr>|1h`buw@-1>`8hwj3e0t=R#9sD-^Jw+~Kv9YOqVC>kWTA z4uiKT#M2C6Unc&N?P0>cm7Yt#OZ*n~^e;sFM)SdMvJ>1B;m>TQT-8^Zz%LErN{_d} z?;UO%UPivUa^uji*B#I~?y^eFfk(Qkf4yT;3_J?eVe<eEvM*8T`eGk)$r9h*3WDyC zX?SH1{Gk3DH?KP4??%~-^3(|S-Rg9&0xk55%oV9_7vR&*xg^Rb_$kN0$FqWS60<Kw zsgWm}Yi0a(`VYUy1f|Gb#(m?QLxaC(ac}Rm`pgpIuK5Y86*K(&{rTu#3iN~Ld1sYe zt${w*e`qtJ9QwGuo4Q9Q@;jZ*6T;A2|8)(RQ~{^&?9jc+Ka05I&mKnxe~$CL9i|2x zU=KYecLVrTLc3ow1-#s3i-Dcd7yB|M`0fqjRd&IrZWq|?T-@l@W#ip>s+TPsFy}|5 zRPPoa?6*C?q}BrV9cgvsgLo4BiMD_G5<W-nG|8Uvr|?_NRu6k4)Y(X*BpMNSeFU$h zeuTY8zt)aWJ%##(x<vc>ZJb*qq4?|P0J~REE%6LPT{DMr?<&@hURvU&>}S-;1u3#F zV*d)>j(4-;`9g;HNq>Q_s7wp@UuVSkS1LVnqy_ok+dhKkKb)VS9r@rH2){ji=&I*? z#H*^s?N;a=D{evGMDX)i$K$eQ*lF)f{5u`28~-q!Y|K;WF$9KyK4Ik7sh-_ynaJ<1 z%17>lo^38HK6x+#_Xt!mXoZ!*egq6pC&Z#(Z|q_)<vd=OG~z=00Q~@MbVPNRaZl`n zYc$gEC$^(`<`Vv>XDL=?-I{=ooDdxl0-pb5*5fD>;#=y}XW@A83YifBW9|J;1ea4} zOC`YF#pCN@Sy)FY^_RV6pP+j%O%Ba)0eAch=B=>KpVtR6HEe+ov6*T%58zLkLjJzp z$nURjNKU)reS?m?^+0|)``K=<q!-RTN#CwnI|KcRmXhg=GhV-(N;%UEp26z-%?6)$ zV6VLDC-~F5ZxWK{#jw5)l(`eZmt$7lrk1VI*FkR<q<sl}S{D~vKjh%|GDfyHZ=h?u z%u#h82M$VvY4?B!g=lmKt}ftn1RISs6Oe}uFKOs2;T(f9Ie8;L)@|*fl{nV7!~So7 z^a1Eiuc_=w;HRl`1wG8-s6S}1{<sZ$Z@yhowja-ZTZ3jL7x}x2+Wpwa$fx}R{~5LX z#kuZRnx}fSG5<b1z0hM5-~U^5zcBX2DDL*}FV}&4Ew()sF1R20#<k00)u?~0F0e4A zI1>gG4^2wJ{$)SYkE(J*=ZyarGI0|1-nX^6+2G~-?51x%L%eDXsHR}8M8C$1zb_Qm zpmRqUHhX#lFHDaAi?YVK*P^xymx^$o(A{~_jSCLIN3&o<V&u8Z`&fVbA&wZyJl0T! z{-DQNtBrliyuJT(?kMuB1GREI;Du}@nZC(4(bveZZ_*5LM5p(VV2vB{u~{Zd66Al2 z{~6lx=t93^`66#{9(K4#{pox7W3$rVMKbL3y6vb@D)bFK^OVbJVyFYBYBscXp^kmk zTFwpe<F@!xQ3`aOi?1bLNrhpZy8=!n0~b;)8n%6sfiGvA?<8Pd==U_O`(gcqx3|oW zL8svIcoE+-3_U3<`C<Ptte?<HnE)pAe_tYL^frT@`eS9A;wS7UJ@J)nHgvJ9cZ*uU zqd#ekz8lChVsFJVn=GThV>6g~?gMmp@k=YJ`RMm6bDw9`LZ9W=FELX1efUzuKrAEh zgYtZj5O`wDE0%T%#38wdxqB?J?k+@KJuM!vOE3F<6hEO)JYgnZ-~?}1)+}rT&(&G( z`*=kXd_06$(_9Gg@9VRwTV&8pUmasCjRJpA-+0;ryuMMIS)K*H(DL8N9$DD!tb5^5 z3jF=}x7fXlz!|^h)l>b!(7CnRhI;WlLt9z@u>#LdgdaaYh0p)bO!Ip!{E2vHGx-<v zna|6`j;Z~K$Bd2bG*>ZiA@I3^Y9VyK_PaEe@P~4Wu9E1B(083;Q`@efAG|`iDmDmx zz<r(h|IVO)xYHy}s}lT&_WPEF3iwi}SFjiMS;jTpmIXSHal|&0Tqp2Lh&=Hp>|}V^ z*7oNH*4IW>;3MMNJiT|XnGN>su}ZR8HuMf`j4Av<rT9jc1^n&%^cHso_(AGZt!oa! z(4{<Yk6xt0`xCYXxS<P%Hh!<X30#t+j=K97da^mme&XA5=!+NZP@3xn4?Ocjld%i^ z*pv3Tq0q7O>8>^LfcIHep1)ekhPY9mu=gYIx>3#P^dHzQi|7ZFYsf34E~j1HxQIDz zOw_mJqVc<nkJh6<;OXn7$Lv|KpUW1!t%&D0KjwV7%#M8PV~qvFFy=%|yryT-M4U+L zB{11xzke$y>LK5FA^qP7XBPTq1cKYQ;TO*$y7JO!5H}KM=Bo|ihZdfDq>rFp#eXT# z2>Y+qQCz5U4f)rG%dZ+0=<OPJiAJF()$g=_?uI=ca2lbAkiy?}GOp`=MLZ$@tZCN- z-Q&3WQwHD;xz{tp56J5(yZ<H}f&KJ{2{(Cwhh{W?$YOa3e;sj%ng{>t$w+5R82~?7 zd!;O(h`ua4gJ41o>P1&gm%gThFK?>*KhA@H1s)F<gFjSmRu*2z`^0w!t#PZOuYfUU zDVP#<YX&*96WFKmLls@Lr=UmK{Y>TtPH44BYtrOF=Sk8M$wZuEPKA<+yqW0{U3>%V z(_t}jRS5Cx9nlBRe8dqlntSi%uwU<=v}b4$fuDGFHq4xX4rCX6A>SMQ;%tY_<^M;~ zb;o1<Mo}Xp%E}Mfk`Yl>WMyWAgpia(_Lh}~A~Uj5l3Cf=gp8NWQ1-6OlC6}{@H_tU zNxa_odG0;u+;i{qe4)b{Zhy+ZJb?N3yxeCD<mg+_mkDVDH;&1A_He|4M>aNQKI>p! zW0WLp?-A^m0>8&7bnqc2?o-j?$g7{XSB8*J_SFA)ggU{iRjy)F_*|VLt_I`@I1g&& zrCW#iK4>|jxDt)OBl*$#l?&zq<=(`!lb~N9*7aQ(dT(x7FM5Chx`&8(WCeI|<*3t{ zm(cNhc8rA|e#82T-D=DRz8sn}roITAZTs0@{vr!=7$vuC7;(RSe{0CyRPZosZvz<{ z^cIt##rxa;;kj2^KMv$l!N<s$*S(>R`a4GCON0dG!5;eAMeJa{t8D#L0d#6&*#Tq5 zKGbpEDkkojH|YIj>9Ty+jj);M?K9YmxiasT^KXpMw+Tqps~Uu#-CU;bg>}w$PtH*c z2fk7sw5Sij>uX#+<c@f{XGJ*V2A^r}!_9M_xxtH~8&g&j@HYy>*j(^?k?i*;p2IK7 z+@>58$39;AEBo1!1bt0QNz=SA=;33Q0k_}dd03=<A1I$<A0!h0TOUF{Nymf#AN<7X zdwO~zIq)wwxM<9;U@o(bv{zOb{T|alnO(r&?~Wg7iKB4N{cwkkFnIT^LyyCb1?C5& z82QwZZviU2Wl22fZ_}od9tB>SK2#HVu!Z|Z({3jTLbuA#d<?nQiaC$7cI%_p;6oJt zl3#Je9OR7MT?4FVk^K&H^lS9DbHBdM_r!e5)i4S+d+45~i*L7qQ=NjfUDkgwSJaX+ z=#O|-)GHd^pN9VJUQT8jynggc?lXrC(06O|cm5R*J{A9SFX|%n&`n|CJHS(;RCTun z;NSE)k3mh;(Y;PR!4j{4cbw;nOA&u$d+H8xV;wx}`a1+s$MWAll>S*2b!E#93l{ha zA6`BW-<OPYh9qZ=Wr9&xU*_mKI|TgtU7NcF-4rJmd^(d6|1O<77PlXHb@0@NP9J=W z>AfoJJ9xdR)*<RV_~4}7$8M$J{7EWN6b1Mt;dgpYBtCb#c>Me+;MWzlOQ#MQ!e^>q zaro{9|B3Vz$MQMM;lCt%trLRhvos|ixCva%8>HQPsRR6>Jj*V$jXC+aN6Ze$yVmml z@!==PPn8AYZesKu_SJPn0bfbZhVecL0H1J0{m8VzIpAk&enh~Lpii;Qvj)hc>Ik9h zkD;I2kL&Fh#X39hJ^%PC@S|`zhlhZ9g2bNkaQvRrM92UgbdO6qy?-9^hU=Kp)puLa z%dM|N&e*~CFgx7&7CN@lE%nVJ`bdw?EB0LqN8afUp3Em;4z^ElVGF*jd)QOWwI%4+ zq1Dp7P{c*fF{WVT|3ABT|MJSwpXpo5r_Mp#S=4neMM8J=aVYXlBAyt}ystuhmz@;0 z_D7z`m1Z%V0&lB`>M%}2KWSRmXglJ42J|L;9X11=tey(0|Ge8LRsA$306kth-E|J1 zldxoNaK2~vIet3B3eX9f`npED&%<C$(wIm<{J8|4m6n>oyo{^M?=R4|-Y-RjE`YBW zV+?Agso`74f2gqb#XZlTD^Fj;?{UlNR_*HHlzQ*-;uM@i8vot6bQ1Lul^DBWJ@`R! zzKH?+@FGB-P6+#>Q6%$S<vHq^7je$N@%eHGj~YpWKaKc>v~$XFe;C{7>n<PQa5r~9 z+jYeAqbuL)%23CwesL2+{GX<_Q#1unclV^Rj!**+2Q%v<$DoTTP2|<IF{g3zeb;}O zPZQZQ#xG5eInJirWnqc%zXxlQn4_@{&Y4@?!fu2`E!78%&=-nr(oaosFA9rAZ~e6! z;57|lK?+u^pJPGnqcUg0#Yt`z=2Pg~2RVOTnZ@(2w0CS5u&&x&D;GYYP9A?gllV3k z=buY*q&?w(lzhKZObTB*Ek!Q396qa><k@|d;N6Mw(`HA&pF8c5KgQAb+#K-`+XG+s zQM^}#xB~c@XZ_YbU#!c31zVRq&glk|({B6Vo{lL>>SXxub`Mfn4?ad-$-H3WhEA|L zBo==u8$7comwy2~T`?^2g9p6Pu@jT21l=q6;ivETY3%d<W}OSjYj(X(0xy35$<>s} z!xA`8UwDkt%p7&h+pvLR=(8iH8y$zwU|uWGKU$>-&#mD}2&aleKb}=c{T=XF%-a4! z?lSbtSnaik{)oSR=OgyeKY#Q@lR7%Ff9qvil&BY36YW%GfS*2sHGKlm!(m+FeXG|I z|56Lj-)+EeqD@S<>_<ObBkE%}>T7X(^28q{`1uDSE6tzLS65sA6@$-16S?hB34c}D zF792-In1vn{hggB#axkfrQk{p&iRYCs5VPNe<n1CRKllY7YqHN5B=(WP}P#-3*s=1 z=lL9P<@Q3yPfNsAn@a3PI&>4x*d;5_?w-#!d0UD861N(4&JMoD_JoAgJ3y}zueq4j z0uRhK85iCH-#$`?*~8DhL2=zck_dU(D4NlB0Q!;P>HELP%k+m^+b`-7mw!*Ii-Q-5 z=RWC2Vqf%5vcCO=x{oTv=(bEIaJYo;`tI`r*px@ym_-oJkJD7wun+$wN0~5Dpq^2v zt*J4^T!-<PycO`QM&{*vd*FtWmE~J%Dd-e`#~~Kzt<=QlZ+>F^p6vIb{fT<~;FSpV z#98>-E?hRBkgxFt_I1%R=;sLQTS=fk;iXFxdUPB<I^Az2Rm7>7boBg3=mjfQBLBQx z%oP++mQrAS^snYB-j#!YmCAX=62I?d&ali0AMev5-*L$`oV(Gu$nvoo=aZ!l^JK$k z5~Sa&O^?rWhvlXI74-K+g_}uV(xBc|h)nDNPh8@A_fwh&&k<l-Cc9}3U&DAYkso<; z-k@MGObPKr=rU;f13!e#sr&)@1PS4?G)B-h=5ehq)9P5azyRIn-SA^=I6v;5udd|} zb-VyvXJ(=Z|BZSwJpI@CSIEC9HU~nW6Y}=f0M*c4=pW{vi%<B0D>Lgfxv1aXMt>Hs z!am$=*eGsw!<<RPtyAr9p-(+TrljX^o-WdXQUUYgi#akzJIDhUm3h&Ct2p0b-@FkD z-OM$2JaG4X!S->=59-iW--yVqI2E8L*Rsv&fpd+_O&jYisE5)%u*<pPz6ve(2rlsU zqGF@cD&~-0(5j6Jp&n0&J48+T2y+`QekQ+-P)`;$Cko^Nzb+Th?QO?=l@F{Z@G`N{ z+JEAvsC!Oac3;BJmmF|#+jxSxhbM%hFOA^YN8198SkJFSx6DMaE(79k?(52+@3yqK z*nAH>UH+<}4n8?~N@Yn_BI<>qLYLFDcy80XylgEeC&Dc!vDe8D@Z6cx9u_C?b2lwQ z25eanU&L(g+x9r;c_QPd)$TqYs}}tN-hL`<eCB~Sbe3ATzT9Q#DGgVvCG@oqFAI`4 zgLg8xJw$8q?~+e%Zr4}h+%3<tulpTm!iM$9*u%)P>IA}_`2gVB$xGFO$g>}ZdfSTL z;JGb6b-$uZkf#%&<$n7yN70w_G61~SbM{(3k38z|pc2+*=w6|II`S|2$OrzfwIo=V z73v=<wdI(H>Ob5istKK0XRft637&BbSeJx;e!keOd`lMRJL|Ykb4KBwfalkb1t8u% zZ!i>&FJfQRWc-4l8?J{q-I~EyPPYdR%it03<;j5}=%%ltANY6YJBy=UjHY0px9Pq$ z_F<l%bMD(*3v|$v;HK9lY^c)&kKR+z#Pff?W}cdPgg%f1JD&)6aOHs7i9F<^c|Fr( z$s*i)K636&59$rVruK%T0Q#pND;}!sL*F1tHoPAC$xGi<L>zejIy1a7bO7-l7d&Gf zkMo5;7%urn0<Q**{i)F>dU{l7&C(e2u+fynBZb)iI|6(4{ct`pW|EYg4(C*KEMGa* zV$Q>Nze3(Tc;z|?9yJ1g-aaovkP>{_mZaKa2E6c6%B4Y`dTi>}cS8p_X3%ZMV1JBC zbFVc4kEj*;G6SItZq(@hjJp7ycsaq|3>;BVKj6-UI-)w-WZQ5Mea#k)jO$qE3`ylJ zMZ_un_NUYJ;N>tCn^I5sA2<9+YxX2T4<}sHeTTehJVcs(`T%@9y&$d{_)3+k`CVh+ zeL|sC*2nMgEz=KYbGX5Ok64uugwOX?;v2oR2I>ojt<$l;;2-w$*N7ue!moPGXC@$i z*~K5L09R#_7WO^z1}<MPc4$2h9h3a+wW1PqG3Qy*v%u5+0`1R<LQp>y@sLX<gAYvS zkE($m?;Yp%*CaweY<=2w7{6CA5;T(b6n<M&*4WiCyx-_gJ<1ZOqhub*zH0$rlzLeI z_y`>nsY`JUx-TTzLec~LSbWP`q16a+dbK9=?KAA-kQQMl19&`fnKQ8vez|6-;xP2) zbzjb&w`1TddH#>j{{W{{nS#s_&w4NEhGo>Sey^I`Trtn}Sg%fE1UfOciy|)%@ma!f zI_dr==+&WD)n-rOYq&}Ff13thWSV)Ag72+IxU(DZI%H2;-cI43!%LmxTU7JNC%Y!r zq%_1o`G2*}R_G^}TDzQRLp&d=Cz+hX>sYKD>)^rsnD~9R!~*<1`(^7t;Dg%b^lUlQ z3m+vl;ui3JRtozn{81OS#eTfwi+bGjYVY}B56lZ*;;4B%2>(KY|G#-%=p)Jf5<xcb zmCIzyo<6{NR%-^+MitbBymOXO8_<oT#_YLRZ?U--KOUkkZmXMIxf=r>-J|V$0DP*# z@^VfE`ihC=m`$D^c<vkdpIx0fO{seF2XI9;p0RfK+-Cm(hs32a)H_A(lmzIwPU4&! z#FU83;HYoqJNSF=#$K%8{ZsY2R0i|FPnHN5Sj5ju{nb(T=7N78qGuh3dhGjh<<Lp^ z5~1e|{`-pcd#|ea`!e!exQ}1f@fq$7^L@YZ>KptKGn-%<=t|+N;V%qinEM?P5hwtz zn3IT8PDA(b^2x+9VZQD-uSs4N?&tY&qyBuRF8n|hJBCv)(QkQMF_(h=$0wCSjeE_Q z1HE$fN^muN!*;_xe*W->$W08T)!Yb5s#;6q`2I{R*O4w>%wHPasy>2xVqMcWZW4TN zoPO>8v0~@}FTeba2>4UU1Brf5-3a8yR$t|gz$dDSao)YBMKP&zbH^Edx}d!uOb|C^ zhe%>hrQke{rS)Iqcc>?eZ2nGRAG8CV4u-An_6OFI3w}U{`0=TDSYtkSZBK3OZS=i{ z9THFd1Wy)IFOMRh|7tKq{}X{fY+l%XXcC|A7{gbJHu!gcgYN1=cMzD)74_ova@wc@ z^O29VhfQ3Qu-@wQM9K~DFUv{B_zy3@CtCgybT$|BN9wANm!SWiwOzeyX9vGfp|tX9 z0QhgY;j>{A_U)tJ*~{2}8q3=KarnM=*tEjQz1Y{~@qLxN(4E1}(Ym3og!U8bO;OOL zEi(}p^-$-K@H+IKgul8ycGa(!+l{c}8gVw}Bm9e@=9JxYBYUr0FsX(w_dCTiMRgr> z-qeORtEspL*`T}HQ__u4vB~H0rw%w}^7C^+9O~qa-ej8B@ClVIZd^egq|Nky9E8ur zLe|zTj=0Dnl9@bdg1@VESo4<@=9)qpAKiiu6?Kl^NiD#AD`P`$7pO4Lzh)p*9E$x| zI`Op#{Pym+d*B`5;0=BG<<c3PqcANa+eUmGr{SfhTF1OuM1FlVFLcfi#bPn=+JS20 zXK!A>=RHlQZI3!;k59F^@e20S|MPLdzTJB=b5pKlL1#w~?<+=LWO6T@dcTDF=|J6s zS>*qI?>vDG#Jdh<A6tJHe9bEtiw*(bK0V{&nZoOO^FNQfj(E8~<*9wr5q+?XQ9l>N z9pziL`p34|e|tBz?eFN5$zNe;xQ09uFkANm4wU{ZP*zMsAM4IgjJQ7P+e=iV6!`r- z>aB=a=&IoNRY&HL2PHbBQ^lF+tBxf6A;oii$dBac{>HysN^a5lJxAYep6kg!UpGR2 zMM6B8gc~7?{Q!Tv4c@Ok<48O9;cFMgZ1*za^Gef-%_Gd$EAYMX#{77$4V|I~e0Be{ zV`2NzFJ+=qRo*?%BkuBfeOVj0L|MSza}@np+q*$o&=-?Oua7VwPM*~YT+RJ}^V_9{ zOcwZh%rN76IVbY+eB0`7-(`>dPyHNQ>|;j??M>7px5P@^490O@koR-YUg+p_8}o(z zMZn+KJ(Nck;j_hu<;#NS*aa4qY)f&kl5OnWVc>M2(dW4jz=ISO36*{`)cXOYx`8uT z=esSzB}Xu~qLsm|hj>28#KW--o%oG0;NYAk>eLih18?vklga@DZ+u^#y~tStxHg=* zebvth=k+N$H}t_rlt=l0RpIrBpT~W(1z!D&f6vBT3*3A=xaS_~UV56jtMlQQ-|JJJ z_r$%qcQqf#4yWK8A^qAEFY=?GBO|!G0e%sKAE^}bLgrIa(o=Elui2{+31aj`zP2}+ zAb#waI9GJ9xDqUc;~75RcOx`(p3ct&4m?ZsWC_9i#>EKz?cH+@Z7(V5N`Iq{zY+C~ zc^P_!WT#yPJV;|4<$eV5dgxknx)E?8iY?0W=Lme7{Wl+tDP#VfiDruJ3-aY4V|ZB* zaJe8@)e8GoQ?Iu23VG$asO#)Wj?Z^ia(2K1I*zOLPZsnVqlDU{-MO~Dulvr`e}ez0 zc0AE-2t1_Ez0Pe6-&sTKP>_o&A?V9L!EZ@8=VbECEMgRW)P}#d%ZS^}#?qI(Qt%T5 zdpGlt&&9tIZ;4nUPVG-7#Wz7G7+ZRs<-nY3LxD;0xGTX{S$&c$9sQf*4br7Gc-?IA zqr4Qr5k4!edf))hMWXc=f#~=AWarDpxoRgl`r!u~!0pr2*J<wJ=MA{@7e~=QxDZ?E zs0SW4T;iC)Iep*wq3aL8`(cxd2gVWCF|Bot9x`r(H?<UU;exmyclD)v5%%Tuw=W;M z!8>-2oz0`Am^*Gd9=no<*FAkev#=HTG3shs2%HP0A)l>x#(A%Z+Bd7vcjbep;ud8w zfAEBPA{lWh*id!K#1ncj)mbMV`m5S9Wt%k~K7vN<p79RUSv#Y0Gr)t<jttX$@b`<B zkm>F{m_ru%+Q-}lzf?W=R^}RX&g8#moYC-K*jI!|1QADLRMgY>{4k;uKLM9|jb*3o zt>GKU^A8GEKnLU|99~9T7k23$r_e(Gly_jo>mTZ6+Zf*uteAu7;fcPF`pLokghVdt zR$I{v71H>*e@f{igTSw|5sK2i^Z0*X#r!+=@c+MP1)tc9b;x(;s)8=NJ9LCG8n5%D zO#Mzj-uKSyv!6_E0>1<kgUSbY@5QAcd9sPWuT>&H@e{o8IbCuU-xo<R;ni(}kGK6O z^$T$6qY+W}KH&WN&lPsl8|YV4awW&=<NN#Fq7NfJ$VfgWr&c1*Ec={kp`%z&QUBuy zUt2p-vjyPamwSvk4<nvxLe77y$GxM|_wR(zBYw}hIhH5Fj}daGSl#uH?q%AJr^4T` zBN3~)SPb8d|2MC04CWgY9GD!qah}pQUeVzW&Py!6G2F!d1dQA{p^kk}vO9UlViWcA zcdh=vvY7unP-7@RgL>wJMc*9qtmd`Hs2K9%%jr9hBe5?1=I`tSN}$`t-VYW62M48& zJ-K}f@p@$Iy9(CN>SA?+Tn74IXBVXl@b@=wlTDW(?n5`E9_-?qazJdo))dZX2_AVT zOMw10tfLA?zTTk8O)CfQ|Mb;*pJ@iZS+JEnOpQ3SR*a3J#9UpWWqx}A^x4OaDrM~7 z{PRZNdEmndqIkxCkMZ~3{`*M=p0^U)uU-hAaHu^qbp`7hop!GOwkdEzNa#v6@apR= ziJo`#=r8+p8VX}SbIuMt;6OgiS;{Dp;C#@_z+QSw<nz3SYS&2~%%|MG6(R#3swC`G zl_6hDZM2Q#E+LQH1T(A>Fo)jo_E;SJu3tC1g)$Itp@%vQlM(k4n>FV}u?}-W4Mbx3 zI2Y^t%S#QqJ)mfm^vELa@zI{v)#`-aQt8r7-v`|xR(Ct(7wTUc?n}2{q0YEyWEp`v zqw+D$cr<iQq=;yYrwR1T+kq2W{D?bO^5xT2h|5@7I%n)h6@R`3u>t%Sv&HF1>`Ri< z6|Gd@8<9_gx7HKrsX)7Arew_F`MR#{-a~)CvE9@J_~Sv8V?Pc44zF3M>_t8o4)^8! z1YX+qdRy&-9(!N*Br+U)rQqxETNHeCF_YCy5qjIY+xv8a4*CmE#_bLPXG|#%Up)N) z{=<nkv_;^J<8cj!=PIBNZqq3ge}NCQ>9A^z`y)zsD!8u$UvA&1jVQwVjnC5DxClJq zp)zTmN4}3fG|P{MpSoA1@u%|?o@c2rQThPqD}E$&xlTamQMGDkSwffAZnS+>08aO{ zt2Kx~?_2virf;HNQ(8{v+Dp6p{E!P<W!Bi=xUUx|^Uyz0@5tF~!M#>XtdrZw4~1xL z;-}Hj50w+bZ?S&Ye{H_6jYOSP`{Icze7f_V$_cXY1t0MZD%I_Q?u_UZN~wc?n0us1 zK@&Qj<F~RH_{U7TlgSCMtM|LrxsVR`t`QF8)gT`A7B$y}5ZBKSFX=s#1Fq7&Qul2_ zU29rdzl`_yF1?;?6`#Av*rtpWdOONMY9#G9=BX`Mgm1`T4nrtxo%ug}PC+tqH6g4g z|2EH_E13JWz5llfdb9V6U#i{{^fh-fuj&+G&LPZ_^xy(?(CG{OrdYSx>7{uB;(JO> zWt_|v^D4X%+m}1AzIJ*ac?-d}<qT;7SU<&-;qz;DyZSZT`zk)yRE>EkuLtx;a&G#E zV(38D|6-Z3A8zyHwvKoojy7jzw_}kP&0ZOO^We>O{ymcLy|3^)=Gy_MTjl>!`T|!| zMvH|@641|gWi<Q~jQCccY14IuzcfpC`3>^BOnS-j0Tt@{inn{({oyyyo#PRV!un1X z-OYv{DbbPs*aUuqbwwJx8yU`v72DNb<pmC9b=<H<{%1Z-TU`a-EKx*6$pcS}PS4LO zAYY4Hn)N4;m(JI<;>pC}qn-7;74Cum58N_aM82e^bzL-a!#Q|Sdi6@w^E)}x^I!cC zH#Fb4bAJH$<GOaDpxb;(o&^u#_q_cMDk?z#z6nV^o4W=-ke^AE7krym(^snv{8H^| zk}!CP`-dqB{T7Yz(IPJ$i^IA<CvCD=J&bj2m3r|9_&LffdwCG`y5Nl^$zT@Xi1?!U zzjN5<D|PxuQP&MRQ1Tqdx@IX@TNNFH4?Z3!HxK-qu_19DL>~DPJ?eRieOS5QvZi<j z^8=Tj<-d}I?*F}Xdcqj_LPoAI`x<=3y1w*#2<L3M)8_1{(Kl}<x}b&m=+I_5`AdlV z-_Oe*&Eaz?o|5dMGXcJ=TqW7nx7jg~HI_o~o%GszpLXJT1H>mdY{BbU#RZ2iJHqGT z8oT}ue(i~-RUNJr;F(v*u{hw7+NIq6rNBAwY$9nh<jL)(_M1PkuHx>8@)MO%-*apB zbpbzCubkcc9p4YpIViR*jsE%LL&M&vW7>@*iS5k6OD^mRbN%prS*g0GdU3yOfZzpq zgoHfDtBS&2z+=&8+0=NwB(d5zf)2>HXB5e;*yp3#6W%%tm<tW^`e3z=d6Sl#dli~- zKg}KokA}avXC>8{y1D~;aU@`b;~j8duyUpgd6hcpA|SPb`gT%ZSQ$8XmzH-YdN;q+ z6lSl90uOIYH-AFj{!+geaXHqF;Fa+DD_1vkMz(I-Mes<*C(E8sSoeUlR|jO*P+#!8 z%e{iUzu3)8wJ-ub)>-py_c^wA)Z1+xnQ=d_sNj|5W4Qk#G2zw7cl3LM0)M5Wk8*}J z^_e^^{4>?+SvHQ{xfizJY0OXY4V^!{JD2&)?*n&kt}{VhTP6Cv37*^38hWl2y1_Kp zl4uffER;*JGJ<{UxcntMRt!FoBX^X*Nz^Ay+r@I=9YU{7MHJ%T^8}T=D12Wg!SIG- z@C7gLSD$^<<c#|uN_%?p@p=Nz36aogrs>Tp*1$cw;0p^sf1#dl2<TTeL|#YaMi}Go zyxIFH<uTsp?Q*uj@2tqHz4hED@%QT5A64lfo~S8bOP<w0{@rDt4!6fSdg;%dstxe< zN3;ZFkvD33&(d>I&wX=Ir-(d(`kGjpN0}S-_|dq-w+PS+dTClNcky#;5`~9J!Rx)w zA8rCyCulsCbq=BrH-GJ7=mc<XzZZcFeAY1aMfiZ#uHJg1?OG3i!*72&7x?9YXUwVH z=ZrGfohDsFU#HkLvQXd@@~_2A^BnSlp(o&;D<AIRe6LuLAPWEDx7+GlQuM=8$v28+ zkQb_N-^WJaD{Yu-Bt6!#di8T)4CXE4!Zw}3ry38EeP-crFPpM|&&GO~J+|DpihA}B zro8H0;CB$Mmi#>noV6KlDJa2xhK4tG8j?|G<+V1}a-v`QxQx?i0(zH|Yjd3l`DGk7 z9Shzs(s*=!E*E}KgP-~~cwjN~bzO!!<_toe&ARaWpSQ1f?T0U1!LR&=<qZ1C_D@1q z_F^u0s<!G)5At&BiaV_;^x|j+^{H&=xAO~`;m{i<g1RS$QSW`fw;Vi;{N)}DUOx?7 z`}wTxN<Q@2e}Ao<)A*oIP1aR6rLhnCTAAF3P^VY_FerWv-GBYje0nR+e-%+xQFUU@ zW9s&El`QD8W0PH%Z()9))->bMd(4&b-qsj>0e&3nj<f>~W)pjq+(lhN%G@DkE{{6; zu#_ef^7p-BBI^tAOy{ym;Z^|rds-EyLRHLlS&?1PgHN|VO7`CFb8EcX+co8&`_CEW zw2)<hpW7}g<w7rcD@*wYp?^mnHD+#wxSf9(L}P(?&1{W~Q4R->EPM>!a|F8cpkB8x z_*G0jNX-|zdXJHD1V=p1<6LBJ`>u_zVM{bw%y>Uhg6HX9!fzkwzeNrnGh8^UM+_Y5 zTM~X#j`et;IZS#Je0zr3fkF@O!{dxt<+)7U^EP<9*?SnTKlOg0>jL~mPeWxY==@$Q z%j3U+AN!)qeB=i(rx42?l$VabcfVxi81TQ^tx01i9dj%zd;>nV@B{lt?`B~imNOqI zwgLB->t4?C;du^p*Jv7^!H=Mq9Zm7aeE?>Itrp*KZ%me}3j<F%_Ve5g7cw2-V}o7B z{aMUge)v*<9P=`?)7xtceW+s>YdCA57s_0QWdo&A$0hA^5x~5Qnqkyi73dsMu4Tp# zl)$;LCHXW@)IY5sC~Tl>&bfHU(n3GJbw1O(90c9Z{6HiO@tnE8!$V>S=c*Ux!YcOd z&bM7yql5k$eBd)(2K{RIo$nGYbWEHvqs#8|wC<F3&^1_~p5JsRz3GQK+MU#013I{A zypXP}2=%xP>-G0<F`vLMS$(`6IyygTXC3(V;6^pcQN+<DL3`z-DCnwRgg-6rh)24< z2ldE<>-q`2LBKa22VE&vCGe|c$KMyoC!&l?+O*5KPssbm>xDOnzZQ<`uePAKNWMI3 zq=jChd)c}I-t6%<IzKQ3{2+V0<$(K@E<Qdt<OIB^h{>-ReE|Ivwq!p9eyIC-lFkF` z+HvA+Y&<^y?`a96KP%|x>FA!e6-K@&oBZSkKTFl6mC4|KA>x+|O>%+wzSowY4*rge zQ_`l-b9{Al%A3Z1$hZcuy#5P6(^JrnT@e05?<FB75!~ZrzW2fI9AB-i=kbUNXToZl zvkE70TVZYDw?`f3FWBRX&DoIepB2M=q@hnfJ5v4y{;=G?>1TvGn()!zdJg-k_t2ef zBgmP+*YdG<>?h8h)^{k5L4OHkZ)DuVzFnX#I&hH)e4EBTz6HD!`j2{!8}%PuqS{G$ z><g3rmn8<^-?=EqavcHuKWoQxPT&i*%v;fa|8OpCBW0Nxcs5WMx9<QOe4GP*N5;`F z)f@eD$dVg=-^{+~56FY<dP=$~oF|a~T=nWFbWwZDXK{J>aKX8fpZ<2krx&PKGS9=$ z*}6X%!+tRY8#=oJ2kZ{rA&Do)d0WZ_ISobZTYMegHvX=cu*%{T;*B?Yu0T=^`jdW` zwi)kNY0q<O!voMq<u6!w=e^B~FRBTeLI+hur#C}41Z9c8ejSdwk7`DM3Gvf;)ABe` zJmv?6iDQ1egD-hpM416PGp3yCN<Dbl{G=A&Q>^>ByhnMnC!n8R*L-L>hxk`ISg{}b z&wM1FB*YPO7+)@VNntLsEk{4(B>I&1_Mb?}$-$hH6HC>`E%fCy*6O~4XD(KUddFL0 zzHXIP#)Ss;=%FJ<&bPs9bK*w}rqG|BjJJ9P9QnfdRoN0a-|<&+qY3%IQxzL%4!-3s zXKGb<1ur#D)*H8BUM!L&`V<-JKn=T*6Zhe(gm;ycwSYI2>(6Nd2jv?&4J&Q%I;R`m zeIvmWMt5B!D6k$6j0Bez(EmEOm30<49y~OmW^xcdN^k0Gvy1pQ`Q9Ds!>9*V%d<X% zZ*Q&8%eF$FJ}K{vt3LxAlWy=dFUGmlDAFqXD$F&cQpwICpTFp2NBu;8PB?04o8j+V z<Kdk7je0Mm^j}ya@Qv#UnQXxh__?hsoE~`9YfhO$bpblJYp+N;19aHZqkozN@PEr; zN(JQak8k1(Z+xKVm>VndY;jKDo#mXX0{rl1(L9?J_!8o#*RCTT++P_OSRsG&8A+0M zl+mC3I5)HF?^Wa{S~&BAM~Hf9UgPIuax`MJiqS9D)qW?$4xJ@7EO-O_letbTdTIy# ze%t;3&Yy(8+T12&F@k%C8b=g2p=+A8JP-RDL+^Wz6EgjQV~jnOJ3EMHP4b_A^}u7+ z+oN^BHx1#TJ0ecNeQ}Fs67b0Zo~u(FSReBcr7911%%h!Tax#HV%j7@IsEfZB-qSYm z1Uwn_!dp`cd9S@f^<DG~-Y-jY)&=O`x@e_LMewSR1XpCPA?nx7ht!qek%RK3NeKsm z|01ssy{v=Yw0idFtS^2})BEgj1kOuzrG6TO4r&ZOUdspkS?f&lS-uYcjCfXc9r(k4 zwAotU1pb%BwbAxA=&QS<Cu#6=R5Kdv$A979Ch~&0MyS)71<Eby;pYjg{6`KxRQjx7 z{Sfi?j<f2VnmKUy`{}4#-I%`{b@gzs0#4cgqCEW<bv1E>-)<c~+F_VBmy7<TC(p#6 zOQ<v4o_ec0Vy?`i{#gLlncv`Z8#UJN>3xbH+VFL|yF8vUHi2h4lLx89!7EEgPG$l( zj>?G6)L_of>6T3GWnui?^os{ZKjK^%S*Y~32Iea|j<`&}fPemBRqXB~^i6(o*;I#N z9z@U~j}H7UG*HMgo(LWGw}V?3d9*L+LzE-F{?@9PB+i0f>JTaT3B0l`llpLu3;NC4 znIQ*$+P{QnsiLTRf>%4uw{cI5Im@&nw=eWlUZa3i7e3D;`_2AK@O5G|Z6t4@UTho} z3k80Bk!~_SE&*NVlv*7SiTqj5c|Dv1U*<UXU5;zu`I3?vmLxaAbxDT0T<|N44D;Mw zUfgpqLM!K12%o@(S>ZE259ywp_s^m~_MiV3#rmhHm!$g^wV@w4hVnVK{n6J7JeYYL z_}LpapMD)bZ<AZDK#TahR?c2oh<I%J^V)!{$C>b|vCZ8Ub22SbYkH-?uZ{k?3h#WJ z!=|`f{~hxeF4Lik|Hz@6+F1_Y#rp3nG>=RFf^~LP?GK&7J;!kY#Y<Qx+xGj<Q^7|A zH}*Y<#QOa)-^ch*3G<9YQs15czv@B`GdUtobcie+OH1+m8;7id)ivld^~tEu!0|=b zK1GFl$aA{HrGE*)rRJl}9jwsl4_i{6mH}sDS@$$yzx)r=>vFK65C1phXm$wv;fYJP z_wl2@a72woA2`ntLErcMICN7*VG8GG)E9Cc&KI#Cp|%Hg*9OsFsavhuodaBYJXP@> z>#O2<t7&Kp_0|G~L^k&MSKjJBPUxbm<MKyuCSgB>ZDu1q@%66M71l{Sulg&+cMAMm zPDN7Of9K)v=Xgu5)Z_g#8rOLu{!?TGemSA8KG>r%aMKRBZR+dLh<N@=-4}833hD~d ztmzoweZ6j`<z=kn2j?w0s$cN=Vuf<E1yKJkZ@hYibMNGzQUd6JM<&NsD8n#k!Ktj- zmw`Hud#<8&MGbx+d$u7D-iMin63Om8;9)1H)9evniC4$JohU_J-)OkWg?ykGG9!7u zg?s9R$oSY?Ft5-#$!~%<vR+X-p8$W1DWT`&0(f;U+}?=g9_CCQXnNBlPmQc)_m4w& zou^0$mP5R>MqM~I0e*Zcduiw;*0YmG(8~~?i<NEiKkmz@i-bP~*M9&nD{*Uvg#d4z zu7&MA3SZ~hi-VQm|A#SA%@YRDKlccKNL2B>MIm|zKk!KIY_E4%3GR~{?d1N(jJ}q} z9X^Wt=;wH!u%Eh!Jb9a)Gdqg9`}NiM-@u`#QOk07;3JSGK6$2ue{Wdw$-Kb*xto+T z{}`ap-jV4IT*dogI-w`~<O+CQq@`W-2KHS*r<YU`_fg!<c76xFWA#lXaxNWnd?}hq zUdQqN&)Vgs#DLf3)iks)he!CX?sLcheVdk)x2?dF$KrvPPAOsz-{_D2Nz5M!WiBy& zlf!x&xvu$TVvcUuA!7t{Mk;SkIcbo<w<?_{e+=D3sVv!GgL;OgeOqe^`QmQ&`}h!a zffaYH;1e(S;xG2KYJoSO`mTuG0}rjfQ<HRro<C=BFlG80e2H;-#jMxpkFc4J#UcOt zTTA!~@cH&-#250}qCfThMSipn>dz1FEesx`ejHMNxddI)ztg676Zv+4qWzJlE$$J> z@A`W18FZO;OZ<a(h{M$%d2%0-?^_BMyK}YHcYMzeY@(ja-BJF5^?Z@KM~_GvKFYCN zvufPOTHsuMVY3%}<Vo0m3Lm$4yu{&~I(S86<UbeSn1zG2#3J@Z@ZdSo_6E#>%qRJV zu>kJ^mVDVze|ZYImY&DDUJv|x?#@4F!krTjCDfrOPyXu2$i{q8i<5xkvIgd2-Vg~C zVeYuTyM#R?3GrVuQF7A-bx7Gl*w8D?D=#>m8BTB}WSvr99+Sbn_PXRfM5&m&R<FEW z3!J*`o!#8E`}e3uEhwS0t}SSkn-gOmVI@@as}=4)-wG7)lfeCR9~+Y5j_&$R9yCOl z3yl6~>HC8e`CEBPnGZUuT-N$f;D4B-yJWq8fPnde5O2xNhp3Z7`kmSkPwdy8JmLlq zJk;W?tffYMK%_UrWd{Gf<k=}I)P<sjS1zg7;y$nL&UA$h@VZ*Z0ir1I+UI+jY{{te zt}2(y$^hR4T~qB^G5=>#`(d{q{&30a&n0WrYu+dR(Lpa!eepM{!g_z78)<Aup3ob; zkUfihkT~h<Z)4#`Q2ajBWDUHU<CWJd0zb>QFbhq?CwyY1#osW9dl%34Gg@GORkC91 zAJ;<<or_*;LcBJv9x-@T3BN0MRH+E>ck$EUkwq=&@^3oHH_+d{9^77C4xP28HPn9} z@87npOsficJP`3Z@(X@%>E@G7$|}VFKsJlHH|8Sdh)DP`zw<JN^K_d(;zD)iv<_a+ zTE#jmqaAqAzQ;WEG4R#<#+Uve;O9>f)<o3%vnP&~F+GD{lfX0jmmT%wW{;x*c<X+X z``2gq|NfAeDi<^8LW-8)$Kb(FN>g1N<EZntDV<*>!oN6mZ~r#|H$vmH*&|EPt)sO0 z+_H%4K#rm~Q7iPd`@Ne5<)G(3vQOGW*W9xtY9q({@U7n)*#8;+Hv`XC8|bLaU=nW% z+&}!JS2U#={@ur>oYlBA=p@F>3mj9>wHd*j<mju3W>=pNf?h4#P`Ts`-++<*k!cll zdcBr{c>o{oJyxsHEki$!ijqJjRe{gnzreN${_y)Au2J<J{i_qRX$~}~JMT0VCnFwD zrZ}D81D<v(mz<-S$Nkq$^`xPApT2tvH7e3k_vGae1;FPyLtQ%j)eZX6UFs7JzS6F8 zdAK1T6wJg(3P{k;kD+*y2%arB+SBri1^wh(PM5a8pBD;koQK}yd^0OWbxt+rjPC2- zA-M~m-Z&&aZV&2LMMbuFBIJF@;)ey`arSRXZkTR_y6sEHH;~uH9;N;am_zw9oX5Zh z|G&kUhfb*vIxuG@I=USF0_Og^hoMK?n6=`M^@9(|a#vsC=Q+pfKZpgOZ*=m3h#B+_ zlg<5M8Q_BO+Q3vb@XmCut>6H7^97mc(xHEN-K^*8J(<9lf7eOxnL<z1Tj&g-ue>8( zl0=R;2xfa0XNG<75fJgnM*l5kA=zpi`n0`*VN4Ej*ErHo!Fm*N8_Ke-c+HLQU}}P` zWE(n&Z&*hLa|gbi+7h|=w=IEf&qI6Ywn?t7P56E5oFa__r!aqhLT&B1Kk&6H?=2Vf z>(Q<J2}|IahtbGIj(^ZkazQkQ@8DiR-42Zp&?8G41bg=D@TYsfJ!=vLp3@{(v;i-c z|FDto&iQ@mKk%s52K$|y^~V@_ASXG_xCNb(dV}jYFEj92<T=Ux->Bzv1!^Y|PdD=S z?&UJZxitCH`G?j~$3DGc6C??Lqm95!aSD7V<aO&F_VX9#JtOV|cpt`hb@lCm6Q)nJ zN*Q-~@xjPR=yIv>nx`wsx36c2HfVrL@hz++OeN^^?QpnWX@F1gi8ZhX{?-^#r$|Z% z?weB!TqPji!%xsK*9Bls>C&}_I%ClP#dXDlz#B`)y=SRDVSn4D4ywOIJY<A6)<U=4 zxiIMX9elK%9oR6Y3%}*|kjzmptaqJhgBjvKS4Kc=cfFYS{l#wL?+wNqX&y%27nF`F z6yUr><V#|uwgBivk4~<A)~LrUE-6d^mok1e)$lIw@|=lj<}l{_iIc~rk0C$D^n2@3 z7tb43ovpz-eP^h!%!S_7ulxF77Wv>}_3QoaJpye#;mWsxyTAL4cvpq6PA(yqj0LEd z!uw@dpci^`7keTa(T8E*#BoFXTSnl*{0e*om&b93kdN*HQ9mc4gHBw0P9j%_&sUmQ zr8W+J4bEN6hb|ep<K}Hvi@AfcW$9ZC==Vyc4BbSXrMGDy&@qj5JGnD%=L-KveazmX z6?2d+-pRM%!_Amhj2s8f{c<}g90MP%$zdqX5xmT@Z|&mdUc|Ar)TGP_;I$XEbRK*t zn<sRp$MN}Pj{EsY1OF*shB1*M51zh{w1`h}BY5_jN)uyVL)FOn-bYe*!e};YkV^vk zj~&Uw%)o!Duj#GoyMEPq{_SA&v46I{d=#LIIW2PH(>uy;xX)gA%?xu}2^9sxv+()* zeXiduM4k1JEY>D$0`t-)#$uGvF|<Wqyo30@!5a#;_D5JZ{mbVZp$FTiKF~Zr0A7pO z>`KQRam2gk%<EaWZzOV{;tY7ag>>wN;3Ded{UPM(anMI>X^ZW>s5^Y8Sl$7bSD7lk zZJhCZj<uUQv~$n}FU`gtp$^E_WUMwI!`uMN_X>UJTC;$LlB`$Ip+`eK-^151D6PLQ zn+Kc|&9bPT#GF1|Cg&P(D$nrdZ(;oYjF(9{wI+1L*T`C_^4<C4`%$Ak_<HV5ffAl; zUw()-g9v$A@?k3@3VaqEB0)B*1Kw{*jkH)oU1M*!QDTTbB2__lu@ms^!vi1rO7xwJ z{2q`YZjaMlBKwZI>)Pu`nJV}^gxVg`ALlVAB3Jg;6L~-yPI|`qJ?g$H%3s;wi}!4q zqKeRS-)?qVba$aY>;GYM9k};h-@<?LI_l9CqCtM}48dWiH3D^Pf;o>V{Tl8&A>p`q z^bvGUS&1?`>gfK=&l=9CKR5QjEZJ&79rgFF?kn(JN`+mF58k&4jnfYf#PuIqN9QR) z%xBHm2oC9?POA0x={$yhe9&o&JEx)hrXJQ^`~!bnsJ^QGIqH(8F9dr7=u>(rD>C5T zYVTn?Ddf+M!NUKTuutTDmmcrNCHa>_Z%2T4dV%k<t8CG?_5SdLS_yUM4{5~<iqMbe z4(#kc|74-hoQ?_n^{?-z^{^)9EUvNs`3bymI-NF}ehvD;VeGgS>WI--G5(ha(C5}w zYWyJvUVfO(VvPT<UOe)B9Q>e8a`yR0W%y{#(JDq-n7hqVy>6=lUus&}OcOek{=~)3 zDiW;kmS^u$8S?Ntz0W_?8;VY}=O>?ouVuW({jrbqho?hIli=5W%~lIQ-p*E~%~~T5 z8+*k#{dRf&lW1iP^iz}5LkUe)<R$YTTANBI!p~pT3B*HA1b(XWgmU;5i++ZyyY~w- zJGY-op+_8x3jftmhOShf`4b?I`f+dnqB->6cghq)HDc6b_Q8Mn<Z&+R(`!#QKim(! zU3cKHzcXP;fb#(_&T;;&4&8I65BJ0x)$!?+;2ib6Gra*H(03DC@!b#oa(L?0*j1cs zsat56PKCbpj_J*heu(GWd`T_(?t{Mf3!N)P$OEGX(*I?c!mqWB%sKc1daSW_VgdVL z7SwTfBoK87p{(Z}@;I7%vVaD!8%1JqAe<QUc6-ItKgvS~JV`WZn1&wyJ=S5q1HQRw z;uVZMH&7`{C=P*-_I+{WW-$5~5@`!R9;46upIm<OKGefXoi^3b2_@7f<T?e=FAZxW zg)7MS8n0g#SAbjF(T}-qL5C;_on{5!8I|_YifyBBY0ExlxPkv)(^yJ~gFodfdA#fl z?h74{4%9jYeA=rxu&aMev${Ss+QK*THRpB0IX5wenT~hXxZfn1+lfUIdNugwPnKQ( zVwKY>74gW<+}`{F>vQ~ZX{cHe?llq-U+g=BzJ(!yxE#L3X1R!Q1p27o`<_+sM(oZb zUGl!p41D7dzto)s|4L_7ws;on`0m766|75_#R$2FI`ZuHyBFDx@Ha^wwem&b?{KJJ z>BD)4v-H2|teLQ$@&k)XM&QGHv;ohX;m4lvvYkJJ`5kG?nKkI-!stY28gbxKO3|ki z;H%EJf3-&t-xUM%VQN^%Y=?kHQOIK>jRUr=(9<s!0vPsyAJR`w#F5)!PIc++H}65@ zd2c{$GbeQCuUH=Xc*MJaiEcgeQeKRD>uB@tc?p9M1MnErLZlHr)}Ka<DcoKT`s!}` zVSn%+n{nca^vmFzg+FsO$m_#G+B8bwi!>jujt$@s)sg7$!avZT-;R+?oCiMXcy4DA zyAg;4R5s6&LMOGeHawKWy;SnTF>R=a*WVWkXn#Rpx<KLkv={u!f;0~5L_DWE-_D8} z=Wcvin91dy;oj&^9d>kFh<_n9Qg8GjZZkws7`$^LoRGTl_kah^d+Df*>x<xAuzm`A ziWbhjUEMBsKwh|fYsyJ6K%YWKGVZw@^qEp~cRBn)wd5$;derTrFBto}mvHaZkofv; z-Fx-RA?+)F!9Q{)X|2$8sibAUe8k|x4ZNw`LfpB0ySx8gKlc4-sP75~_{pV<V&NEk zg^T4;sffe7NxH@1sCT}r#0|?=fd7YzQ#-*EK@-`BY+dmBjVsq&3Ne>Bc(dsYc&(|U z+v8&j@=H1H-z4HinOZ`WfPM317pgY^5A}<bv%HYRzpc!ccT%u_OcN5y0hkw{PmU45 zK4gnA9r<z54S6|sRtdNiA(J1oJEzU}U*P9M#qdK|ImHam;yk-{hu9t);HDX!+Fx>< zZ>Cc_@8Ax9F3R#j4!-JB_2_G$u5N#E&&Uz+ESstJQVsDQcEgZw5bG0EL-D2^KIybc z4p|QB=xdbOv0ML~2&s7$0x^N`>k?fHg6vQ~kNpil--3JH^t@SrVU9pn_Hn2t;<2}) zzLV`U?kVM6Eigb`ZO(l?%N00A5I)KuTLyo(Xe8}u0q%2JvXpFMz&i1}Z(8Z1{-y5v z+~R||fO}&fXOK7DTf^-%@Qe0zTAY3J68YxN<}w6bPW1Hr+z2;xv%kosMiBO;^6-Df z!sxr?%37JdN8i+zCD9)BsaK--)D7@ufcDcP7r_@vZGntz;N6m{>d@XN;AdKYc}L{c zzl*A>x4`p*p_CW35&u4?L~``UkPmD5AH%8L2<bb$>NMVN1n!fs=)37~9#r^>&3~9v zE}&*(YwyIpC=L@r@zAf_;})i@Ot^39GRs*L)J@-5vr2a7%Z(NE86Mx=eeS1t#BXZ! zeQ7GfUz4K$l0aEi$_br##N)LFaNLYZWQGf$f98J7I?*1)okrK*qffA|qM_FLh|5Dt z7kwO{yFy1?EqB1bA=XZ^+0aRZT%P_#)am<jzbx(cd98l0dAQ^C_2b@Nt%H7wGZuU) zjQmrjD|Byr3jc@klK3s~a{FYYl@s!7YG7jT?M}?A^0^88PJ{06eI+&oyekn)cV=sX z9(dASs1yd=_^BSoiQnrF@KKP1uHf5SZH#AK5)2f#Jv7--pVzG3szqI_$5&aY^8x$m z>G<O+UdOD<YA=f=^m0^;^g+}mTLP3zWhXIjtXdT%+p|0G))P>Uc%R%-vL*(8#anXO zzMX?_5|qhIj(X>_Ui#-N`2H;YLmdO~`7x<+x~Wj$&UyB=gQyd(y4+|TZbKbZ(Zh4^ z5ArW(Px4#vyx^vCmm~DTOydD}Z|E?i=v<jocM%_>e0TexL+u)uU3ce7h`AWHM!`1@ zogTUY>ZnWj>t~<EfG3wup4z>KMqDIJOA2`Z%jv3E67jA-HQHtAjkp_*PWUm5zJfKy z(PHSz<DAFXB;9d-HhA+=G1l#Jz!g#=tOxNVi&8rc=He+i7!MwRKNRd|MhhP)DZgGv z6gc%vT890_4E*iUt<Zg0*f0Nv<@7wvVKFyP4t?6KtBO>6fX7!&w#*at5trSe|2*bU zrw39KVxZIKRVS$uf#2-%C3k)(V(#w(vl|KGQdM*0tRU)zqp~%!=Skq3(xrzRuwiaQ z!?o->aQsYVKdmA7`{q_<O)lmjf9?3Tl0)ZPy_TIbZ^C|_iwt3&g#Jt(XByRXBk(dZ zc;7`{WcIzTC4K=PTrBjyR4I5#WU}{>1$-4RlPHmX_$L)!ggvrugeiM-HuIPG9A>JO zs@UfrzFqn6bKt)UdJ!MD#OD-oyxa{PbhDFja9$Pb8?)8N0H1W|Rz)lWa3(u&_UIgN zU6Z_8mf8)^DIP2tUh2oax7N=CheC1BB;oais-I2-F&QJ{LKVz06+fNd6NTrd&^Bo) zLJ#jFnHDCw0RAPX?Ima<pYkLBa$>*z|E^VP0T&mS<yh$~k$09gw{wf}dv1l46oa_O zfas9SpLFyGo3(F9yv4b;NkJ}!aqO3X`Nr-(UwfSDcpmy$;G64>#vS;zV_WH4mk}>( zf)=jGBmbaaC4wK~X85t<O<&X<cGrFwBM(=7EE$eNCubz<-BLsyTN=&wS^;%vL%?Q` z2Kbyl&wQ&G`sm|Ow9U2qIPdX?Qq>ISOk7(Xvg!jd|HIF1$ALPrbLq}sUF5}0iE|5N z1<1n?fts03<hxMKbs{dzA52t|j{2bw`hen@-~`V7nljJFE`Ud3va9_O4^^rmtW=Dc zGbR-;FLre%ly>pC?*%UmH|-&71Ky-glXOT;<GI|4UssP}U&?I52!9_yH`ST?n&ao9 zjywHU#X8%$zfE;n$Gy4~zwAy>V_u*`oU}w5=YL<_BlLrJ8DF`@{D(fmwPm5-^ta)g z_gk7sH>2(|Y>oQ{ANJ3e2i5L2&V>7YnzQb>@7u<dg8B^fQH{X<Q4J>OrSIck9^Q8* zbP4+0nt`rb7fo5~c>>=gWGg(#6zjVu#Hc|Bb%<zuQC}?h_laltd@6pwBEu{SJS%(E zYfJ+BBAE8R!V38(IkwMU?G?`XhNi{P12;=V%oW!*;Gdbjcr4fey;{KQ@}39vwycLq z5dI!}(v7HQHPkf%#0fm~n5QhC5!*yvH>cDxcH#}@YP9@lcIWxHbZHs=P=D(g?bNJ4 zMSe)q))=5JSfKRkyrYHlM@KcRa)5ioDGjxI(oru=-)WG2i~4=?oYFhgcY8N2S&fyU zPqx<${W_fpZYt{GjXvPxjLE;Wz(EEQTeTB$h}X}BX>ZU6s=3oPZ~?k@XvxIuNec9p zv)M+}1)O6K>nk}`<V2{|Z%qmTf9u@VbFq*@KZ2{_U(o`7PRwW48~lFIO@5<n89Gac z&yx2QbQw?b@Bs?=<h3z-15j5yy*Yim4zHWDZ|N8R8Qj-fGt6L!eY`EhuvMXlz9{`{ zFCTP`P9kko>pSQt((rR(D>!GJEqm1gd=TJvq^lS_XP@dj8wefs-a)utI39f;4mE+E zi>TXXQ|d{kupd(9YH8qQ_NKtgOQe_^Nf|q60Q_`N^rVO~1}|3HYrpx9xGo#uBz}Q8 zD2Gw^FS5J-S`32%eovNcw1a@UP`~o#(>JEOb%A-?ZhcZlF;|@d-L#c3^JvNu-%rP5 ztEHfiXODCB-ABFML?ihW{6W-bLU!^Sa4DQ}#Zd&hmV^3pFZhsV4{xp0H{6%)^2frP z2J2t)o1=CaI?iy+X&HV~0|&9-Rer>o%TJSY>(EQ%4%Y@zcRNd+lDunyxSv(y$is7w zdkaSQR6Akc{+urV4|x+WApQP9j59%mPdALI6X&NRxBq&>2XWg^p{NZ%W8FQnC<yo# zou-_5P6Ktl#;-zR)R8`i4c@%!!t=ILiTwQWce^}gJg=iK^n{j=eu51BK>grbbzk5+ zJ$^c#`xpFEbE$%LFX|6}w&{2a_>NI+eRJTMz7RX|cmwEeotZr2*WfFiV7)4L=$FSo zLIlGxAK}ZCZr_3aQDpG?Wi!O-cqyUqAb3?%L^xgq``Y9FDir+XcjQ%a{S?j>zt&pp zy$Rj#FSs6}vdcr}^*0Pq7l)2mJzj+0>-_xZ0r<K!=QBIy;eRj^Whm1C=M)P6p01un z-=jI~Wd!&ja!9T8DEREw?`S)DKKP6yx&J<J;{5)ZG0mcnPJ{v8`@XmB(XWqJX=Q_6 z5=h{D@fo<adVL|O`-c;Oiclk`3*3^H`*-3W>fV;v)uHqAPK3`cxmI?JSoinZNj|Mk zgm+pU`DTYuA6rwIN_k=3=XEUwSy7+9=l*0G1ir{}mW%?9iEvbVe#k-ne72~q1<xJ0 zEzv8u4E~WDaXzw|<U~kGr{tp=#++-ZVdj5p@Y7|s#too%rxqpWVv%>gd8bYPAZ{Fr zF0+k*=MBVMt)eQ?Psus{V=wU3{K`j`EehZnUnIwFU*$hrwoe+2sC&<-TkQ7j4L<b^ zbX<bpka9Sw?hVdY=<Y9n-VL8deuA=Q73W?z`DSFr(SJNB&Y^;R?Xq&r{0v^QC{1$k zhwd53?lxUOT`jY!8Ww}E>}NO`IKc}y#|26sA|IQN3EO@J4t|j<S9^i)&yFPqZ(=TZ z$>YwY@C&Fj-d^U|i@a)&D=>OAj&+|Ev9|O_{FBHz@PV&Wbo;C(fXlh*oXHZ1`^!RZ zPT`k<)1G|K-GCq4zZZ{xG{pCPC`p)cZ*k_4HJ?MQPJ}cQrax9qxL0~qx#q-ICqnfv zB^us-C&GWjO?m1GPK0Lzwa3CvgOBW--j`T95q^ELVVdT~xs{`n4*#h-5p0JEfg~iD zAOCpO@5PD}fhJ+ar~<s-%eF;4)`5JH4*BDR_zogV;?9E)kximA9f5e+F*eCP@(aAn z)@UmL{tw@H9A>-^yqQOt)`NX{8Zh-~%>g=$M&h6ebm5}4>CHsc7pES?$oKI<AI5)` zOd5j^aM+1^cYZ_D@`0ALKJwwMZ1a;_yZf-S#M=xV{<3sX8oJj*hCAp#=&AhCbz?g4 z^z;z7f6!Od8!n_-(zK{kw&_0`W8QL9h(g}?G|oMof7tbd4&QI><)%9az30C@;R~Me z{cqu9crfNnN%^x*|3dzYs|M0Mhc2lT+P``cb9%!IHu62rgpX!#(}EEHuWYhjS6E?A zvTllQUJCcVNNLq80&lJdZ=8uc=1kyet6`yXbRv9wE%#gSIrhWPgI1muK4Dd$a58YJ zT8C2iGyDb9JZ<;t3Dhh0A2kyZZvy(Po&E5&s*hgwJVS%~qUB>eN5zqU$4Y7M0IzD& z^44Vjpg&l{sj=5^*9T%12!`(ZN8!9Dm;rShQ`?JB)B)rf59|7%tL@gVO=w@jxkc&H z=au!)$q%=3V}S1&JU&%6ESL{JWNZFQ5W02rV%=l-1oO5x1J`4ryUc=Ocb~^~--P4< zPZfL#&G5qFtN3~H3+p#fx8$q*OLPW*lXM;m-2*-C(wVot4PJj1-KBWrGoD*iEh3uQ zhI1NsJf7Jz;rt89>xO4Cm|tQ!%P$Gsd~xvi`<YtQ9~q7D#{77GnRJiJL00@+thC7I z_rO8BM9G|+;L#46%MKC1gFE7{#h_;j{?1hu!f%R<zZSn&AANtaOb%VFQ}e{R#JBK| zzDgVzSW(0}9e!g(@xY02XN)-F;HD#?t)b|mEuI^oI{PGS0=Tp4?%*ts`|KIrPSO2J z#&c8L3tBDpfJ^berVMc}yUo(-e<untr}UrN+A6aXq0wbellV&~!k*r58Ycw6CwZ;2 zCcw$EwCbllct0}RtLlT$&kky29Gu`Orvq&Dd!c6%*ZHm%y@PIY7Wx!-2Xko50Tjx2 z!PloOv>)GtPp5fUu@7~Kw<ndzV;h{iyrnuIhy6A64pDf8@8>ITeVK$FX1J^2S8a>= zD*lNnLFip7+M=k3J;0rzV;m~Oh)<dW2cGAlPD;+pew>8!tA)K3h0w>3EeDopfpbkU zwbz)De^#>2c3P;@3sf0(N_YDXq6H6K-0=KJh7vC;=-oYh6Ko;Sud1>s!F}M5gty&n z$HAXBSL~89kmr*j<zw2Gm~(RM+&Ps9on1Ab*zp*1EG@F-&ik?d3CYFG@G~u$>PUQv zpwpKd)q4=%#<W&!<_A#+$5s4F0>3`-`uo*Q06uDY^h7uKF*Q-!)fREfl@Kv|_Z)B_ z?4_+L;^;-zU|ulRi%jSAPQw|@gZ=uDMR5rIKa;VW8C>uw7*73u2;5GTRoiSjg89Xc z_IQn>IA2d@d{HwJ{_iOJ=?Li4!9TX0z2I%3<l1|$p+73A7+<QQzV&kF&}&TIooAgA z8i&sD7)t#7&>3-fiTCQhE%;hL2p_U;Kt~npM!3KiGLlHh%=86rkR*gr;`heQ_xHNC z!2ifJquD+85KZhh_eK|bblm5S@HWoTG`|}74}5!+J7hZeIqFH8ikrL7C1t+)=8*yN zD)x_GC^HAn7d4Z2r}?1nSUBc141Sn+H^Eqhx|B&zbkwpPa~nfa&qBciU)G~6B+eo) zWTv^c!k{aYTsVEYq3^RUDZhhWyv8~9rH~eLdpSYzkAbs~1;Rh+Z6GdZgqsvxpqJ?1 zFnFDSKe4=A@fZ0dbc|>}H5+i7P+rOnzG3yadNoZL`sAF{rF7uNh5)rg5%3|RwY|0q z|5oZ}(YSvE^Qq0U$L8^V8eXy_9zlF)+m^rfgHFk&doA{!9{r;)Il?8_FP`fS)k%os zu1cxM?|Hy)*5JYn0h|}na`5UzJXsrzf0-e|9BkZ2X8%6mn#6r3V&wmX7*ScN0ls>b z$)A!$-*h{}CmXoYw%{SEi?|n>Rr(lJ2VVFYAk=dO_cPpzUgk$VOr=#?t8R_H(4()? zKT(If^E|oz<O9~d%t5%}9p?1-dy7xNKlLB&IINCy)JE^@d}!2gUMS$k_z`X3juIKu zX%^fsF>WZ<jXY49;{SWz0sD~Nwn`d<dVg4E=M{X`%unPdjkj?>VJYbgM)1NHPi~re z@YKS;MR7amg|dAEy%E66KUPVX<EOAcM?;EDEl_8EJ$+CGxLE1Sr?3XyGWxKbg;N)P zQ^$Ry-RECM6D0PM00;K9Bvz~WV?BQ;KjT22ytqXu<j49~dJNv>{N_yH{iZ=3g*>#+ zn~T4JdSP{FxNqq<p2v~!^2G8d;IZ$U;cDbT^<esy<}l0^b56u$K<C@sW|+=XhOS@; z)cFqn>Hcu-hBY<x%$eux$KZeW+~zRM0}ijo%<Iqbx)Gco^`tkWo;xTfd&lh`o-@>& zWL)zVb27;~OuP4iu#Y_uJUNGbz4A$Z4eR%Fm}+<yb+5GB!{_f-p^IyiuZ`e!uOy4g zC4lF1z8eTJLg(^i?Z4agKS$Rc&*j^NBYUM`WM&K5MHyL%ezGH5Wv_&?Qpl#vBr}SP z5>jS-ZL%}63Xvj7l2CXr?_WOnj_0}WbFOop>zw;MGq5+xGJSW{xAlcwjfSw!r|7xI zX0h)VwHtbKZlFGU!gkFWfB&b*>ln%keNS5EsaF%`9ccVMp>Pp($9Wn(m6JFpCi9-X z1NPs1>ZErazHjqO*hg*;)Th1f%BH8FztBqXQ9kU@%S>3K8u7g&@KBO0_|waMCfhO^ zz=wz(YG+5}S?iV$Tz!FC0b$0ouxmHU{NIDf7b*lQDU9$lY+%i_6Z<Q0d?V~PaER<m z4?{@3D}kb*)!PO<`5&Pm=D!upb@E;@w*xLj9m{eJO+$Y%x9_+D;_=*-+y~bbz*AIx z%E*wv^^9#qU3LYY#x|6{$G#U;uXG&Ch3?n$@CyO<-F!7njByI_z`Fgt(KGa2COypO z{Qz7dX|Xs)1$!%~xHaRAdTLH6RrhPemz^bvY9ipdQC7Si<_EmCCSr7Yg!MC^o3R{4 zf5jEb7&+jWiRXVZXTev?YgO&bN@4HkD`N+JF~=<CJfpP<bf!b!Nr$k16*bKtQ`gW} zKuuoVi@7#l-0D<sfK!6B%Ci^lf;TI@q{w`a{8>}EZ6gjmRZ_FQ1?#Kk&%~|7k9b!7 zVa~w}I8yYXuK>JZV5CMnj01gdnWb`Dh)@0lik2!n;FCo&v4&2r1iQ->D|rX8U*xh^ zY2PF7p_-Q(hP@_Ltwv^(V{SyOoB$2{;K6MCAp?B=grkEHt0?-i9x<vg=|T^P7Ffxo zL|n2ux|5B(L9*8)str2byL8jITc+R}vR#5h;HRY&E34evsNXp2Mo`^^ZgJN94>Rg1 za+kxo@8i0v+9U=Qu+Mg+BMi?Y@c-s7hgjeT1mRV>m|@IE+}Im+AMr&irl6q+>+LG? zOd&rT`NhphmfumZpEOB&F4%GI-#=wj0kCTi-!A9hsQ1WaJ8bU7`6}K#f0G30m9M{A zAB3Os3|9KTyahfWF{rl1jX46{ZNE7mpbk4^&2$g^)t|BO^nrEgu;=gJQK-kcanl1Q z_rc%Htt*lX0#Pp%)H+jKin#bGU-^eA_+Y~oa(&<eUwq&ne%STCbFr6R?;sCaqbc3Q zbz3jqUA10!C9oen!Xd?jI{hTG5xp4ft~|XxFB9h#Kl{!{{=<3f`JHHK@DZl0i`!!C zsQZh?KAZuLttM9pYV8O9@?=%`0q3|}UCLuRfHMxKdM1g$LquaP?}J}t%{Eqj0iX91 ze#bW4jPn*XXQ(I607uB{$euu_NMEZ_?;~J+i$1;IJ=ZPPlQyRYK6ym=c>N#v1<NVN zfC)|LZ|$pviNNXB-nGe>&_#nvVu-qdqn0LzYuj_6LtC~x_uoQ(VJ_(7{{(Y;EnUV_ z@ww7s4moZ9i1)1ZF8K=RU;5W=cn<l(*TYo0g*fN45lTybP2QbwJL=`AXf@))45O+w z;+=XjW5*Wa##PGIljjkSnU$4eOVEFIcjie+&IEMVz=zKxk^ikctW8>m&g5u4V5Era z>wPC@pN_oLkUp}h9QkfTw`{NpBXEZ&y_^<!Q+{_~p-UZpN}Jx&8Vntea)`VfcyTr= zr+^Ik?Sfj#m;N@)nYL8n<V8Ncc$`N!+YHZFWY{yB4g3jNy5__Rf68%N;*mUue#*Y9 zW{z05_>RR)eRAk50uFqf;9Fjw{hvHS+%c@3@~I_7ooI8#z6<-gm402n-WGnN=(48W ziF(?0)963&FP?eY@e1HEnYlzfMIP!v2TWQ`J|jMLP$$icp<jxexxy6rQB+6eHEOIo zNzu}eqmHoKImYzbR@5ukV*Kg$VQ$Oij}jH|2Q{tV7B}C5FSNu^C*yN3+8me7<iAR| zFp=&u0Dls1rS{+LD@-`p_3<?LfOJIkQ`Ro@17(?aT|~TJN?mU}6$SpObD!+7Ir@X< z>b@_bPv^L*@D9Z(=um7SlxLLCU-{!1<reyAa@Y3;+2jAr``I3wv?1;#q%0^x$7@{N z<TZbZ`k8F@-I`6<I|J`;`5V}e2bbOUTBGko_EV*T3(i4BjLN4#hb`&l?LGen`9+6Q zHxGC|JH<Jj0j&RtpmL2$;QijK7O6a_Z+^L3NI8f2PkTH!!3B2S|M;6b>nYgdlS?VB z;A5gAr2F`>&UPIez1q<2GDk-0rLnJ#48hlkU<X$7$7_BXq0dzO^@HJP)ZNDn1gBm= zM;*`ZE+)Z##Dy|<Aujvn@l}}F!#^*)Uc8BT*TtsaUj`h@{!U)u4V+?AZ{ghszt&BV zNcSrN?mZvM$fCvh@(&RMlJLvbcY8j?TkOtTy<Wc``dr-Yrn2SRsLQ?K&2w8p9rP0G zbsJ&uTW-6?f*tg2Uc1ic30`b%NlF)#i+McRZ;kDr;q~QN`BK2AV>Z=~UdKR}4eZLi z27T|046CyVc<sF(Z}03m4*lHoStcpswwL>ePt-JY5XTzM)E~eRs&%?O{^*;RzGM|# z3I2bLs_iE9QRgb@dOtbn@Eiy0t>N#auP2CeMKMoB<kVIR_))WwKfMKX)1>$$=NEF& z3qu6C|13aP?X!-&2)r^`*W6Q>4tuX#<4i^#ma?(sRcMU)2Y(l$G>ef}dwtP!s6yUo zkY+RR(Uq{1bcEN)0_R(z3Jm@|#Cal?$nPDWP*<26YVD9g{XqVaoe=V^O=Tkn=ljr= zCO<P3A)XOl^a|exejVuby&%Mea~#7>{l!ec+27KG@jb|^Vh89Jz=uSSDTl-tVg6#E zPogFEOQ|5YV@wCQmO$FQk%)ecbi)U$LU^9U*`k_PSl<NqOByBM%iLG)1qp#yogeZR zz6yV_scB=@83fPzMb;sF2)b#D<FP(`&)upXvD60SN2DazsgP&PX{K*YLg&4C`xm1K z^6a`y&3#Vr8^7!Yf`Jg`eo(jvlF~yD7bz7DtV7?@_Ty1;;4{neh4<f-V0V^}<+p{Q z!(47ypag!JFN}6|H$o50;ye0G7IU{FSM9ZuT?z5kc$|SD^gQ2_!hcRe?@lB5?)DR$ zx#{|Y5&B(4<|z+B)c0Rkc-+xQ1-~h`2rNU~3Ca^~`-XMvS6C8@!2Yaii6<oehk0gN zb1scoKcUCID>9MjujVhW7o-CJk09~yhR!iDzpkpfi1<xXVNRZm>*aAGdrpD4`Piby z8vLx?VEQ>z2yo2nNC`zH`gDup<aEA)59(~+PI<UHr|%lQ%zfBV=0|-RPt--H=&d+n zfoJz*P7dJj7S3i2mf-oL)i3`lW+A^|@2%Yd4t}!|V(oFl`BMsguOHOtKN=VwV+Q_9 zmL>RFc_E+sOEdJ~B;u|2)NcuIcf!H^2iZB1s7u^2(7DtG9@a<|%Z7L#NZ0vX`<6SQ zKWN|#7kEY?6Q5cdc&nOCf=Mv=Pq<pjU2pJ?)4pz%BDv5pxVwC*H*miu3?`!BtKW?@ zgOZLQUfvlCSHOBUa5htj)*|27>3yIbj`e1peAZEp{w3n%ek$aFD>4qoFW_hU-+X*c zi#`E2Mp@-7W$bU?g-hP0@C)8xm1gW08Aa-{r4i2K$hKaIfsUsou9UffypZYGRMI|u z#D|BKd26uGAm5M*&qBoQzXj*ncX5jP0So70#Myhb@jgkgN2UW64pWFb7In!M;A@f( zZwl>S!v6kpGo$lEpJu=2WZ7;VBFDk~IM#ji@_S~L|8QU3*<QQ$(fnk<^gZyaz1^v< z1M$p&*tRa<G1h-zqatw;{Cex6fjju-1IAv;YAg8jm9QUo5f{=O({||4S1ESf<hnBO ztdK@IbFU2YynB-j{1JGb*(i}U1L8g32l0U#+-F<Oq0(<OhzI-&UzS*qcOK9xHb;Ii zt<(3Dh6Oy-TevtMdF;(HYW6^W^yvj%IsNM}){U6i&kX!ef%&0AB=)7-@AMc4*3Y15 zDefEmHY1locL)Ay*&5MS3;(Fx;XN+C2Xo#oukV=wUJuYJyzMoH9+z+E#Onq;pnv!} z`w95)zyWS5@c-2=`<_AQxg-+hkJF^VZ==tP)6xL%i;SM{&I!mOa#FrojdPCC26fL+ z2Ph{lEDnTSb7+aSCl4cEo6Mm)#eurZ*K?XQ_`D;f$yH`=f%E^2@8-iVGA}b6c&-N? zRFN}%XaMIEM-Ca}_ah$(>-k)T_-nv@gLuFReZy9%@{`BVzrUI>It)J&byshRBSC%n z)~L-d+(!pPV6&$;>J)K5EnYMsk7>9P{HG6k_4mOr2gH9X<=g$bjo??EG4#jK2dkq- zv5*iBy@Qpe@2emFKTpqMrUZRuXEo={EA%xmXgEw4LVv1L`lN{X&w1$b{%+_&%)W9v z^OWH6bRq7ScKPQm1zLCbMSG0Segp6pp+7ll_y3|!q-|fQ%LqSnY-PQU_`WUqF2xTz zc5~^l*)S=dH>s7Dv5hz{T=QYc0`W$LdSm4l?AMH&@0=xgcZu|rvmD~UXPd^}efU0; zs-NlK5%*{O$_G2Kj@12^My%jxSED3CL{Rt98039rehKqS-#ZNi!Ov_WKDH@<=h=@s z>?I)HhUIp|c&{UW`{q^91OG0%^lfvuZn$xvf|Z&c>)m`rBN%+U?D7{+KY!@8%X@ma zwh`we)ht^O_ZGix={6hyZ-1a=I0U>jedoNr#f<Me@k_eE4)M3h>6#~SPhHpdnj-wI zQ`BJ3rBvkOje`N%Uy;YWY5pONee5fa^v{`t9)4!b@@xil*~Q6JA>fo?x6H_cG3bxR zp_;@gm}fZniNqTDpwpW#y6a@%(;v^ATH(Wfx#_hDfG=MC^NhI}@jWTWB<QFFaEkR` z!9Upb*t;*uR1TPXD9swO1wP}_QFv4ZI)wP*#!Mdk;`Q40w?{EpuLQrU!4o*&Bb|Lm z4|+JS#C_Hl>}SHKWBz4+&;d<uz9+YKCH(Np{6&PitE2<jkq5TmMYsK?Un9=j5j|8d z2ETI14JR^6L%(yTcI?G_cuwrKk3z55pp)j;Hng`x_w-#aoxnPASy>Lf-GZO}<veE` zhWxN(D%*$`{j8pj={mr1ZndS=9aT4iT8E@)0TcN7LcM%6{Bf2dM|I&P^wj!<0v31V zVFOK{pCf;a+p}(*4||Csi>UApLcdAxzj9H;g|8|L`S-A19I<qiKS<#>0zOh%h|_D7 z=M{3WKcVeR@6r*+w>X=WYD|DbubB_8L$^EN^`EvY^6Ma_2EUkZ=y#&ligP~;T}#Z1 zdmKNxc{30Ef<NfgiZ<VZ|MbyON$7)ro^;vfe`thxCqur)hKP%+``pG-no)P)sj)sh z3>>Em4&6pRK+!>6*A{^IP@qNJa}(#+n0~bvz%T4(uieo_J<rg-`&K^k;KNO%^^cs; z4{(ZpnCb>_f0dDxQ3*I)aX9)K7wY1t-7j4y2QPOyTD}>Dx|&p9O)dD7n*c@R1~dFm zfb5{$8N>r4?X3#rEAbk2#ed&HFINa%PK?I-UX);}IEsAO)|{8f9Q(lhC3am3@!48d zkRH4s<@Vi^_VA0_17t)V@MpDaw$runi#$5(lwF-$TT?XE6FBIX^qE%97Wii$aGLWM z`X~5JPZbv;-yfL%SZNJAT=}iGc@A?<1S0LX<x#Iu>sy|^1HLS_?55R>czLqYPjmxz z9q>eLc6N9E>c!ZPBgl7Kv^@=gYh(Lt4^ph6A2iD16g~WcbT3!D5D)rl-5XgqN-^Jh zrbfIeAL~i#&U*~@{2)a4RV^{{ldfY7w{iWNY0kHQLKl*LTrcug7JW7UvFVd#;kf`F zap!CDv2KTZAF#yXIR*bIoJ@dSuTKsixxIpVs5QgsnlTr`r<lq2S6J~J(dT#KG#T++ zx-;aDd{LKs<oP?CiVV-)>UhC(Xdm7``0GxPBk;y=L_Krdg)nSUneh88)-Th4cqjw) z(z@}pJE)7OFLZ~*i38sjRAzqzZ?44{-!7boUB-C4sPe)2=rdm_cAs-(!dQGhgcZ2C zr}gzZHSp(KaQH#s#X}oYB5~}`(~H8~M~N|SkR#1(2|7cUix#W%59Fza@m2w%=tDQX zwbvf|lS3ZM*QASj(lhfP{P3fQ4#nqk;?VVmiU&w}!AB)D+fuKCConX*v?C4-wmOYF z19wV(1eeV6;@so`&xC6D18tLf%47-p#b(cneFx7X7Wo|eV+rTJi#PgKz~3jnNVR4o zuY20_(fCFU@J0JT;70=bs%`waa+45u2XaZLp`Yl-QwY95z8M*%n=~YXezK&z(N^$a zs`1BryVb$3Yxj-Kseo6$?R38ezH#>7iYdbl+`mRVO(;3)B9F>mE(Jr^k#$kkTgM!e zlk@xyuiXgunCyBAkng-<-X|s~fccuQyjyP<<9&((G^N$h1>AyTMZ>}GZ{$lmftUCz z3*9K{0w3YD4yW=2o|v56*Z&^%GoGjV0ra>Z20vOmD%2%fN?yP4M!qcX&AU4nEQ$2K z?FHaPOOjBJ`c>2yETt}rBcD$2l$+l>k3RX(^7z4@I9IphN0ownt;2z}>Omcz!)j#X z;RJo6eL2$lF789Bx}-=A`qf+B+qWuwQ0ELde}kn8a~xXln%+`_ZddO|IF9*ljTd8& zUBmYj@@Rb;`ipoh^!9G^D0Gj8P2D%c$mg~_iXG6ev}|J9Gu@5-YgQy~0>4dtA)a{w z`sU$Ftbcf!z;g`EF425Ny-?;ti8%P5%G0%Qw*BBIU9EHJz)>Nln-){r@DF~oWv*W6 zN=lM@f9k>hBKpPjz<Y0uYuEbaKu6f=?BK-bh&P}4PtOwgm~Apy+6{kg`eCy07X1#1 z^Wjr?zm@mBR|zZl{5021HsEY#=PLO*Zk$i)bbJ(Z0eSHjiQb(k*x%%m5(lnZ)Y^*S zJ?wjjT;4+yc5yK0kbDc~7Pfr&Y2W@DbKO*5rGNYYy?smL!fzVv*R!U3XTUp8#Wu}< z#{Jeyr7<tKqJQFk;nPEzh?@ctQp?DT*QbQOICvmG_K%UhwE;hf{1d`<9QA?6C$w4Q za1NrW+|Teb>S&8bOS{h_Sg>bGox#2+<@U&xz5tIU4$taEpGNf$W%fSkdW*v$w=A&# z2lhMIQT{=G5FSct*@t|)_Hca~`djIGH)Eg70iO<g7JCn&?vy3gA{c@5Q(xpnhk~IW zM|Ih9=Ar&}ee*)GAmaE^%xx9KL!Zho0w2MTxBBybwBvrp8reqMT~JRj_h3xshuzPf zy>r_FeQ_SqKG!3mOKbKQPFdqTx0@LW7xEk`b*=-)r!jYdGrZ?FUjI&?NjU&{=Bxh% zb9U!<+1TkZ=)A&pC=Oe*f{)NPeQNFp&e9}|ex@D=?@(cNbAEz;qx?IBhxqx;wu9r8 zCh{UfCdRxA&@ufZa*A=^N4Of<#TvlN%MXl`06(hOWM4LtLH~L9o0kOp`ODvpoge3= zL>&24=&%nzHhw-hj`JpA{fgISu+H<1Nt}7`kH<Ed4#W7~l!tb%p*GNCi2^G}v%zck zYn+gS9SKgvUyVoopn5g8!3cKnu+sb9B;v~jimkSK^bKd+z00bExg3Eq2_9#-aGp!# z^wA#po9?#ZF<I<Wydm-0Q}8>1XYo5f?VwB9Z69m^{szVya#WzcHmlXwQ}h;kHVdJE z>n!TFPkr-e?ZG3GYuxTUz;nW*BnP7m5m$cLxWD-VyZ19SENeraVPAc79sI)1u{ZM| z{9q@H{m}&>oJag#wfgxi{O>_X4Yfb;qe(bmPy+KXqe(b#!*7I+ZW9-yA2+AeDUSwt zz+~B)O$<CaqOO|yL<@MElro@*|G%sJKDEt+^KF`kcZ6)wU;0&^_YU-+t=aAgF=uyz zkh$p>(u>fgFV6~m5W}1V(WQ@T$eXV1NyxAX0zQ>V{bPRse7AqCKL}k$gTeVNnLA#u z{rJP#d$32+OV`%%`XhGD311JP9`Gn(;wbjdY5lYcKl+e34*TX-!LQfesw=Ev4o7oK z`jiva@se3m4I|e5t+%`A(GAoedf2<k29URrkJQwp!OtSa+y90k-y^xTo($ZwW74~$ zkmpXgm9BT}!xr+2K_fjreBSLMhSFx-_pF|QVsIAvZSsDrxTS+{t1C7?{)6-6u5>+i zzQCcp;P{6ZF()l#sk#olHYHf@?UO3hIdxW!XT$$L>3gajM7-#+cwiTZ*Bzp@yWW<G zy!GwT_s4;!3U8mN7KHBRX@6MBy?}R9H^mu-asFB<FY6)lr%}=~<ZbXbR=NSQLiqWJ zspXw|tmnhdSN<;O(^~!Adg<SN#Ffz7r_@)`XU)TAvBrV($)ooxhg5NXfai&dIr`n% z)~s)SggvyjE3b{T<9cNOq+FH3I<Jtua`_E?>MW<vD)a=u*gtaZ?7)RHuD8pe+o?ry zo4?e;a~mYj2=C5)(^Z<UC$56O{C(qg;T8J5INm;Dfc-0;4)JM+-;Ar>=*!0Idd7Nr zV!%6Z21V%~Sb#1+uTHgn1%8yhwsRf$^P8sMxOV~H@7m8j?*{%{V{kL>H{#1gCx2%t z&Yh{0x>U`=|KlV$^PYmQ^!}IMg?gyahV8bi2A<D)U5a7>yj{>G>GWany?2?>Dr3ku z-ri}XXTA));Jqr;iFMTox_t8*_(Y&gWVjx9<IRzw*O_}@M;dZG)@Klh+iV4@KLbw( zoNQHFp!0aooIFm9erG%4!Y=Tgt%G|lyS-6&6#3PchWjzGwhN*MFXjK)ATbPHS6{8Q z#Rz;;$=gRg16)|7Xv^<`uH0xmybutK-vgA)?m-92GK>F}2t1QlBPy;7MSdzGGVS^f z{BQfnmfdyet}O+18^AN>jnU!GKe(QC!#o1kC7Ap_%}20%?TcgMdidP(;xt`ZC46o> zyU!Wy?;|={X@gGW0r^r*8sM!VIou3KVE;9OulUc5A?`DZQ6G7V?`;e|t-HsaQ1INc zX$I#n4p{Y>Tm{~^@SDzV;kw!B4<0Qq#5{xSU`-0VpKXT2>}?EisY}|bx)QkUr!afS z8+@mFnn>~tbO+Vp|J1>&XrB6xPya%_AYggQNC$bQ*SXYr=xkE*JbOsLLElW5{~7iX z>qSQ55Dfcl-pGEJg1FlF^)VM4_<Fu`=cFg%xlY5$;8etiuK^XyT=0+I+tkhpz&q20 z$Ta8Au<H@~d!0k56PYFqod7TLC2{4B!+w8JEXlJ6-)<lK9LSi1b#Itrpa9-S(>*$@ z2c6^L$+)(le&oCTY=<33VTW59ma*Kxx8YhpX&>ZahxVRNjRKEoh!k1C|4-hF?fWH# zcrVY)^GpuBg|zVIeKqjNH=_Yu!0kEbNpX?{#I2+Eog|VFcTTZ(*R7#`A@gO=A*{13 zo!7rr#O0{Ja;kMl(TDeeE4*DDyk*afj`Jz_ReFx^?)<o_{nGN|c%SeGDJ?FXPYD<m z`>zRj`uf7ahgZNq4bs1^t}}>JN_;_?4agrqeYh=%_!2qcM=yCB^D#1;xA#M5`yFZc zkRG^`r#Y1GN{4yGjb$8kz#o@e?U#NcF3WrH8tf58yd67|T@sJ`=N2>|Gl35Gplxp@ z5Bd@<bG5f*&_`h(m-(Cr_Lbq7Y~%->a=CI;3wc-CoxYjfxvNr(17Fp^m)>5AtKR;O z`ff5KbL4xRvtqT_rUP#$Gxa`pKmh#&pVRb<aNpH_oST)e!8hs}1st-$qmGC$b1VZN zZDTCcvHtny)<hHVkIyMTd{Y#_CwXNu^8bKG96WH?Z4=jPOJ>oDc#wVip!={2ct&XM znk4wyJe_p!2gHT2m8M)4*sajg4dJQd@IR*Do)!3sew^p)FB7Q0{=R(c3iOa=oz|dV z;Em_L*D|I5h2KS&ImaM=4J4f>7XaS3+Oe>|Lw!MR@nVlv0PtFNddFuS{l#CW60dpS z|HJaSo2Yl|+5c%{mc_ZQFQp&29iiVgv>Y$!LmtCir+s-hE=-Px2acnEUB@zG;V*tq z6hHY1`J=Y@DXSsaclHw1WCQY}!}2-i7m?r3)@%ON90w1N5J}BDiFk09Ij6G;dXdDq z=>qa5n$PD+Y<F?`>ao(6tMD`C5PM7HS?>=pT)7OpbUQe~X$4%Bkmt!}v4@?SUHy5L z0r>Z?)Q=AMq;BASVqgin|6=~)?(+f`BBhB!9dSOK|A4VJ_yjY@pJUnBPlj8UlwL}@ z<GB?L@BjTn{eXU6RRVec-;Z<8#%fRpig+JK+l+jmCb#~=3-INE7G^5=pJQ~)<K21j z!~Jhd6ESzYeKlc7=LYhL{{-SD-{TzWzCf!XQS<{8)T_{gSM`<kOEnNMC&G+r(xU?V zG05lq(-!%*-iu9Na`aQ^iKKpE1Ku^ApuOk@{J9?|q!kT3FeQG<9}Zk=j5spz0rywh z)b{-q^sv-X2~|JzBNv|}j7sC2IaB|?HbL;s3ndo@q0^Yg`5ft?M}3e`AYqXPp41h# z<v$9Yojg-#NCA1RRKUh-*i#p=c;FIrvJ@7lYgx?bYdjf5)V78`(BoC&YT!i#gD7o7 z_zmCuxcnXXS<aN*Pu<7RrJwV)Ppo6kl;k5%cU(VzH@mtx@Z&$X^##%Wn1d(F6aEEx z#M=N){<FY|_~KT*5BR^K?bK;uMVu#ycmKoZkNCRd@u{O1JjZ=8FCrQIv||5_5bzqQ zhr@fdxpAL?0cYPMKA-n0=1wZcdX)rRQq;kIpBWHjJqdm1Bhh|6F7#KJ?0s?_@uEYt zcK!`Na65<2(Exb@`8bj6A;gJ7^IKPx;ZJS3k&3^DaegP?m{Ozw{FS6I(j3=E-L+HT zh4WQBWPOTT3RwT#*aK2n{{lwinBR|3hYRecV+?{`I1?ad<bt}z9`a8f*guL^U4he& z;SXnxye56{Jcv(<PiHp4EB$N=cb}v5wwNbSvlR32)^D0}VV!bX3B~=nm<!Xa^jO&l z>&moo+A$I9dV1sp(JS~<bnD#F6VPd5s5nVc@7}nsT>AAU?0<O8Di(fx=##xb=Qrs8 z=@T>~z<2XUaVh7pzy58_a&^za%NlL#RaKEcp6ou=V+g(CAoW`M81$81A7gqx_ysZ9 zoj2gQN0R@v{%4B#!8VaGHiEpf%scim;u~w9+u0K~$k*9z^3tAQe_I#b_#Q#8=Cmfa z$Uyz6Vr1g!9^j44Hi^_;;CZWH@-X~peaO{B7Wi&`Iaiz+{6*QM#xxUnA<gBW&JDkK zzTQK>0o;==NqBVy_<lP-tSSZg^W;p+sxtiKNK5owBd&+=_eR|s{?BipY-odc%%7)A zQ-gRj>sdra{vYz2em|l;z?~m2-DQN0kU!UQ#`PoasdQzJ1p`0ta%k2OJHW5=YVYno zKaw%$*00?@2T_B6%IeCn%Y&q24~|3c3cRx5i*^4x;qYn|_ubHZfoBu>UZ(Hmq=3)R zQ*$aAouG5GEh=j5K*yF3JjmjYyzaJbMhpq~W#!@+Yd_Yz^<>+<^Ott(1o^BHSl1f` z#)VW&_?(v`1v3{=-?=tsy~ho8k!Ssv4RPJSj9&6{fEQ0C*+?E~1O6Xh$`y;nzCFp{ zJqf%CQB1Pz1FsG9dN*MF40@;ZXc-as-I1f5apWHOzK3QR9r!%SuSAY&xL<{#4B>F( z<NHqvHh1>m^Ka(Sl^_q=$9kzTD;EC5>T$3;AN>TP>=V5Q+zIj>b=N#h-3e+RFL)6x z!~d4Gt+KICwN8(+WRaH-@8KiP9!LItdH(M9IlQlTT<H<^ubR)Sc-Q{y;{^J7&{zCo zM=#<l_H*26mLjPU?-xi*s<Od+h#|?K-G0GFTPe~=O4Mb}=~LRGj&HUe{z?({=%H}Y zb6*GQJ=8CzXEt{GRC3*pSM2If<4Tv;(f`*ULo<PR8PXT4ZleZX@=Y!&dmQK6PL#0` zwLl-w(V8P82Jc?J>2D9a?^F9St`Gm08$L<ty@mPP|4htG|3jU5g6B5}*3GJD@L<{v z;Ne*7_Y`sHJ2T`G%>uxm$4R1&l)ys~vi%OglaWO;83XVj)s*Y82P0uWWEAfs6_CeP zTuoQ0!km2HvwH==<EZvKM-IXt^Q8mJj^lgoc%<B>#P{}T=*NUKA+AyX`4tXc^;YVV zO&)k5_r=K*+tAluB(|hY!9H>}U7Y?wFSGI?sDG>j-`>g!bw-?C^OO^H0k19fGToa3 zd#+A7dNG?1al%)*q-zHIa@(L;|2gdDagm8eH_n?RmPD~5F5l#vQTUA4xsMFmaZG`i zognwU@euhQPq4)SYxvib%Hzbf=wslz*J$wpeezyUsaO+SF=xP#!VLCCPx)@C;x=@R zim5+FN$7**O&lpf-`QT5gtDE#=nwD<`?4SL*z}1P-$h^O<|m?QsevOISzkMaQ;>h$ zRr^^oh5JlfaL$H3uI5V5rh_;2-z~7e0za^R*RW)A4eLTYQ_7$2N??6h75E4H-!hte zD?<eS*L$SW7JQ)fY)9uktYfL`OYW0w$j7SKi)0+38)woSzf%VN`GqOxk=MA7*ypEr z=c|?ZUMo(;`{O>1vp&Ujj1<eaH8`VRyIAM#S*)+&YjVlwhyzSgGOBd&hZ}D{B|g0c z9ZKoYyh1YkqeDn*_%7`9;KO^nb%w<D!{-taCnQ2;Omkb&Us_0|%sLC)d)KlkJ_dg{ zTie`t0(#3OBK@8k<Yn)NFTF29o_B|5RhI{O#5@<>9pIswXr4X`zE{=x>*qhnuSK|i zmOMTS-WGRrXqpt~xM~XQVt^;nZz9g}XCN*x(>O_~qc4<_H`Le}e0sI!{6anU!P+_K zEY>YR<-Lwf2l)T@{>f51#B=^%%513nke6wPHN8N8#$*xgLF6M{2dd=TVPD$fzWptd z;OV_tSFJ>l=gS!sCD|e#ZQ)TCUy*+-<q2@$dsn>f(I?=(`)lJJ_QKzCZimDtcEUe> zLIbQa5g#umt`q|owgs~IQs7^&eRO)eU?=(3?%TYula#I#^=<>0|C{(>E){-w=c!?n zJ~irRN+pxaV$icB>fNvEAy2Ef%oqmFq)5_Iq%nfW<|>mM#QhNIn5D)J;r!Wv(CByI z)E<tgl@|D+TP<Imm^SSG^(8sl9^A)DcZ{zE;>fv;X$r)PgJBg9GT{dirBA~Tf|t=} zPW$XWU!nT1M20x>2ezp~mKfBx-@Sbj_6fYqj=_h#3j1vHrXxuhulpB!Utmxa`N8Q7 z%M934F46RkANpnPr!P5&2*DrhUpjqp1^;Jjq5CES{UP{|=n-1z%{m_+ZGmqJeCc52 zK>P@K@TKu1c>0se@uu9Tkw4fRG$BUZ)c(t7?$3dE%CUHtOcVCV%Jt#zD*6ld>S%w_ zLVO=HFu#cXzU(ynb&wQw%eNaV8o;$oHfR032Gs3}j&!?2UwE)rRBayn&-q*_`d1d# zE59+h1naAz<2D+AeI1F_di)7_n$xGdAO67ZBg-mkP8^1vz6{t;k_ujYEHWbj{8}j7 zvgkeh+$eB?>oNRf`-js{UM9rn`!+47;CDmO;~x*LBTvX7Js{5szIiH%#SihknW^q+ zA^6dWztzi99nd|*B17%a2PVlsq*x;8PLN<IP2%ncKGKeN?5V?ktnaWVLeDtFC>`a9 z_227Rtjdh_7Po2$D4N4{99{6;y<T3&%RdtI@%mbNhuLZ1o;)!}EDz%3-L1@wFw`Sg zQ>^X_AupJ0{ILmsb7C`nQHczBTu&aettIl=rHv1a26*40#IpuiH{XC8KL?diAEHt; z|J{dkRAh>8%F*BQX`r@`5%K-mG|#>dz_E4uM(S+%zeVURlQiIxqTFNp84civ`!vU8 zZ{)pPxe6vZ=r@xt_GhX?oz>5j@v$)K)>P*SeXx7wp0CT&X4p@^A=(9Q=&zF6E8AFS zI%`{-LD+NON!>gf)Oo3FISxiXhaPYAbUVip_Cx%1BsBp3;_zg1EDm)z?yFyCCQ$!P z=KCD?3UOv3Y`dr&aVsnQh$8;3IaW)1T-}}U+~Go-75MtpKukdj;$+D`weBMDNr$4# zpNzpDeo8&(iid9h{LQ|9uTrr;!hIJw{Ll|uV8F@<|7neo9$2eDKI|GVto9w(ndo;l z^gQO}?UzyejeW@z{o~Xvin{BydfA5Gh{M+vod%&dOlZ{dFdxSHlZ~`XU|(*A75WUm z#C!_^WdrL~*ohCjrW5e_U314<N$iW^6LFPp)T8O-o0>mBpHddM@WZGV_$JHKUn+-q zIzPEnQik~%V!l^Q9;4qw_@eX=@X=CL`!NytLtCWnvLf&>W;_0YGhV;=%}e*2FZk=% zbHdN~vHvHAPcPqx9zxRD?uh*8?kmaH&e(q$eN+ud(5KN><Hd#Rf5M{0oDN(&N43b= zYm7QW@xh11@c-c3$`f;W=tEnQczhf@{MQjN)u>_AMV!*li{O3j6d%hJhj4z<Z>zYe z82#}(j=UxKo=;1~N~6dho>qDL{x=Cb|J?R`_c<wUp%k+>k3a{mZsguQryKRqD2VF~ z;w<HVM~G6ub4RaS@p=J%ShJ@t7=5iJ9wYK&;6tJ=7SoTRtEz&Qa$QATLX6XAvjq73 zeL=uV1?S|(2Ak8M2PJ<Prg;kc%b`!F*}8^vw9(!)2C!S{yzLo(@XSBeAxie>_e!GU zUQ3li{QMPYZfb>muDju1FzWwFSH<Ushg=993gvNqchLu9Aw_!&>u$aonIM+}J*vX- z=O7DokcNpzM6heai)_SIAE2k_YMG6=qknVH)Q5c+pqqzi&hu+wK8>GE;4m@r!E@)0 z{DGU?G7MG02f;sIMrRr7Lm#9ZsI__w96N99@opdNHAKQbvk>(=(k9{+e2$uctIO^@ zYi=(;l~>m2!|!d8oel&qr=`5Q_5wIsDUc}#`{rP=r0Rpe8~)O>cEIl^qZJ*8z&}-c zc*%PaXY-i46PR(X>UCdGxI-*>&dE0#)MThv@d{IjVf{Qr>2<<^|5==;YtyjqXS03i zyWl^{yt+3ePNJXq<>c3+z^S?)4mB0@cwT|b>3VPMe=E^PuWH0OHa;EQhA`;qzs;FH z;QHuz^VryaVtxP(oAd+3P3NEwB|Nx~{Nf8eb<)Tm?tTwCZGip|U!TU9Q#fyRB;S?v zFz$2HrX$r0c39Z;xUmRx?`_XnQ>39kd4i75jU4$^_nQCX8q8_h6yUlUiTU0OzJ<&a zIOmi5>!87D@ZF$J+EIM(SUZcVJ^ZMS@@dUk_*s^Dzhj3z^0F2EIQD12E#Bqo-<N@# z+D055;8P78NdqFlnN9}NNmWkp?h|XV*ZiR~iYI$%4I_^w>E*ajh5kGnvaP4s7hiMY zCU0Zt!awASZoL9O=IRU*5kr1_f4g>i75Cvl))a#{7;)G>j3Wa1hh&@8`bp?;29}*X z%jlcEJ0?8~{Gt5RdtV3sGA7OVFWL~gNPTXyl{9p8SNSx3{C!StsGu4+(;k1+pj8-i zPd>4!-vb|67+9r{LR`1*D2|HFf}Py??**qh{HMR5@e~VqlE8T*Z^S#nTcXzb>F5`| zr1hQTKlD=!eA_ffyefQKNjrmnjre-HPpM(R#VNn!>PM(wTj$uVaDzX+?9$4yLLW`` zCb=>C3wT(!9Bk3A@jipuR1JL=B72MaRvusu#~%8m@_oQ>eO5{mUgT|ibjq&5KPYOH zlY+jW&)@&(2Gb<wAAfG3as%Jm7ZsY2fc-X{Uc0gs4!rvJ&WYzP?8X08(+O4BfljPX zJ>u*?$vT&2;C=j$!Eoj_{BFvvF@^lroi|Ze9e$i(TH{Cqo)z&#TK^$F$550ZldB3m zmCh%p2>T&Rqsp(1I9+^ZRR54M<{y3<H4;QTv1R*4m0OOy_-FBLqEFDr4iJ<EJ|eD_ zsEVjSPx;%QBXP70xHM+WWO)ho^|C;#R^Vaart9b?^s06-1wj(b;~0FCQ1(6q^%u@Z z%YKMEm^T%Z2tFkE`jhoi9`yERkEH9^PyRn7xz(`4XHrDpp2xs%gF37{5$D1_PK8kA zf{!zMN+iP{s+%23k0XDR`W-g@>Kyw01UJtA;@W-Q$h?w+1p3Z?O-filaUq<NUQJJ* z#(5TcpX5m3)05j<8$*IPU(jmwW(hp3+3Z2o<Nb&WdUDV1<NH_*8wM&7cPmS4b(WC7 z#6L}%9df{VVN2EJOTZ=FdCg;<vWQy_83Gsl&=1VP;&hG{ePgoXY^uoj<`oXrf8E9$ z^<3AN-@)I%)<}F#1y37fPL^i<3!YOdo%Vhnb-$JI#Mo-AzeTU+awg*Pxt+)6;Cq%P zS6wRKL$7e{eaMUWIc(kiTd^H|No|?3t<WW?J$EKLfg8d9dVl`K=clZ8|78HrdGsKJ z=?>yYW&uO#685d4|H7PM6!t&SV94e*_+O6VjDr}?fnA@wC{mBQ>W0Xy4nAl7P%o+S z8R&g8r)SHZk)Qbg71IOWUF7ge$^t*DJ=_?#Td&G!{cOGn-f|<QOxF7?_z=~nQ%)|x zX?}<2FJS-4d=wflz+Wc0&A<Quc>-E|lMc`|+R7NVgfHSe#OCTN9T(t?5d8oN`czw2 zOub%gyAs}VWxohVe`?yD6+LiG^b?R-Qp5j}f0r;EGC@C`a<s|r+?dfU565ap)ZLCO ze2b|?KG#BN$d7e>M)W3-HUzpB;r3z%co(}@=yr4~@)O5B=Nf@00S^<hN#cPksm>9u z2ViGQ7AIZ-r~Vy%v3JED`4h3i%VO}`>hG1qY>CjDjv0MvECFwle5Cxt73Ud^9ccRr z(49E{R-CFry}e;?*qyiFF{I8RV#nZ5cc^CyGEhg7KW{<9=T7kBIq8}oihP1Mdg3PZ zmi&A*ulIQVwBu){o>81vAy+C$4aR)YttTP^o6yDS*M*73=Al1^o&A2>26Zp3W_n4~ zCknHjK5TU1d#lo3IU@h9&L9)Khxoa|CaS;+o+L8y{XaeAj{$ViK5vjO`v`ebol*pU z$=OhTDG46MpT6IA4e>YnYXUp^@GMg`UAZP*2+ujGeOEA-tiZg3cnAGubIp=FYScI< zWocxZ`2=}^n>Rme5a!xkXl=QU{dpfQJlo}jd~Iqd{JIeI&NQM+?5W7-mrEC?_Ts#q zR;9pm4)B}h{RbC3z(YTa((mH?&y#JeE5Ps9VL4_bh+~T{WK^Okf!`bT9+a>XCdTUj ze1ID>8tdw7!1drivU2j8I8Ufcv3A}A&+Fk3bI=5jGQN2|cupOBzF%&i`5pKT+fel& zaH?|U;WOSV$oH<_&2vM1r6YML@Bb5ddi71CBjEWRm;@}>f<Cqi)z{O&nKjREg)I1d zYl#B03FsDoOG5~|db4b&O&K@ve{NDrS}G3b?R<RoI^%&~dp}jO1Hb$Z##|Y=h&;nM zaG3=-k#u`VmIwShQStSAMcBz_gHgrZeu5)!Dvn7~qVL7kgzs}W>Q}wfDYf8fi7Cvq z+7A$K<RAGzngZ{3dv7BiguKGl&Bgg2>@eVF$_YB~zvhpLG01zxetNZJ;JP>K)LMge zp(mfH7uN#LUinh=jEV>P!UK{9lV<3%!UdrLE$A;QeQM8)yo)+J+Oiz>TIU(0*o5mp zQJq9}8g|B(LNm}(i1i{p@_P9Ocu0YyX<rcVy8g(qAqjUvy{$XNXV{tKlkoFCSce_r zi|a%a(D8opF4Ul|Hut3S@W&D0%Xs?+9rm9*ZR+hS@UB%Jj-H3$F@2n*Y0+5!B${E> zOTev?Je64mtTR*H?81Eo=v^b6f$w(^-;YoE9jt}D)(!4)M}1s%NPcZD$erMDwsG7E zI=Jj+-cBC$3#G(u9p_f)+@WoXdZ?Sm?@?Eaz;%X7c?K>8V!p&)f5s|htmm~!jl0K@ zN0??ZiNM~kl&uMnD1o0gIMICpJ~fUPRla0|Umo1ca0UD%Ba)5!J^Y9`B(+Ehc%j33 zTwM-v{d-JbB7G@%)@PFx1>nvo;l+y>@H?*W_IIYyN0KR^E^smdI`%+}oXkt;(;A`N zf4#uZRWveUwSXUq8b_rrLl;g-5i*-aKY=rQaXHqR<Dl3nXXuskswF>%VGpA;?JwE! zzS=*kaV+_W6InaNAqUZa5;ah-eII(sSS+z+Hs)D156ham!*0}K?>A$;jdE$|_e7$9 zYWS9KCiWrjP@2|t@Orj;uV1TR-xtsKyH3Im+Gf+6BtK%k&ns{2ARnf`^76rd#O{Qu zwE6gk+wKH)JNp?n;Mh-N3KuaKe2)ClgP{#Lci4aWI2&;3+48h3FZ!8$lWSC?z+cO) z@AK{8`Yj|PRye^2Of3w*`F!0y=RPHqkNs-PxZXPtJ3O-QU-}gMeK|ZJ!wmcEbk*bC zm0!qXO=_P~!S3CkNND{7pYxgHY8pQWe6X%<9L4_3dFXeWf#<Sm<c50rA>MsIw3di? zQd~Hz=Iw(z!$jV28}=`T&!xdx9eVX2(Hj@@!3X4yHMD}41ynXSHRAmp7SA%p_JZH_ zX^h(IVji2tZO)wwm<K>xOx(nezi&^xI|7~-@6c{94S!;??+ac$4PNr@Sy{0(o>#i0 z{iWLz`CHz?{vYs1B3;RGodM*}l1mJ#^2jg7SR(b{7hYZ>kw<|S(He8QWt+gm74;8s zE8vaGA57K3|F?fU8$AU7W!X<gF}8-fAzdnot}WiTN-^qAiT!F3+?xYGOdaDUN|!+# zy6<as>l^$&Wsv3LIP!vTD$IIzc>gHFoOUnr>9#?dCzW^|UAobmYv?b&-+FcgeFE}r z;XPM?o1auXeE)z?$+POdV|a%=(aFc@qAhgb#oFirR`Amk&wXF<LtkU_IDQlMJ>jBs z>OX3%n_yz(o<qBRN}GYLB>2B}#n1Qf<Kkf(We(uyS}lzu)dKk8j8KJf7W(4tTniPk zKZ>p<G7rSjPc$HZ&J%el9T%%XXCZLkvvuGF_FL5NBJJoTuIIbQ*hD$}@{<r@AFeBi zB*fGg{#-SEa3{<ZdVq_~Ls}X16P;gt^7j<@HtD4(&M)A<zf4N&N#XZ>p&5lyn6q~w zHHASKeG|fOrY%>|C(+xXyovSQ_Grlw#`+wo8yri-_o@F|BicU%JRe`YM<fTFex7Q0 z5qP=!Gm%HP1NG@pTk6~RonW_*aT<O}`^5E46~6zC>d6y<)99aRSN03O4!kaFJj8|h zdxjg?hb+!ut|b-m)wgrN0hKwax6q%ac;`Arv0r~*TCC~A{u5n~ihRcY40o(QNCj@0 zTISB%vSWQ!4fTkj2bDcn9F(a-oTQ+Bo_-7Kbll2zKk|aRU2DQ;!GDy#{&;i(JhrJ& zQI_l^`entIEMpMANv6iT3*^ur+}mGn2VO;}CaPV4{}gjY9}T&Wx|@o^)db*|MpM=G z@iN$H(Ye`nU-SjvA#TxiMxGSkrF|NH;VAsWh_=p+5Iv&jXMlaK`}lQnO&t9*DnH`R z;yUleE2?QH;Q6R_HtOB=(7SFuo6spjTz0&9;?E%BR3&e67xLvBY<jT)73kASZdd4= z1OHDx!n)3j^ZdcFSCsdo57vgAmDLw^E?{^gpalD4xuD7g+?v!s-oS7c>pJ@_=CBXe zdA_q#LJe`Y;w&`>c$3D8h3OXZG(W=WmM|UQdbY^Eyqnm6?a%Mn%n?_DlrAz{MO@$4 z954C|adAebvfdi!yHvtH?w)(Pu6ndK;w5-NH?g4*UZ1*Fp_2!EW7Dm$ly?O0{u8p2 zihL+`dHzA-1Nb`!yCS15@FV>~=hrakTLJro&*y=^T)m>y3!Gq)I=$r|ivEm@b3c=T zGpGFcGb`K>7Yc2!c|%V+m+!=<g?y{gF{pD1ywdK)A#)Aj#L1<jr-?1lM`coXz8>p` z@o8z?z@vBV-c)<fK_C15>{##{_!aqM6HDOzcFaU`z83gUf2^@MaIou3!niW-<MDN? z&Yy2kf6knu>_L8T=~eQZn<U`lk89ZDZ^6!OJIqW}p<DM1e(dN&ej;CXF4_S7%lwD< z7WGiyb^mUBbql;xR-ix@-+S12y(<)PHr2hK*$n<`L5Vr}`uMy7Q?qZ@=x_aYDR%<r zuQWz{Ny5OP@j-hV3$`Eb3>>Js9JOCO!@AAC;OK_bDY)#yJvIsZ5q*WudmCqe>q z9;!$>4W_|I_Jt11^C7;`86Q)M0-t3e+@r8!awilu<Xc87fM33dasBtml^~|7G`Ksb zayH_o6)pN{Zj>h5<SHZIosz#X3LW9=(%pO;;L;b`E9DO>F_*95txq)gseD|e5(RV% zt5oemt8V;0Du34lI)dXPy3}S~=s71Y@)p7_S2}3~C5;eQew43|BM-Ft7@<&h0(>o) zvMUpH?La+8(y><X+5K0Yh1pQg{kF0|1inzrbV&Rw_E|oyy4}ScJXn<bEa|2zVPL;I ze-P^OkIr0rN}-6p)<MDF=7?wQHv3Zfuk7juPrXNhS7C%>s!zdlX%Dr9=pk-t$UO1- z!iqfM?NNOf<a^zt5l*S_)4C2R!9_FJ0mbGySNKJ|qX(5Wc<PMKN8<Ke=pxjwUKUhB zPgyhktnnLtA%@>n`uf59!y-5z<NtHHcJ8Fwu<MU1jOvIVGY5YAodPblyv}Ohc?-TO z;}|b@(Vd{%evFK_8N7R%r)caG?9aJ>bGI*R{aNU_(Wl5G6Oye3;Me7GK4<0d{nn9r zy8Ex=-0nP!{C?<m>g_%b>~C;x=T!N@O(xVQrp)uwb&#KB$9dC;Add)HlN1X^esD*y zX?Jdev3Le&uqbfiSKq6fYN#)9Of*%&-UDxB>7E%v-NRq^s~`MUSA_S1Df-m5TuVgd zdoWjH>p^HIaOz^gjirJy<aG+sfgISs3uP=Bk?=zb-O78KSf`o)^knIQS9K~(tja$S zkK834djfG?mzfn_MB{wzUW437>|gb#S;B7*#AlH}>O#Cvq^C~819AUkWsIH9ao~c_ zz(iI9@ay!2E=dCVx6WPp^xhuzWedfyGT8GU8&)0$`0>~NWw$=$o9d=wk#?4-cS!wa z_SlAAaj$KK+#5ReBkq=K;D-fEHxEj{KaO;i-M{>Emk*NUQo&z`xYL-u62Y%Zs!th# zr_Jpzd#Tz3UKUw3U@V67K&h?2d%hws7I@&bh`h|z{XFk~IL{NM+P_YA6Z3sc&#W55 zUe9HAw<IG@FkcP#DTS^Sb-UNss~CC*1I4Rn4lV?zB~OOpW4q7)_PdZ!;YygN4pZk# zb|qXe)#juk!udhUOBHm86X7DV*`fGpQTcQJ^*HJkufsAO(x88fyBa4!XSzt2LBg~T zuj{z4C2EMe=Q)=|4dC1j8m;S#*pIS#+JqC-h)ZQHx@yC)_lYj)F60@FcaGQW_RCE0 zs2GaZ;<+MGE+)$(&~tAL?Fd^yPcJi#B?o_?H<J8y4S7^uKXGbqGwPsY&+k=wz#c7D za(183#MS3xxBJ`z-2|nHjdkcLH+XuSp8=P<7DVTP&kfFe)w?)Pc4kIP@+0!z>`S$# zVW^7_+|ZIl9H0+uDJ#Y~2fJYl^<CU+W^l3EOa%^F1<qYZoRM}M+7N<{D^96sa_A5E ztJvioi(y=E$G+xsQqUpiI0MRv&_92FT<$R$a3of-P?8pSai8s{EbJ?YMbJPJ=i(No z$Ya(`ab9;OyKQSP^u3{5uK(${5Uwg0hWOreAqaO|RtiDh%s=^|obw|1P}BW=yLIcn zJeQa1(An8fOIW`wz?^k<TEd7O?pM{{_B-}DFY$BkNo)9(V8#s7Rm}J9&SBmMfBP)a zQ$hzlV^c=B{Mk9g^#JR#Md03^kN2{&QqhkS$s>9#3Occ^(5CDG;N16Q86g_1|F&7j zxec6$Z96Z&7jeNq<dAJu5cs8`NXlR$*4^qS^_T<Zo`ffPew_pV6M62nd)_K{@5tLc zGOXwK(K+)P)bH|2SO4ZgPty4L?KF4~BeDGSEl=p;r+*#mz&-`LO6ffogiiElHUA9O z_eSmEY~3luV{hMb2jmG)hsDiVurEJ8*tuQ@KC#$4^VFlCH_AQS-U8<Ux*r;pwxaG( z<ZQvw=7TyH|Gq;?_*}Qh!l66BXLg!<dv@o|IYgRyq`gBQ!E?JaHHZ(Z&n}mog8m${ zUSnfTf^%PORS}7T!1ePh#(hM1UhmgExiJ#x?+E)QaE%#wociIG8F*6y8?Ui^1p4Le zXy^}@p#EYh&Srykxi3*>d5s+YE#ezg4g2r0y1;%+9Qk)dM9w|vDhCWqiDHrOU-8IG zr2$`!%p{Q3-9UdW2G<?f1HO{0Ha`#kVz?!G<0E*3bVqT|t$X;sJ6)oWf#0W+Qe;NK zM^t9>Y|Zu~KR#B+eC!wa&1tErS2mc#5ZYqxk9AaWmnI8eLfnt;WUAdjK4+1iy$akb zJ9XD$_qp7sHtepOVf{VYZ&(S0qONJ5!+0nJb=j9cbdu7*EB1!7tcoDtnfzk>54`RJ z<#b~X{8YGg=C=>>p@FBd7Sw_0$JA^%(G0wD=|8j?c5U}uf>V$p?CEvGiMl*b#5WG1 z(Z8?@yTPX((^sLN>C?`q;kvTf=tcRkZqs6w%AU}dH8xc2BKdI+OV@=sk`wEuSiE(N z%a!omF!p)Cew>F8skM!I0zRZtJu?S<=rd0K-i-LQa$36cDAsT1_KN#n;Ir*!lcpK+ z3KoT(eM76*mxbU70oW&%!l-E_aG-J0yIhS9_4F#5u&0QNv38jT`mmpE#Ye&SalV7r zf>Fiw70x}a3_bJ_M*b0MxOC?T^tAa~Ioe9ld%~}%WY;0TOfhI}LEb>K&aNq%1O0<n z^UezPhn=PG!o4Q+-R2P(kAuH%_AZK@$V9%b`Id`48@$ZuK92|DggN6~uRidg!8V?1 z`~UD<>3%<H)>-tK3)X-6)&`y7?G+2@zFj@`rhCs0^cVp-#y!X@PIcCCuEfHR-m(|` zutPtkkY8VfIG&qzl=4nOEAW(PSau~Hx{Th7m#ig-t5Ifq`4vzv+gQA92wq-%)X6-s zA9!>rVzsr}m2glzrIJYv&x!l}gw`%=cV1J?(bIW2C%Q43FTV%%Trs26qtNk~Tf@cA zlVNVm0l}_j;Lk!Bz3}dHQv7w*jw-OAzQgV1;7I`<+8pkijCk<+NAu9pCY<jyd-vfH zc+!){pV-ChalX{$xInTnaHrXo*$VaUbl!#~W8g?3ciZOfbH|%!du?Xak+1LkaQ1*7 zz0KOUCQ<}lMOrUq_qiyqyDfbEajwRT-BpZC2m78ULtcI!y6r%5MCcXty&ijFod>+B zBR}ik0=ylmeoB`JyXe1P<)3DS=g!yfdpf0tIAg~#Q@Mk=9aUQ+$6*(tk*@LwkiQEM z6~EH!1dk~kZOl6Z-B2uEeP<bb;#gpt|9$Xj`Ko6V?(PKsF^jTnod4OAxow^fzOm@W zRJ5zVa6K2VkB5ELolJ-ggCCV%_*HNj{Ad0R<<T?1r{#tK4)GMk&3DQYMzHtSbtxL{ ztmxD8>U3T8bS0erdCQYg0J!cQ=1PZiq1WqAeeY1jdEEmm`ME!x2|i`N=-baCPTYU3 z@)_~Nk@e}H-Mrk-X{9p^covx@`uf{F%q_4HQ{s}s{%a1a-pBXZ+}T^d5B#~+n^bSz z%$4w$z|sBy=SL4ouPr>n@1IS4HqD`%Z%<7tzBvW|GxO?*89<%z**CR7@QXy!dch6k zm6o2wBv%-bH)b|%*CWmwIxZT&!1~*aP8!bxU(98yIVpf|gL_*p?1Z5nb?#8ms2}uO z%kop^z_&L`36`hufAg5IFl*qn{F|$t4~ef5!bO!Y{s3;36${$0!_QuP+Gy^XMckJ? z6WwqN_azyb6vzSoR$p0{3LWWr<vyBM=zErZ5xJxffBZ;Gr0oa%B6iT?<3)d8mh7Z~ zAzuHHWwz7I9sNmOS8WcUk3}>hB}D!*>RdnfPje$KnwwV{wE$;ILJyPt#C?35ab2Ns zbR}HZAGtII9_1L)UVT#o_4+lE&`$8Cuo&W3L*HBoTbeIkM)QF8G3@DYe1>>J7bdp{ z>oal1q>2P}z2Gy7oV)Qj&f@F=XFJsY&-{H)0X}v_-nB+#AL@5s!t73J?#?%3UCs=_ zTyM#rA+hbqOZXo~H2%fh2>O=2lCQxxxhn+vY>?OAR9S6gh2HpL?u)4l;_Q%S*@_(W z=xBwd_lV;?@8z#*9fzLnY02`I3+t{{c{P(4b`jR5s_KP4>3tF%UDmh{)$%z#y#7MP zu@|03(7Sve=PbPf@AjhSIy{7arj+Ptjx6YJG08b1wBS8`MTt`I7wH%;13u*c+9Si> zIat>WiWSRg#8*;1O4ml@)j8K9NNtf<(=CU7xWa-sw6D~oD-QZykWphI`14`0n6Iw# zh%<A91d1^5(kXSGR{ZR}7U&(1>k;21y}HW_g-ykCeV?OG^1*-_M=9)b(7j+m3H=yG zdqS`BA#d=b7?2)zA+Tl1@JPZhW>Op)?`pab#BV6j(BDM7IW)Ar6O6k4r#13j9%IAt z@~JWKr^0am*H-k~ka7MKF~Gjw@bnPU$;7@7Et2N|PrmhUEjOBA9<^r1oxn@rr)&YN z=W#vs%@J4Lpzcvaa^*pOGWu=~>-%fdgD*wsX>tPhn#>L|_=Cs460gk_d;%SxwTY({ zxMV&{X+h(J`s9bpKg$22zraazgog%m-(D8fJ)1^;^j(&75qVy6O!DVFc>N)jVLN{C zyVNOhA)__m30qN7^aSGK;RFtnEY$V4r~cFU4E)M@Fv*AbGWzAiP$ob0soub*ojK&| zqniZ|*3kD>nr~CU5A8%t3F-=ngCE5i{Bd5Ieqki>B_I0JX8VU@@x8)_TSUyqT?t2( z+X59~?^J{TEooDu@5pnALkR2ab;hwEqz&s8MQirl7<J8Ovey#LU|%)#g|xWdW2yT; zFDJl$b(mPsp2B`<R7ueQuMCWe!UZBRXQP?Dr3LogX}flW66?p`R!6h(0QU3wG=D7C zJ?he*nKI<>W4>obQZR3K##Eb+7WJfWb{$1=LYQBW>-4<{xa1b3p(c*?9%)Lk8GxTf zJUn3<0zdia5c>Gn65juH&Tk9xC?>-pXb*VxyUr!^1E;Z0Y+apt$YZ>nB51{?p?~$= zm={Yz{2PrupBIb$;S~#IM!YWB`u0~s26|VIb``rm)}MW?D|Qb31xe;NA}YbVTmP#I z(t_^n-n$TnyrW&Yj86R@>XNMwR?n0pZ#jFRYWN1`EE(OlIra|re?8TG8$7crW3STV zBdC*H7RfJ#&Zu(lj*dq+^!@{nR5D4hpYNUAqW%E?{f8>9q@j=P*D<4o2|SmHGkV3C z9P2(G<n0Oj*D@81V!`tSs{V+zDGS41?X82mFmHY0!{CJ_{@ppND=&-B06+2zSu+Y< z2xq<AzFEm&4tvSSpSCH)-PN-1j>70KDq5yy1fCRem0v$SfVpua(xJQa@@I}^Ivfmy zj>4qz?pQwNtluW-{<R<Vzwnd2XOTaYgj2G#p9QZry8j<7_RVl8ttW*HdV*d5uV~=V zqY-YeOL@o}dP$dzur343lLz#XH&I>va3i1}edvyAea6s@9B73HXmLGqwGnd16oIp? zEVkw$$nWoJa?&H-=*oQO;l7Xh{k0GYEp7Cl7_FWzfW5_CFR-gbJUxDW?E{rL<~eky z&c%&E*Kwqx+>1H}+r1Z5g%zl`kEJTBh(Zr`AlF{U{tZeE9a?iiU$t>$N8c~Z=RaLG zH6#Ze!<>R%6Y<6^^KRa^Mx1jY9}M_lhCZFl?`Dp8j>#%phJEKe`UT{Je~7n&x9^t^ z2?URMSZh3$P=ND`2A<Jh*s=feZ}Y@qkFutJiS&1IB=Ob>NARUrM+SHVE@9tnlMbC` zMc>}FM)3gPPfg-s<q+8OP`gs74DjaB^vO=PPJEvE+2nEL-S_QcBh`RQe^p*x{fpQA zY;VkAq{sZf;`!S`jjjYi`~Sx6@%M7Wqjv_u=a`*5-z-z1p6q-0N+kB-zYNC4AYz>3 z`tZ#o2YK*2-k|?cblve-wozCm36aPwWD{ADj1)4m8pw*0kdcu@gfFwqvR4_|O35a@ z*)p?>kS%+Z%)ZNCe(LeQ&vW1BT<1F1Ip=<gO5q37X&P!rxsk73`|8C}1D##B-q=DA zeBAYu_#NayI}s&iSFsN@^WtK6kZ0VBIP`_#2I>(Z6o#XBu`f&{bsg={RqBlDMU`<r z(9+N1CRbcnB2BMQj=ry^`Gue*e16csav6H)uh)<5S>AvSX@CA=>~HX5(y01H<TG(? zR8GMcpriMHk^Er-y~@pJR2}%Vqb?<w@eK1?BVIa^c%Rcf*QZjfzy;+`DRu{8NAf`d z;jwqXTYjZwP2rpq&VRp#oDhF4`6*=b8f*x2U(=Wa@l$MB@&^$G?DO`orNJp1LUaEI zAJY%kg!BVUvMKg9gj3=B*{&jfo0Ha?+JHA@9$g<Zn6M@E%<|sVe{M@Stk*J=qlo@h zr(4cf+^}zlBn|lEYzT5hf(ORG+7J?ddYBE)<Gc;gon=n=BbW88qdD{wMxL&XM8w<I z|4c+hJ;5us<v!0N?-R&fQx7mhT)vYZ`L6>w&c&O`3ICJ2L7&2l{m?G<;+q6+$v8U~ zOg#s#HXNl%XNB&RY<P1K_TtMqwW^2f`a}&986AO3#ezTMe<NR#Odnk5L%&AloBN9L z$jb#&KRlFyzHTk|iYE&5hW3A6YCE7FEIrXtP=&vzx!2@4hQ0!}^4@af?-cD7+6Rx| zJx?Q(j7R;UgP;7NLWjKWyb^CDJ$S;8)^XAJA>?OUMI==B(C0#Xi-I8(x&g03DW59% zhM#Bi$_M1D&x4n!Ccy`}o0fLZEnoO=EBBW%?uXBR-{&2itJos4-i`fIpxV(chn=gE zl&-cs0{-6pZ0Gh1{dL7B96y8qeeandXX^y-KGk7T=LVguYgtMwA3AJJ>LVTCrb1Yt zns_>%n>R@~!WR4_>H1U!^2eGaEwzeP^vPU!m7lE!J!hJf>@4!>*|xS5WEsGXfUUJO z1LP&z#t-g*huAC_J{^9FzT%t*U(<2_M1h~97vDo4jUj1FokgBJY?6>DhP>(@$$(%M z^2o5vIL2DU;VAak-Plj{jmkGg*iWYioYy7D(JvNGUv~%n8U43Bn#+;r&9Yo?80JHt z-Z)2Q&op>vedVNi1?DtH61;4XS4yTWNM7<lKBvOzJZORE%K!Lf8@ws#?`8Xt?|3ho zOKqcUEBH~bxL2$&@<OVGs1rB9r+a>8dR>R!=4P0F9`<GYNc!BDS?G4sX;xB9&?WM7 z%}v2WT{A*&=74{G%2npIK^)0Y6J7j;yyJ+l93^WG&i`3X`gIQcmy8e<b{Y6HdwDTu zJsEbp-1l4_{!C$VB7sT_czjDERmcGKd9jvn+rWc<mZ}FA@4){*ja4qJ;~b|&sh#z4 z@Zh1`3&NV<y9LRT>YTt?OW)N2-~ihZsR9<Pe|hO!%2e$4EA4GvUifz|Q&b5p)=x%R zRDp35`m>_ho+jWyWt?!1GjxoxV`))q@DtH6{&_3lf`T=tqwGBL@Jl2QP6MagXLx_J zyu<zG@pyg$e_8J7+th!8I>LeT<YkTMJ5trD$`i$WRq6-h{0Z=KT66hN&?CaOBKh9N zLiZW07wRWqKZf!s>qekgbhrIU#JV3XZ;bhH1N95J1a?p8Qh~`aBu0v;6GmDWP@s;X zbh|SD6m)<h-OvCI9`K5x*0K^Q<b&CDL@|vxNAk*5xv%k<bMvy!GwVbBtR^V)c^vvM znm6SO4uW4e2|C_6k3Qlf%qlF5;FV{B+~%Fo7kU0rRVDV7L#nH+4(ny??mH|g0bD*j zrMWxLSbz3uOs68&Nq!qAS3{3;bRj1~y)RyyF<P<^?-5MdjBHYZzIwIuHY4n_Zbo`U z5OFdi)*zwg74Vt&!h3N$yl2TOvoFvZxWx5?p%wOjrz^^CB^C2l=7JRg$OnXEN+fIH zhp#$+JEy|0PL+qUt)!uD{X$tF8#t2GCEnF(y&E?J-#mpM^`^`CKSG^pIDWEG9l8*? zN!Dm7bccklHRguDc+RKvmR0QNV~|^^-F>fYn3#8o9Q^Wap>bx|BJz*loB<ucnHtJd z7xHyr@Aqt7U6D8ZIpc0Gig>QB+IiXp`#WsQ-6bZ1{QKu+i$wT=Yi6mQb{ljJ&%$0y zcl0AYjHmq$yc`Jmcej=r`QgIl5HStZY0hd`$++NrrYCIu6~Oh4&r!<Os1xj1elgWT z-EH-d7q2$*IquN`?Ku+Y<#lJw?_fU`n5}-2As##v3a(kjx{tjYqRq*JZjf42A_BX- z!0FxgmLGU}%xLaL9{OH2A2<>rPk9qvUnjtVxdh9iS#In@+sh^8DK6kY#lys-c;0)n zB?k<E<MDPa3`?rOJ)JVgx_zi~%IsI4$N!5f`Atm#e}f~$y~VLF8>+`f9)b5z$62c6 zLZ6GONV#nO2RhG$`<*c0VNLDAbqf5QiP*KZuVJv4@XpJUDbTmc{H;rRP;Y#l*I0zl zlTCH?DMXwty0;anJcKz@4bgC-0o0p64HM@&BQMyzrORRrznPR7?8Wt&gzB4Az~LRa zo5TTF|9WwgjmOZNvYI{+o!x?8yyVIy*0Lu&IC|dA&lP<nJkO0^!cOz%a@m4+pN}>E zTJ(O{O__^UgAVvnlxT=7@Pa-5gjR_M^0E_M$7T^n3Z!|&^nu&a;kjp*VaF4p>^b(2 zkuS4OoziZ_el&I4kelFoSO1`K0rc4^6FBw^;yu<@HqH6W$Y*8JnLkot9~3qGPJKeY ztWDDKAL0w|BkAK6tJo*OuZdO2S5yAH4o*3S{LSXuYBN3bp~jgd-WSl{A01nHbQJTr z^|OWV-B5=vvm|fDes~n#Hh714(4crlZg&ni>z@hBGsMZuef?c`>=B>8H@z{|N1dzw z0tx33`Vp2Itg}C&u5_+nGoc*$y{W|ak`J(BW0SNd;0$ryS=qCD(SQ1^O}Yo4C$8H_ z>^6t}T9Gl<!RN};9y#<@4LVeYmUJm_!#u{CH&O+8y2ZksLq_QD3#L!M&X0Vq-rk24 zer3e)_Hln0_>=sN><HkkaqIMH1@J5GhNfyd;0^1V{qzYh)U(#e?_|M$DONK?cX9nI z&E4lt$djIP4E#Dq0Ub4g^Ft2yZSJ4W_zC#Ui~nje#Ll8_GJ(myXV5Y3zy6gAel*VX z*R=?7UES@Q8$I@s$Clbvu?F>jA>~iRSg+K|QDfOVuy49|3##x(W1APzy}>wd=n3yl z26N1Hv=(RzEa1Jr-%HfuaDSAVbUFm!oX_Hg+$7)<_bN~B=L*zIbQt7|V=#Xu%&h2x zb>$e*K11~f_kUF)PYOJtfA+d%T0Z)%l3m|s*CD@7rivKFdbTSZQI0Z2KZZ_^|GpjQ z9W_JORA+#5KHvP9u#dC`ZI&MAFo)!N<v&&>^qB;anzIF>4`%g0(IhYU)1H$pRmcZU z$g(-#%L7hbyel^Y94oa<ZwQ9nGgw|t)IffB@Qi*SM>^_u{$7PDPf(YQAI?36_)hrR z&pv{FsB#r%_3BjQJ8zhN_W=(ITv}#G5O-r)wz+qJPg3)R5k!vgdqI&5`_ssiPE3C0 zx{P&TH#}g8c-Zi{|7`I?;Cf2RhdsimpS}0YSOXr#H0Ed?%Y^Q#$GpbDhx+{5xNm7Q z-uw53X3JI^{k0#;r8)nhu6K_;)d%_A`ib=O`S7#R%vLwzZuE^Y(eupD*b*%Az7l-} zKPWrYDv=30o>;dIoQ1#ZJyc*lLI#{R()msfd$43z8VN(b_WFpod?5HqZsW=O?zxCV zKEj@h4$z56#8URK!@u-;>IwKB1-h5|OJ7mf6LK|}90fl;J7P=@{JOL@vPp_K(^tbH z%%BgQ;)~VMcG!7L@iZqJ&cPb+f33;2ggm9zpU5B%c(ne7qVE-W(02`Yf+zg#et(2j zJkDt-F5ck?!oJL2>DR^IKOtMqAq$5-zSDAK1o#wjlj$*I7Ut=)f8H;YKtInvxvta1 zh#OfCRoU+1Jd>~=AHU(bn`zVhmxSQAA(4;ne1Xm?pIq*%1s$Qd*LGM9JYPjN*%Nke zGaxJAP>#7NjQa?Lpg)^9XX(GkHiVW|wrgh?z{e-s4wPblt9;p0^^qTb&3149gt%^4 zw&0Qj{OcFJ`NR#lz5gL=Y1Rnx_ib8+PCoG8kuIIz>b8U_E?te;Ti~H_o`KcS2X}_l z2c;3up0u2OrG&Wu=u&)6qagCG{ULYXt3xOC^{Y;ZhW{JClWo5T{2>>)k_i91l(2g7 zEqIrYeV=bB>^QT|sBn=8eP|A50+fxreV&DKWZ9UrQ8W2n0e;8$SwnRV{2^N-MoSC( zGM#P^_y>8!TjL|wLh*Sqm1g>4-*I1$RX<ih?+%De9I}QVv5Gz68k57h1BLV+t0CZ3 zvLj9_h$HQ;M0_9rf*&dl#JAKUe#=CPWHh6nl$=<pNe?_;E!2A#uZnvA?KuKGKg(R< zRgC;q<c00zF>}19%{;oI{4;o@d0m5I9P+iS%h?|9po^y5_N{}iV`c2jZ?lSXx%JFt z`z!F?j86XhUC6&D72KJ$=&^s=W<H(piwfS%<JP>WGa6;R38ID$7jSD}4f)1x8Y9Ax zI{3j+uH(T^Yzh8y=CtRpVIFC)Hi8fhT|<5E@pEqA$#l~Kzrlk=iJBze<8wG)cNP0! zU5dkEUj?yXeu1i!@yZW;zaIC5vkUTuKXikKbzt}FNeM+0;6>RU;WnbkBP4FL`-7Jq zSr(#u27IM=3RroO4!y5XeO7r2IM?2=H?S1^eAJzP75Kr@zNq&Jb;Bob#%M-H;E$Ko ze^`3s{wpfHgaWY-6FJWqoPo=lcH-&**w4Qqnm+J1ZQ4IWTHxh`$$e_Z$lJaXQI_ei zgHO>4%}B!UUT#w}dXFPsR;_Imzd=80$!oh}=zZq}l`_9V|M#=_n>%+7y1|8sus4X8 z<gAn|>-Ug1F`Tk`_Z>QtQES{~JcoF1k^UK6zcE4Zc;R46`1419Rx1i~iZO*9OwgTZ z-%ocu`e;LN>MN=!IRjjM7dy^}=QfTyQ+7)Ox~RgfxKr>0-2+y8RA7HmAqwZHq|guW zxj;5=68>|g`eg`opuHlWrH$_4J#qzU^DD@Mo4PYD{JjkwO!^XiDg)|h0}aJTRS;kE z%d13zuemZSb?aECw_X0S0XB#)YEP&S1AkNc0v^pG-Ukfs^*xL@tad5ggg6H}mp7k8 zs{-uzLFw$Z_n4m${}h#p^)%f4b#THJ@#EZ%peyjuVE@D4rrY2LAsaXIv2PEfZ!xic zL_Ztp#!-8$pB7cneR}9Aq2b^3^<M1iA2)I?A%1I$lEyQMqYte$zM&O(>GNW2CkuJY zxoM&I{W<W1l^gfS($K#*xn=f174hNy9Yy&As5g5wH;r>5KQ9ctI}Q9Ej6Z+IcQ4|* zPwQRhKGf67&wgK(McmlrjL$iYKEC)FX<I$y4F}_&wnIl9udMTo<iUI7BKGXh#rxwj zY4$4z9R=Q|e)c(_ihhWc7*bne<k7_p5$mrJM`Na5pKd|jpdsRx^$pC)aqc~wpalPH z@)`{V|56X2bB~9v_3W=T|0W;yi}&~sX<YYO;S|X!*by<Aee$t>)cK2elwIcFZz^el zT;jmfr+cJ=6Oe}=zPiMG9{OBIT34Gn`sgl`q}$Y^&(MQC;ur3l{^_$vGvH;U1-@B3 zST72{gZopK!51BPC`LMgM=8HH6cFc~wl65^&Z6FJW2^NQev&)r6!97POwTdTnRM9w z2%{JEpfAq3;**eex?)c#xnW&Ghj^ea8hE-9^_|D5N!xy}?FgZpJpOk!!Kap5LdBZV zA63?Vd_@=igV*{$26jP@^*F%nn*`mu{6U_gF!=h)b5jc7)S~P_X#)8De|sDr*Z^Op zX_E4ODx%I}_(*RWJaSKQ+EfwNN&b4NQc^eGr+d`l18X|^D|(ei3hnX!jg@~<GqBI4 zbJ3Edq|kZyFdSq>Tr!tvQqkx|-YB^A+YSCrN`EXdXAkB}#>F}FEucq{NKv=EMLxLx zh_SvO?>!)nV10wUO#2cS(NFk;LFUby*TI*hzCMjo2L343wnXZjgdT8qwMzqb!}F8J zHw|%FWiM55XE*9xgqrg~-N=i2zO#os13&XF_nyZ-wpgjEGVTR${A(@3)P{N3#WMlt z5ij3`XN2aj!G8^F>)5w&9>)WZ1Q+a=R~SF_Q{Y^+JGHpQd-S;w+dF<7L|=<oW9U3L z@|!-2cZuL{*~>c}_rVA2?#|rhh5onj%JbPIc<MpP>N`s4|5lj({fE=Uo-ln_a9j*= z;xONK&R^soCMF6#m*H>6B4&-J@f>2@Z<{#}A^v%CO<Q1nL{A-j(B1)muLzBCz7O5! z)`K*@XxQzk#=phzk9?ha=iqO<=iXA5<jO!_)hP_LNw6W@P<3A}fxaDmc)C{s`BGAN zS$z-#`m%pD*-q%-J*y8r-k;RKoJB>N61fj_0{1=q$yA7^>xY8hB*QLrSvoG1pl|Kk z{oewJAE&s)^K8MZ`T2L8yT4%`Mm=Ax8h-Y$_S}Tl3Gf?Y{SZ^c`!RQizYVZ^ORb^T zIamkLj&_Q5`2889UW%<9=tyDtBQ^QR6Qpdn>VaR!1wM1135K1^r_)RnfDduJGpKxy zJpU)JejN7w))|!@cP8Xv>CFk^SoiaaO!Y6Y4#(=$qPN>o7Zp2O=Li2@4CzrR5<|Y@ zSgT+OoxMgSApJ9VL6~dx?+^H0vZj)Vn-S**u!sx`%)<@{ddZQrh$G_ra-#l29MQZ= zx?4A7`SMCbkOO*enw@D4cq3g+UkNAt!}4*FaxUz)=#7o>U=I3<o@yDFTt=QyM)sd% zxGh27veoahKKf;hz6xjH`ehpG(cSl=BsO@T@kKl#tx5aVqJ?uNmdU9PVO`V=GK$l| zM~a68n9YE%`!142N^RpDG?$Hwnc!uQbDAIjBLEl6T4!ZaYzfT|Zoe~xeat;;IOXvG zefLjA8!1ZQUt@YJc8D`Ia_NLK*q^$;cialQ@c+S<Z8NyeL5@{|EDP(|+I1!yIJMD1 zcUltsKcy{&_2x&ccb`(_;ymKqKoG@lzmj;RbiFL>o^I2?vGg6z$tj7IvTVY0Z@YB| z<L|!i3wTRL4t<50$mbUDWUM@s)dBpIG>(~63UN?a>H<bqP)`uga2Le&e6=^yf^gn| z&HGQQ=^E(IuysFGa368t3Y+2XIjdv)7!0bE@xIqEYo27Br)b;EOxS&|y4a|qc`Wj+ zdo0sD=kJ1_#1t^>ox|LDlS8I<J9yCwtJxXE@9~?SVavFGJJ##9yZl~MzxU!caQn>1 zvsvWjHUyK?mnU`D@gD2AoAQj%y`x^Q2nB#wY)P%mK0)4g{))Y3MH%wyb#~cm<P~4K zcP2!R!Jj56GRV@9SDcU;YQ#R?FDv5Z$i;d4{NXQmdF#6m>H|fHqlXw&<h8(Ss-Ib2 zJdOKOrF<At1Aojv?Ce3ljQjWNi!(Mr|HgW5Qp9!SZ^{QP8=%LCU6veB3q#(1Wb~X3 z@_Gi368CW(;O0Ebk+Z-#r`V~13-DJ@CWZn(9?a3nJ4g)r0(S)a67?+6&yzRwj~aMp z#T=>?5RP~zlAv#nxa@OfV#(GK{~u6TN?VBde_z}726PHHkw{K!<QspC^CSn*U*OpO zdBF>xYjUKC^usC4CH>&1S?U9?uHj1=Jcj-!q8dZTI@Ikcr3ae8C&L*po*Z}zoL_EC zAGJnZDapbx-WB~BK225HsDD;^?H6-G9B||h-?xQ6zPoPUYu`}X64r>06v*MZ{bnY5 z#57T7*qZQY!uR<0J#hOjgg(!+U;9f{@Oe3l87tVA1*$;t1Bf@3!&OK8!MjqHd885u zHU#qe`PVP8|D-P8UO5LNkI3ih2}HgiDf1?5VFUXT+;QWT3-Djqb5ht3c|4cgbvb-q z#w6p9A?T_jA9*Jm!8_~)O9T|LKQCt<Ut+I>KI1RIvk&X6(zf=OI0AZCL#p+>4C-<Z zT^E{>4+vH^4TK+p-o~M4X$8BYzDB)FavbM&&e+%m8e-1kVMpb^Z1DffW0&aikhg~^ z%=aAx?(ukee*)h1T%zPxG6LRn+H<ly+Y=;M&hM-@B0i-Yn&i8R`IDgzmq^5;svcFT zZ1|O?(TbKwCiog7k8$8E^j#&bS07z)9)MdwnJ@Cvw({gl&ft;U=1eE6kk@D8MSTp& zOKcWb?l1xe5C2uJ>wsM}Z@uAuE)8DJKUB)pf_$u?)vA^abAqS)h}yN_-!#o}v-o>4 z`p{QS`2Ho|i?nJ-ai8XNjVz?VC(l~9Ht>$|*&8|ckyo)SDI}SeAwM|$?J2PWc+Cg# zWW!9v$GOn~eyp$OhtK){kdFqpgr4&OUUSiwc^+5B^T^(IFk-{=-SnX-0uLxyq37Wg zMSqH#^a-vt@Uice_LYd6dOwrSg^{4IEHp(ZiGX-4EgaT`bq`4S7yCvN_FqPSkP6R1 zFEpJo7z*8N=ivtqe9r0l_$G6lhZVN?CDwZtJU(?bR`xII&wN3y!@~B2<T1sqXv~{^ zD`UAg2Aua%I&<*@o==qhdd(T+aYePSYsw1H$Nz&s>Fb6#Q6_CQiujzWq-!mWxb;V~ zLr4I)tuAzQBBB_2!hcDBiV=Twny(!cIf(chP)%ashWM~??atE=uphe}z5h6|Ua^Lr z?%n8<aPbQ^#Jc{a{$YC>{<!!~qFUMm_|tjlTwDrtr~o5cb=Zw*Qr??^YCA%t1moK7 zyioJZbuXruShoO+6TAIBKZTrMG)AH>@s2sKWB@oaFGcGmjy`qKGT}t5uV(;%@>T%) z`GV5}J5e{u%Wk&r{ep8f)T^Q|aKKJ)Oy%yr7t+@;Ab}cj?Dr*ifk1ckRjYljrvHHY z@sN}K`VQhkdClD?QmD7=Rh=K_gP#3VOwqFseJ)AnqSWB`36IwPSp5Y*d2OpWF^vAz z@F01YXV~|RakFy~m}{RHF`ACSyj^16HZSy2#sPjGE!cgQiPo7_71%v7`%q>J_!ld2 z@_Wol5NWBzCE;Afv6O0`g&NdPqDz^D-l9LG#@e819rcQVSqEaohn`B_55Bo}1n;La z%;96;sb-Pt1LWZ2(Mhs%4&Y%5;d-l8=yRct=ifs7y6F-SumHP!c$Y2oUJP)agj%03 z7j-i8z2>r5KV3Fyw@bJ__WQ-}!g1KYRO#D{i?FwDBDp`?$RoTb=C-hoK}xFoJHVg1 zdzL8%@$b2*|J@%i*qv*SpuY?JX?Ui;d>uSZVa6#T8Ms5I{>S{}1nPNLUoKRb!jAW^ zDe!@}I||9O$CrTzb0y6W0{14;0$=W)!#z0tBPgsG{O1>?!_o$HQ1U4Xdf2<7(df7w zaClVoNtYVz)9+;ODPaf1T|?oHQ*XfUX~b9c;lEO=y81aQ$jfLOJN*R^hs7#IHjxkP ztqED9v%&m=i}Eo`%sszj+I&4yisyLKVsjGxdYgwuU$H{>jc(QCUQ*vZ*GitT8TO;{ zs=i1t5AmX2V*Ua0O3OFiDysNCi^5aYRd-OwmKj*txQ2XiUmtm;5Be1D93mp!fWD$L z!!UmueTR}Y%-_H_`gc|~9v?s*cD(THbJ&GX@D=~$QRri`l27crfdgsdQ$LWGRPvvY zWId0$dJ^+D_kcH5%sUNiKk(isiiM4J*vFB;S0mqk0%xY)Oj!eOP0nro-r0?NGnx_V zPmsqZx}=_i|68BUy=dTq`P`z#a%K_K2goAwhOXfH;wuchbI&7f{jZ!K;rwacp3)=O z&s#K##$WBh(<g6xzJR}4@th;PM}JU!j*xB=^4D9nX9dO34{QA9NL7pubpMFltRI*+ zw3wjYO9On-CC$304ZMpJ@TQQ*_e#}&KFlz;`@V(9yz&|RUT0gX3Z7Hdd#~3NeiynS zPor=TI<>E0)7U2X&lh<u(PqSzJ*lTHP(Lj!|4EUWi2RH#Dm@Q*w_UlEXFKA?4l@U_ zZ!6C68t$K91)s`NO`g+^hoADe^hRz&Coj8Vxy^+4?saZ=9RvOZZGQUiEBLwd+hVIW z@X8*RbBVF6m@kU;f8#a@eq_>B#RUJa@KgFG%?<yVxX$_-JX}VnA?Z8(z~K5-R{1IL zNTsL6Q|ah?{i*brT@wAC^RM*_B@r*R`Jav;&RlUX2s8$+HL#7|D?pxBVi#g&1;4tj zMv^N8TsI2e4v&MsnezTz)Vu+EZ*itiIfXcty6k0D3qI5uZ)pL3X-Zvd*G!A|3-n#F zd58Pbi<>UBxP`v&TIJaWcJOz)3hk>W5ubG4E*3Z8{wd-tz5yRIJzlzWVIK?UA_-rq zP_O3d8*{b9zB%8E>VdzEDUp<3!hYXlGMo-z!nr;#j7viGF=wB=U?GnCi5dxQ@iG8k z&7r(-R}X$?5@9ou1l%6{)9vqyd6jFP$<Ll3u1~m#i@`p>%-j<o!SB7Tc8C23fXAua z7k1C}3(5%Q;=%XG#@#y20zW9fPut#;fV|u3(y`I2SVv8&n|AP%GbgTR2ZW)YVE?sy zB$wfrt~qSsUoda2{QH{+{F43MecA?%-FQaD(w7ZApk|i22>Vq}V1L>k3Vdy&<*4pJ zewoN=dt(pg>u;Lcoo0s4d!RkX@-X_Y)NZ_Z(*b<q8+#C~jkz|<nYE13-E|>EY0II0 ztnbjg56_`)R?fUz52MmP`8Kf)&*@9D$pD-i%xCL#o<;msJ3TxLJmM=AE~Z<B-ye^U zIFCNl=+pgT*O9jj8krFq!E3Hua-csfv^!7D^U}K#_u+V8`H>XzDACOQ>zHrP|8w_o z-~;T#J1L_T_>a-;3oU2Mkmnq{{_G{}*IS!`Jud<A*T6HVbOe4e`YUL=0XS#jqaA^B zvwCtJ#MRa?KRl7jd=GK@nbZzds1o=@3XjD?FX~2f!A<J8-^fz=@#PYnvuU9h_6GAt z0)C(6_Yt9vGV!U{(g}8=d!|7c@p+3xoBlZL+;}kf1_95(%9Z+v@+Nq0`*6r9J;Y_> zqT7+g;NA326kq>hj`SMycDE4vqCcMsed>ZZT_$nI0de24UFS>uQ|LY>q-Sm-&*RQE z`FPVF`M>-*iC3`yP+!s&UQg(k3AZ}cZiA1}9N}Y5Mjh>2`QOM_&?obC$6|2*wnyXT z4`LnbZd(5=zJb1c28Ri9Z|JEpyi_8{C+3#Elpg>uP<HY9^mP#W(@`e5e$<6B|D{}C z!2aHkn?Dy`2|GJ^iu=Y_%v;py^}d50*G9XZ)&P&H*d`2}VE})TpZnAYe1Fn$=<4nq z^fl2}MvI2%dz_&96JUzD3+rgN=3?*!Z<9}<_}sUtT~X|~zbLzZVP2D{Lo^!h$@&a^ zvn--+*%xyv+oQBNl91r1wPvi1`4qqMq+=$j_<yg$N;&vf;>ROzlV4+AB1x(3{c+UE zTOz9d0-p|0_z>sSLg%?URW`|sxG^X{Q!WP{m*n&8)+Xu{ALX96gP+o;N)$aq9Nl-q zDtsF_?{Y<bMGtXhq;rdI)C}jjC|M@eUWeW4yVj}70_V+akG8|#Oe!*1EHEdjRO~xx zHG}+jfBL)z);0aXvyyq>6O&VJwQ)Oi$7hzyim9moOJx83h~MYy-uk_TzsuVl>_3I) z`zj_x7J#^AS{wG@KGy5>KC$Wq_~CT+Zw~s4=x?!o^y?6K(mj&wbT!161~tcjbcpxj zZa02}05_j)kj$O~{&VUp3P(DD&nO5}TUVg}VKJm*FXD82u{65`_!4cxN0v#%lMr%& zjkXJ@>))|!z5#sM-%otsmI3oUJ=OOZ5!Y<_TZ*ReUV@!7AGAYpo<Io2x=aktJ(*UV zW-EZM!T!$g&6NqnnSsUZxIXNkDjmaZ#FdB%rhQ_C;O{AE_y6EIUk>fdX#(D9mG!+| zc@KX6<gdZJ=PutYvZd<9{+PHjW{kkz4=|j5k9_Lb9b%#VQJ6<^|HL+)4S(n!qcFw( z6lKZ9xY|Nz6b|NpauN3E`snKc#9`KYt;8tkg}p~ln(>bV#{&(OPlI1g)(bGC8Nr^X zh*M4>Fa45z&R1*{^K>U3Tw0KV-CiFy<Ah(ldMpqW3B2qJ>tY-CfG#u^SN}a0ecz-H z9~J`dmq{Lvrqn<OE4UpQ4W2-?-^iJ38TrVbq@!+s5g*U}{&f)XruJIk10sC?k4YUB z)|a?Xkpv}ee4g{ELp{^TSAv#O==H#xL`hkG{t`qy@S8{#!t*moh(7<D3%q>2e{9bm z^zV(Iys7vVc91qHUHKp4EY~x#LzuH-y4CsF3j2F;MqS}f3;6bOy4Te^h##)+tfYW{ z0hCH_d%!F1o#i}1WCi{jGSB=6{xll8RNoVT_<6BJ?x#GSLoaJC7SGGy{jHP83U&0O zYyvKv;P++MYq~q2KR=TZyac;;<r&(J>PJ5ciD_lqdGr-6M`eyd|9+eEADtWOL2G5! zs|(O!{@JwqI}&3)nq03%;yLnMn-{cVpP+MnjHD;Vx)DA0vSh^f#MlgcaDe@%-()7? zWCu?%zL=U`v|A^nIiHVx*i&D+6$_s6;;8xwu^^mVY+|O~2)hlhNbadp0}oP4Y2F)* ze)!uy;#rSSC;q{*?<erdMxxY3wE=!jUo@Uujpz9I;u_yC@Zn3-6Vn9v)zhbWs))N5 z4~f@ix6lu`zcl^<4d#LPCcEB?p)NYJe)==~#W`s4&1rm(<j&gTY4Fi9`>{+<#0!Ud zSKSuGiMOOr{<$F@oN&nQez5B&;f^E;=Jtf^WC^Xib3~+eow@m4;5{*{6JZOe`xKsG zX2pJ5Q#PE^SHS#qLH`E7Iqp+3N1f9VI(z%mPs@lC-kk|NMZkgFxrw|}4>9Lza%pn= zE&77KX$kN70-T~4e|3i+ye&~K^#|<UV14BxDG%a?(q#v8)GIuW;PlIf&{M08$_)81 zU$vJ~i2?Zg-&>lpuUt64&WUBeZatoR($YB!xIUJ0Xtoag@Z$zk>%o1<^SQOV;=!9! zt;=nhVb^&-*t|_)uR1L+$J&4kk3P_|4gu#4zAgQuft`Du?A5=fWk)E#7Hb;={Bczg zJSBttcv3*TdTu}bzD+E-;4}D@%8LvETl95P2RJuJqhCqZl-3nI(N#*jZ($Ak-lpgE z6yPuM=$%v>dE}AoN+RL2$Oo5G7dU_un+F6*<FOtW{SPJV&XJkea!|&W08brB*SBgA zZ%RFfmK<?zeh~A0YpnP6TVl^U@Lb+CAj-hepL!%FmvG+94>8fdMDQbB@}c}J74W)C zysp2nzK-wYwmE!}j|tf;=FmXDq7v)ZP=vnxIV`pkxN)L_^HMr+pwR!1o@pxPcMP}B z6(ZlNYkk^Q@EUs7O{&G+dd1j9o_BYl8+Md_y%>skLH?IIUJ-r}m#%Va+Zg=+z<nAi zTIedALZW0Au>U##Cc&5R3t!@zyTFT-2Idp{&43$z{=9!4qki;~Nx>C%o$|2lVI%nT zTV>HP0^+mW*Hwc!cf?U4UhmOu;Msw9G?U=x9z6$^>Dr*r&D;9&z~A-`9{R8!&#OUi zbUp<3ZdJcLzx$pkOUj^!8N<+HT-u%epf6A^%pE?i0DgU4ogxhTR>MSId^#PvqVvgn zS%~8|Y16isF!%rR<%;cN;7X@PZ&MTeT_dpYoy}X|)9KLjx4U8I0|_dMZr}x)S;XeB zf2BPa{{Ha8`4P8|MSH-X3To08+JRTqp&B2rL63D8zAzZnh&Xj&Z1mVT`ij5!^dzF* z{I{^pFA{yL+M~SE#zDY^LB;Wmlh8T(rj(uMpmS0tsvm^CO^GbhFj<1vs&KIr@El%K zx1VxC@B9$+@bxu6oL8yol6z<rb+^7jH?4Ef|LmM)j2qF1qx>y~b{6%YpPv@k_|SKl zC4TX{IP?j-rpG6NPwY?UORI_zzt8da9`=L12U7K1NkrXXsi|?!2Re5DiH_kP(EYDy zczXyVu3hPyd$JGbO+V%$Ekb-Er@fOJp9390%{6t38~eS^=7Tpz6U-Ecx;(+FB<;CU zp1emqrsun+FaVu@!~c#izUNUnTQVJZ!`xSrGJ51)>O_KMR`3rEYM;*uz_o6&7f)Zq z-!%3<d#mq)xOq1;hw>2g%bMX=Nzi3HyweP8WRT|<X?i!(A)j1+_^;6hbw0;`5078M z{O-)6fUGa_O^-tlX>cA&;#GrR?TO%1icBJF5%6#Se;)PmSTB#qReY#_t@?fN7eoI{ zr$_3=+t4wM|E0{#v%v4V9j^5pfL{8aRD(M3pTDK`mlxtmxYC2uxxY|<DNtiSs(`wL z^~Hz1e3+*WdPcR4xsT&~Kl4~&_wE0Bl1YwZ-A!4De`?wjto)ATy*rM7SEpCJa0GsI zUv%xVKl+zX2fTcF7V$~>#J*4Es8_$ZxNie`e7kgRg>X3b-_AYVdKW+Gc|(*R0EcwG zc^$RKKG=kv-g^c4<!O#Tf#7ecojQt^uopJP{o3<b|Eji-)aq>X3Fb9Zaf4sDzb%<R z0{?%MRiV8V1N>~zKB9ws-}=OHo<aEIVTIn<E8x#%Rx6}iW5B)7j^t+3z_U;KY>H=a zzRBaq?N;=dvvSU8If;E+PT=P*Pez;w^PBO7znl~?;$wn;@GiyITOmHr7MIsNgMH~} z?C}dXfIc++Q`p-Ubs5Xe^D|-a;~$6RCScbCj~1AXAEK_(`H5g`hxqhxbASl>7uiO) zUdIc>JEocgeTcV2jUQsS;UC|g)nzgP7bk7^)@3lGZpB&@M0_9X+VGrvyBF(q;e<(> z7wYLo`=*C*eT8`KDkbdCB0#TA?=bFbbnkp^KJ<6tbHkNH@bkDgSy`~R+>hpTyK})A z!Jk*d9wYC6Z1G40@hX_;Oi&Wm!zkq#zX0%j_I^%><a6k5$75y930N=EFV{E`&%&5i zo_HhvWVF;zP;;O@z2|A{e$*pHqbz5YPzR&<OKnO9`}LoH8BPbjkkEeYRT=Ww+G%F8 z{7&?n$9)bz4?K@lKO-sm1H3<wo8ng%&OZ!xS2&9Jf8czY@Gx*H@$<mn!`Ro~?nRQb z@9;U3m-a}+;2icY_T!s(@&1(Ge<r!Gj`y#fwvs`A_&kjQOKv9iC-sO^h#lUumZYKL zGmJb^aGpB=c?5BsQU8BO!Fy;XOuG@+5)Uwsp5C-2T&dYBwA<(VLW-Dl1w8ehpNR-1 z*6&QU&E^eL)bDOd8lP7LU*|gNYSV#w&Q>L#h9%~rW-_?Wpl@Tr+n85ZAN%r6a)B7} zk)cze_|1RlV>T(NabAMGrK(EAI3Vs!Z6@AC9QiZtPZXyM{C*mHt3wO@FR|3ByK}eS zj7!G)Z^Ldainn+5=}#LL4jq3HKV-_s&Vg?ye5aW`O^W@CKSRM=gY`6wReOW@k)0y_ zksLU`{r&Z-C@cED2W&ZsJz#Ha!SBqYQ9l?Yj^RXnImW6oq=$878_;6CE&x6m^Ktvm z9`Jm+hxt3a&_~h=IX%`8FJGUDvp)))dBz=?WrCknRozJ52=OY+_b%6?ZfbhRt0n<) zB&4}x8+nA)GkH^^3iN9%u$pXh*b^v{m1t6dOL6bCJo>SpcgEONclD=&V^tsiyJt`6 zD?F@z80&S{>5xS|@FB?~(Q|7SeK0R9Wc5(5ETEcr)eC>|<{vVqhc0`bpkd~YdX})I zNKZWaQd2uTPZZujf5n7)H~(K7g72*C=CNE-xyQs7+X$ZwrER_urT<-UE$AC@X8 zdR-B}vNvTdwgiD2ts>kmm6*rV{qS`44*I3Y`qMfPr=(Yh7%EYZ+kDLVTmbzv=cE}6 z^}#2cC(KXGVgKj(sNF@AP~SX%%C7{xs;t{Cy#RUWa%aiFUEteP!qr=PPvI}0n-kZ8 zyXW>$i}XK*AGI-OABR6w)n!%2T*viXDQwyJTs_N&MfvziKc_dn4E)L4Z{dFJ7xZK6 zrq&f|=m-fE!N<NsFXN*nOT_Pz9~Q|J;t+>95<M?{!~NW@X8VSG*^ykcxdOUsN3Tff zMGxdBKeZ~P(Z^x5t!SwQJ5SlkXrB5CU0Lntw@6(7#K-;cJNUiNglpMZ#OZw+KX}GC zQTGXc;S#KX_|;O{%L#jo4xYpdnqj}BV@;b_cQ1cx@x}`D6^jSEO^#x|{iWiMUplBO zjDA4L40fG)pOp5sE#Z~;7Y++I^moO)IJ${_2op#wNCU6&{v%R)sTg)c^MF;~2l<(L z!^uzhx#Kpkr9=UIo2#gzeFA@bC9|oFbqi?xU_XR-fO?Uk5#p7maO<r@)rb%GFB$ke zKpq*oNd5$N<MK6~b@x0qO*-r5LEw!7(ao;%4CKx1xz4-iuN##yWR!w8u}UO~9>YH7 z2zZAt9>#qg*6rOu{NRc9Bpw8R=n;tQuE)AuQ1Hxr4L^Q#ZgcD*;x}2f9laiSXHFis z#T4qzBkwE3-ogI&&lyO}-vPh6W|d-l89IDMHpy-u&IRGW2_C<Z|Fi#cZtZ~%_sxjw z2k`CewQpoX=+mUUvh>Kn0eBaBh39ZP_>@Yi1T;p%EMq_U80v@z+V+WOeYYiKd4Jm= zr9wSkB1y2H4!FgpXci@ebDsMTGCprapCelf#~}Pe`@Qgq80<&f6Yp^*YV_r`&y#4j z;G6(MPg@>O<iCGOqG!N&emb`3MAJfNIyC)&To`(s7svWg9M*%6Jyh=!>iQ`ql7c2U zza(|<_yIN8>$WEyOCb7h9?IEr4eZW$#U42w2;N*#cbfurQ{rRGFLY0U2h-Y&@79r` zHY0)#;`^wN*1jb%1-{EDKWcdiT)n|oXOFxuQ<ABt1iJYp|Io_!La1M5k%g&IfxjPB znsuE*{yZ}|I*oHM8Qy0;JPe*0{dAgsRvI{U?aI-3ZJdj~5=7wvJely}IhFnjdFF@3 zyvOhx-Rq|3K1IMU{kEd7KEV4D&*%r0pT>Tu`pVo^hu;L>ocxxC_&r3TI)%KEY|=2^ zZwtK3ji=8Maf_G4%2*F}`RN8{_wIRo@uYIceZU_c$X+OjfW1&gr_p`|51;E4e5G?9 zeZU*%*$Q8xPw8d!vL5a~!L-xo+$rRDIt)i-dr&X_t&~rhhCapV#z;o=Y0RA(SDTkb zym=z<Vn06b6Q@KTH5YUZP1_FkXNb=eq!X%2cn;<VAEL3Ygb%F)KRHl`@X2Vqj(zjL zD!4;}&!3Am7JMlO{qC`$gE{=)li}lz*A3YB&^IN?ZPcd>pF4zL|I8}hF_?q*Xs-D+ ziooxCimE8b46(l#V-#cxfM=#@x+5acFB!Yj;<<6&fXnFk=Ua#`Z=UEiz^~em%pcMR zZYX>|9yA<|{VKQh`w#YSwOoDbkpb#`nyOy$z&WAEGp;Rv;E%J(EQ?s5YkR*1WeB29 z6smlzLJW4@&QMQ}zfaw_>5u_kiTnM--{y!jt{1$F#cpHYyXvjHm2sU2lfrJllJB&Z zX&rPZfnie)ANcjb^EW(t;fLf&d%{V<4+$2JU#n7MKSr4(jc}i0r=`>MVYlY=`9E^7 zF3U{);sSf1pYCw&dka3~Gp;DyjDA+ywS82Xh##*XJ9|;`f*+=TD*FLmDgC|e>~0_A z9~-OC&RFD)iYjB=?~w-{?ssxW9C9aIp$|QVbB%KBlD5I47QGe3Z<2vWzBsZ+1N{ly zZ-1*ioJJqG75|$+tlvHYM?yW~us)CCWNJ3{Guval3A}4aa+8G(@ig+ze^yI~>s<b8 zhaZ?jhp5|rmj~Qls=503@+SHMd>--ny5c#`rt%zv&NN6k{5%WxEZ<boIE?FmSCzbG z{RZ9pkS`y51=b-VvrZa(YNkn*jh763pF6I_9r@bgH2LG7$59s%b2O6agD!kle)hDN zJz;|}eibB}uux_<DgysATm55S2Rq7cD`-9pK9!_z)V%w?8Wx^=n!|>$YqhV90$4Y@ z-+UXZz?1(<e##`EFDAfShL;X`(FT)cPz5Xe;pet;rzi0CI?Wb6;$df-{bcq*JipJo z<=uJybN!6pi3V*5yleUoYKehskLuHJhyq{VZ7uDe$9&OAU2;WR^lA8ob^m~W8K0N= zp<uQ<XV{@AOM^I2FOpq@eN_{3XpzIdIkLnm-)_UX0);-)Ho&Qh-2U41Rs1yEFL9{| z^S{I?M`9w;C#PmQEP=ReaOCOsE5wILKIcDN@V^457TU|Z=k30>yc<-Ad7UsPJrd}k zQS6ecG&e9m>v3sCd<^x7cS%m~MZwcUe|5aX_4yu|Ur6V$Zm#3%dk`nIV*^K}p>N0t zSTGxEfOmaY_&NnXWmY@r+B}YP7nXlo(E*<>a@9ytVm<#e2=xzHLcYpyi1zyobj}ms z&)kF#Bct@EcGnM*D5`dnfRmNh8^033R}@QbE}Zq+o#RvM+z&g~D827ria5QYQ0l-3 zezCTH!sI3XJwBlN*bQOeax_iMybjjge3>^J^C5Af7YA2izp_qYAN;URf7OQ51+k9> zBbw$SC%_MlxfmW}AM~Qh(h{#A|KK}%J69WejBDXE6?jQhs)v6`3i9DOFZwUom%3RG zA)-gvcRw!WT;y#n2SWVg-{V{xn}N?g=sTZJqAqD;$M-xUX_a^ee$;ii?@T)84XOH_ zuN_C8?Ga$Re;9d(A;S?<=m%Nvmc8Waa4yAg?z7`~Ua1GBNmsBA%c7;5ClOC-h=1J@ z!soGHk&F!qfF1Z~=o$i-I_k-#X9tiUD0$NT1CCH~3=f^ddL|~ii5##-ym@~}V^tRU zkEpYLS_$f;6Ad8(_&w5}DE#5>zBR9rJjsTB6!wJU5#sRMRonL!_fXduCc8v-1^kIT zG^hGC@{(4=lXo*vZ|AZm(fW>g>{Z%AUhtfwUfYT+Sg(C8Y>^J=GuDXBu^BePT+FJ< zQrRiwZK*W|=dixdjB{U$0@r8Eo|vSA7m-nIT+o1yQSZ!IHS)`b5GNw&dtVv6N+_+R z3p$6ZQ|sH33GgTLa%E4%<@Y8M!};JZ*`H6{EXBI7aE~n;gNF@}$cqQx#GGQBxMA8W zTf&Oc)y%^ou=}E@iEeY~7_aLK44@BK<p<TXz+YHKia!fs|1@WltW)1XcPu}jDdq?s zF&bpLU5Mw2;?mkZzj!6*5J?>3tI?gOZUu-VB(v;EEq>r_ul@vyBA!){olB<wgy-8Q zOV0(nbj=ifI}g93IIt8I$_SjgYUHqreL4Oi>mwQTk=Z=z(H~u?Uy|>so>@lRQHgPV z_7ONvI}{Pt4g97yEndbtbE_Q5$n%FDYh-#Z8S|oy6aM*y!Kh1~d%1qO1w1P{`qy{Z z%ScNHLjm}f%2@C@_mi;0yvpG~+^6IFuaDJ35a$e4UcShLUdESM&I<ovJ0uWdACG?V zMB+zdzoGvh-0&MT+troc(_|e4{~;M%HAh~P)uBtHc@1^N*Lt>Z=8?x7Yi;g?A20gR zC>)0$SEzR=O@K!%AHB{HWRHB?<Caa$2l$1VfY)jk^ggEKYB%`N$2#j|Kg2^pE%7%p zN6-)5sz%uX-cjT9t+@s3de%0CSpt0%qG35XDv0NYX7}laN<rWB9i;IoMStTLAAQFW z=sm7c%G=N(sP`ALo&oQ<r`K@U3F{+zJmk4O*8SkvQ?(TE$qpB<26{d82k<{_nZ(b% zb<)3dfoBc-ZEU9TGraP|#A_PNoxgFv8<PoMO0WGhSOs-m`Gl+E(7R_(Qm|jrMZLL? z`1hM*h&Ly^84Pm~H_l`$ot(w_N+iOg7hTccT7JaQuN!>@d@*-Z4&eE3A3riViFI6P ziO9l!su@}JtRQ|R4TUY<fPL-Q#*NfrUlyO|XWVfBpGY3s%mSVk=Z|r;!rs!GzjQIf zUfLac8VkapUt2pT5|V&h0=<gq*oS|91$VoS!ygkhuC9b)E>CTnWu_GTHK%3$y&UrW z`(3qy$P*+2h#QaP!A~x%8HIGB-aly+%SMEH*6p3TY^?i?*wX_W72st);XJ$NN&n{l zsrmpvw=8&>cHghQy7zu>Wi8G{;<WoO1A1~_OnSwRB<d~q)7pga{bMpx6uJ6XpC42k zi64;%yHdP30(*J)mvPD(e6h6aXyXLz(If5MzbN3>@&V<q5AgnsrM+K{-FS<ADDWD% zj{A7t^HT6`0O}BnvkN&^c;62(RqRay^dk;a+Fs~(Mg=;RM{wVjpS1L*(XZ;^ul{Wu z{C59;d>0gfS8>-`cvX;B|9#oB899Ue&-;FN&wJor6UR~I^Eek)*qMXsF8XECH(2NR zq2opIt;fSJ+mxyf-mF9%3luGM1TW<*POTD+0-t(nlr5)${&nt4mj`jZn0Jh9n*i!7 zhX^}0KHxVatloVg=%)&2xKW0Eio1UPU1A^VcsexEyVrZU$Vf~+#`-s#>pn(Yv$CL& zy$L?D&*ZDJ1s(We+m-O=uMuDVW9hmah<d@lwMbFy-}w<P?=h@b#O<k5o8;g@A#u{T zfae~?Q);{Kp|aqN`mzu9lf1#X{RDn=k8fNq5q86`YpR)M0Uq^->c?H=Y5!J(<9WeT zq8(ywG~p-HopF(r(y;5WGt>8*u<kNa{50dxwd{3BpMan16-<rT;O~m`{yBby{fFPU zNfUk@dD-z5?EyC673YuN2cLuYjO!iH-GZN9<mPC+0iGnKRYeJXuBA=I*HsL4hwG9T zj9?eX^VRGdkWYS(OA9|H0UqnSM=1vO^h{@;zsq6Nr98QM4uF4~oVlN*fag-$I^@-) zhq;=>jSF<nSf?Dzh2NgLJWKKZEcBT@q9^vBN8CCVe=_6n3*--mGsM++{#jn9=0kSC z)w$uDCt$ZHg&FchBB8$-sJ%2J!8&f`QP3jaA9y3wlbVQn>wro3ASrlxgYBBjH`Ig6 zpJb@PFZS}z9!RLg-?=_zcmz9TqMTJ>2EM*lu_s>J51x@OMLE@geDtPabqwsb&4x#N z4m|vD-r$OHHP-J$^kOIc&d;Spj|KJ^`TM0ZjRJ6ure%D+47d?=gC}SRezw3;T_1z^ z!Tz`F;4RcWxxGV5fExmKP4TZ(@q3+EQ3d{v@5qGlew+i4ypVNY9Jm@vRY8>V0_%OH zpW*~~R=7FIqiysr-MW0CuvyTaK+n=iK8U`lf_v&GZO`KKHj=^;vCmDK(s>8;P(Mvl z(>aK9zxUZVzOKOEhrVZUae=PWP~u<q0q@Vaw!Vkw=MltJjh7m~@-SaG9bZ$MfOAPG zC6_WVxAuno%LM;F8-mRX+bGdgTSDvncFIIG^rXwWclSc?rXA}dp9fB<v#Fk9LB4R& zc%<_a@U7tHzTii6&<EtMBuCpJ-wSdt`44$=LTtaH$X;B3!Q7w%I2@?KHL8I8fNp88 zHp^M);q&eiGEw*`PV4X<pX2k1bLK%0_|l8uk_>k6_&13nt%#evZ;EvD7N8GGq$p|A zqW@xFL>Y}R<}7rEP-=yqsYPB#8-f0kt+yqoh*5`kP*zjW!v3C(ySH=!^)*`x&WRrA zg|g>f1S39(**MDg07n)`Dorg=zpAFB3O(fnTq|qqJEjf$=sub%z8CrRxw(5zh>wve znF}4j0fD158>Zpdr!R5ib^Wj>4x(wdRN(WmtIX$tXLJqKX4cq$&yQs??fCawX`jE8 z?)GtH-spVs-i9zw0ad)ihCr3fG;)L&JjJ8kPUs=dy;8p<qe%gN<0hg?3|?wG{oYF! zd?%Vix7-`NgL0qkTxBnKtRkIc6Y3BieQG7wfHTT!r^!;=k#81Wx2Puqo-ggSPYpu9 z*hjaR!dkq~zERtm|2g*O7guL{8T3z8QmK9?%=IL_v7NAm-eWf`u*>7hMcB?UHlQwN z))Q%t{oTBxbCXF1^PWC&eMIn!q^k>F0!QIz117p@Bj{&iqF$gGLcQvewyGoWZ7O7E z>VY`Ee|5li_x+ja>>5>XSdgc8bp+SL4ih^TuK(wY|NopwF)@nzPabLK#j7~i<ae(o z3H&dKp((^1?+I9`xvG3JAMyPW?c^Txo5%{S_y33WJ6W?uy(EJ8Qf(sA2OM@hM&Oo% z-OI37S-u2cyBIOet_?rC=bPj{3_QzMzHPIE&&@XDf3t@BW@}U~{j~^QJxq4q{~OLZ zG_9qilf-#QoUd{XEHQ7E@U^G-KfIUk;NnQG9O{~3x7j<C!25Kr5O+J_T(>3<!yB}= z1g+uR#LxLQgfWv+Cpr)KNj<F(V?Oj#=D4<B$gg@0^;W9DgV)I$;yN&2^5Z`N$ydk+ zB>wStc%shJRde5z`Y-02JJ(<7^I=~(FL^UZ*%I=+a>H{CaZX_Ogk6w3`f>i<o*2+X z95{IQ*0&4jD~L!8J_uZMY{?{#5k&oH-fN}oCv*-H)ALKfQ=f^hE5u@mZ%q$=AFqK9 z>3kw+0sC^4;ec&KGWcNN^7C;X#BsT<S`px~O`UwZKKy4#kpCPf{KH}LclUqbQ~hZn z)k@i@v)tmn#svF1&(ypq`3d>wrNE}Y@EZwomR9<C@ROyB+I%(85o>4Y19vb78YiH> zgXbDvS$}*M`QzW9^M~}|M~5wV+@yfdMU2-hR1{GcyLcr`1vqYM``#zP%7!p|VeG+l zkqtpbbjX$+Iy2|Nq)Gl=okG0j*a7%O4(mu2dl1f-9H0|1+mE_To8%Kc9-PA<>>_7g zVnZlXa}+aHvmq?UOf&v&#XQx;Tg49(F%Nu|x_<ZlTSN<g$_Y%+cL-FKMPE_Z@|v_1 zA_328kY`koLLcpGc{6F`Z)OKhUkI+k{B>Rl8xhu<S6g;gY6kg9Z@24Z_zV3)|Ko$; z6%sb{&w{|G+1nn!q`!o`tRPWo2cQ35U7*eny3cWLLEEFDyM35UBoE*Rf$uB4yM2HY zIo{K+fPa53N^UOsLf4SsT;fF>E~A#^c*=k{Y~0s(yC3~4oKDp3E#Mbtlj~yPFR=|v z&)x?@FTAd{mUjw$W8-ov1x)at0VftJ8rZ+rGJOo<^}=RK8Rt*vD0k8$c)&xdwL%WX zBOZPq7`2-RUwFJ@n$!S1a%AcFYz~~dDE`lidmX%6^8<CF9(3<7F`BM;{_p1hDBeL& zSkurv=??s_O46NWmd81L@tKPvm>222eM`Hr1bUFu`+KT5x60#=;@xp(8^Y@^-VYAY z*bulwh&Wi;F^3{e-9mW}bH2A)U$VKNo-?|jaYhL9>Yl8+=i+P$mvg#B)dX?At9Rc- zfEKPF*<AXKInf_K#b<-vQO`Ia8Eb(3=V6n5vbtbP=-=|@HACK(Kl@K%6gWwG_f9{j z3-a4PVXcV=z!w~XBQ;XNpFW-Fa;Jhn*s4;0Gl%`R3EtbohJGEBEoMFZ-M^-<VR`tR zb6wm~lf~$Nd%^qAI2?J4$Uk<WtEhA7Y96}E3p<|^-!TQA)h}j|+(v%(CrE(U7ID8{ zc>Bm@;LnU^(avFi^zpEfdl9_`@3AKypMQq@Ib!abJa|Wq9#v6f0q`c2+-%qs`~R;f zX{Z$W_N;@43+!k7rrptT<YC0=6q`Gaz^Bp^pOmO<2^aI|Eqab2J`1N-tmE9&{tI<^ z&MdIQ=cUOKwXpASTAhnmF#qK8z0*(t`Y6vSGxs?gLdD^!);ydSrWj(!l!kM}uKLRl zJxsGDTo2J3o{O<1gnqcJxqKY<_;2LG5GU$DrlXx=z$3cRjTMi6%t>3ik@7%i9O(?c zrvU#+*pk?~58Mj#xx)HFAN!wnrsvsX)Q1i!1}ksb5=>)tEt0PypC9a{OS_4A+&7&y zYYO10OczC{jW93JUqP~ae!le8L*X8X->Y=@h=>u7UcOlAAi}>#NLil|(!zY|ZNIAM zo7kV^r?+zuzb|kYtnKy#rDrRb?vKZLt@RvP6t>8(mQTLj_Y^!?n1eqNb0-3f!jo^o zud|fj+6N(DlM4Q|za|s);(W0iYi8J&&(@lH*bk`|`4?Zo15_4kO!*^FhgK<5?8f`# z;#+H?Pf5Zb+ROuHl;KCFw-k(Z?Fns*Eu!llI6rU0zfl$Id%lWjuSOE$@rtM988hI= zTbFo78{~7IV$A$p;2W23WrreeMC^a@Qo8{Dk(l+v2y>zO{~2op;T*S<pQROAfM<?u zA9tPuzhsW8nSG`P9@~<i^a1`9UsoM4*au!uam{KA@nZ4&!=Y4MS2@Mf=M0>-+)jK! zf_*nqtM>i;1@$I5KPS!_%xBqjCMlxs5ny7RI5vv)6Q1+h0RHwywU90#&r}haahu9R zT}a;b(dH$bM^*A*DGhjEsHbOP{|mZ9NyqJa?91nAd&A{($gf^-bv;c%UU{KDw;%ZL z%GKs8f&Q;{Y0CI}O7Md>1sw${uwxG=v1b>NSFEM{J7|JBXidD(?)hPa<|lm@aUW6n zZq#Oo)1T;=PF_PjVNrXHv5X(@Bh~cieUEr9_H*kG8|DB~o;|JQe2?|-KXlsxd4pV9 zp_TO=<c*zL<jfcC2?w>zzZ8LQO4WT^3}C~#4jhXg9|4C*k~YRm-{F0uW_^>s;6bCB zR(b}A&mC?mJ0C4EH~78#KkppWFC)pFZU8?N7rED*fMY$9d8-$|gCacVZ_}d=LouF4 z+rWu@VT>e5+!yQ6Z?Rr6j&&#Rv#+E?oxIgo-QpGS;p=w`L+Dr@bl$xT7olU0>r%;- zA)jpYE!#aGeVv+jAP2g|6pz6I`(=9qm&#&w6y~7<J_fy#@`TR$kFM(IdGxgxt*p0= zA?_5*T5idrUoK|tkSsUyl9yH=@=u`dOr}DuFb_Od4xw8H52_X#`r!<G)=<1szpIx9 z`X@Bbf`7Vmd}lNR&hM?hll%<!y5EAGe;xY}^@Y);9ext}`*hC5YQzhp!L28skbhQJ z$~jHp{@zhs$x^o`T)92Hl+%v)J1nbqYl6p~FE&&w15eVPH~K4D1RZ4WqM8VJ@|aGG zz8v%!`EO@bT*$D#wxVQ;M=_`Txc0mAvJK&fLr`jT6Y_$6f!$wW_cr%$Y8Smk{Y^Ja z*jf$!r(HUC6ds{2^z#X2Gzrejh^=L9qQu;1vb{Ig5$Jc#;<mEbPY+{W1v%JrHnmRj z2nXuDN_?Y_y>0OxGR`wJ8t}UznHhzXIIlzGH`#IcO<b+JGcEAw5Z4plIGnek@Nn+t z-eKtSvTLVf;3wj*o^UT+2F}Rx+O31XNey4Ha&1EY0fQ;aE$q|Ap!kF$;>8qM+bjKa z^e;$yzZlyCy*JQqYS<3%7bxa$D@8omTRO*i6?ozP>PsOV_;K-zc*Rr><bUDHxmR;w z51gyy+^~;~4jP^#s_4IZJjxJzAH1oO<x?g0`K_PhluZ$IInEEgdp8h|q>P82??In< zeomfk63)5F2sF8niu#u|%_~}5PnyDHYSMyydYhnYn}vNDbFO=iIIs9ni_gjddZhm| zyKE_(CoIUPE>vnmAe+ni(b;4}7~KDh&P5h>??PxJMc-=GGrrqtw=qxpC47si0_V4K z<X`qT!nwr^onMX)TN9Eh$;^Hpv?2T*a2b7^g1Db2@Tvbebn8{KjFD&PW4e)IQ6LUG z{T`)cgm{ouueHC!0P)w)z+b`?{@3J2;mC-6;e8-W>V$K{Ieaev65l;n%engj{PH|= z#-cnso_~hw%I-OKF$&v_$2M{PZ|mvD?#LU4T4Pn0;kO>F7PUQU;Il_AU6o=$ywLx3 z?>6+__4>A+5%}MlhI^GW_K!Jdhl_j!dODwBTHAM9La873^LMV`$D&VE_ajft+oyZ= zpep7=NV@IodQqn>7oXK<0S+#g?u&Lq{<K0__!|5-BY;2H7;%?ofZ|#&;>y-Z|67aS zkO#KC&`wVPj@b|A%D^93by>!9p?@*c9@I7m-_3f)U7HUcw#swsV5$V_vH3)KMu%(( zHzz!}c_{GSXC+hJ@BtgV=lPLp7~;l=?eq2(#M=|a&rdsH{WSmQ=(^*ve!H-YjF6S} zlT=2LjAUd~wv3F7$|y8ZX11&dQ8KefM#z@ULuI5SWR*R$A}TB1%llU!!t*@$ea>~R zbDi-${5rnqF801jUfCK29(^WzX77#t!}Wo0pYvu~6D-TP)((tgzvwbq=n~?3Q|kAX zugs`(3L0HW+5itwcWw%LfquHcEI&<E{6Eh*_e=02dxGD$&0f^;o_f4%z&%f&>%4sy z`u7giYNHMK4VR(KYhU<h*0Sqs*QeMs-nSDddKh`(E59Ho*uB7Y*#qXdf7Y}NC$WC? zf!~R@VnzON)w9{_FY0(nF7wB23=luaGu{z~!EawGUb%vMy!xl?h$sAMm0A5zG5E}u zQhM@;G4zv;*_H#|h(q>*xxR|%lNfLp3LZo~mn7$4auo8EdydZH`2Wy8A)<c)m=CDk zvUv%<TfFHU`4717GC(A7KNq?R^Qpkc$UAM8x7no-pWoe;z9$cy)Fu1mSP#6VjFLH6 z2>$v{UA8CC3c7}r#<gJJQuVh1k4<mjM&6-}Q_?uEA63*0+2|)t8k}@tM1K*Hec2Fj zWOiq8cDWRLTD9i8PGir#T%_b^Jgqe$`oAqL>j`TDTkJOjrBKX4vj)oD3Ixxpwr9F} z0rp?1WVd9AJaDW;ehhrShW2s$>@a@rM(auC$C&TW%5cd;{bG}%?8<b24dKd{AJrDf z3tgHlmnUJrj2~;nPT>4+Xy}pa!_SryN%Kpa(8pl$=z#n_)cfq6={)Jse>jzWAZ`YA z)aGN^`OmR0rzWu3+YNg<UI(6BHNwvq-nHIlL4C(8n!ZLA^}Moc@wJGziAnk64A9Sb zsZ6Sq^`Q$m=!a!OKS&AwIZ*`rw~)%&e02<VVRfr(!wPlrpFyvhJ;6VHu6{@YZ`g1> zXXb^uA|(Q8|9fe~^Sdg=j6ui`?~+r6dSf0y^n_oeCi3(<BTtVb4&Bza+v&){9IV5$ zy<-Kaf5n{tnXC)^@J+Pd&x<^+v)fM&{L$FBN$c8K8^WFv2(i9+Zj4La5h{7``dIsN zZRkw5f(Kl7abC`3zBS+9nsDy?Llp@n*!9x*_kU{OIm5BS^w+ST;JN+CS={d#2SJZA z;7vFelk&59YxMuvyR(E_WB>SsU4lRMK{y%c%LrK$E|dRfGz(t*n6}0^3x2?JCG!~# z?7rB3B1{GT8DG7A@Bi~LdS6*pz-uk%Ugrqoea1ZPzPX1VI*H$<3{o!enHN$aGBN0j z(-pYz8h-h&-*fHXE#S{+66NDjd`@-2r6}miYHh}!4K8CI*R<^AOXx8UN#S2R6rlIA zY7kupA1lbvZ!NPx-jUKh#$$qbkm~vTA?~wQ?^az1?#psJcD)y0pNM`L@ECOmzgT61 zgVWG4Bu4`;z}{_X&-q-YMBn+-L;6Q5Q15(E^gi+n>I><&-e(}L73F%J)^&ou7q%sP z;vMp8^{;I$k=BGS#WQ29z?*GT4kfF-=s!L>*1ZB9>Ymk&bgp2W_np98F=1;$<SEl! z`VA|>=XlXml66)Dt%R{KsXA+d^NQzokvViH*>wjO+(*{k5d(4Hw?R^&%&}GMK^Zbr z4aI$%?7Ng{jkw(W#5}{H&l-Bflc7oA+lL;l8(K})1lIK7qaHcvZxy|Jf*Wz{0Qr0- zXFYVU(~sk}ah_A^!pD#P0v=6Cl9XIUzRe%?^AC7|u<@5rzZ%qOLwEkRMI-Jq{Ax}| zoK?un`)@S}^*Ck1t#ZU2`W<)6Ll4k*N~gNt)&>1tnqm#T_V6pU#=tN`<UK(nyhPv+ zr6jpD{4VziN9SEicH@Uyz<7)obVltXe}8C$e^H!p&HwicaqGm7q8ohB@kTiPKS1YZ znjepkM;uN$Iq~K0I^z8n+Xr$5@UTCmiXXwN`wJ9QO`ie3MElpYUSJPK{*#ym*lE<6 zX{$`&Lu8YIgMBLO>xsX5E6$6e<V1rnJMvs{4la7c4V#|xem36L1m>V`{e6p81oMBn zG>4(r@^bB+^+q1|Rk-o<0Yk(UKj!_#eTd8R6P2;hqbfztNi*Y|h@*#I{KXyzCZ+x7 zNhhrd!7b{c&yjzJI<kx$76Gqyy-7EO{QX;@!|_))p!Y6Yck@?Z?^gG#ryX_h2fpsL zN3U?Ncg26)>xMs6j*)8wV;=w8!`pKu$UEGJS_a{l6QSSzX_|m*YN1!Upg(ZWHMJ#; zAfHj3r*vch&m{gZ8U?+C`4jhDibnJsWpfN%L_EK?+)F*?1U&i~(c^sy{<EIFe;WAI z%wMC&p9r2tOCP@S3V%n#C87d)(MiVaFS_KY@BAHP_x=rCrL}GE&8N_rl5X0C`(RF$ z?cQMu3)B@23u5TN<8R1+4vl8R{G-F7%8Gz3f$DdZ+=P}jK|y|4@1ngm!H_BXp|p`T z;b5Ya`Ym5;!p2Gko9+i|LR6$+*WWYXQxDaCF#fe7?BjheLj2r{@NWEHL6N@|VS<k+ z(pAffU@52*Sctz<`2J&NZv%c$E>t!jJiy|=F~S5D_Arueue!uo6E+>~9`xl|6Smrd zmVe*GdDb0TU1C7ok7_k!v9KmgHr9KIJ6jWInqP;rN#JvJcQ4xE=K{4Q9_t`Jb;_lS za3U|~F4?$ghx?NyerWkq2X+3!7s;;8$p5A06%C)GPeJ`@hX!;a-d}yEO@&dvzW%LQ zBp>sU`6LEH;KO4h^5gfxpF;ILBbyPYMtZls-tR%aI(M+l<|TA=v2Mv3=#01e_Dq{W zuh6u%3x15aUUhTroMR>Qr?(*^O-!)+ON@K}!QLr2Oj6oP?h{gP570S&$NjmS9aAhv zy_$q1#&ZjL0y8y7<bS{+t=Jta@B$;z*cP69(8JrkW;JjgJ&Mcxw7J#<kNeqLLx`(p z<@a6=1tCBCeTHoCGxUT$U*~h^S5Y8J=~dW`Bhz%|MX>v{3ylPsNZ|cryO#$a01vLp zXW50L|3Twy`8sf+Fowx~)DQ7E@iYz7KJ@k4rIu8|zquap5?2ag&SBn)esK+dFYLmx zXqDaPU(ioRgh21T-@Po0uN4bY#YS#`r&RndXVXN#KyXCEEO?75i%tzWbmW4cUIyv- zxg!F<hiZXKkGXCnL|;c9PiXsnQwn{%$GX!tffKb)$)(Al3oPbV+j`;ki?6NTriVY= zP6*2k6GEQ(yI%TDEp%C)kRwWnzarjV_Z6E_hrBYD?7aql5?NV44}1w_tYB3E|B<!d z%NtLJ=fj2ePyBAioX}oMT@x|Hg>@CpudL`FuBkO}`Gfo9`^L6{{Qis5J612uouqB7 zGOR>lujs4A@n`TK4Ps@9GU!hc&#%0d-?Ap;1$-0<#q$Szq#gS&bXXI5CG3R{*aDvf zTbO<Tr<!K(*zWG{W*pSim_@wp+IOj@UKV`f!?SFGm&o&Iw791c$E%{#|9cRDJ_eyX z(KHL-)s955kAbf;&tB<e;Xb+rt{pt}4*hWCf1eTK^*_pfnh%b`bGekC^hW~+E@bU- ze(8n&m?hTJ$G}ULj{Pa>wFFKv_bRwufF6=rR)07Wbs^LC<^Q06KHxFx>4JZ&{EqQ_ z7>IjdW@32_erLaY@ZUq^Wr9ksvj>3Zp0{T=9220geSL5t`7iiV>&*)j(3>AH&xf~N z$Gs4*i#FsTj<o8x-y$IHT={KU3Vzcx9A}mSdtWw*e{+Z!b-z~ePJifnGb?Y^8KK+0 z(LFEr3jG+u-)>rdMZM^3Hu<5HBiIYd=l94Rzb`86Wp@j4JM8s_P7w6ps;;`s`}z2N z<qYc()azI;?ICGHUw*Zk0^u3rAywH`yWwWUNpJFsXTXtmP4RDq;87NT^foC!V!w}X zR)$aq@@f55-Iw4;4?Bkrt`Xt9&Xsv=g1<<Sp61c=2hVO*B0Qx)-a~eC!=noPS0`%E z5Y9m+&`Rn32jqkA4es~=Pe~vB(8(qRAK|k$l?VTR{N-k99_)BH|CYuM_*l?f7)2Zh z=B-q%UOvY8jz!B$@AgT(^IfF$ra_*1D49)L3VkQBOCupCck8g<=;A)0kA}jva3=-& zCtKJv=W_JJtoTjaKu_sBa+uQF8G6!z;=pm>#}-Sey!8<3fc4~RlrK<ETTYJkoIqZn zBR+h(7kzHAN@;rdy^u)W%OQvdD?QOd1n73;bv_5hsL}5_CLm=pi}z34Y4I66^uE2C z@$Md&yRqa!{2YkCZcn(lPT?My3^V(epl2z@S=GT0_=ovUS-7EpZ{~r%5$@-HYqguo zam)qXp?anZTsSwU`*aQGWdC2Wz`0o)LaVv1SHTY(!t=ieD7(Hx9|#+@zPf<tZ)6Zp zl^`zKa{SYB2G0!6Gmf%A{8%J*>&O7#kr`+!%YP65IB;{yQv!C?R}jB}&;5paetggz zypGM`XyUjHL5xbz*ybAWv^Mae*D~(0OyT1?FX|?~x#O3}k*@}2n;5O54nb=8iNPDs zO9~YpE0#eXHffL*3j8^m`-(go_t{ubm?V=6oFZY2xC>rsF@BVFe<*mo!bP$HoL|x5 zjM=;3K`HIQSE!dU?`Hg4DU1|#`SK^M*KWg4qR)_y<9tV3=q$G_QID~IQkjPPb(C6B z{)Bvv&`mGthI;~|4)n#}t2dtsxedSdU`-<1?Ze4r%Vfw-MZLT5e2R=S&Us|$*cCnO z`I$_(^iLGHAG4$x1Ao&#@}eW*3G}4yvV_qq=+kjM@mK?XmVa7N#<>;u!btrx5W3OA z2HV|ZQqYq+<sN(hk9;+GMxpl>=J=AsiX8h;FZf*lbGKj7ddEWjR4ATj@nZ1rT@Cd6 z6|KekfEVj&iSa-Df_(X2niviAhrx=vsk4W%7vT7F8!_OBOv~r^r{_`ce7u$IgL9h{ z4C>XzxiBSk(5m4)X5twX^WI|5ydz__)fx0DND5za^TfUBL>#RK&Qb{#HwYlUX7<I1 zjA;R{+zcuER-vQztwqee!+qw)-MupfzrB9><9oc`@U=d9ZrItflW(#A0DeD1Ke7d{ zSL)W9<%YN*df^dECwQz1HM{rB9rXXCuamPQ&y9-vM0uzmuOp>3tZapOqSdoH3eb&K zj=s}Vz`3h#P?%H{Ko<`X5sfbbUiz;2NGhT~E2j8)HTv-%vz^~B4E=C&O-8R3_U|jh zT>mc;b!+a5wFG?siG_!=KX_9=ub@9GUhmTfwSy$cyXp5j{XYH)_P%B}#FB}8&2TW1 zmmB;n_j|#A6X<U@YG0QJ9#LP`m=6b!O*=<r{|#{<gYZf-2l>@gYe~5qPWb*!d8NDn z<bCqCe)ZR|_wCN+6+M0Q=jcwdMz`QROF27!AWl~E-qlZrAGC|}c?}|;_B*7l*}4z> zPd1-7eh_{CdkQ%l5PysgnOHn3!`@z5?vbu$)FY{-V>}Mx=g66aqjCRI=b2^ZV80fd zAODEnMPI9$<eZEG{KmAkKnD3W*?VCZPBz%Ff}N(|BKT}UM5PTK>c}^ECQI?}JGLeH zEabZ<%5`tMokd^Ch((cPA9Nu<mBu}vVds5VO@{d18{P9GPXl&*0?!8rep<Tz$3jwt z`zv3gGXgHXbNKhh33-^2N~_l|@DPIKAsc^uUZQ(iPwo6M2XC+a`MwzJw9@5g5bn{G z@9AHAVdzV<GetwlFUCd~i$20XlJ4fE(_~l^j*Dl@`C~8ipWup@`)92Q#K*bs9!DIw zeeNk|8!hJS_0I@2S|ZPoTH$&jgZo(<<?)Nd*TmfyX`r7rz7x2zv}}#NG%Mfx;SaKV ztYd$nF2UK5T|oN)b+AyHE0e$rs@$>Vb9nz+fk!57$e{nM^Rdr+AP*bXNw}a4|A@)= zGIPLl;%uE|X>gx!s;#K*QKL^lu5I6hDEi$bf)k41_gq#bD)Pvi=Dq2;BzSiF9zOcp z!ml#-^hxgO4y}r-VbsjXn<C}4?jjB-AJgIbh<Fwm_Ey&k=au<HdUAK~^!oJj_jCIZ zU*bvLh?d}-f2cooP(ok(%Q%%p<a_EpdxQ6Ez@Lf9uerf5#|`go{TfI9@JLuh_%-y} z3Ff1#u#?8up0mF`KnMCP^5J?6`cWR;JX^d1-NfgesvmxDvuSou=4IT2#53FJN<2@V zo9|-tG3433zf)Dy(C0NKRPdV|b^9M9rUS@}!Xlg8&x2219k^Q01N)MU4{o?I1fG;F z!gLvWjrplx+Rfnc>*4!^C9$`7|Bgh1gbea$UPTx3<9Lpo9$l&PU7WvcmYNRoDR=sl zOp%B`)rC`4ic9D#m|6T$HG+Cx3y=CXbliEe+*`)aF=xV<!bN!xeBAE9ty{paTI=Q+ z+MnpN<-fX59C4xSjkUULHsaF73vA{4kq^)^yuE9KI9s0Zs%H+m_f3VJUskaDTP`(Z zz;D@edcU4bAx~DQvLHhI*REDF8HJyi+!^FrjE5d{@A~2oyf1rc&)$oV(U+|v>ZS<1 zQftv_3AYDtjdDEew1fMoNxSw3b)1Js2nuTHsFxE3MCbHjZi!AV^J*saykT-Gl}*ge z(kIO%>!QA(@Y{>c6Zvw36Co9GIDt=7Y<C||?u}!kY`~!^uXBbhC$W!%Eubza9DWoj ze&Z1V^Y0AqNtNP=Kke!g<3-rZaF+QvJM;+B`*EI5$Qz!Ih*G;hv?08|X_;U;fafHo z-<%J>kG<1wNlT$Tzyq6<+(|Cv+Z-GHUsIs(@ia$soP_@T@MgFa@`_ux{7Ux?qA$~A zZz|z3<{IDsi4X0uA^hrinxepuJd2U6cM^QK@F5)wZ4P+uu=wUB*n^ql^#F3%uf(Re zQ5zfdiX)*`bs^{<OshV}!wcR^cWrO;sogm<sW;6y$FV)!hEKrjioaNeh5_Fcb(u;8 z@P3VR>4^>^o*c6E2rq!0^NVp-^y$HFzY35$p2PgmKbh^8CGbi`>Gm6y$a@2*vf374 z_h*S3%TbS$C(Jd!Fu)wJ?u9NrZsZvnk1YTGM7>nvq<<86n)c+~0S|S=d47Vu1NQe& z?;Q`H2F|Tz3mN}F9`T=vdzI=4_}9SpwRqsPohy;2W-$6W8>NR5fLG%AE{PuzAGZ9J zECuzDm)6p9X`^01SytaI1s<f~+EghGdv@duUsYg6T`f9D{UCHP_h55F3N7%RY1h4E ziqIkUO~o)npAynrYjjVAE;PdtLJxg}J^C_tIw|b<Y_>WF?(^V4N6yNBs9#K~1{<S} zLA0-T^b&OE_d3>Bht;uP(W-0l0Cb~FH*s=l<jEA7FZFcf5kJVkP~FQ${pFz{e;UqL zaIdMAFmR{g1e>GyY1AWP_c@bqVb5#m_6DOg=3U-BN&N)=MLQ!+<#+>iZ0)U>McDTt z(Ue;OxG&Q5U+M0s@9-&v1RY7jTv+ilxrZW{Ga~+^Q=|qSbZX+C2Jo)tmf7Z!F8EbR zgu<^H^z(d|_}B7acTTdUr9BGu!bt0^I@q;Y8cEI01m<Bw^j|Rjg$_GJ*`Q#HdYuvj zbujRZ-|^W#O%BZIZVysgATIeTRyNRsk4P_Qwn^<pUs_wQLIr-VkyQC03kRO_y5KtZ zP7U+v{Iz%KQjzCtFnQkwK3pMh*joYqm^RC~7z(|pXp8K&(|Pm(7)J}8MI4XK%=o}> ziv71a&3Ck+SHCuA;A|9u9<9tW-44Is2oq2G1^u$-@FUryh_4I2e0!UzP>)cIATNWx z>b?}H+UY|5!`ig^CE`F>(OEjd6x4sL_Rs~wKl{E;RnbCEkkQ@KEu;yaC3?AC3_SEd zS&DQ9KFn1G)CumvJtVwT;U?n5`6Tai&Z~w_?|n7E4?MF^jpnRCG5m#B&AJKabgJq| zb#O2Ebc$T{AnFkAf~*JffzQJO@<Vzju$RQO_`pYc<adwkmM2k1FdEX^V}-A)MzT$X z@h>xlEoUC=y3)sIzo`}C`kRq84m|&@Limr3)H}r6qmQTew4?4PJMyQp2lYkvOy15p z@KdfIS9YJz;nHg!qOT1d<gG=VCE|pV-pl<AtLP7;UT;iBzBI@!Hqhw}KURKe_W(Gw z>1cBNU@Pj<{RgNnui*Ks+sY^Q`k?MWv3Ey24f<#H{R8D;;5Yr##0JoXGQIA(F3W-E zcz?c{jC1X{^<>@UEAq2En?6(UNf99(r*i15{EtQr=HU<3t2%?L`QV-8Q*(6Sf12lX z?-V6~_e!{u*#W0GhDueYaqi|$heK#Hp)0T~+?y}N9B`@j1)f+Nf}UVSSP67DuhSXo z(Z<l9+_@h<{*C(7<>TZRQBRsvOE<ZC0(pb1y=yVat{o6JTPkC&jwG1xGkCTih3;0E z2<rP!esdFmhb{YGpEA3Tdo1WN$x=q1>{Ts7j(l9>hzn8GVeoZ=>%Gf|fFIw3T3@F@ zZ`t}uatL<+r?1Ux${qf7=@Yw{Fzh`gqcrFr@(AkIV=Lz92lpDinS^+J{0mo(58^ic zFq=~V`os5q&+P6pL%%ci>cNQ?_>E@+=_(7(-z%)j<tpNJqefdS?6zK0glAF?ak}7Q zij6JKO-VoP^j~W{2l)yu>k&NX!6A8}MgqDvx8BMYp7Xj=NWFN*(wcD7_mid{@Q1G0 zsIB%F_E6ghnZAU+w%N5$oh=GKueLx>)PR1by+iXCagVJ9K2(grkqi4jg-#+~+~j{V z(g~jLVG@;@@&*3TbXSKHesj<{-@TR{eM&Mvvv!{Y`l`CxBdQ(!H_^(coq>BXzDC8X zz>SD+&Ql|<!1H&$6k-JALFu&rvHV1z=)cG3UMXV#TwL*{HSlLR>`U>43g%(S1LD8= z!_VISGGOGiCFpiiAEAUjGwV2i5(JO>anVS5_Z;_^{qS5az|TMZo4$hoZ$O<o7I^e% z&4?&D9C6mtf<=`Y^Uwnxab$?^J^rkN3ny?dH8#YjzoXCLpQK~8vn}Dd6U+YH=L!|d zliq%c|KGzDd@=?+`H~RBR0c8ZaVA%;vK)Jw*+P4?fV-mhw_}YFPh;vgYx61bxto-( zvdW|1aXM*j+Y$ajx*E5J{EsN#uXP&r2)}w38D&8{&uMJU>OOS9d9SVVb>t(8pD2`T z!E3jcE(?#ILLWlR9u>KJxR0s45F7Zxz5!PDH0Wq1rkkSrHmDbPRGrF09{J!#?o}t) zJvA2>Q4iwp8{_E6?p)Y=gS-0}{32_>z%3g7*5P+2$n+$5e67u|yYQ#j(nF?}@Y|t@ ze}PX3;62wQUbyz*`M@5F1M!F}A*`lN<U!y^@7}wR!VkvccV_)y->;^$KW;oi-$-jg zO((v8=20#8aoo@5@&PLy6T}zp_Q4<H$dlWC9HOd#K6JTZZMPrlkK^$}2WZfrAW`x+ z81dxLfNWJ%9QyK|bz0mjpp&e8&p40%43Dbv;eUuTi$=s>_a*_?lGpBeAnzESJ+?Lc z6ZKSr*qeYD#5K7cij&Y0nH&jw3~+ApfAm^uP>(i}5PhZ{fjKFUudbA*;3o%nTu%eH z{R3DMq^)ruS|LjZOsxq`qGx*sMXU+QFLPHuL|7BnS5-8aOTo8J=oEHvV=sMi?~8}v zeFJk_>ugl$i%M#UXv={<E1FrR37opcrBW*X9s0Ed`}84p)Sm}u&VBYoU0KUiF#inV z$MuA!QzdvGPS@zDUx3f5%<mjSJTh@TsE`m0{;HU-PSSyUaMgXJR}5TjOsePuzqYlR zIajl54{d21`uLo&UHdOMApS?Es>r<qUy>VYvo;IZtrO`Dv*|$}p&Q>K0#3L#kVLwG zKN#;JkcuLIeE1<j{19}j)NcLx=g8x&-h95VZjC(yFANuHZ$bb2usYdP2Y(LRQ1(T< z5G+#Fv;P6Tyn*ji)?vgKQn|?2@PnJ&=Ue{3?q0+j<{h&GujPp-*`1H*iLHv;w}C!m zmHGXY|EvkrhnQM4aDLub35NfH56uqRJI^UV&p%Ddu8;gqnIZo2Bh*8~m1KXXq95S+ z(8*42No(BWHXGAr^!IH=FBsr+U)E|qdPoR%=BUP#NQyj2y_mhS+nVs?rP1_7=!tJx zUkjy};Q8(+AGW@Bg&n-4x9h<Bh@Jb{l-+4f;67{+!H;;8Qk^gI$_ae{0d&_zz^5L+ zNo3jOTQM~){$96GuXMUj-oyo+!_l*n1b+1F;RLlG{3`6BX~p?|_#bQKPzLZVEO36m z$T;-z+rn`{h$kmLntai}2%OI;vYLS1J6`;^U1kS7RB=AMd>el7PE!0f_*b*FtC!FP zoZHrp!k%vQ`Mb*ndVpv3@yHs){6k)E_^-sc8+f%bKzCsu`0T;>Mia#M6h7vnZQR!w z)oMk28|F)0e)R8u13Z)c&JzGVc4s)fkO(}Oc>CzNQp6$iCla|aS?DKDl+$M^fc<aI zz3@QXb~UDHOawkjiMh1d-$Nc`=Tcp-g6FCz)};BvjxG;XCuSi&>8sBfx*?uC<UU8) zoC-WnJuh}R1$nI3bs=%^sh4J&brki;GbFR^nbF6V_$5)17<|KPweZu4aNx#?MMWlk z%o7oD=*>I^Um9>&48rSph;pZf%%YDvlepLqy#7DeB;w!JcrFN&ER+8Xcm<1yhG`%A zt|uEF)#CSh&uvU4kzmflaN_996yohKorgEyq3)79ZR2(o`fLBvpM%gbN^>*&xZBYW z{L|*yM;GA!BQGg^Md%9*$#U`FLkk~jAGI_<M+r==;1h*zGMy6qTM&I>rs_nxq|pBq zInPc&x2w2so*wrW{D1z*{S5T!U)0{C;&>DDX0@AjCd-J+pF9bzcpVBBqlj(b4DZ9_ z`x3mi1UKzI&qJY@H%ba;96Al%$DR<GPK^49oI^4_>JAmN@trbV(7m6DtMOez{TF@5 zs;KK^(*2nzhh6e6rdGdo!N0jGd<n3}yUFpx$;{aQ$klLsIv4zUu+^CR0Oo-C3<6ke z!TT=}d1jSEcW(Wnv)zXJ6`PC`={j@>7NLFbkw1>-l*wEHe>j;SE`1wwWsj2gK8edh zK1_y|zBtq=hFBixc0#AnVm`?^2mCN+A@2s>c2nOX=Kv4R)pn9T0e{c3UeC=%Tzs#R zSxbU@AXXxZXGi|!Uin!`X$yS+KkADlzoC1}UKBh8`<<;+j~|1s!(KYrdRhu|@cN(q z+QB2w@KYvvgC9H@NmyAx{(Rc?Td_nxaQ}f|<?(a(39s2M2hk%xYdFeY={yhqpES$) zE5Mdu>+1ELm(Lc@1**PuV*&hAGd+;57QE_T(38e(%<0J|i!kos{z!)9hhL%Zp32H} zcaLUXEyv&AvCt7)BY7?kq96Q}Ox8!-v+Bv8JwD)hOm%F-Z;#@9_@Y0|SV4cTQ~#)` zgMBEp4xdNh7Y!wMx^hwPkPKoM)cuaWIJK|Y94&~mN7KK}Krasw5SE+v24AH4=k*i* z#Ccec(G&VlUD&u&GI*TSK8aj^@I95eE_tPD)B(=1i}>KYmCbT9y}tmzK17p^<9&;L zIjZged_9us$a@if_vQWdAf;=lXRi7j=XiyAYwK>hY&ZDHs<iL!9>&M_dqcDwfVasf zdmQVqKUiysjQlbD*KNd+8sGm>dCrdx{3JK*B-3XPTf&au0oMB~&`sCfJbFgaH?DWA zkp%BcHQS>r_Yd|EzNJ}J!M%DMiDSKjI_B^=ms~6t@-vSz;~%o<ryR>)+<pN&exUDd zh`piynTm9_FH!F=;cec+`N*$vP|SzGKZ#aYLdc;1u_dp21;Kw>AKkuz_w$bb<P$;o zk2>|aL$!+N*QB+zI{j!@FG~J9hWHp8vFVprYeN|Q%RwEzh`fx<)l~<0W5Snvc(*@t zez<xp65l`l`A6k3;K5Hf@`Zf(!Lgt-ak3N88Sg77OXB>gh-}ps9l+b;EF?t1{}mOk zY~GTE&T1LXN0k7-kR7l!8N@w$osk!E#PffT`~O)7AGGu2P5y!WidNx3tS;Us`^%+^ zcOF6)jv!Myfb*vQm2g7_=Os$b?nSGGI+o3iDZ?kwL+yj+WSbE;)r=-+D1bxEP2q{~ zqu-lJ`3}$@4kV_&C*gw~Y77eZ<9_anDQfT5;}|5h4*x1a-<@(4aWU*tEBe^c=?u&# zySrBZjIkvs_6Z1b*q~1qLVh!?E#a^3%z!%Ph^UjkyG){<_T61h_p~>j)7P1D)&zTA z#s9OCY~{8k)SkYRu(SdE+GZ>{1wI@zpi;8phWPQyx4;aq=P}V}I(ZBC^Rt7LKM(y) z*{;QlEvPR<)*Y}C2QGNUGCJcN?`GXS8=ZrGgK!$9Psl$huD4VUz%M#SYbjqW!rzlZ zDB56`XIg$#=c}Qw%St`R6#9+Fa^I_W$d@Q8USD>DogXVUTPYlYp7Xoz=iEWyW=nl} z?<VwC+M{u{miXMAq=GFtpTdu7nkV5`Mr)I4Ua<eh2i$vCvhn&=OXou}fY-@OYrFj} zTB?^U)Zs_H2NO6?DWDFilEbcxI<>lTV9Ea5z!$O~E^>%Ra@<-Xl%L@5A6)&?sIbrT zW6Guh^q<7#yrQEj=-0oMaU~jc<C7W*afQ*i$1d&gxEai4*3V^VnBksh_s-`c50?4i z`MTBz_kZ%@eSIP1U0e*pLpVoKpI@_oj$@y}&I^`#SLjQJN}QQ)V*gTeP0j-HhzTCA zzki$H*Q+~jJ9r<&9yxaN&^MMED`=a?pojamUbHO6=U4E1c$mi)<)$+qiAHS*`!g@* zy4^;9$)ti+dnKMzB_k9YWeI$rx6EK{!hDMNGfmkQ^!>SUwy)5FpXkgSHwORWsk+i7 zi~AZBdLH}<_N9<9uakoOD9$TNV9XQG-@Z*HsRvx{zo=W!V+0-M33Fj4cw)N2PtBPk z#CfU1(`^>u7hJAU+~9o(joT-HKc$W;zU}ar_SLqcpI7b^rn57`8a`tl#NxAa%Pern z#!Z)p(UuU`@lIg(`3>B{Sr>_5Cq?yE8;=ZN=f8Yxc6GagqaQ{UFJYcexo9OEeep(- zHOVC3@cv61QkfBtb6#}C3&FmXq_%?vum>f#Iqoyt57Z@0be*EmmpAczi-q48^VgE* z6f`ODt2&K0@yhr+bc+%X@$<%E>l8n*Ki8xx&5ja#l^Fhdd*$n6&rGiF;w$*;$c5~* zyEu0jgPA?G*i+V(oOOL)19%G6pFzn7z|A4cXc73mp5I^b&km^nT$`=mjlUGmgPQ)E zIPdeT!Uo`DMrq6|)1jzCd!6Ruv;hyA%X<5I4)xHmcXz$HkUzD%k&7d*$cvq#G}wpv zK>92DgO32mO)?cnaL!p#<X<xoC$*?l#SW(6?;OixdIkG0s+}1kLj03nNu*4E51v?5 z#I+ANcSB28=o;eFlWu_k6T~a=4iB?ii0?h3zs$<v2iL0qo<E6ru6^Rgd`S#0ZBC}R z3ij+7%YMoV=NzLb6LR<~;)i(j+ZV9cSWU-08Hfu>S)u1M5tsc%KPH_7Zjjd1pJ;_1 z>Sg&{ni1#HSrQ<|0X!pS;~T#XoD~ndabg;HqgSRfMUw`5XZiQEco=i^b`x7_{`fj0 z$-o>x@6h_6Xeu}Qg&Vu+zHedf!b``eqaJf7ZqCsfxW705wW}J$Azp}{ulj*LrN%2= zW5UP-WjHl;b<Oc}XMG5VRKc67`cJ(Ff4`>XcVtW%dg{!<WI^!oM;07YY-N}eO8oDt zWDxG<gF|5TN%Wz#_dHnZ#J;{WjT~ew=(jpkL>+{@mzyl_*f`Elf5-QsJmROvAIImf zVRx~C<@RHY=!bBQGVBIVPgv73e6fOlw`+H2uD<~OG&J>(hk&2o=#&&cj(Sg3BG2V% z8$!KrAFs1Mc#(YF+cEGiTDowWOhv?T@hklEwb*xKZm1)K`&GPmb+cR$xDu-Fx9>IL zenfcu!(8B4jn_me6Z*PLNhg|s?=Lo;M&F(RJ_QqRry!2;G$fMIfG4&8IsJ<Q^SL@s ztbs$P5I;nR(!w~=55JZBSUd`RQ!Rn~4hQn*2jx1oz_*}V6h246qvVN4V#t9f-{Q~n zhX~seQfgzee-45FaCNB*0q;lSbTwAYu_u7IHS*<ETlAMUGnx&6H+ivtsL9115AuvB z<2CsDKS!P**g*m9r8Bl8*t54jBboy}X{u{N;r%|;yU4aPC~$6F0wZ*pbEwb1V{M_t z=Pf@$d-MkGZ-PdiD##q?bN?xEZ9a4^wRa|FBH%CgJYv;wKMd`j`!b&4T)4XaR)BwS z2Br%xltTBb|5a{c5BuSD=<z>`=ZSnNr%iAMZ+Yyd`7IE78ol{brenaRy&UDDIA=M( zIE7Hy8_6FjrQPS_Xnm{n6^Xz+us&;1&U4rS#aY%1{J>eswQZAQ$PdaMb$>?O8tXMo zxZsEPkr^dI3S6pj`FiQ933z+W0QU*tP~3rLUIySC@1?Aw1?62HDw*;#0rj$ZbJ+lV z&b7AuR2kr%R+Wnv8~noYDf84vEA(IGu8)o3@6CQDHhc%3rBx)+wO?R&u8#IpAKuSS zPMFZrUR#1%UHsxI;zPG`;=o8E;(S(spAqs38XB*(B}??HoFN>vyNtf4x77;Fcpb(2 zO@7(X^_6rltwvpdPT?B+_SZM;ac$C4y$T%nNFC|kLLGXew`52b=R?=-ORWlf?fhza zEfMiIUX4MA4S91C<;x>_I?$0h-<vwYZimMTZL3^SA2f2vkYvEUYP}zo!8za3>v=#j ziTS}Ng)K&w&|B$VO@!JZk2@@8@#Y5Z?F_4UJMz^d{tW3GQ^*(C_;MI;-zVrVeM`Cq z9(8R;j!^+$D}|Qwivm|GME&D<5PzIgynJ?_AG~^yF<E69{;*@zRfhP*G=#u{JVM>R zrhHP=mZ0@g>OcV9ZhyoFzu)(<e@&I+{4DHViQThaz6<s|>Lt(T0sr}K{?Pj=_NJWw zT4)M?{=VLRahJc!(6_JmB%u$W!1DRGR`4FPH|B@i@b?@8sdaGPNlsW#Ylq*TGpDZK zM8AyFll>nMXTBTKYDmb~5-uIO6p-;A^VFW)zE2|&$C+!|8u59OKgNoj+>d&Vvfv^K zCC-D~AnDQr*wb}~N7r@nwFI@(hB)@V4wZ~e6`)_`a({)wOXxFe7mjd#MW4}>>t}0n z;EB``sn7=KL5JPs2N6#io%N*z;SVN%Yv?5IVeiE?i>y5|s7uLtCA7=~M?ZUcJO`h= zur5313;TM!7`LPj`}L6vIVTCb<u`BZ+}-;>$hD)t?g4yz`@E<l9Q8T^!;$j_$g{&O zRlkA9&Fm)_F5q89jbN=aF8Kca2%1s&g_psGO9AeC_09S#Z}{KaiJJbeyucaSQDJd^ zoKNwwOl9zTeWSB!hvcDq7Iz%j0)7Z*B}#lpJjf&y_Ng1hIi0xR*NpQvFZ=Z1JocY_ zYon!{0zT;s)lg;Op0imCZa%|3`Iu^Z-a(v_`p@n6uif7xTD>Q}hI~T5_0w0xfdOq_ zYW_>M1nuMX)Gv^4jEw}cGStF<|0Dj&b`^Tbu!h>@L#R8|xL3$PS88U7B9%eD5E#q0 zdPx%Tainc}i4^^Fj~H8+kUyx7)@{>#K%ZHmboDpzD!D%S%~bf&4+&G|zfVv%P+HT8 zwL+eKIw<5e3wW)lh|!<#sOKIlSX06|vF^*x3E+V)sqvBb5p<8ySDnn#oX9&?&CD&K z1Fg}%9%<cgOZXTzMWcNOd858s;t+U`oBI`lAMRJJ-~iVc?qy8pMhvwD`l8-`c-dBg zetH*<@2QH|W2^f#{0#hq`Xt4@N!U+m!cUni@JG?dE9c%IZYRGhoZan@nIpVnoC5yb z|F1=+5dNb-qO44|1RZ;`$5H<t;>M$@<%{44ZTStcy>iG~dH2g*m_k1DMv`6v_MTX& z&vUvQy3vBm$^o2v=nXfMW+q!gX8cgVQ~2r7-4;fTT+CmE6nHYppnr4JRAdMDJwG2Y zI3S69TU^z=;UM0hvRr{eGwO&rLVT{khY0ZpwHI*S);*V!?gl`o3wv~i^ET=ukB2XC z3P8t6xn{Egon!v@Tbirr7pPk03U>ouh22aRVAFzLeeaZJ#!d9!P#od+0?u9g`^1PV z74_LW4%I5lsOK3ZN~`H0-v1aq+Es`9?E7dw4V>!8p?9b@1>XuiM%?lTc-OOZL6Hr4 zpdZ^=WfJr=41e-}3x6|?@a%M|LH$!=OUV2;>VIr2Nt&Ob-|nA1nhxEmd(e#MIQ(QS zK)}Hn_iCJ3Zu2h@_%yR<dXgW0LpsY(0N%zf$@<MAUUe3XRya&UhvqZdyN4Tfw|7)d z`*5F@^zVqopP}w7OUMWVUmh^G+-XHzqvia3^II`=(WyXUzvs{ga$jVN!{1ng$jHh* zAs;u^7yFF&;}cN4htPw*DW1HXrcmVPtwm%S?wH36Rq*8$!TfbaTXanc{Hu}LmCOKh zV(00OI&DDjt+?SHk&ZsrC>sA3oRc6A>$A!t%&~jLX4|YHE`&tWxKIIS$F*wSA})xo ztZ`c!;(67}hXg-3qn>kDWbN!(^l8^$U*c1M-pTLKUI=};ijP;45%Kp}U=Ur!9B?8? zJ#3*B`bE8^LlErzjWyeoW#C|7tp3yo+?z~bIl*cReG0!s=)>Fa{q)3Oy$k5OyRx<B zk%{`XgZ}q>IOkF|1MX>jUXjSRcSM}QYg_scq&Q(d>rm1#8{*8zI}Q^b;LSJ1n23|# zqMx8C;w3NqX<#$qU6mpFo6uU)S&n^imzVCz55nFhi0FGLVdwvyyD&%%ygzDID$W5N zaCwK-8TaUzbgruqydeEoo4XzU-gaHSS|IS=Z)3qT5PAKdbJ-2Qz{3U%1V@hopYF$G zvb%uq(-6Pu3#LK*bwBLR2_EYaO0*a(hW%Xfj4k|#%luD*RU=MAN6hQ~@PP~Q$;bE6 zi~?}yn-GsV>ORyTQ|aA-M;A^e6piCN#2;}+8Nu)T%#C>o?ues|t$X&tzSyZ}Nxig? zX9-bpHy*$_)I}<#z@PF?=dbyT;{6f?|N3yCPWy@~|7S4b@qq&WaPX>Q)vx=0JOV#) zp^2cJfZa!t-t0r(&nECT$)*ndI%D2M1^9Q^eW1z>JfHljW#Z~b#NlOs|6k{^muNag z_g)P6oBxM(Wm<fGg>=>9`1|ZHnoTIdTU}0EOc)A)en&cWiFyq9$eD9#cVDC-=P9WG z;Eny$s6iRT2k9fEi;;N!su1JT;S`uZw-FjN1AaXqby*U_`#Fs#7`{YYP743>OAGfj z-X5@i^)T`=4z9}fKGg5MsS5H05H~l!@;T^%x21(2yOfN4LGt}yZ{XFlj56(7#Hot# zBi9pwgCEb=cfG=%4aR+0olU?sZT_2&e%k}51f?#DnZR%E@6%LqNBy7Yg2G20)IZlo znK@vWv28}Bb~HH8O!oKt;m@9@7f3?6k+*U8zkH86sjj3WXDbu*zzkA}D&W<Tw%BUZ zAHbE;xi1E&w-JAz6;ld9ozLGtv<f^uBL0D>`#5-F!gogjoS!TGu?<oDy}j0_B8Crx zmzh1Ldc%ry+|&9+UJQNr0ZGBC$U_|BbzTp_FI?ExxRwzg4w5BWbKv`ima4wAxrh_* zLdKq|1K;+OKB{&=|C8Cqd5edrdxT#2^3?}*{Ioz}b=YN<!m@P62I8;dbehZ}`pE<+ zf3IK1-Z`rGTQ<P|7pWv#q2NdJW-nyf@U<by_fNzzsPDWnNN>Z>ALD=cdH1=H>%IaH z&7mtjrls3f{(|%V-1bXw60bwfu|te_`>5oY0Xfc}NK~0+0{J6D-4M-*m(Z2y4!Zx_ zLVQmQZ`;+`Ii6=M@HRr{DHu&Kv_U^1@sqgQ6zJPZ+I;;OI4o9?lR$$$VI#f^IyNDg zQ$Huca=#b6Xj=d5d7N*)lt(2A;&Gh0cEyef<~IJAJdea&qMN?#xj{b672cIv??U`= ztNOak_5gm?5nwii^G<k_TSx={V7SwB?>OSrT);-4-6iz3FgT6y%%T6~`Hg>v9ieNP z+*uPY1Aejmo>S1k92q^))+7AABYnK@Q}F*MFa9a>5yrgbzc%^{U%`L&OU>N?j(odw z`7bXKc*{&ja4YU1O=0?U4j*`1_tKt|iNMK%>z{k!?`-bn$L--adk6<TQ-NcO6}7>; zJb0Ak>iYB>#D`-`|0MBmziDX=tqJ&7euS!`9P~8l`S>a`=mT~4&pkk1^YND6h65Y) z59^5=AAm<SWNGDe__xru*XtDGTK7Hsv^^I1oTqNRE*nGs(ZS{-k%4@${BZIy70k(5 z<{9~dcjbPa<~+Rud;e^GF6kxu(PNNS!{1je`W|=?p>K;TUZt}J{{H%mW%^mn<?SKe z=zNBGlZK$$##e|Zwm+Qu!I!$j1n#6yTN6fv&qw$%<MXzMnOWr^ALgIbZ16z+;?(f@ z&u=kz^C42)x&m{-CpnY2#qm1D3IEP+qCX(zR#(7%=qEc9TULnA8#RlfQmAV(aMckH zLif^mmvYJp`qpVCTXnjR==0PqCTq39ec4yPy_|+UHOr1Ce*q^mx%3_k!fzR;uWD~x zME^rhguK5L^1WY7cP^uTOXVt-_;=ifAVF#Rg8LS9-8!XO>3V$r@A|(Cfv>?j`_DvJ zpuTm<WqNntT!_Lj!|wcuFkSe_LKXULP80PD;=V5QB#5-eA)gLsQpm2v`3lUY=OTZ; zoYWY)gY!~+E>Y~*0-m&}q|8o=_;$ZHh_MQO7}gq42mGO)letm^UDn8_%Spftx^R<* zf4vlV>n}T5_6ykak^E<K8hD`Cj}e?|^g(1Bi+h5f_${>S++~2>zN448ia3|>ho$n8 zJmPkHw(AY(A*9D|kNTnCzMjZUIaL7X|Nhc{qv(@JO#PFS<PY9^QgKRn9rqyriFXvA zmt2$LSw8S5+%2|@751h5{HKw&4*1KC-&Ng7^li>&maEZVkDus;X5n=7kNwMHkU*R* zeqUm8_AmMbPh3}=)C2B2vP*S<7kx21`{gS!_(sf;=ib|xM?G{+PWKh+2T}$PclTAD zloJb=M|`1wO71fXed{Hqk)$K)NF(VZOvAwKmabl}N$ej9?N<M<0{7DK>1Ez8#HDh+ zDF<utDejAtoubar)!qwOb}<28^lQ9`aBd7e3349c;9+?}iDaI;{OLzmHH$4_{cE^~ zKHl$iDQk_82R>hHhQjF&$j{=YnQFkZ4utSNtUZE!b9BYC{VVdSAj)NDV&GtVYsF|P z^tpG|vFCwLTPC@3L@$5`R8-L+-uSn|$+7Z0{C|OrCIX-P=El5BFL=|EEVf#m#`_HK zZ(@U;5AJPwvSo<<8a@J9>;Ay2uatAU&)3#Id;9X)r^qXE7j>6`bHo7=YJR{Ol3BwA zTf`ajO+_go@DlO_POhvw=r{JJlZyd<{QTn~?hO1JLN>Q?7xRX3XIERwQD@z}s23@L z{Z`FuG9JhihrBKyOkxLrG<GEpTma8I<QhVWd(eN*#ZjPvxjXff8FtXkJ~6vA8o-Z7 z`|}5fnNTmyV*JWki1(KzSQUI6{Ng}tt127*P15*wN*1^n6wI&t1v)s{$G6{*XTEFI zE8Iey8<Kd??g;!j+pu3b2YqKZ7fL*L_1(_aHX0k8>qiM2&MxFFL&K!0l~-^-;wI69 zFYw&;*2-2&9>jr#8BPb(?-=A71WMsYr`Uh$kln?;ld}2GkM+@~Rw;gZ0OuphlWFvC z40|)O*Xs@{0xv|quMV@IzV(S~#{_n~xsSC*`zGo;IVI1iFGIJ8(X@$x{p$uTzVMeq zJvFra_~(O|6AiI=tEP&%ir-IS=7Lb)|LeSv1AXuWIfWAwc<$VWnMW$(PE2>-Z@xtI z$BQp8jR9}+tM*=Df&bhKBm6#rIF*OTc}N^WKSuFg{~6#Nqqz*lHoiaa!+8de+Qi<8 z7KSw734zb~oy$L*<FxbIH*LJH{mh-h2H?4$|C@FOE^?_!x){LEtb9i1Z{qzcre_N= zc0jLiRB|L1g8xvKm9h(f-*%XqI9x*<KkWV|74c~QG@omDGhT=P(WW}$_g($z%hFny zli0pwxI%$A^+36-3UPqm$hc>A7O(qEj;u%%_hwO78p{p6{HLPGZl4STS9?FFEOgb7 za-)1{+(%OIxGwyvE_7q@9eBOU-rL#+yuh7qlI5p}3$x;`T{5JolU@AX@C@fsS70zy zp#Z&2*3>8l`cJre_jgVw@D`Plp-DQtU;fV0{mICKv+H<iqG9*fRmacc=M#KlKN^7N zMsmzuk%#_4=9te#eG0naU5<VY;Pc#Rx6Wediz&}Eh^XwbKjG3=bIeKP-Irc9IY8fT z&j0XH=`Wt2%vLSE4f}2Q<o?_d_u)t0#A1TH=C+<hXAbbO|9qISDc)D@7s9nn#07#_ z`;J~e;+xHzO|AcM-cM9gB!GL|r*vcPKu22TEvVb`6#dSLP3$9|p(7-Im)Qnim9iY5 z_*sn4ne<@b-cjgwf81`J`Uc*fLSuWk3+JomOs1iZdAp~Y@hNRMf9vY(+k2sd>u%;r z0KabRDXSuZ{$b(d!zH1L{JY`%r&jRii+{G9?}wr8dHeQnmpgcUO>&}A?DdOaD3x9% zpuX<6meQ91{q4YNo$?jblgng}--mzuvIQ5_?Zr9A%aBR{cgxb)3M~|Huj2bOccc(s zZN&4g{6K!Jmab`wej%x)a|xr^$B`K(J0OaC;GLDeK6VWE$8^ZO@fPCtH#ton<iFd0 z?FJ%45kK!cRb>Hh9?PDsyVwmqk!SMOv<uFk#s8r+`tCTmo|xKrB3||+h_Cx#?~n8` zo*DezOBKeWw7{k3ag`B`wKjwr!M4q~JFx$sF?nYZr<qqrd24Zg{#!Fzy&IUHb~$Ys zXbk?_L$Pq^Id~9xdndae=I!DFevO-;?oK;*Y}d}OdRG0pnE@Wx?Z&x@JVB+G{!nHh zzAs)MWsA7LrFpYWs}K5R>VnFg7j)9X-lK;OppK{0^?Mt5z4cEy=QjA8IcbxD))f4C z&vH0B&OOeSKR*O{OP%>1*`5^qyr$~n;au?IK6g)L#CP5Ibf1@@H`{d#kZh#l=Sze# z6L{cv-KGD8hB4n0CS`0B47->PsA<MIKUdx-J&=$6+XsS$;>6Jpe!6#W9Q?dPxAp>C zBl>~solcHj2OlgTM2l}?9-UewS{i+4pIwNjopBBg%;W`+KcZiAQz_L4eL1uJhK<wk z|JnNNZ)6{kN1LXrG)dyz|BA5dfG3zOwVtv}2agG{<CcVOQuFD?6Bfi9k+*-RLa0!0 zonBMjJPN&{P3ijM2iQwGY?a7|c*(KXs4V9=o{JcI`9p&(bPDCLno8J>if_-eHt>xz zeM<YDU4V|8e3t7Te*TrIwTxgS`l#b#{tB9-UYEGczF3Psf4RzrDGQvZP+F6DCj2bF zUx(#B<`m~F-b}p4KEG=2*W~laCya`!e23v@PZRZ6$dKO{7aVmz1wFj%vRw}HxYtf` z|3Z*I7`Iiu=>mS8Q0L;>5C6y={Z-o<i25NN3HKf3QIeUR6T8oImfIg=A@C49>=etz z;56vUO`dK?1~K<~;M-?S@U^>wdT}Jj(2sD1Ozk=Fmg3Qp+H(!u@2Gy^r+>)n)Ljaa zih!?avZbZSr)bR$N3!tsJ(l;DUOR}N3l(2uj-YPa8~529@7KICVEqVi@uJ4gorryi z3tm49%CP^o|Ca_&Q7ibzgU*WGePd+AK0lS)k#EmjJ$wPUL-ektR2%0`G3b|C8UZ|d zAT+)Q=T*<%`|dmRf;Z>s7}>w${j)z`z2$_yq}sS@6WG~UdB?{VHS{I5oR`obM;~dV z#%;b;^gY_82c5-zNpaB$Y<UCs7q*}218<ZP|G0eNf{y)uEnY1f{-tM=AX^B#e;!y{ z2%U(W{ylTVMeI3yTP~Q5c{kfgnYLN<4{QmB*Dm-VfBw6^XFe2pM1P0UN(1s&Gl#Rg z&*?mQ_#?$UaOo_|i}CL3&~+E8^Ikfm&)H?(h-(k#<V@YpGIFDiXm-tR$rN$Wh0LYb z5B+=>zPAi~0M4HH<)jZgV3{a<7NH3p)A`;)G5F`q<gJ@Qz=4$x9&0z`IlT*k7QVW8 z4v2C>yee>RX7udwaNx~)C(Rmn5BkFz8aXt9cRq%Vx0v?fo~{nQ7X+^>%2^d@z&>o6 zd;Jq9;HUj3-V!Q-n^u<xUmppvB~)2<Oj>E74z@b_d<6B~t>LxhU&g>&v4#4EpWug% zQHDnJ_<B8?f43fE=vPP20v`Cr;=Be`5_F5(7DOz-U*FX*=l%G-o@gI=b^IKI?(^^{ zSNIL>8R7O2=o)KQ<F9Zp_AiO^I1xwQr?s6Nu0_9m%jy>^@X}(RuVv0t(C_-chNtQw zE<1dm>AVcPay=NUihS6@*8fV`EA)rgA2uylx5d6_@`WYDfu9WhLB;jh%dz=2Z4P_q z`k!<vjiZjoUeIXptQb60I`>)FI`Z(7D+8LU$Ui4@(gJ|T;ms`HRm*U02eda-fNw@h zuZI&G;E#7bZmlk0|2<j6lGQTu8q&14v9Nnd|G?hk@NXKb9?1!F=-gjA@6jWEt}2B| z_03?8mhzROHTe6-q&>89;1ADoXp-ik7sz%wFU}x7GQYd}O^p}+TO#xLLksFPu_GI6 z;fRZzUoIEJjv7B7ktSIOp77Xw;DH~kg(;=a=3w6OljJi4;D)nBKJ@_!*b~#p)GNHN z?T+s%_UU+k!u;C0`216eW&g&1V@_?As)P#n-7a-UV;*?XeaMS`m$!#SRL6|r{dg2- zo-PDF5FQRR<W{2ZgPF&p?k(`c?EBjf@TZQW+gTvu1P}XDRCn-qt)+bv^YhWi#Ihp5 z)QP-;wEn&~c<fer%!Qaa)b*@}Pv4%zy}yPlg~89ByrJR5{(*Yyds93=puca}a(M#> zRtJ5HM&WmRqxLh8fyc<nHm|g!FO){~>4$0bWq3p>`3m5iD(NmCs72f=W>%%<$9);_ z23OM~k5JfJ%>OSIdOcm7R^4Ir+icKW=V{vA6YyX2H{iz*NuE>^?yv7moX1V@4*tv= zjk(}2sV6<mcb`+G`l^>WO&|Kwr$Bl7=co_ZR<JzX2fgg4@sEGt=Z_!#{a%aDdDz!P z#R&E*q1}~pv>Wm5X_Qtd^Z-ur>sR8Hp|i=<U#+{1eys!wJCXb7pW#1tJqY{~pYD@h z7If14Qnc3adj>Vn9d^Xa0rn8O2{Yi%>!YK8aSz6MQfoo5>&&&qNipb8l@U45N7?au zW`i$n5263AWAf6MaNvibl$lT@<{{%IA~epx?+bDp`r$`HT&28U(okQ{QZD$Niaz4U zN}bE7S3itXD(gLu{oau=#!tJDzZG(_yuja=3}H;w#^*@gO0TgULO#xNICAtFbiRX; zY309=uZ+_qEc9RxPDEMe0?Y3FUsZ4pc#-!i3#TFY-OqCEi*xXoj|Rcl&5-x<tPVSl zgks;rjM7nVM&w_HjjC1X%f6?P$+NrX=NQ+Cki<azOM0FtBOG}i3!Aa@edt7c)kGiV zVXi?ynco+@b<YE;@MY+Vbl%H$^>*MTYH|E}Bj67VGeM#7zkdJma9`ld5IJXd0w3m1 z`3xdEd{O6K>G27Eh`t5-qaklP&^LT4ufZ7c%J#%B-&142&lb_4Mc^-4^6Xdoy{L~p z-uY(y6@4;!N<aUCpKi4qwXQQ`Z^`>XCe}3kUKyY16P){;tC(RjbcZvuUC&a1WBgmI z>GR!)SA_cith}KMbtVN0$UyHP@hy-kg`Ib6^>P@&p4C|PC!p@Sr!t^E<N@?t?>fr$ z4B(VW6uFE!>Y$WQ@2=}W_nru4*;@yD*|PiQjr`l?#8z!!3tlH%gMES$@xlGg1m__7 z`fl$1-9rmJA$s<tml*iVS8BT-etzQPyx0Lp%v0JOTAvPrPU$@Gbo4mhU-pU6lSk3# zQXn(_4{`c6woz~)K1hB%9TNt7bL4OMG7mhF{7J_d0zO31RUr6K8u2^$wFD9L7w<bK zmrnQrhf)(qwc=6d<|aG1?=bS5rAB$NDD*9;9ycR}U;X72ONheXe`dqbt#=PPMsQ;j zt04OKhU=`4-9$XOKUKG*jk-Zm9{>Cs=*%-zJkPaYXAQU3NgdF)5ozuIrw96}2i3^G z2;^aRxB~wnuZ=Gj(j$U@Xr@yJZ>pmIlAmd`6F8B3>z1Gm@QX!z&HLr9E-4y*c<LeM z?5U`OMS&|<N*1)Pzz+^4CGKsphVHb`-8?@CUMmpJGwF-`P&X>%3@`S8Prj62g#CL- zk3?G_J{0mWb38;{^t-S3Peu4UqxdP2p>xnzp2aixc;WdmP697Wk^e^>==5VpKT}Pi zsgcSj>@PgAHFjnRc5BjbdNU9FW4+b4=MM6OFn@0W^x@0A<{*sOq0c+lF2AW9`+hj= zlANGJ^rTHS-oWpNg+J+Efo{sWxtt+`IDLk@I_dmt^x4lPp667?9v-i4n~aO7ds6W% zn8cy}_tkovx(|A=SoMjPtMHHOkB&@2@1s+X45nMd+%H}0Y^4ZzcDBq7=2O7)5_$c0 z*fj%ZvZA;;p8L99a*hIjhumDWI3Drh!)l#sHT+<uBh~EoQ{-=T@1xT5ptIXox8}V7 zKcx#Jx(Rzx>F#0>h2J^tztN)s{NU;l{uyeHI#2Yu*ZTG7d;gQeMmGdrnEqVl0dUY@ zp6}@iCFs{_d>M&|$3sK3zkkmnE{$7>Q9>V-x+lKni+ek{ma*0&4}biU7&|uxK2S18 zLjn6aoyKlMg7<suM%7i?V)#wZ<v9`P8R^lt9j=1UUzi>rRC)`(^Y4ow%VX$$<{NJ6 zg2+pow2yJ)b?Q#dsBR$NIupnt^UMIcTT+Dc^K;0XGzPZzeX=HSah_x%LtT%l*LV8| zbhnGwkH$?v|MLl$qez0@(>qCCTLIqn#VPIZVNvLSKgW%OkUtPE>3miN-rT%oeD4Nu zf{D}WKO6X)jhTh};q&0bGY%Z>z)R;>;R+<cqc25Q)99jsv!ep^TC6y)gw7r#mfgIV zWka3@b(?suZymt76r;t1-oeQ8w4A;y0_Xb+evC5#|A&V*>{rHdj#2!+lwXmj3I**u z1iL-@$$@>~C+b0ODw!{VAB-fnQx5T=-|*GS)!sVH>$%Fwo8kM(ld>f-;8WL2I;6?U zz;^=c<sTeJ{?bHj!sHKJebF+Zc?JGPt3yk&iPxoRU2Qf6|7~Cq7Q^pp)hC}XUBu^M zU^;YcAL`Whi%d_zi#|OrIrs?i;X)0H7qZ+GOrF}=4Yh(#nZTbH3PVE?!cO&{*t z{&8tG_5{hW7pI)LXicyWV=J`8K7y)G2ilM0UvlDN-7HS%<HLNn1@(bvQwe4L=iy%+ z9%^jbn9pjt-9EgIJwy3-#<Wn^zSrYXo@<JH_NGW>G4jYSO^hY#;3pPBThhBa_Tv*0 zU2T65AJoP=Z=+Aaep2V!67ssNoX4`7R_ObhODsK(^Umut{dLm{dKjCj;2qqj`ertn z3G_3OnA^PDbC^?YeUR=0o-py1`rW4l@WQ2A(b3?u4?ZwTlYq~~=@r{?Qo}BjbpL)X zK^}d@OHCI1#N`&#gYQo0i!Sz%i`>Nbw~NK4*pP1-PlUWczT!WZ+;?yreEbJfJi8m} zh>zdXrk@AT9I)x!7lb}2Vqqp;7yLX&qLdu$gY`ID--$8kHRCs%9ng>Yn_W0>+Y)`4 z#d8cHywKZ7lrlRwQ198FQs{6QbFk|!vPQs{OZs8%Cu1=0F#o;mDfBagMbqLh$g`tF zecoM#-Mfcb2cBaD9~uw3^KAh0irsyeA6jECO_{Vx*d^TG-;W*a(9v150*>9|L_IDh z$ILPqdivIFE`FRJ>l&5AbLbF{n@cHt;D2I@CWH$(f14GbL*vL};w}2mvOrHtxxuB8 zbr|*dZwe)sDG)EKCO)cjpnr{QsLTm`Z-z~^anCa5Tc<Ku4u8R1W3F3my$R}e%Op<h z;C0X5=UF-d?}nJqmIZa8u5*<<<lQ*(7v14YGRQOiPv8030bcMwimp2z%QgyUCYz8V zMcG0k8YC+rGllHE$%rUKlD#uRR4AJ=qK}tQl#mc2L{>sZw(s&+KlDED^W672=eo{y z&V8PMZ5t)KA>cf>y{OuI_|uBFGyNv?orismpDlm`1L?uPv%sTOsB4{pBYSrENH&po zP|id<bt7*TZ7ltGniln*RAv5lI`nn8Sg7hNBW~u>L^NiAmwC-nTzQ7Rxa`$9uPyX_ zCOlU%0`In|b`PX0$NDg@G5GKHODdO>n{%N*rO&{Z7<M6=8bKq9{J`+0&X*wI^ZidL z5v{PRZ>z6X4<pXA-|Y}=$9hZMPN`ABd9A!@)0=J3m*_VwbkpOo4<ASm{>aAMEFUtr zHa*n&3f*(wSUV98JTp8w_#8S%8^iBours63($BH5lkjTq{Evw1C;yt>q<n;aCBgmg ztkR(mU3kyD#*BaSsifD|p}*xYlSRQURQ^j^=7<2Vs66i<4PLj#AY&VO4Cio0S@>z% z@Z3edqK}aOF|9X~#X>jy@!y7pBi7L%Q%`ue-^2I5_v73m^e^97KD)7m>pml#qLjg0 zbv+LHbprV2T#S@?4s>a*I8isOU*64?T0_Ja$DfBMUvyw@JL%s5iahX&kCoN|z=4Y; zLVALTTZUE%(I4Rtq&Xkk?}6VuoxZKqmx}jnUlq5a4+lRHefjGH_CHsSZ=dxC_)Qg= zG`}qR!;I2GjbTs6efkQHfWP!E)0(=RMZHD#yX{jvf6G$rq315}(+TppSMuny5lz_| zM4Y!bSJtrt@7&{jVnj+0`JXydUX%v-jK#Lw4b=Y*>K9IT#Dgzcy3ox?KtH<ca-Ror zes(g3%n)%`#iGq;#T<MzeXundx~%8tlb6F=;pZB|d9BE=x)?^wAHG0;OWvL$EmPnp zX~lJeeiy=@vq@VOcHl#ii9$m<=nta0^}`i>wCawytS$IQ)OOL>@21^8NCVqR#P83M z<LT=&z{T_Noqs;!dk48`h%TTnCvjG`26ns8u>1M${Jb7DAGf`*=LlM-RVEkI$*R=q zo4{lLT>Y%6i}fnENKKc6A1oZ=IaU7)d3>~fE}Jm&l8QFB_lw|H7q=e-!apvny+3m^ z5Pa^$n)hzp@f_)|;010+NoR_m2mz0r7WmJu8a$0>{YE7E@juBfNnc0(cE>MLSnM47 z1L)41*}?9src0$JF2kRP*B+&{pia#_$Fq|Q-NQCs<}7%Xn!I~v4C-*As$LvjH-Qt! zG}EMUewQFT+{x32Ie$Klu8r+@Ps+QHxM4}uN3(qH^aD5A`3=^Bh@lT!b<xG~Vy-Gv zW{o_qC*6N}y7?*Q!glaDdx9T*nREG534Qg{wUTC*+o;c8rJxTZLLaAC$!s}vTtjig z77_T{4Ci50w^+=l879!|o-^b**Qvw~zjBpqi#m>c!;_NLj~Myq!MOB5_oJ8_%+eSl zZH78<f$-0|0L0S)&SxJZ(bx7Ub!rWHtK<6-<_lQ=*hBGAWx%DA?g{iaZvuCtkFyCq z2EQuH84JKZi{5idQmTQjC-xxqEBHcyht9VmbMRP>xNhzNoI~ht7;grz`DE1X--CE_ zd?fnK@+5Rbn&F3qz-gX0N5yMzVV@smHIKNVu9`e>&lb2zvpo1#5a&6m#tq(zU{2f} zO1Hn`nBV&F&t1+X@L1=T%6h$Lm`@^e?i2;$3P+&jnMv$RPxey4FyheM$=6m-aDKO- z?UyYB=HLF&FE+l9z5=nuKZm}8-$t(O$k+BDp7Gyb+~0zFcD985HR!2k&#mN6f=|6V zpB}T80zSOBF-H0r`*SqLgnlpT7Z-!nM2Jui+9I;Ki1q)kAe`0*`9t7JPpB#CReSS^ z8;rLw=UbFK(C;|rr8u;DY_Z_?U;U)3z{jE)Po6X=LBF4i(!^Kr*%2#+h`Y$g3#Z2f zqQE=J=fiu1fuAOK6T3^{w?YN}8N2p(*X;4q1K_k{uAuiR_!)`9)Z}iz$)Sj82W9wu zj+Rx;HZkHmN6X-OTzCD>1>ZBl;M4JsKHW3H`szCAg$?6#Yp40BI&m&(`al3H{LL-$ zP3^xZ<oiNT)1}klM|$SGOfl#eQ8^?%g6B)AoBR@N2EHT^GdhKJUsAksX$a2~toWVI zUKl(>`<9Cn^l>HGfQBl>m+TXwJ^r1Jg!+k^SHx<Vzx!wQL>Ktd!4i(gZ}A=v2^+Gt zGw_#$V^zOZFrU|WF3r|((2>yMd8PCucy5_c>V9fWOYkmR{}~B;e!90N-iQo*s^>EE zYg+V$5Z%A=<Ot>=(<vF9(Lq0(sBy|RKllPCS<8kO>VD+3yo0D~9N2nbOAS4pd?rDG z0yuU|+0?!tc}Dfqch9J)peND~(@avM4|VR9MKT%en_S?a0QOHlKVg3d{yrvO&fY76 z^;sNeS(yXwCti|x{{eji-C|i4h|f0Et<+Op=nwm-p>+W3OsHl1#*R2+FW-8q5Bs~V zW->{Q_^KHZBA$zU{-jEUhr@5=rLBzNPDRi^F4tEiB?5Q+^cNhl&s97X!Lj4;tGa=H zKkN^Q@BDjq;J6=+<b|iu=ZO>IB>N0-PWrRQ`ps2GLh0L+N~7oT+#=5`%7L>}?#*9G z_o2_cMu_`|Ep(_V-tJ3ms6)sMREmPf+IdRJ_h~v3+9I7ycd)+OWwx57Sg!|8a}(2| zIA^zWw#*#ssqjgRoe8=Jv7ut+I)3lN!o1}V{<KMA7GkK2`lV^6H7WdJCW@~4)I8=F z4Dj8V!tY~TtW&*Mp+}7>y!He?&>dAXSNMx~v?!^$+lQ}dFVH9q+-KzUTfd5Y(behK z@~$4@M4UILECD^b$v)9R9{OoXOK?*gaJuvPr*OnEIU=#BR`6P?Q)fPK0;f2ZlQ&mA zkxy2SC*5;}f5b>VefI!<`AD1R!y?u*>OZZ%&sfiI9XDz5`@B@;ld5v)Q_hN}QTd8I zRVt5y3FnloYi~80L;uh-_ZeD1zWv1BbG9CN=Y{Jd71rnnY^D7|etI2x`$5%fl8A?& zSzDvrVRvy-7vnaspbno|UHt{?G|)bj$hiRfcDT)3ejRg!ef1c&;HL_UU-%iCz;nhG zeD`DC58brNF*kQdg0!j62?ZwLgk}4RG|saVJ>Zf4dd87JPv%&B7V)azF+Ji3=5QR1 za&OWQcO)=MT6*g|btG76KRJ0$5;#A6jORS^@%?(DQ#Ws*zL%5`kw$@iJ6$Uy@(6M8 z7VWF~H;#l+LIH~r_VX|OW^E??_fD6I7zOO*D{J)XHvIZ;$Mc@Y2k>4g?hsN=+~?aK z7n+bf)X4{=6vjW}Tzj_nsw4dUj&zF8APMTXYEF9Z5$EEj6;3@u{xINmp!NQK@N=;< zy^m1u64F-pGP(o*@E#BK{0aZFQ0XUg$GJW8KT7?`BUo482T6e!-;okIrgahibBVlH zupV(LrlS9eJMzoev1_6P<fTGHcAJQ2cdAcs*Ek>#<yg?#?E?wYle=p50J^f9jLbUj zpKJKeerhJfy}~mYhmGOqc`Wfq!Gk(R*u>5t&b)gvm@KW0`PwZcF1bZ`{{#D=M>^I~ zbe4sA;GiR+fy*-`>8vB+^wa0JSROkPvY6ez^<!U6PFIK6Mc}!EcD%9>PkoY)zZn4@ zG-%#$9S1KsmdTLw;u8ALn5M&B@I5+rEFX;a;yOLA1`8N4r>t@8*~?z^nI^x@_#uQk z{-5H)T*RGLh4@>ao56$M>(E&tuk(8&LVe5?{>3PpeTdhIu&^?|hY0aV*ootPzBJBP zQ|)`Qh4r?y>GAG_-S4|=J#P#@cy-I<sSe`*4yVj{g(&c{ulAqUz}JYKf>vWKu|K81 zM?1-&g9l&C6~q5K8~sFEF$ncDypcQ@I<9iw{+4gyI8Pu+9rXx!^Iq#*l-n9~;Y;U( zny)~A4PpwLM7+CqdH?X`!>)wlpV?{8$-$F8>s*?cLfwipsZSF8$~)MMjtBD@k_1Q3 z%W&b`Xqs!>JFJ_GeDZCRgV5a=sSW27@ScPmEjr^O=%)2=(|9%<3GN}y6g<eMmq(R| zI5r&!eqHA{C088?FFtQGY4Kv;!l<HnqA>6K#DQDVr0C~A7pYiW<wz(}HTatO$C04u zQx`b|Km6cp{B`3VzITp|wF-X7RuZz0=MDT#_3OPR@PdO+hxeUCoVm|3X4>nIbr)50 zsgcJ#ZyR;yTvPN(J*0T$Z3utnaIpA-b(bTfcX;gwJ?YpJV-6nZwF{qG0uVnKOKp?6 zoDg3a*Em}d=N0N|{;Z-OW!p`lR1S7ry1Bn*_r1(o%p=E`!Iwi$D<v|3&wej|K=p<R z^}C100(#J~Y_$caTJ~U_`y>yECZkX6YR|RZe#+O}>_x8NY0m3TOw)YO!3SdmW3M4^ zV4HZD^AvTHTPam8$b-0U@M)jHzVf@(Qx=1F|Fx=Eo(E3fpH(@KyB~F8^@<GBRPdr~ zncJrp!Dp1JzL*U;5)9smAD>2^MycnfD|yt3@bR8xLsF0<VJeH9D)qi2A^4z#gD}?r zxDM-g<M$2(LXI*iF@qx^e8arZngTjQC})oeaP-O;A@X)3*0D@_We#|5?;_e=Zv{Vi zI#(hXkNL5C-z&^aIueRs(aLLJ{)VNk#OH9>^-S%kLy!#cN%xYV2G&zJ{+e(#^6OxO z3$9zXz{BU%;Vy_bi;Fj{{9r#fUzbHu0e4=~Sv0pz;9N}mY6OWl{Jd9aruYQT&j@&R zYauV9tjoAxgt)?w6J-g1vCrRa6!xwIA07;l)gsP|4<C8lGK)IPCBZcRNZ@~xwwhim z>Tsz$b0?DUz48+w+eOfil~=sRR#7K7#A<TD2l)X@$Azw|;6WdzONP*&mgY|Rz8rpI zW0jM$i2b`ubH^$BKk$J~OO4(49axYs=%`O1FH73crEf<+%ifZ6zhF<LcXZk}!2=6q zzhtD*pnvC@X6^k@=zAmet*WO`m(PguVmJ*x{7m0#YY6e1EnsRa26@M4U&&+mxBbQJ z&|W^&@izhv?Vba&r>CqvXahbcs(<)H7v95DZXAB01bMba##=sI@5k0(joo#c(sr(i z!8&X2hz6>jM<01ZpN<H4jM?1b0kc5#6Sw)QU*^Z0h0_~`ymrvz2Pyc~o}&)oV>_iE z4?E`^la@i=cyq#_V+8hR?a6aFq8W4GE*h^NxsP~l8^rS$`v0Z(A-)HJzYL{{RYHi* zYIh4+A3+Cv-EgK}0(#T*MCBp}@-1iL0k)UOhm(kj9}|!d@O`v8Ep-|?sn+X`y)DSo z`&%?`BhSv^-X^M5LtU<@Gb$GPgjq|6jt>{=c0F>gleZDKf+&btu`eIGsJVKSan7B8 z)`16kOof8Tp$sGRIpuF~B_!ayvkd=Rx(38)=f2yr+n9Ug;5{C~3jaE9|EKH~-XG%2 zFz$={wro${k#Rx&bL@L*Wi|R@4!mMgzlivdV?%ZqafI&QAN|Lk=o>E>P9#N~8RgO% zq&kUuOJSU*nKE>`)yL0bfIp2ncM|#9;dkEVr!RwdZgx|sm|@-h2E=?8v!QPu(aEDl z{v&g#i{v<XK}Kr`zndcLq;-jh5Aowj^<Ei0<aH@mi~{%LIhNTD(UD5yT#nI`_UQuD z2MKgk?uZ}D?P+FXh$o2_>&7GUu7qc|?LM9X5Ar;rUp$wOegAgyt$rKq<i|Os7h~Y# z+K>B(g>Y{7ocaNEb<}Ua?HIn^#<|j^$#yN^i0s=>$8YEW$JcL!t+s>TFj-$W#QOhf zFEOBo&Y`wQ^mQHi0cHpC>@mmp+gu;toquwCW7h3Dt}ou(UR-zwajf;j8hJK!mgBuN za~jyE*%L=35Xa0N?kLjY`PEX0f})7Q(_~jqzj8!A*ront9{xn!6@OC<>qTSdGf+g0 zc-L|Lk?mdBmmPy_!vXZGq&6z1BOj;;{xtr%7Vi&=Q~s4p2Y(yMwYP2s&o9o~PZS8e zkFdSD#t57x+B47tT~B78`2hwO<XveO4(_W5&$-(CWf1o7#M*bclomP>ompnd9O8?( zWxQG_<})Sl*H~vpJ~|)gmL`dMfd3<xI0N*fr6x(aTcGc3is~`zALya44b_Vf=dTA| z*A|dRUpM#8W49Xcp9gBByXV1wdS`@L;CZ5aE|fny0bEw~zRIEtzsgGw>Z}A`HMsCd z3Of3Qtyfk(y~vXun*EaZ0{@g1R}F<9R0L-T^TRI&<SYuTIZ$_68W^+0KFy>Y)H<b$ z^%>yfTu{LKh5FJ~NAbBo`}s3>-+O8I)O0&e3iaQo<BZL@(En7c1&7R_|4pj89tF-k z_!M7!Fdy^otktSh;RoEGs&sQUux=%zj3>nLTp@Dl+Q2>D&-r<c=IGNEZ=aab2Vc=I z8%#zXCzT)e&cXrx*nVYN8o-gTe49S8kI-rJ3x+aa|0M~+>i0TOceoT9U;7$3K(8V2 z4gPTAg-~wFINlTFmiuj73UPMcm!{w{&Lf7+uRKKE<xX$@j<h}OOHYl)2zi3@m4-~A zFW{a3IlIq7|C^Ih3A&mId)Rx0R@4aV8+DyywiJ1`d<9daHtcA6VS)iVM8ICr{9x=$ zb~%$NqY&(7?*aaX6zDan4xe`O;-nA#H(mV@*G<IVRh&g%fcJu0mKf^R$>W!~-l5*J zNzAhe+;FQTPv1SKFz#Q_Q~4ftomKhP6n)Ib5wts**bgS%HKI`PsSxc%nPB+G?4jA} zm(A!G`0vM8Q4-8UI7cRPxdHp+5v6uM0{)cmB=ax>bv=V8`bELO4Qf5-o0HIcw)=f9 z|3SWG|KWj@A@Viq{&(k5C#_X_QL6~v^hv6cJO#LDc;EVbwGVi&4sS#x{%-&6skhl_ z^i95^PMGh)J{;N3CJR9RRmgDqkQ}a)UvAEcI70jT7{AR!^l#}rCzI0vPvNQCn#O+o z5-*SyEWkW0MXs09ACa%>IhKnezT|{vXYS&Jn)BhqKH&Ls#>v?)VD}>GCRr2se;1BV z6)tdszlS;)_M*P}AmG6Tk8a?C0%P_O;8(Vioodq+oagRaiTf>wzN1SWq<L}3t9|ce z@5k>C(Y$Ps0B&$8tZDh?0)LiRQVih-^hW$5)Q5NbEuMrVT}EArq3^g7^1t)RpZ=49 z&Xgip{8bA4=q{^-ZACl$NjT2+E8@_RnOMDS<ki;kVz=eRp@)~emuLX4+_gXa`p0$D zTiwERg5WQO_ohNBaNQ{7%<nVM8{d@CQ@<zyu8+0#lB=Qb-O_X^4Dpid_>Yt>;K<J2 z?cN)xqi*$7zi~`JA1Iv41$j+_rF_!^UFZ!-mzvqYJFRnVmEQx`Sy+a}f3^VM7d$0W zexQHPt~x3jd?oou*!M2P`8BqgeV4r8|HowQpK<~xjOwWa5XZcdeo)XsXUJqu5Nx7w zCVVfEEbE%bb!o&|$*iz$#7n*Z!9T~3Ontq21NxL<=?8IK&+^?1qYtsLYt6FwG2`8H ziF;LRtepwnw>E~4V4b;61buD8_em!mu5tH(KJ6sL_oxbbYs{YZtTo_YD8=KDy{M1% z$sf!W!TFUZQJY+!z#nDK%}DWJp2I0d*Cgymm|Ss1DDs6sqn87X*zY1fLgYovk6<)= zrIJzZN@!$o{-hd+ePZ>pbD70?Ev5#Y+qlk8Po-lwabDhV;q^ly=&84!EK|3k?jvTn zqLdGPuwT|Ne60?1DIVz(GY#Rq;!>3QHQ3PwhfqF4#HU{Nvr$r6c)o{IeE0Q{$Ctd$ z*4_hNM_Lr@Rg8JiUb;4Kfg`jQ_L?lnOaB}V@VzL2b19UsEJ#Wm3H}clwRVz_$EKa} ze|*fD&=&oQMl1*V>4!*@9mJJYDnr&s(39+AYxiG=-*9DD{x|Rv{QrG_ZzTAP{!VBi zi#qzh(iCJ;u)ca(rw=xj;v8YgwE80AX&>#yHUsch2g^81dk)|%Nqdd9687u7SKc+` zM@st5n!mtDDJgSJ3#z~q64t59fs=1<k4k7DzKB~taeRu;mA{X$<ZQxuAvXt!6VT(t z2tT~<P`MIfrt_vl6Y+kGbIMfSqNpq1W^_E>htKT`&3lVF&(Ou3;Iq)t@7lC?KA3<G zYh){V_yqRN^*71C2;i3AG9L+eM&N*I7&H80<=d~DH(}qKR!T2BZPCAY-;#7N8t1#1 z>dU2|v(_1%x&I2f-=MMK3!OWdi%QK%_P_&mxZ<|7gWbFD2lJ?;gN{@b)xpHo3%n4i zJ-qw=iYg*oD;_)GL0*cm>1(`4h<?%aAoReVmfZdSd0@WY%>&X?{~QUgvr0(Uf#*e8 z_RlT&p?@Ayt&~y5TtuJrWXD_3O@5p$zcz-s$MuIF4<k-Too66Dj<{C7aXP36`_E9g zcOl^__R-qQ)rb=Ds>>v=Is@1FGA_-AeLZrE%3=5YwNI=FGw<N9D&@l=LFd3b<dW`1 z<MWz!DhA5HiKD`)uide)1nRnA3u*9Jq3%Rl_z{ybA+Hhpl&3UV?x~7%IyWz}`2?U( z<G+2>_rZ5pJ1KShfQKGZ;aVX@zz64%pSyG283XDM%p&h9@ggI2L4D~$+0B5b(2+i! zsVaYkxTG+haY%F({E4L{-D(l~`Rvo8AFenbA$yadGzEPF7tS8PiTP{x3VuuOqtJo* zS;APU&_}bdap2=#)T`awNZb+6WJDtO3UlH9r4=YGGf=N#Oh4?4xKV%fVk$jwR+&F1 zI?EI1ntV4d_}&D5Bqn9dpw2e%mnCA51b@GsmhuhpC6StZ-NJcSj~bJ8!q4%kjArf0 z&`Zv#F1>|4``!uW>ZJm2&F#Os;)47td`Kw|>t}BwX;$We>)*dllL7tDWIH`Bk{mpS z?$}0=CG3&;l5e#r;`=pgp9u@-WToPnY<M2+?M<E@;9<b4``hs{$cvhP59Hx<lcn{# z16apC#~=D<B~kAazj%QYc%9s&Mg1E(JU?rc_Gj2JSK7RunJjeh)Vo?fXK=3STd#*! zAMVSepwpQa`P-H1-$GbtqG%<(-`bd0&l#tZ3%mB$%r+r{pPnjWsB8g`-V;Ex`avJO z=%8WZg*D_IU5e!_@HchOr6n%l6uZd--}4Qq^A(ZT@b`dE{k@~f0K87VqVQPhE%X6S zvDxGg=rj5Gaa0w2Czdf&M-lkh5<>E0$`3m1Evn!F?2m=7&<$?Hn+unQayk=HPi|@L zCDsD3^q`FOY;`20Z?Wcl!+AN`J}r}PT*$-A-&-th120bagq_0rle_iwvE`yJ^!#S) zZ%Ld>uTXzW1Dzu7LzY~G3Hm_X-u)stLGNI(lj?{5yHfr8ejL`7QLbTWJP5kSS$VAn z3)EdZD8|24;dAV_iWnks&WEGf^akSI+^v(z7v3R%zd%mRa2Wjq&kH32*kRA>pWgp+ zK%S~=7{1HLg^P$wtHPk~kRLX>n}a+~@_=?8@+9Zrr5}0Eu<vt!+f3l64KMucyU`D6 zZ&s-y_8IoE*lcs)A>tHgHrb05^!q#>N!slbH?=y;ZF>a$NP`C!C=h3&G`Jka(6`}D zt<NjE0DP>AIc>9qeBEp-WB4cf;0yZ>*2DkkM<VpEhl58opQvd8e_5fmzMM-7{Z}%F zPvQvdYeXiD=qu_nHZB37f4~oa8+tKIA&)Y@MEC|={%6IO{3QYNz@;RoxPK!bh>0w# z(m`E4h=Q!94fC{G6o*8fqCa4WWxP%h@v%qwOBHyuyjg1m3;2WRWV>g}4e;gWGFkft z=;J01`)Yvm3bfzLjR}~)dP?`ODe?-}t+f5?J-EIOX+rTL`o70^;y+oUPbH(GK^5yZ z$wx%;TLL=v%}><3I+2QJVs5Ge^8e6+WuDtOzm(}OGVcz5aCU!05Bm;u;?gMl0>82? z6g~+*xn;&c>v0ivg0znGICs=NTWTEaFi*_FV=nS}Hu_T!Kev&F-HV$ys2i*z|2cim zP<;?_EH~up?i?C+-tch;Hsk{eOn;YaVE328RAq*7?pjgcl?JY-vR<Ze=n3)<I<2Tw zye}nKU%GgA4vyj%@{r4Y$TL+oyA*)eW^xk$t{|_eEE)4Zi+C*kJwwF72KwYJ(z4e_ zG4}xpof-1wj%AWPg22-coMfRZB-mHmBUh@i-jexT`AV6X>rh*}S^pmA*sLXu!Wf|c zFY3D=dxrB<V~sD(RnUKGf1h!h3i)pE+W_e`)Dv|3ORix*GatSq6bhps@CDJ*_Y~mN zT4Q?^{D{XP;M6fT)M-k7&hUaKe~8_?QcwwfJhJHq1@Ov0<F8oPDQ80H-N_Yg?AOt^ z#077saGuWV0DqbQuJ?TZ?cZ9!?{d5S`I*2UrlS3)upUn-HbSY2k&n-`s+fV-EcBi@ zed9fz$A0Z)**)0##;t3_1lSGbmtJ$|Cr60o;+B_z7dMm-P9Z+sq4ibee2IGM%e$LG z;5Yp$&ZJ$n=*Rs+f4wjkeVoSetpP8ghsaFwlo+6&_2ADjZvniw?8Wz+{(|U-CHkjU zj(FuWey58YyrijRhV(Mx62*gj_xp%9G2woB{)NboUTbvHA$}Hc{qu7MuUX=X+2UM8 zKk9#zqH^GyHgs=iKO@e1j+4iaW<ekP+`IY?aZBwx!I?%Bb<iufSjupox^3chVHJM1 zB=xr%y9u6Z;On&Qi1RT|a@(IFPHnIMp(MS4eH3@fmC{B%XUTt13H4UL8j?Q;a9zz1 z>b<3ikCO`1el|>q7b&LA{+f7?7}a=n^9uTxo}6>kgP(i|R62Pab|l*Dr^*Ar+9G7X zyM_Ev_1j04U&x0JcFi~`@uB|DP?R(S9{ki?tzI7Zrb2R0Ti+S?^-O!^3UKmUn#o5& z7u5Y<>@aw9qi;;xKXzvuy11}8gBI##E^%{@D8K_g^HE$)K%N&^dx8DcHRN^uLl-LO zpkoJ(q}}@m-aR;beNhoOHLkXu_XjwmTb(uuT!|z8Tg`&^9?L0kNzusTeL`J=8+Aq4 zhcb%BhsDsdEE4E#U{90TOe;Tt)5OYG!h#SNQy;cUO(Ackws5+2s2_Q7`N^&T#9@ul zaknwpDe0vZgO}pKJH5YZSB9~E<m*yGh-ahf??sAJF}Hp|IqG;6ey@J1GU*%UvdblW z$|^;DpF!>R?)>c!YHM~sujBm@o>j4B;7O-~_2Yt0pl(3eq0Yg&2iosX`F#m_HW%}i zbl}jW;hkxPU(iprg*rX)JtUdNi@f~E@82Hmx(c1dc|wQxEAr3ULwY_{*Ac&JYN^Og zfeV`F&9Y&S-P!_kVxORwDcBw;Ge+IHHs;Db*d52>kyjdsSA+D6KmFlHM=G9&)C2#* z?n?~$!9RZM<ezxF1l|!?783wG&+2~JtN?$J3`|)1{2P3Mi@NkX_>;(U*2m6Vu(Q|J zZaSF%<~nrdEd}%>B}GYnHth4-(`?pC#2+HzJr^E*K;36fCiu@d@@b1?$7byF6Ae)n zN7%brEA!0Xv*;Hrn7;cHafrtJ!^|}BNSXMn0Y@_QJ?_EY{lJTdlIaE?fTz6WbDmsy zUvAbr#z&8Qq3`9VCN`pfiBU5&o!J|_H_lV@6znp7xM};oBkIMR;SGkzalT9Jm7xae z1y^UMpTwgdVO40)We>zb)$a|?Pc)!&3-DBCk;7j~Zir`KzHiBiti}QSe#kB-yod;T z^**VAB;d6zlXhka_Cd3~AoyM{>N8JxWo^q4x8%=ff5ZK%F}%0UL_YpBa<9h&;7VMy zMicWL;DLhW$`1UaD@i<uc?A6kgIYDI7xD8@hr2#__QQ*h)J1SVzcbWSPs8s^#5qLi zzavi1IdNZ;0xvat!x9Z%CGkaQ%k&5OJFYyKrDMcAf$+yyg@M1;Wwni3_wakqUagl_ zIEUCAp|k|Ok)C=mbsWEc`pnCRAGp%~n&M-}G;}b}9HtiVKH7bjf|XdO7rO4uyXU_f zezM%x1nw0k>du`&{OfTr(D^EXI9^`G{X-b*f64Fg#x=x|bBY4ww7?Ap>LX6x;76HO zyrpZ7gaE@UigMj}{{Yv8d9@Ws!uvfA`843GD!zY*6xeZ2{I)3DQP|^r#IbH>an#R} zAN*@Y{*oiG*?km!1(f3yjg)5)cfOqvD$xT@%!~!REW-CpzRnJTotDuTm=mtzd6)BF z)Y_nap<+|SJ`Fw={-Ku}e940Cg#T}U>{DghTS5%<CAMcKR>*UWi(JOOAwFbYJ@W4l zbj|JSQE5`hgSBY{ulHeJPE-dxp$31RBlR0t0N<?%J{ipm`_FlB-N6-j!a-C=Ym5A& z`cL&^PVCc_wms~R>X2s^zpv@UzVzQO(puvO9?Uo0)WLjG&x*s6cmIKpir*|MmBD=2 zWdE<%N1<EYyGz-<jlKeBb^)&v;PuO$bEC*VKeSiMheLO1bPL)U0q*(S7G(;7AB1NP z{<V97xkjb*NuJPM#1=b(MElV{)ac3`l!EwrS^a_w;_DOflZ6j>!TT=>3%L-3|AmYP z-3A`0Y|ezIAfNpHh<WKBGwN7r&F(bd`K^<G+y62H|Bo>8?^Q=XRiKrLJnXb?Bc9z2 zaf4zloNt>B^AU?f2CiYfclb{&76+le7Nd}P!x-my{&jfuUqGL?Zse3S^5hi;uO4#5 zmHn!^HEsH?1gS6QkKfCJe{rx=e=CD-{zis%2>P8staw235b^-Fi0?-`z%v<}UyFM| zA3ACL_0BTp1u#@fwPQURPP>+`nxL=jFi#OB?6>k2@r*Zc_n49733VOxiFpnlY(c%} zY%HU0@C)>tDP{hQ#r~@OQKEMMkE3(cYA+VS_ZZzbe1!ZijQyH&-#6$bQjrl4+OY2% zN!Po;uY?bWGDJPa_ju)mN1<<Eo=!vanF-D<C3TT9Aufrfh`DwmkMWq7z0Ugw@weTC z+)fht<5X!&1pKp;wAUo+3H-alsPHiO$^7VhV@dFx)u55J!aVSsgx-r^ZzF%Jc=lh< zaomSu@SPjT``1i*G|yLq2ZrS}oI$*O;YL$&1^ZGVpQ@==k3QF2_m3}ePARn`Xa5{M z;_beP)Q(B;g^7>Ps$eGr*F7?9?&6%`LrN0PPUz!*EsPWKy!QSU{$~(p3G?KfFZ^(h z?ud*@J#^5TM$%>y4%91e6D{>W1ix&0{MNAod~^M=?QVb3$9wGN`pDxRB^)i6_>6de ze?@2jx>8JLh48Bm<j2Zs4NS0~-!VLYc%MVRIQOu$4C{D$pBU99&L;+Lm|TiU!MgrS z8*+zTmyk2(QALCI+O!8bfsd}yc8+Rd&fE!y4_U5dm@DaM!l->|cg}9yHpM#TBc3vh zE?7ptqu89^{Vdpd;B@?tRLtYl2oU*e2Oa4u(*u`y@bP&6`7R~!t>D5elB<Y!?&1wk z`Ji(x$JQS{iTxdWgiaXD<>AWprN-y#?^|)l!>;d}on<+X_%^EV(ai6LI@N@y@3<lS zb*pe{2EYH3IltBiKbPCve=9uEg%EAYY)b44{wJFsQ#_8o7`*_7DsK48OyX!H;@2P5 zle&SV;4ynQdrRM8Zq8{x*GBw1=}b}W@fZ6q`iLt$5;)7Vkn7?PeUy-|LXWs>OiO%7 z5%F5w+w$B=%;`z!%uF+JKt1@@Nb;_|3SB-Cngf60JI3E$H-&h!EG;37=Ob+A5-b#u zFYw#G>rTMAu;<ZQeV9|%)J=R~&lq^n;mVK2*iVz|?n_O*zy;#DrXC4=FK-#cUrn5& zE7kM0^+29H(|1~71<x7eL--wv_jhball;!cT(X@;-$>kNpn?h4H1fl<E%%dB(sABX zB_oB;6YJn-Zaz$bd^uQYXaLtc;veKkHVk}geOcdRgX`XjWiIkX-)4dJr$04V&x=)c zVu(v&8Vn3K^5N%ud*=(G#|g>CQs!KOf7Z786XW|BWw~jM@Z2A_gd;0v(5G9O_x5xF z&ez!WzTmlnx{8vew&*X!g%b0<so3`y{cJiFf_RUi$_MIu@FS0xU-s)EUj5dra2&;X zkK4gJ?=FD%)h3?XcLX>%meiA3sfW1mg8YrlXY{u}Q<bWReZIaccES_>+#fD=xK0te z5zFMS;vMwKL=NnWc#k|)isXwc{9eg&`&TFU6zQ--{~>$uDnq59|6s4qEu?lMU(nx0 zFTfRuc;6n=L_~~ppbhP5`{dFP=NoOGaa@KzXM1ql5ZA8|_Obkjb5_0EIk}0Hn2TwU zwr%U~N~jgrKV5|NBMQFVo{jy>3oVil9)TZix2rwq$GnW_MHT<O$QymCeq8*4`p8`Y zUh0d;Q)mA>ZEytn&BPv;3)INdANl6}@<+X7D`nBQ9Onk|{^?#v{&D-SuJSvq|EJoc zFPg#2mnoX#UH1Tg`i@Y$!_EfEIv<|{@15lC{E>+N7v|OOP6m9mABor$LVSB{Gs1q^ z0eqqJ3he{flc~ub-jB?vgOPD&%mkv(Suf#O2;v{jhudP-U!mvRn=P-|w|h>=LxWx# z{$WJQ!Rvx^x)aOhNzZT|vAyFXC-%R+lEihV7V$CYu5KUVu)}OqmD>dBa!G;qM-fN< zE4Klo1h191$@W8hys&oXTa^s<agB^D74d&g<ni;jdC+wkjr`b?(AR9SUgFP*@6kFP zngT!BvurBU=8SU{je%FD;a``#3-{~1#~i|QN|ln(xm9S>7HoXbM=NU;wTSym&(^o& z8G!C;du_Yb6zji4MXZngy)4BfP$}n1SQoMLd53ryee20W!Z+}4Yn$dScJPC>_a_SY z@qHis|31k?z5e{VW;gf-H3?O19{3jFl{$_38}N#kJ^KTN@V<^#seAk~$OBn9_k07c z_dK}J7L4^PD;LXJ!}G1yF$H_Zp#E`Paj)ku)VFSU?o2?3fBo>d;EUJj8~E`<H2EQL zJ%Ge;82h31@?TsS@|YGnslYwli03M!iB}LeHkhsD<yz67%`nJuy%9RZ(#Hz(VB8O1 zi?k)|!mc4ueI3v5q|^Ou9s9H*9>9Hu1b(SGxB5I0bzrf(Lu$YS^P?4^Y|+^NGMkgp z2GGatH?Ld652OVpR26Tbjxe#>(2eUe9;Wga0N<JY`L#hDf7iHjj^`KRctvH1N7iH1 zJ&TiUNQp6zRB4NS32|~!=j)$M=orCaVMV2dnB%VcDP<cv`m@q03PD}qoyNQZ4RD3; zp4+w(@QRIaakefWxbMgBp)if>?^#NWK^!KkKjiDE1U{H!&-V}hX4qz(x$qDDPb2%v zdyv=ZI_#+aYed{vGPv+b1LvNt@&odLZ=NPCqfbfTPp*Ie8=b)UE56uwR$}P$xT{^f z$pL<vcB(G?0qSDY3;zs&J3ndLwFJTMQ=7(OtWe*H8T>KxFdgS(NZK#80JpV#{O+xS z7s@A_d5K_OnOP-AcUTa2<!X{1!@sD^>x29$P+v1{^DrWX-q|}~w2N;^1}QwE;1lBv zf!|46aBk_Y)FaMn`04L^uXKSE&-=OsE3hu?zN+Q*z>~-O-noe&?&i-H+}y>P7^4o` zGg#NOP)cuq_`$sQnb_55;Pu})DI<`NnWY4cjbZ&hzY@$ahu`Q-&PMzJ{;{+89TmTg z`y;h%ecg-otU5aQ6aO#jT1RgYc*E3~q51tu>^Ez@x=tK;0J(e+(HrC;-#pL#0>6v8 zXlf!4ogvfrxp8_Tc;UxD61p3h<EY^|cTRCPA3e{#d%n==m&5nyT+}0NMK%<JQUA%U z+~+xn{?x51u~9Ablb*l9`x*HxOT5@6uQcStZ{8JEm;<+Yn&iG9u4?m7+!3*Yt|x1B z-yGKokSg>~QwNUT9oD}FKcd+4R74N^ta&e`Bu*cEKq%&h3?<fM@xw+HbWGA$)H{a~ z&`<GzsBj<F`SN~_FcbK3B^MXZQTXS`1@H1D;F(|7eWF9+_`J)&TS`mBlN$27M}bdK zWpa+Kn0uIQuA%<}c3lu4K9utX`u^&R5h}!qk=U4`Urpcx&#v#ugg?@nEe(GD0Q*&x z-X{qh+uVO|kE%K98cLtp7_g2+i6q{qaUR}Lp7vDm0mS>@nTFX#)bo1gmt?J>yS%m& z&XvRe>v_c{h;tL~IreT^;O`!kRRV5H`2JQ_1;s$<Nt3^A1)K2RU8d=cmJXbY%L<uy z4M4v`_WXNpTj*P7gF1X=QTIJ=|C=0nz+Z-dI;Qi8A8poh0k9($rE`H)MbHP*B6Ejf z_sSD;I)c!7($05sG5<v$YR6-K@;bbSx5TgK5CwRy(;6W`7WPlDSl*0)K9KZ2k5?Rh zOZ#aaC;Wh(UdP@Pq=oaps}*+Nj)LcNhdm;L-H$CkjE~p`-%;oB8F5D63T>qYhYsSN zYjy1k;-bvYNZKnK&?mb4I8uS<75iSy@q;HVx)_b6;(NBvuYTX(fH^0Hkze=`kN$Yy zy<|m<^X0#88ctkCUZFib{Q3rPa3(^cV-<ate!l*fvCrg+WqcjR*oT<WPD(DUKNVf^ zEIah4vzsf2fD0E-$=v#e{b4n=VpUc~{Xgbq`qT#E=>(Nc4CZ>Xixi*#mWqCZ%a$*0 zB5z<n6TR06@lrfYes3Ibq=Pn-_03Q8S*@9DIrV^lQV)@Q$8}p}Ga90pcJ0vN$Pwi6 z#;$+e6jH!jLxp%ntWdxCd8Wn|Kj-GkUK9Bb=PZiUF3dPWH)y>pk@o@f68DbBP(k<h zvwJvZk9BWRf3p@Og?vq~<Dwek{60%=o{Lv;{(pQy+7I`AV1G-T-(kd$0n@m{SWn~Y z@@*XQ;EiWC&z*xGw0c@e-oQGBjg4{K0=|pC3#8I+1JB=*<`s`eyv&zdy8>OhWzBA@ z75=dLuqla84eQ10{5TqM?a@`<PEpuP2B)`#Io4Nq=*`p@;8R$6HkT^m=$}T{=%<L2 zl{O}VcVU-r8wkM>?l_M;GH_qKAN%QYs@(|dW%juDdpYtD0eivUvZCm#tp7S#br<&E z#dFB575zyczB|>zzpC`|R3*TZnyl^H{~<mJ8`04G_W<^ke=_t8{w`W)-2I;t?0>0M z_}Vh&9=lJTy$}Ljsj>CwG;m!${Ekp>Ecnf#8NRq~=ygi{{8Zqt1s{GIt6Sswubp1p zeeWFu(L2_!1jOmmNymTQ$oE+4PBOqwhp7*1&qHt0Y<;olhyAdum+{_x&r*RY^L6=N z_|3U?M|JptfPBPy>@}Q|=UQbv9t6B83ZXfn3BI5BFr5s3IP6l)EE$IS-@QWi2JF*F z1Diq8aqtXn)iXMAumepBpFSy^pQ$mOJ#`v*)YlSIi~DK+l<vihco(76C!#$LJipg* z@Dd03HEX&YGkD`)li2uu7tp6lsc?1_@yfxk^~-@{;KLgu=!^&7|2^9|fZs1X?tQb% z7i$H`I|spwx~^X1=Yb#b*9soj1-{zq-E-IhzoVn*Ra1b!$%*v`M}eQ8X3*`v3jd8w zj1<|OyIlQZGI3KI{Rrn?X=~zsFfCDO8+lU>+W}i{C-ezk;t5p3=hXIo`ay<11D&xT z;^;EuA;$y`=zc<fh{j2#JB;8f?-K)vDREwK>D9!rD(Zyq6mM$VL#GgqA9KzGFVu7o zQJTg2_2oUtT0vh*3_Zd99{7~XGdj)VhzC-GTZP%EbB;+SF5x=%LI%^@Sa<ceYGwp{ zK2`c9CD}68JwX3!KX~o=FiEO?@B<;6j8n6)cV!CE+Iv_Z2Calf_S3LC${S8ZN6?oc z{N~y4?)838NsSj^zp4vT4#IzHuZii3Zz7HejRs`Gzaq~@DO{ZdepOIs``~#Q&iF9; zVIMXaqKg?&4|aUdl*s}<ewV}M+z{|!Kro$a*Pj368}Qlyhf_YC6>!GBYF94oKZJO} z{Km-TMh)^+vo_gZmGEbgGO=s8?$e{UU2?(irzbVXL&>nes;*bYF!#sbD1%+j41I+P z@@WO&qd#9MR=HT<`;vF`4uRiBhP>qcA&vYh_UPY+ap-u5pGBGCeg>Od628G-jKAB? z3z9)sY6_qT5ruw5mc+aRo#|(u?nhcV=o}|YN`i=SK3{Z&+XnTr6Pm=P+KR}7-gKo} zL9e{Z!EVJ#f;=ofg>~%^`XCDPxYSAzk2YG??V*>)9&%(3xR3n!Xz$#C|IjBRN-HS| z{0MtlYxnmS^tREk@HE8Z?IqJ`Mtl#&pzNu1^o_V~8^-NNoZB8Jy%6V)@0a+uY)^$e ztcf+*5BIx~fAqzk7pOOFlFjbE$K$!`LJ%d^O^}t7%Vrw7n6!!IqgTieE*1!sf`?{I z?TK@QpDF1ZU%pp{{VIAwvzHlppFw;OFV_FIgqT}1)~EZbZw1YJ^smusommDCo3a&3 z{T>6n(UOiCf}gi8{+R4>1g~$5<U11!-lHfhUZDbfkXR|W1e{){A&}q2z9-i`Jrw*5 z{JKSDlOF&7`H;27f;aesr)_Zv_{ck*ijO|vvA2k{KBQ{leFUmUemFfrpG34kR4n=@ zWLDWc5@t~6b=<f^XA65SjGdrU#&b8EYzeZ2zr1*pe)Jpqqtcy!O`v{OE4~p_v>*L< z2VaG<qF%N@IWzVYeDv1igHr0ylZg$lFw^XyPFLvcI0zog@z+{cKoEIavEap*sH+`c z%)e1<fPTToqoVA7;Kk8w;mfcCYmU61CD=ce3w%xD_`G*|chh4B@P^sTufzVqKh4h* zXM}(kJKHh~gMY<zmk1Z&=gA5ap9{vA%b_(}p!W>=-`|oxc>&a8o-i&_p2YLm$$41; zAHF3HhNU8od2y5--OCNV(?qLUfPj4Dd9CvS9ps5>T-%56GsA|)J`%*0WxMp`T3PtT z<Dh@@;0MkJKA)$Ay&I0uPhCU&xpi_QW^@QT`3Xm_m*D+-hzITavCdj6gS;$j&<}HV zf-eOFKeBGoi(_B>&2uHX`B1->5KlH*KwpoX$z?H9tWT?3cPHYTzZj>bMJ=9-rN~Nv zAM-D4a`h?VVQ;Lpf98O9ioG|_sjA}qrTAB34%EfgLlStbqH!L__u9d|L#U5lp&OzF zZb-^&uCu~!qXu*Zmf7G}><p&+`!Of>+%3;K=%J6?9{!HS=cAMj9g@yK=jo4J-aTLG zx3WoG?G8Sb(-Im|1wIhU`?w7LOnh13ceE4iGNE5+9C=s`YodO~C-A(}X@Ww@uxq-& zs)M-i&5=+YDa6Z=rL`)DQPh(vbfbRd0eATQ2Z|D)$LZ^T<^<ooHAs~#1imz*lc^m2 z82o^<{Qe3nc&mmK&F<XkZUdW{$M}Dz9BB0man6crd`0^w_?Bf2=ku*C^tl`h_R$4D z_E)c>O3-j6EQ+wVd_kNauCpehU&8g(PbDWwx)OfBr9ac%g8ad>aacAH@5!o~SpNbX zQlf}c8NhY-<eutPKj%ugI1xNA3jfP_%V)<*k392(=2q8L<Yh+B2wa=sL2C;~FV3O9 zVosy8h5WbOLc?aB2mV<hDN&BPTBPmVrAfr6Nx?jqEa?9elBzpb5zi~7pZygzM4TJ- zkQv4Lb(ozy)`NVkTDD16bq;;=Ef;^h)5UoP%arH2yuj~5s||&AtnZ8GxfAfOZu%zo zkJvxU6K9D>5hvPik;EhcPccyD#A*fR0u(OvoB>~@U(b(}!u~}`lMGLQ$Jr%C#Tc05 z{wV9M8Gs|AU%ZbUdxHK%t9FClx2SW<+_#mA#JK^+sNgQxVHdsEnkzl(li34N)mX<b zb>tsTD5IX1>71U$<cjynM4LU_k2#asPsVr*5I=2$j6|@0AD2(8kVT-*AHwlbJ`LYv zHT9km*Q2<m>oSKpSgGw%P239|Wya;rC3W0qP5F=ifG;^YrysITqOXuIT3re{UuGfc znFjE)gAJ#5n)jif;f{;BAJ%{Ki_KUGCwTruaGiQ5`UI0-=`Wz3Kf8x-rL_@ppM4_R zs0e;}MUU7Yb+tk^?fMni-xtQHlt|P=SEF5jUiNV!xG2&5qC@>BTPF4MGWw80$oBmb zP(Z!QHSwf!JMuq*D5tuv6Ty*Jw`7bC{vf?pe?8EN;4z?4H~kssBfJW%&pM;uYvX}} z26U3`?~V4l&%qxGj@Z{1!Y>5Bw{l-X-ShR3{3`5)`kPW#7yK`8N@X+_-(#E|a+En2 z@0BiErwP@9KacCJSX<%y|K`TrgMY<+mk_2xo@fYFK1><<p0mugv(?~}EGONFZJ={c zwFR()m)$=&oa$K(e!=CIlL-FA*Ii@(5%@pjHrHO_hWNGTdKnG&F+NdA-<utEY_HOw zF!<HAX5aIVaSkh8=Ic!w5?8{AYO~qs5ctu+MaTA3>|c+7t79?r6Ncw!)DW+PF85_m z181Mx5vW>BpxY&zKW4B4E{^=1tVzcE*QO&jZd^n>b$-DUhW+|bot-d;=lY`lZ8O3T z>(WD?GzNY{VD|p7IEy}-(t^vu{+O2_<D#U*g}#Z+Q(0zv(D%N{`aB!;%oA%|5!I;Y zWh<vM9zi^d%oxu9!;bmFZ+Qy%&}ZXDS-$#GANh-O`QM>LtW$}FimL?bWtpZ$0q22- z!qwqauDFi|rtXzZ<k=Z@eq~DV<Myqb1vBWfEE7vB$P<?xXzx_Pe^tIv>R*XM{EuRO zYl?k6arNtGO5{U!;Z@)J&tXpH%ICV6v*5G61Le7H*k3B;1-nXIubK1y8EdRZ^)+Wk z=xq%qw3<HPsb_b*$Qpcs#~i$oRYmBF5wD3Nz6-w7_vB^q7VN3VA#?dB<}kRX^A<Ni zKepKEx`K5#U3t}L-U|IH-E%=4`X3L^TKn@L<SD<O=^r`+Ue#D{>)U{N#Fze#2umXV zH;j6Z0yiTBnH~l=L2tOL7Dq&d{338bR8I&vB1b9EfqWqIKJDteILwc}*u+874ZV-H zWa1wDp|dM?N(OelFVMU$34TQ3?`2Qzg1Y7Kp|AnqeZVP)v_kCDh4R$yR_xowt06~D zA)gyFA)g6zLtY-3ugU~`*?dSC-(QUP2i61@p2qzYwU^aMsvr+ZY>th={?wjl=Ps*3 zKk1?cU+6LP`&jQGk0?dm-XrdteHirmg(0V4*zs9z&42#DPd6q@68{PC(5;KwGvmku zntB(y2T^za%BEJ!0KGx5<t2?L>Tb`rOuK#nADf?=Y6EwEjNj}2eG>08awU0WHv*iQ z@m8r(#5^qeX#WKKzTqZmoi+U8#Yg|+UHF+Lg!5mo7<BW_*3PsY*m<7J?cF?~abziX z3wUIxtL{fa4!mn!vHq?AJ)L2gP6_dKS=P}13f4n@;im5JIpCDd6$uA9_-~f;5lirz z$+FJMe8gMv<8^PA|KPld{r6}vEW-E3=y(z6OqZW&-d#q2_DQ=p6z*7Gx9d`FlXCFa zp~n9_z`J_SiW5g2#5x|$>KsIW##>_5<7NEl>znG@*g{{9Ud+jxT7k&-N_hkuQQvz# zyI*H_j-c}7s8$X5o6ahY*FVIgTElIP6xc(N%R>tyS=d49WeMra!2i*j24e85n+qHX zYwPGo2u=`L*~b5iV6!N|`ugwD_uy<ny{JerZdMUIE5**ETMd12y=!gdOyEzmGmd7( z;Pcy8B6j257nMD)J&`X;Fqsrg0dEcy0&;nwZ-k#V9g@M{{dptixxriRo-`Mb8iu}8 z{@}DO^y5@I^JWI{TkCsj_uPnq2X_u!de;X1<!Z-D>K@?p6}cKk@PXsYXWtzrf-Zhw zW#kOLclr>$c!vV|o+Nh`iV>Hhyfev<AHtkTxq=XDF7T+Sx=LHbp-nC)2Q5wLoF91h z)55;f*=!kdtDFdVTNk-EauJ9A8fBxYoxtKN^dJTJ8uOQmj%Eq*{daNpbyds}I<_qM zNgDke>S4tP6_HO|X!;tC{R_Xm8o35s_?<R?qyTa5Hu*qwD(d}z&i%@~gLO!l_~>wH z0OytSjr)RMfd^mA=u93!JR+m>83lgD3tlLlF~vI4as51e81dMtllK<zK>e@3k~REO zR*I{%kPLalDY9dt^{7|xFY~x{7xminOz$JH4{HaN0^D((hPRdMJ71BP1W;UR!}_rg zQPHzueb@&#JypSLock8(o^rYpXlwu8tN)C8?)9_V{$bFGYLy0tpm#7IKYGL0WEUsC zUakXfvymEUy{<%F*m`Q?wG42GujjY<GV)!b*Y#}RO~w_9%`cJnY0k6%s)k>Mma!5= z%eoRCjGP}|MqihVzuIQ=dEj#J>Hm&Hud~Ukp1ukkBiG>aD@EKC3%6&v9t_;;wN+K8 zhW};yeR{Wse$<DzX0IXdqJ1Ku5QcT_NDOOmgPlDn+;|)K0_WmW!UfFGZ|V^I{x1t~ zb+d;3!TTG~|9<>hx(eP(_v7dzUc{Hwvi2O)N7yHt1@)Dmuxl0eohih<4-xaFCEbX3 zM~+7{97eouuKqbVhj@6neNKlMamgyAnGSvz$Mfx4BlfeT$t-tB8hQ6p%V-q#rAIZ! z(r*ECHctE(YK%C){P`9e;UoN^l;Pxmji{5@^ZL4Ae~S)Bl~sd>#?yYHs)n79-QB61 z{ebsa>xR#EEuntxSR7dl9V*zgbx+MI`llqie9yH)_X(=(aO8pBE9k7!13va!JCsck z^+aP2MZtgRsDs4$N@yTHZ5s>>y~X@WUd{t`Yv6I=vP_+S!NVBYBAu+D^N9+2lk1_+ zDEO2|jTb52)8|E+kqUnZ_8Pt<N{hMxqh4BLANJ#XX6#M)wKP{!5*_?s?9V?DZ`iAQ zq_n>q_|aCT`@3cA-}=Z#L(~^1f?SEiFD_5?*ED22$+E+I%Wl=w-FaH~CgZK`y>LF7 zd*n?$@Pv%@k<$_j^26xrV>MS02c2HH@6Mr?xz?y0x(vJs68bpBhxPQZIhX@n2q1g5 z73__3s~k<kioo4~?(-U!hzIrLF?ts>Q7^nm<2d7szhAerJ&bs8wI{{2N(JXcb9e(q zuuh+(e+eAD0Dn+*enSs``O3o@p*{ltkN0;Kn!t0CsWCUspiioR?E2RN=x;@Pj=!~s zu4+xhXr~STav$L{;&vrWkU6a=gYS40_8dA2o%MwA@bE?C&sy?lb#4UUoV%lqT`T-F zsDQd87yGX@I4A2jk8>;gXgTJCF}IcIqNU(3=q{-TuHQvISlQ|tKot&spmyk?4C3=u z(jW>K*i%mH1MLS1us74&(mnF<_o-8cGr(Ckqpq&+;1O9$wk1Kx!_CN)1_#Z+JEpCu zUW5Xd8_3)vvF`OrFXa3m;vC(L9uaQDtrX$sTm$f{S@Wk2&d<@eeZ*?DSq<l%Rb@VB zz%R~l>Lf5|U_bw}WGsUp`839=l_Bn%RK=`cN(Y~7YVx20ekXS1(V9*nZVV}S^5H(e zY0c9Fpr2AN@Z)w}H0+op)~`ka`Jnpon;aSN%Od>|VLYGR;F9w90N|Y5nd-iC_*`-U z`?oI4`;rKp{DZuv>fvc;vwN^l<HEgHbHG#QzrE~%A7pe@c&5Xz7Ha;yGlyRtF?s&h z@*DWO$Q|o*$fFa)Qn@l}p)=9?r)?uH#T?@M!Y&IO7SFQwl|~)6Fi`zGc(Ln$;RBH; zG3VGvkg$mSF2kmM+3gqjrUA!f8uXIn#RSpShtNl*A3hj`pBg{j2|bGMlTsR|PXYe? zIi7zf0(rf1=y#V!@Bw9+S5p7Luib`Od-`h8_w*l&s;~$0Zb50!GTirJ=NFtoz}@ro zEDCGD%axLrS$XiY`O-l;V(19ncgfhK5I-5~r*D{&qAw*|D)S-u_ER(89a*e*b0J%t z!Bw0ax1bdusX%|ueCF9;=*hMI9}Dd+LoaY>%c4{R{|K&|5(AH|d11L}58Ukd=ykdY zcv_i5>#`62>s%OQvV;Bl&TX4|332-C+}HMrY`kyeWQJ}V;``YS?q?rKkT2}Hb>Cwa zda_}f3<=hc=H-h}&os<I_Da^{L)?FE&^IOm9=V<{R{!w<@Z$iV>Fws-IS+46?w+e! zr#j~@j`jY@Byq_4FL<U}<)^E7zL=v6BR*Tm=Sw;XLh`#h@C+U6H|VWbJdPO+pl-z8 zD92TU{H^uF+$BBCyWlIisS=91!GPsM7R1fH)xO_%--BCLT%@gLg!72&QH`O%EpykE zc^mLx??Wq(=Q?30)B=C@Vt>AK9A8FfCqc}Y`_M!Q@JR7VN01D7J8i|8;X|;Oq7zZ| zc+P#EL4nDy@O>d%u6rafpU&fP>GV~^&0pu_r@*Jr@g~(zA|H4dz+f~xj{R&BQECtb z|430h-HV^Kbc(2m=3MYT*DT)};OFaS`z_1Mp?By1W*p>lB{=`e5^0;lJO$6@(>+)p z^Or5vYm2B`*Z(IRJ_jA8?{MmC#HUJf5Axrzm#~WLeu+@rpIoxXBiP%H_9InZ+>clC zNgd55oHxvBj5&?DxM{I2d<Or}@0Ah}oAL~G8wLIoclz<Y4HajPRN;GywKVpuqi?V1 ziHOAv?u)sN(hoSS5FC4SqX%)#b*`C{54x&}FmVw0lEl-ID{R%U#}hyKcF=#4%-bd$ z0lT<)S?K^V;vN;PqjNSD>P^<26Rr{9fuSS^D8U~@l5hKe%EP&SnM%F-GU%9gz12pr z(=<+T(ODntTkG5Xo`}b*LSEs)@H73nKJH_?JoDSvRJ%ybWf`bT(pbTJDmZMpxW5C( zR`a$)`jMY4buW@)|DLOz++u@W3-l-4c=-zNRf_O;(a=R-*|XjfSFG2&&k55t;B}gT zZEBJ^s2|?UVep5a8*<m_T)d8T5hGve1TNh9<hh6HIP!qmj8frL^tF0i8$Aer$Q^k> zDhWUFH4C+&62ZFBhfxrK2TMfzd`+$)-WNam7me>vYb1)l=#P2op;RFjjlhFRM~&%s zyZ)kjOd0udK=;oMcWd-%a5+6)jD$YaKXpqOe^)J+({0DP{<f}pPk}kPp~@e-F2l~X z>D7vsz)z*fyuuF6V!tn)9rcX{pB43ZWrF?6d~L^|0e##qgeE=;xc)hP>vp~k`dLpd zN~i=w2MwjrFhm@^|D?fh80-7mWzo_R@h2?gK*uny!)-Q3MJtRtVL%xLG489MvYNCL zaXKjYy(A}a{>Fm$K?8mGqw)6(Kd`@TuRPH*16_)Dxkd`lv#G#R79j+?3$9EYs{+n) zpE#w5ea*_*(-DOI*IE%dt~Lh!=vk=47V_G8U*&Zl;L4Oh&0-St;(}jF-5aov80Ypg zC9vPCYee!EI?%07p3mFEh<f2ppTL3={DOmj(*$wbu}v?PNDlSl@S;_|qgX#OHFL#! z-~{=W@FDCY>&&zMqu`}SPj~7$*&(je6D%B5TnQfeBE?c)z>kRIwWh6b-`cly_<g}c zlO;c#!#<o>u<ZP(1>MQ=iG)NO{O9cyzhK;MekKy|6@H>`=uF#u5%$v7)73Ewp15e< z^Dz&3Li+IRDd?~FvhF-#6-FOu)c8baIO4;Z<7-aH%Vdr`WzD0+e4dUg(u*Rf>)asm z`@U=c>r0FxA2F9QM9Wgf3Hpz*!oYMR@OW(2&)@*~BGdPu&yyVq6`#&9H{?4KB65$- z90uQUyBfBAf*UwLW)QuIeH~X)dZ_vceD4{bWHt87k(@o|dlTlw#(x!mihlFSKH+oD zFVR1rpp$Lj0la>orF9(V5wFHRRQ-Gv^WcKU+}?;n_d9SZf}&>^4<0f%-9X+&JM;T8 zCGhHStoM&P%zbkvlDYE-`nc%kEDvyM<ziBcEAoXv-}!J`NyJg}mrrM~kEEJ|_00zn z@5|K-&jSx%<OvmxNI`cM^4ylaf;^eQRcY%KaH%qO!nqXld~&Ea&%+Lus7GC>C!t4f z^_<DT_X!hig;+w@5gRA16E{O0D1G!vH~5rJ{yS5`Z{SPC{#()bIkCTv*Xa%Xy;w2b ztQmGbz8uRkj{ZwQB7HaPZ)IClPnSLThJ#vP<d!3W@3rOm?tkF%<E!as!CznU@Em%G zI@|FZ%;lT)IPd;^^x(ig;A!49`5XSwCHB3d|1N=Z{_|IqM1ZqOsX9|0&8P=+|A^Gh zhuz%dCCb7%nzS<Av4!x=YqV(`xG&eN^`Q*_<&RIpLlDD_bhibS>|Tag{v8Ztsz z$=*dOilj){TS*#bc6Q>DY>~ZX@0rT>J^u1@-Rs`_zUMsWInO!odH2Cj(n}kkoCLp- zX`E2JA%;9lv}Jnt{;uGyD^X#<Fa4Kq<vH+qf(*)km`WgzZWrnjyoL33A^SeT4&A22 z-Lx9G*FNx#@nZ_&+&?SNdF(^k)vUz}M$qe|Pe1vG_1y2N=aVyn{+iws4h^?Zj}R~~ z9#GspSNoMgpcwJZ=Uh(UFMKZ517o(>k6*tW_Z?S<zToW9s|dV0YB(L;f&NOpzME$j zfdA74Nm+_Ffa_Z?TE>q#5iSZcCccLb8-CrkJh&hIgWcq_XVIraDy&8z$N6c;bYuH` z__=~zaoVol^+rEh_q;Uf)1}#GS;MjKr91@!&Y0KfG0+_)iFt!nW=V1)$eVAozWwTp z^Pm3-eaJ^15oRQy8Umhbmj76|5WKG3G?~OU#E$ScD(gxn73N{RQn9&3f^*a|%?*jj zo5|K`E)apYa{oNz&iMg+ik|7Dv%&7X6IoxU<ER_xEIIr6Kv!2D9Ia$VK6IsFRuj6= zNeep8o(u4cy@rLB7N}1R>abe}!7i2$IZ}!vZhy+Hm&}E(Fizx=4SeApnlB50zs(lv zuG3zH&LE<7%iI`s4koHvduQa!znksem}6haD2Pq<aGpu+h&T6n#1qr8;@xwi`;0|y z^~0`}KOW+$e2V!z1M>M}rdW4<iP^b&=!5j-hcmpv%Vgxk{mBqFNGFP@@Hv+y<xGEL zKdBe&TGhZ;6DzNizbOZ9YkhLi0!|t0DVGcIA)hOoP}H!2Ur0ohh~jq(`{Jj+ucPnm zR}mXI`U}>W>u#w6ubk(yj!-ya9ulRv`0l*D!+Bzf`Hc9yR4)!M6+>rJ%I&xbT-Y;F z_c=osb7YzXxr_H=9+tlBpA|}+Yv6vaC-csZFefk<_Q=(a@I=V2z#qD`iMlt-7ag2S ztXh~d2mdCr>V93yf_j8>xr-U<6%1(sdJAdLE7Z=1-9!JGIxc+-<^@kZpDJ|(I7wVV zZJCI?Zo_ZBOiBv+$iDn%b?MNduH~#BRE16`9lyNa40@J0p>P}d$1xSZPg!`q=Bh>} zKh}BW7eVYC1LD>&JHH2bm~TVz^$PgerJwf+b6%+59_e^PKz#D{@)DK6eiBUxpI-xR z<hHxr<$?X*+Ocl5phtgtedNZr74!?|U|$U-Cjz&gUu)GW?A`8^K6e!Oc6J@JwFcr{ z`?lfF1oX#@EHUtV04I63ng)@V2t1<;DnWd>_F?_-H}K(?iBeLDY}hBawqS)E=-=b_ z&T0KXoqd!nsw5osGm*$tfpI&+ro04O-;f>Q@-yXJmRpD$BUwyDX_$K`bwky<&5n=~ z%@O$-`PQ_|wX_I3%*)ecQ6XBkC8WEDWWG?aBkU=Tcq=RbJ&A>$<_L6b_xO-cY2aI; z=iX{1L!T<r`YfRqfH~~N2ly|+Z*l~M&vYom&nPH3Sdo7pHMy{qd<t_Ng4O@~0DVeU zE^&`A{3C*(M(+pze5WX_%W@kyK4hA+3LZhuaqr~BH{ezE`|P*uu>Yq{S)p&i<7@Z! zEu<k&FBUl?3jW0xq&2gD9eM^e_h>8;bhp_(5htcme=?a5cf@{>XgF+%Vm+vid|Iwm z27l=cB}^j@7hIvy5HCVKIrLc1Uhu&ai;EoWz`^$>{dYoIke|EhQ?Wk5xy1S%#Tnr6 zX(AocDBxd;bqGNnc9TvVTK3;d=pM7_Z{vxfuMSn^bwq-HRiCt~MBhwhXuJ$dGWzvb zz5TaK><D-N+DrIjUTdFj(cmfg1CtR=$p-u{JF0h?j2`QFEFwwu4DLVlAWB-re7@Ta z<n;w&m>&>Xs4_=uM;NSX7CT^KM=0`Cd!avxx!hByt`#C*?H+USbA(=$bdIG{sT4Sr zuWYkii+Yh?sgDTuL()ZQ$Z-ev{C=1+pmf1GJn1M}Q_On^?2`>Qg1+>|G^;lD9`vS% zHPhCJOV?ctqiT`YsQ!#PxbzD83wLeLJyZ0l%l-_FGeX_KVl=ye8tX7r6y~9cIO>Cg z{&>FNBVq@CGQ`REt`|-MA5UBo=D7kM+qO+?z?+78sqlrG2;^~x|E)`lA`dF<XIWQ7 z+;~y#^~L!uaN{0Jyp9@lh$W?XQd-3KrR5J-Tu{&RBlU@5g<j`9;jvr?{|QkL_OeBN z@1v2;IB;(BE{Wze_`xw1%i_*3^lezU98b!{K4;m>dtpC{{nEUgV~`&oKB|A72>lvt z)UxJnm~Vd7%Oz0(ey!Y}IID!mJs21~VNY!DZdi6;ecXRLh_6-H6O@Y+ejUWRT`2w# z8JA**ITOeD*%mP$|5<H{ANI@2$BStUcu^xbp(TpEuEfzyHU#=p*t)i}2Xyk(B>Fv; ztyt&k2kk8v5jVQT4DUX`IV{p^NyHy8ug1ZVmmKGT=`F@${ct|ZT&(3v6zn5{Xvlsm z2<u2hdLkcuoB1@&l;&RKm*rO{Z`Yt-)w|}@L)dM@*Zo&6C7>R$z?t_9cywMwi=Dj! zxZ!;<K%WwQz@~;|1qabbe5v3r{Uw}dQ7jY~*oMAV+;wmCGWtO|w`F=ygZG-B45~xi ze$nqirNE6kfBnADhu{Z6R?LDke~_QnigIo`;M|JPienrd`d%ekmLKYYA6&>DHob_r z;QOFGe=qK{HW=I|K!H5QEUR&<89Zmv-q95PcO&YEWA8BPK+=lZU#l@6BllOx7z571 z>1bX0OpLt#)zQI9*iHYd@hX4l29iY=EI6>PN1xG<51hl?gf1rc87kPlH^-k_dvH#A zR^*Q>aQse}?8}T-$cqwRmSqN`uS`)W=ZdxifmQJ2DcVZlBv;x$OW^TW`upv~$lIR( zx}M4gei`A}qV}>M{x`MQ_7OVaH1Rz)A@J6~iDO$bc%7jNga70Iur7hey}x1oE^k}p z@7|wwMpL`W4(mj6?a;)#H^6mno1xV@=z=d}pPG`uzHMWiRhFR#u+iHqB41;+t{dhB ze!JypOd6>|SCVE*zq|<^+Uz~3-T~dAva$1pFY@E`aAu}<@avOD?r-yg=d=qb{)PYi zIUcUIGK2FeJ(PLjUxAA(#%arg=rg*Q;Nl3p)Kg;-jT=Dz^1(D?1AHm5_r?<w#FN-_ z*Zg#9(buN_p0x>a!tztLcI8L#fZ|_MGRSw-_Klw0y{Dw`)OhK|EX;-JVaPFR2Op*V zz(>A-x^za^%Ron*zZ!C{jbyYZv_Bhsa=`&}MsBDJrYV5W9#Bcv##~i5@g1QT=Ew)$ z`}m}?0PnSR(w~D5g*K1w8wXA?Ib1#ybqn}yMSisn_(T+}f9&HI^uy57IrHE=ufn;8 zH&+lRno5ZpsW?$Ts^O3kr9?h6m+)mB=dl^nB$kKZXNI)0FW<v%c!kGT1Fg^xP~x|? zTZjCSZk6x{`~KK`?+X*~CUWU{xo@zerGk5U-!7y7j(10H{u}I&e5i?F4f}e2-r$KW zcwcpodma7{t!19ULHG@mwjhZM_=THdG%kQa{C?FnDJlwG>%&iW8^jH_=){r2Im|y< zQh0J4{7KbPq-g~FcSCrkBBcg-?O63#rYrdR+K<nA=<o15@w$AW4g4d$Pre^{CJ)mH z>BTMJ<jj-%xxm5WC*st1`_M7FvukzCj*ugJG@Ksskt!)`)d%=d>iuSnQX2j}TEh94 z2=O}ft?Mf0;1bw`6#iYXBhUvrT7T5WoYly#tLDD81nwLw7TRQ6!u5NrN)AexGaAIU zC%YSS|GfSysTW7yXU)j83Vd;LS`VuS?>fIvhT<z7cx^LL=^IhZ|LHL^a7JIj^?5tP zTJQy{t^NCU&!ZNRN@Bb%c-p(*trGC+HqNt;oq<dK8#X_;5m(m2fA%+vK!;h4>_3To z=Wl47!3N^b$E#z{$oB!?KXI8m{Q@t4I9y@$2>frK3+n{xfHem$GPGg6l~RivZHAzi zn@MLdtboTqbvu0zJa_YTRlPal&mof{?Z%_PeP_MfbWadRMpE8rBX8y%6ioUM2ffFU zzHJ+EpRR1?kpuQ+#nP}ckrC&v7)o6BTtGY)Ylx@#jQ-4qi8sCQUlNx(CNto{@bO$d zZ{Q%0Y&Tmp9{)k&pnmiX_<sID>wCcW*yUeoGl+|;hf71Fz*}!b)~t45ouv74JU_x7 zTMRH*h#mM6CpON7{W;kjuq}-|g7Sff+<j|1LX7pF?_c+0-&RA^>w!ltDOxZ0kD;!_ zcYw#n4Y);Poc_)jeCaUP=i+tDC9NmvbLBvuUN4xrh5VynGlX@<7WuThjE|WR=9K;p ziTj8BI9pb%Me-DVYD>Js{_B`?Ks-I8r-C|1h3fQS)bYNvMSuSTo+NWq+uv#m{l#gW zAG+TlPgr>BDAj;|mh`ndRruch{(HN^5Ra%EGw+QhqyDa(I$^sP>k;!JxD@fkeY3Lt z+8vy`xk8t<&j@u$PRpnBTFCRB%@)xjE?kJ;{4tDulN1sNZ-t$c*9V{SA_Z<~jct7A zM?C&{W2=P#J{BguFo3u|z}xp-3UQmtFkQtz0=jdjQSql`#N|w@W32x$hd{<XlN8VU zd(!8QUpnf|lR5p{A7BSdOw|PN=u>3z6lTGwFATOWNT^|M!lq@0z<=m-v3#Ceiv0OA zC#BS0;8EZ|_UqN7wuC3e+yn<+JHpHWrE~-v?4QT(+aBOcp*=4LDfU@vZ*%(Y`Sp$a zfx+>L=mR)dY3|F1c{JM7Wsi`5<lea;vxNLnfF)|f&JcYtGo5Zr*q_Jy_Rze<`FNE- zNmZ!@*!QdX0{_{;emTZ31p%LU+%BA@fG#`fe%d)6ezM;5*-U;Ecqacl>lX>)?%B@= zhtsgmr&mPUD4+v3Xbd#Kk6K!NIi=%JCtkR8dINaV&A>iq4ZAiAtbEju{NtAZ$$4$? zS-IgD;(-Ok8*%D@671(@_s;5K5AyiDf&Sm%y}mvBs1F+fuLN#dGNq$`j76K?1pMej z*ufuEH0Yz0EO4QPu68E7YLS@(=LGMK?_UA0h$wp2AFGb~>c?&K(jMR(*|bo#BXr6C zN^GinFfZ?+p2k-(_%$zKW+4pq;+LD_>EM^ta-_GY_t+C2`OA<$(y$|_Ratp1=wqJ1 zwedUdTy_Lw{aF659(DxN-Zrmk%sb{Xe$2iq2z}f_^!_Z?-OKn%!X0h&hd*>>txC5e z+|XTm|2M*pU~<%ZvK{lJUA`vUAH*DRzMV&<JqLg{9SwZ3_&nbyvu0*m?FeL?`)iKm z+Yts17%sWrz&xUs#qG0Pz^lOSr_^-l3v(;-n)Qe7YxjCdo)>YzgZ7gxDfDh55A_}{ ztfOAQ$8f|Ul@l%BlAuqK&o-V>;78su9u(d768>mw`KAx~h+vE1T5LG*?e30Z2!22Q ztzy5uC(h}GAE1jb1@CzH=EI?3=w>1%Sq7QNBaZKVs+13Z(<5QziUi*f`}mpxamYg^ z&q+IE_k7>gqN~`?Yl64Aeu3X6#8d>)okE_cwfCdUKjiZhZx0yq0Iz<l?0tZ_(wZk^ zc8V}ZxWM6YkQMCy;yUR&H^fat>9K(ZQrNFh_d{*WH{N@kE9>kt+&|MjU2Z>XOCW0} zJ-ZfaOK5ITsEfy3<H(}EeGKH_xi2EmJ{UwjPE8^2P73n$ki&It$-q1I)#L;V;QaSS z=e$zf&ue1a-}k|e5O!TAh^^C(aDp#<Z_;CXf;Gva`V;uok@aNB2cPT-r~Mxm*5UQ^ zDo?J|A$|=oj(;47AJ^&2&R@a$i>f9#d-bEQU{%o7`{=Izc1_|42l@*27>igx?#3Sz z;#=eB4@x}Lv}X_Ea>D9F0`m25F9(Hs1E72H&-5~b7xvCt@zEj9INg)U+jj)#O%*!X znZS!;HGh<12mpa6NI9O>5B2Z9UOg}1n);!c@G9tk{f~1v$e|aWNO<nJfpsS-k7fRj zILsJ|BUELmOC01cGJOs`gE=*vYYP1bv@Q0u@6m5*(L8$?=f-(FlW2>8+dpXzWZ46^ zj}q^EtlqXGaCA*8Oe>&IX0_v@#BJ1(1BoB9TB9Dlq&q9_jdNM`6C6XprJ1xGK3d!} zKo$7TFc$V*-Iv142L2i?bjv}v#f~tM!*|XB`h`hd%f>SBpfH=XhaG-VF>;l!RTuXy z+I{mqfcN3^5P7w|7mp`A3Ur2^Shqk?9S%HGJ*T2Jhy328lXqp$H#>rZ^qFU~8sK49 zSL!J`k;e!rvBh%3juqE8#+lG><fP#hhWxYIh;i^5?0&`jM#V$e<*(+4*K?77Io#DR z*`0S1+^nov_Yv#ennG*<U7~2ySYyWv{Z8d#$8&}8{~ja=%wb&@$oNONk<W#z?6mCG zFXrBvkmh?M&znE7@&kUMI9NNt2woJkJ)Lpf)rnv=u@f!^I~S-p^E508b)CM=X99uX z<4@-EpMrOF5`VsBc^2{9Bsk?VbSAD}a^~mZA6pJXt<5!d1fj%|$M5wpcf_5nxH$>> zM(QmYQU<JlmBy`V89RdAeIeJsMs@_@x9_{;f}!sP==?fbXiGTuM9Soour0wZ+hdtu z)0QAnu+~5Z9qHP_gn@Vy`jw6<J?-^^{<k(sFXxMOjoEn@NP+#xO5D8g!;Zjam&X&I zXGfr2{OTxd1)ltb^0gY`a>x8dcMZfB*43=)wrBX6(b(ks1N!^uc*rB*4sE`f+fyTZ zLiaV@jrKX@d4hGBJumDDx|DPCClkRdtW^VK5H}7ppW5ROe)KK>j$}LhX{+_XSC$Cy zWmg^E<LLjP{6N?Dw*Yx@;Zi{t@`3|{$(A3*@Va%)#>y)=pC|q>j2pc6p}`Grf9Q-^ z^C4~lYIs~oDQyk=)la2LxgLQ!_!Pao8}f)MYhnJqPN>I{<#_1T0Vi)B{p<J)`Vq}Z z_gQZ6tcT8ZHNH6aZJDE?2>q69we`<WQ_Mp-JlN&EA38s?v33D9`XegEpZ&Usd&M;E z1N!vfhb}kvZ!KcpuvWkE5mE5qYugziXQ1cP#W&wXJWJyZzMSI@-cLiJrB{!ieFbU7 z$P3~V_4ieRw_NcWmeM%~J^bxIa}V%!bE0!Yu@*R2VnCy-kMH&Rij+b#;?r1}t8gR( z>L-I=B(kNT$Gv(>qwRru1Nl4FCgfoh7pP54QxG@T76YC!V1BTB=IJeYyuXcvaxCmV zdB{-jJoIhR?t!9%zt9gF;G}sN`cCAAe?T?n2^1Si63os(M{U*qLqd=KyGXY0%cv{g z5qmrH#0~YHOCbe0;F+C7UA5ft(C-eNcUP9gxvv#we_EXDB#=r9=7Hz1Db|0k$%D=( zW|xv_fIbYH)yNdQ@4WYDeQ`JHa?J5A|B}Ij-g^pM3&8j3&!x#?1CO0=2sy%q^D6-t z4%7LezJ10}U<3bWIHa6v3Op-SnCv4#8u*ick9-b1lC)cnd6XTvn$OB*b`t#pdxqRs z8*rYGSaod_{J$%Bz42)-_@Y&!UKn`H14iAV`DQyp=;S{2gnQ6s-Jb~ZHG=1y)~<}g zI<-A~7+wnArev++V*>j)JJd1ebqMRlqb2SETmi8vrZ@~;UEf#qKKA>(XF_l10pNne zx#idBs~R`_deSZf{ZY{tU&Z&M--CC>fdO{<JR-ZQzXa#%v|4Nzu-}U+0X3!AXLg5v z(_?Aqe;NLjpOJxjL%!F9Bq!z#KZ<|S`5XN*SLqp-VzJM4KT`Fe18@6{DVt8huIJ^7 zd||I<@8~6|C7cL7JSI{Vs3RzxEqi>v34M3jLbe2~Bhikaz?K>MGwF}^g@b3={EcU$ z4MTqK&GL3$)rnB3lb6U3+;Q-c<KzQR8XH_)wX8<J#^vkG<DFQC>J+h?zfg~*Z8~%O z66$;0>F4Y9z@K71FN-06GIo0MNgjCd`^(0u8_1_+7PYM2EIJTuJHAya#A2Rd9lN9@ zcqeVMk>~bt^m)v*|C*4&z6?{>=OItCI`FPt>NNbO`q0HMLBRXD>wcCC=o3t&am_UW zo{GlYV8=SKIF?EZ_o6=CeXYUrIe6>^=av9G|G%*wX~lTtebwb+6+gjevqa4fnxXEd z;b8m_{GQCgel!4iq1VmF>IZ-a-6FjrW3Y!4s<#`*-XgvZ{`67CdN<V)?R}qzI_haH z%XP#Ft@0~sPY@?Vp1EA>MxJ}RY{XzS9{n7#eSOTp{q@Xqx(A_C39ja_$3}sdRwpxZ zzz_VDZzVW`e>%Kyo4r2*JGn+uDvW&)E{YMAfi6dX%X}{n@`uoam0Y{?0*x9Aq>iKC z!0Mm;tBgSSQ&)dOrwsBl?eUV|*RbyYbdMK<C&$WmtOmkQ=*-lcU(F+K+w*)hnnu3p zs&(*>1L`SE0{N}LBUw973R&oQBuoBn<FKdC&hjhGu+t;vYK+X-k3DYYJ>%fvS0`1u zT&C;@3`3HeH=<C-tJVxm#Jv$g&yPrxV|~nvj9gM8F&8NB-#({j;1%!tt~1Z$|EDGO z4FYe4BOWN!!0salC(mcwqo41E%BKYQOND`qy7CR+aYpI}(|gP#b$FjniT|T@Jt_0W zKiI?fO@a~Z!2hvBuorN1`P-i<i`&pMe%mRYnMHh|yfL<WzO_(Y@&Z5neO_*{bEFyb zgTga&gP{L~y&2SbrilEw(yzM(pJUIMo~`>m<QY{&?xM)!=5KP(eZ{({t_w?OtYJO> zM)$AuL8m+`>f?>q6^hjmQ((RuMPNZuz)$oUb@Zfko<?8D`Lomv;6bTW%o%#$VRu(s z_8$HVzny1@{DFE;1}krg1b$Lsj>zy`^dHOxC>#XNRXRj^_Jc273<y}Rh2E226+JwH z^=8#$oL|$1y%tyPQ{M-kL6J#rP7Gdn(k$r6AKW+Xo#l3m2Yr#AAsy}D?~lkAn#TL= z2nt7<S*D;b`21Oxx&R%Oo@|eWQYhAMQ{{65?DOBB7_rlrVSgj1YL0^cQS0B)NW^|E zNxr|EintPIN5|gA2%X5LU?CN8SK@9d`*(Akqn|ok+>ZESUSB`Lb`y1T$!f*_z|S{- z(@l;)2QC>YjWHwMv?=F&+&#ac)-t@q27l?Cu+`N}-t8Ov_@@m1uPJEsEdu`i-rz;_ z;vMuU-g%dlhV$rZqTO4;#)v=jVFltfu!p}=mIsP(9$i}3CYuF1_2r1Dkx}UF#`Knd zfP+B`n+v=5zXtlA@>9V+<W6Yxr5B*i>~Q%<+((>CCw-h<c?@x<#JS=n;s(E~?dlTp zg8{cAVnXNOU)2@Gf-1ZJ{~yC9&b3nStG2K)M|~n>*6v#e?md1X={FsR^Uy6>T;c+# z6WaLh@X0{WFC+8&4|ce$s_JEebz@3BKQualyq02+)zA<33QTJ3AxC}}LEU&#-5Gp_ zFFdS#6Z@H(JAd;%_+D2vYf>(BXKJ$<b=ZGaV=!;UF~r%O<9CT4?#|y@WzELprp~WP zD1y*uYLk2{6h8&BhYC6Rq3f3RDqC%%UP@FQ>VxNTyV7PiV!f$f(`qmo;CxUqzwi}P z<SR`E-|oG}^W(qBt7Jh}DzLcangBfKlK&zL{2e}WcjPyCiP(AmI7{fV^hw3a+mqn? zb0zNT?ZCf#RtMdez+<JEb<>geTE$UOkJ8{g&$Zl&dJ3HT5)q~Hg+0kpmGenpK8*aS zDQ?<3(7!qNw7tdpTjtX6Zerbg1c|pdsG(CVG!#Xrp-!r}ahjUji4c@?asHDy^uMp# zr$Ui`pRfB%dJpmE9b3)5k9^Siy1rNyLAO}>v8uKV{w}ej#@TlhdG9+fzTN(pRIx`C zCGZzF-Mr*)h!5P^mxu?E?@WJY=M|lVK9ITX5X_4H?&XJB%!s?i0XfGxpv&<di{Ct? zgL>{X!AWNd=Yb;R?!PmF9o9c4V~YlkoL*#)g^pe_QmD0i4@ed7)>5_*`kAOXwcdhH z&ajhS{#gWlM4mX668;hPm?A7i67_`9MKvKe_y?EgvWh75(h?@O!@w=`edE_UD}g_r zkuw#D$I-minl0BcXCr6m%ui$R8q#F0-T4F^HG}`YJHt=TJr(7__jq01aElRfjO3SD z>)2D^bQu4h5$H$S%=^WIQI8vVHeo)DxUzMf|H%*3gWP9S8fpB&`#1M7jiHXwA1d@c z5B6N?8NhuOkGqHXSNdVS`3DV1oHDRK){6@~$Xhg$XD3D9VQ!RihiA)k^mj`Lb6hrb zBFwD(T(^wCTn^u=2~o@+KCmFp+=RJ@=?01)k`O2SQ%tujv7U_g+5T#PPi@8L{&52z z9oRFyw0ln?AIEb~SMaNbnWA9<=o~D~Q^A53c7za%gY-?vpSh~ZAKe<=jjQf6S6)Cr zDSE6Ep^y06q~cFff;o(XiV2!Jh$BM8-xvcB=S?)1l~H%N5D^~Ul!g33***Wc2J|h4 zbFS0K2WtA_&yC~z=A<iFgupM3E+yP*g5S~cQHq5Hqb|+RF5&eSdTKEzzbx`P4F>ha zcJS(sk24;;A8~$^tm)KK;AG~w^?_4}x2>}cpZ-(DJhVH1CHb-c7axsmCgFL}mIT%5 zqnI<`c4GeCDtMI5m~5!56M>=aQomjk&MkhvbD9tJ1EH^Kf~-W~Kl&bjgayG@ZK5$> z67`@VveroO*~Od!gV6u*_Y(%WdjG($uTN=--NbpWEJjs!L!4(BQ4o>AzPXt<Mc;UZ zx}eo;mqR6VRT~-2yj!RXun8X=#yZr@r~f8J9Qcr4_;PnH=%?h2PIgn^ksx_X6diQH z>U7hWUvb}`Z^~r_57grv?6--b(>XM44Y|vre&8NAr*Ri?s?mA#(+%)@R@%y!v6#ED z=atAX^dX5kN#P9Kn{`H5AUQ?ep72LnA$j-z{}Hhe2nKIHF1}^)jR0P&rWGv0i8?^$ zjTb@4Q<CN_%O^E~Une)izqO&xv7?sr3HUC5vO1=L9{#pW^E5UMy6H2GE%{F5#|#QL z?_j+ST-4R{Y5=Y;aS%PQLw#qjI<Z_m^x(+wPYUqk_$`6sl1=E-dCt7G*n<8Wp2qY) z&@)`F@6R7c9-=bU{cR2LV}AM&Z7lXj_<4Vsq#XRZXUV9t3i(@$%bF<g?_{|H3G)i# zqPt?|5_p+z&3p6v@UNoB4u5A3p}(*B>a&Y<(8DLc82FE3zy6DT(F{Ma(C+pyMjlGP zUOvsg1)hHV{rA_Ks5kQd;}ZjZo}nc<<nS0gW%&BjwO7z(D+t2UInbR3R>wbDg6H-P z`<LQ=SBKGZzbD>ynAawp8~{GMP3du^4D0TbXkO5^fO^p^xxoVXt^dyYPBk9aG*s4% z#d?dg_lA%dp)dd19GmYY;GFAC4>j<f|1_y0^EB-Vq|RdR1Zgm@@^1I|i-)L>A3Nu$ zj&&o7<r3lbL;OtaP<d2@xyIBL4kK*9Ckg$%w+^CD#=+}XE8^1iwzdT7LHLg&e~I=3 z^bK`XoC!f(DqQv;%mI&PuNuEA03NCGM5e3tpszQWgW@6f(RbC#_BnW5<$q5{;^9~A z%@LjY!kDvat!rQnedC`O(-l=R^mTr^{hJH%_Mt$E`Quy2^VAg+4lzMTZLXM7zKHze z&p++tec;nlO@G2v@l!`nf!+e==3U#K9tKZ{iD2>LL%rhTvFgcgd@lZHQZ5e2KjJ?v zmiF1=d#!q>{@?;mX0GeJhR*XNJnKjmbcu%@Svj0t&^c>uqvoJTt@&PC_Fe^FwTW=1 zxr1|X-f8l;QOCKX?V0`^I?*FGub@<Q=+yOLVa$Qx!xN%E{RWZe)mrfE-mjr~PkBRo z8Sx=#>Fd;42SWYXm(sgD;DDU1=nE?JD~;arG(ClUyrV;aDF%8@HTT4#6!4-nZN=s` z?DATW8!Z7k+#=)L55$B2Zu;benn7236yx)=7V%+ebAN6x`eUa18*SS#*XXTs{O<e+ zoy*SM73<JP9#nm80dB<qNf!yix-NVFbF@8(e1oBzZ4~RSt)5BoWe0W7p6s_4v#9?K zTSd<xUPp%XaMS>I5+1+acNTpZ0W=i*ai=rkztIh;BZ!OI*-F&e;piv6OY0??iuhr7 z!bu$Gfb||d2<t(9()LG0=9?nw6p6DO1-wqUKY&s7<qGaG=N!wM)PY~hbFyVYm$Yzm zwH4{cy`@_$CDAO%7e*U6RL_97^Yokk7(jhy%lL%@EqLDBp?_9FxR)ViZl^dDa~p(R zkFUQ&{(XRdoCJQ`r9V<*4*LwgveIN|kMnMaFAnW5#(hqP4qVK@!HZ_PDNU#B35vEd zBTwKjr>S+k-U5f}ew58i;%C->r&5|pp?gq%=H*0uDqEg)I<1VjYE}KMa|%2w(aYuu z_@#Chhf)^o>Fg_y@ZEdbR~PPSJpBdS$hvYf1-LMI!~U}^_z<5+h>inrhw7_Gv%Ci4 z3h^)c62y6hY){VMB-sD&@s!Qy(3>RZIwgR2!w&b>mhRzm+_hW#u8Tez@%BUgHsDD# zmy%Op*9!aB3Vt3zzdF}Qi#_5OS#iM3b#^Dh4M+1M$I#yw8$HKrstKO<UB`cS?uy;Y z?cNjTalW>qu5<`LTlHOzFf2jm$h`2Uun>7jw^zRl_})+UnCto7h<{)EPMN}<d@0B- zrh?DJrD^yC>0&MhA8*@#C*bFI<ED;T0H6E#vqRZYzs_xLWf4Z*LiE$z;Re(rI79p$ z?a=?BK`HJE`y9&aWcX!{x+~+Oczfs_ERCDl+^`$lCX(pOIk4ku&vLtY<Ynt(A)3tK zW9Y+h;6r__+jEWq@#M}k*K>#AKX=>|7i+<vCU-(^Fv(zlqVDSqyhVTW#bXjiM}hkc zGhP*_!!bVjKH`cvz+?EJSm_w}<m}N6Ug!`f{YHO}JwhH#NdN5Khd6h-0+UpbKW;QM z)ZlfuJLpK{^MUVfhsNzcA&=K<oK;K!Kk9AzQ<;wSI=WBIXBhdQZBW4L2Y7u_%yg<Y z`pB<21q>jcdo%k<hV%;b?t|T5%F%aOqx)2Y4ZQ11cz45`H}b&jN?EckoVPG7-n0de zd!^{(cmw_Yq-rtm#y=x}cpgD9Ab@<Ik>QmV^zGm0P5PFAM@J$qA4*AwpSO9;2t#kU z)WpusRDeE>Lz2FX$QxdmrV6Zo!Mb~vzOg+7{!?jiX7fDmvE&NU`U?LEvXx;_cf>th zP78WW!q5qA)Nb!NhxjGea+@5uHf`*0mqCaACDqnFzoCm%`}CW8gI^6UI3@^bW9~p; z5o<K~aR&#hmjHCvmlh$Ph?tPab)GxYg81JdEbY+b0s9eRD0_=IOLAZ^e1{u&fAjvo zVrt-(hWkl!;Mmvo^ttQ2=qGx%d0JQy=VT6I+Sw}l28DlQiUHqv<dT<nN|2{~)7@f- z!Fjbom%-8v@C+TQY~M!Y8Np<!JIDw7l1H=BxzKmS`}OsN8S4H7*(0Oz$h(a+<ZUPL zzPhvg46VSs?dX_o#D~#ywcjtmZ^k~+hN)q{x-tV4FE&7*?|Klnj{G4!K&AY}ApQ?E z^@u*~N^0}ah#Cp<L+YuvF5m#W@A0L0#O;{cihpe2m9thqe!7F-&BR#DWc%R$hx;C% zf8yQ^@~8T8j83TIym<NiE$VD9)*BZ#P)|C)e|~%r@t374x6#@NI(Yr!DKRVbdq`$n zoY;@LjLOT$1JKXQOux`j!Jh>AN^k4Hzn<S#xSJr3eC&=**Gw{ajJo6dW0KIx1K(U0 z>p^|=O8Q`!DE9F(bL~m+y1~$!GxCz?>vunRP7F9Wt?=)c{TTZGqIA~Z!48TN23BU` zG1v5+-C>GG^k1q|=2+|jPHFJC+&d55SF3c&ZquG{PSfJ|I|=+BNoJcUe(bYHg#Nb= z(B}?aOG$Uf{6eCEr>FLye?R!`wWS334{Kl3e|Y{|%4%a1f6SLwa+oLijP;93%FP0f zWSmqE$U!{$@OY#00}1+IInRloDFQC~Qu1;mZtz!s{lE{uxmqheQ-Zv&t9HKiCGxg; z5Baq%;PoqJ(v^G2%aRQb{M5c|Pk74s>B6sG^burOdN&|0^hRqr{|d%>QeVEI_0Wzm zR4UElcLV#e;HFRp`<6LEYOaL1+e}M!Z+GtAGQ(w~$uH>BxY@dyjJWL*{WpGJ4f2bL z{s+#9c7*kF?+4F&*%3sN3dX+Rp74a}Glg=6$mgDNEwVtbI9@ZHc@MlfZsD1=JM#I~ zx;yu;tKs`!54xxP40*bW0-+5!bM)+Ut0DM-=X<I8SK#44EnFWKgAd4>Jys~AMBY6d zb-@_;@8D$SmT!){*?r*ii%ZZkDcMw(Ty}M;4jUW9=^d|*eZt_ogaV26Hd@S0jkb&- z&P80^F!0v}Uo9%m>nlycybp=DepHC#PdX<PiNKeNO>>D)gTI~#n7KiXd?KQbo6ZV) ztGtlY@yk{?S4>Ei8ae4ic-(rd;O!*hL(;$d2X>%y*th(AjC&W^?(mR^BH!f~xqW-^ z8-7m7jBA0fxX;y7g;k-SEdGN}t0nZIV9i7~?7!W!+xtHJaUjqsxxW(uj)|)*pW2Uj z!WQYh5&i`Iy9*mE%MYPvaQg;&!9L_~ZCad-hK{K4<<PPF;PoYWbzvch-{!AOGGHH4 z+M=CX_&yDruf7qd0cTQ`kN(8Z!c3Jq6MXMA9(9SO*T`!HBHjzHL5B~0{-YiKo8NUo zU>LZ*!r#*W6ndthYU-uiz>BsU>obvZ=;MlyGGEw6ybZnimHRpR=pQV{SwRnN3Hx_% z6g-7BLVSz1+>uZo&n=ow1l>bN<Ebg?5St#(@rIu;-zP8a--bNy>6)|oH8X;9Qk+k8 z#t?7qCx?|>v3~NClx}K~m`6#tGeHI1VG7Vm*TQ<ezdW%dKZO1pHAlbNK;X@DmqWYf zOc-c{ExEy)5;g}8iE22Z-}#v>RWr`D^A#_5B45|~mAgtqf^}@ZMe-NA#^nzoYrU{{ zJ@=RIE|sAlBJ27{<qmX>+<~*hh#N}O!`XY%(8m&15yb+Y#Z+9Jbfh0~Wb>F#$8nth zdNJ^86S(WSKrnvqjJm){)}mVQmhYc6sqSMRIDEM1z59{(kZr`MAPzInmMkXtBA-&x zA=g*LJtd@c*YuIMd~opy^^Jkfnf{GycMf;!m7z?^ui!H$azrCXf#VJ|z8TPSuD<uy zX+_+$Uj1fCQv=<jV5OKo4m?2VY!xroSJ{`AX}6wv?YD13E%G+*XBuTu;y6$BDgWg` zA@m1FnaW3A#yP`^)d$<)Ei6ka)ORbv-+T6Cx6YuSe&kb7EAq4RsrtT~C-D4JK~#az zsdChw7T733&n|dn^9A~AvQh5S{<F9@bgFD&U>^Qp?5fg;{dQ<{;igDJoTxj>)r9wL zp;si*#r_P_?^$d~cOq;m>Z;v-16||mH?u>)$q-wOiQRj3R*3dS+y&0MGR{)&_JLlU z6YbyaOP8tOUX}xH@&p$j*u=W9yz*v!3_q0AR3Upu3|;WCScWKg&wZ^EC0BnSABi@Y z??Sv?4*mT51>#*+=>2&wC(LDKmSgtXeI3=e2);$E=kpM~sgt<ZMPiFQqX&M{R(`+Y z5axf7cYpbSxc69w@0G+5=FpM$eEbYQR6LUAN@0leH0+``U&TV7ZC)_CXb5{O;Bh5K zUYcujb!Hg2P<M7x*$r`FR7>?DBlaPH^*Td6_)2so#l+5i;6CxP><;{BqrJo?JQMlJ z9d%D%tQ*bhiDY5qS1<n46S%I1=ezHjYkLNKk6B5L$Ob>PshacX#<~UQpV+<c-s->H z`MvO~_g}5;wTqxDc04%ZfIK-rv0<zg>p#fEW+_{b=aKq6WXHXTm#2+BhM|9UDOPLx z4}K@8^%RE?pnn{tVe<g5ZxzeusDs`^96+qy#|E9-&vaQ5@%qG0Pr&Ma*ze}{lb@5| zsi`NIZvTVM^yYRn3F4Ec3-ii;ahyZ=b<r$o5PgX!@>^nV0$+>H+kL>gIx7<OZj+(k zC%hwl%?<XgX>y*+5B$CF>+<vooYS6>$>9a=F*t<_ZtgyAG;!t63w&?;H+w`falWkS z^hP}=`reO}es;t6mZ=%a7K8swv2p|qi^5)qHzj`n&!tZ)l{~tOy!8GTlQQ_r6!G1b zRcqL*SGn@lWY`h2(W%!NsK2F%?A*VDds=_$_LakrT&368T>fIttNlQ2LnPkU?&|NW zthm2{O*}>)^?xU)lWMn<QFqH~8o7l0A^dH<+V``lCpu2w**kzb=QX8}oS!(a_n}el zKKhBp*$!*&#tXZ$^eu1jQejG^i#5HNlM*QCB7pfnnkMu@G#a>Ph^mY!2Kk#o8F#Zf z@TrqZN<7;Ue0jmX!1EUBB5iK-+Q7w(!h>C19>9q-7FlE1ZHLNnlQ!T-iKLta5%M7` zkvmR89MBP>p8TRZiu>nY&x(8jo>`=29cEGnuU{79bORpU>iFIJ8sG1FjdcA1;Dl6T z_xIiVGffr(9Ye7`nWTB78rZ+Y!-Fy10jLkmm6&y|LwEariDfswS!j{>djfCf73}R* zfm4ZwJVqZcKo`~h7~_zQexYgs<pl5%sw&sRwad`ynD<OZ<8v-YWKGn;U&z&u$~gHT z51L={2nKJg`j{w7lY_pldntpXh&Rkk<JUL_uum?ZY0qb%ulsRNkHQnw<9?Kw5n*l~ zbH0qrPy8O&oDk#dh&c9r&yQ!th_lQ;pL+xM_g5S2O~k$&RaU!8{sZ-BhoAQk<Nr93 zb$U+EqJG+LwTCYse&Qo1u=yGD2dXRB=~4GF$dpxf!+EW@X12O@h#P<Z7^t&@m!4c| z<>U^>+!$8+FkSe=^PZNJq>JG3lDyI3!0{heAs=soe+&l3MfB-H@9(A1P@MpuiLB#! zGmZFeU3qCv73X(~R9O>|hs|Fb-uV@b{d&wSka!Al_IIa4@H?C{`u05O;CHNl$MU}g z_>qQan9pT>=zxP#((9q<XY^2{Uew?1LnmJJw#E6GdmlbWtH7UBeZ>QSlPTxaZsxs5 z9DKE4GbDk0^q;rk+1>S~l|Qt5uKT)5esLGxcVOaj_(|k#feoeeZ<uk;O|e?<SOIYA zuGeP|*g;lmXY&^Ps4$NIzKs|9g>4>8d$*u(;%fJ}qXp*L>-r@7oI<^M_^s@-P0W8E z_Pb3b=14I28h9H6KRb6~prsc4Q=mOyPxL3~A@;T5sq6Th|Clumq;L;!;P@xDMAR>? z&`3rhPvA*q?&`<9KEL*UKl3c~>D1U(KQ6|cL>bMWwTLgA%10f?!Y~&x&@Q1U9Xeaf zIuA4WlMVHacZx?~A0sZ=%OBAXq}QETMu&Q3b$V4NcwPb*6Sd7L#MjNhc}wIOj}-0i zCn1jegvZVAfRBe;ijcpMMjkuBJ{Jyu>N1qePr8e`{SN2L?^w4gvetlPZt(KPmhnq? zyjgnQ@NWh5B%zk02Vno3etGX}qL6<kUCI2IhrHJG+TnXw!MpND>picb4}aQGOve=d z8<Z&a6!9lh<J8F$*xxH=M<aIUSw+sD={OBLf1=ynAA<L<qp3HV#CrR#pT-Dd^xp?i z?CT*%Tq*1fd`|!m{(k)VYs3e;s4%KC=J2oA6`5~<FU-Wz&Pwv&jYE6S+`Wi(m8e-P zMI4IKE#LD2I8`oWTpI$uQ0;tnCJT1|-%%ei9^~CGyVo-}YoQB%Ch}Arhh5DxUex)G zdmz^64eSt4lqyUo@;hOlq8H~a;b->eoK*`A!RLR@1z*NG3awXc#RK;ZivKRSz%Qbz zUdKJzkG!OJW^5LD)i<?_7&FxGh<qabDdLgm?r^^9ltMq)f<~+r`U}Dfi~1G7mv|m& zFnie{ek@o0?m|6^J6qX<2=>bmKFPaI4ZIOpzI)RKapa!dahd~|&pZ1)<GeTe>K<vy z%LYQ<y!3}^_dL2Ql@T}LANq+FsTP@F56Mv@g^k0QL!B5a7^#EvB&Wk=k7Az~-)~<H zvVxAs?3_{h7;|&Z`JYPtjefk&$@VG%^l7iD>|6&<x^X&44wU14OYh1HA%5Ko3#BXU zMjp}h=k)G*_B2bQf>JreoqcAD*SdgXDnCaDqfy`IvNw!rKwX!GbxIsOphutl=L-16 zli<I{CV)5k>3T=g5l;wT1pUeo-%Km->J`R<KX%y{#~~h@T&YvnKwR_SZ1;YQJp4ms zYk>y(?X7J-X&n3pezkhHt`fY4;x!p*U#C5RCb8$j5Ac;eRNYU4@OcC57S|&2_pmQ# zh&(gF6MuR%hJkl_KR?;TP6d4O&3f05_3Ee2<0U$Vc&+f}M-So+=VpF~9Qd9oi%kIu zzAt}}Y;HSv=eM(B1L^JXD^-Wm!P|KJZqct{_`~dMb&%06P7mi#d_tU;buZ}M#lxd% zdc;gC@Q(}b*2cgaezJtmY`~vDhBL38z<;z2of}E;Ij=pHAF=@6Of$cZEWrPP;Qfpi z@6V|DyRjX1JK}2k;WzvsnY&feCI&c_u|NJBJ?cFiY_4b4P^UThGOK|HdEDu5W$&FZ zH{*um==HmZ%eO+?KVyI5=Y}jTWU>A>#Y25~yt&slCf^-%DPm9VWwb*b?t^BM1?Cj{ ze=h6deT+C5@wWB~_-|or&Uh5^a-R|Xy!3Ne558PF1MsihBUIGafO~-<(|mu@urFB+ zRr#><x~#v^!v&~knQ_}%Ng!`K_jcWQ5p|f)%?CEf(eJ~#qbx8F9Z2q$6&Wky`ek0q zBfQXyokY}$-#|D0yC^-2ebA?yT^_{qEa*R^a&ZCwuVx$-?!)>OhLyKBBOlG!Z}RX1 z^aQ$nZXaaOj~lwz?7l4Y>)Y@2j=l!oeLibbk%E4MpQV<=z{PBhI9iWa@avoDhnayt z^UfFkaE#%5T=MhS04^J67CaEc<L4MY{o37U#sqQk>~qLlUMnQFAf9MHJXQGscphE8 zrNuD@e56}b6~X&>|9gGcW*&A_b>bis?4M)pv~|T9<ORGWHf1Gv-`t{od0I|{Pg<$k z0lvVW!%4~eCeb%>=5O_+8+7q5gS(T!mtd+s@>KL;3~WRcU5CBf5Jr}~5D(7J9QynO zae%<_H|sWZ@%sZ5S{8^888_M47Ye}FlDgK)(I=%D-^H11hWGKC*8Xw;amxKglo1Ky z?EW-9Z>(>BWWVfx49Hvi=p?mH!p>5H?x;M3ezn9oZwI_0b-j2X(*gN(UKmR-)?4Vu zdayYjFWtCia%s2kU{j*?%@XW1<pj?|;0e9(?1h8iEt6ay(pY(MzX)CV)X*cui5})K zvV5$2_Vp^mi#T7o$aVZcJmwts&iPUZ0+(JlN!_c(e)0^nh=ieUDM`_H4SJh($E`>n z_{H_#apAl7r7p9sb|+%LvOY?@IYow_*Tth+fm_d)dyCf>;b#r1(d$Z>zxRFlgeL4i z`k=7kbHs7!+MmS+UvM7VQTj?G{HN#*m#h!^j9!Nde=%gixh^^v3N7%Wn75^V^T>l2 z#~&KD!oSjZ&K~VT9=N`5quRd}-#<@^@Em+(^!|gn94+)E<(f!8!0Xr|X(U{b$4ed} z*=TG>UinbE?o2aY|H43z{||KZjr%mu;7@V9B;|$BGe*L%{oW7VXSygYfJ+y;;k)EC zh8xJs1Qm~76hZ$=#dw?P2=vs01j)Blh|f)X=+^P~Pi=dLt%#xPcuux5<L|>xO>A}c z$QwG-_)`slKO~+cO`_PJwfv{@r_twP^KgD99QN8msilbDW8&U)@Ew4E#PeMq#(o)S zPIi%%f#?6Jo36yVlStP&?FCP@T#uj>cY;3jjiY_fdGP!tsR;{V=ofO$ms?>Utv)^m z)X39R^fmh`@q5+Px}#k|@DsVfBkz2`V>a8{{qTAz#Vpy02-G<r`RaW@9NNi0tDOzI z4p&gP&<6hG9CG57G}h<XoUHF@<j?urbbP+vn7?se_IoRMW{_s(V$WaT%$Ya$*hLZd zZzQj?MdSQ*`KNW#3g{eK$MX`v_Yy{q-{rZEI8*$R-vD{Wb0yuEXONd{Ui?OJ;4AW+ z71F*R?{QBPO;(eMC-76;=anKS;v>W1<FWT(@2^>(Za`OarII|nql5kxewXqcI@q;X zy7I&+<aKquUsul{Kj2Cp9Y#I%ocOz5lS0(bB!1SgMWKFLdFhM5l06~q_u)U0*slbq zp>VIg*hd+&xL+lxi(Y9tb{GGzX0e&NunYC0JGvKx@wirY$@c9T=&f4!8;4A=&!s&z z%vA8}xh>X{qnJlPWwI$si9F@Si?b#}@Xu$u4+J=o-wn%<%4NWRj|&Ofgkay|1{9Al zp)a&5sL4bS_LkaA6a~8=Bs}5E#J=|2xS&<kg3oip-cIuv=B+ZN(LyUFY{zvqrMrPw zh31t8x#N32(uy+Sf_)FJD#c$$KP%I1H3i_|?UNb-uP}eC`KHkK#R<d*1r3dh$>^Ua zXt=#tfq&@S2oqm}eFul7F_)olZ|0oc8$5qvM9#Vb@glm}t!hgVe<!><Cw>-s1>fJ7 z*7Dfr2|f9rEU2p$rKO!1vM22P`eAHow>#%&Z0H#5C-uZ3dOq}zx$d2D4uzh~=~-&_ ziW>Y;)o<ZG5$fm%|81^dA9yZ%sN1C46R!Qe)baNr`kffNx03LDF;>4C_F&YxWsY5V z)qwk|je}jvvCek+VciW^!Heo2iM>rk{Qi*4x2uD+KbiT$c?Iu3aOf`gFVxlI_-bWo z@jJ`Ed5R~<6CVA&(e!S&4o&CaiFovMEtc3N75TJbnCd^QTU`7)(?9U0;0qHWhQQ5B z5&<bGdB_(U_?>UTuei0m|B|$Ur)F%F`;>x*r3M^413fY3k<h~K{eH=1^Rhy~5gsXP z7WEC}i^}fjN?oD*t&qe`T?HTg{otY1B=o?_?NNri$WOXB3WC6YOf)s?J)u`r->aUK zLtnEsad_}9Pd+ZlUB$5tesFy6LM>kBxA0}@JN#(HC_Shhe3*CjL|^1R^xp{AE>8ge z4}XlG5~RWTS_SGhViM%*E4>*%fY)MPu`{2r?qO~=Hk;32$8+p-0=igN4qo4Itk*Sb zoyiW=BPs%{a<j7S35}&Eh0+n%T~kl(_W`a48qx%qW8LUSb^of}hQA43YRy2LKF5?7 zV=o8%_)-7&D(tX0?Cpj<?3K@9HXwl%yf$So!;%Hw@3?5SAin>c#>>m3Inb*q7$y5_ zpqIrGo$>;1IJk_zUj2u4PZ@hgxdK1Y@7k&cuBCp8zgh199oCMO=y@UPe)Yz3Ln*)u zr~a>H@H2rpnUh~&pN}6BNwnd2>HOBoOAN>#&L45U0{bWN<$b6)g}i3O$J_{chE&t3 z{!ZL8lRr=!n|24EkKr`?uKuc3@1gc#9d-4Pg@a4~VGf-2w<Fec$S+L~WL^hOxyIUf zi_fEf`G=56fivQklDYdz5c+JSvlC1)?>LB>GELnUI2(4Ca|3xanb%MCIM}ODbdj$M z{9MD5Kl&@;ZX8>bsAVJO%p?$%^UNWic4-M0Y(hVis4gZ@V=f}cUtNJ)z^A7aMkByC zV^4u&c}ln+{Q&bP0r&^wx8nx2e(2*BW%j)b-Bzlyy)6Oxc5?Y-Y!?^KKQ-C+e36DO zHMg8MsEK;>)Y_?A@Uv(+hDY-a&>hRJ2K;$|Im5laEm_z<p@fO8zdMLWCx$J%fbRu- zPs1NLf-fA6`7QYc{&URm;48ddTB^@6rv~~6^Ro=Te%OJcT_7>+=&uRwfvsNHn+TZ( zXAk0qHD~;fV&rG<Y3TMN?u!~!-6C8>KZR|f@Z?A2d*Mxm1lX;^Uaq~D%AxnCODz6J zi+tj|%xfCpzN=CPogea}*h#9Kj%w(rX}Y&7o<R>R*R!YqUQOTSq1@LEUTWlWfTb1n zo|kVko4|j)gZ)eO!PA_@ct&<#A2~s-X^6bHE!Agw$qe_3E^%i6!g>rg*KDe91Ha>} zBdmc7Nni8bv!GvaWOT_F<>Q>$zJ+sFDWKzg=e%ro7w0BU=0)d!K>v3e9|O+=<l~x_ zl)i`ycgNi<h{C}WE8Vt!q5k@#_xqO#;7^M4-*|4|%9{}~LDBcnZ_DD3_`@EO+MO(2 z5C>i!i&`LnmwfHaOV&obGN!z*uzTK9>JZPq7(@8UIP1i#L+GzuKO|RzeTpeudUhRg zBvrk)@6a&n{s!{>otb!Cs*P;-9BHK2&>b0L;1i|~kHx_czdMXypFyAa{?17$_^X>P zS4q-K=&towBa+U+j|2}Jens98^y*j6FzmXs-2GMjYvkW~)`_ji*M``+EVjbXH(63% zcoFNF$Z-2rIs8ke>LqPN2lCaB8rKc1Z|PQXeoqAOYpNn|7W0DIi<HK%f;VJE9<gr3 zKA%k`t$2?(9rNTxFD>e2y<Oectk1%p+y@l2+UyAw)<(jex1fXZ<%*xT1b>xtZ9I-R zyqMQ4%?f`YE0k^XN<lx7%;&%Z==1K{!zx6sf<7^#OMwfM=!g0%b#2QFb{HrV9*_-t zKT1mRE(`znk>WPXE38-6{G*mV=ntb%o_-LBb8~Zk9BJq`j`=bdNR0Ie^u2gH81a0v zsMvK$89e!cn|yYRJz<RV@ljpytDaO_$r!}36Rr1+i}zw)mClX7N~)MEycp5eZiG6e z$nEr0#0#;p)5f!S-cE^ju{+}91=Ccz$^o3$DY;h03jZA4wvbyhM_r`ssa*~HMcyUC zcS;FypeJ`x9`^6Qyq}4<4}GmFv*Ta8P@gy*CN<-NJ`KK!?*`z>Tf)Ke-@)5PUl!?a z?}6_3gIm=bKUY)hno7W%QU~gjvS8<VJc?5K7tl9g>}A7Ph5U}JnvvHC`(fWtcOJO; zE-6CqO*-la5%1GN5hsd!5{k^wA7-Sc{9haDm_P1sCYb=Q#`u%ow*o)jt$p1ZVuX%H zE}h1KcoJ6T`j!{GCrfc6$q_ij5cX%y27P0iq@PdKEFo`t{hjIhUBrb>g8sk>^hsD8 zEIacQ_I$R2VdN%slL$|}E8d8||NZ0K2i`Qv{4r$-ywj0kFR^qQ-mkZIp9}0*p!#fm zn+(?TN{L8t1@w}=b1(X|fp@&W!(*}ErW_C3H4xX0u2@US90ET4KF^U}4SjYYMtyV> zI5i$~zz^@ku^@D_5$irJl^dUukN#7>9v6KY)CcTHP23R|MbgT1Me(^+n?$n`8-TNE z3sv0s`}Tjuht4%3Pf?=@&v<}1POp5(%@n#UnXo2dAM9Vh_4OItAN6p{Dq;72=~?yO zHxmlb_r?xO7UO+ZZn8%e+M~aGTtz(weN5UtQ3)F+xNpj=yJQeNIs3#o@iO@0%qg~g za#G;=f1c}b<M+j|iI2N_(SehV=bxTI9avA{zisf41N`xw*0ty}GEVC!gMIch_fXoP zUnW`XJBj}l*q7$17lE*QiNMN{71*IrC%dmC?3!JCf8g%Db2`;g-MM)Dv$MWrKOWyd zl~G%Vdh%mBy@yHQEsIJ!?Nit<LULPCw;<MU>{LxJ;=YFg<-%7!<l}w32duE)8xkG9 z0>G7EnfMFE$hX`URAp8Eb0P>GC*90KUbu0whNGba^}F74@#65m;W*l$RN#|mz<@F5 zJ?Mtr6P~;GyrhoW^JXK?yksx3evH32`{YrEK(AmOY0o#teuxq3J^5UBacgV-R2TfT zT334;cFw4vYaFqRxe>>6StQ|Szf{JXwh`A8tRL#99zlK{LGr>u19?d$UzsuTY0X=G zN|wk!oa8%Rw1P*~GM{mX!u~2YH{S0q1#Xe_wNzp~@>df@!>FNO>V&+11)lQz^@GM9 z;FNds^9wcDhf`7$+s59A$G>$W%VCE+D@zZYq4O2;{A68V$GouQb|tE_sLOk>X(ppj zwI!x?Z5llMM&yLkQGWEDCBC&VPsIKbGT5|P!Fy9`rz+uBWIi9a(<zX@3{vtX+CpdI zn>hR&{H3gt_Q)al)!ZIepWS>ye}0NaS_J1Vw|+iWWygNaj2;s~Uaj__t);9O{Tp+N z)|NTY;RFM5V<Yatx+c#&auEN|_<^?$c<r-2c2*t0FLw&T#h+LQf64n-O`s>8kx5LT zL_FC!bYGbq{5s5uk<x&G`pEBQ2IE-hzlSEzNi+iIhMAK+{=j~^%2!*ppqnN<5`6%i zF=TWtNQJ+V|JV*b1Age%y-w4i=tM}<pczyAhJIw%^|f1U$YYGpjs{}?lwvHoF3qC< z#>(1sw@$>*Nzohwe-V8r_{0u<Nf%d0A3f4TAA0JMmZONfNy~}}<mkJ|+PwPcKKe9F z^-fDpAzqrix%`+H_EsGvHQvS#9)5|f<O>V>l6!hD`GdcHovAy{LJK{cCTKJdb~n}U z?;RBm9p~j#<j_Iz=%ftMVXW(K%HL1kgU3{?S9;1BAul{1DmvT@-S^15Pmi#kO~cpy zUR^_fu$ALiKj<VfQr^$&;h#5rs?DUZF27GH*cdtB{vUd?zVD}?o1Rgn=zj?O68`dP z_!@Y%a#K<O*15xS<7xl}aJ=ZAra(LDePNS*lJJ9HF@ei|c%S>uB=<S+IbA~<mt=%6 z?_D#~@^L)&^`2+bp;FXkx9Nz!v!j3PYH9E*R>Yx?HzwGTm!&CZh9+Y_Wloc4@roiZ zh)XPE$NqErPc2F8;9LxSfy&*d=!11W(8w5wzJdo%l95ZOlgbWigeW@^lFqmtk`i|! zY^jjhHT=Wt*wp6dp|ggD#l~oWkCg<IP#=X~B=fE2x`#sd(;4$3C564rIUm{=1K!`T z^FD<E{yOByd)(EYFcomsi<=mI$E4rY9y8<owQQms6D#Jt{mqGb13ain(^%?6KOlFg z=~goEs)j{W;{y1qV2#L;H#*RpX>ONgiou^*fB*ObUTnX|Up4hF_?XT6-u+C_feD=I z<s{IXIH<|0f$J3va;-D?omMu$E(rT-AmZ#U0bK92@)K6AL7jbdcBJk*^j>!(%bacS zsYg4d?bsKQ#)>6EHt=rqvB}>K<c0OO&wj?b*BRbX3I>m@e<MG-PXf3;dv52@E$DZa ze8w^3IA8SRU|d2F`bId$$N9j&`bc+b)R1TR+aG7EEku6*k3MMx_AnIpP;~cx6{2|W z3;UtFs1-|2tw2vLF#pz4Lxgi&3;mnx;9>iN9<giV{OMHfcu#ma^6z_J_V3n#6)v6Z z+C8sR(rWbOfi~{NovrCe7KYyQmZN3kHtK1fNnPxU&^fg#rA1-q4lj<d1;Z~&$KOSs z?!&qEz!!4!0_dllH&)%9za(AJS-)@(=Yx_I>knOkAG91;u)Gf)?_0C#IO;_^r&i_# zfkQu16y(`}|132ogQiWeAA+F0g%|ee<@#ZcVfg32AfDK}h$}J*t)w1U2PGZZOYlPm z>N+dh@8HujbP7E9TrMZZW_4bof6JFIE9)cHT{vecq#N;BKeNQ91h3D2{(%DipkOf| z;q(dn;JaTo?jrgW2CkUf)xo|fB1K#Dp(i-++)BawjNTUhkPUn(h@o_jfnCb-Cxs5J zB93q*tyk;^KfS!Q!m^CKLHO`lPCn>LWc{t%(WnnbURI1lynTG~lB6c$ixNRFuNLvx z_w3V-2Q%oaB(@Gv5<&gCtW1^>{zNPC{=kz?@QJ?cqB#fXw?9o-i+!Q5g&8l~1GiTu zx^H`6UkLq&g?8uM(HF-^Ss~tJ&}q24!e5U%M?Gw*#OJ&cDNPMt_~zf=*|+fDnj3>( z#PB@@^cB-5+`xAi`5*7{cs>_dUDa9W1LL$08~Sh_#Ph@QS^Ojmo#3^42OUsZrRa}5 z^t4R!v=rcYwPVl1+Zp&vsja-=G3b@q^`(8VYgOS9;@ZRLn{HK>Vt<Cur+Gt`ZW8?) zH2#I|z>VXk7oOH3?wPc{uprz7?wm8*T9e$Jb1}{vg7@+0>mBL4i9AX;O<E-Z>o@VA zmp|g^!du(WTPv`;NxJiD$XDpoXZxByLw`2u+#8F$Oy}|1*?;e#I}r1(Iq_pZT}5u+ zfvyyC?n}Qo>^9KleZiYZ)N4;q{?E~M$5Z{bVWT1$2^q;s2nkt96q%8X>>rUx_Q;A# zR#rxoO=uxXl#Cog_9in5Wo2h&yqEVcA9b8_zRz=y>$>jyxt}j--~o?sPgh?>{`k^M z)^6nw{ez)nCVvj|(tIA~p@v8}X0fke^&xcof>Qa$>(D=52A|!XM_S9u7qA_LxmM}z z!mmG}Z@!L>a(CXnu#I$@GH`^Ux*SXCJnEg=Eg>6f;6tX5TD~Hl6ovHKNxeb8n7we> zZhzw2q=OogSjT6-@AeSG{`QG*o(w5MK8hc^eieQ?Pa)t_esT9)Od`SQ74*|MDeg?f zCpzulGxUfXI_L8b^<D=5e_a{w`49OsJw&7eytXxpZEL3!>)u8)o9>1<Z#{l!3U#cR z6KDLo(@@_^;Jt2w^JUW_tp$qcuVxu1S@yb$&wJG$ZUdd+k(IPdKk}pc*@OE@p@aBq zIxSjJW1Xc_P7vdJ37ia0ZbrN?FufH247h8${=}*W>~r5_#6IqMoNpYV66r+!Vz7|x zqaErBgvTSK{ipE0*74W9fs+U<+q1IJS)L5h7>>RJZ_aCNb6UZ@nFHr)O>vIytwQJT zl3?@!$XeEIrGig<UeD3nhMqf{buS2Ws4Y1k2yzLdzfB_dW<V2k1drhG=48a-=3Xze zRMf+^1yX7c0xujOe?<rT>$~MHB@BN!)}!nbwFn$^Q1-x8;Fl;q!C8+8@Y0>z*KW8W zKDvGxv(7*rY5!l&Mq_;c>bnh7@Mp_ZVa8O%)5XVP<&7SgE5Gxpt#AqN6HLh~f;ik_ z)jpw!{9~}>d8ZHjLiE=p?KE%(zgEl`|98|63?hU|f&UG!l5w^n&*uN5m~J(~J`jI? z!lDV>`Z)1x1o*;c%e?u<8R)LM#^pI0xG%xrZi?e2;Du-On{;ZpxB447+kWI%rEhkd zug6jEaO^9)h5h1F|9V)p0QJV=gYo|%KhS2~=3zr0(~&oKPuX;!FMHld$>Jq+2ebD3 zl?QRYZH4GpGG1qswM@K01f2V^g_$4w_9E(T$K3?fsf~X-*Wl;TvuD;7k*{B=9rvJm zjC*ntVwThrF>iM(43#wKA;0eYlTHD?E1gJ4OhVo5a&?w_AI`n4&yd%`-tY3CDr~mL zoDaTqEna5eMTJL{Z+zhoZaUMu_ZS|$A!Hee__0jPNzK6oUSzX8#u5j=$c!^+6v4bk zm2Ba-C%~t(8nx`rh(|BD5_4{Wm-4piu#REf59oU8^5MLK-l@-0$mc;l7u*Ek_jKB% zH|J2dD*r9NIt%+eSzDH|d(UyeY%M0kgU@<)G8_c|lt|SplYIc*`!+H=S_SrZ^f`y( zE!2shEZ1!#e)a#@n(I6aJNU>qq<}oENS*O$<T<`i)MYX@#L=w}nM%9!q~Ef1j}9ZA zOBq(|f69pd7lEfvFJUJ)`r?_XT`-4$iQcQg8t?x-n~$^xaekHN%<eskHI1BupS2Kg zY!!o!_oJ_%@<7IUSNPEt$+~vbr5l<fM0xL`-$Qg|(9sb((q<6#p{Ll7=Hc$dZ1_cO zbFCHXc*DI{pFDhldlz@^PWeDrNMDK6n!bs7sy9lQE~8KTKIyXeG;orkSySP;f9S7Y zT<RCZx+-vxF+>2LkWKX8|5}840r&LcTC5$xR$kKB>=6390}H7Psi3DN&XJV>|AxOr z-M$d#6|4L!I4&cvs;0Q)LN}3N&do?bTq53=6Osem^7xrZo{=i>V!|NF#fQ+J7EcJK z_JbFiu;ja=p0Ta=NpAPtLhGGCc4b}gv%RMu`p4q;xf1iZTKJ(7zimc1^w=w3J}(u* z?_@1XW#QlFjjM#H5I;V2{a$NETvSojzk0_8c<c2(g-XQncs;KpGC`<IGw<|?S0mqZ zcbyo*{#B|y6Tbm_NsUw=XWNJK@HOp>W7wa`BBR@<a?l?jb8})FxXCTKCO30^cmA{@ zlQZJ}XI+*|N5nfN^XY?qA8{V2@x5vR>a5g-?N2+Tp=&hG-F%I>#$uFv@G1Q4Meen; zy~x{Vf4=u0wZmM<QxU@=s3UyY^J91%`5^j2A&uG)_$U7lo83Nl4$h@NtCrAVDW)DV zz#m$e-`jos0e+UR_}79BI43}>NAL&c`7xYmVC_I3jvnVpe_7}ZPHuyhys+~(FKf7f zLrlb;J$z*ZJa}DV(;x5q{h#-z-MYj1GQ;5weBPr7X}LQsIJZE#vbEcnbhzPCjSz5` zsbq~0*;mB*ip=a&%fL-<EzW#^Zgb{zs3)a1_-tzugAn3tuQ#*rI{f9K*uwB;7U~be zhN0@n3;YKMQ|ypWJ6k^v5y?USu6P=Jy9anz>oHyS3B)5?#v2TXbBP6gZOaj;hqq+} z=5RX^{HOOZvmwqu`^B(&_Lvi4+gzDjOBMKjFN;z!{8mDY_gV^ga-iR}<zVcCWpQRe zX%zOo%xTZRo2U<+C2nNQK-_%2LDz*m_PwVr_#1F+SIy4e-@vUVf2%&*l*50!bh-bN zhEAGt{%!t2=sPqE%*UZGU2Pp+@iN0bVhi-9RKL*oF4iW?@(%X5XErwz@j2K)D}WE{ zuU+58p3Q|hi!GG=(FK@;+%Ehv9=fZRcSHSBD0rD|y-o@ADWx^CHVrrEpxqQELl;o@ z5qPyQ4E-fpxk$wLFLcItr3pqYIG@$O!nk{`Vd)+Vg;zBAOQ}2ES@;?0k;aH0(0Q#| zxtoN56G^BT&27NLmiETXaBriJruseonmqa#E#>!IO2xUJ%@D5c8<_VMj`6ABX$K#Y z+VP5`Uugf?e+?1PN2(n&kK6@sFFr?Q#fpAA%f-Oq5a1aV;t$r?7Y<29$)n&4ecU%P zewadsdd#yP!H2%Y%gkGs3Zc_&&B+Rmp+0o3VLsCY{T!PA=spFbf0^?58Tm-`!ThdF z>qp+ZPZp!=EC$``(7V*O71S;4>UekKr#Q<yqOmFT#R~t{^dCn(=o-`ALs-w+lb4pO z4`6Ojh{o;I3Y^oG6iMy`KVJ5K>srGO-t%9KhgUNCmacg<Kh+1X;P9dx#6C6d^9uTT z2lJD1+=miy|G<xDzuknPGu;_c7L4?Q4idWQ5IqVVsz05sEDq<1?25P(;a9OYY!6do z{i45`X$oT9l#Q&e(E}GexcaP6T^o4p=})>G;C82KRf`WePse|q-aGXT{Gzvs^Ev+R zb8wQLE9|0PpZ;SKcwhfpmSk1L&k+*W>{!&(czi7bOA*INJ#=bDfa4nN?sycRfgj{b z7Fpbfe}C>a?0{c2)o<)DBflr*Y_C26{@B+Umi-&~&D54p><#!qzg<W{fdS^Ww)ty& z0H3khDpAar!oTEW=CcgJ=SCuxQ(@n2sUMD<huw$pT&^&~x-!W!D<4w8eP_YTOWW|< z_PZkf?L+wc#~puj^wD<{!jh_oeUDE67}o<`Y_NFd?HM=pS1^40+JtlLYyr~WTJ<o; zji;Wt4SeZ%A&ZnMbkOMy!>3t`$meTpS9Z^3dRZ}2JI>?vsiz_re%KOv&#{xmpR^-n z1S<sW=SQ9~OdmC#!dzmF^xq87rB)taRLe4ij`d_!*Yg$fid}ec3+z>3UG9rrB>b-7 zb37IF75;yggLx<H2_}A$Mh3_)&n9RmeJ^5u)`d%D1u@`hJC#f)CvhL<%VswXYw(1L zV7@5Cx3qnwpN$EKYl2=qHGaqsPT2`EFY$T42{ulWu=n`nbJ69<D=o(cZNU%QieDSi zjG~^Qndj7a7k=&~PPdwXdTnvzb1~qF!q(umQp82$;c`FK*YID4H-8I|{|}yGJ-dZC zRb??&FpYhPr@Gb3gnZ&kuH#fX1spRZ6jv<^J!QgTc?0-R_}`P~)bJP2#hb^*u-<3v zZgGot;~c<eg~q*BxR>MBf#r=9+*cCH?^_2R{Lq?0>=-fdom_=#wieC<o+#GKWW=08 zmvbU4jX3|n+B3#=74?|<r%GGs!@Nb6TKfg_X6W|?N)%{e-l~6)rv4Y4i%5DnK8bnk zMen2@l=33qv}OGJMu&Pq@_Sk{<dx<D{ql1@_JkK}^ybIB(KlXP(fRQOp63=<5FPZ7 z2PS<219-hX$@ZT1VVsxC*8BLd6LC`SV$nNU@cILPp83jv*Ihd+!c7c&?QW{4robGl zifyWIuyfOMWooL3yARYaD*dO6^MDx6;R-%Emz?>xZW#U*|B;jz`KPhxy;wGWAMvL< zVtxU7o6tS;;u_$#Qw`g@_gC#*<f=%y0i8~zg4nScb+yLZHI+WFUxzinYp22M{El;- zM4q>08VR%K$GZ2K&gdY&5IOdH95P2-^ZVZEjySdzQvA_#5qw3PYTr@#%lwg>Mr^=U z7X0_DW|GkNJ<+c{guWT^)x?%#H1OZ^UkA4kpS?fE^CluboaI&b{Rcj+Gat-CDGnVr z;q4FNZOo;)WE^EdioTCGqgTG>VXnQuc-UU7=TLrM>F&B8?@qkDdw-&KqA^2^4dT5< zNU2FJ`t`ZA_M06;9KEX~{@MU_$(YhVocLVjzAI%0YtTtPF-rI#@2jtuy9_~BPu^7R za7G@v7rKALl7M-CO=0SMN{C0bWZ&8L?cRSj^OHLexa?^ZzpgvtjEB+zZp8EI*>?-+ zz)!(nYm`MtVE2!^&2AwN1s;(RO}>tN@|Ui)1@?YFKux01AN{+8=Q<L|lPb*zHkJ^- zxKEzZmQzN)<s-eZRto;{Np3m-`26;||DGQ7eVs^;e4d&M+<Cq|IDriKK%+{c;}h^| z6+Qm}3GmB55*JraKnGNN^?<q>eX&ou0@GH}_Z@q;WaBpC-7m8e3LEr;bDq5WN5hF= z_PzJTe|TTkt0%Hfzeaw(=69|Uyn%(d+HQF-a5iP<kN(}~PPs!xgLvW>_R{MhaAh4e zr$jOt{GQ(By9w~Fh<L=HIr4+N#`CKUm`}#%(db_&2Ane4s%ilJ$h7%&a}pEq%f8Q4 z^0~lER3CI-RG^L#t5E0zp4W2YdPFz!rgtL!o=IBxi+E@mDez#OuIjN6PvHDZMMb&h z`1b?>Y1UPo>zY)2SBN;!JJp<B2)lRitanU=UD%E&-PQn~a<QkF3xFN&5!{=z@(b%& z`up=f<kOCGB%~wY(QF^h^|yLar+cDM+8YL)<Yg^a5!UDajh=;A2GsdQWcw(hQC}E; zp48rkI>OpcOcXEru`L-75r0Fy;KD$dGjLMwlOCl{Du`3$_x><ngTGv}ueSrw_nx&0 z=0aYe!;~Rb)P-0j{J2houc>+_yca#<MA+b}y2*sN#yIu#nj#zU)1vyR5WH{0hyJk~ zN#wVy{E@Ht!K+#SaJnGwxXqCMRYY92h^{uZ1AZ50p{G840l2AO!#NyzbcI{uUMBMN z@E_r=-FpkXvfD2xu3|nMg~iw}1)SH~cYZGauN~n%4V$0%CA{C^%xqp}+}klUQ<%q% zd9cki$?EubyGutt?AH5SKW%y21Gmw}$*<nMi+&s1?;MQom@itN#M;J#c{4kc`JQ!% zn^Il;lBnaZJ}9D$MI7t#h|buZqop4IiMkwk%vC*IAdnS$G3z32)o0)?TduKMFXaFF zK&cK2)FTY2tfygT$w&Ak5<_qvY1W1@kOOgr*_r$U@;0A};KJlh*s;{{7w7MQ=N<59 z@EpfEekR7Wgy-m!?fsN9{2%%VS=j7icEGPV=xwt?(Wh5HyUYOm{39t#>azrJSCAuH z{c-3f%)iz5HG=1hDM+#V0ng62Ki};W^pQ+Wwgqmu+UT*EO@sLAxXi2QfH`<)FI&9C z_w%u@UT<5*+!skf-tTgVQya9Zd)`5Rayip!?u&DvU$+X*AH#D{i?ama+;q(7J|6zZ zIH&uI;bIB$Nm<D9!&?vR2%dfVw2R0eg6I7$MDL?sts`L(i}e$I&~jtX3Glj2jw$ac z+{1Ds;h%~U&bJ@Sk;$LLxzhMapPR@-V!8=pE6Cp#Kb{?IL_E~ql;nRIjQYm%C9UvP z+#8{36irkDf2;nKG5-Mi3z@-%4*20wrO-GfLD+pY(Ujs2>WPdZ54xeVFz1!tQ!)Xs zUXb;$!u}~%1{{l`MBnZ02_X@z=Uul^=AMh_N28}!j{lAK<?$WO0)Jap4XG6n#yVe6 zisrnA^W25eO2pW&o{xIpm^pz%UBt<0!OOgLL<D7#pP#yR{u}5=9y6g8O+_4bXup$H z4&JBux!r>vdVs@a`siP(&>6o?8#p6w#ui5M{K4n16t|q;0X}lgdfc}=*SYiGTv96L zsgDHTP|q^LIjz>~9TVo5M?Y4cOO%WAhrbVq+cBW8o9harps77Uvo3^3@RA+Db!3b6 zXT2R^`JFa#i2?9wRFt*180ro!Lz&-!x2$?(yWBotPD<s2@)>;2{sZs3hgfkRxXI${ z0OS+;^geqIdz^2U@eTZdJk0m*jcyVd^0>_0y1P2&mW6msrz5ZQp4Y7`u!5e_TYOgY z3F^}It7<Lac@?P|)CL@=69z>6b~=Ol*zf#s6Xci8WaHaBi2K?{ygx~Wp$<ELGkUcQ z`CC}{%6a^~-2wMn%D0H4sgYNv;ZIHJuTmm{po1sqwyeEJUYG3%CK<&0>{M|LuOn_( z7UYfWM?XzH{R_5B$iETsj_kl?2lflzR096GTDxr^1YEt5(0Jq>^2cE8{(VJV=!@c2 z9c>5i`1pWMj1hdL#ZwWZ!O&l@Z`mSHAN#WvQ4s`xSUY39lGg)!*QVgxssQfS+*4am z3Ov0Sy2lQA^qi9a#ofM1)!egJtAW!Keg?>vVNUMMS1|{bU^_ya=#g0Abvr^?tF<UI z@KUihM_Qo?=2-E)W805)_quGImCXcR*D(ER@C@c<ovECkhmPWt7{SG&Vo%7p@Q{Zd z_&KlQzdT7g@Diam2I_M7Nlp0bMdS^J9iHpdh=-=_!&w^0J3)KC4s=w5_f$>4O}Y+U za=ouTl@Yk&L&;B9;EJs0QTwlnz%GYPga?Gc9~&O~?apKGZ7q&gM}1@1y7R0m3Hmeq zi0uyEL%l*YN1^06@UN$h-_e7}6R)Q9`Fem8m|iugBJYgmWKv`T?{(|#Xfz>CZBcO@ zdk!3}Hn+&iv4#DKpv)1#zQo9~J)H!P-)UWWVT61`->&;%tq<q9O8nYI9sn0`7bwRe zZbk7j(T}u2=P^7zdSDjkOMYEl-hw}vn$;(zV{WjEd2m&fCGaVcZM8A@wbPv66mKHt z0fiFlxl%y?&Kvcfp~k%xdlUCHBHo++bUq&iyT2P5c1a)<`)Bpc^t=H2`x>~WJ9qO- z|25kncI+Rkjdqe6=2IWK&VKy09p=;)w+;TWBLtm})#913BM8*7hnHaA;>PTx%U~De zX>JxHvB)c?abMiPuhnK}F0}l?_ok#f*_MfXpCQ|#i}j9}e98C+IHPOQ#^@LNIP<A@ zZkGW^%yqgewVpuz=r5<jJtEAPFlw#e<v}9f3R||XK);>u`|`pRebPa^BZ5BAv-C(i zdtisMlgrvY$dlTK4{<g#0Z%k7$lb?&CfNn=69QggI>yBw4Zk3Y{YU;E^utAMN}mP1 zPm3q#;P#7MJzxBn9{6Uh%&0}{3~)}{9KV<*;{SN#<yYW^JwJ2BU1On7HZexJBtv%+ zyC3!s`cg-s?;nmK^yR4<y^}qFzR{T0H@!!(p0$+XodcLNMtioN2=@k^54CWxMc(z5 zKL6ow0Q$aZL@QK)S6Ak`|1M&#@ngDrlZgpi!regjZ#}h`zmPE8`{O?5;m_nmUUa}c zTC*no)R^DhCTY=@`5ouD+BMicRdJ4JmdG=B7V)RnOg0<y&HSW=Xd9Pt@5Vz?-y^wp z1naWtM`pN(<Mn`JWi$RgWan072s!Gb#!>&OZBZZWl;Lnh{*YO+CTH2jty4i^Yru6v zd5nLHb)b*OIp;({hY7!aP{JAe>8ZKDN)7A2<QBXpeF^7Su9M9v-bP*X?q|vkb@;#V zS0-^AoSPGWUh>!vzwcNoZz6s;Uf!#G2zi~u`Q~~}E&N1aZLf1UbilEjL&qn;7w<6F z>v*6a%q($=ng{2s&J<UE-ix~SnADOL_;>qiy#L-$=m*qKS6p90z6u=eXNcRyXB4Lt zfU~yCXJ7aSA`ebnA1tXv-@Mve1(G^@LR!+%@8{qbYwRx?0!5*Bt}sMA%(f$ZK69F* z^ak?rz)-=_eB2iho@E>R(2kJubU0TQa~fv)KH3yLMBd;wp2`4@Ez>$-L_l8r5%N#F z1bPR{WtW1C2bfoFU!R!s1on5o$l{wX=7UR5|7Ntoyp7*w`i!Sww|zc>yoh5IQnOrd z7jci&?VDB>$lIJ2<;=;*C%i>`_P<^NZ{Ko=$hXEh`Cl0iet_pSj8FUh9mBl{Zy)qZ zBaZS)5xpJwwaXj1%p-v}E~U-TG_`@Rn<N($>_Od@wP8o(70#=CW|45^M!orWAV((r zp_V4&<aImn8z#@u1jLzO(hmtrY&d6fM$p9q{vgb?%BT7S^^cFHM$)f=UpKF5<U4{- z*j8+$Cc#fGh_E)FMW5KW{qH-#GaVLLWm$_+KRTC25ub{_0RNle1n@rAG}q6Zzk$b^ zZRWj?pg+TLRA1N^&;P7RR;$^Lu(NRF?dSq{0Z$I4FZ?3JfPCCK0&%PVnD?+d_Um8# z>0Hb?u{;oS?hTtQ!5~)2`In(B;RV0+u(3Jr2MGUmzWah5;eh|Z_a+zIdv<an{{{MF zRRX^?Bm!4uWc*bK7_lRe)iX~pf7->deCDFqZx!kJ(p2ofm*3{S0L*XaBkxN7)CnE& z>7&hM=qQ9Tavf3^*g=ik^IwQZVb?S=mf@G5%LKyjfQN7}n$0LE!j4TC7EG_AZ{wP^ z_nu<()d#pWh(ec9DpdJt3SOAUZdpLifOEokP3`DbaIWtX$@VX2@WZXc-wG=o2sGb_ zwckS*I+4bu_#U`Fu{l6En*=(c-Tn+c*!2pD91SNO=7lmZ{XO#x^JyJq8GTVth%pr| zqQQM+&O`yl$}-@OUOe6DBhbfdoOV*4p$=5j`9}xqKD=>`aLxjHW#E@#S8M2#BpN>+ zK!-b`N?LaX_@ypotsBKo!g&|bAnrrJ>k7AChyyne`^M3#Q=#9AVQb~TcEoF%*0z<G z;H4h^!Huwcc^0lu`LHuJ@}GMqp#$2HiT%`EKwMCh_!@@q|E#q;Xy+UFayAPky$sGb z^i*t?od&+ClcGFQj(%ir`At&9VLl?8EarNA&iszbZXdFp*+s?uS-{ate*)_*foHTl zZhIi!|Ercu+A)Ovp3b&+{Qw*v(0BgEBKk?%%7cd2a4uzH;~6{fVX5%#6Q`jc1geCu z)kPwX**Gr;LAN{n=Jxc&4C3_8Z-Y_952dV66)ST%7j)=VVe%vNe<@h}+8d8K-K`V{ zJYv8P*=J-&z`vh(Wq6K(7Ytij4w3_}`jozHVT3>A)|?gE<z+&e;*WRxFVBz|57|%Q zyy&N&Mt{MV8x+KN%Fw@Y%VAuf9dXXoZ!G@@_(t6q+pBNTKQPBHe}c^ldfIK70vq7a zlzdZ`MJM2ugn@O{CE%h1f>zzYOERU#Q4Z+Sh=08E-4W}2<*aqeW;k&CpTu>?x43t% z;GC2{{AZ&_kbwdF!!obTeeNjmy2|T^atesUCj!cMaeaK(<AP~D?C*yUR3aP5_rAmL z)Df562X&u40Z%*96&jGs;Y1jr)@dVQ!M?moAO8)#vF=;n!U@EU(Flb$a^T2~v+10} zcX57~sOyjxG5p`Oag~5`=dpQLSpWXSIfvZ4m5SiWi?<K7S3nQ-`2GCOb>w;TrBi!F zk>`Dw1^byPvCdoS;+EH-vsDL;{Bg(YbrKHkyNG(*p&G9c@N&}lv|Ns-z@5Py*RMcV z+WRAv>;5csqo%T-G5$`344h!6fbLXZEB5B282T?xhCM01k2ohL#QlmK{a4Peh1{*E zJ4!iM%GIDgKA@kJhB}?&`JtDFi@?2_A)3v{od}J@NoD-j=(D?_{%93ArLHJlI~4k8 zis9?_fj;!>82_dF$%eRFd6wF_6?kW8XfXjekX}MV{_Q@@6|`Xc-~(MW-@8ee1AdaS z=~kmh2|Rb-q~|}xYlC#hFH~JP?=|{Sqa_3SRM1KDLS4L{@%CYf_uvJ=5|3^mZa=JX zv!U^XeyA#@PLKS=m-vj0^%de&2tjT^2zYBRx2rt*n~3}~CAne$sUa(B?bYZve6XE3 zT?PBLXL{0L2Rn<Nl9hliRKT)Yz6snS{m$sth&*uP@XKH6z0mb2>Bfs-CuG6($0=Rl zPt?poi-_MY{KL*-&^?p_A4F&%-W)geWHyA|wyN?+^Ft?%O@Dq$7XQ97rJSb=|9QOc z+~>9h;MCg|L;`B4(|HKlS7zb&F1<vz0o36PPFzoI$31Ecu9Fqj$Rl1xDy}%+KE-RS z^W!J#y>DBT6W~8T{y9+1`J!)1w&}LF8Sq)2&2xI#w~lZXYuQ=gL*HbB-TPLqTl%Hs z0C%6u>uZ-nT#?j~F+2sFpdR)7HOWozyn)HirX)K;joH6^e$;^!=;yYUYmpa;wxa9t z`mN&2pJ<BEA69kp<H?h#uRW_R3dcT@$;r~M&;sX0)GRJrA>MrY^KrK>Dl|S_p9=of z8>?lsNrUyAp&sYLesNMQsqXK<oW(pM=ODyKgWv|8M8tF9=lkX2IM9zZep%ZYIKER+ zD|RIjbvNtfer4b($w}Gep&t0BJF}>LCwSkT4Zr^wp|cs&P&*7kS5^BE%A5{;t9QO? z*FW2h!c(;22fxG}q+%1`zr-GmtMHebuG(+9phMhj>2vEn4;_&HCJAFE`byX=hG<~d zm()l^j(-L2DkxSw<_$hSWInEhxG&)tds!dxtnd-Lujd{7{OPYd(}Mbg*xj1p4CHm+ zfVRJ+I5%hUS8Tfv`qAWwtMFs=??&wW)P!9g-P6!!2Ye^|aliZo;zL*GtEtBdh-Y^3 z3GN!e5p5m%HJeypY0=mDg}|M6KIv9m1}>jGo2dI1b$79Nw)4D*|6Ok<FM%f|XD1W~ z0q^VDUwImZIP&N<Ek!Q)Jd;;owL>@TAmYe-HQ?EGj~p8}{B)Q#6zB2-54ky5tAo6q zJ(ANcK!*Bh*jn^t2+o%`B~x91KRh`>W^`2w=QD3V{;v}2H|r-5ujK*W5KK~@ito$9 zJCLe{*Xdq$dGsCoDs`G>k_7v$#S-Pf3;f^vq_I{4@rk3Yz|Tqx^+CT(8Mg1Ri@{?b zPtl-1L!U_XE#lgSFU9G%hY<gQJHvO+m0yf$GCN%keSRYB`Y-7A39WT0WQhMtZ=!~N zjG=D&=3Df&hv41kddTl$E`j2&ac*rcoNMy8b-y_Zon&vm@ZV@BLe1C(%OkhoALX@` zzm4#H%F=R<VSUde<lNPMfcnTihj%|=r(|?ex+h_GEc2dehXfI)mKDf8WBr%~8;$>h ze`X(+VI_`0-SU{%>vZ5uxBFo3hR`$E51#)3dw*0k<VJ@2#k5TOnK)78=QAZ*hY;Ta zzQs-72A))Muy59Yy$j0viO-kd{<wPs;-}<*`>MhcIJXc7?;oWP0>7Z&d+OObK95_x z{Q1~@@aI3DNDOPy|HUi8E`WHwtbT90OceTl+O_1A-_Y+`J1(&Pf<BQsV`PVYQIzKB z4Nw8ToK6;IkAr<wUcM~=+;6owbwdMji-)|1#uRum>~v=8e&n&>n!|@KP$6Dqe4Rau zxWk_<<rpS_`5Ubv&*+hNmTYdlXM!Ey%2TzZ#pgzC8Cg6=9O_}ynL9m%KB$Dn2Xj(R z1d8wH8Gof>&i&d|p-*La-8t#Jb0=WWiZ3H&gD_`qWAW3*XT(E^|86E~ppH2oEqYEL zeH(kfyqQ3rR)1eup6dwxQ>3-2zz^p=+}iBqozXvegqe^DoT;Ytz4u!K_}<laM>Fue z3-K(~k7#h7k>1oX3cQqZbgzjn{9rA9Pp<&*<<EHDA4|%>i{0EW?f_>#kRCW8k_}!$ zRgw~keSGnNlH$)@;QsoTK84U7^b|^mwSeQkg)0rXpNB5z%|+;E2aZ~x({=8IURYS( z*M@x-rWC&a19_}|x#YV>3;NA+BR@#PFNso)Bnxq&-+rPv$T|k=62kgNDhB<dLj&$( zz_p9r|LMvqL-&r-Wbmy+oRQYd4@BJZag=YD!1`Zq&E_10E-~(S;NorQdAcUqOffhI z^qsEBxN!tHMeewyup-t|aPG-C^r0=%vvS`MXUHRH3l?zBI!nyzOTRhJy>wZmvA{11 zsM7;_FCY&^nwwcV<NeZExha^@H+B6}^#kDJdmWXZM8AMfNwNNMu>haDWdEys7;&HW z%+Opu`nyZ6H}oK1T+R3SehK`{^t5EMJf8cfV1c}As~w?S<Zo#el^vngc#-z4wH+a< zdYvv#2YohzR%a9Tpns1ut?|Ej@Hd{t1ATw(37LY+=4QKolJk@MEBN~!^6}Gemf#2a zrwp|O;D@G65(5ReZ-s?S<$E0R)wI;lE6vbZ$>pEB9Ra_3aArsq@sKD<<uDEWCCNiF zR|oG`#X`@*>x8~>jl1u6`)1nKb>%pKi?TIWWUc{MJ=nAU-Jl(PW2f@NNxM+bkmc-o zunApzsBT;PKlsm&A4wv>6^>$A`MQ@K2{e7&+lLXCe)5OM2_v5@3DXXa1E+>WA5uA$ z4W0E~O3?2744L}ttm^1D%e(AbG6#P<KEfN7iu{mgWb#1aFYv@%xZqplbuxkD%Z<q6 z2cz@N#){Fu@|bc!*#YNUYvfih%p;G))XwkL#i~Q3hKUg$2L5Ev>B{5z%_%D^d4Mm; zorNz2VIAh=BcwJ^f1vzcxgWfz>6DpMr;k0sR?_rEB6QYR!`VKGIo!)Z^y8^E@KTO& z<$&o^%wHV0Dd9&Pl5II~Ed}eHoU>1L8@gtTLeR{PH{wE>_UjVhsM818-iI&P6Mob1 z`jv-bod;_~rl7YD_D;^cnYJTHM(BoKy^MYyf%)=4=n;%2H;W{0K+ijE{lH}$`Y)-i z_Z<i5aK2PsJeuIiYPEfdSYIaZsZJdd<cWJrLZ16@F2*6^@5*`Te-7`;p2xypzpszv z9Dto3elQs^ig@KBO<jWh4F5weqHYSmn0QV#DuOzXvWenL@S4V;=zje%=uyw=Sd)+^ z0;C3h+vD>M{7r(d0~Z;kd9Ur>$J=Sl#&Ve&{TNF7x5DnCf6Qv^2p_&jBPCbzf9RhH zFxTLk03Y8k6TuWrgt}<Sx<Cy0*A>^Xdu8C66%4D+0?@fvWZh@x!LMzE&bGem2d@*D z)7FI!o3M8<M;dk$JN0S#CDv<k&QT--x^z9=ah(4|o@f3!>4*F1I2-rZU7<joLGVcF zHukk<;Gd57e)NH?YDzwr!#?uTXg&h&5iEKknvQ*#_DVg~cOQLJe2(U#$X6!z`z1LV z&_57Be68yw{6_a}`05V&`t>8y%7GuauKHiwB*k1lZ}t&4PUL~|Yf`sP!7uu{%lOPt zH<bQrN8yh-Kn)}Ft;^u+o<dg>fuG48Yq~kj(dY0w_sfDCbZO1dLH9qH<NMI%k}c{) zs<FvYCmL|hrMz-596Y=(k$vkDFL1%d#`F{FuwN?Q6N-ojzf6VbI^Q8*Gg!U02JboR z$2zKjysiK8u9Ob`KX}KzFMI=d<`3tD0V&S23#J;?7=zCqG`!r8d^RKTajgZs)5<~O z?EM;?hkN5%`WxTN(pXcs>;m@nKQX_EWAIaY;%IH`PrswciId2Ol8npp*WID(w}pgJ zvI4gR@8?L*M%|_23g>Jz<|@+E8&z)E5l*!xk{3|}_s5O*Y+@Y)Mk+rT!S1)hUOBKY zfk&C}x(BZA_SO57MF8K19Gic$%j*avGiHAf_m<ak6lWyB&!%s9dF=;JE}vcwh{eA@ znPR#Oo?^$;X}DmAep<_qdZhYJg!GWWkt<lwkE#)d+{g>|b&15X@E0*U!E3K0fb;ID zx9)!n|KvY@F9P{P$N2o=I4|fPlRfmrx1cva5H<XX_`~w2qrxc|eX(lv^rS`DC-xch zZG5l8Ne61mx4@T!ys1{;7vZNu3tT>-FD7zU=?3~}9#ZX_$~ca`be|=w-{a87Ie)SD zgV!-#km)&cAN>G4SKI87zZ;K;HD$&Fr|>+G6s>|za5AiR6!}BOR&hNB_&9UJKTiPh z=YpVv86Q3TF>p3w6}aZkMV`xsz_0Ex*Ogp>OO58HukH4=aL0I1T~vS$lXEm>aUMME zkeuS#V4NRK8E%#5$M<)Vy<}p9`86uyKkRfd=k<WsASVg*IvbUoLUHWZ?~WH2uy5Lf zof*vp@RStu`V~v?=6>5Q*=gkS=V(b6hMwKf((xYn%ivHARcAfUe@V2xn?oGrZXZa$ z^a{_>LGsHU`C%t!Fwd0__Ipdb%NG7%XYfc<8F5K!`G}~<Gw4Lq4ZX35Pr=Fqym`P4 zmACdCOwd5xsOGGXKr--_$r)<jLfFBh!AD=P4w6o$w42v)KA+{{og~DI9tDFp0>kL1 zrXJpRUkLZ|F&vIg0N#lkS!{of_jm1Uzj+BipSZ-F|BV0ly>jZOC-9n%h+LZVVep!T z3s<Uui}%>p7Jd;2FJHbuUG5J4Hak2i0)8$?J#>9n504pJf2@RfFDiXe`xopc!+ibV zloE8`k47h|;U8oqy;-^iSSKpuheN<0`{W~I_w7SmIP*i4l^6ZRQ5Tf9!M}a#CMWly zeo-0b5axq>Jw%0fT9%RLQ)k|!)*V9J5Xo5xhMp_;gFC_;c0RyR@I+n<=N->Z6Rtq- z{c-xKj$4{N;pzL>cVS7e!zbkmS#7{+tX6EFpJNWok8@WY-N0)K!aklFw<o+dF5|oh zobN>Q$I)3EuRDD;hb<FvTbRo@=_cw#U(#%o0&qV~tU}9C8Q|@@+L%E2*~xrq)`Sx{ zxB4obZ65LU?uwOV$q(q*qDBw@a=<PGxTJYuw<|-ZJ^sFj&caMuAP8K0r}}ZzPy+gU z!x)M+z!$C+W^(c<0smVlI)ngEaYTEhB^BZPd)i^88(rv2k=Xx2CJ%Er1H*DDQ{XS3 zHwWL=qV5!TLf#oTDgMQH+#Unup9_9jd=2>fKt-cW;3a7lkMB&th5L%5lbY-ikC}~^ zH^CQ_lFYL?Z{b{8z3WIwB<k4d18iTAw~HAp%b87f>+B6A><=)XuVs705q=<{lAy2x zKgeJgp>QNeKMhUQUVR69Lgj0ByJ-A<i9K&)@?-Rit@>Bp$3D)>#oiEvT^~_MvsQwR z%0HrgMoS8OM5eHu19>LMEyYYz2K?fQ_sh;O{JV<RRevhPpQmYsnq`<HXc1?tB7t}z zB&OVf_1lhEp$J4AT-H8q>EMAr4l8%73Sa0u-dF6+r=Xuav0Mzt?{x<XoLKRCO7bu< z;!)U{m&||~{;uEx?;ms6-`!Z#Y0X0Lw(iM)mp&q|mr2+uuA~3s6m8|&8tQ@<>D~&N zVQ#=|m_Qso>Jw#okLAC@U)W;uRe+C<M!2*aAkPc=PnGJSz9;EEqAYv_`Iyo=Th9S~ zP$%v;_!#1x3ZaTs54_i};xPw@4)jCDK%-11<eftqs#<T*AMn#&Mh-l?+SkG6GoJg} zw!?i1<X6%<I=3M3vWm3`bpyncwUf>{<+x|mRh{vj2RF`Jhb3B=TH*fgx&$8E<IszC z7NR6BKvy3ZjoEYrfB3O~bQXEX<xXh%O{{N*ob8L#xNmFw`E*_){{BOn*?D8&B-xS^ z+_ZhDKi%N3Y{LBfpZUDoU-*E(ev8}{M}A@NvU|#=2>d+a8ZMB9`U6$@OJ>9`ve52D z+g-bkC?CE89+Q4Jr9cvX+|S9Tv3njr;0Isj#4PwSdFWGBdCXrQr{dV1OU*d+^Xem2 z_)SI@ZT1Z6i?k9d<FLbA`uNbY9_$xmfsa8X`uh~;F^dU(r9NuYd+@nNKI5aj1~|v0 zu(#VC_-i>s@FedZ=v@(oG;2S>V;o}(JEd_>F?~|39eG5S&F<kn{2cphJ#q;=h4}lB z+9r5K6hj2{7ueyvz54NPa_|d=#k?<fklzFgik~E*|6cXMEiKG9XOJJLd2;}L^x2_1 zohewq7iUWTvf&*1irzfUN7UI2s!wk{!+KtQ*H#I8=B%0{Y{H)1HO3_$Qos*>+HhLa zLDxN+(%{|%{-!sWnF*eJbIG4_xCQ-aVK%j-=<9s4)5c_gxVEmBX6v4c`qCb&^REs< z_nxXZf20V#aFf_=w|_qJ{p{DDrpT*K?xfRqQMcrkKQ{ya9F^t@5GKJor#&e?OpX3+ ziJ-_7_<6C7@8F-e;OC#7e{#n6PGC#7Xtl!kzhi3jK^=Vn?d_o#JW;2v*e^W-`{&`C z(<4P*HtKpwH<p6=6I<I9z7fE!KI;A2*bmY8Jy*SUP`^}jjr=x&bKWN-Us@wS)18>E z`GB}8Mp?8k8Ts7e*elPpnO&ZdI!OUP+VJa{ro#GLEacysg+D0q<d6jMV;-`~OF@cB zoHNKB$rvC5Zd))k-5Y@C)T^#lNd_Mx(U)lT$3FfGQNIX1K<mU}%R(qV@7evBTr>1h z({M==62PCyvW=JV{S7OF+8-jWhTVKp#RdM8v@wxaw2AnABrGxs_^L{)y6eh);1p`j z<Fx6B-vn2QoGb9dWbU3ItYhCho#EhDsIR9i^&jDZ?pH(N-wOU`!Cx)kj(+(+$4kUG zPa<9_mD*nEM}By8qm~%F_e;`Oohsx(&li$KEOp>}_uQh6K`%)Acv2%>4?HR|yz$E! z)Lnkb-8r-m_drO6{p6O#yo)r-Q=O5}<%ol%ORu0WyR6hE7di!r7;BNoU+A><dL6{T z`4zm2Wg#Y*f3-z3{vCWRi)fPem>>8-i<j|jKPQ5basqKME&BBLCWkytcOuBV4DRXZ z1YZ{M2!2t5y2akvd;*@U!(A?{A9~-L(AwdeB<QemUjN;K?ybH_m#z++(s|^+?pxK+ zE&R^hXotSw{~)WrQV9JZdqxjU`GZd%aOu<1!TG~r?_LJjjj3`(mNXCc=ex7k;5O>M zN$>m^V25h)_swbA@LaOT<eX*@w-jc)g;tTLpIH`t#ZO?ti~YbCo*%4@n>2yf7RrT8 zfLHPt<`SA=ccL!}pJfAQ?D1-oNk{%{TGTkQ1w3?XiQPYU0P*2`VO?_#^rTljQ`7&@ z7r`MJr4B#87oFy;hk8rVh2-cUE1Vm=biAb~7yAF@edZz@s6Up(XKq4wkR6F7zX!Z{ zf7zMq!XwOw)>6MIg7w%EV4qoso|l|wS?E}Xb?eUWzPgThy}kFT)d21rd!^*Y3Oh)= z_cXI25bwjIMdH<ged_9{NkY7*;F)<)w}gAzd_U@CoyR#KUK#q!=-X?rrEnun#rO3p zXQoCUC3)i~hp%(+v+3j_HPnlgNaIMkjsbrkyJEe7cu(x!TtJQWc+epnR)%%%6H^@~ zdI6s0m=F;E9P>%7MVzdG|I3o(Ia*;)B0-dft(?GjlgG6-&_@&ZNx6a={u0l7Ea_`A z`d7vKuAI|F-zWP<<7eQ=fr|{Ku>{Q3Sr{DR`hdFNq)@5EJ>08y)q3(N)^W?kFYyHY zyIwcNKk5(eLoBQ)8<9r8(M8twz3>x>TdlN>u;-X@2_H%~_=)0)Kbfz=_j}qCkMHVc z<B@CJ*gv~o#jGLZQ_&a483JI(1_6Qd%D|t_<NE6|`2N&s-=p_*AupF7_1+7Ak)YiB zJ^}IMf$N_fGT3)FABhGF^xN^{3WkP%;7_+U^n`z)9!k?P*2?8X&{MmW+w%+aXc|0H zWO1Ka$$96Kap#-}_pDb3Epcvc+vzij5B6vCQpIzJF!b|T`5%gbJ}7EOp*eIOJY<7t zhwKI7#G2?eUD!do*QiPY<}f*T`d<sgx(|@}_vnwIzgi&LK41Xx+UlHtAo5tIcIcOf zk1-d)IcZ24@k+?3!@vjY_A_|&q{L&q-+r}6tM1S<LupvsvAz<=KFDi9Uom|<Oc4*< zsa{34!g&sHD5~eWek0;<mcnh>64c@JRi$mPUTeNKoPAi=z0-TAj;cWa@weG?6!9%O zk2Hc7b}(Vd^p?g4y2a_tZhowj>#Ix0=}=E$)zHapJq?{&F@#_BF6v~WVZFp;&>u*2 z9FJMzxnJ5|9zy(Fp}oFsg8j(4=;FSY3U%hGAQ4H}pHuI-oH_8bYLm0q%ur8Oa1ZU3 zOa$LGdu?*&HO_N->VEfzU)}20o0~Gl{fRc>epjABUlQLjP=lQpvPd#I*kj(KQ6hgD z{KSaIM>ppm@KIX+pM%h0tJ?3Vt&76`L-~g}Oo4kj?|Zqy52P(UX??NpKIg7$bza7P zAKe~$w0ll&iA5j;yk$l=zFuq!_1SNKm^Z*npV|3M&Q^d=)x>e^sRdtXvhq=r!TTB0 zh)_URd+w@85ZMpCKd|L=eh6MK<Kr#;5P9pOxftmo;A`hd4Nl<VsJ~q6hp|sxxzcu0 zmcW^%Ty7=c@kBAjcOIPr4-R6vGzNYWp~d~56yjb?fvA((AI$fo&MoC&L|)-L{P@%{ z)Dvbr`RCbj{!G5X@ILYjQ^4~>aj&2YBr)jG^5FT-mMfDWZgEs7adTiF8}G%N(bxf( zPws>tg1>P0Zynt|CtdgEO7q+n>ONKOro&hd`77s=EMd1sra5DF$TKvmhe`y2|7Xt2 zUi)N?&-;<Er6=h`U>Y6lDpTK`3tCeo7>j>5)s&R2#W{wq+$$y6ueFG|dOhrSwV-^4 z3_iEc&q=T)0doZ!mu`Qsav}`PML+d^h`P}yefGI-=virRgBTIN9GjAT1HT~840W`u zAz$XPlj>^yKwWcBK*Y>%)a^&p?Ol+E3+`lkeaHHpP>=YTi`Q+qQ0@`$#(BRjDjutC z)ODY^hVTGCv`CV%|J4G1quBZu13ws&o3z^PLyYREmyTBg-hX0Gw3imo*;>?iV+4NX zz$|g=FLYOlGUpTdyZu);6cXN|KbS-%CzBcZ>)xB{59QFAocEXOJw@KNq<q+m{P|*m ze39P;>+n#`&jstrbXxvVpf+^Om0Mef@?aO=4lqi<4;1%n>U7>gfBbg!<<mIlmZ+xb ztvH4Hf>L1m=SkF`do=BTV;|1ksn|=6{QQV!>$EG@ks?dcPT@A{Iw9xm1hAe4rb-t? zn{W<Qe*IV~>^=7F-1DkR_?c^<waWwaoriu8-#~ojdwh;~Qv~PU9Ef#uFz?E}R7K#4 z2|kzEMYyj6ef^=2uS|ho2=sKS)L|be-`x<riSyH}t@)=z(ZBTAJ3isa9C(}DPwsmf zh!X@pw=<N$Z8NV1xbZ!Hj6C~#X$Wz<f|ou6_I|}}^3+lh_+CEIr0_4iE-XTGcMd{E z><RUlCg>wpQ|IiE4-^Y)-N`$Vw@n?aALjsfQ%}vO7@{t@XDZ{v2I^z%_Xx$nccr%& zS=>(p2V5WMwPAt&L{7G`4BfY^BCV^J7<z$s-MjY_s8@VG{op0^AbszWKPBJ+W34J` zFC6i?{0l;zu*<zp%z^KQur4>s14nbQek{3>mQI+<kY~9-3H|d)b?TcIe9!*RWygwP z4|hC2Z>C(_?Z+P?y2ge1N;eqk#7$t|EpkJhh}T11g&I8X5YK0et%-3y{$p^@oe2y0 zl~o68yE^>GIegs|>sY1Z9>w|sI^gwcmZA{UJI4(U9*9Q$+Tm4~Pb+kdWwRIKYKZ^a z-Br&J|CanGzMMJbL~y7vB3Z({1Az}4(hHIIt9`Dj>5}971tnLOJc2G+^!1S|^o7WG za;;uQhzH+imz1&oGB3T<crBoBs;YL-eMLUj*64Y10=S$<dF+@5biJ>GZduSv?_`*C z?&@a*=7t~n_&dHTv&K?c_?wG<&kXVh*^aBb5aLjjY(jMT5%~Yz81*ptk$9fUMnxU! z!_OWw)rp`Ud5}BX=^k)-d6NN+9O}NeH%~u$4?VxiV(aWS@ItoJV*Nbqp`_C@Egbnu zs5bpQp2suba?caw+5Ur#9l^kt^smB6pTCB#@bbbkyAJZ!lJfp{u&;!ihi?ThIT5^k z77B+VQ767kVET@8b$@@nuZcH<?#GbvYzy_wnG7R#>VD*D^|^jS#GluXd^I|Ez@Hs6 zG%VqF+9T_po5)jk^R<gcdN}{t9{kR}41L7Gc5jcu|F%otKGT~;y_;r4e_;bUx0gU3 zGx}tD*3%XeF@NJLKU29k^pRvHmI!j-8iBfq14RV%Th0>Y3c>F+n*`jPS)2$f!yX2u zSQpWMw`?<D*Xesy<)ZlUJTznXo<qM>4PDvEJdb&ot_exIxT$&lo*dg1;94mg@ufl3 zF*B{RJ!7Ej%e^mN9mM&n0h<Ryyzp-+&mL9i!G_1$AMZ<p-7nisTmOPycwhH7BXsak zvL-gmP1HlGk{jOcN1pz9{i4@%*h{lOSF18`R%@|&Ja9uY&$+o>JubtxO*5(wI3edc z?eH6XZbQ`LFucFjpk?}uE9yAWt^2BwAJ$oYxV*uqx87OEdl=#VF`AJ~B?<7Xu?#EG z3z(-g^>?ew8T+OjEwT^m@>i-QD+~RnYAW5|#N2V8Mn=ksJy>_`X`;s+;73;1C7Wvy zA0@~0s~nMMc1oHrEnppInkbgy#E}1v+`2sUAM_8ipg-lvQ_CJK-|rP*eM9z-<|1#X zX^!i^fE_d{QhvLC9Qd%|*VqT}2+rf-cHLC)`{Fw>B#2YQ3iTDSuzSX-(6jqs-{yfz zOG2Ws&xUNq>xet)i6%$4pc9T=-|CQuUXd}!t+!)^{Cc=<>76m~(#;gnv*(c4-+m>c z!TvsEV7GXJ_?7>=BdQ?~dW~+#&7x1x)A(YFl$FuPV)jzCs2cpDh;wxo{u3S*P<PQ6 z=f=Jt<9Z1ESG6-~(S_&u+Rd_G!5?vBj|(U10{9izQRUxxsIPl)%H;t+TR!SYh^#_C zqu(o&OTvizva9P9z>SH`G+$rAu3s_C>1YiC2d}q_>JOveE-ykZ19saWwR86~G5S$s z#YHnG@ID1yWZl>=?x@~R>n-q8)r`RcWAs5#{m`?M-ktx#boakB{I0mBbsaeP32y^i z3j84cNkcJ_zZ0RZCpB6Jc*~{S+lCJN(UhskIg0&x@$OOR=O*}1`1`q0>~mA4NYCON z`dd8dC)co!nfz8>pM)F;ROjaO-&ddxqi{IuH4*9*8?;W(+Y#4etb70Rf>#_|4M>JA zky<%Vb;ALCtL}3`Hv{4hgVl&5@@?3+)C%7+@MouY#W%o*iv}i?gN32r5WmWbvqAmh zcgTBMa_AE5-DZ!FAGlnuX#G=z9{MVBjnW>vb!*&GJ>p>T=)$CD1$66Kk@`d(%(*EU z7ygO$Ci~BM>iT8yl(o|6d%eKDfwZ?Kfe&>Lkze!&ZtU{4zp7k}zaKa&#u9=#d&esG z?9Ml5f2jOV3HC&DRA=vE3UG(KnACPW@bX%;(e`Dm<3!to1myP~d;W$otgF=%(!U20 z&tl7ueq+P?Zk`mfmLA2qlQovqeAw|%`-|0Q5T}0DyIPkZUjAg{aHtqY|3354tPc** zk(OSs`QC>P;K%*ATNb#gnTO&Z`Z`utU)k8;9Noha*`$DP=r=TBSqQ{>3;%FXAfUdW zSL-Huj2^o2k`~`^CiMDFqgr#UZ-?6z_dNKG=j{v1nurst9c`S0i1Wd%H^@)Mpq^0C zP9EY49XsZ{nKxdaeRDHYA2?@6<ffhm@aNz3hZAaosK34``+py{+eN<H8OXO9_O?8e zVu)*Z6fPD9;J(0km9t4_Fz11v+kh6|<F>(2<9rcxZ%*eT88*~cqHG?vP$C}+uWyS3 zzq1UE>^LFMoNf(oJ_<WKs$@eUK8iU7`<d@28{&Ql;#7ruh&!_!M#_hyfuFxVdA5ms z^U+7sYa4w18gYL*HSAyP-%~Fob>!Qxl>A$`uR-tRqm^nK<d>~2t0EyM!j;B06^akQ zVP;kJi+T9>2kr?^%fbKJ#<|wfKfp`*u%Hm@$=2Vw`4w@^rCqzi_$F{trt#IZ3i#K` zJD;b(t%sDB>uj(uQPR)Oi74RnekL6t{tLWK!ksRHb#myI9I2v3-@oE2pVJ6*=2e#8 zhn_&M?p;4wNe6tGb;HUK_J44x<SqRH=#0^+7jhB5FRW4Rctf{~i4)mUNBs9CzBbVc zedNcT=3n0ELwdKE`GWEW>Yx*52VGv`{D*zs)u_GD@#n{j)(f#;FRFcvwBa`|u4K`| zFWHY)D))Cl|I6BtyI+MlXVjyy{opq-OG#rT#h8EAE=~Vd6?1PIPS_mR!@s|$NGrbp z9A(XGYmK;b)P$?N3Gr0!$+FW^<bTQQRP$rV6LvSuZZsi2Hyr$Bdf5)27r0|k4&3%f zEZORE9qt#tul?5qelye1!uqHcI^DGALtF?%$PPDnei8e}(C}S&n*{m8<dsv=BPW86 zqiv{;IpSnbW1xOA-Y2x(>v9cngOYsY6X-40LGOiWWH2xEc5k3z0Q3(2XpJ+Nm*`JT zbkj}%b8~O1cIP%DKUEy*2=xJu7T|JjmWEEOO|G{EeLk_dL!3nsI7ft?&w>l~GP$U} z*9CY}+4P@J7w%UGV_rPCfb)StEXLW0*C(%h)ccnYJ?ggpe<r8U=k9x1htCmxcf2kK z3!po7q~tS59K|_tjRD=ySkJ-~RVjA((Sr79oILWz#CzGm(~;P}Avq#4_*D<Jg%~&N z^l&bD{0K4pan0OJ3_59@XPn-Xap)4){t=$9piXn~-V8J1UTM_bQ%CR|9Zw}>>#)wJ z4_;m9#X7XLnrOarM!jsZy_x7X{BC9=W7P*dRZowhnFDoKHNM5H4CvR7?tPbsALtIn z^0FL&y{_LR`iDBc%w-O7j<c9gq^8JO30(R)La~B26@9Fy2!e8`-_QgkJS#@r3O#;I z{u}c9?M_))U+4_=4R;-hs1X0Y7UxMLFMTS%{^}{-Url<6mjk?{V}PkIj}E$k(3h{A zhk<MN_A~h4IXcfWv5X@==anvm<qad=%Z4g6h=4!c{1PYwyPT42xGRPAtbTJS={fk0 zb7h6T@+IJQz4==N#FfZ+eno!7ft>R9;YXP8J5zyu#SZG1<`IvBp<8|D7Zg^7Uh=^( zn$FJ*{S{iF>0&g{Gw;Y<H9_2Ix3kx<=*RwA%-GyR{<~8q?%IX#S<5d;bOF3F+lupc zmpb_NInkYL*m-}pYrUv7`XbE@<TdNz&zf0&8{WV}Dd~3lJLtQ$e)_#_9sK2VXYFC+ zhqO^?<GG*cV{V}`(rm*|<=<*M;4RM$t4*xFAYWbZaGZc$M4pf`P*DZ1OSGZP08Yv< zn$6DF!Cbwwlz$i4p#xQD6MrAXzOU9X_w`{uQ_$^TC9FG-0eRMY<og=qiuO1=@H4B( z&y>^9gK^NLSs!!Kct0Jlhc4xLF5vAl_S4f&+IkW^&nTw)Ze<GIw=Q>V2Yg-gXsr^T zC+=?@t*fyjMc<y!!!wTHM~T+-qEYMUxBQ;rnhF1&Z4__e2Co)~$$O9iTqRl*aoY+1 z-*(EsI}C9uz~-&mcVqOwX6X8vA<jFE{~^Dz2YE#Q@TEQ;;K}IPrjJF)V=N~8TEIu| zliphTr~q$~${*%LT;a*D;@tRzJ~9s(NitL5R9{XfFT?}ce?li`5P#f`w+D|R9(7!{ zbrFRf9^!7b@kX3Js4n;G%{k~aX<KgBVxU{FM=^ef-}NL5hn2%Vyxn=Cz93KKxP%A3 zoI!q~az1f%0-sygp_saWc)We?{uV9bc;m`q1bCYJAG_5E-~e^D%~PN8(}~oU^AzmQ zq;hFp!V7r4_{KXn;O4lmgDq;%XYU#mcG3fXrJt2CudzkHUtIaggUG|(U+!nkfajGF z%~lD3Cp=|t>^@F}x$Lp3W!}Hh-xH#+(F6ZDbn!#4fU*<8>T{3Oam1_jVy259`_MO5 zIBQxek9jPKdkjCoe#1&w>S>qI|F|#Dd0rcS+}4*`MTNMWa+>Noo?}35e}X&eceA|y zxu#s`tKr<wUiKLCW~{1(dxlUi74q?%L><+wPO-9&1^cYgP&$e@A#W_Tt|x|k`H!ef z1?!x^K3{bn`^D<V?O^VQ_{ej}{z|SrVNWk>b`a{O*C-4~ZU2Lx21fig3PwCGvGifa z?_cH2Td1x<4`8Y}lF$vl=@ejSFoOLOO;}rnpGV$m<e_*5f2UJyelHGv_5H<YVmt@A z>KqR(KDVXQcPgqA`O3gDW5yr*{*|HoI_za|R!ge-C~(p{8eTr+TlZe}+ZE8Md*i=J z9HmFx4|F!;ME>_^r>mlYpZxnnM_!80y)~d(?uy?VPO+1;+<?wDlpw#O27Il+YHttx zE6*+}S$7P1LH&1iAoibaTD#o~`x1O{N65+nd1;F5dp7b{j#*se6=n3r3F?>X!+$wf z<@Q?uce>o0IIHpi>))qY7lZv`-mW`hh4^lCT4Fxb2Yr5h8%o<w=r7W^@=I|Z{Q#G( zNxvgcoTpS4lES*)GWgH133*)P(S@oe;4_5>`D8<Q-whs*SdwqZ<A2YZ+`xWwke<kY z3S6)_ruo3b40Y=)|JQM!!T;)e-EY6f_h6~Zv6I<7U-nBO9C^Ma?P#SY)+Ht&w(NH~ z@>y=s2)z^dg41v6hp_K!`4(5~CV{gT8C~WgpqFJljy-%I{Ab(a<P|C8n@s`Af3WxF zgkS*%^dHEybxfEX0blwjH{D>0{_KXX{undx+jhA!&k*z>In~lRfd_R`4VOtGFA&~k z(Ei3g9w0UM(%?mX+W$X`RPc%~6GOM?vF@i7w8BnDA#dqVnT08$pF_TVhY@<PMZt>p zbRG0_vw|^G*vHKw?c9gCsMETcTS)*Xd8{1}Ng@Znud&^?j6CUentb2YFx(?N5PN2~ zPN#N{>B3kJ{QA6LpfvJ{lP9<J0r-QbSncO+L#&tEmdhmt=v17yb9U!ar{5~4<-_wu zDmC$|JVT%04aR4Q&v6b)!`AgL{O-(zU2w0pJt43|!s^B~d&0*xMa9@9*m>gpS_UuR zkIT5J3;8APjk1YZFZ!!=_eHBC4z(B&o#;OVo#Eh3)+*@4bsJWN7Z8u-#mJ;<SW%as z=vm*rukJ{PvdnJYKdsf{WQEr^h()vspTRlKB%);}ydPuR+|fU;p%c6A%q~Osp-`{2 zCU=JpK~7Tnat?9KqQr^xBhEDz2(NtYKpx28_8dbz8p$&<TtL1aB>qpL0G~&fqxUSd z3i}|(eQgW8z`%|=fFu^YI^^NABbShOu2x+8aUJsns0VkVN1zKv{1bh-2!6oW>Ng30 ziR4Tdr{sVxMqATFVFY{0Ix|HKyRAC$*<u;E>3;u3{)@2xYVPriZO5S-Q4NM@Z~~wI zFw>&vMV(ZMWvLAL;9%XJQ+4S3IG*$0pEFV5p%YP04kQ6L{g##91|HJO8aebFua7Pv zQJudC-sgBv^4KTLZ}%>hPCk!w!c6xU#;L)te>rbO0`DeR6;giDLEkU=9*?+Me7@ZA zGIQXj>hz74X5jyxqIOGZKE#dtdW&ROZ|3>=vowe&^{3eVlo3CK@?3QbzJh=HB%Wk} zozhGNUp?7@`1HrR@(ui2zx{&U-3#DDcG~k_upYO?Osr*qD{d(;?km27=ah>-pN%{+ z!caZBtD^_}oYAp-0Uh%roArO-B{F-6i&TI&#+G@b&mcbE>^*+p?J@9QcYQN0e)?-? zyln}DE*g4R?ao*1m)+BZ_s|vpTF0_p2||2Z4qEF1-#+E+-fBDxyfHCbLCKH)7uS`( zIIR23Iq8QNkmraZ+nWM2k*~YxZOYT&9}W?}IPpC*7_($zu^#imKVDiOKD)K^KlhEW zC!FzWJyr4%{dvwjE64G?7u$yx6^x;8+&gppDB?<;4N37w@WgW_=kFe8K|jP3{Y58Q z^jmIZ*)d$jeFUsuzAXZuRj<x5Q1pVA@E-{7qQG;JAHRMG@vr*P!=hmt#QoW*W^&{m zip^fW;{S1U-SJfaUs$40Mu;LKk`WS;kmMT;qcSQpd+!t~vdP}rdsRk+ka6uKdn9Bv zjD%#A`Fs5Sy06Q<pL_57ea>^9^PKZOA5-}8gTg9_ZtRQD2it1!em_II&hx+lvVTjq z@4iDPQI_F}0}f<Mms@j50bdS;Hb?m)KD7_%*kPZg`;TaAA`gx|^_xK;75!LwzxL3u z!XI9fGF%6LyQRrk+6n!&Rw=W{3VK_%Pb%{w^gqHKmmawo%zv$BctebRIc9(9@BSpL z$BD?pvhOhe;VcFJX(8|``ClyT12~WMqpU3W9ds$_&a}8<<bi|);vV?dqG+fdLmBd( z=m*oqz?n;KwlUsr*3dId?zj5EE}X;IG?BM`d09V^S_J=aFAXXMUX9ti`_zL^rVAB) zQ>;Y%K76#Pvk5#YaJtne2=}iZWp9l=hW-&cSMCb*ec8nb7Y4qxCOr6B^VFOcJoUic z^0pH670ic!>xG`(Rn!<w?SlSp$wP6S=zmJ+ji}~m$NjM7lB(>1-+KG=erA>7T%Hiw z<qqItvLK)HqBHoxz2XT+=p^yP%<YWel>^@@mj-X4ZZVvsT7DROU!W~kDjoTr-k-+h z&!~6YdO5R+`{4=&UK(c4gsvf>N#0(B`EeSr?w*7_ZyOWHVqRfB#`<N6?LUaShQH_8 z!Kbg^{WWwQb}c3qFLWDmr0>$~uO#Hlnb(a*d}V>_F}5rYz!UGCTMZBGkRM#sad|w7 zeweF~DZBH$f4YoO5~o7XXn3=H#vFX>WkBr`bY0n+2>vy^UoBX9?mqA=PH(Ou8|x;_ zPIPGu{t;N)`PMER>%^`SuEPL*a+R9>fHCx&5tZ4gH<$<ZU(D+*dFZDKY=VzD&`0Z% z$oL3$J^k@vsmVEOf|{%M$D4>JZijM}9(H10NqF-2-TRx+R(E_ose^uGrefA&@F$-) z0*RyA);O0Dp>dA@zV&6W;q+<n_FL^Shv9e6)ILewIRSoWyB#n@41Lk!N-)Jy_*aBo z_uX~e=irw3ltlpYiCex*)bPt;z8%)x`+eP(np|aBK|O9F^vCYp(lJF7BI*LzdrbVl z$q&ev_SLc9h=)G#?&I%G@Z-OBdWU*~5J%2l)jPF?eA7PA^#kJUbG_EruRre2Z+8%W ziFIfAGQ63Q2mTsadBY95k$X3<5()GWF~VCmYV33GdLQ5XBye!FT|ozV#klE0em!_r znMPvGbJS7IruQ2ftDtXyXk+Z?BF=Hm9sB0+7J0rjIZy8}?vE{c@U}nvd%Rk*(Bvo9 z@zgb<oQJ4i{<qhAA_RHI%#<q;@G8f>s^I9Ze({5F-g5yu(xr|aP4L>{LnH%Tu=g4r z(?|M>s6*^aQz`)unk|Uceq;t7I$LOb2YhI0NUU=fxL)`6Q7Sd`fNaA-ZWZKV3Affq zx)C>io+NpvVuN^ojI&lz6m_4r$o*uN=$F}hJ7xelNbAeyT!#0TabDmoltkZ#&cZPF zUhuib$3NMLpqq1Th71_M&Oh1&hXS|tz2Y|O5jQ%f$h|{=GhN+lChze0gfdNWXdmin z&(;N&V^QDG+*Ub<>k3c3=+=iHgxxlE_|}BH-$IWga0fi%1820v6YxSWJxQlz#5bDG zXUcrYpS$>jn`ywOM!pm@5<?GHH}RF(M4o!xgVanO`SSM8a0ueTh{NFn9pdQkNN``+ zy+1LjN%^q^=;oh9*soRrCqJ=vjO@;*(&f(1r-nbI?j5Ex%m+W;*UECG8gYZZrzh<h z;tc)#b~t#!-N(<4tfpiAro?>@e}aASFZD%Woz)!_c^BXxl~J=-eNqs=ZG~h+@H_px z#pV)_7i+l-=Xyv%U%NkRdl$cN@p9L9sWj|AUs&oWaP}p|h(X>c>{2<Y&<4Els74hR z|2OELU)&CiVxNYh56tsaVP3}A#i7hYz#ZCzShq#I-kjlQUM1qtX`5qOu&2JgJMN*% z(A|^^ocX1(4@cdyKY~{=j~djT!QXGU<=wiA-+RAt&*M<6*J*WT1vc=P*A<;3eFo4c zXmg^BmC&EDkYB>93OzA_ZOLN}=Xjs36{+~69-(yWz~!yoxzW)Y9*XGCkP`R4fcpjv z>CgO*LcPr=PFc>v6X&-o2d7l=JH+254%&_3oSb3M%#HKNH>u1B;ug@Ecz++Y4ux)i z%fp%)`|~60WaWGCr*}h%mJZU;xm5N<YGA#L=`F7ExIuq8tgojF|LPV0>SE^uyvSZv zr@MtbBUzM63hVIfboTkOFVLq)YR^r9hi>QDM#$S@-(qhBl)Z+Zh|!H?;rY*Vw+&^% zOZdmW_l5jGA9-{9uhZbQq`W1qJis|_)f}0AKj?0fH<>5yA%2cXP&cGQ-}<}flxhe3 zFky?Q6+H5FeMeXazVG{%f?9sq(;xe~XQX0S-|3*ue<bM73H?jS`5N^_ud{?n*x`eq z;zJ(5X&X8L2gw!WyLJJB^54*p;hWl~fcoUJfE;foc#Q0fteykb)6+obus|>BOZ!iV zg_wfZ#7)XlBabUR@WVLE3q1L;sdI56;=s)5e|;Iqzn^@UD~f}?6LZnVAdg5o{LXL~ z=X*^i9_6JYpJwBT&E^Y&&MQLQ&7+IF&73=9<|SUAdLp<Uaoa(2(Caq#*W1!q^9up< z{(f(~tOgFbKgqn{8VVeF#urO<2)dZ@MddQ&N#}o**ym?sUA7bNXM5v1Ydg~s$B+k~ z(Y`TKhdRwQ-c)PoJ`C!`X=6USdG_1aO3~nXJA0(FzzeLdr0`C{e*}f4d0ViLQQ;w` zLC9zF+!-$9_97o3sF>?{K)2!Eqe{ty^MT7l$(i6u2c=1F-g$&PnT2jB3;W`tL~=eA z`P$+rUG}bCH#!*D=@AEh`9+57B5*zI^nokI4(Pwyxc58^{z;->bZG|p(aw(m`6fx| z&LVn_hrmOJw&mF3V257jBTkyo&3nk6Rnx0ry(=nz96|i-NxpaJD%SngN>!l;FLVda z6SZ^D{b<Vfd-id{PbPw6XRo0jhHFpO^-k2$%<j%;oIsq2o{Rc~e!llDHD=#%-TFLr zew_*M=Wkr}zj57oG0~Mr;LkOx#MBGew=kM>`T2F|CkagFdDQ^FC<$DDbPoLRU(f9d z{QfgLV(kk_;17j%`+b3*c@mV@ED+byn{&kO1meCKrduk>;OQfhe*)+c_vWI;*X}`g zu(BrW6T^NEbzE}3I1JrJH~$^2J?5~o>{M^b;QY*pIAas=>V_4qnRPAVkzIYsNnG#! z_m~5v$m4$<jAcDHfIMK2e)!OS@Q`%+N?Z6F*-*~P%e~+yN^VkB8^~8~`D$9-hE8K# zUvdS%NBgkqR8=SV>qkn4?kcPs%R+Gu;%WqG`n3|gPSBluW?Tz>bHvwKx?q=G=8BIy z?xX*~_?eU|{O6IpC4DjQ#xXSR{@Fg{SC^HFUcugOms2y0!XI=)1-6`BQAcYj>bTO4 zK6#1+jU&LF>HjK)7SDm#a$l(ub4DLmfji?<=-T>3+f&)7N1Xg-l`4+sgv;ubTkspI z^UPek_eCL^dGje7dLYwqLAnKSx%0Zle9=kxXLY{C&pG6=Q{nwW;kJa&lT6ix;58lR z4-}Lj51ZkwT9svopVUj7TgLixsg7;YOF)OqivOnZ2z>L*7uJ0tm=~jGH0FnSD6?&n zEVIx#mh6N#;;V6=WTsHd50jX8_HNQz7Jjzjk|tdPzxZA2dOirabGatE=z}u$xlyFh z9(<s%wdc4t^sA@CYSMpi;k>BMN!JAx<lpblFqd6JUXvVVw+wu9Ai5?jYz}^W>d4v% zt`p0(PeKIz)y?%YZRi4Y#Ip@`@3DXLc{g%t#*q(ZehhqqM`GjDyJ2+5FUS;9qKd(b zSF~;pU4@@frChX6!nx*3J<8qtQ@>0oJ!q4KJozc_&Xok%?Yq2f3J%nl57t!2!>=;A zKAZ1>zf4_KSqzJZT{Qn^6;KX6<^0XA8DsPnoY{Nh{R8BW*R2I&Y;6gb#(vV?0zbM< zw|#G^6#YBeJNv@^qR;l@;42<A#L>w^x%(t=ZbyDyF$+ANt<ZXT3Xj^2nKiv%Q4dgV za%R&5-psY$i@XSXSjzRC>%uv+dlTcGv8d;_8Oa4e*BBhCacKu%&AKObj%osS?&T_& z_7{40ehdpg@{7)nDaSVOJMCh9EiLFgdVCMer=Zg_`<}Pb051{#Pq*ehaG&_f=mlHw zh-4d;!{tQ4(db8M@`(RbAM{Ba|KfaSL;Zv!_@TH*m+EQwwPaxFsf+^PWo-oq71qJW zvXXc2Ejxl?im@yy56;W#P^~<L{mp*fW?X*=U9HkSB_5x5a<AW+r`V^v>gD&%S<wfX z#{IGs{&9>;ta>j#S4#H2#qRmWyhqaWLXW|(EIfsF?=KoMwC?`}I5er*kRK-iedu~4 z9S!y|^!X`W`&rEE_$^P%f7Fh!Cvml;1?#0a@xo*R_&}f6;n}N-*C(1(mj+^=HD^1N zGjUx>IfLE)OZN2#wM7D`L;DLxHbPfxlIr($Lw@xv_nE0^F?1c`eWMTUp-<TH`c#3} z`#FBm*`3!=92P$$T53fQwevon{mP2aniU!ygE?2KL;e5xz@G#pj~f*uPS>pk9!Y_{ zhfQsTEq5ayJ5n(sNd?`$yh31B5&DNTMan5b;NUNfEd%6v9i!Rw8|PuS^NYuLXrKcX zav$6TFJ31~GT?+iJu8^YIlN;{u)k6=8MBH0j>A)#A61~opQA81_zSvJ-q@NS?EQ>@ ze6sd^<X>i9ts~@EhbU(2u0)*gJG(Wt^8$JAu#^j%JNS8nkO2!j@aM>bnn8W^g`1fN z@!j0L@6stx2k=zqN50Yy`KYf|47dqbAg{=f+v}c&I<{5+wP<O?^I5*lN&KE8U7!5* z(oxT*3eeTYeKn+BE6}R|7jsq}gTynyZ`)eW6yW`PPhICFZou~o7aLyjLLZdHhQtr_ z#m;VOT<Ks1-yiFnwh%)eZ53s1!HD1g`|@G!aP-#+f9?-?h5nVNpSO3g57(CDiZ7ko z)q^eto#uybwBBOrA!$V*jZ}Z9hx5}4uHQq1QBN(+pQ!1)j=I>rg%4i)z<c_P1B^tl zUPbNpzXX62>2Wic@HvP29uSja{jEpeF8smz7WEv@AHRWp$v?pJ%MSUVE_Hag2J({h zS30x&h|l&7R1$0WUOJz*<S!x~2lj8s<M~L1yXPY8nBM%3Szg1gKU(v>LSCfM`)=$2 z_BGa|sXU|{@jv!Nz7qDqmye-7{1Ey)^w=sSmC=XhxUrN5yZn#k=J%+th;waGw%M4w znlc#bctQbjjk4sbKX`}ss~0{8z?(#hUp&^q=W#tF7ugR!K%px9o0bduIR8)o--ugN za)BOa@b@*zw-Q1I;KimKOHc87GdYc|gHI4AXlH(1vICFt=nEki!uQbi7G&APITF2% zaGu-HA?S~7_yKn;YR-px1wyxoDcU$_27D^ZI?P0ba~#GzG95)$g!A(IMYYAOaL#7z zw?m&LfugC}XL8dL{qinm;+UhQdE?uDeoy3IG8=Qu+28@u;r|H(r+O2*<#Ld>sSONf z8iOYlzu|t;)rUS#lJsUdCFH{fY-Hl?$m_puu^vHO$YvBvdXR^6bER!HZSc#KDU#^~ zXUwaX<z#6}#W^d=d7jtshbIqGD*C{ao@%y7K1QA;yBMt<&Wika!7H~M|4)<daWWPM zu5U<GG)E$jA)?yIevEp>ap%O_^T0)whC?&pIh)J1!6yy^H>i&9Xr>}>S(PoxhwdZv zWzjqrxW-ib!mAMY<Ghc%Ar0#ru`XA9aTazFYjW&tG<ZUEnR;J8cx?ew^Bd?<#al%A zKi~%^d20mgfn(=s407|Lz=O5(rp`eZ4^zw7jN}CGUJ*#z?y@3Gi#gc+L7gCw=+ye7 zIx9l&>3u0(M{tfOMdV|8559j%Tj7!8I2SiwV&92*luIv%&Fq0kmpur{PMFtv;q18x zw+B`Pj+>?WyZYJ9P?B>S$csliYOeVs|CZMmS=0qS)Jh5Sgd>heNj|Nay@qq@{-u|0 z9ENUJLn^MIhWd8-uRU}49^FTEH52Y&UhdNG<3z}tLyp!R=>Lp5_EW{2NPXN_DCw7T zS`c*2AA@<1kD<>^&Y4%i9_O>JdL^-LqmEceo+ac6znadt#m0lUGN~okg?#(X?ccUl z@W(23@2AP&g|yUDO`_n@$^%Om{(%=#Hy!h*&%u0Kzvp}8v0q6_|CD#<C-GkT&gzf+ zK#;!gv<!4VslznU%fPSX`zP44Gf=-<rk9}~g&jqmF%5G;9BFZt;P``nQsE8DTKK_H zy7@T+_??!yrFr*Z#5L{bUuO_kKGEv5+x$bk_8XO^xq{E<;6Hz~7dX-;Z1fp=!0hTm z>6PQ)FClV4P8`r{hMxtMfv5ju5y^~)9rZmw_wmRg>IrE47(a^sia^IlWgS+8ej=uR ze#~#vT{*8@30z-r{WvKK{qWt*pF}CJr<-gPmI6cQj~Pz&PQ$tg2JkX<A@5s>X=b<Y z0}uK<ypaQ)FMzq|=YQdt<MHEGb|mT()=^GZv)R#ad|>9rY2f_Q2j>DlG31wdQ(UsY z;0L1u-8|rvdha>tV*X)nOQ{yd6TsdsPhIl<54@csk1A;$cKVRvqZaItet0}A6Fk}H z+SbM*IqC+}PL3t8TP=C9MNuWh>+4zkG+6)VytP@R;A0U<EnykB4xKdbnw>B3Ugv^Q z=pV#$jB?guK-}*3U12hW{)#*75a1UvEv?VFJaL_&vtD)JQ(f{o`#oLJSG;|mk@FSu z%MX4PA03dtxm<GUz;z`aAN%<mzn6jZr{=!H@GmtgN+$48|NJn8T;PQQEv<k9_{w<R zL<SM^-g%ODx9*`XMio8b;md|OC=AMvE13}2!*!l5h+}@hi3?+g3vfPUYhtDpcz-6z z=HhGc6Q)nO6nC7Ek1WkdCBTkLB^FI3>Y-meV0P6Yfqj1p>0-YJzbk^F<MG4;^}ssB z;d70#*PRe&NMwytsKXFH#bcgxfCo9Mp7m0AgS_FQ6ZtML8Wb}lf7F7yn6B>X<0A0= zS5X?Pg0Q!aGsQo#PC<z*PUYCQ)tMKAwcu@5QA`#-A<!2D4fo8Vj*Rb6{qzOuobrkz zQ7h=vDDfyJ??rwQl&sN%c(5?Uk!F>O_<CH8p$+T5WUbe>dtXXY8uH;T^m((ZMmL!t zkE^d|*Q3N^jV@om>Nnt6XVdpv;ITDkd;u+}AJJd*Rs0OyZ?^x=c<Ws|LL5=H$8F>p z#zk(v3eV9OBflV!pMm<My)e~nck~ON?bW&+jQyag`jQGA$#*Dazb4i{nq1uPn-A^- zLGwzSMH}m0CA#(qJgEMI-`}xx=zwunH=OUGemRkyyM%cg^XqJjM>ugFH#7dTXf67| zCS|=9f$Qs}_pV1mccr%Mlbg~5?{S*>7HW*VMLKG#2s)wa?U3o%3#eO2w(tetK>zoA zIf*a!gO=~1hus+R!lQJSOqsy5s*7LQ{Gr3_J0aPVwwr%n>TkpMoqF!qCx+LBoHmTN z2hPj%^)Jnv@1FY}PfrGZU21h;Y=m9KnLi!3sYD)fsB7LDuRlnmMd2=mb!&Z^qm8&i z^X_B(8R$Hj`EiD?lfgs#>O>_8&}G8ee^_$t>Lj+#gCFs_<&1X=u<zWh36Zm3kjLDJ z=5qwkjk5012*v(RjcCnRLN^Ou%NZTP=R9p>@Bf1Ro#hV{Thj)gWgOk$`Gs?yLE&Vk zONbMc$?H0#(5st+E}ww@slY?g&hiDg{h~fJX~T*@%&VL35MV_xDWf$vBeo*gFAvt4 zMp+V+bmRIP$}9<D*N74=sI3Vrznk`WBM<c9sF~Z2MqXDUo^9BQ^Ch{z1FsKb-auH& zMi}C-ADIhlH5uv?8IuuOxR3Q;sr1<+h%2;`mhnm8OKDRNEkmBdE<7ED`K+x8`Qitq zULxKoXY^-IlcMjf*mjSG9{ADb@R4-*&w>5^Dm_1OUsUn+_J_34?T?duTYZK(Exw-z z<ba1S=eEzk^#%@lyc<z|gu0QuyPW3?>KOMYBVJ=4`Hy?NxtM~!cE%HDKLGC{dtR#2 zn4y2n!8)=NI<DmU&+ZcRS5}6|-QlOjJUBI{<E8M!nCa%X0^+F09?6TgbOZkB-7H$f zKArb^9w@7eewwdV!X`$*t4q;lhY%lRRn6tf@m%Ko0aan-d3C+#DlP**q)i$|Dl?Hc zn+)nHt788B=k56W;3aP4E6=wba9+2Zr}-Y{=)SJmX7qwz96FV(wqt<(>iT)2Jq&YQ zEr%a-4q6eMayTEhhv2;bn~wnx5O1G6Rp<AAh<SUjja2+Fe`C3?*^)^L^_9q?vU#kJ ziB3=6dE_bE4BT1Q%5lEBCR91j4tmL9!Uk<J_U~c4$Xnz$QqS(HIs@<CW!D8N6k-1B z$tJ-d#IO3hhc*5nev`}9?mP$XyZvbQx32-uvAf@L5BZ0N>%MLV<Wa@rX&&0(HADIH z-COXVo@BL6&Q|0HZ-n>vA&&5t1`N<*JzD99Bv@ddj#=c_|64%6aKDVyzZ{%v<<yh< z#0=ikyz($*FZ86rax1^%(D#<vSi}ZV4_qyBPJ{l{sS~^WP9NXnVS0FVHE=PD+{fV> z`00dCW*y?+-+*NiR^+3OEm~XZ*w>>x6*YQ!=zkUK-PZ>Die@bQ@Kzml<{_OQBCx~C z(<2J;Ntkmb;X!A54(H@VS|v<MFjrvgl&S>g@O-?$D9yzS{#r`Sr~S^7@b^%4QbUs^ z!Mi2q6$kQ>Dn7+O??tc=r6PZ4@HiWK_)b|O`j|IzXVj422|O5!*M)x6LfLqe;R?>h z`%{)SBff-Rlal8Z0S{u(2z`M46T256(gWV?wH!IHI~Qm4hGyVD)T{G+1x_x&-^zy! ztar~xwjcg#-MWUka+}HIPGhix(&_`d_L6ArRqHf@xgDE*G8Mq3v3{kNXz;(*nxnQ; zbKuACnvGv?@76C$7IMI^bpIK}>Or56lDw}l;R!xWuV}Tnj=FjI%Zh(H;K35qJf?oo zp?C}YkAh#VztaBw=m+*|melLNIP_z9&^lKyq5tEiV$cGvyQSvIrS%@?1MH~A$u1-R z82x>S8vZn6&&PeS8_(B?8oRMy`$r`jln6Mt5Wg6-7j`LM5&rD+Z`65ewb_ZWo-0Wn ztAW7pL~*6EMiOg+>G?jFswT|i=1G;f7>E1PY-lxefG6o@c&jpCzJ|;Etxt7Wul8;? z27hVHRSz~f=8t)0qg4}5w2yJ#-!}ejrYt_kjrw8k9z5RhW>tNQIZiXf6Z}=EbK5E$ zU{r?A;(k}}8vO8Jh0kg02hf>T|Jxs4X-)Y2r1i;CEckVi*c*XH;ED68cE5bs5y@v2 zrbzgau+hgZ<ZU;H*=V%6vCf8FSGvIW$aF3QXTlFHtk0c{WWl+*v1@bZfYT~RrW6mo z24AW?QuMbA*ZZ+?mRtk4Lidk_3+uY>Y*d&C-t;Smyo2%>c)o}0&L>9jT&;_DexHX< z#XJ9=qYC)NksGA3g!3S*Q>#<Zzs|eSI)oLWuKx2%<Vi#5(rR7ix!Cu`e`RvarKm^Q zTZh+LpnmO;CcB6^y${*ClOJlM-|OI!y6=ZD|Hyl^y+_cRz`3>m2<180qt>TFZmb{o zka{r<=H<R)8`lr0#r*AD@|DsaOTzy6xo~1C;JRAzsg+_&!l=$)nlcvXP5rLMF2MQG zWv=}zUf9=HEFUZPBadUE=u|7PCR}N><z>7Ie{Q0gb#{eL;X{|_jQI^QRriO#W1c`N zjlP@WJ1fH4hvZ}4jOf#(r0+B{N8huH>Tz@ERc)W*I!Ew*h0eU>7dr-=n`cSs0M8?x zde3?ld4DML*S$7~pUR|?no_{2I7a!!*lXbT6tTT-HxM^sX*mwU&;29z_HCpCugJQN z)|&%A`ujPjk;hS~o^T98e6N(;+FVTp4<2YMk4Bz7N)n>j2A<~p)4gCD`^YpPP{9s8 z_lckDcT(t3=~Jpci882z-JW9Mb3$AhYd7=Rz&<`<*t2>B=OzA#l>Wi{v$>Cra5qE$ zaxI-G@J1gL?MC(9J@Cux`Hw$?zYL!27Wd1By)C^zTvvvE`bCCAU1C^IxxH36+DCA+ zHS<Y<9n)=c#zop$5g58<|8}Zc5gHFv2Wgze+-K3q&HI>_zIw>Av=Q^5srJ%z{Z>Q1 zJX$BF8v!2ryz}S)2j)6;=!(5$K>r3YZ4nJ0<_amK2fKkUQOb;#%096soQ}A<_l^bn zHv)AZ1iGM~?CtrYEIiLxzZK|i1bu$vrOSWUG4Gwf(17SH;yT~Js4x}gQOQ3vtbc|6 zwdacKrQioWfmW%H5)s#*mUoXK{(f}7c%>HmW=7i~xj_cKZ-ecv0Pu#%gsz~r5Ow!P zrU!));A7X9>}_zp1TpE0)7#K1|44cHK#!;JbE<fH67{w&t1H96RXXicyrZyt4}<2K z3*Er8M(sn|?@+hot+diDK|MrVX?P(P`Q%F~r`aL&7qVN8I4q#P`{T>g61?6kZ?MXj z4!BliV@?mg)VjFP`v&)y@iSd16UJO(!i#?wykY-8$rhD~8>|Rpd8Rb_;GNo6DqC+D z;Qm-FPK8DpmITUgS>`bpEeX;gvQ11^ED6O{F0K)j=(q67olYLb{RQG;9`a+|?ZRGK z?1w*yoatn>0KQL3)_fxtM%*yGpy`D;%vYW8?G^4v;Av17vWa>5-=|Ytqpw;K_8ob0 zHlp5&plw=7K9dYR^7pWrk0#CqxUz0GVh)P-x5d%7{ji^TmXjp$IG6O&oALzg>ht?b zG9f&g5L5FLzd?R<=vn3Ne3Yss(d}07DZc`q)-wl@zY=Jdckich?Aw9ueB>LK>K7k} zpTfDe_R5B<&_U?8t{V!1FNaQQ|Juz{#0KpX29S3;{!DxCtqMLblprgD{RqiW2<R4t zUpPMYVg_HxX5?cT1`i`UGQqKg_`-R#l|K^kg2Kw-Wichr|NeY`{ah{TEs5b*TEPn> z=VXYZ5hp(`9N~-52Y;CsVjYD2G=@f&zD8WTgvq~#-~$Q-BeCni+ll75H_E8@w3}V3 z_z(P(JN*s$?tF0jOBDPj=)0r)maa8_W!J7um;GUHgZEqmZZf0KI!osCm;aETJ62WQ zS3zDKd9Ld=;#d6#?dY{B=nSua8{Y#D<nvCiI8zQg8;<VL8^GL~tCTI<Shuf<3%PH> zSCnb}Z|0Mu-en%&JB07ml`$uq58a@1;0z!8JM`tw9-RH0gFN6&>Zf_&(1hp!DKTEh z^)hn9D`@xgJBov!;O}q#oaM&n)=w$jznFnJ67OPV3y@#^j$4ke@5h|D-ztH-_41y% zINRt|@caL+`Go@KXjp?j{`dpE%*r_8G<0pDJt-;bCvYw@DZ#S<b%gxI1_L(W4AWlO zaLyOVqa&O;(*se5VypN`gZ<v5jN+EXV}wfg^7~HwUhz|V&*HgaU#ZTMDa?~};Xe0G z82uzhA}=C<I}&o$@87*fUPhF4;tW6dmWzi)AQSqJY`b6ZBqJY^|MtV{Ci-2NTnlM2 zZ$_;)cc&P7#(2cW<r2i{^10eHN?jX5w71!9A^5GooJ6K3>@&J7W{k-iap6iZ(;rvh zgna4S!3yZv*=sJMT!?G2J_n<*PWCJVXX`ysx9HVbIq(T{$^Opoc^`s48qO0r<9^^N z3-m@eU?&eg)AolzH>KCkFC#WVJ%%_at{#4$RKu*5Te3Uvi`+o$De^S6bJDfYsrTGT zdQ9`gmT+M_X-yQoeta=T-Lwk*nGB{$)ZmXb6tOk3|KWaCdfa!2uumFy9>^w+px>;o zR*U~V*4e49+jI*$tAE5v*+S?WpN2SYpf4)R$-=_03p%(_^QD{k`%SH?x?p?g-uKpQ z@}S!eHVlsnp}y)+vmjxPJUo0+P9r4}{EF$%+h?ud$+^z{60p+;Hct9xcTg`jcsaxc z9NuS5%xD8#oLd=9_W6#!;2v`d!X?yix@x%?V1E|sUGHVV11OFum08?Eo_mYQGN=am z7>=zc)*)Yh#QbvM1Nxdy?pa(wp0%__%FTNp_z;;8*q8<0l4R&6*8}_}RrhlRZgkN+ z(eOQlzcYs9Gy_+)>xj>lqE0AzW#aP0Y3M2vuU_|DL4Rs*UtGZ&`U&Kp%qYR{yDi;E zDzMJ1U$45%<zjwM_LB%Y#N}0^5pu~%#JLq6!F9ypi+`P}O#eW?bJOzPy9f9YyVSm0 zmz%9m&YO`y9UwFOk2va-uSFZi0&%WZptEhp4fQ16+jM-7II&Oa3(f)TwuEZg$e&Mx z(MN2`+%mWg{wl1Xw%aFcp*xgJ1wE<L=0A^uYv4iLrmB;dcF*}Fc8dmJ-z;w!R+{5} z?os#McJD`!_AgAh3p}mIAz@z75_6EZ%1U-}fwxoUq=CpE>DP)6?#_`{D=_2^xQM)R z%q*D^_+uxMt}<^4KBBV3<1K`K#YgSFLdeVha_iYLL2u1ID<(jS`l!XsxVG;F=;Q%P z0krUoLguaGSHUk+S7o9oTyWigqt6Yu&{rU|u{8pI=y-QjWC3w;+`HhSHeR=K^8_g; zu0I~<6qKxs_<W;dx)|SYUr|Yq?NQWIt4$>$TA=qWKR#Ozp4mJ0nGleIItJ}H7spT3 zkM`bwACA8l_`AL5guZF#TtU15T)!|T(pQajFFwMTzI#sFB=0>{=3Dfq1aD`ofN$oV zKJk?W-{(UkQ^X_Wb?%PG<Jd^i|1rE4BaZmsljP4Yvw}EW(BBfggY!84c3i`_&+cf= z5jQ^Y&{g{1jPDSiuQw4<Q=Ub>t*j@K1^udkOY6w3P}KE|&PTb*;y!XNIkijpK4Ghq z@sHP0uh9Mcfh`Slh1%uW*mz-2MDI>TB5%>M>`~ZE2Omt~{Zs=TNWf{~#}fR2ifn5y zcRuoMjZ?<d53o)GKfPoTH!bog{oJ-NXVj`WYs&`q-6TNy3;xwwQRnp93wT8Nx>yyz zr>=P~k2N3g+nN9Gc@^Y03L88zC%_v9+8-tKSrhJzuwI<8gMTSTYVl~HzP0CUV+ru@ zNdR+$A#m*4owrxkpgXtqnzC^r9|)H+I~jraSflKgOkx51VU>Oz2;8fC6MiEXd@7VQ zBiqXaePSy|Y(`H4{}@;_&j<r2K5}!rLsw9W&5s^VhChtlBypR>oC=G?$HcJvv|=Jg z<{-q`GZ9ziYOuaf>O&la(06nHaj*jLiM-xR;c61z_x8P-JM#2I694s|i&&SP3jsUO z^XeT_RP3y9p2;^#&l7PWsfN+&Ch|VF&&l1!I<PzO>WozEGmAMd^D5#q?aIi<kZ|~m zdHR*xS-|15uPcw<0AKb9sO`l%9W~!fCsV_@SI&EnKQ$n~>KNjgjRD_yMAJ|I8TGTZ z!!9iv(Ak9kl%BwSd(>pxOj%aJclu1e=9ps6<wv(vOW;|#(Vf97qp-t|zQ@fG2bKbf zo+uv0I*Tl?GZrGwkY+#Jl)*Wwp;r-mkQclD6`Uq_fS&K<7(n(OeDv@<%Npz<^5U_o z^;P)g^lg?*F4Py5F3}1CZ(R8<n_9xYx`QbL!xC`*h>NK+0C^Uj+JEgf)wn+^bEH+v zW!RbJq-2Iac)iS9t#QQFkoN+2FbspRZ}674Hu${np*+ox*k^-yn|tkX;PZsqG|u~| zyZz7=NCe*;Jm@J=4gF|dKd3`}80)9<>e&Qv&NVY@jT^78qO5%0hW~SFe)yXF8*^~( zki?p`p^qwhp6r1Q;_;iK)?3eU9%7usRtc|DyOJ*R#ti=V^wSx0=(C@Ud{o^ZpkKo! zru(TKc)pqZJyqy*2gdVlnG>LMoXzLt#lC#A6sBeYk69KB-bw(UC&?)zQEtNA;ft{$ zYlp#as!Cf=Orw9sz-V$C{A+L5CxLte_(>xhzZ7`tg}=!RClD`O9$Tg*QNbRF*5~LK zai6QG$4>^Z-W`@&_r60v{VktXp#}fCDRVq04f&+TQBScy$Y-u}CWKBAkpDQcMOx)y z9+&2&r_L0xx51L_4tcE4ja3~Q@TtE+*W=CMhqT`NnDpJjFZ8eVnCO643RRo>JxBaF zN<sDd1?p=wPi7-y(WkdCP$cAp`NEPZM}H!}oz?5NDZ)M?8h^`}1+Nt$VXCYJZrsbD zt2RL1aMz&E;U@H;XU|87prfl*&)e;r!1p=1C(a-I=*Ti-Y(MfhW}a6OL(kCPTB+8P z27Y)htG~kr@nO@q`hg*Mg;XNhANgFw4`l<29{AsztBHMM|1gK}0^h%JtRF}EYlCc2 zoTuFrBx3yzI$ncK?FHxvMi+$B6|ds?Xz;~J<Yi<!EY+i~xUZ5uo9@W6CBbI7;<q2O z6~Vw|^u;*x=)%5B!}q{9t6uv(&;#GOVY?jB+6aBBV7vdQ8`kR(mFs=rOLNC>mOriN zXOu3o=>o3|&<Z$jbsN9y{P*A@X5^7o8qL1M(7D9h-~Ir8?I>TQa{@1LZ2X~>%?*B` z)z3cwUQ8_F7(VF<z7-JqXq<q)r9Rp=W8kMd6$?YJ80rn*wXO>oK(GGqgZd&1>UVk3 z9L|XQ&p)vH#Ggi;^NxZ|Io3ImwZ|n3{@Nq_>?|wdtdxFTrr~S&3!9mVJK~oP5#`NS z#n4aZ|1ov~PeP_o4fY*CeXe-mozgG(eQM^DW61Y{>Aq?Fb%h@L_rNzg%zc`Sr!mQ` zM!ag>;r028dei5c?ppZAJ?+@;B-j&8z-`|3Q24v=%ac!sFjt=FSztf##%=mO4>x|d z&qE123gAJ-RmZK$7Q{=rdlNRDz@0<4st*-oo#u5YK9pGz9%o2urT1GAB*IOjviC!G z9vCDqgO1zZQh2BpyoLS0noQ3P^nF+te6qWSc(X*M5`cYi+D^4UD~|foddrAE;y@(- zt%D7b;AL8B83VxkkXO-DA&A2PWCu5Emw+z}9J;6RJ=zm)e|R8>bBHx_X@1~Yf8UxI z-Fl4o1&f_%{{>!l>cY7NYT&oEN8EiPtYbz1>qQ^rDcL`L!((vW5`LzpGgvnbvtS3{ z+TT-z>&FYw#~9m|`K%xDWXXFex)<?lmSV*iJnTbv=1t{);9-I<uSRE~PuAVma~tt1 z#{V$kay$BvWh^Er8=;@_b6*s}zJB#9(Z3@NJxcbHc>gkZRaDC8cn<jWdOxcKa7<P( z^4JdW^_EQGejmh<i4UQNKZOHt7=L&b!R~__qr(-zC#M+6IgbMmn%`-#B+%jeOVJSR z!@iJ_tVD=F-_X%8aF8y+{oSNQ9i(v|_Pl=*GS;H#o5>G6-o^o4DtJQw6!_KAlP^{T z!DGkuPJS4_hyC00&}ude*EvtA-XQ`zwGecdc0@nMqW;R1J#-^y)6x*&M>Mlo8#nAi z?-|<*Ph3aQ!|G6B8tU1r9;SDoM_p?B&f;zbe5{j}a%~2G?V-M~=M?tq*RTKQ)Afl@ z!a@)ibXpDc-vg(HsV@x)3!*Nwls!@R5_(VLqr?O8z}wBvIv?;S&QOVa&w<;wHD*IL zz!T)Ioa!w3guJFixJ(7{So(YNh8^~2+6$Q<a70RQviS@0*^f@2!WKHggL`F~+i#-| zsMbeC0={-9(^;+cF7}%|H$w(~E<Ud$D+rz_pGRveiF~6(<aRnSuG41NH**60f8n>k z%6~@uC2uiGSly5JQCNoTq@a(UdpubPem<L^x}@|4=dCur>+YV{Vpk?rA=ZaplH^w) z1Un2luC}@)f%W++FXx8(n}%zW_(|ZpR2;jj2=tvFrx$hJLZ_*W9@h!L>yKEUCoM!= zNGzhMk2waud4@XhyCULrl}X+X{3Mq{+wU3TYjl5X9GN`kXsiy=8NvU0)a%opnSmco za$ApQU~V&q5LXTx`U4rSc-X%~fBN>{CTYCiaAkxg>i~Gkv#Ze=uwNZs&3o%*`29H@ z&sl-X(@V*|3XYh2Y(N%Vj66c;Xv#;C53qZ`1Jlvbi2I{|dFp`|G;ae{o*ROnWu2s$ z>A+ks)sd+PCFp<C4D$8$$m@A1=*Odg_W{{nUcTT-%|cZ>^Z1>UH_Oi)L!H8mRObZp z34$)8*_An4!tpKNzQRa+FJ;SfDx#=^o>#nG+KqZg<qg$f5A+dwMvvYS0FF)5$vmnA z58aoqcm(U6-H><m-~j5MUL8{}fGd6{(z!n3k$<7+(2-iyGfy5%JdJ*v;q&D`T+ZN} zmQv03d+1X?ij9->wQ+9YRqq8w@PARYa3M?J^C>sh*Xgs^mx1;JB;aM%O&P{qyY}Tf zrzVUz?rkkfmClIs|6%4LZ!5u1L{4Agu!24lOk?H@Jo_P1xV#Vkku(}E7!4d-TqAp? zLV|vULR#j>$P3$+(-^Yrp_>}{e)niXeB-#c*WC|sWHL%!9_uK|r$%uNII^AO(I4{+ zI3{{yf&qEEy0JQI0^T?H{Vauh68L`=_x5+h+41tHk|`006YF0b#IGYy%O2`dID+_l zJ&kU6?ofmdL)Tmm_*Mlcr6Kt4pKs$?{1wmviQ?SpkT?9NP84k(iu2-Dg(p+(k*^r@ z5j|c3FJEQz5(Zw07V$m0i#X1(*l9;piGFs1de=7m;C|(ru?_w1yl#cjv0mI)SM9+~ z9`K|;TTCA)9>YHtQlI?v$N9nhfluzh-;=+a0uMa}ZYlbW)*%1Bmv_{$7WD}CFefK( z_{S)3E2FOy^gN&aGdpkLFH{fO8^FirzX#bLRE7Rot{I^>h4<^{t^GQRxjxrE=+cY< zzqb9IN06^C?&OgClfZg6I@ovN{dH&aJ0F5ay{I4&oR~))BlnkJ8TN<O|J{Ffh$k#J z9d?91Vt#-v<8~_cVcL-^De(n#?m>}?thdNx1Y%u|?*rb@34UnA?<#NllWu^0Fc=H| z+kX%Fpy%tXQ1E9_MfPj6a;QJ_Zi@WE{%EIUU%rNTLX>(Yk`extwfFhD@+0typnB&I z<Jk9@VqdBMkY8N$=Q|&P{+y;oTlz%AvD<^z{>Ym>og3Jefp^8p6`q^u6Zkxk^E)2= ziO=|XQwMl5|9sOQp>OE-aGR&$0}i>46&D@rz&WYJGuZ-9(eL<yoWkD;{_O7EDgoY8 zE|u+Bs{kGwebK}e_8aR?>uiMjkIwvv!}2yBlb2RJ@p$9Et>f3hYo$$EvzO8D$I2<J z{yhQjV~lil0ItMN@^LJw<9nKBO$!gAo<Ce1*oJsIXCXNivJPFbdFI2~CiE>6rZo!K zdxH}DlTbPQpTJGZ0y}oj*0<F;i2fRD;Z?46=;#)tMN)0ZD}R(SnsUJpoUK0=Ko2>X zE$=_03>}Yp#z`FUZqV#~QX<w>H{<i~!jray^0W&3Yu(VvWx9!<!%okN*Rd}H@3de1 zV%t4mIn|%P{9+q<XRGD(WAI_KbD5W3IHHf1`%$JW_-B_wc&<|k^iREH-m}0Xs^)_a znt(eW(^hj|0k<Y++hYb|(9dUH+FNXbxO2Uhq6qw};Hm##S4y0FppslOG6LV8+@bvp z9jtpf_2p6$>WR_psRoF{<mKV%(RhAQpsVo&aN8y;WUmnT#)E*jVFk#is;H-^KCa;R ze~UHVLVej)sb9%0%Zi{F{8ii<{guJ$PxB1WN5IkC9ik1KqkolKx~vF)**;Oo7zy3! zvL3lW9`?J+`kNEhH$&7>_gV<*jTyaXzn+CXj=$@@gMId?qUn_zMSQg39nnD?;Irte zx&S;E)cD<QV}tmTefMf#H*{{Eas}N2eBarO<tgM#(wb`bM{xZBnfj%-g*e|uab{8Y z1oHPDljm(p*e5bewp?b^s|$k|#;}eiuP&P#!amxXdOwvQu3lx<^!u)d`5O*x$7u7= zhco=XJ#881Bj=wIDzBlRIOf5OK^6Sr=yM~{&#)8Ex{@=D$j21MF2p0hyZn+uYlFd- zu+gx!?uz{q6{5Ktl81AmZ=>3!urJ+@sP4Ui&L^RBW?AnI^1=54$uGcnS-+_8>~+Pt zzmtpR0>FK}lEWX{@I7e?%*S}(|0hP3Z9Yb!pKExPo93?-fjsrMpwem7Ap+{dqa;u_ zb6_$`aKio9AKMBx$XF4)>8?&(P(dFJgXhE_^vm3(CHvHh{Edt4m<Sc}HTF+61)e#G zL*#DL4#3X?$Nc#Jyn??md>tvzMV?n}!E)v#&Q+_CRl9*dH$F}IxFC&s3R`b@1Mu^b z@^L0^<Yh5esbeaDb9)PqS4)C-wT20O8LLNKal6j<68t+TB<Ywm@a{?4zcosB^ab?h z_T2)nT2~Z&#eD(&Ejoc$5)r?D%p0wR=Ay5%aN<;7FZzk^XpfzT4&ta=T=Nln)rw(U zRRj1fZQ7bwAL2~C;g(VYAI`UMt|#36f_k^=*X?6Ba1QLtYDP2iJH|K9lzj7%mwmo5 zoPf_En5VHkfL}=w8YqhKzNPve);#csSwRI#(p%86B2K)DL%dhC5y?FF66X{3^MjOm zU^i?$p~(lp!>MnUQA4+>$$vwo$&Y;U?6Zq@Bk+IqgwR}9*u#U^^!I+yr;i_TBYzJa zTh*?$m<9JQe3N%aAAHKZW$~OF@KVT;ETQ=!c#^roix;NQfx^BT56FN&S6^;yfxpg| zUmLqn0X-sDJz-=R{n>HF0|LPH)`oARH7wxWZlhE4Veot7ptcjQFwbv`lVRgB>IMD_ zRb4;OZ+As6%LR}0E-V7&&}+;nztv5ogEt9{tlG%}|F6gGdyVy^GB`T*4(mQtC7Mb6 z3+Gv~?`Zx!2b`Y%q#$z<IFb29nB)ZJ5zpVW+3kN!e|3J78TnV9tSjr^3B>IZ+K1&> z_Xzn?<NeTQV@sKp9ADsk10l<T8}Xbij{6)b=9x6+{}v&C3ms3>)g&PR^_>oDqYdCr z$%EsaQ4jHZBV@J&@mO@3(<TM}6I2#eFXDx`9x&~3bsYJ^e*QN%95C-`qe8$Cc9>(F zay1A0!}LQ->^atv+On&rR|a+91%XO23(Q^oTfsL5oMSseeS`cW>WVyMPJ-I-Yx3_m z=mbzFbke#Jk+pli<njv}@C%#UKKitp_<m0X+C<Ee_xM%D?apNtvl;)xw|kwuZsCS$ z;68_-)-&+yLGcOyOvKLsMT7UHS25SEt?9I*ur1-R&I|9(0^nE0p$PUO=u<Dw-AI5P zHY#MCC&9ky?Fl=49{Ulrf6w@;0{Rwt!yKzkf#+wtqarrZ$JsaLDO-TKQ73&mji5If zoTsvo970~4P5t@K6yC?fNU{76=SZCB`HsayFLGBmH`GI4aC<}l<4Wj+k67Ct-$$Jz z@taIf8|GpA@hct0oYvvyPNO531FB4I^v87&ylT%xyBO;Kx(#znO9wFr^ZIBD1?DjO zkj!l>qP`)Td8?$N73b#WPBU2GK4<0os3|wFZb2<yi)vwyfZ;Pvi1z{g3L=8A|1i>t zwB2(=B$j=l%O@}|qUGVl4`1l;!zUSxfY%%u<XU|$;MaLmBIata`@X5=*+;u`ik9NF z++mM3nL57UZ9!-6>WlQD|6a0AP3;44)YGH19sI5N(;p3Tye{Ik-#t(8)k=29v>iRv z`}8wX7;>PWY2+EXAul>W(wGs2c}RLygCwHJ51P6d^zVaT8W@nCv4}x`r1ac51v1PV zBsOag2JQ=WkKc%cKX0y?_81@@t7yF{*t>?fOdB~Mf_TZx%~r{04SnK(htys0ou$D) z#dTfaqc7z{-LbxoGwEwzab7A|f2oWU_Ul%p+RY9-XvsX^b`k#aUtUT<=K$`j;cvfx z>LtEM#P5wp_z#a>^n;Of*uTNZ-6HJsp{7I3?L9cpnl4S!1iuP0EeW`p3?6*f-X{JP z)`2B2<R<QW#;;CN9*?;D;NWA6!?w_q-*UD;0583qf6!Iw4D$K+gDq-PI4Ah`_2XLX z&$Qd;qZ2;hfuzEBZ18(?ex#UkfES8)80B1;M1Fehvb3Bh?kB>pKS7IiUOeRY<z54x zbNO&mA<ofg2kH2wLQkc;uXY-FZmiXEvbhk>fqtG_$bSP|b7fIheS~vBb6+-D1`tOJ zQv0MQ5U(ru8C1j0$s6KY<iT%r=PQ$p$}#`%YIm5X2J)$~Pdnn+pKDcr49=3_oS}a7 zYt1|O{U*h2XE`yKq45^SHSk7~{RZ|<KjAlx1|rt5ci-AgSJJ28l?ktH|BmDOalgbb z!cO$^n7g*YlW1A4TN^?5pv#a_m-qzT?l3hCKX~SIYhELcy>^74zuJ44VDAx1{z?(x zQ$eztCDAySm~dj8ED?1$4tr^C2E>oD1H6ghI430ZGLXTx2D*BoT+VOwwYu~!W&in# zJf)mVW1Jm%rR$qNKdfQ@b)Pppv92$_7MIZh4@*{_@6QHrejX-%(%S)jnx|a<bOFD0 z9x0xei36@UT_l$P?)O;HQB|`6pKI27mVTfgY~xLl<_+lblUIXY!%x<~`hT^Q1V1YM zeeI0_=J_9Qn;|toTo9Ep2}3;kAby%83;7xI^5<GF?7NjwgTM^-^`fQ{!I%^06jP%j z+2Nm)S)*IISVwb`lf?GG^%5-yJvQvC^uvzm-8uOxMdf)^-?5*2ETU(sp!3NI1*;#2 zetlqL%F_+6*S&APJNG++nDxm%?8Ah@&ELP^=V8*F22O~t)5H(Y+u`rVqvs+-fKSKr z?~`1;4IP7-Sl%9XJ!v5$cL4Uj*iZJ^4e{-=wx@3};+-$E;f<*0=y#g4A||o}t_8*J z3jqFyh-=*Yhy8PlE#`Rn9sN%Hg^DbgzaFE&`Hg=Q_IAo@za*~rz;Gdl_!9E^)SZ#< zhBkzvQgh8C;M>|eJJ$@vfD`u%?Zd$<uNE%{Ji|J#o+)`r3j6f_(QtbdIHTZt`B97+ z^qr&qD^_&qXSl>ex#5I4JGF(E8I}=GWT<3ipc{0{C>$?Ygf8cL$oMWk$61p+#}syZ zH2vlDtrp~=>hq*gq`<!<`Dxx&`0Z`OX1P<aulU%wZ{Quo-=`XkXz<)bzpC~%=0mM9 zFJ4SW+^}qOFxo)9kNhpyDhcx1D<Q#WU@wWch3Fpf0@tTCYd!&|V@N$y<=`Jpuk5Ob zfj9r&NXk~gUKzgn|G1%uIyU=`Abkq_C`QD8IRbNJWTbvv7DXLRJ;8>D8~+dIW-+{u z{W<EdQE7|wiU~>aQNYclJ>Q*taQ(Y?R$68eryZQLw{`G)bnj)Rb0W?$GtDqXv)K{K zEJbK*u^$bq@sE#%;vC=B2#?HP^p)>5%ooDBtRdkF5ocD|A+>(f0W#>v{Rg6=z?=E$ zCETuk!#avITZJ#+xz-3r6L9_;$xj)b6zG>q0r@+y=WAccb|S$WSz2s)55Z4liGmel zk%x#%ver%?#(9b0l;=02Q3pNr$6)Om;&40J(-!=WJBb@&-(;|#1@^;?q?n%(E_C+} zUUxx>{?+G?_`LM<bzF$^SF;t})bKe1$JSj2>hS#Zb(Oo&#Vj5KZ0gN`M^>nu{0n|j zRG&W14P5hPnVKnuA00gEa@{8uefj$7Dx3=7H_}8o%XRQ;W*f;QHOxh6O&`g<2|Z_- zKKI8s_{0m5N^97EdVGxZ5O8d-+0oU;b(}NN%>CSc7j|G@*)y+#I>O<{r;U&Y({7Zu z4ON5p6})>cgZ)aYbUYWdh`AX|3VvUbz=xvA|5d$3JvPE?_%8N4nx;EOtO@54v%i+M z<l?%iwM^;Oc7#Va@0k+g-20i!!I$n(AU@k3+<Qt3x(oZ;+qtL<ao7E%bw=HvbMj`} zY4B+wIj#PD6Xdl5BfhnQ(CZm@9F2;RSG>_r;5CFEx+LPS3>{S?iOJ^@@}{Ms+T83< z=%bq?T~L?<zd0@G<OtkQELZno#OH*OiCIVp<2*qGofRW+drF$sL;-Qrnq{Zh13W(a zemXB3*7wLk>Y(F@1Fom|b$_M9?g?f0Rlp1M!(2FZZUR3Iy1ZFgZ3)9%y*^vOp^5n> z-=~OMW`#%MJ;8@nt0_cC-r@J1{z=pdznpaVl0xW#zx_y9^eRD~MLu2N^B8>qwXA>Q zI>EapC=OX8-rvt>FzZW3-t8vLOyPw-0`>AtW~{$*s#xSxE$qXkZxNo)(C75;{*do! z+)v_><DGOd%uiSRm#l;RYb+G9HD|OVTpA!Y{`ka>;5gD{--&ZtdF`$wgO~#`b^Y(x z1jLIsjXW(X@Q2Ltuxq8}$dl+VXEh`K%|6;(F;d1H8FEYSRIKNnyFnBr&__DhSAM;B zgI%9DE-cnVKE+JJJpKUlyhQgU)gs@0+on}2MFjt~2=$;Ops&8BtW)JL`sU>=7F-b5 zDQVUF!;nwB@Q`7thkt)99P|yw^Fs^|LZUAt-bSlWkBve<RkYl^GLQUS&#HAx0(Nz@ z>7FLmo%8hDF%I}?<-hN-Z*q_qiJd#OAGlws$Ti$&g?Sl*zjL~5aISzX{r9tA=&uj_ zgZ3-od+iTsF1rIh*8Jaki7(D;d+^b$g#$nDl9V3=e{FRY(#U9mF5Y(H18Ey@-_*#o zI2P-^S3AV>74)|+Jk`YL1L!y+Ho6uB-J(BNwFmn|E_?ec!!h_r*{Oj?h({l6_1>r= z?(Kj6Q|G!9_J?(DM$sMLPnD@WS{}Txcl`OFKls4(ed1&A6FZ_4lt=pTe`mt7Fygh& zO7Djg;7jlMC!RO}xBq>NC^djy;C8cV!u%iVXO|WI`j8*kc~cWUgXiBoa9_sQ5&l;H zu!|P^&~evT00Ew0m8W)DlpK1&>x0kv*<tqr6My#tXHM)>xkL}X9k3cw?+iSbzj|%> z?QP)CY?dKYCiDYV+C!Fz6WWjV@8`~iexWg-C=MJrqvDtNjDWtzp;h_3&(Pf(1L{k3 zzysE7D|hdcvbf$+<?{sffq0+G3B<@hE(m<R$_T#Cw_;5P{<NNxIn|DMBlPbw*E>1< zemeT->lUaF(+)+`ATCC#KT+xiZr5eUKeRfBx!)}nr?v6^_)@l{X{^^bBCSdT58#<x z`)UMuY6)v9>Es>onhJLlCHOJ>p|3W>@Sl?EiTvJ=xKCY+^e1IJC&c6#dimjVlG1p! z;TQHY6f@133o1aG_n$bfcj44k-3{R5AZPs@{$AiBt?=7*JjzaPHowMtS{MIx{PqZO zox7yxAUEn_fA5BreZ+pWed!B43p~iPjvYW9pqh+|bN4<pdxvPMERG^?KAh&6+67(D zPA7NsAo@=2wwiZ!Is@H>y2HcB11r_l0`@^S{Mo^ji~ZpdQ&<SX=T!#OyNrV;ixxyb zsRI6ogv7_p!VXx8yo=ZHJu+LLXwzLn9zVAv80U`jjhu0;$p=v%mbx)2(ggqdqIES5 zJa+V-+Oh5fu-9LKFPeV9pO58c3&Fk*$X~VpR{%Sad&9*U1zydo#92y@_{rA5EGG(k zHR=Aj{tG(k$|u4N@KfC(&%Yth!CSw~xQSt3tT>5({Yk+2!8YTLhu~92dE~ckus`vK z1Tw<GpB_@>nG~TvM)SV{W@YFTBkLAlO%Puw&O9{b2Jez{n!hMtfj*1}OFh2Wr{j4c zw43{oPiO3N+?;|QA{A#qWdwVmuGaW-9`myP(MR?K!44zU{}@6~x_;w}YB2EU+s{=g zm2J#9Yzc3BiMTu>{H{%u73W_$uL`&~V_q}Wh?+nr`hHGIec#0X5X8i0E<!(=UA+<b z1NDm@5}7v_MzJ464wFi+Q1^UHMnQ?Zs%&odt|0QYr#vO|GuY3UFZP9%gWuBJ{gGDz zepS-fD;Ezw#Jc_|!#WUru`)k}xe&N?&*daL_G48}GLjejH%w^fe}LyqzqzPy<NyAQ zo`a^~wW9yIJExpSU1IT~N>~i?3@(->+8o50cT3-ruzrrK3kqTCc+{PcO60R6oTcw; z7KVMNPYiXxl|`NBqO#)2IrI;;OOi~FBcI(qL41D>I!@}9Y_~+@IWbR0N|tf1r(xrw z%M|kUnDV{4!1p)8*;{Jwpu@bs>HY|QFp|{x#7hzRhb?dadK~f_1s=`}_(4}&`twm4 z#F2V|;vDd^-icQ`tRJ9P5%-nVLibPU<8Thh0H2(b7xCvs-_)1~dl%|-uN7`K%uzxQ zaHb2`z_||l(3-o)o}rHV*og3&8-37Z%57&+uQUi^V8g8=2?HZPtTo|B2?ceZOi;&Y z4(C{v!n&R-XiX(%2cIza@H+kndQhK~JmpL1C3l)$n$v)9wTYU_BhTYx<ahVP^OL!f zHS_Y|Wd+X$=Os}G`MJD!XBBgHc`kk0hkbK#R6gVR2RdTQ$p!ia)MJd919;&tBBP~q z`QX><-qp7zhoJM_6b%-$MEx=P&Y>{)1DTH<#X<w@KujpPr5N=B!53W{h)aC}`-Vt> zI~;lPKPM1>e_yX~wg#@t+_tgY`Ub!2=vb5nZ`KHrTYZQ8>gX)%>#o1Bqh|*W<Q#{N z^eeFH;u*Z(<uth~@Y8*7qu5?G^hupP7imrl+-x)O)6WL4dobeOq>29zP{}Tj*b@Gw zat$*gkGnNj(5(hNba~G;{s7n~!}a%fA8I4M)xFx>?Z4BG{8435jk?Ra;(z&d=#$BP zrJjR0Zg)b#JqLbpl3!NN5RZMs89OJTM_1c1@gIX8KK}M9a~bqd7m-%N++O6}#xXI< zk8#~qw{0s+^kcEa#)V4YI!8am%7f?LaJV}l(U1N;?fd)UI&lvAp6(j~(%tj9v9hjP z;BQw*>|)@LJz^mTIAkz~tiABxo~O`FXq<(WgwV&L?R)xZAo9z#wUE2uRonjS{K<X5 z!#d&bDjx8s*UyFQfKTpylsuu}9bbF4YbIe2*VCdTdXW#Q>iF1P#ClO%_C7dJfqH!6 zM}0v()DMhJUKpd_a*(QF@;_JLQtUS=b;NJhCcF2G@T+~+JHZ^Vd(s$!qHQbiYxIqw z2l%AE_UDNS;LY7f<Qbw)$j^CLKFnu8NBO2ym;^jj6`p@p5d!>uQ;@N2h}R3%OijXX z3K-~>OZs6yox$P(T&QDd^XO5k0xyztR|2oW{tmy{I(ZfQ(lof{e-3(s*GNGQc**Fq z-#@}j(VyD$+~{#D=5B~&Ota(npLU^Yb4td!-D6{ScI#xJCRt?Ku<KVfNB75LzvbiI z+tV0vzVpCv=P48DpxZ3zTXuMz^MTR^@F>?Or=KSPcSuv?PdVfB{Sw!|XgedmJZbvi z1AfIq$7cLN1o=I2KYc6sL)!Z10H!kN)@*A=8IOP`{LcoKJ&_N6DJv}JfPNw#m--gG zb+c{QhXOpNDpb=@41Cnc%e2A{-`D$}p-@-__>1_W&`rdNw>K+4#F_1$kDrK$MI4HG z)y5zLJN~YH<Vpp2?r3l2^?g`pxqD_wY*=5dbS>YH$1(r#T-(WmpWuHoO*Ra`Rd-(J z`(2gLrL0IFQvvq^83uem;&Y5bGmgX{o|FDs`sW3mW0*u=vfmwjjlZJqxx&6w^k42B zoq?Ud7!uiwdQ8E~yYy3Y(3@tI`Iuyp@7-AEH|0SbvsI0H4gE><gx0+b2ke6#?@WCt z@`vuE`f1=96@~V*&*<ml6VL6b^+(>Z^z+KS_t5(bq?XRzM}9!-U6BS{%6Hk!O2NMN zPNp}9p}v-W{l?jPZ{*31gWq|rz>D}lgo(qCd<~M@Z4sv=JCpeAkxxD~xN3h6e(^;u z;$O=K^1fzg3M1gfX+pEv$~NlS8OMvouud(}6`ao}ah*%{!fa=7UmhOSjB@PX(yO7S zx6P<4-KZ{2DgmB}aa5fn!}{h4F6;W>e4)TfjTG|XgLKz8ZsNI^J&)bMQ{cN7g%UCL zg>#nZiXrr+msKk)a>x^|^N^3b=>zWvisM+27tDIqG;SkKl&Jg^ntY9ZjI_9iJu1jY z?EeUE6k;D*X4+2vguX)VFL@X7rlZ~QZR-ix8SzESe$+2h$-5Qk{zuVu$7B6Q(Na;7 zogJBlsGmsorjSt?Ss_JsiBghXgzTNYl2NiVUb0srGlh^<*(0NV$6r2)*ZV%tbI&>V z-22?`dBj7Zlwt!D-v5N$`(<6=+UT&*ZvT7rC;RVDu|ID&NU{%rhkvN?v%do_U9kRU zRgFCEn@*}HNf7#y9{d;`dWw4${55~B3*-J~JMRo>0(?YPgJkAY$X^BJQf$vacYpr* zR1`c?y7Z@d9z5mMZ!0m4dldEuCT`stL;uaTeHS<Q=9X2v&RgiP@3IjKzkqYorw<SA z&H*#b{c@zd0{KMh&biqh+;e6kzQKt&C=X)%w2s%ezq=?g2E6LXPJS_Gh5Xy*l7ET{ z^x4hF3GO%#K@YZk^;3|)FnC-_hmLt*c|Vfu2lO)Me(nJh@ORs3otA#o?{8-Y#UhSa zE>-xufiKFb3=cg4@0<9gT~6VFKlQk^iWU2xF3QZo_z=E_@G%X#9sE0xBl#=%zBVg5 za|O7!YT~0o@($<hW!jnx@|S_fQ+E|{9<oX}gxnCvoD%r~Pdm_$(Z)N-Xo32`Ik&$~ z&^PIB$F6auVlGAFto(x&)ay5tZTy8$zq(Ji8gUl)Ja5J|f9A%$+{JqVzvB=Gw&8_E zUZ^XLUb|8973(@TY(iOt^|vbeN_idnvwnm#XAgK$it@;>1+16kp$kdzyZ*yh8J5$i zOX>OOyaUcD8eNXw08czOi+g^{9CazC`8w|y_*rx3!bIwU=XbNnWAQrE*8QJvtYN)h zdK->`zum4={C>*^e^FD{i5GcYYo^)uCivxAT6W<}@ZBCMD`5$ohwS<0a&>&J9X-v2 z>;ItB9G(|z+(kU7D)kLW!pBO~uek@j&<(8|3cxvkPsQr<fdhCZ!<WAfJz#!Om5+82 z{ZK9R{I3Tw*UeJmN=-B3ix4yR6S$KxCX`Vb1ieJi^J@Q!x~XAA%P@RXx5%vI9=!kL z3rl5I;E@aME+gy66V=T(H5ruPn^H5qn8kTlFyQsu+z*@$_&p*%i~P&C&z=bQ&2#o^ zS>g-irM*qP%+<J$+jzIS-xhUK!P<*M@4(+3vMmDWzliE_Y}VJqy@RI<kG;?rmP__a zs~`AMN<>QY^)B?V%aePFh&L<$nhZ~N^kK<+T9NwVoK^{rG`~f?*I6!12kYq9N5sPh zJ{hC>;5Af@cr9oVs0XeYpKEcr4L+AoIU}%zb<Q8=3o!#;HA@RbRYPC2JCy%hW&>~O zq)q?D`C51}s-A9wz8$&TQ_|p<<MVfVt`p-q!?7pjcJ+)6eR!DD9;`=Y*qaaF;p0LE zT#6x><M27RIGPpuQcRxO0laWm(QL~YexAnC{2wY}%zIeTP<j=M{QCUztxGA;sg4h_ zY{T)qSz4--rgreJlFqH31`aj1<xQC#hd;$t6vTE8`@8Pny?7lzU*OsE2!H2=U~Q?^ z4DxnH_Ut}S)bmL=%O5i0Tq*3W`lx{WPEJ!7X0fgnHt$IjQMYbWQT0{>ZxAjCQ}f;f zt}HLebNfOUO~v+QM8N;}C8k*@jDGzT$>Tp!pEhz-{`(30aJ*xx@7y`))^n$HnZ0&> zTb1y5?Dsd?w2u_Z@Gm$t+V&VD4_A83r-AdW)|x-^9DFl-J$Qc)aFMs-oSz2~*1IZd zcEJF;Eo*U7b{YMy$LeG^n$T}RAuxI$d2%XWMnM7a<}_0d^HDj}18vXj{|?+~GATE3 zkcOY}BKNeE41BEutK?Gb(~CqqMHA!|Rn%jXV^qk4DFd7hG~iz^UF~gvE)TYptBi>T zuiY5?C$)imhSPH(ISS{Xs>HHx73Z-q?PV`M_jg^fs{Tv6&u!hjdqo8GA->`UV(2UN zv;3q!<meAzK3*OSJ~f<Z^e=x8{kHrisT;q?&CfGpJ^;P4qFI|0iPzbaqqPWp-&Fi} zo|gf>bePwhrC{U_aeP}^MR>obRzC3qH?#dB{n?<S&T)oHi(W;ZQ=oF46goDM;rYAK z=Xl<h3PnojW7Oxxp9#x=KhzUlN(X@Rem7^;cl+cDH&nhgd`BMUlK6A)41C&wTz&UH z$Rj%WNxXqW3mz{{*kGM(!~gsjiazrD{?9u3Bk;MFWN8|}8`fH_V(i#Yn_|hbY<xcB z6cLv@i0^43K`H+z;Kf-l>(AGK_cGkpgHPZOu+6WsY@_d(zP;}!cqWmlfvw0Cf8UKw z_*(|>-hNNT=`O^lx(fS{9pZ7`=iD8<E<LT4&~f0UWUCJ6{yO-H@6_3(5Qjucu6q&# zpwqg-ujqmoJbX$EEOBpWTUk2(1$>ybkW2G@z^k?FsmuF?QTL%spD=gCy}0gtRn}|J zU#|@+j{@Jm-=R^Tg>DMXQZvv0hq!3oq}H;)^Rq5q&P@fbbcd9whaN&4+?EowU`1T0 ztv^341i#&1<&-3Fy4A1xRbn=Lp@5f>OvtAaLyI4TN8sFRynY^UgSmcvGYY)e59dOI z>(i{b7m?V~)Q5fzg};x#vTWjf$yum#sX$*o8&M=+Uu!Bd6BS+}4_l^mAtr$z(R`9^ zA2s~Oc&;x#<k0WW6Hp<9-t;Gm{*Cj<mEU}30p~>0HsH^H;BEi9*N=q32cDOlgZ)Zy zUK09<+tQ&2NVIJOp~r=t=2|Rqp7|JT)>{w{i}SLctk{R`PyP+Na{-FvnG5n{pqrjP zadU0~o?UrWSUHO4Ez6wnm0Chxm6Lt=(D*J++1wNXk521FD5s{P&!g<MHUri_;w*#5 zggyExKWRD5!|#nz4z=EoxNw!zn>-49tM_8$VP!`@^2J=QiC@s?4pE`zh`Umi(2}GR zxWCnC<sD=Uzlm(Ypf?WBXMCkc6omL)^0d;h0lpg0e#sh7MxJnI<h)@%`f<HxBuk+a zQ~wg1Mg!jkOJAi#A4k8@9mVP?=w0d{F%q6jm^-ugmvtKx_(F9#>J;KYa-BVu34P0t zE>cqb)We*gHsOnp>yg*|>UY}pC%t4UmUw`hju{LN+R(pRb_=h?4B<=8(FjFA-wgH4 zKWyoN4}UY>fe&$LML&4t-W9~}mL?rD_|{swd`cDPzx8F5bNnK7>M7$X5%9fHTx;gG zJ9Kdo&6Cq3(8*k1jF~m?_g`tGYyxkEjrZ#RZACv)z;w`9H{u|7jl&=3gQ>P*lm0h! zPTsliGX1C%5^KMTMSfjb7<05!5qaCRzrYl9>&Aeq{s|`RbL?8QHuA@%pz0e>1mOQo zNo%a_#n1gTNaTedyJ{o+IswlC+SZLtXa!&R#n)VS1zv3}Mrf$Gq0etkDWMj6m#EBd zM*@ENbG7d|G*8fPCpl66(HQuoL(;ekUDW-J*dPErJa56eNrQ96-bh+)hWvPw<PE29 zDs)j+JC)o8+|wcDQ`fYHpXZ<XUVjhfpNQX&)$O(=(8#38T~x3mcsvU4X9mvnoTR+N z175yep!Am<I79qoG_SD?{?HNO*JrT*a;d_6CLi!RQ=eTe&!ewXZj<C)8Tjd+fhQ&U zn$pdF%}U{YvHr`WWSm5vUU+b1_$>0h(t<5|;CX@J<FYx_Qyz|th^{h22im`plst_3 zE2#iGDex(f!Kg|R=WE|dm6bP$clXK<f?W7qOFvwljHTiG8H|yQ;OA=33Py)N!hW*7 zr)^BYen!UAQ{!B8nNc4qKLWo)<1`PAGwPvNqD}870)LEj13CSWj|Eb$P@#VGO;G0Z za1-iye{Nk>q{n{!SXa12fq1ze{&M%Zv&oHuf0@?Nw=+CD)CqjjvMb{d{04m&HbTr~ zkH6=={UF@j0rQmPt#<no^wWw?TjBlrT<dB{M*Q8qBOSflADXq{C3`XuIwAAl(GPgP zxt+e(V?Q9@xYG9g_ABIh<6^?|z){-O3p$IQ(8+;%EXQY|J1@x}OvU*;R4J?_nd3;< z^VN=G?h5(_Y~Q_lfxqt%UUq7CJ;QQ}3*&C%9^@B`r-Jv9H$5_NaiK%~N-5Cm2>OfU zKAnqH>VUr`JGqq%o%8v1UE+T5V{3feA2s+$WpcGA^B8~+7dP#419AW1a9!Y+9Oy-F z>JaLi@H-i)2V(GZ4?BYXUVMQ*Yrd<tW45S2W&CTJA3{C3EX7V-!IALj{nk1k^5Q5w zv9wnKKA&Ek)UIDHmd$=G-~fE4l0MC&$nVTsr_<xtQ7`}NGB*iaqB`8FYL5N6<vYpC z76kvhj_C4AH0mf#uE%#!M^eaTy%(eFNU%BM)JpdSKC7n^{XiS?Izvb4AVJ{KKZi}H z3-H|zc^Vm4z=zrU(4-Bzs!r(5w$&}X@Aj|UqqMk}w!T&Vu?@J*VL;*p{{1-5SjGum z<IGD}6{ZEhdDZaHe&mVIPQLq;(hFZiFx%LB4);Xc2ECmsp+7zdQVs8iUYpRI+3kNm zX#M0kC-7I7!=Ppl{#{S*<xw{V9Qw?{L@o%Nz8RR>&jvq8`akh>#I@M>j<^8em0d`Y z$fN<{AkZ}=vl{){KT>RV`%i_fkBr%~z~AgR_+sia^8O-~COKuS%MX>BX81pH2cBe# z0FSc=R}6ZfUr)N+jeM4X{wn1I_dGS=vu~E|y^VXIaz`gQLyy7Ns1TeDx{A6-hVPE{ z?(_Ga3-7z013vy?BzgioVkk6OdI<d*{U_@-xS(5=Y)#mw&2c}dp-1FwsRP0CcfqSd z{CuoHsZk_wDokqe#B&};LL=kL%X8>wq6<1=J5YqW__e)d_K3R#H{Um+)6gHE9iuvx z;8)Vi#_i5=^dd?8wn_~i>682N))GF{ILq5RdFbn_7MLLqhn^e1pw*R&`{g!Kp^k{N zy>!ptT-Qe(D1z*&(ID1IA=8(^0(#OoX@^r0`QTKZ6@@nHs+Gm0Zkh1&q-`(V7sh_n z(?8Y+u1`q34$4Pd>boefasXF~yB+<v-LXF08+)0EP#?OW)Ey3=F2tz$+-M2bcRA)q zsVM$E8KM0aygPlB*M1AU)6GWDRs{ZD))uC=MPAD#ap}-u#C6f6A9p$ShbrCFJr_Pv ze#5lU&p*(E1(un+&w(}X>hqZcA8_WaG;fWe&uO`p`Hw4pk2$sI_Y~?5%WHe<?%*7Y zt!G(aojN=&?yTZ-MtM~f2CiYf@`4LC)v*4iF)EQb@8g;~A(uCRKi2v}I&X0fvSiap zlpG0)oWJS9V&MOd)%9q4pdR$_m^lUV0>$P{wdHX<k1|5X>x3WjrxPYia^Nv0x2LzK zmyuV?wCNQ<cN(+^^r%4h4OgTI{REEW52W1gS4CglwA=dl75v;0>u^=*1JBA%+V^(w z3%2W)BC$`0voBMJf&b1CEJuy8o)xkAY>)8%+uSUPSkVV3I3q%|f^~~?%5EAeh0ZnB zHgD%dKfx)AJWJq0&P1YJC(dozDH;YN=%PnwBk#wCV1HL%w8<cT-Z9tkIpaJxr8vil zVV`F!pRHf?L>_u%Bjl<C`u9pk7^$ISVh4ZGxB?HA%Vbs}zG8g@PB>muMPJ<bhA}NK z?zPoD({+x7|1jKn<^ke3pK8930l%MckdiDL`xe5r)1?vNKq%<^+9mk`xP4#ES$zWe zT2W}`Ao>BAnTG6I9^$!|bhlIa;ZNxi3=jKa|I-Z~*Opep7qREsuY<VUp}S)>?2Y;B zrY`a(h?7}=-aSUR-=;+VSuxxK_f2MPwgdL#`E3Q62{a6t>!7T#*3X4`YEv=6sg78u z3j0Q7@VWlh&=lKY@LFN;D?RXax_<!)`yte&3vauvW@66k4zJfO<i{?GE=_Cn=-chn zy2lK@*mIUcl^n0Lxhc-0iaaCXA~Q2T&cVq|+1q<izdKCTt-}Bv9CgWQ<^@0cTr()o zcpQb!OgZRQbQZdmdD3%D3Oe({V$1$5%-xe?70~>G^X#T1_wW+V&!Mr=>%c?BzVCtO zqS0R?BlKdb4gCtfcSl9A{!ibNT!@GMw$AY7xCwvsLC{pkQ*y+G9w|{0;)v36RGtKW zUp9>ebvbzDm;RGuF@|_<U%^??GlI}Pifg(Vz>PguX!bbZ^_p%UFZ2g~<@F@Zowju( zB*zTy<wky-{2#@eeGSOh*Piq3!#P?qT~v62_@;d4aV^dte19>pjpz?}-gHUT6*wAF zNGEsB%$Cqu$Pm$f2mSN3Ca-DtqP}yUv3@`m`C0QBO%3$5$M=4D;|4uCt&n#2h#~Ub z`A`P~GOYV#VxF!F>K1BW+;p<AepwBRHFKCFO0ng!4|%ww6XA!FI`T$`&5%s2OSkTR z7AxqdDZTK?x<Wkf`e@iHBPn?OZDevQ1^9$wjoTP{>KYBzfA64=9%XWfN`U{q`rFIB z#rZx)OBQ2w7X102?!Gv7^gH!NTQ?zJ?MPE9UpWL^aksN1=K!xgV$sad#J?LNTwAbS zF$tO>ULCv76PWb9oDCnL{Q=1kbR&7(?`R?Lq`sI>lnD4)If(X{D*hhdB43X<@bO8t z!Q%zsNm8!JG$nX_BKBtG_HDdwni=B+&b!&lhpv)S;Q6)(D#PzlKO76&FV2U$G!fm5 zKqcxG`~lCD^?^SV?j-NUkw1{pY3{p=xhM;vKX|i{H~yoPyzSsfAP!2i7AL~zzWVN6 zu^jF_J@{+KgL`gksz;O^kDzZlal_vDG}f8)FK0;)@`Ec3wYzod`$7u7W|$ZB=~S8v z1Lnl-(;Lhi`)Nx!|E_>vQW0}!_}s6wAg_~l)^EFg5PeMx(lvH(F?T7LIAtC_EkRoB z+ALnr;IO{`R4&%LrB+((D&}JrS-<;(*ZY1~Fp2>>IXmF$!8YW3x;ESMen0SB#@YgZ zH}DACYqfv2;QI&N{H8w0YwFgdnuowQ^0u0xkB|pHpeFh6bs~Jk*^CRP;Ummbi#*Ct zLVsIw6CFt?d=Q5AVxCddaWcA89{_iKO>}Pd8KbZ3L&OCS@L}8a8@wLKk7+F4@we>5 zdhRo&5QSbyzm%UnfPLU5zARrx3q9fx_%92;SE5{SnYtF|qbGWJwHA4g(wgQE=;RNg zXI^Fs<6d>SO{AI=e5R#GvkTyb6}q=kb=Z&W6wdci=*P0nSmd{tw<YAeovbj!{pU`( zWkcyy%z4`<I%<UZOQviJ0S#C`uj8Dq6SwRL%WLC{E-knRcgZ(fyUmv1p4(v3fO!I; zx*s2Ef5g8}NQ_LRz;}A5ec)seba)!)%{rV{5k^6=6!=Qg!^swooX}Yt6!*rF7hE1t zDv`f|yw6?sC`AVF@3^3Tunc(V@-K&4)XN`Lxt_X;{C#*WDpgVqe#*MHA~n{1u_(>M z0{LBV^Bm^Op%38Ca%s^S_%aW<ts8gsZ<0l1G}fb?=%CO`9rQ00>^EE=0v^5$zm)~t z($DPQehFPK(tE3l1OCms;RF3bq0rwAXV{!bkzewjr|x`>_g_JND)Oi!;YfkwoU0!E z)rM~AqwqEASr4d>ATIA*w%Yds=V3$Au)E@h13@PFUCTG{l&RvaE3L)w51)45cD@N+ zEtc2jgMFkX@$ZxdfAxD4wY4KIBYHd;hAj|hd#w*-VqVXkS}EHu89b+Ku;D#Tt}Wr9 z%(1j85%_;e)xKdynCtMPvwQ~U*Coh3IT3Tl+|AF3FI=`IRPg17iWl1wrj)fVbz;s* z+U1^n#YdQjB78f(;tAqH^wy0#PjK&vF5hf!3-{+V<*9s7pHQ||Xx)DX_wD#;G@^u2 zFA``vZ-t*<N>5pPk36tUcbek)uq}a0xAsXnE#|?J-yz?9&Owvk%j%3@m>Y<x2R8Az z=NEVQU-@U$0iPWy-5|z#uk?KX%7gmdb+H4466Ax4%5D3>I}J~K&wA6L4qGI7<#QqC zfE`e|{S)i0!*+0N+ZTD%lPOd4Mcmu_&0F;s`|@mD#_rQS=#KF({28tALlQMpcKZo= zT^sp6%;NPw32Y^UuYE*5zskqDcPM=nW<%d<67^VAMgw%9cZhe}59EJQpB6u2{pr+l z251pyaSf^0vJi*aB2621OVB$DGf&UMx6LX(p#CG@mLSo!&`%9~`nC9k-UGOhw_m<b zRTJ~4sAXj|wQwIjRxC;a`R&NYi;**!4=UxC6Xl0_a27M%-NyoOFUMH5u}jbv=li7C zD&~k%T|WQOjT62fBjMz6oc{ocOZ4Bc?x8=P=(U_g9rE^$8wK+93l?WKV>zH#H`L2| zUSqCaKatIAPxz|SB%$iy@tC#~hs>riZ=$QWG2RV)?ae>=!V~=(oCj7q!3P=28B*tJ z(1#-bmAVN0?XBPIBMBZN4{J2ynm}AFw5YE1z{fu@9-af8<z0MsvFjn~sT6r8FNd*C zzYCh>phu<ca`zkI+y=fanT-5|e4$bE;*0O-i`#2(x#qYd;dkFV=`Tg-^El=IcFP6+ zONjNgLI?B_L@DdGdq5{^zZ$d$KTMx1j|j`hb8qGx-N-hPXTFIjq65ENZna|X0zR>R zN>=*#2Jxn^^R@<Y@q1~xTO}0zRd4jhQh>kOR#wR!ZMX+@S>f7rIs8r9R2~YPJFR%h z>Yu1{5{#lG1EE)1(sHDlfCs~d!@il&Ir6_Ra*sRXxo{0#fgYIOX1?}qLU^|xBp^-n z9p{v+V7pNWdU*RY(W<f!`fh~MLx&4c53Q(P@kjz+PwNs36@YhiIpxkR!_VHVkJW&0 zCF7Ce90ESKlW-}d1n-Z?b4ouW!W<9h2Wq?ho!g{bf|r25-}t&G$5fHmt?|vv=%TJG zMK}7D33Zk8POroz(Ql`6sj&gLSkf8oYG{n-NJ>l2-U7dvCeFQdK7jR}Z`;E?4*i=a zs5}Oq$ROLOD+iv;vwfmC#*K5@aM@qT0DV*2%h6|nL-CCKr3=W<SWo&^)~W%A3e&yj z-M|}WOvl=RU;dw*r0xUvf5ghh@Z$fqG<lb!MsYvYz&P$Y4f1gp0V)dYyX9HYifMUA zLIUTug|#|-gH!j?1`j|leo?48|HT&g-z-F3g?i`bwNh%}fS>7@SXCsR|L`OBHY@a@ z%+|eBl|0OAyVBR6sEqr7)z2RP2mYwNGTuCmxLJ_8*hq`>+#~0#Gjj_4N?WCGPxGOU z<GLlk!HjxRbEW26O7tzhu7B@(4)@Q9Q{0Au-&-3zmu*C$LrH@wyrkg=-Fq?01)aEV z?OStd628l5KpUGJ^o5Um##89axMJd863|P{Ngj_E;Y(ym%?wY2k2QaKT)p(qp0Ibh z=G^K4bgraqm<n*ae7f765q-474fJ$Q(D{``Gj%RBjs)HP3xdh;AJXnyJqk)g9b#cb zha3Cg=)pE?mI1x$=Ad8=J~(}!YTwt+T|ei`-q>*XEJwfO>EY)NzY65-QN>(uGv$^T z_*)ds^PGo(_vG$fmfG-z&Kg|$b$b|}!-Hzp8~RA7q?ata4}L<dw8-gtoR@T(*hjd( z;w<w-nHD@5H{evQPJ{b`5)^l%6M?JFiY&Wz|GZkyB0ijNGfFRKNpJXU{gW1#<<X~< z5|q&cUB%h|#F&Z^eKXI)<tx%{3CG?4doj%e-2Y<E@W~CY8-DDnyeN2wSBmdOpDmtO zl8|AK-@ENkDtZw5EMFzKM&|)^artoVbw@nc;f~$FxC;0ptSr>A1#?XtI!bOrCwC<N z_%)x2=M_Y0{QW_Tb>5<Q?g?JqZ`yPFjwR|D`vi-RVEt>~=ATbFhI)b7TtzE<kAFws z^Bxd}j~~1cobVBT3>#yI8}KdSux_)=HtH2`n{4F85f{AevFCu7I_gZ^PQbU&1A{_* zPVl(~)VbJx!Z+|G)|#qEe$tiJl|hca@zI`|n6KzxQWUhA+JpS?_}P0V-~%0|o>J9U z@R7n#H}ZACH=|K6IR6dxpOh41c3J2<<Mb!3I6pQCuf(q5{ctTSBo%_^6?m4;WnIP` zNrmI5%Pi0@K_sOUc?_Soi@EA7_|C64XVL&Xy>j@#i&OAfSwx>jHA(|FxP8L7Fptt& zRrG=;cr^IehT7aW8^p7)YYh1M5Jhu<c_*HqQIq?z`~>QC28Z(lsDMA`j#6laATOD` zp}-Ej>7rK)PbULEC|houYS<C>N={rq1AQ=F!SkQbMf9=lRP>QPL)@|5uMdX4D(h1H z9C;mm^(TjEvY@{x@;_(yilASqXD3HP8~seN_q)kf@O~D1jCP;j7$xuJeeWga>=|Es z?}NGavQj;&hsB^TwO;D)K8N(pX(CeAOL%UT;?j0f5B!{ObrL#B@XKph9x!4bue{UW zioo}?OkcfD`HMKYM>o?9{^78>{9kr8cwAy%pBj9)TbIf<XMtD0lqDHg9-&`StKDK8 z{=l7r$Z1#b`aSaaaat<i)wi@S$GQ*?;VFWRBIwt!l72q-Yq$UXz<lLd%p>_nE?6an zd3@TzS}w(yqbk7GJqx_)pW55;h5`7led75P@JW4jHtPlU>4o|AyMy58&|lftblJcI zt@Ixv-e6uUgXzAW3-GIrPF>QO#Pcv7CilLTgnrWc$?RT*`MdwhXA`jB2Gd-f4-q#D zW)(E&Phs9_K=Y}LOV9%yqIc%=po5E!Ch+3>sU|lEtbqF~N~Fs7uHk(7HSKEy@AoB< zvdm$hD~}Jh-`RkkVoVJ+0iUHV5Z*F_zq;1Fb$k&wg|m?XswAjSf2iwWgl;8eRBn!d z4o-=(5fGHbe%{JE`pysMvf<r(Iq;Lapd$&d33P2QpXg{K-lxGw@qFk3_4(0u?K6&q zp8uZR=utwwLdj3_GVq@5(9d@ZEa-z>ix7@Oy!^*fq2@P_K8nu2e;*~If1G0Gs>UYf zg?x7Qa|bUQK8`ZY0FN}a{ncc!L;t@>lXEQU6><Ca3V*`i<<h#Z%Y*u_*{5dOHt<5~ z&+WaR5YLW`i4y&Ie;Z5kMK{Xq2trwE%C$Y1<1CwYEeW6d`%<~ZTpH%-j%oZ7u(2iR zi;Bvz0ax<>a$G%Liu!{Io2X?3o-1_opwBAu3+m!bGRyy<J145ko+6G`K2o1IKZ<is zo7wan^H|O3_np+yvm?;o7rPJ*+#*|l?=f75{4I@+t{s1ub}{s=GS>GHzuKnQ2z0{E zEWH$Xy3A`ZPz&qdz1)(yJO9rs{((t}JJ#ije4fZ@@cT%`;BFpH*BzdlcpUW(`t0dg z;D#){#sOR8-Ew*1VZ7{!C-Z4P2Jjg1!r^-XTF65-^)8wtANk|3sw)D%zw;o}oGbwM zYPmn0W%q@T?Do?7wkh;ic7Lk}_~dZvGw#N}=!+<SFFcQZA2p)We9;M=`=CGIAAT-~ zLhfTe@@x6ZQLP&EIekv}k0<z|BkI*_0+jZcizH`4T@Rjg3|{rDfPR@8=A>>uh&s?d zjk8z5<2qmBjpm_4={OJl7Q=atG5p7u5oSve$f1%6rG(BY-=@i*vmxAdk}>MSzDON# z=KfQOd2?4^mT@s79}Z)1d%OF*0<K90TXFQ$vOX5A;6^<!r)R|B1p1-4>3`T*V(wU$ zscx(-=1Gq==#wB1X?%Cc#&ADAuk{G=BJj+S)47TaI{pf;IF}dl10So)vlkH;gtbc_ z-Qn{lPOMp1BYsNdOBfsAm(WQ6`1}|6D)N@@Li9V-p>o58^hfOo4ChUH3E+p)@1FPj z@VRM;h_uw<zi2ya`S#%d4b!i`_L#t2p<54S*6dJc+4E7Ny8v@VYun~Jk!KGvCR}KO ze^wC}9ob2bK4D@nKe1Q4b(g{#bLgXkn}5EjBk#Li>X$BCf&Pew!w(8>B0ryK3Sxr~ z&r~o>&kH;vPGA4r0(>+up(7W=I;x9WsGQypUZ7GjIS=2jTm3A@-W*#(p_5uys~vnK z{>94V)41o~>li(lY)eo{e{;_08uIWVj=0O^wuJuzA1tYO+7cd95VR<w@m#-yOY@a8 zz#-a3hPx@?eRERz1QYxnN-3uq@O_S9=z2clVyVFG4EYlB!O*m+YQ%+{+<Piw#AEHh zV7f}2566z;;k>7)dr$ufxYUk0q8fi&L>Dlx!12mWbMR?)cznoJe7}tJ2G1INuIAGY ziXV6LWxX=qT|d9|!rU46e)Qju8~m(>-XgoCXh7-=d|w<35NHKoJDo{>>;c{RpjGlU zbhwZk&qHx>tow6~*jLbdEE56|d=t1&78;mO51;O(cW*&9*1zh%5A{5a;P3CfInJNZ z7qXz4K#YAjrMcFi1pnP_Q`vP5KGktrvtpNc<S~!PKJmf#Dp6aQI)Hr~-eW{Xg?xU9 zB}red4gC=YT3QCm=y&;NBS7tgIOji>es&0TQPp9-o4e<3?ReEOF3is>?ilq1?q52Q zqBTT;_4rL}^6(Av1Z!5WCd_{x@+@hbLmt<`^Y;6@c+^KR$@C_k7ja>P^hhfS&TVzC zksR_1(+$m%J>cs^5?a4B8Q}E2eHFX?PM=Bir5kX6p6S-~(;F4QX)9C3-~{lJQgk4# zEBxI*UMi=M=N0#bZXCrves^acY6Sl146fX}!GQYn@3C}}`<Safl5vD@8$Ld__VrER z)+(PlmnGJhxA^(9KsxmQk4L%nJb^B#qzhC>UcI2n`}9p9?o(*I$=bpHd;I2je^CSc zE}CNy?F~Pw&*=T;9M1Qp!?VBWP?wV0yVv3=eDC*L7vg`S&zJJfeI4Y<AFj#!E%P96 zldY0|u8977wpw4SMCh&GgRTZ&q0^?;3d<SLH}JS?;4bv|8s8NYVeos*wV<$6;AQ>( z$J7OTfeVhSbb+C^gw<{q-i7}#e{z!Xz;n#Y=++Jvp@hy%j-?*IX@>bDf`L1FkHE)| z%w&%7*%EZEIV+c0F%Pa~()3S-4Z-nEV``d!EkWLzp<o$vfczAmiM&lgor&i+-Cr`q zxmLWsB<8Sdg?c2ffw%7{lHQ0euqDjvC6(XY#it_6qwm&i3DOOf9RAU`kI^+O@q`!O zZ+ianAMkAd!-3jAhkz&JemX>b$Yb`4upEM(Jvjcwz>^$t_guU5j{x|?d2~4YFXn9w zO}}3Qjz6uZ`DqBhE_XeN+BXOLq4AgS+#3GF`&;pk5>U@QXc@YMy5z5?UNb*0qK?|Z z`OWMY@|)OPRx$9w9L2>74dhQOX+!Ng@DbC0Us}gQ6bM`Q{yI(}U$9~dV^&5zC6cj7 z=lTNtKUd$04XnE#;j9}$7I`*LX+wJ?bZbHI34w4the+f7%x~m-RkJxmNwlcrb#I>} zVBKGN$@ZNW#kvFvCRC2v5^h$_%=cscd&iC(%NBz_7pNRh16&dBj~b+*Mt%NEy3TW~ zgQ%%*^zOVi$_0z`7T`(UzXi_@oVVjO5pNAj;G-R$Z0CE3e9(oe>`V~qOu^#QFQ8-D zdFP+m0Z;12=B;zw><F(@jy(<}hh7l9f6sRveVGUQX#PSMJW5oFo&#>D>!sYEb44C# z87Z<m|Mrj31ET{*sH4h+f8e-)&-H4E+@lzHBJuk4!!z)=jcH$0AV0Q#&G_R~GwMdH zqo+cE)AjY@FNE$R4?aki`5EWi&&Bd2aTxNE(T|Q-fK#3PHCkcVALI5_U*-S@!VS~# zQA)gC35VpH`@orcQ;~id)NP^*|1!iNKht}Xce(1eBVl^^PUXK8_<56GN!8$EGmm;2 zI%1!G-~O?F1@+fyEz#8g)IkGE#r<A_Pp*3rM+N~8gUWdF_>s>Mxtg3Cc#h`+*`)}U zo<g5DwP(WI58ww=>ToXbNBE4hpDJ)gX5ra%&u#Qiim#5|0FJR9$?I6JN1e#CIFb=~ za<tG~d1L~9ljqJ<A@tsfAOG4Ss-bJ8I|4!@;R})OP3AE~-2aUJvJnhl)9hM{BKBjB zrX)d!1^042pUypn-VwW^WBA<${r10qn$-Z`9gSwMNcO{*{S~IWt%GyzHQHe;f_x;% zo7Gtv`iN3}aVrEoXnrDjcYfK!O{FbAtbbX|oX3Bw@L@{3^=jl%PiQv0nEL_qF%#-l z2Z3jD$NJ3<Uj?4DsM|?{H|wwXYLemS2gsjjH}8e6qP<Fc0C;g&Z?lB`8S>!Dp~U1u z%<JLW?`e)Y#f>LXYV*LObL3-sl~(YzFJADCMg3oPP3q%q=+GxN(yZ~AEAV<~#Zo*O zaq!<mQCr~9;zGewo_zR=s_|SR@S{>XJq_l35EoCL1#to&Y>bjjBn{yIOP;$Dq>egI zt=psD6L@Zq(kq@i3i!XnrQS7&hZFOg#^EC9XXGC8-hJ-O^GXI@UEpAsO<cYL^pw|% z)lYRM<W1KeQp5lcy8R9wc=Qc*hqKCJ^7pWBwYmKDIB#j!;@*=?;kmF^4xDixgI=DE zo0v?5K02*GoqZj1O80)Q{tx@B@6=Rx{L1c}pE>E>d$`|YKi)ck*WLK6KXP>u`H#=7 zD0lGVZ<#Nzcz`SHthW}O@bi8YTdN_a$ag>1UwDy>y!)YQV+SLA=;hpmK2Mx?bEc<8 zqR889p4lh};eN*gTir)`_$zKZ&x|6#tGYfcmt)W;ZlYtr4?GKK6*5?bUo@udSaRGK z{*vi%`akRoM_%b$PF47R+;4{bU%(eR+;i}EDg42K;)?f6*#CjSn}NtbXtG}(pBqI# zLVqqjH~3miL0^FvyuT10*Djld=fakB4y2DmFPa_YCO(J$o)gq_f)<#6D|h3`c?H~y z=-}OJ4c=YYiCt~(hOhcC*18$I`OGq_pq&Q&;RW(nRI+Rd!}7A~-taAk*WUj50iC&2 zKak~u{hO{K;{8v@k?`VbUzF@3`1L|>LInKPIH@6H)^hlYw!zh$&G0`6SGfFcVZDT2 z89u;zkM6G%vxa_jkIp;qErGf;ZGF8A`1W`7eb)wQ_>2uby<f0?#|_SD3?h%=)o5au z^+VtK#Xqz=TZmi#Kn<;S^bHn-jef&=`nBzk+`V5}Ap5!53cOo=)tK2HJUjQ(<8v)^ zqmJ9Yizm-R?|e9(6sv)FnkKvcLKQkd*63@_4D!Dc-jyhO%*~AmtLc0Pex++spoD)E zxTBqPObT^7PNlLmUerC+`UzF3m^V`*B_%tF{>!*Oeg~c5i}5I^bDcn)ePH8!bQivF z`1r%49Nb_0<uc5?&yjHbMXP%X^5Q=3-^YsYg69_eoD7k7NxM8v9l4A3xECv*a0<`m z>&y8fa0AbEOSx#Xt%mg<Q`Ef#{S<dyu)a19{qd`}s_c+wZOvwUJ~f8E@`E~}^}wM< zJIcOc;P|@KX`B0ao$r)wJ!Nw6rAeEj7LkWm9U+L=Bd_w$G1qiMzJAiqol_e+`Ghff zttHl>NACz%IP_-jt2d<gw}4;sELX3g9-RMVh%D<T>f#K6L#c;>`+0Tc96_kRo+Fa| z3jT<Fado^BxR-3bR!<cU{hI#xfzBWF_b|HZ%;v$boX|d{`vm%ul_Z`N`*$FV-E#$T z{fd@L`t=*!cOzOjR03VI=T|vf6@0i~WrQ<s@Lj#X{Cv0BiF(q{)Mqi+2hIP;w)B8I zzt?XGE`LW}tuQlj5Obm>OAE<OBycZyV_^9>c;?m-nvXlj!QbVVa}=x*Khi(1exHD^ zB-cyY2ERo1&z0-vq3=#!<d*SUMcqEzqNr*X`n2lLfawO-JLNWcKGyB9J&DAAoW~;% z<+<aL-=^o*?3@K(NTkkO)Hsj)f=0es0{Y_l{rBUx1E@>7tmIH*9fXIIFZlomgjyfH z?tBaV%Pctb5%`oEEHQoJKh(=us=gXq;O7LTWHMsmTaW%URKe#Zd)--{H2@uSqSW2& zG0r{l;~W#zA5RLH?WE%OZutC@p~bn^__=n&lN9r?224-BYePPfv1F-w1o1DOU{n1b zeqY-kxt#~_Yd0nJIYN<l8UD9gzK(f{KiAqj;nNoP$`>=MfCnxTZU6Q_AGWUy9eoe( zXD}$NS1n;)iVd0cEAYki%B_^k9_Vj5@o|Uu7JTq88#iJuBaRHX)4GtKu}W5Yr6)i) zh1P@}ho74@^PcAn>J_0!d3r0magX}~jhr0Lzx(|QE>nnyNs*m<o?3YB2L#|C_Q~#R zea~MVTY~J6D09qH<j2yiXI_ZG_kLs8b4eI^O$tfuD`xaD=C&?gz&^Zr^(1p#0&^Y~ zmHW4V2X$ezmPe2enDQ)m$$`%^_s5z!B3^jnrlhxV&i@AaeR>5wne!lUvk`L?k5%dv z?|FxN^Z%|%9m6_01$gaAu0>t+8H<h3RrD<%YWjNC2YFjxklR2k_`$8_WdzQ{yY4;g zlGuNJ(klvsRp5ogd*4dyq5s=hw}=vTHHq;}rWJF0JcoWIz6LmQ@=~YImM!jY-Tgs& z@EX>?{f@Rf_9f<qo*@<DRh;)#v_5#{rj1YuYdiGA-L#v__fVfI&W|0$xseDQ`SOGt zI_&YcDG#h4o!wWD&vEdxDb#*9LpRX~5A-%8PPs2Woz@w^yjG$J{Z{BUMT@Ssdhqdo zqOsMc4)8l9vxknHL?6Qb(=Yd5Lw@o7#`$nnJfDl{t!+LH@)0!`b#LGn6N6B&zX0ZX zx091v;cMQE_k<l8<~x4h_cIjuq-Gm%_lzg@!&p@K0?sp6{m&`8Yw(Tku(Snyw8irZ za~YHFqJGJC^5eRkErDrOf#VkRl+vrK#wA#n(HIJ$2iT8JQb%29<ZCAnED0<lj>-%l ze)D>SJWl_O#r2!;`E1hiJHk-+(dQ1moR8-;)vn~m+=m`^JWjvI5_*Bg<{Jy%PvJoq zPJI&OBi{bmoZw}9GR==e@NIdbUD|_|aZe-9mUW2{__7qp9SpsiGng*91zm8u;rnxD z;H(}BYTb_LW4_*&|LQ67KZO~RCafQcsgb%jKk5~A^&?)Q@c$|(GuFUEZxXhmcKa6% z%!T_WN3n0gQEa>yfoCi?uF>H4?y~*WJp+8(UL~VoMP1GF29uQ<;)!iB_oIpp=It8H zE<A<5>z1+j-V^J8m|xHQ8+7X3HU)~IAK(clcG5}cU+rTd9@lVQ&t>pk`oIG}P5DiH zk~!ji$nf(8F67zWOg^jN0i7|S#oMIla~Ui3&A$SFMp}hxpD}b(C%v^cbW~Qs6ECOZ zSXYm)bKFhn@3AFI3Hbw_J@j#*sT6$|n>l5|IPVTs@-`dLp<+}IJdKfm*jw%FVc)SO z97&Xq&kV=?yu}Zqn`gmOl#k=XE@2<v(-$N?L|@wXj&HAVzE6iGeMrlJA8|(Q-pUSM z-|hYtHsF_sL-OaZXA!5*?~%(QemE#%+H|l#6~W9Y&Cs`E4D@OqKIo_F@wG7lu07@C zx>o_7D0j*I^;`h>#qc3Jb<K`oGWy#7STb~8EPqlW>Jj@GPAr{7o<;e3CHJ8x`eBzM z!er;*YdjE-ZvTWnk3_3StH_rs)Mor%e?b3faXDcgx@s@0u+mlNV&(PGWAWfYKJJ7j zUhvZy@mrJ&@H1A@KYeNiF0N$%3vq2mpP=pwm8q}r6|%FxoW*)Ia}mj<;&V(%CaFvy z54iHIm81VP?i)Tf5KJC|j+&;k9z*`~x$3dF^C!&he9t=<&Vo7Ywd8r0zikPF=YJfe zkVHSX1)sKF9`^OA%<Y5FUo}FnUAPc$GKWHjJK#T&Xs=E_qlb=le<yBfh&qBeN2fIY zPN@K!n=o{li^g3-3vels{+p205_rXdg)fdA`D|txkpn*e(oMOUdgv_V1rN_tVt)eP zq+cP1Z+0%mX(0^0PtOfbb?l$+C(kHm=%o&`t_3wO^ijk}+dTkphcU+w%nhO6)|anP z(iD8odzgDn2=^b11|@UgGmo8Gvzz>lcp%U$7CNAg>%;wk-VVN<@1veO&~GIH`Q9u= zxQ8rh7bE~(yRz9}aBKnnOQ#RK4cLSqxW7&095eh`Qgz-G_^Uc%cSc2}90^+Y;u4IJ zuY8sxvlCB(zRgeAKah_2u)D@QoP>IePD?()5$BNKg2ET^?s&(;FN78QJRS748}Fmm z*ihnT8+@W(vy=)Y@N(E;!wWj-7gLV$WbVS86Q^e~!x>n=Q!E?5ksq%!U#j|Cggl^` zH}dGB9bv9GLT?)Tc-;NgwX_)E+Xm}BWB3Ux%iZ#`h=Xsji5kMd0j5=|VQ1tO?D4m$ zn6S<)z03Zbcpr3bn>PhbaBfMv1{!gmMAtKE=6++JmSZ=&5LfeO{Yb6~0A~;GbnP+4 zxlGM8RjWZCXVay<>AJ|%KN2iu!7GXUcm9<DkCH=aRJDLNXE^Q{^8p_g=}W%n)Iv8Y z4gXDzg06Z!9rR)i`m03UtPp?iUf@HE<WtZ~>9jxisL}7bFP_<c1-d+XS=|}u+EZ%c z*k9<>!pZcf^5_%2+dKI8^fNq1;`lqFPv+ofyV9u)<PrLL)lM5a;Frx${kpU0f322k zwh%*K;l`;G3c$-UW}RD1h{L+`DwC(64}Rn-CC{b<mm^xJ3bC$>Ty7TJ;01$~!<5&j zQD+yV^5#SwZL-Fy?E#)sCk*-*BM%p(mik~rgXdIcibR*<T<cw*t_imXFI?pxG2_Q` z6*o21Eo6aXstg=IY=G;mM~vr?Pwe>5Zn4VY{K+_9SHd}<*FUK7Ujlf0uxQy6Jlml4 z*zHFKe7vL6@w;>9vOf3^%9Fvj_~UUn_9$@5B!05h3;FO(w(-av=v&9+Pm{n8=9DU_ zT&zE3#GZU@{C}H%o9Kzl!2b!J@gt9Mzov{)F&wy6Si5}BuOEFN5lw*?u?{Wejq*Oh z;QQsGhs4m!qt$mT4+5XW+nd$?fUoz(Pc0vX&f;C}Z}Q<pAN~&#nH==@-MUcuUg!$? zEIksFI9f4pjlFHhWqem3=U8O{*UnJXR<J{7SyI-^rh_M@53v|+AioZm*yOm2Ja*KH zF7nWGtmmkjx{(y-%@Frm(B8wnD(ZJL(RkmYehqKbu-?DlPB<Kig0B7cRV=>@`(W^2 zq>%>l<rkT6siCXp*FBO~tbi}G>-2>|@Spzm*9QP!nArMN@$6uN#MjMUUgYCpADg)b zG=Rf5ee3_d-<>1P`{4k-4*Yf1iU8iN^a>U#=3qZRiAVku2OnQOLDc|$o<5N*uzerv zc79tTdIR+$(YjZM_n>b>Z!ONr1ouv!jjbgEFWhd$PswB<4vd9!>G-hTBwJOc{;2be zNlqqQ#JvnsPWHsl@HH-d-#WL5eGA#S+y=a}@3h(ufFA0)Jlb{nBkqUYoU9AL*M5uH ziY+qq9~=AcA&W-e!GiFYi9>jPIH}F6pTWq3Jc=}LQ{$c+TUl%p^15UD551#fb0Bb~ zpP?0=f-V=T68A*@upW7Mu{j0nU))$S23+ci*i^lK2fh<ay=`eZ_|{6rQD6eTf_}>* z-DKbm&(>C66?E!{$+8LP6$^zXe=+DREn?Of*9PdAK80^p_pxqXGo3$xCng{GN2t-~ z$3FdDhy#6TWIi#L(RYA9&o!5vv5sr>_YUM4;(nkUzx^-Z)nMA7bmT46l_qA-gyHXh zyiri&gLCP9>VwsO<fTk+iJn(z!~bm6(#=9VeH;$R-uQsLo<5ps0eXi2@NJQdNz{L{ z%1_;eE;|+N@MZ^}cVt9rPv%G9#?GSH)t9^TRXS;c;!r<Wk$%^R*FXGmWzO3Td3KX` zmAeP}3K!q5t$_FMo)t?h#yTH!+gGbokNGsJCc&<~h?}^aS89kur$0kYn+rHMM=M;# ziop+BilXeuo8vR@r;l+t5FQQDHLD^%@-G@Z)<youKDDk=%!m69Mg&K4@V6y>V*UfX zerm!A{X4F}xxW2N6WGtgNh5#U!M8+1lrFWv`;Hu^(J9p7(gLeA>#E^z_eA9Npr1@2 zlDCv%Kk|c$U-6{x@Vw)>H;TQ;6BbrhojCD(eV>&)Z!v&>-=sUSN}>;NfkK|~pdH~h zgZ+8-IP{M{(|As53O{42?VNuCp4(w1qU?dZJWk0=AUOozFMQ@()`dEfmEa>b8T3sR zerO^>->kRBkk|g#;AaE+4z_9R_w65QywLj{AEsn>{f3JYO=G0J=quQ{I1$r?*J<yO zAOT+%_*`!=MLudFKh~%=34QUccmCF0;L4@pt5%utm97!h#p3tr*DeI{!pF!zZ8Bq^ z2%jZ+<mv_Fvz^RiIU>M2jh$3;@9+2=M-yX~5LfdqX<7r&s}9p4p0nRkcfB*VveycF zsqK7e5ngAdn5W<?d{v@``aKoN&<(i*%ys|3XJ>O<xlY0lh!85B1mDQ^RJ%w6-zbKh ze2;_AzTGr(Z!1DxNK0SJ4xUsl9dFQ1MZJ>!;gXIQ`W+%lB7ft&tED!UNN58$g1L8G zur5D}Qd|Duyr2JJU+e&Xkn~@YqCN0lS+P;?kT3Fwc1H8NcpmA)>Fer?G3Zaz?!VYI zkNoRKP@)6$T|If~*IF6eODqfCPCAb|cKTGf7|uKKxYoY^urGHde|~mLL;v4tX^Fkj z@DKGBleQ3#od47<J>k>o@NsPs9l`l`+bGZ&L|-wdR7Lo0tnc`e?yV@?tKu;@zT*yD z-BD|EGQ+;bCXfHOiLahb=3k0&-^o`^t^(h0{ZH~we=7P7;>HJlgMVT~4i?Q}pXJrP zm)H`4BZnmG<Gz3|FI-$cgmp}HWFz~7I)9;wA<NbP-XF1*tZ_H`7RLPzUV`tPU%V*& zi~Vtv^4}AIIL-J~_LI6A{r4r0(_2u7SR9TS9r=p9c5OUO@)Y9WnVc@QBKp#||E0y3 zpw4tOhyJ-3bPTz;<-dLC`<^|%l@ba+;q(24ZV%MMPJY)X!{@qm{fwOt@a3G_mD9WP zXLk6Ml1kL^zLOsJ1mOFpzMhPdXU6$><&sHt5BX`tEvhTam=~IFrzx}#{!+dpV`l|; z|N1Ad4r~1TyTtrUefS9bo*z9Nh`JX^9_hIz+{fD4kQD>IpIRE{RhK|t81q#FMJD{b zZAiB$@FB3lb9H(5b?<7i6Q|?-+p?W4?SyU=j*9#TTxjxb*q;FWB{3nsXm|&GF^Tzd z!41d*HoQKFryw7@%OSpn-@jny&30-H`G8r-{X0uIzgoIat0v%c733_x#8(!2x6}7_ za9(}PEV-V-{|IK9N)|^QZH$<G&;)Y@;u<~D;ZJPYvkE({I}%#H)Hd|M4`2Us-p~;D zp~dd9Cf$ofznRqAtmFXPW8~17JP-n3T#2b+(Fyx7^Ws*H4}3!|f8mh{@DBUJyTyyP z1XlTir)h6&36&-^^dpP5ggy!-$D4=XJ7^!z*%n4$%~jWhn>eo)*{jxEMmXnVJW2*Q z-<1p$dF{|mzSMo|PoU!?SgdXIk+%d)?#YFtN!Usn`INd1z25vKQUv~7l$^w6wqZPP zrjUB#aRB<a^?ep+HBnc7Xx^!60$=dh>EOs3;J#7>*C_PM!69oFd3yMo8e3xh(EmJv z=HrdXhobrzZ&Ts(3_ddteT8+(vTeG)bszab?_DKrOZc0$<@<d9V!qP1Ffwi6adnn6 z&xPB#FY(h%sup@?jj}%LI`I8Txp$iMdCYy~_a%D<9n*AtPJ9UaTK4sTw+^Qxp<7;s zWIh%?wbM@iEGzo{9)<5bb_1Rdl1p3T`7)#i2Ky~hZ%|~q@ApB@k#Ke)hRF@O_3F^R z#?Tz}^~VITH2cHHFey4<hj^{{TGkkT9dl~xmTs8g{>4jPzxF5JP~RBy2vh_PrvFGk zcA6MC={{nt4SjT`?Jf6%*WlOLZai`u^@{Ao=|A;|&tLC`UxPmt40xKH@VP{K&P$mA zAIP=ukS+ekc`He7o#Mvl-y!-rvjLt9&*YtLN1l9}XVD6IhUP6AtDFC!&u*{eMHj>o zkFsg2aV7AoOyO)3;#D|viLgBcT~npFLw^&zYT7AJ5Q465$nGJ4H<c1NACqDo&K&)A zm2^M$n~DD=(_8Q$u1#0t{iqsBT+E+_PBG<oD#H5Am-x&aT7`~K4qV;sOJ<2q?Ag6f zI{uW7Is7a1z=!x!9{ihc%8OhdJm1LosQ#4#`t5pYsuT&R59RM<RUr?k4(txQ_!|8G z@A$*$^XN-8Nv4-Z-m%WY+(;VWNVpvT^z@TW=v4llu>kZrWz)3D)+9R;_(Kc_`MsfQ z-D?iDkU64X`*zhn_<kv-)~!9L>wTZ5dmD!P4_1F#Gb2;*{EV|+0s%z02jugl{WKeV zo>kI4_0XTQ9Yc)nSVslYF6Nd4_&f?_<J+6i^`A#Q$FWa;{+N>nl%W62p4Vx2E=&#Y zKjKvI<v`se)k{Ovd%j&ckdHVGeM3cZCk(hu*KO>S3%xTIT*G}G^OV{8%y~Ld2Uzx< zI%W@@DZ4xz5Q4lQ?BS9&_EG+E&#Sy{;Hm{{+g+>&@tn(|2kKk_m-*i%@}aIcRnOFj z@9QZ1V~hlDL|Ali9l8kL#*Um$4LUJl@p!-l{QcpzME@{y@Zoy*?`~=M2)}>Q5O3k0 zdg2F5N<YMrUFu$a_}kSPSIrmD2m5)U(Uf)y^N%+Ky#|pdCuBeJ6+D1E&dh5vP7{7m z^30R@-?)!{Zzqo)al=MUd*2BCviFGf6+)qBgX?v=oUsog)$ixp(MM<@(YutygXj3F zZhxn*z`iKn6k`G&Nsv@qCBDbJPI0$0yZHh|vY9xCDf&G>EN_m(XH?O7Y^U}Z`L_=B zWgXzeC!ykz0sMc9wA0@y;L-1t)Gr+PoC}RLj#tI-I>v%2g;>W<&wd48KlJgmZ#7n( z!Rz`5ndp9lZ%w<;Wq%Cthe>d-3$JTCBli1{1?r`N62n)n!>9QEw@Wn+d^bM(u@m}o zGpzXOS7W?h^Q+`PYUo2!&@|p;MBnc3mdlgb@V9g1QcV$mdP{!f?}1;<Lcvq^c>NY( z*?Eh2^ebr!#f22$e!@ssu%HNd;>>H$3Ge~i9>c;>?Ayj8;g9`|@PBxEXguDaKT2HV zWONnskSQ;|8d=;6dFoyI;}!huFH^4y{1NxeHupqZ;CmY?nmge9a>#BmvjW#zxi-e6 ztS}eo-j`z>@c9--yqSbn;D3v_+oT@3gZq&8&%VgRzWqv8{n!NG@0^O>-gvyOyTjJj zZM>fB@aqude}f#xEybjEc%3rwn<}W|kKDZxe-qCy$$flwfEDX0-oPaep1fQt{$xi9 z^`N~R&zXc#x1aYb>q`RPIW#|W@<(6%4c~$&=yGDw6TH(m&=<{o)6XAyDU0`!TY09y zzZTK)<M{c;r>~`U=gl(c<x$c0VBS;~$B7?zq0j9a$wR6UKh5){eov97{W)n>kN<!2 zAd<xddW1`VWo+jG>RCc(MO=`_IG>&;_fdjBlaTRxHEZ|z(@Ik(f&2PhM~?k*2admI zU&$fHd=N?F>QnaUi!6${O-2Pi5oRJ*fiEHRa8%$U&SUi{+OkgYDXpHrh#vUGS}`-s z@`NKH<o?#dce0MSrz=o@S|5Gkr6w0*u|KZv44S%F|GIZHh0#CZ3te;Fv-_N6YmKvH zvOSoWG2Q-9ox_p9lG1Wc8}q(xosO=08)04<r%!US0P2!cb4_;eG3I)uBIgZouhCFG zy8!#PoKa*{>5Kf<*ve5Fx}KRyknc9m-<$H4;&q(wwZq>BxBeop;7!ljhrW!8ws9ia zKk)Bj$W|`;V;@Y4ZZ6^6`yNVdh_Z!$?-z8Zpb^ja%>H%bE%f1lHt{LaAoL+-eoSeN zMLkmQ1pA*p@b?Se?XxoABNJn}fLqX+l8=(wq4ytZvXJ!;W8R`|uvg?b@)L5JTe-lq zpT2qHQox}Dbk9WAFQIQYwaz9&4t*G{wp;PgpBL<h-_bfFZYEr*T<cJWc)WMM0(>sd zB=wzs9(v-e&<{88H~CSQZU^v%Un}2xDKqf3@q?Pzh`Yx&tKr><qn0`)i%Q^@AW58x zD?jQ{&g(L}^GXiW+0FFmqA%F`&}RBDo;$N=k;iow`7m*ofuII>P4L@b%{|-?*5KQ0 z8AUuS3Y+L)UXxWxDlKCmem>ene+D>q|8JbDg(&Xf36R~;KZ|*0+a%9_VINF<zBe$T z@9t#)yF`xybbj;G%x6mIqs!j+VYnZCsb4dr-=l7Ni;Z1T`!MRqCr=P=A}>4hR@*re zapLYu{;VO(j^KTtlJZ{}d?+V{sh_IIyLFo1RHFW0Vm+f^<qBOH*<|si#-1=vw7g9Y z+z-AZ+%n*3PZ)Hj;tn{0*V(Yq>;cXm4DpWEP(b`0YkI}@5c|j<{<|LQFu$<kuJ90k za->G`PAG7!^zrB@&dE0tc9qaaz?V$2j@2LV@9efUWO;$RWW!U}i17JBXMH~6Yqq>V zk1gVZz)pX<Ss8Joy7+Yh>pfHBk~Z3hzWGra_BnOLgMtuQ0^&I|?EzaFaN9n1jhh5K z@z=d8odWSDe8oz_-3!kn5%%gO8At!O`@GjttmD~Rbzg5fV~z=*OvATWe0_NAIS+il z#_WB;j62X}V%q{I{veOe_oGM$zde$O&6LmHz27bCCHxEhOR=uOUy&Dj2D~0(#(u}W zh`VKz37lZ1{gzh-+?Db6?-zq_e~oOB6mdX#<L4HY5$5Tze{(h4gZoB%bZd6@gI9Ay zA_Vn-OP^EQ--CzG{TCQ4rvjfpcYT{>eb*<b=7>dJ;PHg$xcx8GF=ws~k3rA-+Qro@ zZ6I$H7h5aj#q+|NJI?>jfUiWFZxMrhnXh8w<!=5)b#G)?1^A@<dhU@H^zLEbaEI;l z@J~;&b~z)Sq|YV4cH7l$61kQ<h46=a{M`@37rIF;|M*B2;`4&*c1kt+7#q)*?9K(c zd7XKt&KUOwpBWB)>q0-DMEJVWq1}3=e;iQ+@<F<xkTK*D?;^6iMS<h2B0rU1;M{W@ zy;EyZ3qEi>@QD|F+a9NN-@3*?4|CmrLIeEenz4Mq{RaEXl6x@{^URin$8&u{ppX3j zKC1W({h}Orbk+s;r74H@R^t2&mG*v?!G7}Cg<0HwhI=E=A1nTKK>bqZJjEvP-stkz zj6mQ)OvK|8yZ4@$v`YL#KEj7KYSs%r2!DV7nc}w>kl&|rOkJ>npW17;69PWI(J`2M z1o))N@qAI76#WxMk=cGis4E}lBYz<XAHCaxCFdk~a!Y(p8+<)amUSZP{cc`%-=?`4 z^?hawT_0)S*xTe}BT4)nzmP4la^!IY6OMn@$P=E*j8}tavVDHt^P56mS3Y#w8lOLq z!Mpgq1@0g0NaYGchjt{~cL|;Zj|sa{dEmVCjUPHD%!+f}dO$So2>PvOZv1e?&r|Tk z<m;P5cP&)gu0d~w+P{)g7k9**_#0GIBgh-tE0<0~|17*r-0GLWc@8N2XOf6}NS~}t zy1+}VVLDVvj_?bAB}nW^!Tx6dO`6Af|8M#~o)F-Gf4&MyFZ#@OwqFk?apO5RFZgxO zz<0{tc_enH7jeSa^_G&vk>Kv#+U|$XC96t$-9ZO@m06_bV}Ll_{Lj*L26!R%Bz^lB z`k8$`EMg!YVI#~*T@>e7U!i3_>Kgim=503{TySrLGB)B4d_ut~2A$`K8xhVtA3V~O zAWYfTaUS{W-%m1yUEq_12luTFz!&2tw)q*>=#OMyTaAwd4-ND&^a?<~em1(Ni9QUU z?;X4q;C+r?b184JzY;E^MI0^I-#wXSJsrpkZ|m_&JK%M{5_`&>L*BB!euF@YKDi6l z<*N89e~A0_HN-RP-GKCU;F#lLfTq1H^0Tx9mX{T9?rW_BD$ijb3aV8Sa6W?!f;gA4 z5A)8CxwM0z0}OizR{wDC+`ee?@D}jxb4kbtXZWlwi*+{8H>ry6*v-K=#&lL={KzvO z5_k;1G~nLkJ*i&`ad;nQ?EBIKkhd0F-dMo7OWPoXJ8n1-_zPafJ2~N8%;a}`nn%CK z5+g$);-o+E<V+O&=~$1m#wS1Eo^tNU2YdKPdLK>p-z7(%PIt=ZuPo>nx_Wf}H1aP6 z#iGBXE$9PbDz7dP$9?L(hZU$a(a#%wQo?Y}j&Q7_PI>$j_<GL=2jU~(;giH>R>1cR zs$bkfqPX{byy9jp@Pg9R@y3_EI9D1c-&EGZM;m8u`V0Q)c)>o%`xH3hN0u#$^^>v6 zWOb_q4koK+7K<a^3|$#pc~BSn@|<Dm7oLw`w0c*A6FT!m-8I`M=o>!y>DUAChVYmF zDZ1`>s=qLdj0lNDMEpedipUC)nLV0zMy~8Kib6&ql2xb>5rq_)H(42FW>aP&E4%3T z_{#_PeqHCh<9VO=Iq#8eUc={K`namtjC`Q1cl;|wIP$`Yjz(s#oqP1y%+(Q}R?g_g zQ;gvC_Kk%fZlRv0jY>?-#JpRzlw+yD@7C7B>NL%;%ZBeFHL%A=c0?5!;I>130+LM8 zzzqu3H#C8dLJoE~*uH{ac3vO$62pB`>gyr9fp3R<j2s8CpKL|1mt;3_&qUVEzC`%V zmU~6Mu_yXPEv+dtbEprty}y+p|E!Vwd}KsCP`-sxYls&=c|IBIE<=A2nfWNb5B#(` z#WPy;W!9#Om-kh{9vcK25~tBeE#VtnAAlZsj#mFa@O`=|3(ko`$m@5Q&+om7^=qgk zSLQ<9%vQJcqZWGAN8v7lP2lYo9r|}8o)xJtKfD2+Gsj<PNcKPARo>?c+`wy-B0nw` z>;-Pqc~+~2xJZ+zA-wK@b+>w*vPgn>GrdLE^%MEVMuAiCHgsNwzUwuKI2XxP?@kIk zUEy;d%tk&r%>Mm78}i3R2H~NgF6`r3N5@%v)X$4|Wj`2UT~vJoA0zMPU&(lp0Dt(Y znBORI8akUVXNzya-yi<E*{z4XF}IQRty%%=oYXI_g1JC~qI2XKwXpYov3C0sd^KeM zA@CV>y542u3gE$$ns<fh;1^o<rj7*Uf1eYf3#TstzYA8qb3)!>3Sn}HgP)9KN9Yid zw^R=7(@I5tm=Zkv_1t6hk%yD|9<d@m-%mGSdxdk`ejet|Ex3owv|4Qxc6fZljlv$h z_&fFUKW)GRjv2Rp&XoWkSn|zw^)K$l99Xy8)rr2v)dcCiTj*zO*+-7QK_Az=g1bow zaouuE>GFM?2eEW}B7m>T>XsGN;4j{cl^l5o-PCe09e=$gbTJGiedfP$uRHH8+IR!> z|Gt^$v#9}}sOc!?dZJDnIdkDLEqJ+!N~Wia=-=2hNqZwNUG|9nAYO=gwQN(gqf6Os zv#~ggxYv@()NDD1dd1)bug_)V$)x7rO7IW4jtKkNkLbh2{_T*3J?2kzUU}~U{*Aih z(}P^piR_^sEQmYNMY^Yz3~+w*efBeXLF~tC^{fx@=fAw16PFOr`@|m~in<Lu_b8QL zZ$iA7Nsybr102P#_^R%J8*zwU*_CAm_3?CR;4tdycfG$ViM`;7rYh-^r{TBH%1@2a zz%FWPOpB9HSH6F>=fNcSid}^r9>JI|Vn2K9vncF~q*UlS?6pFOQL!Khc3ZcHf9JlS z=;A7;Ld2i2V6kOe;G8A9cdravp<ki-csBreZ~VpwRW;b9)2JZ7SPJ-zx;&F1dCY<I zw>GK#1wG`3#8uG%@W>7&&YZ&Nw-r;n{y`lPe*5Nv80<%>&uiexbDTpL@Bdka`d}m} z*QyxyDrzm>-M$HYc9l%+LKblU^EtlZ{iqLirPlpd06wbCC|+Y0eTOz?$=}$AC{{=H zCj6h>6>;aOx8XmEUNwG-sDGzF4*z+Ic^V<Z^;U?F%xPtBgRq{Z`y1=E^^kYXr);9m zAaA_<5bKB6wdr@B+UZA=l+mt!)Wkl1*f^v+fchs*fbb0dbc2@RgJdQ4zu{N(iB<T+ zF;AXQ+;?(%Zkc%z^?h2;@9)aMQyr^uW+B6fYfjtkmk<vF&VQI^IDm7dO64~*1JDoH zIJvb4@unwJ>Kscq>e=!e2fo8TD;G`;ZotlK6(qFmP%qH>T<>9f1O0|)*1K@TqqK9s zUYS$i+yRf!seOn)$K~#{Oe{bLV$IHbAQJk>Cl^~1!Bag_Xw)=EzDd>N6KsGTD#+~b zqEtbh5Kztd!)B*HaQI;?>h;R3-T-&hFG@`&obJG7zpq|k^+MgMd92Lb6M5kIxAW#M z*w5|ohwa<I%g6J+*{cDsW;Ff0G6_GpaU;op1h_&kZ$s4S8@_%NY<1HH|KwJawFDeo zuPmQwbOgM0uY#GjA^Mad602e=z@6y~cB2)TgT?rIe##8^e%6(&*c1NYORYNtzsMEu zZ5clcy}jUO>vvA<hj7N@rFHO<Uu4vIz(4-6J79b62=2dHBXA2PgJ;#Szhw;GY2037 z(+qw%myq_K2J&n1R+~mb8+6YbQiVB7s0Y=4dRL+kw)~<qu?2i~{QlT?Z<`QjTbgss z(br1;;nv&;T(2Mh=LR$SF=jWObSR@gbT5C`r2jRnlN5=z(LT&KJ|w!-g7Xs3n^=bC z@tnHf%SX*aa2~j#=z`!|=wb|+d3NtdA8hpg!5VesQ&HoEBJ6`Q$2I4Vh%-&DyK@fC zpx+(%uvrRzcU~_;FzGPjVRYp9E__cp<ZmCyj&)L(K7Jp5tF5OvtNRW6Z2q^%4*Qa; zl%0GAdA#?<<nf4p*n3=8#g*@<PbiG{UoL?isHL6Sne%aFZc}>+{t&54`^lnVr(YYW ztYiy(j>9ym$;fAPtk&m&$A*)y7!~04qTh8DzAocDHKSPjNyLSV6n|z}!k`lfVqebz zj_S>~=t=`lUG5eiY`F-&*CIJ12=;B=<y;tw{p}$sd|J=oMyzDu)@%6+f4mg&feQS_ z#7SLK<1fHz-mSS~;33^w?|q)Rg1(YMx|o;}`n1;PX_QZ(e%n8JyLcCH>)P4wK=9Rv z?+^A|2X0JvQg@L;zIN-Ad&9$sxOC;_-aP0ci)r#YADu@3wBkfaBK9ew?RMmGtXH;l zq`W%b*CooY=#S@zlOD5*vV&i_4gOkm!MWSCAe%m{|L(kyd*0}Wx5Qt;jhfh>V$mu_ z=skLiUK*a$z~_0x$wXfRJf<rcxP`w<HX>MRN`?K{b?^{*80viKJ9MeY3kEYvLpOkr zxL&RYM<8Fm*e!g;7SC&*iZ7AGdXEQ>eu&G*>&&l`{|3)^(vbDp1mYLX(dLz%dC|j% z!#D_tUoxGCtU3QfeV}U9#TJdfBWEmDgZSEJNkXaz-iS*0Yexb2s(#5gu67;xzfQtw zfOpS(x4x1?esR7ul>HC9ZSes{e#h^qJIHzkPr~jWe|5RX%!c!LeG$8E*CW5g4j)_t z9!up@oZ1bZJMc=;dws;=+xL9(U*iAWm<sX<Jc{*;;b-`VxM5%F8$^aU(Q)m5U+F>U zNxpOGH3&e5>Z8RO@SQ-+eCuDEjrk|Dzs=VewUD>3bv`34K)+YsA$Se`@Qrw2lmU5| zT6UV@871@*|MFa)0Y?S0cMfC@qYiAc(38<c9Ul^S_oN7Zu3PGx3%o`(N6?(aKGC<| zdU6<bq-Oh2;AK+qvP^O|{mi&;%QfMeJnXmhvZrU&3V0H!7jM&DalXgpQ!MQ~;^wUT zeGcHZGOu9F2txfbcQ1o*3jIq-MfUk#@V%3fPr~0KANt%9sR8~9RiwKdorZWR%HUgc z0=QlFzbmJKKl|L1$w=eDd#p^SMZ5tYwM~_0b{&1cJDD7p2EgY&$R0I1i1~{9$JC!K zf?uk!XfEx5|E|4PibkH*8HsZ`i~co_zW$wvQ#ilksP{cj2|T*;e9<>$=x@~Rik;!d zA4_I~<>#QU==scRga3cCKs_ys194T?EtXyt{V$O}rtPuFdxRoRVZ?W>t;&=Q#H|W< znXB>*IDamFaZ?qzQO-aucLsg^i#-;>k-HHucy1KB1%THu*hMq~uAgQu$<G3RC2+E$ zu{8$geCC=NNr8K>YqXy&3Pj&8>A2F}Tj<|Y*_Ai@0;kRdFn0Vy-&(ll%K&tJ70lU= z2C#24se3t|$OlSNV@k()&>s+|yb+@Yepkad@F*X6irQBnzdB&QqQ{n^;5P+TY2v5K z5$||2J@}p>&Ium7<Xnb2rvBPlCI;Y<7AbG`JNTTLcP$1h5r=Lc==aycxvfLIgUiS> z%3~UvDjUe-!2<^`)FIxy9wkf1?>Cd0zZ{IiIhMRQxqfNzFCW>pg3V#)4MDut;8j0I zcV`a*-)ijc*JwlkG>x@@?*R7CemmjkL(~UkS&<}R{m3^X?;aM0VqJ@;Lzfxw|4a1m zB3k0}MHL)7hB|dj<nL@d^6$y_?yMZL*q2e$2s_k)-A98HypT7}ua+}L5pkaFnd*!H z)=6cBW%~#ELO;y48b%O50=NT{W0??lhwbS&u)lenp10qe#XS;Dk95?hpa+wqX41nx zm`wRFabaD0r_W8=UqT$&{8KW4yx_rnosJdzD0XeoevliV>&C)|2s}4AfKG7vFy=Gg z)o1A>1OIF$W5f@?o%<d+%y<E~qm0M8ycl!aud}7^dj~xkhSpzth;v&9r(8ZwVD3$f zw8;*?RNmG4bQ1Nq_tv$T*$=qa<Ln_@-wf#ZL|bd#Wx`%XqEC*cqW;U&aj39De&=R& zdc6vKC#UWD5dNce;9GMJc=FnF29|5E>q1-Kwu~j{0*mJMb_hfN&9pvOj*vC1q4gjA z7V`9Rw5%-R*VY*y(^T|Dy&mhu2NgrFdHPZ|FYrHKs$F^;)-^+D{FD*=<Mbo@+d5eP zklW<#P5A!;cRe^e3LRaFM>L5s;%MRnzPgt-$P+ah(-$@fM9GnLVYvhXajy5}$so+H z%FAplH8g~tMn_vV3-w9aQ2!yhc=Vn3(>w3zUV3VC&hT*pZ`x!kl8d3v<5y3THo`eW z7P?#d&A`9BiE6XhKWRenWN8O*!=67rHeZ3mW_QK2NA2`YwGO`IhaK#Hs?}|R{Yx=_ zA_QEt?@QBISr_c*ia=^A>QATXuK~W7;fJ$(D3e979-IY7hP<Kkt_lnLlLLM%Gvd}f z)?Hqa-`H;o=QJcg%Fy&6pIdUU|7%CS_WRuufI2LgJz1F91o{`Lx9-8ufu9fj6;!AN zkAGOFodbMDfga^>1b8ShzjW_%;4zQ-BQ9&m&raU_g87(_r5VM2C8rhha?RXDBaT4_ zJDsFR<c2?4jJ}#z1ke6Vg`yvy`-0J@>sE%SH>cd_nGkO%dt$6AfivbsD7n+%=dV29 zX;_c}SJIm~@ZfcdYPpwI`+<wP$6t-;;Joskr>7~A59qB={HGg=IYKHu&tKmL|8V%? zmAQM+Wo(_|dBO_bHkPlftqAjH(ywkgBma@ztTCWrLq8&20rUd!&A!@5My&f_jYw7B z6X*d;p9}ue$K1CNwvN^{%%6Pt+%ono^yJq*U8cjn+28wq(zqCXhQ7y#k0bym=|mke z@x*g7h&^2#;M?1zO_uY(lRI6xd2Sv1b3ZTE)E>G~xk~cI0O(l+l1!dcfKO0-ASGyz zzQy9@@ir3RA~%~$C86jav1O)R=!HI|!BMWt4*7RzX&?i*ZO~>mvRw`Qx<j0t4f2E8 zi+gS=HHeoc3fFyL52fXzU)`{8B4;n={{`M{W7;S_3ctC^_f3E|5Bz)BnS@y2)+=q^ zY{Uz|uYTu!J%Mw=<!#dWV83CC$86IP@B2CF98{67yKdgKQ$)NPm`L3}B;!Jy4yv`> zu!l~vqM*MG@g?6oux6YV^I*92y6XaP4mv4DYZCno3;MB%O4Jn!3#KyXlfZv`N}Xjx z{z*|GOaFoAovYyeJBxj?qu=e`o(29e$7OF0)}5K(p8gf`3O#?HbZiTB21g!}DFd%n z%NyO!JPduFwsEzYBy@G{t5t5L&~M4a{^pQ}T`C_69o!3?d*WhtxH;;<o2?~FeyBSq z>iI|v@VaxtM;8Ua*Ztx=A%(w}`Wn~KJVxDchCVqDc|?w+<mevckMwuZ3O?BHhp`X! z6Ue~>UJfd0{fNH2gyrfLC+IEi@R-i;%q2OU>Gg*S{cBn><40ns^TuCuEoUQ75fbk% zfCnT=%fgk<SYM;c16|T?L}H%!_hm`sfs521b#l?qbFe==TMpjP(%iWK^~%r0UF|`r z$4aC6d+rG1{Km+SQMr@AiE%x#gKb!+XsubAaP(zn+L{{?53GLcxEkSmHk%cvo%@>n z^3F>70#|4HH|Hkt;j3d!_ZbEB$;R(;<~5?PIv4b6rw(&d75zi14tzKq&75``^Ny96 z<m2k0(<*+;ll>GpfmvPg$7igIQ-tlOYWQEc%Zbcb_<t%5i*pSAK51a{&b=j9ugjyb zhMg7q?bU}}GwTION`;{B)Opl1AMt}H<+mNx6*nR)vlFK-4RjTCRJXt2ebriz*AElH zi+p1>i2-jKahf<<j`tmZ!ShdlH*gK-pPmWCi>FV#&$6~7Z)BH=IgCSRnG*i<H*gML zWz+tUKj<^OU+uHSI^GpMkeGW0b4N?qQdXVO2fdJK#fALrqOgm_7Jg**%&^T8eD+oG ze_9dMz)wLR57wb>=(waSJA(Q4WR>5!$?*Q4b-J{wUC=GqeGL+3M;w_ZdE$Eo`um`W z3zI^??fWRkTo892<+k%%0XNE0kumNMM!l2qk2NL&{He9;Um;oWXlGIrDt`k{cBzTC zz`n(v#n6i-V;+Q|g>owPO;qY9L-s4!-|b^jcTF*WdbTo!131yQ<HWZp#3kGI5x$Qa z(3#S%1#ZJG1NCmiT_(l<;iYKY{sVoUJSz(~yk2$vZAlGq%*0xaNzG~Wznkv5U!(-D z!{zy;5O}|f<tif|JNSvgzUwyFk4p8Lx}!4S@gIDZ^Fh4sHu_hk77hJr41xK=Ao3-f z4Br6O(}D0T_}?bt!_ZA#a_C*y6B!H7Ko>)Cmo`=s{NK8Bn9m2~=|j8htF==Q_mdSa zzee9ss=sN4bO`%qb!j0Vd7!(NGT!|Mc=8v?i*&%NdMDhpqmUP7lntn+!E1DQn-#Bt z*C;mf*^`U9!isGB<E?wp!6wo5iUAj2>+X;Hh;vt@wb$y;!;i1u-qV~6oTP11olA>6 zRycoDQu-A1e3UYWzCkZ0N>Mtw@B#S4$7okI;%!*c>Vx};4~9hN;YYwZ>n|zaRtBLC z$o6yJne$yUka%<kes1=_;eG&c*wrgeHn~`@eR7;WrSL03v0}qW#B&v=73W7sp<@x1 zY&!vb)JWXdNs8Zhsip>ham2o|B*j*$;=JW<Pn))R<ojHjy|3~2vl6YVOe|ra7pN)5 zOYnI&l<&ukK@at}e?tfOkbX~UsT%Nl!9~T*%%9K~S$R@PkD%UVPfz$0hq^25?v3Y& z>v?26%H`X@1q-529|Dh3`d-&5gI`Gc(L_effhVi$dryM?P37qamiuo3x2m}%cA#&; zljZ->9C-i%zw{2iCwsX|$O`;XS;4gzx>*05<kJ!9?ub`=)%No>VV{0<uV1?go@wvR z!kzoy10HgaK6?XvEP2Fe^)B%HMLj{I9MnBqWc7Dkp(_*9ZOi8dk5jul@+IQT<_mvc zI^dj3PKntTz#TNhS9f^>&phO4c`Z`DQ*Q+;I3Uj|@vmxSfOpvnQR44MTy3o+e_)2V z5S3@pPl9}FGZ4z?Qh~bQNeW8@cp4+Fmc=FD*WM*r5=!u~xx&q%_J~((VIh5gQqXV4 z6e5i;;2*g}x{jwJPG&HNaKQeBjV@<?@j_g7v&mNYhu1Z0h6qjI^DOh+>p;AUcyT;v zvkZB3R}Js3Wz=;MM{Z=<!jIf(CzakKKVOYHoQ}NNHz+b<VhDfHk*4GtK>S!eB>n<* z@9gxe_VZRaUm~w}gdFQjdhOu3RP4*&-3({%VLvOn*BdAh_Z~>8Rr5o~R~<TZt^|HD z&?Avr;E2A%V(wc`)DK0;AHV1<<J`$`RVL?ioYQ?&eB&hI(3%!^qwpv62VeQg_~YK+ z_=3wm7csX)cu$I&G0uy6Y+5qPV6Kv+;-^}h4$O-=JoU#N_106d!1>9&h*RB}w{Jg0 z{T+OLLX#Bh_Kj9codoBmrOYB|cjm3~?qf`LM84nNXrC{`dBZ5KAqU{bqEk)9F0$y8 zo)hn~Y62f_vhPSap4<O-R=@}SJK2U<HbLNVW2ec3&qNT1vcIYB+$W}WE&pvB^84=b zHe+RW<ck%Vy7p0=!y`mX4Zu&WS&iDm?t_o5InI`defnw6YWNlYWHk7%BiIPKKR<(g zN?5;;eeYCj!Be!3%uush0|)gzv9x9cA7uBMnbr<E?x*u7(h;9>4BBJ6)Ln^L$>~EA zs1I4lOZrUHP_JC(BDY9~4pIJJNf6@xPe17-edOzuw#o@AQQSwMu2#a>4IPfy1zJ-0 z&4AONW1YZ7DN91TmII;F&#*PU>WcFw!vDI$wQ*lc$&sWw#8<D9=UdsZA3KI8u`d`1 z#JxuBFJ~~nCt)ewG8^lu6%%D;3mn9MZ6tpVd|obfU}#`A@Kabh!?Fj?1y<eplKdL_ z3`$;e349IDXNu_oj!GGoSg9w6ZcIqoHyD1g{aMxg4tRF$=e%=sOo)#xzr1?ApnGYq zdS{9J-0LOyKmh-D`<-=uS>R9R90eA&yWoYI2fj!nU(e4S{Zod|Yxi?AUj=?dGw7kh zhB$ORzSf%rIAZBV?t}O`@LZS5z3OmZVz!9H+#ke=%xe#|Lz|Fa7;;sjpTdr%J@e#X z*A*s(N-GzDPm*#fso^(-&|vlSEySULf2I8JFBh9<9t(egXPnG5PMrr%6-v4E)&{y_ zgFn@|Y=~o|N9$hUoEzn8TYxJo-e)Pa(hj`RzR+T21)URB+{(5Pp66Ge-SJ8j`s1+I zmv`<N`n9mWn?eeHI!jP$MBd61*Ks<c2s<%YXLm#15e@iL*@3yz3$%@C<u5U(xKTYW zxE?xG+4E$Y(ZHK2=f0gs-80rAIIRTx)%_`&_7L;JbWHZWjq$?yh`o=Mt_Ko`!)B4c z6B#idT!Wf6G!*)q7)OuRZk$UPUpQ4O4cz-7@{bwteLdfq4M_&z>s5xv(4)v3=gP}3 z27>pzdDt_{75crOqfy7upI#{v$<_o<?tjuvd|?sixu}^mge`&N$3iY;yv2UD=LmC` zfww(dIOt4;`nD`yb;KTd|1j&TKc-m6^4lyV*MV=f`>KbL_w5hoSMkCwF1IKyn^s}J zyV`f9JVD*Yp<yN>3Oz=Yhy0`Wh{M0rE>i*@SltvJRvm)QH{m*Q0{-?Ru)syo3HitA zhIkB~b2QUn=pgXJe#c9rSCQA|%%-+{5&xuZ9j0>hkXN1?r#PW*vnYP&>*)x)as4N= zGtc|(A7<xk_&qmCzU*`*`m8*6>JI87-=89o)3!Jhr^lb@TJ0qe|0*!g--{v;;|4EH zs|Z71rZ%Ym27bUGS|DR`5&8QmpWz4C|3%$@{T`T0*;q9wceW5b==ocY@tCvjT25-C zkdJv{y2AmF(HFY!$J}$)9p`r6^bQ`S0X{F&uj}K&xr2F{S9Y3+BXQILi|G5%{S|90 zLY^t+9dJp;_x)e4Wi(-(JM8t-mm*O|^XfA7KSE#j#5?<(dCUv!Qt1*$em@yPS$IAe z_~LKrEvHfFYa{M%mMtMK87_W&TYz{{JzwS>d6lSFc1kb?UvF)B=E;D!n!T14PmSOE zFn&><2d>CGzh8hO20Y=JZMtiSU%hiCtf|1W#sfCa=PMA`i_Z%@dk6n|bX{=_b)ScK zDt90Dm&P$J_Bi}i#yO}=(i8aO{O;qQkY~Oekol?b3-&&(OWEQN9pEuO|JY&Rhs~tk z4Dcw2)hPE}A!2U++jAR(Ux9BvY8g#`CSZP}u}bbbf%q`vO{4XB#Ph(tH67sN>^gH7 zI~1TBa5nK8$2#2qw$JPt_=_i`opTB71mfn$m8rOM1mZEn3t@~G3B;58wz~T<H^6^1 zC6bjCdH=(o)KC_jXCO<qcc2AN(6imO;)*)_QfZpgd(5XXs1w=I*U;HzXSjn04+*Nz z2y(_gznDMOn}u`MTNP^Fc;B=2p^H~bael&1^Owm>^hFpZyH|npPLuf;jr+py#vT(d zcY(i3?<IEy{v}*|#F&D0_u_eFUIu=9K~Uzk*bI29<l)t{H^39*ga_rBSXa8ARokfF z+Xm`FdVr%hPRw;2K|Vd&+a$644}G>wN5>ibTvXWi_0D;%@Vif(reA`Wc`@>VYXyDS z&qw7Osj+YKUr9;0a6fzBaWWY-#Jigp5Af<>ZbLv8O#$xZSP<?}c8*8Bp7t*}ql3C7 z^wD4}^0m=df0|_M)1CDsE5fQX(dXkbnJDIn<ux^*U%G<1SfL&xwLb_%spHqyb~ggw zi(avC=pzt2g{ZaGTL|C@b`jKup##)t_}+)Ph(QC^Gv#M-PU!i#QQsQokeTN54~}5Y z`k{ymRXp&ck%v*+ldx;y+sAh1GQJOVldi!&JXH=_YQlP^l9>GJ059Ge9+p&$xVG?c zGSL@)n8b0}hvPAH3TMu5X6s?D!SUXedid2c?c=?jH?S{p8B9C+l0C=ji<WG0Ufu6o z1j%dg*8bh+dLDx(Hhp+eMGktEr?m0bh|ix{3QXm)z{Bo3OFi@qczlyuTm?9fgUh5Z z&lEi2m9R+0+u#?Q7vJj;pf8xMZrstAuw9Ygn+^YY@gZYwH{wXW{i*7mK2LFYnD_^I z=)RX?4eKyh<9lueWe)a3&1B_~D{!e%wB^EE_{HR{PtQN5!f#yr);ZlUUu%<CzyzE` zkn2?Zi~3uvEt|XK2yoA_ES4(7n-_0c`n7^EZ+##|pyUG9$H@7I-!ar-$){hdm?J;j z*4nxUeq&}^q~QYWHJ1C6$RF4}v2doazMDWyvD3>r$BnrTH+B!d#Xbzq-T7+jjdfe1 zAeRMx5)QLD;PDDNeT6HJE!be^-t?hzz(EJdKYPV#fw!0n@zg~h&v;(p_#6fLHnbMz zvx?xe-g0|q;(a#b)*loRmsUCsi&$2JXEeP^z6ze{{#wJ$16<IJ5|@4mE+GFK+N5&` z0oNP+$@7-PIl{du{@%~QlXTuB7Q-(DspSP|VP6!|AD^usLZ4wz1{)O#bae^xCw$$o zFLZ~^PR;`d&=I<R*#PfGOPwfLL_UkF_-&&EUEILa!(O4NE1LDo#<Bi(=f~*>gOLwr zHQbFJBj4Em@HZJo{5t0G`8xW!wfjj-US?rmqUchqO|VZNr+;6DU5pkwr+((c^M4Jh zoQubO0P*XlQ<w+$n%AxD1@f)VqTKO%T^FKzkWRBj6zXj+i7R?}=zogZey!p_AA8HL zer_LhU;7Arz7FX3gv?%%*1-ISqNnj<h}Xmc<F8t<w}gn2-6prNp1NF=0)L@PI>o*4 z1@(3jBXyT7Gve}y$wC0)u4?2jAIVA76}vkwnc{UpHcH1m5I^j#6cvT>oB_s$(>u@o zI%hy}(gpdvPx9DO9P)y^#lt1+!*(dS2`lW=jcYEE_b2+EKgJ2?upW~!Y>i5%z(*5} zf|Rk2lXW*deA-~&+fKUGk(k@<^5wHeE_m2E>g8)2;P=MXEBQ*$_axbO^D*$OZvTIF z{tB>v`g_K4R_OB`uUQepbNBaOjB>sOoVw{;6o<MYS}h<s>?Cv?^ZVt$%cAcyY@!+j zTzjBE$8=;8@7r1spGwC2bi$_JmSaAO&9Tl@;HwVn-vbP&`yTv?xpWD0tVol(zr8^` z;YvCu=xYLgqvX9!DfZ!yOUtwo@~kS;DRzB(oVTSN5LU?|5VIG`hFtOq#G1Zw(dB*u zah;~w`e+*NQ8{WV?feUK{iv6f?7+`C8^01L7X#lq$`HC6`NiKo|HmHq)4mv%r#gu1 zzVtrbX$P@x&l)b<j^n&AopAOx-p~15Jo?;0+;fwjH24|3x@Ndh3wh>_9$ZE=3H?*? zZ*PzN#`_lS4^EbmLw92G_025SGf$sZ`vVL3q4i;fd#JB9eH=99`=NV?($gstN5Am} zJ;ylm(bCbXs3~>C`^E3g-|_xKXO}h|qY!7BBP-p{q5cS&*4smb&glEk0Ow}(J;pDS zm)ro(;pt4c{|z|n220KH_vnl5{SYHKhWs1lHE51HW!7i3`d=S(DI5=`IAKpK%j4@d zz^CC!Cfzn$u)CO}Mn!*d-&Xg%7#`@&#(lq0ZM*~C+P8FK5qbBs#07Q{;GH&a8RbmO zZEe)%6^J>FK3GjRWxNz{NXmPn1}E|;zpr>K=6`Cx(R{P}3GNe$Gn0%ZClGH$$TNM( zbSAcByN(jHF;D%KGOvIc`lu%#Es@<v-S^nbmlOGAS!3pyFV5lZ{VAYVP>1u@k1sGe zwc)(4=3N&Z{9JgFRP)YB%tH|?7dVXg@I~*_!Etu%|7Ff5M<L8zxA#?O#QtW}*M>MF zZZa;AW|Sa~y|PeWU&80S_uB7tOF8<wSz1NWUEr%UxA%Mn&eZQ4?Hf}=9Q-8eQ-?Ur zW=vL4Z2>%{??LHJ2cF>eip-h<`W&HlCsf>#ACwwRN4ODpdWz)Z;TP<Fef$gifIma1 zxx`RMq)~R26)Phj?;-u1fqnFxxJ6b6eknnk{43eo&b=%Svr)6ay{|7)c7aFH+OH+d zSB>*Xom450dEsC32Oha~LhqrZJ{$iEJfDG*m;n08S#SKLE0qwx+pmo+;oS6-{&l8z z@u*{2p1XwOei{zzlJm+Xm<Q_e(Ka0ZVxdvL`IHQE!yZZ&HpAX&PWFqHg%F6R<HBQO zv0k<Q3zT{AqZOs+vZctUFW%DK<Gca;vsD#hF$Ir3Z6&Ra`L0zJw=c)xUK^UzA-7-B zA+IcLq;#tSXHBrlgz=)UO+D@AFAClFDS<u8_?&lNKWEH_zGsW|g-THk&dXRSSsXe6 zo;)+N;2Cfp9j{2_1?216tw?ow2CVnMml#QD^h^IcS8H$p^U&y*Jt9w{Pr9+|W(@X2 zQ*B?vI}`9^?Gdz%h<iehPAYR<!+vN;7H40AzWHyW*u-)8Yj&(h1aKP{jTrMwtTXG9 z%IYd!Z`AG(A%c2?YUMUPgBbWCe(f$H)Grl!i+)4ETjpH_uS`&fgjkQ7NCPKb&}bmG zZG)G&O)Gy9`PqGD*U%VvsL4OOiG5g?2PgQIpLk<^ZirrE9|d1@wCtKS{%(cLT^>I0 zPPE^m!%l-&U3>h6gAD5wcIBv&2nFhdS@FJg<dd7Ey92HE6Nn_-?SCt=PevrVanX2= zY^A(+#9N#vS#}KQH^%y|D_SzZo<Fq<oQT96*Wj<)v+amG{8`*Zd!aM<FcWB6iukCs zK9oi-fj;?y(nT`#F;eFLEb?mO{EIz_bt@@w<f~7oPU7po(ZRt!*sp50?@1YY<lp)3 zUALI9etWMaFw=ow{qy*0%NOW@R7%Z-(9at%(V^*5MLjkUwWb7|lu@ocMUw*kz^lrb zm1)e?(lwSE-NZU`X><8NS8pm5VQn;p{cHNi5({2~?frrFtrqP2!V%8)%g_&pZJ0D6 z4oR4}*ODR+xX98qDKVgq<MDajEsQ>1eZh;Yr{Iq-x@B@<AABFS9)EKexYaZC%ke+Z zFSy@ktw5d`?<_nL%LZKZ`eyym6ykAjQL)G;=uRzDOK$JN+}fnJD?P7(Q$3@sd5bY$ zS71}+A>s>zz$aQ$#Br}*4+KxVAP{-G6qQ1MI}^DpXy~&}p$}Bkz08jH9cljgM-hC{ z_28-@H)-@o?cZ?F`4EVQn}|WoNd#j3ue>+M$_Ye;!qkw5$mcwA1&Ze@FrW9wkED3` z!`m+{+Rmkjf2)C%FH;G`|7H_@k^hH2-KRMEW>N4>QaO{$z*!Z-<+snmPq_Hlul~h8 zXfwS!c5MQ4r1q>BK9vNYJ9AU&137qNf#+6}50KY4ZF<*+F*jBq?u|wX&f7e%C||<9 zT4c87Di2_u4p*1-#!cul9!L>n;7`r6pHi4>pilXIAX$<cdbztPC8zOszFTT?KMn<N zvs64M0UoOB=9Mq2B+#2xsp{Q9+@q77ZrG_4nQpkU=Do&wSJ#%M=dq|4t)w#DkQd6o zo@#!!yrT<^dog23Al@@m4E1F|{bW*E%M%D4QLdX`G;q+rjqg?#uDDnCud_NWc)wj* z)zoKuoQZZhM89`3i1SL%6VK7({V(fHULw96P|$B(W&t1d-@_PT8t@}IhpmS&U*HSt zF@d|7zp+yKZB)e&eW%5DCCo9XKQ=<i*e3`?Z+;~m@BKJOA4;6mp@jW+J#~wWLtVy^ ze*K~V`WpEkM?G87f2}#BW_S$qC?}p+x-&ut%Vq6V7z&*~={d>n=fHV(UGvp=T~+&) zy0O=oOZwXW>VK#=HrV%lxvvNQ#Dkja7UHA5gI3#x`@nnbVWHLA$o~o7RwK$_=XDve z4zTydye0F12<RN%>8^GlUt0+AoOTJtdHXGn_%%xK>5s3BN`FWGrf|1oeu=uUKbR#H zd06uok?*pS8?jW<piu*Ppx4xLMjU=4M{0R<gdY78FXw@EU-UKBJ);`&T<w-$qXOWY z3?fSTs|N_guHMINyr-ZSYda#JQib^r*DEQLj^G@7z)IX5ZTMYKa(IIz=By5M;D`<G zcWWX341j%Fu<Q2*3WA@#E-l|1i}@x^4S!E#eLHEc4>4J}5Pj0r165xDhrSxIX9N%H zP5AlhG8y7cROYe>>ay^U>0zyS9aD&UamY>R3QINAK0igAG7B2jM}IZv`_0f<)QzQz zf%iJ^LXR9E`s_d!=5W}WZkobg$UBTZ6A$9~X_K?ht<kq2oOdumKjcbrQ=*|D_zd$R z!Z7kSL8e4#2zhwy7tNhOGVn(~&a>^D2eZ?^R{l8z^_s_D!6^ywA+y2ys?Ml0YBu~5 z$e_b7?u_(CeQvz=!Ji)fcbXz^mqf)*f3bBw<}=o1jEnD+2l7qf=k>X5^xK=OpF0D8 z@84st;wbJ)q~<1Vo&o>#*K3$g4|w6KbVbBd@JhulZH|}FcVHlp>Icr?yavtb3ZV^W zq8z;&cMR$Xs+ZS1=1?DN$<dWq0KZJ+4-c(718>qlp}7~1_2JZH<d1bG9#$?6zCZ6w zT>1OqMNF?Vk<B&iljou{@!5<@@Ll9f0lATX(nQSVSeWYLhR)2sjI7(Zoj|nIIU{)g zDDtjJ=jtKkfr9<NEM?Tt$5v&a>qGpx;Ypo24V>V2c1F|)_4X=GJnsdc;l=K_>?@18 zj8`tWTaMs<>tyPYi7w#j$IU@wi2Gc}OzRVbflmy+))7@OkL#XivMv0gBBNBs|1$8w z{l=1#0^~JDnkMIb;F0jR9e)1cThik?xvpZKgq`DsN$ex3Oa5(jtiP=F++D&de&4xH zIEi}WG#k}zro-S9rFGsBe&YM5pE}g>e-<1*{Xp>?*1gW}urzo)-naAVJ=);S|J`^* z0X%!s+e!241oTf#Q&K@DsQ*}K)gP&%kCZL;{_Gp*sL~Ey0>MeV79JLsHQ`JYJNB|l znT0^~iD`G6u_6$Cty}8JiQtdK%rDD{VBL;gU^u!LbvBjW{ae|Xe;4cY%Ssb=+59=? zrycZ4LRMxM5O2I+2HX_)M?AZ?GCP2{=t{fzoD*>+^y8NdL4L&Xue=?!jo|Y#ncHun zJ|WAZV7~#oBrkvX*J&Mj^n0@H4Xo!<`%FF&`7D4;h?W<9z?*`LxfF%4!=a&(bWZe> z=IXn@nnSm49=<9Bdu-Mz?QSC=zml6@7yAet%Db#D0{+JL@owGNDCG4v2IJ4*Ge-BH ztdxUa4X&4#{8mRF^%q@_)*0yI<CNM(k)K5mCU<Ayxv8cMokvx`(@AYiNN1prXIR@G zfVgtt&z|aS;MoIgJa73Ccc|3zNaJ!4XL1sLSwnA0GcT1qT#VnxhzY77PEF)$PJ9Bc z6@L2Qw=n#|Y@EZ~dIWzzwfFX20{Q~B^TMGL&=ZgZH%)^lN}+x7?HBT|O+TH$Eb8h* zP4Dbqj)5<7deShZ2>qRJ6k`~0)lgyN@jI%RKehhyFhwEmhdaOI-iDu(?B(C1m<pWQ zZO(fFeV(U=l{^jfIIj{eaPSl2Y|O(J@iD|<nwD>CL)3_i!7uh+D@MMw`*`<TC3uni zhJ_3~FPDBd8>`Y);?b?v-4d|B1)q8cT@}Rjq3R<cv*0oK533%jM*KJy>C9_@{MOYm z@)obNBTH0rM%>@uv1`%-`xWDpdVr=Iy2-c#nI`m4Uoyx<IEDf5M@)2eX+k$tv~Odt z6Y#rNu*5rl=uVI1G(IFk4}U=AqHaItxuvF@+C2yUoZQ005&QW~aWq{7eIqTt6T@G? zSCtJ9IiHBbc|?tva49-BB7@KoLw7&a?XCj#-={FoAb_Le8u%lHK)o-T0q9R2H<#ow z!@L?#KTWnY@LWNa-?RV2*Sj^D1n9|h<y-{cqaLHzmkKi6!6R<W#><FLnvr6&4d99R z1J?d7QXxJx=1wRwAy2;l?@wkkbj0M8|3Y`ez9I&bJWxjoaAbPe*h2r#DgTBS>*`(f zFJTDlHojOT*Zd9Ve=Pou&h0{dv~u01e-G@Rs-mqu9({^kcRY9r*iSK+Fop~8BT_Fi zqB3x=!|1y##E-S-3?n{0r~|bODRcLsztFU6QLO@XL$`uu0r;wCzqW+dGH{NLk(~Df z{OBJ|M_etQ-@W2>=6nM9WTpM3J36t~(czXmeW>c?;fO8N&5tG}l!Uo(j+3;tX6GDG zsbxL~BkF<~riL0y<nQJCX&<!f(O;^IaNoIK_w^B{#Vzb}`tuik_C2WQc;l-$9^t%c zW%ZN+`fSc~T#}a-poe1;<9+`beIU0sTR-H9&silV*;<(A+Q02wm56g_DmIc+E65Xu zHEz4WqtwpEeJzi{yaEZsU5{YzXEMB5QeoG}MvGHxd3Jb5%bbsq;Fle{#<@n(hubH} zk!}qA)>L$wuN>yh+<M&6h<Z)@@50;9z(s4OROUa(u}=?9zH33e9O0iooBhv)c<K4X zgFh5IeeN%{2ZAxT;Lab7XD3hxQcb5uAx??!&y<)$9uW2Ci?9K%eAatQCNc{5Y@PX; z#bkr?S|LVulF8ursyU^^fv2m|p6g_Tr&#;ZS9P=&=UaY#2|5ZtlRT^wdJ+3<Dt7(i zap3vbIuFGIpWsK{?tvLbI1f}&=;`wdeWa{IXSU%N>L#2<!D*-;@}AdEHzU70ZnxU# zL8n;S>z*)*x^yzzdlLJ%yQNI6xe)b$m7R~&5_AuXC8K{*5D(dBd{*4hZzwIY6Y+!} zUFQ9Fs1yCyPwJ6jqR?s5<+p@mKNz^%6Wy`yd_C2A%&6CF<!7~-;UDuYo2eT?&_9Xu zNoV~+zj4IJ(K8z7tHf6gjv~G@h@IFxjP+$*I^%f)dEib(#kY;);Q5OPA<ukJXRur% zq+bF~nKs~eK>VrBmQZj?!#b$TBx!sB|12@+_YUhmGyOT10Q=R}FD;*3K_7wAGHK`j z>GZ5C|8b&TeKBwTmm2XU++bSx4c6DtZqKV_<cUveTx67=ao>T7@Pa<}=UBSTrtcZp zRlWF06VxHciYDecCBXle^(TZR1OMC$p?FM+=Xm%P8X*saH@>;j0DhU?j4Qhrb*$Br zqZmKpVs464*FXd6--c<fDo5l?+6`8bgV1qYqW$|b9eA?Q<BD($^jlfop_;(24YVSs znVYcgKWB+?%!nU^K{_8t=-e9%w7h_WL{z6tO>A)PbZ9)*6nw|TLAmGd_0U0SeXyBz zMt|+Q|E;J2@E>gw{JPn$#4~CNm#mkuAI-Yc%X`qD&bY<nuZup=SxW^s3h<3|$%n4P z-i`gQlNQwAT#v~^zaNL72Mvhm-+T$4`*``jBgngBGJUtod{K{hx8=#Zf>-@;PwL`5 z^ogc<<VcF3kDc~p@kD$&sI+i~Ndx@w5Q(2Q;`ifz=T`yn=lO7x^%{NH`z)Pm9$s$} z6B4Sq0sQlp?Cl#p@ZE~3+9P)8R~l(IeZf8m+b(8Lyaj*s@`L=?BgCobR-aqHQ0Loo zYUO}uD3Z9oNe_Fvcw8~d8Q(7~++UC5z`DKX5po9~w0?}~88vXt$@@J&gTj%g3=@M% z!29i2F$@>Y#d)uU+x?C#&|MbA#r<@^`QrQAr{;Deu9M2Qc>?$TmT^4g*@N?UxBfWg zABP^QKf*;s5P7*J=E`H}SeG^ze4nBY+onir>R|()o$K~<2>Y+cdz0-q@(u@a^W8bv zeO83t=K=8IPENBGU;ChsX;37$na6o0+bGv5;1KFxQ)v?SF<+pJa;)p8GqL)<M^7B^ z(*5QSf67qTMLLS6@9M_=ukM^v1o+A3#`3-v;Qyqt&plGNFb6t&ys{eml<jQMIhKMx zP0gNT4hsZg?nhFGBT}eGi!l~z3Uez-W4Kj-XIL!map$)qzECF#y>dZ)^{w)>3*uh= zCgq#SV%WiIyX4NjhmnI<CS^0=55}z5k0oM%8fGMOlAseIzh3>+0s1o+{p+HusJnVR z43FM{{r(wv_httDjJ_I21{>hcfc6m;)Uyuv8A#Wvp!ad#enb3-^Dz7NC=bCNPPrcl z8biInQ2w-qr3SoDKYxlq1^A5NspkXoh~Gu|6Fq#e+fnXN%Ov3MFRsTr!Lt%ZOT{1E zg58HZQ!K#l&DO3uN?=_zKIU@>Ax}`9Es{+HpO@BWA;XFNI#U)^zjIDsYEW85&>C|m zLeh5MqeYz%7;$yt4d%Rfj>-~d;kT4SV$}Y~|5mTwX5Pd-S64}ezkqkO4%d&H9YnrJ zV38;5MV}{dLe9_yIJaE!OoSrru2<sjX(P-%QOd}DltLhqi9g@FTu&f6zOPs0xJ4ko z>)5Vb^8|nK;X`nyHgL=Ef3~vW$Roc8=L_YaYkl@il?wRuT8`BC9valOF<hHwzp)R& z!>Ro_(1+L6eI;B(-@{Dh<)dooz8#ni|0N<X1lgW(wE%yc-{2eJjyy9xvUczf@UtDO zgzZz*(dPC(uNrVqOV9%mHQ+0CRkg)?pV0SuNA}TcKm6fi`sHKDzuU5nO$pe)<J{-$ zQ^Jrhdfxv&vJKrrV|Fp!3eHh~)a)I5g!)^BPl(+cdd2kF<zd`&@`6eCv-}?Do2c}c zez#(-rs4&<7~p{Mg5&h|`2KUkt1LIz_iFarfgBF-dFg3qa{r*OQTn7&3Oc8?+n;>f z?x0TKJU8?`2mJ;{uGaYo<ooS{<`d{ssP@^3FQX19{@T>c2mHa&$xlKDdlp?}squ6G z|B`*LMVuKt5BGWhUTxG(C5<n88sINt3nFxfF;~~4|5YS4_`VBSUQ9>OC%W}=I0bP; zTBnNATOB$JLw~^#GxVXILEt|D?i{&PGW;5KbH)KTZ%fR<pvobU!226ihjPAS-_wON zo#u|>@7BJ3f0zyZ3%yRiZRDfy>v}x@z{4-xobr2*yhP^tPNq-+b;K!^b2(z@D}1*1 z>f*$lgLCdvKCowv?b;kN;Dshal(xVj;D+l~6r0@O)j0Ge3{N9Ip4^N%qkEO8#+b*? zb`AC#<zBqk9D4TaN&h;L*9ZQ!xcBFRFU*lVKU4&M+<ieaO$7TZ8(LBcU1W5Pf$b&O z_k4)QK7Z6>$=7%f)GI<46K8VxbR^Clp1XWH6LnqEH(&qWGFRfKS*Ne_;9<{}u-^>; zZf^WSx0Vx*Ji^&%CW$=tTctq81Mz<@X4fqltd9qY+D~EN`tYsO$;@-$p=+JvtH9fg zF}lo2y@QUm(^O0!>+04M_pqHGcG-7fpEu$;U5I0!DC+HmrGVa(z+H3C`r8T9n1lXD z+oHt`I*E~7W-Gk!;^M)xdQ`wErQ;2GVaN~ZisN@qpx)?lyja1By4v!@n>l>V=(dfF z0RFnywcqwF5Bwmc__-=@Y;l~OMKJ7n^{Lp*{5Jf~qf{Z5h|kqx?cBBrUN?aMq7eG5 zUE1`)$FY9mJa<0|tb$(=ich+Pe4f^Dw5;(p@TlJXgy3GxeK1w*iW369SKD3-0`9$f zo+5?@e1(1Rt;>z5--@KmkL2gUUL4w3Wul=cubT8(phBOnrZ$+@7CNw>Jbvk@*G7+b z2Ff9CcodfBFC0UkE^*B`e+qa)MAR{G7tXQs`;C6bdg~<chC5fne=ge|6=}p=m#HIr zWOTtp@e0@J>tOwh(la>NF@Gt+sXrI~5lwdJj%)<t@+X78E5I!=&s>E{qtJh%82NSs zeBOfJ!+7&^=+`YS@Bgv2b8ooQ-O*+EM-*SR80?yF@>*mB)+c4raC~wGx(T7*_kywR z%~=loUD@a-X*0SP`oVs$Nl;Bbb|FR?xtPUZ9Tx8YJ#Lu*-Hh5nmC6|OAL9NLkv76V zJ!YNn-Non8rJ*`m4}Vd8T~31dR`>khlX&E3@vY~9N3Btpe7XLk1v<wpGv*$5#DCv( z;^>7j#Q*B8F?Cw>75wJv=ixUu$Xc)cL!7nnWuz`a{(hY;UO~YAPC5j4v-Sh`oXI+S z8SB|b5$({3_2XvOxuF67aQW^ox|9EJWzav^nFn2EbI-q38F_>HfW)mI$o~)IkMGsO z+@_K|j>`t{Gt1kWMzDJ~sqq5}_i*kp@#ob=Kh!aG6^DK8ktg2C^X$wm+J4Y#HINTI z&#zs|(&v#+<Mw8z!JZ`Tb7bG=U_RNSsD`=@oI8x0ciy>w;ZXD$e|qq2>l`eJq?cWY zmmeSLBL{CRA$nJQ6n5;K{(9uF1@d%uPzpWb0iTO(c=ZqP9um<^3=FU{1#OuxPto_c zoOLKey(h?Fo)Fp$elbj9><nJlV@&bi6BFR$fp3TZV%<9Q&j!^Q<DSQ%@^>P-;6>W^ zq{?MOm%q>b<%JgTu|qSADZpt1?>x011CPzB2uq)R3H|XzsMIFnul3XD9DndgRDE(R zQ}CbTe%HV5oPRlg%48<q7C2eZFGT1z^s}Nx$(N5p=l0io{fRdArJRB70rYxBAGiyX z2cVnYv<%4s|3NpF`0I5Rer`%Jqlfjo;m6H%#~5{?aG_HQ_91HehSVzNRW21V4Yi^U zXKsCayX^>Y?&Hk#Da5hTw!hN@$TJJ7j@(VF@XOZ)j!%<ZiT96Ke~Au&{XV)GL<xTF zG;8^haT4%3`-0_6MKM>wWayyD5bCNyh2`8S;K@dwH3co;9j{iqO9xzt4yWllZ?_VN zYVA!V5qnTqPqKIUUWFcjVeo}Hcr{6FM!OEgqxV%zXA*jFPv+NNS(kM9%|gDaJmSWU z#CF?U1?)q@OWoi9K?l=)d;HUF<d4I5(pe;s-(_p^+q{4qVsUy7ep7cTM(tiF^0BH6 zm2MpBnyQZuc5aAsTfY_?Kf?Yfm$lyhLf#dzq^J@E@9NStrMiVVk5LD=eD;EuPGR5} z1ukO~rhb{Z2s^NAjVMb24|j;n%?W;`ahvL!@qX~3ZhIOm;7^8UQYj4ZHAbqm(FS=V zTOl;cISl8M=-EsU#-r}*_e<L|2>hGIcro4tdb8>4`cu#ekh!XO)4~tmIp(OE0S7N! zw#Z%BgbvqDT6Y@$5W(qYWG#X@5_cA|RDgdSc-FgDW>GhDKWw2`Lfo}@pQty2c|NR1 z^F_#jCpuJSHsSwcwj@`WzTy7UF<Pdp$j@@`_?XsSqu(IkJSTJ#>*m3K|2o!D)90yX z1>#Tr6Jv!01JuKl&-Q<SAN}_z@UplI;sys#$g`*5MIw!4A02^yzA@+Z_eq?Gw-3wG zf#2<#u-It8>sd6-iszM~&(OaA{0#Qdpxw-!68mFRn*ZZHc#HbTjj$Q`C1>v7$s4HC zlLUhUE`CQJJF&I?A^f?o&cxA77V&>by=!L<qQTn5pcWU{9dE_#$}^mYTXNF8bPc%H zaGY~j6Y9Jd*Kdcu0-hR_<%-MzU(QJSt=J6xw!`g;JLgwPW)BzN2d?7QI3UW0x=U(f zemVRobo5kh_X3fh|JH^n+W&)oGqQ#0I)@waVIKc85;^RPv|v|HEBrt^F4?{cI-XX+ z<)UctSI!g#Y-h3lEuU2r6`-3P(XWhhgKon7Wrma};veP5y#=s;ffT=g-_60}@J{<k zBi`(G9ZAYWU;oIU$bYHO6SQnRE~|M=AdUn-FAo7OdSjLHhXeQ2ynaBx{vS2)=5yN& zGvrtL-D7s=(}2TT<SvvV4_Qy~>kp`4-xAyG!hpjh9q;K0;yI*c7Lw)Ms4sMOb2#SX zesPkT3({mRM9Y^NC%(S~zeRRF?Ev`m?F`p_8OR%c4ihHZh-(EYF+CQj%fmWe-rSkv zuJq!~jpzyJbyfvf<LJR>q<7RX4S+{n_Mhij!#=JYD=2~;+Vw5ZKU;v^gpFnLAfKAu zWzf__UQ6D`I@b=nJj6H7?;#1kBZImj8FfUdu2xP84fx&wf9c6ni1Y3xn!0U>uR6Ib z?!(AGYrAO)$lv=15>k2C!JocUIjo2H!_PW~Np#@*?l{myGeJ+1!ruQLd@ZM@1Yx8Y z^~0T}*ej^Z)2PhmonVI|1y#O*Jg7Hs{nmYpJjvap_}~%huJ2t(Dzp%{D(b1F6pn#^ z*kD%oKp%8h_&Vol==7z8Dr^GX2}GAto&VPE5l~lXEHL*%e<L<<$dD58t7OkXW#|ls z;&c7B1n``@8qP6@U;dOaiL(6A4^VM;1vp@xX*!EC5I3Is%l>B>0sJcD`Oaz;Jma%P z(?vs^j~KObv6Dhx%H~NaM4f%!Y1>2KCh&yj<9k-8fTKRX9(nlyyu4;;%6Z@-Nw)Oh z`AFc?tNdq_H}L&Q?^r(6w?9qPPtthe{-pFvvrfs-VYiwye+T~?LeK7Nj`+dBu_Ed8 z4mz}bNtc<xUp4-Ia%kHg{36RK`ySwp*c#3Q9*9!}iopD<gV_Ihm7tr4k=LV4&KMm> zKe|<;`XlB%oSUJh<Yq&ByX{WC>F!E=VtItW=>+Qa>`$_SdN?mCuQfl_i~f_?T?uE@ zeG1k&ch#UjGSoQTauVy)8K(8(=o|2JX$m2w+t3+(-ut$Y0(DCc&p|rmW3I|MR(}(m z&zfN7J&$@%%2$lvYZQJX&mAMukNKekM=H(;L9fV3YWo6l<*Kej)Exude@dCVMd}HC ztH#O~v;Uxru37vh*9E;xMw@Up^5iA*f&0hN2R^uDd-r5N_`92NA}?BD*P?!}BW{4_ z-j;o^7q~<ql+b$}dAG>&=d~xdp=Vs!R`Eof;oBSUwFmgK!828A3-)+f*i%yxxXI@W zxlAVh?vZByH(wDaqGi%M`W^va1yv30)X%*owOOOcqn3{^*?)pwa`c7AUnO45X$!4S zB4FKWha`8^oN*<F9S8{5L|yXJ{8N(&>g&b#)p-`c0biQD<|J{h%6gfPGZgp6*`;kf z+(3Pic&y}UA@X<8w{N3ec&?uZ<DNeF;gKL~^E0UPeivGL|4_lcRJcaH0gw3UZ{mvr z9Rg9GA}0G?6!ZZ6y(jakQ70cg7*B=$@nVg5|LX#H42u~VD%hJ_dPUAr_>JWEa?5Kc zaDPQ>=3j{d?2nD&sVVS!O#j+ef0ZMjKF+Wc1m00lCFiwK!#z16w-|rs!rp&z9{B(} zWszB`<!nYhc}VB%b0^^a-RpTTU?00V_fn9Y#5v-Cq-84L6#ici?ZdDSygA#}{aA15 zR@Ipoh~tl?+6lE!a1L5pgHq-!?!U^U?mnB0{3F5HDtR7!s^En>Jtgp=G+oI%_uF2R zVCo45o_uKj$}AJO{|fh$vj-cY?_$WT<h+Nv_mJb2W$>r0tXvZ0i1WLzD;k}E{~XK{ z<NZbe&v7V$@)>vy-9IP0R;O`3{ix-M+B)Qks<R`d;JGAZ+B1bSfm^l1llYMzXnyf@ z(P4gxLZohv)gtUCGgo>Py1#j|)NEC}e|u~=jyfItbZ|hccN}xvA7^&fEulY9=F_eU zyZPp0{#}|JbC!enU+as2=L(U1dgmwNrJde8HQ2Y~YSioV)R=QdL2peDyE3q7*O%7A zI!e?tZvdY>Y0Xu<{S@bTdVHLE#9+54SZ)htqMn(~d|v<@@Nnf-coM$f8yWe#!w@`= z4dwDF@JLAwH~eLSfaB!eG+sgdZ|u^v$L=-aWLWpB7c}6{1|-Jwva!BtL8mOsaNabw zcGV8+Y{JBAwgfzwk@0UO5`8p*lphb2RFOBU{`)R=!Hqa_Y=O}Naas2Lh1|q>;L+&4 z{p!dke+R<v){}sDwiA#`(tr+mfq%0XIG^xh%jD+*{vL%5FNrpEl3uia#{B5_od3L} zgZ=xJk^SO<A8@KwwieAS^k7BD`}win24(kl3qp_NBiy19SdM)dcdM+;0dI8eiRmW% z*5l@KVQVj*XVY<(HvxDly?%lo@#)m`V1YPrSDp!b0W)|dbrp;FE9m>Kihn)VzfK@B z8pvBTDuZ{<{Tx~ad{aohM7Ixk>A#v&zrKCNeLb!Frwg#&ZTwz8e8-VDAEae4JqF%) zF|A+xjry0LRoNEtY0%#MRtV~yHboYrH?W&iy+2fs04Jmu9$Wnf{~lcWdT}BIJUFv6 z-2&`C<Y4?uCe#N~#U2IHGKdpj{3<9q(a)J*3u8n5sglp@xqcsfLu#~Q0pdlQ<AcSu zKIoKV9<_MQ;U2O$n`=)}5s#N2l5}96s$G#HZzcE}(RniI*7x9lEYGx<JVzZ&FLLY= z;(1~J+LQE2e1C}QXS_G&f{G_pp4D(8wk=6nMPi?&%(%l+5sw0lPruz$3p|v4XpwsZ z_&;(c^^7y-%@9T3Yvcom8Thl=oyNIpRnC2#m=~H!)3HH`cq88RUh!9`8<G3Cp3z10 z?F4$-4zwX}n~q)hQSur*t|eJ*c`WkPH}ebfh|8Q_qSrZK|MW8JTVe2vq0YF9YA>AA z$StYNZ9w15l+}cZ1p2gJi{qctq1)l*3p}%ob6;<ZueBg<@G->p)B(>|m9=->LVnF9 zRsR`0j=3^yPwH?%DltaA_|sPf@P+>kRR<!!EKM07ufgAQA|7oT*4e?cZncZZlU271 zBRqV;i!PVlI~#?5)bTXsQ$L`Kcvbg$XI`c@hn4H12lSFwUJq+*(U+dPvZ~((epyq9 zg0UQNc=ngU4fI=9*R}4}v0`3l$(yKr?5hlGygoVXo8jqOzJVmz4=M4}*F4M#ee{Im zGjOL{AN!Nb$V(5eTAOne<Lg0#`CICEJ;U^+JjC&jhVj*Z{NRUs=_hvX?Y;DXTI@dT zzq`fjtRL)UMZ@)0^e_0C^Kh+D3F25dcj^%Ko4ZS>HhB&4N`U?pa~kFX((P}KLLc;2 zR-nKSyiTP$_VX6{+UsrMEP}u@t%u##^u&RigeLjltD!y)^&W2kU#Hf~l5a2u9x46D z@TtGR>yy95UHyUIAG#T+Tm-IoVSHN@`QVOwy&^gGO@=b2;3E8?|CJv5&b_sN%SYU) z9Kj2F)n3|y{T<i;XT^m$&PROd_U=3M10T{_CyC$_E{&7e459v9EDrO@!F-0gtE1M_ zz$-`pr5^$=jL(%{_5uG8IoU{Y8S#bLO@gZSH0tFO9_Pcdz<+D@I;`XOA6CL!{#ik< z&Hl!U_zC^Ta@K&y$j{H-@aD859;E#(ZW;hyygO^p^jZMtNxwH!7Fk1QoS?jJjCiea zi7j!$2lnoI@m$-po%x3Gve&U6LqX3=IAOnsTHZ13%&oVZ5Rnlg;v6|I$M36&n4`Yo zpqRIW_#!{a+F6ABe;_!v19_)N-u1p@4SsHT#*%afx;^$Nz0?8le6shhs^K02lcLVe z8)oQN+-$n>1o{;@N9&a{dr{ZwgnUx9!o5~+Jg=TWz3F1h*J=R%qEs(8@Hy(JtHoyi zV^~LqDuPef1K7<#l?2;E@Y(d0gH$Ov7x9ODX{Y|aA4E>>9S7YB>nz0)*iq=&;r~kI zkOyp)m-dRHZqg!d9RzODe7fhU3GkS~iVoLU1opMlA((0&^~y({eO$*;C*PQ+b~4Al zhpn5hA#RO3*bwJWf%oLF|Fkn_$?JX&Z>%KpLH(U`Y31NgcYoND2F~G%9Fg%x9_HSv z&#yrojS=e`r82-h07A-zOo%t@Jn6|g$fxgwF7RD5NBq&u6xD)1E*emE7vle#iLOc! zLLT%@IwfrlKf0(l@6Hg6{(30$-=}QgGj^Xf4Zn#zZoVDO3cU2gMS?bF7;(;hmA(84 z)_=ZYfq=O6Gr;=E*(T@=L>-6*^~kG|ze!r5Gu!*nLo^nCkmox7kh2wWn*Oa&B@61_ z7<(I1;PXQ<eEub<%a%<V;|~4L(RIgT{dQr5>|GR5_R1)VAIZ+lh?0a5*)p>wBa)d- z8D&$nDCM!r3dzVQ4YTZ-Rqy5f%SZ8ep8G!MI@h_*_+ADt<r+zeQ-{uHsallQjy>LE zBckf}kpGB=Xs9-WufFDZe9RyH#x#Onn}g^->nB&#QHI{1>nUWXi1)n}XQxDuzmxvG z<Ould_Jy4Aap>0j{KPjeAbwEvE6M6xf&cvTd}aw;aF*ZrL{|zt6zGvvfZxfKFv`Uw zAijQVny@*Kez6x_u6Mw@YSb7n<v2oz2pxKC4nM7~7K@+-?~-3|zjuBWb%Os~7ilk{ zPCR&oJ?$dupJ8vrb0TnG`W}ADzSx@~=u)@^|2TeY?9Bt5<65ci=M{hSVT1}umEhm= z$m*!MPhcO<5%2DG+><r+hiyNc*WcJ%-KscGGRlL2mtNq0oFla;6)|UhF>kUMxG%on z>~goD8{z1lbjvGvj@j$i3YYib`w55lKYTNA4|I8(MBm*Af(~8ZCo+K#GnBOL@EeK! zcLHPL(Pz`Ff9g&K_z82~yGZ2OCN&?;?m*A5GAg`pd>nS^K9{7$hPq>Um{d0KD7LO` zKo$ApZ}XIy2S4$B!!d0g<h`;rd}DN^h$9W|6B;<zZ;GM|VY)bP!Iw?n-H`uyz0y|} zM?B}Os6K>vA!RC()`+_0;qkt}FHG?J%HgO0=se5C=3=}1oL;^e4LSP;eD|S(wc%mt zn?COpx#53S$4F-1?Fa8Jw|@U74*f=N(+hVVq5twoMobTIa8;B3Y2|Uu6-f2hH<Q3W zWNs;4n!<kE?DOx8alR$;0g@)*4<$?6FXq92lt+f8s&QYm1}oxS@4*Lrmz74lF-JKg zIbQ|*N)x&7)q^-wJ=5(eB7pOILQYAy%YS{kiqElwk39-E(#3v6Gvc0zsd(s19F;M$ ziRj~4iP26x=SKLXW)_f(y|4Z<e0jRy4apNvIk&-M$<Ej&JbI444;t@(?1%>`v&55+ zVb`KBC-w#Tp?^j7F^|~`^aJD+W-oujzSgr$E%V^7U-ort|3sefmn7KvTp(~sm7Y1c z5qfOm)<uqe(8a{oCc=O-7jud2g=J9pqW2YC$9eSER{T_KMLzYiqp}qK^0OgVNy`{I z99!|{0b1~6|ETw=_*{nK6aV6YH~VYE>EGM{Ua_|NrbZ(!ByX77gFl#l^b%yjdE4&f zr{)45mNLvvha%3uX#X^Q7r0hX)z<c&8@$t=`<D{zH>>W|aHQVuzCw3n8rZuox7~?> zLF~!C-@3<|0=mvZZk)q1=HbT&L+TB%U((oWY(LJ=JKC%?`6P6QtCFb+r!f~Atk3WU zepFrft??}Wf9cEZ)h@(~3$O0HpR7YXXyc<e0lsTI(qT>l9+(mG<@GO5)ZLPI1V&$j z_vu}vS;ya<4)aY9oy0zubua2E@YpKC*CCqQ_{!VE5D5OO)vlcE(TTl|$_a&DIG;<s zdxio`5KlEG`SPxTpFDnVbMG+vK1rHBTOzOC`JJY4A`|^@2J|FaGsuG#u9KVque$2E zxuM65xtIEQ=dvO2k;=B8%@^GWyp1%0KDalVM!JO<@XOeB*Bb_Q$dj)W1k>T(Dlg9q zYJzV(*fG7m^bdWM9IQ=-i1SWl$t*Qw;OVED%?`k>V+8F2O_9(2{c+}gCM)JkBDFno z;YXqpXTyGoKp$9Lke@)Fax`LNpZ*v4qsX9kuo0d+P#yJZ2{@)CP+#;g7<OJF`LO6M z{QPHQeje=iMqZ$$9PIg$ik__uCveASQ|nPB^1~xy57wJd=dtB??9xX5{<v)`6n->S z`p^D9eE+JmD7zB&&{x0GFPREFbCA$nIFEmCYQHm70v#{2k;?*coo`EKZz=ro`f|ml zb0hLgB2!hrThOU;1LZH`UR$1}l~1FO`}L*pMD}3#gYaF_UERl%ak(i3^?dF;wM0tb z!@iQwM1J5wZMrgS+|I}gXf{IRf$KVH#~2I*vA?KC<YXP{c@%1f+lS~--w7N%AAvk= ze{@?!KJtt1Nzs%O6xh>t=`wr52KsAQ%`US8=YHsTOMZntmNv>9Qw9#Wt!>FS<9=7f z^t(CQcAqn?6qtVz{kxJew}TX*i>#8JSF1)|jncy`BXD8;NHb*!^gW3^i>|=8h1<iN zCqkiHbPPn_MZ9ndysDE1K9yk1ITZ$fvs?Oe{PJJ)?+~^42){zz@sGV&Ao9FNUu5Sk z5Wi)GWIS`rkxwM=k!b+l4qiC-MDZQ?#J?$Gl>y`l)aShuB(Rr;I+O6q9J)u?tH10! zu&+((YX>xtui1oqBp|N$#lNXvyA0k-!eurHe*5{!UQuS$>vom|B$uIoP;0!;*GxgZ zBDcLkIv6}yK`GvJ3wm2gN09h&%t7f<E^t&pFN<+W*;kAC0XCgsS?EU^4-Se-%7Xud zmkWG>zNR%8ut&oMdun2)^K`*)eG~g0J;T3K9kzE@w1IxD(<1hh7WjXBCF>jNHCwU| zeq93|Szo%pY?Y1vTyjfe;w03y_ID4Y7=b^{D%~|eoO+~q-TQhU?17u2Tbdla%wuzG z;2LyyXTia{Uhqf89}iB!PJ{Q|yrGP`k!14?;VKsB^XK`VoP>R-D=nBdE@F=CyVmph zT|PTd`pyFJM1m<r+0zjB$8H|P0zOpW`f&3;@`mHrzFeNieMTHeiggCBIQ*$z>wY6X zr}j*!0PyVWliuPn@K$~=uBW-ki<_oi<S8Owp{)^B{AG{+u}>-<Mc9{dn5XeXN)Yl? z_0P&S*YNLexX<jo#J-1YhHnoMkA}9q_epFbPKIo~S`$URB7bUc-c|Uow}{hIynYpb zaibd*;(*zM$P8`Fp9p!mXX{~3%QigKE&w`l#Lne+4(Pu>mVW<hA$aSrmg21k=*Rmc z`#d`b`wqOk2CKr*N068~MGHT8X%}3%0z2$)Naa5WdkeT5``V8Rcq5`}8@v~~RJ<rT zO(pKHW>1Ds1Nt)Tehq3MpR5+PCUw*WKRV}^w2YrOFO|F?x{7@6z%lyWz30C)*tj;} zKV}+S<aaqy@Bd4GNAo}ERP5r5b0g@-Z@5V>UV^xEfQ0Au6WHe(^OVAM=toBfOZQ=) zXW63!DbjM(<x(Sl9mv3Q{qpBjCtjeBc8SIAj|6m5&(rtHfpcAF{M^HQkRPU=nwNZz z*RgfDk(LI(5o}R1#XStLlqc=S9xJvymJ5Qg=eKm;L$u&EiITLl8DjX}K)S*J@!`s& zDDijr|DeSuWv>uNRtktoZ-qb?H@ZsLLf*rkkV~$5AN=icLis%(=;TX{X-nXP9cs%g z?7$Jq1Xm|+;Bt><ObP2JeBR)5lK+7>D~z?jr~?k!kGuLXze9du@{_$x1~}m#?4<*L z$vWQ8Uku&8Z06pm>u=2KsF8oK!tZeobyW-eL%({BHg6O1uVl6`#zNq-9_!b%6Fso& zclx<!CsD847pc<)+z~4(H+?;UK7&=3g{&Ra(QM39cK5t3R6Tj}TM~1|C(pT&1IHgq z%INf0p^ws$riHE#dT@BQ*C*ia(FT>qX>#-rzu;$z)<j+YBU%49S@cgBwN2^beGvE# zGX9Q5+*QgQCqh1FB_8~P1m7S2`&CSu4Z2n+<&Y8VcB1kb#|`i%%gbb1w7@ZwYIOrm z=rKa)Zl;dwgQte7Fu4MkQb_vFZWUoq$>WzP8OSFd{ye8FaS#2KHk?Tm$QyD!RsMa& z{vSn)tC{c6KcmE~ee0eG^ggQV``WN~Xg|}QNF909Q9}Zq`C<PPO5#QZ$cr5gS9EQa zfUmMnywOG-K**NuIy?FVJ|6!4alr<2Xc>;D)uK_Ci%eS-7J<Jf4jmfQ$GzmZP1581 z!~5^k=)tc!zUcpv<3=6PLBuj=6m~o&o=DA(yr3_xTcZhnP&mvwMh_jsBycu-2Rw!{ zYwiO+|Ne=6<0@L{W1#&tvlsTiovB4zh`+O`sOtBd8uszz*rBhy*dsS(AnUk_`cBD1 zPG{)z^F6dI)3Box0@do0u*;G-(vn(l)M3KQ_!JDW7ba8soH*>iO-fN+m=1dB73P~# zu*(9;cEw~>=zOP~8b<RlZ_=s0p%IOJ_!EKo;k>A`if2k_aYCQIB9a{rd|6ka2$431 z9`u9dMiu;+uki`*_;)-%;Qf)Vu7lVUm;6mv>;>*;N$yHeA@VpCgV>6B?1@Nv@cjVd z)BB}^av2%$p9=+Y<l(@9ZKaP(Qf`EneOB4j)ac7QdQeAwAN1?h!4)kZ^i!;n)&1i` z-6c=pdyhTlV4b{wd_0dm7L-hJioh50%Q2ar#m<BXN{X%Bx}EoJ!*l)z;paanwPd`} zH`#msi~{Nlb)Ijokpj=C-(>`Cwc<WsJtgZv+%Geq*iQjJdNMSm%Et;GTW)#t2m$rE zg#I|SWb}m@o>2G>zbyI?pJH$yecUP!BNtIWbNHLp>j0g_AzX}g2fDiDx`NlXH2P5P z%lw&r3V*7X<D>G$`>V?IbcNlB+k8@3>DblxBJ@HzprdQqUO$aEs5!x%sp<i~v3ZD# z<q&ZCbdpXn_>^+E@@9+_^hPc&s>@^eJo}<Omg*2M%3Dm^@pISJ|NHmx9P$NEwb-MG z?-M>Xw>}`BXwg1%-f<54*Xe3DS>RE$+4lo0SHQz8PWYu8;J!pu89$svAK*zEof9(1 z=MTyFML-vs+0kx|N8IjBr25lvXZQJU#!}Na5ihmZY2px%%j!4JEfeE?25s`)`GvaE zwWf9BWz_%4K9enVp^uS|_25O+rO*2OtGtYP&)Z6Wb)4T~@715U;IF{>zIoaL9o$Fy zc`En*9PlWvs*d}}M?||XEXV_YX1uBPRpLIH&tyCsu?7E^Q$FFrg*ZFG@qQ5Y9(CQZ z`X%DTf*`jV=`ifQ)G)9j8Fl0N6XQ{v=xb_^%*l{My-7H*Sp~1-rYf^ThI{|M-F>`E z1v=tw?U-`#VYZ83Eq;P8cU(0$9w~-j4jwl9jL(1F?NlcHW#qAx5|k|Xe2x^C-E%Fl z=P$gFV;u2gYV?!TTbyUs(R%AG4&>*|4nH2_=R^G!Sx6qDPiC$A{Y?tw7kZ@=wQrF} z#GPJwhCJi%(BDCM?8$0Vh;lKvMLvEbDdmv^;)>kzFd6=C_`r$UJ0CH}>NFm33;so? z`z5qW5&O5?EA_OMF_#=8^LGXDn2n$MInOcl?Y-V)X@P&FY-qifE<l}mn%Sjy9CHd{ zG>dGA#}%|zoLAofzlhuEM8Q`pg^Twbh5lijb%5Royf<=>WY_8t{D^qiDj#*CCV}Gh zQCHM4*DsdF0q-j6OqsOr1OKHde7Iu4U#1dI^@0DI&N>WkngF+sk!X|dM_g&JyT*k4 zo#e4L`&<}!^1ZUB6d%wp)?LUy2mhN9PJG>r*CWk+>nQ^J=#2U=@*(&T-D-9C=MLZ; z<5v?4=tTDzw$J_L2adlZ&Y4BNk?dd{@$?$v9dWtUg;&sDlWTVltpJw}y|p=w^KG+p zaei2WI3OQXw>y_dcl$gwGbwZi9$OV{#NnjvX;QLZnA6pYzSQ;>eK#`B%T!62M+}oJ zt3_O<lg&uEkG}2)wsrSb(MSBXk(u-e?q%{%zQ<?SbI#)jtqrM|8?sjMCI?TpA-6sG z4S3z8p4vEo_}dd2_~CXB`W%~It^9;PL~FMMKQo3uw}$wRw;~>J-WhYi=il1bYx4v8 zV5kel>`BxwLRTle>D{qcx^%yLT^ahq&hPNi<e{%7MRe%Rb<BZ&^vDW7;Y|4IKruZF zej7PhSoaWkpLyF()&V-lGo{&Er^e7vTm6?MZufqz9gDZ00pE&GMN!$~zJmWX96pLZ zrL=gxZpz)~sI?K&ajvxwxqHtgf)|WtkkrmW4`WwbID_+#bvvEa$&Y@^9$WqY_vs%Q z%3r*TIe!78z&AMeV+!Wm7nBi~KiM714Z!!|mQwWlpoivFn{Ssuhwso?2?TFyV?C!w z`Wn1RjrnkCGVJ<lRw+B`o>>}Fx7YFalSiuS36|)ObQJwmr~o{A7{vEz6@4h`9uXh= z5Ffc~rVM6*mjSM(^Ip(7h8z0hx$#^ZlUkl};ME}U+qcT#Ge%3l4P3qf=RZ41raeP{ zbNN8x0mRQ%-!h+r45%}Fueq}21fD^ZIFWw@bNWe7>GNR!XY1Vf?rFnrJA-cWU`|@1 zN24?h`uYBxY@hrQ^zWP8lK$ukUNq35^nrkS-5D9>GkVy&uusMEHh915$GX^L<mGqD zqdSe{px5Q*MCCQ0Z|Wm|&U2j8wS6r*OL!l5Tn2wg5rOw_?LVFcyB9Heo2ecOJy)vN zZ8tBzs4i*Ofw)2_^STvw4!Q}6x}BB)@|L~zR96duFI+!Z!V%A3$ci&wh{ESO7F$7# zyj<)}FmqNf_V8#<vI^CMKR7?MOopE@=vv<l5p*SdUzg1l0ne4Mmb~td{8D9QE&mtJ zd+x{Mf)RQ*!t#^wucw8f(^BNwOF)mXP(Apw54c|@eU8Zz`rfo~Zru8P)JtEl$ArL7 zas%%TmDsou>RV5{-IYeY<CW0sD&*0}l>=X7G-JM^F!7Qp`XQ793tuN#0GBSb^T(*- zIlE^on0EVtZ|;$Mt*M0PUKOP86+t}hJMzUR)E@U2Hr`5G4PB|uw2Aiy_T(Qi-t*HE z=RbWtwfaBc#0!pqFE}s4*K@IS@B^wHmx>3-51(a|-m_IhAJ?|Y??*zY?=a+k-;oDC zs~&v%8vf8rYV0J2xUZ2#RwEdT{t&+=7bWP8gieaXM#yJ+tuGd_0_QmHkcdj2!2RY8 zb2Z@iV#84fL406R|HJhJevm>YTNw%arV{*JsH27V|H$_rrv>862_^STF4UtbjISKi zhh15JeZu)4&f&p>ZcW752oANLbw2PZ!%h-roYRd%bJEv<BiF@NS-8MoJujO7mefUF zqLEs7`v7>*Yc-O>pWp+|KkF<ICxl`wY@Z{p@LvD6{R#Tue^={lD_^0Gw7n!*ln$PJ z@KL4?{P3)3y&eVfk#ACudd&QQOU{>sHi6TzN^YCqz|*OUJHE9!!ww$QnTzWn4j#1k zDa7kFl@BFzub_X7bJWQ|7IRT0kGE#Pv((Df_t2rg)#YEu;0f6G5$V1DXMs20#*Ub_ z16SM!xYi;Qus4ET;!t-4;^$M#IJ;KtKR@8bM2Yy(n$I*ti@300+#^Sdyn%EhTXr1r zTIY+nLRbiNKx=O`37mu0RLd1=4dCOH;N`FJu<zMXtJatJxk9~zyZbaQ6Z@$;Al{a+ zQ46xdeu>o6TO)CvOeXQ{ZHCC(eSPj6LY{rtz20zF$F5bmEFU-sK9rG?^B4Adm-Ek0 zl3Lu8XPWzMKkPMlyy{(#xIjs29G}{b{$$fdf7%A*c|W&4m4OFQ1oZ9f+XEidUU8^@ z5%<0E$uVyWc0PGw(<=sgxWUf&rCjJ@f+S=lh~HNd{$2HqL|t`Vm4D?M_Ce)&xcmG= zp7&zZ{FV{+A!9>@COdSbr?I4zXOK_%9A#Vvu2+rB4(T9oCJh@^PF=@7o~RS7i4W0_ zbR$g3?iBXf2qh(5hAwq^tnA8r4fs*~b$aGL@J_SGN2s~5kAVNzk$2FiYO4Zc)4-dw zyGLHMOQH|Sb*-$f3OHy>VYG|us#ntfQ+kj4I4Q2zgnEYm1N!}@MfiK82WuYBV?SAn z3i&a_shB^SX(auKFOl!8qrmS%lgNCYBhM=t#a=|@18+lZ&K-vids2d&a>Wh#WtPQ{ z;G58cKd0?~a2@ta{I-(iGx~37{!#=Tfj_bmk4&Eh59HSMF@KJDzL@m*kT&jbu=vpO z1oRyt3C2wDf{e3%{**DuS8P3Ze2;)<#$4Qg^bGn5gu7RIfnPdv;r6LT$WO@o3nGcp zuk&*|$TDQN-Y2*+j-UJ0*_mX!fqMGYop+%+sHf`&J#xbNH*c9tiAJL?!t>gR{0R2# z9<8PMcMQ7Du>b84@IiO!tgN@d*$4XVdRfS0o|IiS5U$4F-fzt0lwQy&M0SER|Diu? z@1Ki{c%6Iy*|&%xo@qO>Gj2G*u4#kp<B`XbXQurm!g=TnF7XAxpM5o6eZQNFyfmwU zxo#N!T5VBJUV)FFXXyTW40;oh?H(HSA9(I4t=n-)@Rb?^d%7^hm6kF^XAAtCa?-;n zVo&6$9DD7*utIlLdA%oI4)|e4;+YE``B2oej2pOH<o(3F;tBeclG{TMRUognF$?+8 z1>MKG<dzr%aQec~_|JoQ4tH5Y<eOy7<+gL5oJW3qtYYfYr<>^i&}Q5gL_Po0lt`UW z7M}liM}j{bIQGqxDr@(-T5~RMZq1{P&`Nu<y#)1xq9%`+An?@78{As-z?}_SFXsi| zjO>ig)h0#Mk7}8e^oo&R1c^=x;JyllDVXyuP|uh;VqS-HyyO(OH3=QSUU^w#75r48 z!X$40IqW}3wC+5m2!8S{QHLCUac<b|AQ$+1V)MtDFxX`jee{utVCbYqL-L8GsJGE8 zP4DibAPMU@UWB}+_UlBa>}mM(>b!Xj{QTb*Y15N=<VA0ptVt5!&o8&01|WWV+-<!x zi_fnc<1V3Yfw|kiRWT(4*h|Q{-y`!o_74g#GdybsZzveZjRjwPPIUK{s{s1rzM3+~ z7eH6i)uE;Ig&v_(U{nA;xOiuSjTm)C5luIa{e}4V!+mX8qu`ZQgsw$Z@JPp$0=X-Q z!vaZZmH0ggp2nY&;42}O0(o;T=wtb3RI_~;c6E0`WdwY)mzTxL=?#8fsa0CI9j|}r znfexV)&ccD;pcpiXI$xVdZ-3FI3oHb1Ni^`&|hZfP}EUVE9pIMApRVi9}@Wt{q8UK zw^lr_RJr(mY~?%jwI0l)S{K4|#G@XZCZMlF_P_cSC&cs65srp65AZTskJKFGMO?`) zkrcoksiO=G))m+jGbi97R0RFl^rg^o9@L{6k~Rflk4?<nD&hY@uWJ8rv7i<Ck*?_E zIq0)<Z{MzV;vPC*F<<(02YOo8_``GH<t+jYycw3z@6LXVN_h`Hbnn+87vv3bYDfP@ z!0(wf%D%C?<L?}p(>h`RJXg7zG@*!n1on%DeBg)g$gG+)KH~QqqnXv-K=&|N4g8UX zpXZ;xd=>9wwZTO9t-l-gcKB63PD7o)>F#rLob!LyKHVJeFn8%%K9~nPk=S~+#tEF# zPzW*O$InIQC}ruILT~$a>r^%3%B%7^lGpH8Cn*{Q&RFzC4gAOKi?}nzXM2S_96DR1 zWzz0*WhE1@5-~l%`*K-I44MH?t7H%-C4%3YL`BeUgGYU4jr@*yaZ;FgF=rEc>%bC| zKK}iXSFB?tcx$|Gli++Q^gq22D`_)4=Z{S{B##3;=G8^+D_)ov&pLmyPZPW}Sc^Fy z{HDJm==NRI9dZ`f)jg3PsV5{|d5UxIbQ$Mq13q%^R43M7g3kQZYk|pScW!`<xCC*L zsHgn91oVZGclPfttE0b$C;F_T9r__=EiU{8-#RtG5qQQ1xWsCb@kk5y^N&u`4Sviv zd9!%r;_lqW!2*sdJl{Ob?)UdG;Lr`zmH^;GS=yH-t$yU+D>|}A@p=*?e@RaNK^-r% zp^X#q*O}6Z?ljK7K5|i^1Lval#o+H>;DAoggJcKP0dntjH>!iz_>O0fY*C|s%AYl# z8Ms%%VAU1lhM$*UqLq%pbI4x%tA)W|qcW}}l05;=@LrydvqQfNnV0cY9{RS^e5;gz zYxdCr@4JCxz3aopD!}Q_<sWGUJ<yNu^7Gh;J^Dtf!?xL1p<@+^AL(1h`;3=<M1lT< z4-C%iaVyZ<m$!LK;h)rUCnvsQAJ2A^uz%#X6M?#GQ|3JO3Z!1#`(X-vXrIBjcn|up zXA@UFnr)Eh)okYF;@<9CU7g<oZ!#FH&R@eGIZ5i_Y>{&0$pM`^vqp&Xyl<_f24Ig2 z((TfSpZpo`Mi=~%AIZ8a_x?jYZ%z5`T@Tdvi8SI4-@^C0#J5djFu%P|rR(7p%q0<h z5Vgnmv4e9AH@Q$h_iMUN4j$KAd#A*%6aLGbq7a8T+U%(D)hQW!Kp#+bXnsYW@z<J- z82bL{7t#eo_4vEXU$`Y<A7Yg0VXVOC3caLz#^5vA-I7J$@V@kqoSwD*g1Kx)QRgb0 zn`~bCzbn<?k!NTk4*++ESPb?I11D=9J5WmEb+dzM*Sy$ZS3V}JefjVU$<*`JozMvt z+oMZSpF1JHHavO@@y5AA`U&*ag{atJ|MRH(X7^>tz-}|>%8c^RH^3YIsniV5H(0GR z+9v{CKJ58N7XD+X#~pB_Vzx$KYe%wj=}YKEL`_U@x$!)>Pp1c(g?Dv=bJ9QfP;V(_ zbKuIrzG?bO>6??_iN?H+OUSFo4!3#qmEw7Q)w=9Aan39kEk3^kpBYkOGBm;GjiCw* zypFs~)@S3t)jiPDB)P@czz<KJG|0|@e$JuaqQh_*yg7kM_uCBgk*5|K1<?I3bcCsI zG6MgMEc$g2?;`rnl+pnwoQEww%shs_`Ezd&fJ-00pUJodocF05h$ID0b1Iza{RZ4> z{*NPa_xY?2F*8H;-_SpEHOSy{6m&ga&A&Dd=rdS9)X%gJ{_xXS${6?=BXW(l5^?Cl zk}$EPJLb#7la_u$FBQxpI_idc8ucH>sxS924=olE5WWN+!^%5mf!BLP>t>Qf3ICXu z`OF2pzgSf-=7RhDl>KF10rxI;?O2z281im|iyfwT-P<A^x&A%a<F0qKss^~FcGixr zF5QVxK;CSV*W^SH_|<XwHujy|%NlI+0&jIAdvw+CIL`HWGpP+bo^#@&nW~6$?|Ui| zm5uoR@B@RwQ&;TuIZ8vZnhQO3Q2BK{^0pW84_q9PH*hL#-l|5vTNGuj6W9YkD)(I| z1dpO7uWSBIiF=f#sk!S9{i4OhMpF&<_;5gXUp@F}a&8t)I{Yh|p>7Fzno0wY*)!xD zzP!S(*^rkoiIZ+qm_rvap}$yX0)2dc?j&U>`pf1|-FCQ&=ZX3=-*UJK{l(lf^$_ft zV$E>)B<wRjU^Ouw{H;3w%+3JfjPKlQiP`(`2g9iQw=z-pRuE+kz`fshUO!||i9V?& zRg!Jkeg7<9e>xd({{7ykq|hr~oc^jGV}|D;2liY!v5Gw8tt}0c9`G+eL%##~bp4m` z$xhhI!Gq3PrGKDrNQ|C8g?mmc)&7=(zfWoA-=>!iyv;u|WF&;weNY?vqs@`<gpVfc zkfIa8C;nc>HSGT!qj*cct_s~dQBeJvF!Y;3i!WMi(8XWAi`PdzqQP5$)Ql0&b2>?X zfg{6-z~(t-+CPVTtR;%y0G^N=4t#lg5OH{IW&1YlwxsZBKz9Rpm6U)|f;jX=k{RkR zxDR>#^xz^V<R!#88iKaCciVm0ojTxe)2EN`f#2Oqm3m}A1w1<P#)`BTb<&wU4fb4o z4(6UwH6`eR<n26MV)&e&`$wK>V&0Z0-PRa*o;Fu+ZiTp@*<xRw?u`7_h{&oXA9eJ0 zLeg|J@@RGr&M?INw*!km_amN6`CI14%%E@Q{Nn=;wvgvj%WqqmApWfJ+T91<gyjat z_PQeeZ;&|t1J4M~4{`g5dWJdShMesZ?m2ITND-f};tjvoC=Ke=0p5NGGw_^)4^ldh zy3n5-Z+<QtaqrUmQ-7@Pf*-538_c~&yeN7RktBmWgS5<4Y|)7@)bBPmcL@5<wdU8$ zlXwoq^G7F^OPvUgv4XE?D}ndl+bv}OL*0NeHU8HG_Ett0xX<w+o|yB@&rLcKqJtj( z<h_bLZ?x-$IZT)nQEbZ(C_%pyk-g&XTvb1nji7%o`povnZ1z7uUgI@YG1i7Uw!2Zo z<|ik@!QVN*hcTaL>MY9RC5Gof&3g1UpN4Mo+%?o?1o>t3OTq^HshzBZ#{xP>UQm+| z!yNqdsh;SNA>v5(`Ude)@Pxt?LK1Y;kN<fQ3*nv&eTE#y?7;hG)kuuMmkKijuQ(y! z;=*ZF<9#SM-hUwoUJ>crCYp`=t~TyS9F0OB$ANFPEsfZ-p*J2Gh`ii;<fUh8IP!qB za?u6gTUB#VQ-3pbL;3TAYv31=MOlMxsOKCOd3DC~4EWpklk{JKPdR@+hwkp*d*q*X zqL&o+s@d?BT>`v1I56~EF>o|}yoV~&jllJ5m~q<<d+G~Cea9`F2>VR!ZZiLHA{<b) z-FD%GAH>jv6hU8GUHPPJQG)q&wJP3B2JF#jUVPb$eTExjVpf@Ah$kBEhncQ95fmxt zXZgxdN8-fTuAejEO?%!cdwjmDD>sy_NT8FXouPEazl)KOGAm|7mmSQzI?sal!*c3k zE50|AjIFp~f;?X7#_@~DXB@8A{4NJB^|5wc4#9c-R_Xe4e*kms*SLywfoCBbmrbiT zP~VW*7O_UWDXzc$kd+NO_W2jq!Sdj%7k!rh0(S&o5tdoQQUA^_bj^N(IlzNjGdjP( z>&g{{&LU2b9?rFK!uiO3R%yyI0v}aaIMcR>yff09=M8WzmOvC{iumkaNk(UW68?3^ z^w>D^ffe$Z?E|ggi<w!iyU#Uh)jGCBt&DsxLwobpJn|t+<LEi~1?TO;K?(GaWxi!s z-98OH!>5i`_89u7C>5^EU?2F&0CC1lA><4DB#Mdt!A}EMeGlkDKgi{p;sPEOOp<1w z2M#6qxsFc4ALJ&#Q4ZmL;smw61qPr#k?u}#z`s9xAK5+v9Mg!2eQ(u*xuT*N4ucNN znM#V?KYbQ^5)^c#uA{yb!_KD^?|}MG;j;909O`jml4)kZdntocy{55vj{DY3+XZdh z!+$s3uVrFhS0XK!gd6#V;p;DUuwUxpcXEtL(A|Px^jRREYrH$F#sVDZ_rG7k+J`(* z_)_FE#MAW0Rjd(1(5<tSdyk(*owF>1Ikp}1NolHYxe*84#IG%L$)c{tM9Q)TdljRf zzF&3#cAZlHUu!Pvl@db*pTK)cq;8pwT|(W#*^==a9dN{MsDcc5HkLRmeHZavhNsq7 z!5n<ZvPQ}o|6d@t@9xbp@Cf$l7v9^b&z~jB?4L&d^iWYu7(5~@d`j&Icx2OBsE5&Q z<QI*D1vICz*Eq8DmpX8N$l+`h$FdV4ej}ZCQ5JFaesg={ZJbwbV8k8pbpxdYNtFid zZ(yMh4!DguoHf%2e-VeN&bD(t^>ZR*^1qMemxFH9A8)sK4Eh|Me%%=w=$;v;<>m4D zpBqxUvaMmxw&(txn?}&hzJ;+8-NWa}Wtsf9g?pWp+LmL2ZbG_Oxr_yUXsZlj&+z*O zgSAIL;hcCWWY%whmsAKnqnLP#zV4q4qysJZy!_0H#I%@mD!5k3;{%;3<7&xG9_ViS zqC`&GBOiaiApHdR@}a}i{HrGRdwxG(WDoq{BVYV)yb$`w;~lcyI;G2<V8;O9{i&YZ zwl?S`t!I9Y{wfF03NKGvOmZW*rrr{pg8e_D2s0hCN8YYrEA>Pf&m~KhIW5|N=i1no zYXyuzPv}gwIE*~p)R?}C%MI_hm8a=B_}ugO<=|k%n*cS5JD2b}mMU^Lc7)MytVDW5 zA38au8tY6T_`Xe`aM9)|%##!hv0G!`q`m{!!hYbBo>#i+r?b0r>LV5xSWzFkBCNKC zy)wZElDU5)j@&Lz5TfG+K8%g@C?L;J%={*7jCf<&Dj-7v9E!<rKK=ypc!>K+MNci} zYURo9w)!F-ceB)3;`OW<1h?|Nv6mx1mH!?c`dTIfvnRoqM@?UIPKiTrGWeA=2>pFo z@RWy;4d#8V#uhX3G1tuy)A$1MhOK+{ZUztPNMuPu>U@afLnaR%<p76%A0qPCKwW=? z%7)}Qo-4j5)$PS7@_l+a89wBtb`g;+Qo48!=30WhiUZ=Uvl&wdcye0N1eY=HS%PAt z<{1U{$DJfT-dhH|f7^1qBoOuTjX}OC;K{pT`v<w$v&-5#Oyai(d83BB(yQyc&p)XV z_=2xSgal{mb<9g&)$pIjeeV0Q?EVIN2~!gL4R`q4*u|XIt`g+k`E>K2tC3fHwX*9Y z$GoO>&CM?i(2Ev^OmePb&(E~G;Q(;yM4)km4C1Eay)ZSqQN-;enhIrt6X6*%=lM(% zCxXb3N^~Un)=_d#A72-of8mj%v!u{fE8UM1A>Yd@=_}R+A9_*$>zW<#U+Z8fSNsc{ z$3u6sKk%m^Z7Zt|d?hjo5cWzzT<Lr^KCXxUg2~rcDZ!W3Z}`8oQ%AlcD*2BOdFHd~ z#ZO^~-~Q|dMdkP!_h`nO8G896@Ah+tfP3;YHN5udBal9j5bi6DdojFA<k$r~`^dom z8#wlgCrNTz2f9G9_SD8h^!e4Y@<bp`@Q=uRXrza}NOx7IfF1W|Kh|7?^L;;hX|N1D zQ`6~t%#}QxtBQX^+b8HAl?QK{U&C`+Q&lNraPHpSPcv%*phwA9HclhXta!gZcy|K% z5xdpbXFriAn6ZgX0Us+IIe7xXpL?YmA6Mx?pImNA)rbUNs!KopTm_%sAZulT0(kGP z=4E>r`$N7I>ODGvJtdk=m;5jn-Ro}qffRKEu}4HnY{0L{gQQ|fR^UP6N<;$TsEeMX z&i1~H_z{w&dmi`pMB#QpGvdVccY-WV`pCCN)o$Ff#2oG?vk%O;k1Rgb_1(N&xJsZ} z3;DA^#`2;?4E&{2{@n`Z!ZuaSY=&GA=RK>HCXjE_{&xSK{~7VR=4DLS4(b~Pj<TKm zz*CKP7I)|QoUB~mvZ`Pn<WBjY$IzK?zm;>D1^!8^GxrpLzkKNUvlxoJlg%&TqZ@E+ z)#7+HFXHb+t!2@-x9CF?<~MoYfqqMx57n(WuS<-%zwaTxIDMqJT>)|UdQh?Z&|Tc8 z>HJC(?!`g>72_}Pr}y2fl-oZL?*~GT#6N@nNxbbLkGPP#@visVbNE5>qZBG0^chI( z9oyYw*++CZC+!U8C7KQ!S{z6Gmi_E&hPdz6{qlELFrItWnS^I}W1p=#J&O(Qh3w8` znN=G4FUWeIJI~^I8ezYm@wj3iSay2GH=IwJrZC$o=1V8Tsi~;GIuZtk=W?fYv9I`2 z?36I(+$pccrl!D-$NtE+=XRnF@qMT<9ey2=>c-iD{*E-t?7s(azQMs~I>UpY^K!1R z(wKukiF72+!+&HxGJLoY3jTWXVe(o&>_Ytz`ES%6#Hg<xUc&o3A;I{$J{IwPyp!Cs z3woHHDS3t!>bKjYXLIp&?#iPMMHSSsn?5TTB5uyJc`6gZ{)sIWK1ymJE>V?^f5G`$ zNNr{<JqDiB1ak{7qux~69AgPQ`?V-W(eVNM9_|IwWI_i%bNA$v2l)T#-V4fQ%;;}5 z-6`9sN1Zi#vxT7({cH~Br6Z8X(+K{z#a52FwwnRfI*7-=zjrn60e=<rJe^C4{*1ZQ z9kx-#cf+{wz+Z^#UnPdF{5pbufvzM2GDYOAdIJ?y*b~Yka6{!*44$ig!SQv`0G{tq z@ciDnqsW`H8UJj9Cy7&?iWFdhpFI5<XwvOOkTq*3oW{@J>9ky<0FNy?+Ip}P{;^RQ z5^xmppO?gB$PD@J^zDC_y9d#)rjvWgx(~WV;!qN|J@D&ww?zZ^)(gYcHcL_XORtC; zuQd9kEYDy60KRmoE0d3_0QuubLd4lD)B~ToRC>-~f5Eil>CkHEkLAWUe|o{LFQ(V9 zgFh(SeH@5#LB6PI`Y#B5f(86Hn=d0ycjlDxhz8+YN1MzqQ)3SJO8KZyDB|*Io!sRV z>}QwqHe#2<9%(&Jan^M3$64pS)g#ccR=$eI<|1z-K2yL0zVg}dhFm@;`UOrBA8tgR zOiPraI0`>f_pz;{E<%3aJ?Xj+yyCr&TGUbW6Z~l1@lSxg+pVka-v_<&Yh=yg$63hN z*O`TdkatLt-B<hvzLC^^moWr*F_Jgb=LWvml=#`N>p9|e%h+{OKJ>TpGmpmbz^)A= zryM)6uWX*~O9&0@Ph30b_&z+pA@wxVj<F*lOGS(F?@LF*cIb*wF6OSss*gWSL4M}R z*H`r%`FTHAg#Y~mh&${#no{^XZklF`;q;g%vX;6dh`9d4k4H!Y=g$^*{qq_4MSu;X zxg_F2l>H-%4{w0?u8H&B4^a<kzOm8(UQNFABHPg!`>>=<ExZZXQ_4Sb;|KDJ)@-h| z9r$%m!<YqQG<1^djP;du@MGG$T~W}{Z5MjiQ-i^yTWi+*AK{$ODM<;q!>;Xy2BQ!s z_Iqme`-0!S77M<+48M7P;l`Hcb@<oor`G+S(Fa9$Q#tM+_^s>p13cvD(<a;Ub+*O7 z|IARmhI?x(QCxRK9&h?^&|nYZJl&TZ$68&~r^8AHe?U)qMm5X+6}(A5BPTF|1Mz{} zqsF=tdEJ6Y@Awbwd1-Kyx1vJcw!zZRnua~Dh05)jX5c>}-J>`5WA9N%`#sV+C&JTG zs_!id=(kW8P4tyP{+n=jsg=%&VCZfd&~Y02hKphak0YL!@+;;15c>E|3I7@~R04l> zI63xf$%)|BS3i6t8qW()>NNRn13QqOHLSt8bu|~q?dl;F)8{X0!Y|hrZ(0<CPo;_R zX`X5aUK!8Pt>gS{D1PkNBc70cQjl-gL4B0>aoxdD;8lC*<9py`9JW!6ZwpbsaLDa* zyNdiPpmRtY_>>Zutdobh^qlCk_gBR8!n~%6d*EY}_cs4IA-}PU9<s?pzM(87$K&A% z{nqi*!I5$FrHeaTy-bGv4>s#jCqhT+FEf9Q_;huW;t<7c;63eAuE-Mf-Tipr`nnqY zj;(;K&K3OjKc63#z0gn2q>jryL0^T);K>&+cl)L3V{LJNU!8RRi-bP@RzLlKzc1?J zV;=Lv)lP)v=<YLI;IA!$g?CF~?>cgV$G;;lm^nzleQXB&C1GFEFIp#pZa^p}@f+|} zlViWh?l=;hiUpMWi5v+9LGL|Z*E$l|g#J|g#yKiJKFm)Gek(D5IpaR!2$hE1i^^5( z@jDr}W>@b-V1F49GKRf=Q%&5>F8Ke5{!>v!*sn!H*ZGf>2>QkF;ip*ENthL6wCofB z?`oBOnJNKYTx`dY_dIm*8eK~X)Jf9MKBfAW2mZA8Ihn5{;;Qt(Ke{H&SKgOY7!yN2 z$x5AM%!a*iMfy_5VAmn%Rl0cNF^?_Wob2R-I$^%y$ul+Rn=z0rqXV!1W>|Wm7`RfZ zc-=-AJfMJ6eJ<fQbjVu1_Aim(wJ&)icn~N27bRWnkOwAKlnVI4zb?iY_w*nSX6LBO znr8z3S6I+~MqXlg%g=+rfP64NnXe3bYbR52*$KoW&g_%dEb;d=Zk{gw5{tQ&fEqi~ z9Y?~*(ec&>X7ECXy}VRckk6I>HR~RCBIHyVjg5gn?z2v$;Zg<9p|5m52D^%3x*GcM znlqtMSfXu@IQZxtW20K|-4^lo;in<UBSlJ2g@cd0|9FO^@4O44ygu*Hk}LH7=BuUk z;E(=%>L-l4;eR6B6XeHHuU>UfDmH{Y9ZI<SECbIasftwoi1=DoeRDJ9Ie5|N@a^4x zbb|>yM=u%Rf58)9JH!Lui4@&mW_S+kctDYL4Eo8vFQ?bR{`j|R@0No{?JHU}ZNvZj z#tBeW18*XunN{syLEqqPZ)HOM+<%zAM+vwe<M5$#4E9_?_x$u;@SVmH6RtlvXCk?V zo?-ml!khU&Y@Vp|zceyVn}SZ-I>VfL1J8@|ON#eH{b0$oWg_k}aA-kJG6wlVEz_i3 zEbKllO3QB!Jc%gr@!XFV%yWHi+>?NQryolZ&VMi;xv^b(oR!p#aIN0L_9yJlB3bB= zJNAUuhCP-#2K+d8z9OF+y#8EUc<i%W^bbX<aXR1}7;iBCVMBif<zB|Zm%xXnb|Y&p zQD?$=LT<w8Qp`yd^8K*`K3bW~j&P|#_f6)|>_eU;?s=T|k{0ga>y_=Fh?i2ANeYOQ z5x0X*R)-<p4zISHAooQ4eMeS13LFZ#6kkJ4i}*KWCS?8zU+-GFs|Z0iJpDyvZWDca zTxog_OOcl!rZ@ie2fE(g&K9Z=%+ab{IlKejUKe;FNB0(VnjItIK-AqrHi9pA?efd! z;JrtYAMEcZ5~2ZbpO}2MXulWtLE_K8hSza_{L5Dsymfo@ztmFPNB!*u<}GXVyJQ`r z494%jC1U4#%Z@p=yJ`c|p>EL4)2Saff?pBK^fgsLH=3%*9QcEIib4a;PULANYkDqL zh!YPYdwa@&SFG=de5i&nAE50LYL5C~r|g^f4fGq7x<-C1!XBTN6q>cYB*0JOSMBd- zoe1`c{p;>AnB!5^%y<a?`9$E&+*#n$9_oo>v;pYn)lM1N-3t@qqVHjAjeIM1`~Y=7 z?#)+-@9GNj-`1lhiNNL4&slh4>JS%wk6RtB1P(+D)HHv`T>Qs-M-#}AzZDrpb2&l} znf~ff$q3%aqf;S_xH}}xcH{tfO7_Zio!x%eEddc$NmAG`OP3xVyhr#wN&1)<^-K@N zW&OS2;Yy!(HYZJ?18Ke7eh5FX690bGEf#spBW>DWe=)aKapUO&QP{EfL!vn738KWW zht1l-Gsk`tQef{blrs#~U$J*i<@HYEL%i-UlEpE6otm^ED<gL!w3|=VKLH+bH+eYN zBW|ecQTQ(4{LCKjB%edv7PYUW`9q0%l_po0QyBIKoL$@c09`8TgEw8kI{YCjByU;D zmGIOn<=!Onj(+z)X3TiMU)b$>3)B#|hYFbLpt}W4MLkSFysKUMXZaDISI0H(y)JN< z<4TtRcPMZ<XJP*^@&L105ogugIB(B0PkB%eQf#_5E|0pXSf--&CqeLjMjCfE;Ho-J zqp~CXTt9u7Ayfu>vZUNK<4y1~8+FS?Ys}^PUd=FK1&^%1^_~mo-!uO9(iv~?Qr5hG z2H>+d)}<{nbFi;&);i?G1o{pA*W`Jj7r733oL2_^eARyES$7hz)9_<D<^%R7-kPry zxD5POqdB=7Pt8+a7OAkKPeG1x$LJC2AW4GG;(Ndo^>5#I1<u9#Iy~=zpWU!gW07S+ zd^dR|Wo-@}Yl%p$9eG8>N71eVZschNx(|%tA1e;GuMi=hAWXO17wSRX(Au@z73WSB zXGh-#-AhLG+=FvZ@%2h)O}IbuYA&U_8^|A{U#ty@<NkwmPA18T?Cv9=mZSg<b_)kE zx(PtnVmW9ls)T;DHU;l=)Dx1TTG|ITu%D3qtTJyo^c$Xw#1lC8Eq&X6M*^|$L0*QJ z5$~@)C@z=B5BrPlpXxV(uMvdANGd(B2d?gvsP8@Wcl(}rTgQ$526n0#qI2lOB;NVG zgM0b@c$qZ15%``^exw}t?9-;Uf9VVES6+J6?+Ef9>6ecp7ErIwuB*sKURH3*CHrOs zbcdHL(faV8Gg{&L$2idUTqv}r0=`Y+njn1&_YtW;Hk$~%)5#Ac`-1a5n6a{8^b7h% z^R0C63+T&u&tKNSg8qV%<%tc{bDH*dj&LB~lE12YWOqMOK=i-7^at3#^m5%<8T=)E z{aZVk4)%}GE9_@P{`Ds2>We+dvx*cfd97<um%Vi~liD48C}Nr@892|P@4wf70Q+?M zb$xdG0X091hD0D=>)7#PK8y2B{zRqR7K45YGObVB=<6vtrBES^{U2^_`t{RRu7tod z7M!o)&%IZQRwNmapIB?0419%iaTrp0q7Hjjzkl!qKXeo(VjXpS{%^Fbd}RAkZ+g5^ ztp)zDG#7kp-U9f<Zk~Hc2lM7{>)!Y4qYmnAow@~F58e@rqx%V+lgsE~5zbR1v!lda z0rTgKUR})p!TzTBi8a8_2MVL951oMyxO!k_cQ3J#!3z!@_=!N&HLIFih|j#ot`$Sa z&Y=}3qy=9Yk=g%>;~scS%b|7!ZQ$0S?$#z#=(C*{ov!-hew^lq_TawV)6}M;Nifed zSEcJUg}S)Je~qHZ&uExK7uSJ9o+hb@QHY~GMaPTvd{OrqJmKxJA8|F8HvSFoZr@~h zspUoN-+RR3pb0xxB<F6uh4WWElRCN#J?Y-Spl5O(cn?EB3J2m1QR+SaZ@3q+%)s+X zxZkY#p-D-^bwj_}F^Lz5-|IGWKMk-?;L%@ZH}EMI9r|-WRKPDT9JkT}UlL)r*&b)X zez!Hz)zDK;gl48tv%T2!c1P1*YQDvZ;LY5pVK0I_?shnvtQ6|P(@Uyz4B+)<GY`ZL z0*6#>?~O{JUiUU7{4jXbPs!Eu>W!#hyl>ae0soVf;w|%@M_y>87|RTM=U)z6TG$Ky zzm4CppB8!Be;1rZH84Lhqu1%{h5Fg_-=Fr9sN?>n@1_vMUah&Byt>b*Yg1aTwYOpp zBl3aOg%sF(f0~P+9qhz)J})Ez`b6;Ld+%-Rd-Y5jG7Z2zc9c;)11<*fYd<iN$N5$l zzVW&SJUeDhaq1ZK^+Qs9<1dh>-CcXkkczm_`O(MWHgHVuKv4Ea<QtvIYi{b$LGN@Y zynueKL|jzi6^FT^97ATh*Wjz${2fBTeddeC>m+uFFZJBXYlzpnD}%J3QLmex_(Z$N zgTBUle$s!lQMdLAc}TkiJuqkKNw%gNL6cG|-eUy)9ek3iC$SgEmaKaIxd-+wC9S&d z2R_K}{ZOy<1p6Yh$bWh|VLzPYw|Ninrup1Db#dfTo04zqr4S!#8441eLh;-b)yh3P z;JeQ`FaH$ugl-f#_C1^u_4a?Ei@W{qdBlm2mY_pe-}2b&j5x2#@a0s}8hGMu&WhbR zuUffW)))?FLb-%rbi54eNI`>5a=7Q=+sBi3^pMvL*MFC<K%aNw;;Ab}&~Zfl^p}C_ zf;N8~g&I)D6`ERa#rrjn>-gSu6MuJKn`kijL&HZ|;k+pH4^Zm--+w5mN4Tr*?$&ph zxw(Ps26vf4IlAHZVKOel&fv)lAr5~K|2O#>c{iV8zGXNqj|%a&_S8ntH1gro*I%R` zEkfVVrK`U7`iOh)wI|}=VxENkGYcUL_q0$$<TwaBV*2&Q=>p<4O~rAY1?av18OZWn zLmcN!O%4OEz3(~4#HoP#=<0oy9DU@6me%*4+oSK#;N4fdOVFXeWV3iw!Jf;Vp4!x) zkCHnytjiX<!)NVNO#kq_Cc%;yhVbhmyN7n4X;3GV)DGxFKJmefUMv`OY}tr+GG1Ef zD<BK3y9_)iIqP!9EC{;v@8;jzG0;sP9<1VjjQ&}|2@(m|CGCGc`FjP?PeG)#Q3Je* zmy`cVZUQ`WmuLC>40@Av)9=4x(DSNh&5Xu@clnd!8i*5hFP6<_gK!?kPk8wMpniAX zXVUm9_D~;MKd%iw5peR#k{S*4eOG(!aNw+v-o0)g9o(PM%6(OwAGN(~Pzrv3$@Bie zW8^10lBbrnfn$2&ika7t-|+Wk2Tt*W*PeIs`YnMt+9BNKg#64;`S{>nP4w%zkq2rb zpH^@_YSspO=dqS8C6FO5Z*3ET;Fqb_f`)BTXAP=Oq}r{YRcB4aen|zc>3$dx0S>K= zC9~CiL7iekqo%VM^Q`(azus8lK3v;PtHBFP<0*TLf1r<kPTlJ)^tGmRszaT>V85xN zjz%MR4){-2xkNg|he93cl3~>C!<#2BA+I)*xm!sSfah0D{E4{)y-&u+J319Ql7s5a z@Ou1yD^Vir_f+VE>9aYH5$`P|P9CH=3cXy<y-dX)^K$nXxjL^wulT!mb~oNT=-)o) zk`KQ0gO&N!9`N0l?DFqyaXzoNzHP=K&Nz98e9plB2+?$sOFrOHA(4D;-iRZ)x=roi zOC9?}FBc#Vov(ZRJCGN1R;^|?&lNydXuBUK3qM_(zB2e~8gbv`klY=_nH<h|-ZO~j zIqe*G!lp3anD($P0DAR!!?TRu&xkX3_vA$n<MmhbJGqcID_!JG(O`rwB$&gs8=uqG z#<~pfwMS1|^8xVxZ`G#n3~*<_VbwiX5Aj9q`wutptupO{D+KsQtHOr*!Yp(yBaZiO zKe0b&pnDGk;?=Kh8bxk8>|I*ucS*r{%geOxD*~SL^s2P^A)d~^S$SsA3;XoGyh9Fq ztlEEi`2u)V6@{|p4s^Gy_7b~G^3YYQ0xSE9(N9xLz3y}idIB455jFBXizp$ETWqkO zJ2y*rVlm&iA*aW$j5@LH&%L{I!ijQ|G^uB>Un9cLl5Q07fWNjNISuu26B73S;1@dO z<g<@};|+>ZZ_I9iALZW|@V*1ySUGk=5q9b29QRju5q(pqCw+Ye!K;JAG6f64(;`nj zB^3rgbGWlXtBLd7k)-OW!W@a^G?zFn_ztDPe#v_1uxA;h&QxMw;KsXXU+_!)C;rq2 zt^&_xjD=KTui=r|MBBcI+aJPNF91)5EG09uk&orYM@N2{h9CX=)g=^wJs%b&@{Pc$ z8^I&__W6h}4YuYF5GR_isFAb4pF%W8Ma<!+bW(ml`UDXd1_B)pW}qH2_0_-warCBU zdW-QR<W1hf^YJ_2qpwH~&%<6c80PA)!!A$N|4BLt{172)YVc!*U23yNl01Mt4!4=} zFFO&0dnjW|ppWNi-MBFZopt)9o^KrRC@|D2pXMp_xp&l#T&<|{cMsMuTf^>&3N@L5 z>$eosT=;Omo0-<hnYizaH?zf$KSB5QC_dVYbBzg)Q_4l33?26%uOi}Z>WM{9P4M40 zOm0bei0fyY1LC)Gk&g$|wtcI{>&+E>I|H4#jI8Uu%`4PNzg#OU{eaKa)UW>r=O1DG z-0mOlbN}s4j_d2t)rsAim~iig?GL6#Bv6m2eE!Al3V7o_yNp2e0nafQp4hEZYbYep zEdu{9xaFT^#C_?sfB&+K^C$U5fBz-$<kPvo=U0I9iCW=;*{D|!FX=hm?!eqzH1paU zd|f}c)ff<szJG<|7PW=0gy7f5LkhQ`|Gmj)El1zR3I9_ulE^cX%%9J{MIOiF7{`4H z_-&<TA|maH`ajdHlm4*RXB!2fL2`I5mGWkxFzi0$X5-cJMBtL5BwZZh>iyYf<3v&5 zOXeM?WOn!!ar)XFebj9>_Bcl1|DQ+9w@<@A{z~tUG2_MOHw$QXgTJd;r>JG(=W0dL zhdwu9f43Z6`=TZK%|A2K@x4W#PWi|GUbHw9#*6gBoaYd4p9!t$(txkNIap4-j(#BL zkdR6EZK#pQjAl7rH$FR-06!%@_MtyG4|=NQa%2Q0>Y#-WA`@X>#=k|Y=&aBOqgHur znG}0}#Mb^E$IoS$@H8JQLLJUio?(3j{g3yYBIuw)sAjmawcvc}1BPAiB<;ot>0wdC zZ~6a(zftam-?-CWOU8Mg_9FDDaA5xir~VP6AHbOc;^jr;BYUMDmITqG58+(?c%vBd zm3!G0g1|SqQw|rUet<W%Q81JtpAn;B{(F5My5kSefZcub;h(dQ?-vJ-l9474BmtKX zC(A7D#_i`+mtTit4}H-zO+D<6Ha2*43_1kepPeNp3e0ytcFyX$44opgNmS`A_Cr%{ zCe4^(e%7f{=*TJLd6WB=*>8hSej=(T13%L2kd{#a|FP`Oac)XMJeZJ;vxk3deb0EV z103_-ia#oj*P~H=H25wX`xytMZ@Gv;e-64x!5D|XOVRtZ1OFe`b8B_42J|Je>#3U_ z$VcS$S*{ttUMEd?*&NYdsZ;(Y80We9BRw%H2m6fV?dzY-K?jS;h&f^kort<2_{UZ7 z<MwMwhm<krcB5%ji4Xfr#=3O}pj(ib8|4d?K?gUtxfTrlL_Yal!aWz%FGYDx3_8(| zO3dJs6%M`VDJ|s@<Qtxh)-8L1R{<L)870U&_NJGSCSeap!H|~iPyzZrV#SXV`f#q| z{zl7)6Sc(+;y>|w%xp_C<hkgZ>gtMRgPw4Xoz%RqAN_N~#0IYvffsB21$eYPA^*gJ zdltSwG0#x&#RPSs5jBg=y~q!mET@f-hp)u_c9t-O9>r+r{%*|)b&!Psde}FK_RHs< zxR>?|d56E+K%WYmKa+qsR3%+}p6w%ee|lUFt1A5K+ETOtaBO66++j)J`|O9d{y&+B zH@QugnxC8qr_WZld*NO=St4IO#@A6srw<la5QkJaJfjhBh*hY*+L{CJE||VOihCyg z5r4xe755g#L&cwl`L5|_U!<v^Ye;?^sRA$6(UHyC%Y*uLI(c`}Fn<3^-!m3^<Q1mV zFNcAT5mHB9oZ5prW-n_?4dMma4b^1bC(u)TC{oYkbvxz$_<qeqUPv4Afbb0bdCs`m zxfpRbRE+;mC|;MTq%r|Gtc|csf;h2<r%19Ae$}ybq%p$<abm8wYYuV#@6Hoz;UM%e zA8Hf2i#Sdt&Rp{wI4k>+zV;W+;XJ3_(r_R8mnfPxVord+k2+tPdE!J^H1hp-Sr_m3 zlDWYtZOqS}VCa*_zaRd&Le!#%J&O!SoM}{@2nnVimEH+pAN7X#3(JS#Gv~-csex<e zr*{^K0)gM}J7SZgQ7=nyA^$*+`2R8B=s{=f1H909wibBgw$LtAwg>eDy63M7_QNhB zGjtN*4>OPUa8b-+-%a^D-gjqk4~7MKHi%b6{@EuqmvL{4TWv|eCB`bI-`Vdm5B>h! zw|OV{N#6ZO`2_G8g47HnbOE94k-TT{kD|w;JtJzUSBop%SOT8Zcr>>h#CiYo4jez% z1bu{9x~91feo<t0FJS`x22%_{qTj)n1$7#0z*mjr1EQGP(Qiz>S(J^q!kuXpuM3>Y z8D2OP0luYdKl5M>cxn=3FtLuj`fBlTgBvTJquF~z$qj!`|CD9mCV11GBEPq4j_CK? zEZSSb0X*0vwIT)mQ%JGEEgR>2lzW?+aufDzTT3}(2>$$^xk1=A@~L{g60#NSjbja4 zp6EbdDNCH}oGapCk}TUC?$Nu>ygStsbABTOaR(4D4Y^-9)1)CDxS2m|fju4Amg$Ow zF5XaXLu=*+emR&ZmHh|#lwEB?8NO<cY}bi^7tx%ww}`w1esZAH_n9j4phuB1JK*oE zJ+-8J@%ckEUt0wVVD4l=-&O#+M@p;Y0fR5l_ij;9JOw{#Nf^1fM;7`5hq-(z>cnfM z%D0{(A0VNn-n0>i-f5UNz5+eTf41FF7WPb$=ltHc8@#F5;O5#I>JX_Eei5kW3$3PG z&*1fb-0;YL0{wz^566Kv)Ei#-Ij9|lj&YH=(Jcaesn;z<D9;wUo?K&HFXrXqQZv_% zd*eBYg@w^ds4x6HWF^1)5&HpaO#;LtFn{wxr<5N!cf3dKYGoz-V`Q%8gNhU3;pl%t zjX_QX#%sKR;|b_Pa=tD=ON2g-oV}LQ;G<nXiD^e+e`(SSU-rO%_c4q=jJ3i!+Yd1; z0T;8LQ0DPKZ!cP<U(o=cuMeL*zzF^J*@pMT*Bdz3R|ihBLif~KZku>Sjk(ME0|7!Y z=x0>?IyD@R`Dx{quuI_iGm7<9o(%BQ`Zr;6!0pvo`l^6U*rAZ}*1j6#UBp`|IezGC zdB*4Gi8@LYpG!<57j&Gl2E`e5^y@`rdOiow940N!(Ey)WsBH=4@56l6W5T8p>SI#} z+&@g%;C@T1mb|cMH`Po>;Fconcjo=J74qHp3$Hbr5|DRCg?ik8zNhFzt|$8hdJy@0 zhPVU3@j9E~r#S!AP47*H4a9G+mSdE&=;yw5Ola>E`ZJshzT0EYgtN5bQZRJ!hV-bE z2j$?sKQwRug+0VvZ{bf<#QfML8<DdDc&;el5cPvr#GkDgS4HIY>BoK$h>n1ti+)`D z1f0WjRZppa*IqgCHrW@v_{Xa0l0zfx*-F%x@&a@@N`tFIh<n^t_cwaKqJPEyuKiua z`P0qB?`9al(<739S|d)23b-X6IE;KjV$f`(9J;|{byGRmjfuv8OI66Dg(><8`zC=K z@_rYJKLc;;s<J1*C#5f#jh=)~8ZfE5pL=2VIj!x>iO?_GbGucQ@xBy$@74tv;+*yb zeRH2cUKR7c`m#OzX4p7s6}lRGtA)Wjc%gl`kgDSd`hp!P#P?psJ@rTG-cN>ZH1R)< zt~(y<w+mZQR%xh&WRvWy%FLcAE1U2$L$V@!j|xdhnOT`-B_k;zN_Iw8WRHf-_wxSL zho0y0e9wKK>s;qL=RWtJN)_zueScd+mce%{UI-ufigi3-)7bY2aY0^kG4da9#Qs}G zR}%sFjf?9Q`g`byl>C-;4E8fJDG~2{jQTQJ$lTsN#{Q4p?C(y&&zL2a#?ZHUR4;^c zy%4(ADr*(70_G2Je=V*D?<%YI$dbW&KRJ3`Sl0r1yYxz@LKn`_Jp20B`JO|=&=r;i zweRSgu=y0Afqu&1Ya@4sm2pp)lEWqOv(V9szLpE01izTDmk>XUydxmzj|6m-GDT&* zsr%?J^$5~>0DL3}sA4^0hP>PHFbgv=bfkpDxZx+@d$zTLKJfdGF7X7rutT-V?L%6~ z|J{!fQ@&)v_f;fvSL(+41(}2$fo>hFH%Dtkg8pE4`?IrnpVRZIs`KFU1W|KTk5E6+ z=QHLPgkM;?&Rs5_M<2|&mJl}J7*V`}@g&w|_K4;m8}vnVDtxtd-$I{6wea?_0mR?T zyElIU4@|?twdt{5x6MDCc;*Ga<H&Q^Tfev@IScDR;GgC8m?->><cpS4-6rygk>>U4 zmpEVI!f%<y<=mhhFRSH0hB{l{6V5*@&J9NjUfD!{gKp}zYV7p}b?(!jEN_qCdkQ}` zJqJ9>`!6GP9p~bhn15=epq{63_LU^fB>cY2<(4sURa{Z3LER4eKWWX)=NiDr{adzt zy68V!JX;|S{P~qGuh5}@I=gr}BOmlGgUy21H-J0p<|{SaM5vEt=<e4J0PoaKJv7Dv zd;N;%et87vl#8TyDFmTYo3OvoK8^L6+8T9B0-tw#F>M4pOKq~cEaLMSbw&9YnxVfY zi!Qy(hfe7vPIJoydFH7vclPFI&Wzp_<@1IPC3QpSFz{T7yNBW1d(<=T9Oyeli{~g- z_i4M0^HF&MKbw=m*Y8yksE`7$T~%h2so@V(Ey6+A_kq4K65n8#3wMYnyI^<9lhVO~ z&_7lEjQ(5*L;jrH%f&W`zL)1Oyp<70wm-9MQf=V;plx>c6!3rN+=u={%g`rC_GR67 z**oV;bCnHtitkF_xQ_j>PL-{>bq@2djQMFf#huYVWO%a%?<?$2egE7H_!&X@rmqV5 zT)~i%2=-st2~vx9iLi6fk7Hqo9~L%^OWEkZyL+lmH{1gKS_kgx)boOOx^>_E`Wd<f zV^}RW^gU8rrL-7L*yV;yD$951P6DCF8d_k_t}*g;<UysBDka<CCxf%rHay@DXFk?k zKX?K4|K-}39EWjkPsEw~bPUd4U#DAcH%H#X_lnXJxNgza(iDCj{%ps#E#U>e_iEHs z8hk~wKQHO|7S@^5*t!n>cIO3Yg9>o{4Ye#)6YzrQzf9UB;AQR|(fJ_YS{=M<o(lNS zfA6M~0qQG;8MUwQd^f{C-Xg;Da*v)=azK2DUiiAGnuT+#o_|)UQ15)t(ElU*6V7=? z9it|N-DSRHnO(%bzoEfjn}~HwsN@0rLp-zB?;!;K7_6+%u;S;eod9LRx9Cf{Wq&P$ z32~smV*5Axj(>|}2TI1mZ&?cJc(4w&b&oGcgP(S++C=EDpdROTz<3aGqMVg5i{dk$ z=SPc$JI+OHwQqT*qHp_|@MiE1c=-?MZI4CpSP3;nU(+|}do}q{a_SW7BzG*P-uwq1 zL=by85B|YjW$=9UJ?1rV+`3Kaiu!4N8`Ul3QFn~>BeiR=pIT2o;{-l+<y24_Uk9Fj zm)l}X1V1VhWX;R~KaB8Q34^{MUH7t>2603`W53HP_;v=>_rQ7h+a24a@w_a|yJ%$i z;|5$j8ddc3c?0<Uy|szg9_TkEf4FSIy|>?!hjNagzg10j@fZH?5GkuEr3Ux{7qPM? z*4x3Ke2X3UA*8!zWceTB_Z6Y5w?~nWok|H`{E2x;iS^C4;P)+6&#HvsN6+)C@5KRc zy~L~na$v9DKd3I8euUR8h90N{-jH52mcIymAJy@S*f2qz>Au$DC06*OJC_M9_+G<r zbNNC$%;O7^VGBsU*-&6WPDl+qQ!aTeOJiN?E}sd!i~S@^C_TFC4xN@}UMU!_GwKhy zUjtq=@@_@aN&q^7)#Gt~7UXeW`$OLKV~(r+SNU_nuoKlB@80|+T?5sGW?k$*pBtyP zD^L%rK7Z~i^kv=CM2jwekVo%a@som{W5dIxY;KQvIgLCET|>Z~gFp8Pf)8{ZvDE4Y zZhi91E8FX<Pu?%i*^c-zaQr{ET`A};or|~czlF|uZ8=;V{4#GxoqFjy@?!m5txVKC zTRVt8iO%6%l$G3w81O&rPgCGxG3s#(ekP{RQFqqfa4W{&_c=<Q!~{Ft|8GYs5zjAZ z6MDP}pLZ}+`XK}2)4tZkXMLFWOwXn~@JAeVx!K>bv9I>(HrA5s@V|xdlL3B+cl%$r zod_1e|Ns8*{R{lJ`ai0ng=p|Y=a^;gV)RR1y)O6u4n8-Y>h){b*Kn%5(&`!TPVrIL zcs1tAl(DXo;^))~JJL*V@OAb;x^B#YdzHaZ;du`6oOaec6MV^tzd_<8;^{^j*My%8 z_Ty-eZ6EN`G4`~73vlI-%-JkD=r}A2tLm267nZ-0vaUwq+#pvf;hA&bk%o?EDzL9v z-nQAN(BPbA_STCOSLCl{WJBf3=x4c4(qd_hJm=VI%N5|*%*p2uWU#MYn(pLEg15eq zlsF}iIN+0TV(kxj?aMX#r;SgcGmDU(XMlaV{0IigZE-Hb;Hmvf;5WZ^tQ;9|^1G{4 z!HP8WpUM&0WW={ALtDiU;4^dM?(J<@XY1SM1S!C&cwXZ7>%q`*Saako7;$c~QtI1U z8}fkpmxL{g=(C9@NvH5cy|P>V#r0bFpLjO6vo6l*c&`>;rp5hkGh$|u2f))5IQ;j~ z!=7CvQViG^f9)^!WnF>JN^s2QAwE}{BV4l|ueTo^n^6x(e2hF0^$qwKk}^7;`2c+x z(Z^E$1J9~Y@9-gopP8LXT&=_Fj-D{8V~zr^uxfEBJ%Rlke5K%1De5?b5`<xCm>0wM z<&6C@@@Y0F|Iqv3KS74PKW$*APC+7rY3O=<I~MUphy%jZJFii9t80kiOKpWeowAA6 zL%zV_C~hT<bv>54FSLLSI6>$)=%R-GtSc73{uA>J)%!gEKQH2ZH~Sj)%i<FSGT{i! zo0O|@vpWTS_+0H!nFRFdudL_4@q%~UzQ&bs6VF{xLgS5fllJ;u%>*0^<=?ndzX*T3 zB5++Ed5M(%cl#Fny(?@@1We#PtfO`{#zN>1xRTI94!iY=#S^{<5Ayfkl{p7~Gx}h2 zql(qJLHF=^gRObkndk}i2;v5n+zma0Ea<7PdQ~+M2O3Deaod20uF9%*5Ujy|`Iij4 z;0H9685KRM=wpgV^UlY84tMk}*cpKz+j1^i|G%DHd428DUBsuz1B>im(LYJNTJanC z#n6{GYI}Ws8{+XsdXCs989hb!Sb)FZ*&CUF$CvLra~Ix#KOXqKp(BibD%sOauVB}x z`XgG#7O0E+-8=M41N<qw?~)zz*=nIqmhhWSs88zuJ-CBDQ|kQR1Z40}<r}}WkD@;} zLP0vr8u^G1O%5UEc+rmitTIDB(ACBpp2~&qr;r|_{RwsC%pYxg=hTK`)(_So9;KJ8 z2KsfOe_FBh3Kb1>GXcGfoF(wL1t+2k_yM;K)w)~`;)vuEzh8#PH^c~R_WJ5q?!DIy z{0jg6Q2A&JI1+o+dZL*Se6{}C2=6}l39qd?DfF%MX{GvQ*mv%gO3zLB!%_Z~+3&AW zCsX7g4)wy{`~6Wq6Zym&wZMTH*tIBBuCS*K=j!Jcs~HeyXiR(7K485&o_7eAz>W^@ zCLe3kBF}EW%cVF3zDDCCZGgXLbI$VaKSAe)v5xcCb~T+b7bBg(2J5VFqd$JI8~r#T z<VE5(_<kj7jJc?PUK9x$Sc1+>f0ZzdGXXsGppTxCJ9JU%GxK|ON1gtkAvVAvJF<iq zDi1NQY*_DnBrob5l9C>5iRd3Vp*g5w1zk((^6kkm_yOsYuJ?%RH`_vAjZ$JB!H~S` zGx%4C@8)K)DfGsQH@o)-;7>=MtsI9AX`Z0;H-sPa2?uUeeX|7q&&^SfaN^wSiHW8g z+&Bk!KFrL-4}NfYj5#D0bBPpVhWnIYm$tRQ_48QQ)s$dH*xxnMbJ=(fcx%rWNvZ~1 zSDklPMm`bzBbiWX27S$neB;;U_wsA%kPK$zvl}ZPxC6k4Qw9#_BCcQ0tP{jZ*@k&i zGOiu0Uu~90*ff6s;@RVbc;t=tYz{Ic-~sw6K^4a6f2q@Z>O<`U{>-oY<OcMF3)X)) zl93-6x0~JM>xHgy?1OF32h3a4f7|jY8UAp;_;N1d&z~x7xp(!*vnLNtzWoh+G=1MD zN)J8uJHgQ+2Iv<0QwI+><2=8i{y$RqL7L({`V`~|JgTdvN#FzIV`TaiUr=wh4!EJ~ ziMo*vXI+mjba6)&#cMRUe=<sMhZQ=A2YqdGus_cC`08b<fsdwyacyZJ4u@^5+o!>< z1@iM7Wr%|oS7-Dhq0c!b$D8?tVO{{o!Iin=h%<h#7&72b8C@~2CK1QKQ{>2aOM|bu z>rWaDqK~+%!}JVvuB`JvtP=3L*To{2UUNd9>QxP1a)HkDL*WVmo@+ZsReb{Xb5~Pt zJMj;5Vj~VGPQw4VB<DVUti_x#H-%X{#07DqXCB4CU9-em(;ip!u}XbmUFt-9`AD_j zdj@(?$8|-Kc<@o~jd&K+nL|m^FHL0tSN{1kmFqb-5LE>%F@lFO7heusEkWL)-jrSn zeoeZ|xbojM;N6Y76>fFshFjWU&3X**qg>62-Sb$_hek$+tPzib>$mbWz*iqc-cN;& ze3r52eVq&R<=E2MUxoO6`j+AQN9e0g;aUE74SB9j%g+|nfi5bRS_iy@Zv8cQu3{Xz zbp3FW0sKjYo`0DKxFQ{Qkn#n1EF(>r1V1_SrK5SInc%~`i3~fOil`$y_uCa!K`#+5 z-EoCo^3Ola{Y(oz(BEQv9(h~MV=-Gv?0eFYvhbf&SO+4v>6fXPe?L!JCgX!Vq?P&E zI`D=2ihHaM;-ixh?X2`Ja4p}hvmAK#OMT=u3;2LSnbWgM#GA8b3MVJ&;9q}uU7f*? z7Q@DyZug+i`rGlG8(0UO<d5^`7jWL>fZO36CaeRA{BN0I^s$}OQYUJH{<Tp;lmot+ zMNii!;s(3MkZ#dyLtpGqq92?<ePMyIj7AmbtCd{*TUEewy`9LvrobN}Id{0AN6oh% zE~!a?AN)LdqyurD?Xmf+8@?Cm>!^=!flu#G)#~ouPiWWP5}5~kaMWgh)c`-&a#~!y ziZ~m;vObhiiG2IEzySRO{6kXWP_;1jccsv&L%@AzyV2o3==frWYljs4aL!8N!cK1_ z;zef7x+&JfY}4+;JT>aYFNGOM@m%FoadEQ9Cq9oewt2#Cclg`OSPGFxr(dprtpmQ2 zt(5i``(CGlB0d=Q(Hnhyvgt4IUM=wON8nc-i-+oNDCRdMrQdsoxUaFXzgK4w^BN-A zKXZd8yZuwus2oE*{QJSw8x^SIT+9F74!$!kox#Hc{NU-FYJT5}`mrY?MR^6zf4G)L z6d=zur9I>!h`eEkzSS`h@w2y^>64Hm=H<jp%8#w0ALodw$vEl~M$Hb!e<u+y28AS^ zHY0!NT4ZN=h<QaW=g27}p=a>r1ghrYzKs>rq*_tvuWa!V+7~f*DKGcM<r?IJaz~iD zfl~^BeXR0dpjQcZ?>8WaUP9+rc;Yzv@d(a@2%}DIYyDiVVHNXMJ=86pcR4mZB%df& z!M@H{qdpyZ5q2?+{5C#@^K5?UgDW(^DHhW)TJWpQXVhw5b(qgLs-0OwfqFFal-Bwr z&iV5SnHHqso~3`BD@h!v{|E(>sqVl}(zRViT!DAe3m=JBu+L2=<xgV&a_*>>h~xK> z&6_b3>A)|~n?b3-8?}oZvTFq3n^NHpY_R(!TZ$I$YWR(0HNV6+%r!jTcUSN?`ZYs^ zLvpYVzS}IOw~r!E4j!|!03MCc99$hdiF`Ir$NVdJSJXe#3m=St4~?FOSb)<aIxgb- zfYa<Qwqk*2&}a0FJXZ<({LrsSm%X_jZ&a?a_9O1ImHayK4|>w~B{Ck`0O)fBt;#QO z9(VPuOyLvoz>WU1cPW(c`NNImJC{-aIUoF834Pt1kF;;@`-A%1;^zDe@W>%o*E^pN zb?>=?z)la$5&F?N@f`gs1o_^&H&Dm_`Q&7tkQZ?Od^f>8)FpFS+1dpjqkie5`ItKp z^Vk#(h0N5E2iOmA58XvQyF($+pB?iuTK@cc3f$rxD~;Iz{(C5G&oQ+lPb;8Y)ImI9 zrt0;)FNeNB%X8A+rC9fZ$>jYLPz>ak&eLOkhJNuSI_99?+1pd)%2U*3{%b$M5BqmN z>im5Y{`RPqgwo+G_B*4M-RDQZx$>t+VzB=!V`Jr_=x{zxIK?2?0)4_yZDR$2YniDo zJco#pmsE9CxM<>>Veam7Ebgh&y;ZFd0KX7!On7<YBm7-#XD1iW!{@R3D+_qH`Lk}Z z19*{Nb%x|D{Lean`Mh!-zTZlEPCa;jS*A_%9=}SwQC(*M97<Yr6srP`9Fh>K;#0<a zH&M=#^S`hjPErTsZy=BJdwVZ58*#eW?Lh%>(3;bNf%+=$xl<85QjWMyvgB8NA93gN zm|xW_`XuZsXN=}M5eM(i(yqS-u6ma;^QEB97+4#A3_Qmyv8<*Q>-Ov79U~v$kJ$?~ zm0m{FCw}Ux##NyoDU1Hx-u*(CDW~Q}i_qWotL(=j>Svi;vrByv$m0cy*Yl8f8<}3q z7lvIAJvgXDSb%#LypmOUB(UG3UP>esqt2FOx$klS`V`#m{~$)3+V-gYGzYsUSBtz- zaDcrMt1c|SAIH5`Pa0DKKT9s&J+AH45Hc-eEdV@=3rm^lE=0eKo22EH3*avci_K52 zKu1+~X9*Sueo<cu`3_ze;n5Z(4Ic7d?&#|!tY_le_=+6h;0;mgA=&-lPqn8?s{F9u zgBEX!K0sbBw2?OneWI{GB<9i@bP>8ohB1$z4{m%BI0*dTVdd;!g1?+5+z!#*1g;ua zq$>rX4=Uk^Y!u?YP~zd~FThuc?{zjez}vD#(!W(NfVX@Uh<zT8`KDhQ@Abg0WiFJR zRp2+2J~UDLrO;Ot-?F@oKCpB%HGTOR#Ouu9Hcjl?l5F*R^&e2LHd}3b1$}8nB)vum z_+w&|r}h)L?Qxuu*d6veMYOGw{saAymn6>^fd`fT5<a?Gk9x35SyQJV?AqMHzs-ug z`fX>eJbrExc~>_IKT`NhnkKx7b6E!_Z3|I9ZD07y{hADMy7SqHG%vn?<0-3CUZ}@W z8uhFm$Npz>eR-=N{&9D*Y41Lxr>+7LrNF%ai~IYJk3w$`wYWEiJT%a&i$ff94%-bX zwI6F?Zd<`k-Pb0-`TFJyd-wVERgdtQAfC`aw^rjp9N;QAUoJKWJ?C+>G`St}<pVa0 z!<Kt<G0Y5~09VMbP@L?;Iz&!1(#7Fi`svs+*;>f^mgV9li>|>Bq>_#lAg|zvIDRn# zJUKv_=+_Z5=vEbiSH&>L;Z?+`riCZy3rX`axeXm%(LaIcSQE~HNSfTp0{=)h=M@T! z!u%W(t*{;NCDyx|okq{VkHk&yZvy|FTa3DPu>WiSQ!cn1fxb8`vAHiI;D`6P2slqT zH7qc%Ug^N=csUskSmJYcvznXg5vS=|3^%^VL(k?s+dpv$`Q3?^r5}JJp?`8R9w81r z-X|6_;DEg3_tk;ikI=hzn-5Tdk8%Gpcb&&RsL4=o5Wa<dQ0dEfJqUc_L`v;6@T6m> ziDv=!5@T=jZNR=R7{C0J3%u6G@Ou3d;LK;<t2Wb!1Nq4;h4xsNj@J>ov*qYtIn(rT zKjO{(r0Q~xM)(8ITcJ_lOPvO}U_bcO>R5o2OdRgzYqTtx2Os6Nz9*!QdguNMb{i|; z$PNp$g(c2W8<*ORx1?k4@dKG%S*-8%ShAbX5pUv5OlbG!v*x@FG;jWgJkj{<{!|_4 zVe9w(Z8vaUjVV&c0XX5;$et~ghI-dgLTWDP6ub7E+!U~v2;a+;$ztH$D0k$2?Dvre z`<w>K@Nf66!iNpu`7-HEX7tc=Hvd)c?caNBl#|-P3G1lCb^*XK+7}l_P4N5A$5<Br z!k$W_A3USTVK;drqCI`E&3-I<s2k_6rheZ$1Dv>=7WZ6h19;ZFK`#kB<SqRv-r9k_ zS#AoAR4V-caBrUJMc_Q);4dra@Ht<UW_FQpym6589u!3!m=8$W$B2Hv^F2NHbFi)v zvVO-AA3k>q-{%CME#B^qvSLABF9$*Ai(JI9&Z4|vJfHcXr`B#L^bfH{gT1+zsriWm zT#?`%w9@SxSeNJ-_IU;H)eHKk4_~K7zv`#pNzy;~K2@vlu9jgwCn5VqA;kTs$~JbH zV_47k!}@nbof~}FqHT(yJEZSEx6Q~!ey~j~zgHi!u5T%ffFHG}=o#(|?&%2+&%OYU zm=QelWJ3;k-$4KHpaJ;5UeVXJTFeum@ex*5z<Cggf5J?ejtwa*l2zpJ|C1?PqlWvS zGZh~BEDU_2(Y?={h5T)fiKp$KHukMt(SK|3hpLP875!G&zdek)g=eu|f#*8M?4aM? z`C&kC5_(mD4V|tGc&B%ALoxaevU+~0v=9Mb$m36hA+Flm6I6_2-E1S=zQ1Y5TnM80 zSCl;HFPoU>S}}m0L88RJi+#;c#PyI3der60(g*d(=S1Gf-}Ltb4|}MuJ@p)Q3`b|B z^a|{gXscJOv%t$A;l@LUkbnK|D^xs=dhji~+~@)DTZ*~eY+dw)v01wwWP~pLIZ2UG z8~K|8E%mB9@cp)Ku}mZKwIzl8O1zFtCH1yF@Q1d(Qmj`Ke0WmIXSM}A*HK~c>p1E| zmu5bQGo#+K5%2mLf7kV2sk^riUcWWsXXJ(X?MoTCCf9*;VOJ&Z0-xe0>bAWS5VuPx zhBaTKKkrGh^%d}#?%~Ih7n`xaR&TEh;`wv5qT~0YFXf_gOhE;3G&|v=$67x6!9E*K zyg)zKl9q|k;sfa2K1bh|;Cy4-bC*xOQ&^XX6aDSV=oc7L7kyF+J^S&1k_X}l(Y^U+ zy{qWMv#Hzi#(I9%xk{o`j&)j0BKdp<@nWfy%^3da_u;>^8X=rxAtRCOL|lDNwB5!9 zyVT@K$X=yDybzzV4z}C7SC-<8pFH|-$HW&bgD`)`k~#7f8P18eDhK7$fd5bY6`}xs zr<R{q34IUUHZY}-?J>^R+C1TZhkYJ7tl)7FaXEK!?d}DvA4geroc<W}{ZOyT@8Hw# z)n>2E;JLS0E_z-a!92@XQ6xineZINRw+}+V6(!$-kW|ET73#SP{OqmaJtc!YP;MzU z>?ib(K>1-?D*?m{`PehZp|g;Zw&{>Lflq(+UM|6UnNaH=l*IZ9U9~&kh`iy=vV6IC zBlykA-GD(GoXZMzI7Z_PUi46QWTp~%fLZvUIQ-@13nPue5S$-9&My#bg*ajC8#;am zeSWj{OR=4J-`LP<A$0I3cIAiUy1?IVbvkMR_kF`pm(HUv?MTxB9=c@o1=Gc!-|IIM zck@cgMZeVVvlH2$&%+OGjAfScpp&RK^H=~Ub$?7#bReJamtCuRC<WYnZ1lPn`~Sw* z^vMPMoSXeSS_eGIZk~Phv<CWDRjukB;a4Y&OQwnNxu5<eJ8&TG=iA0{(Y-^y;p81n z7Kr%#Br+$56?q+JQkM+YCzjy^*I6s*P!SIp&to0+B3a^-9|C^}%zEgN*K}80c_fYa z+epg9H1!JlAfeCSc;NhhA2Le#iZCaz%lgiODfn>e5aA>6GoSCbKO4M*UcNdVO#_|Q zfiHZ$9q(gsxltXw_y47|2N<ZG8;-Gjv0s5sn-lK#Hx~X|#;3sivKqLf^YiXA#8ZW@ z;Y(Fs_#Q-I1DC;{HGh$q974VR#8bU#g$(GUKejukkXIi)NNxFn8U2|dOs1;9|FzM} zRS_b<SqtBa)9%1m#;Ze)*!QjZ|9mMBXN9I^_3Od=Br+@x2v0*N<@(Qq33x$vie1Uu zANJ9@5;6sQxts8mO=Dk4E;n(H=;8NcOHYOB!7HUcmc#(xtuISFY68zbp;PW{YzBPQ z^_ENubZ%&fIai(j2K%k|{O3KrwR^DoqX0j6fBTlvB=RoPksRJ`;KX9d0<9_RP81{% zB#ZU%*c4v9FO4|-H)xU<Jmy*AzKiDIy|b)@69LlTzgmnZ9{xn1_t6wl6TI&IqpKfJ zd_|qRz=`e8XXvFt2eV2W&|iF4<IOO5QWlwo!daY49c-GuorwN`{gi5@K}G0GU{Ig> zMg^Vv_Q}7*h!>_WY!0?fBW@^k9H66uPPCy{ej*0(c5TX}4){dVC1N)Zy!fxnpZy7V zfqksDPNyR5nb!4tuYWh<jm$xZB<SDKeRIypw|*+;ym(iKKBL-8O$8z7b2~-&DT){T zpt5eo7Qd&;iE)er9|^IbHhb_F`pn!J85!uE^LIWEwqie?J*}%uh3{v0dPF>f2=h(< zEWAqr4oO<1YF30mzahxn?7_aY(VKRPHALQffA;0x+|{BHNi(ezzzufO>Vg~Ce^PSA zjIhU5+ib~S$hUm83%2*}^=S!tcrtPk{WQ)uazA4K5jlN37M2J54-FkBfnDir<Dlo@ z@AiG2B39fx-(yZ@fH}qd8eVp@eu$@aKYE6suL^Sq%{Q6g{-6AhIwi=X&6hoYGN2Al zAZC&Fs0QmNKH>NKJ9uz5?_>n}XH?{!KYW58z2@$i(6k4SWeh4`!1w5Hn|>OH?@{`S zH}n2F@as!VV*e@VK)$Mr%#yHc!Sc7a;2Ry0PDFck;_sitxT#H1KZsNly7CmdqkZi| zFMKYc@olb6yzj)>?ccfJwKY+-(a~6+B7G;PZrGEgYdYqf3hpPc4^xz2L7!vM$C>gr z_+7@Ux4Q-KpLY%`)+UJ0o(7Q)h#%Svxqr+^@cH}mC6z;=BN%=3S?t5-7tan3J;nQ| zTzjOGkYDLuEZoLEr(}89u!ZmOPHmy=gDms|+4L_*6VZ2YJY)YS8R%=2*Q@^iLtjZy ziw1|Wb3^F(c{+CBLYho=@<}n&6(jyAZ~H=D^X1lZ#Juxq+s=`2#MQ0%GP__V)E$N$ z*!TK~?Z`xQP8~&mLC{26?_cDHlq&^Skw@?6<@f!FeKx~KBx`}VF?G^%U8fCo+-eeo z#vas{j9jI^1CRb(A&>|K-#w<RtSpUnmwfg9wCyeQCF?vOdJ+Sjwb*27&KZB_(hUY< zYUHt&m!5qA@3%TXlOczHN%It4RGM+FD(|VrY65u1$>%u-PogiT@$1EW#FG-0F`Z@b zH}>nB8>Gnhn4acm@nIdE_-(JNRH0sw!%*V}UP2)BFRT#u91be<2uVhN#~U8D$FO(U z62Y;-anu_~EF0v0Lf<B_I$`I8ILFU;oQ@Fl>=q}6{Wy^4d@vC8gdTL6QoTiJ3hT8K z{D%ZMmJ#(UO$YD$?RMZvG5n{>;b-?S_H8}Su(Pcw>Ul+ST8oH}+HO3<ndiV;yOgxo z9w9DTO#LSZyUg6^=l?JWJ$$Rx!UFqi{a8L@(KhCnxNO$R0>^k?X(s$D#X7BZ8%w=L z-rUjo>ew9k(7PC>0^DnV<ygb4IPkTVC6dtYBXlRSF8U1UPB(uz$#*irzvAwZO3Xrc z-Pd<X1AqVBFul3~{H%t-UECe>q}My9*s6dtKC4U1p1`#uH|pgxk@x<fO`A#pzLVO1 ziw;1%c6&4UQPvN7-9C>Qz7M!ht9y{I7x_U&Y3sAuK;Xlw*okYHd#ur!aG|8tp&@a= zlaLm3!o6m`_IE>{7-3YsJDiU5)TK1bsX^dZbX?6oz^l}=Z<}sjfo{84e=Zw(d0b&> zvp5&<Or%%pFdymzq3s5H_ukaJ)A{pP6?W!3wA(lYJ*2C{{Q~wWuX}Y-{2RoNB_bs* z>~|NTH+FCFd<;qk-kgYEg(J_$Y$lM83YU=6>LGsSRe!tq3GvfH>Q<}>c+m>k-$3ZA ziNf@@i<Gc$Vu#7?4BU%xM4ySV5_;$iQ??fTM8%-jsN^2vby1}R+gZ%f7;h3kiT$lb zM-q7QEcyZ#zMf%%U(me__r5lRJk7#__<Aewa^Dlv*<I*^r`yNwuHZbjhSIVq{3ZHM z$od+)bA#i+R=_!Y?$al$lmmzl?h5%gmnooASy9M@h@%cf{iov}E#jZWr<j5v=pdXv z6gPu$u651H@h|vmwQ7a`NqRhwwds$i_<e%PzQ$Y<;JRml;9mdUGV|t3F~n>C90w=r zbo8-mvu0*OPp~*E(&X_6JkitQCO7tZ$)yn+DoyaiV&y(ztb6KI;pGNn<O^Mv(!==s zxn)(2W8jZ=7R*gq*#CvI(wV`)3%zM2lW;fS<Hs~kt7nKeZN8%CE08CQRa0BPK>du7 zkVtkEJYi@?#0_><BL4Ko2l1lh@^2br#2EtV<b?!V@J4?xt(W@nFHPgnFaq#SFN&Ba zz_}Ms1y~-#{>ddf&ZWSq&RvR6J)P+D8mD{71p6A<FNz)p?wS2Mp2vmP$puH<dH}vk zO8nOF1L}Rw%-5ZsSYU2R&^;Z0=&L?X&n_-T0H5FT*48dyy{Yc{y4;5@uFmuNl|1?% z|9v-BhyQwr+>2Pk{SaDahA(7ja6b25*Sv+TW5dk%t^|QV@KGh9PFL*L?ssfc<2O;~ zd=Tl8t^{4J^>TJn4tQXre8sw(V}sC-+xyy(rwOWAF;C;%qG9f*pqwe3i`&P2V)6*i z)Ax_p-a<Sj)(d70nune!nr8Vs4!l5=*Qm`MdUR>WPlgQ4O*zdSCWAWc)k9N(HON;~ zIr}<4LeHp;xFGrfb`p!?;E7y@PQ*vEt15xKBY*s|hye6av3tdeSZ@!))d+t0wd}?G zjB8TRgPZa=>F{?yKd3JE$cO(0JD7^Wzt4%gai-z*X=@aO1<>OfuSdij1Mf^#KSCA! z4eJ;b#mNDkkYwe8ykIoyRX_E9hr-{)KJ=D~BOZ@b<ngfeq7Sx@+AR`&#Oa|^bb^nO zr%koI_r8R@?%m5C19kAQcO_>3cu?Q?+t^2sJU-z&yY{O(@Cf~0%1q>=8w}=kd-qZB z+)NJ>#C};4udKKhhWWs1#8)<<C+y#P*W?afU$Z5!djxj*PyU?t2=IU6ntx!v9O_?A zq1V3b>2f3%XY$Dr*Up5|Q^TGmJ6Zc_k!QH&4nOTfoRDefjW+KF|K}^1XZJw8$YJ~V z-6;4;iRl~H-^eF!E5_y@L!KP4P<;`6pOonjCvz9_ieIMtJ;86yuaYWXR73u;?}OLb zUE~jK&Zg7g)5&o=4-O%3_x7eMFF%g@XY5$%Oak)FvR>a$pW&Cq=On8BAYMAmsGB3N z`}dnb<0~0>@i1d`*%#EwxtqUpBqAPpjb7LUZ(x4%w)p1^`g@oT4pKn>AQD|(Ins~5 zlnv3%PpjC+2V&2Bs7JrXOkoj?IsX6lXJ!6j^evj(Xbgy>Z!Lb6K^XlWqQCSF`GbK| z4r@$*;eTr#M~QEh;NMdZx_ujv_lcM8(sJVcX#wr`sL(&l!f`(nJcHeR;}-?um<ny; zmj~RKM;LiZGZ%FRTH!3CGVs^sJaYDyCD<+1w<+W$>~Kv>Ir}>5Hn)x5#X<K_C;ux< zuZBLEI9lCJV)(<?&~est4h@|ZtK0i65pPUey)3|gS*!@^#n2Z>_vo+$`##KlPQLLl z{Xg`Fzb@E0jJ&U1Q=LuV3(l7c`C7{;LT}`Y`tRm8^sc{3O!FbQ_taH9?36Tk)0yUc z<$K^iDqK?yu>S$NU5^L&K0Yb3Z1q0iUt;fWwIS~KF`C7WeZ+phzge_5KY-(1_=`YY z+|%F`MUqd3y0><l_h>fap2*cQdgwarxw$ziz|kGW#wfWf;4yW~aUyEi|0GTF(}+J$ z{ymmyV+Efz(<7EpLw~XKXv_p~YPegou@Un!dKZ$OWxhc^V#cMeQvp9|A5t7d92sE# ztkD#MKAx%}ie>DNTjO4bzR@5KBoJJ@iF{qJW{Lb3cw0tclYZPQ@V(v>`n$+m6^^Z* z{DwT0D&?4CUjokIm?V0QV4sSQ(IyrA#Q99_ZB{zyY*Xj<N%lWQKS2cb6DQ0E()XC| zu8+dpFxoe7UJyDoC>bvGGe9TV@itmZ2tZ!Ee3ta`W9Tf4MLq8bz?&LVYYzEC_fhaG zczX_Z+-K+L13y&Dd+{_1I@cFF+lMg+aE~#g>Z6YP(4)o!&eNPlKg<ET&78M;_bj?P z@7*u@F}vKNXbJbcfBN$7IP&Elc^=1c_{mN{?|2RT=BucT3lqM7?eiP0rPg@AT*_1c z{vNBngZEePIbYW~>a+0Eec^4vNiOIwkUDlk!x?o}*MB?3t>ATH9Zvk6@Qc<L`>7j% zXK&X!*%4QX7QSebfuHd^obsN-zScVQFQSSWbv;*d9*1bG*Q?2|AB_<=whrV!J%{zo zym^KUKj)QK6lsZI-2=k4i4f<nE?YA(tAHo@-c@1ILR@0<V`wben~Qi)m;&~ex@cw3 z3|*pw|Ed2w#7BN!z0{6xs4sk{SI@+L)><1O%Yt2Uj4Hogutt5Nb>){dEqKjiqTFe` zkIR<#Z9McNs}U~4OUMIpJ@>jcaPM4&zz9zS@JqwPnfL<m%I-tGY9{i=oR4Y?I47xV zb9!PC@#E(0L&Ow=;J<B#KYgJq*hre*(1M*iKi>$6z&?63kuM~Nbq$Mkd9WCZKJw|e zO<^C<S86gsoL2+=`^BrS-4O5$LMMp}@E7g5V*eS~jnjZOrl}oxO@3ff5c<&l?{i|= z(DNFMy!MTwzQfKPN&b%xeKCtxg0}0Z13#Fmq@G3}<Yzy38t4yk%oZiw6Nu{~%l^d8 z(8oKH_e&xk@Gf|VWE!H6zV7OV82XZK@nrQz5I8raQ5yRyKZM?ObN-cP3+iA~t|5Nt zE3k^)sv>*|-nM4K%_@aD?b+_9f3YsO_?WcsE_Biip8*!csep>Rql=HAA77h(!Uf)P z=<dCXkw2hElgHV3U4mXAd%VIM&wc)O-ue*q)4tnOF*)BH8rVLY81TYBR_;|?eaen= z|9m=kR>50@c?hoFtiwHfb}ABy3b0F{rKXKH`ijyQZ^vxGUN?RX$~B@MCsiWx*a-W1 z;Gakj@{(IG>pR4F5l8h|-1`D?eqrrF`hzC$AcgEZhmjvpafxI~n!-*dX+og~aF0-c zzHByd+T%7C86k9$wB#Q$0maapcz+7+fEO_|wA=}K3q6po-h7(_^{+^Qn^)73$1ck| zHLEx`xLS0KkzYn%Ys&?<Lg4n$MM`QeM|{tO;gzB6JzbiwtQh;Al1S8}BNn=yk{tck z1?Pq{FO07$r-7%IKM*>G@586sH52^+-z!!;umtg){!@zWXW-QA^Z}9=1IS<2A`7JP z{KUQ;_6Iz{pU>;0zq8t#n<(j`v6q*<itX-4{LHwdy1iY9{+W<LPEq*Bq2S+*&%}|Z zk>@!~A`Yao-S;nrUu2yZpi(13o=~dlbpUfetBhXUxr8|zrZxuuc0{2Ae&L>@#`{tT zoydJzQFl&teQ-b%{bu(2byA?esd)aUY6skDu_(&UM_p-v{_ARN3+fPJuWWvzFKXmn zsG~XTSn!m3s{K3W&53xiv1+3}y&1qAJBPU+9kLsmz{z6&4eM?2s+Y|?mXYVNo`G@e zB+-Z~`8El9132fK=kevs3*;%8beRMA9JK)jQ!{+7S`bP1F~s*DWg0aE$cN;j_~)*# z?&;*SJw4!C?)IPQr_I6VEjS}05Z@nMAj&2AiT&yjM)4ok<FX#dx(xUjZC+FJVP)V_ zY1KSC_^xl7$ngNwHF`wP8=C-^lCD>~k3+w>`9PLvQP#Pk*4?wHR~Yq)mCuY{^?+lR zp(%IZ=h`2O$QfgCj&tFR*RKMsgY;Tn={4|0XCK+4c#ijH^f+8O@qL5Rx+lf(TtU%u z?RODZ%TfgVFz-7lQJ>78%Aq0IWNw1m&Ave}!rtu?aMyw4uAB?v|1!g}v_2`$qsi@7 z6gHs`<oNNTHsl$)(kZ4ksK1(bs?ZG}ZqHPo;S=G(e7X6OuA`yg!*?6SY9+zrJO*QK z`Jr#jo%`(hYRpw+DkV623Or4qNB9Q#gZb2J2QCfNO=`u?&fxR9Wm&VyfTJGAUspBA zBd^bnzoJJ3y=!Fn<t@Y~Mf->MUV4DH3+Pf-n;;*E<Nx#fGW>p?FFEHhaBjb<-9-WD ziJkKg<D(E?vUeQ+01v7xx>QJ`fM+3zqXQ)1QJV*(PvW_bI@2xq0@ujY)^8Tc0l!=p zR;cEHSN$mrGsxGHbAEB?0>{`cz4=HUhkh9{-ILVF!$)WHg*cU<H+6D;{)=-mvKQ~? z6+OcK4T?Mc>ks0f=_Se?6UT<u{~{>4En%-;>;Ys#IHztPO%V>gBYczKKyMn(g)Zg@ zHDR7*RES=)CFWaxpj&9D#heq4&4AJiZs^M!wVM_Ei23w?bF%2Jqu%+Qx{wEW#qu<8 z-VXUigdz35->~bax8EAg<1xp*H~8&)3h25+=Tb8U(RXl7H(}`x=HqJZ517EdSUWmj zwh4QA4V+UVPC|Y+9F(zlZ*oC7r$HPc^edBFzZMbivwsG7|3w}j)|IhNjeOyP55aFu z2h^`Geml7jeA;*WfFUDzIMs^Dyg&HOXSJ{vrPHW$S}f990>AF(O$P)zqCew?r!X7r zeK>*D`NIb4Cuf)?_s%nhy$t1i1YDkYswL*BfpZ=)(;`OL|Mu-(nZydvlPt;>^08hL z%z1w`6Of-XM-hK$fgL*x-LD{i6}LWO&FqC<E>!lSxeR(t+5N9{;LE`Vk9&0<W6n(B zb@zRUyZ22C#zWxuA<dPHD;ubLckrIAM*J|5_7mH?2PODys6#vf@&sy~aq47;h8mgt zGJ1BLqqZxgSZlFwa3t!rtHqr3{HQ>Mc?Q(W{4Y_+)gnGb9ld$b5b=fZpw*)g=;b9` zGh#>ZeCZEq((fX_S8mFj9z)+wM5T=FZS)r?yesnr-V8WdMlAk7pAC`S{(9t<ycDwX zKG+AE(uSg|SRa`|R+1Lv*+kZ5DU4KDmsMV|X7DKISh|>>;J>exoTQ2W0q<txdfKuP z=LP!SbmBbPzkR>iN=K1LBv4<PLmt<>kzTC@z9eZY9bI}4>wN9o8G9@A$Gh`Ro`Sv8 z3LB5cQX<|xWuCc+=aHte)GI+e7kA_TWT<|#VIt#jZhkcQPtFa)MXbXVQD?mJ6P%l7 zVdF3VjXqyTV@7XAte4OAPC5nWhRd;H`#KTlWxskQQm3G<(ODIgWQ+4ZqQTGP9)j<@ zks}!-MZe5x&&yoSz}>d$b$Qg?hUNvvB7n22eO~lZT9~WhWk5fPxJ=K(lBY(A{-WF3 zJVq}a8fIV3-8nacbL~CdZ=x_4`LP54Vy6=9IW64pE{1t5x6(M7cu;3M)BM8Z4Caaq zMjhRobD2!m*l-kc7g?P?9?Zx>9C~$TCkA+AWS2A;j{KWu_Q{ZaGR~_sHAd{sskp1Y z-S!dr=90xLp;#95HwRtO4~HKuHy$b61};thJ3Uwf+_D>tbL`?m+&_~{B(4R0p2;UC z2>E9SdFgd2Z}8^7u4GBj@o25GKKxroJWxt<+MD~3qe<n$U4gthc>SV0_!i;1HRFZ= z;xE61|L!OJ{S`jW%iuf8Q<)2umz^6lQ#5iNkf-RFGYne-_au*&z4)O6UCF^~-yrfx z>Fky90ej3Fph%C4s|SC+7)|#ccyxv)rA8F|K;$)PSVbnzgS|h<9PNuf;aSG)`#3L` zaIb@Q7teWC<4K*F8tkup%J<+I#E;fT-rulpL$dt|#>SW<O?AhFWWc`RmL{RK;TL<H zcN4#wmhRACFi{$!2fVQr%e<PO47(n<CVz<;b$<P#t!&(5a9>tw{Vnk1>3Ypr3F6Fp zU7aKW^p!O=(S=;#JPTK$u>5KC6V$mr_<kI`HIm3tQX2W9(8c}iEtp?+C$)G7@rEz& z?Oz>(JzT9lEbEH6Hb5ga4LsVnAjt4u7<oN~O5fp0%%5XA?4S<3tPmX3BSIW#OQU<m z#}0jW-7V4+`CfOy6{i|krv^(qJKmLW=)Lk8biVLk@AvDKZOGfCBPrN?C19^x_GDDp z$C3X0u3r(S$8*<ZGAzM&Jj^s|=73k!&yPDIFK}R>kv|H)TX{V9A!iA2Vfl3V5kK&- zOpfUv$QRD&R#CF}qK_~7UjGZ659$a}*H|J&-gA&#^shJOBgt4e90&fq+nNZ!4SvsZ z^u)d%YMf6=p8q$5b97t3)6BoY4<2#{hy?&gi07k%&GCDtsr^D%F=s=BCH1iuIr6Xc z%J;{>XTP1;J^N!5_jS}>)=8{^A8o~z>S3Q7^e>c6+aazJan}&9!``tY`R!*N8-`!# zZJj>}{MllN+&Tfino{F0*@u1t7FwaM0rU+d9J;gi9`8#NZ!Y!#|5;!8=hBaLQZM`c z1o(NQnKo7uy5(;YN6+_opH86Gg*TI!KlZm(o`N4bqV(au+H~kz-+xkcAs&;x<2Se# zhkbhF65%88VJq(42jo~MS8esfe8^ue7Zz6T&A}W~ag~1kXU~6?F0JhS+<1jd@DB8d zteo0Y8GH3q_s`MrhcYeO2d}G<$9equ&ANm9zkWrnv=RAyn`uflbdk0jt-7btM@3Qe zWO7*pc}LLweR{XxkAh5r-j6ZwBI2$CI~nxtAhGK{2DrDZQ}i~25Av+>e))=QhX%6s zhLHfAuQoaEpvZI%x|1|z&-^?4hR1=D+n>RcxVrqh9CYm)R!yyHDD`nKrkBY^2=+ID z&`r8iczqzXBF}BCgW9QKhgj(2o`)h7*N`_W{q~*|#{7a;KN|SOG0!(^-kC2R@wUiq z^2=B3hn#l(dlB#t(=q83206@Gxn66T3>_*bUGB3p{C7XK`UVpl`gy(wym}Oh{Q5C( zySXUp*oV5`_-caxc<4O40>1L#@px)aBlH#8L9x@Yzk<F#Bex0iv8&YDts2Oec{vhF z55kVAdeVx}LtPR*|1289KF0&9XZrB}EPSWap_h()H}$tiouqk4<Ge=F-aKR<QghVp z(h}*KRuCr+>%Ef|1I~Q)369>vx*Q-WBriuk5tBX?_pBcMCWjRw<$|0WZo8KWX<@z6 zgVWCq@4dfdpwkfkPvGA=Yzx2k=so_Rco%wVID3d9;*oITk68;o=*o2m;*KG{nx5<x z5Jvp}H~wzCZ5s1QBzhmnr@)V5XPD!YprfXiXF0zEA65ts;>P|w7RmL;8~Z2CzAAV` z8v5nt9HA_9GU}pj(@bmN;ai`RBG3&as`eFM&p;jU7BANY@CvQ7r_z|9qY>5{S(oFv zF6e$>_B#*$`|O>^Z^S!}lhjnAXHoxa)%30cZ<-w-p1%4XdaTpvWv^;{4$1G6;>I`^ zA<!J(0lc?mCZyoc0bY?(KBC3vK3gei_sqontHA$e`l<0fiXI+5g>^WT%GynbpS7Qz zv48#*eM<t$d@hKiw|~4jq9=s9L#6Z~ZB6udZz+H4$2#Tg2>n?Du8Y~_e*WQ#{A^<O zcmwiq7v|&N2DeZbEE3ecYJk@Z>Al;6-Jd*uy-<PpEz3Cbl9(TTn8|VZMFGe^#Aatt z>!bf+E}~IW0sX)oEId56=)Ze=S^GQk7Md$76?=N9sOYOB>gQ3PF|ZOMLH@HVmm@lV z3HK}X@J<h!fcJl?(s_-0PC{<X)Q-r4hs>-}E@C~jc2eu#=A+J;eVZW_d@yZW@XtEx zIv=7RoJ$G9c?v3tXZaJrMO!-8R`5%KThHtS@b^ol8PY=b<MoAcHEGC4Dn(?)tXQD; zPAi=pzmK|yL;my#_K~G?nni^Z>OtAcJn2|x?$@I){vl6e?n%qbfiClWjf3a23i`q{ zUn}-1V7<4!tp#A0a?auT9mHK(kJg7`<M{ubjj5~PJ2KPmm*nf9f3QdMGEL)oCvXlH zpYv<*%+g<boZCs&jSl8P-FZUX%*<l14kQ$+h<)zbv;8Fm_@jJHk;S(eb=PX?HagU= zJqJjsj?aP*Ht$b+ejMjhLQ~(m0Edn<XElBTZ%c~L`CD!d{oIStH)s>MvH#lmN8~$0 zU$td}SdsT!{L)<xzjz^O-_BYM{xozh&J_CT_G+HbBI4QN>krBEzyT`>RlhCpDbF}= z%OjZA9-!Cx_yL}GU9p*`9=Nc!tM0fr2d0QEXS^f^_Tl<uX6t}H3J*PEI&JXb7JJ)v z#8Le_!us~$Q|ntkI7+cszY8F{wFQ4O`{G@PxIk(By51GMbd*}}<y&3M`S%&6xf6yu z6Xy22>O-eXVf=Oh@v3kuY4AJp^<Lg5t5?CRhAj`1?cKvCkpJ^jc{y}W_A;X;A@JAT z45JJ1Q~LP0dVRdk?s`4D!XWlf{`vK8tkce{1?v#}Z#G6$>bno(xmal=1M&pvE~+WT zcC5Eb$kLlq%;69$D@_!@IrKz9Uaw*3PpVSXw{N39n`kVx^BTI=PdBdn^w3NANlSwf zzwg$^?o4Z=pTl%Jmk@rC!05;MIudxcZ(l+*c!ZwBUCHJv$m<6s;^|ef54jI0Q9|EI zQ2C;!aRGYYiH%tz@U0sHzYGgt7mcAnx^s!RUuo-euzxy!He^p}zm9bw^S)RC{h;It zNy`@aMu3s;`=Djaw_<W8ld=RK6b#=UtOV}KyM=V7pk5Q4wz>EV^~<MU4c(AWG;m!w zl#O-y`;+VB$S?R=qI5WOCj4fF`R_%n)Ai8k9Y6d&Rxg3h_bT|z2Rk-ed@ttx>JJ;A z;Cp8G-Xu3b{Iw%Dy$$@LA^RL;cM$RN#BJUnE~f^jNAr<?Kceri%8UO%D$ZZ_lg8LY z<GiVj?lmFs(f-1O3@Px;Ps8fGoPp>E;rTo1LJT`5mCh9cAKXHB2-cwIDO2&s%t614 zYOJW63P!!Je{PZ;I)=)jyFZwhkYBva?&rgLJ`Oa9ISXCGziIzqIP#Fo-Ib~Z57GbE zx#jJE&#eoZJy7xjbLz5=)Na5|IuG0xyOB?S4f*03fjrK!hK%tB*3~I@Xqz5-fCnu{ z;(toeGtJ}4c;LtG<lKFa;U_Lv`)x8&N3d&;q+d!vK4`Ac>WSx@-4(yed<}KdZ)Q)K z@V;zw<4cA8z@Ik^{eH~Q35O$JzsUf9cel0u!;by<&s@Ng2Dm}GSwKdP_@egu%--B# zQ3E#4Vg|&inVy1B*xhg{%Rx#F>mp6Ylwpki-tI9*{?Fip5%-2>IZ&S>wrzR}98#lj zb~h&kFN}Hg=s*p4q@XgN+5$c=V)x<U5#UT6Rlz&Dy>p>H`RdTybpJ$lG@GF=CP5Ws z3f#H8`MO#YeKH@Itm8wWNAyL<hwjFL_xOs8CZZ3ZtN&N|Da3`Lip25f=ofrj73-5$ zj<{aPnx*9k{glb<T^9Ukm|HRX+!5g4)qgAQcQEfbO#90<#P6=%^$Wcfh#MClt2d%= z-~10v^yfk70kaQ(Spawcg}53rA`T3HY<Xk7jr~^Q`sy9*N1$aH^Ggc#U?oK*mtf>K z3&o|cu)i4p6*SDoBCoiR^ud`O`W<Q2;1Kwt+q23mWlhj+E9_Zcc7wm@^{xKGbN}Z> zLlVV_e&79m4O9PcPw5$^=>hPSsStj7o|`y-VcHxmiFH?#UdmDiE`66!`c1uq`**2| zb<|J7ju)aXJp+#BYi5ejA)au_G<^8+9{Flgxz4v@#Dg8DZ|+~w|CwuR!vuY~$o?PC zU&I-%R#us?74V6>DIpQS)u9DO_O43g`R4*&_qL(VG;>3v61*f=DQHdlBKCLhoYJ=* z%wJP3;dBF^u>KP8l)wc0IErhN=@Hhy)r*f(2Ypj#Da!Oep&ui$QFRmcb>uFd*foN_ z*DybN0{$eJe2;+)ek0k}TelK~ekxXd{Zw=Gfke(m*1<o9+R5g!p>M1yy{H&FihFCH z^Vj9qLI>)&pv3Kq^RyXtF@)HMmPvvOufc~NFF7t+L&p?+N3<*fJoyppc5kBueVA0K zpNXJztoL-s7~o$&Eyn>P?DwDg!j$c>S4g$|VoEdc<-oW25a3aCb+*-S3&er@Wu435 zm!)Pz!D6H6OWT<{Y<w8&Yn?<jeHys0`P?Ao4bI_Nyp=g|6n=O(a!C#Gsv)J5tMC+f zTlYOOR$9b~PxQ_N=b%Hpv=ZB^cl)#{w@cyYHvb3Plf+opj~N3&WUy~>eXKB^=LX%c zpV4@3<unf)`G=VEPQ~d#1YVkyx42jezDkhL$M*Ld^gv@*ujr##$2a1^-&j#kR*Vf> ze~$fra{X=;@V;f0!&Ub*@WPRTFY___nP!(I=(Z4dM)kgJvp^RgaVcQlhy9RPyJ>MB z_lKIeh54~L<NkpRlfAf7R>fcTi58#7defX5`zT%cZQ(Ih=+P3SwGw&YOOcG<_vSrT zIctdy!tS~(o8(o<d*`3h`=6n>*|7QWlcyH)fGN@NL?!6h#7(Tv_lKiy#IdNs!-slk zQm5A~#P9EQ(dk{sP-pzc;WGLc`ovI(6lP81{HGG-@K5l6JyU%u>`(3C%_WHgu!mfs zh0+A_wJAl7|M0V}qCQLYYs@W(^h#p`UUlje3a&vP<moeX6hwUJOX7XDfIOmilf5Gt zJXef?KdKg=U)S!wwvIS{hE8Ms_%Qn5M9TY==FkW5oI3Mi2Y7*K*re50;M=+X?ip5~ zk2p%-O%VLL<j}?9eDETcFK_N>;{Q{fiiQOnkVgv0T^0v!U276*hyboIu6?r8247u& z8!9E#3411Ld9q$WU9%<2XRlwZ$R|)G4RxTRoDk2jG4wS_JSYBx_3h=LP7mcqpK|c3 z$@lAs6HgNT*w*lO-eg_1!2gRdh51P!Z(90VnQo^D-A&^7f=(N7K+I2b7W*`5>gTcs z?8x){*24M<_MKb84?*zp<@>T(3|8pVzA{F4;Req6nu#2l4aEJ@_B9FCz-Qw%Kjli~ zxs9$|xv|i#A~Tn=%&@OF3X~MQNTJ8ASw{#kAwDu6X@Bt>c2&Ne7KwO2e#emOyan!c zv<u&9dw_G2Q7XNsopG)w($iGuAKs@i&G{YpzF~Vzqofu4<LXGZbvW`Y+Xj_NKG^rv zcj|WNfo$YF{)e;RFB92sukT=v2O)3Na~V9}z-;^s_Vdr@0T;Hxvwj7sOL}4d_I0J4 z_y`_EW4+tTE`q#T|FkC~;(WlZF@i@v(C4mLT9J+;E~UsiI)U$b$1GQzR>OJtNh+@s z2F?wiRZb{v0&nEhgW6`H8<~Ad+rEaloq1=PdRY?j`+~Bg4(e45cP#%_{6gK;FSf?+ zymLd(<>Wu%xyZlWKG?i;hu%#%eO(RwGhmgiBrg}bU0$#1dp`8-40W6=hd&D~UDV$K z4s{c0)4vTyU1&sDLJhk2iMF9T(aq53UM8)i<GwP|C}P2O;DT|te};H6{H$Dmiv#gf zn4#R{+a>U?I>X0Xz^S(?LlzHSV(vOgv?UEQ_&3?3>dS9|Zz%z#O?Y1~RrIJd_SqZ4 z%533xSZ~kz%o*U>=wUA}b@+>gu8JxL*15ILP;D9bG+m&>W0wbi7`ypY0CB7@;G}RT z{P>X`{kvE<#0OEqw6aj-k?f(pwomYV=wlWx12^11S%l=tU_Q(~Ee7s1^kJwB@RB2* zGnMU_WIjWjKf`iMGX^-rmPergK5%QM@sm3#`h@BG2(6J1?909X{6sP0fq}h!J}=^f zfs#(467cO6^(`q?!~r&r#Br~i4Jqfh3QTbRYMGc-Yzy}1=J-#^z5u$QIGu2hAmTTd z=Ajtyo!-vgR4)a@t6Ift#S-{;pvNE&_TS8+z8k>}otmqr<^XVppoW3%AoiVu75TU; z)*~Y4LM{dJvcUD67z5;W?+aH4hg-3Z&uFx34N;$8e5acG0&$*!;LU#Eg2m9y*G$5| zCt)6=D~P*~#(jDIVV~*gWG6m5i?|W=_JceAK2_k$sPh8oHz(t_I*9naI_&@OktTRl zfV{?E*xNWcAp30&`sL?{6JMGjU#6g~YFb7Ai%_xBwLP8{63%+u33fKM{*jlAIK)Zh z=K{V#eBzq9z)$qcE~<`tV;!WP(kySluCglU`8m3fce<w$Fu-mOYo$y1z=P<zT=G!Z zTl?*Pui%&918>$8ju4?A+KDyt8uB!r<vO=2BJ6+v2)<+4$fH~BNX7Q*ZLPZQgSNn< zYANwV@GQ~Gd5>xkhqM{gu7~rW9u&)JYy<!K_TxMU4}QM++^=L)9{ns{x+1bS(Pu#; zrlD4h^SUke8}GcqD~>8ZqYXkoifx$vX&vzEKQh5VVd(Qy^=LXd;@CjpvcyC#13#g5 zk_>@9^=$XZj2`SpX8Xv6?+JL*3H9;+@Ve`R;r>Rzp*wcpbe}N7?rZxeUe-fTnU-T0 zA_R~Al5lAid05VP|DC1))O*ONmj=LNs`Nh)RXU-cuq41M`wsd8o?m6y%V$0a<hju! zPl%1HNU%A9{uq(7KLY*1vz+T+?_5Ja#bZXp9_+_AOtjNUzR>m72>rG{qF(ez?dU_` z|GM#AO;TCZLmzi+(s2U+|C1`yW<&jE_0%0@O7J@GTTQ-q!OyLaSw|?Mj?DGhbdU!5 zXQGtv-h7Una^a~0tk*`AIUyHx3h8}$)Qr>Mk1|@(q&s_g|69KV4(EnOlhc6?mgq-b z8Z_layx|+&eV~oc8|j>2sKNJR3JoN;l|tOvNlbd!h<*y&a^|1N8`f`(>-kuN|7-ep zC-I=q%dFnp=OFNvFYj;|{5|r_)C9wI%%A=#9v^RyxEeIze4+q-$!Aagn1n8yXgFd^ z$c}oC^&NRW@Y6JlR^cq<B^PrhV#k3uX7z85XGCEBfb{&LJ`3>9nbKhk`9NcnC` zM1eH@w+`||=cc32IUhhrF1=XE3_l4b{oHch2>oRjW+N}UAfBEdBs&6pH+fHe`!0A_ zBcG@i*$Dd9NAx<J6Hw<QJDq<D@mf%FK4A=T;lefBB#kuq-=z<cj}gBn9Y@!+(9ihj zV|>=>3DiI1O?L#4k130&SBG%H?~9BVR$n82(<wZ7Kmq(<jvFNS47|%*bm%_?yrPR> z@ZH3@Q3*MBG2Ewq@uk}(_xH$`Ps`lh#_#=8$2V%AcO*7-XUu;@Kc)4Toc0LhgTnKA zG{`R^i2E|c;h%{c#5#3nQKxuaapizC^3A$W*A}raOs;iZvhqY6<lM5kp9sBxR`#g} z{2*%|M<?$W^pkbwQ;~qjSiSnD<cj+d!yWz{xv~%E<W9{{TS@Neo)e9Fh|8A7PcP(p zVZWZHiPS~D_q2w`^(FL@)zSDL9>d5d*2`z4USWM+OJqb3LyuTK?%S3DznO18!6k=t z(E877-u{RG7dW6F0)3p)nN|Eb>QKf{YIbJ9hZj_po;Qj?=W4emb0S8(6{;lg1AcaI zTkq1re|Y_CDHf0y>oySnQA2!kqpr~9`-nNod|rNi%6P80FSj3^L4KNkfHb}rb;v}I z@y)BKBkN`!2@wZRdNxa3WV)B9C)c&BWA03N&Ov(@@XT{O&&tPeJ~l4NHW)aqc2MY1 zDDss9G&^_1$8I*<+fB5#y6)V-Mbi4m1Fw%GTp;N93m$Qb)gc@_>UO8FRV(6miMgk1 zl^o_0iGF>2`HXYJl8uYn9P+8b%g>nULNKqP_IjX<1nS?TQi^@RMR~$d!qIK?Po(~? zOqoaDskHi!Tr%*eis`|Fu>ZPh@)whS^vh(dst{-4{<2d#Iuhbor(2N^_jvH#p$<87 z2mH(`5;jSMxT36Fe+~R5>7e*4KYl#FA%igI|2Vqtc>oZj-D+$Q~g(gfhyikeOu9 z?3t03qKrsLWp5D?;cG;6jf#|_vO=;&N{Ed5z5V{Wuk>-<`#k5o&-=X3dCr69jEk*| z&Saqvp)TCdWFO9RZ&8^RTt(mOVWD~tYUGo9)%j+yesmfg8-{MM=auOYHRw<_hiQhN zVSOby{Y(8|_r?FI$lgL8(wNCSed{pxsi=SEEnWxj^pHH7gI@Jh%>O+6NT}`YA6*IX zsj)oqodm>%$We)D;K0Uj+tGFKODRX2#L{f!`GFTlB#_5F|4)4TNCEsWT$<v~N$iL2 z7VU1|caucV#yIfbSNy&qIq;>kD2nz*8_sR@bXkYqKpuBXw^bj0dc3zF=NA0Q|EF~3 zY1C)!>|cGE1&{j6croh_`jT&OzIC})3Vm9imV0#=^_0sO>tufcKTNV*8ouKkDYutN zH}dC=Q@HIq6+dry(tOth@maFIPiVn|u=U8L^>-8ML$=J+1CF?-G&_*z5d1=TAmw9< z3UKX=Q*T2Y>PdbY%3gKYkC*x}^T;;>s8+&jvHvQYT+NiQSIGmFn!$+s5+4=yv}8~x zP^D8%GD04x<KR7neZ71~>0>40SGDe<-4=LsxS75`6>w5_-$LcZVAR_l)DM23gPn4A zhrGo48oc=WToUX0Y-pgC5_yTBxQz2v@M1H+>p9BAn8W>(V=@f*DVWaeCJ+ABs~lh@ z2mG`b{K$0`IPch9@t{!y{`*2OO(h-rwKf&cZd{L{qUz*F+>ccw@1;ikauKM!bOrhI z+u8Gc0?=8e?w%zt{DD62=AL$K=&2H?mC`*5fw!fVELJVZpYz(v1>sMtMOhp5h#T}# z`N<b>e(NpO7R@QxkCy%?VdGP{k0k7;m1Z>R-`X*OT(y{!w=dUkoq+vQZjoPuKW!~! z+%Z#z-demCM>G$6X7zF^Wx%|0et|+hyk5IoV_^=yIrjO}bB2GI8@d$cx)=G9CE0?* zAU*0)!+D!c@WY&I?o0iTz(dxDe04U^zv!`Q;feep>*nY{C>758PuRBIMExe7<pQ;d z7V0R{Q4a|BpdTzMOyA<c`I$sscL&%xEB~2`d`jRkp@hSO;QMpkf<HL19uk4aRMQ5b z-=9Cpp*;tEupwRN96pz9irukHGOXMC4$;sV*!Sf3@C(0iZrxtgtiTZS!_>-Zqmsd2 zcz5D%foEDiduv}3fH~1I{wkwb?|_z~p`-8@)(A2(ckIvk*Pm$A@bBR_0~g5j;Ww}8 zx#m$HDtOiEZjc8&sXHL%kG!q2OMCz3cj#BlkG>4rqF+Z$RjUEI$D+lEWc*R&b>#`u zvS+|w%GE>Iu0fyPC}XSxo>jOoe7!1(dB`NMOXlD&d5OP>p1R<C+?GX@LM7@e!SsVF z{OEtYE^zTO?1rS5hVdifbx_ppLlHxWCn9u8{(A7cqN^elfyg(7;#9bQ?DCJxZ$%O3 zh2E1h5Y1yhFMAqqf#+pBII!W4eSh`k+nOBKJ!3E^Mg@Lvl}Sa%--~{f%~wka@z8Z5 z&i)NBMSN7v=Q_WGeUjamx;v*$n9hHB9C)YkHHE0@I&_Ra7u9ZM@b;DNlVPx*?Wt** z-FryHbB-8QLodCsYUS93eg03u_{<?|@D|dq4|orwuWOoabDabDo_G1YQWyA>p`OEp z5&AD;pITeIM*qrJf~5yug)OJId7&pA8q9zB9_QDG;sX~?d_(<W#a`KK3G?~F8FJrY z{cc$H5XTAo5N3Xa6omQ0o?d?uA%ia1!B-X#hF9OGUK*BsI4=>`<myI*d4lQ!PQv@Z z15T5&3EaRsnjQVxkNw)n?+)?m#=TIHx_Q0G1Fo3ytX}oPc@@JI{V{#y)!P>wgYCd) zhUpWw?2&KyZE?4p0<RPLT-&-AcCz$<Eh-s#Y~u#^?!EIlSub>};P;W*-<|h(pf08r zmryT{J|Om+iK!1TAK=2qjZYOgZ^9s95D6Y?mp|vQdmdav>>lav-2RaFf?8t0$%d8A z!Ry+vgQElEyZ5g<AFyh$v%r2;XlU;b0Y6_PqF&GiZoiIZx|s{Ua`H^NXFuvQOEYew zsDstnKeJoa!RKpqVy~-1zjpTlUp}nw_J!&VI_%q`u1WO$Y2<AWFC1Znzo@usm~PZ! zZiA1n@>U$y|0{FU!Vv7sRpd(|;y|MRWw%LEZ^H6lVKz$mLqmxB5*h4VmGSib5@(## zEq-&=avneTl@K+KLH&qCE1EnSpKB(aD*FiDe=+dVN$`&JEk!?d@S^u?LhIkb6G+Ei z>xJKij=UV+%u<i@Jg0O+J+baedQqd%*thVj-#jR;ppHWKPMPci)|r0JP#3z-$lCtp ze+$@0hhUxfN2qU@=W~T$gib&s`<Bujc68^PO;t7ePQO1t9Q6!*d$#>j^)v9hsmNq+ z{2kes<AREPz>ziboKf(|Lf6)az3`_zBfWUl)3Ar*+X@}<v&&>{3_8G-#9)>yp%cib z{aoJe&atiNx+Hl9e%BJW=W`8k=G;YLX0<l-=~L)SG3TQ{sj`&hI`AZ7Z?=!xCgORJ zW7N(^%r!|1N%6<}k!xoC+dW@e$zitk1A39=8NutH(66^6-BII`i1n*hZT=nwUMu8N z|41ACtNc$snW6vQYMFs51pPC~RUA#%fKS<sihHK;yc>_KT`=~op^Cbc6weEv$*mom zz&z3E=RNILaZe;6F{9kthp<okS%2k2__4(G|H#IX?=DaatHRzg=p9Zb<KOZ%ofEzA zbE}WEr&JLaO!$x1^~3-3AFs-)VgD&DuBy_FB2UzCU7Y;|dza^psl>XR5$F9U0{qbk z=DgKE2_7s`_V5~bc09jqgeUAlIK=+(LEu5-<jn??{pcH(*j6-c1rN#;c@u#=s^;CI zf&$iU{}VFmRuc5tvA7>s20os?!fe|c1iPpstxjpd=S?4)SHkxzSK`*u!*e{`D-OH) zp49z$j$Gi5`&#zU!Bxb+vbOrO_`Lj2Uj$MDuQ+Qa_((s2UkTg)w;l=}nVI90tAIMO zP1zUWQp7jsTpYav9u!^|?%zRw^Z95JS@gkl@EHk&p&na(=~a)uk`IC6m$1)U#Je@_ zhq7INfm=*L4nOX~KT5pc?MEEooqa)<9t(Twc%Cix8g*>fYj=u|`4A!wRu_<g=Wb_< z6*QG2E|u3UY}12pM?L!?Z-rOgJ0GhAkeBnQIeT0}pU&`4rafk;pOYQ#VMctgH{yL8 z;RJh*CVOfPyHyQ(u=hUJ`ONJY&EtVyg#J4wBLP0Z4};|IiHA^!l{^3EH1Np%Of_9C z^sg&<H)?$PF_)(2Z$csBw_?ZXzK95Xega=`2-e^2D}(PWK0jSrr_yan{N3A|p)S*y zzm?(hc;6oQZ(o7g2nYQ6_#^jQRnV*co02i}#`-%QG0y{@=;TLrF+4_{WiYnd0)LmH z@?B9&4EkuKjvl#^j5%>L5zRIwJ_KXZ$8J(`u+z9g8~qmieuM3?R^Zd-`$t8|@%TI+ zqKUFm2MTWu`W#yVo+>T(qZRefen<0g&jQ3%irDMVZeyOq<G9xu_<MI+ZeFzj|EzmQ zbg&9>S>NOvol-u|rJ3>Wjdt@P*jP5nPppEMXdk#CP=)>gTv)D+zL}n{Uvql>d<d!; zH#z&ktCM?KWj&Fn@{EpNc5#KD=P0Ib-Ugp=dzP1G3!c^K{lS3=`TC0oS~^+aCpn{) zoZub%ne}9@@F6doF7KzpKG;4huQ&jFe<b`aTHFx%aJ1bP5B8(f`doGk@c4aGgkmT5 zIh!X%YzX#lOV8;h(Tw{Do=4v9c!l#uGG5bp;JZI65A_BDcU=DDUzJM2dZ&w5^do-6 z^8HuR>w|igK1YmLG47$hO?u4nHSYa(I;XXL5jZy_%4B~T^^r~86L$Xrck;;c8Gw7{ z_r%IBfEUDRr#~ZV$KR7!V2y%b1$3ztjMHHqoyD6vzarlt4LnK=z8URMBJGRUjz1q8 z`rrp`!WP{DI1i`!?cN1u;AG>q?yqD9sPi|UFKWQK28I+R^?!ISaxBW$0{-6rZSG$S z@(v5}%y;&%r;9}mhr+#3&->DQ+x-W0kmIkeQfA;>J;hh83j;Xcvd?Uc!wY&+#N*qn z{J>i>nj{P4)m32%CByf@@2a*GPQ`-19*%{7z>euSTmGq`epd5xR=geO0!^QWwsoRk zFOHtE`6JG;2!GCA!r$F;ZDn3L0K9m2Fl=|8;^dpaQBL4OQ-PFkCN<{Qbp19`0>0J1 zxlLRx3f%qFr85K^87lw9F%Ep#SK3y30(dF#yPRnqJa&0c?~h>A7xSjqECQZ_j~}SH z{t|W&N8jY^Ly7YV%HP`d!p~IXYc_Ske?PF9H<Y~vuNdS%FPH#aoD2T13GpuIcGX2E z37lj2xxB4`=f?R5(n31$ez!Jhb_Nk&lx&6C52Eg$Ko_on{V92OG=3ZF`SN=0se*6N z1MP%Wcsfy6Ii36~F&X?ip0o7^=I7dpidw(0^C5JZs_1;*?X!=0p!0E8@6cpqLyeYj zyKc+-KlnY}S%qXZ#OoDB#-`o(>FH~!CdIkn!RDO{pH<PH#waMed(TKihqtK2nO%R= z=RWTSz01{tc|X=q>Cfh+UJK+k-87<|H(*aW-!gB*-g>pz7vf>R&s9c08e0R;4dm|j zz&}0|G-zpIoxh}##2l4JU6E#}Mjmz8FOKcw+pw1`Bd0hWtWT{n)1P~eh))d8o)W;h z?~*;)D-MX$PV>`WmXQZrDTtniUukk|HI^W*XFRWC6b!(ADJwo<!@4HPr0YjV!oL2L z(oA1R9OLEJ>O@=`INF|6TMgb-Qa0W@iO;2e=R-mm;#&9M@m9o{pJ4@Y)l-<O6A=~l zn;yL1^G*Drzq|83^y3Mik%zn(4Pk8qFM1KRVS)H9)t8>i;(@rIFK#zEiuK@D@n^=| zo=4-UzD0P>m^LP8c?|iR<UPi3nb0G~BBOTa%9*rhf072@djESZ%(W2lf{aGbq66`7 z$3JW{0rhLH2eL$ih(i?NQzxKPXB_-Da3T)6E1PAqIP@*r2b7f5h<{()xowWYK8xK= z_<a!{ZdyH$qtimXK9^t0qK-a*pOUUs__xm&iI85b+nbA-YcJq8eeDNB7r1d=b3?MB zWCV2&8_(rnG9N;AOH+&!@I|Cm&|Dbt^tr8M`<emr)m(<>uCU91pOe?=g~78q&F;&= zkAC$fI}T<-$J<)cA?ZSYMZ~&TIL~h1)i90xFYxF8L|z`zgMHtyJap{>_-O63`k0&0 z6%0Hx?Xk}6#LYq7*ykW;qo$|e9m$#AycD<>NbXoju0%WHGjH4P6U>OS!vn5+5MQHX z^giFlD^<h|YMN@qYueVAEHa3%8#VIm{{fHk1Ak@%-&5-+LbVXb8ObD#Okvlxt3C#y z(2uAGg@+#bBYvFAby0hW{cI)uL$ii>W#mh_HiG`kY_UdXJom!V{Fh}P{?5_uhb#S< z=ljb?s~Y+OUrL<Nc}?iA-y}pb*WsTLXRe<Tfllyj(JBe{A3b`GNK+bmNz4gq;aup* z`ixg~flG%<$BNZrF|S8tHjc<1`l0_@sv8B!1E!{{eDuLDzuP1gCZe9SuSir0c6dzH zuh_c``qxS-g8<^gNYmf&AL+3B*F<+Gun&fmy6X(6|EsqZy%?&6&TC&8rU!e_wN1RE z3O}8h=1FK9L;UG+bxB2>r`wy#!^H=EU{8s=3+yP(NN(Ke7UIh6gC&Yo%$<@BD=5JE zHLc8a9a-$}%R?PR<iW_>OI(|F5FbXy{!%RpBENm5;_s)1^XRHtoxgxbc?LH$jw7y7 z#$D4iV26Hgrq&||zvi`eQC@rtyj3&l6skd;^T?SWr@%`nf=|^OA?|q-eH(EV@FA@B z+dVgY1$>Thm+pB19oF{erQ!kD^@I?eHui@>XD#s>&aG_cDxR&weoMRlrK~=Lew*HD z%~vvr%f2h(1%mM3Z#t{U;0Uw-!gB6Qp|6Ohg7_Ek>rMFQQ{%uP;rJo3_Y^o+AyrOH zFOT@%=K1q-HqLuYafj$##JS55Mcxd=%hdp_?d>Aq*ur!baRBy1!v9~+JLJ>-Az@RC zs4u;ztRBYqE00Y*F06?E|9Dz#5$klNd|iGVappwY({+ai;J1tI7h1#v25W8uNfYRW z-yGR(%z!HiY_}7K&_|gtRT2nZaaOiCDdG;|?Pc3LTm#^%jXEJx@XP%A7fS))$;BOp zK6@O1H>?pKD)4^gzu!KPZ->6E>tD-k58Wc?XT)O$=oLJiUf(yd?<+I%(ssc0mFSzV zK0%LWw)C8fL|^CIhlMY6k$-cYWP05VduEX7Ry>J&ey)q&PzRq?<Lr6Etbw>i6QW`Q z-sGb1@+$**iu1GF&+T~sLWVZqf5>lATGh$tq|h&0{f{UH&$E^n<RnT$k9oIN?uUIC zUAN3^Sp&|$Jz;8B1>W~=%C6)$^n2c^8(+VJuZRx?-GN>#YoT0NCy6>xA4%6o=&H2+ z_ZrjdQU7n$Y3kfS{J-hwvwNT2Y(Ari3jCqj=aj+yD~OM0{w_zo!8~mGGTTB==qlTf z-k!m_9&*j-5CD!0=lWgA`+&NU>ZpxLG4P0pFHE2j{3ukj<-R!b3<dq-Jna9%SkVV& zSJdOuSvtespbs(0j=>9YHFh-rQ6HZF9l<80<qP~<)wM5!pSZ?+{N#jqar=>g0s;O; z@o3^7%Qwt%4dpnK!U8<I&>%C$h&pKa7s*NZr8ZTiAtmfRMZEXt0P@#8j(=_T0Y@S= zrsqjbu+9`KnZp;s7fhdP*aI&V?g<^vqXjSh#51xI3_f{mi`VLgH=!%N(sm5}_3ZM^ zQSHD%=10-37b%hde+}a(QboVPk%yP}K!+5v6nSV4J@ke@v8rA@^s_c^k^NYgzq<ai z;T-7W`A$z%b{_n(rmS2Yc=eL^#&+rz=$@&S3%m1nGY6}wZBfTl(=+Yp+Y3G5KF>rg z-pBYNi9Bl#bkFZg36_S4pY{iguN&ZX(lF&d-iKOkLH-kXX=2m`f;jf0!NtRNWEwh^ zn`eCiIo7p6u_X_Gm+T9^vm*LoYKJb0@?#&;KWrrHW1WSrvh8ufd<1p-LI-u^xsQpA zxQ{_^c$y^e3vqiNz5JgH^xKegJnVRnxJUk*_V}*9F+J9%?3e={4n>qb0bXr9xnpn? zxK@0`L24CzrM!qD`%(}5qw<4^A=dxEQ?_hz_+3b6Oqmuh>T<;e@`Lazl1bSv&19U5 zj=QiikGP>gK3bO7j=lgtMT0-smknF;X=m`A=j%-$3h<nh(7qLI#M`m4;aNZAEqAv_ z*NO><<5PkYR%daZqF9+!X)o@5m}>aEM+kNkEkjlJ9C-UCPU_Ps=&9%VB2MCS)ctc8 zJdM2Qr13<Mg8=+zoxWLL3-kCs{4>q*!9M<LsG>*wt+{o_P@@3)z<(1vd5CAf@4mVg zo{BvB5l_KE;N|c6nV0KW*Sk&k`@N3t_7U9Z&ay<^^P5uRKfm3%WlttkV8`ZP0`}kK z1umT+<w(N1E|Sa_bch0vv<CHg5U0;;zt<o5f&AGgE?+wl`h3;!Z~e!}<B!uAW&yw7 z-_Nn`E5x}f%gH_7|ImMPbnB|^1nLSW`=7Ai!@gS1#rFt+-?wxUABP{YW;{H29s4QJ z`st)EKX_|&KHX{f19|NopJyWAMenGuBtAvlP2po$0k5L0I(9e@>tDFj|HM89`D;Wh z4TTQ!In&2)x$yIXzFxKPIm{Qh;U4XWJX#=v$BpkMbfG`3ebUfFmX9i*&4zxW-Bd<< z1^7~%;i7Q|@i)tUR)-ervBBTu6#+gypKYvl0l09;!vCFGH}Yr>cZ(-H$RBjQO#4bu zfAczJsfakAU^g}ItOos*CI71->KE5vWwK_uA&)XpnC4Hy_o^^TxraQ{&dQa?264wT zcbV!pH`bloL53t1{k@SVjvv#-{pmkPL-K)JZ+*F9!kEFA%BVi3zJ#7Pl5_1&6!_~5 z^URrE^u_L%STlc(y0xY85l`^W;{gY2m+E0>E(G!e1F)aRM?`h@q0fuyo7V^UpVX&c zkE;-e3e+pbSAYX$L;noP!7qE0ot{1qf=+&QaWsbt^~oRM;w->x_ivuRFEislbuQbu zEAz-(tNc2CV;?(y#AcBpZnsKYBp$&&xAonTkVk!WRcO4`dIs@Ky7pc33C!avdAYy$ z6!egvzTb1OAKpw_x1@}qr-)f8-3f=kxDFppRmMDmLh0zZNbq64xq}>74|%82aBB2_ zdC$ry(O01kc{rgv41AjO+w@Ix^bKpPtaa-J0H0zPHQpWYBJ3rp4l}yvNtj(MKG2Uo zK=!>eyeH*xPP14!fa?b4?^6BS@_mOn1YB1df1{47c<wKg%q7&r<Skm#fPWc7N)^;( z=w}(@(SH_=c)>f|DFFLVQ9rk}gLu>zpyqV+FV4G!Zq)akMBhM_ud??j_9d%;mCX)% z?cM(r$aJvJ!w=4dVn3V;##Ywg*W5=22F!b)udDAY?_7dio#8!~58TWdtxj@9yctyP zSn-!dUZZ-l@^T*5^~kLsW(L@=Q<{PV#7W9aJ^mMm@H+o+E$tR~+MfGLB=C<1^#hE| zrkJP47_X<Ti~RX-?StDp$PfG2b@+wAgPemJ-EDUBhYN{Uu0xlPkexNfzgx93`o$ih ze&l*|ZZ#17Vth+R<95&!D$2xIt#DrA--`|U1@MLGytl*1hZ_xN+;->ME`8=(Sit!b zl@1?%ig47)yhjGI4k0d7ZF&cl<Nj3ogN~EH&x2e(#~xsvpGXayU9iJ>BJ$OaZ$Hsz zynJ|PUK{aXhGpa);>!L*gBP0cK2xOTscNQ({~mun+nM9@C+ARR0Plt=-_1$_$4F&3 zt;cAvzXKVMsf=O&|K4|{BCgLAo;g?n-pn^KN_o^DJTC21z%}qXBJNW{lUUD~AV(60 zC(ymDxSOAOK`$1jl$*N-{bJf@L-IK4<D8@nD{_cOkLpUB;a{%|e1jI!c6sZ|;syME z(DxLobmT=m|45%Mg`ut~?{byJ53i&oPH*7<`$ffXDS@|Xx3=4rMPZ$<_dn$Z@8V@m ztGbK4ZTQ;JRDT!vRe0&}p_9-flXb4v0DrmoSii(6fuHsCi=TyG+RmsyS<eFxd*u3d z0CAdYWB>6+?7O8kdukT)5{|v6Ja}MNKa#m^?gs&nzor@r;??b`4bgW!@X|e|54+Hp zp``Z0=^yHcg|#H@_Gf`hM_na#iGbtl-vwJ=c@mgOL-m~Ss=ZOr!2by6poq;Z=_0`Y z75LvQqK+9^828cue%;h{k^jsb=Gus-UUwo!Twa&Rjj05`y*fv`d;g4OR>PA9_|LCz zmkQrgA@6N(WEumH=b9KRm`2~B^^-1#`frFQ<YE>B*2oWO7<}&mufBO3jx!*x{g(Kp z`5yacn-|`85q1@E^tpV}0P3Rk_sd1tQKvY~kn{@t%_QG4@fq@(oAFGQ!EC^b;rvxE zXYii3JB5wNBf<v8ezvWmAJ*Tx+W#DIb@|7DBl5-f&NckHgUF}<F3p^0Lj0|9Oiu=$ zWp+N5_=EV+r>dv^z#DPAtjUZ9@53D0y1ttqT=g1v{*C);WSS(e8iF_d_?5s<Jpmr9 zuHzW+8+ax-`$rM|5Kj%7+4{C|USE#v%PQ6(nB`rO$O+j0NR0IdRrDhT*hQXehVDQq z!S4;;m`<$tHx_oeZJ1m~+KfIIdCoSjT=<7>e#O{1<XK_Cv?Hi@yL`X#%M9y0E)jR6 z9dX^_)@tBU^ga616c;*#p)YlD;*T69^6n#IY#|4s^9?87nmvPhDjjRv+5_O_C$API z;EbuVrGW_6S3qZ6_Za-{!hG1C|FCb)MC444$S1rN_7-Zw|EVs2a9%>(-$*9m@r^~F z>)4a~=WikJ;o;ikN8WS%>ARk*PRM^Yx&IEK|6w>t{E#$oQ7Ch=xbqrxt`7%eWf4bm zdbF-vGr})kMR_y;$4L}quU;xbe#h!o^cgzr$ip^K_4~+Y=$=@2ffxN^N~Ui>JTRI1 z+Mxsf6P*wi;wXoGqs?Lc@EY-q*M|GfQ}CV7437@NuMW8uKG>l_y@~&0e`+mwT#iG> z>1Fg)WDFWRTLEu1R$lh);z#aP-e|0wuhWM7@2}_&kPwhMFN(g<OlF4cZ1l%v9!nrb zJU5c8hzmkL%h|+)){A%0N2bq1_niX%Y`#zX2jce3_<fxZ1mK>&Xl2}c=;KSDD*giJ z=DxOi1jAoS%uk;l>;OM@{lZ*_b$;MGcbXA#xFh)Bzg5H`enx%!(gpA|h2Knn8R38B ztV`PJsB`GtyPJaVN%`|s`|iCxe-d0>zv6qY#V;h)kAcsXwTXPgb9$`D-`skOK7Zj! zGm}2}TPgGD&Aq@)QZ8mu?B_|I%Oggxx9>Y-X-_NgzLoW)E}ZD+`_jA`2EVJnTvJ<8 zgMK`HmB*eIz?BMz+`<z0O;S)mRxNPqmWRtP=y_US0=d+2ZX(7mMSmIm=cY)(`5^es z80G7(3Ox7Wc>U{NBfxj<hs!@hke}NzO}&LbXc?O5@InV6*-8oi5ApYi?O5uEOng3p zQ&E9DIH&ztfN%tHqm!LWaxdcdD-mkvR>V!)_D+l4`{dp}p~>pw#^-j}Uuj>6zPyY# zl4^*<0SA2jwTpqrO;S4<`p|O*9yL6Lf6z=-w6YALPnA`!*NzhLMRE0?jw{y5R6gCq z9dS6fNzwr8KG=DNlm_^d(o^*GlOO6KBR*L#fn#(ZeA4;gUl-4qTucSuwLR>d&Mu6; zjJ~3u7cYR<rwsQGAy1&$$1-aGUQKSY<y}t-U3W2*@APT-8S~9Ud5btluoG7&4g9HY z_YMDMhWn<k>Ad8HT{2F~62C<pHgYdFY|;c@I`#ZMC-R?+1s4CTS@5*GEVRpbZZLu- zQ}+n;QtN@_B_8D2TLwwG$lE$dJL=61Q9pN^OQ8hLc}eak`{9B2tL0TZj(uny`1Y_C zI(iO!5`&#P`djlA=a(&U@3QN?kWj>nqMzA8^Nr|d<l}Om#@`)_zrS3|iFnARY4Y6- zJoU3XgE{QX|C83)kaY0G+D6(l$kRxustg^Iv0hTztqr2crw6CCJLP~+x2tNLjImCh z1HTfDp#P-i#z(+!=J<-)W`Q4sk>WNpF5nBXo0l-~H^)+yd2bu?ba$~=9^2qK;jYK^ zU<XecTAREP7nt_vo?xumJ-04TPTY;YL2d2}!g0WDr&G_ofNQ6vx{{>Dpzoaf9IlRh zB9mdV_WdNjM_2#eTjZ#Vxc`}X3A^qS<-V_Q9rp02UPbgg;)sV<QWxx#l`q@v4*Y&Q zeNpr{{4g!aVO|gQv(qZA_nfg`hT)4+4T#6RKF5h>+i~CQsa*P_h|@cc0VcL*aj)VL zvTk!t^aH&7Xc;kzy!pLRRuuXSJQ>51D7c`H&)nRvQHVTTB%Y|~0Pa_2UtM=ofR6FT znK~D9LsyvuXzxv-Pkis(fi}dgjI4X7%+QxL*Vs*a8Tjfmn0xk)7Ief8CT~U-#EBHO zdnfS!ANQm`Ixc~AzUzOQ8GU<u^<LQ8DdXJe@A7I^W={g|Bips~5f8#-w{(j|AncfK zMdAtaZapuuqvaZy7x3Q)Ial=UH5+AJ+|U6JQut9ZF$cZl%~0)6tXm%EvB`=r&@&z$ zyG4R}hJDe$r6%A=B;o0cNUZPa%D$if;E$Q*2T!L1M|3x%`g-9vHyg)&PXbpZdx{k{ z5m%Hrsuhznz`JCbdpk$bH!ARUhynXNbZL2Q5&XDBv^F5F5c?2SM;QXVw7mNtp%n49 zh2lm&BY2JI=<DS7z-{wN-8U@YwfT%5vOOxmzsXPcTa6JHBApA~2!a3GQ+u3`fzB%& zZDAvWdj<?VtID1tE=2#dY(yM5T(ZGaSp@wx>xZP~C*-jL#h$C+NulPJ3Ae@JPcIxF zZ>Pbo3-709z61U~II!|>8F(L9s4xvb%i2F9{8Ag|t{0}dw~&9F809=`T8+>Bx#tmI zKISo8Nz$aSL%s4CZ=6Fa?yYX_6woL`opJM<69XmsW!(QLQXzl)$8p+m8U9<ZWol&d z65szvOtusJ)t}`(#qJz#4e_i2PCuMyU2Pzo08Ul3Q1~-rU6kn>thT^|nw&E3DPX-{ z5!*G#!tbk_Oi4ZWL+3kaw<89>_)SaF-HOjUvUlGw*Y4+i9K6N>yWN;i>Wt_F?qvMy zz6pC;u1pLx>V+<3qka1-H*_RLp4Ali(Pw613zA^0Pu<GRS8nJxYMkwOa{+lXPmEwT z{@-P6@py#~G?kGH_ry@wjoufo(7%DaYcZU@o(K0NK96?Y%@c0A#oO=BJ&sLdSDAsn zKR5j0)#`Kfi(GqCD@_BvgFy6<fPI-Ne6ziK&)LF7qV=D%(8Udiv<iWbJ;}lnk&)oh z51L{e4WLs_53pJRf8%PVW)3?6KW<6)9!30^f8iO_;19iK!Z~pX@s#IU7leKElWuma zT~k2(J*u(kgWr#oVGg^I2;F}>Cn*0r>KM`^tvSH8lEc@75`W<HdUwVhhh6q)^Ra!- zg08yWI~fMtt}t^YUs#7;ZZmT8@NL8u>N{r+BYun3kW2XjKd8s^dU#=nDxSXWYv7MX ze@c6bf!j@w9<PfI;JN)Qw-gtU=N)Ree7G3AoML{04?M>tk!-Kf8tUNlGmZ)PJ%h|+ z^)F3e_r%n*(O6#*p@wU+uTbatcF2jp6?VCJzs(oxEMfMVU-cf&W%;G-p@jZGSH7<* z(-C>V;-%vwz!Ry1vsFjYpH%HeuS)X``}g-siYV$r)cGECOyH@59Na{beW+);>rMXw zPYsGrjD3aY%0seG=s$s-c&k$yqu(ISINMlC+lO$s_k?AKAoQ`U@YF=u^ZL`8Sot#a zSAC#l+y4xBF05$BfxNW5kIY`o0e#dq?R1)#ajs$Jh+p3z*5P^1yc6t4{TWG!tQ6|( zC(4@SVzIA8lfs(F-zL&*$w^jFzu5PE=@k06OpFscHcg?Mm3J<yErFN()jj(ec*{UU zbCC`4;@`l?WauC8PLex&DZSBuD#z!30DjmP<NLDs3Ern#M(%Pn;%2tt2fIMv#~-a1 zr=c^q(lt%rbI19RJGLP@q2OKZy+=MFj(G++90-y{eIhV3JqPcf6d(Ka9R40}t{q1? zD|k;z%n%v;KrW;6)e9&1C7U~^e*k#S{gny|1?Y!CPX!*l!?}hrp4U3cK7{k-?gnh| zt7hdFYJ=mjhgVK#hkhcSu)S%T1pg5iSD0GfL4Eq+^)$_N=x7I<yw^Se-+P~}aNzkz zQ-e<qC&B(7|D{sl$2okhl3G&eJ=;&L|D6kjesmL4M`72+zKU;_Y_Q%Gr}_3if*!3V zd0zwT&-meW)?egJWW!8xZNQD;{Ikz@d4qMPr7md*)>}J$)DHXA{HZLh_%ZattR?a4 zY4`_|ahEo5PwHgsvHIiCSwdU(eYp+3AveBI1Aj0N?a1WW!F+&=)|acGV;0<HrZ&R+ zhwPcFJqv$+qv`AQd<OkTW?^{|u;<4D%Zv{DFjp_@xK9Wt?3rOc>nsKOw3hCS{P_j{ z$~FET4qiyY9p*-C58ZCWQP8;o^FQkqJSX569VbhU7XJdjnWWFvzK?w2Q5dI)CUEIG zbD=BjqwznIua#l&yVurAVp#7C-5k<Q;CivR)<Z4e%ya&_EC;N2ab0N$GwMAf(R;M7 zci}l5u4NPSU8H#Je0Yuev{dhNp^RGKujl8X=cvCe5icg?Tt{9fTsK%>j=6DN&in7f ze>hEV2ReWkQ$J2wU7`h_ydmM9CXT+1^HyS#Pdo?%1rLIpUZSs;N6Vo{4*F$eSH*7s zG0*vKAyIA2=}i0Uk%T!j`(z?nXivZo&e}h(MLfRT*)~f2AJ%m;aZm;MM8&ekq1;jE zC7pMgg3-6^ZPUlm1bY{rdXr$R1byMc$q(d+1FpgaGPTHKp4Jv7JINxx4j05H;eF<Z z_}%pp2bPm~cFLhAc9e6I5B@}5VEm9Q3wV|74CU|N$8cWPG`K+H9{5hT<mEgM@SEv3 zF;zs^@6w%uNbLK!PO&Dwljz%1ED0M41`lZF5Wfch6=N}-ISxE@vpv7U3f#Uq`Z2&2 zan&^1&QBWt)krNoejM@UExE~1E;r_;JA1MnufX}}n7gOtVCTszmsL;Cc;lY>pD7yP zM|}M&uOA@ZKN=aZ?!rEP<}%^E06%gNeVF(ZeIvzG10B?u<F|SAUyl)V#>Sg5`wrpv z&syZCnl)e^lD(@wJ0tjaLUEMLjtAy$1=Ump;5_J@OXfE6o$-MTK4b8iV4636UO_ll zSfqaLfG_m3JKaLO3pnRCI9AYs=XcC!AC`dEJ3m~0BX$G%f3@A~GvipdP*GQ3d`^a( zD9$?<p<9c!62$^<7RIL)IF2I!++Rg?6n6cmLF49JFy>7N9J5m0fbR4vT1*3Z@Dd$O z37H4_3OH^`$mfASub=ua8*#zJ!Jl3R>m)U&&g|;~+&#nE&X<Qgc*fw975Yxu_J$C` zuVFo`rg(XQFPWlzzZJ8wFQFBtVT{0!?%Qey;3w8A%I(elsGIAWkM{&X-(!v8$O4X1 zM2lb5gMXNl%Ck*^7saMokrxX35E}Lk95p~*&8pE8d$JjMUb)Sk+lb>Y6Byz@A^u#t z?-BJLbMcv%bEICuZ;DdVuB5?FZE70hkIlm#Ui12SCqm~N;V;UCU*uH|$`53F5H2z; zU7tl=&3iO*K2q0{a7COmNM#M@2~*sD+oS$$m1~oy@D}r`{O-!d;eMHdEv=u)Y953Z z(|U0q%mp&r!%Sag0sXr!V@mBY^a3W6M^@$Nvs6qJ&G?P;sAPBZ9w2XsE88zmLkgYm zM5>hf58OZZv*Osfr|9peaUA5Nz<j<%*R(n01s92B-M0@TpY8hOtO>u7>xnb?PaXBM zD6;k_#N$skPU%LP;M<SKUQZ&=3p^xFeN7a2Di%=|k^o)hmh|?ua@5y<jnEy!`qFA1 z%^yTQ$ym2=@gF1l$(|-r?4Hw2+S7FR6851ucT$cs3Hu&@$chDiBXQm(b_4s+`D*?4 z?p&IGf&Cl1bJ0c2ECl1gOFO#0=6-L1{>RCBW$rQR7f&eJnPgz^FO^?}+(ln|==sI$ z!{Cn=2F`Qg;9q<eF1vHLhO7c}*MU#RBDW@eBcT(Phy8VU4L-p3IYH$q=In`x)EPh@ zdT{K5pbmJy!lgdhe_Ox-Zw-=Voa5XHS2y3ikGHy|YnzhKlW=5F;bY``%rky7@_n@r zzsG!jTY3|7jhnMJxUoJTJzLjBvEBi_hO~qdoVPw#DlY~eRB5|F!cPp{A+uFt_q=fa zfVa_I=(|$`-z<MjLe~@edo=<0vVDd_|5zpFmQHbaIVO1$IG=IH%i{Nx&t8skV?iFx zIK$E~hIyjWm3|@6->L2e5Ift$Ulcbrw!EN6WzGHzMqkk#y&8!g@T?ghzrV};;Q5AA z3yUwH!xGOnG?4+9KHT{@4_@&l!P7<xJn+@s<s4Dq=<vUc!!HNmpQq+N+l$~_@6HL2 zj8yo;8L6<x_&pNC#AdxI@ROoin_XRy%awtoZ4x@uZI^^_dGy7w<jQJ-FS;`XuJ(i1 zy|Z<RGiyM<r964-f)(mTLc?_Gz)QJVD{>Cx*>&8?oeU2#r=EX8*93O|Ct}WP0P*2W zbK6|q1y91=vsd{jOfZjdulGUfY7fF~^O%K9Zx6y#ehemCawqIzF<6L5@F4709(vJ% z*RBIUzWv62D$w#U?m%bYqHGHa1+LQ_lp2%Tgf8*o#XKG2$l?6VqFeBveUp6)f+Lv2 zYFCrthJ9h3nAREfM_#b^*nvIpmlrN4z6qdS!4|2+WDmWHOW=}3F6uCr5`G%9k8s|4 zXs?N_KjziAO5GGOLB1TSROw@Y^$@iE_>u*9#Bq5l>p65uMrVsJwXlQ!y}V1<M~|E_ zi9GOxpqr;@zX9Kla5snu;rC5F7Z^Peue0oA{TY$}R?)|{T}uIP?55jbpo6{VZ!5`s z1mBrYpGv^`2M&lV>*k|R^VB0pYsCKpP>`Imz;7dlh*g3A;aUlw{0&j>W{Ia-LH-~R zI#H#CxFlELnBW!*KMJWR^9DYS*^a)q_w*ppc~c1Jt9lad)n+prAYM2O{IH=?@+43` z9y`Vnfw&R(W*~6RgWyKG$Cp3UgFy4wcf|Oy2cdB9OjBE&2jOF)&Raqz?%^=~)A<>8 z9PS)9#SQ*qn0#>llp*4}io^YS_)U0AVPj<+>d%e>LL7$3Z;u^)m?MaDsyY?N&XeFA z4%0DSZ(7XvKBW4W2>KR9za0CO3gqD#Vx~^L@JkATR~+u(W#jK+Rwi+t%cGISUmNwj z(+9ZCUBGYY|JBmbgSQ@$60hJuA51aLs;VpUDK7!ibHIc7t&Kg2W6=F{pJ<qYkL9qP zD!B~%@17M8{(A@gu{U0*xu9<Fn@afdUGP3V_E!IQ;JN$HDydrE0<S5EYCBN~-bZ2j zX$AQ6dTJ({6nsjhw85nYeV2B+uj)4gk+&YQBCi}no$yi~4KL!lf%%4wB;tk8YgT7n z<R9J}>csl^dBwG^h_ai=7fz3LDYs(2=HM^>TX$i%bqfAw0+_e4>U@9VInDzz8vWgQ zhd8XFrj!7GzY#I`d>DFEkKDaJR|?!4x)>7E2tD@0S!d!VGR$u{KhIYJ-a}R6Yeabj za|kl5=#RtR1z4neESONAPt)3YdJ;VMS7Y%w@LNFs*6aRF<inFE9b{|~CvBp8x;~(u zBo)q10z3=$=X+DigZ_S!z}C}J(1S;+9>nQDhj;XR%LZPu=}f7o>wvn@!Bbw7$m2C= zkCY~!$NGjoyW<9X)@y0luW=RYc%nB(P6hTC>C|PK2L65c)wLHw&^sGSQf=@)RVKg2 zj%&l-O-m;VMzD^AM^O?scpZr>`hs=3TTY_VsE>TDT&j^9IF(-SUv^p={ht|AUAuFp z#cb`}ZErw-eX3OA4<0~mIdEbKc}sHdp~}@2=u4}^iY|yZh9RZr>W5J8W=YO#1+KMl z7e6ev1Wy@S6ZpQ0_&ZJ$c*_$!D9|RjN8giRXh{|E5pg<6H{MfT9C@j`{s|^o<W~o1 z1e91k3EYn_Hnn{4AS_A?{%A_ZdBR#tYkI`Lpvkd!1YPjJ!$ZHqz>7k<7}Wl%L%*Io zVz>`>Cz*J2&q3%ue$sZY(~zgMHg9v8Ku`I8$b)8h9r{SP!R%qIOLyi^8q<2@<v9(J zRN$#MOJy(Q-a;PoP(i#Mb~+eX=Y0n_QepRMjTksp+sCGD3%^(H5HBpkdbaIc;MRWx zdyO2*+<b=qa0XJ&bXS~L%V97gPlfLJN&h|%6Y5}Ll1G%Ip?4^>=wHEk=jH0kH(`ya zFP9!5SH(JhX(lD>5<^~NElYV7@ur~E#P9qq%u}Z{sTaNCLwLMr{s=2{Znv_4odSK_ z7Z^*R6GI=<S;|n)C*Vcr`p%2}bb_AY+ZS*N`!`1@v9H4Z#ku~reUJTR`&0R`Mh5rC zrHGY&V!^ykZ6&jHQp}5FU>N)-1>R5UkrHqN=R}X#MT{f<NpFhk9;wD$$q?D=3+Piy z;r`gQihUCjt|4dNi+fCJf~E88JqS(~vTI(@^9+<epZWRSgTQt@$7m6CqSN7gH%?ih zpNY-bvm0^eiSf0HrfcZ8QP*@8^no8z*{98cHxsMuDWvVi+{-<!Qg8ck|B%gw^12b` z)LhjxEfYdLu4Z+10-tZpV!x?EKjz@5t0lI)hF<(CRU;VodjG4G(vMc?!+uAU?>B*G z(cLpl06$LVoQ%&d1OMF{-AsY}p}E0p?)w(vX66#@0OF|Xs!U8T;sr-K@s)u=)cJ~p zCoX_rEfywo?8Kwq@@LDH6*v~lGd}PiGjJ{?>~1&WtS`GL`$QM=#GUq!bJ+iduBV%~ zBA_Qp1!<V|p-vbzdZZuweELU(i8A8VH(|PJ1K@Ru#X*J_Y0%db)>)bN<6N*BZRq(8 z%!|x__9=7^>Nc~?GV!vgJ8(%X6y|_8L|>wdNkM&wLrq+q;6W%VH*_8S>_PC!SU#I; z?LoNIexdV^kq1Hb_073!TkZtDuvePKT%LqdvA2;Y_9DI+#MN)Pg9n!{Du$fH`Dn%E zUXw`NFOerMvpa`0JM!7#yEeEVRP#o*yBqpO5+9J8m*PIgv!a>1=b|qinH%d!^dxY& zD^Trufb*V5l|DV2N8TAbHP#A0D<6@)^%Hs)(Vg7O3*b#7X7}rd5pNFc|8#8=x^0C_ z0@p6Cy_sgJopjyp8%q-^KY_lGpjL`lcht>^Jon$1$LCb>Wjhaia2TPC=sAYE8>7xM zHZ#nd$~i84;2C&Sv6V{NU-V&8cW#;PV4qf(+;;on*d8YxZUiq#xM~m>kGQZ%E$QYD z{HWNd&$|fRNxGLZ$cuA7bw=+_Se2q)SoK}bU;udcV3X_$`pPc`*Pkv?LY>0ZNWP)g zgFqdUxS)f%CB*W-I(s`XzccM#XA$CR9r-u0!za;KpDXdm8+k>Ei|+$%4xC&5Q6Wh0 z=0T{q7x~rv6#6y#^uAtegdLxv*mpz;c^cnm9qN6agcdFCJfd{Ojkc%q;x%|q^NTD4 z;%<9=+Z%@au<Hq{{)>pu;_(f~g20#m>^H3Ib;7>MUH^D)9p~mtPU~_Q;~rz1g3pnQ zs6&0Or`86q(;7;)+ylOJEm>+O$_u~O-qjW}g}jBK*Gz5&eTDJwM;?E{yeR7_CUW4K zv1X#WxhdjtyS--&crxKs@P`!|)L(C`>yAT@5m_ni`3GHPK)Z2$3;O1i&+~~-HK?Do z)fnyGE88K>6>kJyL$o-$<GF=8Z+W0_=C$4P!NoH3oH)mD+}Ua1G5YeUZf|~h0DoIG zeIvIAapBuT=8_+X|2tm_`4F$Br0x2$5uaaDkTm`J2^{TBymAM5#YyHjN))iKyBo2@ z?{$FdKKJ}C<9(v!Jc{MsVt!X0@#T(i%zfJv6sY;!gFt#W=7=Hk1`Tr!Aww<jSg*;a z`!Hv{y;Yg%_qaPD#8AdUJIsS%cOY2I9(LX#c7VjG5<Kf}U`k232jTAWW+(&ZPrp0( zM~dUT2SGjN-a{I^pToH?)qjAC{!#)by4itSuNhwV;qMj`X8u1noj>@>zHTAJlcE6& zF?|0VTE`l1#QRH=wyuXcV5ceX*{2gQ$2+4w>G2`lD>9MQfAKQ<=fW@gpC>~f0`CZ8 zGxC~<^KI_m>u{cuy)fv57S?&CrQ5|C{cJ=u9xIB-w+y{oVhP~4rGx4VcY$Ya=P2EC z(HG)nt{rg}dBJvtk;o$QQ4Q7S8XnO9FIbmppngL4IQ&Pc2lTMz9daY+i!)<i_i%t8 z@X{4aibEeK;>$W^9)kMm^(7&nWW?{!Z<+ocgnw8`j4nFko>z&RdA3)Phbi%7`Ac{b zzKZ8|OJDII^blS!WzYa$$T_<OUSUqa$5OxQ$EZX5l%1yru9K|tx>fe$=X&>sXffY` zF6we_5Atlw(4yMB%e(gt*b?jCLO-~w+Uq6<<ZJYLc_M1)3x8GP{SoVR{Y~yp*f#Ee zGBPA}ssvs|UY&dg+!<jmW*^2ppJUbz`=7$@V^`D%zrb%^-nJ;G_=SAoO=4+pJkGg` zW~uhQ^d#Kz?q@+K8DU;5`BaKM-q+fbb+_(buy_6onK<%m=yMZ@7fOjnH|Owb>T&M( zzF3^wk22?E!~PlkusJggem8EwZ1blb^<GsG5u?xGy(b^I%fKF`xnHnV?DDRwiliTS zfICmRl&_DYUMq1dyB~I&r)y|M3Ve?>XlV7)fxVkvwqb<sNyeQsD~kO&@R&!X3Ob2E z^Uz+yOW<?UmP;2Amxtx4b)(Bsmy<nrVr>FAx0Zk8-;4)AM^@@!1MbtXX|$7dyz4<| zlbE~x9yrT-?y;w8y(i)J{f`0Sz=?3h8_Qo@aqj=#O+Aid9)z6Iv@>Mbw<lF>((TT; zM<9R5I2ZGZ+iVM`d)o2;@7B53|6+de@7Zgk*azWzPw$;X{GmBUbm0Nw#06Ip11{im zNpo#$6V_KgqCMbHH1_ecppo-_@KiD#Lp#K2t%@H?v4?T~pH%2(lnnAdjo{c+><<Uy zE2AD3=!FmRFWHvhd*@J|B*ypR%Dyrug1q@|7yTXjRn!rsPik~PH?cH)@{SmOR(Gw| za_kxM_~Yj&3}N>Q#LtbX_>lLe9-?L8LOg#m!zDirz3xV+@Lt4ii?MwvAHknE=Z%?^ zz*9MnTd~n<Auh~qq#K(7k8G9}-ElvP%S(#=$7(Q->9FM-y##m~>3C5B@^9_=>o!Et zU0>f%p!xtl@#gT_?awEWZxS?3>oyUecs&jXgNJzJHZsO5p}s7Z{7oKufm~c4wYNF& zUH5ZIR|x*!>B-(u;C*LjMoTyJBvpPl*O`MJgc?&$s_i-tLbC9{p>g0AkKEz<bl{Yt zpjd1LEuKF}!cJR^_gUIuXvSRXSTkNn$)E5a>&=d|Q4d0S+fO$=M({JE{SyLspKbeK zHsTuSU3VU9hru7!)GVoPBYumihA<`Kb7<xT_H0$5ABpu8`(iWlwhWyF{Zly49{nKv zV?XK=bw!WoJfSDN?uvda2>ms|@42@${GiOtz5NH~X5}T5)wH00CQ41}xdzVv+*Nko zJuma~<*k{NO7x{0`Y;JO;ruNL`}`#0N}N?pe(frrS5SUcia6U}8_#45{5kVMv8gZ= z=N7uQCgY>f|6YHQnF{NjNE@@4nF4vBQtq#G#FsW>niq`VQSMXsuKV*rXDn07eTMy% zVjI0B0$q1?K}xUz{xYs0W&ZW72SM%Bky~xB>-FJJ!ID_t^N-zRKE+`jKQ%81grcv@ zEGd5ydB)WanKd^l55mNs%^Pda-3dCMok_bfmwR$CPwUww56q=vUzx)GhSR*L)z<JJ zyx3SK8^-&J-MDwEK?L*uYJahZ>A}9)G##FJAx_Uqo2S7qJR9P!vjM+C%-^0ZjX^w` zv}^E@fDZ4Rx}6Q)#ecc?KiwugfB6|vuO)QDY=$cFZyto-Cxpnq0S84s3Vtd?9lG+4 zIafRK>dkBPr=q=4XAiz<NebRYGwblZ2Ksr1gt5VB9_BX6Xi0^A-<_i}So&)o^><qb zPTdITPH(BI$LP?%Y;{g~*%otWXhmMUDn%bq^|zyA%CLKF<r%T}h`U>4db@R{$FEE( zufXqW%Z(12ns^i19Tk)YfMbuQC%zCtzt|UN6ElQ-$C^*S&l$KD-YD)}jJUwJH%jRR z{NdH?v91T7z;C~?WmTtp5Li5e_1D0g-Wjp<D#MP)(zs)-j)NE3TslY$JCy#f^Y^s^ z;ItCKsuw?hsutzJ4t!AKKY1n;`xG3ImgJ3m!}dv$zzV+Cmymb5x#h^qmm>cT;CtLY zQ8sfO>$7Ze>c2?v$aC^qDh|Nk>t$`$tR3L(k`ApL&>dVHGiSaiga3aibAFA_x9={6 z^j}TnJwK@2W1-77=5CK#!@nw~Hb}V=(Vudb@5nILciyDjyh9iMZmF~&UFD5y2(Eay zqaMj-TfMk@{xB;wUn3Ou8hr1OIz8~6J6-0lI4kBaFyEz#RR^!{wXQ7!Zz1p{D9b_L zIP#J^XDtVHqA4lqZ|G~;Ec$ZRy99Nehb$hf@P`ja-=uoJMm;WSXW^zK@@M17w8{n4 z#e#g-dhj_oa(?JLHbFOP6I;uY0WXrQ{J6`98@8hY>aU^B5uQbS)C_&zj2db#hkOXa z63K4{$Pq`Y>53FM&_BuajxQDX{&9>#)d=hE=a4O({~ow&AwjeQdmG+3z`e^~AM{Tz zGXZCQa2JOk!@5lNm(&^G#ynmh_V>H`a+Cdm-p(1s^+|gn?NiWK978&zdw?&qB@B#y z;2DXHQGtxeSKh9R<_iGFE#pKFlOg|BtU6GWhSz%{TawJ^-zW7C{UC+@tN3`k9O#98 zH#R6Pp^nT-qW4D^{NL`KN(hexc>Y0|$`s`LnmU)>CfoqdCuovAmq%V@<u7P(0`mpJ ze4g$0`^+$SZc}34r3`9*$|Am=G<dZ^)QdcBT&F4xd7npB)LG&$sJC;u^89PW`O~{S zzMmMN%e7Sfym1`7=7F%|9`GBFIDb8gZ>R(QvLNP4g?$foc6lIP{2by^<iUOo4mXBZ zB5r?tanJKE9r*6~(MHYRI4`z&Glc_r%AkH#`A6_qMd!VYis!(?3<!eFuz#hCk}qhw zF}KI&Q56gR?fgu@#};vOj*Lltl^A@ZQEh}r80Rqq1irII0Y{!N9NpaZATSZBdzWIp z0wbq~Kk;GTynd6(<)Ch-A=mT-aa)dhkSE9wc|(NW*gn+F_(K28^y2p`YI+!_#!=r; zv3qTljP;~?O_-U${H%|W>?}A(v_AjMx$r#v`NNBSWr&|M9^N#T;H~!@)?}UW|GrW; zb@IUbFFe*#ISjvvCT_^z#i7I*MX@|%<aZg(pN!p*7Zhkd-_^zFmhT^`;DtW+*J4JF z9{QtY^6xd+!`mpc&P4bNwO5kqf8N*^YjMUf#QVcsv|BugKgz8Hl9?gk)J_&F6XL&7 z$>h;Dz<0;#u)tCHO&8~ex!(o!iJkaP8)*dpyHeiOc@%jWCtF`Q@`|-d35BwF@Fdac zSx4-@@!HDe1=wY%)A-jb|4_H8if=!N{m^*Q@7pL2Jz9(0XDR@=ZDbRaHHmuM8DEpX z$-rmdm|F_q6(?41&@}^}3AE=-*T9$RZypy<`t3nD$!OO4;tBeUE(q5J2ca+Nyh&>s z^1rjmd4tc=Fi$i=KI8?~zj=((^bPF4b@ODC2lS2XXLA!<FQI=7zo|{b&z(|QxafZ) z|7zf9eF}Z=`NA*nBUtZ_YqR_N;Sa<Y`~+*j69WaxM4hHkhyFT8RF1sIC~fiNnQ2dg zg(~^R2J~4g?---q`Fj%mclU81&idDM55xl(Ds1Y~sh)xtNwjf__CY61o2r<g0*~=@ z9x1{)A1eEDDe(d3=FlfDvnB$^?0kcw;3xOky<VE7fIoepZY@BbT-ZU*`yKI?rb)BI zuM6{V<{e6N*s<=FFG~bCFgL@^_}^(c)VsS?wv9+}zGtDzrO_O9Q;&y-v#o$r;SvXL zghBVx+JE%P66zru^VfIxe{QUKj*J{}t)!agx1cBC))Ke(D)b&pDly8t-MAO5L3ZF5 z{KDiuQ?j!f?&Ub>N2DO^NstnJb;i04bvPbcS`ozaSYE4y@L}|OKlIrC;Q%}Pqwv#q z5$ET=Ht)Pz2mVKt|C}Fy{Vx7@dUq~QW9xYpapX@|wF6$t^TW=rti&|FM*g^SRa%-7 z=du^hF+7Y$eazkQ)odZ~Tw^sg5BnLhKS$e*2>I@XgS<1A&>KYBYYbq|@ppqH1WrOn ze<!#9yB757y`F`~lAvRx@$(WAFt5m<fI$XvRgi`HqB!EQQcG~SFD1?!3NbJ3&P^`! zi`er~6n%k%#y*LN7d(+?R2BVDms9OfSJ}Y6_|8o~$LEhf>omjz9<p9<YDYGQz80h7 zI!{oq_!b>+oQ=BM<z?;4842j(hm!-(&EoHE2MPT}+*ALk$-K6k*LCTg&_W!s@UHYf z0bS$7&me=x&?nmjhlVs<aPRt-fj<@aV4`+w?S&)YEBb6d4`-q-aEi8JjsbHv7en17 z-=SX3{ZDAOZl#s}M7~81cJl8!eXS~Vu;_>GDLR;E+&f7v1D@ETJJ05-hu>TMYZeZj z<NKUUY)TvY@Z^qfH0^)~?>*)9-#OrA?1u4cyibT;1g*3Y=5s8c_|<?oEoQjKye16) zCQIf^nudL6@L2HU=R_abAM;^dEqjSezHh=$`-x6EAx?Z0e(=`_eh?T^Pv3@hXqo*J zCAEX+d~Z!EaG`$olrlgc`~TX!wa6$4Iz@E#q>wGv-`MuhJRQy{i9S#BR>%9xy4&4@ zuE+lVk8wo}@@f08A1@()?<0{NU4DzW_Q~Q|h8OhM9i`I7B)sa<*Wb24pXJL7(FOXr zH$+7LwIbrhNCh?XUf@@OJh^$e6ZSJufIq|#ykgAk?(W><Xm>pd{U6w$huH_8A+Hb_ zj$VsFT$W+oU#*L}4$sA(jM?Bpd~3d|ow>Ll>=!q4zd7PZz5?eH=s!8ZPRVhi&}T2p z&yK(^bXsotTXG_=HMl^{g8QAAWir=w;m2i+ZZrIN-s?Zb?>+s9>*<%(9^iXVyw4xI z*RVV9)uTkv1pV$4j&Ttxu&dhCn^oXFA7~=WXYu?X*H&LDaO=<vncTc7cs#${9}0f( zgycDu`|i-E+(*hpfmaVDy=lgKaW2o5;qbnjs7sTwCpt)@e{bobL?3X%>xhJ}<VVy! zGAh((feXFICk9s$PYw_5k%@<&3gm?^t}%k|l+rpTK107xPv^Mc72x$_w|CCu&~L|= ztIyE`U#Pe)rNVA`Ddf+If-n6Q8)js~x-%Z1_nQPRZAP;A<^A2A4|DXTvKVksc)4hI zt`lppL$@_}QjY)iC?@0)6g~H44};HIOwuulC4#SU@oyh*L*L_D>D3h6W0JumkuD>K zyqSGnb8^UoAb47VnYRV=^nM%^5yC!Dw|QsjKp(v%uAY4)$b)d;YE%F<mj~e)xt0_? z5$ZnicMkbL_da)-hMKMf^V)yQd;VlV9I%L{nXm(X8}r(9KSE#l+s<>Bl!1RDM-|h( zajxa6{hCHGbPSsgpJ6=5>Sq-2nF)5-ck;9l_Q&$mv-cbLJu#QXG7sR=x9f*zZeD=h z>KYJEl%nn$@b-Br@^ghawX^NO&nfGtOb3Cp#{<&z_<sQ3yq?*5z#fC&(=Nup1+UER zw%g@Xs;AeNGGQ;m^Anpq)#w*BG^dxtKFZo(F6yttIe@<JrHs%wUfVdS+d|h<?#~ok z-G};5!}=j55#T$DXLj(@_uM*^(Qk0xF0*d)c@O#t#cEZ(@m!D60aHfcmqE(IqfeH> zGuViSenjHj<7ctBO2m!R4>{<+W`i$rFWT(wKz+%(X+Yc={nmR6t)-Fg6Z}{-1)y*A zrg*+ya6_HmAj&^i1^I;ef9Hd35m)1asnogAU$1GSpquMK=-l7GxSfD_>UN>ym>lxH zed_xHu#Tp;RqAdydJ@*k)W&#`Urb+rw!{PeZyVCPdK>&{F6noa8}{q_SaV!bKF+HI z|NhE$0P|!V?V2iplUEa$=636W9Fox_?a(8{yn{#<kRQiBeD^ca9`)KDmOnB5u=DXC zZGKw3vZsFEF+)GG)=ahrbf`DZ52%a{aDJnGP-+V}r1EF2Wc@q%SG3P$LJ@SoFK-yX zfN!;^$wYs^y2Xa--Z**-e1dvu>nP%q>9A3T32={d-@WH&Vc*$a6KwCX?i+?$B8k{1 z=MADXGVIgxR{Ts1{BGsIm*l%Mh=Wfb*xf3}dHNGU{Jp-&<Mf<q`K*yIUukI|hyIaM zrCQsG=ML37&(<g*pSX5P{qOGn%{a#7!5)A8X;9$=UQDq65WV?uS5J;GY?ep=w%b+R z`dHYplFg$IPv}b21q#+|r~~aWrp}>+UU7%I*@^@@o8OI;2foO&N99@fpiaj{toM8j zIC6Dcu<t7R3#yZ^2Dp$xH#|N0ZVx+js@}k8bLblTe}z&lB2T~8)vz;r7<wslOx}z- z_DinX@Du#tyeDsn5OC^iPDAg^0?t9UIrJ;zbL=zX?35gUp0y`b?ihHrf=Zj2Ek3`X zZYK#7^g_+`J2LF}em9>srd%`w?|Gq<L`4N%ZZdu44)Td4cH2A3;1M?uosSI!PdNFt zcr>9I`{`_)F#Z|5Qn#Z14DxAN%`V@TE8q#_bFaN%$ApmcOO?o%JInaSG!CQQO3S7B zKZ>q99_v1eDk7ATRVW$B-YX)Mkrg3iR5Fsi3Jvo`k&%&=?CeBYg$EJJ-a;A4h=fFx z_xQ_4@pzu^_ug~QJ$L*vfj9HKo5Xg`&@Z%>>@VRS^tqdTuU24hZma&IcLdB=Q_hde zY(OvkPO!Uh0(p6*^#VN?`avY>C+K*vpDQ6iT_P0cb%A|#=s4z0I*LYWfE(<y$~k2B z9SH@K#KMM%6XU+dQqthvZK=W2BfuNu>t7juFaS@Iw^RK*kmp{#MkT-w{#wUO)`@%~ zl7Yrz5q2tjr1V!Q;(W5=Bcm8D@K(|&Yi^uJ>Z8%T->u-q%q>^>!jN}3tFlSGg8t6* z$gvVXf3xD7vSS<m{ud$_u^r5t?oZ581b)YF?I;s+@&8L7XjXBKlWg)<I<Q-Qi<*5R zP2d%GBIhCzPuPqy6JG(>T+Rxg_5A?df^UB~Is9RxM3a-c5x-xx>}mzP+5A%7T1*bT zjpI~;T><9)Xbssv6r-O>h*@;t3i`alwD0KP=hQDz$Gn|DUFpePYA^86L9@LQ^KsB$ zmxWl&maz|H{|mp0WbBEN8{FXdg8sOx{VzqqheA#C?d-i!pNksbH#iTz7}LK^g}hK` z?GQVogbP8NUio1>`u!$(WVQPfpwEzP^M3sX9fFI`fw2#|g?ncdT{PxKe@&Xz!0v7j zm3MNz29MQQ`s0jy%l<BV!4Nv=cZu0j3TD&|BFm_*&!8SdJE*n>T=BUgsrLIk?#Fk~ zk_fnVH|yJp8{l8lDoGC-j)M33Qy9;Tp$__$<MOov%=2<l$LW1WKLPn;${YAQF-&cr z<-mhpr+bD+KgGS*<<I>Dze=+b&zFTg$ol2QdBa~!QlEz$AcwxX+_E`l3B8B;b(m5w z@<adADU<@>&&`ulznq|#{@r_e_xr7Ma%Wmk;I>Tr!?kwYn;nZ!$Tt4|jzfDCe(p;4 z)r|a?=-<0^J+%+^>gC;&tN<ST$7o(#;x=@RJEez-I^i$zUF7Sv*eg{+Xo?4(g@4YM zAA@c*M)&Wo58{%thig;1BI2|cr$`L$gXD52jj$!^pEDH?ViC8U*uw5wb|BBLzaGDh zcynW>l0OMJUdm|GA%J*Heqe{eNDKbIXPJBV`3uEjCHLg;_wEmzd~SCFI*zH+SFJfm zJh%3eSw0t@D{!7w_#f=}`H^{t&lTt|WB2?X0Dm%k<~%h3K5H$r+B}Ez4mwmPql^1g z-M=Sb<OgtQhlQgaahim(K<9)S;(G73q$_-wSNU3f;QTE1Bv%?<o<d&9$}{UNz6?Dh zyx?L+4*2<6@L>mf)Ysoz9L~ahEzuUgk@$uD``4oy1{dVZoH8Oi;J4h4<%<-^!~9~$ zekpKZ9@zhH(HAZBcQPG4qzIhK4;^Ta)!Xg=lN<}jx$OBeOEUw0%hddA^U@mhw~!c% z=3PI!v(4^>{O;2A|IV?jB5$9oIyABZTp)X&@u(F2W6xchWg`)9^nO(;HX{!_K1o&# z{5qY~kgEp#I!YO<(g2>;ED`dZ7J1_}`$J^!8BlNf<lV}QzvJGODPFAaOn9c2D6-z* zNMI_Q{-lolKtSUP4FmkUD){}jDPEtFO`VG41M-Th@tN>OoO^A4+@2HY=h!32)wG1? z9P6-Olt4d#Z1<R#95dc;y~x->bJS_lMCK&m4+H%Kv-@tS=Q}-pL<Ih&;<lkp27Ptm zm9*@=zxe+Nwfl~7h^zUk?^)#VyaI&`9a-49Ad`8{OT>F0>Mrx3U`O=hPnv#*9d8j| zFK5F2_=H(qG{yaMr<0G4!v6Z!n0@wJBX9dUl1zIIJjsEjj}`G@hH8n0{TBK(B_-d^ z$N~S`m}7RIPx#|=$MF*Q!-Y@e3KSdoyU9dc&!iD&-9PPp4c<~LFeRguiTPtkS)=ZA zm^<>^nzKgSUHozOdqN@lkhA4`Jz?*(#4$~)!265ZE>^FBPY+u~XB*?8H|BoKZ%e`c zQgW7kn%H-FeZo~b7dR(G7G8S#J>vDdXayDY(Kx)-skl@PT~{fPR-7O2->$RFH5NLT z@Q1W>Phf`>J<+6y4>|MGKkphi64q^BYY0=qexu34B#>WZudp?zp{~jM%3|#l^o;`g zTISQE4ulU<oIh3$z@DkaZaY%o+%Ae`kb&<`x*25E!S9OQjy(E``dvorL)KCBt1Y=o z{q4kaVVPLQXd1!O9)}+I7U_z<jLtpg{ITdKuv>e+4}9!;z>l`w=fXB{&6B=^-`cBa z)?1RGPlv5u?4md3@1`Xx*V6F(Cfc$eZ1CHZ^Zg{IOiqNj^n*4hicnX(dAj8U?w$U0 zq|`tH>Sc-d+!~SBC3W30JPH5n7K+}`$M>3_=q?RifL@&7>)!($D`~xPZWwuki~3UO z1mZ^E=Xt+rQ^b9@P^08K;Lq<5FEUhMu1~q7jthTBK#k7uGw|(up<(UwujsQszWJ%{ zCV1_HYd}8uYpm6@i6Gu@gY&@hDg3*%qauG5cyo+Os9g%|wQWrz{yF%M&D$Ve9wF>q zc$Mti^ai}#PIqk<?^FBwLHAsI?x-i4$C8lm@sZm`WidJsRI9_<#V$J#ayeU;)DUNq zhfk5bv%&L_*Odx;vHx2p^Y%?ke2w}Mbo%5w;EM(GxQ{4wQI;pZ{CCg~Q$h6ICL6rP z{%q?MaLRyAl2oo9{FvnN_uaihN4Heo4>^FpsaOv1u;X(JE|uT6fFAZ)NtCV_eI%v6 z30-UW{2pqtKk>RoO@?Z1$S;H~Vi`xS?CKXaEv|?&2i(>U_pBoyJ@_P6Ko<5+`Z4xP zIG&d?C3fo&@W4guj4tCi@YKd*ZXf)RXWa3phzH(hTKAn$;Mj*BOBXGWhqMc@Mdd>u z%F2$COyh*kly68J(t^BW<}7<X`V4$~1s6u3^PT4E?%+jy30k?Lp^}AtTnCK!+~<H} zdv63r^`Vc$DmBk15&ccc*-1B4P`9YOG`kv#e#)N|UsAlFuSs#al>%P_vV+YuCQwgY zp}u+&c62N3O=!kh__>>rXfgi%EqC{qI-FPG@6xy@h_C$&=BtnK{>g_Ig8abO4Ub5N zg$QD<uxsaY#U$cw<6Ibp8TwKB14@i2pm+JJ>>P%^V_Ej(=qK>$$~&J^^LwD{TNO(3 z_(3nte|0<tx<Y;7&?Wj<<V*aIYNBwy?MbH&`M@4*0_XV;;&TL3ZTu-Y1pUBaKNlHz zkfpMNd;T=$TP}WN{q`7r0#QB14{$zCjALAMNjO*4#{){O=yy3iwlN1iLfttwR$dx) zw57?^gE-&kBi_RNzzYlN?~HcPuMaOrYgIpko=V0c$W(-Uc%iOOt{-zJsdtr@qoEU$ znlMp5#Qw(+i_pK=SIIZEVA2bnLdbxRdiQzn)#lS&j``>d=n?E2zXtuIj&^<m_~cPM z{UqBEdSK?8PTB{!udttX+Ng8(efbsWGU7nEy>ghJZXfc3zONML!P9LL9p9LXqaRBo zL%Mwxyx&vbmILuO^_hzGKI9$mgDN=8<G?3^7Vjv<;~q+ir3Qtd2gygZm}CPt_SyzI z8=xPsp}qF6CFV<76}CRZj*2=vizdO>r{%1t17J5gtl?o4$anr*jMLw933ZdSYx~Wh zbEpq|xL^aljLglL_wpy~!^&u34wrEuuuZe7oK!+z>7!m@YhBoxZKVDkKIos`9;>&( z51o!UZMcYIzA|jqaR;AwFiJ8e^Coz_W}2ANbL=toku$pn+%Rn(8aaLoc<t0&xF6?} zeq77R=_mS_+bmtU@qTixo6g@(2cPLO?vFT+IZ(MtV=3Ud?-$yaS5aqjm~c*h0ljF3 zwlCuu_BNC&$#vM^dz#lzx=rpQKiu0cyMV9TzILNV&`%y^&Kwgd1s^LG)c=P*SFI{h z7MEAB6a8<pe}IFTqoxVv&w*2~2e-~vVUJ#m?8q?uQC!n4^?)>Zc88eDJ{$0YkTGpX z<TWl!p<kHu5l=YOU22q}8;NFCbUTB;{jSdmD#5=u#7CU~jy!9g)%Ta%osZFepxA{z zQs2G3lXZyauX0+;EAgDg6sn{LC%~`0bGH@o`O<|ok}gJ|U*f4IWh?x}W9H?AM-cQU z@+Tsk@RPBefxoXW!|pd<_qD-)K9?VPl>;8~eX%}26F9pbC!ol49RL31hpCe{bRNd% z%lSC}Mq5SthI{ZU_le0^yuVL<xl}jaqCR}=$n9F#N&4Fg#$w<O%`XF${8;FpDF?^C z;eH6(xr!nQ=-+;L-1H8<f0H}C_X7Oq0hz_k<KUr}DSrLqEW`a95Hkg0|Kdlb#W@;h z7s8Z@@TonRe^ZoGy41mqKF<1rkVfd{Q;UvY$6y~fk7+#}p~n1!3uX3`ebBvq4IYVu zM{@l>obnz#v}3fhIZ+>aYvarF6sgdSrkm;>19z9o*rT=(ztlgcFc87-uibc4q|b-@ z6K8nfRu7!elCk;$JadU5xSs8WUs&opy~H^toNH<1!yM92`QM)JwxLUil>4m4pbjjs zk4FSLa~}(B(v$}3?{SO<aM3RjG|#!G8$d(nom_@0Qsuy&BKqKIX1Qt3gL?)p#X; z<pyx=3Ng2NKJ1+_sKI6(^I0EaMs2{~8JL+`?sLQc<N4)IYN0;1;70Q55BS2FHrAIl z;3W$+iYDm0epVWz>4<*UA*!e`TKJV9&Aejd9pH#lb@KxDH1KGeWO>Ts{7eP@u#KY6 zuTM%jT@Uxb@{V>Z2G12e&qKjFfIMP8AwCBD>5J3KFIV)p61=__xFc`QWig8XV+5V4 zBY`Vu6TFq}N6Jbz@`V=^K85d4M^a-_-yDZNXk+cc2OP_&d?R{C4|&nujrVk{u)Cz$ z!jdl3lV2ojeF}$;FIfFmN(y%Vm!n>r4f;!YXol1e)Yq&}3ub@9^EEDqhGzi3>yzo8 zF(EEcbxkO>AP%-zN#%!|IT4y<v_t*|VvhsGta?Q{_QZbtt#MWZdlN%)V)ub}a1j0U zcRPwcTiZ6GW5dvG^f$Z3p{w^ltFO_thCLr<Fv$k~Pb(808i5`WKIZeh3;wH8nEdiK z_&xpi&tAH)g9EP{e*A~{xN+a(V2T3r0Z*0&#t5A2#+RJoG0b^Ccz(o&3UyJ*%K~h$ z$Bo;^Ukym1&bfJ?Y^xY?x01SQupa&1D@CU@fJ=(Xhh@@V;CzR)6NK>GfKt!Rq&x8E z`@~!7`d5K-euf9=;OF|?b`j@gFh6>RgV+*yXaA)z?8R}+PY;Z|`%39TSkL;U<%4)~ z;~+N;FZ?H1`Bik}FX-|&q6_w00bj*3={0wNuW317QuNRdAea{TCJOnf;<wDO5a@Q} zbl=ZSf?rGJ2)BTDh?y)U^&w6yOUBsU!sotnO>Iy&6Y)cT!L128#-0B{X0sAeU))*! z;{6hHqNMNd+`{?A9SU5Mz~|0B;IHVBhBz}HdTrSs_Zxb=|B?vm@S?Y=)WXmY5Ha=k zC;VM#mVP@KIMX$ptQk>=I5YA#@h<AT24v~_W*)!`p_?fbkvQk@H<l*Al|N!dHOAl3 zCoV#DDds2Y9kJ$3e0{K&D8u;s@b}K~4y)UET{j<Qcikt5J8KlL7#{-%J0{K@w!l1d z(8G9PoM%R+r0fb4aANA9!{HC;hjBISKlBK?#MjRit5VqS%F`jq9Dsd5JaR0@FJit$ z?R}U&_L{6;T|S(TIQ!MORxn%%&$+*F@>3P&=3;*?-h7XHmXbPQ^aTFUHbTGb4S#%? z&-yRxJ@~^#zlX2Z;MYEr@xiDIwb|O_P=l|hNs;C?NI=IQ*lynsT~w1fhv=CV`r@`j zgO$6WUnrZ(l~N&(e7Y3Bj=Z`2$?@~Qz(cR^OZ<C+8+vWfoC^nViy?I7pXnlW^5q)s zQQQytAPIF21^7D2jC30OL{Xq1I(Q4uuP0(m;IM;#5azVqfgfF7=h#jl-morqQWpk8 zk4ijRnfwoRAnW#bVZisdhs9#X+%f;&a`(#^@Niotee~{s!26e17x=)-+zzSr=>g~a z3f`77kzlUlfacu$Qp80OhV?w~qrIo@=x29B_mGfOcLFYZmDWypBL34mk*qz4f*xLF z>9{2fUZgCtE<%9b6k1UC7P?T2>@x4KI^f-i-ZtGe_{$a3BX!_K250Nm?GXPz*BFzU z0rwMgB(F>2JU=LBGdlstdafl<JqOO+95dK-N<&{kBbWJ4+_Q^TQ%hqY?CQc>&Y??q z9!-O4!cl(A|3*)4(psUuQnB)5Zy<C`;re}C+R&APtUeFdIuaxuBNom`0uR_r0@=W` z3l-~il@39l4+&pp<-qf&a+m09GtiHE<S<jc3(h&IXZi?mWBVjE)txf*aSes{e!7pn zDW6@dZckt?eTPyv4ZP}bJnMPy0@Pv79({cG2+r|zmitUG?Ad_u!wS5LEw&-|IKCd5 zYbt$Oj`+(!l(VZ#?>Aiy-|bV^xXGd!_!W5g@c2N?G2l-{qTMKPEvZ!YLCG@sg^Se9 z`+G3Q{wwm~+Xv_?<Bgl)#eGEkTxc+RjsB6=R)e9-;Aw&#IlS;AQi{gQ`S9a=Hfz4- z!2gV)m%=#@!6%c}6W+j1iWzy&^})Wq%b#h8X(O&j1wD8SJSoa4;Uylzy-{5BGRD8V z$WcAWp94QKz3sgg41eS7y{LZ%^NrrJ>pGI)=@fTsYB5JKes-B+>O1O$4FthF%*S1S z8Y9i11ii4!*zyj}qy2SUo%k$tp`qn7#NbD)Ckgtp@QZ&7+~sTVhwv<~hj|3#W3}WO zMjd$GvD({Xo8TeZ)RPV)$RqrR&z0NmLB1EtqVobc#-H_ps1ETYsqzW+mNEEe3vt6E z_zP*8<dOZ}z`4BZtfsKL>CtFvhH%WusK1hy`iS3azft!9`9a&>FYOX||9g14s6t`) zuilM+D%p#9gQ9oTX5d|{fx=O9h{KgUe+c_=Kc}<9uS`OZU7zaH5)#8c4oP;OaRJQf zeArA<1r8~aNl3m_MjSQylAs43Y$iW$Xav0|LYF|c2mIjdq-&m!1LkfcSC+I9pETp{ zPIWfJUmvxk?LMb~Lp-Ns)d~FUz2ONx_*F@ZdX1h0`cy3=Ts5Fy(0)I0K?3tx;(P&p zx7qOXRJ>0gK0;iGsN}eF3i}<#^Sq3}SAz>vpVow8f7E-v(Pn8p7o$U*imV#-p6}WL z46Vp(*WXml-orWjO?-|)z7X(Zm`?=fcqGg7+XCXUw1XgP#Xi(`PbfuKp-wRAF8nRA z6m_&Kgj1(dv4?8$GsO=U@Y@%9lNW)zt7VhcVVA(81mm^U=b;x4Zc1Nzintw{(EL;g za{vz)4^tdRe+vo2$?uWSK~+i^g;el4TPqd}Vdp;Pi?nLMkALGrTdkzvcL985NWKVt z=Z!drIe;7D=^kRh8=g;I7u@ms?2j@YZ-URgY5$_`^%wuH9!DC6*Q3;CAZ|pQjV`bz z2?t*9H#4D8$Gx09Z`Qts*Zm{Qr=2v4yyJTM%pZNcuKj?qfH0mr;3+4_(2YK&{9`vx zH6m{?6HOuZh8|ux+uMjdq2!FPf*<08QD2+Yhi|Z>6+cro#IX(66#Yefefyer;|1c) z))}|FU*NT$m<uvL;kiIX$Nck1pm(=gQvGwso(&1MR1b~ou-{}|IijP82by0~cI$aE z?y_X(fhXq_>yEcpp&rRMU)+m0anr2&;?1YfX`)xpu_2$fW{ag<hW?;n>etLd1b$hx zDyxWi+&#Iy&j9=>w%#P}#(BiytseiSB=FIpEZO0H>`5UGJIg?ZxLh+!x)_RmNz)w4 z4*0vPny<(hE`Uc8cl8B=hwh=|@tBauUh_^{slV0ee;+bk`zMP!ihG2cDe!SE>$SNZ zE$ZA&)e7A{;MXsN4Bx+n-_%CL_u7JAtcn>w%R;>-*yX=&1?(l3iT$Z>1UqFj<1hh^ z?X9}r?p}|&#>JiIi?DZjy@a7>=->0NKKafJc5W<3>QFriena`J=Z_%vgWOa&Mf(){ zb=hhM?tMl*Ev1H>)DH910*r6yY;m8l_ABg1&_9{a{du1!@XT;Jo(%qU`pG%QHQZNg z?-y}7f7oBXi>(FhDK<$X&L8*5C4DZ?0Q%cxPQ%Pa;0;q&Wb?ru%;n@x)}8~d$cm}g zy>i4Jube}79(@MR2mif(51&^vCo;|UA^PY^c_jXHqmEQ|MZxbPp7(Z@&yx5d`UGC4 z|M+_udM)A2Na|1I=PLgKN#R%agvlTMqtI)$yw>lMp<bU!tn<wRJeiF>vIKtew#q!y z9C_9&<B0?N!FQY(pHN=b#(C%IZLxy4wJQ?ye?xqhK6LO~%n9h*Ly?sk{m^SJP2I>x zd^-K7zu-(J>OGeiRoCJFYc$Nkj}38-PMiOE-iF>Web@a*5%@-kP;V?b&ZCsLON$=! zx1k?t=nz*3zBPASo6raE@oJM4_&h-RTulx<^k?ZwC-*|s^POWHTHsGpCT5Anz$N1o z)wO*a$S*0Lj+Jkt?p!StKjnz}|KFySPUJVo9;`R6@9q;QksSRAysG@CwkE+3U1X6j zR1EeOaCTU0Km0>BjCZxI25~z7-WeX?i;E`j4;h@B+LfVVUPbU3UBlV=HR#R{nvT^$ z?;C8tXy*z(yH~sDi%UD|JAU!qb?ne%Lls+AfJ+%(2`uFBtI~II8|_QbtxO#&_Gw_B z*ph_FG=87!>h_d9@`@P$=?Y4muVbv~xH;lV6Q^$`72<c9%$sm2;Pfb;e5SN1;@j`D zYy5b<1^PknM+S(e)RuQh>5#v(mRu)C{o#;o<&g|w#QDJKxG&I`LKmY&Wza7=_RK1R z2Yi8*X0KR!0P4l&?;}1wgKj3(mR5(j@Wt(f;u}uXrx|qbPv1dZO6TgCVAxrLrf1}z z6!6QM(HD$3_kd0<?kj`Pqi7F%MFPLdzgc-ZtiitD@o${zL0oCBKN6IVzxzp=Ebay3 z4a<+3i;D2ycY{WP$k#62IWUxjdo+$0$UX?(7k_c1!^#))!xO&@sr9kPERHcM2l0s1 zL$^M+6MYq{<J%v=he%(<5ILaE;63_&)w2+NFUrH|%W}xOL~Bmx;@pUY?-CzH9C0!T zVP}Tll*kJx(KdtcnscSJN+aJm+@inq2>j&FAqS5H^wWKL8FPRdePW!&Z7blhsmw%@ zWPebPP&!Aeitmko{%8FFe`o!yz5H{;eUUk0w%zA@ziy2;KZSE|GcrCj0bC2Woc@^y zKUCD#P5C;u+gES&)(<=)DljI89rvG9DmHNmerV9LqL4TV{j))(N*nRwHnqoRBKVb7 zot^2q1>CdNpHMdw^u7P0anCNr`!S`eHAcRX;@>(Zw}|_ZUJJ1?!Rytq)4y`Z>lB$C zN`C|X=cXM<i#Ror=RETWxN^#E%XY^N&(G~{Jf8x)VPI1~m@bVt(!;9o_&oAEv5$e- zYAyt37Qu&_z(t+fY~r<9^k;bHq{o1lw7Xm>^kl)kxW-8cM?mjuZaO1&4f*KwqavOx z%!y2V$zKOvc<}XncGdwNOdN8zh(w+2(Dd+>I{YMWc;?wv%mJ2^bCBM`K8^k}Ok=-M zS2P{WTSYwP`S;o5^K*PYDz*nl@HxXjD^#V5fQK$xMibkk4%YPf7^es7WY3zTIB-6> z4jJdXo55c{F$tF8{r^~BV~tOOzQyBOGKu<ap|ID-$8*q|&U~cM1kNQgT(r{i#P^pD zd>Fv%Um|5#{)f2SVHJ^n9rxEf!b#rdjJi;KjbR@@@PC!_hdp#fMybjmSMY)}DF-XY zj>BG!mro?I;(R<e!>4g?tG>5aC-8mCo6F9YGw7daIIHz#3g-}YYyLfO{FFfQVkZ^y z@7M$yD&!9$LEpCM|DkUiqN6}IzOp8st-6Q2ao>rImxwoM1}yw1kf&DLmhn?SFW^z7 zuP6Xs<+R(12IC$|f5-~z4+GyG6!q>tx6YSa>aQjEPjyXC@*8vHXI#yV=Ew(znniU} zzQFD;N$Bs?p-&|)n>h@1vVVO|*A-DG5}G>~?RXS@0jHj8R@k7P9P*)Z2e_kpP%wJ8 z-!x;N^1@UGaKJvxtP1tt;ZaWy8`vwm$G~x}aNx|b?yzX!z|l?-TOa&h|99p`1Ipl2 z;c@<i@A&^t#=X1G3D6)n@sG#3mVUFoO!69d)X;tXIq?4NkTjd9A@sg4vE5#`(0}P* zAm|5sjiJ#@SA*ThydLSF#P`!@DFg*p@H#cy|CIudUlE0qP=Vi;P0D791t9L<P2pXP zz|RTgbCy0vUwhRK@%9q%ik0?-z7pz~!&`!*hhevuvVtv60w>AF{2tk$ufKMQtqi=s z`ri4bXz+#!Iurj*+;5xXx$Cd+wUVK%VSEYqpL&DKBn0pGbWZYL;MB5!hUyyht6M&) zv^wBpX9v^B)0JHatWlx9f8PLy1mBon1OGY3q4)64ZS)iQo5--IqYpyQh{n7c`&x25 zRRcy4e>p><RsW%%xTmhg5%+gX)5&5-7XB;Z9>A@EI#%GbGz;+E+ZU>>^q?E&{^9x@ z58O&qUz~l5*RP4Uy?@XR^&Z00B=JhjO?&v7$e_M#|GVU@DDcqUjPo<|3HYgL->+Wa zlF!3_^}UGeGc&L2THt3lNUq+^S4W>Cn|f#kc*S}ID-kW?^;NO&om!OOw<~8(-@>_D zw)uzp!rzJ~_q@IjKKdf#{r&UEXL%zR4xPezn_aeTO9HN+`WKteUIbn2b99JT2lDOx zv?`3i({d5%N0Z3!n9JG53uAZZFeHh|@wz^Q)1ju1q0^;)r!NAZvZ@Qv)f+&*<2s~j z3;Vd{CeG<Z3%h@DUdy!<e$r7Yz(b6BQLEp_v1#mYN@LYdLVY7(qr`mN19fTsn_oM2 z-=}@5CMk4Pa_bV7n~2i`&j!azM8OmMLVEWh&aG`U%o`!UU~;tjPvih_rYXCzkPrJ= z*&@R4?cz}CZ<7VgS?MzE^RdF~#Q#`1V+<bEPD_3yn*+LrIGKqM{6gZ-EhY5|?8hK+ zIT5-Sym9kCbr;;9pJ^zidnod}cGkC7@cYi3^7fs;LoYqqy^6JnOWD23BxKOfEhT&m zLV#cKx}QRhAzwb0fBOdVLE5oXBwAv?fs-#QpW=P3P;w<6xQqS9w<tuq@^H@Wbb|A2 zh$o*vGB4uq88znjvmpM@EX0Y^ARqF6KH+@Y8u%XP@V0RRdcB=VM&%kl_kWU%v66Uh z0)q`hB>Zyk6XD<Nu=9@s5#6jfe;d*hIc4Cvr)J`0c)`Dk{9N>%-r;;i_nh_u{uKwQ zKfVb)iBISNZT4OC-}gjt%n2e-FZsk33BM#&te=+y4}Q4k&)Y=!M<kV|)NVhc+(w;N z+(-0n7fju|3Oovq6|c=x0v|V-F$xB+*qHCxUx$3_a>;e=CFp?+%}Y6t5#QxF-%@@; zUQsb%>5_%dUs-68axV{k_XkBk#oR<3w~W*6hrP!QcIS;a;XYg5uzt^RB)rlPpc+IR zJnm6{Rt@o%-pKY~5A>=!>B|qT_0WI!KCW&B{>9Qc&n!9)UNl~*bGib!k(X-rwH*Fw z9hr3#_F^d56f^@I^K_4o+0lf~$hi768ThP7M}OBX4(IphmkufH^}!%*?B;d!-#sc& zI5~v*hqgB|J$AU)ohKsf;Iq{JM~?2r&!=Qqyele2Jb$6vXlsl<FXLxrx;UpK*FBOU z@B@nJ2Yk(8$m6QkH%kJbul9X&KXVp&1Lu8H2jnAv@<P;ZBAzAZ+&l2l6?o?GQt#g) za4PNKcpvh>6j9!8XK&~u)aKVFwJ_%>>13e<{Ie?+b-NyeJize&`Q7J}?^`gEQS}86 zJJWC?3H&uHLNfvg1YP$~x(0As&^u@(332CbBF8st;EdC^#4Y+$=(~=lQSM7aUcOH| z>uDm+pM82z6tB1Zf~xCGI`r2Y+Rl97SDE`#m)60L3VL$67#)zm-jT|E0eq8T8`=|x z`~UM>MPd9L@)VbEHvY)(O!x+=3IuoS(x3Qt@%;76-p>W{u#2`cvC8nP!vU91EWyqf zxA+MY+Sr@LEh;pI-(T|ESv_(Zc;f%M{tx(du8NfFZzAy6C*C)%z>fpS=RQo}eQl&U zr)fUIb87_rI1U}ed~H>#F)w)JV~WnyqlgPuudS(VforzrwTeUG_&Z$=DU90Ck=T#^ zG!8<aQes<aH}VMo`22@Ti>Mo`toA8*;XZT=6ZRpFd`sg#8B2$Ly*sndPj(~z$rsZ% zTjAc+dKGW!U@z9`4D!1x$TP_=m?YqHFdJ>0XS;`fo|hssf6Jhs7Thu^fW73EQ}X6I zVa|Z4!dvYsKA&hZsU3Jj?u~#&V(5ZRoj)0Zpl>*OzABWq#2jv3@XHxv=p64&3>H!E zE-p484qkyi?n<P31NSoVbogR6E8eGf`lvqald9q29!=x}0}oeHJY<lE7d&%*jrYqv zu;RX(&#NaY{?Z38?X8V*Tg7?I)1Tz{q7S~W8TBk3ynj`GqBsI^B1+xmobpk`50T$0 zPOs3vaw@Ai2{>R(Z5ph47y0OH^mmmD&}ZAN_XY{0Pus_O@asv$XL)8$V*Fj<rM6F; z0>JTq8Tw*0sJFS?kF!Ai!165p#nDTsFVOG5ECQUr@#wo+h$`~F{#%M;V~Cf}lp__8 zSKCau%O?Y$d}@~O{eyp!X;_^l62m@q<KLrVt>CNPo^gAiV>mBt5?vp}^B{h|4x}oC zj=pg&a|rrP7kB%3kuvhF;NjCh^}v@%8QW~ap)dI>Rz1l9zv2H=bpbpjN8nFh#Vyzo zqrc^AP4q$T>~Y_M{gu6v4AfS`d`QAV_pdzksjTK_Q#=D-GI~pQ@j2o%r+H8o1#rZ( zRF4t<kZL=b6AAw->*|Q15dhD8b)M-q?jw+11toFxh1W}PrjdXzeOcyviulVD7v}GV z^Q)Y^QgR39s*t@WSq6F4vCP~}?m6^(%#8ArxWP{5Wdli6p*L!eFbJQ<c~jLq5l%*2 zrMyb>6n0rnp^!$Zg!74^TssfF<kJ0+dk^t_?2%8s1;E9->TGKFC{g#h@kJ!O4t{m- zqioYB@MHmAb)^l|Pcl!vkcfp2k?}P~89K{B#y79OK`)o!o^*7-47_hytdRmP**z6} zs)juMrl9FTD(F`nGiB>a(AlOc*)JaePt|`ieB}}H>)Y?1+HxU|GlsVn9Q_ae(yeUF zMvZ*4eRlq93+7{GJO&=UMLphHg6qI#=*~`ae2X`LSGpUw*-2raGjp>K`cQB4Ie08s zAN%6R+%}sGQE%9!Z##Pf_J2^<;g}F`<qok(+#dAtto0~sf^X;=rep;I=XraNS4|)v z;nmrjrMry&m*4@X66jM-$5w)pBM`3_@)bqEqv%fZEiFLb(0NJLbs4-iS4jA^ApHIS z@qZ4=hy$7N&r=`3UliZ|5T@+M@4fZ>PZ@Z(pDCwa_Z0M2kNr=Nw}J;`QTg8mez87p z{@C1v`RKueefwcQaU_2<lkvV7%UGSPe9%uc5h__tz~_y<(QpHKFR!t8oAh(^5gd&j z$#aB0Vbs5~m<|1o>-(Ep4b(N_v@i2UK<7%(OD?ZMUEA&N_#yDnh<G#mHsohV#Q2ry z;CDg1wF@s%7ZL~>tTI5JpJgAQs>_DGe;vW*`a9@LyGN6#fH*OGr}Jbl`t=0vEPhbz z!(Js)HtXGa1vU=3dL4S;#qpvK!{8x1HiiGi09PZLi4WQhgAZA&1@v5j-`KJDkt3fN zr%aA}8ixF$>=2pC4CY5QxQr?eVZO_8?&xL^>P2BW7p^@5pXwRE;!6ykQ{+<{H-Y?J zWHMs6ukMeB_{h!uz{fQg|J~=#3`rjK6o5Y-ljzAzmV&O(NOsFY9CeFfqtNGqu;1KK z|2EhU?{Phqc6I2#nK4u2$kQv|(>?wR|G8gQ6%m8DzK=*`&J;L%D3rcIAN(fuxrM6P zH@x1hLo)5~-+6By-VhVKp0|L>+zasCRplpw;Gh54dcPNU!e7a+X^4CTAKOXPP(s|E zIR3hBBW70@R%@~cezBW%)9JrL+^~DPa^xK1uT-XJ5nf;7o5)QH<aPaT^d)0Cfm@!( zE~Wb*Z!tCaUWR*7Y7w!sR&gP8R!^(Tu)7eR>=C}d@*nE_XLcr~62K>f43fo>SAIH> z^f3G-`T^#6DP_H(ul001rc}ncoOV8Chd8u;zf*d*?tApZNQyu5#{0B+`t9(akav4~ zA0WP6H2u2&GH_=`<HN=2KHzVtdCL*tuWSCll)p*PLHDpz1c49IkGh|yAA&us_A1`s z##|a%l(PcPkM!fDqXqa~>)rfDt0T}0Y}%vDXYgF|tILF6h!-x$m#<B~MnCF^R;n=m zzCy0iQu9B=&8w8JjDWkULLUWso&kRb#6Cp>&zvO=_f4eW|7o1q{oxlqYimuF=%<i* z^`dwidAxN0j-~f4=!FNq9qfSqaGW9U9*YZjz(y^P81SQlVoK@f9Oj8gp6RkGB2KIN z*1M+y*Xuuz5AwMXd^gsYlo3xHC~Pf$EaJJ~%o*+R3fS`yPr_F21V6g$VXC2v{*P+Q z=FL;k3)3YZb;55fz0+TQ2Oie458CtdI}%(s=wmm}fam;SpP{Tp|K!CbRzqU!No6@h zr-3-jO>>mi9C=LF&D<@rTIi9)tVYeynONq-D2|2$uWm4APJ!<@@kr9?1Fx?gIW%_> z=dk$uTjc3*7XsO2D!*M1aHi|Wj1DjMck(wWlmZ7BYd&ymL+704SF<HU{^Kto_a7(h zYhy-WHV=Pii`dI=a~1Q>@4N)<U{5lx^8GKs^D2qSJjPz2@5TF`?PKT;0@W`ximI_E zls-?Yrxbe7{Q$iz;KEkEH0>$}bm(A<b#>_7x?75hLC_KA%A0t_N{|<qTvs^_d!!Kc zd|!w907<SxNY(??DPpq33MY{Vlox1S1pXw@@YN=rz#eM`*L>G-)Zff}Qjb8d=Ap2( z*4IQmXQI2L^(oHvv<1luUSBKc{<DW}$m?!j&ES57JpP6=gAaZ_LocxY1@?tUS+LT^ z0OwT1n@e7O1TSza$W+ruUS?cVkO8~j`nJAfz>hkMr?|RICUmliPH|eqE$YulMyTY# zum4#~MGT=|-ogJOHE`@ozOQuo8|d59^W=B5uy2Z!zWWwG>WfnU<%S`?=b62-Ul_t% zMwm|pH*ldu!)7lv?D697wz6g9ch!Gc&qac7*!~DT^CS`H;y7BpbQ*P=ompAB>!>d_ z`StvS{b202)6W8N%S>Ub&k*^rMd6Y&`1PdXJrV-^_*mRF7Y+RL;jeezLrw6n$@)t- z9)hn#leE1S0=_ehzgj|kZ)vmQ+1+R5#dAhySq*y(%VH*sfFJrVO3p|&qy9jb!}c%$ zaaZ3&Pzn2OFB}NfW5#{^RjiMdZoxlI??(-kp-v^?`j`wnN1%cy@`xpLB~jB*9pKVs zy}|Hq)K#DOiH;sOcESFEg7p^#_*~XU!nossi<<L9^Y9=4Xok2yc<yP~XS>AXz^ULj zY$W@IvA5yuFJfZoM1DGw#7n?k^~Q{6bHHUb*1Gj;o9M$eU9s!H=k;0HaI%0O1<P6e z>7GO$R~~Mrj{8v+R5_Z<j`MYzcdR)8URzh0@f!A_!|6x%7W}PEB+p6>yf0<us(};m zjknb@B@sCD-&*UTEGnGSNP~t6&PmPwy7CkFJ=>F8KXV4KUn%0e)DPfh`1z;oLEwuG z$#$DW&d^K4l9LC3H*rzocS>;IlZ)0tk2lc|ayyVHJRZEb$=oKG9k?Oi=OzMNbd7oc zL>D;iF;SpcoQ`{<tBb#Q1AR;d0~4o;(Et7;T!|8OI3|HPHIX`Jg2_hh;Nx-N(B_h{ z5$bVI1p{=caIfE@10wGgqt8ae%giVRpUZsW$vW_*>f_LQFzkESQ~GN*>YP$av(FoG zpE^@d*Sqkwtv#7?>lgZ;`qo$kwNTH<S)6}`{wTGn55!uLE`*ij2uXSDO)AW^8JR<# z%k#!=;3z%jM^5(8ZI>gzbx+^(2K+83(qb?Z{3mtF&eC-d`&=KW`A!v~UUWF-w^)}0 zVft?q(M2oNd(wi;7m)||4)#c|l!B-3bU9{aqfhwi2}vnd@I*;+$piSFi#H=)=P>fS zg`nTVz^Toc`}xbqF*n9={c<Pn>7MM^Cuw}oR3D%J3;vaRwfe6$5qOw!-_u`4xc85p z{Yu|Z*FJ5qCMt@0*gdu|l?L!e>qnk?h_@$-%%^#apvQiw3UP<sW(4K<?A^h9^{Xx_ zwH@?<ZB-AYo&j%s=5JsOoKqV~+G_=SUS1h~Z4Wy$I{GZL*B!Xh6ORdS;M3h7-hN5I zAAu8`b99)?y=kz2w_npeXPP&A8h(4CeV_<<6saK1CXF~#)?2Sb0-Ou*zo)tK2Rica zcK0px)BPEyy!pNzesTA6fXyiQz!P2iBh}zr6+wL`A2<;HmOekQ*@yWMJC2<JQt(d$ zV~#H9e?;30nFL+*`8C>aX5buNyvik<h)3VCZMW$(&WD@#mF1aO@J5P*R%<$#H(^=% z$_M^`)!h80Pce9Z@0l+(@RwvS=Ma7#;QD5b)Lz74-QF#?NyL?zrT}9;;QyLF(=8tG zpt4L>4sU71?}Dfrv7d;`>aDs{z*Ps@bI}@G=r22~aVFInIN0toZu<^@hh2A{-cjfe z+vA<`jKJkD-sp4!eoOEi@yF}dor-rQpG3X7BlaKfU(^+E9<94`A9Yts$(TYj=oBFv zABxk^*J5ei$l(q>n<9bb_+7-choe0y4ygC=SWC5_FEXCF$o*zN=64G!hX}u+pIn;A zBl5>w9Q9$&7x;Up=+$aINg^JLw9p3v2gb#H`S*jzPP-^wR}2Nu*dr*+K7l-eN7Bmx zxM@tGQIvN8{eokc4sz~AoRP3!imY)UEVM)?q~bnww~tAj!#NkOJGo6DuQO}hQQE1( zT**+Hn=T#p3Rp2U<U<$l<25B3ufpE4ukD=s6ENpX`|RhAFZR`F9IzQ+!oCG9-Roxe zF_&0xT~Yx55Ma&Ft=&NW7bILP3|;lb`I|>y{XktW=0&CDf+L}RCuE<>Dfpc;Cszpk z$k)M7g!nP~;C}=$1fX7MZQ8iLR}_5+kqsl-G<crFi|N<~@B!wW91;~W<UNZtmlxnC zXN3DJ?@A&sY%B{g8pnJ!zpV06*t?be_t3k*zY_%mznjYu4`rUl%SQpHYJ%^7-G{ow zn#IWzxJQ9wLeA10z|WttaVx;Tx80;1H@q;1H1*Q|G3+SlNK;wb1;h~t%QA83r48%X zR43LDKhNG*|I3H{B@T1kt9Gyhrc)Fvuz$k5YDbGV`eWpqmP?@%maOaCtAd{yit_H< zyA0j1Z~fEGYurl@<q#3}rORBooNjl@f$)lz$ydAHfe<Pw|BzY^ICVz(f<Mkx=B$3( zs2}G0{JnCz?J=+R#>&OK-2r=qf>K{&zo$uCSqTf~N=W7&M~>iqg|Zi$DI;I#ZqdJD z34Nn4AU$~Z`8}>RIgclrvA36W<X7=s=tXApG}7Q%-1^!=<;af{;zP~%9YZ{BvzpR} zK6t$9aAJoa<{`JYEhCDd_iaqfb_0K0J}`?}+(LY*{wc;>3;&@{*Ac`ymN*Jlet_NQ zJ(2rI_5(U<uIb4n_(M$Jtp{_lz{~iNhpMUIOT<5(U%H5T|JLn<!}pLEZ!J8Gr^a)c zh$@$v`=K+M==xYDK!*z{a1ObRz8F5U-VNl1Y+MdU$cc8J*ReVi*Ma$fqgy@(_<x(A zxq`Vn&_(oo7Bq2RI+A)@jEL)BoZDts5HAvv>cZcGhlIYrQJU+CbH89<DTp{alN~AL zj6QMYAK$vQ6`<qgspuCU!aP>nsOs%4?1@<`RI*CI^Fs+9V=l1Yi_`6fV(<$Grurfs z<h}MPHS>X?m`7>cB-b6XCyX0OY+H`l6H+6|tZg|khh6-EwxbO5Tnya7dMwyue=|&8 z8+o2o<b?k#EzAj9+_D_@#kmJj_pl=moK&?++6z7L^2OYHve0j{WdCW#ry@@e$v;Jc z{QEogv$It2r{aV;KXTw<Mgs3OAxF&X1z#`FR)DVYxRLiC^8UXq_4FU%e{}9_>V1eW ze#$SXSrOk12hQ4QgLl#0kCeCv|1c0+GuB2NxE=U_Dz_bZ|7crTJouMxU9zs|Tkz9Q zlhKD25SKSD6zd_cuS;X!d*dE-!VOam74U=7wZipK_)!*3&aeMm@VupjR=340@S|DF zkE*%wuhXJD8WrFhE2P1@dvhH_?+w}m*KDqC(h59Aotv4eo8KON;?`uM$A3a6nKfFI zxPv-p)tG;j63%<)bz_t`=4Rqk_nQeL50w)NZG~NTB#oSucR_#5KMR5raN=Q$gnAwR z{iirvNn;1<3iM8nSKt>~iPfcK%$VnTRz=LX3VmrJ?9zVRXHwUL+O!?iSBJ@^9-%&z zDyCv%|IUF>_t3?3cOJTtrJ;=rI5^AdapSid{$B6=^G4*yBeZ9l<njI6NB*D3>VcE3 zAGnLbCt4q$w)8!NzS=(`bju8g8>25~K7xPuFAS1XpG7`0VZ~mshB{H-&r}!Wm!G(H zJmjk24=yugGVq_Mzz^$d!-(4)w69uc5yygrU2ROz*V=#OkTd*bD3*ixHu}O=-o@L9 z!>+4(YJcnONB`ts#o%(BU)CCHQph3n<6ETM6~R6EWsRpZ(1XuLNM1g58hxADtF1b~ zpUYA2|Na`m9u4_h&u?jf2RobB3{PU8b@Y#0XAALn4m~~ZfqT=WN!-@Y#Ci2lRrKQX z&HI_Gn&N%hxm0i~nBe`_e9uw>pGh#NXR@UP?_RErBZFO7c8&0OQzK6PIPyu3$dMpk zzI1BOLEyOU!R`?;=+v6Dj=qR9Y3?D{OcSBQ%4oTB;T|{%q%q-k;F-s)v|kz{e~(>N zT}1q+xis)Z13FS<Wz*fBK-6#Udv|_;e>8nm@wn)TJvNtaOMe8<x?}sbcJw;ts=5q? zy@2;9Qy1*=q=2j6pOZ~NpLi-iYk~7EZ06ekHN%PEdqy-<ITQB0<nWn45PT@JYODzH zHMWl>WiRqZ8LEblyL<MiwR8s4xZo#K^I@fk(|45X*9@TpE%i-Dh|8lsu)+T}7Im9g zwJXidsHc&-iL#JcL0_6Loah4XO(w@i4Jsq=D9)B#uE9QV7vtax@C&A!Y-N$i4?b>f zi;!<(FW3C6UGqA4LfP!^Xw;LcPM8Syp}tyXkjCLIh(125oeyl#JDFvpTaQ&@4@2?s z`ZdH+9s0~Gk>KYSZR{?$gTL@p+Qf<l!cP5}iHD*4aldJszsi7qN`8Wo_ddiCr9Ew| zhft><ig!H8i~ik4mG=@jx8<J~!{-hnp9#-1SwlP>IjOAmav1wMzwdk{#kt)*7L+?J zkG`e5b{;PC=u=asCp*^zJx_tR_nS55JKwA5=|Q)NQ%T-a{}uO~SM}=v@VfL-G80=3 z>O4njooT^SpHioszJ&PNAwRLwjeI3@JH<$K3GsaI$IzN`%+Wd*(2gKpinEvSAN!4d z?1i_*q@jqr5sCZupfBP2f}MF5>c#F~b5|)(;++4>KGuqR+E2IAVDuF{c6A;LdC`ZV zq~l1E1G`UG-RviUe!BhiKm~q31e00D9eDoWv)6jL*Ifwvl`a)6BVRundf@~M;<lgH zbl>(B%q=p}7>?pAX_frM*edw<>n0}UMf6Md-W~pne9lpb<4hCcB5B@zSp^5^mj^v- z*m3U8Q*T=62<UgAYy5HtKlj;A>+9}(^M@b#awfq0+M^GgUP|JA{_6}9GX&paEWcZ* zk9`}DOs}hoLf0cPo|N5$PCfeIhh{Y9=54AUX)qz*$~27O#l3$z8>+ux1-~<7V>sjC zNDvNx#wI6#zE1m^Zw7IAKR@ieKWk!7+H&+oX5iIzJtzLlz&q>z>X_t^mxKx)`K5q- zp0HAU<s3Wu>?t@5KQ=<QPv9ST2>)9(F$^R}Jh5aIc%V9sI$-F~-95m~FLQ!J2l2UL zM@eMDp%?CLcUu!=!1I_^7#Q33I1?mkE2yQfLC1bT9nm$0{NU7)z-meKA?`o*OAlYQ z?K9Q&zJm`AbXeW;06wT+viLZJy5*?dV|n1!$$8dmD$UrFvK5+427VAbzmcba_ZN2l zo=RpI>ZQXU>M~$o8z-yAJ_Gl;M$gB+=tLiryWHM5R?NRLnrGBVgLk_-iB2S;t}idb z`HmOo+Gx^oI}&r8_A<}I-hel$&RD4kI1s|p?1t$JvCp_q>F~!i^j~;u(Q_$c4ppz* zw7(m3yK@V@fn?|lU^pa`C5OEP@B8;9KEmEJL9O8T`2T^uh3$-|@SKO?!!K$-<GCu` z*`JcYM>}r3Tw4*ta}D;L4OT{6Z|ks?Q^osaei<dt>HwWl*I(}1IO?wV<~y8wpbNCS z8a)Tj`A5GvIgkgx(#<U2uZp_EMcoVJitsn>^9^qVP)AaG<&kq6bGdJ?tdB_me;eNS zJ0NeD)#YL{L);c@ioT|WINa?UL8J;CkaeH;e1ZHvlSV)P%O>jO`tO4Iaj)+R#8rR$ z!5_UWVklprPxpeo*H>}WdEzvCw2=S%?%D2t=M5ee8{uHrgnYv@;pkQH;_o!sIzRXB z)<MYq>7FBhNnB3930(IQOw?CJTzjnEH}@F!TydT8rsGxg#c&^<9<*>I>?@m+sD`~< z{I4dhqr-tfO*oXsfc<eA<%{7V*gGo86&{v|{U&&t;}{F@>2I}&(jV;4<)}>zj>S2q zkSj`#Vs1L((u}s<ssn-OT!r2q<kL>lxi`Z<;`u6Xawk7v-;iZkq+g~h`o|0(rd`2( z3(@KADWXRoPg;ONA?CD$mgNI>_a7MEHptDx`G0G2VmktSE7dFJ<^F{}6S;y1Q=I4{ z;k4Lu8@!k*>V~LVK6Gey3eANL*jvRD?$!_Jx0)4_=jFp(QGQ+0KQriJb(yF9fQQXv zhy8{S52;5+-jpJK6|!BazJPdW)BEhopPT5L;<<Qym=1iWdM>P83G<0+C0EN4pAGH> z)1(4-4Ze>U|AQaK)t!?v1#Y!(%D2_CBEMW!JG}iD`);D>Lz}^)Qu#}sp2q#E*{Lk^ z%RoPKkmenA1rOTpQP9Qj(=OgVxP|xS!G5BMg$+8~t8W_$E9hI{J;M3+uOmUW!CNuk z9en?sa^Igx<O{NI4?FNV5Yp^29|r8lzP>im`xCJ5ySzlBfo;eWZfG}tLSE%pFQIop z9k^EY?JCtCM?&YJF>4#xzi+h8l|?$#FYY<!X71kqgk-DZCDi4LCarh-sJ2yee%gk^ zf20Hkn?%4b3vRLB!+EBxSPm$Uf=|fMjcDnj-*$nfqX_m_G(mE$3~_GW@dhv3N$g>8 ziL5VqfPR|S&s0nHp<m;CkCJXJ_SMCnwEf<I=O*w*@iYhH`Kav&J{BQv1&=dFT_OR$ z)KHeId5`n|NOM;Ne9AzKUwP~^>T?^vXb%mduja%=muvxan!1ITE%<k_f&`C^75JS= z(RlkG=x~=j*>C<sz2qZx<5U~)Qm%BhvjBYqCFf;zgpmIoyCCQNAN0W_6QXz>%*k#C z|9YDbe6c9~k52-6Qb<XFC-OEX`Btu1M2-YI(YuBX8t{v!jW;r3NBfFhX?AF_*Fu5v zzbiuy*y|BS{2cp>UyubGzTC0L^8#qLWiSUU+d}CZAL2lWU#(#1@o^yZe>m)@i2duv zX}2O$Phu}nx=rvgF9$-erHMdwm;>P##qB@q*w5>r{mq9~9Cf<Ht6SNs*#ATFV*MTN zY5w7-sq@G$OG?Vbe;+}dSsL9+e294f5;?AaZ?T8kE<lwz2J!9cdgW!rpK@2vBj;0* zXAg!ZONW8yk$P$Q!X79z#n@yJ@7DP!4`<-_6KuNjN!sxFj&g_uz~5;IO6{Fd(3KyT zOclwZ@43F_h)xRddx?kl^L^xxv^VAr$)JY_F?K89e%{V*ZyJXq{*+u~oUnmT)2G)f zZ;8E*+*i1y$IwR}n4G5$-uAU+;>vg2Ta@WWrTi@Bg_@>K+XG;qdRLA8!BgUmUO!d` zel#id75*!CBy7c#EQlblWvC&w<g&+HzmzRSCwRMp%HezMG}wdm{Au59e7#As^+r&` zf$;J~1xap}J%MU6n3Ubuo=~bO#FL2q#qKw4*bI=D@OtO@*5LIR%UfQgTt^<}9G1a{ z{nLXx87~SBqkq}f^<pFL-$~O&lx+g}d{)NRv2+K*QCns6@1p3hnO@UniA8?FME&NZ z7WPf3ku`c$LT@jqz8kBBKIOrR{{(X3AFsSCj0Lc7Me2qr3H-?8%eRAWWw5W;m+4Aq zpu1~(KEDLrOV^Mu(+c;&)m6{bl8*gEVxxpOoRj_&D%Ck|=wM?9`Wp>l*AWK`Td1Iu zPAW_D09VM42AS{HO`i+OB`x0oPpncMTa`jxpeWJi9PUAM#K1!j{4j4{5Z6{e&i%{Y z*#=?kr^`C>X44jZAp1$@(!ft;UY0zl4MCq-)w-ROF7oXSzy4P6S4T!^)`erhsf{rX z)p49(j2e$FH*iCzg(%GveHM0K*iGRN2Sz5J%RYd<#9e)7I30F(TD5xz=f;uR_JZCR zdmD_YZPfi72zpP&yIir~%3{0QSNAXM*NNt0ffR73=rKbq?A+%dL4Fl_NYu4}KY>@U z-z4ECdD~soSB2Eng-X#c`&Q)sao|wwiRj_eXW@6h4K*-OPcRp98x)K}T%eEm8f1XJ z{dhsXK;V~O(LF;0#4(x@$*?K|^ld4XzGU<UKRXv$H%O1UytB_<42*-{+Y9?H6+!RP z_%74L3VnQRh5I_<dR_Pl{U+ek=%7F!u@maCHG$<-I8X9!$|Vi>MHEFvs`fGTY0MYa z3u;5px1ZlX0sTB@ZYSd8Vbq~Yr%w2(0e`0NsfmM^Z7MVx9s~}mx^l3TgGc`q;`^F{ z`@5yVms@!cJYI<S=YON9D>Z7TlTF}0zx(~Y_6@r5{Looh0`{L5+#}tDpOPnrM>_+@ zCv8S^hqa-%8gn{l184oOdxbQ#K-Uur&#FprAaprPjg_t0Lw8y|*GglL=iMEWnb>2G zxu8Fa37huVr?*M+*A(`t%W_Aw0D47|;*&NN+~aWSY5FG)1d%V%*(VX7%e^+9UU9&_ zKKY5Wt8cMayp8_$-*P+`Lj0TW3H<*~ZupUVdvOm+k}Uh72e$`JQoBFJ9+X8ob~z5{ z;OQax*AU+x=+SVT+HxRNUUrz+(Z&6k92a?q_`%xcKCg^8>*aORL<fE`D{ou%9{3|F zOqVp_1AC5l_T0^bzCIv!)@Xs=E<mDpANH>-`i;|^34KOEG{dGJp_5o0{+o%oP%Bb2 z(-VX`J>i1iZeJp2qqdeJ@|nsuN|7Wp=!P8&x0NeVmv%8dF)jxkOR@Bf3i6Ml9e&g6 zK8O$MY;C5L*lR${{4N~%UU_H1WpZ=yr%K6`6c_9zab>%82fBn=Qr<HP*m)Lz(Rr@> z*uyjuXW1!<`A!;2pH6qg%L0Wnqgklyw+c2TCt$DQgZRe6I_%#S^NhO!d+tkIf9Vf@ zwNvDqnLvJ?zx1R|b{;wiZA8>=e_qDI9qWIy;5EOR4V0|WS9kMx>LKVqe)Fmew6I&^ z)nL|~tI$>TnsPUJfWH<=<TLZA=cg9y<|{%cs0|z!e*^xb)BkYpH1f5C16F;(IBzkx z<Z<AyyT_c0rYSyme-P!=8uY)eH+5FvF&(!XoN~#rSHPZ|@-@!y+}m+6A7h-eEmPoa z<O>xPXZpQ>)4xVq-FNpRJ)RP-)$+&u`dXM0D>3T$v3qIkac<+!_gvvZUGrp9)X&$g zm`iP1WL<lTIu_GHfg<V+LdDK%mB62$y%Evw(2bs_olK*|9xPS=f^ci-eUHCe*x2K% zVvZ?Q(-+jG-(0(x4*mGhxZ82*JO_eZtbdtw33yQc(||=r#0eVNp!7m~ojgu!ggl`| zJN*8)NyI}_-LceU=x^sAUf#9@zAJkB%j3Sff`!TAfYU_!pET4~abJd!qP=mjS4pLO zVSeOKoYukWmgs-bKjTnGi8;ve7iWzQB9E5&(bbLkcAsXcz-BM_35}~<5OhI{2Sy(9 z;5}NJ-ckWV=nw0d?fMB`+QE56CKh<1>?EVNjC{#z_1;rcH|PWOp>}Ta&^OrJZTNuK zGLxNcZuzK7bd1}M=40;bK(tpLaHFS}A=wD{wO7~q`Ve@Ip=PAsBk&c0nKuRlBgngB zzGeq5qyDDkPGyXHKA^m9xbHgj*nTga;uzH1NcvaR-Ldz;OJv&!eE~fQHD>RjOBIT( zuAO>``hyPdJ?<go$scmahta2$N}=pJa29o_;ZMnUf(yZHmixRn`u01@dfvRm`J2_T zx`x<6Cl}t&rt%(mer>L!qZNC-3Zm>3kWVzfON-1OMLw%(ecdn<{AH3+uC^LH{X3<o zN($yh9H=eN3_%yAD7Z^`6#K2j+rHN{qQ8Jd-ZkPkblF12{#x+d4g>b(G!>lxwjWn7 z@}>Q8p((q2rD;dIrUO4i|MR((-MNG~{#(H%lo97jKB=u+2R`T>va{PqzW<7fb~XG* z`KZ-+Z#?Y8jUeL6hWQn%^DNu%F|TgLIjso1IQ-|6_F3E)d4Rd!I`W6hCO@kA-a`Ml z`Fx=W^`jRqZpT*4pv%7RyYLtPE;%(VdIt8+7Me8r4?LdSSc>yT74{#<4f<-_LjS^t zWBcZ0;YW3oqto!C^VZ^r2*4{flE&^)EzBb-zps6n0RGum)4JQ&Q5w+Dxd-}Rb>%rN zb?B*<{4Wbdpl4j`Dq8BsJzv=SjNcmmY&}S$ppHEHQt~r)(>l~QGU%Rk!Y`YHn)S|s z_oWqNYKxpepAw5Pkv{P2CST{Q+CT99HqtEN5#(iEpBgS9o;3OK9lI|MK6sv%X&HER z%E9YT=RESV^JkwfgP)4fupD<`0KXNYy!6l=JX^eEp#yrwvHN;ldf+211ASAk-lNa8 zTp)Ga9(z<*T%+~jA6DC5Ys(GzdiB5oZv38(WUk9@pZ83gU+H;g=)PK{ktcEPzG;fD zAD|BNV1C&}8Shi*gF;1lA$b2Me!YL-|BQ)l<i~*fM+9Ya4hI64;%uK90sn>qc8sNv zmtA%7nh=@=Z=yHsUTQ}F*nLX*CcM9{jg>D{cz>;IM?bWwpzpueZ;IF#IM_V&gFOuW z&gb_Y(5iv|UWvLZk2>{P&uAML;NR=Z6z`7;LVwkMJa%gt@ncgX(Rvm0M7Lw|8zWF( z82{O|iT4?OT*|T^{uE$#>f>^#3&Cfm@7V6W*)*|Uw?tizRkk&4FXEd5pTF7?a9prQ z;+vT-^d8S8<$_PZd&3Kl_1j?QjV7|Gz!^;&eyxvV(0Qx^c*_z|r#|xaS2K9&-V}k} zU~>4ig#Dm9_+g7qt+N+Cx3J;Ios<per6=X>rh>uisC1me2cb9gn^1)zUS#<+eM!E7 z{3<HK)&lm-ZFl|(EA-`{NR!t;)Sx5$y1$dj1pQUbGr4C0@1tscwyG8R)a44%YyV;1 z!dmZI_DjqO`ef)hh=6b2DdJ#K1wNJP|NK>ieNRWT_<U>-FC-GDS--*le$vQhO(AaQ zTiuK9z|Z+m_RImt{TzPZPR#<|%@K!wL!PjA;)9IxQP}s;Mv8I(@TSvwxU?7elXC2~ z6z-=XvTV2tae_3TsNd%^-Y==y$=ATa!}-Jv8oT~=I(GJQI{vN&%ZVFbp{L6iRVvM) zKf+-%Tj&y=d;I?QL6U6L!K>x1?>|5sYHi+W0Dt>a+-=AF5P80M!NxaH^wp4SvN~RZ zy_B#1BVz|Yc+<Mb^8~oLMqgb`fqsdu>ea)z@1evmse>!vncTF=_24yYzf9N4Jdhu4 zJmeAbKz*4`E^+w-`X5y>5ao^MS2HJ9=GKDO@yQ2%(na3XBe|A<{N&qPNq$%O*$|=Y zfwBPVVUDd6|5J3`@l>{9SVkxzBSdzI%t&S=McFbcd+)u8hEYl(M6y@15}BbRdz4*1 zvN9_xNs{zk{_?{)=RNQ9Joj~9_jQl=6wdcDbKklT*5z1>zh-~}?5fmYHq#yT0~eED z&g1hbcyDtz!yb}EOHcBc!ryh-1**Nq+&mkxALq(oNB8O84r9M(#7#Tca}ihbzj1Z8 zMZdbqS9-@p#L3^de@x(WGa|OF-}r$~y(Z_9!?|9rY+t(pU0e7~TX%IW;^U7wbB`CH zGZe82f6+!=5&2gCBh<xMR$hAX6!AfUB6Cab9^~87uA8`GpUX$f(=6Lj*UEPxgbjIz zW0ViCh(JfL)IM~cXbE*8tci!^+2B7!g#<Itp?*G}{nm?U%ynCwxM_vB>3P=#e-Gx^ z6Vu-#Q8xsyQS2z3g+Dl)viXRT0rPT`TUe(YQ4dg%>rUbbzE>q(Q<aXnD5rdB+qi&7 zo{<}5z%!j##-2pP8+&*zrBA@FMo6`C$4(%grQ5Dcw7^_;zvZ?_TIklPWB%6o{JjQW z&xEIeXVs=}?bcI04-4UWj(FkO_=Z#sJ@l6M3I~K4&==~GLA{3k%#_>|w(*Bvd-J1I zcM|Ge{U6oXz^@3?J}`6m2|jh=N(6Hx){S2O@hI%4)h1npT@<>1yW=XyHgHRe)@loQ z_q4_|;w-LbAeR%a34520pVW&hK%I^pTRPzzbS{iR3pYfapBrD#(H+#QP|esd{e+*d z^0U4KJ1{I<w|$lmzr7aD?h5;%mSvK(?Z)p;&lMDpqdwrbVnH?Zj>IQq%vYiJ3E0W> zH@`=H#u@#t&)~C)kMA?iV1Mndv)nBE;!GI%%OQUTIPWDV6Rv>#8qwnQv6HuupYH$9 zjVKm*%wA&`nFr`wBGf!?<ACm&o^;m~bp_Si+fPq3;W<6=;ddB#q1T03OZ@?#b)H)b zOsxd25soc90G~2{@?Xt9`04Iv`TIPKzz0;l(k`~3?|L-T{WIeBIkO+$bcxWjH)Kai z#elPkw2hXCV^nUM>!b!EE-yAur@s$=aINXajYh0f)N?IE@C@5PAJv37)E!2z_3h4Q zol|`^NCLd)9v!xM9)<m6r<J;l^OF8p>3|LyaOup4xhCM*cyDZYZ4dD0nZJQnA^6;# z*ozvn(5Xjkex<2F?_o=qvvviqPf@$bUyi)GujK1+{49Btm(cecI-Z9tX>Kd}dlzC$ zFNETJA8(oUR6*V3p>Us@!|+!sO8v8!k?-{S$CiM&@5myDLq`_k!*_JI2xh38b1Wia zgCEjl)jG8O3AjZObk7cX%EDtA->YEn^;dkOt3q)O7ro6wA0ZD-B6~jue)=6N>$`o^ z(8Ep-<w=51_FY;%o-KtuobOoPC&b~TV^h4gu&bv$1*i8S&d}8R?@v($@@qqD)OPdO zm)no}+2AL#PJJl9CW$&^%g0wmFG5ca+Iv`Q5b<>2V@%dXzSD$iKFSnz0>6#Qe>8(9 z3=LYJ@<jjRZC0ls#4W5R&t7>6f9d63um2nVq_pnsQ*k-WHM`}(=G=wvrR6{~dK7iP zra9kSz;lB9PJHpQfj;i$llAj1`nB#^-CDVi_kHMS3hM`Mg(=zgz;841<w#MVfgLp- z)jx3xIP7;QTOa@5DF2ybhIJ=vY;5DG29J<h$!lT;f0}-nss0Z2C9m$zzVHCA`WQy! zXNmm6&yngv*e9jJ(3ns(;%|=64J^p>?bH?1`e)(&TvxTO!e0%)`WLb1EaI0-`ZO-! zwQ>Qv`ngzVBmbQv3hmHk#vIuS91vH@^%I`LFE~zXs*oh0PwPax`|kYUc9GfE40p^6 zCjD<H#|nLoo&73)?7*wqL%y<@yZ%Gijw_B7c_G1|pBHL?H|kBpyg2uphkwnir(sU2 zVGMU}1J1vOiv=g*kY!otA`;+F|HC^wjL;`CR=aMrhM~^>V#oDvTsMX--CI{0>o{+I zS^|8b`cgI_;yCo|>x$Z=Ca8Zl4a&LW0y|hQs_e!3d9uySJHy}YT;SC7^MXI;n`t;O z2>clk^!ounMC)cZVvc=T@NiqUfPWBZwOsnuivEFLl<fDw&*WGFk}o2k5WYuisnHzs zt|s*wy1pXs9qL8fhx`J|`8%4lG{7V49ZLNz^xOY7j0ynn)L;u^b;IWc`B=TX0RR8h zziomH{7$;Hci`**;v)~a$V;7wE8Z`@Uc>${1dVv4!_P|&FU+`MzSHemg;ag;9-_YT zL7kJx-yY2#njc17wth^15&R@RN!pSK@zvMvBVEFF;Elf<_l`4xhc_1N8v(C6{UH8j z_DkdmCivxY&cj}Qq(__J^BkWt?pG;??r9-#$~6xCRi2#2ygu-kAGNo3=QHIG5rtep zT)6b7LVO78ELHdD!I(Pg_6SzlTmI0Am6!#r5YOp5ZLplb0zdL4BT-@*It0hm!7Lj1 z+m@p@m9&8?yidK(|AxKrlKoOc{Gm9Vq?#NAe{b+ga0vEtc(A+hEb?aT7OyPKx`B(A zZ22<JgD0ImWHgC5QiAL38ZjmEIYGBfnl;hi-7k_bi}Rj5`0%_~DRhhFP&IW)<V`D@ z+P8r_5`#6xrp?ghWa=&Mj|1N+L|j+yKo6|4n5e_P5q|$GIq(7f?SyOcHR-@X<u|{& zp^s>&l@YV;!~6#MRq=n)s7v+t<JsN602RjK85_*c+SB;+?-b?%P!=3C<A#09SnSt2 zi9D~M(6QcK9dMD-v>bdw?qYHM4e(I|k_*mh(!i~YAIGl(_id7c?}_U|7kxsAvFAg) zo#3E64;(+r@Jh26_H=Qc^V+p=@Df?a9Ve`R7%AEB3n{SAsOG~Du)n20Ho2S~U=Ibl zX|^+{3(#peD-Jwl_$K5L4L-E^A=bw74C=ZvOFogl!*k=<-KAT!@OiU;1JV?cN0L%h z$ukDOSu4{x4ga(1e`Q5)FTUsYZ-)!uz4z)4U)g<L7SG)XZyn%bwI%855xkGv{%s;z z74DNRCV98NK&*tD;bsi>v3z_+7QE8_WYvO6GvdWFMO?nVh`U0c-jxIIPI*%lB93`_ zt%7(`s4(;)({-Y19n52TQ=YL2UNxIJ_uvrthRx7~?@S2%`v5(Uml9q#m8+Vm5B)V@ z)N6|yf2WP_s=tQ)OBdiV!8|5&^Q5bE{{bJUV))I#yT3{sdjvAz`}~%aeF9y>ip}mv zr5fr>wk(`X5GUB~z2fA6`+QJ%#j~{!al>dyizV<SRz$t;HJ*d`;z!?3)j{y2Ka`Qz zVIMP*MwLA;P!Cr3MyV6|%w-7*URmG{#r~}SyfRSd|4_2q26~7f(H=bu;NshA?@NvF zuSD81YX#t0SF=_chUAgQZCY&oV}yCO&j&(uagNU!b1@WxcSW_wJNbP_yzRZeH*7!r z@zs6lH21LoJaS+2fKyQw7S~DOPvnGNb{s#3yt8nd+;8~X9*>T(B-mqXspI=q=sCl6 zYGNv{khc|%Qc9J_{ur}y{<jH#Jji4e1-`|m#ea&f4Rx*4*(QmI+d@mWbU)#oTZ+9k zasUq+2$@ejDhq$D|Ll+z;%4)M8=~%Yc%Ljk+d=GaxLmEtQUmzl91TaiGH}Pc>3NqM z_9Mc;x7!o-_&tZHZt%iBV`S_v;=G%<{&!gwx-&Nmd(>br=AIY@1^ws(&!=U!CdU1b zXdPYJ1ASqz`E=#h7IfK*#Mu{Fp$CpD+Zmk0^C;V^PPA*lUpi4~?>Ps4|L6YYn{#-M z!9VWE;-6T5w!DAGZezWf4h8(e`BzQgNjMBYeY|AeRtNE+o~LpZBkaug(_H&1@UPlR z`RPaaRh7<=CS}BX4?Ludjez%VX8-D~KOzrV6Yw`k3h{6kQ&uUicjWge=i-ClDRP4J zC;s8S&K3mSI1Bym&xxf{8RT(PWG^&B|017p;+=xMU7_kFCxLw)eLcNShu>*w-BoLW zi;hJGhGxM3BAZK87W(c4s?j4w6ttN87D#<%TnhaqhtrqCs*s1K8k4P8#dD8kjly5T z-``frDHAC{T>7DTc81%X5dO$d^4%{y-z7*Px(D&vUb5f+?LZ$nV)$VrV%3!(8#?sB z<QaIZer8V=co6M5@$OsT&1_M=$HQ@6=Vlc;a!|MDV|;8t1N@%o%3H4*;L3%PDL)NK z^wZr9sA}Gg7eeM6EB-kXo*A=989O=?_C|I#U-bn)a*z1McMtibp+l=h(3{@1pY!N| zKhAQNTe?PrIqNm!^n(7#gQ^T#9S%mF*n+?vRyye8A)}Y}<6LuQ$=|#u1V8$`>q+G) z_#cx?N-g+a<raEGo0F)Ay-SdOgL9iF|L#i?AM!XxVdNf*sFR9fbZmt`NiNT1l`}-V z*i~KM0so$%(idYLjNjRw(b@;XPx~&`od=J*`=0H}lrH*Ii#h*Ae}#XK8GK3(Jg98) z6&iO&J-QdCI}_r<?9+C%9ZzuI5|>#Y!B0!8gys&;pr6rdgmoP8<G(!K|IXq0aR)~p zO*0NdcM!R9ErT9-rqh1P0Dh@3%AYtD`}<fqE&1r~`uma6W{xB8_jcY*59^-Jtk*ke ziRU)BiF`bVb)Ty<F&74Jl|ArZs0Qw*^3USmL_PSo=3p5e;P`Uc33a>6@UN3}JpS+# zR6?=&G00~Y{*fr_XLKfXu6fQfvO@<K`WbQp=Uu>{Ptw&JcF)zj!nlKTK9bQ*Lk)e; zpMPx`>$|8BDzSlmXuVTQ@kAf5lQFXFq{RN!h;aTZKwaUPTlM|W-F`Z9TqFXHvFMCC z*m{639RKNa4E%5Gx&-}o#$Eq>vh^3fr!F~>Pl_dUj?Su0mV>~hNLtz*67+fH<)0E$ zMqIoo6mAbYqb@C*$nr!!s4$pLZX0~R@vFT({x3H<`PrBayoc({Q!o5oStlnz6#DG? z-yH5l@QoQkJqH``8P*L&;|H#=FCHu55Uevz;cF`!ynZ~Qptw2~c^{W0`g@4)<oTuT z<o1G}icN;Uf&B)y_$|5cV@?~Fr-tZf@Qt{*l*hg3w>W8U&}5AH1|+wcxDme{e-*kj z3cQ&wB&Fs`g04Xxe=(H;-_PBqxrG`yVLdO|t_mI6H||c~Kb-4^&F!n!;QI;Zvem#_ zjO~bRw<=Ia5^yi<<YDBG++(YEzc0^com*<r$U|<%O?BJCZntt?75@j^m{X*n&&TKA z&(VAe9L|#-iE8?U&y)ESt%=u(>r@5&1`gXloL$QRZ)sT%=9pOrpW>(w{)GFPi@ehy z2S1w@sH%Jj@zTYY7p4-TFvm>Cf4?)<Px_NWhzD>)wENO*$QE>@H}7(Tn$V{wc(!;| z3%c9Vr!RNHke}S9edD<U9w>EP`5f@&({uZh3CxXNrXTk)b#*7`D_`iYz;lf^q9fH} z!HceYsD~T0BHyVmtUikC6byXbvH6R-m@e<pQQ(Y$GRHapG|U@_B`Ub=;ZBHs6qy$F z3-cfJVwUe}yAxDr=OSnjcee&bJQYG*{b{hMG79;6`u@5LY{bBA>ensGsBh^u^e8qt ziM-apQRY5P=n}-C@4e`tkG0kC?)JgSERwI?_>R7{`L{9(h&z{0+NjOuKtD+A6xa(t z_?7X5{sZ_&x(LtodxhXJRi#c8*dIZ*WYMNE^s`UA3cptiKH9eMI4}`>H1y`l-8z>D zxie?_;eR*zkDM{UzK|Q7u;A-NT(D{D{sq4?t~nOxV*M3Wg#*;VM;S<s?dfpdGNcm! z3gDc6c-geQ4t?j39qAW&)IT=7)4#nRdKmR$cFo2h?8Q&5K=LlufBej(0`yKB&cUgR ztEkhX;{W|c1NHTRs&6@r&=-0o|FT38`gea&aK>o46I}ES`raY#9qy6TW-P&VJrvs* zP^bNlw<)z`cdpOo4NA4|$TNs)h8;&9C_k8Pud*8Ei{?feuptj&eItFv1@)B^Qp<m( zj=K};mqw23p}vo&dyK^jeq_TZ@78Xe`?IQ{>0aD_T$yOe06F*`zfoZT@U%!rox>CO znKK$b(+|JETPkht@E&|7IHAeO4d<}rz1bq{IWt0mWxqcB=QXpzKX{*XT-fbIy#86? z$%f!M=mB=)F+AWq5@)}kNp?UU_oZWE^iS}A3wwt5uun6)_ls#8!1b6cu|>T8&h>?u z+qlk?NUO^)I?(@IJSsWI0Y8`UF?RPk(=^MJQQBYdxmpS@Ou_e+{+vJfLl^symHwF$ z`LFi|m0=;`(5Fvrea}U`@VMk!?|2M&<I8E^A-taU<b5Uz=yKne`eYlSF9-zXrym%C z-)2-SzY0F-=t)<&?+N+|HLsbuW1ia$GTnW0e&|<dmKsP0&pBKznYXnLe)N|k@D6l} z@SM~8;$UYC69;oe!;wGw`0%2FAoN;Z*P8FBbE>_}+o%dZlf^o?q+f+|@x6cB8sF=J zBEucEa`X!<#A?4o9=M|H{xM(Rekcit=VdwM@2~q;eKkiNUG$d5KKQTk!XF$`;=o%8 z>0~1r@Roa*SXRKxne;1z`BK578upA$!LL@&b#Ff-!@MJ7^7x#2=sPo!(Me0tuOlU6 zpHm@UJ3`eb`wDZvwujwqfJY+t$0z4$QD-PrbczVP&X@f2LnGKr*J)FY5%|Ru2M5SD zfkzM5CH=#;&}UMdNTh}PSZaR|LD2{Oe^zGynk@F=h2+NsoVQoEn2JWgBb&8%e5#>) zr+Z|We0%|XGONssM89&8h1U)>>QPxg*IZb1gs!~ODtQ&>{Zjj!+Z^mFS^SFNBX!_b zr;BtlaEHz<{rg|o!TaD&ci~d>^X4qwn+?VK(*%DW#QeWwV*X9e@6m@Uw$c9quRG;! z{yc5Uov>KzxAxfq`O$~R9j<9$u4P&C%7``kQu#dRR)KfV#m{`(gZyYSKbz)R6L$jt zMLx#_oCB|wR~OuY%SXvh@EIfS${^oICysSnb-wof<tXYK!wpXxOd$SJe^`)k2J1}g z9U^fX{_bF#z)(HvOPlV}lKUcV-ppl6Jpn$VesGf(@rG{5osx7`%yqDR$6$3D`m{CC z$Pd_!gFZXAKsDA??9!M(6W*86u2>2DGSa7grG$8=KbK{};V}BwHWT+{W8W4I{E=S( zer+4Kw3Gl3Nt@GVL>ZyWcrAL&_d#cklViLLf9a~*=CD4Gyzt5R(YLIqlWTqR&H(yy z|3br+uZ_Sj^GvZI7WDnU_bRYu0WPokoeRqb|F`J(RJFl5uAHEzf*tKswaqlax{?e$ zFU>}N+WwG|?*qK=@-W}6b@XW!7aw5t*~KyI+1At87u65!(pK<8>Pa*g*FR$a6ght{ z!S8&w<Xl+7`LGuu&a}k&@2yVq{(-pA_Z6X`qyTxm3m2%H9-yyxYrsC08TF{KO$isk zPjaph7Ky;$T|-Aga}d`$3A{Fwy@dQo>mzUa6!=@Jj~|@9!4p0gCECJ|hp+HHxo-;H z)-&Ab69sr#-_%1ZP0S%U{q=+;&S}&>wsHo<k3Virh>QVO{)}p7?SBfM-bwNH>m}fP zm_lC12=WRy*>nACfD4v4t%<6ji#HH@8OL$m`H*{^9>@dyY&iM(GWZ6Qc2=?{`qCq~ ze-!b#6Lg#Js{a!MuQ&I~P6lp!s<Jho5keo9NI~`_KL5c{);t;PYozSdlmhT2n&HUr zcUaF7Jlxwr5cSuwhdsRz&kkQuivEcGC3Ic0jRwBIB<V}vgZYMp>gZY`;GBL64a18# z)M5B*Q;=X@iJyy}k29A$f&1;sx27`Wmp__%4U)MN3e>31(8CTo$jgOwVql+Mo}!e{ zk1EDB*MA1V9=(^pv^+*11g&Pk4}5Oxfw|Oi?5oX0Vdf&@-W#PeTizd_gN8B2eTf5a z^iDqLPy}6}R<hg)yl-<!jqYp+{3<_}qe2Jr4J!LSRfG2me$%=1S_j`hJXCu925_W8 zr(Hq<y!d@I-7*jKV$uD#Rkd+`oq8v)!!KCQ`>wAb9``X8>-Kz(dfvJuCjJZXOL{)X zU)}+~ylCL%37#RG)$1@ch<!c#+T$y5FS$z0YaM#V4(EXPK63C#8(LXU?8lLHw{zvN zhY1aqsx{bc<>B|9<Jdo{OvQ}P*2vfJ&dX}1Vh*>QwICbzC+UJi_cHb?``pykcHq3} zAxrn<LFnh)MgorxK^HCcE2Zc`ToCHYP8^6j;pK?_({1oO#hudyz^TRP-!{Kj(GQ%H zGI1XM=1##M#gEwM`U@dio!!XGbwt|b<Mkokw*^=>5HHJVvOT@%PPpcGSmJy?bSCW| z>0625R~sgQOgz}fJgZ@|1n{`Sr(fo+f*<YF^28&4NYA@}_y_d6HZkiIZRmF^o2hH` zuoL0^oF8o-;v7G9i>2kjypY&Gy58#05m%*CcH|I89a6K%dX0L&m3%3OWyD8Q3eDAP zn8Q6t$*6S-b13w;U-gt=pMuolBxJ#7-9FQ{>;vA~#jhxpf}eUmqhy7>9duY#KYtbR z=cy*zz?aA)pIvtifj@r#IsYy1Ci29?A3t~_-z(sow=-Y~es0*o?gqO%PFp4~2EX5I zH9qtTcyw9krQYs*m!z!H-kY=VN72z6CV1WcHK9-sF7#XJpL}Dt2t7OC_57?i>SR=H zUiT5f4{e-oWWNpmq|SD&AO2^(B)DG%cqN*z$JGLRA|)3g&~~AJ;e6=Yp=r$3{jh%( zDPZUfRy(0b-3hK0-9IzIgHp*U=2g)z>PxJ5TL`>r)s~>Re|Z-NUD7i|@%yC;S}WM$ zbKTp&@8D<Sts=ci@c7AOooY)y)YDk2{JEqAy;7$BtS0=jx%|4lB5*muovlpa0QR$> zM2jyL>sCA@a}0b*WWXzDx6XFFlxrz@19O*xi^?82;T+HPuC+&_Ua8M*bsl^-o4)c& zG3=-ILQcU5aLsRA(wO5e>fk-OEZdHN|0wOVHxfjj=X#s#sW-^0yY_u}JODqz;YIcO z8uIhc1?`1l5024SQUlhJZ{4)xe*k`}s#Ru~a1QHj`qY^0BA)wJ&srzGjXZES-Q64T z>jC#<i~Eq*p|;Ta94`vIX1`H<`!VKm(AKkW0uL>3yS;0GUk|o)KTXMqdG{_gdl<nh zmd8we`Df8*A{L#^0K3WbWnR>%1piMv=%arfb`#1}(1vqwB1rV+`vJ`Db~R+b*n>IZ zKi<v@-N5|c?i+{2(GT>L+*5Av82tZByBroj;ORlSp3+>ruJ*WMIB@CUPHE*Zc-QT8 z;(<pz=qnudGfNuB&leX|k2awGUcTy2A#|V4Y(bVkyf`;aryr%rfERc?<avs7y2Yi> z>kte(Alv_l2mT?xqJy*#@v>l9ZhSfRPjcve@)+#6<I1ySZ9CZOQS$b$;G5fy&Bhv5 zi09I6MxqQc&)>>`rRp90gWoB|wpTb0AOGpa0B0KJ$s<m+pug5DhN2e!n=@RQDE|)l zPX&JrB|GA1zCA(b;ooK^>JMa4LT^*2PB29tlDg;AF%qozU%taJl9SLSq(gg(h0!-C z+`uA}2j1jBVHR{6b?*#@8>G0Ole~`;v);QA#E4&p{G&lVz$fp^l2uqI-oH*P=I#WV z+=H3B=bW1;@$v2)d)}SkRGD~Om&?jX=s9?3mOf`X&dt7|D2`g-)ggaT!>1p2>-F~3 zdygUyv~%mN6!6FS+t;%-itdC5fo_k@PojVHM(N2k_zTk154X5=;GY86WVIL&_cc6= z`0o+&i?KC_n$6G`adU~C2soh4cujJA2E69)%**Tw)Zd-@&sNL?=bCrsXD0M=W{)!V zEyTU;Z9g48v!Sn5`VNy0?0}S+<go;FB?@9=>hV?Re0Z#)`)l|cAHT`(IQQydTVC=6 z#2@ENWywh4cOo8L-OU%Xz7;Y1u7!Nz-lZS(SjXB+_73dvuqWHb<f;eYWt8R`P2fG7 zl)}Tm=+Nh%AEo;aapRb_Er--S@c#K%e@XgLSL))VGVlz3;|=fRD*XSkeh-R&{_xk@ z3XHqY-F;F0x=0S^KTjwm=sYR>jMeFHhVUCEZw4O+8Gtv5U1VUH!}-r-(AEG>ba#X} zp0+|Cm)X+42&_97YnpKY{P|Avi2N($6_y`STBw5;%L(;ZUl2gw1OMgHRjgxSd}nET zB<3v+U7k3Yj_bvd<?lY9RO6~5$8P`F2K&DG=QMaOd#DTr_kQ4m{P)$fu%F`>BSNX5 z_r%CAQ%2*yz4^zFte-=kPjvmj3m^E^2=2B9_}7@Ht8bdYQ#<L-b{;<kduVH%Grx)a z8>g*N@_ob?5*t@LagJ?MpV{1jAG!3Uc*RKtdPs1!-1Zq<?-M0!{$tc-lulE6!rn@o zZgVJl0`FS?sIp}MFaA;*(Bk@<jLXcCI_S&uXIq!T{#DvoJRS&yF3rqc6!{O&e~^|k zw&%xO1?I5Cu#fmYx^A9}MbL!^mLBh$!Dkm%xSwO)?xi!m-kq0pTZsIZIB<ctH1_Y5 z1N4&G=enA_sOMu??b(L@_E>Ct^i&Vx`akqua_|>pye2GnH8Dp>`pL=vU^mA$=q~32 z??%!5<AU>hGdb8r0rh$M=Y>VigI{PYu=u9?0asP17^QKZN_k1vY+xtycZ(A!$AODM z=k|<%C+{EF6b@X14$&pZwwoUsH0({N;Y3`j-z)lA1bA^?!D|+Nm^b55=nI@*oA(ZC zAI@Wrk4ToXWhB<C`=SIT_^g7&aDO>;?3vmF@@0tkMEA0EazGamCfhP9_d!0#i(#s^ z9Cc=-9lig!p*PXh95#ks&Hu`un3O`_;bPV5eyl%@V=qMlJJz>8vWF)EerRvyNY4;> z8;=b8a1-o|K8R===bCV*$LOdF;{55+kw3s6n>aczVc^#7x5wk%q~V{bOtb0Sp?hqu zbvwh~2NRAcr|Lmxp<wA?Qbb&Geci_c_tRSDWRU^CqE&rYbTk2TYYuG7nw^C%l*K83 z8F>S#gX9$aO0WZVlP(YJ^Zu1%Ynma@v8cGue}Fv=eI=&s9RZ*7^y-WT&aSiMoD_q9 zs<svwY#GEkn<ttM{fYW={`m8%sJm1xcWSe}=T4}qwJ(>{z&^c}tjGthRWtO|RDnMc z1=j7mCWAh9_S9nmz!#pD1>Zp2FYSGIE%rOe^V2)TEPsX$Op`0}>oDft^%2n=q6HsK z^xHARKJ6*^uO+?Mg>bq223bH2=D0~n-<w6=p(D!m*KYl>?{^9EX*>9dkGZ_Bpu1k) zQLbK<gI+mCPx4e3by7DjxEw%UJc8CZI|b+cmJ+wiuRPSX{#5x!iFl<<dd`&L#O^#x z-hU;qSKR|MEdD~!j{_=a&2et@`-5L_)FIwHtF<o)_sv~$tgGoe;_+Utz!<FeG`T!6 z1r6d%Z4aB$Yp|<o_jkHDM_qwhBLf|<bMN!YRam#2a?vO<S$9I5D5*&baAfwWPU@jo z(EC1dpACZD5A__Q>3EBN+kC=7p<y?|S-*kbQP5jNrjo9j0au9Msbw1rLidwvxqW|V zxBejQqB+jb{b3=Gs0Hw2?=tV9Ak3Me{l@ZL1^X!ICut2n<~!p2LP-<ze)6L}M#n%G zs8m#o6+>Nhy^a9GJ@Ai6rPu=s;0qplgCCCqZy3G&?r^}b#W`FV2d>F`xCPq5FGs)m zI_Xr0{51XDtIxC1&ln&OmywI-ct^bzn!`T%uT+ptK;O5%C@C322S58seewZ0@-w~u zWg$4P>$e%jgC3zS!eG9f^cd{ojcmUx)|qB~=cju+_K)tjw&N1~((6v2zEg<j8WyB_ z^ijVs(PY&41Nah^6#X9faVTHSx+wtr!O}0^jQ9Oac(F&oXIGCVf0jWEz7v{T<pMj> z8;t0fgpQ?n(bd@l{^0mM*Egr9z~{b<c3RFOF7ZwC-IT*TM3+snclcao|MSy)S5cow zRI(iF0y`0vU5nHPo^@QT9{dfyR5O#D3w&!^-LvhT1iX>8ZqYu2KDfOOAK&8h)Be&J zKEU4>431FhJw<-GoGkB<GwSdZ%}h-*phJ0EE)g)_q|Wed$vfChweU326*t&}={8}M z1pD}eBDZ`G^3-~T6<e?ex)FnuGT@_mo!^Rb8&JP%TI+fv8gUnsh`kPQCtO-{w2KA0 zYR&Y!^+M=SV<HY4`2GBava+e4z=xrWtWLn;=tXJmI&0w1%`s)Bzlc+Eh&NI^cKZaG zuZPK_PQc03GW-zg*k`|=JPUl!;NS?1s|F77y^nhVKO`Kle`Y8d`5KyEA!YC%ij*O? zML3tj(gy89XQ3~845x0dLEpNdE6TWydYtv4hj~}vkMol6r7z(8Y6OMI!H;A<$$WV; z6a5Tj3FqX&_pE+fRuC>=Zq+pdj}WXkm4>z0$9KplH=kEb1P%p!iwHc2^U7oMP32KL z@JLu9_z?Vc{+iaMj2W!wyGcq)@M8Hd2d}+AoWx8v7+!?m{ftxu?;_6lJ@P2wCC+{9 zpD}7u=;Ep@#$1-q!MA2xmC}UWQTLHS^AdXOUEhaXJHQcp3m!`5Ak-`5{_T<tMBXsD zGMIpTrk!QeIV<?pU^1eCyY<L--CN>hLq3_6tFiVC-p5fI7&p!Z`*oQ8@2eg1K4KT= z?SWJ53S^z+W5~Bv_-Myvq5t8U=&e-bk>l@XuGSnv{d<=*qwG7(2YB*_ZEH7fe6O7M z8#olp==hWtetlt_ZK1gWdDDgo_Ff9C|BI_qB9zFdg)*CIssY~^jy<T_K^=>sUIYDg z*hM?Z;T_ni=(BZhA?O0Uua#<9aeWmV4wXCSpxY{^i=OER?!I5$DkTGN;{G8b3!Zf{ z)^*Q3_B}M%Y_sz!{4^DZ;RE35WtXU&Rp8Qs`YabW1^h8TnS$y=<lSVCv%15M>+<B2 zIXln~u}1Qu7x71Ory%o9UDSnam0r&t2L8FHTxW_zoKCP7+Qk8z<%BD$72rD#QntFd z-db`QIXB*?VA0Y$3|?$(Q`!)NbGq-gR^xR+^nFi9UKBt)tl#J<S7DBGw>L(s1Fzq- zr55u>TtH?$Ow$PcY1QPlO8k5DF&=eQj?6$^fH>7}_a~@VmX~2ZVuU<%`~1nqVbp21 zDD($ABA@!!w5YNhb@O%#ORo5wWjv^C2fz2OX8bHjL;oG^vVRl!z<-eg$v@y9g33x( z`rvm9*IG)9Ey2@RRTm7Wq3`OD&^Zr5XMZnavpk2sm01y4^+?2<!VRW(LSa|`st3=2 z$B1Z7wrqYv{HMAyy>K6KAJ?C&B%X*%T8C5yfrGBO)D~xpfmgid-sga4t3}U5_+e*1 zMZU5f1%4>{vvg4dhihGbz8YNKjkmqyu7Ll1T_N08+(6w1X_u-k;<`fiy++smLtNOY zFiQd)we0UdzT1zx=G4O#ScJHLwC?O*_<2g*uumbtpL-cmhk0QqAL2_IXH8I7lXpPl zV7)tm_|>vPv<dv>iWqYO&IhOP6Y6JJXR+V4jFgDuD2T$(-M~5g`-AlU(F4H!(nqO! zRNw>JZxz+oF}F-BU@A`+I{8Z9%TMdh1RJyelIVOfPr&5K;XJJO?>8E10lKIYtP0A0 zK?hwafbiZGIP%uEm9`7@2(5JoepeQufBnv6+*9z_Kdt^F@%G>~H139OUa*^Pze6n~ z@TdN^$sV|V>VIZUwOB8HTDn8k%FxUG{%mJkKo_Jr`f+bP>NqqLO<H`>Z!j4|`UmH5 zOy}qY-M@%iM8&m|z<(z5RD^Uqq5IU%Up7Hpd|m9xg(;llKXOKQoljsc(&4=Rc;H{i zXT#GYqPU*yrLgO*(6<=-E)R%e&KQjvsqh`>9nVBmA7X!^&cBo)?Z)?%E$Juj2QE4a z2q~q5fBHO1o&XQ{op+<{bTM>#&A&Y{I3Lb06q^0O2iokP2C(6}m6H~M7qRal?Sb`W z67a_?oRP*W&^vSJ_s7E?2#=4(bA=(FEj7q0a}($7LTTUIKj5=M=ZB5}mn!5{lG?$m zM(UDSW1;&oxY*RVpe{LVi|n%scqjE{?RAL&7ees$YZejm;Gz2F8gp`pr?5G{7hx~U zA>5xiaehvT&|U-Yl}mn6z62giyE+{n06RMsJ(?9FgX{6u)35#le<t+LJO+N7{!x(6 zJc)X)tY0ZsuK2!}NuIaib3eC`e@npq%g3{RKR${2#D6>zUHE_e+v{7SPr&y@+-TWx zJ>AHU1C2+ZyK^&yt1n{Ts0~$`o8i|JOON`FAg*thU7&zp$}-H{5#$5TwEoK!#`%47 zM)&9{{x3{rm;RqC^d={@Th>R=k0Pf%#^Qs1cKe+bT6)YC8krcn$c#R?UzZnr>@a6( z=lDc1@@**xPApy9M16_o@~JWSpSXI}u58$i;*^cF=rHWAGdiamc&js`t85H>-ud&n z{8|J2Hdn*bOX0xdM#J@J@YO<UzDF)^;J2U6(+GK?zfvR3E#3+B1$3VpJHs&_SEZqq zu@XA%yRS6#z;&8lXU=B$fiNb8n7^vX9~~8!Wq|(~E~BpR?n3><;{%N)Yna=S=F;E} zo{*@jbJ*}6>NaAU#-<;_Z#=uZ<|To;9l3(Ac3d}K;bjh*PYG<>l6(s|7o5cz<(2T$ z?A56%9pH5#QE?V2=THZ5dU@<Y67=EX&|V25;9M@TqCEB~sLwdic0cri5ZABi@O#dV zmK-fii2F%KQy#!RV-)r%$~nQmyzQor#`*q`QvQT~3Vkx)8W!wvJ_nV{x_bMee_S(; zRm6Evi%g_m+kzcP@D<jW!fyxqH59;J*z?;oSrMll@O^XK)*Cwf0j|C3VbE#SUua7# zffom+Pm_|l6J~oG_4Xnk<+x&aj1KyF%lHA;N6e_Z-V^#z687E2#mH~<3V!pGq*W;L z{_O1`|FyK>etVj36KNr@87H5p3Y|hFPxK8R>cZHsu>I5CkA1k2{mmEWUwh}iMnxm~ zmX&$F#?+!ew1m=^O9MF5VsR%1_%k$hRmBzmpOdvdeC-+ZtAJ0dthX>1BmIRuK^VGf z_fF9#A=vX@qG2@y=m9@ZY#qS4p4K?OML?Y6&9o`Pnt`~|ja=;oc=>Q3<@rbE;M>Q8 zx5d|hYf1ZRK43kSG(ryljYoW^TpRQqy6G!=VgaGo(2ba9yGVBR#{aHK=Nm)+%sO$; zn;ksV`Tak4{9RX{C07LZX`OtL83h6a8_%o9)Oo=7GiKsU)3BbC#$qzXh|kxBuUg{z zSw@^63K0kHY%LBiY(VEHum+o!z>dp#cr&q&Rx31jtqKwEA7YcGW(BVzn#jF@eYCHu zu$RF7l}T=fy+=QgU@NO_1@L?SCfx&D@Hhz(kI+{Gcpitv?{UQi;EhLnqCYk6yXswq zDR@u#;JQ5paQ&jWj^Z5f!@5v<`X|o!BNqL~^01RWy=LYS#1ZR8qG^YL=LHE<MF)T2 z^FoRm<xmH5+kAP=YZHBpF66SlxL=Z6Ee_Y=Z*mmFC(D3$#}y?!wG>b{SU3Dg`x5Ha zUP;dn;#~Om$;fEygP+9RD%-6Szv+3@hXME>H}fK78~X6-(ehzOL-?Qaw-z=wnC~`U z`<kB#d83*B@e*(3XPc{3>fk>d!^3Y^!Vc=^%MH)7<2;8K$K9|&d~dLKxCJ=;Ao~h? zKqcxJ_~!M-fLkW_T^@;o4^W?)6WG8x_p~cp9>h8_-6RrOho8;t%Sh|$L4Q!rhnuYt z&>QV2)!1n;&)JTrKH36v%}jGgZh_};RuCJvb7H@IrceI?KXT3)5+Pnh-tOtx0xxt$ z585GhV$_KdA9(p>V;u9qHip&0Poi(|@t0q>;fH%at|`CnMBXPbGguRGM0QtlxCQtp z#la`{+MYvCTK`l3a1ZQ=$c%vp{m*3~PvR88j|3#My*9AkQpwlI9PgrjbtSXuI_#_e zCfVE<<SC46{He>Zo@G^Pkxj6pNm9N^L-4BwF5xkCyzly0T61CoaFFVJ){%dxr@Eh^ zGsy_P#P(z7zu)j%<Lzeyu&&!)Zcd~As88l~JQbsly4JyKy}o$8d(!3hC2jE4F5A`j z*dJ%@S`#CjPaVna)-~vGdM8V^KIQ|@>{Dn|VFz@_#wMzOXNnx3IldLcZ+u>SCT9tI zv@~>bSw+26YeUId<dsW0)+~4H>;**3t<%bow=NN`BYuK989ky=2WEG|*BTPjbB>tD zX#QP^D-d<up_;AB(!j0sxcs#g@Px+NuqN==_wgcy74X|pe6c}e&`B<SKRL{k03Gwd z^qo^G&^5Jd|9+i>P8oeafE?ea{hw#R+gae{Gm{g$^?t8eUYeUjhw-$a3rHD5ec82p zCGX;(!?BRwD%QcztNCKreSp(H6Y1-~e^#$ANnMaaTzfYByGktP>6L%xp9T-Lip!SV zeJ<4whlmWtD0Cv{FKkEfJG<)I9j=>*7t1qeFD&4E-^qNWbRYGkC-{<E3Q+H!^hxT( zIPA0Q#__^?xF7Y20s1e<Z}WG%Oj1E-h|#sE@&Zp3WLM33hqzq0IeQPj@Ba4klKqe2 z-%Csz(|_Xcl&wMfSm!f$lp2n~eoRb-%yc_pXI~G_>Xd`WxH-lrr~tQvT<-ox{Y@<u zrGd65>~Y;bLk)3ody3=cL@z$iq?mz-4fO%re|i;xGv`J~OU>XX^1n(vF$LavSbg1Z z!sJfqYM`PiR!9G~e7Mj8>_VfbB-iRC?4^mg>JoStr)hz7bTaC6c^Q*?6`{{quU+~8 z-ui)pyut!`{;6yaZDZ^Qs{ni6dMb3B$vWbr&%gueI~WJ>`^BPAdRy=#mQ4=Ehmz23 z9(a){^8t@)l}zKoQ&!Cw?1%cmi%zVBvf@6>x%Bti+Tt9N9DIJa0dbi2*7677Y%0lU zT$((1XsVa+HJqQSuxuXUx6tA1Z@n2~fetaT`HK<ptcA-JG6vvnG^4B8E>6FXvXfLb zawoi5J>M6Me16sqhW|>zQ+(KpU6N2I<Riyou%w1MnR?yf&T}~59DZVNm7x1rpSViE z`OSVCnXUL0^>$yLzNEi|`s?Y+i<!_X{JP`EPJ+j<C;eFRcL4sK_+~)_|Dw(vAG>h| zad&b4&0)On?Z@1(^*!+09qQ!2fLpC;0_~RHFgJJT%2q1&?}&6{7!kia;glWgz>ycY z|0<2WO5NBuD#jEx_~)Xzg=><O9t3qeOBuU$^ffLM8Gp$|UEPZdhYTE$7ckb|FnS5y zf%h9-JwN86*_FCdil7eS6_v}I4#W}v8j4qk5GQ$7r^?`51UDzPP~)7pDpv_U6$DPO zL{=5h!@n{ajcsCob3X*qv|L8s;WJBM!~pziO5inmO5E?j(U5uAOOed#JrUTU0_I2w z(?Li0v?;c=4E}hFad|)P(=EENKoz(xH_^l(jO#D<J)BYdh4^mJFW;~YxNoZ%QQw69 zeJ*Ptfb)7erDo^|J}*kB@z0$G<Z1NZ9xj27us$B$=!Jd1Pr0d`IDxpBqtI01Df(EG zMpz|mF$XavyZSTmzGdH&k=Zra@ybSW$S<5<--fX*;7{V!$QQfy6@T-i_Z@>B7(d{> z*HwdkENQtOhJ7v3ZtFJF1>W>UaINUz{Aj<{Q$=2Gb>^YfojT;v4xKamhWq3EG0Lrh zeP<3W(on(QNj(2F|7pkE8!a0bM&Kj=R9%1>c;qRjO3H6L(6^5~ojR8Z-v2uOz|RNZ z6PM*Kz65^?rC>>00`K-!uJtZFhWwn2qpOM|^y#n`$B);+7jAh;v3vy2Jfj|0x`}u` z_w=4U;BVfkdC}jozI9&>&-as{o_?R2>51>)A?H#y*Wv%H%Fo}(-HZD>`?Opbdcs`L z%+?hmH^R&Ahy1NL2g>%DGw*=UKNRMOsV2ZXj_Bv6RN`}<n^URc+!rnX430d3bLU~P z$fSky={WZ0b{y8zsMPvdIO_9~I(n`Z0gr?3vZmnNcggB@*AcKD`QkmJPFS}~gR4F` z=M_U)Y-OmUkpFDdQkMl?=&bpX!-nWHDe00qM2+YDX~c7r;d%z#Lo*sQ$fuIK<)6WN zF3C7?wmn1s(Jk3L2=5bWCX1xGjpuKeyDlpu5Bh|@!8IQKporzV=3V5mPd>~sd<(tz z%r;TMDCX=~-acMIRff65!B0fqOC!H&dsmMOeB9M1VCq&T@(Xs^)J@<sQ?hlM2f@E} z`a_mkhM{9Hc^O~wb0$c8^gMmt>P(2b-+Xr#JZj*Q%k&3fJdd@M$o~;|(fS|prDGnz z^#&Iq1K?MsTfoa;Ht_YU%K?nps2g7zag-uQ+;w={nRf;81zCRgGI(3ddFA4GtY={# zPgzte_SJ>a{K0APeb)oT_Vv)K7!^~<GoT~rt2aKq1H4~c;h*>c{eqC1^L-wDl`eZ< z&h&r>nnbEuBJWjvc3<n0VdyuW>*nG6z+=1b-QS-GT_;ld$Rzj?bM@khcUG9+Fx(;7 z(~ti2Sz&=L*on~gp4v}sIL{-a>a92@Iby?!-%lf+b2vUWjq|vt+eYax_IWs`t8(-O z@^){RHCLbm+SZdWMt?vaZrJ|8?sIp)d{>xOdj#FKHnGj<HuAiDxgrL)U>|hLlQQW0 ze9t59WdeQ3;kQT)_ZsH%JdF3Ja7TTlQIUb<d7Ss2`>DInd#&vAG2lM~e|<yObq#g& zEJ3#`-y+UBtu_Ck8#?zynyA$j)<@4WRFmm2_zB^|FnIuUpDT{d>A?9{4wmjxu!rOd zs`N5D%rCfp*MBDx@oel_Vi8T$eO;&9X|ix9Fq?k}-7^DRdOgP!hV@^$l*Zd5hy0c6 zbCNl7)HRyjXgCSHr_NS+u9yJ3VEH%gkNfJG&u0(NK>d=?UR7^loY%8GrJrEOsjB+O zo5B7YZz|kjLcDu;{&{5*>WhueMOGPu-|TxHHjjO=y7R`3%@5C23hnGWB?&+9M#@3| zDB|5dr$;rwGfT?tJ@>%(=QpnTF3&?}VxIC;>2M=FRsI*wiM*Ns+Y55_eE2QbssAh{ zp_>%0f8pGQPHB@K=BtQ2gvK}VSy$Aveb}JVfS;C0{JKh8fId9WZf|yS=sYWDn~9oH z$8_hbrj9A>VBb=YsW*7*cl(dIXEBHH@%4@vX7I{8v?)8Hm|LV^Q@7cPdB%~W&)Qx& z6Mk(x>)2F>uG$?PsssPv&5=G#AA@sxFrY;YeqwxU?9wY%#JQ=aH+&GkagpvAp1TJA zx|y7MLl1KTMrr#?5vNIay*^h>g*=Z}kC+qUMB~A``|7dpX6BmYt_NVxNgs;bTM*9; zUUK=Sfco3NtDKHBh?j3$j=N*Mr`heywYtIo(!{?D5CfkgNj0ePdCz5y&K1bQFL3v3 z9Dsl6bYogh!}>62INtCFkLeezl)vc<Tyct-xX23~^v`rw#0q%HRVC*qz{LTvO^?r5 z|H*@;k$D^NYqkfi#j#Ik|4d!-0PpD7D^x9#f_$7o@7Z6#-{j7mzWn#d(<Hjl@Zmb& zI}a8SVxbe-1>e-e_qbP|DzJsV_TfOT>%%F)yDHJJU?I#EF00nvlj=-xq}5X?r2y|A zw0h47KXG40z`s2n=f0fwXyrrrhyGFi6S%MDHGVZi)BzZOc=3@FbD0i`9V4*kITI{K zSg42tF;D$lvPvfS@ZV#HN_KUflNB-*te4Pd|E0M|7XH-mbIi3q#1-T}EPWbMp}V(# z%Bn;>Htjf}@fZB|WGQFF9$fEpQSi3{*p+yHoo;j#@}5Ms#rqM*g#GwreH`(IJ9C2T z!)NeI#^33C!6yPQUcI6xfc1@eDt=Q9{##<H@g(9n_E_-;HQ>|Y$y=*3fykH3oC>V= zhkuI~Z`9?2|45wM*OCXG{=gvqAat~;2~o*ooan=Su4UN@zUSSxC)%9{^8zS$Bp&`o z9YE%Ki8XYM9D65;O6Yr~nvy3Xkbn4L+z^#y1Ur)msty9aG1S-5ykmx4oe{pCfptGL zrK2u%0d)|3!i9mE@FPNc`sN{cF3xmiTMFXc;WW0b`#6tFYRvYzIB$DTDH#UdK;LH& zrQRQV=tvC@du=l?x9#8i!R7#GLI78q7A^X84VYN(GoNuL$o(>6EZgHuIMk6xuSx4d zAW3<>m;}6X%ROB8z6<z#;|Doe75ahtO+yvq5HG7%Z9Hegb#)86KC7VLNP>1Q?G)lR zewE`Xvd~YfI2IV7<3^dt2{M{t&dmtpzY02>x4TP!s`2-`Y+sI*AfCK=OWdua5&5TY zFQWfDiuG-x`Y4-)csbJi{?d2EiN4d#d@4AXn(HLH`61iWjvW8NzQo6F<sFho{K1?t zM-D!Aj+OraCv>_Kq0HA`<Nazxk`k3ScjtB-Q`LZdc?%JFF~Tm|FJF8&h}X*`QcMKE z-^Er}pEAXMTZ-OMj`2i1zOH<83;09CDwVOUih9egz163|-~81tXG^i7UY%1v=xz}H z?oCe>r-ynC@qu<by#A}4G?O~!eL7iOi9CJDnV_K@8g}`kGr{EXn|Lt}^uOt=@+Ifs zy!M}L(mV_Ow35;J>l@6MnaSbqCPN=#((}aeEzA@6eO6)7+nKP>u~tyd1Nh`|mVp)f z*K|hV;B*l5Pl=HeHdheWh*yNvOCipiXL+~+KdgCXAe4iEIf(bQslyyFSM^!-7az=% z`+PonQzim=?Kbg5V)*5{e`oHuzz$C7Egk(Qh<I~~^yk0V;Bi#%EpA7^f3>(~lYy_1 zmUp;6d<5OO)UCmr6wjfH-D_|Xeyz+Q*IEd?zj*IXg#an)3{(C+7lR+)SYi57bQky* zZo+x0Zntl=<-9QPgIa0KAW9kjmB3K44!<Baary1TfsBhpp}QE#ad`zQ#0E+s2i zXb*lif9>uWfj^^-@mY0?2fu&UXr)VqIK}aKNv#s>K|%5QfAG)Mx7j&fPvdjLDh=+} zLjTBnG5_Nhbf+p}_8+XsU$K<NeQ`ma{|4pjTq5w6Id47>;O^(@iM)@{J+^<mO7vp` zPtgmeRt-ixouGT@zpuzg>+Toqh0eD=tC#u;^A?ZI`S%ea&t}yr`fI5d^&Ii_6)%7@ zGm?J=PVGZ|MAZHs*`Lr&BxF_M*fB>TC?S3HFY*s+!A&B-g;xTTL(;guQfBwvRh;ur zy<V5TTVX!8$<N^>;P>$I;cF`J@6LM!JnrN32G<N_`?9ew1o7iWh#NaYCUw}}LZ|nQ z+ScL2>)kv~Zh_w{Eb3Os79k&$a{SK|_~Y?Gp&yH9fy+F0OyA%y3{#fmn#;f+0(s+m zvHpgc|Nh&p17z^w|NeatpYId-*dzjVVllt+)NR0@dd5jfBoH_KI+ZN~+%dkUPbmq! zVP70Pr#p*yyv9ppI2e73uY07Na>0i<lw_H)kF@qPUfqb-*@kO>dzT_l^1R1V1pH%Q zpF^Hk6XrnHMqjC%Lx0=v<2oE?z!!5z!k-jCCsL|N^XCWe9Niv%gS<g=XeH&dLCnjO zxT^L8_VHXpD{2M)*+ov*<t`uclSZ6(?1r)b!l{F_V$jV^KM#??-&OEyd^mgqy7PeB zW3qPaOIn4<Vc>T2O_6`3N1!w885}NvAJ$t|jEnEbJh?e4!8l*Ubre0@DZpJuHk;Ri z=V8a`rhg^k;18s)E<6K%EtHybeH}#~?!5@rgW#p+v_wB+u>Py(DIPunAEg<J2%7y2 zI}sExF0n&i@s@{+@GI!7T~7VK;7|7EA7<_XUQi|V@4x#CdC?}`N1|9~6<ddIUw|9p zivqz^h$}=|wWZ$%g6BRe7E=W;)1M4AJ%V}{;lex9bEv0hfAdAA;wIu`p*ISNz<Z*J zmBlvf<3@h*+6MS<jmeY0Q31FfcQ#GHQ~3FHSH&8{Kj;4n?_WzterYQ~tp~WYI(5`8 z4S5{P+a0-DVVHBUS{3rF1p3!Zsow6~fX9PJTN;$WYh+0u*fF3VzEDe-fdzewSuzFN zmd=FZ(qVlw$j5o}OvSm{;=G&K)MpjL-*+~fud$#W#-~u}vITSysizdwk8sZQEXj$3 zfioSW#Ug!}Q?0RgnJXRnJrh^jMfeealA>qhNAP?CxeYU2=(LOHE+5q>fS-x|@#!!0 z-R4u0S&_HVC-Af0y$iUd`|sWvUk=nMk#~2J>!D7j_FnB5=!K1ZHwN_JM^091ItPM> z_ifnswVZ_A_)=m-6?oOjeHB^o*Bx~4Xxnc=FUxT1^rgkRe9_ALAO=13XzU5Yzc^nN z-)={zqVFg5zT@k7)Dgu5rP#u694$?YosB|WVIKK~EN9d&`^mAN0Pe(_1k4BEoNIcN zO7(q$o;}#_9Rs~g*GYov3HH(7^LtX85aQCzh##}yYj4b2@;bqjq&D{!G-f#ylKlV7 zHaKG*(`NAG$t$SSIOR^Cb^>{tD;NGy$|F7tW;yIqh&hT+9*fOmuAlq4wPyiUnA=*l z*+WzAMCemI*3j97xnv!6f~V1Unp`$6AGpg)L&AQE)uJ!E$IC-d1MA8uT+s0y`s~L# zYNp@L1lBJl>e|e}r98@oP{c98xhntd*>)zJ_{RNF81MhZe%SOqaLV`_&49-x;FRpO zO<sJzFQ)Z_-{7CGchWf*aX~L+xzF8+>-hfu(!CdY@R^4Tq&oN>GK^ii_VCYB$__`v z@H4>fW&gn|;OFg>O&h@VmA#Z-g5G1F=WSHa_#w_)o+?-X?>&3q?nLhi;Lfk`yuQQm z(|om5xj0XZoumA^S7Fb@x<5tJQ4bQy=y?G461@515RD9Q+wYr89`v&DFcnpP;Gyl! z5d{+9&<(E+Ss&zoOd<uoih1BUPtQAU5d$ykyL1Lc;TP3~Zu~sUhjZ8;!l!>6b5<R6 zZoPutPc3(Uejbl`04KP53vrHpzhr&pLi~{TF73G)_U(tyeevQFXTqpiEU|!>GhwkU zZGle>aUD<5ioiDXYM1fr{orF}SDd(2aqjnXcZbn0xezjmxzl*q5x1N)C7BaL-N)o# zo-FXJI`ZbZTP5I8Nk{$)W1Y+DtQ_rC!4IMicqTI8`xFPP9FjmjJh70nUJ`lP$P0s; zHi-Wfw*tRJ;k-L=jY~pz*}DC1P6hWbzs?u01OJg#`=693Iq>R9{W=NaQg3oMsjxQm zy?;7l5&{1GYJM<!C=BP8Ue=kq4DnjdQF3x;#QQCcN3+Dy$23Cs^wWO$Z$3&X(sj)D zqfnpq$Nm)5Z(Ooi!aU=|0@E*j@VoYve_vZ-eYs+rf)Pg$E{}`JD4^bI;b96T{Ax%x zZH+PfvfJzP?NK_=hnWRMPC<7GIbbb%!UOi(mN}GwJacI_#VHmQ=yij9^z7a)1ht|f zq2H#MpVZaIl4Ang&X&JeaSZdZFX|0Ppl|(d7vsd^drpLjw!7sOM9u`Yv=3uSuqVE! zZw}E3p|7Zckg#<J=U9pU#S`?qZ+IFF7+_uX_<mj!LVjUF`5vDv_IYGeFreTw_%h3x zl1cb`s>?JDjpV?o0LgqE_^Dat&+|h#zr@>YE}~e+2>Vb6XT0BuNjE|PJZq+L^70FN z=;+n|j9HPd3RNj9C&%ZRKJ?X8eg_<!=4yQayV1Hna<jb#Iz-cN%gYV8&rb6LhFJH9 zjlm~bVHbBd$#Z3aOV7(UQg-_h9F|_b+kAq2QP>CKHYLQ{H-0VU!EY7D6|7u`-LTen z4DlfU*Cwu(Q>2M~@!fxdEF6CLcvM+1;{4CQoDw}QLC=y8PdA-~es}Kq^kML0MbFps z69%Z;pbBOiu1Ee>@{HSOoZobv3q8e2;7c((2Mcjd(?b`<U2*?Z4)+cDVJG3ouAaUF z-6-#)!o@#Cs3XvsH4ngf+*Z0bK!doV&WLlC_?I(bUV2|15A^aw#DdY^T2X&gTH-Ds zg#2Q>%JuzkcJpi_>+UL8*TS;MtKexLLU>;!zz*so^lZLQA`WSvP+G(~96QF-C8mr# zwM@uVnK<SJ9;0}y;g9<At*wc!6=(DjiBsGGUsm!E5t)KLIfj~j9R|-j%K9bNV*zsm z4MuBJ=fJy7rYvXRH$Iq)?mg0q`c0ZEbBA?dH<Wu>ZZ6}zG&6;kVm(`xsLkXD5Dzr3 zdk!1H4!o~2s~-cuzEAtgX$Q|W(x4;o0Jm6-Dm7aWU%XxZ@R`R3^Mo=Z6O_SwKXCo| zz5u<iGK22%8|YzsJ9skOfJ5@EB{pw<Vc!;`^}d5IQyA?SP}C#O{co8%+YNl_M1$Kh zH~8(!)JuBILpQRyA~}nnkDRAvxX&Ygevy8|7W!Mn%Tw70<DChc>7wuaXfSty_gweX zN!)irND3L^aC<unzROEaggy2@b>ALD{PD~8r~~HmijkP#SI7MH4B5%~KFrDbo}_b6 z1#@~EZr=5=|A0B{kLz1JZ#WZFm=`{d;CTY=1>DcoBA{!u%4^ja;QSWwYR|&&3m)sE zJ&}*|5H27qEQ~qcGzXrTz)u@@7u7StUy*$volS(_p#IQLH1!GiGP1;(nFjsj^n=cQ z;DLF2>#DX*v2Mrtk8P|%_pPz9;lp}0DmiiG!#*l+-cJ9;1O4mIW{VH_m^VZJGzs)4 z%Pog4BJ5Aezl8b2z;7ihpY)f!@DmveuVi$g@3orH>jS5pEQeOhzu@y`-(LFxe><{r zS^FXIkL|5N&u)L`eDcRf%bv(@8*yK%!{;1)7;Cnx!w$X}ycUDcTVfjuc!9XE(NW*W zPYUtryW{WoeFu(vx|-I3hsYhsnaFIw&zY=hK1Jx7DukX>w_FHXv5rOMSPz4f9VQLc z&V)fX8o4{0PJ~y@GUg{9;kk^~EvjvDSkDHf@y@HrL%T`*^KVBzlPl}%T{~YT`<?k8 z-XEmQ6lja{cC^0w;a}jp5<T<t3_Z-v{V9-n2=U75q<N&wH^kFH85FM&2Y=OcJfw@i zA5yBk^A&#hXMXRX>{awfUfFl+ktTGE;{7Y7;7KYHB=5`q0Z$nhyr#@ir&?3UFc1m6 zjigi8`HMORUjcR|`1#hry7#Y#k)N<h^*ByIpSOM6^Q_0%zon#oq2QN7_NnB);6G-S z$(IV@2b%6b6xT3CKXAafg7Y+Z!uQq?V|K&~mur@r@j9Nxx7xY{=<HPj|HQ9C_my1y zX!8N_{o-GTW$-YOm#<ZSk7Hf}Cpquk+sI$^usG<U&+F5$Nx|jo(7~>A#4ym}IRK;a zhay<PUydFUVw-?|CrQ_E1-R|Qko2NF2+un?Il!C$5OdWJ%(uM4|6|!m9plL{x1Rj{ znYUg}1lDPyb!HnU!f_3f`r~ZQgyjYfzIsnQccYA*(~uYVGfKxH4;<r3mmYVb0)Npv zQal8Hz&m=Q?Hcf`Vf)_0DGTW7$|J-Mz^gX}Nu`v|&V)Iu>iz5BO*1x0#6*JFpMoFE zk-*D#-m@kqF~G-w0H&li;8p4lnV1yx-DjTZ*Mm_9>X{Kp13Wp>;;%Rg-9h{)9ob*_ z;YP(bS4H7>rymkX6XA!s8KlJHC7^d_CGbd{172GniuZwDLDly-sn8pGcy=oBtt9wc z!HoU6SbqgH2Y>ts|1@{g!#D%=fM)!6RjN>*7@rVyRTj@X{nYn83;3hRbGTCC1>&3y z;(N@$5g#T$JXFnzKJP4(dNai5)^^o~8L6oE_SU$04?N7UjM?p>jx#~?frBTbJ<j*Q z%cz6!&jUAgCN@h^PZN?UV+mX+wUhs7eH?gkqBbQ7_g`TU@WU4PttFNi^91<JQgpTS zLk9Tn`e%E^^N8Cl7UhHxw_c*EJl6jb^P%Q$zT5*l?bfCDqYVYWPu0k`M_l0AGcP9P z0^Nv?dW^XR^&k0B2bLY7>sX6cXN927I9=ps@KfY5{0r>^!Q-b3Ba-VHupVcuUpFfu z?!U*dOnw`6QS@~F{lIH2K^h_LHS}9pEC(p#eog3`4aBit@71-H8+ni~`gtrnfee4I zIJVe?@5etX&%;!TxZL{8YC3r4PtmQ|B>2~XXXkQ)q!9-nxj|Y3zvBCv`nM<S=56#_ zwi(!q>%M|fLvh&0bi+aKEj(|_{D8Eu1$6mqGVep6AKhkK!K03$_w_}7e*%A;(8~5d zMb{mVbst4hArZ<RkyS=2WL8Qtk`<XHTV$1Ni6Rxs-dpx8Z+7)$kId{)S(PobjNaof zpTgsLzTbP#J@?%4TX(qyU6;0lkb(H1@y3>>R|WN_-*zbmW~g(o5ckXhcaqeMUsNMr z?q7SjR0jOdwyS9p0$x|Nt^~D!*XgsB?>!FQAyJ=m?YuYaH7kov5_>Ku++VC50q)b! z`PLn017GLn`c9RHxrvqIR%FZ27ns*+Bxg|n5!bE1CxCc;()yV8LG)t}i)MO2&)vM) zV|uI{I<~(j#{uXSZXq&kt*~!G{>%bnEA*QqF6X47gWVOneCN>y&i{B5w|@@sx>U-- zu?_s_SH8Ouc%v}cg}G$lzlVhVm>Y06;Yt!;*av(*-i$gA@ROj;<iDlJ+cd*tPfn)8 z-v7LQWsUs0BI(y#s&dTTI^`twHv(5A*+ZIWF(02YQ&<9AA^Gs-K({XD>JlFZpOixX zh4QWJgHF)t%u_?hVgJ8<{`tMvav&Jibh`dDMn8DDzScVC=6Oa|b2N`)UU<3gz{{7& z>zKI5sM1l#=*d%RjYD5%zEE=dCi<ETD@b`U&#f_UYD)q<-&WSm@}h^m$Metcyu{b* z7N>&28=6(7r!sLL4;~!3^`;Pc>0K)cDpK@OxcJ2n3_)ML8TYsaICEp|dA;Wy;707} zX}uck?>1UmGyr~+uP5ad5FvkU&2PCnjQqq%tJW0pQ?E7c?l8We;$q3YCmcNL>^yJl zb37-DobqcN{ISsjJL`~NTXKf!UpS4QJI$Fqb__aEPLHk55Z>?h9_PP!ooilYZ>$j4 z_Qw8Kr1lZ>zRZJTJHXq)MrT!}LFj`{dmB%@Mg1w}a|vM@_UzsH^i&7*#A~0jnlxa) z?w+T40?^m6ylMS%7yl`w$4I~K_Mdz@@do&BpSiR+g>w!eq)cmK-f(81j^$Q6_Wnfw zTz3D0KJeg1!Ru|PSA?prvm$>eEWh%){XOpAVD-Tu^0kx(Vf!on$g2yZ-u=WqwBHi3 zdp3o<T(-MQbOCb}W1AJ9(cf@SeXQ>*^qx`u5dv`y`ek0&r;f8iPofz(NDI3y+Gn60 z{}cU0caEPVzK8Q|edMePe~A5l<{S<F{V)$te|?STHN|K23Lq~(zEPEI>4Nj4VDWr{ zJfzIY*)$it&f|XBr_Dy}wMx@4cdS4k6U`~-HEZ;N&yB<><Mo?Pzqn_Cdh~q9Ncssk z=%n|3T(X&<52fgat(c;}am4y$I(W}OYs-}KMc^(;`eE^7=-;bkGthw_cm=lHPR&F< zew#v%7<Q8UrR;?nJL0slXhaxvjNHTHpLCIbc?FbSQU*@srj?h*!=AG!9`b~bVxDdJ zQ@StuY1{`NX9%$2-o8X|4gi-#b#-H2l|v_++KJi$F6sNw6FrBYSJ*4q4k3@wRG=HA zg1?iGZcT6C^&W3(87>EckDjio)+0f@Sr9jHK%KjZ_|(i&{qFqYbLnpQVRs~5VxbNE z!{BOmegO0h+N{7Yfv7uZ7v(lYV-I&o<u`W^#LL@X)rT*ESF9h``tlC^=0{vB(HG#? zq+*W<zPgikWw&S`uTZ1=Vg@}bXj)p55xk{(uj04c)aV1ER_URHjyyUld&eL5(ew1G zPOCri+hK`~!Y$O}TAH4|+eAOCn9)`8cFa`_iqASMBHy4QzLJA`KKY9F#x+^Q!M<Qi zxo4>3OpM-q3_G<h5Be<k5<GK$&{PcZq1q_^zCPliuZ`qna0TX7bCyqWBJRDB@Lf`S z3;aqbeeRWudwh1AVXX$d<X&dQBjj!Kc}e|S(EB!~r%KNNKcYS#VBmrud1v)1uYiws zs82pV%#QvAmJ{c)xG?wdK<QZ$@QE^%R95p2>Vij|lAhg#?zfQ}^_Lg%VACs_4}ACK zC`ED!_MiOJ<PANIeH%6>P5iDt#yN{$K1*qUzjvIPi2N+#v%U)9?I83%lIS1tm^-B) zZSMbm7ImxI0Bd2`p|G!ljWRLbf351MrU7($sjQ<%fzx8^MI{>Gku`FK;xa|xrHxMl zU2{+;O+ChIIf*>^=c?rGtH6u3&WxYG!C%4)?hoT$9v+Gv=0qHQ)@Uyn3H}jzhd%WQ za0O4l9V-G)VH<7fRKn{secgM8?k4zpSPx&hJ^FT>(mjTaVZVPuTJjVyN6kk{bqGAD z`hk^Y-6;0hy&2<8-~;chpdGU>f&UKnt*zi5&WG=CS7qSddvkx<0aumQuQM&-b9}Aj z5K)BPimTs_H3cs9y}z~Ajjt*ddZc=mzzg?pd#O%ij-M)JUg8h-h<tf^Y!LUp=T_TM z-lwQ@haRsiM*Xenq{zoZ+1LvsBe^3D9y)D5keLSiZ%pBhqeT7?{hUs=p4gGVkt-LY zAO{?6>DaUR6@5Ej+F8f4psSE^PM(He@Of4)(LO`mcpNszB!)c^)7ESo*0uztX0_wF zr~_Szzp!@sB5<YK{8IoOcnibK*M>UevyYqA?|rc)M0;|Jx!~U+Ziy4;@!SZ8p&Ak! z=yDgjrz~ChQEy}8^wgZjePsR#e!Um{k4C38lv$vQF)HT>;q~Sz^u6}rz9mcV@)0xR zTs?)7p6np5FhwoNH6!2fzmey53jG!=p_vEof-e|a{mS5kUQ|`Gd>H4(sr2@<2jaR^ z-ed8s4&WO{?uW*6=o7T^mRFDjulX|YXY|Id?l#b?dVBZp)c>tmfQ}rnCZY)a!`drl z@6qRYe!`OA<~ZW}hi<JY%QL8N%l<qsj{6T+roJl${~)0&nY=R#z7`gG&8iS_GLl|! z6!<kuM;l_cf;~q&MOhl~_v@C7uU+9MikC7-+nAw;Fv{stAaBd6TNwQzfj;E^>^xa~ z&2%Yvc3KqrROSUwdi2paTl-!!2u40v$oGA91NRduQa4M6J`CIcT6e%tPaZXA4vs)x z|M$A2JK`WwfM^^O;>Gn?y6t*Z=sA8|l82d)2Qc%Acaow`EPnX41M&}f37-Qb$mdR) zkgE3WNBq=(Whe<;E?eKM-WEh2OB7m|N`rG8mF6D!iv6#ybUqBo2dtgq>2BUcKFlvf zLeGvmZ|s{3c>$P<+G$|YfZu3eGka&AkN$Ap<!V3Nueez2`d|s($Mm6wyYP#pUv|mo zz=M5ex_^ELP7Ox;EuTT$7FzM3_d{GdP4~*elpc6All0aF`NHi?<?o-tR}a|m2%3f= zei%tbiXVZVk$>!52JmR5&FpUs;=+}Q9kV;1aS!x)c1?FsuNs(+&DcVomr1YpU<CaZ z#Xo6Y;`L8OXvZGX18?IoTT|=C-{(!NjsFFENV+1Be-ioj@TKblK8W*1ot6FL*mEW- z@j#IeI<8}&nmGJN*V=P+=Q8%r2;ctfWDLD+JT^IV9C$HcHq!(C^07hOI}G^@sq4<v zsx0d9ykvWQ<S<uNTXw@1`S%M?;*knQ=$`GpNhbBSgu&ys{F&7Fx6|>iZCg8ns$&5` zp#}BO&#bo_5nm`i3x2o&{!7yS*1a<hI@VVz6&gO|Ay+iM?cS^Y0U>!0oVR%2e9960 z{x^{$EG4v<uX%Km?iYTKhw`x_JI*n8W?<G6yemWYLzNH(>cK?^dX1pxUEs}+^2hfz zjC79gH$gvw`(0K;F7T|*%TLpUagIba+E;d<D~TDjsG+arR-V0LF5>R~_e5omI6na! ziuc)PP;c0<2=_{czS_a_EsqlTtwZ2Ddk=ecL}J5+5r>BPK9hcV1ipE5+~6td2g&@7 z=Rdswj{OpPnH!J#haJtmgQzc2^!V;w2VeDik;3Q?ok@td{?Yt6`i!RwRm4!2%e*<= zn1;W%SNf~e4n6uopMK1pwuFxQyqt4V3irR({YDk>f&4_aOy5(SSJY*O2e4B^?ayW^ zus@dg=GDi_xCcMK`G0S02@5aFXV&;_2?gt{3|GOI@_055mgD!uC|wWoc%eVv$+dIF z3B0Pphhg{m#Wk$LM&EYhy8JWE_jrBjEyK7tH|#&=JAJYDHlD9XStcDWihi~CPAzo! z|8CZ&UPTRfe#}<vjEp(ve>hXaBht~ofB*RFUYtL%iD~&cQ{V=1$j`V~==~Aj*ND`h zXE$5FngLEt38=rd`vqS1SDkG~9sLKfBZ(x?FG%(a{1;pa|D1jIWNi#_JoVS;CE!_8 z7W0XlB$%J-l*yKfLf-2v$#5R``aYNDdmsFPseGTg5`O>6#?P+kI`pHYsou3q!RsdP z2)ksU{y?<%=etPM6?ypYZndCZcD#Ec7kqU>X`5Cad5Mj<pU2HV(7n}r?an$o5FGUn z=##tReVZht^S?#jq~@?4ggi}N%8RAt0PKO`gsTbiBtGR!Zqv}wyb`&krm66LWMY5q zRDrMKiGm;c&|i_W_IalV^`nsYl4rxvPvGltw(t<_$A^Pl95|$>aj(+&BI=T-*ybwb zkx%Q-iFA^|esoV;S|Faszoh^9(*yCgYSTz69DVX}AA4yWz{A`uN`f{}H}b?F2|joF z!_Au%BFKvdzt2!0uDoY7i@BzR`2EdW;w-+O%sQ`nJOpul*!7=Q9`@b8`W^HY{PXMv zv3T`0{Ji*pK<pPh2mA#?0ed3ix^;D~rzZNE@~?jt#qX7OIvlfvAMon`@-RfbAc3OQ zuR$8~3h5^WTEb9&o#I}dg#CJ2Wll(WB5&aG{G-%^xPJat{PG6ofWt?VEP+Q_Z1;GB z*c}P`r1Go3>N^m)E*v^Eq=LGHdS;j@;x|+Ml3pSDzwcP;-r&=NjwS9U#4m(->kbOu z+c<wOZ;kcJKk)Cfzx>SM&pjo3iZp=-ZR~redVm9AT-RdQk%zt!ViBZ4eo*OApg9YD zgQ+g(`6cM5-p}95TtOa9PhRIU1>7v>ZIo`Sgg$$tZ}9**>RwdiIX4KHA9`ggy@zDC z@5_%X2YF$@t#JZp0{Yd?amef+0Dct?x5pkt-~EdNboYQe=K{L!Q{wf~)(WX3B5{6x zKM&n5f?l;9x@QXfIVji5FH8)1qSGyUlW5?N=^~wtH|#nz#v@?``s9DX#zpWCiG9~= z1%sh?dQcc;;NAmSbOx$(ptr?ty?$J=o1b658lZ)E7I=<uRtKN|fV=FgY1EGuyBzl6 z9*FkP?3Kkmemf<8rgQ{({_qs#^(F8C!oadAaOnBqwX%j;%)?dXd<*>qJ(jnWKhh0$ za4?ra!vlGpH)Wzdbd!CWH6&~3rwQpy<(~jwIv;hPL_`32`s8!sc<^}5{%Y?>SKzPb zxH5ae=d(W5o4kNNaAoS>MsP9m26d(6=w;N)CZ5swKLVa>J|N9Mj6Q-jsyDX~Ctl~j z8F=*rdh6oNQ2WE+bppmeVq3A-TrYsQQV;kZ9p+i!ihdfum|ui0<mYRrq+V~MpQEV# zt|D+@P$kEa6Z#O{`#j&>=gv|KOVQ-@<L~WBm7r@t-{l7>)pp?XADdi~Qk-+6>zkAx z@P~kl*XJUPpr15~tIm|6Zhg1&Y}yIn#Led}m$INgMe^PF3ZAqyz3--U5`O;Kik$UB z{J%NRe8_*uQwyuIYh#e-w6<Gn1>)<$Z}VNyC0;s)1ay|8E>x}1I`;_r)WOB%fL7Q? z+T@lX@-Ow4VcU{$<b#<*TDNdN>}|;ty2uX$IJZMKNTGA{4?I%dhkQYIjGadjdTiAl zpWXd*ekUHkO~Ib(Vt2>Mlq%@!E?dus^1&k*ntQzPc^~Ko(Yyq|8~U9o-T=PYdUw3Y zpc>D&EP1qj82H0Gm;B@q@L+Esr$YD|^dQy_<x?kt(+P^5>)Yt7*Su9$4_so?I`QBF z>SQU~1}_3`*b&Z^IID!fZj<gkdY}VbGrsnX^8701;`CH>_<=vZQAyXfLs3tXsG<n~ zA3Q(K@MJs)y80gdH=1*JPN3mg<tN}jXPH+nM7@MQ?OjARU5ayLjcPOoAO0R(r69@; zJ^4MKUl;7yO-EmvFAe&pfXk;8I`E)Zt>@3+{dK-6>NlPOo@>;!Y9K$$REy<Lbp)?D z_)qZNB=p9FbIJ{P{RxuS2Om-)PxJYqPkRn^pMVy5VHMm*NV@4XGxEP-oe>A*1MMmE ziA}Kc&f9;B=fx4v`^3u2p=UT0Op3k*&e*P)#CSKtFIWd02GDo!szJh6l85;Iqhnx5 z5PN=$SbFICfLD=H<Ru?aC;CKk?@2fEwS8eCKM@Bc4-^P;ry}1q*_-!S0eCkzY|DfC zne8RkG%fJf8tIQ0ZX_Y@z5i9ngu0l1-dX$LJGKOEE6%Vl(8aILojhjv3BNBRLL~?u zF{;FwTL}9OoVoO($pboW@RKuBTKK-C=z?kx@R~|)2#aJ0>$&E}e}HqxN_fI@Op(9z zE6SaRuGK9gd;4e!_=0khee5RkzUeN`F&{jqrb#HF7x(@{zL%UH{F=HZD54YgC-uCH zvy%~Zh{@V;(JtJxjXUiIAL3k3wY?*7^_Yr%tT6m!CC0Y@8_wCe_r}_~J@Qx**_SK= z&`b7&`t=`yeqvajk_0?mC;q*U>Js{tbMN#Hdtweu+v;Mu6Y@IBhFbkosC#aAU8HnC zKNX`k?|3uj!os}2#*Ko<nH3Z-P(wF7`q4@m{q+gGGd)Xlz=_(s)o+E-uTfr?e;7EG zO?-d)UJ2$%cM{aXz*F|s3@uI>;d#;j5}7iAOJ0g|Q%bm(`4690i}3G_6{2)+@P*?y z&LkA=10HE?xw*}uj^;?-ZU~%8RrJoOpU3&8T%Bz~Kh3(g?Q0Vv#EZJHS`7iziAm@m z2jlr@(x;g{67S*XD7xA_#enaBf{qvZg1>GjTgu_QvYbxDMc%<V8#U@IL5DIB_}Ie& zf227T&vF+2R7ksWhy5_>jt1gK4#&e!<CHRUCy>`a)+tRz+^^hM)Uya&60g6NupJG% z*^?mIvJbfa=#2ek=oXe&6AbTx&%YSnX1W1Bwg0-vY#?|8Md@UHHxv4e(#~X^#Q6ns z$r+|vq0Z1pp%<i&zISEyzhe)ePc%*z`<_J|Er0NtW)I@OL_~2r5%Pp8dY+Q!=&Q%x zmWl!76Zct!<(1KY*&}jQtO<RSEu(AR=&$;fVy^W082X-)4`4?s^6C`VlMSDsA8|L7 z55qod<4zNs_n@DJUx@Y}?)RRyVbo~`<PY^}T~3G(3j&H)?GVrF?&m(SS>EmIxH7uu zD)7t3fcz(TjYdwQ)shr&Kx1#41PAJkZ)Hw>okYB;tv`{%0bOhVO=V)>31?lIWq1Sh zlO56D#`iFX`L@iqzXg58PFkj6?3lMUbNZp?jCk4Ezhu4#Je*yoycM7OU#zcVA9R7? z=u&8?;D_l45)#MJ2W}bdZE_js)AG|X6ne&a&vKgGxr7HVTEyp?5U>3NFQ0ToU8em> zQpjh-$Hm5$lw;_pkYiE51%5yNy}{BAJXNPZPV<ZwbnBf0!4vM#T>~rk9J~VDzT2>W zkR0=&4E_V}@N*8_E-bIX!%X*N+;BuZ`0#A)UIF&JEz7M5Ne^Og$D(AtcqQU>7;&^C z`1a&}#oBD-4@@M-QZ223YZP+*(Ta|Q&r_Rxb4$=$8@+wAqcJz;ay_3=g#Mw3`gv#c zwKDyVN@r#RUrhdI6ZjMQ8wXKa3NLW8qU8bw@R*mBwlmNleTWvXBk~XzW3Nnk_98EP zpEYo|9Xv#)i(HBUd}mo=jhCqgy#BYxXVrD!fr)wDSDaJJNPL3VE!2Vde;BEF;rY=V zW(9&#;J1tO+H1k^>#~GjHi)Zxf|_-lU*R6-{b%<9Po+B|dIfZ$LqFz`PJ<r9b@0EQ zgulRv<Rxl{Z<s$iJE3zBcHZn1c_{KX<}=1`OcMV?o~?qZUz}qZ4cB%l1NQnT1)Jys z|Njiv_7GCgZ`z~$E#@ueCm!xRFaloR3o@KxJArw&2$8rycF=zwJX<0{9{kSTdiE}l zBf+rPP%A(id#l3~pIc&1qbMojmg7;xT~$Bohl$u{l4U3D0N#3pKez358s_xA>cn2e z>oWxM2ypJ8jv~VTdlB`}x@XbNLJ{b<)ffx*RtMj@epAj&2zlqlAdN`iBVQr6L;42l zB+ZS|<}%=^XLO2LV6U_j?rkRg$nQkWLtZ_EekVD9UmiSibb^Cry$E|pCIlTW;vP82 z-qmawL+56_CYOryQ7U8Ly@>eJ#8Uq*Hy?JNzNl~xc6EgK-H@F*@U^1X=SV;JxgBLn zApB!zb>q_Bli2$?yvM2yI`Y{Qm$fER;n#0J{H%Z-zNm^j@IVcHr_4qg9Tebm_r?ln zrC{f5ckcTjZ)l8V5ND0Y=Q7G;C0a%wA$9ZJ4aCo@p2e912GC&_w1nQ{_q7C1Qp6)} zR`m)R?AD1~&rx+T`ePqQBQ@i?De|zV#Rci$m9IG$%m0HvDSb8SlC!`$o}L^NhJCa9 z6jT2-1P|2_B(uRieAHnLT*TL<Wx}l90_q=Mt@ii~pdN7|>;4Di3&c}ye`qEV-v<r% zGy<Q-J~|I?V;@jbgALX0b8bqVnTG|zH#ru0Qxr}?$N9ZgPJaRXL7G`G4foRTcQNcQ z5BjF|5O+&l1CRc6dtcmr=r*NpwJgBLCh7&d`-pQ%LQGt5Y|-cQS1LaWaZbl6GFln@ z?T8GCL>oRwHo2Lh>LTv<%R!S{-?7KlzC+gcEA;-w>kT~Mtu<vIdUyADWs(p-aa=&X zF8GjbXdCj7zu(-C!Jd^_Du3<n2j5r-zI|65`iy){CevN)YdTeA_zbvr%09@4ln?i` zDl;L3`{)+PV;awf-+Jqr-iH73&GDqgz#s0&wT0&5>l8<+olFey(wz8UPbbc6&nVA( zMZB(LW>~T@^5~<NOgM3V?6jM5eBhN6N;XaXz#Z)m>-(cxfhW&67gD=0Usvt+yR;wk z3lS%sA_LH`!SRmb5d7x+<J!<Y#E8$I`yc%J=s@U-b7UmLyilM|{K9SUr!xheAD@?D z{*hAQe9Im5`%_Gxlcom$n+qL#J`BF3THne19(ixu4`Z54=+%b8^UFBr5UO?dB5m+@ zv*7E5YUnJrCp@nJKUPKqjZJ?bZhPrp_ym8MRG)U)#5oHyvDx}GVlT<71A}L)fFCKL z4_Ei&K3w86-NIn6mqR7#hQL3?<+6e?*IH2<+~sHr-XBR-D+#<3mQLP|1g<Gx@ulem zjxgyv9dSe5>d_CeGJ6-)cj=`9b^jnA_O*GZ2OiqaU>E!69qO;n?YZL6|0U8dHty|3 z{G%9n&T$HL1x@1V_nF9B^O+(~;aneyp4j;F6ZPi@W86H)un!|MOWFqKY5XMMQX%|> zC&7}a=^Ex*d{hhEa#4StQym>$$KFc56lR{+$m_3}5`^JDKJqV;7B=yI?)A{7=)qsU zA7I%JyyNL6GUCVFE(wKb+R9Bw_($!M<{{K0a=b70BQD(Nx9bYQeCg{O93qR@2c)bU z^Y8#C>OZEXXVOrQ+?aks{0BU9>6G(0pE%<5mutGW!P{=rOL~7Pfq!tMIsC&p+b5Uk zWg3E)PdCyR;(ULE>A1MLfxn#-eD>xw@+A+MtN{3Rq8xXq56(w}fue6V7k+Y4eqseU zrTp-bBJBs@m#~xhC@1*GY#*PxKK2|*-chhB1HZX?<hO4O;>-!B&?v<98zf%h?!Zwk zX)1prTIdTp_kY*m^{W3{>JmiUQGCtw_DC1%W<(@UX<;XIq9iGqp}X@5MOTR4AWvBM zEbWbWueRCk6|91|JzlX{0sJSwG+{L!2V85@qyJ<Dzk5QboM(wX*2^#V+N(GcE-$$c zd)-BSXa6H*b<BHGvM^M>Ernf>9_9EJ2_B(bDwS~s`)16IT%9hU4$kwpHF^p-pw92% zxQ0C9x?zbt?Eb>4s+l|Ls?Odi^ijwY!zH@?GtKe*2#RaG(**c+%BWnF4(e^nH{2%N z><F&4oeypzZ}}cX8fWK@y5FMK5i`_@Q_R}kqGM4v?zh&^g&+K|r{Q#l4lS}xb=?=g z|25h9McaSi^Q2rypMmdX46?@>fzRYiGPHhwfV}D&yQ?I012K;+RyG^dGc9^rpXeix zK9>6Hm?Y+9&v%_Dfv)0mReErDzcE*}1-T0s_MFB3O<e^aXQ9pG5r2jKo$T_Wzgtnq zs82OG{u%p7A|(^uK4M;5y5yI|4(ikDig^}wIFI5Xxr@NNu8YyRw4SinORI+|5P#nU z1d=CjVBgzut|bP0#Lvoe1Jc8|&+(t3Lco1L&c{Q$`kv&d|3*zL>U4YS>rLR-b;B?J zK0thpQgsx>!(j+Ka$ifTfcGw0WJ_h3n{(BEFy#;geO1kdlOh58JvO6Ao&)#Ozl?00 zLEH{dYK$Q%0zPT9wgv;I9x48JMgKIO<ENcYCj~#b@nK2ES{r@YU&!VrU67xNkd_2X zBX1iyTrGtB$c_A;UB4dqxBwN84fuVvlH1fW^5d+EYWDA+(JvPj)wc(Ec*snu{4#hx z16kxLX5{0te_B5`KLf527w;>3f_l=|5WkOz2j2>s_ep@?Q{24zJ?}K?DN7s6EV!4^ zjXGXR!~qG;wWWWS;H?c7%C|=_@8>C{Ps)tXC-Lg&SKv>>2_6sEF!<w;u>V>h?7sh0 z89jK``ELQ+uJFSht1G0!@V|HxhBKs@&<EoJk{rz7&lSV6<j`rdTKYP^%mH^v6+>wP zz^{tm9bHCTmarH(LknJiL9^<_ZoRn4KkBY)H2TL#<>X`o!8Z?bpBTryLx`EEh$irj zk>p2<C-Q~iNt;_Hz^hKfcc0Yg@w{q!(o?kXgE{fk{c-SvD8rPY3#cFIFZ90^!|$6j zeaxC0L*BsTSv3fpHBwHrzK+ku#L?t7fH?|5PqKw$2FN4R<KC;|^OPSlig#qf{Aze) z_M?Z`lf$xSQIHur>=VD|`};7*u946E@e1<WEXr{&<gIl_eJMp=qR&R-k>)lp>gn^; zsxIK;sbW>hp@{2mVu@VY5%2X}4!$nohQ0SX4(0s9p6`8xI+K6kmo%lWBEFap5c{=G zvSo*PqhYUk2Kdv9CW`}3xKC}0&5N*m@9_W*|Lxs6+ClHEXy`_L-zuzeUoOR?9_7u5 z@ADqh4Y04B%kFgtl2Esixkr6R6#E=*l}^>e-ft<d(anJ`DsPSccOB<EH#W0*NE3Aj zw+PRR&?#yqWfTezKo8>SZa(D(zFRl-#p62aZDF%=e((!P@AJX0asCOlC(><T*S|L+ z>g}4qgTKg<q{6@A$T(cx5O+M>vn{nSpKf*I^U#-Cyk13I&_29Rn+E$hE5zx0IvvR+ zIQO4>=uL_rLhs8g4J=bZT`et^Ube%IP$+fhQC+zm;osSoo$#Z`=N}c&Rsm-lxP_-C zBoNo=BDB?kFS<e&RL%RKGk>Ps{=FY@ygA8Mcouz2ZQW0sq!GV!{@M1KK>r>s<ogXf z`SGE4P6}}(M#@=X1NY4x@HB)Mym#i(rKNV<hnuFzE9)1S7qsI#)oP8oHR;#gX6@*U zkd0bAfjBa)nvgdE9H{F$xH1JiGV0e0?^8y-B;caT73d8oTn{Ct&0r5{61DgFE$HaB zCQpLmFt29P)=mQ)J6|AM9ftEh?tQ%F9B^Yvc!_V`9rd?6+WCG?I0s70t~kUC37IB| z{}2a6-iAB#!=4FSSByw;zJ2Chdy-MFx%1loJ2mdZI5lK-t{?o2;<v^o`0AUC#y?3o z&tD?b8lJ1j+h2bAHGUEMK=(KO*NLAK=%CmAYl^-NH`;5?*jp15<1n*;`B9BTqveC} zi+2soVpVL=l|N-sK5{@FHa$?d`U3ov@giq)BJ56;Om~G9@m7QWOUn`LpGd8{%L04$ zcr@&`WDT8GnJ&@u5_sp2zP-%{fD0SSO|s&cw_sg-(yoF%IxS89vd4hmpA7k2YVdgu zK4x!#J$E+!G>}4keny_JYV{KL6{jLqf%9x1^cfX1M_j55mu*CT_r$H^hQ>DXsHwa~ zC*&oQeJq*pDp6nV_hl^7Mm<<YQ2ZD8ioi%<R?b!Q&uvWDyCeURzH=z6Vgx#Eg=gS} zAn4fqMD4`5zsI%NoQg-`4-}z#AOAz2<JLy1!V2~kuzZi_`wraucal@^G~&6kDc?R{ z<TruJXHFrnA1@R;%ISx`vu9y}Oe?t8cZ`2H5!aqapXwt*oHsUDK0qA}UL4BrFN!## z>f+0>_Y?B`p$uXZbM!ksIsLq2AL3U0#Mqxp@L!*Fi}X|A#o_`Z^2l$#UH_`i^Z@$L zIH~kq)c+e|M))28XL4zVMh1~jPw7AFyMfOW_c?lI75T%wcOb<n+yk>&*?cSVg*wjO z6E%p_Qnhkn#_rf_Ty`!p4!ECP7pQr_5BVQwj(GVV<cY+pW+z2aFR8qLbRKag)Z)Yq zaooT3Nt<qA@SYMWQl4vwBl5n2A6CIT<g|m^mYh*fy#B?@4|Z;&A*M5qyh2I#a4(%1 z`m!5elu97JDyEhww9+8H+Mb+PLB3#HoBqxQUscpd58S?EPq_24qUh`@>g#!5&dHp> zd7fwT`vu;-y>Dy%K>^OWTxkAc2kLfJnif}qkIvL$$~3T#Y~PI8=m*Fbk4Q3AP9x4+ zu|$YR!e6Vz)0u~G-UF|xr4i39UVn0pEJvTyWh=&`Z!sTtJAx_zeob-k<FP%61MmOr zz3-q5z7*gP7HkAR%N6?N&xqF-{;VhqUUp?`tm!ClE$l~q(}4uk37jn@egW^<^E`UL z!M-~M`G0P>;PXpv%v8wXJng-vKR2L``(-=PHxu{faqnL?^wE`}{mmCqr+oR!t}>Vw z{$%%U;F~3IK`z2|590B5wntPqcu=R#M2$UkKqB)h3YN#v>yFWIm>t5t0VU_sS=1rE ziJUZD6hXhl#k!Y8Y>0oKWhE4$TRpQh`7M`#xO^z!oCFK<TE9rHi_pX0lli{Cc>(ds z(ontrJM#I#(}iZ>(WJd0^>y)xLxZuLDYr3q=$4=12L9IM_l~>~esV^o>)AN&{q+&* zknAmdz6V8<Ukrff`JCKI$QLp^$S!@t_mdNQ+mhdaM|>2j>@P-qvXhG&NW-}fIZN)w z5xMqXY5u_b?j-pqRp8U2&Tk$j17En_SB3Ri<9Ru;kCxnJu@7ilQ;HdJzB$;pKJYy3 zK1^HmJ?_PMg?DvB+>x+4GGbegKC^GcUW=yP*#FiqtQQ4)f3-}noQ}U6`tcpxRp7~9 z=@$&F$m=c`-fAue-XB~q`?+!wdecSe$FxPL?|3+U_r{#UIm7K>;hW%{vdwj)|Iqj6 z?L1zDxS{)>%UWh9`Ukdrvx~t)P2V2=FonNom;Uz2fgA8AM$ZxzeBJ?tnYXdX%WicZ zxzmb&-*vJ}rTBontJhV2Pbc=OE-V*w0H;#e+T_1HKwdaQwxNV`_a>HlwBH%~D5dol zrSN)Y`LegoVaI~}#~+@B|EzH4*1NiaH_fWkYXM(Al795+{Rw@N-&o9J5P#R8VIdm0 zK|U1MxAO)(CMV9Y;xFcWl*LKON};RN{<CvNT(Y5d|Mp7;y81)rSx;~H!LsT%jc(M< zYo2s2f&XV4ZC$Hx0k3jC)slcZPxrd)j=Kr+ycrTfQw`*I7G7;GefatRt{2S!@2(g= zDbWM|QU1Pm^Nl0^?rkqoM&SA)k*j%8E9_vUzswbJ^1|jV9-bxWNtYrIi>g95>soJp z2s<_wn~uA(h`tJ4>e}0(uvZ%9vEAo=nsvrDR^wjk-lfHJl0gS>US)cvgnM{FQ@jG4 z3ftqjF&d6Ml<51ZphCo5-k!A&h}${VoTj_aXXrg~bgUBk0|W1+P(SeG4C&OB5%|-i zszt?-F6iwuip19fa1XM+_t)_IQf}(sciNDjy-qpu-Ua)Tnl@sN{6-vL?@wNUzGK_s zy+jud9i?yVk%%TfM=FD+t|0J5jZFR&zR%wO=e_O(;($7DtpxZ>5oyU<B5>Qu@1l?| z^se7K&eeo_h}+Ls-<ZKaw0eHoAJ_~2d_`1}3jTV(WA!K#@X=^wmYNB1FOsOFG;0g} z7eku2GRM(B`E0*52XKs2O}v~LaeyO%Y^WFh@%oy|#uo0+sL^_01^c@$sHY6);l4jI zZvC7@A4OLzhux6{^b3px-~1p5d;Dpol0t<&fwy}rEa4~b4)xNCJi}Lhfu+yu*r$+j zmQ@dS|5fzQH&4U|HmlX~!>A)LF+`;O1)h|O$7TIO-^`zxBY(p$VjgYCYNNaba|vf6 zPYSa@@99_blE!^=Z6wU@=4FK%j|51Qpqq92{OSeoZSVd>_1Xh_v-Z=zPzc6(>wAt) zJwX0>Q)OaV13dbxAG@b8^m&1^q}A!be^D|jjSTRLzg*dq{NO=#8-KIF$2yz}{+hy% z-yCN#ZN3Iv;W*~p3p`4y;-aY@0NzzpoL3isek)p|r+EYYMcfKrci%wAxW64{2fRrM zX4BdLj!<VCmp8%gS?-jbas}^wX8)vmBo6uobAD)RGW1{t{fx8Vvx+4)?bg`0wNGQP zfH05w-+$)QcTfi!Z}6?z+lu-|j!;;B7;x#u&J^z}*aPe5CN=!M)~3>oloZq{PiJwa z(xX0i?Tg$N>MK5O5|#sN;PL7VHM@OOg7H*k!r=9C%J)wlJ_B5J62GE`d`|wy^m8K2 zzk51mOMe%`yw>UFZ$C(}H!Qd1uEkgMjj!|G4=hDLV7OOD?^V=EvwNdj6u?u{hF;DR zqh24`A@CmYB*QG}-Y1;nJ{L6^TT1XZgQ#&o_*3vOO|)Pf@&x9alWV}kTSw!m*^})F zZOLxFDh1#}k*f9~xKEOdH;UijulK8#nuZW(g_e)#GvKTF?K@0KuITsbI~ZjHzi3k2 zzRM3jNKlIEdUP0gLfz5-U>JR6l@g>W@E<jOyUX(MQ|<Iirrh8|?)+MmTdy&{;x)L# zTZ?&8-dpDu@q0lRTKv0Cg8%bS&8D$pPr7FC-ekmO4Reh!BH-yx085buUWZBEKb_nP z{lxJ~FM5Dyl!aN|A@GwO^{h^P=r|uVe=Y5V;(kwW33b4p3rrc*f8e|vUrL*2!_Hp( z>Xs8Lup>~}A2LeW#D2=Nm3)rq7wS1(5-F#QeU8qH&ZRQgx4!p?!aRP@rYphXFY2M> zbIxzQN3b^|=Gmk7@H5BJv170Ffe$I$%T)Qm7e$8&S?C|R;RbasL)hnfl_zU=u5JA2 zya!gv5`H-s#_ZmorL2C14qlIo>$Wp(BkCR%b=kYm@1FXnd9@mGm&7|(&OjYJG=cAQ ziy8V0jQta-eBmE~Z08P_qYqQqF@(7ax>UfPSs9$KT#5cdVFPrePOIPIpWp|l$K1Nv z!DDQ89F77Hn-_@Pf<NLO9JkWi<&b}7NR`dOPlx`#tWZNfKfoe3R6&G#4X>KVn{?#c zCj}yOW>IHemUMWE`_}Uj?YWEj2%X{4oA1$oLE&-L#bO5WfPBIw#s)Y>7*<p@#N3?3 zH}k*N@UxvnQZMMSB#L*c_k9I_%Oc!#L>!C@RGqcsMqVj>?tK1v<e{Stq~@siU%XcQ zWlI2``+Ll<{p0AzmiqPM5jFh$U-I~0*t3ul(*-wD^zEt7D!dm$yjY=G_kMvnH>(#H z*l>TJxxVjQRziPdXsdpm75X(?27kC-0&Yc>wqJ#wIFTMFyO$ez-C(oxI_j`P^NA+A zdlVhZN|W?){t;voZZE*QAMT}<Q{x9dXJsT63n7ooR?`TDUnKlvxDin2KwvI7!^8y~ zKU?kBdl+#$LN#*z{6pk3XN7AR#}OYkbuE;U9|*BNXOaxT`IdYv<U!m&W+rylA_D#% zKG2eey#HG5yni;He<ip6QH+4N{6SKSspT?ws;i3W0^%F%@)?B**ztXe--R#m_g;|s zU7doiRml+hCd&!;)p*%r9(dFLo>hfv8sGQ&WnfW=yqmT8%{%aixmP_0UgBO@{@E;j zItrXB_~vQXfqU6|zv}jR)PJ?J2ifD%PbsZpo^lxH+t0UT{SJHY3lxprufX0`cRKyQ zqu+=*OLtelvEiF~^x^^TC3uoBfpe`?DoZzy!k(Yjoh#=>agH@i5i0NToEpQ+Tt0{s z8Tu`2=VCB_8p4*Z@*KQZ?Aluk;KY!!MsN@M0ODFZE27@OpJFaJtRX(c^0<g_=Ryaz z-*Y_}@s(2S{-z1+Hs~Aa1O;$`rKy{$tOa`~SZT$m4}d>?*QU;geat`2UnIYcy5)%= zx9{)^lQs|6@E?dD$5%+H;1|V$pIJ6>4?Pnmeov>+AN9s~`7zEv@Aph88R7)%z7S>x z<Rc-~!x<sq8^@mZ8yIAx4kat+z6gFxy_q_gu7&vs8r=(Q@RQdcZ+_Rl1fCQqeEJi3 ztpKe@C<`^}t2%`&D)>2X@#G7;`M86oJU@jI^6Za<EtV?O|B96T>=V#;JpbkC2T|y` zUDV7YoT$H$>OHj9LS11?JpZvh>N5<*NAltK(+tIZ4XMyAa{d`QGeckE^|@eibN6$6 z?yEptRy`mb9gqH2v-S|{G4RnS(y2H`^evIc)Bm2YKwsEU3tc_x*_lPZ|GCH75yClQ zRt!v#FY6LYo1uqlP?)Opf)}^whW_VQg1`6KQu8UvZXR=ftsCcTqoVUvOm}yW$<OZ< zh)d52_i~)H5jS+#hE#Fi!$N+4YVzS<gIX_0kAcrUz4K}h;^?SVhwWML3I`$%r$RNv z8!aCSA=v$6X)lXhd~UYX@RA#);A4u(TkoM$oaOXAeKi>8{;c|x8E}0vz_i8(ywa~i z=B}SR>JFY8A(s%hN7Y*vs~XT>Nt(8Aw_ibTUgma(6!MyDIg&@(keBorgrB_&e^Fbm zEIf&PM5MjX68G_Jo@kgP54yk}<LAQFm<O6Epw&7Lo$08AqVOE{q0W>2K5dFTbbb8r zmr(4*x%cqH*J0Sz4VR~^u-n}Ix#W?Lp+CI~G9E-8AYxb}VWR?Ec)vkOg?@-Hvz?+3 z@O>(?T;k$9>|w|c@(aEO-W4XJsuhlTxswfyBzn+chxup<!muCf;`z75_h9F@u4&=P z<OK33Z80V2AJQvJt<{7-eh!b;qJ(}S+cx<d4-hA;HfK{6?17yw4i{a)Ir_vc7IDm? zzoXmnz`3j7b@sVWjiAR7E{KSDE2GYK@$d&u@YrTkWr0UJ_*@)Y4r(mW+0Ku*96tm* z_x>=q+pobnu3pK%2pv}6uR(bM_iX7ct^s>%P1*kP`6KFTBhr1Y;7^W}pEtA2(P#9- z<Lp2)`tDD9yxr#ve7qSvvMqx8^#N*X845giM(9!7!Z>u1^_z>bh{ItTbVo?e<GfEX z1>ZY{y@@=t(W$uqQFm)Wf4uJTv<rvl!4El>-anQ2i+;4L0=fO*|4*#O6aGpezFk<0 z-Ut8A>^l(O1Akx?IwWTgTzbV|!}kbz(rHfWPZ`L^)MyURJ6=cswy{@#$ZO0O1WhkC z0GGn5Ng7GOOS9h$Kb!>LmH+AXuHz_l5G(T5Hrz+wWqC$Q_|b;j$gCe3>@=+^V$~ge zTIoEF)HsKq_eJHs@cPfw7;VOp=j%)LtFyole{N~ZhXPOLIRE=Ve;K$JkS2Z<JZR<H zlY6ANmju;=tmok;uJRvS)`35I9Lt+UR;VLA3+U!STz;$?T)o(VctEttS=0$UFMD%A z8gZIbOrW6uE#iusgTs#j^lw)(hy<GAd1EYX)2q-Y<oT1@Cfb3MftT+qY(tlMw36BB zhyIa$4Wn}Ko6(Yo8hfr|FVI-U@n&(<1&t@B3vh2yk)iSzJ>g#wGCPwB$d?DTDRKz- zy{`98SB%le#&}e)aua;&-sonw9pZo5sQvC-?(oT8BkxPdqv}=s+iEa3n)*(o5qiYA zu*Iz%+)r)vW0AMeoiep;G}NHWmLGg9sMijAw{f~NRE~Z;mF3%ch!^%!$;AQCr9S?< zM3yIo*G)1%r^|>ukEL4r-4V>?&I<mwfZx+U9>bmyfY&pQWwm&VzU49{Rl{b)?VCp< zMPyMgDrK7uJBa&VO5@C5!aRfT^QCXQc=(E$#3B}Ty{I4Q<hbwpVHS4_^z&?xTu2N8 zPWkv2tvYt0zHqgcWBxmM(T9r*c8J%VL|yizl(_F8(*b$hBa`i&YZSn7hF1ZNB7b2I z=MBi0SJ213wc48k{$u;+$*L{lcydd*izawN6rC`0{SxBS5aSjf_-QAR?bjFK=v!T% zeXYfV{5mi5+UhEJ?F4U`5%Tqf?Mo}$h#TL-rsgAVU>{a<%~qTf>OTjnaxxGXem_2? zU<rP^b#A24B>?>k-gh=W27xbZ4`2C%_Zv0!WnUWnH=`nWf2KU@Gc?|_vP|IN!vFrd zPQZ?+WQm#6kk`&dc#nWLxKOwhKEVBJ9J}>J2Y9k&H7mmdKG)TJezpqsHp|gXAO_Ai zZhNzF0Vheka$*$PpwHMQd@MlS<!at<Z{~B*cYf@#dRYsdz2S>m0P^D4avQ}-d~VgN zB-v*?5dTV?MP%ur2RyV}x9EnRbjevi9z2GL_R~0d4sfKkV&@Rf)APN_p+EJ=tK6!K z!t~G|*|`*S8M*>H6TQUi5cCuLctRL#0gef}aQVSLBZTyWuYZHxs}C1Bqh1`Apf@%S zT<W#tIu?cV{(ZD&<ctq=W~+M_!+?8dhszvapw8xIFmcxwaicifeZB+rxUNMSG22}1 z-M#tvr9I{w*5ec`g*q?~6svDuw2gctn^J-3E&6`iq*vykV^F(|97#ldkj%M*=nv+0 zf5=nVb>D;z*HP{;3jDA1GdaKK75Klwmd6cS%;6sl=p2Io&#UBSI*UW^92HZD*Md&u z&TY_)dt+%=Qad4lJ<l_rf<!HlCvB*hE~3Bg{@a8DcHrN<YwV-W_h3&EHFLJ$^Hk1$ zs`ISCT}j>7nl-@ZNFFgk5}eP0poxtQ^wo?A-laf%>#ij4WWoPScTQ_Fo<M&cxw*2& zUi53QDac>K=O^B(jq8a*{c%6tb{G+Kfz$DviHMWG1Cw;>mtnW{1`Fr#cRsW9c>g<y zx!QU9?`wY8(|z;<=?6vdljZBBRSVFs+Lxx|YSFJjan>fw3VICpMha;G^q$6hAB5(R zUo0QIMG4$#7z({61HSLkx0Skqyz9hq4kM~uoTvM337a_NWt{ru`B|u&wMbh`O@NPH zdeUo*{o)J<npDl=u%~@J{TKfNo|{#<ceMq55swq4xlEmbXM%qvSfAoPJ2sc{;Qt>~ zBUU4-v7aTj#4U3c@hX<W)D!1X+(2I=k2tBVR`$+r*DsTmIz!3vzL+lsUnIu+t(~A) z2d<xQogSgP0zZr+)!3b*eYwCM_z~Y1T5NBA@ECcs<Vn9V_<eZKLUldjYTyrUC9-(T zX#@rc9ED#VI&)Uy$$!A<Q5wBKQ|NLo%(njZz>D7%Qg?7}-MVj<$iOp*4mLh`)r&gg zrEzBGKj59ug2kc{hZ&@GWL5C{Cofz&$1aKd_?+iHL%i>r#l)7!%y=GBScqC0HTtoi zynUN#i{}A}o#gtdh<sQf>ZTj)-NnS~@ECL+xexULyU!0N^<v)Xy9GPg7khUZ`ZU3P zmCpd*Pb&7lqV~>#K+EdmK&FoQHf{M#cGP*=-_A(1gP#`X3`MhBgC~TLM9HJ?Cc@0M zoyG&tcdcikS3=&M#?3mzi}*Y%((5mU`>>iil{eT9ym{?5eaaGfuRzu99PoUOWAkRK z&^g=%D-Js%KEF+i@Li9A-ord~C?4^O!}IS6nn#$Qk;_*yP=tSMn>gk%qAp}UZu<wk z(W!--_U~2nN9tT~Tt~l7%cXuFyJFyOANwC>_)Su{Q|y7esPBxr^Zk7d{YZ~Mo(_9n zd$+ZZ44->LExcQ=68%S>!ycag*mvCh!s{X8>q{D{34>+m15b%gDWKj`Dki4$5_t9Q zQ&$Hm&f{LhNihf5jp<$asGB3`yP;?MQG)kfuwn1sn+d(-jn)Zc2i(_(LDoCSM=aA_ z178A9$Sel0R&Jq>CF8u_FW^|PF;yca@bmbUn#2#Vj}O)6a;&&l?=r)uobV5pTFbpm zI?$2I*kr81kMm>b?&-WjU!c`xfmf+GPv+-kBDfENZfmCUD(YTWsFUK*_i@BTJoOs- zXFh3ubi6$YyI5Agv&97+@srxvZP;0epA<&}4f<PaO2iK#&h`DyZa?D-`zFk`QLdrh zIO%?2^BnARk?}OMw;h3zH*%9!9sLCTm*cfV5w8Utbw|Xp=i%Ud{`zIa;U^k?Zvqil z2RsU?aE|?xTqnL>$6grK$36YOp?_$b>6ruX$Qv@~Zj~ZGFw-01LS4kFOFP131^vyB zEn|(q2V9@}{COLWIv*|3FK6i6722$-yZ!#Twk{IAd59Z->JIzUL8t0#vU_k0=U_B+ zVb_jT55BO^QG$KX$!Filflk8P`?4H<Ot&&FU8073H$VLPq8IASo+d6+h)*Fc{%O0< z<@?qAus;F#kW?%EJ0uZ#MW-3v(kr|_Lwypdf2g;av((cdjwxPoP;P|1Cq<rJR^mXN zy4s;JAMf9iWsX@<6Z@r$ZpF7kcS6G4vLlYXAaTRdOBnOKlY0yg#z24kR3mT?b~hbT z?li`UzJ-IOz9#59m`{Jp?Kg_LLByW!+2^otx>sC{u%qx*^_g(+7V*IU7?YvzEs9@u zonXVfeg;i?1Q&S8wc|hDJwX2TRa>?I_Wzr)xqKQts4e`K08JzMR^3m$d3F)6-^V}b zk9ZzCsM^3_414dI38F!q2&v=!O)~~Q%5+@tCUE_FIcr}p?q_F`tZWSa#;9o|5U&qj za7;9AcfQEG$1AXg4*UJJ66yxb(eHBuS>a9e6Eg<oaDdNTJUiml1b@G5@vMwS2Jt6B zthUDxd2N;Z)hOuN^3gf|ghj;j<AZBnE#UwBg|qI6%hie!6W@S4N^;d=N&lfQs_e&c zCEUlswZv{gO7Kj#Qzs8|BcBfx4*G%bf8-;MqQt%iD+^oR%L%B97XMda#*KZTVy9(9 z5kHzvRg{jFz%GKm6r><;E982*tpj`tx4YuGyGOc7>z_AcB>I0Q8)gczUpLd>ctg_; z;=kkNO)k{eLjO%jSt0KtH;iIyqJh4cD<C}y9lTyPMevCu^4wN?V*%u8?MLZ~9iTU` z|FupTHpJXw!WF)6w3su=&SeNX1zjVjV5kxKn#|t4{X2-~OeRv5-iX`7=c51VG@%~0 z6y2cE482sq@YTIC)De0%TzegmU$<InkU?Mdy>;Pr!YcMzDLrGL$35pOoar;ieKeJE zcN!s|Da<eXm6MKrQIl7_41sfh)}$8XrQjdg4}<zraIbRAZ8SKan&53?FLv}#T)1c0 zfjDzOu+b#r3G7?OFD4@&yyG>sxQ7+uvX}P~ixYk>=1K3nBIJEk=7|g`$fGkXBLA_0 zH=SN%Fh~b}IL=%bdWm|PAV=aaQQ%MbySsnCBM%_Cp6iwkf05r2ajnKZb)}q21mAEx zZ}8-n9P&5g#h5$rr_2L_nz6{wTc?hm^&o>Cke>V3_XqL*DY2Og-mg7t$ot>m;gor* zzcp3y{=42wWszf#!u*eNCg?!}&g_g6s;I*WzQ27LpO>xwX)YJ^pci^KVswj9x0uMI z^7O+TNS@wBD(v|_$n!#50Q-{IlDqCtAuqT+aF3g5_ngXO)_3PV81t^O#c(73o=OiR zAaB1`|LAkR5$xt)t=X+T__yMI?HOw5V~-PR1_{Uy6*zAtB40Ut?7wk^aqJ&r)4RTH zgt~TF#~w?(Z-WA-kH_u7EBqGY_n$=^^Cx3d!TAzhcFRseJYKFJeIx)Ji!Lu?lZBpC z&cD{@+lRgYA0IO&=%W4qzV%Ha{+@VO9x-zsxOP;U-x~KacG0(@5qRZonsYKx3cR0d zvtf5GLjO05t|t5<ZsMM1Q6Szol@{xUDC#+>p@I6ihhF)hVNvvTemH!s<JcPZ2yOr9 zQiA<g$unHp27ji^vhF9I1HYtT;XaIea;4yNT+zk7Fb9M??L!{jam-fO8GU;kW39sA zsiak*VTbVl32{a;s>qY2-*KO5Ewm%Fiq5mtPuLRveV-zY$6oc|ej)+cVp{^|yW)NE zQrHJ)xDYyoJ$v@VJ^Z#WF^BtvFfA>BxvG*BZEn<$jF#<#cxItTlnv3B97ldm;cE3Q z6?vS*&(Ocd*wbB-alG$3c(Zfw(xx!-xd%Bt7S71eDSs$tL}H(3L4^FxO3ag{E1G5? z-zMdimze-xTmE@jK@9Oj=Ao;qGyE+^LOkd(_*z$i{JS>b0!8IWzAA99C6U7D5b(F) zuz#KjJ?vgg+&p3s`Qn!1_4`}schk8)F#Q#E-}@RN;_%-F0gulOWx%<rdTSH#uKl@B z)t$BRJoeg=bmnH%-9$HIOA#MTsqTEsfxoDv<xDFe{!UBy*5uwt{2e<?=lghfZ$R6` zu~XRhB*69Z^mRPvpkKxR?Z@5ymTx{+DImVwCEO*4-t(=cvQ5?>`9q@Za<v-rDUl}M z=ipIm%1`;}kWY{#{^^Ofz;ngAUgUpeMSVFbQK}f9tLrTdTO;;5WYVYhz3_oQY`dm& zJj6V&pUD;NqnJxLq?dLSamH1G@#aZS_`^SLLApNZ>X+KQ>WT5SFI@UK;+9SmRZY$! z>PkJuW8}cI+|lP(H%NeM##~C*6rt<B)*6%m|2@>*965ggI=qq#_wMrrl{pj7x@Mq$ z@Ynk2#wpm%iMb_B;2e>1Ugn_+=!o||MJ~X8%ebE!5`a%V0oDs!ROmZu{V*#_gZ{F1 zZ!e<~%pq~;XV2mMvy+VYYH&ZxO=N{TIG@1f2gN^*Bma5XR6~H>@)XB;^dEF2^qo0# z?6NPOfAjmT^AP;PzI$LH8b5b~Pd?BT{uE_wL(72s`yRMRNh^f@$xfdk)?U>8xP0fH zyhguTL-xuIQ{)2@f2L#!=-a)ww`jx0jxZ=P5t>5_{OmT;3V@#Ip{H!7g!^#oL3!H_ z?>}tpcG_#~tqPueIcNmGIsNp{{0Hn^y5=v_z<~L+4CY!RQQXsl_v8K(;KB5qy61I) zZ|4Wx_2=>2zW~iR)lY~gJcP#ZZM;s`+K_b}`X^;W4F%!v4*etK{|VU>{QYNAJrQ5L zoDF+vt&vX%hhFhN2z}gw`k@ly44>*w2L<l`)t|ZH0sK6Zv}AY#?y>OI+|(%aq(+KF z&13Lq%MTi%`GVMQ5>hT2RSuniKihz+1N${n>Us>^!5_Xqx!=fzI+~H7b{gWqEj;~Z zp%t%ZGhlc92+p5Ao~{QxmgTcD#Z%zi`L5GH!Y0wz(Az~D3cQ=mdSP?^25|oepGzO` z#r%lisWjL>yYKv&Qt$xzxK}lD5%~XljaaKUxIbZmJY#+6wsZ_(7jbW|{T}gXR3P8r zC-Ly<L>~5YMaSk1o(q?HuaA8OJn;`*U=?(O3S)IQp4;e?IV~?J&kLUPM=C~tc=x%V zRQXg9@COCQCvKAP^N&PV&t;$wmO+`TQ4sY8je1*ucRb%|XU)a!A#}w3hy5RUp>9O1 z6cY;`Jp8(cp9!D)r}*Br<sp2In{iHi!AnwXPg9GWh99c2^hMy`Cp!upbOM0GFU~u0 zgMVEk)6lZ`h&a_#)?jcI`YTJR_K8*K$x0pKXJLmg|4aI`03OMBUBikOd92?#rf^?; zJ_&11&bkrkQKTnxcArE2bD3sPjtRPSS^K)fbLb_$6Jd6+-$Q91N=LfE>rD-ha94q6 z?s)Gf`h<Bxu0(Gi;Qn?qSI0x}q0#qPnFoKE(M=RM48FrXVv!V$pBs1nWgEAN`1+sQ z-MTI81)bHoA3u)Q@6asNgMLBLnnt*oh4a`)w(t|WpAF-9>X^JE!PmgvW92LO?MD?^ zOX$|4<k~;1T!G`Up{Zp0nEw`Dj!kYr{eXAh<hCN_jIS{hg+u4wxi>;};vDS#+4sY4 zuyf-aAK`z%sqGl&P1TFwTZbRKdd7l0aIE@UhYI>M`Ic!c@w#8fXf4f92OS7{>1~gA zFvHQ*c^p4i#VGloAr<-zZmsqFM!nAdPl45fF8bFls})~@zuhme^&POo93{QY4FT}9 z$+frhT+ku?xOEPtK!>E$%F*0?{!R9OW2cYr;?xVZ>&Ch0n~G`t?x~D(KbQRB%M^5i z;4Dq98;Jh~=MS<0pVWgk4@H!q-z%|bUY!s6#o5XS_2A>mF7E=btH3XuQ$HPf0e!XP zNlO!SnL4lZ0^Vf!(d6SPdGO|T)w%Eoqlj1hc0cL35kJZgrIO)(8eS@WG9AGD(XFpj z?$gLuR|lj2(c<?t%_%RPL_fa0R6tlG^p$>zRf-<eFMepqUxGcRd^esRx&Ymi=Kjle z=%rD%Y67wBsJFMYiYgG}+;19?*5mtJ1LDsc=&?uUYLkCjoh{*^{{6YxCe#~}hs{Q` zZ83-Xq4-AM9qd=NwCAY8xpMOFy9nGUEs4}p$LqS?Hak6<2)}dUI~k4qOO1S)fd})Z z5+u1J-0-i$8)9SDlEAAPv?%M~{M821xuKJnmQ^;VfDhY{IMNbi5Z@(*YQEu|Uh9Xu z$?HQe(Y5lRBtt)l*^#V#1>osl-bE_l>HVMi_tz1ZTJEoPD<`8LYnZNg;T!b)KpAVH zP}o&Z^ft3P@PN!^pal7!rT!=Xb@)e^M}_p)Yp`dgMf&x0^s7{TU;h(_y;1(c#B9aD zoAEZ2!^n?)UN&4{0d8HmIsM962l_|$l67<(;*g@SVL9T8<Hw`Xqx|5rQI2O_?!qsc zeo9t@Qk8A;NS2f16(J9r~+iS#x)4jhyIuJYX#{&JqnBGvpU_D$AuYIev0pPq4F zkN_V!{VC&}FZc<=#FbSt<jK<XC44#Ts6YF}P~JI&d!W5}sc^}bu&<0p<tO%>L^F#q zlQ`gBI_pfB;8$4`Ja%T_w-Xw*3X{E<({27*ac~v=Pgk?uQ}DX(J-m~u;5i;H+&ycs zbGh;(No3#!l6uo!WLc=Enx$ygIAAZ3x=+`UWW<^HX|{gc&ktz|bZ(-aw8LKI20Ipe znX^yk67tTno~K_55SJ3JM*U?5o`oFiTfpD_Z@^iN^eA-j&yAO<SkX78V771wc$FjH zyVbUgI*Hgie+K&Tx=J7MDg&2Qj;rU_gLi$UJWG+ri}<5-RO?U<<_5UDu1`uqr#-f~ z5v`2+<`854;2z|~jmmVNf%|Xsnm5UDzI=-1LhLr+r96VqA4(vPwybIPXooJ8TDG2X z1~_(muQd<w_sT}oV^72@+W+)exe-5~Ti1$=AkXOxe`k3cc6C75X8j@!=8`?B8H#}W z^!>E&#pG~K{MTOn1>Q827LD7FVBSBT+w!R&=Gcq>-cq2)^Uri7cr*~FFI_ZAG=&c0 zc;JM7nF;bhDQ`bw@G(Z_(Ra~G*l)F#LA<}ymQc#J6!jSUp=oF?9x(V|OAw8^eAL1R z^=eOHi7xn${I}u3#tPhb9$n}x{+`k*!^i%Iu;-aJpC@=-HjnSQl_#K64G!LQm51(h z@5CPdKhWQ+cn(mqf)|rW7r)a0Pqnxbu>ze!yfb-K=_Pnv;eJ04@Y3G~?Bk|g(9sCR zTk=`BPu4q~1n__3j?4YN)zBBVw(nTr|7T-@B`9%UnMZ@^>XBz0`ms*C`4~EDsincD z-|k$xuKdk0>?PCXZ6ElH-&_2dDkToRTSlxwkO6gyJW<OSN$7|<k#TuHuy4A#b1~8Z z_(d#oN8AYdeQZETZV2j<^)i*4hk+kY#6I@Jj{WD}Uw#Q(-m_w|+6JEF;32{5FpYhN z?lDG#Wtc~aSY)>W{!sL}{@!_od0*rG1844|Zkp)u$`Sj3!sUz|AF87M(^GMo19p31 zH6&UHb}UoF_0b=3pgeAf^#k$_OXBgR>&*DKt8eZq@)Iq~A);+2)RBsN2!Y5y>}8KP zkYVpxzLv*ZTkzNWv9Y(w@ON~2A}_{jfqyk!H9k!Q-n#L5VK4~(A*)K`9fjv4=*F@$ zRfAWkDA7g3|H@hIB)su^HQz#boWa9>_P6ezy${@}akxbaKeDgv=UqhIgOTiiimp2z z3oZ&Lt3+ltQ6dtVUq%QeI~ft7$OzfWo{1zXBxJ7=*(CIeq|B_$B72sRtnxkndVjC+ zj(hKU&U2nK?ui52;7#`@A{BVyAC}#W%2sy}S44dje}r?olvcZs7XIb4Cd*UWMZ~}1 z^rv~xf=8_=5S;<eO}>!p*{X$oJm%-#I|*I0>*cxL8Ppl&v`I;Jpf394jz|~wNxz(B z$BYa*)l$%>S?G;=NB)zfLR?n+@Rhv$qCFvj>h!<!{Fr-gqZ;u7k54ZJ+`LVOdAWH^ z^o@4NL-!d8ex0)?Fb#Yd4al-5e1Gkue4hbx?^&(aiOTH=SvDs()D7(kx|dz`)M+sf zVCc-d(}=STN-wjEs$yNUDf@25<8_?Jr&EDHF`sC-MbDuhkK$8aH|%WUa_Fap3EUe< z!uK^0_Rcl+Yi=PQ_D~o2j)x2J*+zH@0lc=Uy~Lml_CZt<qtChxUB<_zS^$3d;%eQd z4!-|Z8P|OgtWP+vMWX8s=vk$l#$6vU2Wlp<mj4cLk=#^o5$o)i!e7))4*vLo`oI+Y z&euw&L3!Y^q<iuQw|L-_f!)#ecfgY`RR(j|r?A@VjFYn9pQ?LX6aV7<_(I;yr|;H- zo8~%0XKnr5E2|2gP@A#;-EQ1B<i6Rr1V3NlUZ67)i9Cz(Xu^Ck^pWE2gQ_;jo4VZ) zWc&+!BCAU~e-QUOkgmmQVlM8-7ZLV~eXx(-)D;G4%<o?><hN4-Z(rzG@`%O!ye~(T zs5X%=eXW0shZ}WCpL1Qx{BW;g^xq;|KEx41Rh*-HkuOyYTwns8JiRBfSksI+dXP|B z`Uw2!Ue*N_6P(ZI=?#XIsKX)AGo!_Rt;<BR@%!NY274SOz`Gc{Gt+8t{*vYI^uDw~ zUDT-qebJGa*Tf({od6y+J4r_{=EHmf1&NqIoadHT`&0LWmlbMOJ$w7wfe?R$-H1yJ zeJ=ao*s8RG*X7Xk1wF&QBu%;fLYz1L*w42Fbt2~&KI$>GVlL*&^|h%#sApS#6xgZ? z{a!evjr<98LHh0AiX@m{$#uI!6Z|-u?y9#6_>$H~ew$+GKvz?{eL|LjKiNmlb3->| zPx)2+2R!)kc6q5I>}7i(lZRXdd6+O#j}_R-Twmyo>v>rB)a<~I;9H#S{HGJ9(C4?} z8L|D?o}g;vL~f3{?RK`=%g+1YSBqzNE&{(Rn+>O5;pa}*m%@W`?FqtxBRSNZ_JrZE zgCrk#FsIUd@YE8OJz;u-iRuTh9pT4e3%2L@y?^3LKN0L;ui|_Dj851Cam^ex@X1t4 zr-TpZ(k6=Xf!aTNf@F1r&TH7$RjQD`XD>o8+>mVTdI~*|?*uEQCi;R#wHI&K;OEOW z$}G3Q*I0$C&mM)}u&w7jpXWfx+mI&g03VYNt$RiFV;+cOriwoNcEQx4x10}9uO6fL z)Gq?My~}!jDb}|+q~d;HxC5a??f6A*?DKoh(@#$FqVCVsES7j3eq)BOn35ZHPTeVr z4%hK`W<9lrA9;W)((9W_$mefuM(^G)n)Oyq_&?yjXu(r~MBr9q<;<%r@ZY^{A1D^X z@Vah|<sR@?bMpt68KHZ7RDZXNfIWn2(_5dag1*SE(wPW8b?UyKKa&9BBog+n|31S{ z8-$t+!2ZiWIje+Hg7;cpW7^Gk4v_gU@}~l)wninnEAe+dhK{e7Q4jmKTYmRG>E+{* z+zE`(*BUzh&<3L(%P{P~f3WX)mu`wtZRp>=4tbZqV_n#;944Db-NaoAmJ;y7FioDz z0S8fUq^MUiD-7Nu?5k6J3VA-~t8wf&XF|euIhTP83swQQn$=M6XBVIAR0%&={3oXm zcu--!o^fXmb*l|Z_qFPw%O)$oSw8{&KfN^VxEKEaQ&$!h&U2IMa^TZq;JaXMR51Ab zkD?Bv;saPu-yVBwLFmoThI$WzKQ-BLZm56<-Mva)xqIItb72KzP!{qg{Y$5AgO@I( zUrn(G-qm>!Sd73g*Y=JGh~obq7XLBN_Jv;It{g<;4n5=OpWnN6PKDl9*YgqI-JLMt zs)4^QVY`t-)`j}_*7vQZz}qPnZhlGRrN3L~yx?BP=P3>eJcM=4iL3CQrv@Ij>g7v_ zf<K&a`XN{bzIgS^9qvY~vpKizd>3>hNro;toWtxRVph_~m!EC+`7`YAK=>*_q-lK$ zyw>{MA!@`2q8+CVOfwMYs3}SD(?Ku!^iy+pu2aF8%cT)!h`ab1zmlPkcy_P40Gk2o zBFOpqcJKGiYz{s$4n5U0v#^Bn4g6;ry|Nl9bZ>TIHg@nj!)418^zgr{O`?5s;7d0j z5M>?&K9g`Ju^QdMbKyPYoxmFn7CpVbG1QTnSXoUY4?^**SK&f0`XUCoZ+Ei7?|5pC zyu|s<-9C5q5Aq?~_iMlKg&`jPVUQXq4gF0f>sX5i@@o4$s6Hc3S7-Y?mTm_fKrz<X z_9yyIz8B7wL+4{ojCjv#gmt`Zsq0~jexa{d6TNc5U;pI|ia_VM@5m%yod*7z^&j`+ zX~b(~F4Rx4FUm7o0Wyo&H-{)Eb?CmQo*Sy<up|C)Q`?$4jyO}nM6Lol+%v}=Y4<|d zN8{M!Ab9=t_tV$9J#i1gMsxN)dCX}&tW}ye3Y>A`k|sG192=aV)q+k{_Ug4JtrmFg z_G_*%{NHB_|NACSP~V}rvETJS+{=>qA*lK*aK0<BF&ytxDISYF6!=NP<)SHi<Xy_B zok%Xg&Q6_QxDEbuukXTG82o^cXm#9YJ@i}0Z<7$f@66|lhh-5L7&mU5eWrjuB>r5b zXFaeR8r#@T4e0+`;jss>FAk>9KYjN^UwxB0?T2pga!LVeHv{Nw1H|dEd$Ar*{Tg@m z(x4eJxAzX1qiQx3K5ODg7*tez5r%Un<jr2S@)@sZ^duz%_*1v$91sb+?b!Qs&j(T` zg5fapUKzyM(_F2t5j8judp#!ZKu>wqOB~USx{*fC&p-NpV}6|TA2KF<zK++paO4f_ zZ(k(&7W~Nx#WV*_Pvmu@nf(p_Vm*(4SUtRh`EIEWzBhoQsV+8dyZ2y7^6jq+dJO!t zIFeQkT<dHUYSF?vR`>hNJtYROD7q#bri}V*AKIdA_~*Rh1EQ1e$P?Z1DzU=;zP+v6 zwW5T2xqvU3my!4DdslGKW(d4MG=W#M3I0^1cUX4>aeFQgr5fJHjo0)%`8w_&DqXBP zjrA+HIj&oYb*{+!ufh5<^gX%G*(H7O{0{yVx+>KBIbNUR{)jl6#&}`^_@-m5#zK;Z zKA+#s|90=U=~Q}sLMaqF#1Hnfj^K^d&k9cL;C)QOiK%wuYO_^wp<BR-(d*m)2+WAT zTxm@_k#F<vCu)?!&pG~{b^r7acA3A((w~j~+~h@zZuo73i`M(@!(Zz*)|l!*&s)7f zXf%di#Cq?guH|dk8*>I<R3Q3+8jc1w;n6*G=gfo+>JKPRW!Qo*4JSkzQY}C)Z<xQr zjdkT}GbtSb?hAMp_LadNVkLL{*QJ2lZBDi7hTyx;-_VlX2H$46MfG#afnd#*bJ6(~ z>hF)rDoCti9rcHw{sfPjk!#u)h;=2OsWY#@dh}Y-G<ahltlXDNV>uA78}X&nfk)mK z?EhDf*X3U#Vxu|=eOdjS>>2~k4eN@sr#0|il~HK#A=Gi1$qjVGA+OB+Re2eF+v7Ct z_yErN{iuHtInay3RQ=i*8PTUR?yPK(g#O{Jc-e0F#X>^kKRR91`592tdToKvF;oXA z0OuYZvv2i>{jK=YO+R^ryd}wJ7XsGjDxLeMQ9Rcv{*`*E0H5b=gMKFTyFYO=RkGsH zgBE(8x6DCb4IifC!uhq_I*AT0_}zs4ZT>pYC+52D1vY|*Iyj4lo=075#|gr>R>W=Y zWo2`)hw*mdQ_|>vOIiIe+}!|s$*#Jh=L38AD@u3jJ?cH(S0qT!V*Zaj9m9Jv^yg&# zo~x@weoMpo+(UQNWBuCN{@@J$kRRxB2)xCEnq&Fm5!@#fl}2Ib5B%k6HQ)_IfAS$x z@~LbG!tgNj;V$e)`e!jI?GoTTMci6HaGmy#v9A<#q0Jj5@`($WA3^p<pa_plcO+vq zpkwox8aF)xUeO&<R%xF=KbWB&b1U%fR69p>`cu?LUcAI>hy9j4%W0<zznFi-U%+|` zb#M2_?k^3%?;E6ZeHw)S3RC}7>j!)CN;urRf<6KfA%@Si&?Cki`bUZ2Cnd6iUvZ+o zxSz{5cn$R+owuI}!JY)$hjd<3AYW!_{-p%?kyCi0(<B6SHPPI`hjBjc>y)NjVSm?0 zl>UZeU7eqqn*S(5e?(92^w2x-f~*CZAHk?^<@KB$!~XD$NiX`X;Q#k`(e~emzT{5y zb(9+WTsM=q#R5Hr@=S}v4b-*XFjar==tST<Ds<&J=4kO$nFbazBTuZfksND@`i4>2 z8xPXJ*Nw)XT|I|9jp5(Ay~sy$nGy-AM?j|$={Ax<Jj|;{5ukwYQ)L{UaOEN9xDiYS zLW^;qk`-m5P7eHt>LsHh_|tF>H}VNu?3>BA4gV0_m-lUr_6pXKB*~1Jp9tspl9cvi zJi1+dtreq!J}tw3-ls1R=W!<rD?Ufu?B*1F^Dua}h3xcDKX9m<cAk_MdRg!EVpAIG z*$PM9!|YM7HhhKC6z9`k*5B(t*uU<FgsFR1u|8yn|LxYN&t{hu`+I}`84>q5;+)e3 zz2`U<fV!9{dZXipc)j6~tS9itqGWFs!)g%Ut(7rQEMs4O%3Pm?KOmdo6OZFTzQ<UG zw;lgavSuH)ThF2q)5q$&g!$!<O-zz;&aE_yGlrs&x7gYm8b1cR5zPPl_&f0L$<;tU zoU6&gfc&F!*rz;qn!bF*9baZYUw}><RWXyh8i&3O>-9k%#AjS4)(5g#ur5t<3f0Zv zKiNN(zXA_T-Cs-30Z-h^9L{Q=L|u%-8C6!q$ET_1%I+P8ZqYoKC}LqxcuNvPcAy{m zQN>6vCu8W_>}J}}>k$9dKDiJM9)7qvn^y<xN+CMBt_%EFZq6xvf%nl$GM&FkkN&LR z$<MFGBTk#MF)cWN`ZmePg9P|zipeaemRjU5#?Mpm8Uw$cxCt_qAwItya^ib1?8!ua z;2{P4kaoojOW@Swa*LsYH}LOt%XX2#x#RcilU9A8^FDk{?@@@~mxU~C;rx^7-pY+> z0e@Qx7ku;pe&gh)hDXrfI4qd5jd6}eW|ZeGWKbVMXz@)eLO$##wR%1L%UnUEE<OCa z>0Tm>0K{n_=a@}NF}GyLlYf{W^<vM?^)y6*M~O|&_a3$e&$Ye6e_(LepT`~MdI){# zG3(t|;jjzZOMgzT;`@C(?R2LIezo1km3<#{6Y1jpizm>>#BBZT;{g0>NOX*+Ab8`J ztgH<7XXttFiy*A)a=#%}G9CkcyB=^SLw~KE$XtO=m#VW#zmE<&$l=yfSNN08qd|%4 zz=`v^udg;F;_pPbH)li9-}2yyr7I=onvJ$kI;;Sn?ghH5kAknK=DQ8L;_uU0W3S=& z2D4`E_Ym(6W{e5!-j8GEnpgI!5pj7c<+t0N(6|27-_6E3BXv_c;f{SRY?x~v!siz? zyZyol-)ne5j%D|L+EW_bU95=9DxxCEAE%-}j;z4zcs=T~=B+D!!4G!|@8Poj3SKS$ zWBnL#<=67n$I>5Bzj^S#@@U|YpLSJ-!#wg$Z#8wL$MF2~xBa!~f1Ynr*MC0%U0cRW zQM?{};H&JI4RC+)4*Apn5br!a==a0{`SFW3JoFv2$j^PYD0-xi{WZwV)Qkl$yL5=^ zxfk-)4F?wY2k!Q#6<jFpMt}IAs!9+(ce%pRhuhFI?0Ng^wDa(D?zTaCXWR#-e*Z-< z{=U4P{UKQ?`XACy9EpR@$M}6uQ%IgYfll$?2`_S-=U&;;K0)}2^lN;DLdeS~-wJ&W zztJ`$*Lf0g^L3@(n_|#Y#^!7$lMg^&v}b(Opon|iyFF|(5KkTtxnXiK4DmD5s%rrB zk!BGR%60?H8RroG_8Wfi7FU2vIXBL?KU<y-Uia7XytZBf@`rgLU+bd~Kl2t2tHW+? z|JgXxZG!bSdHa^g2K<iy<VADfoBi{O!-84(f1dtrY2ekD%)B60ob!Uk_?I$Ik>{^_ zc5ipiL9#TX+uL67wpp{>_d|%s8;|UZMjRMr`5}(74RvXac``&2&?$OFg4NFfXOc@O z*(2eHjyD?|<pv+nDzgtLM?R0qa<d~7{{HVO;bsv0I!{oWJ=VY8+4C{i4C<K!{~dmc zb#<cJr_+TvOXXk#b+SHin%E}G9`Wvlea!TsqtKgq&1(8jqE2|dK8hK9sCs>i#s}*p z;PhG51@Q!fz`Ege^Ict)WNReYfe;(U98fQTev*&WTgf<wi>GOn<I<pKM`leiLU%~1 z^S5Khd49ZYZahE@KSQ^5FA09?VKE_s8GLwPRV<DQkJH*WK8%QBt_DxDr2ue+dalFU z7`Ty=)clr@fPC%V8=KZUIR8(29#hQ0jx7e}qn+UA;vSt_1O8CoasE+ci+JvHl#*f? z`ixRjo8G|g693jG+5)d?vUSe?yMp-PWdG|35AYm*NlPOV_|;ol`!d1P?r7EbwqoBp z)+l1<pzkd{KXc?7&hf*~j@F~X@c-8WblCAaugCez_AB6Z*u^eC2*EnbA2V{liQoUe zmUX)Xx_H8#mwT<yf6AcdKU@YKquVg~6?CacsmzT|_y-rmA&xINf8;_m%|duof92sB zFNV6hN-yD$<<NmvJP&G~#X4mN1cr;C?$7Wt#h)9<&q($EEqaW2idSO6p&j)zM*KT@ zINu_Vn7$oF-r+;Bd!_Ly#33)=oc6-GA+tWE@{j}m@A6Q@^9<CNUp%r=Uk4tfwdKWy z=RBWM-988*ZsWiG&Y&LiU7tw`DYn3F*gPKY#upD`UwD^j<KD6|dHVThz{g8mO4;$? zqmPRRGoW*K)F<~f$par&uZl`BBF>%T`5uM!)1ZoS`uhRrEBc8+e<$pThm}5;9r{qq zUk(}I(6C+5JlXF4H4gfE#Q;Y-0;99RBVXK;@!IzexIMi8YB_k*)oAPHVekOWBL|B9 zf`4h`A0A_mM;<76#QzC!pXTAv=}pvSxL=E<+(JBkI5O_~LJ#Vww14QbHDFGMpnS^x z{qP^He`?g=&rQVTQ$pcC%-?OPE;Be0XbXlcqRv1Me0W!2eF1uXu)kt8>{*G7(PH-= zjvC^F+)TdEJ?M#o{fbdH8D7+44%{+*G>}o1jy`q&w~^c)cz${0$@O`ALYdIwJyqa( z=q1aOcj0fUj@DB#M<5T!d#J?XC+hkx_;_z%{oS_YT`n2GKK}haZkB>Nr1A@W%HXBf z|2j^X!ViRr23;(H-JGp)RsSG^d`|qZu<Sk9BW0qz{&B1a>nn1(lc)!JWBL1Y4D9D@ zXyMmKm^Z3Yuhjv+{wchW<d_lsYM_|xVFvu)d$q=L_z$O3Y<%z2@F?O;*|38Cph#x7 z$Onj%M>>Ue@1L9bb786zcDCO%VbAVdd18^;ay#ISe1WG#9dJr^Jx}}|_)d&<N{lu9 z`2BKaVHV%r{&@XEzn#H<Pu<9wGe=$8YO8YYOXQ_jdeVdMqW+t?XJQEat+=09|IcMd z0<pJ--mi7U^GQ2I{Sr<DPpU(o#=uvY8O*d-!BdJ(k}!04pzea|QIjyvyKq}p!GFJz zXLr}|>D+_56Pd6cPJiU-_NrFXVxL}rm5)C833}=k(JxU)q5ClP)9~Bj9C}UmL_t3! zr%Q7aVL|-0@O;=Cc_jY?nZ7Tg$VY$s74!{pU-&D-TgmG1o657k%XZMOE?TnEtU*7O zw2RIx2X9az`Bx4dTW5^FF((-H8rOxJ1AsGB6iNEghzFF;jh@mJ!QY9bTou52{0^(1 zFT=jb{8>NSL<{};)3FkQC-|-P&*~F6-@UZW{MTI({~c5DjR5YH^h$9H*CRg9BRS=a z^Ovjl^t68o{B}!5pdilunv?ldH`euZv3sfy@aodHQ1ZjTHC~&xzrLSQM;T`S%@6r% zs*i2|s=<pCo*mcOgV#OSLPakwhPsot+6{x#&}%h3p5?$_wBDDk4;cn;?^!a-{(*h} zCnjxViFp_LY6&jD3-MK(Qbsx0`wi>9Pz~@DBdQ#MD#XuKqK75T@Lc<1QH2!vnmVt! z<y+)!t@d>j5Z@8KzIyxu8T>(Ecqa|+shrRnm&uXA9D>jo16RZkzfNCI-LwbK^}V=y zzS^Gfe8|j#jT?N5{QKGgQ{=rTr{A6Bz&v*)VG7psz%#)Y?7X??4-->ZG{^H-YF8s) z&OzsxXd!ijU3hizJ(hh6-S>|6r60hf^y%Yj^vYQGrl`OX>?@0cw^Ax}k&=PK@BN{J z&yar0=!LFLO%lZ#QU-o26cu8JIG!~$<k?H$oK1CmL^>Wv&p4TQU>|}sWL^qlzbXUq zuF=3%pAGkZ#1&m8Xw~!pZ_J4Fi(tk4w@`tdJot;{pV!oP5XU|6Rb9M>IQ)6-LF?mR z90{Kff1Wph-C8~!73YLso@JQ~9>#urbeSN^Lp*0ZOZ@nIHt=dL`>YdikC5@Os+S+< zkUxnd;Sz8*RT1N4z-tx@It3FDPsvn7rh`{DFMn;m4L{ECqm?5L@zpQwDYH=c-<`d> zAH`zq2__SyUlZeykI;WeMFpIa<UE+KFA4v_@myFRdcW}H{!8{ar{_N!WlIW!4{;6h z7eNOs=$_s?eb0g5yh1(|x`X?56EZiFfp-hcDbMy!f^VwbO17^7j*)-8Qv}_klwX6} zjtaVk++R8B`-nGmyE;he(ATx!_L2nr_nxY}KhBO=U(RYJk0s#cj()~#ay-v_%XJC= zN36S0_W^d|C|RtM;*Nc_|FN2Z$E=mFo`dbX`>7ICdk}R-%yowv+R+aX`^8iV`RW(j zv?9hl$VU^KZJu*Oe#oP6JQ?xy_s2X>*31wm%rFTF;B#0xl&0Q&jr_UTYf1+$@Tu?b zX87=WUT;jap8|JtCLgg_{|3*tcK9`h^}pm&6|4xpyPeMTzMgScm!Dct1Aa>qaSHC% zi_JIQ^sdDB92HU-a9Z5G&(e-o%muo`1Gk}Foy<njD5o?G{Ga4-P7`oh;w(93r^fC) z#>c-obl^YDN|GMq{h|tGWJJK**vYM8#bLLEdc&AE@6pFYBib_tJCtB1{r5uz@%*2; z*I_4c&YDvae{}%AMM+yQ%Z|{lpn3YWBJwMeA6;X0!7tPY=S&d){*_@4x;KG3flRfL z`b_9zTSrdT_<^U~eWjOr1oKkHq_=MX|L<?yPVMZ5pLiOVK=U8;@2Rc*uc0%u|CvoG zF>oZ1GtHzWQUK?TUEQAG?_Oq9=e-U@J>OL)vz9#QF*#+&dN)zua<X9YHr8$K*D{$e z_Tkw6S-;);vpO3KWF)$fuM4tCJOKRH9iwy!2*Y~6KRK}c6LqZ{Ps@LThsjGVckBU= zFl8zIxg!ldw%eZEZV0+<?4iGm*zZ{)r6y7_)FA|D8SKun;^fE_tcIPsgnrfiwg{Zp zYmiktj(#VH2k`|@pvN#z%F}~ic0Lf;=llo#b2hH~3J-vf^M5m!fS<c9dhy#mSL7M< z?mr5``^l*h33ZjBK5KF^R$>)(EW(DKhtx24nXlPP$`$dF-aCqa;N`me-q)T;2Y=V* ze6do5$A3NDX95rh^Xz#N`yF^{clamy39S3<ckX`_;5p-bXNeGx-RkS+^wfmjDKHhT ziSwpAvFP+o1$^k9!NDNdf8=HAJZj9<yZvqTZ=62zIk&oB(PM6#abBe;X+P!#E{^L& z{e(U{XB+Nx8hAq4?T#x@2wn-&`3KQY!tC(#TtFq(@%n%6pRiveCn=7+PJsT`Lb7)L zEBx?a`O|*nb4tX*r%W?Y@A{0?KnQah`~PXLU4s8OMEdxPD)v$Fr*&oS7UFU?l{>b; zFJigM(j@RCvspdyXV90fFbIiX+U0qL-*XO^f)CuVNxy}-A)4{lVaqGnr!jtS?i}d; z>C>!sI3I@Jw?_z`$d|B5zT*duKP377R>T{1^z%pm{@B9#J83Sch4Z^uaMefe3Hp-y zUjMpT3x7rJ=%v?(&($2B=8Sz2%<d&txD6agPGkFlI4RUdaQbBfbi?wff5#9fh}8}q zZ~TOMv45r!m%+QGlgN^rz&Ewl;~1~Ne|FFu)m_3qTzB0|6r7BB%$}>K4g2b^%MdEI zfw<*Ze$5aSc;!-ojX(G*4OK~Qp)&s8gk+COC+zZR_0Hi-&^@0_Nr^AOkH(zyOvr)` zTx3#y1al<&6k_BvfiveMN1v2H2d8*0Ro(^r3X6yjRI^8)iu+W6G2-O7-%nVYaIVF# zebMlGkNEDC79#=YyX)I~znTxIvmYQmF@$`?Rq@anUK_+0vwN(V9wCli;k@RTjJ)K@ zvN+`x*yHQXqZ{BQeL>1HjDo0>7Ua)!hyM-vx@a-egZZBuHaq_MSl>U@I+w<fSGVxr zkOyAK<>p>wYC^mhRKeAVb!(zKc+njDA#Xj|8WD^8I`t?R9GRd)t9ic&$Vc6(&>Vjp z_@Lgu1#1`BzZ>h;CKLF>9b=Y*Y`__pNTbqiynfVV((&Cn_O0y7#G4A(x7Hldcff6r z({1_!Zm<){`4^PH(bE+tEc~H2F(#O{jH{w<N$<6b#1SWgw86|(Qs6C%h@s~X>`OJX zdTRCnbXSsO7R6?~o`(+WZPdSV<i$4VV12{fxW&o*QAfXHVciDac_H<s%epAyJAc{w zz3AUL;zN;s{X6ml(uYPjOrQ(-yS_V$db0=O<w-ff+w_qW?WURFX)J|B)v$xH<a5K! zWKINuuivzV!AF^|3Xa}I+>jl2!`TZsW+OMT@N>e6Fy6f+aqOBCfj6ck(i8n*0v&gn zlwrSm+g1;?)$o1K`BGiy!@4^LyX~Drom)W>V_6;Ix?YKzlkf|s4?0haU_A{=o5$I% z!QU)5Z(MN)Zz?2j`wIR?YyaOb^+bH`1BZ+BvY`tK)ESOW;`{dt-t?|OK7x2E>24+P zWsfh*AoKy>viY;S_i}|CyPHr3KUjNEVKf$am|rGCTJR5bRNo$1)Ja3HI3V5GGY+1Y zS;6pT6m=82O?FOruGMhqvMA2Of-b4KI`H?+q2O~8GT@KFizB;rdi-PqR%fA?61X`W z-vr@&#-`kl#N1BiCzr|iyrEN@eUJ-;-G>YaoRpx(+&9b8nyy^<>7_ceTMoD%VEW?O z--p15vQ16Dgd$&%(AsW~c#Ze`s}tP`n1gmwW1W8taX~odlr`aXN`IU;LLM*q#trd0 zRVRWyolRCrE9y7MA5$m84kZSU*HXaV8lU`A76q<78~q??^8ow#(6Tr1{O)|PXAf92 z;2+|hF35<YfBjg?yYJw+w;pg8rCK20^~|65+<EW=Y26o+UdYQgntGo=ymoihU*av| z+BG>*(&w@8ueS#uPXU+CRyf^|h=#uV^sTmd4RmLLcF9A)nWt-gX_kG!Iq9?W>3DA6 zEbt>hZ1=vLhn@2{haH+kdcA+)e**r*$8Mq@S%0jl4Srj#DE1ja7j`(SvDbnf&u3dQ zVu6!i<pM|6wy`e>a{PY4`+J?VH$w2f5fTFdPt4F~;}?0T2It^wm2Leb@ZKhAB<n8t zkL(TF8uK5(sW%(xrLa4;b`q~CTI3aOSlO80Mn6#YeaRHW!+y$?yro!IE~U2RDfp`> zU!8D0F3j`3C_}MpAA2aX0@UB(Jl)c9ZiPKCFMU+^f&E-o6=(4Oh0mdBqa^<Td4>s@ zr}W{tUqDP&T^4gI3(L$-fAWCdeazC<3wffj0d~S^#AEkI5Ar_1xnZpPQn{;t4XvFK zRs&wG9MG0GoPysz?M*dx2J3$EMyA;Y;sc&w3s%HaHi8=Ub&Akm{Koey8-fSsoFfl= z41SYMo;8AaBur{)!qo}!XVt2O7x>pXnhfH7@IxKdet9y}=!Yx6Q!669Tc2McFopQo zyJd{TiWz)w<W(34ba*<pr7~qM)Lr*l+?)dc6STPH`UB@hG35Bkp%nC^d||m5)`q+- zWAM2O?B~qLmG?4B$ov25R!RJZJeE({Uq}4?b*{md{KLqXg?`e0h`jO^WrJFhBlu#6 z|55${%m=C%=QRLMj*NCwbm9DZFNU_T$)kSXrsncIJ@V$lvHOqW91?UokBiNs4&$l1 zpn5m<e@@6@6!saF$*%ScI+1l`vh3n@_!s>l1KVEs-DBf-XtA!(eP#}ph{Jx^pXwz1 z!Ov;;Do*D^U+<nurGWmOZP{7ZM*@A4Cax^{De9T-K3CJcig-;b(KG?;9xe9pOeA=w zP5fM?>}AxcaW|dbUGK4ej<jv?&3)$V`V!z*mi4+?2Vqz1LoU^vSeL1o8lpt-SiY{z zqEuh-B*n|L`S8nUhT<u^*0Hbdbx}Mt@NZ$B4}0IBzRTr>1|x8Rl1xe3_#g5P4Z~-} zmQjD0KR16&0lH^qk)$8ufkxH(ZX0^k>ottce|v)ZzM9n}N$^C&V7al(A9(&QR5l;{ za!;BWT{}DKg-VArcXdsgP0~My2T)J5H(x=_0q+~JHT$Lzb$J<2kA?wvw6j*O+x^A7 z#((ek|8fB@w)YrL`iVXXg)B4k8sN?r#o8bz{+`irvmEPqidun|@7iwv>cL-^@H!V` zG(#NG=b$@Cmlb^g^)TASAw8D(x#oSQ0oZBrxvG~W*nb1pIOo1b@GZ`jnvL_A<M)cZ z^Cjjd$B*%kup>{PUL3{6`vvj%+>OEZLCg)fo#?~e1--%OEuAp@tb$0L-gR!^`+)mD zIqZ*Cl}1ToKltSP^Ho&)kVkrX>EB{A>T}j!_a?y}v@h6OxZgxxCFKr$0pg+W!bPv( zXOe{!*#d&GpB5tdigdum%vLpje1CU6o(OWh&tl_8>zjxR2)3aX^S~Wa&&ob+1K`)Z zCwo{6a45?xlT{LS>vYBSYyfz&UQiVCSLF4)42P#y(NEk`Q}Y@A=1#BH`KS23ulb3a zN5J=TtD`9w{J`@@6Ym8*1Kw~gc}*BWuOqIgs0MEx7dzq|1U`L`Azg5Ho@IRBl1L}` z4euXvadFHYxTt$gHyZX<S(a)*TL-=O+f6!W;8o87dUFcot<Ud#BAo{xd?RJm)_{D_ zto(=L3*fD---t9P@%LFnnxxL~A56CN`#!;L1{#ik@<3mU@O_0fKk%y4jQ744?x2pP zN#WOxvrdGk(~6d3M`6dbqB^yR??Xl@Z#_JX{8!#W`sZ6XucTexzkyqZf5ScuAm00? zx)d>i^FAXUNy81^N_%g}v-<(`9;Wb<yYZ)+-3wC+oHv^iWyVvk=vTO{BtR1nUM8hf zDT3EIKN@%DM>YKH0E@pp*2D7J^(&g#&%)Ttz4cE}7aH5={GtpzH+Wci8TxIKA-n!5 zoClsyj*l+DPjQ-GA2>{m?_X6vzXkrX&Xp10G6a9QtXFahe4$=VLnKHaI#AAYCYKH5 zUl#v;I0`&^)33dd8H4ym*;W22@S?C}V2T-j&4TysO=X;0cAvX16L3ydPxrn5IEU9e z)j;o!Ji+1)-?QMi$TNSqe@%}C>o+mk_8-pOy`^E&YGo&a411+(c?j&0w3&Shc2XY8 zrO(`s_i>&)tDcKF8;v#e7qL$i3VG-Fg`5bPxlc1xU`M%mw2U37YZy^?yGLL{|2mK0 zbL+d{v5uRUvS8PXY?+YZ5zmFB|GaYr_8@ifeqt~B00Pe#|HS9M8fZywg*@9Ao?2xd ztP5|IOx$ZL)Q_2@Ow(Ni-koArCc}A+uDvOc20nIWZ(P?C0{GSBG4E-dFCID>U$!~; zi&t^Z-+^Zr&Qq+fVLy0|xW4^K4gG~rGjk6G@Ob-vn5q--;P+9*VA#*&VKK9Q@ZE<R z3IVmkSO<=Y_lt-V4zY@~D<iIbFrOy>@G1KJk!Gi<K;QU^`mdw}M?&B&=Pz;C_norl z7j<~wdv|}_VZ!U0_)rYQzz*A<xTTih{mr)@h0|!kZ?oqA;@}7WHJz22gN}HsYKw$< zH(&5eJz6_yx2|kV?+4<-mD3|m`uM%#3BQnK@Sg&fiO55U4;GV6`-EVp1}v=)e&hRc zONvxAhoX*9g`TneGU6&qwHyiX=U|!5X+s9&jsK)JreXcFeZ+LeYSA}3>w5i!D&heb z(}N8Z&@Ys{|FJ_q{V_aq>kK{o63fAlLpb;2LOuP|!0Q5)SLf;A58mnS5sv>1`}xpd zJq;Y`Dww*{1iYv3b2wWDemSG<suUCi++b_Y)0%-^B&DBW2ftcHAHH-0cq1rYsbc^h zHETgSauNF_>ve78R3PfxhH@&i4uQW73tlu)2d^fn`Lr()am%9C9cB2NaS;ic-TP9- zK9=wCsKGhezW>4uxTB{3@a85zc#@IKewX*C58w<ik%C{8f3C^I)dPRO#v8wY|3CTt z{cE-?)NRJAcAJ$z$6fz%=sVU&;=(@OUAvY)khb9l|2?W-|F#eQp>k6pStTC(Z{Fp; zh;uM0wU@bZ8-70G_H9SR3nss0I$lmgH*l-$--o)z^s<$87Q`)1mg1C^uv;Oq_pt%P zI3KEKj6b%(P7yTmb>SY3bQxj+7R0esKU{h$;7>=Z^Umwxd(YDo4Os#gl1K!_p@YwQ z2kg~??)QVX!fmA;eb1Q^Ze+&jJ9x8h!F3&V9JhRW*eEeSuli;6D-wL(1HHtz4`be+ zYG^ZuDe`b1`zqOCUz-z*L)5R~hhB^gjnKibf5~hU>qH&-pvpweHs-C|t2wtH@tTw+ zpZy`&kzLZbLxVH+w<s;))=SLgVrW;}!MW~E_vEXRLVP$s?be0;_Ex_Yehm8;y2_oA z4L?s3k+b<6=brQH8`)*xOMq5zCsz{ms82(tLWSsuPkeNX3jVO{F(-}VFycttwATgT zRi-9XFSfzwx(w6yvZR6Ey2&UVIF0pA`4iQ$YrlTExBdy>=Lv$P=YdBT_K>>o&e=_8 z=jaoE0zbf?CUYJ20(;L{HP8P=e(GCP;3#;r=vVIgEZ`x-alYx_E6`(y$31w?fR}mm z&+}!Y?}JIBRY?}-(=Y8<8g%3DCw&DO1QBob?!>nsPjl*4@?;_G!ba-ABi%UES$J^N zaABS7oe81;@c(;N))cO_VUD+VF%=ar)`g~^;gbjavI=!~LOb#-SE~;xv%;^cFTI?- zg!PF$ajg!|V-K)TzX{u&BW5LL?+4t{OL*6d_2yOL8~JXB&l4Ya_l_I#LFbpvTY*!n zj^nNs*gx+ixwAxMzyU`K5)M<$-~R42)4dP;ply)b<0AT;`nEM3lz|(ZKOSZQUpnf- zgD!IK))kAB>1qSFy}hko!OqHhDuj&Tf2yjuH9G=P5A&i*J%9>xdcKOL>^bL1_}M1G z8G+CL+SW5&3BPw?b6G!EgU_L8mlBUS@cL}B?^RatviYKGCl(P0c|?-mT}547L?%&0 z8~n)MpC!&X@B4xhl&yNf3+AZ~$>4SMekZ-!oj26JHp-udzn8SJ>Ut~+ooKZ79S<>h zU#6V#lV_M$p4w@_>I9s+{$9Tb`;m6&HmMcrH*&6@D{gxV+~50lx$FV#Iyv?Yodx<G zsEO?Jp@$28t&{1)x$pMvGJlzhejCRaF5(ibbIQjoay*}(`&L@00Y86WI;sHvV_oBb z7*P!L=;h%<lgFUfwvK2V!1{zgjG0Rffu47@N8I)|_D`&FuH!!Z@ZI~*o!3xL9HX62 zc!NB7{N3=j4CvN;&3~zKkrz=CwjJw2{73Df_Vg#}TVMY-Hi`J`%9&~jYUnzLG+l+$ z_~2)9Cwg1q4;+*v*puOJi7Ri@EZ#%^tg_V&<pSi7y{_r7BVIT(<Hj(yi?<Y-(tMlH z2^YWYA%d>wKTz_?)(3O2r1fV9iZK`5$gR5`dPm}_xub^`;=ay`+7<AEkRG!{n;VFm zj~c!BgMG0Xwg|OrhtB&glxhb2$}#ciYiangYQxP;`V7QzKb=dvqj%^1e~YTP2|txD zX!HX-vcKuf+Y6{?r7=)^_Q?#N;~)R~Q;!kPCggUIjbRSYz4P0a;PnLIaTzvJ;L$wS zL!Mu#XFM3KvC9`PSV@Xr9l$=O{{48D1NoTLyRTj*z#qBq$glZef8_3|4!dKnnTgqO z2+qIzdQrY1Km2scH};8F$Y(o=eda>EmMq;|^GXYK{XR5wBk)@<SvgXPC3o|F7mnS_ zhJ8|e4iLJAIU<(jS5^@(dl*EMRDvI9w|p10I1W6TV%Y2#g<gHLjMiTaedO_4<`2L# zhB6tW-07i%mI&nE!rxo3d&lQ`q8^QS!E3h;EnsK8V)uTnqz(2K`9km@)q$IVunWIa zIReGZ(Cw&>nyrTcuf}DXEKo;7`bg)k#C5#S4sIrqM*ZV`fl4O4j{btum;iWKd|G{r zXC?4xP4)&iKIaj>O92#lxQ~sqxRC1r`n&o%IJWWq)55hbMFaoEVs1RjMm!r`C;d0g z0ev5&;|&Ryk%zciQss)gD1qs8h#Tr1t$68TxsY#@F-?uOL%v7v;M+P+<heVSbW1$x zkk_)#BDE}q{hzinm%;l)(J7w0HiP`>u(@VWDEfp|2w`vWI(3fw)~%5j<@PCxO@=?% zT5_oy^+cbKsKEAJe6DvZ2H$zG-WwnI`8EzBuI~(I{<wg;VvnV)-M&jv)~KyN=I|fq zS~)&W;*n|S-IOoRBe9a$BJ77xmgSKk4R`?88A_)Q@H;t<%&S)L<At<xwO+uh%R5Qb zwwPna=JQMOC3IL{FZHv)wOoe0vU>Ot+DBnI?_p2YKY1vnfqTz&3^A8}R|oE>?0F44 zB^$4Q4}FnayI9i*@dRaGV9ELfaMSJ?!^U&q5RdkoRp{~3Cwi%=@xG_N-n`1W20kWw zT2$Bu^&#&R_herI{<xgG_XyvAp8p(EHsXT8R~-t4;78w%gj-MH`yJ%AHYWqG{i!8m zq7VE^sdz!9wQENs`razP><JGH^!)W$kk{ta@!_sO{oWGo&0w5+o6Aq#-l2|_`Qf3m z1>li_&LWu*aH`ELKWSqgx~T!jU|clv8&7GdGrwU!lgomYwGpScSw?*U9?eJo7~nkx zo@rn1bI}*)zKwW;Z4~x0A^k^H0r@eDs*K$_0yeiBF8Sb388$lOmGBeGOYu@>&!I=H z@8>)ZfAezRYbP4$iagGr3-V!K4JYV{KOpW9Po#9a4PM$O#6CO)JZuUp%niW%UJfi} zvG@ht{U}~%n2WqwkZ)z!73lcB>vBn|;On;<nI?c+<soZLU&#<J6L{J7zruZh1?2&K zny^d1?cX1P|6Z{>Y&XCMlgDn0mtp<cJNtTDfI}XerFAc1XB(uf4|}*_SAl%mIn}6J zX-Se@Q-{8Gn2yJx7yT#Kqq(0Cqkco1u$c`WqkX=ZFjI+sz}c>rrC>a#Pivp`f<2g6 zhi`)q#eZs;Yo|h-J;eF-XCQcQzm}Z<UMIcXN^9UHbdrPh^UOzp)BA;u+Z_-;7#Fw| z0H=cKn(w~FdK@jJc22{-@T?O55ry7sS95*768LW~_2{Hx8FZ;?5AoB`EeyU-2fD*9 zZamY{ajQkXc_REl5^z9khF|9y_Wdz2kEb&HeIMlm_ZIjCEzX7mRKWZ8y>o73v)~Wi z0i{xlI3MkPYPnV53qnG|H@`qPV%4xa@Sh_gI6U&m7o6L*{0GlY;(T=8x$>wPpQBu* zMDj8t?Br^`ru|9y{V7t;e%OUa6J?UXDd-@P9Yg_j=!>Q}6z{GBJ>TVBKsMsL$Y<-( zTZlJK5>e5~WFqdf;U1xYy<OxXUz$4#KO(himu(3@{$<9pumyh8PPTRT9_#XH<0M4} z@RUO@tJ`1)Lw{oHMZxz4=Uskk@b2mZotrTVxCesc_zDl|C@w9{Ywq^XzI*wG|I&AR z!imYGkW<*73tPnr%;n%2d4-k6*PthL8Y+bVPhaNKey{;=T^8pn=*0d>32m_VppK^h zabw}A9O}X3*335Hx8*ahD30NKj*kcbCVz!GBHftWQ+ddrAC<D&FNnH2LPR1z1Lm}0 z>Sf|Stk;L`E5*<sE!YH2NN}##)Vi*4dmyg&u@u&~0zNKJXUDjrekDVQ#rHPimv<63 z1$t0dw$t4n2R^_Wpjs)9_(?)v<K|U6?28Kj*tJ#I?;BS)K{e<S<ZICd*oTSHH_JUW z@aMy~YscweU)RpRy>$~j^aG2Lm;~Y%>AA?0lfZvxnmy-XXUv`#&-wht`!MMBXpCVU z{;8(i2!dZ%co!T4-lnP@`zjXi#~a9QVK0C@v{i_^A^fgK9mA3NFW^07=WLb#;`~2o zk5G%;oj+1-A`d&ix#z$Cs7i3}jQe}T-Xh#PO?+3Z9et)}#iI0*Fi*gWF1_~``gNW^ z-(aKxe!O{*6Sn4v`qTsOc_w3F@7DT!_n>o7lDe2N!S4N@roG_F!Tke_l`~)QzJBx> z<-7M}u})-;-n{{Ra5bj!y#@HKI^AWbqd5OV{Bwbt&|QdY4Q`NPU7xPft5%@S;!Tl{ z1N4#<{|KdHZqR$T?@(xi2aJDM>@Km#etUC{Uy;Ch+v@3gIfwiazsk{7*b$|mv5FOV zPQ0dkOp5{hzH6GAJp6XQQ5Po{&TZb_`zgWDH_Y0-PM1NC5D`1SO?ebL)%*#X*BRhF zW=FoC!1sx{CmPudUNj$(+V^=8eOVU2oE#88OiMMnvgu;J<6)-;*%j0Q{5<-#Bpmj_ z(CE3#S55o*lWNZ*U;XBVlKw;7<1n;+R&*J2049xN4idpG8d)FabE1zxcK!u9>gpa# z&3pI6VZO*dqat0@yIkljX14di{E>>sO(j^rgn<daM%1ZnnaP%YME%A7`K?P$INwd7 zuax^KpoiDb+J0)l{VkOpl0LAn_mi#*(ufaNQ!_pt-2?q)T~(pk2>$R_rn&^yo6#ho zkra4UoA;>yIs81Qkd&(*;+xM$`FEP|d}D}y;8+npr!Z;N{%-KQUoubE-eI2^k1g$~ zL;U&JAo2tSaC=IhfeQGnS{-iViN`*ncYhRM_Z{29Tq5&02T}Snf*#;a%)@$nppzC= zvU&MnfAcp7ZNJze@0GejyQ~QRyUJ}_j(tl_a_Q_h0q$#Qy>aaX-}GB^7Wj;KW%TZ) zO=>5Cpdf8qB=p2ytIl*AJ;V{uJNZ^-!JqUwJi=<RPiL<fl@$TsW^}LVopvH@)_j&? z!n&NA{-n1d2EA?J{pb+BKQYygK;1>y@t4-W0xdWndHX(}8pZu6=Z{|~u0otZ5T|ek zpQ=)koavFox*W99J}rxSG1KT(?g)EA-|XZwYfkW~giC!Ffj1X}ykrj)121wU7ig%_ zCm4B}n(_j0IoETx3GbI1#b~?tC3qIS68i#ls_h4{{PVy&MV*)ylL6F07Vx_!Cn5ix zJN)UYJ9KbfX<JU<&e1IivW;oXl~zps(Z+=MsFO5HP6u^=Eu-u4z-Q)*lMS{TsH@jI zop-<txT+A7_znLb6ZbMPu^je9zEHnk9({s8T5iQ~KsOg1ou$mexrkvqdl~;v`A9=c zAsBT76b-cu$D9c3`z?-}UV>f}NAlMfI$w$3^p><Z@@zly_?58U;RkJbRWK)2#3iC$ zK@Rx@rQS~*GSF2oF0b^6!Vf<=&)0)<AMxV7+3za!b(zX2u_JFp9eA5^19c4X?9Vp6 z@HzWgc!Im!fQMZz-3M?^_rJ}U*@u2zSt`+=?!XQ6PR4+_5cDDXyx{uz3VDDJ-cMfE zqu(S37j-r}5K<_r>TY?X?wG`PgJA%5VK?8?mXZR`)QA~9z+)G@HO_6ozNQIbky7yA z6clMbQ|D198&}aahkDsz0}1M0f!(?I#DDL>eta7L<2njHUp<kyP6WTyQNW~8W{7w$ zOLqEj56%TMA*pc&^~Wp%Q%TCGtK?s&%K)FX?%7x&7uwb9$<CEFK%XHrMY6nvJ&|ry zmf(5Cy7Sy1a9$wwD(5ibpkbzEBYWW4#K-PNogLsF(fRc=O{jBau@zyL0w3DPXcuFQ zezqWM-Vs~WVQ_ji{l1O3dM?#q8o#eHT<ohuJa2RO{D-~Zzb?kJsL=r*S&Dmc_Z<BF z5sH`v@Y4VMhH~lQ-{qDS6k7j)FBq<85+i>tlB=FajX1G#O{^pzcHZmRurZ4BtwWKk zB#iT_7n`S`Cx&w}ElHzx9Q=SFE%O+Dtb3}E_7Hxq;=-oW4194&GD*2qjC^v+i+&mS zsS>}JnYQ3@f9`e<-zftRnC_Bp#yM&_5*ICu-&d`hvWmfPG3|XPFM@UC+j}McXD|A0 zzDwzT@4rR()AEIvv=4fqaIWL4UH`S`cKh!9EbGrFkFf%mqpnu4Mw5WAKPX^L`H1!X z<Sg<G@uGQaFYgy4^dIQdq%r_+s%=j+xKhEtwq1}7g?^OIX?fNe=kX<x6NQ)?{3y#w zwpk_MNe|7;H(u~H(O2)5Yp@PKLqE)(b0Qo+=bE(_c+qWDBBbPxdhV~~!*P4zr*H15 z5x}}$)nj$v{|R}BSXrxa_z?;6V*&&44@3*cwH3h6NDmolzQFz@>Uz=&!mkf0tJ38{ z-|kS2(cW7K{>pXXa5n6M=yO^$8}Ll7)s>YZ1+QPQ%IFI_aN5x^w!yig_@~*RWPpBw zRr+tF*cUgZXJ_*8{)VTDJ62zS-%~4l<zxN0f*<a^d>{Fmt6706cw}YO91jOC-E3Ez zT=Rfm7k@A<3V!&Ff783E5a&AJj3eD^@FfLX-hzGLefxe1eaH96=lnb0a2oqv=8-{$ z-wUerntk2^K0XXwkHfx(j;U-lr2xmAiT_2tLtW~BuQbNC;eQ){?a#-08}Qx~SlB>* zY$G&`a0K&@4lXHww?aN011%SRflr>fBQ=9M3cVi_d!oe=_m<|bC5*yfax5Iv8%Ml# zK*!HI9=b|dnss~z_)NaxV~3B(pRkXUUx&VZq4Jj77~%t(K+eq1#W?2?WK<EzQ+p;K z=KqVl|H~tmtDi!lN0m0WQ}!TVDw$n$C>s6h2cKmOW1ov}GZh3rg8$wz&EdTde7l+S z{FRXt;g?(d-Nt6*VH>WrCm+Q5*lJ_gttSr4D|anpfbMhrjq=6!;E$Xst19ilVaHl? zPS}qD>#zYO&g07E_?d9vL7gCrO2q@{fqiB3(I)VZ1<R>y5r|`zIIc-NLmbd!^MYp( z^#U<L-P9e(&;3p%o&pZ^){RfTt;N1ge);t53HY2qt3(dsq*phnoi1S?rmoZF@6J_v zB3M;tr;9o!+WmWl!2{`%Ym$}%k@r6lAvI47|F`zUVjg~#COvt@`~mRVT+h=v54>|b znebsh{%)&Cyb=4+m%8mImkS*C>o_lmd&Jrr0y+9|o+SzTD#6g}sHR%&=z)W2DZ;%6 zEum8!C34ijIxmnNbzp!Uw13G`%E$VjG?+=ffO?NbhK=8Csi+TXy7*1C5p`Y($12wF zdS4D`a4*46thZ*&IzzW;y1cp52;P*Ka{0*O7;xk@X~+e8C&EUppS9vDKCf!up5{pK z06mLb@gC$UMXImeNCtmc*}EPNyx)rF<Tiuf2=lz2V1q})FxHHXFq{i2hsSJM&;hc{ zFI@p%*S8Pbv0}Yr|LK>I!JiK9vG{8-415Vr5^9AVtgq}lJGu(~*rLgF_cQWs8Yx-T z&v2d$t-rYfe>g+m7WM<5%o)`rG=ZOzgBE;?jljhq>iSf~%ltoOl-jY552jtRY2U!V zT(jS!;sSg7oZUk633`_LL)jn4fm4x(9y8-yvYy~EYy|$4zy2LD4?nCXI$?SR>$A$u zr!NA1PC2SfdkT5Sa1z<Zce2QTI-S~2?gBgNn!ObSJkgt+o;!v0E$iIx8jtf|b&%gk zd<f@z`C~Fe8tT6^%$i##5r<8z`Rq%?x%th#Qh>)y4Z>SZ@LwAtjsry42P2zc^XN6` zO9h$lNb`}WV94%y41GISi>Rmy_UWiX_%(#Or3Lj%lr6rF1Y4~<uQKS`H<n$$qyUfR zH-C8VK&N}Wx6FDN{?n&@@s|ej3?bu(ia5~^@_g0f##>*^&+{CXkVCz_q3zGo&uW<W z-JMJ${??wbeYaJYi-5iesfwAIIsANmEBx#S@cULas)iWoOhztWQZi6iB(_PMz=rtZ zOGkn~E9%imkIBh_|K3o3_DmXf)p&W4i(MAD{<A(Y5B#VxPqlM*?rVdD)w^Uo7Jl1v zt*IXIQHI-PC-|!{$rmHWm6(TAaN*vOLs-A<eVK;X*UG>%R5OT=!(%V@?#?}7ZRpwe zC>wakRd4do2K>|B|N9j1NrzEQkQtA{_viiT$)Ph%ER6+~A>XvbyLKA!6S>*pM%G36 z$Ku>n-N)cRZ*2s2=dhDA`MfqmJeGgy_Mo&i`Wfb@mV~&V>uHZ4vVecNZF$ek<Af7o z(5=>&1ibj+dIhC7c+x2~3z`Dx>uwuUOw{lbZN$vgX4L4@Uu)FcLjv68<*HDF9Wqmx zH*g^z#ni!iR1W-b`JBmgN*dw;6JENX`p7T4TyszShkZ(rv21olT|C7eKb|P`0}-7j zmP5XKdw|aPbQt(ol|@tz?2or>f2QYo)Ng#cH{RX`Kjise#2Mh+P31y&Z}1tv(8Ce$ z?;!tdZeFAdKQlmS$B_j;Z09?>_{JD<guv#N5BQ$NC4ZGBy1{#|<X^kSy{j9)nK*%S zt@qXK*PIM^3&Xig4%p8W1;fthbIirypJILnyKxhp9@v5ZIo=n;R17~Mc0A~-fgjeZ z&py5rc4w%fdt3+myHBz)gyJW3wDxNsrGabLyvI^&4S;h)y$+Y^ac}jBR7FGN_r5ZP zvC4s;+6;aDxCq`Wxv)~Qbq(kK-Q5duuq&2y?n4!b|Hey?%Ij-Fr%gzXK2eH#SobyV zx9|&vCrxOdL)Ty|SU6*e^=Ug4vAU>*J|AAo%lbIS#SzmFnPCTVHv3mQj9?e8(k<f9 z?YO)pE0~W#?@o^jD#U)RFW-v0K!-lWGN&_Vtn3Mk-Ik`!n9G+XX|5uKc)LKnj_s5U z=1H&o9&$Vmzd!2LGLJ`2+FLrqrO=V~&kfdN-38*+O^=|S{IO#E$Smwm>!?$q1MqFa z!0x=;0_-!iN467jzWaPOUr9J{@2P=w6Y@=m2ss()SSO7mL;+>0&|}-ObZ%kaYm9ye z1uKHDdEYx84L_eb{AODSe9A_{Woyqa?sA>V9|8Vv8XJ$a+TwgqTU0#;K7O6}B9)4t zYv_iHZn+|#cQromKMK?jG&6W}w?SVyTg3a42YF0;kzrNvGB=;&tXT)ams~o(DDFYL z;Bfb1BHnjqVdU)YeIaEoa!<`sPaLgwB%|>i{{9SK!_lAc&#AX7sT~oY%olJx!oKw$ z(a3HGAIx5;O`g;NAK#MR42S+KQ4v>r9N*J-IeAPT{XwzU{`@!s9dNH*mKggq_A7ml zn+5U_VTVj|j*%l@G%{SIin(oCZP$;R-LWU+CixtoLOzJcWa-<ZJJ7XhpXWUBLH<*C zaXv-_cwcciBq#uW;_nlFZNzawB7?ElKkUZe7Ay}VfP0rjnPR{f+&1%Tcke;d2r9ej zybpOH4vtrulBgT|v+~0KA@Hg3^SfcJ7md=ElKTMk^mVtN(!eSHpC99@zauV}h<R@f z9x7<ySa2{C`RWn5wiyBV4V$650bcm^C$XRDU<dTsgZoe6=h;tejGu##$YGe@OW;Zq z75CZ-c)s_Ewmvg9)UUGEhWKeX5%!2&9<5TuJ*UI844$yVxz~34<Pnb)src@R!oG~h z)lSvzLqA}yl-%?zc%nk>5A#seKTlY9Hbd_t<1{P#DC$JmFVD$N0{b0Hn6Pug>)c*_ z>~F-1I?^v5F=xy%&xgdqwN?ZD>3=2etW)BAzGwOotc$tD(-+O+8xg;4HV6}A{VX`o zceP-iT*6A);N4$#gqQ27P5)Nx2rjulQ={E5e}+VpjTV1@Xyxs?KjOV6(V*&=h##DC zuBu7Nqps+bL&p{q{H+uX5sx3{$8k7KRbc-`D4$YwAnv7ksLd)LfxefeQzqAu*GTD; zXZ(8tKi6+4Z`p*d!pc;9`Yqx;F{aL38}!B8va_d#9u}*0V&}>Z@WyS-RuBG%_-XXO z?tPd<ITmM*OXHlY=9VOa2f9=k`JOz3eVK2r(!Yv))s-P?<0Ihp#d_g#;1fOzbB>kl z;E^lp5xSL_Q*!eLN6%fv5w{DD7l5a=Zr^fgX$9_1hb2ClhTW^#?D3(2zM6O{u!#)* z>ewBbQ6kJ+jMM(lF9f{l;y_t2;)lQXP1(_?@A%xQW$*>Or{ma_yH$wy4%S>f*B<~o zkPPwRx{0|1%?r7w_MqNz=JA6J*t;Kj^WeM@_{>cbi@D3t(SCI&|M-UUJMC8=MvVD- z(amoEg6s)|2dYICXEC>|<HpIGz_r&p1yM)Yke~R<<7f*W(7vFqLkT@Jveer8%?SG7 zYt*$0^x%)2%FV-Z&gBl8{`yM;-J1Va?rX&1g)|?(b7rBQ=RB3^<qX)NmABAZE&7WK zsZ@6Fjng$84q?y)KIW^ECPL46qp}?34ZoFZayGmVeCl}V>ccrt@EDGv^E1FRtAfp* z6N9Lue%VlJ3H;%mu8&QIA1IJAm20~S{zgX<-Te>w;dRdZ3&3-Or9Z*!*cW=%eM$<z zo1Q$m;%@kxfZR~I3%;ncTu35B34;$?jL1Y_Usf+{H8c!CC-Lz~Y1xE-?U1{p=LKG= z81jG_e$2%9_}TA4sJrnV+GN0fP;l}p@WSsXeBu{hnt^V0K#!!=4E;-_4T~A55BTM) zMbiqqr@3;J&I>p}5-QuuS&DpIv$51mKKz_|yiD8!a|XO-3OGbDZzG>_sY4O@ihIj< zH9kZ4HfPcOfV|y|La<&v@@`%Jv#R9aJ6cC%FOp$B97K<Nzu<_vy?c)xcqTEI<HC~< z&CsoqFLe7}2ku1>H;-I|y-g-L^(VeXKI)L-U|b5$!x68ER`C0Tk6%ph<NFI-iC`Z8 z0>A25v1E1&dGK4_yk<m*quq&~=%>P7FNbM{OXBau>!^q(G2bERiiRfMH!1dk(t{rG zCcX8*H0;AUQPIiUPT&uZw*743H^n?$jQ@_H@BW0PhQdAQQFo1>bEHEje^HPo@C*E) z;`7c0#AAWWci+)t9St)MeV@X9k-TC`+)#lIyUuiD4Lm{b^1U~^`=Bs3sQe%5IRe)B zxsnmDT{u==bGI6Ch~1^YwJh+}>VUq5m+(uD^mEglsFR?3=@oez`Xz-?z7;FteaRJ) zV`t$<T+RGAfS>$bm#Y&kkWW~$Wm=%XdX&3(?#{ine=?~&)C1i+Dx8^k4{)7V(eUkm zIM2@lHcS(74s$45ej|?9j+9VNF@bKDds6(~H|T7c#}-`2z{C6}zyCuV`=dEeo|hVZ zPDA1u^IC`>{`QFbi9pZznpOO;41OW-X08T4mq>b;#ieHOtw&<XXW{R0`%KZ9Px$*H z`9;DL^cx3|y;Q;LAN=YOTImhEK72ggKOJ$U%pD6?tYf1iN2Mg*cX8*N%A=#uk)AP{ zSYsb9li%I9TMuBh*E?+z`Jlcp`lCnS7pnIK^*#BDdQ>95?e8xThwY5m4N~I%lfh31 zlMA7XlcWTEfZzKO;z;vt8U0A~gMH~(-_p^^8cW10nMWyqesDm1x2@UPfVvrr+JBg< z1>7pQ-@=d2#k&8lye9J6bAuPApWK2!ASWfAF+l!om8<vaHO%Q2W#Q*I3!E>oA87?2 zmGiyWTjGp4ofMH%qv-qmGf7&==YaW$PWhQ3n4@@Uvy!_u$DY8d8>=SMXHPgY{6(-G ze8(?cTW_~7o^rfv<sa<qWOPXAMl$CAun$jg&STETeWq=3tan0up;VMR=IcHWb7qB} ztFr(4;EuHe>bC~u{R?pa!T%gxcRUwf7q&CX%B;*X5*o(ODl!uxgp5c?wn9QiNmfWQ zvPUwrM`e6b86hi5$jS;uqRjX4{^f)3y!V{vJm)#*o_p@c#BEiqU+yS{r6T%j2;r1h zPN3d6sCI>07IAt{!0Ai3@qc59il>jA2><nc@z3A{J~a!P6#{4D<l5L+uYeb|Kb>E_ zh;xc!lxKJQ&w`u}mI+mWKPfg@?&4JJ_n!gH$UEdxFNG$%fbUi|r4ye+9xtO>ygR4H zjO(p%6XL)Q6YZC3?4w3v3;W}jh;z4(d=Q4;(gb)hYzrdJ2Q0bgk)xiPc&o^{7<Kkn z`IC~sKRZ*&eEJB?`I%b}AM=6k_i`g9^9}lY7Cx@6ayk;E&wnu&M?8Hkknx!w@z8^J zkn0P0)W~2->Ur2BM}yQf1J+~Ymiq!jFy=UHi81`==72ieVCW8u13^xY;q@0O2SP1* zabzpLcQ^BNM70d|uT538nIEq^9Fxh(hWXKzR+~8{nAee%H&6O)SKsDX>qNfiG^9fP zD;D`laaxTTctQP<VU68;arV~dRqXBu_e2d{RW9)FDZ_I18GP@(WA>N8qYMYi?uxYR z&ezPeV}~CZpPRO~MSS^JwIHz}gm^sS63kMC^;U}(*b6=redq4iNW_V+H9GXM`S6>r zGvxD@$m;^b{^d9TcQTm8>T=L8Lw9lGw={5M%D*h`De^e!WY^9p)Dte6b_5Hc4jSZO zV7&)=o}%LzH{x<Q(HVEG^EiJ~-Jbaad3-6G_x*t?=!69^`6LANr4%gj*ao5>Cnh=c z4|rPfy!=!>_}nTVpT;`$E?c#3%0%3!KExkR&xZA{lq{J(gLoQ3_kKPP`}0|v=a?H0 z`t^wGEqP9WPqjN65ra=MX4!dkl{pZI?h-{cpboeE&t37c4(5(N=*dY`KwXVZ`RD6a zN5YP+lu_9};6{X{(DDTO2>Rl5a*rc#*fH+YK8<rm6{aEkz{^C|G(9hGV1B7k_A~!M z2f~R=o%&BPxHpt_EK?ACVRW4=q!N7R_}XdfzGn0d=Gg1|jo^H>A-Odt;#TiCsq7)V zkA-MG^&H}aC;L^JG3?`4m$$OM$al`U1Z9vSKHb3uQwz(Olk?@yHL0uMZ7vNz2NBQb z_r=;T?t}d@2C@i1=TQ0B&p8_pUj68#Q$OOwpr=BSP&Llq)TQ1!PmKKF;>w&Z_OG3Y zxMUmrZ|hi}1p)kkMXsdGU=Dq00eds4V87YsRZ92jfD8MtJ(&isRdtuE7iqxXG*#W$ zLU2DRSI2J(;BwF!b<8Up%y~=b&d~&K*HvJ>Rj-Tl+p-~p(JrWup6zlmO@r>{rhVc) z>~egnAXebCBY{YB$SL%-1L4-E7rhm-xcB%f(a15(Yn{~kXsiO9Q>{8MlK|YAVxN!e zcnaS1OiJV6Hte?Rr7~d{a~yhZuwTSFD+fKV-2e};`Hy+EiwXTnUdk=C^yuFd7@Qxx z>qxNgy)Ak%5Ip{~?<o6T=!lgZ%q7r2VoeMj&%iHimzH@{N`Oa~DHrcE<9quNGIku{ z&u-^0&K97)<U2?Az!>@9&!=4Ch#%Y}rp7|B1A&q!A`Eiq#|pVXKMNkQ_iZq1)_LI4 zHud6aDEeDAw9Xs_pS+>UH}F#i`P)drYhOFq`7f$yDa8Lx0Ued?f8bZQYVscQL$|GJ zUSfsc4LLskvF|PN-In0yCFFCwA2V6#!Kcp1Ra)mEe>3>IC_W4QN#>it%0(^ktd`}^ znur@4)`S?HMC8N!NM0{cI}&aXciKE(1wOwY+#aUH@7jEciR3sR!L71a2KFk_{^xqV zB<_jxt~;gEhdwg9x5hdGxVJr<Q|-nb2SOpe;nh!v!7s}X-#y8{8y_N<<**)6dejoV z;Kye4QLk%mBA-}`IOWWNe5+Hn=X)>a<MX)@9V<aTPN!-cjJdvS;_Es~w8+=av6pW_ zClS*;&UQEfcETWQ=L)+?Fw1pr1Ydhr&BtH{Uf0mp@I)B=>Q+LS_|Yehgxt_prB{ec zlw2v=0pPz6%_N<3u-{v=`Ci>$F+b%yiL?<b@@cI>$41~(^ofd-R5{SU=sN2D1Fs|# zdXwAd3VcXP*?iFp{(QMhBMN!1_tn~>Zv0&}TaGCQ``dEaZR%zy`q>i>Cw<w5zlisb z4gvSGRU~qhZJ_%LiV{C7L%)iUlG@5q^cAc;(xKh~9wyvg-mRaer|dCSU>&2}%7& zSf4$_9eM`P*XVo3RkK);$A0QI>PEd%yJ2{F5ICSn*G}cQ>_DI_N>BI%eJ_pqdod}4 z1HoT`I;p+Ho^U#2RBSZeo^V8W*6ZM~13}vOP*p8nCs)q7?majBYQteR7jui1ofc@x zQyd8MojN`S>cD@I<&od;yUEd^@98X<&w6O#@vD<~zpjb$xA3Fsa);7`h!-{lv$D`D zh~rGnK4q|jInMVSR@#`ee#NZkxd`g->35i}BX5>`rJSh&{-mRJ%kJtG=wK@fQ%p3N zgDRd(IkABCxLrYFB8t8nFVBOg&LV%X%lS8s-`{UDZ`Avte)osiuiXUkV#CAnHyiqD zgBg;So}*u9BctaQ3C?Mx`#(P04L)1hqb&!0pa1KPy)<8NjwmD}siPP9JQ>$RS_kMw zJAKDaIzh)s70TBe#J&)Rep2v2TpxXy?0`6Kb-IV;1>!=X5-VFB0sQnu!@kO&4g`J% z_bUOwo44NkR_(z5C6*7I4r4}K+@azzfS$@}?n`r%0)HPkK}z$+f$(Y~?Z4Ct2ZDTL zq5d-Bwdp4zaT4$(<urQP$5(NG0M|acPJPS+y?er_3a=ZiHqY`Dar6wY#B40q<vHa5 zz0%a~oLB$bQ;*Q+^-cbpq7eE814WLp2*TeYJc@;2|LL{roYde4N?|^Zo#x=L7c9CL zgu#o+zXtgt?-&uOmHG*sW3;^D&kX<jx$;{&7WhXNnyMg-_$^CX_a+|CXY8F4KJ*#7 zz?X}s)ERN^LG78B6XFHMgKvxB_J}X&8l-!NIQ^mGb{6u0z?HPYQcui9F!E4&v;v;| zH85WJ59$z7dWGK~q0Z=78yvJ3eD(yfbwdhx0nd=5auLp7g!6lZ=|bN!4zbzQah_Rp zJkr4bEmkhR^j(9$P>FR(n(WSn>u*uT{uJGC3j7bR-!H)Sa{_$x#QlJ;Ex@7VfRgvx zz=@@_+5u<aP)Lr+4~cZ-dC^`{H~u&frrv!GD1==Tz6{2Sk~<KH7gK#Y+3X1?vR#<2 zV7|BO_uS<D&m0Ipd}36pFJYegq2~I2%<EHP{E})!0$lNXlMzycc_<q~tpo0`cPGzR zkFf4Tx%Y^b#~lbB;j3$l4(PkD`IWyPIORZiFOm4$fzYXK>!SPJf$-p(+d;9Tc)S&P z{fwp~p-}9=EDw0=vSSj_@?F$H2<n0Lz=@V84PQe}0+;$~qOP>V4$j<nGL8m*|KhXt zw?&_=*ZwP-xu{Ex#+eSnA8tF7&HG{<o3t&f*u;^qA6Dtzf!*jDzwZBy_0C9no>H{y zZ+Fdu>JW!d^_4bV(uS^gu-|$ZJg-?zN6dv2x{{GaQxSAPuZ%+!R+FeFZEe-O#`%X1 zCiU+PH_)$qSMzN({K7Ng0mIe?;?!3E-Xg@E@kqM+JK(F2Iiv&_YBBF^Plvf=7jVB) zpZV26<YC1ZW?c;t4=?@cYM92kc7fL?>w&{Q`c#j^5x4C^cZjAsVb^KeMBJI^cTndc zDc^!__;I-Q_7d`F1&;jcZ^&c!Bv@)Ug4fF=56!{P3zLFUL=o5aUAlerGUB7+VvV&r z_{TGYI3gW2=z>9&*Y5HGU$ZIrz8Rs9TWg0S?J@dTxJN{;LT_$&X?KZK0iT|iQ<tho zoE;Rm57CEy&}qA0trO>w#^3(Byn#H;JZiZeJaf3?j^Z}n@5w@?8GS$W5XF!5yZ5Xr z>||-10Vk%1FA+y=K^OU0G%tvC-_Lo)v=02}Q%zBDKE8+1uNb<$$Qz_24=OsKe?v%U ziCVl6`o)vz3f*ha`R=^en#20&-F_QPiG4abA0%Tai#WVdW2%OA9+9yjIDp?;AC8?7 zz6gEKEo%R+?(KA6PrnrPBc_^g137l=bFV~^Cv*+tN1w`62EdEdKaTCr&#|HJA~u2D z)H<3JE?xqEWZJ5>gZ~Hdaa3+09%lSIX(tcd{?vXd!4P&W`}K%ZE%>5BM!w;lSHNdW zPk~YJ&5XUZ@;TtUmQGAwh4{W-q`Y=MrUGB~(Olbe8g*-9zp#Vohl<P_CjJS&mfckn zxT|Z0zG}0j#d>*!`p+zY$Iw1p%H+C_{CrJUEb2AtwSs;pO<`x9kH_hy@%_SeN?wQI zeOV+5z4XHII);2yUhoskYL}{);PFRCZ<<Sg#p`}bie6v?|GAq&9utOss(~kK53RAT zrHAsZ{^I%N`d3pAqOX{W!st5kvHL0NRR4WIKElU;aw-kDL@r;_VUGIT;i@WMFX(j> zu@idxp=Zw!rnmf|Yk5}_y3uc7Od&EAnF_s@gHU@O@nTR`p4S(@Gtwnq`T^cr`c`r- z0PDe9FZ6f90{z)?Kkf^sU=EhgHYw|2_-_qM=28*zH7)CJ#>le*zFxPthW;IXKt6_B z2yswMqF~RE10l7ZgS8ob#*3@k_RSA~<0{o02H=fnOkLLa^uY`0uP4vr^>R3g_B-l; zKZP<KEl~%4M6>YUK)p?HgTMLwJ?Mg}3~3^T&|B^I4u;Jm-%HojrQvZRu%q&r0RCXr z`n~8h{3-h~T?!pH&Zl!MQ|Ni`*5Ali+Df3yZYB3qM4_)~(WdWA2lnUcEMX%X{XYl$ zA3eps#9X!eUhEG0oTs5$)<eBCesE5b9rZe+JnC8GTd@|C+5JBecca6LxR0SvvLI2R z1w7`N42Q{G*n7TBZchvRTKiJ|AUQd72#eo;lcBS^#e9jH2A=J!(#^>GhkWAGBwsP| zk(2N28#{hO7s)(j6c&Wn?Gos6!uwAhak5nI$KU5Yiv`rtZ|{~orHFYHUp($sT*tbS zh$tt02A`Y!+9NH8?<*-6F!t>b_=W6)eP{4}%a6Y&K6nmsELcPS<1FTQ8~NVku!k;q zC~M&$cx{f6g{A@G#|fA2Pr7)VCK1=ydBmrgdk#5aEa0F0p4t&fIF}k!%RU1fl>E1? zxs5ov?+ot^!~ei%G=zP2&!_iriw;~y9L;2{Ay2-Cd|8Hh=&T6vzE=9>>^1m7d9i#B za9d62WnUZk&|QW8;=`NJ@dgSU;?|%yy}MPy3Y?xg(m9cae8J+_kIAEWoGU9|ulfnp z^=Aw2-c>+9_VECY1Zm_6&OEh`wwwv}@A@u=>Y$(AQiwee|IgPf^t}^<&(mAtN`v<; zBnoeo>jJJBrO6}!7lSpzA1R@(_n*aI){B0?z1jP0MI5MO*Z;GzI)c3Lx{%)$RoJ`B z`;C_$ac-4vl!Oj-q3qh!B|Dt=rM2xnH2VY3JJIm}c{jOo-xZyS(ARFgM?bd~eF3Kq z%zfF1JaX*JdKEQvOcoo>Ip_~0x0>{v-tXRH_Vu9$c*v=Pg-Ms8TYNa@e^A&B{QBG- zxg(b7<1^v23P8RkDdg82FpP60W-ULy!XKO{&y-CyV?Wr~Y4r=iSE_ATM}emfoW`^p zfmpv*Pgk!o@T7;@6Im9>r<h&iScGt1P^9Q*3iu3*+mDD1@R$wHXIE!|{{_A)Y8=pQ zzFZUBU|>SL^EDQTbU@x~9&Hed{ZvmWlrR{FU-k}izCt`&Hk_k111@z{bY|Lf0XM!U zm}LLLy%WqM_9L~>1GW72P9`8;zBpC+qa5~QrQK}|oL}Bn(AhoLdZ#*(<oh|`e1DMI zJww>{v*}N^7ceh5E5AEr6!9&&DUcMeTV~A4qb801ynx=h<2aWX6l_H?5C0Ins_qot z2|F-bFQmtLY&VL+8u#z0gP+WOAcuVV!Hv3@HpJu6ooku?_<lnjVP1TQi_Ify=^=H{ zbtJB3nkoS2?>dzF;`^3YT;AGSiv6gKyrK0D{e400kukoQzgmBGdK2-2evo8a2j?A9 z`(?c87O)=*gzWqv^rx}yQ2xW~WFO5V5Bh}p>_0B8{<;Hw`<p<fg)8*26W;M@Uoe;Q z;Y8F0<hwD70-KHS!<tN?HWkF}yxxI6ZAHx6qj(rvhJCCw>R4AneDR?u@O=-wC{KDL zK0^t=_WZ{10eS_~<LsUR<WuizD(94DP&dBAbS4w|?b-kQzdQm?ttydUVDsGV$7g!~ z9&s{fI8S0Y27HDz%;q=pt%b<<);2$&Cz|AJm*%71Qx~fmhy2>NCsMM!3H*3ORQWvg zCOX3Dq_r2|M>Tq6gW#hNxa!XGm7<Tk&Z(@m5`9Uo^@^3~2he}1SC%{q{o>uV26^}e zk&D=e-U#gH;;MY%UDyR<#hcxEod-Fid+QINPQ2Zgm;=6@?IvWn%ilM}IC)KC5jVu2 zesKo>6QXplzmI$%V!m}akQDb1h?oZPQlQ>!!Ebk63VGSz!AHZ`7n;VX2|p5i&p)Yu z+@O=O%}MkGOCVmfzFQIo?mNHWn|o&kyy-tV=7_j7!>l~Lt9z^#x%4QdIue3R(m#Zo zqJFUver6Q=-GBO&Z?ZCY<Xn?QXb0}C>UctW*9`HW&#g;N8Rt3n@Q*wIo;QgvD`<i5 z(3~jA)WiNzHDyO~!ym}CuBFr5Kz%&E_ec2(c%R#T7CYECqpoY#h&=4wl-+X^`xHnS zX)tMya}$ig)kauv89Cw49>BfmiNxA?#OoOHsI!__XX@k2-*P^H7tHovbHVeNp1J+o z{}KI1<Rt3(;AP8q9IojAf4uEt1~MJcKU0^`MjwEFD%0+@o?Ga@+)L5pihVlle^8kw z32~n7-oIholhwJdFt`WnbYH-lMFH#Hp*CSD;0HeH-AsS@82tUKtDMS9ypO*7uUX_# zx(C>J>N(N>>M!tULmu}5RozSX6GVPtm)}AV0dJpKQP<FQB#iak?dQpY?smSyp05sl ztvUoTYQ#Nd;g%@@DdaDHzsVQuz_Y%`{7}$<|7}R!xl;yRN~$8dAs@QzNab5a;9N<j zByZUn@CsLx*9tz!hvmr`4r86NVkv3oq~RZ7S<=a{<LPfd%HP_!5Q=81fBNBh;qHe8 zm9T$=l@8w}e1GA%8}qw3#ULHN8V>&NC2=%$IT7cc_Y2E^0&f1?ugCRA33bn@z!&KQ z(1}!7=o7u5Pram6B1asSAkR?tvjRR9=fvt+fWN&^uRp4eb^alu;=PXZO#yXNtCrBk zOJn&HfnOuxZ8fF2$ft)xbNqc#7q81n{c;cep+`TP55PZqjWxP%Bc4SQ?hb{7p<XGe zJ+0x3Jb&hcb*m@%rNDt$Qfu7jdfvS71pJ(sE%^PD4o5<>0$oye8tOeO@~N!IGt@Ul zU$dBC{!H_o6o15N!t6U=UF_e5JKl0kcpSz3`RLRk=y|ONPTz%}WhE(ZHypt_M#Y_o zxqvyVQ+fuwb60tNN>Xc(PkZbw%pqNaE*KY^WsCUTNAsgv?<4f6dY9li@Yi)Q^H=+b z;13Tn=?asO55Hd3wOj$u&WrkdL>_&!?a4g>z&YCP-&Ibk;C0%`$8_J~_j9?H8~35R z3Ky<waX=rs)bOPaI^T!APi<mdcH?XA12sOx*Y=m@$B=K(QEWRk0H3A)S)|*+{(Oyf zG;8p>Zxxn$vhSjQI-A|_4GnNe;rqJrAM~MzH+9O;q0d!Ks_d>N*4JyOoNxkpwO7LV zbUmCe6|W9p$3E;FBh$31gFPhojZajA_puJ1i6KJWUX$byCG?}Aj9+aJQD6HcMDOJ_ zg7p_6s}#G8y2Pz-S2nN?axZ(BJ&+&xM97Nm-s?)S$K90|dU@JTb?I3m=z2M%%7L)I zw0%=TOy~;_dL#3n26PKo$${`=*jLji!44_Zkt(`0t5zbRgGNY7w&Ha^m;_BF#v^Yz zuvOU>jyO#ftl4_ik#Lx<>V>Hf9=AEodh!<HCPk4VjR|l^pUKA_ue)@3?V-&$KG$QW zDrt7a?c(Ftu2W$SfqJiDp*#9+qG$s+fqx<Mj(QaEU+I5)#i?u%j}~?)vQu{Zj-{F` zp*y^w@$==>!dy0KdBKZV-@9e8_KBBJcbwVZnUak>@u+d_b@1VcG)rNxXyh42Dig-Q zBYnZ8E7x@32gW()ckdD9c=3!v9`9?_^6rj73H($<*>|)K`jmdslP&m>$LitDfF|_O ziW-_rARd(}sXa`0b0Jj!mEb&zK91yV#mSz}js)kH@PGQw;2B!&`x#(wQ?JU)1lw?4 z+JnRM=}qX&;-rix!B_2_Dk>i?W1l3Si$-FdXy$oXw2)8VG*szhGX}0m+m>oR!hUf* ztMFTgPD^>{Loz4qw!*?t5P5<3gFcPj`v<`+m3Hs@5P$YB&F3fd)XN!mMK$Oj$lJqA z0=sB1Kc)2+zu$Ga>p1WO{<#q2Xa5H{Uz04gdk<Nx?P6fB26RbfYPN*m=-VGB-5Yxy zyw-PVff4rGDwo!K8#>SZn1@Xx@FQZ~w=a(v0v}61nkd^No{eN^3ju#Vhfe!#UI$JP zZ)OVOoafBn$YHl`@Cu#%?iv~38K3*>i{s!|@2C8vo<WC-)iariKt8U;kUYDAd^TEs zZ$uGv?FvT*<z>Vb!|O7$$m`$A<dc3*N8Gxv;Vg(b55a$#rBz#jKfxkFo4`Ts{_)fe z<mF}Q9i8Eg$om65sN64u??>^lD80tLM`le=mtd!^3D-iTVc&6QNA`KsBM*BdG1Lrx zdb46|tN$A2)z)VBzk3LrF-T_)hMo6sOa)%V-zf=qIRnK|2T^*v{}eauh_hN*xB>T{ zOmVYwkD?!JculMo@$BW`&8H#YLsVsbvNGUTjJ)ne2aq?EPJ~3cVZT+Yg1H3Y_iwNI zGd%?Uk}a8d$@~K^AaZ;WCW$yE^o@V45A(-wGhMg^9>!6s_^@mQe83@NyCW04uj1_^ zYG3diiv%)DH}L*1muJLLC!i+viVefQ^uG2#^s65D6R7>CX$AFZM)x^s@E6TIw{0DM z+_zG_5ptaxeU_j1)R|3U|H8F@>46{oI^%Qa+;j8;Xb)=c_T4|a6cEkv6#E>oo??K< z%Wae1|0M+-uaDBc6#00YBKr-iOX$OVe^)sc>;F2PJg@5?@F`vOYbS8Y_w1P0WAxFC z|0QOOjRp_$tg=%2jy^n%2Fc4J&{v)obJ{$^xvOrM#pgD__cZT2UZv3S0~ue-Lic08 zLVC7H7Uyr5A01!^PI$bHA-r&MB&bZY#8l~H9p6(eZi9#Ps|Fsh34xBT=rizA9sL;W zXBYJG`}LDfMoV};%Vr#XTPx;jNDc*t=%C-)!D*oZxaN_+|KdO}`Z$^@UL?<=9%vXf z@cRJl^1h4Vv<&7ECAC*ey~ci4*&Z52obqh9W;DY--6yp<Z-sck#zFdnn*sO8JiMrN z6!;=;Hzywt+<A0j^%#>S^rAOpQ#Cfouj?N%`|iO0A7#?1;qj&8{H9vifBU}?=S~3+ zbG~;}-a=egGcL3h#(rygDgU`ofjl6QZ}Mp;=D#=}sn$SVbM=zCq4r<&Q&Lg<p<Y7% zcW}$R+W_Y;IwrG8X2Boc*zJkc#rX%tGQmJ57lQapX?LFYE`+oUvED1N2VWJYcn${W za2MO6c%d8Gq(3S?4ZjHf_@wKqJ<jKRAB#=T!a8cva*^i(=gr8Oo(6zNQH+PDNua)? zYhJGM(t(gQarR&Ddk4bh#&a?&>cDr#_DIFIz^Po<@4hoQ_tWxlm}5Wqz0lUvfLG9U z_nxP&Mcn^TbTaiH)_2xa@<gT-)<6D;t63=SI~&QaHz~k=@e_BC0XOq=|09zIKkAD- zk}wHe;11erQ4d{GDNB+`Cky&#yHIri{Oewy^$n+Z__yO@S$p8Qx=|1%FYt<AG+Brk z`A^*afWJc<xOe0xO;}tQ_)G5Js_1g$cQsTRT6q078M6F&@LO#Kv*Mj(#Lr*h6du6& z3*;kZafhJ~-Rk%H{S5s~rjs88C~>ZBNzC^*aL3Zs!-oU$rf^pFb+b3lpS;M8?}<bF zA)PFIVvYHI!Acn)`oKq~(-k9;*Hs=%sVzmlDP42hfAfS3p`Yyn6W<r~O;B`5EgeK3 zqVVX?mv5ja|EVc5!a9oYzse_Ejk!G;#1Yv)VgI~p2fgT!XD43U=c0u=cGuaV?-y~8 zk58t+57cKaTbfqI7~pxa=laCKmz;8ljr<XZUwW%?sKV}-$wJEOenAf>+L_vy3_T;N zI&%{GY?|nh#(U`7p2C-tUSMv%zyDdkM^)I5%f!L$unWJPj6g~Q^kpP{d3_o<Z**GW z;6ZNi-!}$qTY2b5p!soL39rx6R6jy>3h{9vc_r{L)}KQx{(&FzI+9iTR~+ECqBnmZ zhyUo4&4sy<L!Xr+mbg{{KBUSM9|JtSx03SS131KJ=5UnJ2>ClbU#uVeXdrV-@N^9P zqpr<$FckIn>^Cy4h`;^!Vif}RK=%`wVfBTM;k8^CP=V*?lzC4o^P&Hkc{uS6>Y#FG zQX*!Y&@X6m?Xlkw^d~y!m<D0=BSe_jU4b9=)SjmvSVw(JCUGlZ7JYXm)H)>xz;|xt zMMfrq&)(LnGMR&p{W*?s^grA~aGJUy;uQK<&o}fu!Tl%Zgpcb30S*MK!NJHa72JoC z`uJ6K5bCLRKmRe4p?*>yu5%MObG5?b3^PCaodyHe#-<(6pOT|}@{A*4ziZ-yFEYp< z#lw|d$Wfo@`S?EZ4*0=LMpP^EV{7$eqFhN>-)HPE#(`TikJLDapbNgUx$0hQ2)}cV z_Kr9M-2P1zUW4^o^<kMLT!Frt{Ij=C8T|+!&-06|Lm%ROL}#rDyplAus)ydSL=&iS zBM|4~W&&i!jWO@2@$ZO0BF?o+T&+pYgT8)q`vN`U`5nc572d_bqml@!G4K<X*2bn= z$TRlp`%ZD%q7NoXv#o9u>woCd<yr90e|5qA`iKMEZ%BEAd=Oub38uthzpJf}`ZgD! zZ{s!LOf)Ovi_CVsAo{_-SC)jwpfBH#DVqDoHSnW@Pp^i+k4M_FPG{o#E2y8bB!i#o z&Pwmd!!ESHyDD)vLJ!L8@bIz%Z!mG093#cN#5<MjOz?AAN1Ed|Ji+UJwh8Xe>npma zdv5M6^oV&5;^tc5<<<b#z!v&VuSiUKfzK>z9=SMJfO9lQrx=q;fzQO6dv9GrJpDB< z;yQ>tFga<NO%!@fgVJ!<GUjcx%Ko;7y=|`;MKA+*d6y_Dl7OSxgQ2xwCU75Tc!tM5 z*xQ`cEd$CksM~lsbZUVQ9*|z&FKdSL<*fhSTX3OHKYgl;1GsQ`X<TQo4*KVPH%Ive zv7TLYk;7WhfjD|D3;|c(h@OxnzKp)st{^vC#NXyChF&H3{VKuJdI@;;Ns<58uD<um zHIP)t4fwv1*iU>O{gEw8<IB)hr6q&P$R0Wqp0JpOZ*+hsm7RC)QAB@P<gj{|2hI_U z@8>T>9$^?C>18&KK7?l4uVGj}uCQJzP2@orRrqa)w4payvj?|Pp&zs3!N<dhx6RW6 zk_Qh%7kGMD$pt)p%X9hm0M`FA_ZiWDz~wh=S5>-K(Z@md=z<*bujTe@qFfp1H!o@v zeUpVb`|(5}^2c#r;Z<QwKJ16uO@raqD(W?DOs5rEkgvKjd)s4wJ)1uL`}7#kmt7V+ z!h`eZab{`c524F`jfm*@0N!yY<oG!7T6~)S+BXTX-{xWdlwRnvujbPfv2Qtak9Vd} z517|vtNz=Lx*KVx4j=X}g2}q@8|;9$;iRn=?E8eb4_QY7zCTs3!aX_68(Y6<yT;){ zFdOCLEW+c9=k`rLM|>dKF08u`T_S8Gk6R4(pCqBX*A+Y|xaW#d#b@Mk^GDn&W6`G+ z{9Ere;_djWpN6{Yh#SK1W?q@N5HuL7D`J5E)FHpf8_RIdN`ky>v78G*`&%;^)e!p9 z7|UunSX>C6RNQoT@V(y>I!7mfllDRWn!<=vd}HQ$pRJLXq#G>VJ%W3~P4&)cBM&;0 zcttn}{C~5cD4oU?{IHTCu0RNR=i0p+-0Hx~L)?}biqPN2DyHNI5PvNv<*Pp-&()b) zcZEIGjZ=!=UVuNGsCX=d?=hGCg<KtajU<N)##RAeW+e~Z7zZ!iR1T)wi|^Gz`uyo1 z*v0v8e`igx&ezswmBrDI$fwrd2Rrr9{k-!K_WViQp~3nN`n->MiR8onm!m40>^rfJ z*Y&jQU`NqpTE2UBal~k|*c7}yl}op|p%(Qu_s{>Hf>)YQbB_-Sxe#h;v`!Dcf&H;2 zo#l9rxndjH<`$CRv(E<42I8liaIfl*mw4R+Buz>;QMc$^**EC}oyhz0lIAt=%rmYQ z-+(vgjv6S^uR_1Fd9**f68&gw<z69r;A2~2xzP&nBkmQ;cgW*c>NQN6abC|v0yoP8 z4_U;0wsR2Ql315IvJls($J~F2|3+L+yed94i@x1s3~a7gcR8K?%e(o|ihseDlpFM~ ztp@6j2jCHE5oAPC=-=LU^)Cib<fC`}NDZ76r5!d=>;|qE{WnLj0B@-AebxF4`t6Ig zJp+jQc2vcp>%fs;2dx6bNwDAhnoH{O(;}xcRw@&`!tHyrBkVx(=TiCZy_^E|uTqPF zx7Xx^8!M~f54=XP;bfRopczAUP!an&PQ;M_JuR!^(jsRK`Xb1!7lc!Q$DRD&Z1H;E z_~S@Ofn#&j<Dx6*KV8{p-*2LcxrR@g><?hS{upnS-@xyhj|H17XP{G%%NaGJzMNX6 z-X3)y=eH{PO^Cn`F3yoqjQ@Z=cRGAjm;f)T^Yh!7M?Pm_OtXsTRcJ;F?QEluppAxV z6Zn{Dx<;k^1^J@ClIl~OqadbKEi`t-e9?y{A8Z$3UwU2}rAnw9H$L+Hiu_bKri^!j zfO-Mbm{08p_@J(!h*<=1PqAJ&7W!JYgx1x+F3|h(M|g`-mk3HEcHDu!BXOG9lmzyF zHO(pE64u>YQ~BfVdF1z5-Q4F8*XYFOj{Lwnsa_a(qKS1b`ZP*<0P*v}W^moKGWf!I z=R^0W5vL;lZpHw2^rP-aw;^tPuc6WU{TcI?hMK+kR#5*s$Tcu<3U(xA{^B_N<#|V( zO&{>-bwRM!ryS&cf=&0YUqrp~Sa91#_(cJ$vs#ot*5~Jqs=c{5zawWAHOz_q8nbm5 zMc>MH81sx?Bk~-(rc3_;ms;M`w)5iLRm|b<^^|;gJ;xkT#SG{e88tzNv7Q-%s&ez- zKM@DjD5$V5NA{1>AJYO45<29u_ZaX?_kGk1bk@LEdPfW47k`bm$?I?qqUyiPb!Qu( zbBDgme4Pz{mJoO=Fpl-uAibXX7X7fp=SWV$e&uiXEQX5j_QOVZsRW_!_UFA~2yk>@ z`T-j^cnI|}iPHCDu-~%@{w@d5H$bzPaqlL0{MG+B<a*H$&aimkFE7sPvmAAK09+H5 zd-T`<af@~+nOy?=66hQjw{H@D(EDd}FDdZ)zw8J>F~qT=52-D9+^SjcOf2$M1+TlS zPq3eoVSmYX&%@btuXM<Oms`AXO4qP~KXATpr2Y>6dV9@`3GvXnOYXTNJI>vDGA`%g z_jp<LCNKOPuPhIn!ns-H4=2K&Ltp58`1+j+^oGk#|52w~!v4!b#OVmg$Hp3-{c-?4 z4Mg$z+{3w??!@N%h%cvgxA+$SA}*UzmW4iaAv~+sA8vyECuzwrs{BKr#wm*1tC)|m z&nKgTIuvo@*_GKM_(SOk^?D-wK}g{A=~mPkIwQmwe;`g1s)e@;VF&Zo4-49ruumud zJV-*^VE8B&mWTTbk|dsKT@(ec8)JFa3SP5^nEuu_^wn~y3x4_Ln6GoLOL+G@^y1C= zM+dd=f0x3N62u3a7p1KU;G;T19x8F(I3G%^dUZw<`mQ|b`{r=yYs1$<tAKwc4l`Db zY3NJQQ)!VLLY@@=_P0bd{3b4PK&2e@hay)8H~hanSMK>?#F3=8El!1+;Gfys3ha3Q zj~niOHxs~@*f?Js9tIvM9!M=M06yz<@6AITY1bw8I{<q*;98#f5cVls|5M}z{=XRU zEu6Uo^#l&Oyly4z;|G4#9oX%wUoS~DqG2C8Jljsq*k>O}9&z9uU3u#3E}Z9Ob}@_% z62;t$B)OO8GJzK(MqNq3f0>8WS=FzgQykog(u3b5FMQr}zzVu{i@@W%hj5OYR4QzD z-k4X7kNIWn$9`9rxT+S+mwTA6wPzUT8%IYk`%EIQj%}Pg-Gg)T)ya?D|HItk<+YSH z;FPPGuEW(YySn*l`f@(h!5kWkeqvp8Rb2*FlJWUhb1QcDsXqESQ}27^+0*wEs*wkO z6Rj3~BmiAOim0{e1nR%i%MFc{&`s5x9*R()FRs_^NF(^%oOixvBn#~9#`zDn`QYs( zi-CLhxDX0Hmi-hCM1EnVbdqHTdPV!@`$s+SH@dXxQ}DCKW2)*KGPvjB(w+-zc-*Lg z!<aVyKNzQaynYzGs;Inaw~yx$?~>EYPUu<Jn|MQcfxjOP>GjfJzD4C{>VEJsn+9J$ zOT_c!NM*%_ZS*Gy`WtT`&S%aG40^*K)eH7Le~iaf2>Eszc;ozLCCA_s*pJJp1~W3? zQ)%zRcXdb6SMVu}o(S>oaooc+DV!^*QGTp8h5bxpx|Ln!i9T@38vdui8*}0PR4TwF z(kF3^k?;r0vlJV5igCWXVuIfV`xwyw+<^pqid#1)(G&hfJ^ym>O(4#lzOm*Ak$?^m z`)$D!yqzpm=I0I(>LQ(fg+B_=*YZw*>b5KTg(_Ob@9aR=625l(Wfc4;hc#FSy7QqZ z%~K}Tm@8_Utf_Spx`UL;mtU}Fw!)V3?RNB;oDBZK{1o-uJXQCpP3(jAC(+$GmXDih z+1_429MwI{X!Q~Ch+X-WH0+q?csq*)cvtLToXSu5jf3_%aVG3TWa!8IABY<_`R`u{ z4@Mv4WM_pkE$o%&^?uh|;IaDGnF({q-!|!GpT594R!1n(BK};9>vwfd!MuZGIegg% zpidtV=dZ!K+Uo7mCXE80DKK#!M;x}D{mwZxfc!as^fcoq>}Nr*{8d@tcnQk`{!5s9 z!LX%m2%J3CS<UF_03E3+J#Pm7MoWbVi}?P&@pWz|bPUDOcHZ_i#H$Dr1{>fa3x$R> zHRj2%^Q>v4qdrw|Dx*Je5%p4z13R3+Ma^1~12nMrJ7+s6`<?;Mrv(~+hu~bnPREWo z{Nl&MTl`1CKTBB(6f+f&FL0ci;id*oNin>WL|yHW;hFec=*`L*F~B&~v+v1;@7|{x z>n+P^Aq^fZZbtI(Iqr|NHg9!$hx<+bWPi3XK|MaKy&=Zd89Hl9a9I=VdsD91bPwiP zCH%3;4@F!cmiek&2K-Wb`OVuKc-p<)v9$)iMaSVc06%{+r?CF&2R_$5vyY!iFt=o7 zud84x);WI5sE`>vc8kZw9qT(2lIU5;kMqlhH=l$*Lcdt;nD{34jpNgNrHvidO^DZQ z0_XXU^<JBtGX}r9N5EZ)IM@6n(0KxOZYz9z@(*xC@KQ*74R~4KtEE!gF2rS@F*Uz_ z!~yelR%_tP-yo{|1as8A+r%zbbYuQI$x(xL*y}m@>+W^nLGhvnkzQ%w%OngH`M~!z zTL#B6=zSsQR-%d!$NBhpN=3n!#b1|Blp&Av`EP=(3-K<(=vU~(SM==&>|s`iU5AsW zdGhWD?>QRQCXRe7fa}Pgi1(<M=q$L`u%gc8af0FWOGiTEGSi8B7h$Kx%f$h5=+~MR zytQqE{G9uN-6cuX(bhyPa)29Y9x-#*1dtcYCDlZZ0$)E!g>S3iyx3S>RU3FwYUhfY z3V5X>@hi<4*u6leSo7{2cHPJNpV&U&JfesO)z}N1*D_TV3&=(s5xtOojUPP0nrcn5 z8GfzSXkvxG%hvriGJ!w*Shem<>cqSk+D<c3;8VC4DdQ+~Ih``8!sZ;*?f+}?c!WB> z9@nW}1<cKOzMxH{RssHYXsVj)JpAp0zT1Tg@N`{*=rerplAgJ~2;l4av@EG_tgtKT zY8Rzr=#%_993#PiJmuioH!0yR1gW9>hfB3^F3#%|-vPY-uM|hxJ5}Hbj7Ia<#n6{f zr>8j&zx^^!yI<uea7vv<cX!_Exp68TSDoGaBTE;=4<R3Ok|}k?-^1R_S+kfSkBI$B zJoyOu^zVEf-D}Vh1|+B#!RyYw{ox!2KdBG3>p7^5_^VgIErPsSEYiRAn=0bygv9nZ zaGc)lH|uX##NE%g9ip*+zQoGB!`+UAwU<Js^_<W#<VGxrfU|4&RMVS)SBvg9E3ARz zD|av2-+P7r7!{hb%|7JA8`>JXywg0agW9<s`xSrnhJFs}T}yh&P67CQsweX@ufTp& zayAR`zQ5^i508$5_m#9rl_B2WT)x>-WPo_>Ep*KV@3WfLc5(N9`!6z$x49mJ51sp7 zYKh-<f(^+3ok3oGUiR{L%<bqI2!A2;1mBm=tgX)iJV@WpfABl(NObVQZa&yt8yI=4 z4fzt+gXtLfaZ*!SRx|Mb<=x4gS?qUA_*vmO><9g!w>7)>RJVLFeBQr``Mrl2&zFN2 zlp5$cyn=3jTJ!dr?@^q$v8GB>5(G|7vIbiVfcGB}6Zg`_J_rl;OcTKl)Q{&1FauAL zzLE!0L4V+#q&S9pv`vsL4H<ArZt<I`4{%LZ;hnHwF6t2%f5i(iL4RETxc@QsVSXts zE`<PHL2lXS`CIs3mG&jqR?I~qJUBXqcoZ(Dx6NUT`Il9GJpI6%<?;Nbv)^!zszB<M zF&lW1SearX{AJUe$t4*)neFjJwX{F-$J@VK-SPLd*-iCq#Ho?)lSg#$dUu*LqE3Sc zjy@!^JL-bC=YCsjR0jS-+qg#e67TQ)AM-unl-0}&l6d&(?Ifd9M__NxuluOT>``Ac z7`XFT*o9D0uRgX&48E^)z_J<ffKoz9fDHS6{_9r%?FjJc!HSn7;JqYW{JbaTz#Bsp zW;lVPS*lZA-motN=OF!*=ja==`0Anwe`K-S9+#`ce7?jOl5WJOp)(?fh*6jKcvbM& z2L5nUV%~88{_u3dMtN%(_X$*f^=9{gF8X{^#bwW~{wY{RL<_$8^opD4b@*$kwgLy@ zNCj_}$zBfB36G{r>-R!e{XOaFxfeR0SCCmA@WtgX1!W$-AEo_*h}S*n%i%(Ef17c> zvoz@IW((>+KH^r6DyZLYU)-7W+CA5idZ|_d>!TVT#SJ`gICn;J_jQa*(*t&HA@5!N z9779#I8W*-wT^gR@JH~44dV3`*RfJ^@Q5e|9uj3E#B1U(w+P_(Cz;O-Ex^62wk}si zfP>^8^PSWXe?5t<Y<6|T=f6@N>aahQ5pG<wz%yFMf8!z+h_}n<$UV*hPZ!#)U&B9b zgibw(b;eKb=s%yqS05`%{n+~&aiP_NH!lT#7;#&s20EHM9j9=GKkzpqOGLU3_tIMA zZGYr(A%qJ1>-J%Pd_PEET2Dou)4b0rr5pRi_2A0PCi=o^4w2o$=cD@hNZ~T<>-=`J z#&O^hpKEnp&^esT<S|aPfW5Ss%BK^B<J?EqKFVi3sH1+-E{{PT!58w!fF6Dm)V{tk zdLHqEa`gsn65@rZN24P6S}^syT-G-D(T6IF=Xu~mEE^;GGtl38f^zuxqyHz9e#SKe z{X&1FvrOfX5B|1hePfO9HC6BO4!Y{oh(MKdSmy^-&qx15-qGQiw6=(SqH9S$zk&D= zUJ}&2iT$0)T@-xpjQz5!cAEkIOuZMna1eR0ZvF3d-AU9VUbrV!0GD;He-z8YTsHG~ z6G>ad1?3zep@Q$wr{$S1pScS@BjOlug80?>>TyEgPsAOr&({uuFUYL4s>$|47dasQ zqZjc!uK8V1d<gn4guXqA#lC0L75#gO{9;jNZ{QN1Ki3$pObYuStqpivg}l0U?nH_` z`u*(09#rnut8?AYK2S#diuMRT?t=GsQEaGh9z$Pm&Qi&9^q-QferE_q9Y!)jyiwr= z`cggzDi{FIXWq?Th<lFnIv*T*8h8Kh+T&*hJFY2Ks~SR`u4CE5$^msHTV1ugyXQJT z?zc|hYk>W)uUQ2Fe^y?6Ue=PtI!x%NegdETmhm%I2tUs%JR^_+zbsj#-yR+U4vxJI z+r1~sxB4%yUK4b5k~5)(7hMQfu8`&1fp7a>^8D@p1aa)hn`B>k^d~iBjQ@HAeLtmq zb%zb-{?C+kG~#=+IMtoq<+0+IqgE6?A>Vk*opKO(Qui+D&m!>tNV&}GWW-s?M?d37 z({|@naq`Upf4ssElJ>-duNA-4G>e437w)m{Tn3zfr&=(IxDsGRxJY{)_^;%&Scuo} zF&Sq(y$YW7BJ|ba=g41pD4sW8#yt>4DIM4053>Z#bHAH0Co;J1{Lo?S|5yIWMfg#F zpNDS~8T$C&a4zK_A0AOTIT}cgeiDisCxgSlTmGfdv!S1hO||>WoH^>DQ(P80Ct%Nv z$7pD<&Tm|uJ)WVTV5r02p&vNV5b)+E5!dcK3q_kO#0mcCXU4yPYw>h9QobWzr}t<r zo^nBapKE7S20sh@w>DFWcrioMs<Z%HjMsfqct`@g=%v!b-MOuQ*L?J?Vb?z4cPWIQ z0?%YgnPV7mj&bdfc`|UzNH$RF2K+66J=AW=0(pKR!;1%(@zdzqeFN|Xhiv^5{{d&r z4yMG>gQuNKlsjfhjr>~w)}4+O@Zt=+io8waH6vHrZQW4UxyYJTbq&0?V5pz@A@t1i zp7b??;KMeX&6BVrnPhFYdc4l>h39@UH&9;~=iYh&KTgWqCf8ZPc}D(IXP2>G+>Ro? zN8ulL)^q;d*Fl}M{%y=^Kk^Dnnq!_`(ES2vR`p_lJNHkuD??{IBXB%rx6hKxbGF*s z8~Nxn&()ZVn3FBg*qF)(+>o%mcNlfXOQs|5GmFuuz0^jP#}B)=79rjlb0n-AY=+gr zUz$^oUgy!pxyF(?pYH}Z=bpsU;CLJN>mCoZ+2KK5Liv%itqge0%r95dy}*x}E5CT2 zgHJjoIK=w`w;t|kc!m9-98R|I0zUd?HHA92W4{MP4tbG6|33XR@0cL+^$*iotH6UN zXJh*kurA^8!TOurs9z{W<W+M+2P&N+KM&kuIlX|*!+GFDd4r`0=;&__*hwMZcI^;L z<X1tS8S>IiSPyZ%-k>HBI41KTkl6!qYKDGIz<vt(Wce?fAL7tgs`{uOiXo01thswq z1^NUb;7<8@;5ZS9ooO-jZudzyhfvh1wn;AWLVx0~d&Z`D9(>s429+T2%0QaJ$`?GU z&|KFv?kMKc=zh<WLjKpnyCfmL1YLgr@(^1Ga8N3?=mK;NDaM+GPm-v63Itv2aD*;I zF<JcL0Pw+XXtdK5=XKN6A1EPjCXzMs9D-e!KHT#(7yXVUU)LRum!r?_p)$YkXPm1` z`r_XZjo*Jda>)6kUY#)Vn=BRQ*RQr*c`J&zen(dI$_<=Lcys@h1J)r)@VTc;7V5DR zRPO~Tajwi`*pn5HJIfXAwFWz+c5;u|xQd@Q4P-vSKlIX@SrWiIMdYqp{y7Oe=3ulf zECF9qm5NwI-cxfgZ)taKvcKXzb<aPj3l&d)>p{Gn6+W%b3_nbgfAAnO6ugZ^xJ#}B z`{W>dGY5Ql?_}#x0T+1CJ!$<m{C`N9uFxq6yvD~?`K2Q6hdpgcdK7-sE+0Q%#Q`1S zKiZ2&`w-9EDX?SUUjkY3$FaUEhpISQ262u>>N(M&Sm<h*5;+3_s0)S~Y7RVuzsO$V zd39n}Czj5P#y(VDUyhYWd|H?~BgJlx{w9)>W8Ls~t0FRsk2%0&BZq|m*x9WQiov%~ zZ|jv|;eLgBv+siB3Ki<uHU_txhY)A`I&xVf*^%!#mwWu}!(52uuDf~i=m+eLkKwXG z-&eP2hY9++8Jl}=C81A0zA_~CvpMvMKeYK|c)y&{<Hx4%@7`0btiJx#5j?#%Z<jBL z9yD`*@C|umA8ib^5bA?DK|6>3+nryM@NV}W*?=dvFCAG&o}O2!QiuGJzinVeZxVe5 zv0_HdMR;B{kGO;Z;?VdJgJ+MyUkg;@H1yFoR;g%l@)};R&%ycz_`uBMea55kS2uEd z&%++b2OHw~nc<(lzSj#)!24PpIka7{&(*`V)BBOXzgsL(J=ceGGrF`^#A>_yu2Ay> z>&r4T@r`^DdUn{JJT>6U;#F-TJ@60qGfr*^h$j}VMSBW%{f$j`vv~-gqj_bv=Qi@B z8o@)ny*O_)ERi>S4)<vJx0Z^Opx(&yPhlz^xMZ~R+vhLN0ew8;(4hvNzABO}1H3Ih zw&m9af63*Ex35Bf#rU+a#Tw$d{;ArH8Q_!L&6$&#T=0iVt;{dT8z_B6X2N69@0WEb z^w?YA81wbz7W8Z8Ja`h^b`<NUuXrX@2z^OX%0W!<A05B$PhOE&$H}x5ZunvNw+R&z zCDcPa)HK(w;~W)buP!b2rT5Az#}|B#_YC=|?}0n7m`AwElMxrF#_yyp!jCTsMh$}x z+${Ag>CVLW=BnJ=Vhf&7<}yKd1bIsSr=t70cs<2E<r}fkrMg>nZ2#eTvqA0Rf8mez zYbvR?q33h>1Rf2>KKWkY&RPIoRr-WIg&i<06&kB*0sq~Xz0@gO2x=DIb{%;BSH%Px zy+ZJ%J5f|D(D_`d$~a}fN7fZ*uC#*BQd4Pd3xSvE2aSv<z@J79Su?(X$8i%IM_FCN zd6wP-EN4a0FF%_1v!D<-G9r{K102Zhtm=JYjPsPV{^>{1{}RWVWa0=OD-?WwBDw+n z@w2~@XzJk~`)0h`&|lG^K-JHx1N#p>d`aa3;)-oVp(Of`j0A2dnHl1H3cmbAF@*e? zsN6sn`c!OO#m|3a(5=${ql<wbCK>v@_)UR+qrOVUT=<)TU#rb1bOWYQ)3|JM)alkK zEib}O<SD{ddw-&ip=jYSPLDZX3l<?&_Yu!x2s`|G!0qmV>um{Gm$shIBT>-7ckbT$ zj6C7>l0-FaHu?pe3*F;1@qYiMB+A3iBF3t(K37EjY*2!%4Z3<|9_g3P56BN5-cu6o z!agW89iaf98<%5}^TX@A{W;LUioAGM;G)8^6zU2eIB1tlp?~W2jBcUcdW5y0v>y2! zeSGX0ZS0%m9lC(!Hk_Mt^J%}2&z&E+Z+sAaWQ9x|N-21JVe|Kl*WginniATVKcg@4 zjnwm8;6W~{_j4yU=m1wgtek&`IZ8PUPKCgg>Ql$xy;ng0$nme?JDlL}zH@F`$k(_X zg7PWUkhjsKxSmB{8Rd3{)jn(Vneq4-?#?sG4@__|MBj@?*^<JHCH7<M_r0O7@PoT$ z<HG0{yB++I^J_Nxof@0(86AWFE^uB7s7GJG`#p_6z{BpnF>O-?AJQcE{8@?hJMwy3 z!2o|379pzh_QN@*zX{~MX2`!eI^?~Rpa&E=UA$?Dxk&2Uhtg(Xzl}rUH-I~}yrGrz z@P|9>_Y{O-XNoSezgx|)t}o&>+^|j&fj`2<fcIYu#(ZqQAphh(aPL9^`b-wjvF++^ zeG>Ynl8DdeTna7sA<zC!D$LtA4PExDeCW^9$b*z`pZWL=>uv93_6l(#kUiCHFY*cZ z7oMlHE~B4@Y4B_q{6MoryH<1obt39FBn^lcs`=U%@1k#n=pUt?ZUp*MCth2oqCe+Y zY7)mm#3Q*@NgV_He(qBr>9Jbi``<P5&QstYX@yS(r{E72sm1h&)481CdcU#G+tEpL z&cLHT1rlTi@Spc$2hCUTbM>Fsfw|Y1Z}Kcq@Fo1I#o*tc-F)5tp5d*#UFcW6aE^Wn ze$tzDWV921ujI%pUI#y%(+)FVFajO~8lTwJ&-{zry=>nCH{D}@YU6R#!QU%8oxvlF zQY<>*Cl+QGsoQ~He1BVV@}|K%E61+vo`;Zq$0c4*g}F$<8xn`%526gFbZRT`JG+*W zPw&u&&p}30?~Xj1XrHhM?0b)(ueIe({6C>{y6qw2Knr`)@8if%2}p|_fP=?4%nN{r zl;Txq)4OpVqR^s78v8D<p?56@yoa-w(ZsqI_4f56|224^uRl1QQRzDFbFBGedsPkn z2fu`G6Y#qKp1AsW0l&&~*y(OUZ}MT;)7=SO;72y|(SG2aqSOI8lNb12Oag+Gz}FPF zzpcr@zZU{&ly&yt<>QhxL#C)3TMIT%06!G8bF7`P9uq-Bt;fL|t8-16Wbi!qsLi9# zFQSfB|GR2j2=<m<NiUd>^)RNj*ryFY_GGwny&L&3wf!ZBpU97X81*{h^&fW*Io&VB z_hm6N)4}sP;*64sI>4ub54Stw^CdFN=CQ#prCknQpFuvwHe&is82UonE&k3s;&?xq z7sEUiz?rw=M>vs}-F`lB>eVTnOB&sCP@V$o6Pu(QO+X(wN%n&V;MK-zmzY8qUhltm zZIP|0uToJ<2B0r~#yzh<BMSEZ&-}hgHFVb|dTXNud`|9=Rz>(nyUyaXYp|E~s>WZt z{YOQkAzS3&NjDCdZD|;}5I!gjM%zvyKNhJtSMG(rrF#_RKe0cAL$`W9KLsB%I<dan zf3Q$^GLrTs?kUxICEg0ZR`}1_umU`SxF)~42z+t1S)TI^_)+-rlO%btvs+fh|JG|^ zXTm&&LaNXwZ6#y2>G8fLx#`ohz?-<w1?!iAD@Gdk>ku~?zaAt{1s;+(o*L^AgMVpT zYejs54wRe{O%1>Idb(CK559gu$IkX&Ir<JhJonk{7Y*!K(~yNf-#=MUIEeKduOHhp z#0Xs^i9?b17e3dw_D!M(SO?isPJVp9;6Rz-Ma0c>Ywf&rE10jHu;X0Xk9}aRFcuNS zzI-ip;lcm+x&F3v-^P82KYFynU>~xAefNc|p~GpD4NJ5`f08)Sa~-_D#eIJGGUlGU zgqlQ}W8WFNPjWKIBY)Q54DU8a9KJWWp>_*8ZQ|D}OJ%4d`O!)V0gp_|?9aSHJ`nxO zsP_p!`Y5>qw_@DUr*OhMlCX*VqfhK%7xHL>*|4;u*l%veto3Mo-lormH;!Z9zUA#% z2yxr(``i%We1<x*1<R+OOo(ev@nghT2TC<M5^ZYqk$MS+Q~{4O<WB`yo&nGP6e7EZ zIHBH=#i#+i<(@Us$cKMU?g^-u!ny~RYJPOyhF<MyXXOh1q0B~Nc?#<u)n1};b{=^( zS4@756Le(`YR`OO=nj!>fwXIQe_<h39pKP;y0A6XgE%j`+}}~f=1kyH;}xv~Z(-V2 z?RCND@q8vcIcNtv-s66XvL5w?KEq}c3&h9U<@atNFP49yY_AA^YOy=Q@CkoEvQ|8b z8xsiy9)l4o#=yCND@w}HvpajqE=4{<K6S+`^F8de>q^RoI@a50obsJ7>eJ`%l|Pfi zzJ3wSey~x3ypCGloCN;i^FgV0=sEV`ci62c;Eb-*@y744pQL=%+coR(qbDy81R(z) ztlAyofv!vvXr*k`g3os)EY#o)aEgPxyzeveY<m7%%gflu>almrPN=K=<)gR2K8&&l z4_PT9-c9{msG@}a8Kaz990YqMVrA4voYY9_^qjzYO%~HurGgK9j{NWNsZl3_xre;_ z9W~U0+YI9Ky`URa-0x)uKh)Yc_WZF5^fD1c9R~Q#1^cc4zQQk7qi2uv1E)*8zK~47 z&p-AhzHh_pss{f)of3@t)x%r+iTm()YO3Zh72timvb@X4&n~3pzH&j|%6(c!t2FSN zdl8p&oS_FzjJ#a$tHJZ4_8G6kKIbgHt#`tX+?XQ1vmu}2dH>ai^eonWa^$N<F4iTD z{mrv5oEM~BJ(8D<ebnz`6oh>qmXn~P$Nq-V@gMsh1bw{U`49CI=%yK0BRa8vm&&Lv zo`;>YOCPknkN&UCQm%E*X6)CtH}kz4(2uC-X^l|ld3`<SWjFR;?^aO@Io3bn-5Xa5 z!~>fLm!f^(e+Ge+Z@zBe{rGPBE0nkpe9IeiLy`B2*_EyF8-wS^z2K|_PV4O)Fx~Ul zfv~f+U3!li{TsI>nc1s=OHQ8|PeJeSIL}N!tb%(ix6(e>Vy=K}vi=Eg%qbZcxVy9z zhxq{V54+xCA75YdZQ;dvpHI`rufGHzN}A9$-v<A=S<&X42tK3y_aZ45c+~up8MjJ9 z^!t84{`asa<`-N#B61b^w&O2~8_IXkFT7;N^O_#dv%0n??I`f`+nTK};uG&-yQIe& zsQ-QbOk*;H{_%T7i!WcJ9`t2A&+H?3(%fA#AD`X60VVIXR`5Zqu&i6)?K{Vw8qgWQ z&!=Sh?!t~2thu;zfK%C=Gfu%+|LfHI)Wp#5c#e$mww^3_^G5DbKk!-dv5Au$&{OsQ zHn2xXfhPyZ#c$n3o#Nk5{(Zo;ycUW}Sw!f&IhB&KJGb-@d857}UMEjJmFI*7>_?`z zj~#P#W%(Iz#z5b*J47ASn+m@ui#4G_-}X<gy2@|dn6vZPle2rlfzTcOw1y!C=h?KZ zKRDmOxx6m{6s&(Rr_J@GgtH@bi;#uBVyx4=d8Z^pBIZlg2F1rCuZ}H^+&nx7e%U*d z=vxF`(>LsdxC;6!p2>Iz0;g_1I1rnb4?R!(!nrelQI`nUH&J&*Ka2?};|=H?mQkA; zdR>SkC&h+)u>OHm2_HOFfrm$?HDh#;w@Tj>pI}3uY|`=f9mh~V_KzM{AVs_!GRZD_ ziPtr#RIN5dy<nLwa`!&sa1EQJY2Z{$7;C0532^W~TeIMD=$ud2j?Q~Sw`O1`yY?MA zhh`I1jsooeO|=QdE9kGMCkErO-rbMgtv}*>*t{Y-&xhYtn+9*tVEw3_bk{<qq5B32 zD+!%JeY*RX#U(t?^mck03*N7k#LhSd{_|IwsUZWOvr3Jyy?ZZ6suc%~DRl6WXGbor znc<w%fdD?iA@Jh;2bwydFD*XZ&vp{)x$p7HW_vsC2RnKqehU2b<BFey#D*jK84G;X zLeL-op^J4B`GLHfjA3{q=G$vsUP^U!AOt-gdb=;gfiS`9xGf4EOdKRUn}GhB7-6}f z08-Q~FSTnoPUCq$?cUu1|81_8jJO1xJ2H0QM;&;*+)I_3PqyHxCj}2*BtgDxn8Xpq zi}`*;Q<GxQN6y>NH#HJt-?F{Zf}rEpj|pmBN8Z0$Wb%6NY3ScOb&KcV$KGqcg7G-_ zLNnVM#)Uj+{9;N@{$A|g9y)3^@Z0*u898CZ`{H+#O|-yuVwO9P`h9U;lrNar9r#9H zJ@aYkH2RIUJm_1y(P!k~#eRzixMtaW*9SZ=LULixf0^hbevn%iZ~~9Jbi9?o<3eyw zp4(^7jd^j+^5)9^_!;%8)YJnwHhrp)Hw5~ITDgKT_Pe*Wpg-Imc2UGDnA3!~chB<# zBm5@qLe|^+zL+!VkfWtr>_E_y)ICv(`BtO1ZhyFkyg^koBj5WC=AbAosN4o0at|IG zl|+2Ld93}{!f~8K%*@X!s&XKhBscE85$Qm1k0hUFfgdSfI~Xwx{X-*x*j%a;b#D6y z;**FUwi({mF~I#(AJF&;UZy~Mn0pic7U-3s%!oKe`Gxwznl9=+CGyMu;K!xnRT~eH zub)dF^DMx=z9}N(?FO$7G05XNaujtQVTP)zDC}orGjC=B>Y^Xrm9CZI^R0GYutogh zo_>B}cizU^wn?F~o8Sqz?AA6fqYteu<*_RKD?eUexmW`A5DA5~$LzqVU%#qn@cAa+ zP5U##eq$Z<{;l_*9x+uBcoqAV)TXvgQwN?^P`2=k13Zf^@TM4e)0t>0BRhPaLn?$| z<8#p4-_gCK1rHePa-bEP1zvr%K4$g+{H-iq+SmbcqV-`RJ@{B%qu8Gdz%$1evI;AU zIIp8{>`E~5=eqw<blve(zfri1C^M2#$R?ERy|R*Bku4+HBV`p0J3lg#knB*XM3Qms zl+2{;$R1ghm41)Ed~omg-tYUKbDrls=e*~8@|)>~Eb<BE3$r#wn4cJQOP(L~pY5X0 z<^`~`M9Pffme;O?!?yd=^e$j-YfGtw$d(JC(%{~pfV?ZA(qHem<QeD}^ILIualM^c z)#d%LciVlEicr4^Dz}NaIB0+al{*~*uuIzmKZHeK-z%QHndfl*?E}v@=CCgZejhs( zCyV%Zc%`H7I`&gVIAAwU%1O%zKM;X_H}<~%5H<E~#c1Dk=)pci&&gk*k4Ms~q4)d3 z?m0_}9b5RFzNv~}?0?V;O4r*z3S*zD1=X_=4;?>sl&PG=`X0zu<p!^HigrkRGLHOQ zbajXbagX}u%Fo@o`4e(ePPFZ)cM#sBdtm=<(mpT7fhT3k24O-2`m4`;F8)pf9=c;D z$pE}=cH$5uL7nQI(B;zOKM`*)O$AUNLEl4LZ`$W6)UyhkiTR%+Z*gF58J$2KfK=~w zYCZV2>~v1BmK%XHB(Ksl*p=|T_&R-wD9-bEgi36ZLszm?e4FwC^Wm%m{2ZV|{QAQD zI4=z62Mv=i+TdJI#EnZ1dp7Yrjz7n~**mxrXsbNrdd^|qv_imFLmRAP;GLFIN<1gf zme}j!D)cx3692nF$X`umiZ{T+{yF+v2ZA4UUK$NIL*6ate(dcs_R&FKG@tG&^74Ax zfUh{Gr`z73{2S{h%WzdI8T(fJrT$HU3j9mOWNG~}_KkJGO(z<CiQE3)B8IWf=`V>V z$x**AWh>J!L_QHE=es+XJ?d@~$LVLtCkB5DG)|(Q!}_VS8S=!}2NhRel%PM((SU?K z3iGd?&wcdZL_YmcpegJ<@}P)f*=cI@)1KBI<;aAcI<ZNe9!7q)_k^6cyeFZy=pEZC z@cd#}L9;UAU`;s-)zAR+JTISN`Sa-K`2K>I#1(!NIzdl^{U^`8SU>U@d62^C7XsiB zv80(A$4-HVF~0sY$cN{(ao+D*dFw_Pf1qRg9qZ6P5^~%haXIu5uRAYv)$W5IL-K(a zhqyUn`{6HUDh7_0l$am6&C4Hxcy>Io`1X%1oJT)F->ZRoUB>y_**v3|tHg7{E(CV` z&By5^3G7|xq$Q`p3i>IHq;q1;p)cedaGb*a{3KuRGoV0Sz+7zH2m3!MS<IvZ{-xG+ zG)5QpJ;dKC%80x}DC*g_nTP1#IJd@?E{=Gq7^+@-61v*cuJ*ss!Hy4%TpKRf?Qh<9 zmJjQFUujv%I0HJsm6}Jk;4|*TQ|8^7sJ|sQ$g(4Uo@by)&H;}Kp0>?#x`KV;3+APT zj{Q}=o0%HC=!d-Lau)JCdUcrzGvKjD?O(T3$TQfuIBypt-cx<rqv|z=^Y9*Yd10Qw zZv*R7Bj{hv{Gk&1cnA4Hf=u5}oJ+}gK_Yf_3V42!TshPUe#bAh=pBIlm@7XgWCXs- z9YWL9>q@A3L1nmh5B2HVsZX5Heez?~jy^ztpqIE>loE7eBfGQhG0<D*BZ$4iJy18; zN3JW1xzdb>%v6o|F`p1|$A|&?gz#Y*Caf!!M8kq-9QqN}DGFNlL+=#TcB0Wop6J6+ z$)||EsyWB2sh43NS1GgG3DDJ^4)Z?*?oR90_ncyd{htnA;s%fGzf=}b7Yja^_sO6# z0_WN1gBeY>z}GDw*%G79;1rumn#k@+NO;-Xw~6~*_-)<A)CPXkaj4q@>*eca!orNa z!s%N1;cW0I?FTaRy2m^TCv+DU-vwd*h|5P_SNv|)DEUuJ7w6kAGRj|iiacWI4NVT7 zCzCH>$m|H*)$)la`Uu=eDA#^>5B8rFyzQN20{*o9A8qG3#JNpE^o3}=uYtOgn*n?& z{qppb4(dNdEKR}Fn9pmjS=~qn9=A`Yg1;7dOvKATiYMR)B5tojmC#R=WH!DE9$w<j zy<vXYjljPoNHBH+9tcm3?ao_BG-DZ8&WC?|8q~J~j~WdRE7E1gJkVrD>p{e|*Y?xz z0ule?rJ3YNfbUBe8mG*$zsLW0I;EY(>n$UPNTCb9ky5#3hI(Gg4i&c-aGFHmx_dtA zdHlk<dE;`Z_wY}hVZ-$%)R~^v;`6-+m)9oyah>UZL7jMCyJ7wthFdt#d_FFC26@`i zL)~O`p_m_V{9%+E?jwEtg~nrT<oQiBbPsiL{p{nJy7<4{Na<h$_Pe?B`GVXK>ghRb zd-OTb uE-U0PmW7J6GeP@!n1E7uLApa%r!#vCgS$*2RGOjk@rOZx4p|RUL80g z^A~(-fA+z(wI=u(=l=Z+J^26G?sK&2$R|7I>-7yWA2guI_~-%XsYP78;lP;>f3#Vm zfajWI(_vn}@w}o6nF(d^;A`)7dEUZ*B(@ulTLY&XBZXgx?YI&u8b6=EfV@BqX-5SK z>WrmAhKJ};|NoaOG>-V8ZcafOg1(Hyns;Ac3UMVY{d(yvf%V7J3FdY>U2uMYsg8*Z zIN3k`QYXlbkWIF?DV!DiBGm1!&WL<@`K6lnQP{zlU`T5X`0Of+sTw{%|7Y@z_7*(1 zQT@Bv8lKy0q;ILOhB>5x$3z~vV?O3ec&dV;1mbv3a*(YX&YzaJsE_PN{rjCO1q13# zU*Av!d;P;4>F8w7-9EJL@OQ1M*oWbnk4awayZOU$Ua<!FbJc^_RM?lWgRgpvG%+_I zJLVfX?7>7s)|bl|yx7S5)xc@=t6x6-*cbjA=GwlO1M%#B`LcKxAM~IpwlA`<gY{#5 zbl&juQ>IaA?ubh@H+QnsflCEVyybdqz+ZQ%(thB8UeG;_y;A6NI<4KHyoqx>K~Xn9 z!XDye8*XUAPnfD@MV=$h7G7mfZa_TvYBu+}?j@c-{DbPI869~0NAJH%M96D@FjxEC zMqN(G^42Fk)L$qw=Co0Vv!z~o&OPl)ctB!6M!4ZhSPy!qe?J3rTQ4jIR7j)VouWp* zP!62_?|@iZ1?FN&I(%fpI*&?KOFig8UkyFo7jEQf)QZd&Rlt+|9*kj&H^FB@Ts-rW z-3Y5MMJeyX9)yBQ<i3IT`W$eQP6b~0l8=ge!Y|Z<G_yV<U-o%jv~N!@&W~nA+#6H} z4|v{o<E{hd-98Gqz$69zH*+>@AJ+YdsSrgmDg5L2t4A|};LQg5FT=23-ovrFV`=b< zkN=&yoQ*z}sMnv^pm(OK*>M*aqYo<R32)JJ_+OTqSuD+Nz9y;p9{Jhlr$yVhMsR*9 z`@dXOTJV3njZcng*tZ~uZ3V=c>&&`4FJN!(d|Wp!Qb1SSHhk=Y_};Q;*pV5DI2B0h z(F5M)Og0+CqltN=%YkbnJmBBVn-3{bFB$u-S}_WHUvtryj{|Sf_{@{&V}yBeTs*22 zoam3x%o>w&#e8!%7deGnt^~KfIP+oXBJH*d*X`Fa&sa}u_=P#npT`YlAG(8jg9LX@ z5#q~K3z^4r<R1|U?e%|v+YEswi(JdQ^{RyXhw=H=FA}q-!Gk1))4Z9%4{8S9^M&q* zpStkSPU&MGf^BlcDRF;vmHyK3&m;MUW7e>LW3hjiLx#cUex->?fDiNeT8D(;=Lx3m zj$Ewgr2syrck@`^3`e^Ez{hhO<V_cl-xU(6Tb@VWH=uBSZO8%k#oQM_HirE1r*`&9 z;Js{f4B2<=&)=9&v7W8F{kb*a+5_MhjdnrNKT!v}Myp~)jQ-Tp^GrU#g{j|R&o#f} z^{s1a-{A*K6(3V0%z+O@7u=)42WXq!>LTD5VsVM=#0k(f)h;((aR5HI>+)y60&bU( zX3Ev#{u2hzT!&sX^mjR80(d=7Zfe!50baDw!>xe0{h2OKeG_>$JG&vz_IsRnsFwcc zn1^`}G4J0UNBs8`8#If@ob@Zdt94PnnBUi7UA6_hoyujl%DMvFIR0XCcU~CNXEVdJ zK-5nSDzqkkV@|+?ZP%a|uIE*@V#yEvqDktS4EPawfo4FB4eUbm^qRs^^to{96p6u) zif7ATkZ57O4@Dj|!Fn%>vKb!T0I&M`Lv17%=h_=df)8My{uZ807)il70wM~(J+ON_ zIh}rTckKV370#Iw=rbwnbAE>4Rc`~j-$h|=9LcvIPdvcqavy9f;QH(9L=?NvllcAL z!*Sm-tbewcjSKSR9Pcla)UR+~pUg_P$iQnaibzZ#?s0bNIS?bxueVO>?>>J;#Bip; z6me=aMqlv;5zc*4rd*$S4&D$)x9>6b%TSw@1d|a7Ol9qh9AeO072DDcd692Bwlwf! zez6cYsc`}HK9%KcPvsMs(_q-=!Had{4sP$B;Xr>t#lH43<joc0+?DT`T?xZ_Mo(8~ zTnMjTmHQk|!}FTd?MlD%Vcp-8%{0KSEiU>*C5oe7eIu9bV+e49wof~c9X#tclj}P0 z{D;c>SMOy|m%AW2_y&2~S1oVj`f^u7oKc>j8=fmc%72oPW7L(9yua6j8~kke$fo=k zbQA5_q>q!&hTl9E@RvIW-b!{#V)yysBALu(9IbAIb44<hGB;2^nG1-#O^ZHSM{WW$ z@=E#xg<ML=)8h|Kf2lo=e$5jd56F8^XY89|=P5)VN$2o(B5=s?(7TA^f1xvbz8GkS z4*R3G#5)l2#U<fOgP}d@dc38F+%2H1zup@a^A&O8ACtH^@(``$u#=_0XN%uMEU#D4 zSEc%Cb{6Lw@+IFMOoLx^O=g?^hW}6-wm7NgBae2@*7<_|fg3HfvShHU_gC^&<C!q0 z;#9@?Zro>ze8Jon=CY=z=B|z(-<==-+Jo2{@v5ThOJ@R}calufGF0nIh(FJMD#R8# zlTA&ABq#cjzCJJ@^@e@>)QaB$pVE+F2K7Omd(YcR&3w#L`ou9|e-!rq#;RN&`=q0I zE0%s4`@zs#?J9?L{Z%p>VT1kyrBdqee$W{|Ts*!5Tv16iB<avbKj*b+I~~NeFPhi5 zK0koHxAR<S{)_oHtPfo)5ci@be?HUp#(A;J^0di9h)3U=_X%&}xy!=Kcie&7FGV<u zWq}*#FOJzBGQ+u=mtWX+>)b-xsSg4zQ77a*W`AZ2ugg}I&WQoOGm`GtME=$|Jw0`M z2mMp&TdaR&kq-~FZLh=Lwc{TLdm!!+^*nT$f}ikSw_P8+fO9YwVYJ_rQ2+XUxH>}% z{zfjAd3Xl?bK1~81$_d=OJSY|p?i>~oF&<PKIys;xg%u?<`HFze5=TGCG7NXYDNO5 zeLcwNowzZ_Vvh}>j0<yZ&q#80CA$(jTY@iJpL8XdmASS&sC6M+>G<;_O~r+fLM{>@ z#p*)%7q1e-=ZxnDI2<&1eh%jsd+y8I>H#lYBFciG<94t2-R^-uw8`I35;+3hyPf`M zJ?7NNZ?q0v;D@eAB$_zX0^GUtCb65ym5`=9ppyCz`C(Kn`9=7dh}(q+9+*EqM*nV1 zSqtAQ-KHfH@rXTV(fLIe^5#F<e6f!)AA9+6d3OT(bDn>9k6eSDwm$nR*@L-7)J#5o zmx1Fy^xX6jZ}XV{?TG_l@GK<zxI3SBbe7BbI`-xH2k9;{tZR%w2`fA1U+`0f-{ilK zefiXOpb~xfNs`u~5hUPCDX-)fJApT|wv5Ve(9acpXg~{jB1fht&zceNTk^iz0_y7i z<A+;{f$!Rhn;GiB@ej@ZN#4hSBQFzD9)d5u(3z2$i^KCXn3T9O@mv#qW2-_M<YiT- zzi@v;AB-N`BW{Uq@YKtG*OeIHzdmFJv3~fx6pvO{=sx34cL&U1$KK!7DEGVv-%@&? zboU?Z{6bZ@v^sQ|w(wthU(kmpVQ-TQds_V1CpZBAPPw}i!+`I%vF6Ts%N}~d`x5`C zb>w@ejOCy1+A;m|>`%nYDmFWEa$Drj5vLi>aYHZC3q0yk2Hm<!KS}!o>I?P7q!+$m z-r1BV{ctG!;Wv@#7gzKLldmp}AWo_Oel{f@gL;(otj=%v1F@L)xYA4DoyY69T_;eV zu~;B9-a|cT;rU9g1niP+LgWYXt-sS}BY2PpWcNNR-#u^I5bM{q4|#Q)so#mD0K_Nl z>fQvr-h#?wW}Ox1<6nP|J_)>aZ@tl<iJxKe3%bj={socChh)Z}A1<43<pHOuok=~< zb|dfkcw{o{2k@FsGm}&Uy85F^q6szVaT{M=7GrLul-3BNND6RaL~HRLDfqbVXv?xb z>|&o*;8p_q3%5u6`Veo!VpkqC0{7-;%Zx67&r46rG`6x}o)TfCdISA=_0dfNGr&3T z8HQ$MSG>=;S8*NuSIE$Mi8BZM^44KLJMgpUrhma(z-uAOnvXvRG5?{#nwFOY=j$Tm zzGuDwo?a~!#cY1U;rNzqX~doR3!85Xu-;lXjKtL+qRvz$eq9pZ%OYSt_G&$Jp^?~c z_eg<%7p*u_z&p1&8B+(Qfvbn^g>%C0CsjEFiT6T>cw#EF3Y?AfJ=`dF80+CFXERuj zdibP|T30akga2rxs3V@sknS`+?u@u@de86V6#DmyMT<2q;XD%S<wNb@LtZQ0^+Cw< z|LB-xUSEQKP`puG$%*Umu23&jLN}KsSQFuOSM)wix1w&nc`2l&s0I6=nV@_Ybr78; znXjG?@HsY#D>WmSqr{!g_)GzLtAkYCZa-UPcNa+z;=AfE(_=gG*oUpD4N)T0V<$pG zqv6+Tm-`H9;pd9}KB8a2k1n@VMB74d@)x?{V{;YffKINyt55}BC+Gj-j`eHK`>(0; z4)i{bveX4f;A*6v;CctnIoLl+dU*{vDoG?w4!bVD$MjG573y$&o+^~kje_>Gs6V;{ z-q_siv^$^r{>vL<V(_yUJ{`Pbi{MROYz1$@hfZC*cyJ8+DsD{nALktMk|mAadS28E zcpo&&RwDk$|CP1@|8n`ON53E6BVOQ~L=Nnk^PFYL$Xh7E8ONsd5l3VkUK>xq{>L=_ z<7B8oJ^PnGeIN3&$iHRJ4#AJp7^{b$kDz~z!t%h8TAa(G{U^P#jXuuqo}1@-kq_8= zhmv>Tb=3u47v3Q+Z<1i|@`f(1yD{*c)RS=L%;euL1@sX#`IQ&efhYYN(w@e?Z!Vr7 zyg*-31(`y{AJ|=5)wd3I@BlY4jhZ>^huK&R^Ihm2PPa@)%Mi~S3+ivE{|EhPvyk)H zx*I{3h%UsV&y^6X@TKurl`A28J?D^h68g#pWbfXC-TEAQ<$e_Lb6T#xMmz)h*O^~- zJ3i3!UNG2X86lsoiC}7jzs>jcJp6=pTH%hoyp8>{a6J5exgGJXYfCK@aqw(b<k(Gf z^o`KxwpgEm?$}zr{2lfYKx4sJvW2-&2jBg-J6|pD=Ce6zG3a~Bs*U#%?-o`c-rVI! z(hT!v_Q)FyQ`beC-yr{(4kU^MZl;;GFY&`(`I&?2$u@C*Jne<=ZokpZrf}ai#8C?c z7rPR~HJZ7zhT3VUH~HQ8vjyD!@k66t3;B%N{9wTEE}XyEH_1K*KDzl!Xz3^u@WF?{ zlwAm~d%@M=F5pR!;7@PA20cSQ+$De)@s3vD{<jR^MPs`1o7OZ>g5gKkp3y+)#-AwZ zm%v*@tB&2%!}kpdeO@hu_1-yKC%a~V|KDYG@QsHqQ9n#^FB9=)@g}3j6|8rVvL!oo zqn|=M;%}d0p6f#?wiM)5Hwwr<v*lu5`t!IOKKOa1?5B%d6?nMT$JkBaqgMCeFdYx< zXKc<k7W=)g&5FYS_s__7{}<B~p7WEr*tt8W^`M7DYH}j%d!gvT!UFJ$T)czF1pC;% zcdxn|`a7<z%Km`AmEOrbd?pF|BW|80<_SDF-L`oB1$d}(yrT<ncgQg6_Z>^{o#l(p z{zb^cl>fD!NCdCHXHpQ&0sUbq=8^V4Ja6q>t9&LG{NP3Z-aprn=SGA-NxB1EF!5o( z3qEzSZ0+AY=(3^Q&B89=uX3^nzOm!)_2Jc|RC1n#@8hOV_<eER>Nm2Ec>dD10`cV6 zGStVLPdWObKE2o^c*KW*^Qp@&f!=t2pF|{uZLz*5o<CBpXVnOvUF)mL037D5U-)ea z|EBd?V>}mvxO_fZWE^%E-A&Wv$b$3!+^%t_hujDUyW@NtMp4&InEq}N1OGTnYgcKE zx`ma$gFPMQsQV21My*2s_D$+|FN1Sh^WKNP<s*)?MwA7%VSnzg_q;@$u6h0Uy))ud z6_NY3-RI^~OFX{+7yA3A*&}i0KFlYZr(>k<$4~vzX>r(xM%UHvC*Us$CoN7gdIR76 zN6zf_8CJw)-TgL!zpHv&dUp}|Sp%8)CB&o3v#md6{n1Cswmmz9-!J^<dtwrCG48H< z6#oMHV*k6E`4@Sus%iAf{Uz|vhho=1qFxr`eZM+R5OJU70Ymmr_^D!*@w-jbFP5aW zCFa4K1ZH1)qi%H8#Iz^w58|%gUD9s+p3h9`B>;RnK&yRbA{BMhk;AhGEK%pKlz*{~ z{p%*3`!E50caJOGzMN##OV2EX*`r@p%|&7C3HYhK&ys#Y6Y4oxpJP7(ZzmNEt6pMG zuK0N#(tO;1dh_{{=WxFw4d*4Bu)dVpsZ~|L1yi+*Nm3=~m${aA{c!(f_fCayg=5Zc zRpjwUl!yZ_=wk=&L*KZUvL_e&>Mniq7!l%+M!WPjhYsTQhXUKWF6dRx0ebUM;CCj8 zkNG>G$7Z}Fo<TmYtZOrT5_X(Jnd$NseF)1O=|W;*&>!cuBs-u-@2$h&xo+rVr2QjI zcTu07nC4IR0<MlXYN-by59qrxOJlctj*;Y<*$~cqJ&eCAeG~f1GRKQF;5faSg@$z& z^cAXYqeF;8(ODiOorCC;p`eNQ3Omp0{FoPh0sUclrwM0(t9O_~)#;!!9Z0?O&<Fg0 zKdb5j7xqChexPFt>)b5+u%}iZxO9Es=?8YiACLD3^MMbSmH9YjUICwtKOUDk1HFB5 zr0x&;%4ip5j3eQfBY)VN3NK-fa}A%9tqc0S8)Msh>4E#1O_v;L;19BmMLf{CjTe2_ zh!J-NfADM0i{bTJ)pO^LAfKY<yK0QNd}7;IBTd9m7i~096;Z*Q_P^6vbyV(zU$klQ ze(<wNogAKM#E*sh!D{y$(4Uzwdx+&AaEIqV`de?^2yb1NFRM|Yf77Vd|0xIX`EF+x z0eW7*v?{av59sRhMzyDa->*;n3kX#M-gA|vn+Ko|#C(#uL>ByX-D}*U2|C2!6DLvl z)02@RxoY6NvtdbM8h)OfDh?vxzO*>mEzct!o{?+5_5g9+Sm9A!58@D8XaYqp_-tWR z-mC@wPL#7H|9%pBuHp*$rBvXH{5gj|InZ4id1{ZpK^z;~JhF<sSVqX0xgPOMn1!EX zvK;-~1hw>P#J$Xyi^r-T?bdhPuUezuDk_7FGX#Aa6{`2oHHM&1v%OuB1H4Jn--rGT z>P@9pY-~Re-!HCtIWK|-)rmP*N3nuu$6P(V+aIsJ74m%FdDM4}*23DHp(oSw{wUZ1 zKdKaz3UGtIN0HMz2%I*%ccj)IeM~FHr)*w@0%s0R?zAAzABz1u<m3uJ`4D?^f)w*L z9#)<{3!a)I+NJ0`fWNQZZ8rhVCRNVH^CBKjvjn=SATJYqa*l%odGn}BaSQ?eV<T9) z*Bkqg>RxwE2zthGqTsDm5#T(-F}IpBe4l&k8<O9^qqoS8d~(M+Qs`eY+y>688gEFz zPxllNPxo@c|6KI#-QNONqyComV4WVu=;u4W0bjfOqxMra?B&W`f)e7D@qM3?w0Zc? zggJvB@Hy~fL3!ji=!R4Q)nb^(z}u{`Spz&6_uzX&p@;gveCJIa;M+&>X#L&zMPl4j z@NNO;b?@Km5cz`obn4{Mwg%KKA~;n1pmUHv+;*D-e>xVH$R%El_oo}`*9n5R8E_Au zhQ4AoJ#uFSy2EyEVfS0;3$6x{W_N@T|H36SEY^1W<F$T1cZMz<P^je9?Mg8D``WJ= z_D(riySD@N2uTb50R3^~clUB8O0aH$c<8!cI{56jV-t>w==0*f{lN!%g|WurB&tZ{ zW$ao_)sNxVxBe!20^c=+!-+zz!OL<pv!lTSnn<J5RDnOQsnqA*0Dn6RDh)2du62wp zqR#F`d^2R_vHJ*qz2ip54E&j^S`3PkLVSr&l#T$;3#9q5+)9S^G3hlCh8=v^$lMbn zje3JjUr+87)>(ES#vSYK<^49moEUZD{T!{qBbWy+?(22-H1fqyVxAVrFCuG-wwB?4 z2mZ=fyocZ9hJM`XW<)-Er?F@Ty!NpE-S@k7(*A344wfyzCm!qfpW!E+MkG%j4<Jua zP@_B=51xCr`Q=%9<j;17*Z9Djj@-8X{4EZ+k+z59G4A8pHr3J7Ux1g?wD-<)LnnEY zx2I}9cs5UHz{Wm&?_Ae?`C^E}Z$&$0?U6s+>Qbs6#QEtzhg8ya&_8hGVn8(Z&%nRZ z<s9r;MftG+|2g1f`?;G&$gdwICHMHku2}{}txhA}Zps{_dXbFl$tNvp<Gw2#*Hzf6 zftzV-S8SlS_I*egKj(@$y)2b2>*!x9&C)&3e-iP<!S%!iGVn{~sH_NmypJGplN7w$ z>qFAvras*FjmPO_A?Syn;NSV-0bIM!{_{9+he1N;vk!Ql`0(OMMFH^o!8zVX%b45# z*5&fh8T4VlmGvLTKG%LbKe38Dq3dh4>(UYAODD|psNfIB)W1fi123fZm1h1%Jv)Az z!oETl^*i5?lmO&yH@L~qaehX<Z)|8S8~fUFOs|Gv0{6$oo!A7vq*G83O#TafweKus zyP@k{WdE^K>H{3niF_;7iac9I^9t`L#LdV<$?}NHJX9p{Z{wkxJ=ZHf^##wbqIot% zk%7F}KB4+6{Gs3qpE^}A<}k6QCRxB=GRBs_QFa5DM@Y0kpTzv`1KSh2h-1U%WTAI& zVSab))8RJ6{~FsGF@Z(sfP`01OX9H3msfL`;5Td&KciF3k+-Pa3cjNUzLscv>0l4m zlT$$LU>)KYy09l;7k@r^=6pc>I*{B*BL=*f@UQqU0Y5XSby!HL5O=Iq`*~3(qG-Dw zF$Y|eN!n7Y1`qgs<DaWG;<ISI=?U!%sQ>vsZj3^lDxY)`oy5L1myRt&e8pVgL-I}U z-JlPOJUB^af<Ec@O?R~szaQ)IO5BItcd!qbufom`#MmcO%6kxOn~P;doS;W3CWU<q zN4!5Gv^9So{HUGc(i_x;{w1}ZOhX=#bHg={7W2k*hm*e#ZzKP{MKk{hudBHD>1Lt_ z`rE?ES8F@Lj}yd?G2#2y7WJyLqdtCXos&`*>v|;kx`zF2%tznuD9VSw$Xt=-Xj_GS zv4t0RKu7ET#dRn%89K&IQMWz%z~wr6DF)0Vw%<%Q-%&z7eWF>757#{uSmBY4dfVK^ zyz6w}Eol|LW#s(e(}Qm#|M7qiX5l>46X=#FM*A#-5g%B#=h<#xj_J8f`8nhnYz#!{ zdpn_vr;No*5#gL7U8MV52lj<UMx4VK=X$N^3(}x-OQw$I?Nb5HFC;E{BEQzNFO=`B z#rGXpx?J!RepDL&y~zgsM8X?sM@CU6;>bI?d(Pvio9z@6*30zilTe!f@b_B35+%g> zph>-}<%lC@UIGgw@UQ*L$C9k!9~TWsW<R_`JWL<Vy$GK6WZpM?_qn6zUoNZf&VTEr zbF;Mii|4ImJ+Y)K!F?qq+gJ7C{3u6P-YEDf_kZ$-+p&+Ib&gB<AztP53Ev?DetaZ4 zpmQi1_`65zChsrwW!-hYatAm)-~D56=A0WLM0YzxJO?~hg|vtjIM8xe^3*k5=$MDA ztjiGRTg%1fauJtop2)iG;l<CRqobn&=!Y2$^yz~Ad$o6&odVAkdnT=WWE*|5^e>vs zPN4oqF7T-jxFO!u8dD+zUb=Hu;~@BEVIS+dqZRldd)H|`<m-hB4Z~bdfxpwEm$VDO zC$e6I%LnYnsh|r2F~}Ddc08U%pdMHJ&r$<^@w@j3?G^9{Qg`p8wXcv5kJnz2f{r%$ z<oTxs;1HvsvGeOdeBOY$^zPj6Ki}30e&YKX-%P)!Q3W1WFWfK3hrW({CcfWmxDV-z zGlGbxqEDVy=mEE>YQuQ+kq1kSrhO!hz&@R9S?|C;{HhfSufzY9Yd9bFO`)FCNA#{y z0(}EF8%mE|M&IE>581DM&}WG`_O@P!-$YS=n_h>`$vUXGj_cUgxKM=s#JQ_9-|+Xh z@p-F8ZEaW=>X!{GTRE_goBd(2#fV#vHrX=iP-j=RUEF=1miOtW?WU^WHLAydQlQUU znx6dF+3T)^d{J%5eizKKth2EsAa4k`_3+vn@S3)s5L1dczt~5hS-|g_`GJ}iv&h$I zbgalzQE%~Q%~Gp`j`eDT))_p>hkGXb=_BaZRjp55;18WnT{no~htp*r=?1E?FQ(mE zQP8pQv?akWuoIEg@8ydUz^Qh38&==}$sk3AG5BgD<sll5bi|?H`A(jzz`Yf+x4#hg zj9!^LGr=C@O(U*-z~|B`S}7em4Sejhv|$CFmlWBXAM=HtQ7$^*pboqjwfcSFGtNm$ z1w05td@oLX-L=CCeORG-k6$_Js0OnREI-g+z|Q`mxCZ{bG3E5Q9P#bka^9jb`eAKH z_vk=JqVBVMwC_H6Qp|MRL-3{I_KC1a#G!r84V4q8upaAggRdM#-gU&rU=JJo-zJq( z*AsODk0pmk@mRmqcXOZcy}w!r4IDr{AVXDveY?b!@MlJHwg&ZrV}ULzGUzj&6aTwi z;Ep)Hb4QI9acy3w^Kav4H^Qqa#eG!D;Ma^NM9v~lOJrs|_hBCM!}WXjuwk7=3$E*@ zV!gQI+9rRUN4_4&;M{fq&-*>}fW;i^U42esxdZv0>)Z_QxDaqC!X))8UY|$vLhCwk zWR!x^%?~`8<a{AlBk;jn|GQQMC-S`}$x<KWC9F4ePMT^Ue{+A#&yG0wIj6f!#0hm; z$7@4<(U?~zzNoj`&pFKWbBLq~`lFdAuLbPhHO+HV5_bMQ#v}Fm7d$6W_Q{4JbdWp` zEuw}+<mCiX;)^f9cV}5Ic>r&8Y0hx5qMmU6v3)uR>aC$?`W3P?QNLa@%6kJn%J7IJ z+kcAC359*bw@~kJxluB%JBj?|@YrI&4a9K*Q+?2L#2c#1<$j6KC4>}hU4gUWIS#hw zuE?wIkLQ#_Pp726>OF(~mXxNdU?>H@-J5mSHW0X3_A)$a33FV-XMZ1r{bbyrXS^MX zxh&@;2&b-rU!@pGeFQF05}p5X9(M6nqeyrScvdhc6g4)Dxl{(FJ`YrJPSCHN?5sWV zmw5y7Lne4mz~%z675c-T=a87JJp&#aT{A4f>*(LbG8jxCeqPC*U^d75d<sANSD;U` zJZ1Hk7U~rZTDlsCkQcKQ)$6!JPa1uqF8Kg`PB}EptcV+GbEP$<BD-_2q$X<fF^8|n zu|{DFePTiz<i9Wn@#sSt#U-p?k9%U}3&i&v;*`wyuhCDRCmfayJHOodGU*`jfV20? z3%@+@uf;@$gRpPGk6v7H$S*!KN-0rg;r}<(6<oS-evC-z#wp-V_stkJQd?X%oy_%7 z3~=a`2NCI2=#2G`naKNH2`Y{*#82y732b{uiTTLTU%{x%K`V^-eC*hk5bXKjX&aj! z<khDSs;d)@fv0zUZk(CMzQF_Z5O2tG=tiU&;pfDI<kN`HXMS}LWxhrnu6xTaH3C0> zld)%I2YhJnj7r-A`0#X+G7t9klF}zl8|X~bDlV!MxX-7*3>C$YXDMA$|HB48Z&m*N z2-h?GUvN53?gMyjb8|{UEOf)l?J0BoF4aITNAezZ{SiS+6<mMkJNfwT9N4mcYo8I| z;ojL#mh%t5KNI+C6Hqq}c%PrKJ1=AQAlqId;CB$;GW~lstkV$*gHY%XMy!fbR1@g8 zm9)J)T94Q5ZIGVL#W@8jn=C)nZIp#<q}29ej*K>ONeS}f+3UAid$3QZYQDWZgFeBW zsWy}3zo<_LBpQ0(!t=yuHK$oBfd^wp9+YFBGVL5}EoXo~!uz>pjj`WEdrxrS^V(J0 zX{BedF5;C}!<#V|$63v!)Eaz_aN7OOAn<;>YhN*V{k5}E|LJ2tl~U?l)PZM7ekm6U zw4g)JR4aVM`ZwJeTF8|GZ-4MUPu&##K;74<uY&J+M^&E4hhO^{ZZ)m?;C>H&z7&sm zXuALESS|efdq&xOm@DkefGd3-c74w&(m|jI=X)-hEY~7m%4{^sjHyCCr5Evtq!a!2 zj(%?MMbX#zZuHfD@QU}L&zy;Lz#C8Mw;zT5)~inW+qL058~uUeI=sGyMTMaTcwBtY zMvoZ3KMdt-OTy<F{xqVWH^N+i<PO&-iLi&%8703U^vMs;CLQjF9`4;seFePIAj77y z6>;PJLXkqRrYE7pl;))gbS;ar=EF`Ji1VU)c8suls-UX+6`W7G%i#a|C(c6{*RB8J zT0^~$Ri#ii2G>n^dfvAJ=STTukHozIubmPq-oejTG%RLs@&1%YFS$CkQ9o`!{`sdS z@b2Xk8yyw&kC}S0KLX#h-faGK2zi6@e92YC74-Q9>9^blkGqqR*0X7bc<NOjk_28a zY~%eRi5WcfcAG&W{@+-|<6=XCy7(iyS@!$DA?3F4xCH2B>aR2xCh>leAHvTAaQ^0I zAI(904~B5!TRYGdV&t6tIuXZ$7ea{pz$e-AX7mbyhf6Ct*Jx5uXLXE?FhTxWRhcn% z6}Xvw`qA)#htPdOiJbSgBF|2@?Ti3!yoz4VuED-AyiG72p+@}q;}NZO82TLF#7+$I zv<_jjO&{=BT~hNav#-z}Ebe^40(KA(Fa4nIHqK!w-q2U%#B)GL&+2S6Bk!DKEMe({ z&Rtth`86GNXU-3X{vxR7c+Fhho!g`<r~icPtS9u(9k&qle^34+*1qA4x=-hl(<<)& zu$}2^8{`{DT-{aF;ZNO+(Pwpq@&8i0ZG)$nyLBW*?Vc}mPO(=BD!RaHLB0DQp!XUQ z_C75KuQ>Q^Q!vrnop6s^)9wQN|L8vV>fSQ&3$1+Vxm@Hm70>N>uphnqZ|A;7yl~`i zeNq7Ys(N}R{WKT8-^^bVJqzeK{vU1<im|S9k0iR&P;XFAI$Icrxdm$Uotqz_W4>{w z45LNAoY{aj5f$d?$m_X#Bc639Mx}EN;Jn|3D{rUoVE-h>)q-HJ?bkEDHva>DT5A6a zuR|W}7&NrA0X^7LC~@Kh`l36XRL5Zlmjm_ujp4sUL3_HQuwN5*iHt;0pD(VAG8PWS z{<d>B_M^`(xBE6-3(l=MAOFZ_1AaLa^(eV>5pjv6^go?i#5GzEil`X$X><?llfwR- z$r=558UAv#S<SK^b3pm%Cmp7*;oLO45w}eT?(>Ob&Z>ha;hn;Ne19+x*ds$lP*4wZ zkefptv=GO#cf{?F;y#{w&4}m1f7YnwbUWL?_ul$Hew+q=w4sr()Ce8i!m63N0nhRA zW9Cr1i@vu%kBd6Mqm783c0Nh~zm-h-UJQTdOy@ad0N%sQWKlhT6m=ATuHp>fc+%;C zi&rVp=QH&0`9tUjOGaZKDG`r?vYYKJ5r^gIHcu$YAx^f7)_4o;<_$-TlCjS}48|<z zZQ&O&4MdlhP{$mP(9RqMzY);<T`dV7{ror8B`@ei1Yy6a4t$R~kJgN6=)&`NLif!f zp5Cc9TbYKP<X3i3zJZR?a`WLUeBKw5Q{+Cl{x71RXC?8u4>BtTN}=yKs@3|s8Nlwe zB*vb&p)Xja<a!8nREw8w&YD=?jg`s}I-Co&d(Pfb2ArwSnK6x9!nul^zh#~;(5Jpd ztq}Dc_3evo8ji3RhWC4;nSt{;ZGT@5x<lXg3G+?u#eB-PZ^vAL@4^ayc^Vl|k6@Sy z9m0N^H=casX6Q*MU&@gYB)AczF4g{L3I4+t7qM~)erq<KF}CstdBwj^mknX>)Bmwf z$%608eZFOp48I>1q3!UJhHi84&KN!7|ACt40(-zyDqShxZ~=$6e~I@F2?OsQ89V=g zU27FYt9*jquC2C2>&Jro922=Rj<{mtyZMb<5_Pz=e>8isUr#m0T_p>kKa3_wU(E+D z9bkVhi?|-dH5R~Xg!4mWEabbqe7{7<yCMPLs(P1@u`}|gi&=kC4KZhuf+9BgF?4B@ zo9_RBYy1CM%f>yz`=#=}2El#~bG(dgCdc~{Vp-V`xBTC&Sqi11PM}oq%2(Wzu&gzv z8AJf?jweu;!A~Nbd|vm=A`cL(H%zz!{b*GB^D$jdg3vX=7j(ey`;uy1_waW;;(mvN z&`-v<NeuLkVLo`3DT5Pu-tBLt)+vZr;&Xc)h;eQ-#VWzzH1K+_p51?c&^NG1p`F^Y z+sDLod`AGf=C-=NYYuQBrhs1L0rWf3v!C;SS3#eM-E+TBA9}+|N!FM#`d-|xv1WoV ziJ9@!@9NrTWuy<R(L+ZN8h(8IKj^HV?<gh1ZxTk`_V4m^x@`SlD_7A6FHFfWvW0cz z{WJ0W0^&hSTb%^<i>bZM<s;T_opR5gC%uUOJA8$YB~S;RC||KWfH+ua(K8~4dS|G3 z<4tj#*R^`BqIw2%O&aAK1D&w0O58ySnTSU#wRbeZdx}4Ygwm^`zV5;0#K#XFkbiz8 z0r4eM>0Sg2;+>WD3cUb$)Ts}$?^bA_@3dInnh{5z4HbJr#y;><{n3ZJ{Q*nH)zhXP zo`n4qd}HpwuSmLTUJt~Zx3UQjchB2J+4Y-?C84h7MXNW7`hmAGd-^ZLIaTV;^={}% zuj)eiSw5qVl$5hSb_;fw)$X;0eI+Dm`0>4l&TVORR1&(mRhHr-3Y>3Ic}q`WI)-zE zzNRYYFQ6|#Y_^4J6ZPKv)D4PFu;V{=q|;cZa;oGXyU*W<X>9J#I1l@ur8qDMdsF*P zbte5J>akCL_p_eg)xG3W<dnfDjTI_Q@%qUG!;&N))Gw)Kx;53oKRrUs7l7l8?bSDX zEx})&g;5y)#kqG4HgZAW^8B3w^(w^krv$q*N3x&~uvFx(H$s0b6@FwO3Vrn)(f00q zp0&E4!|Zxk$MTqC$@qTKa$?gp*ym}-!|f~Zuj6VPRvm-LJ2eSZleNe*{DsY*g6F1s zoYCl8M*g>d;<7PtB>!+~X4(kOZMyb$iekRPg!`{FR;=Uk@&e)?z-xKyD8Dw?tDnwl z{M<9>tFOs)4T3O_XiEK+btUvB9^xChsAKs3{dzM3zgw~V70?53s(I>n&K=j?pM5hd z27Zu0rEMs%03KKHUD*fMkDi<inh(R=R^#Pt(?Qh3=^rf03qz;6uD4)^{+UYtGaQ$R zp`*ys+OZd-A9(LC?XX|K)#cTm4dCzR&b9KEe&}5569qqIfCENjA<y792G5sHwL)*u zaheqo#yXn~+%nz#i1;Ex(Uz%)dcG1%PZ#hsm!jp57Wl#kW}@^{4tUPmymD9y)=8fF z*wqtes0V9Od9XuYn0zQ=8_x|sY;P>(ECqWAvHI-Ag8l5e#PSFFO8&RX0RI5ghm01< zM@ryNWsY_vKd`<<R*f?Fey;^J!<tgiXT^D6R>&B5O2xddQ3X8Fv4-<$8sZ7Fo{X9- z@K>zgUvLe1aq+d0A3QjBl1XiM1@VgXwpEBO`2E%ThWa<)GZD!=%Ie9$fncivQD2;g z=FFEX^2E84FxzG)GR)ac5`V*5jX8V?*E0&Rt^stn;_ko?<_50B%{t+E;ElZx>J<@> zBIu&iq%h~_>N&Olknhz5H^|uH=W1SMueUbtOR1*wf<Nl{S0(;?#f^N_u$1lF6~qnB ziX{FZ^vy|pI;eCB@zyDbmz)jurEPb32K-a%aaQ4{ar8+GKjFKM^(%U|#njh;IL%Kz z%#e<H?UZgfr68VDm$EN!A|Ceb`X=*IANJ8;NMZaQ@{HA-@h!v$Lj~g(O5pX|WHh5Q zz&~2r<GiPeptBV4nK*kQKbJ^ZT~LM2^K#5KtPFWvu%{u*5b~Shcc<gP7cPGM6x4yw z{aIsN#*N>d$O1N&{-Dm|sa0txgL5xE<hCWq7be#>`J-UJT~)8k!iO+-W31j*5b;K} zSg=C}xT=1&xZM)#C%?RL>o0ibBKwCxYw#Pgo7yvZ!13_=IcfhC&<~Ti7C?jjS`X2G z9FhWkqMzo|7w`cKOS6ND@W-jWi;4qBu#V<VEjO`GRy4Kkl;B|>tn=djxPZUUIB>>b zP7qfY-$nJe;L%BLfpYc8f4gMsYPZo3?A|s>4FAw1S^oYT`w-F+*0~A3C~;5m3o|3) z(s-ur#Zd4P+dy(6#3!Cxoy0ow=zm(BNx2RE?my=%bm|d^>%8YLW+2WVNI5d(MF~7V z{3crv{<QS(uLac$)Pd=g-TFC^XM1TbEAS%j?YwHvgnn~WWQy^3FYH0Ukw-}j`11T- z=p1lKlE#(&r~&GJi8I@>!PxJWN(sjn@F^)nvC~S(U+c&()v|-XJkD9Xw}U>J-t7x- zfJ=9bWRe)fz=t{SjdkGjw?(Zeb?~}6nu){9Soai<1@40X(64lgS*g$hc}CMRjWO~A z$<&R=GY{b}iid9V09PLVTs!yW75dorNsUgEg2(8(3H)~$I!OFCt;sKlkK!(e6u_s% ztFvTka-g639xaRzfsVsk7*w+leKEm$@9mHeZqzn>^1>WlDu$?4$3O7X-VPa#M8qo- z0_6qpzx6Ty>k}ssH&hnlO%Ye}>P`)NH9|M0TQ5txg>$67JOa5b=!=(s{vi<f>|?C; zaPBG2OWZqKHjns~H5B-a67`<-{h!{h;dO^Yu3hLkjJTC_DqL#FjldElv{eXR>wISB z>V<C9kxWkV>OvRK=)1cAIrMESKMlrN=)ez!SJP&m;(kvo%oXDOnb*@@d9Y8ZB)sR% zQ_xS$b1h>A@lZAJQB5HObb7}yegnK-iS1}^X%qC<rz@c%sQ<kV<<8f_{wX^aUsyT{ zzB$nrX!8Ym-bFjPUf@KUQT^d9;D>w$<I^Sh<DbObQLY%ov&8V`yQ9cU>`o|(wjxh= zQF|u>zq;;wbn-spmrtjq#|y;wd}n?~w}bGbNAAgQ!3#p^L}rW-udeq<Tgzczdl*vA z_2nV&59m+b*g*a`;&&$xJV}2(QtikO<bhv($sBob{uBtrJBoar=}4YyIB=kkMlTZU zRc^A<s(Ti88prp>VHMB!B>G)aOAK9Kt+(3;@%Z5Y{Vzt?1^rK3=dxKh!j_~MxhwMV zUm1CcA<D?d!+V{1B{4$PUbRLa`!ymnAYOuX_n~}y>;dAElFbBd=6&Rk%5OsQ_JDuL zyt+IO|5zIBQG0^;bF;O+d=L0goLZo9Jvr(XznlBDkjJ#U6NN;-MjvO)_!afb!1ebJ z>S^quOJDm*mj+(8H29!t=`-}^m$w)x;is>ETvUn#|A_BZh$_iJy=|^~Z4>@&`ypU) z+6#D9c%R;c6+C;z<#R$i^jXV)OiAD!bJ}allfbnLKiIe;5QhrS6MuVl0{(L`Q7m#A zJlj);%K`h!UzvK!7yC8aAC*9jyfBJpjA@@G{K)LUmw{}|DL7TLDPM^?N_YhgCek8b z7n@FJLOs;q!=9xF_`<VISCj@nJ;Ioui+DMvq7-=yc6ad1K2}lW19{W`5=!uWw;zq= z-h_W7+8eD%Vqf~Bzugal-PP!x_7?=66hDX%ndC-%5ZZq><Q)Efk!a8tub;5ujoxy` zdD?s3_Km>boJ^jAJ$0CGqf8d08VNr0?e;MS#JTreV)s80kcX)}?#%-pDcbjuXo3G& z91gfl_Y3jxkkFuvHSG2P%Uw@=zT;In3Tdw0xEA#*6F8NwYIdy=*AwWgIAWoIc$u^l zssj60&13kRgYWmpjkc;9aY^Lq<-z3F$RFxggF8Zi+w6&99xKqN&4mUIN~1oU{Cb%f z`NXwXI$BK7FYH2O*Mmbn3CU-CFYNY7)>rF23FCvE>$j382x3kEvz>b=@;db|Cfa4E zpm&_NwJ#dR{ZU`sZ<Y@o@Iou~FXUe=aUzvH@E015#IQ#AK~<#vfw@rZUz!i;?);Pb z^+-+PCY-}=Ke2P|C+bvAmR!Dq;73O`Ki4ziJd+>i@`xIA@9sY<a>(nhm+I_cd=8%e z%V2)&E&7kHFV7WUguWh~q}`(BPN0a>Yu|GXb=A4MB%a7azI^lzmK}gD8^fh^Q4_qD zFRH$q7I=GVL^{t0`oii)$#Ej^ZZ|%M6|BE`5}6+b;=^cmNW)(2pN^i6Tt9fg^JrlK zO~k#$X{)_Eh<oG2qJxs~&+{$jL|P=!k6gOetMbve^tvN*x4)9*jDY!{Z0vi?3DxfF z;N88S4{TV%?nynjR>5ZvQ#Rh0#rm&=%BA^$7v-?r(Juf`w(Zr{vz<V_rCXqt6@Epz zV7PZ>Kh9Ij{pLE3xE`>!e^>zD^L65f7QLGugeKdkh3xX+tE|tf-~2?~*5*35X$<he z>(}r5)#y(YUG-Kff}Tc@<h+4>X?e30)``5_k$LsXp*T;%TZN1_yU+1@l=(G$F&z0{ zy8uxp@IjL(E%z1b$z=3jkHqHzZ%6N{-9Ci%U8E57Ap>rvl&Qw$qmM~Qy@V$XdGv{w z?lREzQu5yoI;Wz}cH4<XRRQ(+D}HaR$Z^iWE|~t=E%aG5?8)Q1iMWuS-9UoA<I9@d zuFopq?<@*+lziYbiwiFd-axmvwlO<;5`E|A?6MMV5U;J{|MCD|_<g<_($WBjgEIa6 zVDB&f_R|N0XDy^XzH|laJMnJ)Mm6Hs(zhpRR_>Tn=GS*&UJ-g!{C`L79zj1|ZgCfb z|M1aGlpn+Ya|ArMD|CSO92^au(B<jU+G4kE;{T(%>we$`Ro<%73MH^(yW=Cmh?j+f z4|)`kpUH0jny6XFoVs5PnI|{FS7NNRo3ZX$C(gh6jGx0xZ||{ug}?nwq!3v|Jb$Oi zLJNL&XZ8D|Y4B+c&xeEImyow*R!3jOdJhHGQwIs-c?xNhQOV%bT6+Xkh&|A6EP6yN zQWxg~jLVh3*h2ppjoC|8gSe(qHo%TJQ}yV(;xN|RgtTbl8~P|OvCT(U#$rCux#*kD zfxzRD)ZvCb;E~#jA6@)$j!;FgiMkNye$N;UIbi?#uggjgd%F=V%WDolC<boM&+XZ} z2^{4d9&YTxbCLI16LF$%Bi>}oR~~lAoGsTHgZ1B>`=`BxdhL<{C#OBGudcUb>Vo_x zwnK{H`7Pkb%@*4yiO{!dhSOKjrz0d+%tZ?x_weD%vKZ`-M(qJ1>IaBl<r?WxUr;}? zdTOl`gg(N9xpQ)+_{m`9&=7@wX}g$Hj}L*jv<yhHDB?WP_J2oDFhg%myW3ogIHXuV z^otmAKP5&YUJvV9`6@_;bR4?oL9=`^?AJYee}xn|)U#55C$)jE+N>4j9m9R5^_p=y z9z)%Svq!-n@yF!B&xSQ0%tLt78f0kUNjR-wl+TCwRb^goF%3K1WAgoQ%pI(k+_NRZ z2b}BqvU=po4ERh%h}g|$%-P|bc(kt_=M;Y(Un_OSJQU|cm&Tz3+6K1#NP35Lysh_< z>MH8T&-jE!c(D)nw;dWJ(f5*9m97;HJzTCX?(ki#SDfF)et+PgTk;Ae>Pi*qTjLH` z$6N8uQYZRQ$J=qgU;sScdhO)<3OuT8jx5Lx`$(F|bvz5WDs=Dk$qzD^iy3+OI1BvM zs{8kE#l7ffteE=3^bGk!BUx)*2iBL5!$t`H<nhzmVi(8W*U3D!TEqE>b9LhJBk-$r zrKFr5*zZP~l!_Pf0`@mDiB-VG53;Ev=V70$7JRS3gB=XHpV<CJ-lV7(eD4hAF}!d1 zVDfUe&o~k%Id-3uuy;%-6ZdKDnl}c2m^?P;-Zcz9bElQP5;}-p_4Ya`@V9hdQK6Y1 z`tu*!4ZSu%esp@h@RK8Sk`m%mrL?Gf<ac}(1TK|cD5!IS{g}5CEp5-CPceb*=j~kB zM+TRrG<d)MM}}y+670vr_!!B{r~}s|l>VKDy<aif-_;L0<Y9K-z<Sz>p5^ewK7KYc zPMg5~Na_SS)j@AEI{Z6p8vc`{G@jA_3+r7LIeiHFp{Z}SXi6mZm2=-mYUJa6twaW? zy0EW1H-<CO|NrH8G{#!OAJ>^K&;7-^(^C`juuiH&BOLogp)ZtVwhRN;?wN?r=$!^W z6RB5!4#)TPHZ<cKfWM`R)VZbNe5sWW>1$l~T4@-Q*+ay=Cwn@wnUP<}-E5TPN8WGX zG5rne5_KTb)At(AeRBL(GlU;e2c6ct4m+QB3f{<W!FuP%R~o{PBJxcRw!DE|m5<Jl zx8q!0M3?In@Lc*zd-=8N$PYTi1?b<Q9@6?mX?L!q4M}kWD|8s!@%=_8fcJxE&IJfU z|9eYy<*OX*;+oq=us8hS{wG1I)7jv8()pVt2Cz5A_z)6&PPIwC%na^t>wD4QIuH6g znj&6*UBUWL5?M~5{_oHDPGNVBztE|1GHcZ7$F$Xhj-x-U>-LbmIqW<A^S*QmE9gi% zd$|mzkOwe#Bq$@kA4{v#o1)*HKiS(q1m4ufVj8D_@5}nS?chu@>TP$|dCAUVopvNT zHNl6ryk}Q-=gEj<FqJ;OfY&QzTz-T2B0NgL8HIhYm@u}aI1Jvo`5`S2yrGA6LgF_3 zD*g)n(o1^ig@2_TNq!;^AKdnHMZD3KIqO=xdp-N){p8w+`=gCIe(;CIZ+}krV;>H# zGi_Kj!md~gS<ecf|555myw~nJkLa7zI3h1Jmb|??$0o5!`d?QL;;hF&%I>_Z2r?b} zCd99om5s6&u#fw*q&qTO5g&`AGKrw0=a|i0szu(d(eHcK1izna?Ksf+0sN6QPswc- z&p&Zev6(_2QG3g)Mr!n9Z3~~Yl0w|}>=TZN1OGk|m~<|A5PkE4?mqSCPdRVOf1<D! z`CC#6$vD<OukrjK^J&yAc*$iPM1j{ds?YDhp6Nzq*5BauA4`NYWjAnsE=;Sc-xc-| z%v*Q|`4*wDrkoFWl|visE{*R^%y~*GO$qjG`TP;FGxVgy(08`j*QwucZM!vKH#GL+ zbcmDtT#9TuCc)$4GQM)+x|8Zsm4*0SRIc_mJ8&Xuc_ya@aj8pSiZu|p=OE6R5QOVb ziw1W|dVqiY-WnbBMjfNu%dqAn*4vHB>jUx;8=W5UxiZ8z+7Gp#II;e}?%TGs;s2rZ z`zS4-Pd2IK7Q$~d>vz~v=CGb|U#D+EpJI|5zPLN*do5h_KsgI|)VJ%&+Wo+93z^qy z@z6!Ca8pl>BCoj6kkv5*J>$l!iK!3ZU2nGP+jEdd-wCg;gl_W6Jw&8n4m`tyq|u8S zx-#jd^Q*8^rm)3QWh&%9j0xr4;EBB_(qhk}kE^+OrX(~2bG;qo^SF>#vEFwp-NgE{ zav5C?L>}jTyy}JX8}t{bc;sqtVXl=oyDU9;r9)RnTQ$~MJ7D`y7I<XPP4TBCpOA0& zH@+i=9}7Ml(P;+XHc*MO?EsH?TCY21&I0}FiVx)oEAn8rXwA$#<V{gyw!LJi@7f2* zHQIvTe|@7I%mAI_X`H)pHF)ki$<po|`0by(y<85sep+1HjZCcD2)olH{POyvo<LFH ztF%t#zkKkY*D{RJbXTE^#?g;!&;cK8LOzP(`z#cyuQDg$r;5S(-FgfmNR2ew3jIp5 z-V(*I^Ud|rX~yF?7g|`_xucK#;(ha0Fz`P5K(NUI?vL7XnqgEO@$+SY-`67OQCFYc zR&GGvOr!7h5&TJKzPO-a5^?fv51EegZr|Y1g@A{!ukZnL0~5sITDFkixG$ExEanfw z;M2k?Bd5?`<ZAh)>?Q2fUE-wK4e)xh+a{B>q0l7?Pka@*1e{+nJf9-~eC<7`%Z|Lf z{+1wnvlQl$1nUnoq3=(&R3R!e7JYmH+9UD6asFwoMFHTq`)J>#-TC%}=zsRP@c-+z zXZj=<VK>Jj?MdMW>H=K;XMoRdb8QZ*nPLBEa+T^z;V0fB>I!FepD(7~v@?VATKy+& zV`Fg6KEY<4fWF+?(+eAKE@Gd8#LW*}fu6iaRFekpx0rt>8TJr%wwa~le-77E{FP>b zIA0cCEC0I|_uG}b_6hN7rI2++4|Nhj!OvG{u<zr4i*0`bpUODC|2toayhutdQUE%Y zU^lbm%NXcmoLR9i7?8&)D!h!WLEVUdJ3iC_b~VBN_9^tI7Z&%wo}s~f4f-R)Z?NCj z$ft}3379WickiVrbdtjjy=Q*0Vh-K2v`8mC#3?bx|9TICCs%%IRYu-TyPn;{cMtpH z68E9G8Rs%IzmRjlUYy*6R$ajxd}WS19~?m*xKMvk1@Zr4*=$EHt|u+h=Ae$ae5mtO zK-?|pT~BF;Zf~Qm+L+YEd<8t(;g5d}3Gzvn5QaM7?lo4&X69++`?aw#fzVxzF7mu} zvWFd3nLIG4MqV_ac5M;7e5HU*TpjtBx^;WO0jw8ep<1TvCi*{g^Yz~0{(Vg^Ys>>L zxf^Dc`>TOF%oT?=W)S}!SaNGof3*sa?cc=r(S9yv`vun>dB`Oq{}T6U<i|&ZI@-m? z)~ynJZq|~4{j3IbLsE_HGw_$TJMNk-uxrnR=&s{!s3SFLK6w;@ei(YWirwd$X$=gz z`~)wWz8l8)jL(xGe0%G(>f_x$Z*t|SF3dymkS6ItTr(O-6OJi_9>^6>$y9(oSFhk1 zy-&FA?a8wnuuna<SUFMP*dL+`<zB~7|Ev!l6qCn3hyCIoN<kjFSdx8|4mdUQj!mu@ z^_A^cJokWG56x~DWj;f{NAPuXb@U@2vUo=13VVC^D0!~_4f-iEjaruJ@qDAhvPR1l zI7fVdX?_?y@a~sxrA)*}d2+9hWx&H(6HC`E{LGp@_>}xQ&Z|6SwNo;Kt}K4gzz_WH z2Sw7Bp*GIPR^MqS4#E0yH&x{!uT4}aQr+$MxoP$8@x=+`(X*eA+UBAj`0F3LfFXFj zskwYR;;zQOCwJ#ckv~-i_l1xn4yf=uzjr}=k5%oO9tU5F)T8Q$?$&r#Tt+b)|EI5J zKeU1G+yCy14C<ZRPpV&vpx^#|vnxBd63+G5TRyoIfV%hNX0IGe=)L8X*(QzPpIy4X zrRcj<KmGhD)fCP{oO0*YMI0J1oc)-72lgn+O53cAegx^P_#o)v!NZC@QKxV&WnFEE zp8&nJp&~|ZFZwe@`2F8fqmTN=GyZJEiTTotkM6M}F6%8Y>IZ{opDtUyUjhHtJxa6z zd*iQPReo!O{C;FJnHKw{zQU|Hg!uLK_|zK1KEz9!Yf&6$@%>aK^oQrMk9ng04~W5| z<(;3~EP>zbV{&<gb+{Kc<ROMUl5*==xK;-2ljYa9SNQx5XC3V?Zs==hsmq&bM}2kV z{@sNh_}k2q?lktfxV2_>tqA-vI&fg}H2Mz&-<G`pjK1}Xs&~p+;5EM`Qmt-4uic1M zcnqF@jpZ$61nieP>_T{!G5k@wRQeJ6G)~1+YV277zr1I?QVIQ<Te3}If!Y(#bDZ4Q zfbY*x_{l~N`^207_pWFq`ncrztv#La99K#wE^qwZ`+B_lhCTZDR^#oi%tE)~VISVy z{hrjDOlr`#4ewSs4J;vF3luUw@Du&6AqF`a*uPH`CEdCS&_50)?e{~!#pQ+E2h6Bj zw6AHACa6O%?Rs1$s*80N{dtOM7CK`vhrogk>H(7HNOt=!)gzg&GRC3*A(@|v@)gd( zKM*$y1)fuj$k>N-U@n5~I_p<1*jtrh#Sr4xmwZpYSbEf_)@4e+kHX%B&J{1Kpr0dy z=C{l;^3*Zk+3U!25)Av7Be1^jXUUIlV_&1H^*3y=Zj9>Ify~m-iK6%(aAH5xD|Tc~ z=^)>IZI;Bd`~D9Ugs#1)_o!($y1^esV^-(r_hTMI+RUfU9pHeZ?aifAIM3h_H9dY5 zd9H+T?g0VJv)3}OvqfC`O5D1$jrIQ!ed~XYt~(yf_Y2F+D0^jO@5~5AA}bUkWsk@v z$qLE(Dx#t#imVcno%xcGRb(Y(heBm!gx}@&m(R=VeV^yP&$-TZu5<45jBwn8&QkT9 zyv`PSMBVikTlhn##G8NGv*1m)KV>Jv?mzw|Qj2(nIo;Y_BO|c?+^jXrHRvGhbq=E4 z3f_d**5q7usOQ~z8adcs1zmZw<H;G+p{2>+zpfGUCb;Ku3h^_b|H<*aNE-SlvNKr@ zq&Xsg?g+ka)B>JLV@f_Ji8|JwcLLnVccc@j81fL0V|QLyBqRQbNL(Z)8%1AD&ZfW9 zdFbT4F)VBi?wBV^L>G_qrR7n5o&oCMP3{-DFMzk+%j8pfg1#JPsZE|b*yZ~(q5FNJ z(LdIDjwYiP{id{0#5&+HhQc*zht|>8|MYH|`5W}X$5RW{oWuNFpH|LFf5c;jUg4Y6 z$U~K7FU5nm?|n-=OC}3F&}k&H#v6REIl#_B5A_Y3(2@$o!&*Q6r=73Bhq`{2E3QFr zijE#kR>OI1<7En7dDIJpu4eDfDLnrq=vwrkH^EA1&!9&)@bbkcv&3NNOxOOJ=_0T0 zkPCOahU@%GQW<xZ8-C3xoPSBzi;$J@F1%+F-$T%uuYzBU-C4EWjzd4Kmfihd574Kw z(Dl603wh`7+i$J{UwH~1-Q`C;I6FkJQ@8_o^1<l*<w^A0y&<OGJrD8Ttoc?h?7xY0 z?y}hg`iftPO>oR(u7*^@pcLvlmpnwD-2rc;h<yHNQxx?#-p)Ij$fw(6dmTN5fmau< zoBc*SW=ZE=5@o?TeUFaM6yP_ZmoF!@OCt|`dp9HVE9xrIZp%D>(J$SaB~rQoeN~Dg z@xyE6JGSnV9oTQ4)MYxcbnw%c?!FAgn2XeE-p#ZO9VCjuX?M<BT0nF@RU_)-mDUMq zz=6{0TgPgFEBtO@S0&(I8)8|(Wew;f@zAVm83vy*d}?=b8u8_P`iAk^Zhh^@tzTEc z4=$OvQDB{j@3PjOv4Bp>N7QPq=tZFBsbpg>!~99ffea$pdv~O2hNU9Tahfsdx&mhy zJ;hG%K|iZFNpN8Q0`%+sadyW`u@AQe?7H%Rzh8-MGh^YOysxi^9l-gB^w1-1QSf)q zS&}_?AH!gvwn-TJZKJO|cf|gbyU2A#7XjaXm-x#_Lr2-0yKMdl^VL`W=#{Lv6XKR~ zpBW+E4%R)0RzN<@WBZJv7;$sbi%5D9d1`;x>yT@tm_O1!`#nz|=iriaSKeTr?o!1^ zPw7r~f+cHc@7zJ0!wULjEO`++h>k><R2t^zFGt1tLsya)QuwrtzT~MbIz6T`<cG&b z70C;Lcb(n}Aq1Qo;*wLoj`x*XGMWp(9wINDZaxWp^qiQDq&V^~vMWp(%7~BF4Yf=R z0ob>FFY5+@dsL)9)WX5rM;+>a(4#MCptJGj&1;A&MZ7Bdz%2)_UMCU6rSBH2TVb%@ z=O*@516co4y5@H-gNG(~c^?fxJ*}OjPLH}8cD!wsT!r|bm8$dT$sqjBN@Dd;GV0UW zX3eC)*MU)A0p}8&GyTv`LK=d72=r)o{fc#$;?k-EKl{06>{<zY9(}dREZGTtKbbXP z(--~v|Du*`dtn!f^v-Ac@U!{W_Lw^6@0%pQV?#blv|8L5=z`~Ku-#bpo<=+s=WWRI zLY^TZuxbo_sVK1Ap#{1}(n9a+H0S~?F=??SMmWD_lEJh5z@4Da#5f!u?M?_%AL4pQ zggQem-(x!Dqvu8MTDpUeJ^Hl$t5X*`kchl{u`%i}KC5DO&|Uc(c*jIfB7XSmWlF=Z z%wqOGtLR4F!8iTmm>0fxb}K?1`F%oRgR#JW;JtNs&rCgl-f=^h>=5jJzfEBGZePeI zs+uSJ&|lvxcZmmiXtLlX(H+E>*eu8MrBA@COGetwU=K6<*1mm)U55X9Xr_z(Kbsi7 z!-lw0l@=G?I0HW(qNg`~fjDxqIVeFGb*ZwpF$dt3cdKdqZk#HtABi<Gz+BL~YAuDp z`_PwD-=5q?ol_=Lz!AJx-*Z!dJO=*sK2C^O4*9nZTUQ4g_FbV(L0`lh=ensc4BbG# zvgbWYdLQWBOX}Pg;U6hK4Ep{;7c00S$ee>ZgrsgJdA29&VQMXuer(W>Ud6?zr$d+c z!KzAs6!YqzKW(MKdFeo+FTZO@P@l;@#rjsjop9ab>PN4CZiIh972&-%+zA~y-ct60 zI2Tgvd5KXQdHyM8N*VB%4V^#zp&jr)j_lvgh&!aWTnjy+7dDnC2<1Xw8KOODl%J0| zubp;6@yN%ylQ}DQ^$rm}iC{Uz8xI}DqHjy6vmUy^+7<?#DNEbpi!JJc`voiSVV$&^ zDyEd|(5D>6anS?o9>i_A)f9v{E?GQbiv6GwNQn7-2J4#QT=50_PDf8$viAo1Rfry( z{R98er5>3hLcfxCeoN+Q?90+ax=Jg=8L@h0ro~=-kA9dFSs`$VGAuml59;U#@0@B! zp8dq8kC_Ym8T*=i;WpxlY8H;U<Y1i#q`jXZAF$O-q0_*A)kvN@Jo5~EkfxF>7rLzD zXu%e_AL92z8=nX%=%yoqH~CH=58W?n`KASY(3^!~off+Ezmrlok*Ah82hT)<ub5od zs%3{Ch^HEum?)zE&*kLahB3^4==&QoM1*tI9DQu&&|N3a|0)?R#krt&fu{^_Ll-Q& z@1}2#|9`oc+9L%1R;2D+gwLgCw~md6zg=1$c3pwpTPaI(bzTOZMQlIjfF3_nm2Erx z1m}tZ^uI_sKo>D{S|&#P&{+>=`Un50T~TP{`h+~3<Ih0t0OE+<5whptTkZOk_vaAr z`>1K(O@2n+5&oklE*pC3PnOnYtndDYmnyG-Q}r!pmLvjE_xQ~HYZ`I$QL*3Ct7iB+ z9rd3*^w6(M?+DOKpw1tzdZZfuQQMze&LN5Ut2}4xHGx~)t?F^V5U13hxp^=fBVVH( zE0CT-oNA08^Jqo>q5JjYCi;&XlczUE&mu2<(MU;)c%9UFa^^Mihk4;AmM`I-R&*mm zjnFAP6;}MtqHm`7LGon{T*tlt1hQ?;L4OPor2ew2o4q&p-ztLrDOIxu!A}Y+ohh<_ z@AB@_9{;v5|K6!RQ5EwI6;H8k-Y5XB_eo{wW8XN-D*rV%Vh;FJ=es{AkRMhNooXY7 z-Y77s{002!rbv<4A_eBSP{~q$fxTV0ykebT1O21rWB(rbOKpJBg!3ZmfBuJWIb%I{ z(wRLN!EgU<-AO(#1$&H3VsQk|DvOn)S&s#dZquH-j_dS&TSFkv!8$Qm9PL0pXKP7M zRAh;`Jt=TXG6MM=`{%tEGobsv^RS!03tTVnzjk5~b+G%tG&Q=Qzfmcty7I$*->^Lx zehdAJCHU`&E$A?nujI_YgX8<sLk=VE=Y@%6hQi-%(|ZIig(6Nke^%!L&%GUFeB1=Q z)?!7eU?1WUPtnzk-M+v(Os-nmgO~@gm=q`Q6#Ztra_jB4z}GdI>N_mKmxLJvgi@gI zvh?VzB0r{&ue(oR#rOHLWlSP}=(L<0SwD*NYtBAp0TtM{eGmR>d_g~kc)=NK<PQsL z0XaU|IM4fClkCHL)Qu<%^{c;O4g#mbqQ@=dx&Gf)h)mE=@zlh&JplEtsZ$NyxZe-k zmD)WU;G4JKZuVqB5A0E8o&_%QSF2Ujio<?=<QIP?!2Wef8?Gp!FWAS9L`5FD9DNV} zNAL_q6*`3l@E+&ax(x&H^ZA(Q5i8_PXFT^MhHznh9e0Qx0nfcd)El3CLfkY933J7I zn_V3${^@|a^XGF;jnIMIV>~u?pW{;*_Dzi#_Wp~ZOQiyOlK5}gkg}tA-k~*_6$L&& zw>nUj^&jdw#LkQa<ki*p@}_OkS06OFL4UIix&WiT$$!}A8jsG2<|UkO-+%Igi8K0- zjmz%7O2K?G?u5&4#^68K3aRaIPQvq8+8dh&@aYlmJ{sWl{Hr@{<*~q-yfwCxFyv*Y zW;GK7z%$-fcRmKLP;pYqzJiXoPJjQ368vL5i^Z^240V<t`!DxrV9w`z5*@u~cps|_ z%{Ac5#GUhYDbc70eTu4iEsl7*!nDW=e5trKC=$nrdcff71P%C9(G7o_G2qanqYomo zo4~^u)l+Jae+ZaN%6J2p_SP#^pM&mRU?Ejc2S5F{se44~Bk)VH==iK0bO5=JStPjM zZ~Awe4C=tgyWL);yhDFSNgE{*cy8fHhji~_<SAb(>BWm-ckXlfsUzqMxV`s``AzV& zaUZP!_>JkJpVhhhxL@B_pE_axufIL}S2BdZ^R>Pm0?uUS(|*0dh(2bL|M>UppzpuT ztXj1b=TE0|&ICO}-vV*4c?se`=suHh1$_S8hE35R?7hgAw0;TuJtI^&bpn2Oq<3c0 z7=C7KbC!`M5&J^%Laq+}QDD(D%?I6@X^Z(pGw_M=z3CD8htTJCCM*WBfD2o0!B5k0 zZuv*4dJg&lVwDL=e;6?5>ezF(r{Jrto=?@pF?TopaHY}9Z*BzTiz#DA&VuJD?OlmJ zg!q`GQ0fmoG|~ECR4CScDK}D7I~eD#dEe}><n|!EyUZ)wPYFNrx=G>k)144@X^p){ z68n`o6VeG>vUaHp9R@$D<llNPggjD}&@9FZes>~#mGmL@=fIso(JXuqH*bnk6a0?p zeCimLFL>FGKqQ?o=6N{XkA5MDI<V;rB^vNwuY$+cyZXDOot%Lz_N$IjXXPt+qT!dI z#OZnPv71b$O^9C%Wsj+qu->JPEva9Ppi^9nkD(?(zP-#A?u~pPu7s$nVghv_sfy7< z+2BWtjNc?zpxg0Mn7qNdk~Lc7^`MXSc)Dw;7WnXe`%}kCz~}hR-HLDRhkpi+&20gX z2IAYU$TovljYkgbAp_t2n))#cxWd@~Kqij~eeT@R-PEU0_c>NpB8NPC?^g1yPm!qm ztaz^yK?mRJ%S-WdM%|PA`tX2*JE0|&@2ziyJK>ar-#1%foL`|Dz7c{tgp;&IHaYT> zf-B9BD)E12#Kp~i&vC9g)AjM_q&tD6UARGd0`-cnf8;*!mpye==j&cTPha<W6#_k- z+ur2#10m#>M`~UE9Rz>-`zUMdE8=$kcQ+}-sd4RyC2MEY8O+m9naRUnl%F%TgC7m5 zaH&cBhkDZw-Tpg|aou(DkIcZY41PB-83FI~=_qbe;`J*k&Ll%?=#?C92S#n+4>b=Y zeAIBRO~-@cXbtL{W9)v_@TZICU(k!Kqd)ZL=kn}j*niToK?~^Ky$|HX&coidYY4I9 zk;to$<a{~6hdw#~`^2RA&~eh#CLd^e6IfT%;)B6|4vGwz<{;m5JeEH#_7VCp>3UUT z7U~zL8crJlN2bq4+)Z-_Uo}#9s)oPOsV!Y_hTToGOLyMNLmh~}%<+Jl2f@K3@}Lve z*;Hr4eZmBMGnG6vcXxmG`l!YpcPFU6v@nsw^UnC%hI{#r;dycolcs}T;=JAV*`?jN z0Bqv5eC-50-^AC+D}*1o)MEUIf7PAfz{`I0o(G->)%oX(32-XfOJOCN19ts1z+-nl zP*2LMwC1~*D-$wlD)9$%e;B46?0~0|baA<4uxH|?lbxRopgYYwPpfI6Utr%uJxT_g zkNkV3;dd1HQnP8yWvuhW+dwK;FVy8ooV-pV9<ou-uXS|cXF{s+B?9VipESeU!FMYZ zRT=Huz$@OHa4^TCzs&k@VYf5%?KMB2K%!l}f-0iC6n!c+wy~@oI4@;lP^Maj`DEVq zW-ZmIE1VDE>dJtAEfKYUe=72hLDrE8#PPMbdZBjY4-2ICPX5kB|Hj-20skSy3!<$3 zFL=?Xm=rwQzpK+EXyja+!Z|BH4ub{oN{Y+`(>D#^`B$V{GkNhGpHocZ7T~$9CSM+k z+M_?2tSaFn9r{|!`qc}#5!W3CzZIbVbLrf7+7#F~?M|U)3ieM;d-BDS4f1rS5xR~F zcLKfMD%0bm$j`g=<iGW}6ADfpxm`kpc+;$*Rr%4Kz`ktiat-*Gs{gI;I`ElhTk;nV z*7MTY8*{PPSHlCDgOLXiw=HN}6ked-|J~Qf4tc{+ss=GVc(CHHodc|S(6?r`my;4u z$8wq^ERVsD`rEFWDIt$}LS(P43?5{w%uj{=%e7qLYYBwDxx89%<UH1k-a&b)8~Qur zn4l@__Fwm7X6>KQp=0`=+y8-1bLLJ>MGkn^ocmsR<m+*jku!Usn@LD~k;6k+2tj3f z#7P9`8P75T2%e}zc#T~?e+=_oT?-n<upca<|Ml=b#JRMLg)52RTkS#FZ8A*gPyIQ? zTZMT0pUH$Nu^;Sh!))S`7V5sSpDUzYfD_?o>3p&7mShdCS8u={25jRcsu9<TTf691 z-3UVo_HXo_xf2fXuDf-xBOfWPUnKFtT;%cIwvU|Hr_|h-7g*Q9*E3YJ5%@pJ(!-kQ z1N55HZ{u19evBJMI{M@H4i9C*u&+Wb`@ZP_PmU|U{Mdwe@y}~bOctN_sOi9w>+9&p zsV$b<eNM>H<BOxKxE{X8$L8;T!@Q@pJcWId;IqoFzHL~6Z*3PIRy&QpnIsBv9UbJ^ zZ%%&TQbk@i`Bd@={9;wpqTC;L$Pztb`c~Wv^NWbRE`lGPUAAnUX+`|lSxt9_Jr|s> z`0^S2E{5jZ^B?ZOllGW@@=wq=*~#g2-W7V)@Hus^d$8|kAM*8sfjjK_(WZ})XLs~) z8-UlX?)h`=0zU7O;Ix!3;(ei&f)Oe9<6uF$#^6aW0#`0giWu<XcWr~q3mM=7MU3)F zBkG!-##*Y$&;ca(-1RZQ-+lGZAINkk6uC1-jxD+qOdMVQD;#zwSV_jMtB2wIJL%Tw zgSUvY-LtQ(523FzTwL=oIp#Qf=N}P+9@|Jl-S?jc^utr1tg>R@XTmJ88z0;W)2@Ey zY=7Me+HViL9Ff3$8}4;~CFJ$ro%w`bz^_b8FXR`J!*0zl(&W!$o+HOe_ebxLcMC13 zP~HTuo8LHg2L2m*iRz8EC-Pt2=x2qY&=;2^Yvhr~(M>+o+z<Va_~h{jGOVWvi_hLY zncz`5=5vL>pS^B04|1OYk0}}Gxh_Lr?f-aA6u+nBkl~|9LcO-I*&rG?ztHo$<-Q&8 z>F)QtZ)UNM)blee@Rx0ZlpVti>e$V-eJY6Ww)F!1P9Km5TaMPK{e%8$uXf^J1nOX+ zz5Ax2cdHvKR2C#4pMEDC(OZtXMBw%nI`ki#(L`l5%()Y89sAxB8{$rQF2<?BVh29L za*KYG&4Z91B)?CK*@NIFUH4xR?78qqyh;G(YJ}MIcPP9>oP8~MV&5Y-!Wq@YOVuCT z2%(%*k6l!NGvtCHQ>-2Ym6pGmilpE_@g`OGFt3{UoBGlcc<kU0iY7Mf7p)V+))(NH z*&=V@K`!*8nT-q*gQs1HlJ6VFJaCqs+ZFEj+zER_e8cz*VIR`#?~2e5kYeFUVyT3@ zlQVvYstxD5FVWbM!5_jNiyF(+qW@$2U{i<;aQ4>?jtu1W+#?kO_l3Yun&*ncfM4v- zPuzK<i@K5p_Yp&O<Y%P&=G--L&iBvJmQUCxIw^r)jjqTWrOA|a>hPL``;paOPr_`; zsaaa=SB$9+yFdu`rSNgsKriMgQCXiHF+)E0O(g3+^bK|6T%QxbsXg>OfB&g~ukxuh zbL=258jh4%LY}hC-4T27ALbFcpDOG!MSV4@o;@ZXePrZRkB-4lCtbftY#?r1<d53* z!cRD>?us;pcn|_gGe+8Ahhsu#DOUet{>Y~xUp#D-aHQbQL7y$)OKx<mW-r$L3ccSk z*i$vV=z<h0@+ES0r{Q4KRsRVY>*Ic;gn$26g#3~aGoyC|yx@r3RJGB2@XNvMoh95~ zwTkoDvB#+YNG28XfFH;`&QB5szeuNcw2#31?zmSrC}W-NyC|C-!8>VX-cOgGfZsPK z#|QU7FMr-NrlJenjtV-{h0nkDE_&<iVbnd3j_0^rV?G1ZX!;l6!-CIcDv?dpQz_yF zRuCr*W3F8;hVBze=a#MX0`*Rrb>(g7p=pGj&fVw#oENOT#*Uv)->?rb0*78_Zhpvs zey7G6kk9@aI<}R{4OQG%smmPmtRm_Z*-HN{yP;0u`O)hm=G%Yjkgt7@xevX6iggyi zpUxUlc!=726PR30Qc9t76c@Yb8N+WCV`D^i=jhovMYPa?ubm%{70_7QohL{Va=!`j za=MsK2E0FjUMuiVGw^FB;^YN&oI{U`e)(=6c>ZNe&JI4De<=PXV+Z_KZOu3Q0)Chv z<7rHM8G4dwW4s~k>6n`T&y8y67iveczFH#>^KtyV+m|u0ej|-z2K{GabMiDVp$pkZ zyR@yKuPSHi?kMa+`qsPPO4ya<=FjqT3eXcQuPuHiMx4$m=Kh`nyInu>W&frB&llG2 zSjT*kCE4wp$dmH*gcVXy&yg)oH>vpo{f{Vg?$urFM^3|GEAT~00dLcGf7Cyn<i1y# zcoRI{aXnp~LEU`nQ)c>A)FncWKO_cErTe1HWj=^J#c#GGwix<%a`FI8#V#-6aHWAh zG<xtonWHYAn>E&$N$2QIAnu(>|A2GSQE4QE9DENYJ3FN%{NRp|`4#?5=z8C$gQVe4 z{);E?E+X$RQ#|^De;@MrD`{6!7r`s<-K?|I2hUxdOppVAw0@gprU;%>fBHjZ2nEh- zolN;}HVplFWHfT$;MZ}adswn%5g%m~DNk47ISxlmUa28pC^|9pJ8ZWOB$cB&aR$1^ zN&e^l|KM*G#iI|-LznBQ=Q%ry^F0h)TfJ_ugHf3`x<;_mF`9E6dZ_DPd$82@6TG<i zxzT_R;_Z%M;wBC1#F7u>h2aOM;&1x9AWsm`y<bFRi`Op3ZeG}DripO7ZseicG|Agx z;CalZ%^c$gfIp8ST`RDT*)DoaBk)VwH<h&?P!Bj&a+^Pf6MgpolKt97u+AwPBAFDZ z?}z{Vq=@{$RV**A8Gd#%W8@$;_<TvN6H(_8)R{k5neRco9g-~fYXU!=Gx11&UxU0k z_~t%h;FA|IJ#)4<;>y+kyw1qsT+yM^SM(9z$D|7UTWGuqZ)y^CB}ec%^<y*LFM$v3 zC02isCpnYwNZ*u&UQ0Z_k5~zH$VorSLfETdTGezS_{6&3Wc8&7(48KR_01Inzsm&W z#Sk|qRzyFADS8mHW+r&a@La`vePZ5<r093<xsh_P8+^Z`=idAe;6q#Eko;@t*SwXA z51*sn+2p&220CH>-4EI~n~)btSQPKMfc{cL8dDnZXA_AVR=afzqaPc`i%_Q^`yqee zJ@V&0_8&DJ__1EM#MbQ>aSq_GNn{1yzx5`^Y7*-koUM_Zse${VxVLZ`ILCGCi$M1| z;M|S#9QN4nmKy?Pobadn4KjSX*zdu<Z~0~LljOGl8c#*SU--hUcD^Ied$>1Bb{u_l zCpsLu=P}Q-oWpn+`!(ELaqHeV{P9HW?WIxZTNCemey0HU8Ysr)pznpqbs3LiACBu) z_C19^4IR83sm%@Cs<HLF4nH*AVmk1^2+ya^ZC@AdMPCj-)uY1`=r?c>r6u--eQa~@ zJnlk2u!|K@3UJ^U(UlMBhzBfztHmw95kI9w7N)=huiP13iUaPdQirZ);=YDzdl!xe zVXpMT#AO@g8{`)hCs<d}FW=!@TptR)_`Iy6iV}SVU%f|Y=fRuh)3`;DS86R8i2TOq zi#>N}J_H@BuI?87w;}Y^GEL;agdfTI^vhm6g+7eex|NyGeMlwe<drsdagu)Djtp>l zN4I(Rc`};y>E2}pz$LjBy<TDDSsHeIMEIUWho(*Ab@U5dA!)vR2YG<1ZABt4`W9}R zWMzU!&P;!iazy+(+kT(4QyF~-i7#xmZ(!Y013BKq?>xWnml*0t-^Aw8d>!c7jQjfs z8L@v}EHhjs4|jFcXHy3eho3&AvN;NzT2s0=x8{MqCLRZmLFkTJRa{yp7jTZ$hcqS! zei2i-l-$DwU9q!hd+iG9f-lT`pMkHM+ff=SnZs|6TiiHeiuiYPd36-_Yt2Gmy+ez0 zX;P1N%JKWNVc!iVM6fO`k@vg{a6WqORnaZv4GdGGdjx<N(neDQn(u*24fa=dpO3{5 z>ow_(*M=nbhJ#emXUv=&EkFldhUtxLnmu#_^WZso*tcibr}F>8@VxMYSL&u1kuRGM zO<Zq=-hI#T$<y!9Q}ie_)fTY71Vfi<hFyK3?#McL!zr_G#FZz&hq~x4#&_ZK^k{TP zg7N?L1ME8Z|0LFV>q>L*M*A+3V}|I@{8;(O6g+9)zNP%buTbZlm(P9n8#=JFjpQWa zNn!br>G4(Ee;yU9Yc}>}Z%BrXEcysu2T41(Vcwgq8mm6+xwyaXRB|eGx$ak2owtyu zeN|%|-a&s}mxbFl*1g^8@ycvC=00!|nW`K^e4qPioew->vZBuaiFGIE9?v>a3B5#L zzVUbtaPJ7y?aU>_pOM_w75MF;DQatr5%9_(3x9XSg#zl-H(tQ^+t=I{YY=a<f+Oj# zgU3Iuja^}be!+ik!6mvJ`he@IK{D2h+bJZa@XqdB2)^UC$j69eOL^6S&&#@V9Q;z~ ztD!L@{kaAmN|uq2WdP@de#lRoVSQ!=72X-*@AiBwSD%uBU#@<!dxE@nzE9eN?IiRz zqBhqB<PC%2haN7K;C$oH?HAU}*mo<71q%2{YC(74kTLoW_u3eogq?BA9x}Sz4ZX-c z__qr=bhr)M%qZ|UB7+nkF7US?=dVY1=bwoZg?`|KUmW1RF0GIMvyyCfOxgn;uO#KT z`}{rGVs8oiZOq^C>S@c}i@Hwxib!25;+L|M%`xZ}AKlg1<oMB_FyLZ%3Vh3pH%WSw z7C6twSLGD}JLgoR5G3;^P-s{c7^BV;>%El6A>~bI-?ro0z}zNl2g%7l|KZ$2-0*bS zY1CD%&X(0-KRyh_5<<AJE&`YG($aw^6FJc*z)K}l%(t#aU>%aTJ?|Vxor=qNixhEB zl~mD{=ppi1;Z}((ZSbgH8>C`Z&|UQna*f21kKeohR)`q$Bj06I*w&&iJgUR&mH_&= zRvsGPcZS|Gp>6&Yc`*699@V9M<S9wcQ-WA;L%l~zPW9+hy}sw#2KGbJcq(F7H!}G) zXK2)c_@59rz{?F>iaB2DjW`inov*N~i^`EO$~q#BR%-42^c46+^IUCADH?T7>p5q! zO4Jj_S8DGg&KR>W9NwD+yBGZ=+*OQvwb!#qL*Vi6Tq5bzGtf1HLJm5DCvbHN{;fs) zcDH1oOC<x2G@n>{g!p{#`M~r2Rp13v*PQ>+BQ6h$+8?JtKbWPtTDLHGZ~n(-OYm#O z?9vN<G2VpH3q<QD9D(~e{NHxxc)NbQ{b09#t;B5m_AvVQEW;iAg}}G;=qq+kntBn+ z3XUKDbqPG?vcr8+f8?ugFQ-f)kGik5^0gVdLV<<Ki@~etL+&b!Gn&MCxYsQtvDlCK zv&DDZ;-H6DdcK}UpN0?Fk$2&@q3;Q?D0Wbw-=h7(9;MT$pC)_`s7HLSdm>0w1l@UU zc&+XhaN(H3;DgT>po7z}v@Tj<zOMhRG-D3vYq9NrS)1|v>Hq<U2;dQq<gasg5noKV zeW@}e;Wy;LQn$cw_eM+^9l-CE=0ZMKAYSR)yndhn{_TB^^21HwzSrXX>`hkiU!n%C z#gDu5c*~yZ-opID>}d{ZX5fkO2Tev{=zDd8Ccl7JlzVTrv)1GM>01HTAjEC<gH50B z9zs98PM_CVy#Ml4Xjk9>bcvn2|2;-s$nCWG5`zKeYJ~cG<Y6Cr?$Ji?#&^$)FY2BG zX9o2dJR4Y0pB5F0X@#FvFZ_4>&@%cvG^Y>Nf=9S%kL=yN3qKh5;@${=9>@_Y7~6t5 zs?W0DUBq?sopFwM5{vcdT2ad{ME~^Q`_!R*sH0fEyfcn<OBs2PeEcrvO~!98h=Lc< z#EHN32EHU^y>U2{jr!$Gk4Ntt@Q<&-e*~9+2j_Z98?av|+3LLP;YUMS8lH2+=zsa8 zv6E)*LHHb+(7p)0PgcvwNC>=H`O^z_mY0YF9xDG`1x^mOil5^Qhc5A<?qO~s=6wrQ z+DO4(Nb{M;*!poUMmx2~5j^YbhSUB5#CiXnr<~uws}((u-AQ(Xy;D_~3nR`w>3PXh z2>pT5=^Q;X@W}Z_Vn*g|)SYt=rHmkc2yurN|G|2CT>7;_1HT#X9b$FIx}Di#TcN;u z-?McNe@2A9NkOH7O6aXAJc6soR-mJpnEv-=8g}q*r1e5I)~|woi-r%l*PP7Q`hJ(! zl3twSML%W_&0$HziJM%V{0A{lK*x6KkQw@+eDus(NYIzeXEgbudK&X@Yo)(@w*c?= zsbBk+gY_@eeyjKkb($w{avo#7k2_Xu3&0<|CJ8jJ4x{e1VfXjDAaq_Qa<&LJ=(Af} zZnfXs2^NlQeuMb^Ip%=RkC&i_%=2Hg0B?~qcKXy6kMo^gqi@)7pS}{aebm60mvVWe zmk@{kPA3g?!QKsfs<WcR!1KeN7d@s%UF=R+;TQ|*4sA^WCn#`EsN~+Yv3~6HmB;SO zLEvj8(n~5>mm&(1pBGR!rTE&h%%TH6IQ8B4;Zx)<dPS3)zy~_g0$FD8A5WXG+}nLP zhZ>um>u!Z}6eS}O`w^cNUH4ShA>PWUkso>+h&<)D!QWoIcDYJ)z!`bkr>Ireo525@ zqq-j*{=>Otmj0pv;MBh>X=?QUfa|hs=86Q&$I6~Kvey>#t;X|?{{*fPG3&R7+2Xl$ zPhCZZ{IK7D-+vXpg#O#V)?)!q;C+|+ix;S{Urfg}Z1^xw#sSZ?dx7{J<r-(=i99Ip z?OHeNvN4lw?FHhmNK*Q?4)hIisy+KDk>|>4ehkk;KK8(eV<R4M{>PiSOZPLNFZZv1 zA#z1MX^$$wZ4P-_<*<k^_H~WW5EKlYlMV>kXW$Aud(gc9Kj2DS3Gpdn?C<iWf7-iq z*e7ii<&;W12&)3kp3~STJ-(oas^CYYk~gmG;!N1PXN5el3lD>&MRM@AMC!xz2?wFC zHIvw1@q&J1@Y_ENIO{L*^WY}_uaEvWr!e9iS*n<X6&vQ8SXGLCw?|x_t)L0hN4#Z@ z4;JqL?pJt-AD=+~QjMX18vG!p{*I#PBzQ|4yH{H&{PEnd#}o9!-fkhGYJ^>}N4F4C zp=b14&ef&@_s@JNPYpqQFLILgej<;2{qOL1uJ6!Wgc8a9P`~IbwYwY$ek$GVviC3g zU<-_D9FLfR$JGWBv!gDTMp8$P2RRTl=N~0!g0~*S^qG6S&>zD;l*J+s(9@HZ-9Cgl z4m?`NSlZElXO>E}j&+zHR<s%<Ku^l-m~#z4eeTqT%VE^lx^6{ZAIL*|k<%~b7sC70 z7Zr(y!57WhRz;b1&&TP0CniH*zSt{)PCx7$<9W2c;~dzL&Z%_Z)j_s1zT0~Ee)r#P zuMr=fKE8g?e;xHG&aifkBj{)NulD<u4D@;Jm@_e|A&<VNKOGJnjQjWOs44JYy=!#N zpBjAL_!BYx2k?BAv{Mc6mqR~FblD^kH#~Nl{zLqxQC1eJ#d=8v3I5Fdgnr1g5+=LP zJ&CM2%U1&abl}#6urBr|pe#q=>KyhXn)Blv@GQxb*EkKlpHK1p#+j?YiM=y7ABf;{ zSBeA6K7#)hMmC&9ej#Tt|3-EY{u=Okt5yxXb<e)~D=Of>F5APw(4me<erqbVLqC32 zO!a<C<n<~n6BDpkiHOmXY^+lc_oSi4Iq-P<!o#+(zcK0Zc-wU3^Bs?^eu8&ix#s%% zY7+WssxEZd+(N&A%TUJZncX_wfBLP_h_{D@Q+2>==mLLmdLa(V^dH+l_!`ei>`isg zi$$G*O@BcI`YNj)d**JxU7)=z+fjMo)QrvfF2s*tv%XYCe89)<IvWktWqoUO9*B7Z zuSz(zCJ{fZe}4+-NBsH|))n(p1$iG?^XYnK)Ze5Qrhe?;dc1=qTN;t)vpMI*Bfk8p zqFLx%fPQu9x&uQk`kZrT)6)Erk2{&4-vc}nIGpd=2>*!P6jEmAfgK<3v3cYJz5gzo zL5ZC=!PvclCjmHT*tv&C`6v1!<^PSv=K%MVD7&n%uBVcMo=`v^bh;Tj=)V_w>$UKT zV(inMIrE&Q2gnz8ejYQy=Z@=j@c4~GXD__N+l+mw3`>do7KZZ=bixfv|B&D2nch5o z81XR8Pc{QMF#I~6vO5_(Q6yQ}ycG2;k4e|v`3{%A_VZMf<30^dhR(qL>p~t#F(95u zT=3;*5C)I!^EzAz-Wv4Sb$l6hg{M{75ptT)r8KgR20NgR#ISZl9G~O(^)yck*4f-g z`moiyJ7M9)nQ{T>A%PCFOR}g--1ww?_Jj`VN8gQQ#&2LQm&(IsZ}{bs=Pa)cbnPKS zwe%0*3({#sONEI4@2jOeDEXnw{N?AB$-w#sZl-$yuM$Yt)urAb?z0+LwjjPYH%lBS z1OJWBmhkx+h5A_QBhuOf=;Pjh^Rr3{>Op?8q$QouMFuW=$bk1)wkv$~!~QX3DCGoe zf-gO?=W0egX}loMk+23{{4ap04(r-2`lj0gcB%QnpmVMrx~EBoo^vMpC}pdSzOy6W zOGp_>n8o@BtXPPFH_2aAw=N!qomyOPPrQNtLE<nO^*r>Q8&}_!h8-FkKRQFIh<?ZF z&mT1qcU#*(*;XN+xRRpJFer__Q@c;S_n3j(y@w|2V23$GTVxVn5EqW_eUgMaW@p3J zO_E^rJ=#%bs)nOKU~i9B(mn91YV|B~6Y!|52RDXO!HZj|=qbgK2j|uWcp{Is9adHt zm4Z&HLCq3!1@#3v3URvg$O{`fNoetX{BMb~THpr_E2}wn@GFfw=G=0)uYIiJE;hi? z)i&SfqS%iT2DKwbz{%hvQF>Y_m``MFmcfd+b8Ng>mh3uo-&ak-PaLq`DdAJ|XOZV$ z_KWYvdM+or#2>)-_sEQYhz9N}<~;Fy4O}uVvT`V6z&w&?2Z*VNq4RDXuvvmmG0OKn zQxE$jro5*@Wk33w!nq8GT5*0(;q?1J;LM%Xm!&p~z#C01<x?%FGq{sT|0_gXm~;7l z4e_VlXqto#pV#J1H)DyuvX);A!KT2^gp(&lz97$GA`X@kIR+fs&N1NyKZ&b!*IC&Q zzA?~Fc|Z>9-hD}-O$j(}S$zB*bQT2%h7a6+=&yd+Q_BuN&%L5idmZb`G$S;$d+t0( zJj**J2<LJYXfH^8g`H5wmkxo?{9e;ZDmaI_$(E{k6mZ>JKmYofLi9n@#{b)$+p0C1 zdnEzuc8lZZfyxWW<7RG`Fyng54zrLq!Y)aFd7kO9MSgX9x?ETleG>D-dU2$v@1&m- zVOhobvK3d#$2cdhuA^E`4SXQ`!m09y9Qu(RaaSDh-q2E9*c18|A$BlI5BBR(Hfvr7 z9pc>u4%3t*oXhzok^BzNY4~~J%JaKVp~oa~JTKtG{oX%eZnuoOHh0O`(^Gg(pNzq3 zAq(`qOWSEneOT{D$#<{fIweW7Dvg0VCDOMdGk+m3`0w%)FXY!G9us1(ek1OLwx$bU zeu}2<_X-aUZ$e4AieS=RZ-VWek}ykS^mS1_<B2MP-j*pkpne2(7xGz>D-Y0@!zS^k z?K7U=<PuDOfde{#Y#Z0eY3Qj!N@pb^@qZaUY}Yx_=Mz<X<2rcG9jTTg(LN7?V9`QQ zB=%S4p8A){w>a-vB5_Ej4m>`>GSuh?`aj-Fro1vj93vd5N?<}g@-VNWM?aox@wAs# zpbGVrc=amB9K_S+mmfY|1b)0Q=~&5vK7WSCnkOA~hqb2kO&j#5Two<oATGAMK5e=M z{C;#ig`^heaKc*Y1l+-g8fug2&mO}09V;T;c230E=0kE0Ur{&cyAxE8y3C}sV9Cfw z^y$%GY7_ecyFOK?$6@VF*zQwEs~iBYVt*0U;*NZdXy5XG@S98Yp;}ttJ8$}X%N=me z^HS*K;N&>+3EHy9mf@HO&-#7t3G(H~P5sY)(PPduLnk{w`k1;?(-~)ReHX9s)RiKi zNO87~TZZ2p@_r^Xj(y?ydAU^r>lITQc!(|ryluxkQ33p@rP;VgQv>nuen!2n6?ln` z=dxQFc%$WhulL~pq?&6-B}1T_x;tx~Nd(?)5&K$Wou^yx5~8qgBlC}a#h~A7Sw?u2 z{)ha@@ja{f2iT(p&%0M=5Em!S-h3WGe#o>DFZ~+0E^Ail^abZqe=LoixQBDx<3aNM zz{5$>7Y`bd|6lw$ZG65A_4tOOjb!9MuP$WIl|n~gvw6Dp{15sy?D9wCfV&&t_H&j4 zCz`2fRGf^EFZkJntOExQlO(p9lR<Z$pE17+-n8aC8D|FkSrBHvHB=A#zUMcS&x!ui z&;==T<ZE>or&Q}MqK;(J$LqEM{a;Y*C_8Yd!Y#O~4Z24(QKoK`1o{WeEK|};Fn_E~ zM*G4K=;B`2H!N{|wEx^V>9CJ#A9`=s;=1)eB+^`ejqA@I*c*p>w7Oj)rPwBL?nU*) z9@L-I$Oec*zzeB(^}Fa{k1^bvUAs8d-73QFo{apPZhq}Ur8i-d<mcWT<n>XK)nezs z%l9U1o=Z3f9<5^}$C!=2RDsxOf7mx=sU{C*4-opge%EFpFPSADd%6`4o?<I0$_iW> zyZ4Gsr3lYQ@+M=j!_SUw9iE0qxDOx8rjm8&I+0Y5JHQjKYw%v>1|IM#+w!r1#~+ro zFJ_oR|0HwYRi!rIZ)B9)6XZjVRgDF^=WH{F$yq+q0JkDq+BL90*ZCOj7_q*$rE1Gg zKgas@o_HUD`b)NM4$WEM!<zacPZbyRo=)50{ot!6MAu@!-2i@#va{ttpCh)tMw){8 zj$7B9S-!}izWIHHzgZ7?cnLMt1$F2{J9(Q$65fOyWm;!_<P}d6%bJ%DU|w7f>2mo! z%=7y-x7~vL`B&Rk{s{Jo=trgCP2A^?dY0hd=!d;DG0H^lfI02mvg;~!nEO2+Sha47 zIXWM5l_%+8AJ(%XweG-&-!f`)Sl6R|UT1>AL*57VSkD`S|Id0#k4L}{T5jFiHwxYO z+qs$wQPdG{W^YOdfbZ?q{Lcq@=9o|WOd})kAmq{hT<~n!vowOg58xbx6kWg*;6wKS zv&_5><|vhBqz(q5t{ltygIo}NPMYI<HZ$_yH&lkZ&##y(pPDHAhI~<?%p%+i=hxh= z9`YkDB%B~5C?M{z_k{|lG(um9@-oW>e=i^CY_pli=gUMqOALXo!&hJ*umZa<WnumW zy#8cZFjSidJ06oiN(sCFS|8{85cux&;5*gJ8q77h9O_4jdhv~5a%H9@_!UjAKn-{j z8%qGCYB}(Wk*{eTxH*<@>br?`)(Se><L!eynp1gU9oOgkjHF-TGy3yye$Z??ioALD z<IEG};Y}u6VdAKh{?v)w>8(Vah`wL&b|UoMpyt$%c<njCbg~HcTjs>%OW6ZGvft2Y zNf<a(!_`L(USR(1T<}xG(`oso#&@lrgqLK6gTBD6f5z9p&tQLcMA%=eBcFP7kmA5| z67Z^~8&ZPD(Pvv##}VR;{J^h6>U=29QCpfF4-)qx)a_e1sQ~^aawOjHJnTNICiQwf z_R+0*h3tnQ?!WJVau(usxE5K1KH|#$W{n}!yU3#qqCX!n!Fj$}vONumt3QMf5v8TU z4wQ#VBd(#oTl4)%ZvgVr<xKSpQqU(n#>8s=!}*XqWDQ!zsK1@2&vZe2VYO#lrNcSR zQyD=D$-vF=Lm3g?2GF-DgXuZ~aUJ_|=lQo#&wJOJy@KZx>sU`$P8(wXTDnJAzTxL% zN0GPq|KXzshC4>kg|re+9|kY5Z3v>9vh_yaGf(gSK`(-a;E&$7@Yn4hcdf&*&nz+$ zb@$$*9$}#!Y>0WGTP<^?DUygAnft}U5idUG$5=E0SB48VAK!n0KF=Vw#e6B84<ydE zbp|i>a8t9ndKl*q-_bD<Vcq*a^*9VCKvy$hpG-|ao!xs{m<aLU(LwsdeqQjG8d56h zdf@sQo<H-5gXi4yrnFvTUx{>!^ZjwZ!@t=15r4l+t>0e2{wbEep&*0*u_V3Zmjcgt zwSI!(^(V}wOT9)Z-;92Iqqo0Hz~e_^ga~fnff9~v-zb3h6j9g9YD<wfWInK;0`8S+ zzP^j5XF{`|klBtM@+r6Y;9=wi3ZgtByK{JiK1b^-T)=twla#9qLD22)3{J=b$L-~4 z`Re9Szi9d6t)Gs*u#?YqGS344d%l{V1fH-oevFaC=bi3huXphUUaZ{6sDgbzA3E{o z_U`qZytVBHdwyD->Ai#B7uxieMnA@VMv3%%#QlD6N)r96i~gFhxk^jmYW%Tr`tEw* zC*!Y+%2+?nzZG<C;Kxo&cWLwn5r0$6TU-%mSC4AeG-mGVGF48$NDxo`Yt$2fTYZMl zKYzOhJwk-uO#ZV6;d<@gtNO*L-}VhgcYv>FWbgNl1pj9~F(<x>zbElViP+zVt`}1F zF~tvYzxUEB#{<YiGiFWG=JET(Z>Ptw?|t0P=4K7ZpW0u(l=%h!T4<Zy!g}1Od_}Sb zT_n2qK9?>9_`d`7^L@at=q85V8d}tOs<-rSuVN0!(aBNaP3Rq(%~4a>H+QACB;kmk z3VtKZ*1$QPWZNkgIp~0-eTK5|r)9mM4V6a3{ebm{1L61_vTUY!y!Im>ud+d$7GW+p zd;oI;UPrG86<UIqGWl2A&EPzP&#)4cCe~kt*~A`kL898C@Vgo25;vI51R_7!f47|C zlNR*T4{d#CRlNz$G~L?!2C$#Ww^?I{5$AlwgLQ$I#P;4YxrjRpJ+aSu5ywhG{J(Gj z2QS|#Q`y0OY<m<x8ACj*aojM7!Me51iZD~FqweLwTzMIBoOOM&Ez%Y`TGW;FLhx#f ztTQIRx{)`Gy)C~EJ~1x!LTea&XzN()Cv$C_7hq=RDnYz)ilhDH2E2dRpi}0EI7iXf zJhTYBQDmO#dB}%+Naz$1n+fXUQC#M7ftd5Pz^d8g4L&<GzBY^d_IX=P_7ip?a`#A> zV?64T5mJ=~88{yz8|C7Q&-b&v(pLKz{n)0jpZy7g9(AvJ(~%K&d{ghUHtb|D|7Q5i z4ea0Oi9^nN@%)C%4~#T`%R|$nH_d?i$NqHO_d1RDXA8*BVqc4kbZL(Ohp7727=*C? zjKiNsZxmq808!L!lP~DIJlLmwkOk*Qlr8P-Ug4bYfe@85+L-geyO7Ps51tXYBD99M zzpA!}WHAK&WNk!ZZpa@NQ}ULUajud4bZbWDPvnIud8+X*;SWIt@<X;buX6raX+Qjy zMrrTp3jF-0RsoS4`Y?)qb@kr^Z~VQ7=IRL6W%*^jIlVn}XrBx0$5_DQ*37O<V*P(6 z+uWK%UaN35{qI@mPd%L*LEOme2tzT3Y2Yu>w<Kv=kzc53Uttx^L!IPg4%=KLbkEZh z0RiA=Nk$UlCDQ2QA?qynZALx)^Q(bUMXbYuGzqI6bhEd9*BT?S->f5RMP=a2c0Ge6 zWVnyyzk<8|FIw~<UI+YUpv^dX6MTq9bD={LJRr`R%h?)uChc9(ta1)>0W`La$guve z=AQncEW$jCQ98fl!Z?5RHEuCe1b8u5!C(u2>1W7_iUr>vcpaI-`w{VjDOW`dyns8i z{LlyN#~m4=qjtdinNM@^yU!=^tz+%H+JJbga$+jc(VL+C<LvDk_{-miT6ewh)3b>7 zPmTrf|M1L=4)Q~bi_d!-k$32y52Bq(!F7@6iP`sJJ_n_x>v`Ze_2D3^^-<)*&f&2# z-~)+7&H+!@koPzz1y5K5FC<Rcb|SxCI-pys2m8|zXBFGPdVjcE+k6vt9q;7Ee6|kt zPIAM&7iH1U_wC7eN-p$4xy<=PQP9zktIXRYudS?Nv714>P9x>k*F)S1K2hU*4R&a~ zxQB!e{zgXruGAU!tmgICDjfD6H_pK3RRjIe^oaq6wqVXQEfqap&s_?pNRtPD;z^U^ zMLfDoq)97_`{+tP$;^qoq+6l!O$7Wt!(e_f4S6)<x`HPABJQ_$=eB7C^3*fo4vku< zOTG)&_k05!TxY6ShF?gwm(HK&0AAd#-Y2GmIk!65vgcsuMF*25<-w0P?}YzY$J`AY zUtUs5#AD`6((;CA=%+@rA1iRqN`PUbECBZHJ>AtV|HF$g8~Y^u8{X%Bz37HW5%j6f z1b+4!<iqs_*9qVk^f#<0%dtOq|7@AL>cW0qOpfq^M`Gq$b-E(*EjP_HsRH0f*-OfK z)FB7_jeSY3ARfNZTAsH+oPB(MNk9#{?;r8aV7z}Vu`Rv$1@yk9xBjWmJqUS$W*^<i zq063Vbl{H#{^(rjKY%!{SN&eL5IjPAiile5Hu8e&Df`@?fFF;VnXaXxkIX^Uso4zp za#%XY9R66bvMf~g3H2@ym7Md)H+(EvJKw<{{*~SS@dfrv%d;N6h4_#-)Y~(66YIOh zo42(OylUd=(nBKjNgg`hu)Drqi)_3}Yv6~uDKD$HkvFFI1i$hCe{eIWEdriVX@waX z!hin8UJhqMeA2q+qWW567iWfc;$iRN)>_K>|A9xZN<<_jVg3;NBS(2N=yM1B-p#rp zkN?NW+82m(r@o<a<>0sc>*KzHh%*5$K3pV!!JjsYhX%lt1=dYoIins|;_0b!+6Vc( zOp|=ld+_Lm;C+X|3xA2WM=KshzL_^H8V5W$-*%I%C>S`xRl!8hkNoW4gTXrJX)9H( zu8Yt;BlB14_94F*;Eyan%Z>i&S1gBj>-py^D-H7LJO~@>4uitjmt{_;pej1(k@tt< zM$*s+QmtjgN{o1Vg+ct=Ev)N6D2D?+hZ`qI9`8ZkmGrvxA#iNq1jY9{dGrq&hHw?X z0uSO;_YYLZd7czm`vqF?Xa$keTc{&$3%-+>1fF^>(_8H6#P4-Z5}lfYza%%lVk4mb z@t%6j?GfhSCx!0`f&N3&Kb19i7yFTAq@jg%KW3cxo(TK(-}ViOIv(hDmAz`g;Ir1k zgV*$6hmW~t$Uj4eDxaN>qQ#s7oyUJ~>tg>U8hZLi%Mi!?-dS-3qklC_Cwj{Xdc}iP zZa+2rJ&)=I>v809U%R*Ug21c)n3Yh*fe(|!uex4<j?Qyy$m0t56>oZk<ulY{ula~a zfG3SN{bzXs_V~l+s!KIB@`z#Q(J|=F*}~_0idFGCYC;kU8R1mLbSvvc=)Tv}B2`VX zK24H+1JIW_-?Gj=w}qa{l5@8naboI5{Is43`et-hIM|)R8#{hC1tX5g<y5)I@}eJ( z#i=C`b-wko+|otVwKc>n&Hsa6m@3%OKQctzUFHu^#ZSwji*})|;KBX>PTq;Zc^Uro z!!dZ@MFAr7il3+#ZM%mmeL?;$xOn&={D4DMWM4V(ijXqTkmrWHWvJlDFYJrfHN}4) z>cRhHt_+&RfVb(c=GXs$KRT;ZJ%ax+eXo5T37(>;HJn(C_09GSJQ48^>tgTkqVgSc z&5Y=js&U=?vxkabAb-*4Kg0F~czQ8eM$i{OUr|-7S0T=wV0=?`t{8Qq*^hq>Pa<#U z|J0c3fjoRp{AGa(;t>0!)RVWE<F!T0%8Pi<+j2C8oX?w}5T0GAV1T}ZU#ImYO3<(1 zTKseOxqmO&eye;=1O719sHNLLhtG=B>wAaibW8Y1)H>jK4>hk93=+}D^g;j1ZvT4d zS<Cc|Ijm#iQ2}96#CJ2|OZ64V_ns%7(T0Dyq0jb@F>r=g#6>0(>vqEB2Oklx|1;g} zJ9G4<aBVo7W8L-_KG&hf^_C?tY2N>eI^+9b?(c{vi4UcDI4)q_7)L(t2M&(J&UdYW zXYJMg`Ktr>&BP;6nbw2vsZYqLYJ@*i{%w+gJ-RO4V|{@8cJnKI{}P{bnoM6(WIys; z?LP5(*u6%dd{)aL%;AXm!@S^t*C%MXOY~81*d4JA{udCXTXBRGe!@jC^=?DmsGl^C z&fc5A#kUr82Yj<+$5buiH}Zp@{7SU9fhQS$@f|ie=l=AUEQve%IuEl8-W7l!S+<0S ze1ra7L9L_-9<`>}#bREIbJZLARQrLapD*z9*g1jUE1i4M0em?}R~GQO40SJB^SjX# zIENL$(e(j1VqbLMI0F9Rr#khn1$=7gdLixAaOl-1G{<*B(f4}YckeTM=v3l#g1o!= z1AmgAnjP$hN%e(89Q=YKtNXJC@^O;-pFM~Z+`<QbUAzW9de%m4cTV5nAeE2S7}hm* zKFV?p@n2-`c%T;Imi7f+AH=PK29q62EAZj@sqMl^)bEEMJz55yeA^!~+^!AX`t=wG zgZZw0n3-i?30-E#^KTKp_r$B)-j|x7&qjrajRIFnb6ZTh((t^8utxz}UlFGtg_yR0 z-)@X%t9D|aDye=vVe~|Q*F=I~5_t0+AGe`e>{F4~7r``F#07dv`gHJiA3A??YFwwr zy}j(pdvGq@>#=A~33x!~-_Yayc#hedm{id$=(n90dKQo`5_Q~|@rK<SH1l#P{($Z= z)I41WJu=1B#hVmyMnJaCP9AlBs&x9(B^2=cvCWHd%$R#U;G^n+x=ZQ%I6*z&FpZXo zYa-&cB(coZUf|8MWc3^-)MscmQf6DxU-R+m`4n>0krrR7o%KT<=k)J0|24r6x*z;d z<wSglS-92q_7LzanWk1P5Pg#Mmy^$9zdv=^cgmt(v?kd_-M5Un3`)OB7w^NK|9;oH zuaCZ)(Zfeg^Uxn2(r-B#kG#()LzylF{QA`6w$F$!Q@O{jXTg8deKtpS=Z{gd(Rix) z;rI2NW^WKT6xxY%NZ}u4zRSl<rZER1m^Q`fFm$`GEaGyD;LU0yKPQ04epi*F4jlpC zr&|11Vg>y$-b}n$9rfxTVstJ)aou^UVREeCOFB-J=D;OR@sY9^#DP?~LwOJJxtzmI zt<Qi@w23>lso+;izOf&a@%uz`g5Jbi#Hq=p6$1El%8FxSaVhe(=Qc$#h*K+i?Qhk< zm&E-3qZ+{aKdjrhID8&DLGF8HUc~KY?b~(>m%v+;$0BC(QD<N+?-~Ry9AtVl77n|% zE8m_9MO`$`@b^Ko2Y8N3#kI=Z2+Y4KJmTz#KG-mWsih$7gFU}&+dAs2UvGs~m_J2d zYjK_QX9m>MY6{dXk%vB2F~1=58TtG$L*y64U#`$=mNs_qufONy0?{vWOyiiP;{)K$ zrg}rrORO`FB1!#5KH|kl`y272vnydp3B1^RZ(ZN+ywkE|(PO)M<gImoPVGU&kMSRq z?{?QW#=)%|I44s}mc4-Z__F6t++-Er-@dL+2i`hM$?i#veCR~v;K>N!bBb4i@JkuY z8?$t()b|6Q^*N;S2X;SpXoJ^65BheHZJ`bFj?)I0j~@iC#6AfB<^aAMa_n`)6!=_g zHnVE*Dg1qc{Lf1T@GZ40%d9WZOQ)myZz68<@D}l(2VPlNmKy$;LO!W<ZR`dY;_vM- zH!9rsy7={t#toeNyZ<BAjvo2-j|?kI)O(LtXEm;ldJvrB%%q;dU+S)0=wIN5?ioLR z+))61ru?<HtseoezPPxYcfvdX$5x>@;287k<i>sMh<CjEw5%)8hu^1aO(O=LsCquX zDG_~7i95<!!29Wgti_%1^NT0MuKmOP>E`5pZG%53`oxWwk)nP&={WTs_Oa0^N;2Dr zKI1a#quPio#X@=l?1-ar-VX!wsS)Rb+h5$LK;3VJ@!bes+a9|2+8g|yhl)so7<pw& z0*9fGGI)-OT<@6x#HXT`edEgLn>ke@ED(v$nc6G15BpatcRBN%FXG#AuhvxLaejfa z;iOpSXLDs2gblq3=G+H7t-!x#lyzMr@Ow|?$gDk{=+BFnJtjSfIfM7jErjkN-|4Qf zDhx-yAVj!z^&IAcR%j`+-GF{89VLGTe4t=_A5|mbSDXE#OYsRFgvTP@1y#7;;fT{o zwph1r@9<4SVVn;f96D?aJ5kzy*iv2&{II*u`X%uELMqi>)_U|OzubH|iTI#2Em8Zt z2(LqqrF7QfT;up$-|n2<t7nKe-dExLkiSoP7vjc&4r;#LezMT|FOjmatD50q!QJ^R zBQ&MoPs$^|(2Su<8NzdJx?eLn9z?!qyv-L6o?n-7!RCD>bak^=Q5u%$CrYoP6)3`W z^(L486vyXD9<NguME&e2P1Cn|JnxR-WC}U_x4`Z8#~VD*4W#oj`G7|czTb>jtigUu z1~iw0*M^ubUlYLo&wWJ%7f1f)sqN__3O=`Z`PNhLE{-oMq1(dfGkfyj?|po4N{8Q~ zFkaW3-4|AdxE@ZIP#FmRWpMmZBqR2jsqWqLG#%{!na67f5bw8#edj+RZdHW-qfG{0 zbskRoeC90p>>FD@Md$_{*DbX#RiU3o+fJePBl_k$JW}5v9>mOYF->1Zokrs!kr^B8 z(Lt+u?HkUujfjix&c){Wy!Y)jbMT?7Q>33HQHRs8keaxRKFEkuToLl<GYCpQl8iVq zmR;JN;RqZM%jb=|kNq7Yy4D+w^)Zzt{KNGbD=3@|T18yrv|+Yihn~eBbcp8w)-y1+ zKl?5EwDo9hdquHM9#8LQ9R*%QYi-NIPbBwWW$RT$J>%GutH<JyufIsXsMv<<Y}O}< zmqj1kwED0S;%Tz!*W;d8r>n(GWS#b?D_rZEVjIQ$BxR1&*VnKvE+IWHaXqd_Q=U8< zgg>jE7M(&q%za6mj57s&1Rj~XqFdlqMc<e;!S~O}wd-4cM4n|eOjjHV-Q~+ZkB|?T zkLk9`T1W0pxWzBda2fmmh%B+LSP1o#dp>hMu={UmweI^~LqB-IdYMfF`R5+*Uw5Rz z7o?vbx&pfyC}iVzxQe=5_vg>syttl7#*2TT=PA0XyEY-N&c<*3N(3*unfO~E5PhUq z@8&BV1fG1#h|~F_1{}L~e{`Ay>m1)t-Y|teuV<Sxq40zED-|aTkq`VB2^?K%#=P%H zC(ezpi0=`5$JrFXSM!9`9AL-u`?Cs!sZrl~7Q1p2e#fu-b8z?hUsN%k7vElnop*hi zQ^J1p-<)3%yoqxN51&80gLrc~XZrp_=nELYJFG2@dS0ixKNWE1HMd~e5d7lmQj|95 zN$_olYd!nvV6V9=R+~%E8`Z0gO88)h&1dB>d5fUTocz@<5dMB)I=%fG>`wpqJOTWR zL2t1=AN#$3we5gh3+9}~u2xIp|9XWYG(|rn{<fv9=?3HP39AzEup_U<0U>&Se9xxt zzB1@0ni}VxX1+rmHv6NwUNiFTNR4HgP3Rd14wk=WL><vU^|H(z@Fhy6o-RAo)dPP2 z@q7hc<z@i2|2X<5-?Rw_A>Oe`WO?WdLPx&n?0aPsc6l;Jp8Y)H;pM>xGXG%b7Kvp? zLa~m9m4rsDFPpwr710Rdsa}*zwheHJ`p=a%AM_8Ef20}CLVv&%PwE@w*>gdSw2iPo zAMyF`<s|4A$mJ-aX@;&U!H{Z(cvJC$+gIf~>_A@2ne#gO4f028<<VbDdvQci_8#(z zOGm4#feR)=|A-T?pG{qPnl7b?8(Sv&()gUzJ0V2=&%kRm?oaoP;C%-#%#8zgOi~;h zdf+!9!?$yk6u@s<U-a&tuf4jXKhj@;>l1y{`)&+&+<ka*5%|SJJ3>WifOAg<1|7`- zs8{p}MP=qd$2-k+`b-db_?at>JG{`3r}ci{W5GEFOQPS=@V}X==l#y$d+7q2OHwa@ zKih?SJY&Fz-szn_b`JW;2bJf$=j|F5c%ug3pWG(vZPLKyX0ochR%i6h_PHDry@Y-v zA&vSbtk?dhFMF9ek;jHrz44#`4{MxW_t3(e3<HT517zrr>re`#W<|a~b(UuZePy<h zJMX-q@0A!V)zzvX-{_>h_ngavki#&fO_KdTj;=c%3-668LZocUmc6nwvPTM8k(8|{ zFDWuIN{TW|NJc19DSH%sd6SGXGs@nD%tW@|@%zgM@4WXu=Q+=L#zp;enS)es4|r_e z@FXkjY4J$q*sM9~1@+#E3!i}f6WfWu5T6_<jN|BnuIP5~dfT!M`guoN6=#k@|FEo; z&t=5^UACBs18zAtH!r?*1U}d(6EmHl_nH?(>~n!#B~6kp!G2^@<{96?&kdw$sb_=N z@pa31(J`W~QKjO%?+@^Wer~GTO1!S>N2)pSNQtcF^OA_``1qINqkz+euAI8k;FI<= zi!@(h2hn3EI*s{|*F2~+SAd@zNumiKflFK7(uvFS(4qenUitxC`*c9zeH8qQOG3Ku z3*g^{0T24yAD}}__AdrQA94Gn^3)ICulkvZ$ni|*%i1Pmeu;=j>de-RwQ(<$>%)DC z*KxkhU)fte$6UeV>}>kqP%jaZ`kX!wd~#w?jXVRogoK>MM?d7>-`$e%S%$vaNS!1F z{vCE)Ur`Hj&NWl(7COA{?S`=B9-P0c&D=3QX3(9S{Et)KgpQX^8}qai{P&G+LN@%Q zG|vyW*$wEdEn+_u8c_$unUZ6-hCHd?hJ5oF;>vftvC0w92@f1RH1`>L`0j|;gnsCo zb#Ys2$n(Y)CZ1J7UCJ2C*5exozz>6KjaB1-=VR1#`*HrNZW`|ms{wC`X_dBnj`il{ z7JUB(I-T0F{FB~zojw1~>|?^bER$C9aP;NWY<PdChAwAcnw+-__`+{`&i;ifUN@QP z#Iqxaiy3}2nC;+*1m#UBHV@3JzD}0}e;rV8O6GJLaOj8i;Xg9aO@A>uoJHJ5cwnwK z`wMm<ZE7Wn{F2sJJ_9zqZlloWW-7!B{&aW!cIuLZ2jrL-@q5UbFrGM7#IbW5I*Z0Q zN1;7DCcvf2Y6hCCNjT4YnuDnCV%_Y{y$gK=KXP!jm>qucgX5Rw2JG7{H-2`q80hfv zrQcPip?iD1%Nl?mrQ)f4JPO>uP5Ree33z|8Wu-=L$A1N%-V`=R|C#J<qkiDYl3Seu zkrL<2bYD9w_Gx8Xw96fFRnzf%T*>fbgCVz@Tj;>=$}9D<|3luNPR8OB{9{-0{!wNl z;4EQc^uu}7i!rr-pa5U-5Ur6@8b{tuH2Sn2_-f3{X(2xFLe-I=$gxrQ6-CpmGUyAc zE3PgscHk+Khl*`+zOtW;IsaAzpM0N75{-2YCORnOO`(4E<>qo6^ooX!;{Tq(PQs}| zITVC(FZDTjvN<Ajs0H)3Nv!jGiv6s^v*@p*y)s~i_24c~&7hA)9afe88A;gBy=Ec% zHe2W&TsNK%!mszwlB!5!pLENo7Z(2FUek`~E17&)w_Jm0Gkl&_d%Fuhu%oUAS?->& zD+S(Q>Zl3S11f13Yt~|YraAjuf`A9XQ?qTb1F!Kt(n7#lvSs&1`F`X9dU&SYK0&8` zZLSalT;F>9F?-tx{^j?!w{8{UMRCh!F~n^py-JVIc>=%FnX;YR5I=s_|9*28_1etC z{~3uO@1bN^d}0suGBGYk4Q;INU{^##70$WL<=l5Tm-}O~sxLDGXPqLCiAX@-c~ca> z8+LYK)a&6+AD|s;$^9EGSZDF^E(=ZYrR-S!1nghb0O>Lr@JHd{Fl99S?#1{DCpvx9 z4}E_A-g61-cPjZ-{4nt4)#40SGoELVeqPscN7oLMTWUqT_3&WOAoln4^oPz^?Ee>M zc@c5EepIdFv^mx<gpxRI278GVeZN0V9`$??y%B4T&{a;T-#QCjW$d8X6xT<@)izmD zqxid4Pl40U{L!3m3d?FZ?~23=VR@YB_jbBlQIU>*>7rDE9`pi%bGfR-JID)A>4<M) z-5xBol!Sn96nqyww+Z|SH#j!mLW28Pdfv;C!yf1@SOO#%P*-5bxgvu7?J!??6aiiu zIoqvjn~VE%4%uz9j6h$CsDGpmKU%#zq_7I>W6>vnv>7-%F;8l<@&r1=9}P2)Zk&%h z%EWo_(Vs`py$Qkhv<QF6>39cvDQ9U~-4p0PMf154_`YX~X!C|~UjEz@OX4hr9zpqy zlpS{G`BzVN3w}9NA|_#_2<yzWGEY{5dv2Sw%C2YucZ5|PJ$3N;*V~=`U|-M9426kD z!rne4_X;C#HWa+nT5t=zQ^5GC9B@zkUtPZz@@sKb1O3Kx_&w$a*Y;)9Es;}xSMR{S zoVnjr0Y3CABxQf&XVi)G8XQb4gMA(7p+6js-*1bwwjtklRgT0Y3%F{K(3Ue0h(4~2 zLm3v#@bg0Y-4Bx8h?j#uT`z^-BZ<mPJ^28*epTFar?2Bi;z5SS4)}4kn|D5<uKm+| zU(s>kSjOY|>)r6DE@DNEBB97XG`fF_GJ)<O=Q7pb2fWkg<ul$3{USV!{X6`z*Oj|h z$OYhE!d%McNKmIi?a*34j<~(<?&mwuvCi>CeK7*=1}!YK*YCrAk$9@p;&IoW@#=j$ zf%Q^VF8cxA`#9OMWSSfMy0|YQ%^TnEfT8v;TjZ~vB!}gKw;Y!(-(?em{L|QT`f)Af zAADc(|Mv^JjQ-ZkfN}Jx+}7p(2K%n8<w`gogSgyZC9M>=bFO9BWm^yXP?MBXU59z` z+g&f&f!}kdu8r4$7v1RCm%l=eJRzZ7t3(~Rq)|+niTw`baT%$6g!+S+4wj~8$ZP-h z%f9&nbxKD=$Ne9pPH3p`oCEyEo379+m%bssDKp@!1Fo9CF1yIi2ERMp#bHwmz2Qmd zDD5TaMpNQjo`~ycJ0D0+1*88-(!Do>4s{&c<3peR!(4SfV~aJ!1>_<xR!fn0%ln#s zM#2mA?Ft)>ex!)^{Fcl#C&8c6dUG^iLQjo8ck%|le~$HedN1&2>4{@;JNJ4QCJg-d z3Fo)%$>&Nbod314@;kRRpno@UI)}jjgifTSkOH45uap~~dWL;EIhXXBANj}OwkCe; zZ!||`YY+TNsP&@CF7OZI?fv=mINxSEv-)JW;RohuDXt7bH{3oyKbHr-c${IEX#wJG z*OM0`Qc$;&Ks>92{APy12kQsm7ruMq*yJSPpJ~1so27%FGN1mJ1f2T9LO=Q(c=Ylu z`)b2$@TjP~jiG$h4a7g_Q}Mv}d1qe5umOC&PoS`yMm^c4v*3U=;tV%KXDis*18wc4 zjRefm<h|(Z0Q{N$dpr6f{6e>0&3QY_4^K+GWBN-DamL5FEy)!0Ay8Ofn3lp^hP?Fc z%BKWkvc;a7fMf#ku8aTl1pIhzhKeX<59U%@du3EUMt`p5uv|aZor&^8K+(?Q7ep1+ zz7U8a{d9v};K9?K>Dg(h+mHE~`MGihaY1$Y;2`4e$b-Q%euxhVb<r~912~@#M$=^w z55C(cw($tOw#s#HQ?VZAJFwA@4xw(IOwq6?JO}>j&OJV<{pi1CNe*f1NB_eWn=|a_ z`zqfT6=WiXWI^Ms>tR~>gPwWK?+f4&zI|UE%%Ho{O6;;0Li}0cx!^;ObGa*qmE;xp z!ng1ky7#C**w{5vi#U;@GV_--{F9~eL$c<5&^O38G@o}t2V{MxtfB%Q*b!Q0-~`^v zAL!SFIK{VQL&^_)axguj{yh`wV)jH_$`rzV-(8KCtgxp%$K^~G8t6&V#D=?PQNMHR zgti{`r)IBjo#H0yEX4zw4S-`G^E!lfoy7eUXD0T|J;!{7%Kd9M`w2t~g;!VX5s!_; z7qt06U-<UMr)mBi`ckw^*4X`#ce_Y&ZwmU|DR<?l0ejR>o)IB4lW`+<rUeZJ9l^XX z@eRsF3H*L_l3U&f_4ginW&`1<b8_+@=K#KQ8M-}Fr-knAdAUg`8gXrO<DMZd;6^B6 z<}mztnJTSi5*|NCk<d{IeeusJ=f1nZO+VIXeH-|DCC_Nz=Cknse|`;o^+ud?Ep3v? z74hH`2CH|%m~&tISco$ac@)337EKHIJqMB0ar|HSTfM`@r_k-@_HniXH=cQXWZw_} zPm}ROU<~mzd-m_nk|6NsU#IlD9bgyJV#Qb7;Xi09wz#i?H{FrR=>qO7cI4UzaX~*V zAnWdw2Tt;>ytn@e{-wq`QFsyg3+mZfXW*5#YgfKBc#zNLJ404J<VnBqzB~h7b6&h| z#jOiG;I?y2=QZTJ$j;quE`_~q*ACMg6Np{k;<Lgz3B;UIyAe^$=Vpx=(3r&Byc#lr zpnvC(7ZwzX>1`ztzt)y&g)tF`t1Elj&SU>7I<sDX6(bN|mxt--kP?W&Vmdhu<mdza zT#>Wj=SKWsVRA#p0_QgSUt1}S8}T+X=ZEE8Zp6J!)guGe(6Or=)<SM$ZW%AV8V><| zcJ`mL?^?kQWL_N-#?N|{sf3(X^r1974N%2CO*eW{n_)j9s43+#E1)k%<ew5ekA9!b z{MQm!zzYVx2MNOuaky5ybDso$IqPKQHKGp4v2^$)&c!T`$X>l-#LsP$UbND<=jcZW z<G37j&0+HFQeXI&#m=`o_s25PwlPd&pHs-s#3h<tA&R(u^S=lDaQ}60Stky5vvpG9 zKlrhhc$rU|)jNGZQ_0N_cKmyW>~YwoQ%lCsE7*H!d{Fq#eH}qZqhhVWul{bj|0jxi zflmH{|CD^8|NcA>WeB{oN@&q!EG7^y`!HWLISt(SJ>BsYy25Kd^=||#@X@1B5*wg5 zsAP>kNWi+gYw}f84H1aFJ+9osfdt$iTKTZVhCmDu<$Jdu{Z*Rt#a^dt2t?20H8%f! z!QAN|r~V2fo_0TRfsq_@ECnC@`=#*%{`jxL=X<5lEog|RegL;h6Uv5K8PVSp%a$Y{ zkN&p2d&lG9r*eNTIKIbE!=~`%wHWXyjY8^Edk~L_shs)-Uc9SkYvwi9`}QfNbWW_F z3XjAYQ{eFfIwr|?;L|dP2mXv7fZvYQWA}z`d-?C_94EZa9QDP=WAHyOOxrlWup%!x zue&FR4*noVae9*-Izu#d#NNZ;mqzL1A`hW|usYx0xnJ%&RX2grA92Rlby5yIKl8-5 zjJvQ4Zz=zl$Iv|<c*~@29|K>dmuc>Ve<Banru0!jziwC3g{t@9t<JRCQdx-4<M^`I zQFq!lueANN2>VeJ(sKvrL3?xl!C~lh7f`=#1l+Ku5FFF5z`42k?$KwZ9eu5HF_C_! zu0Eq_MHc63Jo1PxzPC5yTAvX5x@uy_cL`lY9l$rLVE5B_{uGt>rPZDDrS8@WUiDMM z#J`{ckMGD4u+Tw1P3M!m^f2_Grvmd@deDhX_7|ii17Ei6#(2P|Dsvw1qy3Bi>s@b! z;{$+4yT{62f+txzS3P$D-l(v>y&YtV^A+eCNKFmB(niW2cUlp@zDbdup+FznV~YvH zQN-mOhi%!guCJbU1>~ICsaK;^-2>j>`OtUj=uhMoxpXP{ma#u8vo<7nd{CWgUKZk4 zwpa3fUdqTfbXVzUz~A1EA#QqtpM4ok<#YrOzPj6&`7-kSKXqzID8S?DQt6&eV*OoP z9A<1Yc65t6>%w;6narzW@ioAu;$sI3CXk0sRtt?m-2S-jLvb7M?o#sj0x#mm<w=^5 zKGae4uYV}p{}entH8etIho>x-{A>koNQoTfd4CYNS#4=k4c+a12YcYqH~4LX97(C8 zxSwX_&fh%Pfi8FKmQWgW?`pT1SQglkgaysc9MLtlGEzBqd@s@?G{0GK4kumTngCz; zcIPp9e+Itf5IW?6Cr<o-=GehcPtlu9CtpR~nxJpexo+eI>RR$W=J0;b(bwEZz^C7j zB!>S(-ddj2mj&Njvv%uF;4PfDH@}u|gU`sFx>V)V1AOM3_w~p3B|RH|^)55?b*jf< z*MS#Y69b*n=J1z~XuY>CKu_YN`qY5)qD9YnV9z{wlv%-_5BPuilz%CSF#0{M?_bcg zL>%U@{<HWu^37=j@6XgDuKr{hVT$;nh@@;r7W{TJ@e!eC5%tTzu7+0BqQ2I17uy^7 z<$R{bYh~y=QL_s_?u31Lmu;bXA8}moTSe^(#3=(mKSw(Lz<wN1E;`XfKwalZ_(k0B zbJyxF)r)xoaV%r?kq+{l=Cqx!lWxFX_D#|$8eu=8*cGKs5U&v*Kbkj3J!OmU=T>dZ zS#Lh26@&X!l8$ls&EWMi3%m_~!@jtCcn@Uzz<>ALGxV}Vy~kgLw%5>if9<CgPKI7? zAzi!9j(kPsNv48dz@J(|{Lk12$Qys(h@Aw#-+gVMo)`0fDB^a%G==}Z$|b^U;*Pj* zbSBRfIB(hS@uY1Xb6@A{c$i_gE`q0Yn@z#LC<<#Su+RL91s6Ipq0eS#y87XDTW9@M z7I2<&^>qIlXoA=BzkfG#0`}JbqOZOc`A(_JXYKN!BfM61cnQ1f*=5hWGoQb8ql(EA z_^={d&Cbq`df`}GJsad3{;R$wap?#0(2S-ECt!zFj1i~!@}VdHY+w+TMVw$aHen0g zDf}2e#5oJU5qQk=p8@pDA|?N3Da8Gs6izGLggte-`1hi(IeeJ-&l31jmge|x*$jQN zTkS3{JuxpVY_p2#GwN2?-Z6egA8G7T3)ff7s|>xF7)5r8KwOSL*-2qZApUKsPhyBB zVBVVEEpqsgM2n8>+vv+3|Mzl&{|&zP$*flw!MkMWDgG31Va{l}Xlg|k@)AiLhdq?s zh{=bp&&-4OHk%q`kZco(Z-sB{|CNV%G}h`u+(B+cTY6iz1lZTOm$qrnrJX!f)U#G0 z#Hk}6Qe~4dcl_7C;BS=h(-mVYiTHjm7S#HGmqH(yTxAZrg?!2bdx24`8{?nz=PRKL z#BPe}wy2}d=kr(20`RuW_j@SYf#ck<3@oZ-h_9Mv<9vF7uM&?<w6L!KxyIEDJi^=` zb(WFK*w5vZn1|o+e`o%>3#KK=&)wJ?{{rXYL)DXVA=t0F>PT!H?6!aQ&|7&4_>akw z!a&s71img0`2pUTQPoTu0Gw2M?zt&wg}j)Dtxh27z$P-Qjeg_%Zdh&Z<wpN2|Li{U ze+R%<A_gV9Q&D$g{NN0S3-pdopUD-R&(|l_Y)!GA_wGEqLUj;)_DDtht{dP<wfpi_ z4(-g9A+WqbJSY6`(<MhK+^a#;c$|qDxHUYMup9a~OVIHCf719Kq8f|AvfxYQHM%R{ z%jrHxe#J9Er<E{|c17Rr$VHiom)C(;XPHLXiV#04eBZx#9{HOnCas<Z%pqV~<mLvi zFq-w|^F@4FG)M0}Bnkggl^MGYeo^YrFe;INJfpMO<9YC*?f^N(BmJl=i=L&Y1kZ1} zUYGUO12}0aPI?P`>dC}D(SCpEXeD<8V&FeWUY;L$vWULcA!VCf=r|KzF?Xcj!@hn# zJVXh<5WvrN)(5z9_RD2yUidLf=TG#`VTeNm7;MXcgR%KqHYebpbPvRS`AUX9EF%if zekJ@~B>XSzFL2s5E@TCEt}VrQ{_zVp;*lvagX>1ft8vF&<jQs<{@2kroD5#`ns<1Q z^&;l%eB#Xi3O{_$V^<`G!4RLH@#OnnK_IFOg>^pIg?YMHGDtq5e_f%TkYeDDe(_GD zq9GAC;$2NE4uweqF|o^I;3w?qJPV(~1K=5%r%QX>UEmw7Ro%-40{Y25arOfb&&HR! z5CSm2kM_pl)qlV%?Q~xUUA*u4kGfjU$dmjjIM53`QFHyPN^u1Bk3u7%Zm_2U-m2j- z#En_Pvct^f;7|AUzh3A>yv2X0(gWw_u7R_GKX{e*<mCg}@LxGGe0BW5E1UE$_HwUL z$5^R1&Bp|sQ2ZDuFby6+7s#S`8G7@+hOJQt;M}thV%y*)9Mzt}i&$6t^1W|3*MVRB zU9p4Ci1TY!mq=of|Hw)l96=oURIPZeY!`IM8;`n#iO9FGDL-=>fj@A6UeYbKGas}1 zhXD9hX{7MhVLV^WWnBLS{Hxmi@Yoda@Ml!v%~`OA_=_JUEO7pQ4nLz3LcQcJKl2;( z;4f(v?}SD1e+#qcaY+xMH{DX)I_QMCC%a0e(lNJqEVWZ|F@u0PrHvL}FyFYQ=!u>u zC*o^Q*VI=#I35*X)FX{}dT2L62<x2w<Qw%`CgMc>TG3Z@Zdji@pYyOQf!*#)+qj2d ztm%OB{!IdLup^@}!XEWh!&SS!-NzgWk<>;DoPUpQCYgHtp7^9Ty5}kQ)xPs-orsI~ zxW($$@dKwc+r(Zn!aju9z4ljOZqyZx`(NNcx)sJv)Zd~$=vNn6jw<5Hq~n{i;7Oc< z!KKD)hy(d7X-?wY=Uy$8wYrHs{M`)gl{4U>&&Ds30vG)Fd6E*kfLE!rxj~80znBJH zxqw@$>%V62Ho@MW*7$p2{#XIC{Hu>chzCDSmR<mFa4(a8)B;^;Jo-CXc^%HlOp;py z_A4;CWrYIkz@ugLER+}fo)OPK&yV@%;s?9zO9;e?fz!{7kYBqwQoonv9s%?4RX?h9 z6Np58ep!7J0x>Hzn6^k6>+SJi{Hh3nXc@vhrgskdV3Fc>nE=i`qhWI?)@QDie@jvU zb`mA1xPAd~nN?AEKJe+#2(x6s5caYB$5y&E@bO>fDLXdIRZ8m`JO{iQ;Op2!{|Y}j z-KyJjFkki>8AoL~aBSoT{pUld6Z@iT9uB^<?GliCR~~U5_ahm3GVre-RoR4}&{N(< zGOyzOvz00CxC7T`zjfS~)Q3GiJF1bx3tqMRPpUG`wI-eK&7J;ZqR+&U$6KhQOHg~G zkM-FWI>4&m4FA6GhsielhJ7S&0@noe&C_268ek`vFT~kc_rjllyi)!IICQW2xI^$4 z;8=fTTH&vq`J-I%jPZywyh@i-(5FGtMaoDHeZ^h*U)|1q%A>J!7unHgdbs%#Aq8{) z&n0h|?J387OP5`_7P#OSa_65X0f+VVL?&H%F!$l<XI%jyH{$lWaf9z01mX)<((F^0 zfgjvTRn)Kp58ps0rFsI<B<wB^3;cHd&z?Yk;L@_DRpSd2%vZeie2+mc`t6>EjI9D6 zN*WpGw+7&!)iW#nvHmU;gK1LOC!^hrH}qg<3hMG!gk0ox!@Bt6fa|}GI`}<Ig@3W| z&21(JpD!Sh52Az~y+@^x{yXMWzdsm|gLB_|Jt$@L1>&ueftr3E=tzPyr+Q(B67!w6 zj*mePwjFQSMTz?JO!W(r!1LH3*9DSE<hMsA-}sV%x8K-0_UsDk-+DPV`Pz{mq3eDn z^c#H0P=_l8`yKRSeVK@TT7S>K_XT)p<*iokM6CPtiCEU4M%4Kn|D8^Y^Im;6Q1^KR z{J__+CeeKKnMS;=_zZty-EU;QhIqQwP^&l%aa`+jnG&H&=)8W{2V&i!V|eVN7_q|r z80o_iE8rg;$M&U2jUsOTAfxDp_&I^aeBa&s1frpPw7W+Tf#^J|S1)?qmFSVlyXcbU zO5E3Bc(W5fhgY=^59bny-YUB|xw2p<1#5dxreIFV<Tvv=a^T3`dy)Q_^ZibnLDB}i z>(BiX{YdzwITQB3U*T`)UvAwP18-txiL200ClFZzr2gZCo}#uwe)ugP@bKkt^1wjw z<<<CiJLg13<M$RH_;gshu;F#sM{bwl<8BwsLEh~bd5aADsdU<iWQssEqB!1s4*uxc zZn->$4*Z?R<!vSQGw$i38WY5W#@n5@2hXD4DL)`<XHLYkYNw67)95e#LmNbZ-NffJ z1au?*6F9z~Sp>h6sl`l%D&hUtNM9%CLqFzxlXB4&IxC^q&s-3FG<G3k-Nz9})J(oA zL|o%2aA9H-^Q9B=s%<4UfQLd2pV$h~ha#%nS<-<yU&#{}gR;O+Z&{`h8Nu&)3BB%D zabH8^SEDS%cS=@y|4L;MZy8_s_frz{DaAkQkpuVXLeyf9d?pa%sD~>~Q2_7x?)RR@ zIWE$<#}<e0k(EyQSRw@R+{89bXDIkot=qLsL)@?HcyrZP9Cc82yL;Q9Ys?FWy!(3? z`THa8^BM8rnYwn{Nh0u{-`1Lb;O8y1w&Y^q>%X3w6JaKp<8aHqN|zS#gXqlL{e`HT zoEXn4mjR!=rR6Vy=f9GwSGW#-XR_(~AH6i{vda}pKB3QcQ`Ek3=N{yIj<#z&@V9+L zU$dQi!+KO&H~A2!ee9Ii4VOm$%937DYa4j6K=QnWI`ZA_Y@R!PgXv69zu4iNKdF7d z>m}hq6i(5Xxz>+<qua*29P<$Oe!j?&`UZ2CNN!8*zK?YmjF;FNK)%<XblVj9Z(%A+ zIuFd7cs+AudJz3uyj>Rsca0(LjB;FgioB`!lCJFfFy<n8p0Ha_$K2eNd&#qdu=4?` zVU0@kkt_viMdEvZ8+ln9=z%zk>BfZ|oG1EV73w;~zs7Ylc4xpV>km;oOn@hi)x9!T zl0==#Q7-FQoUbzunhZ&Mpd;L-<r>5L{8_SDp$A_~Yv;mUO!%IOn0{;t{glN@q2(NS zX;N74Bk;5U3R6oXGw6T|nfBj<pm%esmkik>@7R9)ngsl%y7ihu!FTin%#3$(V82!M zdRDZI(VuYLN@O1Ub}Uj`wxJsJ6p_wrErM8gkpl0?K;VU{{=;0v(N=r+)f2~|1F9Yg z2{;N|e@P#cz=Hb52V778<Y11nV({uCoPV|@lY7*7y+0aGo>r(w)$F@?a1^|X_f~M< zBRsyC*+sHw6a5FQwj|@CsB_X*a~a)>{6ciDoIm22U$lzhOVBBLo)Rs-9E6^s)xy_* z7kRu@fmaKkQJ3=|*K?<CE6<kM{x<Ma-TA*hSv&Nr@p}kdLj2<z+!LLp4ZZQ{vrzNP z@c-(Q$9_5?{%<qGAaSglEA6c?_}BTez58CkkLov+P<0@FO%!VG^uL3?$2cW#TRbn_ zVdL#(D%@|yVlDZS7JR;{UN8haEdQR+Ej#3W=$ji@|6*U~N}?AeyD(SsO6G(H1NKcz z)9*Pq{M|RoQ(+O%^F$)JuiL<1)jW+Zql3LXV>qx8h`d$RE%qlkH{tgN3gh?g^kH9R zG{-u6O0Dpvt0Dg74?WI94qo#*+tc_V@`0*ujGy3F(@p8;7176|RLP%{`WiY@U(grL zFQ|uj@|%kX-*csq<n;YNIDhdu!faU2XGf0(9o9sh+59<znKt5us?i%W&){c&=Fpci z!rxyIKcV&sk3anJ9P3l~lW#W~Ckcp?mGUTK5MTV{3D}B0hq{r$(i_)wQSZP?AzhFC ze99vzPV)-&s+sYpPAj6Xp)9?M#~5>{cJ&ID=tF;TnSB%DfO(R6!?QsR;5jPBO6TEE z2g$NI*FNCBhFy-;_YpS>e5EnJ@q$2HsVUz#N(#SSa`6XY3w*SnJ5(6^IK}dB!>Znm zc%09q`~c!$nfqEXXW;+J_rAOQX9_&=by3QF>`Un}b%PU{xOdU}wadL|yng;f<+HCi zA7Mk|D!}{L_?r{b?8pZtQW#KoBQHA8keLCztSjcbeH^^#=|uA<dmiY_`_C>$;v7wn zK5^z30KQX|eVRxG4>EhxVgmjD%5>PiP4G_BXXKP+*69CY6^%47M*Weyeo0_3bkNYd zUs|y)p&OAuW-4(X!=<3x)L+5Bc85FmU|st9ZnatA^OJW^P}yRit~1L7`W9m!`iX4u zsOOPleE;992kK13>*+q@b6WNpUm<Y79{$M*9J_-&Qft-cBVowj1s1zA0_S*&m5=EG zms}R6UNFP1Bv<#In8D}KURAsnCyKlYH<?w=N7V1#U!OV@jCwrE!+L_ie;31^C-+`p zf39_B{R6(oybNiov;~fJRPpa8f)}lxG5m$~7N1xD`syO;Dso8Xt{()C_}6ZI0)AAs zmXFE?{PN0M-*)ZYh>Oezy?#@`UtAfa=z+iG#FQ&a<fR{sHP|j;eI29QU+f1zf7t3- zdllzaEau?l+9dQ7?xk3Y#QMZIA8ft=+;S{FQLelf>+iy)tA=x1={&8q{R#ZcgOt4B z6!K9|-upetLVU)u#IGR-UK*jnGllrLVzaR}8u;@?yljYM4e^~4t==-$_YR3dc7q}6 z@z;dYw}Bf0^*qP!pl)EIO^v@I6ZTb?R;vpC&U}|&)DSviDF5N2jBeETl)f{2vXdt& zxkD8VywjCg)!EkrzgJDNN_Y=^Yba#pXafJ0-Yzu&uCc{=Jm6pjKPJdoN!lZBrlvKu z4MV&&L}ve;6#Jm@c0wDtKlp%yw;T9FCb>OOeGGg<IINoPEqFh9)Y=_Z;BsV9Z`ezm z_rgKeV-Y*^^h~dzxs#ah`@7v1>m%YFbF8En_r<x4R|xjOKll(0yntI2g<l9!Lcrma zieqPi?`^RiMsL9L=>#9k3?L79kvPP2O%ryWPB@q01$;c9Wb^?0NHGzoH!KW$2&j}x z!RL!?7awY{!v75u-pqinR+)xM3EHAAIc=A_>qXQdTPz(?hCljsN2uTr)+5uxHuZxm zba+0BXSz6Voi_91I$_|iQb!{HA-~O@?7X7Yg?hpus*x4w(ZXL?Sfd(&-{zqVb6D@C zP(80BB+z4jn4cH=i|4;=_;>Rx>ZHab3=Uv@E$O|bCF;PJHYPiLVHb6KyVat6kjJ=F zPhAfkonKl}c>sPS@rx#pf-~+*IY+l)0DnH9to2YL0Dd=8B7P0=tK&~;K@u_C>sPKe z!m^6{uw37m%cVfqcywdVUjV%E=(@RRK7nY;&c2)med&s*O*88R{QN(mi8E2iug(&> zzUG6kk5yDHzd=3G!^>IU_rsoYCMP$*Kk0qP`<Z}4Pd^E!cGP3OpLXwrT|DCSxU2Qt z;GuIq-|0HR-#e%_#Eo*Wj+Hj+IVYeytXZ<u17`%xA|nP5AV2T%aO~d&oCDJ<mtu5L z|9bz`Wt|!DR^9r<-}^DQAo}UItX<Hne{-2e03U2dFX}jSLH}zXxh=E@=XAC`W*9uF zrs{#&n;7_&e$JyqIRA}BmFiN9$alXlOrF5=W_{?MynBTD=v8Nv|KMK+lOkU7_n_b1 zghK8K^oncR*$;hyd*REe>7o6w<APlYZ&2UiUA22C;uri#>8wd7{CnVwy39wjc;9%V z?d!mwkD<Q7-nY>w|2li`mjvWhqpw!$LKnJJS;AftM<9x^iAuDdfv%GfBku*j@!?Rm z@J`)os9s#D%{}z_)K{u7fY;caFEVP@L0m){OS?o%ASx-H3N&*j5M775VsFSnA8~If z+Nm%2e)F|mJ>t<sYd+Rv&fuZEITUe-$IhE==5k}dZkLXxUD=0tPoSD^4e_B?h<lqJ zc)s9kq4Y6b<TE*14=^7^{rG9BTGuk<#jo?{o53&aldo3tMqGAC#jso-Itaxc5dm7@ z+3b4k*%%M#r00I@YkQ7*!M&v}JNLJUDo>2tNTQBMw415)Kj8lBQu4avi1SwaZ@tGp zxTqXZx*v~u9q)4jow2Xe)WXwNCGaB!Qlb;!b>G_V=ZGkQk28qseBgv#_*^KzkLMSL zvjlsi4(YV4?Q!d$s83<}$2|%jwo)$F`m+&w<bvsb^Mj~^`!{brc?k6}p}i08tb*S< zdv$n0@BXvzrqm-1=vren2SO2FlB}N-AQi;(Yn1vD+R(={(=zP^-FfxrP_a4z`Q<6Q zL6%PBH_1)!UP!|E?zT6Vf$p>0@a%<UoNG~a;j8<4(C2$ReV7scSHd#Ncz_h|uS#av zb{5Y|;EY`SjQDV7RP<&VbkvgFo<{h2>S3K}xFO=l=P7At3*CquB@x96I0wZ=-KXC| zH|k7Y`58<NJoi7KI@E&wT4?$x1b=;&$k48c{pfbc^f(1POE@>iI*$Kyyxb#@Vhvq7 zCnUur5&d_!+ZlHKgMQv=<KH}wePFjFW-0^Urx{Yb;h%(S`m$)a&=(x$lG0X%Im-0< zf|u?=2kw8t8G>_bQefL@^a}X$Cv93Dc~YWFs@A+C?9eRA-wAlRebG%U6?QYf#uvKy z5Bj1)K#X()?k{csHGSkh;!C~XE+_nehuq>vwj@!XIYZWe3wC$;!>#F0(4m}`kEr`3 z<NbN4PbA~>1iU2mJV%Z?-}OKmx*6yVF%8z`^uXhX<(FFU_sprO%#+|j_h-h8`}Ck6 z#AMtTae^P!?mW($N+2pv#J}rc1%J%5zSoK8D?i~j%0WE-ZTYZp<p_cJdEZuf&Mw3! zT<tyYpc9#YYqa=X;YJKO#!_C(gLu)K!S@I`^mY;6mv2?k7shV*Xc~NN;52z~6&>Q^ z?|*pw@&1ob^W3S$=V>|4{4qEQ>l%77XVek##?7U4g)Hpr*O9?6*qz`fv*Qi6@SB6f z?~hKS@7{(<S(ps|lJauuBfJie{ms#@z?;(ST9=(XQE(a=odWQxsV!A3N(bks>8AJx z*hhPqP9*tL_-Vh88&iFVL+a|sS{Ly5TxZ6@71-S#`_=E*pRc_3oYaV4{l~TE!r-Tm znXjsoA}$oQ^Y4@Rg}h`(-0r4q@Z6A?YcyKGEmQgJT;S|{KGiN2@aVt$^G*&TZobRI zR_pi({#flyndubz+am7>(&-?Ms&H8$?gj2HwJf)?f#*=Rozw3?y{hU7ZRKU~r_Z%B z0^m*Y9K`1;@VByWEJpja;71mxqmJQqC|wRo?!kWhe|@7W1pD%y;<Ri6J|q}Dk`{)) z%hywK_g299Y8`wp0KWQ}PG+R;3;I_d-lYq>0sgoy9C!rybADo5OTH5GsvB?JC;>0C zl^qx4fj=qka_;$p^*yeaG_ZwuBTDeeM_VV<H4|tmeCv1WEI%?A`XUZlqdM$CM4dMi zg}gXEr#t)Qgq=Qn^X4PL3(??rZxusDcB3xiKv%`iyj`&c;bcd3@O;6N#2n~w+njeD z%S)hVd_PV>k&b-S%ICTFy2u;(d^P^?5A^{zRY<ogP`@C&@-P9qkv3V-tugrdf(`P9 zc4544cZ>cre(W#z_0AM0#GAS`-jNK*2a&&T`pXOc#9<$*eH(S&Cp|9o=;It6kxjCl zL|iMHQ<4dLWfsw!nxTOXOll?bdjNSJkCZmmR;*X3*u~%AD>L=6mYD{aXHV(yZwYbO zNMLM?3V8oF#i0rvN$96scbm>VN53f1^60W3`b%W4(hC5;Xm}Nkov=RDE9dr9l|x?@ zqdllZi9E|#tA<@Q=I=TavX+j34@V0r9yE3%I`p|z7X1OPIk7akz}}=8tYwQoW8Zb+ z*~+m$<oT!H?94w<p!u`qLyCSHTE$;G^<+~`?~Eh@P-l4P{rkdW$YXI7r^w>Gll%%= zzeIs}xP`6Z687Qwzk7L$?mPFl6~D|xeDL7FKfh}cz==IoZNKQigO2YaD1c`MNV-fe z0?&87mGE|K1z(l?Ov(U$Wl&4kcm;gQ_pzAP%_FGiKR&bl$q)4lw|@4~A`T=wG*Rjk z4xXC69<Tcuyb0}~n!qRaBsmtAY4B;1-~Q~c!6)M`U5QXce6pA{kbe>No=Tq&?!*c8 z$OAvcdZjm81Z^yV7iLl_UtPz(N%%gCSA(D36L^ji_(Y}^_lW^^^_j;(<v&vJR_3px zV=pm>SJpBk$`d-eMcet06UbYaUMO9^gTBa^pKmAs;<9yPbg(@$2*rktXm58a1zM zv5#*g8`Zf^LRY?Ovpb0deYrj(vP-`)@BLVL!L|3udz(Ju%taiMqxqnY9rkigkf@la zi#dPp7wuSZo^P}tdGY=f?4AGgcJw0dlRvrsOcyw2vFG<~J2vzy9CUE?%K+~bh<jj> z2R%2_aL@=mzSmaE^D^Sx!q30=2Pwc_a|bm@F;7T@eX=$?2=P{P63Z104<dV^-L+)= z|E_E>Z6NwcsJXRFzGz||uhGh){CVhyy+<_X%up}RmqHp=fIL8LL`V_pFC>r4v}J8v zA-?A~vf!)&?|V^ixln+<K30p2mLSY|rm|op;(JdBiQoQ~41bv2{Nuwj%#)w6r@Djh z`SWbNvJ(95gDO&)2@BvD70uUE9LTFwy?#Zwg!MU~R%<1MeCOcCH!0Y~mnSKiOL*Ot zYK}-UQ{;D)V*jaU!f!s_kXzsduZc=9a|ceb%100=jzCu%J94mU0QEEX1miQncN|PN z&2yPhzjjaK{M-WUVZg_&e+hA=DM_R0N7S#$9)IYD^IMwH`gRJR*W2giLpkhAJ4<bn zDB`^VFUf8N;Huu0D{spkP_K8EM1B%>&#Fx)xDFndpZ|i~S{`wLmRelG7IY>t5z$WY zRTB%la&jK<dyCzb0yW5wUS)I4f*&b-8F8EJ1LDO&rSyU`=sQ*GU)lsOn*K}bNQZsP zQy*V<#r~Ic8DIDcJe|)ljB$ZII%-nS{sHcsQ?Gdb7j{J0+?QzM4ZS|$Q_b&T)H{dh z6p=(h59e|ulHvP`nnhBFuR%9BzIt&HcD(K*Q7Q8le)6IBngzaxJ!ehCpfuvz<j|4^ z@J)A5{x26e(VxpuF;BfpAYR;S?|*#|=UnxJ<HsoY>(RS}KJZWdr`1&Kitr<;f2H+& zu<mDF&26y1VP%EZ+XLXIcfFUl;14XRDO)PPqaX4FCyOQg?!Axk7f;}I+6-B23C!RL zM~aIJ@xI*;jfFO`kM+NIKRt65^OYG*r)aUix*bA%Uf`$Bg*k5fE+GE<mFlbaA9#Q# z<+<KNn7?EqPp^-7PS18RtzHv)h^fGPYVZY@-X~LjAD~~#n~&(617A!ne02-{<0w<b z{ZhnR^p;KX55Iv2eW^}W1P=I?o$E}v1D?iImdK8CFf~udu3reddoS_*5^&?Xw0WZe z;wF=DKDRTLz|CZm_z^trp3(aN3hWyhb9Q|BH0stKDC*1DBYv@a8h)}IcIwp8p?VcM z(Q@MP{*$Oja*TVj#DMSf!Y}eH@&tjd+pX2W8T*spNs^9%uO~^0>CO^}mDleo_98DA zd?xi~^G=>Rxb8~57l9~a)gQfXfpuuu?<N2ozZ0--wIBO+jP1+oJlKWcdPJfe@ak#O z?4M`&Jz)6l?s4GEx1M*3+$KBm?nC7OtoP76r^DRvBN7WAERVVE<f(;2RT209n>{__ zj=1tCS00H5cv0ln-iIV_@c048Cx>u;zg|i`%oL1xfPIv`2LCsC+7P3bhPs&NnNHW? zKe|{4BJaSi+>=5cu10}}EVX*oazlrGS*tFN^}Ro4U>*+M`Q(;T&|)p@WKQCHH}*#? zA#JY=evaz4Jskv3<@<CqEft?Pgxy~HE*`JoH@D@5^}g&8OGkyDuflbH9)cb?l@QLA z9sxa9)U!OT6mf%I$H&%v(3vTOgM?w9v*Rje;yC}Zq~H5DagO%c-jQp13SGlxO7bQA z<>9`JMh4j9vi(6LokZ9**|8w%VAy|Qz+ckCsDrWK&hGX?-g-W)l@9w?G5W?iF9iOC zCv~5q0Q_%Bc1lA5bfDXF$M#|!q*dPK$AT~HDF~op!0V-y37p(y#ktFr;pX*$J@@-H zy_du1l9$u)!~0V&O(s6J2j7W#`(p4i^tnS?{lTzn$*RhuEDwNRikmuzGNJoUX#Vnk zhr02hAO?M`hu>NKt`n$7QOKXv{bh~(Km<kOSy$8(aOE7-f}izu=Z=*@9C2u!$0frJ zb!bvXtzs#_{l@GyxlGKfOMV!?3p{As*CmWK62DtbT{bxiyBH@Np}2y6)Bl>xzfZvb z9yR|{`2qDx9T%(xpz~$BTpC+f^B~sdKeOsXzAb3=Z=~`dc#@^`t9O_yT6jl*yV45( z|1`j`A9?GKAM<tg7^BWoa_Q9ed({1zFLfLSFH#$>J4=5bIy9NY@F4c<vD%5I3lrd% z)PKD^5J!lFl-=Ddz`6cpD#alK`(xW15r=c9B&Zzkb`a}9`FvY-0`UP2x5sO5taDKm z3lGjsx|Xc)RjijvjmeT)F7$$47I85<^eLE8ym5`i&w$rA&(fm4^ZPKP6?BZfzj?^F zkYC8OF@F{SyHeHH`m{5z?u+`rYX?T)f2S`W=Yy^xpHn^56^H)w0$K%m@Rp-9GOQhl zZ-4&2&b@R0*x3QKGil(LKSfWi=zxDN{dAru`|Uv_`YsN2)1zN#WaP=i4CqR$yUsUZ zJuith?4rxSdR$#sdF641xMrZ~rgIPTyveOS;>|pWvU|+RbuovMp_4d&3-NQ09)rlH zBJw@oZY-*SuWIK^TWV~fo^o3B?;PTUXEPfd_a4I!gr8|nC!*eRGjQP@@=>up%bV{| zkC{p4_=emGc~O_vu6H+4ADHDVqq&B2eBi|cX7I&e$3A;XJ@f@kYsQ6CLm#T3iT_cC z`iD42ukt^rPm%lejc*loHVcn3c3~Y}?it#h30~Fv=KhbeNa*7vR1YM9=j7Kf%`-Yc z-_~(BlgEzwkx=T&|G=YVZ#+5bzjJPT58BbgeyvngT~(5>UPo{EPdcGaiM#ms$a&QB zt6v&+g1wGVdGmgG13f1<(CPv3bRsX7MK=pNNy+oZ03n>y!gdWK=nh^#v%?5D7m_CF zvMlhUV$82%%^sq!+|K1Pmmu^e@l-k^?2r4Re{?!{&x%l!1~(1zo$n0Jp2h3Fd6%7G z*9?97N7RiS`wQEYd+u}zd?vD_TjB)jW2NqgZ6O|DrWtlA#pjXcy~(E!`>5hBnmJ$r zz1)LFsPq;1DbD!99M=Evbz!P?=q697die2ogPT4+pZ?)~OZC;Lo)vr^hC^SjpkFbB z)##SQ5A@g3SzKQ4cOy133gj2tqOPDJkW>LWnVY4?UmN7}&bxa}X(%AxSN~n5$c;W= z1<MH%;ECdO$2C&;ovyfK(GxF#({<kW)Pc9*u~HJTr?I|V8z}<V$Eb!Md)KH@kG{e6 z(U1k7>s5_nNg(pP&BWe6PZ0ksbqF8t1AmchyLoIG@uIeQo+kL7lJBXGww?1zZLz)l z6M3M*k(Fi}=$dnLrtBZlr*u0d%LBY<gRDfW5PaibidSquaK<_-XgeCX9y-rNa``Fh z>AEGgxUf&%dk4rBF#o6y$%aJmcwYwkp)<c>&sk@PPmw3v+h9@iX*cG2o-1uMp2E6~ zeWj;2N8j(PU)mqMzGnL|1@~_3UqJcM=`o!DQjdWs=-@9Z9PeE~zg4rt!I3QB5mN!< zXI1Ql(sEM0A6{qv#*Ollr|=6Z6pXarpgR_J+ndRwex~b($^?Gjqi34=8uc{39jm%= zml3ZxQ08QH0oNb%JU2H(9mwV0H=&fM>le>4<-mCr@*DAu=0_b{4aF~Q=yVo+9N+9| z@jS18y9Igh_*3RDeTSh7hO<|f_aN^z6#Df6cmu&_`-#Ib>|5Vf-G01JZi>#Mz1oO> zIbXSdyor2Ar%Tc|@W!>bp+B1f&<7+xr}J0@`Ndp8&Ewctv6Dh(8^B+ufD%`iD%7iT zaS--ZAl{UcG<oQU^-QH6_;V5dbwRS>rZ4K_`vP9nHDTUJtGrXhFmP7DwZ;qn<2$*C zs}T5NsE&qB56<W1V5g`L=)WDRdE&Q%ec;eOP5uXUk9Dhug;-ypkIFlLBs~@Wh}EpD zI063Y=z9lm*pY~)${)!x=uCxw8R!vLoN(NuqIM1bMShEf0`@e>)a!K~IMx1R;hHz{ z<0`}c{W8GK<r)23$+^Hyt}o>$uzxd@f<oM@h%Z)oBd&>K-*!#=a)R&w?M@18Q$oI( zj9TkqG3t2-<k*ATp*L!9+@F9wlzjSOL>&*lL8V%1oDM(zC62<G0qa)tn?;Qiyzs*{ zqw^hDhuk{r_ji%cakZ5`T@D`K^}+aqDs)D{^YbA%FRF8#D>}gY@T2qM>p0J+-Coix zID#+uQ(ierh5UZf^&_LO6G6?BO@7#iH$RrIsTx6d*5Pqd2Y%$bu&QldK-}A88x#H& zde}jpRVPN&!JoCVjtWOTwKMDCihAhWUu2kXU|%h}d3bjEdQUBhzE8sZa7$7DUq+Wv zPx|X{a<n6K=v#M8cIL(7{)UKa(5vUA4fbf*c@PK04TY1)JcwN1gN*24C#}1GBnhBj z<Yc%Ln-YG1ef~j4e<SLM6FN^=M|%)2+mKWUp^x;stu9+GH|F5~{g@C5e_YIxYQ4W7 zx^`&6T^0Oa;+X!2*Vu<%1IFpJc$_0<4O@2L7-Mhgv~@f5wMOqGJH!!X`Kk>xz=eY! z8+@37ANmKJuI)ODdbiFNi9#~qc9Eyp0_<Tvw8=b~1Ae&AEI(imekMm)yCB|snWg-N zdjWZb*A+|}@GJLv1_b%xcb>+)wLXu1lde=gErR{73ua$CHifv#_{H;|iRiC7v_dVQ zgL`GgNV|0L`?FB74;vE5_gtzyWSNLOE-EvPKEZ!`a@$h1;&DE;*D|coXCvQ9&LoA` zy(&1G@EE!gjrcKA@T3=0dHMUnI~I}_@0WkaK40E6zKQtPFfIH|hzjsx?A_{_ar7Hb zvV83Li@c3f&BX|u|8#jN-Gli5SSg!NBXI7KVBITQ{Cw_^sWgDP7v|$$1<QE+Lbf{l z?PTm{Z;G)X;^_bO?5}tSf6(~FEX4U3@csQMXFv4IDP;dScQOWjD}u$cKY>5jG=<M4 zGT>gnp6V;Y{_t1b)}f!^#}@<zDME#Cek9BnIl!+QT4`4eu}-p+8=Aax;H4~@Yx*_N zm8lcYv_S9au$Xzha0|L;5D$$r;@p#)zZFh{|7#BD$~}1t-Bj|r-1JrO_w>|+9o{ba zMYMmvD0DWdKGI;UV?tLSryO{p*YpB2`6>8O^k;jl!0#mgzC}d5k!0Vp>;;{n;Vhwb zFK}g0fU95v{{E`+?vHz*2eq&Bo(v9yzcLDNYfplH_(6!)82m&;Y<a?90CgN9Hj&qs z!Oz?L3KGM?ubPTEenU?aT+*HGKtASybx0Ex-fwHy-U8Vh@FS`GH#UI#;r3!@e4)Q3 zBu+8z!W`)T!mYR?+|k##WwlZC2s(vn#@W5H9>g><ufcinDED#yhMjyh`;daD0^$Si zvg~p#?9ZQ<Ny^Wr;O`e)QYJgD5NFLfx4wQwecDp6-OfDYi(hA@9pIPkw4T3Ph(>*@ zE4Rt>=lJ|5q85KZe?E{!JP-if)(yJz{U`kH)yHq613$x`evCiydjt6hlR(oz62zOn zx#EtnAMWg}PI)@S7y4xslXyONnD(VA=u|W>-t}d`J|53T77j*2XQu8jQ$!uiQ_0fx zbi}XS>njXChTx|cS|3=^Ko7{X&>&gGzTNc>Erq}MTWuV|3BK@K$dI!50Oo6)y&5Q0 z1Kwmh`&z3R@Ate#(jWUo_Lr2>L<@cG>tY4Ir{I5#R@S=|VJF-YjI4pE$G=VFu}uMA zE}5XY2tE^VNcX84&Z&Ywuf9tU>iN#?Wq1NRBR{BHGKo4S^@`$-Kgk}%HO5*^ivjd6 zzWkmMhkH6ASz~YUgV)pt9D7804t*@rXUz@3n?_DsS=xBv-jgDW3L)foP6#Z&+S3XC zY^otp3_P*_>uMSRKeM}DHQ_Ngbj5jZ`G`vJ<3GcDY_R?&bL`We@YCMz>p{2Sw?uVr zor(bN{JnafV*z=Zr=!w|s|q`KeVN?~{<kvHp2{3LS<xZ$*9nM!?_3xw=t6!ab^o3m zX?6IGNax8O=n)I0*GoO&KU?feLIrx!uX5vvA7LE%x0j+(x3R9OnVsGrz+YPn#?SM> z??hGvJ!<2*LflLKinSB?6!+mY!}CY5AOGr^dqt?rs=D#61nYbA5B<s%&OxiOiJl60 z5dG2nW8ZO32=bfbe(BKl)(yC&98j0h6&u_RezR^DXXTFjePVa>s{8^TwXez-bge<B zk24kIho7nqJsmu|8-1I{t}B)bg9p7Z@|0^p-ho7@u^WE+$f+Y7(w?|qh>cnO=TXcn zAw5DX47`suk?nPa|1UiA&vg^uN7u}W=RR=d*4myAoPzMX*UYAK?xT)CJ+g@9hzHT5 zUi{Q=_>&JdKGj=T|ItKCF**2~M<q$mfA``3z*IdUlQ`7>RTl*MqF<=RfFs%+=Q~LI z^H~|h2h(|T4BGO*_iHu6-B_2Yi4i{&#BrmiUU{ifV*ZuH$Hojc#0PTwOxpY4Z{@!7 z-2zT1xi}jihn{ozz`O8<736u2-*M`Me{q_tbh>#0`oiV_m17_J<NtAp1=*s{Crco! z!W45CXsV-U?;>71@T5Bd_E1f=T$ICy^`gqYW@rIk{I7Lx{3rO=HNG-hoG(_Z{(FIl z`_AvKkQ>MOZsCiGV%q@kmAWVRF&6PR=QtY|KG)V_o~YzQ@T3<)@wtqcI}j!CVK?l1 zjPXEy`)%lU8=79nfO}-@(+$cSxX0?1t-1U~<lSPAi1}XvpFS_X^dIbGkdo%gyA;G> ziw~Fy?ZDI0BW%*r@CW~Oy}tS%a7BZOLID1QccVT}0{r6CV7AmVJids*fc9E0>h(k> z8F#az4sh$fz6bCv{J<s?p&5DB(-%J1$l!J40w^kBXXQ?uW?I0L(_ck$lM|rNRcCMH zqb`qDR*U(C9rQ${km?JbIEM`%opMDHXOPmQmx-bN{jUK-eg@`D=an0rL)>>c#&n9N z1$xlZ$H8=C#1FsN!?=Mfnw+J9a_}Sc2bgy!z~4;GXBGJHqA#bRaIuIPe4x4H&MutS zYe{ckFhhrDGJIBi5dJ7|&vlQ$Y|IrO8GE~20Nzw_|0Emo0O|AUmzrRQiiwLqn&Fot zXHK51#P5C0Q<_S!tBmMv*Kz0;+W8dG7Y1=3?bp!VP9m@`hKGI<48Wzi7k{7N_lTiW zy${9Uf159~(7Z$ZNb^y4=f274RD(XRe(;8T3Z=a#G1r0VB-!p)h~wz5<`==QtCDWD z(^jD#NZiL%S;m97>^}0kHwpf~b!y1B5B!OSe2+;rc!2v<A2A3#PW<kRQ9slvm8JPo zAns^#QJ&r5xegyP^&engUblR-KLoyJ%VwBWx`{Zz{K*XMbKHM?pX5JB#MhEf13zCt zJZ9Rl9+Lz=>!kNyh5`8+5x#+h9eu;)?57Ar;3Dr(S^Z(?c4N;Xe$9Y?p3XFKQ$W03 zUYN!}ME>~<S%k#JQRuEMRC(TrH+(bR5B}Olzk-TH=0hsz+gdpTJmy$ur-e-l;Ly=z z1NYM>k@usb&EdKS-JSeVvk>C-TP<e!mtZd>uTLi$zk(mg{zd;7_;k-oBfl1QT26h2 z*F_lm+C2^p&*R7&w|8t?gXeCTs+4j1Vve4u@M$g&=*4;Y>5hmmJ4=uJvAqPlq<TE4 zcNzQ0pWo>89Ot8wqSOw5zef^Kum+sfE6VY^p@#Dtw#FXn1%Fa#Y@&>FY^2<`^g#}B zJITc}*Wl;A=cr81RN(y%_cmLvf^RA1c=p_Z{jeozl!C8|X*lVd!fqymb*s971N-`t zJu?%agZqo81v<m;j~V<XlR}^KKA&{`i*7{Y+MyYBoL{F=F4?qP=;2pnFBKzRaGE-P zs$B&*O||XVkNo|Z@^;_^*73!?7kaGzh->NeQ!W5^)LowxM3rIgSnk_ZC-5&}7Ut8{ zuqWxCxi61W;Ctp>NIB7h`np8PnX|w%_uCh$%dvk(?2I-vz%!eb^ExdgIFDb>cLY|# zK8I45Y#%^Jt*KIVV~0L<+dJ1t7tbTTU3wewxoO&?=msU6Bhv$8%D|(@fJUcn_~Fv= zbBpfhkXMt9V_&ZY-_>(%=DdJB=kNAMoZv?;h973AfEPU+ay91IPr}1on{TkAFP5qX zPV4Y1I$Do!dSWim<Vbe;JFM^9@;@>+&@XZ?LR<&)mO30L|0QC73c~Gv(%^MH2Krw- z0N-`DJ;*i;yDAa<trIkbI@E5D1xlSAp3JKdh;@&XO121q{qu`ieT)H*YV*b@Rdwi9 zYCl^HQjo_HlT}F42R}M>!}~v+OU5XY;w5RsXBR%Z?dYts6wAjO%TS-fnUMGbxZ&|= ze;_mb`jtJo)xxMx{bTo`RJj3p0Qb8~f40yMI_&+>AABa^u42$>G34<azP}|MfPNix zQtK6PpAdeW`7rG5sN-(`_wY;Zo%@#O;ct!H(t7XWbMoZAb*pRzFBXe%CC5ITixnqz zTS8sl*46K(b;vt739sd2UC70^P5;}2`!#e!7UvS+Cl1kXIex@>c5rdMA`Uzq>KrnN z13weml#r8099;T%w>0of@Ye12ged4CC$7!5;C$E1v5^>J{hj`<mLz>cJzsFDa6LXx zb>nL@3U$=ww@U9P!mnPw>8?J06u4w(@|Nh0en!dl4MR>3;z;6$=l}KM^{3Sj*7k$P ziOzIQE`lFjZjAf?9N!3+5lP_T+35PSU9gMdJ2aPc&Lh6nb8r~N{?)qwru>X^P25}x zFNcoZoUXfDy&LxibQl@%;`>NCl2|@1LjP#zXr!42=5~9wTOCH6pb%0g;H&~3o28OR z0H1n$nlvyq8hMA%OVzdek=Kw@2&<7qelJDkjsG@&x~^&2`#?_~b-9`rhIohe(W4JI z&m*B#W+qIigIuX!Tt?pW>~ry7pOp~@H<8?{Fo0enRPGtT2;8zGFLI#;?ila6{zL}n z<uR$%TR-GuxKo=441l+N<h&U^;J@o<mWE+}Ry^`N0YvCAjTKU3?%+iqeQ9s(Lmj-+ zdT}E5jjx#cTD2?uhtIW}^*_K%ZdcH}!1|B|){B?~fM;&fgjT>$uh=}dXH7#sIr(iL zDKqpy5sn|`O~B31TZZ){;2FQlopPWj#jN%FY0qFzhL2P{19Vx6suQZK4j#l)rsU&0 z^Scy&v;{eYBfblLMSB?M^X+WqJv#6^i-N4$^YBBw9*f_DvCg4?{)=;aiaI17$$ld6 zWy&u=-4Xd10c8yiQQ(y4L`vg!7<Ab#@d}1q#M2LI7&>FouXU0mbqf19J^KBti4y8t zpPL9U3m{*-%@8<*zteVT)Tsft1v_TkhAiM0ib*|*u!}uyS~m)f5x)mb8=rum4@zVd zIXR9vrEiORJQ(XeK&SJnAN#HC^NmmlT>rR1@d|Ot#8dY&Wli(}?qhC0jK`%-JWH)r z1)eCE*qsIr5e>Nt?_L4_s^4O5w+H@bn%(SS15Wu~in-zjJ2zJrJ@_9U-#lProCdv2 zWxcEuen*^B^qJcP=5Dcm|L^>L=!k3YOJZSvwccrOrx14%)onL-?g3=F8Q!c3K1zA) zDA%nN#FZXxz1en{!x~l)K?%M!B5Yv!as+u%HEWunC&&+kOfgEaVgC*r>I`5XpM7~2 zRmTB+^@_fI@MqW|lNDPA_Bn-Ne$h1s@xSMnF>7(?YlOkt-_O8P13Mxd_G6CxFXJ#4 zF4QejpIdIhxqm-;(~k=NQ~75@vfW|C2XpalSE7I)T^Vy_H^HZrGGb+cPvyxQzD|fk zPD{RctAsc%(JW4zA9WoB#ptgA8|YV4(R5@$+|qaC=;!5=IJdLBC8In3qHUKUAM9|+ zEzY6=kF&C%dic{HeQ=H8Vq@vZgE=IW3c?<C6C!hegaWU4LJqC}h3=S|?QszC;gl`? z84uV|DmkUUE(7AFXMPtgqkwZy^^=<6xAbY2PBL6YoUN>MC}<ddr-X^C7wcx7$}GSN z{&UeidF>W(Pf22WJM{$eFs;gy8t^aCGaHqD&?9TED^TrYMSd-yV(zOE_|BnxHX9T0 z=?0^~JjDC&<XOiyI>F}>c&i5K;ZMdZCP^<tzZID4k;d!Ux~tH80T;Sn_P@3O9-Q`3 zBryfPMJM`HSD+p!QNl*{AoA_>-o{59+A){x&=Czk-~`P)#qw=O<p1ebx#@1;9_p*2 zk4&B6x9i??u;BabezB}HjPv#->&<_6vCgcqi<*WJ@FQz`Bc+fRN|cN;wC6y4_h;k+ z8T6^Y#%sT{M^Hz9=kSl6`95zK5?KpnVGpVvcBVFn=e{tfXyX4>YEkDez)l{v=QVF8 zBM+s+va1mLkz;t`=P>kmY4@i^Nr-a<jwA}sL)YSM)S%tpfxNXto<^N5bc6A43U$XY zSCB;~g#qvXH?Q23DIdBArQv*fJ@(%;NYb<&@!b@~?gUxj$$+BBUBq`A*9GERj)Cu- zpFcPQzd>77^WP&Y#BcxO=(^*v@V+ooNoFXc5JhB<R90k`Q4yu=l|4fETG=C8HW67F zDP)y537Hk8q^z<xp{(EI_m>av>mB!=^PJ~A=iGDinCeP9kslvqr_5bJJ@n##h1|f` z$NNe4m_p|;vo}snKwdD!{nusG!4dk`oU2<d>O}N+-o$ugUeJI2<BW*Md#XN{{R3Xv z6BS0rA>Nekx$`zeANtl7dHVt2?+Mw^Iz9Lg?NbG-S$)J+uB%j6mZ0-g|8(5tJ@iY9 z?<Np`RrDuo_rX7S&EIVldO^Qfba&(epITrSB-#RgJ;*-d#+hqJ*ia;CR8mC0%s||T zn-BV!oUa&gzeeBXnbltA{n$5yJr7guaNfD)70C$d#o-4UsF{J+9MLcCte2r~dCTI} z3GmrBl@!&1f6+Jbin7C83+q-z;qL@LsMvH$-BX2gVgiXZyZ6Mucs+OTBwn{cUG%BN zAo8@fp1K-c_-j57PcA$94~q}4hIpetQLff_6yMK@<B+ddCE|YOfyp%ZUrM($)dA!a z9WB28{IBpn`w!^4K0<#ppZbBrvd~4(C*IrChJKMLA-CH%@bN&)wj?)j<-yMe2KY&^ zoZRD3;7XG@Q(|@-zF!4n>t;Q4iR&j@cz%ILOXTq7*1+D91e*?pf)89s74G9geAb`r zTE~7jeDG0akOr^R&ndYD++8jEM&ANII4&?BNzDX5b3WXcjP*107@YIYv?Fwuypzbp z=P$2#BO(a<ycD{_|Nb80_p^xNMr%95)r9I_N~lw>pXAoNm5M%L_rfH>B=D$XDl{+g z`kF^vJ|73Zoj4^GEg+0_qo|8neT(`xPhabKBk1nVv4{HuQUA%OaAA9bI-S_|saXN= zt7f7nul%r2><hi0^3gx*{XEk03-I@YXz3FCAj`qxOAIya>ivNtkr2eA@62Q;fve9- z3DRTWDLf-TUnh10mrB0YEbl>GKZe!*?H%lIS=c9j@cHV76P;_W&~g4N+3LVP8#s>e z{_zCgjq(ZZKwK>w+ioB^jd`rT-SeXLhzlm<+2;QtuM7O<lMdY1mfaVghJ4-6^W-xU zWt{u@q5dd=7<jbanX#V(@rBRt@IT~RujF}b91st3cYeyP3IR74_dnCf1`o3}ZcYdP zyb*6bBM3b3_j+T-{}gscrzj^M0lv~QWcJ}ZbiBprb9S&t#--AQd&D>&PZzQ8JMy<9 zo)@Ufz*|pWx8EmJhCJJOwvIXo`EZGfRs?vJij+kWIr#8XqLc3_5eIIvvHKf*g#QrT zDA~m8UlJ8aPa%VSE*M^~K97E@ut0tu@K{P}=3WQzpSSZYDyg)Hub*EzkhtJ^+Z5(! zJ1~ckzBfd!5Oz=Z;L#%RFY%o0M$;U0uTMnf%*ew!j+j02gnb%2^XC_ifrs5@e?13$ zYkX+@{VV}-o9MUNgf7k}>WTzKL-!HTDQ0Y@g#J-aq@LjfzOUG5Av+F!d~AZm6Zn#F zn2o^6;YcV^B=a;Rpw4Tu_bFE<`dC;0CMflQKR**)dj&ppSn2|`^h3-QPQR-3tO~gQ za{FTZ1p35(?+q|PUHa-JS~(v4okF$Ty?qDkpKv-l1NDayljons!S6ky)}si_h^t{* z=G%yao)yQ%2FY<>YH$tNU-(CXQgxj)@F|pw2xC=&J8SpN-e4US0&^ImkvBIL#U+=L zp|5Y8Hj>T>&zt-HrxbDg5QXi04%TO8?3)xFbXhqWL(*dW9`Yq-t-u8P;9inLk_kUZ zTsr?o1G;f&uGr0=h#P{jTU_A35<K)__wYU^BI)UZU*H~#q(7(pUc>&??uDha!+*b# z$Pdcm@e2dP&EnXXb53VCW1zE(hTF~eL0|fO^YBUVmK%ojKZw9v_wtQ}&^zMwE5!av zz;Bwpv?r!vzqr>-cU=ePAQ@~AJA;=#epp!?c?){TwTE--*q6L};cgzlCzVT7UTJ@D ze)~aS^?T^pa~vIFCeSIa$n5YOokd+=&rHw;{3-F!4cGF=h!;i2wfB95zpL447%M<0 zQMwtW+z0;DzkMt<67_MM`YUon{qJB^!?%l=vt(#On~S{3muA_!41F*>^XFvykv9_^ zeV{@KygX3pNKSMc=WLFi`JNe%{+ZvLO?to~jo0i?s2-y~U+=5+saadX+pK;1T7}pT zFXMGOLHL99g}4_B&@<v5TD^2eKfz4o{+L*tM||fk$_0Po@-F{iItKkj%ADFK7C19` zw03v?)-C(_ITj}9PAM{k|M2;)J6>ZyCj(rSedj+0|8USV`5FV<Z`sK`Tq%rmiJbSX z)%Szf?epgtL%eGX%~yS5hCZBcm%gSTp1bI)>2y5a?K?XlwbcRLab(6d4}BSlPmFbU z)^V>#B)h>BaGHvZBvAvn=q?<5EHnc;V--j8F;noy#l1>Q$m^sjoO~r<&!lPIH)DWz zAN&3Wd<TzpDNiE19gIAIIzP5-AL2%07;!P;!bJS_i`Oi1uCA;iT^Kkd5fd5W2%U_v z{aDFM;HV4*o1PWo^)=Bt(MCnsW3S)Z$z%B3b3@Z-;(`Au;{G?@0*|dS?L>jUPb?EO zE+XzIYu<KyFAm=28*AQBf_{!i;$7B=lV#rT-&}8i?jaQKv8#tfMHIVd+e7zIm!rr) zJc-|b_vd5qM!)(`pQ6s9KHwGAxYq|f`+J5*2>5^lQ__?Qc#8QtY4Y3#`jhS+`d$nj z`uvn)%n9U4Wy!y1cXfZOfqTix0;sP9js`eFH~OM1`I9Qakzl1xeR;R9Y&`NH0~7u} z)*s|m-iGx`a@+a@JC{1<F5!Z>8f9*gU$PFpdH(dZI(Fob_Vi^v6?nauV~ReoQxXAE z>g5LLb+%Wp(IC%yc9E2>4!ks1>|)YK;FDy$il-U&MdXgAX$k&*v}@u_og`k5`C!8z z*tJ&h#yO2Z<O6A97nN>fpREsD@IxOy_9!F!k2>OpR-MdL3SRGC=?D*Wz>aO*FM=J8 zgutry>*BCGUNR}!#UkXxd=fP^u+OZHYbv_S=wp7(^>+xoL3+qsjb#SwtF~;FAO&5t z^Zo5k<fY5<8<$zJU)INy8(gj-&RO`mpS4B)CiW>~0Q+}=UE|vB`SkvzVT+Z!_&k;i zX5KfU`^eh;FoJzknvE={$Km~~f6Kh>LSH~a^a)RX=-MTZkGdkxUij)BL<8QK^I@R9 zYZ%}EY_j?y@`0VEiz>{Bm&wZNWy~L-14+1cat5FefGGdCZUgeLyrJu7z)Q3*-mEAB zAH8N;>mY(Un=sciW=6z?1!qgE;d`j-KiZfi0GIB+ix~Y6bpmDkLmf6n!0R!Wr4g)S zu(*LZ`ETfWBD@i-$gkbprcx;Vp-;rfZc)F&=TU#NaS`!_=AWFB$_#L<+Vn?JKk|mY zrW9e|68WLiaS@0ked<y4C49KIUFycCkDJg-7{YESVP9`?6QwcYoN4%;E{Qwv2Llfh zGFjMbjhSnkCiv68XMYYQBJXHR4>jz@I{UbBMCr}LPJ2Ie8G~mE@Ks#r1Re}%_2&6p z1&<e{ZtOaOJSr~kL-A4csq0?+S91&T+`h-O{v`A+zs!*&>}P{gN{p}<@Vfi5{(J0$ zvAK8c&I9nmG%F3&a^SV<lURjT=qX=WX_B#z4@w<~EaAUrO21jX2fw_XH|KON3;nw$ z)4$h0K^OQoanCIuJm7#>qE-OzF-SD9_y#^$U=#gzciuD~DPNr*c;-U=a~>J+o?mAp zb*}g!FBqmNm-cidw7I>uh*^eieQds-7wdU^VBbcE7tSZF<|@owL7#=O$deK1dQn@x z@|obR6u}b~!q`87AF(Cc<k08(`$#q52SgQw<%}}uCG~uJyx;Ej2^y1L!kk<_0fB&I z)U`czj9M<kj*4$ydM7yweNlBK=5saTLh$_0_&D^9oS2MV0G^EX{aNRLe%F7H$F&gg zj<!I^Kr$0{&FWq|=>{FAQRGwtc;_Ql>RK|y<;ooP=eJQ$C?9ySW^ax9+l3eB<PaZS zE>CBiu7J)HA;+zNxE0@dPEiy7@1`(0p#%K%Bj+@^KZ5yS{lOm8;7QlN{oHSZeea#+ zIbSvb9{%j#%TVC@r-_lRWyIf=qj%ghvA!<*$W4z7Anp;}xgcc@{YrMV`WNugDo(n6 zT?OC!2;+aB5JxqdjzlITK=0+h(r<%(CBF81CUXz^hR(WG(SX+kavgunQV)9${cO(! zTqwDC(lU1y_2Bt8?mNENCu_w4t=+s!@vKwV5#Yb9L4$g*BZ0Ow)=dC$IWf=Q&>T1x zAtm9HhI^XWs#B-eyP#`OFbZ~Upij<}Ghq7~?w@|e84wQKdd6ArI)?b5!4R%-19qR; znV5VEevwLgdFEp>{PH>3@ZD(m{n(%FefwZfjdIaPu^(;m+_MTeFKAgt=(RRMeJE3S z-W2iJwz2A|9(c}6RZYoj)R-q#)I*yK{i$h_Z{YebTSD(k;h_pVFVv%T!fIC^pV(H} z1HGeQv*Oq3i^y|ni8glc8`Bx3;-Lj^95Jvl+SR`W3VRy=(Sn~!yvVQULp~N06h8~S zRo0WME)k!r>GbDjd;H$xGLWsykGXeOIFu|A$1NAAXjQ<Mj1<P_XJH2?dj?+j!GFXW zz4sJ-gg@P{d1N6Be~mrMXYm<2O~i4hj3)Fc6z%sud;tA)Y9XfX=fHEkdM@tHUFChD zq`AV1K2@`bkgsC9=TbG=XUfr6Ink3I2b{WLRbjL86n-Mq;6oyfxbvWHFLM&=IuG}@ z-$7sN3bC7r`#AFJ?_2zHlc+m5%J}r5o_aSS=|$}$N1PMkXz}#K`QiQHM;7hCmp`;B z{>Hv2*k)W*zmNY@Ng7(O1`qvo*C-Ko?sq@>;jcEF!&RO;Vt5ttA@#JY2Y5Z#{{QwL zs)BvTQC?yO{^W`Y512x~;GMSm+I0Ya;&JHVI9`YDQb|x0_^r{6rSGG!5jR*`B@KW_ ztn9biggMdw;OBjf4EEYl_nD6&7w6Y=NK1^T@cT-L;N4p2Bo@q3r|%)olzD&o(*j+i zHij=0aeKt@yP91h@(8uD=4HgG&1$Q)Bs|`-<)LSaK9rdJ?TDwT;PDnt-T$;53Cy`K z7Pnx(&6oOB8WCq+lSI{?0bi&#zP+^wUipl4r_Id?_uo?84cUi&q}Sx%Gk>Ik_sjjN zu0cE)syk10su_JR_mXwT*ASnt7p*KC;Ps!pEzrj~E#H`(JI<QO3pgphh7IEW0v^%5 z8@1@~**__0o&mf}jQ(xi<VYZq7P|Qcbs+mnwfqh64ua;;e^H1RV)wWd@{o_5I#Spt z3p@-rmT8|r9wxN*;AZ7>^sUCe)ms6t6m$5JXbwHqHoj4Ueh~NM>h=_~L$5gH3V!Q> zJnQDsp~VXDRZ|sv21CRPl05^4jHq+#R%TV=ajn>;^$PIU56rI;A4S^{_B0Gx&@>{C z6UZOhJ(sc|7f61~5xU@x4Z&6c>tE>1s|bILBP+W?fxNQZUdrgXHsW~4!CoiWyZ9ZZ zbb(1b0-KomuhA>u*>5w3p9P~Ye09(-Q~>pc0oH%T+vwXl{$uDO;uss<b0UX#@R!S1 zqppINei#gI-3uOfTvqlhR}bR%k`ll99PH|mSE*?^_(x=Z3pL`1C3UXD$sE+lwyXHo z5D(rpoHp)2-Z3Q1MP^Bgd9jv*$D1snyAG`C8}6Xr&->Z5>=^FR@X^<(f}a>W%GFxK z-j}}aG-QMU4<COFdX05wAv(j`D~P_2&>hOBKcN%8dAIly`}--;_!8X?;$Y&Uy)$&X zXN}$^Q>e$0gxRRgU%-Bxkp48Gjq_0sC%(2Aq5oKu*nJCmayhM__-6yeR~6ysuQ0ES z)`6||R=F*qm}alhnlR$a=$>eqam-uHVRz*z!rY8oKQ(0$uMegVvK;_V8hya*9H53e zzQu=AYHZ+53<)}~4x+vw^rEN@ellQh?|u+*NlsSJNfz;)g8XWb(OtwTCX15H%fKJQ zJ<(%P$TNRx%=aU1*VS7H6iI*w?xDzIs6n30H>i7j68WJJ2YH4EbVKTQB&ygivVG5I z@}9%bZq$CHV?`eg7ugyUAM}cTjd%5rkWc*(Sz(3W9P(Hy3N3+MD{|Ivc0j*#D4AkM z|Ceo9MCtDlM*^exNWdU)eLI?h%A*80&sb+NjCfKoBKYIZbM&3Hp6^p}1#c3vnmvI2 z?p!i^VgmAM7Kd3%XBWijTQ^!)flrHuR_UjJOFHJ8XBY5(=`SQ}ZnUB<I(PjIStsg1 z7u0*r&Z0gRQ6VuCiuhnFGd=*kx--i*=Gkvccr=)QXz`6LVY7ulFaYP??bkR0Y*H|1 zYX0Yn)3^;Ghs!Nd1aqwRW#3GaJA`?jcGY*LPU4>E(6<Xemf%-vPL9oHm@78c)4tn( zBb8dML=HPOh?uG;Lch4srkPc7IL-y#7j{g*=Q$<%Z<<aSedUwMw}hC%Z^@S*3xt4| zC2^6GAx?1ZS6u8yK6fkgp832A^mBG5e~vKNmxrH5_65YB>b@vh;GbtKm$V!Fj(GHD zyAa~KW9%xW9`=RnRI<YXJM^)6)q6XZpr6CBvcv>=7~MHe)96ju&5@f<MO%2CWX7qL zZRqiOIbmwH*!R@=Ge+6qw=FBbj$xnLtW@t)Tfoj2T&XTg;+_YaI4c$h)DeuE&Yr)A zyoA5pYY6zXFq(C+3a_tqCs0ii@#czt^mQLDM?$SR+0UJI-1C+eL*<CL`hF&_(0I+3 z!2a8*qSXfeuy)J9@DtXj?sdpY9M;90xo8jUo`yP>f&p{n981XuJ0IE-G>Tpqc?#JQ zSSoj_|6_$dHCJG=dmgc1sdV3m7St<Pa4iY&%7tYtOjQwmH?>;kd*EkhW{n>X&e##! zMGlb;qdxn0&_sL>_Fq^vsJj7pwwMt9r~NYSv(8xCz5xB5o4xaCiav0hIOgvO@HOQd zeIiE=BcEZSxiLQuJuotaHnAEwm(?X!la717!yXQXLa#JzSvYW}AGmb#h|JzX?9;mE z=6&QrGi#*FEDY#ZFb|WY@`FAfV@8t-e%Cvn6`!YvyhY=Ky<I-~H~$pX^dSFA&`DUy z0gojoEa?j&@3<BEs$ehjG|Skld=>Cx_u6;ybHJfjhuG#kuR0P27L6xG>CnIa)8;RK zH||So@H`XjjKBYIo<5KGaH4tPiWqp{iUc2ZtuNy8!`$d^?pXJf%+x_ToJZ6xkTgR* zg59ZE+Z26CwX{aFtgyS1`iD>bPXn(<w8rlsKIp%DI&SpBmM~VBu74GHzs+6!f&u43 zbrj{VDpaGM7G6^9vjg2#qE3wu{M75c(c5p5yZ3{-DgCNIepli5;7JN}<Zb<OdoAFz zQ#wfk@Vz_A<iZ&6&CMc=$8|sQyH&<}39#3k^Is~zxuMQddB2+)escM3$>RVe@LVlj z{(@BSZNrBz?D6x@ADaM4ybq<$g5&EW=&SCosD4krd(L)}`A$0O`{woRW;Edcr*(=p zk(W)7J-ZYi1l@mwb245K_qlqA-gG<(9;KLHosaxemGs2)8gOcKU@J1W0C`wg_fy9j ztoNy{s}m<23HJ)kL@leJXZW?65u*>E-cp12D{v=Y--SI6{Ne5QDop|K*Qi5XC3P%V z|GkIaOCz6XPG4Bu?Vq~xeC6>=`0XK^_b*?)!92t(ufN?vJwdNQdfNx_VuRS7ryA?P z&X!p9UlVX#j3V*L9^iUbeyz)M@T*5p@(z}uE_A#?wUQG&iQ|w`R0is86t}w7kRPbX zjeEZVPJGE(oYw)KpK-a{ON2b8`g=$~gAn+r$`AEc5zNJNh*4w4<7p0;l+S^uZEs2V z<Z2*(-qGQ$eSv&njau)tu04TC_xEhUL*V{!2TLLJqR6--S^U5?c~f6O67WsZyH}r5 z*~9)nP1t{70Ukd%(D+&gy2h_Ks>cU+&%r!n>;Yf?I5oI7Admck;#kJG2j+u`@vNJn z?wM>IOe<-CzAA<rm84qWo0Sx0AHZMfe(_XJ!Qb4RanT-rFMX6UPYm3TA!ATF5{>g$ zDmqTjfk(A%6Er~)n0Mx>aAgbm@~_Qu*9*^3Kd03v;YFW!d7s%ko&@N+|EVvH=Hq^p z`}Kr($UjagzL4uje6X+WXiG5$AEiuTh(kToQ0{HH7wQL7)RYO`h^rb*Wzt2!`5i?A zS~B!+JSkodbYeza=`|p&q(EJg`;`C({A2mw)>l2uuQZ5rw<**B-rO$JJ_ua7^4WyZ zP89c;u8EDDQh^RQtnh^9wJkxh{Hw_b{E$W0q>?TKdaTM?%-IywGg7v_{{v2@x6!x~ zpd&unAMf?F66baWxeO@n(eK>Ytf<k9d`H>6oQMl{q12oZbRG2^ce;#l?0fbN#y7k7 zEC0PBR}riZ|42*gd+-eLzrW&iMiTngi*FqnhaWa+Psyo*2ej7k<py9s$&>w$+F-x= zyWj4dD2Be-dGe2d5bQO0yYVUZ@gLhQ`aTWl8ISEh-sH!6r;guX2mY_HewuuYIPz*T zAV%R6;t^?Khdlhkh)+<okrwu#c34#jdBV{@@>z*lsQcWE-3W9<oQg`lR01BZWW1#% z3p`f-9^1uF4_z)@mY>QJelc>)fEC|&CTQ5*9scoFLQ&%pKlH<fkt9vbuPji>zIQ{| zmLOwosP@bg^T^)b(;RqjLnzUq7g0<=|94_|SndY;w^vu0p8@yS+saS&n4{nF@xRTD z2ROfYXEXVn7hXS0YV<kksT`lp*(zkgdp-Q-7{SZ#2H(^^iMXZak-#pD`9g`yjKlp` zv5)&Cu9^eS96!jsbOSFo{t>&q*kMPo>U?)@*#!B;V(Sxb;C}I=m`!Pa=vyWa?c}V% z|J`p!XYhj8gdQ!kYC(O8O)}UA|CcR3AwN)$_ZKYuGXR{sw6Fgy@f`A|%D$gE;9-B$ z^}oHx{`kgzFjudIeqA15V~`A8_flK($Uo@1x^Aq~n&|HwReYC)yeH5=gS_eU?m23q zvFu9dIePgf6u?2QgiT%o2kNWI9YsEI=yR%j)`T032-IKlsQz%{@o%{{e6Ys`4$HSQ z$iF<sIh?X^9yhd+B3#iM^BS}aSx)MrPV`i!om30wsl5$?Or%ifd>ZpY80U8xC}cQt z!K3Dn5H%FnVjY*~j6Y)DC$;tUW3$M|GX{qKI}ZNq_<UB8bpZQ)x`>-h6M4z?uDES~ z@TbmKv#(HR%9|z@A4;|(T;%3C{*eLw8f(?(?}Jyp(Z2Sr+z)YoH1M5y6ZmlOrTmBR zj~s7rjl;+{4^Y3z(Ep763O$@hiMrp2gqgQGctx<y-+kP$tGnbU%XgrIc+-#A-{C{O zM1bZ<2I359{g7=8)*JdISBedAQ)60f_6X|02~JJN5m!3M_tDmXe_abK>~H`d-uz8x zN;?W%N?BN*Z3q87O7i*8Eb6z6cAE5|yL$Ds?ty;v-Gy9vwMsz$%~>9c5#(q5mvmQI z&`10q&&yF2=!|L)skiS?A#a;Y_S1id^Cy-mOy7ZD=M_1B-&n&ul35-FBIH4~<S7&M z_&&T%CDYEp|G-z-7+-{QH!X+z<DJk4HV}F4Dlhm_5z$BTa9cwD0YCZ;%#psmkrC~C z0{5WI2o2X<1Af_@@}!9ZANud!T`eB)oZG63cE7=wa-^%wQ4gy2>S=G1!MuRF!1E5! zQ6{A8qp9(_&%@p@R$<*!PDw5NRKnbh=Qn=F9!7rlQr)}(e5=))!;uF#+BN&}zz5`Y zBw1I@Ps1L~spJ2;@?gCUvxR1FK=10PpB{rfTaE`fn;}ldo;-6V*%tEw#oEHz`+$S- z3@nt0?>AXuPffyq2y1kqRP@kot3Ewr9)LdIrYv~nEBdn-*Qu-X(5LfgF1w-&`n-a= zf>|tZCh6tAHRK)L3OeU+f`_&d9nUunMjj%lw{#nSr;m#?_>Q=-H|U^Q^)l+bADiNX zn9&Dys$;AL`W|_LSET+`_<`Qd;#S0|s7<YqVEAXh*ny9Sr_fi#)EX@czN+_c#N;RJ znfxXd!#PH*<3*R6Pa?o?t?eOJ%$I(UskMAc+m;}8jfIA)+lFx3oR;v}(3bFuYs}Ni z%a%}9$8=SK68@xcnCUy>#TTA-TKz%XE7TIK(*{2E-!JjMuW?U=hXAk0!!*p_I$)^~ z2OipV{g#d^_Iq1oN-^v#;*Pye=@{(&?R77%ec-=@a=N+wjhIJH*?z1B_(eS0a`6iM zgKa0!%o98z)uFY80{ccr5fOHV7|(xdC*u#Cyb}3bPQe%Tvi;dF>S1sHot>wy(7-te zC+b`JLzwq;+Bv?54!FKkpCe5T+!3B`Cg68L;R{b0?f|EV-{k*eLEX~%LDGc?_`?as z^C{qeLQ&oBah8ZX7Z0?a2ft`s{>#^ccy3yeG-G%SeIpBXEGzJjKO_a3kFf4tp~<U; zIH!33oXJBU;L$+oU<JJh_9am$Y?qhE<c;c_9!7uZh2fz57+b>VpTm!hBWwxER`S2Y z-7wc%ck4DU<`~b6wJ;H5e=7AOND|J0r?7;7Y4^1y*ydhk|92I5)Ia8=jrC4{5S#M} zc%;1cTw-^=Fiq&vJDFnOUKOL58ZG!Pvv^Sr=3Ek=xf@^uzY<dm?ec~n6?3}p6yRR8 zL}x1*2^rM$rjL=4kwEWgbY0T@ZA+;5M#bN=XZOCMhuT?KuZ}l&U3TZQYJ}uU=j6a& zEl>Dt>Y)#VQRe&eW9ZW}9akxhg+9fg5#xk7o|*BR`?ehNkCLScl6Ca=l%HyP5r}%$ zr}vXjxS;3#T(FUc{od(e`SlNZz?G@_WnN*-C2?@K(33?xZ%gg$LVQ17f7rMddBJmm zY5qnV@Yu8>uU_PNqrO$X9Xz;iAg*_RDdM<<1FMM>)?e*@hhQamaYc@pQSn~rj0Mi> zWO#fg<@}bPAYNbi`$uhe=-xgD%J!B5pJy{}sovT>zhkG=bPjU{1pfuFf5o{5(#)S$ zEa<oFHj{Y#9r5|7)|fulo#K7@;t4ie!W$9StE#VT2v3>!8;kC>B}^`!jTlAV(PlGy zs+S9MN<z=)%gdubx!wGSbB`^7ht9osJKvVDGpX6_iFnkj^y$Qu0CYlQvAp~o<W~$? z9NHY{*9luL-fxZlDZi^t{T`p|TSjS=KjH+@R9b-vbg=G%S(@WGkK)t*du$7H7FTK{ zv%0~nJ}55hzeE1gAuQr=1YT@uxDbVXGv+38{QtaU;`+FH;JjekmPkwy>e}8{jS0{p z^#zg-w&3-0>y?k41AlBTaN75=1@V_WxyJhn>I)XLId0&=Nz7kUM$dtNOBJea=VLyS zz;)qzV(6~{6HMmu$P+^@iA{qSSjcQ^dZy#NX779Adhnxr1ueb>*f**3vDLJ%P_H&- z==4QiFCh1orY8n@?_k025cqGjx3R%3apYxOq&Ykqwgkf!6AK;|=t%06vo}m_37%@U zE!=jv&m>acvFJ8*j>3O!SD9@Ir%2pyu^QMA*4SBWZZX;t7D(b0yU8)HOvbLb_M<I9 zVBmLCIQDgujxe;g7kNgI0_B%>;G1=Ft(-pWpIIcT;2!!hucg;;;q|4iX_;2FB47V3 z$20N>_i<5}oo>s;yzlX9rvdC+A8!PUJovS>TeF_RQ^cW5wg-8UFPhfe-|xKuUCV3c zhT%)-CXaP5XCr@?9-)a^0q>==ykX6XxZ89+lGk+w_a;2MO<n4PI=DMwz0M1KkhSb7 zqbKU*muG@&;2$kweNk)Rp(Jx6Tsw%<b>YoV(^<hkga12Es*U__nMi^dcK%=Bo1c9j z(P!{bet81-@>w(AT>Ets`bEaJp^pjn$1(P-2J$$zOEunIcDsF;UiQAoSF-q|tx{#- zC*~TNP1uJnCFg`h*pI+LpXI>)m~$u2bVs-hxJgmutFRB}o;x=BN{GM@PBs|PKDHw; zu{Svw+=l*VlQvz-fxfG)#jo|9zy*<VW?5eFcg~4!a@gfUpT(WO;JdHt3E~N`tK@3) ze$^=CWjd$5zQImquigqjn1Q^E^<-T%;vL_M#;mKrlTPg>`NS;b%ZoWW;@8mkN%8jE zi3`XRw9h?|0xsw;7t&O}$2~Bg$r*&eV~JYNXJ2^(Jd)Rak?<7faW-xUkAyf9xcB?o zx(!2jH9u)sbqMvA@P}h<4yZqWe?*!61^h>CL~|4QakG^F<BezN%h)TRacm9w`8TH5 zd%!a@hp+vVWI+9zZrifa&=GT+^PfsX?;y3twXTYe1iPm(%Q1+%r#CBjNvM%uoPHlL zUxaf%K{N*Z%IG(?Tx<H?kNO>Ta1FZ_>QKGi)W4kJ57tfv60ykF-)PPfzr@@b-u#4` zXxLLaQ`T;s-#O_`#7%DG!?LClTEduL>~PtW<PmWGmvqG@o;TFlXT=O&=@qotw{-^l zQhbK+B^SC=P`0%(;_sCj2mZa_M?0^?{~SZ!{rwVG!GEw%qRVNt0%q`Uc{7y;<WpZn zH|XvKK%eN~%ee{OFDKbro4bjA4xt=7*%J6=MW=t4Js!7k;CYXD`lz$aun>5)rSjQd z4f-=h%qtCT;O?FN?WxTX%z+DZa%e%mFgIZGt{(bAkdZI@9B_eDm@c-70_(8)rtMe- z>N5f#<|%<cXKb1!?)-#(JqfY<i})=cv;OGhI{LF>$5ryc_w(O+PG0r|ZjgMF*9}1* ztC9L(6zUmyH)s3qr=U+bPF~y>dMZPG!1wFWN4&zCmPcAq-zF}-Ui%e&;G}i^wb%!v zdyf_@pj$Nd?l=!*L#Ium|HO$pYM(^%h$Zs6jJ;u+pP@6&cP53%enTJFkIyr&JupYZ zv!8QY73UdFO+MV5McxXu_HjkuYc?yh4-;_gO3DTOB=ie0N{>)t{gsw)k+0(KN5_{~ zyQmO<Km2MKbpx;JId_f<{*@gPTgdPcx@)2rzc2jXjhXwOHTd?vA8mrc!Qhz!;iuZM z&PLvs<;4*Pxgw2P(t)=%oYF7DO7XhUSv>({`2BU)q!ae@aGz4eMQzxD!x5KeKiF*; z#kDN(8diNB?F#Turza)TFR{J~b#K2cAs!EA^Gj!=&P2^a(ctnIdMnwlf!%(WjH7C_ zCD6IKhVxljkWa*qZ4cgE#GIw7BN7zQJ!ZaiO-R7MIzG=8&K$>nOSPUzQU&ih#wyVY z9#qUfRFww4W8tvqpM4ZRj|W-Bqrc<2qW(hs0^)G}qxp3BOYznGz8vVRll+%tH5?rY z-}ZQQDj}~ZpO&uK2ffhXv{5?&__UI)QAW_kygSu&^KRr}WzW(dW&K7UQ>&T619i+B zyJFwj`T>ty)X&`j?>{k5@41QoCH>!%$}bL}9y80)m@x*P8GhuaFeUP6a;5h@$hRa1 z$qXWWFki~DGiVt55?~l=YyJ;9DxcsV<_++(bF2jxA>g&5qDc>tM|m8{HF<af>$KiS zkqbPuKjP7N0lfW~Cg;072T{j4_V7(SaGtqis3RZynMkSsV$KLUPh=R?g*2R_rmfwP zh5qHT=OBYC`dIX$%SX!R(9fE9G>#1RW%gZLVgq>>4RhR;$7ax(o-^MlB*z@j<@SqT z@b{F<+Rj`P$R|F&yzdBI`%O4^S~MP4e15S&2>55+>%M0|9p_TdwRt{9esFh%+uU>! zb)5O>ICI32%R-@nBD&}cxuw;<QUkvFXh4>K8Sx?8KxZKU_CLEkume97V<YX$!s}<A zOFQ(*1AHr!;-+3G`kA&mnd@J`z6t~9JD|H6o};Z>5=7mBSI52Q3;MmZV#BSUz`nOz z1usG0_`tXnRtr1%$T;<_Q3c<>_>hRQG3FBAr1}tpxMCVsDWV1aD6ju?^fUNF+x)LM z^WA;q+GC)jhB^8@O4IKWp~nohU-|-j&fgm{v^bABsw!7C=@4g`u3s%{UxIG<(VLc? z72n_VjoL^g`kBiv5F+76m9>3KL$^@RZtXk~3H!dB*)Tc}K5DSod%ps4<i=0p_b->w zZ(!HyL<O90dN@7hCyjb$vj4tV<WWg4-tikFujM5wEjd+>K8xIuA_~+)n|yM3in>wf z)E>KKWd$8|&fxgT3+O9**WZ1R27NqMO})Rip^uA123>|fIUYWcGw6;wL=2hI?!2I2 z{uYfk;8KoKP{IoM5L*l_@hjAW0wx6A+j|@catjT!-W#}&DS;_jAN~EUd-bHhTtxmS z{lN376W))VOLZ(0`M?sb%|HcoX5p9J8<%nJ@0eteQVjC9myLW&l;C9y7ee%a_r;m~ zxt&<|#u5YJdEix`=t_S#a5;E?yi|lR`i5}vX!tnp$K+Hv_8=LrN5W$J2KXiVPu-;% zub0Srh?^`3`&-*_ffBlj{A$)?PUJ`7V`tJ-1QCaIe*HGYz752vGG!(LuN^<Ayk$nd z^yuOg<rCC{N{B4o8NnAL@9MerAkM#eTD=$ea9rT$QBgcDIXrq;a0q$UPWr{0D&RZS z^+D%<<6NWU>olG%;OSFsOAhD=J#>;ozR*3{zwN<=5AZYZ*g0Lqo!dbY#0t=9gJfiT zUn0Mv{*%?HC4_j<Q!(j`c-)}3CoLYjguY$OY!l+OScrN}U>x=<NBx}{{EW(wh4eJ` zrR1(6sa`7P(zJWmyXzyb);k<<7W?p{?<65>5c6l2{6fSLuSoYrtLS0g3YpSdorku_ zH<><X=!ERfRb(Q!0G?b3Ny`z09wf!M$P(UyInnPvaPnwCFFJPF=N52g<HuX}Hf7|m z>V%~nBgEIDwYQ2C(2-Ja^PEBc7ExCe%_)!ba}+Y)UfhRXQnRoApd|4A_mieT#FNEe zcGU%Mp$pmNp6vrp5xRy<DG?VY{;kjD?S+4Qq!-f$&zwtazx@YzSaHN|L6#i6i|$YE zH~b7)v`|R82;H>7!(9dOYEHOue5wlfwz!DT{6asAN1b5a5v<d?V$ZK1O*qHgX)ls> z1%25rHDhyRIIryR=}~hO{;%Sr+&$nsC-+*7@I#!>{lP_NhIm4D(!^|6=aW2U_uTX{ z=Hzm(TNeXwCOxIL@+yIQd&O>!7r@@7#+_%yPzOCQYw(pG^$C-kMATErk7p~c#EWC@ ziB&I66Y}S(-|f{bSpR;z`wu2jw~js5a`HRyYQncKZ4mjKkv>UiFALVOpumC+dP2X+ z;X>PI=(BH2Dl~u{vyN$w)FO`a%2wB9g0Ir{dGFuNpDbGJ=;;Tb?@^y%*pK=sLH@k` zJsDeq7X4*sci6jog305jmdL|;IVt4DalSld!Iu}fM-;xF(drlae}j(2_RQma^pkHJ zU!71-D|fj;4Zj;%RUVUt9W1d^-Qj`GqITuh-TTmsdYD{zN09GdKX?1^BJfDY^wSiR zEA%((KE=4(=;ybHblr{H`kf|)%n?}M)M52o&ghHU%Fe!rxVz-na%p$Y{XAvA+kaZn zv+Ju#{KCOI*o~819Z-Ma{@}^=1LuRjPF)i|0iDRm;>*J_)cIXs5#D1zOlH5utSVsM zgLi}p6W04d$;L_~^gAMtUWQ)i;9_j|2JWu|=a@YXvF!u@`Nrz8`4@czis#qQfG@>V zooqCN9~0}ay>3ICU!mDkl8$`PrbeRvNi+KLHFUfTTcB4N&^6NBMSu01CWEJcasSxK z9+^cl^x@NF=(n9hJub)PJu&=1|MRMVE#mX0%un|S67)&*?C`4FBTpXQ%j*k0!^Q5u z;p3>Q2BfFkS;_#9%yA8mKJxKu&I{*ya38}1kG+p!$G*Y!FQu^0tzv)rdcccWTWFpt z%i^5%)9}w9ke3L_vfB%S4|IJhkT@QO=Wm|dnm-EO8>^aN!hv|;W;;s3kN6^a=2#(k zG)LDF({WPthbHC9YZgN1>j@z+JOnSDl@tDpd_?<iWa!TX==v>c)|$!SGhC<dDBy7= zWsNnT1>|i)7m}aA4?NWwpRm0HFX*8S+?@v{Z_#t2#RTV39Ee!06;L0)Hl#~!2;MAW zal{lj#PmS9G#z!iaOPJ6=le0w#DqxkxDWb0#|9YL9nnYZZcOQ#jy!?P@j*``@{A^j zhr9PIj_t(=1@QNvQmPDFyl)Suvh08O{Tg@W!VKb^M2+9h?wr~PtNXe{ir^QGeoRF( z;7^>V7T>aCzT_rp&vWq8%hE68CE{!eM;)p>u0z-B@Q<O>SF<JTHy%E!gn8b@FFNcj z*T6GphJ7h-B5y6>wIUDS)xR6fRs4{@(~N$NKppA7P?E_)@Z)!?q`v<aprgF`+8~7e zDJvJGIjo6$sH5}0JShY|a!sk2;CZG2rr){nxWU<Zbr%}gd&O22EBvMD#|tWsLzwTl z=5|=&1mblfo&TN^^rPEf72POCABRYlxF!6*D{!2rD+~EEU2~H-`0uapf+Li(h=-1% zf&$avVf0CDM8NSEredbX*oQk0i^y9ap^u>X_A8S<@L1Z{W(|nPj1s>N6;MLw7<2Sg zZNNGzpJO<17yaJ!W6oNLS8uc#8g21@&KV9wUBIIxK98wL#BaUp&KKF%pmXQS(w_$& zK70N5J2m1D7568jxJ1}rb>{is53z1`_ERC}aPG;iFFm{$^*E)!GQCBp*DKe){Ph`m z+*G{Q&>`5VX|vK{b=1w~NR_66X9e2|0tci}PtiGT_2&lS2)AB9M<ep>KMI36)i@{D zx3bOwys0EQBj+DrN8lG4*>^k&JnJ6Y87A<ePcgKf4>J&-C8Lcu5f9$A1hwYeL_Ddn zJJS9Wes$ra!R}nc)aOrCDmoC)4-btHBfg%hH&G3=N8hGeGYjt-@RaD4m!|N0ADN8r zf`}KIy|v%^C!w!rIK;QmqA%uSKyZ&X&cUe&Wp(Nx-iuCh<b&VpkE>>6BA-`}RDCo8 zoM~&4?$p8lI2>gwPJk}wTmAAx^9<_RKS#w}(XX0&H<Z4W1pP0^<q5Xnp~GKHLpZ^Y zsO&6>bil`mN99)hJ|G@^ACyw?M?cgB<E!)NZ?o85K4q!|J@I8}(&Z8G>fsQJbnuPA zU(AMy#>k`Sh84A50%z9U$s_nsXX=-inw&r%<)O)jWZ*JM-qkZR;8V%ReNLYT&*5Us zrrM@M9buzp)BiAd(KFdk{WLhoxK#Ir$O?6(|2Cuhz%Ns28{4yJq2uT5C1F6E){Ua! zc?VtSX_gpwcLVC9-Kwmq*q7G~zUMxZBVSV#<KDeL;B}(m`dI<+T$dnTJ#*BduUmID zHUdX9fA;z3*%4yjB}=Y)0FTbbT_O?3zOcA{_1?`F`<OJ=n2-m=s`qGp0^gI}+1B>Q z^YX|m2jYM~DbIf#fc*v+JRxFBMqS`$h){1YaBtw`ftRrVkExRfB(W}v<xln2;V*M1 z_Qfn+0iSCRC*A_?GfV5%@9Gk7MF_V<+n`(Bk#9!R6+z+Hxu;ve`*^3rfBYoDXGg2s z>*$bQ@T3zOqmVED*uN(j^=Y-SQ=iviFKV%uOP}7u-!o2L)^0<b*6h}!2Vcx0i<P?p ze^~t|oc99nt9|G8cdmoTZ@D*qR3cvHwl;0_V!hV;MQbb%ARqW)I`4`5s?$7_HUm(% zG*Ug*uDyW!r(5*WjKPy6T+LP90Z$CmCJO$T<7ceBBrz-YC&}s26mUPD+{;TFI-K@a zl0!atS;q^hB2nPg<!I+i4!`XP^G^56ClSXrLg_R9;&qOG^!aHagE{l6tb6VULdTHZ z31z59-P3e9VBdYj|B<2EI`E(9&ElGF#A9Ypwy$%*sl%_%IF<n)dV2%v_iUohXAsbJ z!3TW^I!pPBY2XX|!41*Kue!b&#mR&3a#Z`NYdyx?)3ZU-9C$vrL&+60?9-VHVZC4h zM}pL#oDIt>{QpT~UbaK<lg;Pxe6Z`nq}<m3(9cRMdHB^1@`6mwkb#Uy)OTF1SbByq zPl`^wA^`j-mnQgOE_lELxA<>9`*Dsd%qsN=5%iXE)7ShGIG3sAZF=}Q&M&8KKHj~T zVUktCK2H^WetX1>!+4=P$?)5re1iPylw_K6IKJOa5~45tsFyC)v(olLZ(V)ALk9o2 zIoDofMg^WPcaP@=USBIM;&dA9e_2bA>k$Ebx2VlS5&DI5w7-*d6>zQEcS#@)JdE>M zkQDe%j<Q0(BKDi2drRCw9=cN_<&6Jf)G^}=?y_ovSIeJfDIrEYy&!2^b{6N<i2erY z@xsnKectWP=?Y@o$m|1NJt&M?di)3HhzAY3<y_Hc_Qmg-JvI2)f9WrdW`HLhye_-P z0)6j8g|)l)Dw)>jx#*)$b|@$BEgSN+yyT`dOZd&(h3r(*0KDJUeSe2Y)E!t!o>l)r z+~k;lYyv(S&BEaH75MYThi3RazVDO5z}zM9gg~jFeC=iQ7ai*S<voHt&FxG3AvVl^ zAWoll<8>rZ<y}^5gI^@h>fYi2Ps&_B+yDLyzNd-TncZ{xZPMNmEWrKs_a2$YP?z%> zUO$vy5BvRQ)}pYAJUQL<#`k8_DGF|ye)EUEEaNu3@&GzU5#^<=C|klq_3%_t^fS>M zXVvFn!993FV}iWMGtPEbWxKqAt}*2G<097Ir%dzu!9d{H?Q54qaKEXo^uB_<(6e8# zNw2Rc;C%!Jr7hY~zdkc)ErYmBeMjU3J@Ps27Cx7IY|wu`P&?`)uJjKXkE;R4lox9D z5^~T7c>3VXk4c;Z7Pyu>f^|>b><(xXg6>o)q$Uo1T!?nvI~8~{FPL2;jW~F)Hg@0R zOVAVel~!2bN85|11+`8=pEO9K3~WN5GsAve(v$f69X-wO-;vLxb6js8$J`OSXE(&5 zujW!n_K#vconO5VaA`vR=X?3qQ^c19`*FS9doH=DKXn;cBVXhWO;iT|eayP=_qBD{ zLu=F76AIw3a#Q1bzha*^N-B+CKyR(>>AnVjcfUxy*bm?T={d{ebBZ|69<ToOAlAur z<~CswJhah9-bWGkd3IlF%c2!@yvby9N7U`UdeP}{e*td_70;Lu#Qkv`BW#~yaj#Fz zYFjPv&V_udVo(cx8`@>oo+4PE%2;1VTAa7O!S&%aJ=X1Wwn9%5=5)9aeGO&A{80+$ zA7Ko@1Ig|8XVzf{Ri1R!@Y7Eh4v+2j<LZ|sX3>=b-)HJlo<(Dh=H(Af{ooU89lD-E zh<8!vr6@IldqsOWJ>CMZ-V&D!Na(`fy8g^*n<1Z2;u9V<L_G5T>ZpS_(d=zFyaN2` zG0u-$`GV&So**r2#(opY`p3D!56j-`W`l=)U0!qdsKEXwoc}xs9g*};R42<z)T1|J z!&`~Lp9+~{E@J-}e5V5~5$EZJ`yXk8uO=M5dhiy`(XBf?td}*wd0iI2YVmH=#k=DF zX6->e!tVRlTkP-ii}NRU`>2z%O+Il%VjoEQUGnp>PG8y%Oqe47wS2-_fVjjPH{GxU zJm**qdFjRh{N&?$zyMtEhzokj^$2>|;#iX{KF?U-xrGbR6{<|vzGlEby&jy?dm@WE z;N9F8_4jZNrSH(d>TUFuOxDNmAl{BiP)d{mSM|kidt|~s`K2CcooYwE{Aho+E<SGu zLr77oHSACz#m4V8&TUR?EXX6CicLK-SO*?-Y5PoEkpd2@sY|c^0v@iar~OSs{`JNA z>i`4#OzoUHlYk$Lcjh8qLZ=>!-(PdX53lpbuK(?K)G@!;9=?w`u0hpyJj3{$ZwlQ% zPYFPukbIF_S%q^!<+2+W8gPEW;jCaV`t$-f(zgP(Fz1HJ?cO5tW=@4>reny*$nr*s zh(Dp<GU48QGtL9OQ1M7KUIqSdi#3fPkEr(xxaSJq<@b<ET66&Wv5}PGgnaP%^A&b6 z<jb7iSHD`_KwfFwA7S?wc*J<dcfT*<Yl&p8dlz`kjbYZ$(BDW8uyAaDh0gIiv~UKz zbi80IaL;SlVdC1UPrxxF+Llme#Eo@Dztz`>gH(g2&bA+ME^3}NsGSA+e8!Olk?ZgW zg<obY&%h`DTXHwW`{wp8JZ^dn{WkNE*y?$l11c>JkOv=E{_mc^d-(n1?E~3=2)Ji0 zqN-~89r$KK5b-GVgDj8L%>B^GgbvUr(rZDVsCT91DaL+tbCf?GL|<P;<&VR_-&JnK z7dm)+B&+=0X{;~h3I3P`@D!^3QuL)qp;yN&-W^3;Fid~RQg81_P@&Rv;>^c6p1i(7 zW?u9Odw;eMyM;Q>4|B!I67b$uVJ$J(`TdUJ$XDgi4ap~)j%Og=h-aN-M%*#;v8lIw zj=U|#{Z=YI?|UnA=H?TQgi=ne({iW5yDDbynWO*jUQ1su+c}&Q>X;Td^8kKUb4jjh z4Em0Pb$K@Y-T1Fe>g#CmlSj`^cC4aamONGeVH)w=p@4-O_Iu`XdZaJxmZ;uJZ<!9f zW66ia0P{*K6rSC8HbOqAEdJ|f7kF57eL)NCxpU9?6G4_(4__Nfp*ZN4v86R}Gni8m zpi)DN`0V3kU-Xy;>up-uc|Q?zlx|D%?DkQw7x@W%2k-wBRBEJvykUN>*N4#z=RArG zWahU}Pij}aYAAyFcR$}~yoO$;%BfbYvjIPUEnxOV4d)gD^=PlhK~FOLaC-?lzvE|$ z`U%*-)z$Z|DiOGEmSOdI4gBEj(&D3IJ$Qf4@HaKS*yk78jXmP<pJlsIM`P$xs&mU$ zrSPvm9~CEhv2XRas12YK4Ya*13z7qmYOQxz#`zR}lOM5cZm7FGwR^3A{U4aj^FI!M z;a=;!qmqRFp0)?Z)#yKF7*e`NiRW2x^xXaf-H`0+3)Z5&(C6n~4H&7yA6)ZkX2lSn z7A|g4;`bXK$#zDYm=9oe$5G`P;sP7V*SuT6qXOQSzmH(P+Wp3e3B+T5QO^jv5yZ<M zX*^Eg?~F_1KO$i7oGFEFQdz*^g#FXzSns1hlV{g*(O+_*>zfXE4GHmu8CU!aD|w`B zjeVDIpXpZbM}EIFDVB|OOe>)aAA1AczfZNd8vKapMEc|E4b)-7DU`;6Gxqir&7siY zj(iJx`zQ+f&6)TJQP|<i$}jWN=TQIrq`vPo_P_M$_ZsU8oI^15Ag8$sz4Jn<#BbnW z{Uxmng}~3%_tv_+Sbs}-ZB0=UM}pj|Al9><*hiYjH`}3uUs0UuExdqpw({-84<>N# zB;*hAS=4hHcr3nu;YXc$TI~VTPn=_5OPo6`<Vc8!kryJz?+*g4|LMU`!Ys4SGoc=& z{h-KWPbl&X2d`Fr{2t*`7nzU!GiD~MxK@ci>lr?h`$fo;>R;9-`lJ3*^X6Kd@NS>7 z#GCe;h#P|+Lyf?@-#xO@BZptikvz#E-2t8mBt07k@BP3KSDwd>ywren!Wq0nc<(8- zL%?^^JPX}17w|v}-l5Jetj}eC1KvRVpCWfnzaZ?6j@s!H{Hx2aR9+zlexuB%xpzPM zdpkc#8{_jvD)F~_|HS?|tElh)h4}lVzt~U_cBVKaD_Da%nu|+P>vhDzLrXUVxN$x! z=(>&v_Cq0vVr97lb?4wb{%?0smt0;l`1cX@fxSPPSfmlRs>METhVRbBB7OD?_0H#V z#0u?ypwBLoJ}Ab1#hHlf*J3WT-Jw`_7T`~M-G6b#z^S)`>SZf2h|49U5lss?&v>wA z#cU1n=kl?na#hq7a_7nDfcHN>uv^obVt#s8l->{QS8xwUwiQ0t<4IY&TVlvFyyk)w zF(39}M->$TzgPU2?%A&n-L90U-PRM|S4e$^NdtW1eOX@&?7x4@=$0vP$1&{a)BnIj zPKJKT;YMEc#+uY_68kW8#<#!q5a!D74Pw5H{Pp>GTk~G<+fb^Fh&b$Lu>GM&!(})Z zU`uMRVFH}8KX>$+EBYO2Q~$jJ{?v(E{VGS@E$>T}=_2;|$-|(>ME2-2xE(xvml=Mm z(l*+siFv6axfCh$z|BC($zB2I36|Gew&S52(`6hB)It2bP_A3r2fg4_!p=W+#K9@f zeBp1{=j%IaIl%XFiLZxbfoJR7#|?LyQ0L_MbT#Y;?A<~Cx-oQBv$F1=RZnp4nOACb z2sjjT_rVOUKjzJ*buo<tH!gjmk-P@K_;PXCLlyC-?b^Aw!{{UKNYtOs+{XL)$=K~f zoJgKK=~^P<NI31UU-uty@Tk?lt{wR8uZ%yVm52xS|BSrHXK)TFC|kh==NC8s5Spmm zG1oOaYhoGsfJDqI_HV$W^?(`u=irB)wG}z6z$1myn%|DlH;Q@RHvYwWYA@4#P5F*^ z!976sS#}qvUY+@H9K0_&e}i@f_o8Un)6YN``6$)=as~SvopI;DGuV4slGn3A*hxy} z0<|%4jms@?^!6_9R}Dvdg9ptw91$i#oMH(49@nUXJe00SI*JqPs5GLe@)><brWB<- zIlJ?7sAUqt^R{eu{#4>~MAROOj|Tq9@cm^}0B!}Jk}CCo54>7X6N>x~xE6HLZMSY* z6!1?Z73Ty$7@nz~MI7y6yfJzk{NC>Ilx;lL@jy#xq4pBiD~#_rDfY9=ddsL)4*ctL zUn++U?l%!vKeSH?JaFt{hh{122O~e*tFRA4hxVBKIDm5xi$*`<z`vAME*>~PjC#er zl9P(Aj)dyaZc82bsmGhWw^YFkCS(duT?)bZ2%g|K7IBUQfwP+N+a`{L%0q%#l*mu* zkJMIj>LV|0xT5hMeBAbrw6F(sw+hPm_;l!dHxv3lgq+6t1AW(j-XYM}7B*ye`>zf@ z`}E2ZdDKG3{%|eSdyf2!=qyY|9f?K%<}4Y`l@Hf`ls=3;YI(u&vsV${$A2eFoIsst zrQ@{{J?fqB9E%e1(`59+%|h^aXH_|G!w%>i;^_pg=g>P_j5;;jP%mKH3{*ngzxtR` zKN$9(W}-5;20QEb3^EtP_ajkC^;dHOpPJXrs{?M)M^ImVQ-}Il5$}hHT=bPXN%BM@ zzH)vY5aq`6xEIL&u6lsC)`eK{`~}_)dF8yvx-&3NW3&<Y&>!tv2@}u{Il}hPTEj1e z>6On7K~L?-S%^H3IBU}S@$V$oHS>f^lawRjtJ@W3d2dI;wyxZbGlk%5dFtkNz&inT z<)O+>=-~P152r7qZ!fwg@D27`eXzFTk1_n|$%wuI^7yZ{m9*!b!A~&WA;AiGWPQFP zFBA2sq`M!(P=6L7CwI0~hMhji=llm=Nu--MOl6C6U?=9kPg?+|4koQ1=RluxYJz$J zbcCUx+1ftz1GpbynSTVlQu}hr<u`Of?H<}VZ{U=MKy>q@4)Pb(CnoIp{>dD%5edMn zQ9f#xRPfjHQ9}&7b52@(QtGpUfrooU_v?ah@^LUs=EEO_Wtkn$A<o;fme?=IW8Loy zEUjYy4z60QnFHVIKii!$WI%nOziLfY7j;g<BtBc<GR3~i_a?vzvkFzJ=g5O=Rwh_; z?_zzAu4V)v4lzEMqdu+UNGQ;0&!6rB&ShMB{iz)H3T+$-@`JuNsE}Dz3qB~5s9ovq zjQIX4oglgnUb~kuuCWsSkiOy|f%X3u!#iMi6@G4-)A&*i`ki2<WNHxjF~i<>MEcmb zumD>_@PP7ZMxqqNnUuZeQ53+xx#FpbW**EdT;7!G1wM>M`Z}0nJ;o*FysTiifniry z9{`_>o)WgxhtPk_FJ#mu488x~LE@vp8=rJ*_T4#e_4llA2c$vAzU$oC(t>+P^Uwd` z#yYM~S693jg}t+qvna#vjRfea-%~^1p=%SfbwVE2T0Z83_<T)R`AZOZ8&h-ZvIG2x zcji57B`Nq(se~sV@aRg9@MBN#s83f4`4imn_i`>iL-3)TX622J!@zU4rdqZu;DrZD zMg74eevEKG4;8_Do+EOZGMMWrtu%k1fVkl{>dxB(JAFN;q9+3V^Jv^U?+9?{q~`S) zV&IL)<mHWa2l&H`9HALJ##%H&xLVec(AZFRecly*G{tT3J`8gq&fD>p9LGM1r?u}L zM_s91BX5k;k)VX;G@()GMf>y~3`0k%WAF<U0Pk>p#z&)z^N6MOR{Zba$3!CCTf6=E z$^mDx)S(}G{jSf^8ij6bb1z97b{SYmYQB4)A7jepK*?J8t1VTv0(j>?YVBN|GgvP= z8<Hd0@QdTk;k)w-)jiYfW3dm;o+(omh!2`f89Gz2TbJz<YUz0V>lnL<Fb(?MV>Ej_ z1%cz;O|~bXFVOj$pGn0&J8auWHUi&xrjj?V<NY=nMY`W2zMdKrOp`o-b7`JYp@ZFs zqYR63dd9$W<z#_7Lx>lCKi+3PM4sST@6TS1{)wD1nH}UKp4SX4IbpBzYG3cp0ME*@ zCn{1BP%p}jzTRJre51AOd?DiXX2Id9(qqVfbNW9SnS)1OXrX@xKWF*as%0;L`0<Y8 z!5sXMTR>jPNglZIBGc$b73^8;Wwj0X)Zc?NZ8E^A3l>RbqQJ4&jN;n)1jG|h@-pg7 z@U@(S#G72m-?HwHE+*l1X0DZoP2wIX++=z*8|U!mTn=i0M;&&1DqRnIxt{(^-V*lK z*Wbgxt1q4Xn;`86dko#0(HVih_WQol$Kzp$)3@20ChL(;KTvZYX5Q^9pL3@80{n4t znc0LczF>1$`UKXsly|Oz4F0suEoyhg4C`A!^z#jP?Y_X^SDT!`9kNX#rPs()rt2Y? zA`c07W7vazI4dTl{17}XIY>PB-%-RV`q1Is``Rt``8VIj|1o+FG`E2Fv|UmW{04u% z;?7r6FA1HrtNXGZ{Nbk#t!3dW^plNvx+!6Oi+!*B{!5H}+<MMs5;!;BEhyN4eR-YM z)7hnndS-utpgiJCt)l2wWh#FEeKdFo{dpwc*4f_XAZ`=cc{3q@h->@iotTLJzdVj- zQLy8l1XnSRTJYY>QZeq4_<hzX>k{xO!|NZN#&yi|_PP{He*=9?MnU(r;8!EteMY{p zi_EQ^h&C7GH!W1F)0c7omU=8(H{wqU+dtiVIEVLHZ05fb#L>We{#CMwgZ$FM{?g}B zcX2ZhB*Ndv=ox5Mit#<#euU40H!+T~O>32cpDM`MDWgu{TITXhup0WfvI46J^vt8x zrh$LuvCdI1+{K|cU1E)<qcerhrbHG#;Ru|%yTX!l9r?!JD79EB=$fsGHamFy_duoj zY#4Z0-_sXza?q8I4a%hBXQ{)#P10*P&(2gzwJHcbM@mw;ANa;3@}KLmr_jBI+ikV+ zKBvaQ4FXUv!mzw=ymz2y*71|Lg0HbNypHC*kNWZv+W5P+(5cM)Z;rA9R}|wU$b8Yi zmp$Yz1srp`HDr?leS@Yr#g*F~`Zk}?SN3-B>L!5-JH#DZtxE$Of#?TgCGKXy^RDUm zv_8bXdt7~fO^^urotW+;dn(*}P%GMh5pjus>q@ie37nVj{~@LN5%|R>u)zu5>b#UW zcpY&q$XrcxG#>Tqx?>9odEm#%vid!V;HmUl7hj{EJ7w9)_ZNQS>(!>wFo^!7-xDA1 z!7nIId2Xemjwx|-=EG4*^pl|ztsXjRWvz10g>Brw$RXrurh+*9_IP~>?DwPgg;V8N zujS@bo%Ph<mpW4ZY<)N%{m93i5Bs?`$u!#we+g}UqpU*<e9@tMEI5t$5<!1zl^FAZ zoQL>Lw(JNp@}qY?vmwvEBA^rioLUW?vhXNCepo8-oskLikyRHO%GYr&fhvIiHP-q0 z%{dvtVZ<FXlkXzfCpEV;={)3t`)h7W{D?<>r1gcIy3d|qC0si?2HdEQPb>`ZM&9vn zPlc%}aKnW=)&u)(|3c434|?D)Q6J4N;NsNC_^)Q@EHgQ|d+yRBKC?VgbH+ODuc<h& zd*1CFSG(TJlgJk}G!^*ZKQdjGwfCT(4EPhiu6iL(O>Z2(<OshF%qZXnKCLnKzpOop zc^eaA%Axpwp$s=CPGi&sr=nh|Bi@*tN_u+^er(ZvN&cb>bmi97y}R|}tUMZ~H4elH z@ve(T1L$iZr~Ie}eQ)4c8{2Wzam?F(*(Vp{Jlmc*+Y^WfZgXDz4ZxZI3eFun3%(Um z8*j@1e6kKQqWXLVeMr}9o8J0EXZ{~Y*By`b+l3V&l8{~YC|PAID>IoH6@F1t_DVL% z)<6-GktjQ4B%>Z9yO5ntg^V(@(tCOT@=1?}=f2Om&ULOczG{9;g{C;y;V-wZgAey- zW&9e44x!@3U0D?Z+!Tt_l<GpBXOx_6ia1sAY0Tjn{LR79-?U%>_H23aVebpn)3^2% z1>);0t#@A}>`{y682zdZ`dRK5dsP50CPYjrp1}_qqU)!=frl;%k2xiNLVf7kBgZh{ zM@2OUg*o`|m&!#iHQ>3g)B=aO5bpiZU5UCgINv|l39_=l6|FMCut@9!DogcIM&3ck zu+Wx_{2;V}qsSS$V%)8yidx_$D+Qn1(H-dKCqis*;hfX<4M<m^k1u~IIPv!%^i$TS za?s=TG+Ex%ck%j__q-O$+1OiRQ1tdM?6>c-qWgg$<ZDj%56H^{-x-hZwLtvc!+P%3 zY3Q!D;<V?A$}pcpH6tB@`f^i7g+CMOJ5<Ie)+bQ67Fe9wP$)uwa>0B=?S0^y5W~cV zInL_<v)4T)%u}1tH*Te&-X{`A<RFZ?uj!p&=XTUL_vhs&7wpzMu0Oj9y;iHEVny@{ z^1Z*y-A3SZXQRau<Z-?~=FhP@gXd)=cN4S*p-=rwv_1?R50AJe&HfX-BArYBUOM>e z%j_4H|8{Y$mB9tN5wC3g{mZc9g!iNAGG=%l+krn}WJB;n!J>;K;04CH{WEn&&^=>* z555O)(#?~SkO8khMKiH#iq|ouCOF=00-ksq444=qPun`~6D@)Mrs`1zU)+Zr4ZYeo z;EVjtE!Pkl<Zbk1V`9kju62{@%;9}vdq>Nr@qNZ$Jd=BeQKy{|vevVJZu9c&wfmOP zp#(kFcI}p~_68@Z56<zh)6iGgX?TyT_Le{9sjel>G1}ufiRL16HHg=W{%gM$!W;-P zdCBX8jF_8cZoAn>hC1Y+%V-;LjFyk%F?BflS_KX{mw96k_0C1>0L1TPoyFJ7S<u5n zT#QbGFDbK;{E&w3=Y2t<YTqLC!6Ch-4>aJb3+0{OxGx6^x-C`2{{z9{!Y^@OrHfYw z>y;6A?lJh}&ZA#SA?-{J@{qhfheiYR+lZ}6o@d8bd7+8lYpKw$o{WsoK7tNbb|y#+ z@uGD5K>KnbbVs(G>$3ycbNQ-MtDeG%@O?gco#+biqdRKrLoxQ9iM5cHzQjI=XZ=F7 zdcduj(xhhKNruq3bU`}!MOXY*;YZxF$PYb^Yj}=Iyc*l+bMU6(rOQLGkDpHxsRqDv zmrT}-C3Bq!mHln|Hoqh8EtMWrnnwI8QaVHgoD=AY{?yP5-j(TV)Y6Q6)Jm&!_jxhQ zn=biwoQTh^w5@vl;CUVnZ7-46zTzG7-0O?|xZgd>L{Q)I*A8g^eFynN4nxVG%gC#w zlrsBKAEU?#F&w^*`lydWRhl^FkTQ7q55R67=k~~TqMmU@gqJM54Sn{lmYRw<=QWPV zAMU{ayW=c0$sMS3Flj!pA41&z*pje}`cRzm&(GZOgDtWk)&bawdwM!`*<SFaPx4`> zaWCf~r@Ga^Pr6B3J|dppp!Z;W$q0UYeu=^sIJTG8WoiXFR^-!@>0QWEpKRS}Ry~b+ z$c{gG?JV*arq8n!Z-FlqCu%$&p-y1;)0+c$WF@i1XA7QH-dHRB^cdnq=`nitZk)5t zXXo9y=;yDe=q8%*zD5N052LW(9F@>Rh$m`&MO%D`*HQAfkK_PnNI#bAcag)-_MYve zH^Dh?yb1sK5`CFo*Rqb{euG60Szd@mJ$1lkDnlB31KsaU)w}@j-=cN3+=8Ak&)J&~ z-f`-%!2W|F*lYYYeD8O}Y35t^DCuzCUq24i7$kzvep>xbeB6O>E_yrK8F_^~bNqHE z?5>@cxPABe+sTeHJRN^9&phQ9OFe?;7SyzS4p~54(W8hFi9+2@U{9(O5#p=#R)9Wm z(Vn%NCLTDqP(NMNj6VJ=g<qKxk(YQ*vM$f!Uac>;8@F~q2M*WCeCrPWa`(2dA8@Jk z+ho}Q>{!ioa_l5<Gvtimb)j8d>p%Yz)qL=U8k<AXHkgaPn_1=uzEJM@C*(5hh-l-h z{(YRYUiQ<!4B6;==oPSjg!n=>BV)V(KV8+{x45|oztm)w?kmN4iXONsggnJ;=0CnZ z#Dj`F?^D_(s59Pun`XBS+|^-Jum@ijHQKD?0v~qSzj2J+3w_1LODld-$REx`YYJXQ zKC~!r<cEAOl4d@(40&Bzj$C3T;!yDogT4OmfIk*wu30znxh#D-g1{3m1r>xi0iSd@ zKTZwc9xk6x{@8)|p=K6))wdh_2HHE>&n}}b%&Z+D0{cF;IOMkDhW!h^pP9c*A@44C z@=?Zp6u)=R?E*gdPtTZ?-oxI6(_L!C@yNgbBR$ZB-$SnDWWkMiBv4D^eTN(TmM-np zNDO%CwNJG&@MDTMGpoOl#|ISsRbU2x4*SD+;g&Q0P6ktj!dURCaw1)~lc@K#S=rmO zVvoc1Z;bAEzc;j*IlKLsMbo^eI^hqZjM4Wifn(?H@60p)Lq6op@q4`y=dKYgvwJVC zqV{4zs0)20D3V<Jfqu;s4!J#H(5bS1DHc5i|7JyHv=V-Hs=Ao#Jw8v)&BRXlV_rMk zYc2TSA18;|CoAA%mqg18kw4SQ_APTl4>&3Pi!llJ@OHd$GzB;)$9!(;4DMa;OY|#S z@Q1vdq9XtIn0x2&KVSnM$$h}A<a-P7Kbd;9ITL+EJqDQvqk)&I;e4#{7w5o)9Dmq* z>z_iN6LiqS8I>Oj0jGjZ_yTK;@!Wy0Y0K0`z^$myic=>LUteF}9zxvwFI~o;1NfD* z859!-ysux@6176Uu^^##I}Pzatd+`ls1W@Fd+0c?!(V2&UQkg(Z+u8}WTu;RSMP{9 z_6T@#)a1fnYn;E(x9i-Fh&QG}s(1L2FAYqsU-Q80eRS^By9a?6N?%*QKo4E#M8=ZP z6!?>3_#=7Tm-MkYr(`wU^IlChX8e6>_dS$|VONz6=|1tmm7M%PHbrje@9sJ}wX6=k z^|k(=IN*@qr|>;~;MHGf4VCjg;yLygX>=0n(N7Ugo7nvUbx@n>+I(f`=rvsxyY-_3 z2?@zO`QTrKi1N%6&|B;}<NN!7TX%o5?9K)ACv24oLU-~#v#wYMUW*6NiKb<tpDg=7 z-81UQGv8!s@S#6I=F@lb3gA;!eTUm`e7;qZQ@#e^F-?+AqdE%c?~~k1M~gTdCrBUk zLJIQ>AyR5Jw6F_nw(mmU(C25VKYj%Ky!&B+PB?HzJWRJVV+Qr^GN+qUO3<0KB$98z ze!skNIUwc@z5Dy3-^sn;!}8m4UnX&%KQ85l$ziU+f$CW`zOTXdmC0EU`-U_Rc@3ul zkIe=~+!TN-mP%F1k?2R9cb%v9fsR63CI4<4dlrS)R{n!u=gE9cDM37@B=%eh#On-y zah5EBe+5ni6b1>v9#`2EKBuDJto6r!mCufZ`R%|Fi)-j#&<V5=h942B6vRFQ4$61z zkQ=~1>eWaFCvoo2`(pEyjyn^Q&HW<o9!8($u^}lIEA+)&o$n06=gyR&sNTT+9pYkm zT8VoYS+SM;s04jj_|GHvb?6CsWQ%R};8oK1V<MuR3C)g8!J{?cPq*jf$|W#AmPzf? z<pKS>Gpb*|8@k1DpSY*MtE#yxGG}n!k&+*@sNml%1zpGQmO_^mqn+)%1-^NvM!^7m zjxK>@zhysS4_`9XK04U-zjjZXb2wL)JU8Na<lT%HrYh9gVYfyd4{RQwkGMVWIUn+m zHM%Q@_npVQu5!W5nI`PTcugtf1ROAQ5#R|f#$M6I7mt|mbx!nn*2S|pzm2ea;ftsv z(Lc4{ectjt3)Ra!%&4m-HM$oxL)YkJSB?elKm1fu&Xxf?G%)oKf?qbBZWk>2hI5yw z{`&b1_A=>@eX1*jzgP}G*@Had_r7cDG{AQa?E~2d3CPQ+8QX<{`zZ$w6*Y=uej;XP ze<05LUruydPA<+{UoFz>2Koj#0xy&xzhm=C=M_nGB2eBq_F(t<v9IPbGM}X&Kge4r znS`F`?!H{90zYNxUQQ;5er1rq`QP1H=v9(pCd7E1NPx3y_ZD!{Nw3Ru9lC`0c;W(d zjeh-80~f0?->&0ypdYxu@8s!xKj27_O5)*G;C{e~n$<X6^u3n3e>Mg`ZSfVY%sb^k z=**Iveq@DuoSe-o*<j3*bB~DJ2EOrEQ-2D!MZRp?dy*aRGv?$mP_TpfcFTh$qsj2A z{2v!poG`aSTI!SoeS~(cIV>MMmGsBSM!{C-x1y^03b@xyl0da1@Gl_)hqp&yul}Kt z1(y(S<kkx!AJ(DIHX-Wd1#^5q{s|!$=N@%9?yclF_|lu5Y(GQjR@M?>=YY?Qv57Mn z;3dRVUr%BJFMa>vZ*ocn?&<Q$_tsa@7x;HB*tib5d&rZB1o(}IPV7S>*q!0{<`-M= zrR!M?OQFdB?o(AW?AL~lIy5;R>wr91t+Utx`8jdM-se`dc;9QS%lE(&&ychKlVF1% z<W<}{f_UwpI5#N&2ftsYgmkkN`8A=P@8e6@)z#E-r%}|^E}WQrWCVRiuA}c4{91}7 zT+j))%W?Mh>fw2uOPA97+m{gk&K9?gAs$j0{&J)-0A3PFR$mx_PNc#)y6%9zyBqz# z@8bOkFMJdp*Fs0-py&tyA6z#~m14u^P|^^b5CG595}pu{4#B-=WC|$a9I~6WRBPdH z{PVZ%9xs3|P~Kfny#l=bbSid*8anLbdP@oDI7-KuYEI$veG}(YlxBh5Us+=pT?Ef3 z%OQP?{OMJ40D;UJ{$3jO?eY`UmB(*w?(UVpyU;IH3jEK!QEp+0b5Sdt<n`@B-aTgG zAQFxF!;iVTqR=I-POD`sgC`3;Z#+%<1v=p9(Dg9r*bBBB61)+}3mw=iG!(&W*+{me z8?cX=)v)0f`UA{UDmoj%mwwB>5tFM%zx_SU|7M`8HoDNVzApt2(Cl^C-OIFb%Z4up zd@7Hpd+il|&aij+d0qne1nrI<8NPmH{9GO+0z3HCaAa8neUY<LbKdRHQ^%e4X0&iF zlcW4>@YiUHLu6lZ?ix=y&5k|-e$aQ>S^#(L#2AA(PQhMQuDbPmB7YIp*!!mode5HC zI~+IQ{~n7JI^Zc>BYM%R?1)p0Yo9;z;92qpo0h{5ajx$Rj*dW&@Cw^^^LIZ!2Ov>_ z3-f42PO=pWIG=s@dUpAtN|^fDX~gN1{UcK%GvNI$+{xOAe>*Q88YCgFog-WQ^N0z$ zjs*>^au4uBJozUvczU8Fzur&e$B9n^2jmb>=d$R?r%<0*mKdfoNB@kmrSF1U0r>s= z2D^nebPcX%`4Qkw_`x4vS=JC=A7{&5Lj74=pp(Bu(U~ws>PhnnKgado;Lp$~=({sx zM`#g$e~4ZTOwEQaNt7qcfqS(xa@a$Szmve=`19f<zJE!tf%ug(!HG*IeK+4e;zRVJ z5$DBBx$JS=26$+}w~rP4PAjE3jSY7B=0xZ)O%C>X#+oPE#DmA14NfmOLf5926<w}{ zzJ5TsIbjUA&BZYDD;)W8R=29`J@EGMqpA{!Thn48;z#a)KMBy#8R49U{D>5Upkp|E ze?^{m7V~76(+$k4FsE>*_QDeU{*Q&ZhE+PwH?mxP4EDdTVj_VKe&x1b%amdndn!Xb zLYQo!UwTi?Bm$?O+vxuIiu1B5j=1ZCx*74jm`I=<c>a9RGpYBO1Fb5Y{9OrMdjC^( zZsbq2Z)|d-VCT6`%4O{MImP^6KAG^hK?dDK-VWq%WW{#9CD4g%<kJkM(a%Q~XK=_A z^CI=9EO}wafzy_U7jwabBpg0xAZ{cHziFq6N1okzI8fLEc}DEpM`h>>yKv`=U!^Vf zj9!<Yiz~;xoZeZ9>hs7i*qPK0!|sIdj@}>w9&P2-bN|HO-8L&#uKgJG5|tLN=g8aN z9M3S7EW`P$oIGs?o=4rgr>zO~={uI188kY`S35i>$NxjV9`GmP2K+AMv;Ap)oZq%l z<jrdE8kXV5Ca=MFDoK-=jAP&jo1bPyG+}>ZG!Y}fyXtoHYhn1l)dVML+XVV$XlSqc z2IAa4t&o&yBG3NtSicN$R76JozwJ}7Ki`X)DT2`HQsV?K!w)Q@>f~y1E)QC`1`=5D z_bc^~|AgP`oY(YcPDb1t%@&zlKtD^vMcd12h`SEsW4q6hEESoZriVQ;6dugKIDmQQ z$CP12;6LTFj)5{ZnEU6;ZORxyzFYEy<LGnD$ML_r7vKjS>ac^#6ZFsgV~K1OM8Ed1 z=i?Mx<X;A>7pZQdj#l$kLG;`e=toH@rr|j6DEBA5@i(EvhKSy|mx+GL@bB7}ao);G z^O6V9moHqu(cX*xkMlZJ8#hm)Z)P;Ur{o*-jYnY%j-0>`Ve<YLZ=j#{P?6;!|8>(N zCH+i=JoF>QAu-&COT=<cA$0MfPtzX6;6JB=_fr1=50`tG>M=KmygF#faDWr~x8PRt zA_e&QiS2V<i1R#T<dcQ3F=w~c$5u{`_%31eW_K@GKCQnR5BPzK1F35i@O0hz75xJ` zydTr|S!VFrw4*+z?$yAlzoFjS$R7^H@Q%-dFS+yI*If^Ueq<~B*We&@L_L?(Qa9+r zubOK!QFr$g`E;`43-o}4@y0apbM^ZV`cA-4DgLd;INgE1ZLK_dVFqz4Wkqc5F8W=B zJ8pL)PPde{eT@bGiO=J`yXPA0-S_^d*ZQcF#xaMit%Gmg&X;Qw!oA$9KF)+Vc|uCd z;u8Fzi0S7jeGc}4KIrXz1iRWfd$L~j1>z3#(%D$VD-~L~j3msj&VOc!dCrBt8}Sfl z3r6$@s$@-xz>ZC5MQ{Itu4pjEGg_Ly%Y#%))?WjUj3>MsVSi;0@{H#~Vdqh<>b7;@ z0b<Hh3dr}~kDO)s1ODHUtoKHFAMhf>R93JFalTBR_I4rmrc5U!HUpPl+Y@`H<Nf9g zWi;R8Jbf$lE6+`$o^+9v|70q7`Q&N8f5e!(2_=(D0&kN0b&laO?j=L=R;U5u@4ZZK zwhNi4&&4v7e@FaoZ+d;Dpci$`XG`J&%)o7<uKR1qr)25dOzt<}?>R4iAfyHNY}-?1 z@eBIVjHlH+?9epUb9J%}xIOaVqzpbs`HE3Z7<et|=4S5fHsV06hO$X7@aeS|tA;E5 zuR!aFGhYAOjQv&>@V-CgK0Bie{A`i#VecyDEyN3HevP5N{4XfM$_?{Y@m0x@h*O^z z*#E!Ra$;)g*3G@>`~JMl)wv(KcqGG}0td{)g%{jnbAn$7ta;0+0C%dwoK*2S&Zbc+ z>Eb?Lx|o(;l0ZH_Qut5O6MDqOV&3-_(5>4lrS5#i=N=sKbP$JbDVyf$(vQ5GQS^$O z1M;)G=`w@3kCx#Y5d-*1ZNJVyfFksu2$pM4Hla&}T_`SOLO%XtUcfvA^*U1WIPa&Z ztET*OxB-2&{?LaEMa0q5Bz^zp5SQMu@=Y(m&f`>R)&Is}Fa9a1Z(b_sv*qi$_CpBv zt@>(6ZUs7>&<!5l|Df;6&aO-Of)6SMZ`>Y&&M_Th@%9<&ZC2zr-*G@EIe+9w2K-fl zs&K%B2%j_m#ij)x`jgyCQ(SSssX~X_Rg_R47eA64gZm6=O;^_eejga1)Z~TTKS?}x zMwb<Q>lWpJGkA%YM&-ZlC&<e=H7G1?ck5THz0c-g|DBiIxp8j{CNz1}f#|DwLNk?$ z^QU;1zo!LpGsI6m!e<uG*<5D|H$$9%SH~e)p9EY_zS#E~_b@r;6<$7#e!HT-uTKDH zNF>$;We^8amA#E4(3j`_gQF@)5&18b`c}{j=o2S(rUs$Q97~Eh$rFIQT2AHRGW0lN zmD7dA&@)z^`pm{sU>?FDoP;d`x?w^6Un|5N=g<G0XH0+}Lp2D*c{lJ<9pByi8}+wU zE)n^Fw5_XXHYxOy$9%+%1mx8X8Ke)a(bqJo`pUEl^TNHhub*0gFW2&@>l{J<Q}GY( z`#A3p<KJJ`JpkTZ4~r?NLLSF)QB+(O`oKG_+VFSibJ}Q2GJ_p&=Xg!&;~YQPJw8i; z_@d#l$QF+Hd@W&6r5QNE$?UaYt%&_pb=Bj#$hZDgEM_%;&${Grq{<^NGgdxzM;QPA zyW$RW<yrKvQOJIw6v6ujZcrD2cMU8J)f}z>f8`SKYe8I6|1_%?g?lm4Zm(KE9M{Ns zFvV~Lem1c-MUVcB(qE-1`QQWW*N;;t0vE#+_WbQZ|47HFmoqO3IA4W7t+IU%girHF zm0keX6$i{RerrOfSP(pnmPkCW<k3BvetUv7rED5Uy*=TT)IN){FW4(~&yo98KK5ft z3*}N{&sYGX{QDPFz`1p!uB-4Pc}Fb)HspD4N^T3CQi3k{LqEh7_eO3VuRB--+<U=& zf=w84LPA;~DGdFCYx&-$H&LHZUdinQZ}YlP`;i%Z_Q3lgjZEMb$Hj;;a^(H@Zg`TC zRsy%i^auEHzTW0+_desE@BTf$$@a^EFucxoE)}0=eN<!M<$3UI#;6A`NPq+5y4#%a zla9mb#q1Z*ANXI&D;7TJx5rCzxMZ-e%JmTsFZc^hn%J;!ANr2Q?8-AX!B39$=9<Q0 zKBYADum${8^-Rvq5^wZ_^=e&D!t46Wi}(D{cP30z*eQiW=QC0sWRm#<-MMJwb~60o znXQ54(G=X@(;3cO;M)z~#@uhiyZPqf_p|nxyN;e|Hb-1mnp+=uj(BS0oUC*XI>VVd zRnxeWnAbfbQon*c>z*Dh&0Z$l&u{VJ9B0H|x;urzj@S?OB-7gs_r;QT<jNxEg19ep za?uUj6Eyt<XnpRY?@3MQmUt}m&19QIC&ZzlSN%SNr%*3=)LqwuynCNI$6FO;>;dh+ zw|N@6#*lUn^XPl*M=b9er@jh5H4ZhbLOwmlA3vPSi+<Y5tJ|!fQ4dL^w$#^ye&|!z z8K%GMUx8j}_NaTXtCVSV<9u6lxkJIXn6;jl&)~kRG`3=LxG@iLpQNr1JotCKs83lk z@J?T_xnLFfj^LEwU*L?UNj&k-x2Urkj5<b{p+0bj<*vTiZeKxG-5mUFBkPc$xH<B> zq>8kssM{JhoY#Ey5O`Lm6DZ7p{WPR@g4#T&H_ZGIqRm6UPu|}_8}KKOHScSKh)e(C z?&eM*o(_yY$gjZf(;)5sA%OUFBsN`@A9m50SFpzcbsy8#2J6hX(6z<)t_`GN-f)o9 zJS6~q@}}n)7m&Bb7c}<JZ~-Tx`p7I{?{d5!a@X%+KS%TRhgY>x4{{~iSp5mTO`4Xt z4?5D8fBc(T;Mrbhp|ySJN4RVF-ZTbr<>Amq!w(&t+gCc-7%eA)(-q@NfBe4g8B>!o z=$0KOOjew(;JJdePd|Y7Z0H-+rhrFH&Fj)J;{1;PD(}w)zUwN|+$YB0Paa28?^Xc) z@U!u(W*6{qlGAjzznG!!sYL2$#BJILkAteHckXW#gNjCYGUBtD13XW+Fpv4ZhI`T> zwNj7(9u4PA3do@@!Hdmz=>J1ww4)#NlNOmYhd4p>X(n^ECz3+HW+)iwO@ofKcO*X- z_m!0MmXQ(n6`E!2K*EW=OFhSe^>>gjo$B;>@d9x>neE#-%vGoDeEjZ_3V+}&H_$?U z!c9Wws=a}I1UtPRBw4`E2&bJz=onv@&%7PK0e?}br{)44^;6p~^0h*jDT|+3s>5@M z?M}wN0)Bsu*-{O;27c40e<ef`cABf$TY&icWW4@*b`s*VZzN|l^tV?rZ+A?f-&UyJ z6CC`2Iz^4-VDx3=eKNH9Jte4bbiO;bR~~WWvHkHTdhk3FHt)`5#O=SM-1~q-e*06a zxcb4j-qR<9=Ai#ITIYBp@U}_)xk(=UJ}T_9RMIZ~j?Vs$KMwvgqjpR>7JZ63wn>z* zKYw+P@+U&h=y&?c^fv~3$yBW0-V_D?a2GXcP#{kewUUWDv>Pv(MgEl`FO^eH%iF^J z2$)})zJ~may@~D!c#)o?FW>9u&@XD7Q}mm$*R6OzxiWaq1A^;@%sboz*}A?i@&zfn zoWU=+-_$;Vzf$lUT4lzRcMO;hO>t=T#r<0Fr6}!({eN7{e%FtCFdpgkyB!Su-2HIN zo3pUDb5_nQ(CtJkxhB)=p>r2Jtno$s_ECGvOSt1eu&X)6W=V!Qaq91t(p&a~!*c(K z2meDHNH=n5xPrY^vDW_`t+XdB30<u5!+ufj1-hkh6X>kR-P;d>U%hJcqWpyW7&~#? zzY09GHX-lmtsB_eur&OM8#<y^`2a&m3gUJZg`lF@?(?w5U)+FhUh1)$t_>ZqEHk^o z2XT8*Bcm}J_i^y<mmM?213bNHbhplFen|Y#4PWS6A6{Aev!NeXGOTuc5IoLfZU5=h z=$leHrEZJ=&zk1YSOuS6n37Y7mB+mtwR`vzd@7=9Q=8Qi{MGxTf<O4s<^exl=~u{4 zitJA`LDx`wO37XbU8^MZ?ZJsY_}eC9(tTp^+5g<FMRm|`VXO0I19q=^=TRRG?BPYQ ziM1~H$s47({wBohzSzOX-)^ISaCA@Yg&M?f*<L~v3v?G&_n*bcbJNwf$(!w<m%5Rv zb5Y~Gn49uf5Pus<{ye6^^EQmm()FH(zO+WK)N}Y8`oFbW_g%3@ogjVRds7m7JV)!| zxjonI37b)S#>D#V2qL#v#N1Ww334*z18LZo(q<-jn+I|Fv!?)gfU5)HS^9G>Dhk9I zI`x_n=<3aeo8NB&$9&5!N;Riqj~_ERne<uoIWh74Q7W(}Fr*7nED>R!HT}Z4`gQmf zQ|jVV57d!tJ{ie_*ZnMgNPP*s_F47^7QMUBjp;0uAAE!^9$E8o$Omyf=pmCG{5@55 z<ShsManHUJH+SoCUgBI@MaUcbe~T075m!?9OIo`Y!7DN|T-3DDcQt(SpGO(?<gKu_ zjlpk@pWOIRNsfF(qSdv8A9?+a)c*V!%&F~Hdp>doyy;XsmChC5yzepA%`EVsiM9xL zUF^N0<ks&;K7Te=z_xS(bJR_j4Yk1+W{n2BWAXm63aPsO`QRBQq3ow9F{ifUtugP1 z`r}W@V;RR#KmJ@gSOP!kp!T$A0uP-q6g1VsISI$*^0ZfCf3TLx2}bZvD)xfgjg-)% zSuUNq1Ao!$)orq5z`QBfv0OLAjrgW#v(fnf2P$g?!qTXJQ<Slsgih;J`$$Om5_G8H z=vq<qA(RQ{_l5qnC(NFC9UO=_Y}L~I`8sfJEVp>k8u2@kdX?G^bvw2_zP>#8`Oh~? z6xfi*8~oBdwxfprs4IH1SHN#C7giq%n!<h{`X?<F;9cS)F$&8vz`2KZx3ue!N9&UK zMIf$+E{*(bN8WVO$m?n*;!Y^HmOuLo;4N{vuNLCc(Sb7@REP@>`TNL7fHMq~L+q6P z!2g*qjjn_66S|u+>Znt1J##S(!o5t+E7FzU2k#r`@V);P`GQ{fGYuN(8kTtnB8%bw zvPIS%;JXbCZ`h)wFz*t1G*1mUHEmBJ%L#mPBVw?XQ-Ge&?YyyDr<Q&6;Zhgkb%rR_ zt;?{x5+&yRUiit+#?u=24`FZ58>W%mWz4CcNi}??XHW3B6v4Ugu03JIxj)#<*q-p! zMl`X4#(^+!gpqOuc;rsGQ0tS0_suH(^AGpiQ2jSsu>t(4^EpZO8{qvr=`@`M@MFgR zG@^*0!;b4V_aom+G#45D^cD9ZM6DpViF!s=)`1+@u}$pdjqN-K0`I9{5s8c7({9(l z@Am6&zI;v}z=VIRJt3%i0(YM3j&~#OjO|?b{2k}N9JQR(%7A(1gwf@M6VS1EWsb(* z0dL-ZRex?D;$&JK^Tkc@%2J`MdBnHpy>WI6d!bLz#F||PA9=LF#cl@w3YS{%DK&(S z?oQP-g#5cYhV{u|#C><kZ^cW%r<<FBXIW08{^?Y+L;DlB`FfJ^8uCFiw-1ixf1zJ} zFf90kd{VI_*`crj`6j(;Z$CBasw0no#Q}e5im1MtVsDZmX=Tv66?;Mped|QRAaLpY zG5<lti+@Gs?Bo})SLXWp^?9M)=S4KUJG5j^c+7qO?FRhCttZjsQ6u)}3X`y!V=q=l z)O?u>aN|sj<!lh1=k!mQ=&U>Tu{Y|AG=!#M|A>WBUp(;W<6{%yVffGCu2QW#$@T<U zCo|2XF4#NZ<+wpB1>RMx<CO6P`&3?fNVx*n((P(iFL{A?iRSU`?my1YX1FQ@UgoPs z(Xx3EyvCCKOY}MDE!KqZuE>l09=S)eD<DtjBfL{aA93g(DIzM|-<6$$!m8`&k6jfD zIpqc&`Qh!#-M;63Eiq?yF8EtD{~uT6?fx5SzCRtI=Szjpg^of$?vCY8jKuvOrqjz@ z#~c|&Pk4d@@ak#CXR;{RS+-l(@;~srl6|-C-GE*|5#l)(4Icbc@k|jH`c*r4u3D)< zXMMisjV=7+aXfj;e(<;<ddGWh_SiE#eal*DXE*Lrvhve{pMKRQdu@n4lcYIy;^Ejk zxpkjU59f7B)zU-I$DZ)HkK_6myq+|GjYkjriepW0>@C4LuQ=uB$pJqYB6PggX6y+s z!+n=K5Z66|2?00rF>fuRrga8(c!9d+&2v5E38JZ4Q@Bt2>9&q%5#X(t=|6|@LqA!L zF?S(>&hmqcY#4T+bB1^J1$32?_`O7q_&Je}#dRg7IENQM?`JLHJ}#*hFTrl{l)SWZ z<oT~UWB2dQ9|^oL3OMy1`>=HyZ>k*yE}1!N&jbGhPyAPUAGpJGu=mPEAMmH{WFe|3 z?1hsb(VYN)Y82B@d=Eai7I8<}3jRcKhl5n@0sJSgD^?5dE4Eq4(+d5<z*0v4oi6g| zL){4);G2TPlPu4``;0Hq**qVE?s084k?jfQwST&+i?yQfN##nZKPmKh>Cu1?Yt-i$ zeL25CFIHg*mCc3!^Ko2hu`6&O{8cp^j4;98st1~i>A>|G_BGahg7})NFzbRn&_}$Y z3WL?qmz<`}ei8d+4mO?(-_5TNFQ0g)Ut~{^VIStMX|^ZaI3T_v1bjND_wWw0DB|X$ zK>lp-D;Kk6o52#C=e7QJu~YD)n_;(GuqP$EZLXgJ_WUg3+MGZQ>ZOu{?VGTV&G}`k zw?WAB4Y*$nCxTZc$reY@0B_d@!h%`RM^-VTw17ChqI=-)Aoy6qk@e>GOgx9>#D;uM zHJ;z>uv1+&4u4upQKDr*-g84_{~1!miwKtx&X@3$?&_W6x!}=rGg1qU==0uk3$OuR z+#=R&B}QJx#nOI*VHowVZ*2!zCc(q?vLo-q56<&y%zsw`ug#&UuYrym&;5nZr3d#y zviH^U7V-dnj%!u$uYl)ccHED_pZyM0M<Y+@pZ;A<hkLjZ^}TrFFP?Kvpz7WOoh8jI z=lxe3@FBMr?ded&<?#OXqlgP<vL4uRuG$l#S&GB%A>NMUnAc>3k1|!y)JfCY6BHjh zmz;q<!J8V_!QX2~cx=G@QcKdFP{FT$DpLddb)}+MeDORERwsR)w1?PJrfE7HfOtGo zx8ukFJ#G4idUi-C_RVCdmhHn{4o()2j9yjrQJDoxPLm>^Z1nOI#69N!;yozh2>npd z?ee1)JO{_6t8^SVNE6wZxKN5Zp`y*lYsc|iwV{WeJ&4m|QS33(d(gLB8MyTV=NNuL z&Q211=zDMhPkj&ewA;S-5dFQoPfAtP^$hwtBJKZ;KraoPPv?rw0G|x38IS`WIiAl9 z;hKeBoLDT@sRsQ$@jzo%EObv!=dD#u__JhJbLjLgzv6pa|I(SjTrTO{k^z7IU`J~Y ze%5P25;g^0YR&Lv%wgQuf~Ie*&nN6>riwh}Xo@*s!#Lt&RH)O@wN=Ezk60&_-u*=! z-6r}KbhaCIlV1EG8Fpi1=~JC_3;K+y>*P1Y&&0mu$w{08(R*i68u(9pUwWY}KX_GH z-j<^d{-4IdvKIY!Dse0f0s_$E{KECEfs5~IAD6M^;as{^RE+U&Dm{Uqg?i|uuXR=o zVHboGqc&;4+bWK!Z7Y0z<M}a%lM?y010(&JDe$SGO3&TrjIo>i6wpE5RL|tP@dUWK zq}~4dk27#!ldvZUxbZ76mMaZ>_1<(8Qy2K8<GSwc^S^=1Mx+1A7cj?{(0rKZDf(jE zc<y(=et+Fg-U$O9U4Lw&_EW`~a8{dCKXn^<NI}?vx=!d()tatG!ib+|4>u&Cj_~g! z=R_ZL62nBd2Wxhy?|C*y9JvKuv4d0P{%M?ZY46wYB=9Ct29*x*+=DyaY~O|u=ULKB zo{pf8<C;oWel_a4<+MwI@C)5PvBxhW?=!Wryd8`@@eQ?_t&1W0B#)WrgcX5brqz6| zcm-YgjBC569sFOD`u26azT(o<tSj>A4?e+9&7833SbT-WvkW|HLoT)fxLuz3DVZe@ z^$C&Bqw~bjn@iV}dcYemiTSl(+(7=&s8_3i_}M(gX<P^UJm*Wcau57t^oL(+VjKG8 z*o7>2^Co6y`Md3i69vP4_O$NMVd4~8Umy-N#_UgL-h=1+v{`o<BOaD%+#WW51b#_8 zNW_TmA5)`FT>_8SxkZ$CKN$K(JMqC4+&8P>Fa9;)&OwupJG=92^Qj*tzotS*a$Nm+ zDihC7Gq}y@1b*q?&yXX6IvMwU#{OP+^v$QpCJ8^qoO9cW@07^Hl^2X7WP$hI{v?dl zyY~H9slfnxZjfsA`ROt6&To{Ox%RjhTCSjg3h*!XCAE0u&2LY>t6W9=Fh3JLatP<B zd*T62J?yF2u&%=ty6cymHNW{r^gHwV95@erb)Mg!ba@(ms7HRiAwoVmSvSwq0Y4FJ zy1k{2ytMWEcKq)CFe9Uu{0eI9!4Wg?Vnp0^sZ1{(2A)gK8NC$%zUgOkYHPuN>~~g2 zcISmYn#r5Sf#+QJ>Zx?eLtl-}1+EI%Z$m`&#M^Q3l$rxea?q``29o!D`Gw~;Y2B#X z_X~Yox(o}Jhme0681zQ{MP9R)xTO!g^TD_G8lRERYBp~Fx_A}+EV@>O4Ttf0sy-g4 zG(?|j*wurlfg5rg{I+o$;4SHclYhdYyZ<O?Pp*MJbhmRl?I!ezibHJr=BVE~Sx)Uf zN1!45VV7_R^g-8$t7ma;l+yP9z9J9)Tr6?9a~1tD&$@i}W4|6l35oeN<lpL760XUo z<Gh14_!Ut%J@RKPpaglbdj-i>6CdVTzT^nqft|yzQkrk<@>aHa`CP;iPsNT<^gVpq zH>xEL-m7=si(CSJQ@9-|+eQc7!la<~EpU~UlXk5>4fQk~CiaLH@V+yjZ<T*So^@GY z;?_CT8NQ2eCY(mTcA3ifTp#v&n`L-O$^yUCNlQ|<?Fn3Fb&dOh!%=I_O4q>O1qvhQ ze!vf8hrTS;!Ok@lizs)W7kcdaP0d^QzM`>@n;Yz4?GQCpF7CyG<ksP9z+=5h3tE#C zz~`;thew5hCuETs#Q3|c>&w_50$0_azT<ree=2Dxx>XOn_(9?+x7+_#Z(TTj1$smC z;g6}jf#^d~^A(N;P6pe(HR?h>m2;KB>%0r_@`brtj1zRxhZEFPz@we&&YYWR;4hT2 zWC`@nga=Rec9}Ln_wdm#i?M;8$8Ysa6!=<5Q|^AL6m^-EGuN1*19DiL);|j!Hi$~f zFzp!b<>@VEDbz8>RY}{Epf4F7zsjx%KdRkwE4af7zYSb*i<gAX^i+hXFbeU5=<;Oc zIPz<=ug$B7EBTW%hO5vEjX&F^yEr00&A71rHV*#p{(a9ha8*zH(fS__=<b(uU7fAb ze_<$a{x5VK+Za3$i5&SQQ9@tGZRF)|)gQV~Bd#@v;E8s??>9^P3Gk2R(TCbu@S_)q zDu)ul1NXGF#sF_Zq(~@Lufl&)lqLd^&*}9@ls<b0o*wPsqaua=?6gM-wAy&y07-;! z8}h4<>3hDeAAud&7a2GH1YRWz>(NM~4pVnQut@;<QE#}FDejZF$b|C|_znL|*TgJz zoR6&Tgm&0@-<%7T5YBB|z25tf-)?+SBQTR;KBXcgMPLp0WN30Q3ivTcq0Q+_?n1C) zIIBL0IIy+k=-@hldbO5uUvM&h|6{(GJC9KB^hmmQ5PHUcf|Dx+@~9J~KI^%miusik z=?5L?>+T+p{a^z8`P!l*yf_NogQ{Kd>nq%ku9f7>6#V2^y00GoKmJ@$mrN&kgiu0q z0(h=JkImquF7UOr#>WY9_&@nc#e)aI5BXUxNI>`5r_}A;fP7c$S^dtzc<jSUqInhz zJbU@Pi-Sb~`I(0DXdv>ejyLw#Q;{!C1P!-EY2hCA7ni6LF;|uT$$$)TBcI9rxCZR- zz-c}|#U}8{``$Kvdk}x~ghW<OLGNK}Xgl@=eSXX7?_9w@X<BbYK6;P*OnNXwjU06} zQFRYb<m3C_-d_!|fZbn>T=<RiJoIi)coDvOhAw{_ti*FJMI_>~yuc^iKFnlpp>9_e zD&qvZlsC8cEJMDvbl`4E9`NX%%%rINCgK{6&bAnS-ep5)k2vN@!XwVd{tZRFUi`GC z)eiLX&!ZQ^aG%e&+gtBBV$Vp3)^A1NXoUHkvKahOdfa~EQxWQSOPikAc-<=(=TB+n z=)>V!^xS!g`S%arWjFJ|7sI=~zhFNZ?dVZ=V=rd{$xVmVz3ixaouc59zl?K^`{k8R z20I~f?x}(v^xAnl(HOW+kxDD6+q=vEJ<q#<H#Hp!2#m)$^&YwLDM$u+n`Cw6&^LR6 z)-AQK?E9gAa1oFCwnL9g<P6^MM7}m?SU8V+%}$RZzrTvU@Mi}mr%J#JzFX_=u!3jn z_;YTE0xvX2D`|im`XLUU#Uh9YR;dL;z!l;t(S+Ua`x2`ZkbXyeKXsPx3-IYR>zm>X z@S&<bQ~8mI^B&vt3UP|a3wG$EY=GmDBpz2I5s$22`4TEF!ww9!L!T6b&yL;AdG{Z9 z&8O9oj3wN=B;SYMcwPFCeQi)9bdr&d77FMZQ^Skv4>7OU@=e*EQv|p#?ff$Y`NWGG zvP*x}5kIsh|MR<uebDDEE0-{Lc-W-wBE2#EBxop#68STO=)6eDQS=ws&)ISZVc$?i z&#DdhRaacX)hztoiA<r^9^e7a(%&k})S>^_>3GK@kNc6cn(YgHxyDABzrYB5<*_vX zB+gIBW_fl{7xf2u_qRI8kC*nb%Dy~`=T2JL*5*IPzR<D%PNpKS^H@7aq{)Z=)Y6w) zD$MB1{CK=^cW<zTko`?n#QSeF4A03BkJ)bed#*qytf{A$8O8fEOb^+M2tya@&onqq zi@z^MdE@s(+*cTLfIBJp`b5p_{%5Fn6t;11hJfd<mh!*%MIA|>SNHw|{A*ACpFvy9 zDZ2+w7ldO@qUTEGCETMZpOiu=^1GEQZ6n;k!`grKMUA)*Q98D>V!&@6uJBuxO6Z?? zeL{3496U02Fmtz`hFQa`iVSg<HY;7gWd%Ig@%VDst`6AjdZ=LlJld3%$Q||5VBUe` z1JT%{TbEjT>MitZiZ49v=u5h%wc{0~2fRGwocjF>bk+Zc?xzVMPj9-iv;aPwaM3zj z5cn7p98=D20iJMh{sNH<@{6EP>XE?J?CUCv5r}V$5!H^=+Q_dP<C6xCAs#$QsUQF7 zKv3oKW^c2_+(P`{(N!w=^G&OF3CO=#)<&iL!DAWX2kXdwL;pW^?DsEx-r$K7v_8<2 z_Kjy~+``Y13{A~mJ&XJzenWfA8~t7<;@U{Lu>a`;^Fu2K@XMl#b<<wpg_XV1WG3Qn zFzX&a#OFgo%zT=#SD7*%zoYOE-iTr4ug1u~^RD(-#v<PPu=>%LpuS+IVC@5bMPw6C z;fi=hxfQ&#yXWu7BU2+<*r#yaV>#QeIM2=YA1mO`dsel^W+I_;WS4jTfZaX4xHtPB zaPJN6BcIMR%=2h6L?z(w;L|6tQbnL2*FE+>_Ez|zOrIVXaEf2zAP3Pm<Q?l;l^5`p z=DDBe`G>oELRp;X5Vvy_C8}hRPv|l^uRmQt{h?i+`!xC}P3B|TNq~3nzTUXG!vTMI zPjy`%=hs2Iuk;A`<*RhZe+J;6Y_;EF+z<y!JP)7FRz@E|aiZ%{R_x`wvEP0w7WJF| z(#8Hej5@(`(%qZDrNW_Or*azX34bCs?T$egxwodId}syz<CA2m&e_PD?{xeZ5P-R? zG2WP@HQ?5u<?CaJvw>zIT#5eR!w=|Zbn*ZH@uev9AwK6QWwoq<2Lx*hRlh*qLdZ5g z`UrV$IGv~8!fEswE}dIG=>b1GNu2i~2=f8|u1W9C_r0WMblYDEJR?$3O4337lzk#B z5qTju+lG|^c+P2A<G6nCp9bYSp~sj|zq5MsO-dX27cu|f@+!_#ggEgf_JnPd8gAX_ zM?UwVoBOdX^fs;F7^@!OQBoWKDNDpLqx_U-cX6I4(_;@Kp6E~<cB|?FZ#~FAIfp#) z-S9>EGUN$kEPXeg-aucn<tZWs^w<7qQs;lliT<6URemxJoWFqF74rwk7b*9|Wscw+ zqD_p+fs?N6MaNDCK*xG=IkRmJ_o00_#2$8Uc=y<qZyk7!;gbVASq{h(6k<2I(~(#A zo-eDa#Xgy>%)vj8FxRH`QlP!rfzY_IXeS1Hd$`IM_8RzqM|ovO4|#4V>6v9~;7miD z?U5hApRyA|%yi6{7k*qZ=^YE4&8v@)eFA=a?LPzBdH7G%9OX~s>4fWtq~yUHAI!`y ztV=@&YS;?r1TOJLk0rer1%EB&_CIxWcTUA*Y_~7)Lbc^wG|r8}`TO{7;MognZ%eH< z@GkB<m%qXv3=>?Mb%FN<Jn<29Z*kuSUt;P{Vh^aXb(eY>_+{ulJRcPO7+pQyyx@)9 zh06Aq@P0mqTP?!y11fL%8fTo>LE4&93B+fs-p<}_#OnrqHLJJRQ1`JTE}V!5e{;=C zGXcIW2K;+ID1*6_ANxL3AYakX)h8YR&r?3@b!!{(T(-z(Q5F0$B|Ld6x)t%*IUtk- zy3dW;u(@^?;05;v&+HrQLA6MrQgcF{cg$XRF${L{qB7!u59)aQ5py@a90=JfzrWG3 z;pgI6TZ{b=2Qs&v9lxQ^a%RnQ0s82aa>aK63)JI&T;d&TfR5r3nR9srb?+}iq}liI z`&0RgH-JxXJ3YmeB*0fUf4mt{M!jIh)w~z~Uw&tH`v(v7O8b9WBMdly{(kxVyQt$F z`#IVHUPh|Bm8*~Q%K82^U@v&Bf8-mnW}Fkhh4k|?Kk$8PzU<?`3A^9`Z>1l|FRojM z#_)po)Gik+z-~1hEtTFr*yU5VRnA;SfBv&O8wu6OZ+ZQn3BE!<VSf|V5%6Enulmm9 zop`Pa*K330$P*ZOdiItS;NB)2_QWP4u0#*{{f0l0@NS#C)I#T;ElM804ZYQjEw5+_ z=bgGr#D=)irMq8R9{I-+9g5jS@Frp-y+`KIGj6ebiRr@U(UdED-+_A>vK>}53d6ar zJQNXZ!v5kD_VfyfuX|Kao?<}UBktq%*m1_!;NY~z2dGPk9+W(Y`*Zs(oj41>IL59* zDlvw>z%u%-z3{`KBk4^h@H6J|RI`VC=-alstS5u`eeq9S`_d%p-US-$fvERwCG6Gy zAdh)n`O%$4{NA0vmy(5`XI*=?-neuDdz#IAbKgQIZ9YPu@5_X~=4T9FViA8I{qx)k zu>tPrN^`{F@5}47n3qEQ*!!<qxf}ixeV3Q%*c|v4qp|-P@TAssciwg61!otsM6K|5 z@pMNMMyoK_!KUXi0Da_TkoZygdHh>D%AFXxNEWTWItk8yLH=ms6a2me#gvP!h&x^^ z_8UyNhZnzi5@@!d3w#UUGQ)k(9q7<ZGQfTm7I8B>eEzGEquaZEJA0!H?34P@XI0Qu zEKZI+9abC@^vuw09pm<dFrvTOwCynm{{Dz~$#@<7d$6<5vmhP&MkF}OWfjrq6Eo}) zbrAY;Fxz<n@K|d<0XP41;IH?XCv*-XZWy_L`hEuS+V{ny1Mr_>))X~I!~v(7w+`wz zq36=v`_l-%y8dC1W_OO1<+>xOVG(#lrjn<&ChELdTh|J~gWYUyPp09%8-i%AYauT= z(Ef6m;XL#S&!Xa&q3E}?b7H8SaUf83b1<#~U%p8M*?ix@+)?&_53PoPTWnjd4cw?J z+igc_B7at2xvV{bxT0qo)c?{9`eIPp(_P(fTW^WLhy1~wvdl{PGy2v<r;Xfz9|k)A z4zm!TLmk~aY78A)rTXiYK?U5`9yU)UyndV_>~D1k_*rYMQ~>h$1?lw&YcI^PNF}+{ zts$@FIl1Qi9Q{pO3R_XYAL5$|15Q_=J4HO1I3k9AgO6JiR4K><>&c2;_aMGl3`Plp z7ymxjr>tCz`g4n9;V5|TXywh&F(uU3b<Zs+Q^8Ijl77)JK)soC;bqAl><=J$+LNyY zT{VRB*)5^n=Pmj7EP(e~m#-7D=j;g)tpC-d0?)F2Pd+)91zkw{N=^sfCpcP+$D17Y z<dspP4O~*ZvAvZH{ynVGu}+3_?r?rQMOOx0g=YRwCU`8hxzfM8Q-}*TRz{}?sEbGW zSqUJ%__V09(I8%kw>@^g3i}}Y=T6^2gMN%hq54k5z^zLyFP?&5<aV^FhQh8+3BCHF zgnWag;+y;99Mso(;)lKQdlL9HYZ>r<VydxWzckRFe(mn7d40^w87f&NAda-FUuZ1_ z54Jz)Z2sIIx(mDf&E8GC|6_%7Nj%W0gtBe>q0`)0XycHBe}qez-4E<TzF+7dRSup@ z5nU~HwiN&GO!@rPZR9V$RqsWRfA4i&(rE|3m30v~83jKH{b~KI$O?I1O=J1Ly{LyP zaPqf2M}GXFJB|{#5XN`=xS=}!u7dN~yLNp^ezq_Y@tk}_WnwuP{TlSKi_dsb*Y2S| z9kn0xg(4M~GEql3U&SQv27XHAp&MupoQfSQ$qPDxIwuofT237FzNgwsm(3ARf5rAD zz`yF3)KeZVVqb@jVaI47@;&L-h3^ZX2d<^rcY_a8yb0_{hh22qO$*Rpf?w28CVkL> z9T-{kwlo7z+`sn3Ekh5WKTdnn3GssW4ZCAI@{ZWce+Th%9cS~^eW90d4`!JNQX^hJ zlboc4A2v<Lu4RMgmP`m&e?q)Ws0m`di+PH>n;aT<P-m-2_Flb$xbk&?rjDZmbx~b@ zj)EER=aC@)6Lr{It0zu><tOwc`54!N<H(aU+z#0fLQi|r*-=^zoug6nY6c(hCUaVq z3h#f-`J3@)Ipo)?0e!(H;8l)i2bu3f2V7?V(}*~8w2iR*1NLC!-tfWe1-^2$3_puQ zeIu7v+II<a)BKHJjIThy&VNfp@f7uePamH;02eRGioM#6gGY{RS_Mo2H-FpwDBwq( zX}f(O9(Z<v{oCD|kI+S)KfC`D_T}|}*E=714UcY5yyQM-LVcP~!BM;qd1?t^`7HL} z&i4QJY5;N4>7B-fbJ#y&zfszWxOi;qC6hRK;#bx$IaK+;vGniX9}b{yu_jNu`}|dL z*Zo{Mz;(9cp~J@;(3i$=fhI}|^9Z2}<0-J)=d35cyC7dv6jr6~r$hhmyAKLY;FqmU z`D>ZzL#@(utz1I9kk-!fxwZ;_yK`^>goN;y@gGkM-e<Py(X$!w9_zN7vyHu&)6h0M z>wOq{$M31NFkkS2jKzUPCG;=Zt%kmX|6ELc{8sud`iRAB+yyara;VO+JaQbom?`1Y zk2&=58J%%-20pQL)^^HZ9*je>?GKd%=AN#8Q00U@MvgfR>VQAqy#Bi^;R)hFHuD!+ z;Az}hxwLWkad^c&zi@m%s@3g9EaJyl0l!Z->`yrOeW8mFUdL~45akAcuD>L1g!{VE zKsbE^{KH#nGbA1V-x07x(n1fu^2GM@dGMcF38u@<pTO6LLzH@8Pc65lW@IN2507ii z@?FH|Gq6nir;9#t;mDIhYP<X09-hC!4j!H|oI{2CC!ek;sb9yu<9_Kf?J(r6w*@^f z!Op5icpbl-z})Q{Ct^R?#{=%BSGR!QYKp|9mFuXZtnp}>_@N&CrQWss0PJ#PH0iAX z`dEIic^wD84|iJ;PM*g7Kg;{IjrkwxJY!;^M$|I}d%n=%+`jea>e6oFe*MgiM83dY z9_*Z&NClo(=hR9dFBYagMYW3m=U{wE`5HQhQsGo}&T;I|_{*qrbvOT3)=Y`V`^*ZC zR3F0LMOn2=`+rtpZujX07FqDK^ap>(>=A#?GVa_Fx5GIWv{5ICLvL=7S-f@;IGWWO z8MBLzzE-WjV5bY+FH5c?-k%ZWP0GXhy?fZUI=KgarbFF35D(oTr~2-09@J|+X0`;p zH0C;TI}e}td<EILFc0+WvP#nKdkb9Pe>~ea4Sn^ghRRFa8@X%(#|Z44<OfIAryk@H zR~o7EN07hT){!Zc1K;nl@bg<EPtCh(m$3}}*)ZQ*Zv?Lot=qrY1-$cPJ6Z#~X0iR# zB#n3+d9+lEt{e5V3`zZQf9R}g$%R+qfDg~@Cc1$`GOItDm~d~N2b;rx_ae`qJ8w;W z6g)rlTbeWU3POn19XcD>dsXV-8`K%(yQF3&;E&Ss!lsJ&K8s-Dk#bS!)XKlUWL?GQ zAHHPbmV-EdqGdL;6?@-4I0qcZ-r}_mi{a4#XTs+<mx3i$@pE#5ddJXjS+OL(r_~el zyW^~xww&POPP#`nfR|2p@AaJUh92fh)pQDR=(LmUl?r^`p|UCczqs!oKEE$;$s*1L zEmog@1Kxf}-18bf@88V86|xNEM|&yD#t=X2>Jlv!_JW5`HPt(DBEOXWv7rt8(e5mI ze2)z0cr5TI8O}Xg_NMO$>{#h%m_r!+;#bO;$!~k;J^K=7a`1i;UKh{au|hwQOzqzG zIqY*#HaI`^0X%U%{p|QJeBFL6(Eyy4J07_ns|sEEd}o0(?oZqJ<c24HPvnWAOm%(O z%U}Z0NBo}SNAuYkVw?$ILgzx51Q7=mTe9;L!DrIi8OVVngzhFY3h;VcJ=THq0l*{a zbX9Vk?>k+NmVM}}=pH>0wPywTsRREiCHkRVv$ssbpeM0azf5)oP6@tF7^MO3uD6of zR^vVzgqbN<fJfy{&z<}Poe8}zwq;v*A0nxy6loD>!pmRZyVWBw?-DBb&X*r`K<P-P zI-K)=Hh$F1l$fVHymjb1@|>GSq{OcHJ6cY7QFMcERC7coT*T)aXz}AWgYLWJNSs#! z|7VwYDoToTXrE(GX1EO;*d*Cuz`ZWd4sTb$e^ws7`}Y8T7wFKxe+qWnW0}==(+u|c zGv!Ej8t&_t9$S7Q@&<mg5_&P{JF~_;kHFu&d7K?zz(3YUf`@r45SJgPO<F>)OgSIA zCKZOc8xc058{n&Fx*aX13ZOG>j<Y*M=LtA|n$&|4bD%qG${m`}4_+6|uH&4p)2l{h z<l*NHIC>mIP-lB@XMXh+>Xcz|q^iG>C(Bqe3gh=i%_eJQ;@nObwGxYW0-v&lx{9)( zuR1oegoxvu#xwuQVXtWV1M&;@@YlVGj>#8sZx`;X-|-GaocJ*6N)G=K6?&j2i@v`D zU$R#z;Fn)(yd)H6QQwtL(<>SUKH9H~RN(JA!*#{Io(y<2t1|8mesKNLN8!KVX_3b$ zrqUe|U;R0}I+QW*x%%<Y1?1nX)p`GzwZJQdsiLPJqpr48W&8Ib`tTIl>-nS6|8PI1 z<^b%sx{IE<XP0j@l8s2o!mi8*!>_VozS;JR&JF|W{rj?v=#nsZW%0;SiUR$h#?;v& z!24kHPvU3c_kVinXRO;%SF)^HYY#v?y0bhNYJ|M>#oU8w*v}>jy-rXJ;z7EN&xJO8 zesMAD(oCH9kGKb?zz0+#NCMlq&<E~Fdq(FF;?3zuD$PHLXI#l6%2Lh*siVh#Rlz@5 za{oyO!JaLs7TI2-pZEc3hm;uji{sPtFJACC69Vjc<sNhZr|PYSnX%`vfyVsu8^jI% zp&8!Y=aTI$8*|HP+I@ccs8kREb{`~Z+>H6&h7%m#<b#;QyKEt*_Yd*?C;SsQ#Y}Mg zL<c<lFGiQI`X=^0Fg(`zTn^mr3>|uv2i=kTyp};4^4nrtH>OLNzlfJPJ17QS;LWTD zDdM!WnBWZMC7jz)y$B!h@y-X|`GkSXG~4?{CsKf0?m;rquy_7ui>NC&FRPE=ZcSZ7 zzv;&Qj}*W+Ght761q<|XMZZ6}j(dBvPHM0QKdK9{V(_WQx$e)6=`_OrdR4vh6}+!c zPV~18ylyVCCn6vBekFCNz-0`5qg5-W7hRy&m>oSFkO5u)N{QoZ{C(fqlxz;(MqFb0 zRek&`ULU;gk~#cp?;kt6THHsAar%)X(3{00?V@FSuy29Yv;3O`ey;^7zrtI*?$<l% zHk`veR}t6JE%b|=2^=~JynFCCvwq<X{QTrA$=8>Gr#9VTzQ8v%gXW{=z?B%{2Q41p zUG0Vk5~K0@L+J;GE8(X@wS1x?yK!kcoAWp3SQUv<)AI2-?|IYd&s5;~u{Ji>-=&}r znf(2H5Z>2m#WOY#x&cekDv4|;?EK~N@9dkXt7Ls9#DgcF?|#%5Pz9X3N!IDNjk;xy z`A8q~-ZGXG`}!oHdrxii>>&STPv@rc<cGbreJvy=!n`&&g(L%T<d9#Ha{wvok}W3< zPb1C-ex0_B*oV)bTrE$BKF7jTmujP0;LfCH-~GSHAGz{qJeN=hawSU-wBDVkH@$j9 z2l>pEtj8@%u-~Zt?(cE#pE=uBCpJ)zh?-lkWI~*nk(a52ABAddz2*V`&1&9Yodxc_ zd$A+H2ws{;-^47lAG-B#4ZjoM7i>|l+Ea1g_MGqL3Xm5UMsvM57mj{De~ESKVw}rc zXJLKhxg8zPE`GGd->*tk(H9I}o)i0WsRZ^-f0<khd}&Er^>I1;aQ@sSEBh$S)9*PT zvb+sFwd}m`6AkP|{CKME=p^b#6w0+cz_HI0Q=~nx1HA|H|AeuJU^9|)BmuZazOPmC z_6>a1zeF3m%SYDbql!r|U#cW@yFD9uLZ>v@dz@R+(7vZK#jsB;PkRb{e~hH+&KSP7 z$L+u6a1whbGb8doKEk}FL-hgvMbxW}`j5OuU$8IpS|26+%y=#2VW27a{u^5ECh*v6 z$0TP0W1vsINb?{JqW(8UdGrtw`h=fwk(&fV_w(+hd;1gp)AP5V8eB&oMWOD6F?sa& z-c?Dw3A^K9RJ!mA=Xbn@(y1G-e{WYUzkz&Zdcj{;61YFZsqvr<abLLll6Suo_E||g z<q!0uJ|COlvZe%mfvB3}^lp4>ap^1s&T&V`H`^kfeI)9&*iQreFD`n+2;3Pv-0>fM zH1@Mnd94h?ZpEJ^Y;+{z{eyLff`wfOtxr1Y+Mj|~y*2wtj(FmvPMj|nk3BPgS&e#7 zpU&e>rr1GzSiZx}e+WGB_@3c=7LPH{tLgYc8u3BYBcEEW410T9`EO}~FGbnr&3ixC zje{fC#E>^6ak-Jbg@0___2*yk23||pJ>I;D_<BB9l7Kuz=v8~5BXpf>!o*?U@$++E zPJdam1>StvE6&0O-Dl<-OF!`c{@QJ+mnw)0-YoaC!P~_jIIP9)LEa|x#O}%s@H4g5 zGNEwTy*Vq>Pw-{I6}>}D<M_9@9uYlwq=0YB^?M=kOEb}igoCi_{yYk1J=m?pyO$Bq z!22uqi}1kDH@+P=%K#pFZC>g;f&0r<zuA8`6!irH`@-A-{Qh56?X<w1Xm1^h-F>a! zrZU4sfJ=ivjf->E@c$IdhlUDp9tHGQRDtIiBfOglh!?-_i9E5pfPBtH#Y|-#drX@n zCe@eVXQB!2@4~R>;l$7Ht`pEpzh!Z@;l3iyFAYoQITOOPo`-8K;{ALcUh)BNQoK|i zu>13h^iEvqh%;}<&Yn*LuX4;K9vAKdFEN_`A4k_6Plfx1iDYkCQATDNWrZ(=NC~MZ znMF!ugo@0p?2uK2?42?axk&aVBco8EVejyJ{QkP1y2HKid(Ly7^PF?ux1|*8;BP9t zzKM8vvaIIXj1c1Jj(CVD_M!MyjnRI5|Bx3Q4JWZa*{N$Tc@6OISYNIwPs|a$A`!U( zUFXS^s}_|6`ahitY@47f$Zc?*RDs@_C&KwESs(cHNqfWx_H~v)ioQb|JTtSQZU_AG zaG>Z&@NMv5F)J?TXyl7jcLP`qz;EY+!%X0ZgYneVywm7wmu>$v03LI!{#e-8eAq{% znb#<hJ%KVQm5UwqM(q!+#U;S0>khL!>xf^ktn^7gJw^UH@!@M!jU8dR{$KPI@&el& z^QL(C(bu_^oMPaPFInZ2LF|*B^J%pkRCqq^V~;fILSN0Db9;fuHCjuJcUr(}Cq#=@ zAEVxE6{7P9cKwz3G3nJS;0dykVj{5TL&awzm|@=!0yO4Ev7h!ceQ&*-;g6~YI$yz` z&MeOL7=RalstDxvK%8))rQ}z{_dmVKEZVsZKb=aKZUZ0Pq<YJzCIdXk{puzVkG!By zjW-DSTaQOs)CDKhi?<rPTCg68oOi_!hyl+{QsZ|7fJ6JZTXyf&)yTUZ{1N<0+&46R zS6|%I{@6Dv5%nMb&lxJ<6At@k(+(p}UntjUG`b3X;@D@?Pr&IKz42Nj#Q6wShU=95 zsAmi8P{jhzYtC!UvdE*qL@EAS8|*x2<N`%JcmtQ#xi%-n>!|g=l?4gFOYak$R`^|0 zpJG24alroXkR~$BBLB`P4k4R`|4m*F-UFO{TKI~275r6Hy1qp3BJgcPO{5)on8Wj< zrC<;G0X_>qyA3_ne)*xBsV(X>22Y{_!Q-#ojP4M94cxJ<C`kq1HT;qpHo%U5r>F)A zf`5@vy&V-pA7Jl0lE_2Y=lj=tY{;vSXUEI*zf1+6@EhDigSdA$h-XUY6Z)T2853oo z(;VhGbU^eycqp$yz9-(7B=mAf#1Q`QD=F#`FZx`**N9s}Z<cWs-8^+3{Yuj%p9<0U zeukfC@KQDU2{bMreG7idNKWEvj5-{-^8k5x82Xa`4AzH#gTAVq(K~Mmyn0i;eT5bK zb#T4t9rVxON5PpV!3R3`+>q0Pj;iLl)0`NL`p&JK;JSOL|H^E~O<u(LClO~$7$=}h z`<<_L0q)l&Cx}zPzCC2}|HZk%A7n;}#(`%B#eAiEVzD1`qSd?oXrjZ5BXlC*eFp6H zQt;C^dq;b3pM&0U##*)>`mzc~WZ?Bfh<jnhSH-ZNN9x31JMmyYzW7s(1!3+scsehZ z74|MPWt)gR#EC7Q<OA$L(dNxj?E=`}HQU4&`2U-8Ew=>V$Co6P(~;y7aNVz0tsvs` z>2%5u*mp_yD|-qtug)1`!We~nFJoRLcBF$h?Jr4Cace>zA59}|g#2&8=UHz9@TlnE z{tsud9|FJnH&tz*_ZYaa9-_ot#=d5P;(pkrSdsm(0sNz^J9eBHc372ilQ9(a=BueS zR?uB<rL+Bd)CS$#*KanW0e#np4XH`h5x+VA{<z5my^TRNNX`|0M0B!o5bHTT`DM9O z9Op00(B0`@!tbE3+~`E!bVk0;IvG6crz)l1;w0+Jk@6<bpmT&XthGFB#rjIzCO1GH zM|EY9Lj*jG>8fO|<{6wz-e9$~mjyZkn~_2ZcpXzV<MbiC{;!o?z#8}$N#nfc0}=3^ zR5J5s0`ls^mKuQvVc(5;`gT~yMLvVh2E6`vbyJ!7XXw!KN6NQDpsVm-E53mBk2<42 z^w<>n{l>6D8+4+p!SA!WsO<?uZVu+%z%Ozip+ug;c>eM!tv|}>>wFj_#W;?25;_`Y z!iRf37BcRA8A9CYy&L9<-&6DJylXL@H)@hdqq>BAZYKOyax-+;;RaVr#BCk&UtW8G z`+T$k+>7|!iu(8n?RN0O3)+2MXMpSaT+O$DBc1vDH@e~X{5we$d+>RLgPd_oQox!2 zl&;G&qwXTJ@%>^T=0#HTQ$OAV4~|rs7s38T{(dGSxnWC)2tW0P(I4wCQ(ZC$T&X`7 z!a6*O{<aQ&uHW$2LnQQt8|R>dOX~!sc0sSFuAL4`hJL7ezIoUfb;8b&3rBAtZ<N^N z4+WltSVTo!F5m5YnfOi%e%z2HdA@E4-}8jmEp6~qj*XeslP=)#SNf7ua`EqPMdwsF zfz!d98Xtgjyzz~%pCEqJJ|q9Q%a3O6-}-So1^Tdu0tc%E@-L;jmOZhEXSPBtJ{8!f z@ga+>P{i4j<VC?I!1K2HqkiD8D<q$iw>+>fR8kb_<H#THm%raVXGSvC_QO};(p4of zQxWi0egls4zeT}Q3sbZ$6731OM_x?M<2<dpgNHjb=b+;ZCi{s(-wut9l-!+93oBq& zIRHKXH=TjYT{ZZ}dv)WRcF@ff8ADxwFOQzg%;lnApoZ6kc_#pUL3O=0&%U6aHO>2$ z7v6V%F=Q+RuNxJRsR%^85x-NgcUPw(4%@D+_=~<-g))iDURbZWv({&6P=B7MIpcl+ zeKyPAR+shBU;LVszS$b}feUw(PQnfZErj>|-Upq+_~-H#_VL)4%m5)9;H_&}?r*G9 zUdD*Trp9i*za8S~3w?Q`e{lwWwr}5E3#Nz2qde~=HNnrwvW6W7eXyUg78Qr#2lbON z{U(S9x(Dd#%3pwYdFyi|A&zL%)O@suok|er%y1z-uely`)BK5igr}_i5OB!kDKBfi z9rC+?nYJFpW1077YV}Sc-~LAE>1P9Oz7!f|`igT*zKUL1k48S5x9ESz3h`3#qdqV2 zCq-?zUTzdTt?Ezd0PH|4M>9q`ANd~%_b>(OJjpsVmYV2?vFoOBrQkqacl)V8`f04+ zgR+;-I?!7=oQ_zwqHk>EZl|dN;sg7X*{cX!LO;8n@IF1%srR{`RxZGtR$Q!DI@Y!7 z{%e-Ms=)O@u4pCL^O>Tgyv1L5zhjQ_GjH&&{Z(m>&@s9v8lz7jP8`@etULf*(DtED ze2aCfUi~o@!;kY9f@70EbwiI4JuB#e{D!TEl!XMmL9<%8>d7)*f2Rm@TEM@K{}zSd z&mr9URF$wB*Gme)X5d%zDUX?|5l5?EOF3QthyD;*xdGQh$cM?ouDt{P9Bm4tD1;uZ z-sz|Cx*7d|2P;S_;SYAT%BLT|Ur&f7mhPU{W2S#YHPa90EirAzocw`)KPs#FcX;G1 zh$)uZ#@{O+JYU<7^9?>;$92T0M@Ra;Swa0@jMd^o%U<A5Tg$MtB=Xncx3ph6kdHKb z=J`X1ZCo7-@*YHgA>BDWepAdLQIx!DXF<Q>flJqpC%`|0kGmI}pii4^m8|&=&Upw; zIA5m>{1A`+stLPwR&q~VqD4Om)1Fi766gz`cdCD^i#bn0MOqu^PISbs=9Pz`e-PYe zpLwD0?0e(J7I^H3mG@$%sFyzK=ykorh;_EollxJRdOWAyi-Ja+$59_mnT33vv+vND zG2(9_t;N0x?1z|><>}pX@i{FRViz;<|9eNeO4$&PsQ8SdPoU4^?If*b0Q5f6_5oJJ zwX9ErpFW3zC)liK&@|!uo_~>$mWMd|!m}sV5&cN*)}&?NYrHzsf2q^JPjo{nMflNg zr*G%d=nh@kG^SuL@bU9&73W*{+z1)_6TA9b{``jclsNib&XNS{!w;U2R^9UeKMIJI zHln(Yd~u0dMi_i{Ll5&+uzQ0aZC$hJsP~OqN$4Pd7Boxy*KUTq!PRYu74iI!xz`H^ z@MF<nx?^i|z#09^i7em+^O94q`tdzOm&F&E@jGp*Cb+zmpzAD#C)1Q-Zmut0?j_bm z_rJ!(&%L|zXgeutsE^jp^Eg#Iqn}kn-G}l!>Y3Tfv}a)_jSn;xDS;!Nd<|u1643v2 zwyy6K6?lO}?4$k>@a6r(#xcmldp3IL)!e~<6x|z`txzvMJGvo<eIK2tdRYy8&eBcN zI9h=3d%bRER1|#OhNtkxD%Qt-g|z^4Fte3ea&A%Bk851QMu^)=$*){m;b-*6BhnM$ z{}*Kb?*051eWfl1L;2j858++BzI(25*U2iSs#L_Ccylu!_=!_lZe#)WJM=Ph0CgGk zf~?PGcaI>x=gM_#;rutU`TI;-A;5iFA`z3*sH;^c{~beqE~B6Qnh1Ww!EVPOg>@}@ zL2oi>zl%rKBXam0dryByBK%&OTq(yN`1^g{7r$uT22a}CadyxQ@xEmKxjA0<Vqei` zG4zd<N>*mRh5ttXefV`w5bMyMPdEZRT1^*Q_zK(_^Wf>(G{m_VJkh#r$QvX_jP99> z<2<I@e-`Da(0BIAu1@fsEuqiAdgU1f`ZJF=*xIAt?o1h_4QD;}iKVc<AAJTh_y3N5 z1JB~4nRhTzgr4<7b=9B<`&@R*`2l#?^C<GXTf^9&>!)w*kfY!6#>wDf?BC#C=JQeT zSBu+X*UygOzKHAh!sx&QW=4dvjF8`Nr^pjaC1Rezp`uSg9Q#V;T;DE%dEU17U+7`) z{AF?P^AMM`v)%gE*ue*fRx12p2R!fTxc2@5|EOs^S=fTQJSB(Ba0To|+vvMJ{Ovg# z<@I>@1*cbtOeXN9FS{_9@ey?J0b=$%=uuUkiEc!||LDL@%@2q(L)qVXUYrH44RsS4 zIwEhQ5N4JCggl%-&VA}W`1E(<_PfE*DXb~N-GAYCKA4%A_>B2z6^VdC{Lam|C}tfM z^a;(B%$*0{;WDY|@IikO=eS+jKjaAuX2ItEo|w~7v=Q@0Ux8m~r2Dcd`uk?6jBdg& z?wgf%6@s^(nYkStGK}*uYC;@IZ7|O$q3h@ee7Z96UHM2R>fZTH?qhhqHTBr~bT0B} zlB1eZ_&i!Ci^Kxp7q#y5!XU(V)Ag}s8N_v$wMKgRv%s6-{nDG!(8p_s**L<H_jKIb zOatF8Xu0%onFBa|FW^8T)?YrSZaG^AJXVG#)DC_XIzqL6?Iv`aFP!f2h$q9XxBhUt zfDa21Y4O7UipD-rda6MGtIb>cp^NzHo9jQ-jX1>eOp2rk{<4|$u51+g)z9#fI8Njp z!GZ!Z@UMHiE8<7Op_gABD9xfmeUoZ?G7z{$eR1icA@)PQ)aYfX81#u-3rY;A|Gc-z zKc5SnGV<y0;4VQO{pj5*ILMdq_<Ey<{uS)|H!bQ-*rBV9f&Ql$__bVnJ2m=FGIo@E zh|n)Iy%Tj=-WdGX>*<6NJ?bxIhrP3bOS0!4DsP_!FU>#0tYHk@^~b`hBJw^TK3bJ& z^tVKYQItM<1-}0GB2PVj{}Qoro(kfuZWF0yLN)YB$ued?#IZvWx1Aztf$zLzovKHW zr-}O}Uf{b+xX3tFsb-J41oP4+Sr726DXsmL5$I#F6gXZ#gm}53<<$aya9uLwhM+m> zv!jETqLClSIUYWBbPVS^8k5E`0H>zeLN1rS1kdM`>rgKQuYANn;J$@ApL?psLksjZ zr%B{{;`Ks5L)>E2V9!=5-}1rlR$Y|CTr!aFmf9T?MI0c{qqGb}UPAj&=+`><r>J}M zX7d;Hjdg1e^JjtAa=%Wp9zot+B1`k`0rd900%q+*c)d-Rtqk@fj_k;OO8A3H%~g39 zC+rhVY7Fsr?3=WD+V5HLlLNN32Y3<JF8bwl-vhrJ(@sc%T~v0`JF6H$&m8qoyoR{^ z-Hy&R*9`ITm5;9h^zJb4<SBb^oZpZ`mVOz1F-@#9Exp3P1!X3OX80Fd*#nVo@K5GG z&h(4mUq%nO*5}}VjcmM*i~r%AY`;v3m`~7S=h=ot^Kc(aZKK^k^lKZBm#3P%fZi+i zS%6m$^CqO(BfGdCm`Sc_lLI|vfBd!khP%2{s=}Bb`U3|Ne2IV?l{d`Fe<OY+pVmon zfnTT9%o|=r+-O(PVzmf@o_l&-{g)4PNCW${tqa)qh_8A}@UJ_YA%R{r(9JAg+l<jc zKcaG)y0VJ>;?=G4gq@5UtSL#IK>RiTXcJNZo%Yv?rtc(pY^4kP0n~l2Ub=pU0{OXg zimQwc*7?j4E15>{xnnd^4UUK#{-&Q)rl!HWT;822MV{e&SaN$m>UDkVVgGi|5tR{) z(bzq|AdSA4UJ3U1JJ#X17wpcr=gFOI%()RrQ_^g?!9$N-$^DJrO(C`uD@B4nm5inX zor9Poxgwpq1ApK@y!^2268gNIGX}bRVXsylBkvJcyy)%-FM|i|pXL>*e}n!nwlRsT z_+55lLOUbar+lRh;%(p!c}$}E6U1A`Cy4`Wy~zJ4T0{6}(7!Axy8N&LylP+1q_Qg> z30LAAz}MIgNw=J6#XMz=^!eTUADx$d3p+cYQ*IJ+LocEqYtpi|1oj*nyRBA;{S&;+ zxYKD1|9U8$T3>_ypg6IL8<o&arsUEdCIhb}vTJKopzkuB8xR6tQF-ghJ0%C4vT&Pj za|1rl)_yIXg3jRI!ev4W`<+kwMvA<7(xA(@6><0Oe>;p*)9~Zxtl9-w_ZCr}qpwua z7m@8KlnlIDxu11934bTKTBL65AoQ#=%!@3q!3$(b>$On#+lY655(WN7cyX1&8#qYe z{)eKi9XNI0F-R>P^C4Bo`F_Hlt|ocU?bdr6{k2*jfY)^@q(;<g!C&XM8kbG*d_G&_ z2k3ix>K1{<;N`jxmVd7@LWdV+lUcnBoo(x%_*G-*k=0jRy9IDwl=FapATxOM6!FL1 zIRe_T;P1^Z!JAnoJ5#fP!xFjo)R)kIK6d8`Bl;SyH>ppl<8_vk=?u5<xr2QoB>jHC znRWp-QTV^b>|2UaV$7ot@_&2*z8R=+qN)Vn_lI;~pAO>VWTIBImM3&Wx+Bg}4EBVX zfLNN>I9GLY-bvj266Q}DrmduZf?t(dQyGz=ZZAqR^A-5zsiYHj4&S@X-8|q6>Tk5u zODkm1r_L@BwNS{SzRdB|nN=BiOWDHn6yTEj^rSNP3i>%bzUii+{<@I%fFz>Uo?w|- zS@H>eOHclePG!mCp3BNgrC>|klYG)YBLuJ4@;k|)4m-~*GI^p5d|XRiosnZg|2e79 zoq5F1&J=}$RJ_hkw3f99e)%Xw-68xJ@V(?>@zXHW7nUloRl(jeTpq3uBd;~#zo`5< z0XX1zkWZ%_eB9HFX8`(4Oy*4oGUy2v{dJENaXw>d=>C+X$M`#<ze0EGSWoLe8oR<i z>VIq)-N{E?^O@Ga4~vLXH*Pt)Q$nW+(XOq14E<>jEB9_c>GQd^g=;aG*YWRM$%H+A zlX7Rfjkv6t+efv$AGl&hbg0)9`cuhy@=p97!i6V)-%CJmE6DV<M?KnpuR`;4tS3?0 z4Yp=i?4$IvBRt?WWdB{Et-|`7&~`YpEJM%j^7^HI0I!oyZ*ka$PDK`4UXFgGn=K5_ z$y$Lw8(-NeQP18H5?N<AK^<Y+t~788`@JK4>kaJmv2jLt7XD5V(a_m}4&;HXzkco@ zzTEu1)8f^I_`PuRLQyg5w3{aljtd}<5!rihs0ni$MYmrFKgYk1bF%yG`g7y}P0R%J z{2Y(@_z}$Gl-=hXLOvw$a7|3n0`ViooG&E~dDR8QYL|QX-s<9E&F{cJT8}GRLg%6O zIw0?a-!sH$8xl4N-6Gp1l^VEN74ob3Dsc2bO4SEDAMghnA^y5M*x%%wF7n&pnI5Kk zVTs5y$;Cy#!H&24t4z3Ju`e0ArlpAId!Cb=>-I+<?+0Nzd+?Vwikh$=@UMc#_IPFN z!--efrs9WD&(RaN5Z44Bu*!2PaR481t@n363VRT^>CuOL*Gr_$BoX_d@Aq1u9k@Wl zDOBqOyP%A`d}s>wG-~Pj^iOTzsW0zyN%mvkg*BF|H^HMPCmb|jN7SB&_V|299}VSw zu6*PJ#l16boqD)`LbITY8g-<Ip_jjtkgwOb3BFW>U*<E%+lV0#arM7;Q}3ib`uxas zcKZbAa{{yDHIO&*oZ9{m>+L*r@B$gu^}JY3$;*?7e-o$f9R+R{F(*Vg18@C(Y;rBi zk(Zi2c%B5@d>h=ZR1ZF*uWiP8trY#W`}R9LM;_=befD+<7wn42^xfkpz$0yc;;16< zgr;aV7hRmMDgD8~8FoCs{Vk#pe8M-}kNGz8QJ<5ZQxAus53ts|TH$%diPu(ctKczH z?KgJ&0nYk*F15lAb1pVTw=BVqNk!h!DdBvb%PjFVg{br2yyA5haa=IA@U05`tM$qJ z>^JN`c}r`jA@=3`-Sb<2ozS0@p=DkRJ-p;?XpP=9{3W;{%MI}|_H$nB7p%W;0NWp5 z)QM_p6TEG~XCD#@(!6=>32x_Fah5#rxUF>h2JFY0^zzSZ_&bU$WLYh+E0?v)S0r#B z#5Jej@HZYfN5GseF)tPMllrZ@-0;uq)TvUtapJ-xRs0KE;G*HfD5GEC0j;|1<R5S@ z-xujgh7#zdhQh>r$hV9QccNR6C!G*XQD;G1Q*Uh?(n-WR+$kV+2fw*EORlqfuK>ge zu@4sLGoIL|VGCYVJlJoya1H!_<N~J|=G+75vQ10xLpSYbwmk{{F8}Dsgku!G-}5JI zg{WV=slQt1-;6me=PR$C*`tp2!BX$5By>GF4%17(qZL(BIl~6%boQ%H*1#tO^jTZ2 zMsPlyIAvfJ_FMM!MNQX1<SYLkN*;l~%2++3`85O{G&#Om5&~S<D!26Z#ePeD%zLJe z`FGN9JqfV;(sU_d3L~t)dQjJ%<5&m939gRw&?j!aw<rKl6#DA&JuU%#k9EE46Vl)} zl*45{dvU)2X|V}^3(i6GKK&>t2X(%eezA4v*I1pf<_hjd9oqkc*8=Q5HL#aoM{2i^ z?wqA5{Be(*#d={H`0eoMKY!>Nf%Vir@6lJ8|KR<)Bk(GPO)%@ODDvZ(vdiq?6X|3g z)#C@D7YK}gAA!!JP0k?Da2fh!b#spy@IX_^jw{X+yqc|wn1u}SI#TsrFfHP&>eAzH zJm~*Zx^_K582hHHUhl9U{GMCCS{HG1oNei_2k?6>r?&h8;(iRnH)a2O$m9QOrdq`M zWsS*pO|M{|$lbb<fP3yX>iw4BKmSpdkywqxUkMGYoOs=JGRHlk)2L5GiD-*RKp(6v zb|kw3ohTzJStAK^v18S_CX%>+QX}&EPvDTv3mZE#JnG8GcuZZx9F~3ExrS2ki9_Sb zTBzSl{-~@!Ym2!P_Fj5t#E+?kjyII}yg4n)9u*h#sYp#lxWPXhM~{D5tpz^bWXP?> z`#-#VV?=~=2jmLx=1-2opSRvF?#7o#5<TLN;U`D=?li}*p&sZsmRSw|+4z2;NdY*R z<=CqJx*Ga8gK_UP^0(&)gin!Te~Vf#r<OtwlJr<L<U4@A^jDkpt+2-@4@_HrV_yOd z>x_s|Pxx-Mo)`WQ`E3Xf`${10AwWl@doIoqGv1ivcnE!ow3~QlpDn@YCEv~=0r=Ay zq63<kJ7GRz{wElA{O71(M+E9|J?|Etxgo!6|E@ZffP6xP>9;$pGuCy&?7l1VH#3QQ zb9%(k3ETVkn45wx`Ev+dPeC2;#4(x}5$Fz*ety)KkSC<=RUt+`$7?I;qkazh1dT$; z74%F0$L%ZKhDRoL&UZGz*Gm@f6VtH2<adWf&x1$KgqjqvI3s^L*JQXK{O;YMrvqb% z2lH+07aQQGy-kgMPr;kGY@9rVEzuX(cZhx|4fQ$M=X{i5c>ex7=Tp{*15enpm>R+B z+WW3LB7d+Qv1Gd74V<LkYTi9xK=Qw(3uE=*U#2fj9KpvJN8M5~QIEboq8U$EN8Fp( z>E!W3{j~P|J2`H||NccMEq>T<+_rPr1<W-hm$N=XKDJ!6G_nre;niz43Ukyi)MQhv z+kRl4@hZj2>*qN4gyb>t=PKX{@tve^m|q{(J@z)=)s{d}$C~Q^J@4!GN$DQs4gDem zw?8`JytSgBNi}ic7A@EJd)YWgU}RY&8~gwJ%U+XB#3gdY8wa8gkM2p&b({r$xkyR` zT!QX3c9qD0vIhC`t?J}nPQ>>=w0^ti@#%*38(sq5x3#_XI<5#F&{C8b@B(_IX?M%+ z+~>X<W!-n-SD$s7J(_{5VfL>B7Jp!0X(uj*z>mFR=l>l2fVjtY>Tfh7_#n?AmjhTQ z%Ni{&Yv_tv44%bYSMj>JJC5NcxW`7!Z15%gV}9{QdHNaXtn)vWq|mp0B~tj_m5Ye` ztnDwnkOzp=4&^KlATC~!`BiBM-V{4CD~Qh_vu&arv%_2-b;8-bpP?&B#1-{oKNPy@ zWIiH}6DccID~#C?9PP~Od_sT=;RRJz;ITqdiu*_LyB)2M?ytuB-Lp<Q^WF-1^{MWE zajNJiI~}e%iMgz=k})OgaW;fU4Dp0yUmF6&lCeobm<{2~>fj+(d|s7I8P^H;g|I@k zH|cNah>O>Cm|JiT!Q&nFX6Sm?9(#1ztYALn-!ol1cKE}Xv)}H0$xL#O#O?v_Uj1r1 z_s|{tP`ydVdm8629*k_SVE~VyFJKL~gB~`_75fo>!E(#5QBM~6=!Gy2KH#Ibd!f%u z>`RJZ$J?wP_(k--+AR1*vfhq#3f9B4{VFk)0r+iPBugyvj%m%XuHE`SNt(H>DeQfC zOP#k3_Hirf@p5)A>MhS{Xis+`j+EV8jR0>F{_*HI5BPgQQJA;z96nd;sz2>3#Ou(m zIu+pkFTq^9p$+8yloJ8;h%XL}vXh~xOYfEacQ%F%d9{yl#cdUw2fIfsR~T{3V$bq2 zBl56AUSy{jA3-l2WbNpcM*YA2uAc!b>b#+J0@bfEhr97)tsFX2KI@9s?>Ok)`N5Pq z=#P2y{>@f98RE#y#p9nRYzQKmuN}`7+YnR|)pk^waL%L+Ykn}|j9cFae?u+g*-_m$ zCS0K7(l9EjxdFe@@7!59483|re~1S-;8xciV}$y*UVel5BiPyD1TpX3eB4Qptl{Dp z;NPgn^8nzGE&Epg4tUr}8QwbbN2nL3%*)1`qaI}IlJG4UI%O{PvE#s1k(Wufh46oq zjIVhC7od+S%WI79LmkcKQu+zxDK%4nEnj2(I^#CaZy}CR23;~$!@j*z_gqcaLjIxb zdW0GL{CTErb?*h76Poq%2ki>t$sra`_k8f6y@E~wi^vB`PAp4)1%LIs{Yniyo96kg z`{T%yF6bI+RDgd7O*6jhf<C)+<Y6moAI@80TpxA-PqHW_{$!5tbwH!@SwcSa;+qc! z*}-=#KMb^e01j)s5$1VM0zdcN9NApQId6`EDQeh1UWqelhfYD4KY8FxHYs%V@eE3- z8#u4c^Tdmv(6@UiPltbyfqo&z&Qoz0^P-{-LF$y~`_PLGy5|nQYtn@aQi1=<F6%aT zz?Y;VJv@@23l8e|?%sotHSzk7z%B5i@bcAaM(9Utp3$T-&<E?Pf_#s_?mJ}EKjM1{ z1!O<)1+LKdk~vml-L?+D<DUbc2tU@mVbF>9QM0b^@?iE00ej_Wfa~4W_2l%(C-kZ3 zKVQbZF+(I*st`}B4c-$eyoWw$VzZDo2b}&*5_|_d=zZ(Zt!u!e`)6vCRY?%n#iZtT z?~(D3R-(Ft_1ik}T!T6td3L@5VfH2Rf|nF=C-m$IeoqzS2x>UTdQ&}YunO-Fe=++B zabtCQ@yw<<?sr;PIGR|5xc$c7_Z9N_Ka0l=_u(EcoktZGLWqMxv@84Q+2Cj2ti8q% zcfYk%(H*l#9I9lH*Z>YRjszZ$LH_J<>FVrP@YV<`PsYXy;5x5n)x<8YPZiNz#d^y= zd*D+7-n%Bvm-oQ|ae(dlIE^&&?NR5bFL`*s3)k`&2HbNoc`*7m^tR_d*YZY+u&?R~ zcYi719#q*7HEYC=$a#`~k6~AWhbx#p>wx1=m1~*td2GepM^wLIF0=9Yf*gMT*S7Jm zZr~<m|)8k(V~QtCX3d9_&q&A##8Tb`xYLOow%^X`ddP1TQr`;#oKJ0Xol5f37E| z&~JCA;lw5A7FM^zE$LzZ&ywdED0lUqz~=v&ke~Go$x1N%#`&JVPwFU`p<hH%b<elk zSpTfh<&|dWsEKk;T=U2$)DDE6#s8nKa&XDdLmt#L+5hh&>T@IC@74eZI~@j69g**- z^f>e6%)k%4;$`Eo@3ceyZUXREOIDZp0^mnmK~oepF?2Lbifbwh(A!ME97=(%eI-E8 zPn*}4ka)!FP9N$A_BM2LW6(uKC-$6}11_yUsz{t9#yOswACI~><J`)S=^t6N$Vb-3 zp2sj_?(y%Wls6IPb=rEyJz>w=EWA#n>EIs}Ir32lF)!V?^+&|PmJr4FXtfOcUv;CY zOGh5}AULH}4<oK5sXda%3?_kfnuhoa@XB`b#Dkh`)PIgWGWwYW{gk1uBXbRP@vPp1 z-W8Y+eoQy^2XTf}yNihj&;NdA^;1F@cq8g!I*Pa_(9NynSB(0Qzum=B0q9SZzCtUp z@asK<j>+$^yMNO@iP%@6m#YH$i2ubL^drZ2pcj087VmHz>+RaYu{*!=S88?t5b!?w zbv=I@@`;LAiSwzzJIaL__FWu`ol@~;L!RC(@68ds4n99yvL*>TP@m6r90z}`)Q&i* z3caAYfHJxB9{ljHspx+Ouxq7RHv)J`PILY30Z*Juvi>O|9Jt-HD&{q8jD0AjmU^Io z^J{(EnO*G>ALcs)GqKJ-+<S!Om23#s#UGWP%OXAt9$WlWWkV2XxO<Lk8|UYSs|vN5 z;rxq(gj!no-ImG8*Ue|J-cSEX;{bL-#Is9zwh_30n(qu77wn)jt#aw0k1b)UAoq5T z0Q8OKGI3=VoGV+FZxl&yOJGY$XBzPbub#JW{02PV?0fKH2kZH)c1zAQ9`S&!C7TmG zILIeN-S;5!m$8ed>Rgeh)V7Z)Bd*g>c*bzI;dl96Cf-!U+*8-lDb5J+s*`S8MyH`~ zUZy+{3|!v4%45!oe8VvDqhe1a@-JfdiO~Is;}-lTQ|MEt{M%4N3mm;q+n?Z^f%-+z zx5s}*(f@0_=U>HH%(d)T9au-+M&U!HIG+T5dhI|>KmOmC$oa5hCV2C$aTSJ>@I&E) z{v61|9gZ>B^!x$uoY`D$=0v~7i=dbJC($Qaern}r5O``>M4&MR_{*sb(J5W{!{kvH zLDUcCW^X<5$gm|0M6z6Fp@e<@&2~r!PWzJ8DN}HR7v1Cy$u>m1wJ#?948EI0{QG7C z?A~T&y!adPk-LUH!#|IsPef7sfHL;eAc^V)CF)T5r+ywa3c)@E$i41@e{i>ydYWRN zK7N`G%i+UgEfY)1Q{ZS(bnpUrgfDe(-y-(w#X<MX@iOe!moG<?;2)&rB3`NVI9D>E zOVe}#^Or`eLK~=;ga(mC^uI%0pxvh;G8FxUEsJ)d;6;}xZZe(#pZySRPoidnI+A~x z!{0;5BhNUmFWg7p^7QiJv2f_x`};hj5dRhTSiUmHy7T+VWh>0Vj(r}L!^a5D3Zvf} zB#`eNepRIiI~Qv6W(<FgKDi##U&Jif#~XjtcF)^fsyrrcbq;;YAFqjU1Mfaso?7w1 z`cMYXujW86`0c^;bQ!;+wx`Xa33)}#BioJ-=IGO!5p)Pe{7{_LG;#%hIk>sK`Ry|L zi1Rtp$aQQ8$G1M_alEu43~0Pc9l|;HE0GVR4+^4xBV94A_7?CWQqsK{JaoQeW0igm z_0s6xeJnRox30;1o~4fSIa+@iiJriDzA3*%qp?4HgAWBRF(I!G7O@&C1WxfxvFrm+ zR&n<p_J59gbOzI;6Y$e{A@amqtP{6uj!orV#JAvBa%Qam-9heakAO?vGM&<6;Adyl zc~|%)cJr6{m{UJ-ej}y)Rs+_P_eXE!4aA*(n|fm1KIkGcv&Igxh(k9#hPU)_{@Beg z>qZyRk7+0n>4C@I;g{Fhw}5*qVl~9j&)bFe1_xK7PuAP?oFd}iK+AV_8x81<YoZoC z;0L+pr4M2d=O@ywnR~EL9Di$tpEf~n6W8R}J-2-${o}ntQOpO@AB=OwdAaS?j7xE_ z>t=;Ru72-q2sKZ>e@Mr9>ZPxr>PlR}xf<NZI9`0WA^5(`>kvUaevq%_a<d%kJL>UN ze87f4%BgXubqnX!|0X7N6|^C|2{dCMdTv9Iem+&3*^T=HxQtaiuzuxzKL*w3Z3wE* zM#xI-;D;`hKmM@T5Mra3{D%>TRt4p)+0<|!^-1#6`@zHV+L_q);N0<>-^Y1BA&%M0 z>1i5Vgde(WwVj4NC|X)v*6+eODn@I}+t9f-+Dh!+A%1E6;L_-R13u1K5V?C_bm)=q z&$zrWZxNYkzVZ*}y>g0adL2hUzjE6ONeALcL(r!r)OYq%$fh)IfsdafuCa$bE{{`9 z#ttK2e-tC_7XbXZ{!7gPaps~>z0<@C<U4g;pVRx%-(}2TmH7jFM22Tg0e(g8|FnDe zeh7=1V<cO^%X_E9=smj8cOuXAUPTxAq3yqlG35IT=P39}7J-Me<}7|Maqfc1(I4}u z-_MyuQocmKR8e(WPWuvYeUo4jV+VXnGrgRZ4!p?B)l|ZIJgJw|c6CI2NF4RqgL96v z7_$E@;XG;MW3gshQ8tAB>+&*@b%-09|8kX(Cl<@JN`EiK`7@0x=UQ!{Yq&WXEW&R- zl-$S?Jpx|fTQpxKYD>6rRfsPB0nS}9cY7lL9{S1T)TBAqrPQ~}xZ4!xJbAY-g=GQ1 zPH;-qrr8pdQk*xdV9)d`QExkKu+O=bPh8<Y<2~aS7OrBRUh|n#k2cN=Q8%Nd!g|KP zS&VG>4cwXY6;>gF4)|_5>is5k#ks4$bg@5-^BX&*;7^>B2b%klr@47L*^K_h`5T#Y zY@EQe3fkVBy<Er}r2h+Sw}dXaY4X>i2s*1G`{Et}<awtJB1whO$9#44%N*kVSQ~ez zAo6vd{d6}9a^X*tXI04GV_xv_<!3i#urK-rJVI39eZh3amYp^Pt4hw3_V~T;dyS<6 zd%*vviQbd+;@+vPVh%SV#Az|N-jn#<!Hp{yh~L^0y7y;>vWejw^rhKQE`J+>h2I&b z-#j*iaIPh$HxV|3@wbX83_do5t9Bn$m`~Xfo+|OHy91xi&vh~Va7A5P-Mj57&dmyR z`y17PIB;g}%A;3!UCN!yCxhK_j#Hwnen=6{Pw{_Qa2Jo44i1vplA~UEXWUT;`)O9p z)W&fE_APxnzxONRMVjK{;u!RWjET2X?4X~i_?BNWcn{aV8V{pS$R~y}&XI_r&Os`1 zsFDx-`Hs!fEv$RnRuh+s3FcUovK8r{!k%f&LhtaRAM+XYw&ot-N5q*Mr<<Xp6qo6K zlm-vJMAR#YxUItX_=h$4kV+hL+bEuo-FkZb+ARLgbGa9d;h3Y4u(2Il2OnpNXW)H> zxxK%?I~5V<J<cZvd<aIp^_)+qGc)qN3vp&<cwAbdqs|9EqP}Qd|0WLhdWBk}8tX$n zd%BGo_L*dHZ1K1;&Qr1y5i!I*Z3?x=Wx~!q`RsqP&Dsz;2UcE$B-ju*N-vISKC&T% zX%9y!Z`~nSQ_V>CVShNu*W_=*-p8KP*hK+PJZh%5?#ZA(#=tLuvlcj~wl5$bJT<{$ z$%~f<d}`9P>?h*!LWR`1OfU402xlyQs6@Y4|D~`v#D{XDXP!kO(6?;<y}5QC{RSdF zqIadBE7%!5`RI)L_$$u1ZseErueNx5#KD(V0&e}7#GFya?*likgBPta%&b7qa8M?S zc0v4bY>pVQz<Rd7+B?;VJm+8@%~U}u;`o7cW9vnzi;?NtEMOhi7)c&7Aumkr<zBc2 z{4w&QOri3FeSc-mSWX82{iogg1#vqjc9D-Y5c<?wNR2%FXvnPfni%53iC4mJWT9Wh zQMr3e$|EixTYU9Q0(HK<AqF>Rpj&VnIz}dfH@*&XH%~x4vPmZ8=uzm)wU)MN_}+#8 z5kC4MzVW4;UE94UoGjL=t{6Q2_15yis$Ag2p(CR;z^i{Hf81}&B95}q#_rzFL#p32 zTlydBSZg6%Lw?Y`KS$m5dxUtXvm=>>dV=mBdcJP_{RB%JCkNzn$>g5x4Eewj(O=K@ zfDh13ojiIB`h~y=hkG1h_<gKjjQ{a~zh^hhG9j;`lIe{Xe2BgYU7z--ar9e|oUHE# ze@|#R9rN=T@;?rXpf2!}vn)3<r;x|fctuj?6=F{FX8W=U-p_e&lUo~l^J=u4XHYfr zHNyPT0P;PN5Lp^!P1I{{|In~RzWd{AILCiEs7sL8yq~8>T|Y*|C<Ap~*J2_r(mLpN zv*J>lu<s)d6O0T>m~UA7FWYnwd}%Ep^FJmB!t+l$5gLfcx+Q(5<THRz{empLLC8P; zEmR19LqCBQ_umW9wX~=9k7$BF$g*!y3L?%$l4m+~0)IxIYgw}ccb_EG2<`S&Ha%RO zqk`Trd5r6->lefi<|^+t<XQ6~^O5?2;9K8PT2uybo)6LF$SZH)8teYI{2y?xJXc3; z4dS5f?}v_8z&}<LKa;n%p>AzP6=({3rFf?~`WfFNzDoDI0|#`AXT1)xz=zNE)3YPU zn=^hNTywh!UF3aSRCft<uX)M4?-!wG$t=`0fyZ4KsK{|BN8g5gqmUWmKs||{bm49u zK<#`jXakRFLq~S?p0by|mbTzAiBq+WN#H#qtdk;f=HM?9CY9}|qhCpTrmh%=KK!XG z+u5)atuK3jKE*zUt*m*AsiLlzbg-!FDE3DxR8l${^`ikd-D|I~KOOPcdY>a-PTe~2 z1p85&ARlIp-*@E3+vqDVa1LaQaGun8oa3|*JzkDFHpQG_P&%(YLBpD(H5i}c<4f0d zXaIKJ>E|C=4IFmPWZ(p!tYZ>k>I#G(X7lCV6+&Kgi9cEh{*Xv~iDeA`<_^^0>HuGm zkR9>(?2Y@s^B1oUyuh50OH6DN@Y>?{rIw_ts2BL`NbUSZo$mg*z-`#`f|QZ}4j#uc zwCm}=Ax>xxo??U_;hs6^gh=#d{_d8L22b$2m|2!^7kxNUbMHH#FA0tHkk{-*eKse5 zp9OTLEt#?Z?7rgr4PNcciH6@b4Cs$Q*Nf;}l~qTcy+J!s%U*&!O|C-tLl5RDCq*P@ zkUw)2JJ%C-@&D`#mDUe9KjrJ;#<bVi-|gBzyYu<<Y!xOKYO#J#+vrN6H&JdGd}lrj z|9oa}$`ShLUJG~ThEnJ)vBQS9(!sYDnI8qhAJ>)!I|kpv{(Vh77*h~ef(<gPiZO>- znmxUH4<1E;w$IH_oSP8&wLB5?>m}v?#TcrhUj3jkRS?g|G7{#P&!F!3vwsg$5aRB` zh9oM)WzrTQx4KRANgisT{tmn}<=__F22YPm`nDK=d~RwXyv7^r_vPq)qhRcxrs01+ z{;+>#)|V#^CP6QBw;QHKUU36$RMW)JosFAs9o0c!=yDMAay#(*?E@V*^u_i%oE<W1 z!Mp_Zt>aVpdn6=$E2D^0dzRLgckh`Tp5Jg=IfFjH%MDuvE6DSoi_|bqAU+wg|0w|e z_tsZw{07eHta?-n0I!3T|MrD-VjfG?^j4WL^g^@v;6vD-)6?!EH`IZTzkV~-lb~<H zZie~~4Rj`c+L85K^zjN_5I=}`eV)X(_g5_XETuFZ2B2@9JmF(sJ_x_4Sf`*OhfbvS z)opeLbp)mdExY~E6Ms&divoup$;w48LRVGPJ*w<&gMHk8@(TlSrzs&r@C)kSjuNp) z6``kACK4&Q2-p*}qVsQtf?t_>`<*!f|CswKDBjzRx;dw1*c|Niw4W<|8tganT4xW* zD)RAjtMqMZn5(@pIMe+L=b<tFiBUqnr0w#f=*9u`Z_{zVIb07N>6nzK#V#%#7u~AI zKHaXG+#~cKa9txgqY*lK1n1K6s5bOh@JO~-V_jU^YaINBp;tVa+sDreUChmK<O}T8 zb);lf<u-Jl5Oxz==ui_(8~a4DzA;++eSCK7-1qN1eD)VOmf-YQPYt?E(WdZI@E5N9 z9@h-ui#FX7BT*&J3okEKe)<x5m2KF}Ya!@4#;4c9FT)RdOD`M%UbzSB?Ij>?)7DA; zOK=4Ls^)diEyElZafEfMA?gt320b?!Vdq4_?-i=SZ!fj7IpO<hCC$nn0w2xc-T#@X z8*}yZvg@SK8Lyu)Y6yWY9(_&L?_DJHj2BWD>VQL8+{uQ~x6p@ab8l=l6*^>tj=^|5 z`06v^7j}c-32&#~bnpTn`FYabLchwHwDG6Qz`bLA?JD6|2Se9GtNZ7n6HH22|A&3> z_Pzh-4|F<@Ke72k;LUoquM%g$6HERXWbNwFe+UoFjsp*9%ePFgBj0e}*B%=Tex=rO z^^gvJ=lJNayamKzwd;$lA#~_(D7xo)195QXm!S039n2FQs13+QU87LDf-4#Rz|?Bz z78#85VGCd9dtqPGO3pFap^j=e@h02%9sE+|so_<`p=xIDC*M$)@_&**{t<Sb{hw65 zMF@EO^cV{n_Pv}*SzHeI5qsr`-zPHI@gs%JN#Iqadghl&YUtew`z-eW*P9p4B);zl z?<v^VBagX|gKlXF7x6t!6WN5rU<dRM>5{!DVV8zY8>xsBWP=saec=6yk3Unjf(Mc8 zX>GoQbHMLL4*AlZLS5}x7*`$Q%}S%Zwhi#8=k?<<bL`V&+aa-F;L>RO3wu@c#dTif z%hp{-y{I<ih1x%y=Q1)sTlpLJysiEUjsU;Ui05nK2EVvM^Yq#%cy_NwP_a%9coBC; z{VC`=l}e{3xpwh;bn^H|_=Rq3*2!~^(bw8~-`Qjc_Xl|eQZL^_zI*@c_+ES5A7P+* z+yXeBta+Cq6@Ffw{+eJ6Jed8f^t1%HHX<?J!G`yDo%j~9Q3YJ~d&9rS4Z2d#k*fR9 zcjD}<wQsm!PMhy(;~aDYH_e)9C#*MT&Zo(P6Ugfg-%-orb#>aDH!Bdgn=1}DjJ-u& zv5V*19^l%zV;%i3>{s6Xe{{@$(8t7FRzC~fr&)gKZT5HIWp?t*-Fu0NX}*o;blVez z2yErs_hHAfPt3beZxCpF_xUdN!Dc&Hs|9{QY@u{+1%0V+6=GhKp9KzaTX3;|h5gg) z_f>2_zQJu0=b~v(5FUGMH-dPqsyLBR7J%~#rnw6`pMu|Z&dz@;0biot`M35Lej#aL z%7wTj@8c*EK!9#dNpbrt;<PJ|)%0U3#NX1N&&6P;j1w0_Z@}(nj%n1((?TCwk+@#| z3;D)akR**D)?3pj>pS#}=!eG*PP3tpl_(=c5BUL&<Y9|M4_m@j-3ryYB-Fq8vh)=Z zS40i{tw*9!2Pfh_+g*oz;9QaPh$eKM2Sl{z@VTR-*G(!AH=GZISw%PCo<7pkD^uV{ ztuEfj3d7LPOg_!tzysVXe0OnH9Ximr=GfoyyK_FT{>cJA3b(^k_eP@M;n(UNdHnn6 z`v-Y_)4=<Py5~xq$e+ZVOaEU7*`!eY5BT+TL5)KTdD!P~>TA}1nCA;)+om#u{VDEy zU5<Djntkf!A92(lzMM5U*@Qls@mL%)fPD?xFUA61-saC5JO2y$nafxe1NfNZkd0^r z0ev9a<PUp4+Y`dy1f-ri3cO>GHFGAQ|CBsOu>^7D#Fs;+Gsq*_gUg+F@2Po6%4VI& zgg&rN?h|x!$m49yu5ZKtvjjw*cH}{CqFUD}EQFsHRq_0#0ls*z8>YGAobOC#mwqzT z7kUet`+(n!bPKDFH*p_<$Ey?HxS@}4hABisKV;rV(O;j1xXC5{wIUw+Yi{V|Vd!X- ziWVm$XHciUsD6vF0{ia$>$w-=Q)mEd-rW%7F-Pt_W73A6kaK$SPAl}SX@QSHAF*!_ zWqC}%Z*>cfKcd7s4$^6KdVrU*sh!%i1@1V<8QyTUfd0UJI+7px*TvbN|0xWit|jfi z$iRyHmbkgz7rKsKk@dGyVdzR@Axtk2FOq+ZSrL%e-udxE`YQ6(-)7%sslXpjSG==s zf}P}r4h^Kcp)N>7@lFVMU9^^avwp7~frZue!ZQATEzieCo8SXa<k-d(tT9JfC@6Wv z6+A^hWc@V!E1qB|L#vH>cm3dKBFtxfNOm>20=}6XU!lx_?_EBtv^AoOJYa@M;45@$ zqo<2HKVWxhyyN6%(2qFJpIy|L0uSM3nHhpEZSwPWWFv5$jql34W2HF1m^evQzS@S6 zd~&KG$=-(WIOJfiFgbKGVwah)1DOALd8u9fHuguIFIHaw>#g@qOcD4YPnj%Ofc%)( zL*MA~ar9?Uurrv#UyK@mwX1GG$8sr^w*qd-yYO(X_d!qDesZ`X0dp?FUyd6;hd#Si zJ~~H_KAQg2kL!n_8yRQcv0+EOIX%Z|D+u!^<ecM8x8OI{%+b9@$a}6xtxO~S->Pig z+`>NUrLWB0`VAeneAGwlIOaB`4cR}BAm7O2>(GGRkZtKUP0zwFc>5Y$z<*5?{bcj- zx|uubs~X$D!$&u?=3|hzdCBEW!Eb1J#ad0kXSTIyC{*!0ZD_f{?)k3wg=W~P(xL0A zUcEl1vU@L+s4Ar|{N?M=Ka)A=RF$!wbg2Io#9Ut0k;M9zJ&xAE?--pE+n~b!bWab= z^#G3?ZnFu>;W57Pjhz7*<`;|IT=VgWgUtpq8DJmBtx8S+f3wo9(vJvXeqnAu^9}{> zU+46R5?}_uxtw)p8Ge4m_1W+n0nC*ZC=LEX{&2M1i}3(H=W}i_mu)8M;))-Lsem`z z<bRW#p`Xf<DiZ6O!XKtSeN2)@o?!iP=pFnb>@AD!QN-znDE+Qy8+g4_OTavMjM~L@ z85S+*2-60l8vd|DSGDG_Y}Azuv~0Ve3mBRI{*Q4C=isbdu9rvLe9%-%H1-BMhW*aZ zWW?3BYi<fxdQtbuJJEG*59<DG4yHFr>@f#HEvygTsmrBBvD**a`lByTxEXb!L-Z;q z(C@-e#Ot>Rel+ttevB9YpYC^1=8A?r!C+IB-lP?CVB%?>dEjlSBOazyw=oBy#F3zL z5_up0MxU4w;(kyJk3D!(>08tB=O)O{NGIoMoe-ye`z^iUm&=~+F_8zs*V43vNx(a* z={q0p-di6i>MC4O0RGarHaheJaXXv;et<IK?5E`8pYi;ovwMrO5zhzO3k}LSa35SQ zS-E}+;*WmV8N0{eyAMxab4W%%LB?Xft1srkj2@Uz!A^PaFsoA9qTVEHO~2ZK{+K4S zT21I1UKhzFqGG`3xF{}VKu7hHV<kCdhkDtgQ<;U=(Eqa}8pLxE`Gbsi&3Gvu>us0s zVja02JKk$iz<FwShVSp5XB&R(%-3M#ZEtUFttkV4>b}>6vcW$6JKSqDOVMX+Yxf}F z3HmeY4(na{2fj$M|A|jM_+)6MSQJ0vgO||8%s6xtqh~YYi0k4X-(4Mu#r~8D7B+lE zzn#zFwNHiUlaV_tL=QX-OEc3mM?PrltWU;<{G)UZ_YIjqPZAgLxKxAq;IWX$&Vc=X zAZgrCj?ZmhFggHTXoK&3n-T16dBx?JE#kl_Dl$PX@F<6^u&Vxj;0e;XzkI+mevFZ^ zgkMEIm#N<N7k0hq@$9TV;(E1tTS_tNp&AW8H~Xleqqp$0zTdlh->sou+&uD<i`;ru zDR&7YWvl#Cl*kuYQj5ewQExsnd#LO*`ZUXlRP+#!jkG7;9J+%1_jKcdIplwqg~9e~ zAvjM$<ZDFY6#VGrp7*7%(MPk)K;&<O&#{bL84yLBU#@j~41UW-&6pOdggj^8zDY9d zqq!!H{;)Xua?GrrT<?Njc;Tnd@MpZQ)VNL~1Nc)}UCHi*x%K~Oh8w=)eZOD*dW*O} zb)<mnFZg>nRTt3(AI#sfYG%3v$ENxeJsYu4YtwP(T(q&i6S-VtSm)H-cOO|y?Feq; z^yloroA#teybp%1q)%ma`Z-=7_~!Mz9(XI;>le)@4&i<DLZ7y2kO$ar_m`0ZuUL;9 zcaFe(dBCWY`7`9v7X_SqV^LqQKR%-+27W1j@-Z=R_)tiXOcZdd%+u`4`Eck?N~Zq0 z!0o%ECYO2PN7r2<H%5T-*6w`!tPVq0RVq)oj`iaoZQG#gf$o$%PI-VFbI^ZwstP%A z?w*OO6E*U`oRD`!7TTzXt8GO7gWqHym|rJ@9aL!K{Aq?g?P>qEmH<1GV07o&)w9NT z8s=KDzg2R1$v3e6dt>#z?*YH$JS)b;gHdNtw(mU6ggLYeACv97cjvy%zUpD$XC_RB zpA@05X*gU%;0yAhXr+q{3gC-u13}ryqr;|S4=+B3UR0h)$OnF<<{T`12Yi!dNny;( zL)?vJ@2AH4$*Ge4ci|7}N75tR!r{1QNUwB*3Vt~}s>vgPyi#wy;VhvKJnI&lcn4m$ ze~WH(2>IJ{I&Ig~N$8C1=jA*SP~SVY|8o-ZKAl8yg+lPy8u}$M1%BY~`gfJ>JGO)v zv717rML0jncRXSiIPl;oe~cmcs;!RTw2lb$AtDLkP3X;P1%6cOq~JH~e7A{y*$@;= z2<5eEz@HkSedX;o1TO`jqix6!6HiG|Qo&B`Zxf$;oD2IT_k1DCh;txr_pCQcVIP-n z#i{~#^sO$vI0ygIzqYKq1HP8?#@#SZ3Ux;JV!BZ)<mGEc8I}t+gqI6m2b#bSh)mZN z656nyLe;&-QP5$>bQ>(Fk#~AeStY=pGeg9a{%Jv<dcBX61^j6=qNbd?9yrHxn;;B- zz8$l1ydHQa!hAk#0yvU<F0$=oBIb2FgedNVzfagoJIYJ~r<HFD?atpx_%OPNd_tb@ zxt6W#4!tt9i_#JMsNTMREVl*qIx;0y9q_Z2tZS1E>d+r=7CtTpACjo+Q+QAX9ugoW zKn*_YV!6-zKPl8h$2ms?@Hqxu<}X_lU?**+EaVo*2TaWJCGXo3;)6?E#q^=4zQ5)c zw+FnRSICy46Z+AssW+zZ7xz=yo8t1wGdb!8^xNSFO^41L#<||*gz9zYAL!G#X+W-w ze4;Cib6+#=_5LCA_j4Y2(~%0!n>UXDcUFk&ZdbuhKRxAWfxmR-k4Z}5^=aIRfy1@n zrAjo~bja(5Ym=T_0Pa$UQ^-8L0o<KBzak31{rq3-+0}bk4`#XQm-v2H+txzA0MCZ^ z@)FJbg<iS*rur!2{nk{lQOF8-pO|sq1Q+W0HkW(4@&Au**xxinUQv3e(VPOj>cv97 z*|iwN^RXSp&G)DiN66`4MLdxby_ui94}ECd4ZPpLBgRx|g6v@5?W<mqd59~fN=AQn z=TIUU-=s4VLATh+7Iew8gHF6uv<SaQrWt78ty2_JITKUpAP!|OD<nUJ4*2y4O_w|R zja!e*bl`nmi%<Impz{(nmZ|YgAfD=bI+ud~3b{V!)yn|>ypL9+UPC@xHT;tdc}wvN zd8c>I;7h-T-sT!0Kl*g`IXU*dSn4n}QzP&sbmVKh5A0N6Dn}go?uogLVZ(grtSt<w z;iw<hmdKgYfZsUi>ysbABcq>XKR@uH?&m}o=MHqNi*C!3Sda8N*~_bk5s&ixS*`R@ zr@zj2IpI6}TgM{%l{Nar)C`w-!8?9dT#Cy-jXtc(ggIhL^vj)yU;Moc9%rng#(x6; zj*cs@aYXKHAv3GlUCmU#9S#BZ9IzU*%F6|aPp)ICQ%^2ie-edsmPLH!M0z?YX9 z%hboglZq;nmVz##AJbv)f^{zHYr51PqUW&Q<@*DEDA*Ht_Ix)`f_*=rc>A!~41KC* zG9+<>$n!P+GVX<*_geXzM<V)=gS7N!4G{kiHA}RO`k{Uit56(=dQj<wiKM6K+qYh7 zm$_sE9i*&B_|tXd?bWPtTj1?Bh4gQy!GGzS8Ps#Ye`zEgH;vnYTMvH<HDKMW71&Q? z^nh=62>jVyCwI;l9!mo7=MN!A`{7@1&!SJUQ-CLKG0i9Zgl;f_t0LX;{ZoQ1r4jG; zf3FJu3;udqyH+U;>mqVt`DFw0M2SGYx<OmSgMsZl2gHNoBNLis`shnKs9+K51fAN? zW_-8*WFVBXL%tt&e7E4{?wmv0E7e6K>`QpPe<U6F$O-=69$VO#>!ypOX`j&luFx-1 zi@)!{rZ{SYb=GlB+<A?4m`oMeD*&BA&_*)2Gz|KVsAgL;*16c*kru&|V8-Ab+=)7o zmey@w6X*|5_lYu_<NTh=__j?dL-dbzQIUyv+7U|jtEN0foLJBcYI9jcU1iXceESXN z7FDu52_u-JP`#VQfp{J@|MA2&?EIyJK+feP%mWoObyyv;CoKJmto(Ktd3D6>Cz4dy zsmPo4|B|5#9GK<yPe&g5q{Qy2INqOeJdRlqI#uP5>+A-2zZV??5%QzZAm`Wbu3;|a z=}4+f1@75<&nmBmxUKD8S0)8q<T91Zs0Oe0y2R{8@&G*AA^zM$@WlYH2M>4aWXlzL zW`<Z#B{l9ERebKI`Fjc>PweYPbNd~{tFQ4QY_yM%kF9124P)QtwHT|Xz(?w*RJnKO zlvV!bRD^B8ubn-|nLZ#Nn$Ms)3LYr2xp9vR{y^`&?|wHQ{GWbyvJ<*o_cB}1Ocl<d zkGXk!8ai9<GUx4uW#r*uqaDI>m^WNd-o6a}S~+lJpj!!g+;SCn1?<p`%%=aYJ#@jg z^%8FAr-wGZ&C^!FZ=Om#6$r8?e9xsM*B?NA@Lu*l1{-^V)UpEO)(rGa{kzAk$6-fH zUEXEh$g`hr9pk<NKUDj|62AMrKMd5(Bd`8DOhw`qjJ`_ekUTm3u47iIWhJoRvgHxA zIV<!-dtCge0X$4zu+FTmMPE?!qKG{nCv81!tKv{M^N_i4Eev^_Rbuoi@b=A6^_ME( z;Y<kg&W<wryMDB~?yO*rOUGb~0X(k%WrFw(tXJj9rK+djz<08;@6UiQ-u&PkNe#QY zaBlx;Y4jUjKD?$W&IG%O`(^kS>n0%h-pUKSE?Vj50aZTmlN*L><mji9<Tu!&a)f>+ zN7fyU&tL1QWO(}v`uFUoO<H_Tg*i$15b$wda<rCh4)Ry&`gEUA;N#xgG&eV(Uq?{7 zS0<uAo9Quy`(EfyJJB*K)~LUA(6Xt)E<DsTxdIz;-diZ&1NJuDhif_hFB0n-`Fx+{ zCG69~FPapcnCCfCC;guw{w`}2hqVIg2|O$>7_Q)6f@Axg$o~SDyow$u94o?nkX0}# zuLJbM+TpylDCDzItWxzOz_rVNIhtM}Zp_%(UjyFn=e`|f{tI?U*wfPnKY!DU!Cvs? zHbw43S-@@k#ETt25Z98;oclOBa9*1sF{NxX?)y0}b$0ijQOfxC6U}&C;2o_{M>5Pw zFoq1~0Ot$-bt}#QKOOovW~)_E9|?b0Kwv|@6nL~b4*X(ybY7bEJo2|871@Hb;I$fm zwwj^e6u5KLnr2{*>Z4fq?s@X^xj!ze9K`n~={WQ59r{V%a+A0K$EP2QXvBc`<qS8B zzbS)VG4yGc0goB&Xhz79Zw>f=F{wq~`fg)WFV+Kn%#)QJd3WGHnz|Bn(1j?SWZeb* zft%6?d1nyEWVVCL%A+x7^)cpq33ND@>(dtZQKvq;(oTLS6@L7YH{)^^;#0lS<v<tY z*FFXN<6q)lm*Ou2E$#Rm$ydgwu`l+b_wte>aQ^qkvsPl*S=xJJZ)W5VadYjLXFp+n z?DGaUpBT=;?+W{_3Y_GSXJLB{-nMd{vghh9t{!JHC8~o?;1uBg7kK4ZHohDQyr^@b z64xF99~)|ImVrG7cu4Kcaw2X-e(qKSPsiB|wz`NnK4A({p`V}|&Sicp0uJ7D)~L>a zpB6<DCln)(Gzt$_bK(WhjyL_lgmpOMC@lO8c9`0<HqZmSUdu{)Q=x@EpraM#;|0k3 z^%cS>!N(JCnGkX5B9HCvOdZAkBs%69hrzG+ncuUneT=w6CCT;z&)?eXltojF`f)Z* zx-odVxZi-h{2Aa&;LPeC*du+@y6(Ady#9O;$Nwn0?szP?C|pWe30X-($jUDJlT9IH zXD4KrT|#DM&#bJhWRqFEc4UU4kR~Og2q}Dzzx-Za@3{Az=RD^*=bn4#8|rE2HvY(* z#^)gOH4YEKdBHY|wiYwg7lh_?<5saAr{_;4W8FTh^6U|9ga2^K<*wx7p6bhs=jL#p z)V(&)dFU?c5L|aOhEV4e$Vxc+4*m7fHeR#V%$Va{u)VZ{y4=b7gCBeFxn271nk7^s zpZCrn8OHZs_N=BTs(`<Hdr8s&kEC9Fh;+jG9`Yqz&v*^~O%(rt6L{lc%q3&fj{Xtx zZR%L?N7t-p{GoR-clGr#t5W0xpT}<T+0Y<<=cU;^x(9!F@+hDhe3VDTeqaUpF9nff z!IyR9SFAKXhS(?JGkXcOH_;C&cd4{p73U64I&01%ZxHJHCi4z@iiX0|&sTe(pRkPl zV29q;@scjl3HUZ$yr{zuf2F<Y(Kv37zLcXzR|Vi7H;vq%?ar+)P@4HBDunY>%h$ML zykXZ?GZhpx&>hzQlPcJY`2A$tmFPJ3Tj$(a$}RA?SYoo>xiX4BYai);1z!D=u9~UG zoPwGcv_;|Q+gJWexqI&2DM>O%9`&J{b>Zim&cTnYz8$dD#rea{6SJnD;BSOAku>yg zu=yRFAz1?N%{?8Eh`3a~c3EN#^$Yd+2=@(~2cBd<<;;b+G*Y)GpliPyA+F|V@nM{M z*r>Wzc;_GbHr6j{PCI~CC;S)fdjx#(Pb85q5#r#r@WOM51BoYn%mysLuaB4qb^3xA zUf+9_^dRhWwtdzY`Ps7f4bpbhZJw(7kqwGLw>0tPp_B#A?N_`b5{vl3=>H}keoNjR z&b`Wmc=gEO?E}nxWMSCu8P9`$Q@FNBkM+veyZwOS7WRex1n&m^uRC^9{;56qi|Byb ze-h|R+?Pb{;0j)rT}t_<8v4Si`r;=&&=>Lr|J42gZ+Izs;2Sw`#&TuzCG<UdyC)G7 zczke_V;~9Z?@lk!xjXMg<PF8AY~1G^Yx1IJ6rW?_Yb@X0VepmiYY9F#T?to`_WWZ9 zzO2}tk-S$3KPY@TGYLNkFOOLu0shnfW}IQhzBn~&7S;oQrWUUM`UU<=GU;<q13anc zXsQ{_TlDLEKV(tc13pVV%{+*BW6l02Zl@T}`^QNA8v7BaFs~4S^S-YQPqArZe+km2 zMIo@mSHA-(pPQmCBCDTy{Ra4<%&lN~5#({C>AE7~Sg-GtzC>rh7r$&xkar?aBtJ)I z_88~pCqDJAfX^OxW&LZ1_0dw<%M*rtw>Wp{Tn+TT^Y^c&W{u)?v_3R5fDhcR>umUZ z75ektuMg~baGsFe{nR5V<i)q%-HU+kar|GfkpSu$8>Ix}8RTDcVU4nPypWIHGtKY> zFD9w|RuYf>)`<AMfU{$SaTo3SH#wMNpv=Kx!GiS?RDZt(-hDqNKHmd8cyUcMapWTE z(DpJ1`5K{HlAQ><vjaPdoBiy+h<iPF+Bh=rBYw%b9#3?KA5gyRD}_IJH7ZIjak&x( zr<`m;!JoepN;vBE(4W0!QN0G<PLZZ>5Q%ugqRh42550o^XEl{C*7I|F(2r}Wz}<w& z!Xm_#p`DtxY4BZ^9Ez$q_`&6HeWhJKuB9_U2nDY@pkm@im4y3V^U2@EsKcHr1ba?m z9o=5iM~=@yH}kZvpa-wKE&kbFCKEayMTQjbIQY+=Pmk%qixh+0rg~7vNo1F}VS)Tt zpk`2Ch8TTn?AO$6vA%IN3}uQ;;EN)^&&uCIzwK#N*WAD8A4$2-M+&@LWID1sh<J1J zlL2EjbTH;&v8%_vKzDeY&3+cV>=)5^+nPAy%I6J%ECSxY>gXF6e4bdDfRbtw@IJ!} z8=H+-r>ET6)`t*xGVVT4*#r+Z>to!pfPbyu>2s+<{C+I{i<KJv@H`GT;xfR)V@&M5 z@j3R$nLiKfML#g(grO<cKYCkk>Y6cho*BEN%$kTBW4E610sl45tg|=(f4=E*z15h& zIxqi<DG^70rs8tF;3MkRA%}FfvHt(U-@bm92p$j+uKilVjnHF}MYhh3xmWJ}90$jc zzx}1=^~%QkSU>8B0pDY@&<uVKKIg(;ec=S+1UHGTq=h{C>5cVC!a{*N<vDwD4r0!k z_;$c3)@M3(@a()K^kV-8M>$sX1<0n9%UVN+8zGrdpg?_I+aatF`Jd51UgmC}Y1wnO z?KMNxV<I09{e`}FEIa?(wPpOj^nkk}_Mde+<I3U@=rV2hk6k*0xG61eez+BJ$idY4 zX$9s1{&z(B7x<KLNVGVoFnFR~tknm^g+voh8OnJ0q0-*h48Tk0Qn}!2e1Bg1kBic> z;EjU&9AvSt2{my{>a5t8v-IcN@xIY7*uzs1U%13)wRh)#c2T;MT`NZa-(2+4U?KVo zX^U2m;C)uaWJ8X^uW}#jsky*zo$m0nJo|-uhU7^*x{HX<rGNJ9&J}%kkxY&S{@6%M zy>m(me3ZcU%?EZ>{Pwoo{2$ckJo|h8Okus*%U?NwXM7ZCea)1Idmh?PTy+7z%VK(9 zCxW^){pz0QC$Y|^sY1QyPJt(1Y%+U!2s*cA?Af8Wz}2&sQOx+hQY?(}=HNj-0l8PW zrO-FPB}8<QAN<tpt3y&8_<vR*%|1%R{T~Y4A*lC+oJy<Fa6{c{B;xPocc?FqnDg>N zM<TvCOl$>zYo!e^j>PxhKgAb)Dj$6l9;zId%z*Dnsoy1=f&czZRI28{pBxo(V&D<I z*ZcE5_}&9gcv??DKT2M4G*#LM{x+fOx&XiBFYFJO0Um4=*N?Za!S2aZzUTI1T|FJT zg|`r2sC*_Sclpb+;Qi{@UyYiule_bRFT6F4ngve2l4X|ihMz3=i(8LJ;Q!Z%4u9dm z`8WTBBENCyhBM+pO$U&#u|;0&Z-HM*G5-wk#QP0ZU-yT8V&V0Q_Zo1jFW{K0(j@$E zkI^MY9XEn*UrS6JKG)DXXI&KRKjq<9qj<!V`9+dJSvK5D#BWu2dItGzy`K>)c-}^{ z)c`FS^o@QUp*0ydf{oAzStm;1#JT5F`G<j@Pc_ZH;BknNX{A4K{f*Ig2aziDQBcQh zWJ8Bc$eSJBK8^Z(*rjfsBJ`EbZ|A(Qf*u%1)bSa8ORdf;Ef@w&SSB4|e|G`<D(U}P zst5SaW36)menWM~)MZQu`%}2@<{odnPSp{rb~WJA%!^M$$Un>%k~qVg(bs=fP(wcg z{mx-Q*_2VJN0R*+$+pCKDF4sT^=H5zEI*7&N29-{SZj0+e${?m^VTHne1ekt2Jv;& z2^HxV`r!xs_bBEk5jRLHjelSuE1`9r`bvpD@S?+O_0A6ZE=adr$${qwqIsS%9)(~0 z7>L;cK4<L2U%p%hKeXuhdKiCyInFt%;R}1O{+*$I&JAbAgQ|70pMrTm7UxRQhbAYL z7zRG!GQ4%r7jfj?nG?#Zcc2$0lb7Wx!JkZ9Dr<D02cGc_d1i(=Kt4B4N4&s&npPeU zji8&p3rr#!27fGj@h{Sg4Eo}w=(E{~o58PtNI7Yu&#dFpwJ&&|yWWiNkAuIu|J`FC zzv@g773kdXe}uZsXY|8B4^8{e*>v_X=0DCvvsL5uM9hq2Bq#7ahP?Atkr!SJZs63v zkGOgLk3KJ+w;C>EyD^D+(6!jv89v1C8)-MCQD+eK?$yox4u3gF6q)XVdcNVKVIfiU zi=>s;CCkCy4|B18p$8vjNUO7ah&)?QfGjo=I;_`r(4O1K1CQrgwjke?qU-P#H9}tV z^bO7IE7+CG6N>OYyuWn8A7=P-M(l`aRWIzpm_J<#>t6O=v?Gxj>paqL{dfU=r~fV} z>!43Y<wKd@Q{)*b)J8uF;5TZupL{04Pl+mmKi&|)>;F8xuSf;@;+eHJE>-kj^tbv2 zfDf$>y9ab%awB+9h`eijkNku*?`stNucFqZxR-Nx4y>PSG5A>3bk~s|&|6<mE>)ey zJ_h=YO*$c-M;$1b4$1*vkJYPIf?citjP`Ma9THK^k2sJbo-A5jHoOFVBYSa}8+|U8 z(H-4&fvA@%YQ5Tii0><Ve{B-=y?=e;QYNsU;D;k6hdSXGeoYTr5$}V1>F<3NfxaW( za@X4)aUrKE;6?=Oxx;+M+Yz{-oL5<r0DVt*=;R_kN7*ym`+_ov*X8OG6+$@QT@;pg z3G4bJ?k~S8aFXPo=-y_mUs~~-qBPjwhu>e~OpD-WOS}PVu$we`jU~f+;OlEf=P2-{ z%;!leOYooJTI<K<w9p-EZA`3PG53Ob^o~aW@M4|n@eKG?m{_-l`UdQ7k9g@VtXq|M ztIav^>4Jpqf->Nej~>~FF7VNcHnAaY+}}iQ7BB0j2LFl<38nNv{*iJ-&RZLEw*uUE z$PxGFR4Ps<YCsR+DdG6;27kyR*(Y5H9VhEh)M3<%>xv`j3-r;)a6jeJajZjhYJ$8I za66!>rd7BY{N+hl+F$HPrlnK(*<h^CbKkM^|8NiZ+<#X?Gf=;qAK@8#hWcfk&E**f zXTpNW@cW`0$om@pC|t6IUd|O*tQ?O1h4KEdCs<DrK}qZ4^XNYcO((mX4Zg;kt;{Kl z{>}5(CawbiE}e*YdkueoL1prHcMjhiv*Axg_)GBD%-J>#=r1~66%63zVoc#);@^R% zitpsCpF^i-((?8Juc{Gl%lqPtc`+g*O8fre9s{p4#qx;%;)h*@?}=fq!lAN^YCh!6 zR+`oiun%qu3}3`=fcF=ET70nreSvoL=D<46r}!7tJ@Q9h*pP9>aul!Uabmg|d}~;} z%RJ^M^2m;&Z_40>`(H0S?b8Fky#1z;4ga~R_+0)caG&k??OTE=(6xVR=4XI+z0i?o z<qrezy4c9R2tOWZno1Lt2OmBme8fl^{UMBdt&CBpTss-9Rgbv*JoZre57bqxw1Pw2 zP5_s)#CmVT&RI)e7iy`&KLVx0cX6VkG(@lv^_Fn`v<r`^!T;wuRCnjytG3E$p6tN9 z(c8>7-ME1_s&{%G(LtYDX<r%K1TSca5hzzeKi^NwDtl4X!Sjw8SCFG`{??<-G%h^P zUXSS~5Bj!mB`v=~oc>p}e=wc`epXc$=m?$?#?Zw@kG?sAs==~h4)}&($hBXvAKedp zxwkK%zv<Fl|8HH;9d`&>buV}8;ykvrh!1ZMKl1AhLSCsBb13>ObVp7ZrFBK%n#y?& zCJWR(-|HQj0nTuC$9UGIpg#V+BJ?KwtW284!#Wc@`Nq<nbnu&p7hUF$z|LztcdDW* z5#P(@O<n`9J|~5&M<K6J3-Z(RM?Z}1qc+<x^mWX8*Erk+&TQ7i-MWEwUya;}Rb{|@ zmc~aSCvRe(-|~O^$b>wNl=b?lhu}AJUB|7m(674IoBb1YI0a6+-kvagFK?6R*$3#? zeay>HumrxZ_fT{{?3(@jDw%OE@-;0Fx;E6QrTAN_M=n6uI7(zLh2Lk9rd~#ok-*gR zr?(osxYqN--fSxLyWD%hLNSWIge(cRA;guEHnHjHQk-{ljg0?<b?4%W8jIUT-7dXE zLS7kl428;r|G^HnHeB}f@}i$D*J;QM_&uI8$6$5Ug>dElhUsfB<gFdgLLcGxK>~?i zHu1f>ZnS2+Rl&LDZm)l0z}5UTlKyevcMDhjj0p03u73qS&8c|3smKQ+z@z?|8`~~; zpLWhxj!EE{x#*uIX=~t6OT2d(_Fu;#&~Xy`)|5}L%!jy>ku9qscpm)#7WakrgCC2# zI?-N7Jd8LIc&QEXgd_7S+XLX>=ab{_IT4>dzuzq0tp~+b@lv{SgQrzc>G(rmsY#Ov zJEMyHQy|N}7;$xwAV(>Sb!NyVRV>j$K3ZD)z67{m<D9M<a}f2JYf7xNyYZp-pwr?Y z&OQAIOP@yF!MsbRkQDXi8lop;|6vZ$njA}-)n6xqk<(7%;Slsode8by3!uO8?)1(a z)@9;-93=(#!NjDap(FYLdEb|$^1{!AH4K7+=rO;f@Ji)fQ{<C?UQh7Mq0>4i=V70I ziVQ7(Gtdt$bM=%Z^qU{77s?lbKeu=!pNErR4h#p8c*zjrwdR5RYP^q)N&U%-+PMFN znCt1<SIh@=h`PD=5On5~m%b)nL!Ya>RjF7acs>WSiuOI^!E5esPa?k9?Yq_Ta}qj0 z0&8a|*8gKmO1dO?u+tqH3pNkbe<E3q4Q{y-9&u479YdZ*;h3)TpbYl|GO>lXpbvk8 zXX4~CaOkOq9iNmKbUd+OvjxP-9Yx|FUiFx_wXV_~2mZ>#P)E9Y1pWB}eZ=TwBq*4i zTPp+aIT&zR>A4l+!~4)N3E;q?VIB!(!~t6xbED8-=qIbC%}jj{yuI(w8+{gW{DQNy zRvFF_c5qtF#lY^nIXKtwn0IGR@hb9%`q*PhB}A})rQZ`>im;2|%o=}s?4yZW{S9&C zV<*`E>fwE+4`+V;kO-a6BJFak0`e9Est|7IeZg~!2U4QI|5KP3AH$z4TM9{Z!Jl4I zDrZb0?{*0uX1ZE{KAZW}Twmm+I;w6T55j(2srO$PgP%~%@H3u5Trbm_Xn&75#HC5s zzkB~2mzASu7Wiz?34_(+{-__)e-{tI{?b<yUJb@z|Bh1ze7A-F3MMv(*PwqUZ#3~c z>S6+2>r%Y0!DqG&yqUo}4VY)c<-ivtqVJkVcEE4neLcB?IP~m=#gqyGes}NNc<eIr z&?^UuYGD642h3%^A`hv*w8^j+y61;mX_r?Kf9OL?2nk83zlz$}9zvYh?<6i_kNnN_ zM(mpiD)^<I#bz@;#{mg`^3<nT51-$(XKzAZI8OAD7~k^{U;2pTVd$~GvTWD8Ft=>; za@{cM)k%Z*+eD}_pQ)(li#~8ir~XJ93veN@`L*QBcj!B08Mz-XfqDbC*Nt0ch(9zx z%7lo4-&BqRFQiZx^ekqIWdq)Px9+-&I8^vN-Im*E_ugN5@vO^;XA{#zr$eBheC7ML z0370$<NMch68yURWeE|UPZe8b)q;Kdnl(+W%Z@(qt<<<175MxdgXd}xAGY+<U7V@V zZ_oE>+M*qOedGC0W-lY|+W&Kvlmp&0Yy4-P27e!|wzEdOICMwNJ(~>mhZ#`=-VDU+ zFHux&j_BLld%*T9;(fGxQh*ZmZoHYke{9!(mT3!i@8Kw0Y!jseu348SpAoJ@J!RHF z{ACvMKZ;KlKH#~<n^GLR^ICe6lhc#Ilem)>7~cTL%_M)G=Q)Z#_v734@y4)|Hwk^$ zV3+2yKEFF@5U0almt7b^zuq^oOTQg3_h2aS%`E=UL#5tfkk6U$^=5e(K^6E^ysn^m z20tSxeJ)1hoKW^mYAxdU%!9`QyZ2Pfb{z`jr-hxcMeH?z-<;ewyq*cX3;GnxxuA_X z?lv9szq7zk`=dgIfS*B!14{T!;5TYx?EDen`>k6XXRyv@rN$ZF?%;L3V*I+%;7jWp zEnP40y4=0~0s+{M-{XOa*ML*rN>x{||NEZ}&m7c*T@SAp{FuhM6<yBAGq+J^@{p~P z5(3Vsl=13<U#1l8_j(WeI3LKsXef+z*X?wc`w#qP?(n86es5*?p5h_$kB$pwW&PfW z-%Y{YUnimGKFzO=$%mhi{K^)`ytuxToe|2|N2%M*25YGIyi5vijY53bzuMUKQUdz0 z8S8R*7tRB-6#e;)yy>fDYTi;eaA~r%ZlwtJDDiD7QUtvF6fNV$3iRhqy6H>kLZ6M} z6;Zr|do!F8WOZQQ=Y>ySZD>W_CEJ!X5Qh46qYuaKc?g*Vl0VP&(C4}@=dTmi+5DDT z@9}@&q5s)Ml;{FqE<dp#N8IUcaKkuSobPJs(>V%W@KRuDV;^vF|7X3K*LvVho|gaA z<AIxGVTv_~;~J|AEQitGr0{Z!YkEKIoGw#qLmGP70|m0(``7k-BBznX^Y8IK=hr_1 z{Un#&lpXtjUB%|xQ7!EAU`lPkCi>%R6ehpeq3(FXs*<J~`AUa=j9vrQHFc)Chzooy z^E^eBByeB1G)~eD>y_oDu^;)cq{On|@E+8go+NHaAfIj&I;?mF@#2<&Xy|F^cVW@j zlDc1_E@-G~LlX#nQ$)@4ANZ^F8^cc52e5mAoqY>Mm={+x=hQZeJp1Og)Ui&~U-t(0 zbE5AtgzRRYCky<*S9Sd#{892{?HdaC!DT-Nzr7ncxAw*|yDJyxYdGDi3nEd^6#Lq; zf;h{6fn>s=4?4!C^JLI_<i#~P<C<76^QGXDsXF+>^WXb@YA^@<cV@OE{OIwY<<pi} zr%1*6sC5(6iJmRJ<uOISS%sd`Zoe7*cD9ZN;zQnvQr-Dv%++`txObOtT~iSJcoKTb zUMo54e*Aw5$zCQ>U(9I@B=z9J=b?J)_n@91Jnqcc@_xi2ij?mn!8zEc?Zif7tmj!q zORpv1&9fKjcPODx{%fbN;$(vE>=Y5jf%wckK~*dOd@0c+m8}B)ysH?N6~^n=CTQ@Q z!+%#-ChK|+LN_|X8|!=kd4Rv^jNW1RkMWC2t32S$9p5-V;FM?!*Fk^ympReeufyO+ zs|`_B?a1$*J#gi|Wr2Jr#!;{vez5*a)s+~$%b{+olOOnGJMo~9>lWfx){}r|_&zmf zY@)h>mm)_p*to&VjY!g8JbZ=x(tPPHJM!Np9@dOW#IHAU+>bo1;Wy)%5o~_&o2NeI zukihuZ5efv?t(9xg|%v@pr574Vpv@ky5xXsRoOYr?UHP17zQ67%3w3|eTH~wJSxKo zJ#&;qB$AeZ`A@CH8H>)qpTAA7OR(<(e_JjI!v22sZ!i{ucjy&Fym^?4zHA#7^&0p& z)vDj+GzHXiJf}n_pkFV%+DteFz9`mm@r)wY_nE~fO=7J7A^#+<7lx>drB7d^JB2)} zg{9h13iScb?`i`tP=|ZWRBZ-5RL4wH?<neLEUZqWA${lvyR`Xe75a$fUX6m=E6D5e zr8CQlQP0`FV6N@yM(B=O<@<=b&a<k|g4?LCr3C#x%25fN5p@;OM1NAv&h7J0;eVzB zA_0O|cKsuz{}lY=?}?j(;m&S^q<DKXnl1G6<Zw`0n}JVQuH1UhiSwuT!Yh-(E7%vZ zqaJ`a+$jD{{eB5QhyIE#V!vJwrhHns58iW?`Ys>#{p1n;&gD4ZM_4rdd*JI#nVgUO zetZs-pL~kog)a|$VcYHd7nu2~axDUR(pjSSCd%l4(2qK%gLRX8-kwMgJ;B`kal2eA z;s>Y9{#fvLgEJnc{>1qI&z1`|;NMcmIt<pZt`*Emd>gd*UaKLdd-aevx%$^VMSjbC zi_G~u>T9OSy$!+U$m^Qk$tthmoTEv~;SBs=*v0T)b->~L6`$Zwh>NSznW6gG&{NI1 z#E;<rXL{I{9u>P0;$Mq&Y&K)Ph7J1d8d0BdR%)LwMSQq??@k-)IZ}^xxP^70i#o<J zhPL8+(sk)*E`Wco>)cO_!M@Y<P59#dm*|eKJNjWRBK6sGPtYIm$F0KjJaktQgSK-y zsG}x%D{D_Aqi!YjIxElz^}>hQw~8&G!(18F_QU$n4X3F(z}~KPzI_{kxRlMs@SGZc z%o&mLOa*m=nykBv{_x8`vQIZv5HI@lBo4`}LdSb<a_tT3oNhYXGHl;akIthkh;@UW z6H7Dv34WIv=BBrw26j4@&Yp+Y$-EnUS08bbf?b!gs}Q`#N+NY56X&8R*iI*yLZ@ge zwAj6$>VR+?QAZ2>k+q1ns|R%!3m@|g8_WatbNg`_{@$i2qq&HERGnM*rSHdl9geap z9wF4_`?6}3HGmsK{0wJ-CoBySzjyDOeNG{l{`WrW4fYfD_we}7=5VH{A#|>CXD2$? zi<y(1MVll1FQ}ySG4R83hkM@R5%}lu`7vJf;{=xH+-coF9KKMNsOE%z2Kuenb@8~@ zeS2c;*An`Z?EHk=u-~3v=tB-kVqf2RC37L4_OT-Kr<%s+yV|2^+m3Zz*EU+v!sk~W zcySlMPuS);l7P7D7%OtR0ZG$=x2hGzf#@eqX3Q@KKb(jjjBrWD`W|t4Sp<G;lhvtS z4u28fZ<e(&2pyh-@FLU&eKKjE+9eqAx!o0eh`^Hz!!{gt=R76rQ9VA$iSJuBT$qOM zwb2>#j+6!Qj_aS<Mf`kK%~Y$8c<IbazW#y=-(!WhH_Qw=<SO-oGU6}AaxPi?Pv{jq zrxvtlpoe6--0FjW*cYdgI;Mk%^wn?4u;Lzzi{BVR@O@|WV=PHNpuTDFKDrD0;N<%| zwhee<??Pj;dw=BYB-^XSGvKZ1p^e7xpzD<iF{}<CE`)8+O`nCmYBsee!G6z2eR3hf zdT8?qG_S&LEo?41`PHC4>a(4@O6^84QFv{7;UVtL4K<7_#pCl5jK99)dH$S28D%ce zTctEBJx{w497)0~*3#Vw1}$AN8Hmqa&EI#7(bu%?>%y%TjPs;=CE=S6z}Yt;c7|Wk z-(9@&)bBdx?^H~*e*+)oQ1@^kMSOm@p8n&n6ymXP*M|>+=;!uIJ>nGaOpvDQrjG+| z@p0#n5IsR$rOmcIje5b={q19>Q8;H}>ONek3LIN}M`<>VbB13N`?^jePfAcV$c{i= z!8qcNrV9RU9;tJz33;{m!>2#N7upKGoct&Toa_vG)C&Id{Fj!*uHBuabQEcNi~e6B zB^IGX=qz6?Gt{z>$Mm>1ZtljlOZMWcA5c$}q08NZza|VEdQ-9&cw=c5%!>T>U+eF2 zA!q2CnXiMHV2>_&-MLn%`&+hcseOsY{?{Bk`g#`Y5_b9LPvCpTi=!SSh$EO6RlVC^ zk^e!y{wDlt*#BO^B>KdX>A!eUK0&|O!OwP*=#O!27D{#I#pnECw<rTYTYqfhb*vXU z7E|-c7XoxyjoY1Sz`<YsztZclPt2a@9z8aP&Rf1GSrz*}ck<^kGw9P!FHF^afd6D% zl+U?X!H=uQ==be`j<DFAXDxvIS-QlZ4|!Dh(Cyp?@T!Ar&cRJ*QD>p=VcUToajk!} zDtHp-;p~jLN#@aa5Ez!+3%)|)k$CGKDfF$?P}bc#O_w$XhC`?N?JD!?A@IL`vruM& z68#~@cUQi^o+JhsvM=_5-$uprr8OgeQG8%{HVC?qM*sPT1n7K@WiF~A=o9<$D_>a< zI``@0o`q?MH!mkD4}$;ncV7SfRuTH8=GfLh_(_u=(O&&H#2-#EJ!Y(np14QgZQzf; z&(ox{2B;@W-Fb8Q2R?_nn$k`93q^)X${&4vp4C8yu*bmTx0nC2U|-sQ3^G0Dft`mI zC9?xB3!`82pH2YpeR89QBNKWEr|_8({Pgkmz31<bdfQ6W(=fzi%0{svJJ@})GQX=K z>Y;T!tX+N&(Qh-P*4%{nlQ&qw-EWIHbK`*B#($_E$X#`;!TG<sm?^6n<Xv>%4!zZ| zM}2K6ptLms=dY+rCb%TP8%qtTL$z`Kfol5YDdgQ}YJM?mabZ3U1?TdFJbu6MXFC;j zxJqWpSW`~e^OI~{O5|s$ers#|8mQ}p#2>m#gY$v^B8t2uQ6D>T<@am&P4h{v)N=g( zxVZ2U9pobkH4H1G;JNkR6A$wCp#C(i&|-#ti1F7k;auOn_i*gQyD8+A@=vc_2R|b+ z=D)S-j=ESTsrO;z3AT$&z9z`?2>&M7J9gK5Fw@BGE9OMVxSmrS$9!-L1Mh(!;03c` zVu#P6FZld@3W{3HgCVCF<y^++8Y5+qR>!&Mwa{1x#I<#|<m|t|yV3-nyQJ{XOQL2f zA1#qrsAkX)3PWEl)e&Svyxgj}!rF=d+vxaQ>kYp#`jj(bg*?yTt_zVg_}G_>aY;iF z@Qna%3Pa$Om4)B*Zhw#(LtWz$JM;}XYf6^k`{&jNx!yw^L0{O`v1}jm&8e-&+u;Ah zACDIkpu=u?Y<C?S#9YJI>@I51L!BOooEORj&u=@H7)OIT=mgct#N()Y4wo?$qkpF2 z39;$3W#E{Qx_1!riJqG!jaQp7_iFFhC<6ub4Wn)DIvwPLVm^ffhp|7Ff%+siSfAF( z{M~z%%rpg5bg_S{BL^3pf)URJ&F3264;33z-U-+TclNbMk%7o3?&epQWBvd8M|tVk zAJpxhErr{ELS9biY0g6joO%&QH4XjdbB-ZXeHi*Ig1##HXhBy{?Edfwc^bE_sQrL1 z`j;e?)%Tu7zDsh5f^P`(hf;h!W8qhKyJ?kUKLJ<Nko8)l?}Z^*v;??*sYi!e8Tg|9 z_-E9^EAZ!XEuJ$kQO7v*&Uy>{h)N_qh4L=mm${|s3UqQmYZ6vR5AYq~GtWuyz(124 zTf_pPchstORH9!y_i@h_9e9)S#I-fPztHJU1n}>DfO&)$Mmzq)Im8T$qf~hX&ICuX zBt}{26)!6}-@itly|(39V~lesk4s<IXFhWxw6IOnxqNgYNSrTup%2|#!&TOD26^^& zLne(4_Cd!(>2PBn=1i9mE=m|<?%SSI?=7*<qi4ql-{5fxFOMs=0p>h~CRP^KV;+D_ zH*Gy7`d>dRlxhP%PevD$g&BiaZ}PhHAYXhj{M@S@I^>jO<A@PG=J+^Is?ZMrM;Th4 z+=5+O+ugc3pa=Y<S{(3<L_Olt>RYA_%<tuhe{m!iydqXtol+Zky-#N_8T?cKx{}m~ z9`rLU-FwIx34h=?Q)~Yp_EAB6!aEuHl#lze{|M|;`a$JE5#%A~{&T&6_@d#OI#GiC z{m&`7X!jn!9V?HbRq(eYqQSnZa`=PJk%Wd4@CvH6w13EZMj1|Jb)s*;-N&%&%U}4F zNb1%J3TMK_nt25odYot8a(}6D8}>^^m>-_S`B`#CvDf&1QuU3$_5*jshsx_;O*#>- zhd88L%sLV3Bza73V?G%()1QZzd@&EP@%!hS-A;r(L0Yr+dw|Q2PV*kx4_tB0)3-N7 z-dsk<g`>9wvPU+>0&VztCQ!rz_;q$RmZ=&3cOt!jDg*DklZ&aY*3et~W}0t$q0S)x zq{k0&{naqxG+!HZR-0VD-TQC~k{aKg!|zj>ygyL6KzEdgWz9SU-0`BN(&ItCx%YzU zDePytgQFSmVf5*EwrzMK-uTAmrMAF-^5eo66v69?D}p~iq=4?Z{L8uo{DAXcEpsz) z@Yf-SkX23OqoYmiRlt{l1552skS9IaQ55C_KTM_}&r;b3-IT?JEawt<tb^U9HpF%I z+h4TL;$9{{j(WN$Ur^_mU^?K0c(GnDYB;9`om=63RtR{Z^NXE_OUM)CKO3ca<NNA5 zyc$X6-M!~6P%E1q=jXY2?4B5)PVO31Ir<dy6visJFDK#rnx?PQ1rN+8DX|+@B1K=Q z*2bu`pEDspPwwxC7UsD2N+zf;V}HJ<l4~8sx~fIEksbt&7g8nYLI)`jc~)}{elgA6 zsv_WnbH}I64Qc;_&K_T9Qq7F|iO-Jk?)|O9j9js+$Rpy56w`i9BYx~NHVT05#i<a# z#~gTdJT2IF{x;T^&EUMy8uTqz>j-Og=up1Vcc`(B>i@lO{tY|$d4z7yKn(I#c1QAP zR_LjkrS&|DyY(4WU(I@~?{mqo(MHI_4v+LPfXAFY?S7a9@mKoz=Um!3_{qkBC+mKw zpVG&i9_NCtY9co`S%~vPuKV2?z_&04CW#36Qc!=b^&s}~-ej`SpK;tL%(Zls2D+^6 ztLm)~)JY;%G(K7m!B5^eizX8Ay}j7?7aL%%$D2><-=PO?cWWv9KwN10X*8XNxUgIk zMeV78dGE^NwC7>3^*wWPncm=+rDg;7u@8ILdn}FXF{jC7@ct#lbJugrcXbh$mG`;- z{=OgQX4wa;^q>cwd@(S|>j52UF(5q|Jj}iSov}OY>-hP}M|SY{0&4A@WZ=dq_puQb z<S7OlY;~@lSijT%4qm<oTsQUjv3wo)qO#9u9QJ=s)${J%NyJZbm0-80h=W(I$F*Z0 zW3MsaIfH!vSd`t%CQ0yn2_Dxu*!TS5xm%=1P&d1B*Rcor(&GzX_k@85$+V2e$?>88 zf?Mp#7uct*CTXE0eh$Ty5R(}rpGiCApoM)9s8l?fjl7rT{kq>p=y$|#xbxePpXi<; z=OqPSa$sa!<$VPHD{;rK7e9^SOPc?}uKOPjJR<`S4U#YBxr%-CSt&fmfV_jEz2wzA z>PR;j>_&%>f8IZ=t)s7s{9NAXQo~jBiwl`NcLwgxWlg3q-U074zCJF^2Axi2L|y}R zHT{ImeKxc>@2S`36ZR12Z@;c-jPk>tjR`KomY5UyHf8Io0Qzkx|9<Mgd{7LNp(<*1 zB0S{Kn{%4N9K}@W-eq4r??CCLDJ#sA)Tn%yg1D2He}H@o^I%y|86GXHgrD6?3HYZD zzPn~U{@w?3i#cvHoF7A+s2|Maxq^J=VYI3W^k8qlA6KrUPtBEWb?F!4yHx%I;#kCG zool9hpCXQoOv)3QNl@2oakCEl0spKa7>gZ%E@K}5;RkR?UHL<0G3;#g+kMm0PMptW z>g(J+PraF0lt%+S-SML&S3K+|KEUL11@eLQw?BSt3ZOnX_3+o#a^ORUK}-8LJYVq< zeU>|LMTOmF5Ik&}C3N*W8E`mqlYtHEI%W9oWWpTm%k|XN#aG}J`(C>Af-h_?T^yX! zLEm^tnqIdlbgB(!>bZH$*}A1jKUL;LkoAhZBhCQ+8kd)#q=q;wd0t5uIOQ``A3Svx z_0YO$vK~?7d1Cwa6=0oc68lp)j-d`QNm`pC;zS6eyk>Y~+mXPWB}37y=tR&U3b4%d zM!mUkou$Da_jasRhmA}-5#;8$;>ePn2+q{ODeG%agxB>fHEM{{wbKc{wm5hF+>SbD z@eJmp%!=<A!5$g}MKqRQqRvO0lA#K}a#A_$rvl#1{?sw23cB`MF#9hb<aLvIS>Kvu zF)!rQLFI7p>^nMVO^D#Xv-i5FT?KGn>E-x&rGE4^1da=xGe`f2t@g%4)Lqy(_kLXF zK^#?K{YG8@oxt{dO!5x$y~c2k<I3Q>>v!XN`H&C9j#*V>z3rPiEejC0S2r~18rqPz z2mWkiMSQTn`h?7x4d=_Evv^;?AH0S2LSjmxV@%aq`^X?~pHS%(dx^Xu{SwEAPMo*C z5Jz5c3-ux~lY)#@)F)SX-M#R6bLodCj{sNv1?_h{z-OZ6Qs*m~(05(ys*jpH!8!U6 z?QWm_@mAgR`y)<-IPT;OA_nxi=G7F%A<k?5{(7kh=XSpa)DUgfIT0k|^9y76z*}V| zeyXrQpPq^;zK(pER%?UN5&J_$dd8Qc3il&FN@ePR-Kx=M%Zu9~Z*aTzZ0Zv7_e(OJ zBgF92iv&_ybKu;^C-3UIz>~Q~b1C3o1A#mQ!6&eX_lmry17QD6-<HdXF-L`(l&;Yh zb-}5U!17}3tDMlX7W^$i-P~scaYx~D&!dHQ-1Dek*!a#BJm-eNv*t74IdjSKwaVy^ zN`6IYZHas&UZ?I8@{85ca;85us7JmsO_8||UGjb4x9$z_<jaX)n!&4VF52lS|APKA z*!-WdJo*5oes6qngkQ8$IJDh>u0op`9J2y^{2*QWh97e|#1>{0IN={{aff|Ua1L?G zSbo6<{5972{PQK$pMT#}<d(*{^vUOMLxDGR^;Z;yPvX4X9jQt7I>ZTUl4j#k#E($I z2`}u&pJd<QJ0hq%T&CV*DvW&ZES30*ffFI=Y|6zKR!#(=Bu|tnz<2yKRCedTQb)6E z=pKcBqH#G{_%!;PekeuU!#>S_ED?VNyn0Hxd}kkCC;FSS*-`jeK~)dU74-4Yq-MN` z1pn!BYgrROTsG?0`LvfG>ri`QlFJO|e<_mA{G-Qxx_>x$cgT?6<@kg7?#_3ty|wum z_gH`M^L~rx2a0mlSSg}Et~gHnB=QD|H7h$R@TU*`h1R=s@AhB0Jkb;k-Tu!3Dp}<H z^~4k9pV)yHVto(osE|(>l2v9!pdU8(^ZXI4<6pMb_qaijV14+iv@m$D5^-eK4I<<b zQw>wQ=Pin!mfj<y#@s!pf;j(osGqyl5{KgX-^t!w9tZ!er{mx~243)j)u50=1?N*3 ztyihB?w|Dpi7J3k{e>1s;~jCHee{Bqd9f3rVwTvZ^Oh5Vzt_TM57s5-b3{)S&Zm>H zWCZfDBA(RnxKSU(y$^1@8Rw5W5jq}FjJxn-4v=4XSP<p`z0hlSmOisvN9WtLgTHwM z+@CRDbRrad`rSYA0C9$@VfIc6aLYK`DUJlVFQex*27fzgne|q+8uO6Tx1R9+b0W~y zP<TJg!TxY(SMK)dd^`C4J2`ko{o~%dsjI-tj{^RTGq|_qsSL4#{%-tYxf;!jy#D%P z4<+p2TuxbE0piQKkMo?n_j%8(DhyR{fCuw0=KCT3{Jx*y;h_ZFiFEYr5XHX8Ij_uG zLC0X_Z(qkgk6l*!cgGF&^KH&mnk2-LY$cL#3)KDf2We>)k>^*g73>AS3@Z-5xP`cp zcCdaTx(;}FPiRgJ`9HxnFH#hGpgPan{eBGS*JxW@6_Z0h?3!!*;(O?BJ5g_R5vRA( zc@i%@aUx8cpW8~ooZ-c#1pV8{6I`Ae_@oRw5&i_I=kUUQ3ytq3M`8|pf)?2$*K<w; z>WUhn$84C(ZWxsoweCo`5olz(XyHU~(`qsl(m-9bYpl;$9N!-|q3_PYR3o%4yzh4= z9OZbJO^5X?>XFGM#eND#?I?*+!!OL<_!7MXZuOE*G&3V^)0&WnVjn()oJ(H7<JXo~ z4CEb<cemP?G+`fX7NwfTu40bbE3qXv;L^2?HF-b8WwnQf9DVQ)XR#X!)Z6Hzk{?Nb z3q8Okd@QaCdO%>6hqC!S%wG{>b@0>1oB&-9xzbJWlRm4Q=g80dYM2E7fp_jr<afOc z{MR!`Heqx`ee5&inb$oyC!joP!GU;S^Ed3w?)iVdFAmg=L5Tb6@x9F8f2Xf2#kY}w z=RVKOQMd`cBV->fl`Q%UnlfI=gSXxOAudCMI>_sNZI@HKkk^Did>8=xH;6Wf{=MQv zFx5La83jB(<oQ|bvIOkkM?A4p33bt}*Rs5*ld76uU*p66yds{qQv**b4^Srz^rG&0 zDlOx5E#ft?!L1G4o7E&@r>~4T^$x9b6hd*B|Ik{g+L?+vYhq9-gD2wh>*LZFj^KO* zwMg~}SLDT0aV*}ZsLx&%-&19S{QISQFwZyaZ}>sxOxXKs@5_vN<Ov@i-@W^1ANX&{ zz+P`I%vthLo7>e@QswAw(~sc(xC1`hyZ2&ygh?|cW8G;K^X<a!gU^KAP+Dj}zg$a9 z3r8mGSD)p<IM(y<A!Fr3pHMF<YLvcq4E&~L`?7Ed`njwHJIh6}j`?;L*PsV!t5te` zvqfHCO5w0u_o55iJjH_iBqeDjZ6O+c3h{Fr3CN=bHfjE>B5sUKziQdNPwvs4se`+7 zhMEh0JLsz6+($>e`brXXl=I>`wvTa+evY+59C?hj`M|WjvoqoC^@nwhy6FEBcE5V; z0`fZFM~nin=PL);*-Chz8)O`x9{A)$xX)9wt)%5dc$@qw)ql~EV3YRp*W)oq!aHxB zORusW2^(B5tBQX*5?;F-J^ceeSk+nn;_wUl#q%*8=>g1J>!g<MhJI44)zwgocr@kn z?P@ge@0_0r?NRV3ZwJb-hb_Pt<?`Eip{EFrd+0@pB5uWMN%>=*xb}EnwGiz6G^e0X zej)6;QPFk^erg(cK4()N`Jd0>{kO@XSN$@MOA5rC@DlU0erm`sI$Yfuz-t4;k9gBz zJztbQj^amO!dY1lY5i*CtzKFRTc?0G<9%j!snA2j_vk)`os%+#uFAl!CDQ57duBji z@BB(V@Dq0b!||my_*brHc<9<7bYSkeXBStH$5(e4AAW@QkD%2ULf%*~eXe2<aomXM zQ?i&k`Ukcb3)Ye6`2UxBDirnBf_p{8JMfFo>G8S2@N0*1nn0ObI6p#r{o|rP`h@Hc zl8NE_tOO=9<vj%+pH05@7Q9=ankPaGxEd3*Q8D`;{B%K2t?mT+ZU$c;oOzFRIkAwW z7J$zsJ|uTy6Y+DLE=(Bs_pX~gk2@Lh)hwy}EclT*akTeO@XpB8_Uc~`U@wO8rpoAx zS&Z=d*A889F?Q&TChV;KK<3_*4d9gGPvQ@-KeeREjz8cr3<7Cimn5<7lucz07f{#U zFjV@BxLEX%e(?tK@ZJ+k+}w?*yNBqEMtsEc&AhMQ!~aK+@QuoTh8|zBVHWole?Rs+ zm6zO&AXq|Q7CH_4xSQuuR*7>(f(C8@eds4hRR4A51I~YlXYI8EUu`PV%h=^ddzMSZ zG!U<oW%oHrK<A63k%%ip9@ioEfU!azI@Qjacmnj0^}-<{L!1{%tbVZ){04t7=jaVV z-P+uvHMjXR?zcX0p36@f^MLOA&9puO50YkQYJh#PNk8f0g`Is|Pq!e#W7Y;!jt&d( z&pHmZmKgNaAL7s-2Co&m*g95Sj{PwtHsJvOp<r1wPJtiQ=v>hl&;yRo{Y|b$JS>^B znLP@BSgJ{&Fg}Mlg?!AE;%un%P@cLabPaa-d)V}yG`|1Xo!nF@=o<UJG=5@1{x1F@ znDq{H^79|}<pGBu{^T#=0>89$5V8sO!Mt&CUu(5K;EjPKQRF3@_hKt}VGA9W@Vr@M z4)}2Ute^T0_J1=|J(p?(ed5W7JQQBzeYBG}Sg?Ll);GdeLs2Kv4s^3ep5`EK?biDa zx<ong_i^YP2@Ju8mCJa&`71`p!SmHj8h$cA1HVyyE%EUz`om(_DR=KH-N@B_Qitai z%+|`VpTYcAt7`rM;L+O4UlLKs&mV+{#UJxWos+mO^dssI981sEckk;h`CLL>p97uM z)le<G9P=4}p9?B*!a2i_e;4bp&YzDjP0E2c%)R&9X~X`IaIFzd$>ZLO*gaME!5`&a zcr;I2gWnwU2^&S;x=f?2VEG?(xmB@kDiieYJ$SM}`wH>bo63LF1@+Vuf<ofpk&nD< zxb28hcdto*@eTORRsKU@2z)ZiphY3G6LGS!=Yg3h_U9X~ed7njA-Q`7yZ3iq$gS2J zrb9oEK{y*PE%1WUkDMI&m-Z<$<@eaH!~XBPG_d|vWAbr{dC0rn##2}J1HYf{D_Zu% zoU;}wVq5s_^9IYmYVfbv#U15~OXzp?*OqLBU7O_h_Sm6bcgNv;MDknoFAnO3M7Ci6 z%-Xi3PNCmuKOgz-yyDbzL~@eoLx^rC)jR^;TM=`|ZZGONMJErnc0vCZS-a@5Dgk}N zEOB`E9)e-!<@gft)9-=mdQIS~PlYPEvh9(7Kb!a%@e@3kL!{Lgx=f;`=e$(|`WKkf z?B3a+-#z|1JJVt4mSO{yT6dr;5KGE6e0L_;=iW9NdJP?R*zmUr@Uy92QQI~id_hg% zz*odsf3C|>@!&B8HY%ONh}-UywB)>RQD-RZyf$l$zWtLyQ*lkGi*D)(k76IIH=@oR zLjEsqQL#nF3H|O-eP!rN;5#*g!zA)7#{9Ex2M~8Re?AF(_y+Tfk9+^Sh<zx^FNm~j z!+h}hnHJMl<YV!Fem%yz&t7JriJ->0E0>=Gu~_f7D%12P9pIm-TMC1~$D1-c6teKU z7HuI1a_Ar1J=3ZN;Gct?!oK~;3;yfLe|Hu5<xRx;T^W8fVfy*B(+uXJkk`^wUxZ#Y zpZ;_B3GB60f%6J*FV4h0e1QY`TIac<c=!<oH;q`(Hs%jGKN_=ihMp9fLmzPxc%?>b zN(Nm+_rE;bHD&nG#GK)A=u=Nlyb_4vgTGjvFMNY|T{%ad$!>`K=53!IK8SOmKLt9L z!Qb}EeO!u!T?+Dw#xFd89y9*pr+zT(d^=kqd=KIe`H4f>Q&{h~m<xS1sK>Q3+lVTn zFW4;Zx&tN7Ws$aww!vNr0TCuO&>1eai!Hs=0Dky=4%|%IU7w5PjaZ-BKL&DLH0YyP zDPL2(4*gpAY=*rD`q#u>Bx>A5pY?I(6KjF6lZW3W7}KCre`EB0RSw;DCyIQ>5BkuU z^?O>_gYC5~qC9KpHZnD4tT-o?*V=pG@CxQA8nhhSz4w;)M7wi3;)4lS^i=#J`s=^R z>^*_?<GHd{a3TkKy5~kwx*hs4l+{Ca`^P$d=)1RJKaQOh@ZbCo?@zZc<f%W-RcRPy zRey$F%G1U!6@a?_swh(x`j)1CbP4zCKp*UsaPPqXFWjUt5gx-n2)TrM!QMlY?sbzv z*9@oP{J48g%R3@1C=K!X9{mIU2)s^6q2`73e(c9F)?4ZDm(^n*uhIZdUR8<=sfOYl z`YE}I>)@%$wSk_}qsWK<`&XAPj&o2;7mmj<AwKiZR;a3C?rw|5$>W@`|H#4c-TML* z%oOdVy?|q!a(j%mp(`-Oih9AHqU(Li({jN#bXzNSpttB<BV(Rd#XTT4EQafd%fdmG zzds?4)KrA%*Y4tyf$$F!{QZ#saIv&A>Nb6v4&+<Nzhlp^qyul(hQ3UDgO`Y05Fjid zPJ6!kslkZ-%?*zpZskCJCN<K#R~`GBDB*Vyyw&_dLr6b(tI3cX|55PNml|VnF|gnE z2fURXG0@!)S*gal0>_r`jLS*w>OY1?RKw8gTBQ#T!d|}gX&f&BKS=Gp5)=fzqLzFl z>BM{3wS>l%n^<>&?wPw+qEOHNdB^o4_H{A-$oNfhJT9u{%sh|y^Hp?#7W?LY|4P?8 z3&aOA?dv2j(VtG|mq+;n_Zp1a)qiRPo;N#YCIFAt1YPd0Cd1C{Wp)n1&I1j*-^3$s zOfx4NP+WulIee@u8#<3jURtLMp6?u~vDXB+t&=O(z5v~#rSjTrlRbVC-7By{JdbQl z-Ba3*^VN1uH@|dZUszc$^nib5@!uRS^}{`hkz%a`3*eP->jEoqi1_3&a^2s!2maX5 z83N+BnZTX>--Ur2iHu`{XK>G(Fv-{+74R{}V&NeZ@UT!jl6}ata?WxHl)%2dAKbd0 z2YgepmOkGo1H6qjBf11T-Oo61^EP;tO2v`8D*5R9h}zFZhWO)hJL>8N{G*spj(zYT z>N|TX-<wat|I%kuL-ztduiW!J>j>U2DE*fY@!qPZNjQ!Y@jHp!Tnp=G+uP+J41QZb zqWy0H@y0EX!Sn^<#7KMRfF%4eK4^#cDDr4stM0KCMbwE#9Gc>|-3b33uu<FskF~!4 zXjH`?ysDtI$`^dH!}simL@Ly6evi9!?8UqQ37Lycwct@#LQ^h+&%1Z=`uf*Fzy89| zy_JpgyS|MMd@Im3mCG)YA`jMn-y)jYiMr@B6~Z*`DN|2k=lza-vn`D;t1U&nbN=?Z z*euL1@ml_HZVkHPO*tbu?8jubegPN!LHRlDSVcb06&1u<8Dqb6t!4Im0UyOL+q(b4 zx^{gfZ##)~AAOwj%;Gk1`YLsiP73M~R~Juzkbq8cVn)GG4f?S9r><V`eaTGfh+xEl z=_h`wiTJ&)z41zR7kDyb?%@U_eE*(>6}lnl6}hwL=Te{}eba25p9c<y(CL4`K5Z_p zXEfA97YZP!p#)Ct5%ul*7z5s9c3MJ$75RkkInrj>dG>5`#V;+KuiEFS%`S(&*p~yb z54kaaU_rVt0{rMU=VIux4RC9=dvC)h%!^1jd$<qzq0L{V<{5s>VX~8XM1|M&;^%WW zhP|eKPDnn0c&%q!8BiaFIN(^;bQO9GGX>?|+$-qIzR}=)9Q$R@*!lNA;8zO=r@u1t z4T?9hA^keYm&uN|-iU!7RpwbUv={tKAYiTNA#}j9$FCUi`umOYhb#|(=dcg5Qe$0Q zls)6tyis>l9pzL;9^2SpkeZCwU7$K$l7juJ+Oe)b3OtkK)X?3%hvUrM$%Z97K7_6& ze&`NFie8B{$RDHvtYj4s?=J*~J*Gx}<1?ZB(u*1ACYm^kBA{!`ES*ob$K&LNSx?TZ z_<gcVvk~HiTUFnipc~LpM?Pw)g8!;}X?4DgLY*Q$=}QRqCppAKzNQ^`_|wB)uNnK_ zP4qDW`N6rltk)0TBi{e(FmT_3zdmlW{IrHXK>KgpOhVwXt7Ol<ih-x<DbJ^!29GmI zA=ii9&)w@YW`m!cJNrPhq8|0{)%K;2i2Ircw;ek*z=Kc4@(jVgsfmX}Q-CWT6>R~T zNvQA7M;)2O=T})8xM~JFeM|51&X^l{>}jig-X55%DeZQ>@RBpZcka03f3SPr77xyw z?oI?fj`nE_8{E5BW%ZOy7WzL=RIUneZ}EXOZ+<BHw(WJUkpjO*g^5`L@jiu0@|5hz zH`K20oxX_tcZ1iqn=cssAWq*bV)&8Aga;d&bf7M)c<OfF4DiUcJZc(w$mP;k+5Af2 zQRAL=i&fAOo#n$ezu;b-3Np4m;Aai((wfv0(9PW%%hSOV<hTRAJK7-+O=43v{sO<Z z3DP&5Kpg4jYv~2Qlz4W`Ya$VO=WQ)s;XL$xr1E7B_@F*eu_RS8fc$TTdcO?xx;DWZ zsSHPe_fZY<mO<cG&s0c-eeu{${iil~((!Jya9!Y>vjx#tuMhA)b;)`e_z#slpNs+4 zyH$irxdnAnii$FYsi*KST3*lV;KS!mz8-l%fZl(Ulsg;WBWESQE+4x6JZ1Fai3RXc z+3XQ{*r$0kq2g2m>N@oW-X*ZBU$Q+c)j2p{%UpU(SpofcO&Hkei8zo@I;8{NI&jlH zvli<gTj0b_{2uy7Jq3pd_EF4QJkl9<?6|MK*zF_k4?20|*fuZhFEPqp6aEmDyZQZ& zD9%YbGRJyH0PhNgm>Tdp_r7Sdac2O}-i1i$*rU(+=0;4xbM)IY9&=?z+|Ep^v0TIN zpH(t<?jX)8kshs6<i|OdKe0Ofi1Sn~uabShySPWfj^D)R4-qte>GTeHWMi6^W-)Y! z@5=Ww8&L07vT7L103IC}SWj$4|L${xK>~Qpo%x%WRS!TXuiW8~V@Cd0IR5Pna3?)- zpVYfeJWt<pe|jW%ten}G-8rA)9y&?V(7!K_;Aj9F^6{si`3!+?9a{R~-FGk_ne%=a zeKz_zoVklSE6_)?<&paw>wNs{_r{74)C(SH50jE&-*Yu<gRUU&NiRR%?Th;G+I=5l zR-9wCDU3XG199Ew*PmTKdgxw7F@?OW(XNZD|0(qBr)@?LHk=5{VH&jsuuCob^Lx#q zkI0#~tc2>|^X*XncHiYUOLv|<!2UStU9p&*hu;il*h(V)A7GmI;Gsi(`U6Xo74V0| zP-Ckk0`<rfYwor9znoWuc#(D7BXBtXzA_i;4CR+P)*Imug7;R^fpe4fNu@0Rpu@Jz zpZ$q^<=<z)CHD%%iKA)%Ez}?%Y^-3shrIeg7TLj*;4LPjXRG)8K);RUk>ObIpsL;x zL83Xt|Fm^ZZ>(R*t#=Dfe_aSWbD{xWz>)8LhT6xFUoXXn8r2Kq|8Kb}X(JEc<5p=R z2mTZ`_Ju7Hab0yRU+muQelW{$%wIvh>0Z@2YVfbc+IBO&Cd75=>D6lVjnm%Ur_G7| z{Q0yzfyM}P)_<+>*&wfG8aN$0YleHQ0#f?SjzVW3W!N5i2fX;2d}Zqc>d+>yxN2dC zS04!%wLwRv>EYBGL_F{!Phk|h>qLl8QpqhUaU!HgR2n}3zA%0CNz%nWFIE3MvQ7-X z9vlCdr3JWMHS27L{LPBByp_}#^E~=KKIg+ea7gBCT{p$Oe-|!`o{q=8OnUcUY9X)F zaANaLhb}cs{?oQA6@B7lFAYtRuYVL0`;Vd$`Iz+J5FO%7pvtM<&{~|=^Kld$P)48V zywSuX;7!ZSKE(>effDYgx_bukef=|qT#?5q#gaBRkK=sOcC`X=2%gt89%=Is{nITw zZ2{0d++Uc-RHKiq=C6BEvKMen#Nbtfp9|p&$=@5l4bW#_OOi&6JZ$2J)5KZ<^lgFd zK$T<YXTG&s?h5?+_oSvih!lN-k)xL*peLA=>Akwh4}Y@mSign1o*29M?GO5(*q8Kb z#)qMAGCdr5gt&a1POIcJ;^M#4z3aR86{pm^GCQQc+mEr*eh_g&YIRH`Ar1Aqir?;x zx51;r)o<8AUlKa+dE8G3e8}ghqV+l4$17PgyF3ejxbK}qw2A&G%Hn{hi1Q}PqwnXz zgJ@=#qH@5a>TUI%g`#kd>tC4aQD4+43Vv>tV1M$Kjb=$Joe9l9t_<~?I};9*OR>H~ z9C|x%TE;z%c;b>pox|fopx$md84o_&RaK(El8^I@KSL5u!LB0r*Zte=kING7Eq(!B zT&~_BaBB^^)nf;HLE!%<I~U`@P@KnJt6l#9zPc}{=9{Mn;&)rVR~z>6I+cVx58~~Z zWQM2!_;4d@reXuum8wwl{yXHy9XYQWcl$AQFL4k(3&vxLLH1hk*^B>K($*usYmmQO zmB5^)-r$JalEAG`1%)*uoygael>3wL^BD!Tv?=1d+R=8Femp){T2{;~4|}FRb<(tD zw~zIF!X2#tBD0o!H`d!fWlx^UVa#(ORy<y42;GTz==hIh)Fr5_B5sExo{S$F_v&*Z zWHxtl=^<`s`$V*gqF;l`f`<4S5$5<X2(#(|C$tp*E#^Y^?v?z+ei^*SXg^;@Ir0TJ z_8|Ky<OkdYmZIQ6#D9~1b~QWXgE_H5(ZA8p*?Q}@EqJX8f9GwB9q7SyGXJ?kZ>jT- z_#?g_x(J(I%L4vxn^d&viqEgjxwG>GIOfpAZZh`*kG0n;WrWZ#Mozi00{__~_q%;p z{}C`$TKZsxywWlym4Ns?BYaflHuh83q+!oD>>CYFN<<#~cHnk%n6eViZxa_Vz5p)u z=u33VB*A|qyUlg5Uk;K-{`&x4N=f38UjzK9xl8gO0s9t8&<eHv2p-kiR%wXeTbz7v zsXU7OnnOzcBjQH?kLfb8Ch&&&?_E14=;vAHAS#4CMpMoX?_)<^=8?NS>WF@OpE8bq zFX(a8kFPYK4%$uBK2d>nJ{7W5n@<D2Dl6aa06*xSEc9i}cfvVVkA?X>)KA@ivt9CW zA_y}cln=sObPlB&x(CR!M|u8{pS1=*?2yoiiv^!Cs=EBd8Mwt{&Xh5S`{T-Giv&s$ zXP$GfKEmg@k+#m=4BYEKci~n%1M-+{&&NOI;8!h0RJO2>iW)Y{14W208sgP^Cb7@o zW)-f$&Q;ci$qKwMzkHmF|0X+d>A<zNqln*As(p!WHqaFtWlkxcK)kr&GuX8k`oO8@ zzm9aH{&S>x`tLrRZ}b-)F~d67U%REcd#*x}?QN!CJ^BsxlFuDe0-k)WjM|6%jFDu% zd;@s&snI4vLkage^>NhZBd(}3#j<1q2Sa#H9|?jklIHrMO@{P3!A&Y+<BBHYO_%Z1 z5suyZkI@A^@TO4D<g&;p;NC}v&s2!Fj)QV~t&Ye)lNujZtO6$^DZVp87Z8{{E?+5+ z`nii}&CMm~Io3ZOCMQDAxxVOF2mVdOe#LTo8hZU#FT!^p^yQ!8<#L1F-RlkwyMz6X zZ(zN08sDSud-7DIHgtI%$G0!AF4SRkPOL>P1nC^};oJCpRpjLyl~|7t6*7WVBFI~f zWZyKvF6(Y+k!Hf4^N62CI)eBAS<z&bgZ&L1todFU0v!MS=aEu2c$nOI^1(6WCAqm5 zYzr_aaOi!^3i!P}kJr~?dGsA>yqqZpzcgy4j_?3~lyQ*E)k7YvW@$9$fPT7fIjKQ% z4Couy8`8@`UM4`K##<ohM)>uV>sUGBZ!jshpj;dBy{pVjQ?TFC%iags`;Z4T*xZ*; zz~>p2IZ2IkNMgcoWJsKlNAIih6M;^idCItW1$<}^ZL7@lEZnbYc{4c=dLQos_hv{S z{AW#4ip~sk-Hsf&xz+%l$?Fn#o&@^XGc$!B;M;E`1Hw0L(Z?9A+}e}{zX+N)Aw7t5 zuagDI9^gHZ*@BZPz#9#vk}vAmuUhGU3ZXfu*L-?>>{vhY^FY<RiJws~E|~tGqU(<5 z@{OWagix6kva_=3XC@hiWJfZSO_EV6E6FA!Lbf7gOGrj$Dti`Lkr^6<{EokT_zv&; zJolb^?z#85ulgN-tRs7zx`H?QP_!eRSP&;e&p7e&fWNU^dC~P9>!(Hh&ndeDcK0K3 z!V3E{<(R@STL68!NqZ_B{d7j9z0t+b(O*hM`G>F`b%eIN_gukSt_i)NyF`TZ3I_zk z)Ul3iaV4@#tXQwL%_6~MoI|qj^pOPbC;066toa7)v&?j5y#PA3*~-yxx#;JL59AYn zg*-~2Xl4@qziT_TN8aLd9~ud)zN1f7sNu_0IrvYTw6?J_*0=1<o5HUP&@C$EsR*GL zT|2U+>xuq6=EKjIZ{a-Lkf(O27W!I8So1SV@OhUY;<>Qz(2q{dD)eH%l`_cNa<Xwg zNhISNEADIKf#>sR{Qq<M)`HdWL(!#uZKCBa^|n`cWV%AZ=P!$wNuR=VINHp-HIQej z=xTmBst^6eu=H{(aMQN>>REc=x`1`^k<l#ZZo#pJ6X4<Q&*}A4o#2<7vj662kYBb2 z*9$Jf&mWy@UdB50ZRkEL#JXSlOFuyYK1g)-yx%r-v`YEQJ_p*-|F1GmBI%1dL>N`P zFZ^x)xAt`k@T2>tw(ESaFh5{oTw3%UcwhRZqZXf0cU$@CmqHJ_JX7&PYzh6jiL#I5 z;kRcmTuW7j|4Ef!3nhe|HZr{~diDc-V{>bqO|W<R!8E29?$C`4HpK0)u5qh!(GHx@ zO9+An{)7T=2)@4c!rY5@!doevcwe|UN1~21`oR49BtC8e_y5jYKMnyuvfO$!3Y;2O zHn*okU;R8QNuyjT>YQ`DI~vFjsTf6T3P+%mYZOo>p}#ERti#guYvduxo=mdHt6f5t z|BSk#U*Ol}_-IP-$;nd$j(XtL#u3hGvGDWWp`bm!o%5aA=N|Y;-PekVO;hL{WEoTH z*tfg)-je3Zqrc?0#e8Tg>NBZ7R!xE1ePi=YS<T=tL@PZqBjAa@+Bu_3aPB&`B9a~7 z_o9`cOBQ}jy5BRx8TV^f5;18$0i7#%+{{P}>+)Npl(G?cv-RY{O=tA8P*0i~BCk!C z4iu;%!hFGE?dC(~m@BU%8)*bPmoXRFz6zccDtkM7`VI0n_LPfe*x%P~J>%Cip~n^G zRP8+<^jqGz=id1&>Dx&~O|Vl3g-`VV-azL$^GLwd47!`$Z@F2VTkC3{XgSdY{d(fA zTs3$osoK4TdruJ$q@)tPbfMEn=`xhvhh8m0X6TRW*K<>m@W#0;7g68g<!i3>xgz1m z1c66#m+#!mYRBAn|BJsC;Rn0<ockQA(RaX-*FgOO*YhjnZyMgmW>}W|sR-Xo(GWal zf_jQ}?U~#%=)b#n2j{*5*S!l`w}9KS7F4;j;P;D`%JdgBppX0$O1S~OWhiDpFE#MF z^!8~R_6f|X8B6D^Tf!VA*VqQ;K&)q9!jw7iMdISc9|3F7qfJNuM8bZlDs2J=u`eHa zA089O>zv!$FKEE?%DDRb%-}cXborhCbwN)iBGwbdIp$fhNh1&N%iEJjJq7SR(}4kx z8?m0L1icOn&<{qFS8`1FP#@#@LVke@`oyA&hXef0UU+G_(gbra58SE>!2WL3&wJQW z0ayHbdL7`WB7wjEW9fo^(RYPd0QQ^nZ(Wz|0rZJQ<xE=GYeN6GsbJKtYu!9(ji5Vl zFzQGzWxx+>_*Z|vM_nkcJ#G#AlNhW0N&^1%TGQvFz9e+pR@dFnHo#AhhHF_L&`)12 zbM50A^kAW`<#RoVGd&B+r0|P^WLfnz*jJ-hrRwPx<m>L=p9X(`Zd#Q4{_JVgV>Hga zX+d0&I4m)G3w|-6pC>d7osQFFyO$AhfZbooz7G4AeX`$G(E$4voybg%b>L?`9XeVI zeX2~3Zw7JxS~;i3Y9e&Yn^z|(viI^+dxoL};8sso{T<k|m3sAIFW_;n_c@M>zSrwD zPFj$^O~pF8ax5DxfWK&dl@!E&%WMo;eT9xNr&5(Xjr+0cqI|vzzWvSPly}4?c>04> zV(A{#=iIv}UK=BR63TGI0Y4nnh#78|;dx0x?jwPS*Vkv5MLpVJryLDskAiWYC()?3 z19nOj73XP;y7J}Ae#E(0k3!kjqk0dK7r%OA`WWYVg4}kAvr*@d{q!oi75Re0SpS<W zwY@ne8{xvhb%LjhQ?mcz`NgkX1Sbz7F7(;yo&b;WEDv*kIfrxJBf|#gxp3~Gnjk5L z$F*M4F()P--}~zoODPHblH$(y7q*BORolub|Dfv_nlibjLSJ|~yk5BXTxOr)*1w(k zxKE?xS9^0{uEs7=4-7z`;A7#rDFu6$GQL6y9C&}!&PD-wMD)H4L-`=o6Dq73%fOFx zeVde25ijOHKB@a}74d@k_`bnB<Ow}lGcC|7ZcBW~S%n@kCnEQ(k{$a%-8uUgdH;{< zb37Ch==(8fy18;3=Qj>tIqdQpeit1|OMrbL+}T|b$2u(TqdZsp3+JyKQY45GFV{B7 zm7~33kI|~`U%=mu3+>rY>f!vRxOeGY{GRgo&2k14`e0h8#l3&K)ECk>9iAdUK0P}n zww(iB)4}<S2fu&sE>c^^b*Ma(7vX|GeC6BSUkRMzGI%X?Y8d^;2W7ue0!L3!>%KUr zig`?3%p^B`5a;FWJLVBz22Q$D>f`;VV$D{_5r<=w4=YAuj)CjgdY&uxEoI)}%6AR$ zRVD=oc6?vn*Rz7Dr(NrBsBalHqwYID;p1uBfd1_)al041=&RP^?{b&J`uV3O&Af!3 zs#`Y9u^)PUT^vOT{6b+t=&?{K`i5_fbByDC*>iVT;`7n}<y1m#gS@ZpCgIp59rojo zK55Sd@E|{*^<^)dhl@3GyoddZc$j3%8;<8ljR;>mo`ilHt!!@pOX$-%Hb1*d4BY4n zi4Q*vyOsQX?ebs5=Oim-#~JYcUy>rz*w-)RmbU%ZP-l3|FRP99uM!sIpFfBC+E5Fr zj2v*_tWxw||LDKq26~EZ^nG-aDlm!ReZyaPH-RHV?nfRj17CcTI~;j<5m)Pl!(Wi# z{p&haLcPGn;r{D|!0+LJkw#nKTXf|c`DX0D8O`zkUL!6veOZy;n8AK|w#sZ_p6JsY z9#S*dgX)Gc>kaHHZ&i=><2>lAAN1b(4uYrA@w{l-Mx8?aK<aPsR$_mp4?zyD^$qJ( z1J2)3_fs@GH36KNYf3Bq_Y!e<a@Y0XWAK<j2Z9_P@B;oy{)%_VFDZjx_`{wf&kP(I zG6D}Q9-p<q>s(gK=4YV$JX-Y{zEy|5EE)dQ@HNyQD(w>^3$b46L#9HV;HA;K{!*jR zt3Tc7J0Xkt19|n*ciT`eo~5%<!gWl_cNz@N;&~G!dh`b1J#Tdc<8**yBrkm4>BFAI z<YLbo!EZiCZr}R@{3;@x*Ew&Ex}yEvm_+Eu6StnOC19P8HZI<Gz<PccQWyS%_4}oB zVORtEzQ+GNdB_6&EsTc<84!n#vc(nll4D+&Wcm5|m&k{0R=)Uw&t+0X6At6t8bOcE z;RNu{{`uDqFLj__(3c<F+yal(3<^*KkNT-F!Y3k!^>_RiB@LV<OI?uk*TlTVy8g1* z6`aF=7V!HOaO#7iXhTXfc+q{XN4zEAPd9ip$?v$<uh{9x?SiK%=)K|e!#@7~C~O%G zJYspkOJ^tvKGR|Ontea~m516&*aP<W>V?zZ^TGc-A0)_x&fwzq-mA(M{j}dSn`WRV zybf8)7U)MF|E<c98+k|&QEAR4?AI2Amiz+rtEekAPr}}p+<BF%yP^B@)G?|9AFl3R z(u;tdNJ!on*|!1R?%%t@1F+wNfln_*gD1T+eDL&;0r;@_W}Zz5{7~dsDJAgEkKOIu zJovrCv3F(Jh#Qq_cQnGKkOvIP@6PzcUUkkf)&_x>NbNtYd=+t0x3pFN6!gzAIet3C ze}z9c#fixfx4GYy^TRIR4c{|Ng&mBX){yl-x;GEy=Jnnv^j++%p80`zM3L#kwyzF& z!#`%U;ehj4g`_Fu5#UcbqWqsw@9(<QpPW?%T=FzdY{$C#r}zZt-9_I_I3s}{uE**` z2B{~mS4*%YO&)O~>h;QnBMCSkuQ4i|w~2afsT?Ig_)|q~a4OMB%xm~owc856aDS<| za2xidbgHD@!V~8wj=S$O;D^qrC~fH`4Biv}sCNo_flI`^P#*k-bVX`z1AHkdl6tz1 zALkBJmW=gLw~@Hg)@%}l`dIi&(tZW>A$;?#6y1k-XgkT_{}gfJiR7FG@M1QbK%s{P z`f$|)UVY@@{T2r4`|<bSiHSc~kOz|AQDeL$j(B~QR#*c5!u`}TR|q_{FEKw(9C?dU znMPwY*2k7#o-_&ZG4`B2ML7p_%_1V^CqCfM{GE$8fNx!Q`*S}b4|Du7D052?d92O3 zxJTdzh7F5lmw`k3>*E57V}XZi*SvpyM_(Z`_m^4lnvub%ei!iDAU4g1UBJP#)o=!` zXE^tKD?#EYc+|@serC2^Jhv#Q;57?)>8%`+U+L@c3$g51Gi5kmN9B-Z0vsD}xX#Pe zhkQeqML`tthrBbMejEK8&lK0_yrnSbM(z6U!YlM&Ns2rnfqua8@y?Ta#8K(Q(;wag zr(P~_JN%YGT;w=cScbePqSxxdhUnfor)5H3a>VZn&lnEm+5cE*!>3S(2svm}dk#4D zc6rg13+tLXq<z3y6@5fn-ZwZcQ4dJ`$*ew%exs<hm9j+W7=_XsDOlIZ9#*sDK|Js9 z+v5r<*ni>5+h7OyPu`YzZrc|0*42y`uP9*uwlOM-Ct$xbUb$(wo}v78<|yP9BMEP; zRPx~$Q;(@74uQuAUsRa}Kc%^Hi~S#Pjy-&Rf#eSQL=M}jA9w<sJV8BMY6=`C=qDe5 zA5w@J+3Y=k$bJ_`%O7GL6+|emOhQjGyX`KDyn^AKgs$rV^4Y!(t>dt(q+vNrXW&jx zr@3f1UcYSe(!K2w=4*XsBPGP^!D6ZNls4e+JD2%#;TPcqrG1xT&`+b0lk0RFys1~V zgku!_%d8w(tUb^Le3c}Op?ey2r?vkD-&sC$_0~rc)Tde`Tf?EteR}lN;xX`)dwBM2 zBk<y*g1Q9PD*9nJy~XChXG^H!-OZ_i>!uGTT2Ke=+E%{UcM7k&G74voqn<$je&?h= z@;<R&El%K1SLwp?@4@ek54zRK#baGgynR;zf2-7&GqC~wDa_KjoJJgWO?WYQ5%J(F z<yg6q6yC4NWuJ)sj%#TR5`Z2zP)PN4@c`yN)wU4qozr|RH6h>)zB`{6ak}9=@c)U& z&$IB`$*XiWUikadI}V=g@EZo^a(y1);x~yzx9j?_PyK<;H!of5TZ*g(*wvxK5wl$C zt3jXQr`)h_+~9AUhD9YOu`e3+A~gm$e|pDBydCRmaOlye88-Br(LIZ12TmP{E_ZvL z<66(+`%S(V`e4^D3KL?)3o|#Ox2F8iwVu5XJ&3*yHJ?vwrL)+N>ZkS&L(t1duDNZ) zj)EV{7Cg3w&hT2<F|8eaE`(|-={(TWq)Yt+k<W35B&O69Locg-MG_)``hit5$!rI7 zq-z7!=cI9NM9N2BKNIzU+<PN-(3ct=a$W3DU+w<TFs=c-qsl1!Fc043VP+e~RRP>L z_ZqeY&hLvfO0dEIkv2B34f}$Am-|aA($~SW97Glz@cw7-Y;2q;upTBEW~ZTF*Y5tM zbF@G|z{?{yM8S82|He37McyPJ<(wa&1paq?rSr}*a4jRJWO)~HuFyWU*ADukh+x@1 z=rE0Lx3qqO7sQYVa!ca>Uvixuj{Jr`*@~cwv+%F(q)XeEeqsMwC1x%JLno=-NF)Rg z6IT6qsI3`1zC_(xF$($Sk&kxr;3rI<y&j$io<zBt8P1_^SVX7g&YRb`4)W%E4-wDD z1V2&kf)@mfvV6Mb1{@13Ei4C~1<{Yt1gN{#mz8a;2X_E3LuOB$MEv;S#w2Qa40+d= z+=CymE_D4ed3==6^&Q8Doxva7KL@mvsbkL7vn=s(@c3)722xAY;HTf&2Fnmf@7u^d zrea6mtJhfQ*ctR;`g&8+qMk!=#&f~vEBeyBUaNng1OCQG=Z}FOvK=}!<OKgt#Qgip zTR10jreC8O`&GNsmU$m`Pjcfyw+e8ZO5mz}R|3vAZzfpo7lzJ8R7b)AyHRmxNMap@ z-Xg@Grvv<Ksdz;yjCCaX!C5SN9(JxP_t^vdDj={WLBR><6@+4g?*Q)~b&J}F9|P{3 z7?}B_0sB1h=<7c4NW<K!)}$xUd#|U~+D?HF{<OI#34WYvcmF3f;!UXONn>79@UFZT zlV-%t+y^vW0f-0TNhL)l;6+y&HWq_%UC!K2qZ5cPtX#|^qrfxKVk3({@FYRvf0L3} ze+kn+)d}Dwk~0qZ=D4q=!=xV@Bk{d5LAJsv_<dw5JgEwE7M`529=H!)rk;A>y9RLS z*e~H4#EUi4Bb8-{1Lq#tR?lt%H+YijQngX9-fH;ca|QWEat5an>@_+%cdZ%qgV(EZ z^-X%{)1$~__y>C&iS4<e4E{NE>S?Fn3gSrW&3*Zg5GNGV83M6hF`+{<F}OcHuNtpw z51~^P@IHBkx^^%3S<SIj)aAbDNL8b5WL-tH@)tOh5&qUY0ro{YGk^am;(*-m&AXrO z<NV;9Kt|Xc;@k(j`$=a}x1Scj?GAsA^D|^`0j_>mwaR^gII9_|AW(S^b$5Ehpt?W! z+->9YgLuE#W#4ysMaWyDT@q?6@w;RPWlbS?dlh|3)DCd9vU5?(9&>I^$sDo!i@01k z<B@@U;e?m(>vZJX{1aNLb4B1|9i)8Ah^M2uZx8gk;yfhNh?9sS@}#thvpaZQdfett zH1ry8-B&DXKcN#?4*c2UXTOLBqll+4r*gT}mkGG!Sx}N=ZUY^BXi8ldy65~WvWw*h zF<<1D^uf$*@YmQc34ID!m%<&MA@uq69j_R_XpR1R0x6@tzU(aqB|he1^t;mWy5+6o zT>J4U8FApc!&#lh<@dn3G-Ij5cX3Wt=)l=Q<cEEO&txt&V?KDaYhn#6cy3CQ6f+g# zC{46BV<zJHrJ9>!TFBckd8(h(hkn<f_#|Hf&m(D;;*xJiztt0iuoA4_f9>)8M#{+d zEjKDtBQTdJl~96J68*I^mQHGjOKxuxn$8tsKUVBU^?*}$Y{!ls1m4s|^7Z6k-FLaV z8&+VqF=aYT170|<Q1x(F1oqrAnDzWF{7H3R#3Q>DoMYqr!{@Yt`nIDdsTKTU`YHnr zt1)<k#^th6#NpbqUyAhs;73|U=KGE!PU}R^O5piwbOpIqFY*4lO7lV|;N9guq6^bL z;6097H97CVvuoZhyg|Rq+^3c92-F$Q1@!ol(IB6;-#k@)8~0gO!8J&Pe0aDxv_}c~ zF?;yCa`d|{lUOS00gn=2)Zl>zIG^6ud-x;HLw|ddW6fC)ory}|WdU&RbN;fj_dNVV zZ|iet0QPnI-m<|i`p#x`y*owFzc9mmF%0<&jm(6KNg((xmAnb#Im8vY^mZN_%wIY_ z=Cu73=l4Ec3x4z-eYczJH&ZpyhkE-zTRr&C4C9v*1;F)xL5*K|f1?lI)^lcGC-TGi z3tWW1QP&L_B8@x(e)FhECk*#bwkbawQx83WP&@RO5O^R(6p8j_@PQMgPbW!%Lk>jU z0*D_Sl)T6H=E>Y+sJk>32>dpGJ=cK0N0=GC3`5=^vmNhf0zCWI(Jgic_^$KX;(U)8 z@{Dso3N{e$C3I7y^Fxs5eDo!h!+jcitp91e172L}U*7;-t=jZpQ!L{3=fVW(fOFt0 zL$+>bnGmlGcy9)yE*+T2u35kgd|hXFD0c(r^9yj$2=(AX0oI<wh$EWQW7)%I=v%p0 zr4x7+^<}BE9v%DeT-<lg@n(q6fiH6+2D6;&?-HGmOh%q}-0EYj8@|uM{J)!zhp>-P zvrP~8@^3=p0ype8PqQxP(+AG=w5zV`Jow(fn{L6qq=-YEwRuaAk;nTxdfa)1^NZ2X zo4th54|x6kZ5mwHj@wd7j~Md4sPpsEz}uc%TVFj0fcG)dvgQrY+gEjicNl@Y27w2@ z1INaW5Qz@~kIrQIEKtH83{^bUX%VNS^;pGz*CH-loO`?U5&4Xh!P8a5rzGRk`YN|k zPkNttZe|pDr{9x**TI`;ChfE*fit`n70+DVfiqt}2>d&R{YZG2{Q&uv*7D5E41Q1K z+^N~de7?pbK`yTL=x-HGICUu%yzbKWOeOM;Z^|)MipV29r>au+4}yOuo#s~kj&(bI z<~1AiK4*4Oegk*(oirbr*M&Vgks1y;z<!8U2byxgyJf<=Z%xV}PTHKKR6zWG!C=H_ z$cQ?qf3z%}68O_$f*&6y5ubl9gtt1P-yBoZtAHD`>T!00z?H6qulk12JuIRYxy_*S z8caXo=Mw|}+}IgeL!657^Ux-=1iz*7UNa3rU9|3>LLl(!gKzhbe*B(mwm(z^_j|@n ztNSW1`umTj%qVoBE~VBVGH3z*IsEhVUEqDX^gX_wD=zi<L?`0YfJ?Wm`P&LukiWGk zeAiw=p19P#&`SuN_^OPqKH~c`z8|I6l98_uTkwf}Lw&bkC{G!DSE!}wuLt(?cY(|H zS{(fE5G!p6^gA<E*KzA0=++)Z^n%Y3kEvT|d`qD_(RYQZzryt`-J>D3Mt$SXW2axv z(6x@wuZG%SZsoFOM$$d(FH^Sw75wjPi=^sv_-pDB1Ls-b%bW9+(hInssQL5+-b~cl zBEGhqK%BL15ux`3K84XLRNdyo`^=s$Nx}Z*TL(v(@j0VKzKA0%@DH+4!I5dF`sy+9 zN@7!-bLRZ6aT0cWpVE|Q6ugFxriSeq2kO`peRK(^b5OMh%$^61XTESDwS=9XSZ<&6 z{)_$@s)c=DfhRMW&J4Ogpr^|Acv9nhoCxLp+Wn5Gm%83jj%$P6vvwa=LH?=S=*V3H zyf5l3`%#Yknbd~3o%92AqR*-Y_BRnHW_tcm`=d@opThMIdc)7ObmKzc#TmlKJsD}( z=aB<B_3_{fU&*d9<G!>>^YSl(H_3cwC@I&)d9bhcanJESv2gmu)04OlosqXuQ>a7z zoTB%Wh3+&S!W=*XJ!74*SRZ-iXU_n!FTLQ?`;BsBk0C$EFTLOgKBxM4di7yH{I>kS z^{OW9-^XY|Kjcrx<F78#^0?M#TqW8yf!+LPz}O~VjW{7l^~wzRKA?6ZehYC==z2}U zl_ks%=)Wq^0DXz<WlwXUE9Nm+&McN7p4iLAcQ@QaKli2fBn!Nr_xu`JxjFhuhT40c zA>T@kJiS1vf<6O2YO<rzh!0e{U##8%=NJ7I0>QIXdRKp%A@19_6qGzXiGGY}KG9Zu zFNM)s&*FZZ^So(Xw~l<}gl0a~`#0cGW7~my=Ty1`E|ff=0bj}xaM?R=qx7dan>-dg zSXQW|(HL=Q$4{486@Bp&|Cw<kuXv)_+W4gxy#9^aVX+MGGWN;kH%;*4ZrV9s;5VrX z@%&l%(Mu;8_j6d!kQR#;lRDI)gXhJ5OCz41AQzwnZn+bErFNwQ?=8udh>t@b<?;Yc zO$q9W_tLaGaQ<qaW9@-bIq<Rwva$IV;MSk!<|x#!ZSFYCDuiMmocwq=;ZHy410Ih6 z@9gb$V`336f&`<J>CmtB)Hu*4i3m8^#$Zhe`{Ye_S61!DT!cfEBD2u9s~%8hki!0K z53$Q|yhgu^I-Lm#aIC|$=I!+*%pW7zsr1`)s;_i>??=|^Tz^k`=1DGij>kgM!@d6Q zCp)R9+JXB=X!F8^58(TsQ&L{Qeccu)u%BRoelmMp!36n+?)Ebl3-mEfix(>g8^M3> z4lYa}Z{N2*#~==WEidA(QRhNlEAUwF%>?}8Wu<8!@@aR1r^T;fp9cINw$fmSQu!&r zld&(QZ;$@-JOh7_Z|REz4tbsGWV>CDx$V97G4#N1rdHxyQ{Yx<#a-@V*!{L-Ea&rG z@PoPJDr@k1g5+7Njwr;N^vnJo&G6eBw^%5}ac*?^D_tz=In58&ZVhe2zFPD4E2)7e z9cn+8HIMT|hYv3=_(8uDX3LVcgP!-c$;fyUd3kkag#HZl;d$RYfi28yA>`!zjk!b9 zJh5e*&=ZQjzT>;*2fqG5`!tms=HAzE2|W$L+?lUAUn0OOn@Zm;e?YybRDd;oPyll> z&MI}+BA?*eWT`zwfcSdMm30X`XiK{G+W>Tr!@0G(d5AlUk#T;1{{#O_yg9iK{?(^q zV%H13==k-BUlh<$7z#fT2E2t%UUEOT6#nCo5kY+{65l`co_KFQb@^=i{%kJzlL_Mm zd&CL4!ni7HPrPqbD_cPj=X^pRPxFHx*GX1>aRX2NtZX-0PyznDX~4~hIClS-$2cAE zk;#1C!5)6F7|Lp3_8;m@w~n{cW}z-I+#2eE{b`}+_7Q{Kc3BSC3ZwqxUqyaP1AHp| zY(3{8@UdFUs@-bv*XV%L)_$;e8Htp)(OBOL6|a}>AP#QTzan2oUa(B7$W&p0d^}j} zXPP{o%UI?%vG*Jtn`2cMA2PbuACY`e?twh!qwAzWQ5fnMPbIp(e8QY|bz<MaQpBy~ zrQMa&;M1ZSIeX93vww7OB<lkBy2HqM7U<SP)NgwoaE@hL?n2fvZQ$72thEK!^{4KC zqp7Z_C#(>fn0p}}S-kxe^cU9~c6ljM2RKfB?U3CtKJT<~wCXtcH3|urVQ*c28+2hC z;KMx+6=T+*x81v+mt2N(MM9U&)dkT1M$!Gdf&tgN<tZ=!2j}&Cn!}?X;W?XT|GwrT z9xnR~e$yoeA3td2zn723zRO5!0KTkQ%w#XZZ!SA!UG8f@orjqH(O=Z@qh5a7W<HGd zGj?xaF+^P_?c4!t@Y2bUH*;CA+up|&?aUm|C8&e@4}iyfPA4y?nt)$*Hwh_DBOg`z z$Fu(jbkHYv%rc=9)ttOA%LKm5yV##i2V8oRZFo5AB%UKZYn@jEyARw{x!r&~?^l#0 zce;mbeOsq%(FW>n%QuWYTTI};No>So*e|h#;y@l7=w7i|0(TH+_V*eQ(IQ^W?%0I- z;%9WVcH0j8+V0}rHeogBG0zWCa#bQO7uT1&z%Ks#{D_zdzk6%B>1891#%q}!W)neQ zMkAL1H{vl-uk=lM@GBY}r-6Vu#J#bb9D1Utb5^jISe0L|mp?rjRec{gV(`{n7X0GV z9EJ22^3rGHgV770@x2MFMR$M~n&~ebI<XE<KKb9>LVf1w$+Uxo&=1NT^ZW`B|FlP{ zh?ju>5>nc$4fvjH|DT(2TCVlHF#&!~*!NG{QArih{q06Z-c!RqhyH|Jegb@MkP_JL zMBSiy|B1UYeVC*B#{5<it|xUpIx}es>wiY;;5q!=>A{F*GU88T((jQ}9`p@Q=hHGm zk9cJjk-wV=e7f=M`AO^xt&hrgO7xv2ByB{FAaAy7vALbZ3_HK&=X4HrBjU4z3sbl* z3BJA~C*DFw(abHmWs3e;1I5g4_){t!+qHII<ZDtg!fD2+XE9!k6g`T3-uT~-uq~X= z%zbDf9*+LI*m(ILJ<w}<S0dZN-<CrJx+Jbbw>uILLI(UlmU%<xz5@D<y1Gv`;J%{; zFEnn!Ub9~&H<nW(?zz7gPlA6xdy!gYjJRN>=h&qMJ}l=pmsyGL_t+QL_#M}A;Hmh> z;C%3nfjRyn@C$S1UEdXL;O`}sUS8-*41FJ%<gh+p)HUDt*Py<mE^R?W2LET{R$~E< zJf%n{iN<xd?CYY^;>3DQTrZ@#1pd6~L3kDU)ho7PH6`##xl6(wR`AQ={LHD!tLWp> z6n#l{7WHI}-ajW^!{3CS@_UtG{f~R9%;-T+t$FiqSOdCUd{+Jr=CDqRT$z%DT|Eoh zN-E<=AAUem{0&9a8~l#mckxGl*f#x*KN)@BowYpI;deH}#%D;e-pXG-RSEn-Um4Lm zu{G!<{<Vc}Gq9`DgA!Hr!Pxh=*N<`|?lE24)Kp7@K6znz<|Wp-B*BKSgaLVvJrB=b ze_t(!5eYf)!>Vtj%z7Mpln~A9N5|2pJ0W(z4tYnvm<JD473O~JoUfzAI=gAdrtmbO zuj|l<pX=%H>yXZ#HsI<LkK2yLtMHGTZ!5G;VZM%t?_Xieovm|_^RodzEcY;8b1nei zTFJPY)Pg+5pm<pa*Gm(?V{q*u`q^yGDwBOcA4sr^_iNx+ql)UzF8ECZX?^%j;Ly}T zVet*z*Wd0i{~*|7E&20<j<7>k<yBTwd{4S=&5%z8`U-;d#0p_IF#_Jvz4P!3qAuEP zd_JcsrTrP+|A_k8wO)7R$#1pP;;FGtbtXo)PlFd{IomO2A@1jG9^?dmc?464%ppIM z{3w{I_8jL-R&})O@V*7hkpxNL(&2=FF+tS9I>=ST=+<!kjh87rurD{yf6#rvjlLCy z-exLs^fTzN{cSr9-Py~Z<1O+9Q$A_Z*S=Wy^W%-=$YX0>pFd>L2OjHZxqT2kD0+Et zMhWq*bmJ7~UO%e$)sq1Wu)|087qkpZp%X98WE*2&Is()A9l?86pZ#3)`v&{34SFvJ zob$TIWkPWR&j<VOv+1Df^?LC?*M5>9?%q<jZn8L!_<Aw#+<&O^owut?{e?I!K65I~ z4%erru`t66+~la;XMPHLq>shh9Xs%uuc1}3fxwU5WBaPeJCQex3za{8hVvu!&NWqc z;HP55k;lNZ4sf#@nhv0E;*np`_yhQbTan)%=%sQRWd-wlc>nMmtq}5NbB77m!Vd7K z&si5A97jH`KQB@e2t7BCmyi+mouBE+o_ihf>oDI$^fS~M<S)i>As;-zwxp}t1%CSR zx{Kxt^eXwOMtx(<Z|AdUafe?~y-(HL!TP95TasS&1y5d%Khg0D^V<DQhb&-Mu18P2 zEd~Dz{qW#qP%-qlDx1n1@bjT>nc{lD5k&zS`u;K8kLmQbWhQiz@kT3e@Fm4J)4R*a zpDl7+bKhW{lw)r0zX?5qN7esSxFqtU<7?Vx_`dMb{SP>h&rM5q`Wlr3*B6uvBF)i{ zy|06$1p9UL5JA5^c>g!gK+#P2PwB{K!ht~K&%aq4_6OnmG{#(J@PCgt?R+f_MO}Z= zl6E=~_1Q~ayaCggpGPRit4D|DkiB>vI#PkUL!t*q2XNJFQtFW(AI?RIDgGhp29I#5 zkUxPqakVqL>U0}$va6wGwhKD#L$TyW@EG<m{-)DdPqCdp!_Up(w<@c2Y|*f{HsWtA zQqZB^7!Q0u2Hc{4_#+Pa;<W(H07BIHWk|>xN>QJCXOvZvbPIfhwnN}Ho)^J9aO5r1 z3D^1}mS6{C_)BND=zm39m=mIQ&|m}oa4mIHa{Ax}g1onm9!$o1Iu}*N&*J>_yIV&y z1#q52QFJMA1bX&arcFWczNMDp(s$@@SBw0<mh~0uyKG0VCW}1&JZ<t4^3Z1WvIV{X z@c)QE6EpV6e}CsW7(!<XJSlv;0(n8byy)p+8`v#@fXfZ!9jQxZ*?V~Q@s^Up#ABSV zbK0H#0sZwGmx}f2Bj9VX3bxKpm=oiCq~H_$@4(Jtt&9cEQ-p7l*4zUAuRqQ91K)LG z$zUf$o>x@Z$;rP2UUhS;bOrA-s80`815f?Tq#SMuI~dYpt5&{<KFf#Cuh#5Czgk`7 z#_dh?o10PX`^*iy6s93*nL<3gXeMn8|7rcNKXvgCcopHn)&t;IwRx^#0>JH9+vqb4 z3W%RiU4o7_qCZNi;y2lE^yztbzNBcuPtWt*k~`>A{zNkJ0{cCd!!~9FyBVC0pj8z^ z-IVAp>%}*SuR4T>nBU`mKGauN<L^%lzZ3TWS9*7dSoiAoV&xD2n~4NJx^QYLkQDEG z#lMo~fO>rWS((vs=yS7khF{Y#|I4;9p}QP)GGWtCLC{GPn=4Emz97G=;T0glxdg`L zPYgfY_Vm&biz1i3=M%OPe;UEMxGfy1jX*zT(+~s2S-hTXsum^%oKYO1HogM=)|-H3 z51*)4kA+BI+?)40aP$Cl^tD6HGovA}`xggjB7AV3)}P{ZJ${bumSw2~LB}E5Orop9 zx}KmvkWYp_C{<QX+bo=iBrBz~@5Me`$`N5hTnRcQxG4?4c73Ez_5*p@%ku%wLjQrU z%kq;5LAPn2S0%JCMctzHV2m1YuRlG0WKJ0M183$}eZAlZ6k*Z77l4QC9`_<?kw2WQ zW^2bfA3YYvlnwqPVoGACRgJjwIm}rfI24}sY{DJ9;^&OfL)Rks(T`sr1qzX0sGh&I z$9t2bzokmzbE-Z`bN`^P{dLsKsS`q9(is8Sbi@aTJ6GcNo^Sv04}+4@UCgn{<r=24 zz&TFhF|V@*IA40*-@Fj(L$s+BFBFE)OZ}EnWX2qlt$`X>_ydnzLE{(`^b0!+jS?N` z+yx9iPaYx9i>PJd!Tu?J4^JOd-J6#vbuEGl{rkhFRA-3cC*?as{?~wWJ%0o%p@(aH zO8cdQ__P>Zr9gNTde^byNBgOPuUg_fNpa5gXU~wo8%O?a^r?BbxEwtDRdm8Gcr;rU z<B?Uwk<42U7k#|2A61<Wl3!5oo2T*Kdyb?;jX)>WOYpt@7LA_3uX(~L3K4zi;ilJQ zGuTkK(0f9>^b>WEfB%LC$AJ4xD@(nez$JdQUUw3l6D`ioD0>7yQDPYFz`8oAU-W5= z0S~XxnKSwh{p$AD-e0YVSG471-_D}{Uuod*%}=N&xem!ZKt43d7BXfn4Lv2S0i%$S zKg0{g_&egc80EYg;pB+Z_DoiGgV2LVbOhe~cBx;u7j6)*1YNU=mckskp>Sg~&RP+1 zf;xufF4p&Ukk`zDq;q}CT1ZVb<{Ku3%*74VIn^H{*fCfk#5p4w-qAgM#PUkp;$Hu@ zU}C0eK{WJiB5sQWtaomaznTZ~Gu30at;`W$;y#lbohZiq8DT!gW*^K~nb4dZfPFJ` z5FF&Y2cAtIoYRnrx&j$jzkUevI>TS`b-+=}7|UHwdF0(WrtiycqK+8tCH)a`?`jL} zQHDP3V;=|IP6Bk@%XMF7fa8f2f2p0X!ymS+)hJf>aF5!zu?hV~LHVoII_Sfz=1O>u zJY%&jf*~6G=J898feka%A>M0s{4oOVOlE&*dV=~~pJ>MHIq0#$48@Chy~ps@$tCD_ zM;7d&#(+0G1VvZ;8PEs)_;z{dGV0Mm7N41|z`t6T+hl8@1CBn5>ID9Y#n9Y4Y>PPh zipWn9yy?QCDJwN4{N3$>wiWb;{fhU$ju8Sc+Qeyl;in@tJWW(@!Eb-~&iE-K9>zs< zaNFWsRW{YN_xM~2Va|f5FYI2AT)a3Rdb+Zo#UJ$3RNnUan63(4>9gDe!&c1Wiz3eK ztOFlv-BD-;AE;9PnL|2?esPld^we6+4+t+!RfE1b**zh;3Hxu0RxGZ>I{LHjUadv^ zV7cJ$f93-6a2@*Lz32GGp0Y{Mdj<O!|F@h_0G_?DWkZTQlY&S3GvOZ2A8TFZ`3U@Z zrs2IYgE?mYbV`Cpu->)9#-S{zhv~$L>^=A4j(q633(z%6<ZhgtgZ(GjcO=N84|yo~ z+TtDLiONn<3a!XTUZjuan}TQ673-YO052B%{P0M{_MUyuG%8+4KVjJ%>s%@N)i?x` z1&z@Uo7#GBk9T#c=vyD`Mtyf}YHC>!aq0u(I7bKK$B87llkedt|882wG@=i(>_o!h zC(yT*20rA8qu=l0M~}z;&>1BfO2)wx=KciL8~j0j5k|9Er-^><g?XJiV#JZ7IosK( zu;Z2yRc`{s0rrg9AzhpoOC-HLgU{(Vw6m+;2G8zMd2@vx`n#a%kzRH16@TJ-Mjph+ z6_18Va@a@7LX@dI_{s0GxADN=AC~k#IXDmx#Vlt6#gQNImYY~%y(-5`X^*LaHx`6S z$OAtHPkM1OdO)8r{ajLleb|($ugpD+{f!B)zK(oc`FPRc_e;3XJM<0@l2Grz8y`LZ zoJtJW(ri&eUcq=E!m1eOPZWPvY@SA4XP7<s3haY{Bg7-o8~Tyxv1nD;FV}9y`hM`C zX(J1TeqTI)DfSM}iFD-InVL>)$Or6;$Jx{GL*KI=Q4x>;&kgQRUN6CO+lp!%<B$iY z)HCErf`3&-3+GruPqCVDZk4yhdK~*8@)PlrC|odK3x55GdWG2H4$eD2-7j(lc6TFd zNc;x$?8aKL(gX1K9mjQ97ZUIh-c#1f;3MrK9LG+X;9Mb@*Fl;B^ew$qTib^2=NjMi z*v12K+`iZ+j|S_#!kM`O{#Cu9ar}}7=50ugjY%aUt`N4251`%_XPjI$Wru#}D}KYw z;?TJt#r=JR{KB>Ew}K&XYV&vv?_U4sgYUg`#^6h@WvXx8gg>k+kr~uNhxC>o<#xn6 zZ1OK}czp%$nD;zE{S$rc=@D1S5x@O82UMoPNBDzXX2(RK?}e-<M1cpoba~5NQNX;4 zva^nFSy5lzHuvC+LjFiC99o3^4fdu!{Wk~wW5&IIX`nmyC|yvEu|XckS9nMe_Vlqg z#)}8`@zHxYJ{WvKBEUKOC-Cf}!s7lm_)UkNj112d{I87gqCMh-@|j$gb=ZSn=jHcA zOqeG?Hd2#_J}2(gxKVY?p>((StC(ws=Lei{zZ$%Tx_!X8Z;e#o0eM%CF5-TsI;~A_ zf`=N$PPWb-#=ec+Eq=|7^RuU%m;$g5*&<KEuF=3B+`_o&!g0PdsA)qU@tkR8)KOIw z=a|)oQeU12-z?PJ*UgUmSM0K`LLEaedrME63i(2S`~I#l#OK+%G9i3V6n_#!S_I~- zEI%c<jQDPJab`Hp3iCO?39#{j2Wt|%j8B2zNu^hC`vF%U%f6(NLwsJm?%Abb0X#ZW zaHx_K`gY9l^NYaKbQ*ifST^{3iP%64@{(sMQHE>4*I#<M!lWgL<1C~L4p^Tbic=+8 zF2FmM`SAeoEw;-FbFE=mXYnWT6*TY*ubXMFpwC&$ersZ8$9zY<Ifc`}`-73SXGh_8 z=Q*W5O+oLAmGQiH9DG3R)%PArd@qT@&_fa6;Bc{FBRz1Czu|z+wk_&N@?}Z~8PQK9 z$6%BQUT=Nc%f}r2$fZF%)CK&JpJ;bPyAbuUOJX}O1u#!G{p^Xq(8DRj_!FBEpL43# z>o3>CUg}jdqvL_=b`=CMh|AsQ&K~1{UhYlb{ftHueU=(*4|~A#DO$(qe<0t>8YRx} z2hV+8F#WYt4Cm$VSqBNgPdFA#XglEtkB!(<9|@w~Q2fR7o;Tvt(2W}|`Zzz$w8(ww z3HF6H?}riWQY`pA`2p~;j*hW<5_8nAd$L&5?U6r6Clo!Tz&s5>b*W(NTbC@K=rro? zVuddx2)m$zt>0jhyoU8B6W%-w``6v(A{^2}KAiNv@-O&bqvT6lk15or(k^J|f=_t| z57gg4J~3SA_T-2e_>{^5_nvM((I=IA9`WaQuXd{q`1ruLF8>?AA!&6F+fGsRnKie^ z>7XwC!mj9EXesiq@OiBP*x`Y%#|6jBp$GeNKjxVQ-maWX;t|0)r5E-kb?CD=EqXk} zzXIoytxNlLtT9id<Ib5D73f1z(=U1OIT40LgIEdJS?uV2=OXlx$=Rip%{kS7w4WH# zg#Yjy$aVRRdC2?X`T}?lV18D$q+mPpiN6v)%Z#YIDNxfgNdxCrTq>FK>!8Crz4=tD zj(X~L7V9QE<^d{8$@gO&hsKp<PZ@#tEEhJ%&0+3wxcR9P=!lV0^$KIS9_1fzZGR)4 zTnyLL`U%}5RWJ6CAaLQdiD7dP;+UmIv0yjwM}@rQfRq=`8CT59cEJzE6VA!K20kj8 zj_D{Nt_4O|lCfChe5N+V9E%$KfSNHvCj#qC_J`sF;ugo>{i}iCZ!i2`5Epx(Pv&^7 z@SPy!HE}ES!D;9x{-GcnstlcvE^uS-d7WiE*IRF5KW<g2N`#r<xijpCSC2|TcNF=~ z$3hAHz@b$)Papk(HzpSEszMLbi{)el?ztBTQN;ejdU*QUCMP-98>{h!MFJN%%f!a~ zw$O*KlbF$>jrqVOSNVic$9yX-xp`U|`EiNbJ;UcXH!iZeWqSd09mv~nj(ozL_1G_T zEWn}Mg@BC@Jm^d6c+xmvg!rJU&LR$fS@BqX%m_aSoj($Pod|Uv&xXhC<#_(XRPn-> zD$F-2|Fz#|*Qwr~<H%Y)>UyQ;pR0-%I@Pb5uYS%#zpO!XucPcS%td?ryQt6#ywzkv z{-z=NY;<ypijY@Sj~qQ64;<mBXsfHU1n<5fcf7+L{u=Q}wCo@3>q_75Wz@SuS9kt< z#f3af*w4{a7`&y8P=nzjbm3(eI}0zwxe$)X;vMJue6tiLlX3Jr_Z>3b5`+$L{{od3 z^1(i1@*j$b>&6b0_X2_I4*Ui~?R=<vR4nV31IPR8hGtEq(YO4<)m_vLJX>|~<`?iE zvwlhw0pQaIOK*C?Oz3Xy9#@`_?%^7tFh6*KfZ4&%$L;}_*D745fg?nQ&r*-IW3I_j zjuh6v=%2`}co3np_k0v{^SDb`uM5lVH2To{T<0&v120sFuiL-C->c8%k4=)GKcL-g zBMd*;$#V!y!CxbOWZw*>-pi|w#O8~j|K?!scg7ja$yhn)`L^Au{(14INe44Lzk|h` zO5ND0-j8-gnez(f#EuJWYj+_(XQDfD0{KGpZ^QpKQsAeRPoLFPqmIWL=J){iaGJw@ z<x>dqkqpv2C2jDi;4c|6_?%K##6cDU<RxBn|HQhHmjumoP{6+LHFP{n>%{($pLcb{ zeie~FILJzYyf(Q)tra}dYjXAh!*{&@d$mBcA^MjtkOgI;jyCe5#``+#J2gjZsb(0w zM^#7nhYIQpr&xXcW1;Kl%<gU?-h>?{lE034-B-T9yw3@Idro(iDH?Hq{pvo68|ZJp z&q;YX2J<|wMhWgfe-gbROVAMxf6|ZkJP3c~)g<kx`GI*#cJ5jyVSj;@4!;(_f0P#6 z7<_c056MwoTgLrYneDd|&;n0S(yb5%o)E3NW&iGQs=wPU%^h(X^By{0kmg!D)u;G< z(|?P2Vb~l)lmNdtl>FZzat72n&Yo!|c1Qf?@+YK+ANaLZyM^+Dr)BgU&qrL*u6UC2 zS_OQ|CMIMdA9J5(ju@<99|Aw#d|C}$$|Y0^_QG}Pz0mK9d<FlQk9&6%`*!$r^%gk? zcyw^IVFGa6g?jRZ5pXn<<92QwaFbQ;Cg%h2!dPKS66;~`RawOe-iyei-(__R;Q!0p zcd^*O?zw(ZksU!CzxRB%=@R&iUq<tos2}h{V87`l<S#)p+gf|`Eyq-XhlzI(XWYU_ z-5w(^TZ)|gg8cA~*Hd3kC-f2cthHM}w@_U(3@$=E=T%)N&X0h;F{|{R3iuSOuN_JG z0r=Wxd1piy=NjGaHy^!?^Hj4w#goAG>QW`GBJidouP(Kj1YmyT&V&B{K0|+Fb5XU2 z4)M=*<zVC+^z(^xA{9Vi@pPe+{aN&5I#jnUMmW{i&g{58x$9JaF-w@>{zu?SX!HjL z>?2*%xW+i%M|%6GR~h2=%agoMn4dUdK775|S7m%oZ8N3@c{pRbW^O7Uc<S6@PjwXb z<5cCY1orDbc_ZH|;2{4BZOw-)%<-e=@!p$TKRG=SvG51+MP<QZ>I8JW?#-%wd3fH@ z=)D`CZ=)YmfFt3kB6uuIP{;&$8aa<JsQ~!a4G}yzu?5#78xhvVaJ`<<@9{7LHR^M% z7SrBy;AJ7qf3o^f2edTZItHH4d%-xP7x<%cw|$;!6YslM)D*OWzV)N}WKZz(g;Q_r zam10~aDpfiR_GfpM^_5UP)7-$VE+CNahfz~srWD6mm}aCf_+?xQ+Rhb0QzDq1BV-Q zi~OfD)O4@WhhWK|GJFv6?5&^_5$q<NIA$LO;>eB>LDNC_2}9dHd69?s9_cs^8TcF7 z(dSMP4(OL;rc8f03VuX(hawyJ_4V&ku(usP=grtq7LNK2?{ima;BjjKZ6Bp3_@ZG| zJv~1E<&~wt;B)YQGT{SvHV~hm+i6|FI_f!T^;k)vAK>poo|-H4oim!DYfb3;%X5Dt zQHy%umX)Ip{QQT1VE@$^=)OwLOk#-RA-k@ZXVbuk0*{<C(!sncvyQb$<YD_sIeEfO zQI`o5A>jZnx%a)8eHjV9LHqn5c`)>z71MVbh$DoTj$dg2z7_Xf3Lz4NZgY3nw*&d4 zSJYWS3xD+C?SEuX^%Zr$H~RBpDY#CRy0>dM_gmuh<)s_)zf_+>f@tU(g<JBD*A9SB zW$b>|l!2~yG-zNQymmc&*sKt7-MW}lMEN}Galr<j^PiE&oqbj}1ijaCfyq<@czR3a zf_$Pj&Ie}1@9(EYyt8v`>c)B=G10fZ?})kq<F7}xvZ%uZ-2C>U4|sfmj;p>0b%SKm z-^85ApQ|cXN8mRpL1z1omN?gw$J$6_ieO*dA~a8=K*w3Nru~}%{PVfeHw->98KTl< zcMS6$EW5J@!3+HI#y+1q2;G|G$lygo<nuMtgfvT-3rjFCv2h&d+gk@Uf3<@zQA<g? z%!0S3CMg~Oehj&IY{^!_p2$BiUxlur%ljw)6@GWSB0=kf`1r4fweaK|>RO*27x(5T zQO8Mrkw+XjsPj<ZB=+m%CvAn7z;#YBnGd$OAI&NirmruMKbr6k_>|-S6lmNyuL(aG zxas}Z3G<;hOl~G)Uk_)|R((ev;Ptb^a-bh|x6W_BLrTGa>q|eD@9l@j!B27(&`s3e z6;xs0?tTw(olU^|o)1f&Kwh3}x>-H(68+)-Nj!*$Za5gQY&#D=_HIkksT9|H|7v&H ze%NuJ;e>Gv;y{p+bbasv=rz@XqfFp~D-9euLnDamrI)G4TVY><^!)2s_eV+>t`#ER z5>oD_J_P%}!zpAXgY{LEi6aQ2K%e53CXH(7%MYhjQVL*y;^!g?wq&qwc|==ExKBfw zXlWPxKRmU9l-3@0`RuA&2JqwAFV~;thy!g+6$_KV7q<x?yZSN2KQh(M0}YtV)%tDw z6ZmoGjeCYu4Y2E>N2{6OpS$NoD0}ff5xoyJM-itbu7oIu0*5t=ea{X)Mn7RrNSHnP z2J`O9d#gZi%}&d{<vb2MuzRm{1#!U2e`ebm>%zKjux084yS-bP;rSW=zqPm6zXyFC zJt7Kwxb<CiwQ*0sZ6scsw#B~u+jsK%6CUuTu0w=019*<PMLYow{4&Yo?g?)Ab9B7w zV}JNXh8=C=OZ3_FX7HpmpFuxt$6xh)bNIiJ9x*-a+=ivA?LP2k&02Bv68PRbK}KJb zc;HpWpCfIs<2C-!L;q}`6T~#$?!k2(=@Ys67@x0Lzq}rXb(|~r_gf&vd_CV8LtEg~ z->6?{-zQP$4qMn>AcXFzoISe8hxl|x@}bWr^uNyJQ5x`J3V-GkuS`)ta*v;(ltiC# zvFT)91@dK@Bo9)=$)T`V?REGQveIXEqQIfhyQQIszidPaKNdWp2L~UfZ`g<b%XL?w z9d>hn?Yq$m-k<YKJVhV-%t+*LdYT1#YmZa%rE%C%iw4J)1K_Ktdj$%hlf2~Hx4g>> zKeePxSq3h@dqTlF2EY1duGlzhg85Z6k7!RIzFy)r7GotsegA}d<yq)vCneMqDz3o4 zmZsL@k-xEW3>>G{2R{fBF*}2J^ZclT6gT!qXw*XM{0;PxY4!dmhwB-Xyh^|KJa_uf zw@FoP!N*u#>D<!6)0{8pUV^_95fY9@0(ZY=iDY)buK!U)b2+vF&tsA%{s`fIlh^+2 z)qMjNBc55E0Kdp+eNKYB<DZOJnG|?z>blnC-W=-vbvfeZ1n6%Qb9APx0xuiX7T7L< z{=n|$eErv6zj%uJAmWyHC|RNo{*N{#-`_^uKd-TpqZJACwA;S^vJ3dWRJkt-Sif=I z+IU}l{&V-~w=?tLuPm>{`j8J?vAP~a`w05Y{q76bT(PcG?r(+`vF^*mC3|_)PkU`M zS=c)VeYwj}8v3ISacNp09uCD{S@Oa9e~T>I{DC;zLhQ2c_#FHD+@jk7dLw6qyZ4_% z;P?KI<=UZV$h>;>$qnnN{GsmMG2~%VY+6wiz_|}cY#C-=qc86zk%|Eq{Dz2_jh@W4 z{^}nWNfE?_z70pNWW+s{WBimH*f({hQ=Un%%dtG?(+y%c2T*X})RmLa)zwyHj)x-e zDZ6nt9J(vd-AG<%U+Cxa6FK&V&`~pI`k29w_3qnV@jQs{c_5%zhq$8HrF=;BA^MmU z{ALB-;(0@~Y!0PopreGD+suP!CefQHh_itY`rM`oH$i=mkMUA1aE6p5j&F_({lH}> zZ5V73XF8c2y!(M?0j6=C{#bXZliX(TyRX_zDr3MucMcoHSl|b9@Xd!&uzO)e7YnLg z<X;gM7u&vKUC-~Ei3NU)nSD8A1Ds$mia%4{iN0*E_A0F}sP7Wcvk*dWqmf8xtHgdy z@oH9Rs)5Il#EA@NqYt1k<i(*@_%TbNTO{s-nrS36FBx_z=cL1r*Kd7{Pd`S6z74XI zPE144kB$Wwuueh8SRtL?fWJr>FGWTE1Rt?(_TYL1KZ%Z~rGp)@b;w4N@6|Ir*%e4( z52sHX-R9%JUjK%w(25v8y?*mtCCWiRz)z+-guuDMZ`%Tv`w{<^jodk=fU_5hZERSv zp8ty56v2;YE$^$51LuEd9@AX+g--e5n#23|=nLMEZPYVH9@NbAbT}R7L=LGxcz6!H zJBLEtc>+9^f_>4A4);a&^a?TjBU$|4NfLbShD#JHGw_7+Zsgx)taDAX;D2G7@QVxQ zBnxs-PwEi(QG@SWw>f{EYEQ>-av0ir37oG`s4IN{9z(?B&Vl{=I>YzSU>rZg?w;Jk z#mH8Y|5&r2GjA*Nx93BjcT0~5z6aj26Suprfxh?<v1P4F;OunguewuM=gW?tjqjnq zO|!^@3p}LQ=Qdjse!sOv+gA&FnrSGG3;`ZSEkrr1wIFYvo4ud44&Jwxy0C$L*<w8O zGN%jAmtj<5??Ybj%Ed>`LK)|?vYs6H<bpW#wN2`ZAm%)%UHWB(Jkgi_IdRuj#EW!I zMRoKG<WRn}7sY)3ldR#2iP)!7S!T<S4Lql(Ca$m^ag32-$4~1L`dUsKH+5iNq+DbB zcJDx!`O5QN8oE-RwJsTp2KvIYn}0Svg^u?8-Kg$W<Of@3+FKFO4@UdMOb}lPX6D=P zl7WAmEG(lNLVfvb8(Tg4P@^3vQyg!g-ddUHNQ8Xs%CGgi3CLemg|=Bj5m$`fSpVmZ z{6KQJPWvKoincc+A_V@w6hN_=0{cvC@T9&bfjAwjyEqDd5W+n8y9_+*SV7knZN%$I ziz$}_;Mp=y%a+;0F=ys^&g3QJYiz%y9zU4|Pi~|8c$FLZB+ZO-F5-~#ecA>gPUsvL zvpV_VuZl!tu~AqLt~smTHSBjs#!{yzbj~^5p(1kRY3oc6e}sUy%^l;heG5N2M-^(? zkNvqpM<wT=1wH)lv$=f(h@<@j%IA%N$2NS%@1T#ze;FZ*1YeEhyPq}*99(4#dq0lX zgKg`iyF<}m+kEG;I<8kS<$`XjA?kXS_mpYDV=J#kw5<Uz2yMy<8G+|-%l#fv2SF!V zIS}~O3fFH_8ubdeV`TTia8EZP@3*=~%?O=pE6=Lx1oB*VQnkJ3MJUr9YTwg;0y24S z2*IC3TW;xRQJ`*N+8+2{EY3M_9(#D^B=W-Xf`L-(=dE+jY-z~1(;UT*XkA0xmNR&5 z1^?mUBc<d6p1;k0F3XMh&>5c=tZ)f-VJgYoG>yD|;P-*>lc=j#@lxNnL_M^Z{Y^C; z_@b8Y`Q`%D33)hrFLpxT(^KRAA&xi{TX5*-3i`^0K3c9{fIhuBMdY!)_dJmr8C~$@ zv5#p_<VRuuT!kV!;KQ_CZ^Uk7<Gc@-7Ei)0tY>@bf6UvcOTMJ`y;F}k-50CQ+zkBv z!oTVB1a(kN@hUk6)Jr?}E3>)db!MyXb>!7Qt{6>~H9*IFV0T1fAN(ruvF4XN)a4X* z`j{=CJJXumQ$r83BGRtRR>bqfLc$8okgt}CA8S<8L0?697U%Us@VlW?CfD)%euB|- z8sx3#<Zar{vP1uMSd&_TKG!JYrgWG9-$$)#l?Q*Y<UU^5JBj`C(O}vJUYX|3*59W_ zUz+w#vg{cAV5IQkUVgy7C~9tr-;0hvAT~M+|KZY3`i$@U=f$)3S`%~e-*KPO$%p;# z79@9OBOiAqI^B%8^H5)?A{2FocV8Grh+%g*azz3gh>M30g}846A2!lv4fgt%d2*Rv z#Ao81M3xku5s5xOTOp#d4fJ=+R8H<F0k7xDjGcf3hKaT>O2L~nPEBvQU4XwEt=;rG z4SQR(S6D*aO3y3jJl_RA>+`C;lNb6$-Y?$%K;+x+Hlh<1P+vGF)U618)u5vFj;b8$ z1+x?_u~g_MJEIp_wS|7mVcLUw(1#V`)sjoVZ(X8nDL;YFkc1yl(hoo$VAs5nf_jNl z_xW}sfAj~;3mr+D!o1vwH_WA?s84v?9kv6GSkY*bDeuGUe2a$N#}Mz{PYChf#Qfu% z`usG|-O}u~mDG{X37p9=z5qWuJn?)s4ZMSw)KJ-43i))JLpkSD)Q|4dcbO=_E}b|C z8V?{3Q@uejmW+KLJ=SEWjJoSs#g1PF@Nhb<kR%K7gQ7*6#1Qexz=8Oe9P;|1w&Egh z#LIW~<r(9!uX|Dagy5lJ+5ZHt;XDBs4R?jr2k02Gend9VGq;zrjf=v-o5!OLnLr1L z$s{`S`X<h=PfIb}XvF!3dZKpoK>QysE<?2eT(=3A-G9Ivjh2QRhGpP07rPRPPa#iR zUR>kuM16N-b~hEgNaRz{prZrkm&JS}YewEC_Btd}4}7PR)GhD{bX>`Ge($|`j?sa4 z-xUNvPc-7SyM}##Z1^C%s}6m?*U5U0%j5Z&bCo7Jk<OT}U=tYS2R?ZJ<1P*K97@4E zNjzNmzO04d7fm?N8NltUhCHq4oHoz980Y$Hro}w&HkgOOO5f)O9veYQROtv@qNj4n z^STOMTIS!$ci1QEa=WQp%*e<8_Wr$${F+26>`Vc0;xU;_{wGWL@iNoUPvCW1TG97| zSpPi1A*CZ?SO-!Eg^#FD+%0IOd{7Jfmu2&+LA?LOr7+*8f;?wcM`#uPHYUj{N{Q?E z*YnY}*$X`EkFSa@_{#zHk&)0~=tG0`K9+O9qt5uC8vLDSt75}89{czqs3G<f`k>~2 z{N+TP<lXn<^Yw1vww|`*81U2JQA(OFaOZBSXo!I>c(22t5XXJQJFeb@3&Y^M#t%-< z!QPeSd_S(Bk2XA@`*sof`l`MTh8>2#c&mNg3M)iE!H(e45b#N7+NbGEJb2e5E6pf1 z@cAV_A6gUa-^B4_CeEmfOR(nq?1$c|EbV_6_Ah->+KTrI>@GRcQnLqfI#MrSZyxb+ zmNW0KJcjP}-;T1IHS(c1eMUCGS30tsGu%Fi&+lv6Lf#<`$EH)<0?x&|iReh-^KG^S z9tx=Es5-@+J-m$k*_VIh5$<z~FyOupaF03s`Df))JlDZWyo{C{JTT~<yUlAncTxY{ z@z>CA^`}f&O0W-KYN})S8G%C-=Z%YIp!?3eI>P+|x;{<SdNSgr_D<-hC!5&!an`nO z_{Ezy<2#jJ&=1H*pY5G9ysKc6b@C(Tg>+r6{sI3lWE}oHd>479gxN$v5bDks?wwUV z1YS%N{;LZ4W$*@(#TDQ%!HVpKGVq+m{v1JHJ>+Gd$g6dbpUG~DU;lF(d2u<}?m6TE zJ*1ZGiO8$-)mN)CzrgQYAD>Kz|Ex7Ca9XnAIq*(n<wRl7Z|h|qD59P>^!Joh1m;4_ zMI<dLq7PZ@vkh?};`09-U3WZ|?-w?bnPg;UizH=aWo1V8RtOQvCMiO8HrZ5W6e^S% zUfD#+9*G7@Mk@8C_+5T~`MmXx=eh55u5+F1oclas!_A!KuzNujlfe<(=cu0hQ<`bu zmC5;~Ui`a+Txtm|2kOXjRQ0l1n1gOE7aDRO^^)S8S}(*0+ilAJ5j=-7PlIglzN45= zKxP*;@(OWg{O6t*@QanGJ88NX@xEA=#scuiq66crx!<u*Q_Yt+5N{{T3mV@&#rfUP zgZ|H;pG-^~XTJxY#qp-LTMu!)lygnxv@-ghX+C-~AkVHevA8h#6LqKbs^^C@aqdFL z%2Eluv)O1ZX9GCDnDC-D?hO2SU)WJ+eBZX`he=`BSHaVaX*TdD>1~}C%;538I+VtD zSyA8L%bnZ01wQt(@>%s9{55%g+szgE<eo|*wTH<2&bc>c0_WK*w{&%Y>o-5Wu{f22 zc+GNO_~a7wsgybOVMEMGnecFM1yB7r?;Jdi{ku8zJ#FC*_9fxVi$vG~MUrI70Qz!{ z8VCoj;{EfD?e_imkl(Z^F2;lZ{Rw<UsbK@1RPjl&Wg+}R@=BEEKIpXtVi|U@b36X( zmeerxQ_Ryb1WIFmL&48Po-y#tbeWO!;G@pln$(K$3*vWXiL=yre~rBzu_F36%%TIz zT~J5nwW?fVMc?Y>v1#Kh^pp8>WQJ%$SHFKba+3mj?xWe(UnkuNr{)-=sqowaj-Fbo zA@Hc8kSnj)T7iRi?M7c-2R``c3M*!#Pf(!1WBv^47+KSAej)zvJs|Mv!vgpf`=og2 zbKoPnX-^GsF#c4!+Hf)a_laG73omqVvyNqJ{1tIaaLh_Xzd`+-^imzHJ1Ki1V-xUK zs8jF<?u%d4d2Lq*_Hcg|8sLLGWpge1A?)%@{GZ=)u=lH!uFQjyi1&5pr~45Hgep$Q z(xabD=w{<Bqk7C+58=-~2D?9?&LQywaodxz-@l*<-y?g`^yyoC&vPRC4pPjYs5TCD zk%bPB>s<Rf1$Nafwjy^AbJOohy_SI;pCgRZ2Ow_0beS|h&4>Kezaxy37`PlBAA0o$ zo)Z)}c>W^rL`254@ooqD_QV%VlzEVUb$qYOA;-B#nOXJbX4K2}G0!onqE4?@O?VGH z-)WaO*G2yEq|n=o13XwxX4xiW%avd*&e|w|^N!=jtOfJP?_O1v>%Ia{x?r_$swokD zZgr!>-{g^Zh5rn!!8#qcGzz%}9Q*vIrFU8d_O@pwD;uvrrkC)zA}&16(LEgO1RNYp z9sIr@eX1c++!eUam3q~0sRywh6>hnOXTf8Hk98_xT{)|BZ$D3kK4dYiT(b&&gZdI7 z2>!AydA;B%c-YUbSsBs`&^uz{eQco1Rg0OCMkCHkkBb%Wf&aV}ypVLm9eR9JMOVZr z@G^#|dbuLZleN3Tu{+<>ow2LwEO<rA&&K1^&_9eS6_2@EqVLS&>`NskPeP54<;R3N z)D!l~X0aK9cZ}syMuUHRirwQO(F<KtXYwmK{M?$9tt4R#_-sM8A`e|dQTfcniGba{ z>+F)<In%w9wv*repnqJQGjqLye8HnuWB@pAcwqDpc?a_0+6Q$E`M`_L$1}@in1exP zn0%`S`BfC1cSIlJ=$zP9(s9IBx+T9I0`h<l`CnQ-!G2dMU&}NjuBwq-vsyr$w4FPY ziTleM8E!lofxZk4XQG8%=;98=JEz)^{|0vvzk!{e=8JXW2HrSUMbusF#=6a}(yo4n z-D|l^y~BMJ((ZK^fR1D}>o%SrgY!VG{W`jPaXz%_MT3tj`0M3~#jD`;j$|8u1ZtpP zi?EEcb%9@X7eyN)4?h0f{^QZ#=m#(!vQI*OpzWeZJBz$~bj0V91NbuS_}=OW;M$u= zhhtLSnDgZSacdR$GfK}{{VyH5;a}#TRyp8tP0@G6flqgcLUo&BaGw)qdcSeqR|9^u zaQ}ndd0h`1L|ob4G*B-9zwv7mxAY5xj_D(!(2MnPPWDVV1HaPi8yi;yFI9JI<9t&E zJ$v@#@*wO}n_c<4C0_gH9bD_e`oDT3b}IQh`WNc*mokH(A6S`PV*p;5jY;y!oPxee zdbFEH6a3|z-pphIc=-!%O^S2KqvU5iWA8zC)fE(A*ui?M<;G?G#y+?%v|8yvFYx*l zxQ%${(N!Szq71rDM^}t2=8EK&iKHjphrQ)}otDD+1Bu$c&u!2Prliko?m@ls)<^sA zrx8a-Y%0A&M(|fFKK)7_>N(<$xA(t-9^=9wl>s|+xreFL3Yg2dr~Zj6&h0RLdQ)d; z;YkSnZYlb#67PR+=JM?d>ZG0A@+3G1Jut@2v^Ir$53OGA8~kpKxn8x;5AcSN-p(he zb2s?6uoHvt3blV`egJ#!?c0=`f&L<Cy8eQs6g)%x-sRjB^d~+Grk0$C&R$S(PD>g4 z_jNI*%oBcYr>ki&2|n)?`~41h*Nt+KCJ77dOO+bGF4pxP1#O9x5!QXYGdu(Ks%B&* za2oXuPm-c!cjP&8WRbVqV2`g!M#P%2&kpATwEQM;uKBAI>+ZRJN~VSbNr<C2R+LIg z-$MVHmFG`{f6RpKNhiiW2z=<<I0e65tiQ{<j<{!XKVo_{9y&~Y%zg(JJZEoH!TC-X zcxj8L<nHr8EB&l5F9BCbjUs!GV}D-dC2sA3Udnp<XJZi~&LPyf=uTaS->}=nnumd3 z*1tP*=L_QK8R1CPN4Wk6O&vsku?`om4Y4LccYS-}=UMRokQ$1BL7Z1_pKmKt#QE80 zN?Xh8*zZzj?zpx~=qpZeRd>Vp5sXe|dE?&$)gN>A;`fWvrZN_sp+mi2oUv=c`(8B| z_2W8+){Oa2UPk;EoDWaH?>oQr>3+<HJd}hf@dgL-OQmJ{yTGxZ`xs^U8GxIy_xfG~ zZzyZurV3%d&Sgh%@18#_iaORFi8!VIA${4)5_Y>nGVl;Q<*?`2*ylZ{hY(g}(|f>I zzABzCSi|!qy-GNTI<VeL4Da887xtQ5W4(rWT68^<hV~fzM4IvDL?YJrzG%p2*n_wd z(U~z^$4eUSW}BnP|E;%twL-9NUvGV6$i{P!*e5GG!P^7rj4Zuj*Sen$aXMmNp5?@P zeP0v&f$Z798gOEABTrwK4)e6+T4$P0qQ8{siuCe+%vX1|%VfF(9k1lb**fr_<>%97 zyZv@6S3h|X6QiHj{?E^VF?>G5-{dp?|GmuGoRA6T)-$feu=eBkD5*Y}+C#TE668`m zf%8Q7X<U!BLJwytxZb~leLkRe^$Pfrw>djkD{$^e=*7>B*rzw2qnXcOUkr}WCmaQC z`JJz#AQwfP=@@ses0Xjl^(?;h3D4WyPC7P)_*f~#Q}R3$=SY5EE2)P4JRzAW4E+k; z;^rN1s*3*D0b46-8Q6`WdvD=9cxGE+_U?QRsdlbVIeh+Bc~U^*Ci3*u`Cz#Ri1V5I z7Ea*(Ok&>MWlM;o^S3M(X)%xJaL3c9*#Cm91A6~qe=Oo3%`_u^b|~DTH$fbU_*Z4h zhVSumViNl#hI1SPBh6mmfj2UAI|8uIStgNe6^OH*eq3Lk@&d2pW@AOP@H*j$iC+Pp zV-j4vZ#Q2PaC&aEX^wNh3cUf}5Kn&iv~>HA19vk=rS>77$;1rrnY#c!YW(~=$H(1% z>jJi0s54KWSbJL!{j@Q8zI?$A=NUO`+%4em>AzNzWf5niITL@mB0v6AO(Vz+{b}<e z`zr!o>%S=baRvE9-;Kl4WoKar9d{X9op#TaGp_u>_ceWg|LYs{!@&znr(XhZL!<&P z)B>Mm_3BK|0WT~j8yPG}!D~CjKhh+?uLmOk-Eu>JPK<5q>tW=r#UckLZXj=`jtW+Q zKk{!J{kl8%D7Z^;yBqP^!g}0U2m80blOyg2_{(prGx>G!)9{4%4QjxTj`O^X{P4qU zi%g|3arl>qFS~0p^y`j~hR+cPIQP)z?bZX*$%V929>C96bD8Y3Fvmjd-7>KT@RUo| z_VR1wr}fX3TWqk8R?n-WfK%V|6_uG`XQ}-4{KAKE9@BY(c5eXkDeq<#Yb(6Z;>{-_ zYv8KIxYSSJtL?drDU#>#oAjF@pP`2sC6E7b#y(URj1soaLx-CrHNUnDK6-l9wFKWw zbm8aC{9QepdSa^;=e?!!_NaPnqMzygt(n>)=o<UXR4Av>*CawEV=E53Dy95!{3-eX z%6HBhp1`@$t`p?l@ROW5vSVi_fj_J44~rfluX{4bW+e<hdq{$T?*{PLQcF1sdAJJ) zH?b7#G+z5w&THrZo}&(Q?ZEA^QcVSa;6<gAUhD3h+<Q49;q7eb7dX+k6bfDGS=i6- zB(<p1v4~sk@=VXcFdxw;sK-2);SM)L-Ir7M!!<R`pB(Ea+nv7~DIM`;4f}Dxq-E0% zac1=OU8Vr+8xzSgvy=(`-T!1d3vjN%hQc%ocvfp`e%VY9cK6gt<5UUyC-wC_Yxkj_ zVq2C&9K3~Se{;}RR-8Ae{T+P@crKdk(_Q!;_A+vG{2lCtTKK8Z0&p_2x9CBUH1zWG zMN3gtz-5D-HEqOYr##67p)aVf-8S|tfZdu`$v+AOeqEuaY$?}=J*KO02*Tf7H$thB zuz!w|nPxvOf`5G5!h;6z`wMC50;cG{KOHU}bJmj(ck1NdH^?Ibnfa6rkAQbYuxRf7 zKZj%T<tFG#pRdnsN<|`HACQpK2kuAm{Jrj#f&PHyn5`KS;IG{2)N7OAuY3cP2mV8y zL?ECz4g7HOY;RT~_}2wH>H)Tw?u6E=fYdLrU&Sk`T?Z_1?m(lSmlC=_yJSIU@=f&j zxc7Ah1Mg(`*)HE>hwe+6Wd7nB-oO3Y_@g=E;sc7J?2E`p-;G9&+(JLSQ(ocEXNdn1 z`nT_6U(OVGm5=5?&-vM0v&#?L;*^+o^#;|7fp<<*@XHRf&SLmODY>H0Ag;URkE?<d z;)pOJorDR_k9(zt62WgC%s$(D9PuhIpG8V77`o^Te~X}jC&7WgW=xzC{?QV5!wC0z z@Lt}=fkEW2(UL{I;1!IYL&O#F{r9UFW$S0L&RHo3%rUQF?~S|Gy!kk9QZO?Zg>{tt zEZJLtxTIqf{#+3FL3B-t?i2V_wG7YqA9i@nK<jV>@m<v?Qy?FH+w5?lAu<+uL`K&1 zSHuCPHET*&@R1Ma4j5-Hf{)Pm3X{vD|0hTJp)IasIJirSw+?=iW}P@Z4W5~1-eo-s zy;$)}dR{#G+0HwXf9OZO?nS=`1N5X3e{0Fz{!%~5S23CJ1G+El5xcs-vt#p&dn0tL zOWolmJm5c7$7>p$(4R@S%E<~H{=VzfVm|)X3(i{BYhgd5NK!f@;U5v?ek(tbcX9Uo z%11oe#~}D^wiojtj|M~w!aw`o+lM^(jl9Atw9YvXymXw?iS8wM21Qe`k3IH1SGAn! zHu%v!zh|T1sn0Bo?RTFeA*z_H>Ww%yGtH~%3IDL0IbKEv|E`Ln>P+NAJlL|bKMq{u zBs!5Ejd(PB?M>&KZ@^udrzE>`2qfePeV;0zOPnryyjy>plo~Sj!8!}A&RGxPe9%BM z<>HDy{DF9*#}IfdBH59YQwQAK`#f#}{`p!<t>qQ)h_=JqhXwP#)lDxhQJ=;7|NWOG zAPAl2ZT#S4;7+*kd4);fQBSf36B(}4dcK@)68Zg=OVn5QV}B9|E~H9*zzYwyT1njB znNw<1#9Yt^#q!=Wc_SZrZ{NV#4?mzbxn}HwJkIVSqhSi_(TB=dKO*nU^9(FtgdNWQ z?6MEK0KH?ncAOl%W&Kd|6@f9}*NBpNyA^b%UtbULDZ}2AjE3B(5MSoBVuHAK&)<la zy8VS6JQLwP!iaiV(uR)h1@QQn)4J@}z~2jOV;+Ma5BWT(NWuNHDE=;*+eTkWTKdYX zR@lAT5pxpY%(3ssJaWNvsvZcBFu%j~OjX=817EVH5iCv8245_VC*`&CBy6yKbQ#&r zzg~7vU54F1ce%gZblj6bH$Uz8;uX#f!L6<}Lf_WnvGi;}obK4a|03e2CkIP^4qgul zQqA)Mhax2|@y#`%p6a;YOCP@{<5V?x@(7;uLC1dTCGaE1I8F8|8_u16V4&LW#=4xe zG+sIfd$TM*^bLO<gOaoTh`~>?)z{0xGi0qh7h)rz+l^I^)?{Hl+N*c29!0#Tbe&$e z0ge~`Dpdt;)f<F2+=Trd>Ep00$GSXtv?KQc{~jrzO)^o4{||9C_rX4HFNQ`I$6((- z<zF0?fIZ|)r)6Vb)t>ei$s%4&PPXl52QI3R^oS)S0526-{U_izra#>^`-`F98Q-fJ z6+v8kku@HvfOBAJU$6b$LLTP68Oc8k9^skgw)qSCs+FE3AM%?hF1z}nA^7J>(oV%B zymk&0RE<L40J*?O18|i8lR0?~HTM1GgPmizzT<P=?PH!eN1sJjNeurweroX(7d_(p zo$t20bNlw)--^-E0p4>TqdW-S+HOBkC<*+b`;qyY8up=lQ%&s>{AHZcB4~me`Nts< z*GuRJ6dB`ebOY|y+>soaU%@)x>F>L%2!4{_RJ_|?a-hOH@*4c~@LL6i`UYJ82P!8j ztdBEc!plt_>)|WF7Q}}8bSBU4kVRfrl}gL82Yofd9L)Z>59_n6f>!Vcnka+E<6W48 zA(7VHkG`QjG!!31fnRkWOoR5(AnyNKX6u1nug)!fhzo)r<!>Avz&c5hcig+W3H)=Q zQ(uF9{LZ*Yu>n6k(Z2UicP;7^w7T=TC&Aw(ACAAS0?rt4s5cN{j*rwij|J>gW+HFU zDy}1Y&Y)zsA5VV7uaY(x@nJiKWOu%T?VkE)frtb9>fTt(fHzL{G76g@zO-LjX3>B@ z##tVY_yU~P&XwxBjQm7<?P=^j#B2I9-Io6r;4hm~j8d4FK|hcoXC{WZd&!KO=cPRf zJqc_S6G_nbd=`FQr$OHUzr!*s`UlSQJZbI&->VkvB_kl8*oxvc_*91Zd{1-_Qy@Nw zwpcE=cVm7S?Nu5l=*;5@BEC-hp)*e|-u?!@;yJgnX$@UmT%o+E1iGFC+49XlgNVa? z=Q0++dlo&|qGWcUE6JLf%AsBmnxf(s1l?1!po8Hr`aE3f|3yiBgPz{QEir@dI}~Vl zf*k8ZvUb5*$O!zrwZBT16!r0$IgzjM8>#b(QRA_wmyzf^(gFYavsZm4b_D(12MoDc zEU~^0`xXna-nRRzWuBdf-@HrMH;laG8PVeJNyNhwWNuBf*eCA7)XLp?P1b(4n<e?s zX<`%i41v$|-8AO2GDEyjJJ|CV`{JuBpP=#q{<Zcf)@LtpBK_SY6Z}f!ru)UaSnu)L zlZSTu6P)a7I(MI6)L4_X*E$4!laD?QnW;c$`^*_}3VgWW>g4uC{Cnx8d%vP}kq2go zJAC^D9)c=(V>0rV+y6fIU~Uo1-_W1(si+%%mO5Y!981mnFRTywM%rSg3*+nEK1%WN z$YbE2-bDNCicw#-x$>H{5$ADxJ^k8p;2%Pd+oZ8y9f<`R!;gSRP4})=m_zTW$e&hV zfzCf9#k{+JqYIW-AIcyOXr4VKg19@LS<oTM3Hw@7adm=D`YGd9&e${P)e^i53<2Pc z7Rj|qh{Nkf)&72{|5tvonp`P^UmB-edSrz@#4X`fKKM(j>G%>)2iB{Vh2=2tDxg?@ zlLvTWvr^{$3%r3Rl+xaw9R85IM2LS2oRv{6{Vy7QKSe1MDjwil$0E5(c~JjySNU>q z74boV#H(o)c!DlnM<eWq#h3ToXMyt-Y;3#zrK2%D>vF)G@|Q9RcTb^y?5@lh4?k;+ ze^|zY`0Z@aME)7^Wmfcc{sQ=`LuA=qeefpT$9ra`?xTKMobmF&3*^ZsZfVjXPS`Px zw@BfA)8rkjam~mxkGxpRMcm<Z_~mAb`Etyve7X~c;OjdjlzUzQCz96we1m_MChy$8 zjJgY_n%*T(*i}NrX8r=+x8%Nfs3ryZ^ZVa@B<84dkES2q?SmC()Z=*s`_0sAY?Hxy z^1eNByj2bNxtg^zIE?3SJlG!orV9MJ^z7dR_~iapo5V=$uY_5J?VlX*j%TW0cH{HI z6RPT>!uY+Za>;cs^pDc6z5I>!F_JNVS_*$KTlv<vg}<)zxdVsscV*#XT7xm_$O&1e zd9V+P(#r*BV7FaONk$pqIe{i=53VAgNSz>Z(?1P8<I^!Zv%ARarz2I)mP2=Sp(8v4 zZf=h(cS~YF?@ll|R)F6RHH=1)V}EM<oh~m-fsa**hJQK^ou>Z|Da#u4Hl@HXaqrQO znmM^l2|H@JEyj5CE9Q~c*xb2;``LDj%?QMtrh;1yZ)w1D{~hH>&EdryYLAn;Em-$4 zSA_%7|Io*9;~_m)Cf4cMhG-OU<-z0cnN%A%Zxy=w)KC}os#wPKFNfe)j7pEFHBdKj zyZeDrA9hco5P#neexUE2tc-Yk(eG~*O&<7PbrYu&_Cf9*OF#q%`cyVEUne5&G=Dc) zc?kVzZrzBMh79(fFTC0J0_Q76N~d$cw+0^%c<A8%?NcggJi*UOwRya6aY45tIVwP% zj=q#Ot?!q7kQY3yp}PnCc@)xU)1VIh#{X3>Qw98}hxl;`{ub+HQMn@y`>fTbY$N_{ za7X)pga7bzF2_m5Lic&w$a6Ua=LAk4CaaVKkMsRnZ-Djj6Z^a|i|>0eV%slL4xE0; z#r_$*g}32#?B5^ABc#r$gd<OrFLkA$Q%1h#o)KRp>`5S47f%+)B0f~#{k{JJ<__4L zaJ+kEcYfF(E`=1-Njv*X#V%uhnzqd$AM6X!l)l;ZZ9J#FUApWj;xe7X66;Cu!z}^x z$Lfe9(+WB-nSZ11lWP~cAq0MMVqxCnI`Da-e?tZR15>wea%rRQC7=CIM$0<vJ^L?3 zgai1$`os_Nzc@D~a?|$!cv2HxRpQEd*x>|k@xDu_W6>qk+yg(_pK|R3i5coMHj-zh z-=QA!#+BZv7jt&y^gW7!<C||z^HP08yo^ftSXz&B6jkT9`k2s<U;ct2nj8DlKT9tQ z{Ohb#77_sdaoXQee=Lc(^rs+hKjL(a{n@yGE8rusk6hluZ|M9qmoKtF{}!ed`4A5O zs@i_Q06Tdz{w}wS6Z_ZyJWRn5^G?3XN}X{7f6sknc@zAq-&y*jGX?Ui%C;jfuy5>F z7@HnrABtjlV*M-8Pm*L~&Ix|D^ovNh1$?4%&U&gd2KAmR|M?nX|8FNs%b6@=UUI?n zlNyK*BDZ{#4<WA4QfWt%&!ZpvnzWu2c+{#wQT|O0<m0FOVlQL;KTsXh+QGTTpIzGq zYbSBP@)Z)FgV7JMRzzlz;zr0yXf#|zeB+8x@#CEZ&Nvyc$y0#8c(&AR=zu3_6>)Rp z^}}{QntfrIyE}hzorn~3*jb%sv*j>%U8~}a8h8<#V78m`8qOIp1oeM<0=ywN`SkS= zbnuhh*I4!;-zyc!IEQ+w>62?}W>{Y#vH~A>^hNbI=DMul`@Jg~d9G5TpMJG}OA!1? zN}|}HM-}sv+RE<_UIEW?y)Z8`0>3Oc##CZ}zPQ|zE*Y)x&lfGuk?@DoJ7hytCFloX zm(!nj0X{F}kA@GRPIlPw(I;`>m2T>@3FHGR8g!iI;H}dMy?fT-?{ZnJ*Nae3=#t34 z%I|>q{=Q!0L<{`S>2a>IEBZBqh(=AW16N9%cfR3!DPol($YAdZi^fEwM_~uA(|Yx9 zVLo4|&3lV`&?A^ymj*nLN0Q6L-2vW(o{LwI4M6?j694hteCUCGTk0o4^eKGLNr*HD zKMC1lEJD8piRgX3-T4*;;zt~QCgPmqjj~_Uhtbz&M_F0`Tn|L(+<jj3o@YlNJiO&b zaAGj>6yHHVT=pLu^*H1Onl1V?PZ1A=IjVN&nU{yCo($nfyzF-{u>_BLoL%uMTN80t z<!;Y4;34a8{l5mN7t5ZGf7FzOb9Nf>!6_xU4ngs<8uaTisBsv~o`YYcPL8$1-w2GC zs(&EQzghIWP8Ic*tnb%9FCk9GanSk(AikRa=wOn&2p+|6rAXA~P8hKKIF{NEJ>;mt z?f=&qBkN|Dfb;XpCfT>a16+m%_w4fRm5I5Q9^l5lr_Ni^@SnB3*6`iuHg;Gz-@R}j z@l27k`zQF(^xdfXbo_hB$98rn_=OIi^}asDpRp{RCm*x%T0ODsVl(2qP+I7dUx>>C zPPVQV&;uX;y`l}?^!8b}h&-M@)b1qn+Md{x5KM7*oHH1D=VAYO9q>&~vIxc#z;nG9 zq^xYPqiDBsw$d8t;qwir+GU}yl~vD*W+Bdn(RUW3{#@JYYjHms@s~>fxRfUP?_(S6 z&Rs&^K)FxEQ>?epiJn?(*s~g2>=9PP-?}Rvn&U07uh>)B>Ss__>lGZkSBU2>r&CmG z<FB2mNN5qkji4*fRJnocX{m@Nj3EwNpAb;Lia6FLx%Mw~5cS^kOMe4yqp#ts(LrBY z<PXL}Vfls7sjky?AA>z=F>4r~C_;U`A+miIxOTqVYBI<T`w%FUWrz8ah3cH&FHobN z_^^6t(;9gxD`(~dapZG+SBco(Lm!sttqwtaj^$o{=L7uGk@4;t)<Qn`AlXiO59)B2 z(?vhRjzw4xx84WNOmiBzs{)Tc7#`KiOu+uo-E4dz0i8Q5_-q%hqf^^rq!XVvmV3cg zx%=D>-@is4&yYV5<oebScf3FSm9{WIy<M2Hm4*RvDO2>-tAFTQs<XLS?TYy4*TsAv zcB{sNx$!>8vu9cZRH<P%5)lfr2cYA96IMT8fxe}*%BiwRSHh(aLmgetu;*`;vYm(< z$G=jWFWtrWJd{^ng5ABB-^lw6+^^B9GY{GWemciELLY(Wq0wdXMT2L>vp=B-LYzn_ zOLF=Qp4%He_#Z1H`jZluCESt`UygBp&BJwR-=F4__e7kZjT3(l{HqvSEpr2Zddxtf zx$_;*kI5!mX9oTx?lf?$Ya@OzTOW9dcofca;!2GY>Q92)w{IhV7i+WdUG>6T<*&Cw zef{w}w^`XW8sSI%`tvWqw^*j?o^~P5$$ex0u86-$<JRU<`2Loj=-|Z5(20a3sN123 zzv50-=ED7rm#ujJ{Dyi7%Mb0;b?nQ5iT0Ry=mEB-83R9n3r8=V6p8@vI5)d0jr=6$ z)#6q>a4zHNh0hyp=wo<bVq7SI`PoiF%)#-PQ{iL3c^UoFfnV+Q;;3MM&Sn?O1%O9F z{F^P?=o4$?Hw-OD9`IL{Z_^m_5VC4+*yiK8LEg05OR#fajs5SBl;K>gxIotDkGSqf z#Xl-nG3V!v&xHfnXJP6k?y4Nj)p}>Vs;CAYbTfQ{3ctH!7~JvzeHFcl>DxUHu!jia zVSn^>EcU*2EaOE!drPi-SOdCNTQI-TJk}+ji)HQ<?msjrzkCC6gCo_Z^9t(Ldlpxw zzz_1mw}*Rwqd)BmuR;{^tn1HCThPM~VrjIi^$|zsrY{6|HX|;?`TykvF8%y`xI}XT zI_pAKUk&mrz45Jgm%(e&^$$;}W4+y+_*?&LLY-k_GOmCW`+MEjR2zJ@^^CYql_k!< zrELZO6vT7MimSUL@1Z~7_~b@uFXla1-i@rp9KJiE=AW8t@O)(d!a%nz^i>|L4gWNb z>&PHs&#HvosQoJ1hMg`lJJ?>>3qLw|x#=kO!ETh3UB3%+Px=c*oFu^C1uxR`Pop2S zls;1dd9vLQr7gn~oMVXEQSRM#CFoUE#L43?gM;TCCY;w1{3hYRri*-w<ly`<tP6eN z!lNl8<mt{T$Hg3>n}|?$xdMM|T-Acy5YNQpg;Hrok>Bf6#*Od#-MrzGUp?T%-@Y(* zV!zs-%~vwOj$N8uxNbIqm&&nmFua3~KJoX(!vw@prXPMCut#Hkjzh!1?cVgJV=3SV zHJ9x4S`p_OM&y4mzz$fB$%H9-pszD8L$N&+{7%SrQa&5JZ#?K_1LD3O`+cvy=b>L} zo!&ow0QudAz*Nr1yK_Fja5jQ(Jynj#djvi4{h42Ww~+_viAL|Vz<*|>zDODegLh@g z9s2qo=Jf@5e`iKKpVg7w(=>oOl*Yb&>K}1kNq=M3UqbJD*wpqPu5+I4UNj~0W~EIM z_Yz*{zfY@p>PmqVA!pWZVLwPcZ@w+#1AdG>V3CELro?@))P%jS=C6GkMSM1txPD(4 z{!$Z8u}5JBeP0Z9?Y9vZB8PR>X_4>!3l?K{QAeC9cl+9deY+uJ`0@)sbf^3T4l&pt zcb~NU*c<R7rS1<)q{uT2Hi$#8KkY8{;_rd`pCdhgK3Kr_oW0ILOAmf^CT6|;Cgyd8 zDCLG=f9)%pMAY}8PAbmcvvL-7GdXAb8sK(ij!vHP72sjCtVcE0?ZT~4wL<XC$F>TW zJ*f~+`zjhvVjXMvRwUlCLl242$Uh5yEAUpyGwLYjEO=Uec_@teyGhdJFNT4~N!1k> zfNN%djdI`Kf}O_9jaSKlC;Lv58^Yg(&PToZ2fq^S=#<k(9!ycA=h_2)XTh%<@C3TT zy8gzD4(wj^-dbTXc-=(bf-q$e{Gm?s7zcEz>Bo;V1@f?8IqPK?3!q!Be{c7Cgy+>) ztcy)Pg5R4=hiHSpR_4a3*$*M_j5M-I#r3#*X<WS+iN1+*N|Mj9j`unYM&c*2-X}QB ztDz6a2;F2QLmuxY=+C}8Z*%SXC7%7s&^c`WCGlasjDwyvwZM+E%HA@hVI5u1I#vak zAU??i^|w98dMgj4N+EvrcKlO0tcm=#s66u)_yEU<p6Kp5u&tWSoAXa$Pwc&HLeM|A zufH4=C<Q+pQZ?-Z&j|_NnhFA5{A%Y@J@^IsUi;qC*I2Ixg_I*6bLi(&YtAv~#$0Fz z)xO>59Fo44ZD&VZ{>408^YAfvZvTPa8R$-b`aG+r8<B7P_i6hsa7{WaF{+^$zgPBX zRtLDFRdLJA8}asOII%XF0Q^UF@Oc&R>#f$u-%gsIgz#oFCpOIGHCJBBym=M673rzt z{wvVM>Gw0;M*ef~p!8!e_>-g00+BB4QnbBsdI|O-Rj^DWf^~SCp(vx(iu>I($Pqe# zzJqS6>|R>vCQ9ZiN!XwDU&KSMncxkz#B_{x=sS@9kZ%MW8Y)d#2nD|VTCD2`oB_X3 z;PHMT3OpSmI>uv*^<2H#6?7l@p8KnpyUzuT2^tfaA;S3z1!kHEd~ai?T$pzQ;(y@e z(=-a;z)h}+M`xhxKekCwM%=4P6Y(HZN8CF##<I4J=QTaZB`F5}yZYVrobN_F`0t5C z9M)IxuXF886mXg0aQdb`>X0Ln9xkU~54LHGtB8w)<1hbPPy&y<znt|0esL|6NA)xM zi#jHy{_>h)9(a!HkFj?Ap6Ef!gW#d!&x`eX^??6%Z%nR1H+pwL)Qhebx>BX_{13#7 zKGwWXT~AQoWJ_U*F!v;6pG=KA^c~N0R(bXyx&wO0$0k-u<ZUXaWONRrzd+`>)Lc07 zll}i~`X9cFeN^;#@(cXIO+EfaEbQ5e&Y)-M0(9nk6$h!okFMq0s%VFxzxQ9P*y%F# zl`L}~lmPy&N9d;4{{kLul@}_>f}g)@d3x(C>XgqvtV_N^-YaX>y2^@rxaHPJ(K>KU zLe=rY1Nbis?ew#g;FG2XdK5kQUd?*`-TH#ba_<pu#JvI)!xI{xaUCt6l5`3%@6nsn z;1BlU5qGLqAM9PJG;M6S2z8Jw$M*Oc_-}^sSUh-3$1;mozXj?K3o`=C_<K;&WspV^ zeL}a5RHLThhkvIGa>+4wGDXbY0{5rdnRIX=0?(aW{<m0y{a$4AH!U`Xe=IX{|F?rW z03W~b7WnAf+E|x2arpm}MEvRSZ%KaQJCA_t({|=35)ePsd7AGH!e679r0oQ(k=OZk zo^cF9A7lEtwherrSz&3@I_xltDSqKeH0<Y@P}6h#yD)E?_g?t%>cQy@E}Wwlq|g4k zt1o>>oy+WpKXUKCFgp$0iOrv>P|JeucPw7`ApAIrb+o<|eP~apdBaEoz=KLIrtm?R z7fzw*>XU#j@ZX(ZQMY#c)TKpt>nnqS`gA!i$fy2D%QPbIp|9j~{5Jr*J@G5n266LU zn@zV7aMw3T!^6Z7ys^W5#)J+!oy@JDBG~8rA2tW8@jaPeFIvk3Uy`L_ec1Y;OE1!r z53m3?mvqH%!|v7k(w7b)4t{@h_{LtmZ+j>)$F~#lkv*-020G`xT7CAv$gfPK=+`pU zu%DODmQ~6j-(8oRn9W3={HZSf-MMV16+fGrO`;#IfZwG6>$x}nDo5l)@Jnyw(xg|= zhce<=?gA%|jt!G71E=~t+4yv!N3=US{kV=iGL6yU=YPSwd5dLQ9G)YgZLQ_J69XMr zoA*)0B6!o<>a{R@zts<cEc+*zKYmSw##<eJM;7VehTqYDUG$I~{KS@V-=ld`;Dm*o z*84+PFX_dIDe(8<4#}GVW9V}k(aK>PLi}Y`)snzDpWMA%V^ep~SG$)nlJN}er^tC^ zP6X$sG5q4uXIIQ+6ux~GbpziXe(i*0<R5bP6;oJ|zY@&P6{C;XRPKb#_v7HJ^J&t< zBf!JizSiN>nA6kVzfKngT_UWH)C2se?Dd7_|M&S>e&p|Uhds#DYVNy^x)S%x7jIw> zSHJW;)I%LdIV6sC5O|d&cce=r2lbzW4{HYY0uP9)1C{@SUMTnb`&kd@3I0hRe?f1U z4zT-Z<cl~dL~(u=cDVk*-OL*Kx$jFQLoLMT!kV<ick;k-&h+Ve;ED6h*T4LB*q2ky zKlO=_*Ev?5Hh`b_uUN5Iyutg2<ri1~BA)e>$de;an_7w&4mAf(y{e#DL>zE8%j?<j z#6CRuZ8?kAmL9$X`|!6w$?+FU5#p);!+k^zIDgZ4-fs3X=2|gD#GM82(F<CPsvw3w z_MfEw4QbR1S)w1i(4da*HYv<ef!8?)Z(j!Q)2q6sBykLLJDldDO41P598zb(uOh$R z%ko!$4Sib6t2bVQ7c2junqLMk8EVMQH^KhvjEPOAUxFu%$GT*}KREU7%Q-he-^CQp zYv(bCMAc#K(J1PvN;D0m#o$HpS;b^n_rh|E)_LIVS)X58M2Ne5Hl@Megn$=}+4=W? z4`1J2G1COz<}veyd(7hgSOR!kpy#v@?w&1%o#tKj7t759Pg<1T>Vy9b@nyGcB2MIO z^oR<6fDYj~GM37WeIkpaQCLCUHMMBi7&zk-q|@*)3+K|Wj_usA#rFkj39T>T9HK07 z>IV3ZC*6<vGr+6UMJJAHL8o{t9NK#azcZG7OZ~+c@Q|p#9VI33-<o7i75LMq40T@@ zTvuk&>)Y#E$jgVd5_ECiYF^}T$_bnsNR!ywF$6y>vs4z$ZN)sdJ2xg-!2hh$+=P6c z!2iP>6_5LYuZnT7_?E#wpX3_poj|=Zdr?>xdPZyT4fSst@Rx4RvoUhenN;T3gC)TC z?UlVxz;D)x-h4g4fjqlrt3n_9@Qg^b_<lInyG%fX4|>&6hl5Xoa4t-z{*#HD3+9}R zJQ@E3UQOj!`pyF9Rsx$z9;+^*&L>9|(>V`*X4Yu+5jZySZ0gCcdek8@3HihSfM<rO zoX^2`L`*e;2eQF~Rg6pMx6$wHO~S;li1ofi%ww_&zHnU6=_CBzc6i|L&;5v(`|{*- zp5uI0#4A26_)Q>HGuH(Z%!|22T;~8ih|lugN%1D^hmPRG9473i%sai^^MCrPr8^ql z-~$B|nR`$tohE%R_Z0s1l~1uH7;*4zu0{zx*8ROyz8b3%`eH-AOP)8y?`7$j%1R^u zaOPltP=xa(Ss?@Oa4x~z{Blw|{K3|Bk3^3f=ED7=SgL_e(HF}8R`?I*dlro9M4&F3 z(y~D<2mQJ{><52cChF}zJmj%huYJ?fGPBTasnQc?MzK%+wl-YX+o9VIQO14)o;j<} z5dP`lx&+f%clIGJe3R(bLEY8nMSw3I@&{h)$FIUpVSh;b#k#*h7ZQ)Ouf_gXyNN^` z#{R9|3b7?%eG6)}>WC<@uY#LYMttx?ZZFN*OX%}#Vm)==9`U&#<h%Mg#0$=Q*E4|k z`@SEUGeLZ2nUpg(1b<+Dp=C!vTvI%)GF1jUmvXf3mi0#;5oy=zb>u6hqdWm;VxS|c z*}uF3d`oT2{qY>@re|2|BvcI?8oGX+u>d$2Ae#Ib>puRtpytRt;{Jl->c4Y%?oy<m z_?#PXXHo3!hX=^VYhshf(I?RM^&VF)c-R5^dTqbo;5T{<=LVe-Z<Zqmo=iZOxRtLm z^94Fzc|g586L=7T%#s=Wgz^HH;bE*d%Mm_xH`K2Q-S3aG=R#+=dZ}lc4){FkKX}>< zx~$&LJ7Xc>&D;uCl_cI5yi=Ja5B-#ho`)LiRI~HJF5Vh*C3ylLo5mqOZg>5mHHA5f zrO{RQjqrS4y@b<Uu>XxA?Zwm3H&(yqsr8q+5ssN;r$}$0?y=Iz@Baw#=7f)pvJvXi zv#S&4dgx<&aDYUv7Wf}t=}BY&K3N%ef;$?1|HOvJM-%*NI?m2;Kl(%L4$v{d?nn0> zwkN~?*D=LZa=?yDk|)WZ|AC!Q={Teb;JI*On<=8;d(BQ9Qo_LVFdZ}EXRz1U9Cc$h z)O#Mr=#&&9u3S4od^8uhd1j}+WdJxPJnS)27KVO&Rf`<|0L0}zkB*<jKBturAC$oR zOfwJeUFSx8D1M+FaTs-{zG|Tn^WA)7<>qeR%}oC}sz}&x#`KL+19#}239or>sYBOU z8|f23zMSaFe})@#$sFG?TysEOqBQ=M+Fj_=l-~{wD%^p-#vb!e?k?t~Gcq%N-iznI zHaSp})?lARWsO3CU!Ap`f9x}GPSMQ1B~bx7of^Tb8T;9#y|8a@Hs+63E>S4sdyUfQ zo+R6&--vcHt|uD$Qk&_(hz<6Eje;XD4d=>RK9S{v7ypSTd*co~bHD>1sT9$t_VO#& zYxvW)!0htTOYo;^%gl?j*rz*D#20vhKYg0BcW1%#9mOgI5D)*x21Hhqpbzikbvhqc z*lYV^i~3mTE39?`;dq@seV0)T{9JIjIdc05^eDm{@2nHPhon?9D-gOmS^bzO_+x6- z--vU_ce%EM4()tK9hz<H;VqoIaN2jga(o6nn&{T;HuSSzp(RnU2Obr2|H(<<#JR?z z7C9?FoU8uTFwiNB>oH`At-OLhX%+8kQFGXF;K?g~;=u8^9dlOL-#4C=1yTdpJI$wT zUEsluG*QMK2Jn5}g0XX`)6mQF{iTIoL0@O@zZdajT;N6j{iEPZQ}Y!Zf;jJH+0apg zbGB#KykcgNmpLhr{8tX0Z>!$W<}UlL4qRc8pn-h-ix`b7HF)>JPq|b09$%LZnmiw@ zLyw}eb|moWgb8MC!0rdchThvCpSN~DSu+HkK9Sg=6ZzjO+HYB0-~sg?RQ`&0!%lY^ zy}sT9f0Mbh|H@_b`HV;=TzCvVCeT6T1-rd9{$D^X;y_!id6_=q%1cJyjwbMoq+=sx z2REVLya=NI!w!4h|7SA{d?{%xgy<mZp#MCh4OkFg2CFg*KC>YYoYVVy4{^AYKSjD3 z@mh&dc-0u|d-L(Vo>$AT^OQeY<b60#V|RmHJqdlnMdJDOKcPR8g`F^$0zR4KrhZ;W zU!rkv*U0JJzU64nf?UM8lLI~t0?<(k?Iu2kLVq-N{P0*Cd{r;oloRI=<EmeY)<glP z{}vgk!+!1>P1epJKARo<#}<bBJYvB<SICJzdM*AW2fTLl_F6PeLS5UJxO)Y-$z5u{ z9tK>ep?rSFvlzUgDbgSiI6*plQHKCNB)>!OySa$CNyI@XW{3V(cRR6<;IZf5-x^dy ze7U1*qrr>yEiX-$(nntM>cvX*u|o8DdBo`ZfwyxA_?Sl_KUhD&Ot`j!IWL~l9*UvB zVOq}sbq4gW4mM?d0PeKDi@K}>I}YDs+<N#Fcrdb&O$EO6W)J0O7T~m38*975OYFnJ z4;1b3&|gM)Rga7zk1jLfG)Mdh=Z|YR23#{!%61L|o+NbNzTk#FaobD7??#bF1S*wY zB{-r_#w9tyZUgy#o^P$!eO%u;uBT(MIJa;z?`3TW`hE^lvrT~4eJfqBi`xdC+RY2H z0DqXSRUewj$9c>D<X5#3k2UW*$XR%!pXREt!a?Axa*UMl++)~x$|<!T3!M9ZDn%GZ zo{`rR$~E8VN@!!bCbk&vN+@!hVdFWBctg#Unt?o=JnP3`65>hZw=Y7M5D(I%B?28Y zfomJCqTX3Jcg>za(+}KV`%XI-_Z#oKk|~)DUc^OoeQ+`u@v_oCqzQ5R;N!rsD#Ul@ zsda?{)LBz1ewa4qVXh!`ouD!NMmIEu)C~R`sUScef;@+QN2u*G>K0{{MuKhN3!9yT z(XXL%`e({{)q+ob%VH)mDMVbjet}XOyvF>YCtEx64EAFhyksxn_tjd);TFgj*KWDB z0H4|>c^p3;!hC7sJ%@#WGl_4*0+*9fH&{6L&KCO-^@!p>M@dh@%?o@C-z=efn~=y9 zB7e-3=y7=c0l0MFE9;ah^aU9kBTo%H->k>deFS+6b>=|4n>z4-`-jE^p4%WGJm&i! z_)aD_ne;b%=&wQhTaxEc-)SHJL8cG9Po~IPB*%4bsBp>~x)H8UElYUiLH90E6Rg7= z*0(qQ9*<UaB`k2Sv2rZ963X+9nmA6Nzkq@?mFns4e7JkVYT#KbN4W3uEo0sBfF}lS z#O1&9cNOq{@txRF<_zR#SysFg;BD>9Av*H1ZUpJ{%N!rix#1km+(se3he^?FX&awA zk$%Uw6yLv07@kkqi@ZeqZ3{2-@x6>9R<qz;551bA)p>E=yh_umfd%U)6#gmVE&R;& z@um&-_XU^9m24a2jpWN2yLHwF%R}rLh#$>@b04I@GpXDQ0!k5Ay98Ugso^IVG6MN1 zu^$o1E34|@t6NLf5vg0qW2Y8W;()8(>{Bvq@CP$Xe`|TfY5u06k-;43u1PX2cdx_0 zSTsE@j^p><dU%!wB5!JY{{8F~@P!|jQ<qcVH??uz`?OJq^i-Vag|59564qa30e;AK zl>P$lN63D>r??;UGyF7eM1!|~Th>u3MI4B~NTl3>&xNoST-P{>^Qh7<m=v_IeriWg z=<;LE0KHqYJoeE_i`8ZTIPMY``!g&8eSs$eSp;dIvlh+yMeN2E2g@S^%{Vtd_UJNU z33H6uf-C4xp>Ocf6OYddnD0Kix1`4halPlj8(#3Og%jez_rc3f58S%7rvQHPR+sfO z@-er7{yQCk$b-t|BsE!4$2b}1Q-(MewQ`U`;1%v)<`qWRpsrTF;~|SY^tGd-el&DN z3i%)}LO$|DQ?JSg&!DIE6;j#Y^Q9JDKgs3Mhg0z6&>Mc}ww$8jZB^KB!F;hu=tXrC zy15P5m$0jevYNE$D|=J*NDzOgzbu~Pz_|yKj{-%j$lC^DNiPa}gBMS>-)RLtCRHjM z`o2S7`NoFm?(^GU9nU2^M|@D(Kk67=j5^uf_mOkZ8xE!k$E2gqIB74LwkHI06@>Zh zSq(66VA{mY@Ut7?jUQ>!ZeDdqMeiHcY4l_G)tyy)=}H)G@VfE2)|HSMLR@_abxp<F zJO{$DE+)FR{w}=eF9>+AAc=UAP^Xf<h`6!0;f>0vzo_3y>d30Wj;;1TiJXlAFUoMN z*TMSVXd#|GLXUIt7hd?*zjGtx)zCiH$G%^;ZQDwjawRb8@_u>kfpcI@D#VE0gzQrr zUN^zB-jjM&oKHoa$x=vH+za#2@~l3c$Nhx=xtB46_>w1mdA$VjrzvBycOCX{jYsZD zBH|LgqPgR)j&(EUeTgh^u5gO$=-xNrZ(2KRorv!P?Rsak2C$#X=H!bUh;Ju<xmsXd zFUEw)SinEBgB@&zp;In@ttwZ?eniL7Pi$blor{iKzK;APGiZ^Xm>lN|204i*@1TCw zo^4RMhCDb|_d?tg_}Tq8kwM>F3HGbUZro7BbE{Y~zNCVeO6}Q@E)<7OK)$L(Si{`5 zy)T|eBA$=rcAXf(`p9d>a#ZSIUi~5M@mIW9Z>Le?cT||$v~e+!0G>Lvb2E##9nT+N z-B42HLSJ#_qR(w}^xxe6A}58sv71LXM;~+A>x#~u+>iB*-2D2Dc-)onhbB2l55KRO zs8pw&g1Kh5)WQaUPZV8$ynRqdYSCt{H}r*n5>Fo3eQpE21nWniKJeb}ITF8qV!q1j z&LIm?_@{wJ#sS2$O>v2`!WYQ@!w;SRF%N$ZV|#S^AoMf419Aru9}>+D(_KcscK@|U zuEi40^J$vI6a%M3*==s5!)}<I`K1P<!IuNV7`d=t3Qj8BG$p7{lsnUNV?Dy7wIcJ^ z(dT6A(aeU=|7jsB-0jDF)PLTzY#n_x><`s{tpLAx+CCb(A<m@Lf7vd8-XU-P@hI|$ z$j;>K`xL;xNhX<H-1t*_|H{!`*rCgzbSJEDLyXNQdNtH(Z8G|D`B7JQ-_OMW9mvRd zsWV9k=lr8zJj(@+A7}BfaeL=VSRrQ^Y`Kp(Q9{>I(B(=9-An8I2cH`{!lbhJ3iHd0 z8y|E2b|pOjWp^nk-<6;>9~|$AzJgn;Lp%Km$P>d!1{WPMC-l^K@X`_N;|IRa6>^9p zR~L8cZ{l}mqmNxE1x|HXu~8sS)MuQteuMnuhDf9D;tJ~BRKFNl(YI5u@2XU{0rD^b zHen9r@5gDwZBtNp-R^O^HNg$u&su)C~5DKORwal&B3L$rkg`FVN^^Ra8-i5+Ym zr-4h;`W0b}H0Uc#vaDFqf!^vU@+KU1sWPiLM12``n`Fz-eCQ+1c_|aesep_BHaSVo zqF?+ImFxpL^rar2lW@V`mfMXjg5XJe4hcDbM&2f`Y_jqWy!g(fL*x2+<nIAh%)7dJ zVwk@LPZ@AY`oZYbGvvYA_LCtu+z11<FU9!b$M?=@+0Sd>e4E1cAIdD?tJ_M4;;}v( z{bW<`5GTwwni}fcTnU<;`@3I0awYhgnvb+%9ZAeh<eGsm0Xk-)S%?>VWyt8bV6Uf$ zq9;!Qw@=)fxe+4bM)<Bf=<7ZUKG0%Q<Vynnn?DdI1^Z0@cfYZp8TF)4g9F@K;9s5W z?Z#N=!^~$cIoaa#$JfM&iIJC7RJbjk1MjevS!Ym1f7twc=a6pbG@~PSGe?k5J3KSJ z27d9(?e3wcKM|)M9JbO&y(5^dYiAkpL9y0HYzMlem#3>(mKORi#5J3_l`+5J;Pivy zW$03se3G--(2rPhZk3av-pb;AWcU2cSKUfUKIl&;g<9p>7tsHD_MxfwC*(I3X>3=# zk^eovEjZ!{KCGOprzeN{>C^$Qo*Sr(hBiJBZNh%=d!&j2w^rE99Yf(adI}m+w#Zla z1QJ&_od<q&R`yl^FWw887YKll%s!OM=cvW~|0*o_4{`RF#D<+2310JWv5TJsKDEev zJ(`0&d!O+$16x-@F`m|Jt%c_aQ2ZmT5CNB+y54XjpBRmq>vrFdK0OQXBVA*zguQRe z($iO62^rLJGFMF92m<Gs|KpOz^EV9Gq7Qv{B}lj5jJkmLhb$g=bs77pWqG#F^@l4V z!NZoeDH+cXh|eUGcSZl1m~Imd@PBxjI9Rb9`Hb6e-}A5NcQ7GJEaSj=$kv2HK_&Qy zRB*H&^oU<a1A?d<uzoIo9M9dwI*SfC9NYsxnLoqUg8a$A<fxHN1neN=cc<t{<i&B! zq^IAbpO-`Zsvz)&xG-|KRu}80I_VeN0lx{|{^E={(Of2L`0XP8U8z@1?J>?des^U0 z4W3JXGbF`D6MfPtUtZY*m)^RatfzIwIU|3C(=L+e_v2qJoXG|M{X#054<0HayjW<a z2|NrP_}TUi&m|$HE!Xn|9?5+E`5bZOH|t&cU?0>cy2kV@wa~Bmq4#X>AoA2C8c{!4 z%o$X9vb{M5-u`VogAw+ZCUE3l8SE<NF@13Te>mSb|I5@^3i{|J>-~n{D@`j~O=rL0 zoL3(ic`UBGFk3~D3-=#5Y)heqIJh02)ym?G^&>kPr1~FpB~|(-Wr^S!WHKyEXP|@L zAbwifj@O6JB?{AHUJ1>$bCdq)3;4Al_#1JxDwy2Vn9YO0Fsf=36@<LQYMtjW@PI01 zPw3a*=!XdZ-umaLC&5N2>~-r4=sqOzq;@HYzxE>OmaM?-1zW34*zIg3%g@{V;4_Z2 zlKs7i%jwrSDY2eq8fM?Epd0cw1jrLZ$9NG?*E70|bzf9zRKb0}yp$!cQHnYNrLm_W z_$*uEA*$2BDMzD+F}>uTgfC7n{Xa>dPBnLIN&71Ln(m7p-GlYH@%mbxTo&>+6Bky` zZRn)pJB3^qpx-d9+EGL22#q$h=DmnMNE?HyhGU3Ny$w0^h-ds8_FMaK&WPy3OU**` z<0;ul+*G^_-CFue$7$UE@v;lX44=VY{xJ-QVc)12*EGdc@Oqf^W+r%!hX1Hv@*CJ? z&fyj-#8;Q4)nD}B$wr>-wl%QxSVQj0Y{Z$d@0Rq*c>fgZ${h_Ie9o`@;w)abdZeBW znZx-cpAqkC&^HP{Wh6Ha0e7uWMb0N-pH9_g#et9h*FJYl0rnSCFCP&m1l-oqAliKn z)3D~yRaxMMZ(HD5edJl4>apM55>Q9Hak0Qg9{ZNo92*Bbx=+WIMtlkNR9m?#@-5h3 zP3l&Aoa;G!T7Pc<59$qN?{zc~H-tM}Z}1^smn5#OO+|h`6FFKMZ3aHo_myZ_7JQc? z{5K{3pKYfl=-@2!ke&|>{>aBqyZ<iY1Ye^FJSRI0Kcjf{j<dG_{8B?<tQhvkYC*Mj z5$i8YoKLngjQsRfJfqV9_-o{#g<Bx@sfjDW81cRJuyDp<4$MKMxB6ZIeb0a22B$4> z;@BBw(=Y9?tGD9pcjI^GjCQu`n}VN=Hp*Ug$N9@?^}yY8CA`}?rA7O|I|e&GDNTWo zhAnVCK|E0UHg?|+x*+}D4z1v?;0IhKBiuF6J0xDS5Pid(IXy!;uN&ZpeT7@{c)y;F z%`;mo`1OAoD#eJ)8m`}&^HQNl@lIC^g+MPOohvB`18;Bgy50u-9<9{aI)wGVk+^=A z6?q@|yUv?y*tbymGF`Xl=xf@VrDlg6&yWndKZAV>R31^xLtU=!+<|>F(1~W=9_OnJ zK|E+nVf};8^U?E>*1bgkLFR(SdHA`)>DIa&_=)}WE29bYkvX0E-DH-A^)6{6A%h<E z{7Wm*ytpSJidsJSI<EKK@rCnuu@6z#eQxp-V?N5M%bM<nu+#m?)MdDys?+N_e}7|s z?jw3}YBA_XEJO$Q;&V?Oos9n>KQ<G6VX#}jTTJqw{u}8=P;(Y~a)k%=h36Mb_WwY= z;Z*UZr3mOVh1Y)O!LL>9Rt(eeer<sp^8UaH7df2;RbIpq20}wNaPMaI?Js)}cj;;V z<`15R4ne*0#T5Iu>}sl02S3x8HTkiUgS=sj^0}Ba@W`=eCY2U-AG&hq&xrFiYiIuj zC7?f#>A?Fi#N!rqqC{KZ^^>1hr&17)Hyy5@9W8;*c%*IkDe~dOix1B|_=DdIxgm5# z7xj5cF4qR&@qZ~o>`!3VL33wqXb(fTxS@Px9C(C!+3#QO(DB$ZBJ|#%zRDKVcA*G% z|0~?|EO?ZA$6KNe^kcm1nV4dP9Xbr?u$Vyim}Ff{zJ%xO+WUDkS)#sufSu-B3H+!r zk+0bi`I$G5va%@hFJ@zzoaf+y{?Dq<@F1^#Iyct0bPsv>6PW`h@Y7tu)h792H^N1) z8*YEs5Eq=98Tgf<pWZLkwSixdR*ZFtfZr%~=C2BX?|oIUdw1+5>~=`a<}dJnn9$`b z>5Dq(o${Cs;D4ad*Yj!keEGrz?=<*gdi?{sGd7sRo>J@*B9Fc@(IZhI$DoT<N?%gM zx~-oeZ@!MamU=XBa3US~w4z6M_7M91pZfkOi9_Gk)AWGT)rh-uFV8GfVm%qH8iKK& z;<TTG;=mi9f2_!~MqZ`d{je+^{3e<<ob@lR(@d~P=`HdAQVZVHajfruwdz5qfTL1E zZcg#i=ugmoeN)8{c<xqo^57ie_e;4I+B?u)DI>1FtU_Iy=$2}DBKo?|AD&>|^|ze0 z9wwZl4(@qNI`AC!N2x4$0eaqcefJ~@KJQ{@Vc7EzdbwZ3<_*-5%KBauZdxL*{Iy(b z@EZE)>_<c8In0ZW6){(5L%tF>U@!o?<@LMv;?z;(4>}Ud_I9vKv(5^l0jy_}Ut%9V z|Feo?xDR$Ypu;D_*p5D9kB;*43Gg4?;^0FS=o5G+|0JaX{Z9?dL#IxGzg^yJc?<pf z+@?%76Cdg^x6f$3%SZoSzW|9DzNb1rGW8Gk<M88C`BxFY+`FFh(__DmPX70rNfP|Q zusO~WIG5q`=Ev^y2PL(unZ-LXPx1Z4v92iKD)Sru3IW(j6lIAg_{n+yv)fYO_l@T* zbw_|J0joc=NJ*fRU)EMn{R6(Dou-`j3ib9{YDQ}w*q_JkWB>kx9Rw*Q4<X;B?^NmA zo#)iysPgag51e<BvKG^T9p+Ylo{tB<Ox*Aqe`||5PDhQuFy-KPrZpy4aNcM~YM8hq z-IE~tQKZ348FeJV$3HHkuT1bE?}T3=@OmcdZ8Pw0g?fkUa2)D9X2Jfy8*nbO;OX3z zS2&MI{;0AV_Ud;0K|l)dBHmrvWA}M7SGMo6sBNOYlN6BiHWqPMeCGo#cx?>3TL^6j zo_A%sLq~?X(f+}i_v)?Kr)gI<E8uge3r(HZB<3AgF8F$2e`~1C?)XDbe?(&xZG!uW z{%c$P4eO^K>>Kz5{Gc;q^USA0oO4i)U%$->TraqGtPOs6E`}n}3VEoH-`vpsW$><u zmX%X;$b*OSqiNy4w72Hl9sy^PnaKTujL}a+-IQ@^7Q8H`Bb^F;K3(Igf?i@+S9fvF zNyN>>+F>R!F2o0lE|MK1)Kx#%b-e<QnU((Om5VttR8yx@Pp+X3{rQ1QQSENuPE4aB z;w#Go^|)5}P3<Zl!w}*(Ax3~%I2Cx+`}WleH|)P9_zySY?$x;5i-UN-d%CKuJoo{@ zB3OW0){|ge*+{gCJZ5J;$?+Qc7hW`XUm${R5R#XZ?FydEUlB&_kOh4}toiaV^nf9e z0)YhRq~8=P3%XO?2tN}~&S{R|T*I`oTI~Zjg8qN|4R`3!e@g#Tn~@RmcSgB=@(kvk z^!o91BVW@X7b?H0gZ}n1&W9OCu)gWH52TTz&*6h$PdoJWk$9yuBt3W@)WZAX1JQV% zleO92o{xCm8N<A(6!J%+k@VZd>zF4ib~z^h4f2H<Eg3)fO>w%RbO!PR8umAF_V9~Q zM(wdHh}W;o%GHl@;=VbL=_TQPDtm7brK^FTvFg4h2flv0cw(FSKKyf8$gZmgx;*ng z!36?7XUX4xAMsPNyJNfSBzR9XZ@tJ<%xMmw;;R6DU#d?Qx>||&x{;?$or!wVekTb* z;C!a$PD}Ix_VH<jWgK|V51J6chuB{ux}(3X-hqcDM6U-SF7Cgm=gX9YzKxdD?@NNn zW6n6LRd}OLo}HZN>xuf{fOBLy;;)CwX_67>nj#-Np3LID%at~8o*q1tdWAU;aVOB% zQ>O^)GHaY=bs754l@-M|$>1?%Wn%K4czw9q$wLjV1<d7_gvFtU#?t*82A+&M<!ndh z0k?-}w4dLEzU;+$_v1s<o9=$A+yU>}bAHl+8F9d2`wly0f*Ya9d-xjBKj=ws7?+eu zfQRo+s+H|U{$fA1+zT8NI%lKNrv<%Mx#7_t#I;L|O7oYIKbvwpITYdjc3+rntAn7^ z$oG>Kq(E0Ce)T7u6g>P(Ce20|>d8ISTvoS{Ck*>-KRAl@crd)Q3|!<|tX4mZcpSsp zvn2~2XJPScz~LP7G)Dj8e2f24blve(zfsr<8A(Q2naL(QLYYz7TSmy9MM*?biR}6r zWke(+TcvP~D5Q)sGa|{#mQ}yUUp_APd++ys&w0*so^#&wMV$RYrobNqUc}9irCSKS zBV>_j0C7v*+uVx+`&VMlPZEmrp_XgvCRvP_YeQq+MB9eC)4dDk!r`#H$-ILRh!=vZ z2lsexqaW>dJ8kMS=pDY^*B|^wzm0^%Q$ygA6Mdq#8Stnir#<kg6m+i5ep=ICz=7I& zhbCU&b8n$Z=m?%G)|Wu!0~}hganZDZKg8O|)M##d5LjmE_4=U?aqFyU1;D<0(s>Tb z)q^*^qjz<00lwJ>Xs{7MAE>g^wgRr1^9`TY7lUrtedM4O?6yXY_1^tt=p}QT%2N2h z6RtGP2FUaI4NZi+k-vn$JI-hc-Ib6OdcwpFI@CTRyH)J}Qw~?EANw#zg1c~K?hN=+ zX6G}}S?C_K>g*hdXM4zFv%TQoF{>uM`kT9TK2tV7Rp{Iby`o=%iy_CCXO_Eh&dBfq zl{gdXH+?}d?cj+AY&RHgo&t`@^*mhpg?PakRic1AaLe*<@JK!Chv7*kG}y18wb;um z$Uk`Rb(U<4V1K+KeLf)W+eIENzZMPt6gl(p`U~_u9xC2PaUOrKUAV`bhVOZ;b1M+> zhRU^S_LwU6@rO<Q;|lbT`CGDGSjD;TK)Mwp;4q)Zf-enzI=vAn%M?W1Tfck$gE-=+ zU!%wm8R%ls?_ZupzV+WDGS=OC{{>2(!i^i~&-hk(g#f$uSlCRT<$%uj!da`s5`Gtb zXeu7O@pHdfY_AUDMJB0Q<01Hgq9=nAes7WN+9GV@JYs)y*nVg9`K>7ET@%ImTGfBW zH?fb&vx7l-uxt4P<~)J;+?S*|w){kh>n?xZmNddogh{!FUjT22?Bb^zz_%_DT!aL` zJ0qQ)%(2fT?BpG0E6^<;vh-bV25);j@s|<&YTfRD^fcnQ(KlD`)?w5qj+I??fqxEp zyGt_IfR9a51cb9=p2mye<Za-+L`o{v?wmTK*bqrY@KGVMCuKeGqlD3+p~v7K#~t+< zje>A)U5%g4*B5n&I>`Vl;F-YE@%gbF@F=$}Drz@xf)tAZ&ty4p@RVV~_b=El9#h?U zU#z3FfplvU`kofASe*q=zt`EZ{No(Xk3@8bg(Cix-PtmK{~EfO#Hl;($d{_OU7nmn zzNO0WR=`mf&)Mi8otkVwf7ktzzSL60=i>WUY_JdQJXJNnfm4^O&%~uMU>$xX`c%RW zz3)#iHy(sO{rnxpm=ExNxw>;Nc+k^_F6%GcQ1{~ze$axrWNK_2eGm4ns4#u-^Lf+{ zuCklW!VW%lEfiJ2Zj`B1{74bUw)NcKr@%gciJiRk9Q(w4CB9kV0`^IlaEiqV_$d47 z&*9(TRf@we$k))HerMaUA{01Q>+wwVA?iL0+uK$);N`@;LNU*fAALBgyEhm88`SOx zC%IAQzQ$ov`vG;im6-3{|6x5HJ~Rp-&g3_Z8lR^_{0^_|uBJqPKsGhC{Vd}AVbaon zSv~|##U%S7JO^2>lkb5Zc&`Cf<;)N8VebMP-YxLm3|;3g6>sQM0(mN98qobtOhsiP zE?oLiQp^QE|5!D`8}J0r8SSvxn=1zW>uKL=Ebhx=$-kZv_SgILfr0Kx=$)R`Yq}@E zuLft7Nh&=E=7me648S#t8CAN^kMUfL^RzCP*U(RY<(g>tb;RqA0o5PC`|y{?1IMwB zsZQk>c!j*6W|n2>DB|)d8b>qy9Ils&rhWw-n^Tl-5%+&=kLQH};LEZTkJ3lrS}(tn zt{vjTa3@7fcp>6&ouJ{Re(=nI7$Q1+PnLjX=M%t_Q5yfogCfw2`;0_SQXwz3n*V2n z&$mfaSL3%vUW5~nSHPDZ671IY6yRK8SMP~Khzkct3Qq`Vp-*DqyW|cP<~5|S((~+x z{l2|tZi9TUHgk*3*$#Pt#F41G2Y^HCQ!9S6@V{4`hbVz>w7P2D6&t8W3nu;d0X(hF zvXzq)dEKbbhJ(x*^tUPuT^s>VQfCwzyy=7aDBI>&S`d#5^7gJ?g!tv;S~z~?Yb zUf>4b%o<t>6bEjEK6V&b(8qm#uHNuM+<0}#l-d|^BCPU6gF74W=tAeX9(b4jBA1#W z>U0Z}QAXe3|8rJ4k+s{Xd+s;dce@7jzN1yHnX*D3J|hrt8hJwX-|Tw%4LlE7?jZkp z6U5Q$89Jqk;5C{rBwF7f-Y7*ZCGAIEmJs0Ng70Owka(~ie&k|#Dsepr@kgIrk{G&u z;T8GjI;@+qqQbr;;53h3%&&W{@Q*(i@;|);|9EZr@sub0l)hC=UJ3nkm#YrEM%<;} zG$)yYzqGXMF;hqc?gwRBG6BC@I5#P2Lowg&&8k&4@(kJ0^FN%R*QsQW>QRK@-2E*r z;u+w>Xj)Ozu|x0==lYTeP4t`9jhylZpWWf4Y;8q<@_T0oo-u9o_qnWH3|~UtblUpJ z-8A%-Tj-FO0*{VHxHd!~jyo}Y7e77>9<M3>;*}oeIR}&_yukWMZZmvH10F;ekTYpx zJ^o9|`or`W>wi~7f{zk@EW54Up@984-OU)yjrzeh3v)Q|!G1fMeiik$Qw6R&W<i)= zGZeY#JBfba3r&|?AE6K9Rf@o22lT%x)KuD^0^YalWENweYY$?SwK=ZOo@DsY4|Umn z21)x7hrOz^>q<iKd@Xz59?M<)Bo(I0V?p0R$vrt@?%g?c1m_s&?~{LigpEO8c|4n2 z9{3vlYyoc!)!eZ!{G~1x@N>BVx}QsQ=<CqR?R5TuJ|x+XMdk3vF82!&s^CLQ0siy; zhyy9%cgGCik4Gu`7_Y(}QXG0k);^;TI4iYb6>;P_6T7c5@_;)J{u_Izf_{$ehed2F z(8Fn~4hlqIe`$KMmhzwjX_E{1wt$x|jx4%squ;V8ht)O#eKsEg)|<3^2$9krU8~qX zw}Fa~Hta+Fk3gQl|6r$o?-~8Zx^qs1ceWM6-^nhysaYYfcIE!JI~OV0l|xXu9Xy`d zxyS50`t2syRs{1=Ulu8L?To{7LNh3mFZSShua7%V9mBltvz}c{npvnP;Xz_O;8|b4 zioC27K|DFqlH^^9eDQ^9Qz?GhN#st5W<VziHwkCM|GO00&#B0xkCs!dPt6v%Pt4MJ zgdXwJoRljFe#I?D<tC(tJp59tze5>#(*=3bLo?uKt?Z}Lk$1305Lzsu&)yUbTj3*y zohUTu*nuAxQY<``fgWz@YCq}(yoyt&9OQ)Ea|d@=Ey50{O8mU9MM4*FeH$nx0Ud!~ zepo>m`CHZy2M73t-vtuJ1jO5YJ?H6m=eQDt0zVyDME|uI)#@a0NwbqdEsY23YBAbV z2z(S~%|GN$3w|X+zO&yEapLo#B6=b8@0FB%e}nzwF=DMs&%*h{uYqs5PJk~z6lmkP zhUXWbI4bCp4E!Iua=Gp-=182TUAj8}9KZOecKZ_QS{bE#%zzuE16|?QiV)AG2z{}p zsC%5rep0iAxk@$i$y<}?kF`3LxSLnJeW@X*7Kpq}$tF$+cG(^o=2Q=y`W9qIZnute z>3askdcMI=28c>y@%_ZUj&47{16&W@>ooEKd_N;NS11Vh!@_?>!UKFhuB0*ocHH$x zTw;g;d_^Wl)9y6-AE-)%w2cvWwf-x=1HR-Eu-;{axF>nd+_CZ!&N~d1Y<@&swDU{% zA4GmNHe{B;jO#ylA=i5J3;C=mpYkN|<_hsmy6fkB(BJ1<uLL}L<=L?;ihRH(FOWN` z9dUF*?2A9_-9<Um@+$PYD{L&s?t}kCjhV^*9>hFLi94@YF;9k2$D{HH`z4*KSM8mQ zxRW4RaufbC!C%=(3%j>Dtno8&8T<3%<q3vB^mRUa^g9J{BY>*t24f-YCU>3c4DjXv z>HTxpyb)JL8<eCE<9QV+TrXXLtI0N1EJstJJG9=qt=I>CSZ?brhrGC6M9AxcF6`)F zZtPj)YbC5q+lpPV^UmVg*N8W4%(+jukPme26ditnc-J`M?e77;VV|UAy$9=3+Y{2` zG!K7WT66nw6a4da^)=F~$OkSS_(BSQOgN@P%Z+u<il!oQo!@;P?QIXAcgSZtL=*qK z#P`Z6Xso1!KC^Bgl1mOdi=Q7#_>1%MmLKS{5eF*XPx^==Uwt0Ak=GT6^&#C$ceEep zti0lheXrs7;9K3Ly5Nx;W_;&lkoWGS2X3G~q`y4XDvUV%`?uh)ZRF=s&ozihZ-VdW zMqP2jTt1?+Kk7f=JdeCO4`ul+)Dzwa`yT|KV3t|B`L+Y~Q+e@-@W<#|v-?A*1U-cJ z*TRT|ybs}zLS@&zPJGXMEJR|^O@4j6EaZ<kF5P#>n3oeeGkf+08TeIXCi6ee9N6i; z$7VXu!6Pl>e=EdbUH0siDFTm8>*_r|D+c|vA(i?X_}ZOyC3%w)_={|SIn4o_>pC~~ zPdy!Rg7(Yvx&qYYhPA~b5dRD`CPt@{z$1tSa?;aLS3i2A_(%)*mb@D?4f5G4w`-3! z5%;Q17!m^?Ax?K(XDYb@KgebrISpLoqSsjAgPs40xKwZu{Oh8g^8T;5j^j0rp4s!@ zmpvC2-`1c`{G#dOH2BZpT7U5z>{W(NI`ljC|6tS+=^9(;0vCPKRDnw#hm@V4;(F{y z*6mHdA)g{1-B9#}p6a&UYH}9yW`u}tygrFJiV+K>t9YMxaX+2X2KJ>o$j%D=Mhjo; zMai*`hMVVB-+})KyLrvB!f(D<(R5wJe!Q70@Edpy9rktp?`H7iCDCVJGT?u;9Iv`3 zQHMz3V>?<c4*lh?-4lMC9~ypITbYlz%yd(CVhVBCg>gdTs0i}CBQ|$qfGdQ0!nS=G z<|V%IHZ6od&*bD(%(!7b8P}dg2kcuD>ybF20Ms4s^2}-9-PL<SRri@9-(wbAcv%j6 z)%@$Ix`equHJ&#(v{4U}99SkE@FqBmIW(x$f~Q59dw&7G$r1<5-TQ?2+26+Y1M5rG zrK=Z=`(O82_ZLb94sm_AzNmw~xkm|mm4R;@b#(@A%-BB}Nm)NnZ^BQD+HZ95gIQ%t zp|?0MVk{lWIfd7+OKU#w^}}54)e<_NP4I#<O-%bta6P>`83qN|!^xGuj==G<t|W?+ znTWS(t*K_<Io?F!Cuh4+x05l6_JO|)@E^?A0se?|b9p_->yw{kwfppOj&4}zgvVvP z9<_FgnHV~%%lECHi0heB{>0O(u!EWuEydk=<JZnGF=H<HkC*!F-nhP)`>pi01@zMv z+Jv_Pum1AW9cfbrU;87KWzUcEkCu%)2Y~lXG1quofN#lkwiFF@$ZtZ#;|^)S{_E2F zuIEGFzCqO_@E!To^=57|J;V)#K+QYF$d_WO<OC2;G~bQ&U)+m4@ietd0{oz=@|t)G z?*D;Ip}7<AL+qQO7U@&i?=N@rVc4-vgEd17)-_?goBJ--kMXbrhfN>O&n%C6Rpa&C zqYI}S;eR12ryo7QdPmPOwjZqm9`#7K(14$aH}=WA1b&1c_|f_M80@$*P+FY=d2AKO zp=jh`t!L^F7?ME8`S$oc%>`V)u)gqj3F1WqV}~a`r>LG~K^ptVSlf9@1^S(!31jSi z#N$SiHcmgRTkHLdL+P8)^W0J#)jwk0%&hv1@H3hxl9?<6@mGzf-(LXFn|b2n&V=>% zWl3j!{uJv~$gMAcx@nVO+6g1*;BSdf1USAzA7$M08=bH#iu%W?=diB_u3EA)z)l35 z@BU~6|DGP67XHG9zFS8rZCAuc7AN7H&Kc;I{!<NExF5Qf>T?gUZj&61_vhdrJs&8# z)bM}5-Nj92!Do)ebKkw~ihWASC2y93?p$i)wcDR7U92YX6L?$nzC~e>)rYWp{mxvy zJM<>Yve8Et=m(EwE~Wekou@FVYzDaDo~3b|em``O+4%gJ3d|D=pYGkQ`-d31OHjN( zUBSwDpyo5;eI!re9y8R}6b_S^$nDx`H^=oOK7^%&GZWL`BU}>9Y$3oGd-}s-b*`v` z)}#ts!M^=-_FtwH!M@M@t7qqfzEf6L8*Ghw#Mv>v2-uyf?9;r}K=gNYomTvZ_jx4y zNJ`(ux@No+IZ%whlm6YW2Haz7r=p1{2i~U*?~OoQAMgEp^C#l<{QRvMQq&pJLz0Z% z;2fpfi#)3L@RyBCo6BMN`-uwHE1B1Eo?@Z6sKW*MUQi5k`#tc}7%tJ8HsEp1nSt5c zh})kJ_woRTU$V}mKfu2El=oT?GeUoBZ^~x{FH5+QA1bv09Y*xx^Lg-H>*=WOGy?c$ zFL&ol@W9cw{${2x@DH~K*$c40$yXUZyU)?J&+sO4gFo$b+nEVq9VNQg8(YBxTy?_u z%2}|UZhb%HVTat>n^Z?;@&8^|IXkOy9qnHA{lGcV=~Ua98^AHSS}I=L7hSg1xjXH! zhsjK}x4qzZXKC}ivv42I1QROUm!SS<gOWky>q;G8yAMI%RHjx^L!R)p@m>whKh*n& zZ-=z~MqfdnOv|o6)MU{f;Kn|Mp0$tQw!%5M`^rV(u<t(G3l0<T6C&m8=C|Nsa&DbQ zQj6eKi*_vTj6Q^$odw%$IG?WnUkRNo`a6c?iQ^81BA?T)uUHU4zsAy@8^7^=`vv<X zH=EFBf7FZB`Xc<w_LU(y{@%Pe@|C6@btMyeyL1x7;mVvwrc;Q|ckEg=fb(BO@7zCt zb!EwZNpb8g_)vt0pf2+4-tT?4(+1FwfB&XJFZi6^QJa0oco7GTg;PAgB9EG!czO!) zoweQH5Cs#0CnH(jw{e^^4JCXM1wK5MeMw@Iiu^XZ^us~K0|rNC`DyS2#{)8Qzy3oW zA6z$h!wYr7#fJyx!8^CfzHl~y7roiOBKThlc-xpD^Lioj+OveQnIY(LdS(IIunVCp zZ_gda`o4ejqQCh$;#PfhzXJCAC)4fXf+;-5$}NP-8Gblb8<fa(1pV@|6nE8OUl(~T zUN^l$UeOy@Q;E2){Da)&F7T?H>p1@>_;Jv@fCDpd*`vlth1MJK#VO>&PyD^vps1bp zEA+ptnE6tCu4&f}pMO8De_28&13YN<?99x=Kj^bup}Bh@9`(Gp?p;rSZ`~wIGk49= zmpo4KHnJZ0_=KNo_qj1)J5;Z?nvh4!ZDzWrAwJ%>;h#hPZZ`J%z692ne=|*hp9}RX zLJp$~);HV4nq{X7_21-QV=quIP%X}Po`$~m_qy_?^#q<vNjm;)RTg!niZ$llxJOk< zO)U)`w^G3qB3yyGedYZNyYrpugB%MIvEPCh-YL4v;5>Y?oa8g)xvuHjvCo8X9yn=B zDGvA~{QXyTVkP=ZUl%dwXTu+~9-f-(!uvxXz0$max`s+$*V-`rAaZ=3B?`I`J4gI_ z0(e95DK`h;qRm&9juBDBnHesdE8^%IejoJyn;`7=@6NCy{5|O6OOGV*o@E}dCWq7D z`+YjW4Uwq(r3702#d&|-q#X}q3(V6iI67E_xZ5Ze(j)}?m)^5X!Jdpfg!d8C*G^o2 ziuSrS@II7Q{iN6=_*}}@tFy=tmagSZB%SafT;K`*9R3FJQR3aw!?)gq7eawN8Q*s2 zeOm;sBCkAIE!9!(5C2ZqR18F3e@5(S-453ON7a|Dm(j?3e%#8ISit$MVSy5Xbl`YP z3i}J>VeAj7tNxtDe6onqqY`7#H&WFiZJ-wogb#a_!f(brxG7C*(bs6vW?cw-SX1@b zVRwf8BsUT7{Qy1dftF32CG7OUIK}&)@B;?fxy+y7r=RA{bP(sSmlF<CVt<U4Tlg4$ zK~J$ZpxFwC-z`3T_z8G5SrfmHvlRQn%p&mfCgKntg!Bo#rf0`Z!*l|Cch8Cr2{rip zGFuTj{$4wOxbK!K>`daYfC>}lo6K11t(1X>HLh@Y@}Q4^LYsR4e8sFs{^ucE<j>bu ziEllC-NqcZ)J44Wp>@(Y4u4?SQO-+6K1Us}m!4${aYalfmK5v#^s*w4^IzocG^cC1 zo52@O)@UXI_eP{!#8$y$ZTn8tKYi#!crqn*OBZo1{Q~<tE#QHw!4{r?<w@{-@XKgG z5B2oNAsc?k$0SuUHRX2mg`?t9W$5>&vRTpJ?}I*<Y4*ulSJ<nN(Mp;w;`dKaLGK9Y zc5Zq>afYZLxK{I*0l#iXsg-1a$G$DnTmB2&eiolZO@w&3*5wvFj{Q?S&5>3A7j+Gu zbIw!1A+v^&80B2d+r4(U#u)q3lyGy4SPlIiHia$|SnuR{{p}OPh>NR{5~drl&)2tZ zQSAW^Tw0|}hhJ4SEyojM-?Vsc2yx>7N(Ue8>%seU!jkp$Fh}%(s`Nx2?zefqT*;{h zbpw`9J*Q!hiIuPFj^JmV`SwOt9`OB%FTvy=?l1Z29w+bv)&S4qo*?L{>JcmK&%tkR z4J)OiZ|Ss*UFq>*oU5`SJLq*4@nbxks{pT;7uqSi1R!sv(6dXVhrX9O9~2jYII*Sq zHVF1|^5zRpO~i?~p(`yT@Ixyb^4KoKp=Wn)P%s}r+<ak8CS`)Tj}u?a8Cy|*s8C*I zwLqRM!P<AN4Z2c-vH}tCSBq=$CW{s3(8ws57&2ns-Rry4B@D=`uA1E<ht9TjeCUm{ z8S*-{;|>jE=r@&RvK)aO7ysIK#i0cKAP?(IlPM7A#>N(QpUWpqbKo^U;x9>?twNy; z&cVG2xSD`<9Bk>nsB{eZu+<5%fg;42FLC~-`Jm_g372ZRf<AVx*I|yZ&$8xC!EO8$ zv^n080o?VQ;He5F1@4#z1kiP$57hnN{Jz6jr!r~b-T7Gan>-&&sK7t1GVVkHho<ab z1`i*_b8CJ_ZsnhX&UZDIU+^*fhwu60^IG5wb5H1Z`w6}#iBTIUfHy2h86<&M|407% z%xP)l&pYH3w&%eEUCwK)!QYL#Qzq@Oe{XE|XypLE5+(!tp1}`vdp_M72k#Q0vW_1y z!F8gz&(5lYuM$^E9u`0!{<l4C{v4=FsU<zr2uEEogmR1(c|cG@NT{PE>S%n-OdpVM zi-_6m&p^CrTbt7zz`k+0`=1F`MZWe!O}tkH`LdX`xx{1We_W*2Pl0c;qFWBx_!*}# zRmksven`>E<NNS_q0IZ%2dQAcTJOKz9`qz!?WxKykcZzfh6(U$;Jl<1!*V#{3P<R_ zIVuw9si{}rSF_+8=^^%V6$Zp7rSkm+z)96Mf4}G0|GAH@uje$8uUK2yHe>%jxULXO zT);j}bLB2)pf4)Pfp%#c=a)H+|6Bzg1-k3%X@WNzRZCsBx`Xw3Ww6AJ{b<fiPuaQ# z9vhyfxdFcvy0`xmSt`~$$uCj52+!Fn7d_mAxZZHG;GI0;WJrC;$=$i)p<Vxu(F3pF zm;DZry^OvxwdtsKZRoH>?S+>RS2q6hccTeFKLKs+VgvG(s)b_ST2|;@6{7Dy!f&39 z#Xif!=V;9f&q=sIr){8&me@pnU&3W2@;vgYP4clpI_U3K{)SS(rDm36hj@WEgMSS^ zYO{lf=vf^3g4Z*bSt-<@yT%Z47AB&eOwRv|_`osfJNH%<(|J&bvk_w01m9W;74-Rp zbsDJg(5?b+AGI7WWq5;r&3|l>I^fCs6|I*Io?##M)eqOjL9gaG{U@&w{n{TY_+K=@ zU+xOJIH68G+_1gKg1GK-)%K-vB;rHmV4$fu^2MmekHOHrObGfae6KNgtX@5z9Q$`` z#Ua*)2JyB?N~;CyHJn?1qkjxI$M)#)gOlL>^0U)6FQFeTbiFu^I5cP_Y9WK~<wN<1 z!v*V>`%#s^N)MiYE7f|Jm)T?tuqEO1EC;>i58p;UxNKJY9e$xob}uK?59=kR#y5!k z@?U0HH&GAtrJ=;BZx5hr{EiaUt3$qbPjt=?JZQdofooP6ylyKzIL-s-CHCoud@M(Q z{gBp08{C&6nX&&tN5oI>0m}}3-0$6Z2WhNhK`!6-5v)tE|AWkruv=!bI}2TiAMquZ zOTWQi0)M3loW}3%pRb*nO2y9}{+d9%pQqNgb`bm~ul1wc?;FT>Z#GKCwP9XMj$C-Q z81^Nk{F5(mU5Y5;yeQUj$)}?3jz9W?bdtzgvXKu=?rj|hpPh;}zyDYWebL#HM^j*j z3&XlvC5ZDQ@)2)$>lmCzj3*DfL$|o7v`6M4`eu#T{EPAV$|nxbnO=mx*%Q3Q0e^Vu z`)8cn0H443!)EFq^i1o2t`^9*vXU+@o*f5o>iRXYRR*4SJ!(3341DK;ovd0Z>NUJe z$3tPaHTiNmdH0Yv{EYD006w`r9~2o-#C2KQO>%%cY3zPV<jC8u3`F_5BaTZd6*L{d zbxZa*61mKwZhE9{gt!lJZo1b!!4z@gn0(f<HF(&6AKH(21NU17qgCEPmv-swEMx-y zq`S2+18>HU<-9RPyh}*7-6-OP{Tw3RUwt2Q?6hu|NSk1;?DwZuXLtQ$g-7u73-DEU z7AdO$oICaHv!n!G<bTuu?(rS{9}*4K^lHHGx?79S!=Mx1Q_1oK9*OSvXlKWI6WM9$ zT!-D2q>vS716Rg_ULDc*!Q6Tue)ipY#D<|%RLRufx2IWO9tI!CmZJ}iwZ`{|`7}5Z z3|tYm%jzNrUbm}~?e;HOr<bnZhTpJhFvRUX2aP7k$hFNE`J}9+qa7*M!|!~@DNd|2 zL;Bhf^0$j_wuJ|9|E?2z_ve6@M_!LLhyote(s-I(x(R+cQK3W$Ug2o&!5)1A@gOa& zh!Xbxl#IC45%EFe_h+9O?C(v|oclx*&~F}Js>=Pe+rP2XA`**uur|RI{097}@WI&m zcB})R>C5Ym(D~l#C_h3!&8w@u$>gY$HCF!8xq-Ow=@+k7uqX25_ncRP5MM98N&Con z8TU~%<(12i?`cM*7cYW3Wlehv4dQfQ@6f4RsPCMdtmx!^jylcbim(yv2hFLT$E(2q z8wT&vm7%|y@s#(PG2=Yi+*b64GH_(|F7;bnPf?FrN{|Tify`Epj#)xCxwIxlZ3=%F z&nUJ5ue6xDmv#j9Ao6>zaRTc!`Q!$biUjPNMu(aT|3}y?in=C__<Qc1^Dp?Ji`3g_ z)qSXY^U#opbmQE_f8!s%*nkg^@#HB!hQ6!y?a0wl;Ldwj^*!duuf=B)%%+fMQc`)g zA^y<+GhSK6--RcrA26f7e=TKQSEdSf$<eA+0KaWYiTxy3itj%hnPR?!^AKV^AKptt zm$dqDCK7lftmnfvIRKoBUuq({g}6L$iav+{eJ1v*?vH5T+!4)%0Q`PI;c1$80q)mB zDb@pZ>aw#FerE#_ABz9<gvWv}@fYiRHo~tj61(zN!0w3N26TdVaxqu8rw8Gjr|E>L z?{5Fm-gM%C67=;6cb@$d?Mb-p*C&~H75q0g#VoE4=cqoOj_05R9*>+mati)56K!`` z>j?7S@$3$NygoT=KedDNSW@ZTxB75h(>p<rt6pLMr)QU5K_}VnE-{M7&&lkX4cA`S ziFD?V6Tw)&aq1xlP4r*awt1PWA-{=_=Ny1v+4?(rnS*zYi4hCGg+I;bKiPOZiFz9~ z_pjaS-)t8hk%)s`M>a1PV%;P1Xq4@Mf491v(@y?}K3VaMfMdWTO(`y~vPR?s*{Wj! zx!`s0{bEPPQ5T5jX(+Zq-k~$tV1VmNTrN=e8i5WL(nMpS2R*U%w*U!v7ZDquOA+FO zop@&JI{JsxS#G56>Rq?^`rFK#@p*D@uPCS>AG#x@_Cg!`Iuo*zhWKQ<mC@Q0jy|pD zJjOvc@%<$~NL$mOKO=W#a`&9EJ)yZ|40Rok2irpJUp%o+otj!tpnGh6p4pGQm3{JL z?UptARO;#?M9$(|MDzA?vn2BB9T$~5w>=59--0V^v2Xm9<*%NK?Vbm5K4mP7cx)2? zRTQsxzg*U*PXxX{GhVJhe4sUpHWC2N9~=$bD|;NzRkF=pBLZ$Rem^8Q9e_NXCe}+# z7I}ey*6?lgDac+VBls&|y~$p0-r2zaoeL)Fg8yuc{D}FUkN^8d#;J`w>+_Sm#jD`y zCNFIl<dUJg$2ac1@eJp5k8+;;j{OVjA9dx2ep1&;v`MoFeZhb|SoAlZ_i;CMr4IbH z>cckmdHjC^M@ht#E!HiIi-Zb4`MsYBIKiG%{J&7<fp^h)40Y^zg}j8Am-Z<9hraOU z#AV>1TbHnY<&)j~uI1A9S<DF<s=hG{e=b+x3bY1qrSLxPRE_m9BsE*{gg-`<4pLot ziSM;|Q<5BUSHI&y6EE@s-fpV+738}Ku3sik0=Jh~_t!5Lp<dDNDsFHWeXlP2f*YN2 z&i2-!$!zeHC~fu8AoO+MnE_F$SZ9+?=lbuTF-ItaiZ+cE^A~*1n~i5;f8U=pw^ziv zKQ0Y1D}m1C!q#4bygcuOxiT&K*b3AXUxcCWpzT^kLo0Z(aVFJB(I3nuF#TE7hVRkR z@aP*i{5U3?r?#vKe*NLVjB_~hO3gZc;Ry6ga@&1lW(7|SJ-FZK7WyqkNcD6wkzY<| zEvWGWudBb1y+oWSSV~_q0)Ac5HB+F*_o$a#8Dhfg<PSaLB7g@s#NQ0iLx0>7+w_cL zfxkRh^xuZP6DM`EarNW#y&Lq#x51N#B0TGn*D*?tjE4Dve~hn4^CExv<XXg+guEn@ zN>A(w)>pXAN<?J_^@7BEi3;$ahrJr(zb?XVNYu@LSAw4`io4I`fbXo=u>>eVuTd*L z&36#In!@Ly820Z?``~wJ;JWyIv70YYf8RQ1nN(YaI{zzu0+R{OPuniB0U`)5JwENt zK_6H>>zO<~_`4!=g@D{u;9iwSamYc~>wK4K{R-v;B>!7XKMLKWC3Kw)>*x|sIjexU z^MR<>VYe?Kzu4$;0TtrM{d<+eu#4v}>WjV(<GBXX1yuy}!)(OXlFnd#^%&icrtgP- zwW7qE4Sf67f4(g1De{+a)!;$+cQT2aSpz=j**fJS%MI{^Kc6=mrlI461@La*{+nb5 z|Fxe({(Pw=fCt}qSi5^I6zkDjxfpk;1^U%_#YDS6)aAmoT`X&1_viiS^1+XaF8r}k zZ$MsRrX{6f2R)BhQ8#Ii4?*GNr4yUi(f4F}Y5NNJ!MbjniF6p&+j`Q}JrC#UiY-1K zn1!xl>N07-;zMBRSfh|D1fKiHe4=v0dOcQ|*{$p3N=jr%|L_E^3%|OIzK94mtBQSy z!wda?avFw!OEiabc3}6*$Iq3X69tYtN-*YApda=YTkA_E^ffs|6#R$le%|DH7YV;O zxc5xz72vR}zmkwG1Li(&oV}||j<_jUC_S+NU3c^vxhM8PXJyf{Cm!qfZ+P|ZiCtaf zey^}PaQk=CxCiu?#)zovA!P8I%(RHRi=Kq^OyxW0O|j0G-6D0de!my}NfoeuRV=HM z+_1O9kEb7g!+nhjQxLs<2OiBwevwTL`nId#b6Uh#g)*`rdiWF3z-Y}`ynoHhfg+(5 zy5_@N0_hrb2Kl(JX~@@&zg~M)Y>2w&?9GQ%)HwfdZ}i5k2zfyxZH^Cg?|?&0&$f^s z|A^gGp9W8+$jb4|Bto4axA;c~@)Cnb#{=fTgDd+|nQV2?PxjTq@su~_a8&UhoW;+z z_w7ni5zzGnHv{@9pl_MxX3FiZ53`1%xjFdki?xXeOT^hb`u0B>vHnDEM=FLeH^wHX z>!T5Pl-kCXs6gx^mB=6Rc@KiXIq|Gm^k2VqzDL~53%hdZo_#+CyDI%d^3)jnODkVz zfjY(JSf|c|Ae@I_*$IA*JWx8xI_Mngvhu}Lg=76VPeDpqst$j-!E}H69q|97hV$X_ zQ}BP^g`#7y@B8m$>&{0*UmWhaPjU}_&UtsX4!lyb(W7+|@gsfTQ}dV5OMeg-O_CIV z?~dt}dc&Wt>&Hi)$Nh$X@Em0YZz+9yow5w}F?1xHfgXI-<A}GV0M@_h+QTkR#G9@5 zLspsKaqS6DgS>G)RTFlDyTBXCuAT7~3*^J+{5V*4^&*puh`qpz<s2tGs|I-=Ps}2n zF?3lCt92^qh+aXL963H=AK&FWyFsTN(BqQKk-@pGFj0-T0O&5a&eV4RcUOO<ZIWEU ze4LhM!sig+#2#bqT^zZ2KbSqUAMZC1EDyoDD1Mpy>dJ(^yYN-1zZ97Js-pLPv(AHX zkD&K{Mi=>@U4zt&iYFo7t3x?E3Hf!k@4aNiaiKdOy)=L)qBMm^b`Bx$^!j-C3$AxC z`iDQ)H2U?Mb1EiqU7;T-+^sI)YbF;9_e-GOe3Hx36W`02Da_;&@`X#!%LaD9FKr{K z_-wAD|BQbkMj1Fpc~-*2=mFNTwq1u<1AX2L{b;`j0izlY#Qd1;Pxdxw#i@b1f$ zPey)FHlVyaUv^gR`Efq%C#Sq*l`MGjAKz#{n|au=@9#UondlSo(39M)%Xjl7?9k<5 zA1D0n7{EVCZT40k#Xeq&DYEH3iT^+JQ@NZQ@q_7Af+Xq=Rg;H5To!>orcENu4115R z?EM@7e@RhV_aE%Q{YQN+)WY?v2Ynt?qMjQ6^VyV4ICvYi#CSOTO;|v<PjC--?h6x< zHvDe)ZI6`W66~#2>a3tJbO@SZwQs<q=!&zdhClK8t5oVq_;pg6KK}r4I@0&F%!nxN z%OOKCRuQ@*sY*0|1@Phk+YS09oZ~on&Z`=)pR^dgP5u=AH8QbITMt~nMa#H$AAPaE z^rtd`(<eJ`YxcrF{}OIrdp)qLM+J#1)S=E<K^34x3p;MTk(OlVL-0Er##0FU<jbwx zce5JxSW>q7TKGlNCvm@v&w&pjY~#NXZzZU;J^mrS+Hh<%ZDZXOGn5ZZsG!a;>-Fsp z-mg@fw6_}Tzu~p__S2`xOSZydPjo^jYB&&*GJ(ARv$WF2B6Qktf<G7XgF(L6yl=px z7ABUP9)lOzGO{Fg!e0`K9ZAjCpmX2KHEe%}ef+YeI)ZqS`dx!uZ5;fm?8v4K^xyj( zf4_ThK}YOk40?e6jUOQyYe%GD*S}gOmJ7WI+PQ=2CeGmF5z29qAEB=iRw8byLGL6L zis!}W{<ZOMn>`PlAU1h8p$i<h?0QR<3!Wem{zftzzmqo1Ej>mYoK}<HtzX;U$x7P> z?;kip+Hnc%8N90GaxEL{EJj8)nF4%nsoEEW&tZS4M{)`O#}UdTVE+aC>J^}Va2fqy z)D`{Xz?HvCUt)|-K|e4Typ#C?brc^m&Ks9@^VCv}G^~@G;-;z+_|HvwCOSdz#DG#a zRyN?o-_19SqR)^wbhA?QwLy2{H~+K-d(2}KYb<w1U#aHGT>1ml$Ht}IMbRf;u#$7v z0r8ZPN4H-s26+m5*)d8g^xZTp>ebqzuiN)|Oabyxb-Ozz@w})<NIE{E=!U)K7#_FM z_aTf0n(q-r+%7!HLEDFZrTK^~q3OTKD-10LU87L{E6HP?w8uGMX}ZmRUDPqzY}bDw zp3jcQ49n*LFaNVT^9($8d8*{){w=Iyt+5RCY4mHbAKyFp9&>D_-#_jW#e8f=mJ#+y z;Pm~a$|CGrbDx}`f+TpXnW979bL7hsI{vFKz+Za4o;-L1c1FST^aSjuE&g7u2Lb&) z5k|IsxDSrB%O!U+@V=JAZRaV$!-qqP=7BfO8TlhUQ{IG}Qx~6on?_#?<qaPeN9Yj- zFM>7hL!avTy^zEVzkU>GF$_EI`;d@f0DrrolT}<a4!)gvui&;k);&D_O)lQYE39h$ z7dS4cDcNdVkNhY^=#3Hf&tT`1G7s?ObLq%xId~@7F?ZWUe7`UOQk`ewsQa`mXn8q- z*N$5l_+y=ee!6nL{|%hsn>4UTA6Y{``@WL9$ot2fsubV{bR0`o#IX1K;sya6dFUrt zq5dK;i2fO2y{c&Rv))cg)ztCEbH;B!apW<>x(cT}?ia@Tiz&P_D2J|oQRM3=?Cs2s zT9@=g<O{_{0#;VgvxA~9A3(l%_=AdM=V{dI^ctH@fhX$w6(`=LLGR_u6;5!1-n(6_ zo_H4X23d}-I3u3E+W9SK69k>r_sYfab?6a#`KrZlfEPZ;5`^&kfxS0YjugW#D3<6_ zV6VeN-zs<e15I-Ciyi`}N27vo@WKuZ*}21?9|JEbACRM(gnd*?sjxxM_`C4FBOCkW z#34m;#Q^ok!?*SRflnS3|7qQP0QqUsXBii5+~1gur@lJuP&0Rq?IiYXKktpdz%x4c zz`-fhX=%*k0=*^SSDW$ALty{1ULV4xaXwm8iBbH85B8g&a+3wTl)28nyV4UpXYi-v z74ZMFCA72O@V>q+eYrM#Prg{wH$1S1D-0*x;!p?T+;*kTMEu>{nqi)r2mZ|_gt6#i zF2wYWx+wfUOhPRj;01hbc<i$Ky!IYK)*C_iqd-|?58YAJBaazppMHfoEdr)qdZ_b% z)}Z=6VvF-3XSH8VfXC?j5Q{Qv!G3MbMQFc+-`rd}a|w3OUat7g0{?${dX76n4tev7 z<bk0)oL>x}U!_UM+@{6E1P#Ppb&a;Y(#(jny~&32BJjW9)|+9d8+mKbD3ha(`t0(M z`JFxBKU6kH{R|MFiJs6=!_V%QlNAfeg3l09Q*lB^w_&TM;t<4n5`tdiq#fetGsdzK z0(hpzu&_%M;`K8F=ALQrqad2sU%H_i1<SQ?gron|Gl(J__H(;Bf>C}R*Y#ZqYLY`g z)0q4HIoM-~!-b4C#EXVj-+av?*oj2@TbdEfwTkL^E^LK48Hv-fi|F^6;%r&8`-F4r zoE-gYSXV;71^X9b#G#M(H~;2iy%_f9JYq!N973~L(S$yefn4G2HN>k00of=%=<lgx z^G+_PtA<m52;fEiPC3!36LpG1sgdPmGqB_RLmx}AzGU<PPq)?4-z85K6`hPeDpv=k z6A93DDy=2RxxquEAAF!fKXFusg^N4tbWv6BP91xI{`fCk8W&f=XXncqjIiDkrw18L zfEOWTKi3Z9eh)gH<$kJ%=N7Fb>h~gECR#adn3$mt#5ix?-WJq#UdmYrRzkOprC&M$ zJ@O8JxLFYJSlVXMo8}<wh?MPUL?!(Bb8zA*@I1XYLV_%*$WLD$Xyf?_eTrnLlt&c2 zgmuaJNh0|8MajV_f!)5~Hw9U;@O#;<jRoMr9}c$p;YOS{KllDnUH0ztOl-L-ZUf&p zEPTE45x2a<I8T<~a~ECXwBa{Blsnn+$PctSc=qmF03Y()(lhTsy-BB~`!8^bmj33w zkA;X!E}rULhkOVU$8Ec0D6p<V`{uaGP)DN_ze~%3_@2--F$ll&IQBU(6!_Lut9U>W z{zK_0D6R({J3eqKrWQKEm1iYf$?-V<lP{K=i9E{aP!-*V4(3X#U2tij!}IyJX~j2? zA5V~Ti>g*)4pp$LnBPt0T@N>!4tU|5haPF}NlH&bT3|$hgBa|)HFD%M&YfI$(R*;` z8uW(LCVO2j+&@M0sVQFIRj6%EJ`w!sB2#B|vnSyPhf4bKboj%Syx6<Y6>LPtD&>GH zl`b2%N`RL{qf7@zeZdz#m%3XYLmzD6-bWXa-#odHkjvEx9LvgJ{rVod)pYt~Ne%d! z4||n-Ag*uwDwY&}<HmWKbiExqacfJqG4Slkjq7{H@Vtzg;dke>z^iIkh3V;lo8OcA ziHimi_wqVyq&`D`G0J87iuL~0r605me(5LI;}H*j#}dozkbv*^j>mj2JJ#FGJguR> zA8{rt@z}O1_*A)_l@sFN^r_fIF&gL)>+60e5I+o+m~3;dK%eTkFuGw0eC_!Wy9aps zV(?bxEoJB`vZwxg{0O|pWq)wcb<|0<lQL*yaBkm(^brH{HX2_>aXnq|4S!8jrx8zr z)f`(W^9}S59Bj!d@I=48^4)DZVVrju6jZwQ3;hD$0)(fb!==)!rqsdi=daHWe)NFO zT6n5UxEHv#cFOiJc>atC=V$v+tiNH&5eIF=cM_MFFUIJvS6xrcU<E##&9V910}ek5 z4%0zi%5{Hci3RaYZ$y^&2KpmP`+D+N=n+5Sw&RlFH)-X;R$os8motCV{47G8)7MXF z{|X*Akz&339LLf5sW25%#JQQ<&f(xMD~B$8xC~x%=7>~;o*4X#z+NW|zvb%9UXw+9 z-<!A2#_It;AW|xRhIm#OpLRJ8`)2tg^voV2<PYwyGp&X=pZKncp~J|B@Ksg*mC7*A z?fNF>vAx1`X{z5`?#Eo3{fYYVuYqItSRT>wQbOO$KPjz14Z92*oMP5T9Ynodq)`OA z(Cr1+UgTR9stX=E19<*0Uw__ZW$0_ppZRZdVm`q0e7_W9%#k*ocz#tA`nFs8jf3zL z2|DsKub^jiACm2<k@6r+7u>Azd+$N8AS>$H3;p}Q*MjqH(8oXijBDnBUR3|@acbm4 zoWn~wUK~pe-J~b)kbM}=0ZnY$rb^)4u%A`FcrNt6TM63B@SBZLrJQ9~%n4Y@GP(!6 z<SZ`9-hG}|*PXI=-X{?koNF?QfcKv}mzkVWuwT<Le45}7vvP|xyXSw_^5_B;kthC) zB>m6sBKi!tv%S;5K<DuLu${dP9sdyfQwHFFPl}JPsRqssYRRUWAYXgXc0=<b{F2;# z|I+SrmeijVntw&U^5Hr^w@D}V<?Y9orf=XeDV17!!T8)K?c4l_2ULOU(SNZIZ^AcD z4PxDOIUKY1odI8<AFbr@MIFvwz&75|hY%`#@srRktUu4oTe57>ov#0BR{*ZOXKWZf zDd0(PB|SXMZ3NxA{Kw<>uMw{cRc>x_;JjgJQztd%He`*3JeWD-N#Oe1BOZiv)5RBp z%WkWC5WWX8=5nmK<2>m8<|ld{1h0Mr<8EQ(uOYf0r)V$-{eoT#Nh|8vAKoRc86cih z%LwSnqK;v=&E(+>f4My#&(ngrqk`;|NANqj${A@_tlOvm?i4ZL{rb9(0?s{w9@2Y5 zIAt4iftvcH&j7D7uD{mE0H0BKe3|iL(r&(EJ@%^r`dbKrA{{*Md_qrp?my_K_eR<t zVBG|ICT>6Eg)YYseQOZwGb(m^CgDEbSC@5`75>J0Xtm-BANoBCw`j+2fL|+{8m=Pm zqH2_B7v}OIv@@U5doKk&PcNvq8F=$|^8qa};#JByr=#ByXUqr2Zie7_5PBNTljpI& zUE?nMm%#VPLJA)W{YBpLysE$v@tO7N!vc!W=p%g_>0a~%@j~qLff3;SnDD{wo<`_r zR0*zPBKZDXN%`Ku12WSbsZ1a63~j|<W73F+r_?C(4gsg>sx_pqqVDKuccB5ih?n9+ z2R-H>ehvr^i&sY+p;{sd{*3c#_Ycn0g+nJ<RJxx5{lvZX!p2|de&h8zbk~s&{v4}0 zF*Jqq(5)tilM(kHRZJgCTme7wpFV%)0d%Q%($RI$9a-pD4~b_(homk#z4;%`o%-91 z<bpqRy)xJ10*?OSIc7&G2mcXqXukRmdU6Df;8rRAFNw=i_9gV|r*+rj%b^o{$*<FZ zj}z?ZJ>_|D4%NV>c+wH^!nf;8*ni-k(^T}9$Ol-n7S+yVfKQ%wl4Hg9@mhQGC<XX( zoytpXy&3b%8nt^jgOTq@aQLhP2fc0N`FC}ZL-A9OGH6l9mf$pIUWHEhpll=`{&#}? z`|WxyyiPH7Kg1UAKm5g-0z9BT?FU!ud+-;n{oM!tVs6EQ(qiYc@Ov+JV!ylKmDVRd zc4Phb@%&}Cf!~Eaaxc5`34N<4J^FRPCr_SxQt^!m`c7odYoZf4*X+8#DkcE&_n+#8 zc<8dK518o>Xrew46+$Zj`+ndaec}}2*^)5ZtRLb|u4Voo2lxxY%r)%=?91Yzpwn;U z%l#`#3+K@9n5^_ukRLd+pMsE_1e_rKZ{hC+I^1vb`vwujIdal<-fdy{bE8OLz6j#x zjj9kY5uDE<`f0lwkNj&&=W+}9lzM;esi(mA*lyXMyF94jTX$@Z3Gzh6=_f=@$P=CX zKDoE!JjztBZ%;LFLZ*E6{y*S<&CQ|HkHDMe8j@VWkD?6~-0lq`uI>qw`d$m2BrnmY zX9jgouafa+z@LAE=i~G6_xbUy5ZN~L%l_lHcoK!zU9XQxLf2StNmCEa#CiDDUov$h zJ_L5Eq<6fS$FcMCr4JqaW97)Xc1Q4~4)!XV-T5V_ojBz<_Mi^XIM<{K{v_7KS#=pa zB!nlV&*L2Y;*N#i-zfA?syO+OHsbtMmJ`W-A>?gWwFRA?Vb1q4`roRs`%4$XEOVq0 zH!ce9yh+47v1FcPQgh6?J@ULui3sNgmFP!%58=7H*<<@lF}L;Y@r>3vcg%09b2MYg z!CVzzE5CK@lRUvNe<})mC-2~(@O9{ji(>i$&|~>71@r1uLI(+1K57MheLlDNodDh! zTO=_{`3lbs_P;3Wh3^*{Ktt*H7IVqn%rDBJ?)1Q9zMtI+ab-~2{}ueo>NTZ8pdk7m z;{uday`YOHvwrpk9_qX|ND@2>J=O81&$d14{Z|T)achG2tMGRiEr3sr9$mTA1^m=` z>o$VAbbXhT+fD)M;$>AS|46`VU&};3l0f}><)noK{H85zeS>@lx<vkqpVr6G@7?xv zXK@F-Xnelf^BVH-_<Bv*P)~wP#m<Ryw5WF#s@d)Vev7z=69f>qlQZ*5hub{}wUyoh zo5dc4>zY+E-;ggb>d>m&<L_~7U8)+~9)vdT;ey(HcY=80YwIKq4?<|EuHpc2#*y)K zOK1f03a&Gr^w=-=jer=53J-$V*0RHG%mr_~xWj3IJ_S=_7rOp656nX>`cr=d{3|$> z=se=nH`U`JiYAzg`QC$8!2;`PDY)+~_?g}fd&`fc&<R_NUT=aIS@-z(D}Xn}GWuP9 zjrCYLT6>bL2j|`&`W)Q17kOW5qLB&wR<rAIYzXk`G+Fpk7UDVk?RR_ifV2CWEPqv= z15UAgQP`~?u_S2=?)Jg(Ztb+2$pN>flT?G@FMh48CrK<(XYP@EM}j!7?_{sVUAp^x zlso(A;0Gid`q|9Dw*$9Ge=@f1*1KAg2HB9G=$vUT!}lW+jUgmr-Shuy#ytbi8t6Ci zx)KBZu~0~-7JU^XHw{$F*npo&>I8P=t<2NShYCr++nenlKIH_y`vtx}a0~bEmymG> ze3ae&%|`;(<!t8fwhxE{#uwg_)gs=rCAVCcO$I+<{OWoGc?6MSedF(+xc-U8``hpn z+tGi$yL0&F?h<IZKY9|>JWM~VoP<7plJT(t`lvK)gr@EYBLA5EnkNrlHWBF;v?7DP z3mezxtNN&iD86TCN4?_&S#UWi{B^@Jx^WQxfYV=Un!w94xhIXh1mL<=c(XtBOP+ek zDsc|vhfjWI99zY6SOf#iL-=r?Mgbj$h+9l2ME*Fpz~5S0oz1>OUtg0^U3>$)JgT#Q zTNU-gjCu+c*n5JP+p(((sH3&TY;I%ShK#A!PqZR#Xk0D5*aQ9fV3A%WHS*7|M;ugs zfPcxchh0J*Y)LjK%M}WpMV`OE`YQB9`OBw$fy2~#iQ4zTgX0aIok~%^_;JsRT>$GO z=dI1*4!g0xW|OM~e|UPy*5nBIYs?F^w+c?ciP`JX;xU-_(lo*G5BWpckv<w<efYx* zMf=ui55k(|?~w2dn1iL^<$V(8+E2e=BR_z1=vm3-OuNsOcE~(nzJq-`ohB(%)9*o0 z*(!0!f8#-*3R01YL;m-|pgMgB`!Ro~O*M%R=UQx5hW@|~#$~yK{y;Z58JY9e60dJ( zRkEuE;kiZmm+~r5w-zFKuH!?GdQButTt4jSut^?|DB}OM!)@7#i=KqyM~e%6!pM(K zsWIS*mITV2#XA$QPgb(;>4wC}5AI7fml*8!fqt^T;|X2AnViEKuWz}KT1L6!e9E~n z3svYNPvc!~GKm9Mjz)6FbU;s=J2~AB{`H3WU(R#HU6MCyPgRk>eaN#QHF^bJ#H=Dy zinwM+#HB8#i#}SBw&V@OsqDol)3b=rUkM@~>CkW1eE*GsSrz(1jP>muz~5b-{@22e z`h2II#~(2Q@;B+rH-E$Ltyre7iK1WQ@KjV;ryua+a92b#_9MW)@%j<W1+SrL&etsU zz;k3Tl(fWPKCW2TH<dZ$eTDKvVjIAxkM?;hY3Ng4aLZ_9#N57GDVKW030HQJy@$Sg z5R8X^B`)A|`*X9F>3nex{fBG^@nyvMsW&ZBk?4oAcBfMQ5BWsgGIKm$x04CFD}e8z z`rS}c5&1}6H}fY=;Mzl(DTW#c#FK@?$NvNFEOe!}Ok#gL5*J-fN)b<TU6(81Z{MFO zJTJie>;#`%WX}VC2U7n%g<VO6%7g_XKfgV%W9#@F`>%MFN=pZGQhyBjL|frp%4oLX z5DVhK`3QyoQo%=a^)-UPgNFUzK5hWN{dmARKXe^B^znrVjREM2AIS!uBMyJL8KjYe ze0k}Z{%AY$@hs|QDT`v@)?FLz!Eo?^>;nm7I?z*6Ior4H;hgP?-g#!+cj(|s>1}*( z0V$pxZU*$j6jaoI#k!q;WjlA&5&yR)&prPZ&o%ycEv>@=x<$)bDw+`wf^Toe+H45& zigSOW^N`nV_Nf+7fzNWq@mdq<fd?2|3yXxGjOZSGlFARiC^_a}p6Nkwd==Sy8F|P7 zX|>W`JTKWZwYB{V;%RckEk3sn=p=jxzPYJkF4GguA%Pt{m*Dwp-KU7V>=AL=8Q`H` zstmso5U*t^U&S@zeSJkM2CcxI6N;XSF&=n*i&dl58hxa>R3V3;2e(shB&e5R&Z0ES ziM@yqBf$*gBFDkUyGpE=p=-Vwc0MlehkQ(HGtmdU(X6L>Rto<wMOE@wh8%r@Mb8=i zVBdz4>1Ogh=&$_KW0#3|B5g`yyvN0dAf;z)BZaupS39}S4S5ConcI(ffn&t0egAnY zLHBZqRtSOp^PB3;sForAJP8(20B`nk$q?T?e^#B^`8a$F{YFU%GiQNQR~TYiND*J< z!=}2=O`>i&S&*~Egt^@u6>euyhqkc_lRS&KYth^>><|h(*%QoYh`yzHYmE!vb&xj) zqzi{49`_7R7ln8O7y9YH?&fWC)j@+l5qE_SZ^fw~-rjyozFGx*s&LAbw8ot2g5S*^ zTN?1Y%e^EXG{}oTki_u<SM>IJ81&<F^n}f>O8KB)z(3j42m2uF8zau?2ESF^ko@n1 zC!x!1)gg-*{p0NCTV~jyPulXTs>7~Y?1`5d5}_MNMziW)g3e#&ZSo)ZQCD1_I~zCZ zDh0QXp36et<ZxF~9CQ$lW9Q6^7?6MMVLsGbgt=u0^ZY+UpZ0X^(M@VZU&2R5l13Wv z*Dt3e{sQkc+ji)yp`&g3y_XtEL;a9>{IlCUcxJczv(~fFp=|npDtrJgw$fiu2aXkO z^A(sOz7$^zE9pi)6S@3njvRLHdZEL(+!*;)r^C5(z;oAE<FXvEb6GP|-+kaq$0k!< z->-TQ0u@V-Ia_%U9!?c<D}vXs2OO8>#{Bxdha@?N=iCW&j{E8|17Y9K<UX}fqn>Sg ztvlOw7jN8;KHP_X51!6B6Dsr(XjVz>fj=m`z42}t^TfT~5B{!19@u47ys->C?27)c z^X@zF&_Rz3=`GC3SEZVKRO3Nth#OzKd==NR=IOY$iTQCSb{wBZp^vO<Ea%A%a3{;6 z-Pr>1b>?wM!3E4$G*&)43q5IbME+~94RC7jsNCQx>@}C=_YVBUimsgZ18{Nsz9z-Q zKIBD|o_DEu5w|}%wfP1ik1fCY>DVUxBw&C|8~n+JOUW>H67P>|_-CXIypea+S!ss8 zc<6<x?j_W%zq)h9LNEG8d*Fj2_^uAioVp445l>ksA3t=Zrf&rg35YX9rlg~SztDd$ z9AX{>-t^1t)jn6`|3oZzEvddC9_Ka(wrYZ3{M_EZi9BMK^7osSXw1(UpLN}xD^2oC zU;8yba5IL<xMv9dAND8|v6<i~IrK;uJm;Q*;G-vqCu`rdG@Utd-bJ4KZ<#&b_n=zQ z40h)groMNE8ak%x$={<Y=)b#WNi&3Xr)ghjOn}}Ox2afTSAl*r&MAXR`04C}Ag0%_ zulIL*wz$D-^0m{QnZVyYNREhSBj4{A9~BoAMqi$Ug|`FpRiTZR)mh-N!XvgO8AsF^ zB%8DjodDmj<une2y(b-#w)%tnUN<Ni=f}E9YU?mt-$B1r4ngu#B-Y!m@Odda@IS&g z+tC$ys{W5OVj;wJO4;NB)YbOf)*o>i#{2GZdAcOw{QNeNcd<P5k(U1g{(z^M@k&*M zp<eei=1bqzGMociW-)Q}MV(LNtfA)`bn?+{b0ZtfMWz(C9;n25-F-T&uEE#`kM+cG z3G|!1Hs<<r1@~9TJ1J6#zNDkKh)l5FVj1Gb47GSZ&_NmVv*&Q$pHuniJnV)4$Dq{6 z6XY>NW#_mm5Kldns!B5upJSh7l>r~fLtfruvBdwq(AA?piMq;Er0%a#;DuNE@^`Gy z{F%hxum3@3da(IY5&QgIGtHqv74<01@5`qfkw=z#cG(Bxcm0W%;n3G>UL8!<g#Er? z7rErZ104OBTEz?=t6=(*;V1CL^41e=-4OI6=G!ljd`7)VO<0R|81<6s7G=>k_&=?- z_ZZewk4>QMq6P9Zb%&}t@KE=jX$ooZ(qDf&CXc|ry*O(_j$KEc|H*%w!WzK)m*XOr z9zr)#uUopT20eGN{Fl%?`if&^S=;fxWD=L?FOTrtvhBtbw{Q+iH)l!vDDriNZ)#*R zdZ-Kg=zRYy1D?uYx^h(%byWu+`SE4=9iRL56!0pjt3QvE13aLkqmN7s{VK{tzyI?^ z-%?19tl=5x`mX~gXZJ!cY3^n1y$-#?+^lHM1a<yC&Oz&3@Tq(Q-g3mTgsrQB-;)p* zhUv>jxe$*jZB<*Fk>}YHweFrXRhQ=*eL01Cr@`fSyK|#w{`Jtmf&LL7DL9%(0$x(~ z&i*H^oB5INQz86CUO=Pr);jdAqB9Y<?g8)FwLh`mLccS4(ql&|oZGq``ZERmW+zJM z9~md|uK?3;S+Jw?MG15)u=^jC>J&sX*gu!U3@pfp==5XBQn8=4hC)NmS?~|0Sq?!~ ztOrrM;PF22)HUInTrSkFZ)AD35P?^&FlMHK|J=O2?42}-d`?)!g{=^;r)iRZd<wmq zSE4f#>p9IX^XVb#q{)Ye-7VsAp7G_QgM<ChSrQ`pNsLjimAWJ4jJT5jEPu4!1AUc= zv48rrz+Y39PjX^Emqz*hzaB%s2kk5J!|#yK9iFQr20q;J`R2r=1%Kc<WpQQ#xN>*4 zGBXEut#!`vH2lJ$c~k+1$_cG+1}PbJaevp=_p05-b5}*^X+DbLeKD2FSN*|<B6tpq zK#y)wOjdkp2tVJczW4?Bd+*n{-vjvn?b`AK7UR$f|J*xQ10GPt*q%{-8T=q6qwn4m z@MqUkq!GBDYI0F`hywV~IrA&$urD<!>fua?$IoK<^SZ6k4<Muba#|XFmXA|QB)5=1 zEDGP#G{bxx=Y`}s<O7o(c}0JKYwP}6xrLR`%X*hG|GvZbvS_`~iFH5l!-F&qcs)xj ztL1}rJRbR*K^C|tmu`Cf^BC%hEtX~T;5pf&Tf?Q$p?>8n)f9l&OzA9jlqH})?JBKa zNDcVIt0v{F?>IlJlu>v)3jN3%bStu>sGD$`y!wtjPMYPqP0c6NrPR;tVZ+}SQl7hd zDB)aJn#iYi#E}I0^>=~5uNQZ2{QB37I2TvM7Y@6-+U7ix1>Be@>i563gZGmRT0I=c z^OA1w@hpU&+~KP)dW&_LK2tTqz=Hc_G5wMZyB@tNXLx}WanF@2>pCm?wD-SwmG%%i z#yNU^1;ojbIVlBh*jI=Bz@y#z{+s|qg#~cyifv+qxeww?N8H|-l>a%p?s%-<E^K9n zG9n^m&mxkYP1&=|kYCAO8Ht1>TS+P_31v$}JfTQgSs4u}D?2Nz_wxSbV?EFFz3+3b zbDis)``q9MmuyRPtx*SGw@Bkb9%RH_`=n?VeamH?S{W(G3tXgq)DPkBOSdX-!vFu8 zv9?=G1D}c~rx+u^JLK|tMO~mrYm-Q<!yfom+s}*wmslvspXr~&^Uq0&8|ndn26?p& z5l6Mdzr<WvLLb(ZvK8(FsM8Ss{Llfev71@PF>RnPD!j3O8Msp)o{+g(i+xK?c=aq5 zdXwvK`}4=~|1{&*`_=LLj*y$T$MAD+>B=l&Pl8{-qvWdhm<w?r*yca*+z9#W4#$Jg zXCp<SmU9~Zn7OB@tpM|m+Vy@m7os1F?L_E1bDXc@CBBl=0UYUTRi;9m{g*hzYqSME zViRuoA1C^|iq>f4$dJdgnK9Q2qEBV%_UmTg``oeWyhB)Lp_hX<TK<Cf8}!(bPC>`3 z<&dA-3!E9(B;$adMkPk7wR``|lE_5{H~gK#+wdk8#F6m!qqiK7fxjPlszwKW;z6;O zCvypY{?&NoC-&coKR{<0xLHc|uxL#UahWdS-WNPKZ&CPkBl0b4FSRfy3aoF?P|;pz z*w6d&MCm8+Lz~GaFZf@Ee-c$vGv*I?@ILZD9#*TwRA$!>K0C9h$D58mrJj4~Zdi9F zI<NFX;LUK%1+!q}Uqa?b7>X+~AAdt{(|i}N68B`zA|IIZZC<!aiTPN>FSjM}`~R4d zA8>&uY#ALZ`N82yh|+2B(oRHvyzQ`lz6^DaeHgC*z0Y2`j9uLVI<NXY_9h1K*eq$U z-THSqbBV3<68J@^@_|S8SQqE9O<Uv%jUkopF4za*`20+rX5?=xtKl8M*Aj+b#EJy; z8#_vQ+5u<&q>6dC!Vlu-V;}C`)5=C9$XJ`=O0a&AuQqW3deGvPU(>PRDZTlo!C3zV zP0nmp9`r4YI`kM@K!+VjlfL;1{oGpNN?CYc@!^>~THwB?X<I`*@{Rlmmy}*9`1|(5 zlQrNiGZV$<D#<Z#$Sn6l4fwseZl4}S8TKb-B9b3?(ph<YeL@dBf@!_W891w?<0j!w z1sy*(WO0EKJpMEL+$0m?!TE-nM#P2ZrKdjT!+%`a;#UrWZz!L>%JHWa`P&M=sGlTs z^hJrF#ZT~~QzS|(&(J5-{Ef{M{zJQ?*Yg5-7}a#0_$Kr})0~N)p}_gnxdhR(&d3Xb zxC{noQ7_%(-SoGC{(kVqY=Z*&e<m}($9AG#kuF-Vihb!U862Hog`Smc6`k9UyyTki z%SNn=;M7#O6`s4bi>c`^@JXlE{iy#v+#A>a?}Zcc=q^v{#>UskyQVI)%Mt;<x6Iyr zfexYYTXXXa_A%%>r)+n>E8$(OL&wq}^y|(IW*I#9{pQiuDCj=N3;%9E)x>je38+YZ z#d<G)2wt|r{vFO^%0PZ+#CmFu*Bs{_$a%>Y!;l9sUJA6`2m2mktNzD}{&;(XCvlGO z!*W((=6IYJE1|XCkM*2b>G?9`i2jxRg$#ucu^+B`&Mi8iz7cPFn7aw}pb6Ue2G~JH z%Ng1>NyK>rKbGoTe2ynq+fqirzpe`N)48KAW5eJajMtO>-Pbk+96M2bz|^S$ak}Qa z{G<kW&q?9*MH%D|5m)B9!Kc)<oJMM|!XKr(537S;uvfnI;kyI;p>R-|0?rhtJ@}Km zg?__<L3tPK>s6a`t21#p4-q)46Fmyvd`D%t7OyumGJSp~8*yK2@l+;ov_@V>paA)x zs*ENfUlIIeKgq4<M^XRLWw$xq0KagPxUj1;vl1AXl9A6w1)o<HX~lhT=ANp%=V;k; z&udqFMm|&!XJ@(yJ6GF&?Qk96pR`a6?1LU^GLsbU1RdcOmEa@b+;^?+!UOOJH9~vQ ze#B?#9@V~pE6@>#HO2;!M_$-b`gJlHdT7L7iz~2aIfbUrxo^N{+wS`k@Od8Pb=;y= zLcH$tBVHav-81FX@Cy86y)K<X9`RZ`rDxlW75@6|SB8@*a43mEtO~e9sHYnKiTLn7 znfYnRGVaMzc%-|}AN2>nk`gcQza3(WSN4c|^?bR!?7%CNIJFP#sK06b+WhYY@(0~j z<y(_jcUH!e3h#Llhxgyns74%Zy7$sy%m?$oKkwaWMt#k!p`^AP{_~`4(C{sItDGC9 zUQs6cbgByv30{OA!k=IoG>p0yeN8GozMrX|a*wq~+%q}TveyK0l-n@dFBEg?BTrK4 zLYJ0V<EMLy^){+#rse2{&S6^`Bo7?-@jvlOLIi#rS{ic;c5PKAIZgwesJ-M=p7wY2 z75wX-s)4TLa>Sr&=?(PMyt*<=3EX?{u+QiC8JzRkfA|}PGR`kt`}H>gI3{J8Md$4e zT{?~-e%u;$)&jo42gHc88+M^|wb*Y)@@tneF&~r1N`w^rb;EE^T;&7o+qN-BLN#<S z{wTHAu&01J=Bm5=s5d_nj`0XZUl~u+l(-kpQ~uTK9AX2G*#Bi*MtmsBr%mSm16_#0 z^41{YL`9Kw`ukI;^F=aJ5%BW_mgZl~z?lK#kEbfjajvClpyygG`Vr=&GFdFq=XtP9 z<~jkmqOQtU6X-$UbUWdHR1<m;k5K~MdH93Yv*u>-xby4fpZvG+I=?Sne+&Lgw3Way zfw<rJiIBmII;*mD&e8zl(w+8=>Q6h+lVaXA)yP8^5mY%UfH)AerkZ*VI8;ygBa;Yw zEw`|o4nTapN~iOh#|U}X%@=1LHbOU}5{&JH{SAwJJo_OC`cYi<^#$lg{VNX=7LTE> zb%f?#0OHvC-;i6odC4cTn+&eB;9WWX|FNM?^kdI)VKvy{YYXjr?SC+*n3`K-7V$fB z@}%4<;)c@P4Wl;T6GUHsEm5p%lTw5BQ_KM>&oXv|PNN(5H9ZFFe@N)kA+}rS?{m-n z*$RAe>UE4AcLP3+k$1Jik6McEu9*oU@BY|du5=Fh7{lNG@GsC2)I3gDg2yg+p17j{ zdnIpis6TiH{lzBk3F=t4nym0=QooST>L-)d7UTQ@<3Z`8?eM3>1!@6K=zW}0Od2oH zm*Hz!Z21NK_qO{jYQTe;mnzv=@cBY)_LJ`NF`7MNRO`x^3$~oy!wY<RN9=s&`6u*e z&W@-R+9RHC^6P&dMcrY-@XQj{Z9UgZ&jb3#H=E11$-s+<NYcI>vxUxK6f4~{iu|{) zTP^}PbCuJC@7M$MZ}Iy-Uob<TP+&?B2Kf@=7+75tXP~Q%Q#7)ZAukMy_GXtrU1fX7 zO#=0z6`H?;-q?rC1<Ma@L+ICR3a!n;I&U>hjr;^pGF*B$#sRzFy!AVA@(TI|%tUSc zu-^lcylOwJ!PhE%%eL{kga`KMZotkvSSQmdfKRsjnOO_4z7m_8O+DT?Z|EDhT6o42 z_sUF24P)Pu?x#5UATRA2CZwf+&-ZqH?PrG_zGCa$U-TILQ;y-6-4<~#&i!G!nLOm< z%-I?wz?*u)4Y{HX<i8)!Yxr-W--FnS@E3VSrNWX^tT^oZ!C{8;v^YO~)9{MU0nGJL zx?vV5hdjMDj-E6YeTe4USM#5t-+m!(YOfV|mAc_a8Tgsr66s{%JkIZihdXn-!e4au zzTB-d>^1x|AC7gVFR#=pF9Kc+|32`N2=;Vkn{kr@`Sl*n^6(R|yN$RJJJ^}obKQ?2 zPdw0{%%!LaUR8a{G)-{@@i#W`UK#S~NtZ|gLoURZ`c#WIg@_-viFLp5y~6M4@8Q6? zBi|N?UIDL66#mV2;{Bg5B~6&qLJwbDxptKjbCusZo;&ygaYEPG;y>tD{IY+BXOKTi zEI2Oj_6Hthb8Wwg=Zq_>_;R@z{z!8}q6<8>vtn5Ksy60i5|e-PMtvb%!%IBx2lm;! z#%FX5dE`)GkAWS|zmLt$A1uN7f%OW8Kvw8HS=6hl@Eh@#i4%WzaPA-^<#hJ})JX@) zPX4?J-TX$p!bu+R{g%P;)8Net+EHF>;6aW3l@A|ez`wcQUKT?hPX2)M05kaPhNp>h z+&JRt^`M8Tt<WKu|1%)Nxl%%!_jVifC$^q~{I4_EpCz`a5^wm0Vb*9TIi64Nlv}?I zc(j<uC=2+8=Xu&TUD&OH(9j{u|DZD{|B)X6j(^=##w%Zix{gmm$RhkekL#E}3;d#| z_2bs_GpJL&9_-7;x}Ul8+#?42vN?Yt|C2rN&MJRJY8G?ygAP_ygD-vE&%1XKeCu#- z&|#);ZiM?XpVQ`m>$!gldJiBT2&T?<ABA0${jD2{2X46>zM5$njrTJYJgc09dwhKB zY@Z=cQW|}(KfsMRe$F9J9{xhF#O!&<2=RUO;!8VW?C)3}8-G3cNBHMo4c8F2)i}&0 z5I@~#MO5DCAx|VOxnik`{DSOt&8Ir(R2N7cxPe20nXwHvbm#*=e<YA2AN7CvhxGU0 zKj&;}`i|ECw?^_KB%t#J-?@7>81cT%i<%`2JXLJqNcmah(MC7YW=P=&_1i)Bdel7$ z14NQe&oj{P@m6G8^D^SewHH%$z(Jvjiq>X)&r<s=><9R`1;Hps75?jZXhX<V6VJ<c zY;zTPT=V4)kt}KGk=?KKjx&S*rQZ;Eor}0!F8pH=x<*JuR7buFblt1Jz7Vq@&dwJP zcyhpAJ4Lbtba2mw?S0j%M)b#?^&q=+6}(f*;2o(k_}7DbkL)>7S1V0*9YQ=Ar&;;Q zi`RQSJIHvF0d<Z8x8fJD?qL!CnV*(LT}gONLKM8#BQ@@H2<lSp_NT;EenB7Zx;qu( ziSuJeeqWapK-@geGCm2vktZ*(O9pRde_PM7cpUsMls(5I1bnwp)x`5B`oOmeuJps6 z>Fcvy)A9dzo&;y<Ay1);qK{rakGW@ml_Gt~P*<?oe6)T6{Y9#!HjP;CN2|?(X^0aC z-;YT0qduXeW}C6AZ~w3kd*qM!%sc(fPp}m8F}dCruJI#}_2g-oTgCi=2}J`1@TRiw zmdqnB@$(j`Cy`fChkI1=n`STSs3RGx{@_QlcIMiiu<tEJ;=jYdBXK2LHY@zxa&PYq z;dGpH@7`D0d&3R)JY5k~1K%0)%L%#v1oZ)@=!ZI3@6p?@uI$Bn4k?kp5jH`-H<@DO z4;@zjN&krm_`!4coYno<KLzIkm*{P*yNBQRF!<SR9X16|DXj12&}{|qso28h;T_~7 zyst-@vnk<Uy~_hKuwyDo-I>Y;{GWwETPEznfiydf#1?V?1*KpVc*SavC8-1AkMVoi z?4*CdJ@%-7;`KP!ZEn>ydk6MB^QkCD3G*3Po{VJK0ynZI)70^OcV(LA?)_(!vbDAU zpRaO2KsgutV_vDXF@n6@wpL`(I0HO5?oDGH__4Zg%;Z)4e~mXS<0$NR%t3bR66{yu z<lOvz5#$dx?quJXFb|U`TroEq`}m2suLt=3xb9D)$Q<y^`^$;la~Lx+{*CvL_qhDy z`jCDEeg8++w5!4~PlknhA&LS#>*J;1VsgZ<x-`Qs<U2No<dhW5&~?-Kg0EmdD+<HH za}ci%m&+W8??PN({qIizK1bQkUk~>hoI^a{F`&T*JY-yaK-q_Sf|0W7Ch{W#w|3<a zeE;dJeAAP=Sl_D;oy5RjEQY^*af6*wZ+49i%)uV3!pS?^5FgnVLLUPMtP5)H{6HU3 z%)!fx636j8O|Rwb@LYd0>gldSPf7d8bND^*J0;M~XB>8`sN}HyuLp5?#Vvyp_@zwZ z%fR#rI30OF&wdB{SJ+bfat!`kO=9|`9?##u@{Fk-ICR^GstI`h=E2gP6b=tU_uP?s z-S6;|^3=y))$qD*hBh6I=&!iH;N<-jeUw?R&jqiePN!ik!LI2^7>{gS89*M#Mon_{ zc0cmBB@=hXCg5M$DACha+>4g|Eo96K`NmU^5C`NLC-+_@J9ZLtrSm(}i;+hxOLHsq zgXg4f5N=;OiF|V4)r7Gw@I%t`8UG0OK}9pG6?~_!kbYPq4Svbqw;GCkXfiD#wBrKK zH#gL+nPY$TZ@4SkfY%lYIlk0~4xp|3)#EqxmCUb4>9-$45BR#lW><kaBV~^Lb*vjv zM|Me?9{gIUv9!Aa^_>~rFZ_rHriT*Sgb{bwe*CD)D8s!W3R*t{UgP<#hvc1P(Qjv5 zn?i>7tKbQf;{Ss9v8)&`^&D}fi`MS~;wp9N_~2RCvDWnXC3fgJ;-gaIYS110Nj?ax zQFsz2a+d3;5hvSzwLWLSyfC{Z{;e`!;6hB^xCij$N}GxNI{{Auoz}e@gWR5kEm@-w za#QS=s<a;QPn;`UcAmS0cq_igR{Ia|iAHhNV0Vrp`9H={<6sYhPKT9?9P(!(Z)$2{ z<Q3nQrCWFgaDQ{(?}uF2XZy{~0Rw&5wY9!UpcU>X-BKN}zl(J_d$ME@&;8%IT3tcl zVpO7L&|y4(Wx1k*0-m>>>+BgV_}4}Kx-xgH({QJN><`2(?|<A)`@n|<DRP}05r-aH z-aq&JFwV7}S8w10t{sf<$ao1mKQTY$u>iidZRYcJu^c)@2d_&v^3fs3<X3J=z*#Z6 zYp-7J_RVGnnq%K;a`UA9@xGo^<f4y(54}Wtj=aU^G<<!*H3q-`VJx5Y>p1Kv<nr?9 zY3K#EHC&az<u0#+H0>hr7?Mg3cf@Zd8){XrQs{y&4=-MVpY#z;3#ywSFD|*e^=T3N znHxp-^geWo0vqZ`@Yx%!SBit-_dCoV8Ol@8x6d$m(i-uT#Hc5HUl96ecvq{|jWM4` zWh2oPe(|s^?^z1^UbHQ*NUD=~5!P*GOQjZ&-x&^B@Hk+e09im<AnHJOE1e!+Mm+zf zE=0Wf0DLO!+wCyCzQ3i4Z<LZJfg)+$TLE)zoLcRtTcj`tDc<RsKl0;GC2O>W;5nyK z_xpr^KeP}>eq{pR;c&HRfAkvt<pIY#>G9kGl3P0DusdNHq4m$=$V1j>zvW*BZ<*T> zI0M|`Q%NQ@RfG;NM;D%rxM(jInQsJKA@NF{u><a%Su?P|zKXn8WmNJ%;FDH)XpkQ4 zgr9dgKp5*Xt#6a0Ap?DW^w;>CTZn7DqQ+8wSic=D28B2HJM~Zsbv*ac&`&)+h=a_2 zOTydmx0{xARuw$JgH0oTo<#WVGV@#4YUF8!H>RRs@6x9;U7EpDIDh;)<CBVWrFxk% zrP#MikE(NVc`xB3v)zU)&i@=0x6P+%!Ry?~UiyJJ%&9q)KiU91Ti<jNLwwDab&s^i zKGj*~^$D-w+^)p2r)uzfR<SL2C9J#Pp7-s)J>ic{f*G>xsQdH~^u*QS$5dHFia+qY zRr<m*o9KUy(BM}_+$K6By2B4#_SiRXlmh#bziC|42%a)8%aDEk7wT6kirKBO<HUr8 zyDzSxo+dn*`5e#5^0U3@8~iBJPsgM*3i);8ol`!jJ3Jvb75BZ0zVZEo()6F8CpG6< z#YEy<_W5Go671X02QE83u)8y?JS7to=<6F0Q7kY6t`#0wQ^Gmo^;6-8E!)5&1Y}Ph z#CatJX;<<6@RzkGPkbgqpktn%6-);YkvD$XaET24aSZQFe<5!Y?f)aoF9rM^p9??n z7kqIthoKGe=$f8fu66?OF8$N7kHFL6MK8wvXMo@AB|JAt;Fl+u-+BJS{+T@}5Cu*J z6TQ3@eFgEslV@cGJkUUtPA13${I!2$LIU<r`;9Zf3iX9}{W^M<7{sp#vmGMfmx#00 z+aKu5kFL8rbTa~Y)X7I{nG1hl$$7zr{kwep=DRb<cZ&HA`kuRpxF#v)d3+ZA)w;`j zPQsq}{d}^Iy8;)O2Fi*op|><$ty&NOzYF6h`}hj{DJn(slpOS&nXgtp&}&FLo{_v| zMIWivwAhF*>P7=;ac_ZxRrxwaH1hE4i94URHGyZVM^A-?L6<y8a{6r&>V%<PN!5sd zY6}9N+3}o}Rv$ctMSw$dXD&(M`KqPFDX4G{#;1ob*BFUlcUv1$N%PRph%LqE5Elyu zt}mf-M$jO++EoO*t6uHz=&OXC9{Ru#0NhX!dM}`BhyI|9n7ty5z`Nk6vHg6=U+q(u zC$P?k+&SV}U9kVf>$JO{$H#Q5H5lu{X1?*g4*l3qVl(I$U!m?V$9&Yy75??4?!>wU z{HV^qO$}ciCTx=p;6J2o1|_~;h<hZ0P0rTf3#2A#*UK<B^KPHUJaDecsBfbOb%<h8 znFTS_DX6bFtF$?x4=|;VEfM}GHX8AtryS->Po;z%evWl9KVWYE0`ciDLx~IQMaRYN zK^P78(bFiY4{=Y>b@g1;0G{s+$HNGJ*p=b8#X97%495npX~saOT&OqQ?eo@MJbR*- z6S_nCp_s%J@K?zZ{iY?HYZ;zybSOf-Eoh63#0Yi7;aQq&tXIjkki|^kltu7^Zlx0N zqbq}f`D)N1I}Ni-9Pzvy<PP+tc&?Q&4&PDKnH~Rh{%(Oi%s#jj3tm={8z|+q5AlYF zIsF6tNmZalH57TW524$Cw-1Zt)RBe;>~CAU9J$p7@b>)OjVe6PSAPoyK0`e3&h^7D z5O?f?h8>Ew-3g3zSuxz$m(@<cz1i5OuA_NQ*4U3!hrzyH>?=>CV~GOd?j0d_4Ua|i zpU7`_{u=^b8q%gY<NwY|<ZCSByy0X(;Grw#o&;;xs&iA?IIr@LMyi$t`w(fb+YJ4J z;TEN9=Q8%$GAFAS@hayX#>A0go-&b#RWstlmsV#_M>Et}-h3PMx(=S<`;_Vp5Aq(J z@h%O0@X{;dZ@Hm&91oVWFGBovx1+gn{1EyEF3QdZUjV<}p$fLby3z@^eF^7)9v`RX zXpVK8(G$J%1h`*(_k+$M_{B#<%i=v>P$zq<7%qqSFi^bHf2#w$$}0K!7B~2U!eb8I zM(o>80$<Dwc$@GV_a5-5Rnm>a%37GCRA}5H1V7$(d2_1{IJ(ETZM+uiQ&RKHEDiiw z@fVSd(Fo=Z*>HZLhh8)s9p>~D@jhse@p`K;^oRpI6AQ-BA+#OCM7N<=>}zIX#(J`y zCt}LH1paxu@|hX|{Q=a-h=6}e(zBOFVHd<q|7_lRLbp0yc`FC~80s#2zQ1~adYp5x z*qub|TU=*Z4d#&c#(3#QI3w>U2_!q02^`ww7_i8Le_VCsG?ak<uWN_u^8%+riKPo` z5H~CgDwfL7N1%B&k);H@d_rjIDs<Min1ESh;9Xe(FaJfXSK>dzQa|{|>mu6MyY|Y! z6SAy_Jf@PR!g&RDIO+4>FH*$y^NW0kgJJ&+atC?;L4OX<xl?VW2Hrh>!1*24Blpaq zkSam={ld}lN_;M{bDa0<fR80qtzS<gZ~0_ga$>iyeL($qrfw(nv}So;K?nHf(?Hfi z;OrASp5;4uo$Bv4JSK=&i7sQ^{AW>jxh}r!2K(1N_$n#|`+0B0N;3g|#2LUHO}&7> zuTs5U{$_VyjqmV{L4P%8;h4^c&bj@ug%o^XdicsaBjgW_CR|@#@Ok!Lx&53y0r+t_ zM>GNc(0ekr_ZHUk!>CV!0{9J0;M3#bSpS#t6%DG0`_*fMfd%ovyF}KAYV7Buhz+5O z4bZ!?GQZTfL3f+GDRT{YH#Qj0E<29bwW+z(mkd9B?jWU)bsdQ>5k3<H{861c{TV-B zs-aU=GlqV1K#Wlict7-MMDh(c>X?%Mkrl>+=Nxy`&xHPISE5X@|2S}<OfR<!@r0oN zB53!1+ZJ9Av8FEYd#%*=7v9LfuFH(cgrF`l5=-Yo4*RmU5SuagApBM^3wrDge!gt< z>VXRGS29$z3<sWQMZ~xIfai=4EWF>n7m`3p^F{%Di%UJ^M$t6#!~3Ibp}$eT)l9e| z6Nh=hw=L$=@s;s3HyyVwp06{YqVO`-KU*<jw{O)`r<>_4_*;s~+w0Q6wfmC}Spx8b zmuJcXmB0s<M!#!41)jXspPD!<3Va^?J1=kp^T;@fpL~VAi-?wdy!apV)6oR3Amq)d zCpPcM>miPok{_r>eArqxy5bv+b0g2FvJPc~zZIWq`2;(=)w%Z*{a5rEJknbT)y4VH zKS5<0IEUIU+p0AHJEnS0T4X(n{#cJUg~AKqNzESNc9@e%y?x<Z?5AB__A#ZD6Z*m0 zt<y!AfOmuPAAIn6e_Bz@Nx@DO{5o!n7$T3&bmX=K{xF1AU#~EP-hG1lsrD7rt;<Os zF=2nnqTR$@u|M4j8-0iIbF26Z;xdBJ;lftUpCG>_Ea!3i4MU#_Bi6}-omMUh{xk?j zJpUO`<AZoZr^Me$@d)*>*9<;XipWm{L-xpe0rx(Y^X>LSdjzVRDer+F`F$o?#@F|h zCHr@d;(WRyCFut8^=h$Og%er8%_v8eAm|N2(WOgc2X^PQ|8R)G=T|W1e4eiZ92z^k z76`uVyh2Tx0iK$!6?ION8P7{k|19qjbkDEHk0pFTKVMDscIHv!DON-0FM5K%>c`RT z-d}0JwC|fK?s59UX=QJN{3k}`le{qagf#ulTbIBiAJ5j<#&n?m{FrRs1Ae1W9ew)K zCj8RON;@0zVe7SZK?wZ+)r9-W8mw~zPd!KD0`_lcYj4E|=r1pZ8<G#A4(0snVKV&T zfr;WLbynyCNgtHoAWjnz2T(p(1b&t4fBPDVpL6LhNxVm&?|-f<0S3G0Wlxuqx<GH) z@9^WAGwPMP#~XcQ@!VOCVU@k$hshg1T@mLc-;Zx}0!P$eb5f)}!22_0UC0AZE_2W# zKPir{Je2!esqlW<Ol_g5&?5wnhWAkdpC<C7o`?Z2_P2@hU|p;wXQf&uz<W-6CYFIu zg?xIE`xyHjm3Za9$y)UL&CLY3v|%5Q8|74jM+byz7bt^wn{o-fDuTVe`_}U&@f7#~ zqr1NyG0sby+*(fskIm4|wQ540Oln(**93l8&zhXKaR=`^ySM!)c=f{imSPXqSvys6 zy226hdfP;$!Ws31d%bS%$g{sDTnsZn9FCUqvbuzQKd_y1<UQ6qnNMotGyK?mb>e%= zJm#N7o)g*a>r7*G>4@{g+y)uHO;Y#+_k_chNB7WAQERc+$Y@tbp1E113|#6ewNOQV z(ERx6{iDE}ciyYqNlKXG>SOiG-w*vXvd!m`exUyDSD(#U2t4~L&_E9yv%k@(R()-E z4(4ACC-@8TX+!l=1>pJ1W-nj(i(GcH?J?-NA2<|~>2JUe?90`UVg2(`47kF7LeEp| z(O`xhxbh{dWWvrQ3ohNifcWtv@;U9_cI;zE-qw~Q>iksgqH9l4KZ#=Fv;7M`<s`QE zE9|z@wNh(L75J|{=+B6_zZhIQxO-0>spk+~Di?TdHAS7!S=gJGRU-d3&QniF<R1jT zn~%67KLUS!$W!p-+84zAzGUJv$b%x?p4~r+{Ku-|KPswL@azdi?dPxI#|I1klLIe% z=w*7a@*MoBnE0)>FX8~d=I1w*xDSXrPI$ME=HxKJr+@+Zzb}87@oo6Yy(;^c$m1GL zZq9q+T;>7Ksy%mKx)E$wf*T8A$0d|vw0~ir1{5=&W}#Dz(R}!8L4o{u!L{8Dbrn5x z8OJ6c^t*LCKi0<QteX`ju1`e0htyi(64vzxHRFG&z!?|CkECaz=dJ#9&ENnInDVv$ zvV|X&6&v22wnlwegy@!80Q@0^GqF(@I+peIo|}mG`&kxspMP^BND9S|Y{{UGQFg;8 zvm1J#LZRX#4e;AvL;OeeF`v!p2Zj3z>J752$JP*6wrPeta)WVB;XC&UPx!@6AC0sZ z*r%80eLEkgW8UWM%7_5+f(O2SoEE2nm&q4ceEE^z6OJ5BIEK3ZNV?u@oZBR-^3y$x zbLLK78vd7Yzgu03H0^dh?tAULGVcRio;?=Sc<BZDk*v%7C}1D?=PkZ3!~?fvC&i|T zaR15umAYS+s8ihSKOxoyUREG7=YTvzX+fz%-Ut1~9->DkOX1(6Cv##af%9V`rWXW| z#}37p3EF~xHwaP6tU>?n75Xd#``!#WnHA9tI}y5m=3*{*c5Za*FW?s`H)+K;9q=LD zr#G~~SF-l9`ChvZJ0143Xwt{JNo0JuiU0fI`Q~@eZQzwnLax+*h`U;k3dCS<dmQ)n z-wi+?s*)sY0Q}%%^~dE~!l+YPC3_wNe&~)1Yw)eR5h$Fw%?Duzj~D|j&e|g`c6nOr zU_E)SD)~yopC*pP{P>G}TawR}CK&7VDfq+Bv&F#S-|lp~eHf=RtZG#8IXK_E8lplx zt`#_yX$ZchLzP-WhUbW?ccDx`d}uv9cFs#0`8oZ?(TA{?&ZRHXt}^Hs8@Zjt2E5R_ z<KS4$iug1iwSIpBer06(!T@>aH*5Ng0ioTx=1^li?EJt*R$bc5(7)s+*@lt#k=30z zMtueS%u}q7pTqwB{y6chp>CR<r|`lDe2=DmilPd-W5@WugHM2WO>XB(R5{SkKbT5c zAqYLY?&Vex3+kWV0hEra(5GV^R^-typm_Wtktp=k6jRI2N+$TPYLrzI@ZM$Wq{e+R zJjXWm+dk-0H#M&;wxCYodE4vb?d!0^k-AoyqnJxEDE>rf2mO{ePN^`%P9rE<EjjVr za|N51%|}t6)MKaa^#`7J9FI*!y+Zd|V6c-M>IF_8e`PcQ7jvo&De!!hyqEu418@Fu zhR_|)#q)|U$;%ER|No_~dEo?flXzwUj)UMO1u=X6mck#c_Bk#=x11$+A7$Exotz_O z+m{AiD8`hO%mM#@UjDv173u+tduXNYJqf3J;_8~}5ZBx_I3q-$7a5iP9Eaa6cn5W@ zNPw>m>&Hd?0-tJOY*~ff+n)ZJWcU~BeJF5Dbp?6SwYY1xgUFk-4>alV<Mq^9qw)~X zFXWbdEynv=T_^s#J5TE0<-J<vf#7{%n-YT=$QPHo_KsLWuaBFc-(ttPaVmFlo0B*P zZ+w@|0`>lLhm%O3K1JPYS<oOr7WWe9`>VwF<9wX=#*g`K%y;!0DlZtpy#&s5qIN}? zFFBk1VP78VY+9j3K3?#HTB^4?r(xIfmnYqT<1!}7X+MEqA0KC5&cK|ZCv-HGxvMyr zLf0jb?}Pdg@mHZT)PcrYMLt)ej_uBDPVWW3kzt-V8VbAL*h@!J1YC(rxF?dGhQ6!S zpzW#8z`56w9nF{E7wY+vVjrO&$7}y|0<R)^_*hAQ8s}@7g$_A-B9Hmh!7;%OzW+F= z{2lBd^@<#s6mUc9>=7;>TJW77xvmR*(6NX4DZ3@1v)-`@3hu?Z)80L2jo}}Z`+8g* zrJ!@I9TdBdILv#wu+|a0tfc2|mI>xL?DKETvv~*oCS5r?7`#e}_o_P^aI<>+!^>yt zs56Xa^*e#5E4Dwp)`j;wVJ0_q7Cc0>!pWBc=di}RKls`J&+8Qz^bbEk-1$$g_1gjH zsbRCUDIRWwVToL3G1T9T2+9)=zTuqBYio+>Jm3@0h+HY+rgK#OQEl)K1*WgFTf^vc zrHOpHU5b9AYxy}U;PpQSqNxdf$os<Vk4*Joy?5BQo}u4tdQV&35aP{GV&Tb4$k&fw zJ+uA+{<J^cEMgVBighkjtp@8=d6{#vAPD+N_gWG${Hv%i_)aqB2T0Z3OcQMYp3;4N zAF&^HlC{A1_YdsXdPl0f4t0%=W>u9tz!Op{i{qTI(;Wq=>sUwb?<zm|@VV(;WRz=% zfcHk$nT@6(Ke{*batB{Cf)s9;z~3c1xqjxkqi+8v<2-jU@-DqAjb8Q0D{_w>(*v&k z{Mo^gfV@qy{()dY6ZH8Ok&4}WMf)4bbuN@3Um4M)j)_HnGWzyXKLz-(*sr^Ev(Rgw zGaK&Szi2A1SkVl;68p2M@f7><{f~@iB;sW3n2BOl9PB4ML->z4>OY|`hR*`8*59U0 z`dvgF{iA%HeFn}~M+BLE<42q<W~uB({c~Z}kgp5tN9&j8wHI|%ilr~t4q!dz3HdAc zuuh2#-0R=2;e7MLE7$w5+cB0ddok?)W6!ZI8tl7{3K{<b32>^e^b`9&<aaX<jJ@EW zg$#0rC3>ifUcRA!@IB6<mj<y~zQA*;N4-0YxD~pQHfMSWyyL#z)W6s0=g&=3r$C&$ zIM}Q)7mhq9wx5U^cFlbMVDtk)=vT!1^7@chk=a*|cp%<CWf|A8x5Ya3KlADg#`)*p zI!XGW$nVd~ScT$#t8<C>#%$ql*Q!&D+z{7qYh4ZQSwg;L@av)u9rWF@u9zZC;4XcZ ztPJWflqZAl%kx2p*f%XBH@AE4!yrHqep^`{b=U*%&wInV$SV=&vqGE+yZ2gG93s1D z5d+=b&coUU_M3fv$c@eiy4qM*W&-$3X~jyH7UHCDhE>&7oFjGkOJu+$i|1>6zRItO zzOIM&-4YS+mY%n6)QEsza_~-D#3G;lY5491&e_o`e4V+9c=By3BQ^}{rI^Z>G6DRS z@~$P`#W~tT1XrOy=$pBrNF!Z|^?IWD>GU)72S`cNPud`Vr;`37wg&#C#%R~s0=+%h z^u<%;DL)vmOvUxX4$87A$=+gpTDCKbz966BjbYsbJE1<gGTT~=dr<r=auv@Z59vJ? z_xm9}S4{8cV^y%Hnx!3Yd~SnvtKLw={d{6dc>(azKF$9IxKp9iZ!VlBeTU~iq48$< z81fF2qb9rO06ILFbTr@(M~?;F7e_uZ&%HjKLW21MO%-FA&@<}Ko$&O9-&Q%qiIpN= z%ijD<2mn7;r)8MV>B0P(qoj|iA0TgFB>fuihPh;`l`)sWKT74gM#*GR_hQ=rxD@sE zV!ol|XZRfQ0a}^wlXuU5P*pHo1s@ab_|F*j*xMIQ?fMaY!CJvtMlXQF=A*Pm1mqLJ zmivAvfnR&`$w}~m|5x4hW4efb`~YG(ZUf+Zz$w)z@TCK_ePuq%@PF&iBn|@LvCXSH z&k<)@_9p6N(}2I&F_?H=#eSQ8+uwqpzjkfPUlBrHa`0`^8YlR}*@Y7er*U2^KU{q` zZ(TNsWG=pr&nL!Oo1cmPCJ*NWxv(SA$0Piu&)|2;cboF?`TD6?Z|@bud7Y1(w2i*# zOG^B{F&O|JQhspnA>_3ON$D?(V4ofYJKW_$elo}Lj`H<k^u<ivZL_HX|J~SJ^Y{wg z(J(77#RT=;JDP8I??0|AKh4Yvd{Le2;9<LldcS%B_YUHKZ&Qi&d*CJ=|1oky<SRZZ z`|k66M?c)y530{*h|iOzOihRrjrQ*HA-eFJhNHgcFi);-$>{Pb_{+Yh2DX0K_aj%! z-}`T1{(pnc`IpGYJ_hwyyXv6cIdkB@5#U0rhBr+r1M)X!x~eHw=-1nl#}D*j{)mtO zO9A>Jr~VLMTR=YURC~?FcMtM!Gm`aQQLGQM#fB;``Vl;Pqju+)q~4wnoI?DFId4qD z8HYZ~`$z25{M`sTJ6RnjV(5R+6so7f`tasDMw(%N3#@c=m|-_db?2y?!;mk(p~|Dd z=LvErIVFL0%Q=}xNw|%=RX;~}3D#+H?RQOJ2llPAGygpJ#QE26=c=Hq2_|N&EZ+w% z*3YE!BhK!4#5o6Vfj`|AZ3qA!^?xuCOwz*sTH9vS1OFdKu;jSG&K2X9z6u`!f1OhH zasr;2_jDDgAl?k8K75qL4ZWgjW3wCaVO88pRr@FM=@-?c<Bt(9!|WbMlOle^QdsmO zPhj_Lyy>HaeWLN9;jV^0b)mw4qY&|mEh})Q82Is%Y$pE}{QJS<I1Q{rQPrwjQ$O;G z`vD*4CedHL^VDJHyBlFo;WN%&#M}36_bv@uA|IGAwEoBpUEq>oyqg>Pl71h%{uDUo zQ)F{UAAP_owKTW$@c&VyvEHLRs9TFgO`9LY`2+?LN)rjp0hwkbnM9m4e^=V#Pmg%Z z!N6m$fqcDpFuEWKabk-jj2i!!+rE|@Wd^?|UUxNlg!8Mf4U8PI-*c=V$}0{)XFu81 z%+ZGLZA||13`3vsWEl#@^IrDy`8kdF_j$DSJew){vlvgXct_)P=L|P@pl_c$A|}rP zJQddp3+00S+h4tCBSnk+;oL~w(`xkHUi7f^nMC|5VG+s!{)i7=%Tgs^ooToe38=qO zyOrv)AkS>^@L(scf=<Ch8YDXfU6Ml8U<tUD>D#|-%!u`WAexh7i_hUYNwjhSe$&TX zkyU`dON$TBL;gT)eBklObJ*23+07<%tncv5WI!<bOF}!+k`ZqU8}&~sB%|Myi~Pup z8rEq??4C3w@b|2Y%nxJ4-y09#-+*1e5`G&^#fZMX`MDHZ^b=*--T8Wb0CB%9#JL0O zxGBn)%{YZQShd{6)OFC!yBVo8fxknGn$ulr=%2FcP*pjGekeA#{Yh%*)8}wqZmGk3 zKW5LT7iclh>c<+@Rp6z_<FDFj$V*mte9qb#BJP!tv$Ly0zcQ~8?sG!Eesv~KEE0L1 z>Tu~c*0D9XcS{xPy}_=m#|C~y>KROYY6Sf3u-Wj^59kzvFMs(EqwdyYez+E2C098E z8!&HG`H}iVVc5s2`@1W$uMsD?GlwhLfLHCmj|%@nycwY_iUaSu>{di6iG3cK<q&h< zMEt1f-uA`1rq{1({X-nqt6*knM4piH_KTK0@Q7iFDOdj~^kHxJi+2K$=S+L$COe{! z;dS5Ju>hRMOgS1^@(u5s{jO>Y&%0_iJ28RJD|Gf~X%qbKpmG{deLV70C-%IHiuk=_ z{N8@(llkXI1f=nQ1Lwlkw%L#;T-rGll!bF@PLHlNZo<FHIAg-$FN#ML_PpOleQfG^ z#3cCKos<CqY2b`iY)?IFI_fM$3Yl#8fiJfNl%FC0HGQMLG!MM3QIeL?NCtlN$>y3{ z!;f1+R+pi}-Pt=L`J@nf2$hd^2Xve~!3M%6^3x=yBw4X?@bO<G0$R<et5O#H{qY}k zy|f>_?dQQyq)#vs|3JOrYIxiN;we+IpiM14*Ua;WD`XVduYbP^h|*B6IU!|j8G?F) zyJ5=wZ|Fsm*B>h2o`&|^w+0r-r;U5Mih@7mx$YIdc|HfdKI^3SVhYytiJK%V-aquu zU5$5$C-t<&PygceC@34%$T9y__GPd1H2#j;s6nz7{%}6Rn$EombqoU;m3jDSX@KfW zN%(b)>~tG1@S@E#S3UwbYS6V6qdNdR$*Rkjqeg#2eVc9;Ue~L;ZfhR-<vUtxo=V_l zkYYp8&RN*`xTQ&YAM`fmeU7y4@Rv{AdQ6Sb@oeo6vztOkaEhu9!dIE9UYRo=@OzP4 zWr?haclrl28elhT4rW}ZcF+&$@ViwSc&&7hHD1{R@58e4bRYEk00$PjY6Cp?m+1T9 z(2M9!F(vH;Ku3Nb7|(7A{0|}49*Kj#*-twE_95(a=zaJ#N5sJ)fy;H*p-;IF?8^mS zkp9`z;jD;0RL(WE7r3v=^*AwOUN!cC%rth32YQv1|MrD2oZnILK9!EVSm<NuoBL0Y zpB=KP;YMEo@rld+?<c`q`8#eh;XEC0Wq7VC=J<6;#yJ(TdJ*Ifl5RY`js3LEP$b3Y z%iViwOzb=2ISEm*>pae5-z&8FI|MyaL1fMa`y)>z6s>~z9$m{hO$mD+jf`_|hred6 z>sfa~PcVI7Xj}OT`IVrD&?QgAjo_{=L*R;lS5|3-IPwu(-u&k+`lQT{cg^~v&XA(9 znQ{<ut|I4bG&lMn4vx+yy@%fVE~RuL1Mzy8BVQH%E%W%7To7L0C#aC=%TLT1WvmLH z2Ja5})bH{V_NP2}d*4C$gJjO1r(yU!iB1+@*s#uFMS;f)q5p{KNm+N3fxiS_xcvhB zFE;PE_s>tzMW#PA{P>7-3Ax<ee{-R~duEE(!*BNJOrsKo_<C;A?<a6d=ekiYsRHVy zBs1g&e$YXWFnk}4#{2qH8SeIhCC)60CBc6lzJGeFu@ZHv#;hlIP=|JK`t@={68CzK zUHzGceTvX!lFEQTUM=Wnp@Ck}miYa4MgrE`z1BM#xS4-3jd=k3|7>We(mNi{JxbHX z48K(}CG$(o!1*DzXwnM=^z(2{M|)y@P0H%|$9tiV^^?kxBW^JTzSzkR1%6J+Cb}Sg zk%-uxC;)#`KNI7tjrp@GF~=HehoILT&2BOS{_t)W3KJC}uBENmzJ_0oo0CYzg9oal zv|N^&2X7B7J%9Kk@@}q(kc+^%P|~^!dw~a%%#~WZ_{UE7K=Vv3`0zf5;D#dDG0VcZ z2k?qQu=<lHa4GoVC@nkIxAM?-U{?(I_`<7aUWj`K|FK02!;d%{wU~ap!yke_4uk-2 zqL|~eSR<j^ynfpD1fN&mOnk5c_T1)p@O|hl)Ey%4{Lz43#pufVYvMTasLz$LX83z| z-u!f8)aw`~__vNjr#qsorQ<S&*S|iP5GICmS%MNTV{y(?{q6jGK@I+%U>N5K-s$9Q zvqg#e+xPa~o0`xc$+Mb+Wq}hqPmZ3GgPlm{jIum}A6?|FJNX%LMEu3b^7JD5*Al`` zJ~i|tgx7hk-xfnYbt@xsMG$?(>@B)I;PLAR<0TB~p--5|FWxr7T)VrkMoq!%S-5Vn zJR^rr>Y04=+$?mZ(m#LKz+1Y;JOb;Ge>FKjwpGLVtO8@(Ba2q(v-I{o8(f8RD={bh zWZ$BnxaW7H5&B@Oq)BNC@thw^UJQM@3EfQC?vPp+>L9J!HLlQ~J{+B1b$}kf=TZ21 zRp8yBbS|+&EXaR8l}2lw#NT;8;!?Iizm&Javwm;j9ob_+C*a@9FbUxY72rQcqGL9t zs5fespC1K|#kD-r*6)Nr9AMFVs0Kah8x9h1fLB`6(tkia^WLsH%ykX_cZ@oQ5AV|} zvH0)fJ>Zm{;v3a(*uMat1S==t-Ort}EAU&onO6VV0_bwF{Atm<ab-RHk_6&*f<{H9 zh9kcJZpFw4oGZA-@$ftB?uUfxzE$MouRd%zI-SOT#q#`_iSQ(R=y|+f33ftfcSF%1 z=RA)Rlk{;taV3~6@rJm4z`0Mm_n#$^hqYcDewmGU;nVc%)AVD^f%_2prk)u3-i4uS zI*yo^cWm$HSy#-TcDO!fHVa-}GH@{mc^gmfU(4%U$VV^N1jKzt-O#CVVt5$mbnLse z80(Qg1U7on!QXzE?=;qZ$9Z?hoQ4q%=mWPJD0cg-jfW!0zk>JYBswaz-@}}p+fQDK z909J<t}6EfZ!{bJqnE;S=FI$^e}{F8y`bsJ1%LapxaJxLKOs`rZ>j=*?Q6f6v$7BI zZ0AvXGac%%|0-S_g?)Do5vg?|UMmEg(};mRn{l@6vqJoJNq@)`1wYI>BRaP&1b*pP z;*z)kyS^k%aw{0G%cnZ;ihD5KT4wi7z^=2m_a!aDKc10Z+9P%h=Ygg!wa23GbM0q7 z<*7H|A0CtcQ3L<UaxW^rf}bS|>M}j?h0bN|b~AE)S7#-5;4Q)Z+eZq8hrL`0c7G_x z^)ZKP>)W5gFUTjnU0Uj^?V#s%etz`B8NBl0(~FGOnDb^3`I;K%sbr$^BVsU@itDD6 z5`7o;ZG%NLTEdOs^-!kXa4-5dyd}0Rz-t4UBeZ(1yAgy^qYWmoKN+Ppvn8*f%PO3; zRECbhD4%8QrH%f0slX9!<n`Q_Zgo9Z#W{+1?g}c<+Xoye7@u%r|9Z^t9=(M4A3J$I z40fOYp~*cHd`O>EV*3sWbbI+fN4<oh=e0k2#;kz+(owJO1@Z+kj-x6;kHI&XHcDrv zpic;@)K{EG{Cis_?ugIx`GX>9;2E4-F*_D$>VZ6b?XfTw;^bJoOauku+8MDK>ng-; z{_mHwk01`-<|F%R+=xEH9Q{qr9L(7rdU{G0JZ84Z=D!26;1&FCAMAUeAG%(kj+Mju zPJI40hPV^&S+&L^4uAgF%6t<1jS%kt@pmHnCKgGLko7^g+E9$`yYEUEx!0Xb<LgSe z;XHVQ2y@=JWq)h1V}4R)eLuG}^0UNgtMq~MI9GC5jG2=S`ET`qIU%gjLz<|*f5qIZ zPF)H0Y^?VWn(edpiI{WZGS3m~i2B}G(>@L4xeB=~hGk*c2i-W;u!}f<vlM$U7QE`h zzCNEiSJd;2ErS=JODvf_9=$h*K8yY!vcqfW_aq(997P;Y-rS%fKqs$SkT&i`{$l%! zq2~g4tf2mK85h>!<MD)lcfSC?#2c77;CEb_m5wf_!BZxMMB9aMPj+H4gD2isW-VPT z1^yvYpL)`)4*e}_f0+ZpyL$to&M)ET)>}*Kt6RV&Q_8?t@CbIz(DXV6#H%~$@4{i< zZ!*)GSp^YK<|`9~{y=y5`Z0-hKl~@S`j$G@U9vhS_%-@vE|pIehvOay(T01?AEv>> z_h~5Xo{Pw&$`N`A+#;%X-(QS)uJ_L;o#qR0pu<CnLfVbMdN?(}HxBu5Cl_tgBj`Z& zuh(|q7x$7o4|F14m~IX$?PtK8yt`pST$-5UXVLd#=A0{`s(Zd{Sj?4>Tp@h3EehvQ z{tGz#6Y)X*wxeGP75LZq=D)MCn3rY!LDkb3=iSJLjA@|*ZfZ4+DOJD^vYjJ)?*jjL zAL&zl#XNBBWAwCvZiL<q+s#Z*+#4&ooInzU`jZLkMSC&SA5OI-o<y9w`FP`}`7g`^ z7h)TJhJ3I!MYzRA5OtozEt=ina~WOxw*(MJe)^w}%7{V#rv&H3d+htE57r)Y*sr$L zr{?Bc;BTL9OJ0B<gq`H@v4ws~>hbE?Gw29!7C8&=9fGc%_mMSJ8oCg@pZtCBm7;Pc z>HTit=X6HRPG+$4q!oIN*WfS9TQ0fI&^aEzS|kTwHQle7Fd2mSG}WHXse^N^6V?Ge zddSm@HapYcNAK5f<U50RHJlK?Jq;ch5!bx)5_Y|CfkbQf9yqaU5$npB&sIcI&ixK? z!jwvbdN0<aVr<WrqZ8`WM_oyYQ(^b%tfK=LTnT($lEtN%>&C&6r<4B-a}rCmjcHua z{})LmdKQ1*OKAAg=8QVrr^Km4marf5@r_&TILG^FTr3Xjra=4KfPWf1VPK{rm>&IL zqrYxzIzV@lOMAwPI`wVI&n>TVU?-x52Le&=Yg(tS$jZQaM64cPM_!%jL>^g<^FNJ0 zrF)k~-3WO*r;8a8j~G>_vZu*Wf2_%VTaUaavnP2cb{u-6*;%Wxvp64UN2<2l_t4`P zBc2Mr6kKs^-|1_}UlMHjx<#<Qt+(bLDB(QMJnhb2@Z<OQy#G3{qMkmybWEWQ`QY0y zGG=<zm6ao`|A4<fpE;e_ia73=y5i8&gTLeXW+u$yNvO#br~iih&+|oGUHKezy&mDU z$t%eB#O@kddx2kv$!|XcZ@!rCwXF?%y`m~eYK=NV_04bL3>mmjK-gOP@C?quHOcwW z^TW;}Dix2&V?LzM`HRu8<Dr7vvqyZur&i`!_M?90*tu|9@(X@WzL%Uc6Zcs@54o=D zk9qblZAe?tU%*)RoLvJv=+zO|T9R&@&yA~dsQ_OVc%*T-5_qmMN~qmIpGJ9Ezd#b| z5-&>422#^eM=DR;njk|S|N6Vr%{0V=Cl>66R*1*1uSO3zK__K8B181TgD`sWI@=ZG zIa<wMwQ>#vm-)I`H;~VmDMilDW8dn_(mRQe7us7H<bK6ExC&WWlzxTIbus#GJPC9j zwT_8L@1PUfrPoMeJr5?%4i@u*pC=un=K`OlGue(YML#}KQ{Ko9c!3eODp@|_l;&#H zUPEroJ5fQqtOU*pjTihRN8As8X5D+i2>0A%&?(>RL>;B4!IfkT`G2#eyC3>6*X@kQ zF06n*2i*P?k^!9{b4ZyIdeEIOwcO?4nO@hIWmd7S1_{^Cb_L^J4mQ_Yq4m(OJ6SzM znQ*S;{ra05k<csH0+t(rTl5<rB2~a&Q?z;{Vj6&3%Vw+lfiHFs7}nE(3p7E+OW%-Z z46D%15>=u8Ajlv{lfIk33(cOvdgTa-E3V~0H}9U%R+dHo?}D|@5q;=%`n0c=C4uK^ z%sicTu**PUK1t*!f=dP5&Bzl^+cWhWg3t34g-Dfy*XV!TVMzvlFSPV6F<IffM@U}z z<|gVe2kU&#eFwh$VolRzL|o9d9!mx;TTMUT62<%J_Q~yV@nRnaSsze<4{0<ro$4zA z4o$p16qt$l)7P?Pc@pP3hq;oyz;jKj_&IzLS2|N}Kjl9M9!2Ue)T<6W(tK4Mj`tJ2 zo31np9zOh8_pmhbhDb@xeRk+;iaTnb@)UV_!O_N^?}Nx2hW`7+hkY`zd}nP5e{z%f zPpcNZmC5AK(sy6X6Pwy3-2`u^U3WR_2A(oeFA<*)+%m2F{-hN5I@Cv+7>K~$32m*; zqI7PA#X+w@{d=y2n(6`Z)HKX<ZJY{s1;2IRKD#F!{za@4`5;~#^Fz;a+Mardcq4o3 z)j{~#<wrr<HG5G<wj4RprjGeOD{n6!%0(TBi`3;N_EqHL_=V#8sOz!H9Q+G@B~~cZ zK7lwA#%~^{z=68k(B<x@h>HW;FVyA@5a%OQj#z-_TsSn9<-3l)f<Mpl6i=ZqJ*WEL z6uuv!Cau_j9jr6PcUPn$&e+l>jYOc2Jk-_e>NlK=G_Xx)e1te3c31QQ{AB&6gG~25 z)K@Yc!e1dDZzZRpRSv|u?xU3Zxfl1es4lLV!5(}W*H7IAz7($I-hBwaY?q)m8^`zY z-FiV@@UxnbN|iS)@Ut#Pzgq*)0heB97Z~E4>JuG>hI^=gKb!k$>419oow^vVSXTn& z?MUfr@F3C^aSdt2KM#pNX_nvN2eCxcw1`V#3hfWqz#DzFB4+I|H<D2Ju+4_bm0;}j zzU4WaD<Q5_geOMVmEf@0RJ;$o)0V?SRswN3@Scsb#Aoy$yPRf>JqMks`xToFbl0rY zy({N{J7!Kz+PiaG=T+nRi>qA;YRZaFiZQox#Ch?HH27KTme=iKIlP|5^U!ecQ=wM8 zKH~ND9sXrDYSiNxPZyoTe*Pd^J2tNZ-bxY>b_jl`H!A<i#S%L0tmK^7W#|F%l~%Ec zQ|ARF*>j}PpW&fqF$i4KY-+Uo2tTt9><@JZudk22#u7_F|Bca+KVFCr%}K1s96qD| zE52Abw}^V(#(&N1mB{;&MDO27L!W}c(+jgW?@%q19oOQDyjet3!5Mj83=Q+D{ciu0 z<YU)J=qUDLd7dN{IFIF6@WGiCIM?r9!gB`to_`3ni4pdtA|ojee5r_as{9q~-#K&2 z)a)$gr#9{16lli1O?8ELm0;IGYs@05e5i}Qx!3(S0`oUyX+Apb0l(=ue%7o5JoZDB z=zo~+dF@8nq#Qfq#tFXA)x($@noJo;fqd}UO}(QZz=J8fPpvv@p)VormQuU`>NJ;D z+2~}!n=Z22=iqe@r{5y=xrh6LcuvV4XhOWYl}lDx2Hw=IRlN<~$#aVN-J6e?FG2Dm zp-{)2Fs=8P^F|@gXQ%ay-ov`i{?osE#}>MLp!bhf?1wIO!Yv)}sl>d*y0=8g6LKk= z_X{9CI?S)i0_XE69QA^cPjnA;Sg`{S*E=bUJdj5kot}?7_Y!_n7M5jPhVzgg-;Tcy z$9WK<VC_@~oEKQO=iIXj{pSsTSL;RO10p@YZ{I?nK*C<n_o(|PRk&=cfVXv7yfxTP z0xzz3->cq&xa9oM^EmwB;_tm=m)(%3zs__a$G$1LebZN>K)(?8ylHd_&LJP9Q4{!p zb;?jYB@LV+O!YQMoWPu5)!>a~GU!HY2SiSpVEw<+zpwg-`)8!QFM46FH!g{rqESG6 z*<7^?%|c!gcBPsM{&0NFZIiACb0V6FU($dNwGO`Ka}R>OUXzN|*hc;M>D?j{A>=2P zg{I8l3+mrOn!CZ1d#4|mtO0-i)qSu^yo7Vxl&{;*tRs$l?9|^X!FlYGHO{AapG)~1 zd^+XWCpN!d;fVj@GPI^dPcWaxaE!iq(Tz}$kj(WQexdTWK+@e1aemY-od`Hq_xVi9 zrQ>-2Z>J(7;V*%V*;V84gM%$+yQ$k?k1syXjUgY4%G>DR!+O5>P(4MDI9E}2WK#qB z3)8Z~kj)S1Yj+e4lMqiX>ac&)Mw~Y}?jTah1-<Zs%T_hwN|dR@q^l_EWJ`TwLWmz{ z1m^m#Bd?P`%)&vrjJ}iKDKR6^6+OR`MOeX~T|Q~N$wt0Yb3d<XZ5ZeEi3R8Ayucr& zN=uw2QIAXN<81<7?7jY?!|%5%p<~T{T=lUl;XUb`2Lt%(yWZjuQ>+V7k}<yo1LF0q zlV|>&!`x|)cY_2Y%-cAdO@H4F^V>gq(w$*JzCHTI+?pHnG$bM^V#lGU<ceFh>;-=P zapP0QT-~rJtBd3!;4{yQCN-~Ne$C$ur313)t716dvVpw&A}c{ho*Q`1`MpXb26MWO z%25Y0B3~ZTSN6sJ-92Q!wp)MAlZgpDi2N^uvfd{JafkH-=bK-h@YgGktfo^?*H&(L zcmez3dY_g!JPP||@S$na8|R038!p-E!XLa$ZoGqEvHb2`^m>jyo?)`-)?}R5i&ZV& zJzw5`Mefmi3*gHkPVpe*fu>x+Qq|BU1H)_dHi18ci8a%<WyB|XHuFp7m}~EmX|30U zey4tErDOO?wq5NfVF_GPeBQ`yjX3#gy}Su_=1MCh?LcrNjPNkBFyZ+*CHQs>z=O&q zxc3*~=Qq5+n5lrT(zS1!ke+oVJTAyPDcI{uNUT%m+4+O7e6iIpkay%y2<zElA6&yv zu28k$zM6%XGFP_I9~K`tE`{}b=KVmC4fY*h-%U^V6ZzoE{54(?SHc>#rH!DzD?zG# zW>1nb=J0c$wUOF`I;mq2>F^lla+KOJ3%DSEPM35)fpr#+&o$reGtBs`&CQLkt#y<g zGwqn$K2YD`^ak_kl7DyG^+6wDDxCU=_xqXj_g)I>wBm+B=ecUoxAR6hwsQl|Z{A1{ zyoGw8PI9n}9{RWXH*Y@cMnCkY+??fd^nvUjBbXT@|C6=h&p85oI^6L7-&^3=4bg&{ zUs&gf>yJqm(f4bw<6w-u<=#v0{V|9yF#&$b@#uTyx^Ok<@;GoP<ogk7_>Y0%WxD7n z@V*bq4QHv)Xa4XOu~P@;>cu-eOb0IIygDkFe+)cUtfy-iueXlJo~fgRzE^N}k4`A& zMVl5X9V5eh`A}!~R7Y0=xW@h?2N0+4*+<4a2VeSg_XHL4sr1Ojc4x$c2ML1~<-i@u zGe6_V5pTb)aCV4c9mwrJUlo6VJ~D2>I!7w-q{xK(%Gh6V<tx`*5Kr8Xu!@ZQLEoV1 z;OHfG*sGfVJ_q2tv)>NSb>x-r{Qs!eVts4p8dK$7;vR@i_KLr2sN;U&pHR$4oRK}| z(P<Ao<CIAQDR>WobFjt&_;0k)wzGBvd54p&-#Y4~Y0}Tkxnbu=6xcln=YTs3U$T7b zQEy!1S;&SC;dU*LRq+b)2^De)av#(M>2*{tF=LLXU~;Aac<!sOa=$hZ-_t1c@@za% z7rLBA(*fPWUpv43Huhs5wXuQGG<YFXn{yuc@%Fj|)eLyGyWvfq+70xfNNI#8gP#rm zHJ199i2jxBI;S%DXU06q@~)ogO;gm8i}m3CS~xI`ctIIU9&LXIee}|&4>G=SCG?0k zq-ton65hNklk>XeO870r=tmy~zC*;B+&2my)xJZi4*t{mYt=9b>;3cybutGl{K`?! zt>q+iybdGoIJ{o*Rj2FG;9v3qsm}w=TnS2=ll`?jmkC051CC5#zIf)flRQ_;(8sXh zHZu-hwNR})_XeM<u3IFs@IB(xJI8O4k-Pcc3`4^J^8Q9Y8*BKl;pcr{i&ydafB2t_ zMqcQ8ppa|@cs}>yVd6Xu@Lrw2wHA0~`}}dm$sWwxDiORrk%@YG(YESc?AHW+P0qCy z%w?2GyqkF#{Vey!#1i0--2!cw4H4G}XN|T8u`eY?zdx}iLWlfvx?L^=_4Cn4y=%~Q zDZjr85`(T`mcV8b4gE@kH0$lfc<36AL08EB$I*4iQ~iJ8kX?3^6xl0eiwcDXC6%p2 zQL;m1H0+G*ove&(X&}00LS%)nnZ2_@GJcQWU-!km_jB)kzt1_(bDnd~`vX0rhb6*L z(G7b2%j%VwSk#^Rp0jHQSrW(%(>MR7AdjG~bI-sz^`iR@U9Rr4B!pA!Z|^|d>7w1T z2vo=Y60(T}j|ifkU}Uo=qt1%(JMP>SB3kr8CU@yZaNvBA1-)yXSdaU+X&oa?;Ya$Z z-#3xhwaMwXiwJ_RYmXf|3j1qmbFldR3HOImDPKxk!ntSHG8#vqe`cS4MVpEEd)h>w z^#S-H>vI|<_jkw(ycSiK-XjhW_wba$kBf6p(MsI_AD27KE6@Ww_YkKx0#B!tQe6^> zfUd;4??o*5KL4hT{ZG6v#bKXOBG%_X@65SL#2e11TlP2OfG6Sxe+%F*hfbU3yQD%t zr1LYRK|F8Hlkx~ezOfMSq{jz*XkOLG;BGJcqI<Jw9enG!=ci|rs7IyD|C>FrTNjEX znSAgE=LV=0I+{V}KFV(QaUA*Q$+TnpL(@>Vvb0V9O^<WFZ+bE|<NFhbdgQ3YL9geX z{kGl%9V9coOc(jt<;T}UKZ7?Jeqf4FCjkx^K9}c2o_5YarTl|E&Ji1CaS<m%AApVO zc`4`-HsQfBG|0>D(+;piBJSpL{e1NRe6*eN;@4so*#D|X+abic&^ZG#fi~bHpZj=| zHs+=rzxqZ&&wjycnDzv5_-R_X`NJ_Qg3eR*4PQ>=qX}WkI?zMj#?dgHn8*Fh@-&RU zy+pr9wYe?TZP-_@<fZb5$gghc(rtnF`xIqm7zZJao9Q<<;&lvR?5SEJxW8g6-v^ny z&<lE-!V7?dOQ!8ScI)V$Gkee;b_jK2=jS7`L(qf8Ehk-MQ13AJ{Hf^x+$p4y`ScB+ zcg5=DdI|c+jve&v_e5PVU$;2qCgRYL57|y0^avAe@e<_A7L_*_r}25WRet`b&<0$l zh_2?}%}=BZk~WW{uSr(O=7=ojb^nF^H-@}h;3Pkx9{g2Kf8m`b^pdp~uEkU5q2oUI zHEqs^_^N(eqQVGx6(4_;0J{!6_}}|l@Fl76NBaBVx6QZwDL<bD@3XMn`V<YlRHrHE zW-9!hMYwhfc}Jo<>D7GP|K#T~+u54q(969Xc1DnQ=*IQ%j$l1+7goA`#X7HMziYF? zJ_f&&KCq&MK8bI8_}vk&@5zt$q>w=0Ci^#6g#G@+M)Yn-4d+<3_L=?g!1Je~rU-$U zBY7cTDh_-e)!09!cmTX*|BSI&Fy=%^P8c;=LU+*=Z)8XONf|zrUUe6KC2(5zb_@1< ziHOJm{GWUBdWstOIzzFO<`q-ueAmB)c`KrhHuraJ9Cq&2{^3m$bit}HQxh}r&Au*f z*);5j#_RWgm!PAI%StA9Tu0t~-c{rl_9aAlR%CMmb+`7I^7EK;l$^}XGd~MmuRK1d z!5rsajfnFGfKPc8+i*SwuC#3)bG?apCzs&nsx$?iolPfTw?4aG7Lb0}-HOnlr9UzT zzOfaaC-&(a_~864O?#}b^m;&C$#r}Whe+kwJIGgq_sP!_gAZC&*=hiX1q+zMi|LWa z4U;<70B2tF3?JgaKAJVoH6<V)2=-MK^#?CzTT{{b4V)<`ndRB#nd0<Ju`K_g?^|_} zz5x8joGY>8PzLS`G&FHN8m}Ar?c2Kn`*gF{)Ec#ie#andE7t)&YO+Hn>W4ln%}Tb{ zk*E_M)>E?I^@rN0e5?}4i^HN1dSjpD*jW9No?*_ybJT7I`IfeCL)8rUfAzVlB}x2$ zoBN|n9`xRLYv~#JYxtc~=?g;G$K&houY^H23MaoV)YXA}&$!~umvZzE22>Zy+hQ*E zh1<LmaM$f$Ppueq>{~5rswequ36EV{D~RNP%U2)yP=P-MnhFJ*Dx)u)r<<w%4bCI! ze|(?O68>=9J@?Fh%mdx?kbED7=TF8B`r&nL#6q)L;1{y4Z-rbg0FR#rcRTok*AMz= zl(#_7QRqIcun+c2v=fmF{N`B*Nt#5Qb2u!TEu(@w)5ibZ!4s%^PIv4%0sGyqy5RG+ z0QbFW3{k%G2sk(z<ubRs?zUH)*0XUvvXJ0;<R_LPddBy_hqU&#(Y!p0dX4Lh2}3{p zG5<Bsc`n%V+(*BB;KY2?+0Bki;Dt{Y>7q^|?ko%v*}*=CjXiRUus?fF*3jDWA#dHQ zX;G|?zLJ{r=C{eAFRj|z&IABY?FjD{fDadsa`zsGE}C4g(l;s!U8hA?tGN*S+I-CH zXE;8mV}ZmKcuLVF8kErvzdx3DyB6_>onl5Y7yL(vVModV>-$(IE~dm8`7!AYV{v>B z11lzS1>p9PQ;~*($j>In%q{l-NA%|Sd)t5;KIQ4WbtKT6Buc(UZ-ejdTjoD72R?gB zYM=HuoKx~yO!KuGa6{jkg&jOoI@~CrrwaL6c5}ZG2XvdRpO<{8@qOkTA9$&wPS9a| zK4Jv@=KHQbcE<Mzy=}y2gt)}TQ1(X;`zZW@VXI6PeUFhF<Toe5E8j#tP83Hz9O<}! zcb?#*+aWKFESzIQwX9+ce6WwXSmTkq%fmWf?FW8@XeNCQLL3W_<8i5gUvTJha@98= zKQlPd?twTX_Ay#JC=a~8pIg@x_FsD4(P#>O5&X7MI|zL6ztf3+Q{XuykB;6HEd$RV zV_GNujlQ3Me^gw1QK#J4bI2R<;CYGNOVLc!A<k^X8))LX6!dj-4A9ksR%7ju$8MZk zdUaqKb-@!iWBOSU=X>dlKEOY+*y3(yFQPy4zo46Q5vXU%47+CBK_AqcC8AaIVQjoM zW<3Rbu1$<okXJ(8wC(ERdEkNM7}=3pXXMp!Pc@_v7dQ6Z==?PYT`Sv*E5rhG)lnDc ze1I#0m7Vwe6TuGytW#bhzAvvT#wg)FR<v?6H#|P$T->7D7M8iFxA}j}A%VYek0oTx za)aOWT&j+v01ni37EmWx671tY{a8kwT1@GR<>z4NQgMY|FHn~=v$PM^&_+FBMuB2# z$cmshw#K3Z`{l~EtT>K5aj^C1(*<M1F)~BaWl6;Sf}`!yh%4vC_)LDoAI$>y|6KP5 zkNSL*Xb3#_@IImItFV*2a{p5<ZLs?WG3m#{(2=iwE^Ir5xzUb39XsURfllVaUs86@ zuT%<5u*3iF(dWg<Kp#JQV^FgcIA2HKs0`i^7x;QXlo@f!<DSB)M(9j5$GRGt(VzKw zMsfEXGu5$V)+lRRLf{J>zOE0zYvxd{V??$DW7i=ADRuCk7UQiP^pRP&y%nN?Ze;qi z?<6IOErBI6?-rv9&Ov#RC~s;Fys4E`*GB%Pk@A?Ou^srN;Px!<G0v?DFnRnB@yR>o zu{YHc@>kb<Wk>LoHgWPOcEpWt;lgY89$;OPR0vn#e<`7>BEKl$zu6{P)1K(7$rPK| zyJ|^zWB!z?9ynikAkb$^3wf1R&PX8o2d;{1$|}l3=SlBSeG7jpTrHM-2z$T!BBC-7 z`*hT|dYTUPAKt~Tn;PKl@$<}CgzeqB#YMY8*kv3^M&zv<s1wOrJ{ZwJy#Gk46!8<f zNJbk!$6nxoQNXr1cnzn|@K_AuLXz$Yk~O?8J<P{?_$+ii`Mwfz_;1h6ZW%A=tOu@r zC;QI`k3lJyuO%Ztx?g44*nqx%%0Rn2;7>u@6`?gn$eZ8m%Sbw*|ConW=kHJSbLsuN zt}>7P_DKBBiMYN|fB&e?Bg_pl(`5H|!T+dwbL4;%3(XSWn9ri0v#6A2Zvpzk^U2Om z>Va1;GkA;Ip-(Tj@jqu?@F|*q4?^&NxqA%R6B($J>|Yh2Ks>7_`?B1LxE(i2HFy|! zJMcj&Y%lTzi#wglc0Zu&kevN*_x>-89SM9HYtX41+^=7$M!qfmDfH~RB_TQe>m(!i z5$!_D`|G-xqidcWJUC@ZSZ7Lge}U`m%~ISfw?IGs#IOE_Kj^dR4Ltr|6wa;I9bZzu zjkwfMl^ypMeZ`BLn!9+UctV7|ejGZ*bk2M63iNfCoZq;GxX->5yzwCn_5YrfhOd3_ z$30)8slMSHW^OU}7kHnAIyVK|0r1{Khq|83VNN4BCj24%?x?sRtts*uS8k(tX9D`U z!ybN_Mjm5&;k_{@EBM=kI{Anz=&NREYElHBAb1%YmtsGf+PoPgz5<6|tDUz7PIolF z))}~p{q{Ec;&2SQE+0=;!)@@Fv4xpw#5=~9E;3or`JPSpINoi>I;ZaEbXT$^RQ#OV z$N^sq9{d`18vFHrEb;eh=&m1W9}mPiPWKAEQwi{^1y`#5^{7X$$2oNIBTlf%-|$IR zgI&2i7MyzuykHo5Xpi+xa@I}08i2U2SO4yM9CRGV3!>`auS}m+a%OQq#fnC@nc!CF zgHIC(kKW^)&m>8U-TVItFM85N+o7&~VIjT#ICxWm`1F6k;~zmMvWZ49UnfJ)7vzk5 zmfeRzu?aY}Px_}G@&tdczZ(A)LU+A08ny}iX%b~p9(e-&w%Rl%k{f-|uNY=kU>8YO z!}rR-f0d8Z=JyTa{^So`f7It=pP93k>6O6m9<ZO2st3+737uI2-jxrx^0hpK?iqGO zK6exP$G%YA5Np&=+rzbP;dOKOdE?c94_@+R63)<t7TPSAwh(Xbt-0hJTZ1m~+m1!= z8g!xuH>PLnp%e8?sJ8;|!*2AK&;gI;cc{sJIpTZ(6O&W*+ThuDXiGe$p(9b<sR|oH z{=~18%5e|<pl$y9?2%XhQjJ>v`xxht@IOeS1`q0V<9<8q03A%XN%-^v_Cw(E)C%S9 zImSccbJxIEl9Q9ZjX+PmWR~a*|CXH^JeY&$SNj}bkjVG6tk+e+t3-%(!masH$0xqf z7<vah?9A450Qx&R4?nXX8b#b2W6Wm3x_*<VYvF%{yd-s}XAX}`!?8!6e}%5Js&vdO z66cL_6l4<B!%ymH*|*^@Qx&8X7Z7(A_vFdbAnxmlOgqrSPMdGLWXAI%zVI68-)BOf z-|sQ^XISSK!AJg^#kxpkTO4`;JDv4i=3Rtcp5F;$QGANmi%s}ABEA(k6186d?-NM+ z8y#tZdQtnD{VWCS^=FOW+g4m(wS;QN2ll*1U2T^IeQQ`kZRZK{vTO1DA0^SZ&S7R( zf;e+UKZ1Qb9eilfrDEX}^bXg)76ZhiKarlp-pDtGoyi9O9Y;T*XkMd9BKj(&vz;B^ zA`h&H<mSS;D1?9{F@ES5ep#P?q}!tYBDi;XViJCPhe%)({_V-+8AF2g{oFhI{Tu$i zIJ`4@4!kGRXT3Hf41Jb$%^Zuq;M0eHx7VU?hPZ_{iV`}e`{;|UAjFBV8@+AhL0HGX z|NT2ti+!#BJ0gL+K_NLv?ik|Ry|szt9q=!*kWEGo*t7QWCt@}y;pe@6pLXZ8z7*`G zu0{NLUS!$QE(|<4cyQ$_!*0LdaFPZdA8hdc3&Hy9<PEb0MWQailXgiPeo&b)KH&uY zsMNXIBEAN3#dyQX4)#QsS-=xOjz?;e3@3lQj-)gv{vhhol(!|SXE2Ayo$5<ThxtVp z{j9c4)E~)CxAJ0N?S+TbWZUsQX~JA~&#w#|&5$4(K;E5~{z8KR^`wl6O9qJZo%_vy z1oa`m)8%lXN1w(H=Y7g#c^d+0hU&RQTI7Er&+gQjpuhdw(E9#4^pDFOH#vfRVWZN2 z>Xiz67y}?9Z>Y1*Ezm&zb+}MOLC64nIko9nhB^9yC(G*heY7GRxbolW4A|$ztAgwY z!C$VhrE2NYp<iV<#P0+4$2^LaoK6(ow?~&ZTU-&pWL)oE6bDbL)Dq9e{)kBDv7d&W zJF@#3sXYMRL_~b4`wm@X$a*;i_^8Pf`icv>n%gNs{n#tO!HgWEn`+4G@}$xuz;~-J z9jkY&z`ne6m8V3!_AW`+U0s3Bw~tD51-$ikJ^h3@>{{M?J6;y{+tAKev5D7-40x6u zf*!<nVNzZO>v!BVqTo3AnF;frqq+*{bM&pW*2zKtp4#3I|5bx$f2ukt2L9`tdgNr* zC(N0q1!-wT0IwX&uiwbT`>v53`~aMNu_Eg6oE&*^$GTp?5A@A4$J^fAgT9*UkEGHj zP*=S>e`6mX=DvQte}6(8b6-0~3M}5ZKhi#JHF?adr0264ilZOFZm_w1Bn3QWuuGZw z8T5+j5OPBbtmEfZ|AtWL0>qZwKk{J*zfGHnl<~b{o`2U<#_z8E>SdH}Nw{!f*n6wm zlF-!9cQ&6Nd0XS&tZg~?0c$(G2KbcC6Q3^9E2!_OjO>@e`daVzW=_41IUqJCo<~xM zYiHc9Hpt-f7q6_U!w#f&gfFkHpgwIlxb+D->Of};1r2cJdF_Eei#@=t+<>D>h-=2% zl7a8AjvT~l6T9cZJDqS55<7@I=h>Q}hy(Ix+9|K))96<T8W1u^TyZ0GTR(Y*^P+mY zcLWi49sa2goMXXxzwaW?e1o6V-D*B{0N*F~z{k?Lzv!<Fs)_u&j`~>13+9KT*w=e% z18S(t$?7Hky#EJrG4y7&7y379xD4ty!6y}2MUI?8o)arw{n-TkShz;M@(|{Jhnzw~ z;*f_t7xvx02AoMFjW-Y^z&?`dq+Y_W20eZ_&LIEE_47|rg`K&Em+G+cSP{ZJS?5=P zhcR}nR(JLz-%KGcyaB&BZ{L6Wa1Q3&#tcG*t|I=}yLf*>UvkZodhII>-0zb5I}c4h z_M<n3a$Ey-<>QY^D20Kun=@0IxGr!1@qwi-<j<t5p;-dRpHvk@S-=a<ecoETm<Ij( z8rSpi2H<x}UCn1{^uJnCTJ-JO@oi&C(MISc<H?M=cBm&b|47ZVM7|#%u93Kg{*M6F zyjFb9o(GgIez?9Oi|4O?@CC^lKc8v%WnufbSKfZmeWicrxgieO*q?LUa)pjMRJk#X zc-lWTeu@%$SGvP8)qNf8+t-wv!A+RQ5c!XBx9=?N`gdo;CFtGbwz<C%Pe(MwM54|^ z*CLw<FR%h0-8fJ`wFDmK|5)V$6Y4pcKkj@BgHEMBanT?96r%7VQULr*mi)2+wIJ#j z|2)4ffF}uj=gRhj--P~+$%@9lDriM%Fk?MrgUHU9RH1&^O?@OD@nAo97*Rg#B<#gp zAs_xvyu5b(82C~)<)&i^_|xgiV&N7WO9Igdp|d*8l90Fh*X<bUn@yRwlEQ(1nR!A5 z4^e-Jmx#VU03LfJ_A$*m*2m16%CjGFy>r!0X9fCSKI1bQt~}%`*Zs&Z#G~G-Zf_NX zJ{)$259ch-qmJfw=~V;~`UwOiIyGwH2R((!w(-#2?WH%B!KcSJ&#ktIqb^L;-+2l7 zMYo<4Ybo+LcL}k9i~-#DOYRwSEG^>ejX3WiC)AS`7u{SIp`T=x?RAA+abKE~PT592 zv`lj8>KN`nRnIq>hVNIC$nGV08@eG=WyjwH=**vIPxWE{bX7N8nZKYvxzFiw6YQ8t zYBp528^5RQuobHq`p1te8Or2h9)Rbsw9y0}BS`6-?qbd*we9UD^0^fS({l&0{@O>p zC5&Z(6BI>6tFQ3B@A88ek!M|{5{X<UppS1{yG91QvWZk8iUWBj?KK1QhwHGvq%&?> zGSES}S4C6tJGiM1d8UDf-yzqvA3<KHoMdn-4S8`NBl$)w_Rn@QqH^Ue=ID)tPZw}t zuKSI9$|k<=Pnqk!^B?f}Egl^oVejh#?gX~`SRX>4wR9Tv|1&vSgNQey&vh?I$f4dV zpLJT<7r427fbRqB?OQA9rE9pJZKl<lA2IOH^f9>+c&Axqll(YzAa#PM&_394-f8!G z_B`|jX)WtavhA*eK_QV5`g?VZ%HjhtpHrKjMCA_t*`(}p>ICZek1nf+ks|MEFHn}g zjL*9h@gWiGCF^mgR}uU(E5_pvofhiO<OlvXq3?2_f|dRg_~y)B_MA7_m}@^}dglxJ z@i(5mY`%ax#Qv+=`Oj)_eg?l=<@5^pQ}=x#Gx);?Q`R&8E?~~ghx$w8Q^cbi8u>2Z zUuWX~@O5}u5(10${g0u~yI9VZCa?v4VS0<d-BGV6a{lv@<|6#0QZLKvCF%k;B=+x7 z|6wfprMHxUymzvB@DXt8Gqc6zV))H1Ejr3S$S;T<+4{NzXB5JpZQB4ZxCYenzIh@p zxW49O2hO<IJpL;g0)6iG;d$0z___amTG>V97th@i)X9)XeW!ML!-hOw`C#_x55QxR z^C#GVcM<BJEl1$*qx|osbrENMdvo`6VErCkyWe}A2)g#x#cw)$fuHUI%_0Nn6KbD2 zMZEx>&7#<`_!<6hej&mhb>XL0BTwBfq94;(EaN%ie#J5UgFjfnN56L|2krx3NE&YN z#dSG58PDruAF5niU)=y7qBs?6Rt4OqIq&qD9P3RINU#2_0OzJ8$KU*eIiRqhrPo2f zP$!anXilDi|My!f2pom}<v6#87vDpzJz{-28GV(`ztlI&zz;UU{#B0y=QU59@PvOi zU&)bRI)=DCbMR6i{3zu9BbVtZ@IhV^flu%or<{yS^T5~M3!4sCxDa=&eH^5Vp%Yv> zc7q*!a(dw*vsobYCN<lN3-nlL@x{Hx;Dg%Nf?wUEM&3@6JpWn}bDE8RjRik~PYmSv zMuXRQ{3KN~y9K|?k5K9XK5BM9`nBf{{DZRkEqf*6Z}9dXF7WfMDf`?==$6r?eojSH z;Cu7>PbhIc%SDkb!Ep3bC`zb(gI&+4(oi_@W8L#~Qs=SGH<eA^`fdQnoyfJ5fR_a} z@0>UqF{kE|_xc6wILB4mzP}jtvf=0_k~%nVOZ|~Lr3CI*A}<)7gnD!4E$@ZmNazp! zh1#spC9a#F`WfmBy*4@I!e$8cY_5#HHPpG2$9OAlVvaS1-<WCO9sICpQk|(AbGaK) zlWeQ7clzFUGVtT$MZ|3j@b9bsr_DPN7m6f#EM*xmFZZv!!9V~wTFMrnyC1x>ula5| zAMz@X?1*wx#Hq2dsDKIJoZ{m#xo-5kd~ZAZ1o>Flp-V*EE7pXSN6|)htyo|0Maco! zwe${ye*ts{=GBjayM1U}PmbK_2e0h@)mdlgf;?C`<?j0!@V-x;hmIqjtTs#sb(;d` zzRJ7|z~B1*m+mXUZx+@*^6bv79NQ}DHV#F;K;*M%h`jC0YWYVl<f|VF-EDU$q37pJ za;`0azleTJT*dmYr)oH5_oGhd?Rql)5bF20&%L3E!a30<4Fu78#2>OOjZ$UAx43za zdx!^#!+y&TT%kXgrktLv!@Nnh<DEQx)CF|Tux+cLe)IRK!Mq`KhXB^VRP-5#lKeYX zg}&Mi8a=atx3KSnD=98GKmWhcx^c5BIDhQ+vA^=rUG3wRz89RrJl)rci(P7%GYQ`J zeGGAnf1Q2)h`KG|nEG%5C-RHE!_|@r(8-CVB_Dc6Anz3F%=q>L{VB(@jDnDF#YRpE zg#1EW`BQ!VffVM6x}`5n?)vY6FW-}Uus)L7+_Q)aqMdeQ;YrZd)@u7&pJ86H&G=N@ zG<0S$X5NNW^b6Yz4hZPl5<C*CWd9*PztMFi9>lu2+-v@`TX#$l7`@P02YdD8DtP6E zIMj9M-z8gIf3x>PJ2}oHbgP{jI0HM+<Nqz4gML*K?vSSI=<ofVA@%zl>~6X6JVhFw z7cU*Xf$t+lT^>G)ICgk`G(q@1@cMFvlXW%f+=}M6Hqht$W0lCa6YKgw$KAahxLK8_ z(@2T_YuzUfOS|VL&E7o7Ba{Sv`<29hFTi8^-rFa3As(GtQdT#``mJY6@TsA1*l&!Z ziwD=cO5k*ELY<)@vM{uE4gPWEg?eWu@{O^FDuasX`+hs!Rh({1uoJbJ_dgGR2v@pE z6oa@rcvXi2`xG*N&wykZ{@xUoTzMb&y?2yWu)hWSPcJeyMgApdC~_~W68Nj*eV86R zd|*4;v|SZEzH4UmSS0v0gfemg=qR+M<Nn|w6NZ#5!ZpxOr&MmoNFlCdePr=NygBpc z*+D7zfwg!5W9@DH-&`V{Q62pYO735;f(JxQy1%OekG-(P_C3@LI^C7f=*RZRcN<Fu zBe1WfWFH=Jyu*E^-P6ncaGl!YT8n3(Yd$Q^4rygX9e{+wq!oIP#<-`#FHP`{y0vZ* zWBC2YBX>1^B3`z8+OyH4PW-Uy3I%ZUz|&sMNiNg_HXS7ufV(k&MP!NLU(xSQYVXc5 z+|gkzdjAhRC*x`+g9z|lJtki280M%?3gx7sU$RuX_)1EkErBtzq}$I5>-~UYju&&& ztCT}$8g!A5T|XyViahx^%TBTl`o{X2%^nu4W8OkbI8O>V&^S>$Kz#z|ap~9m;@*$_ zn|yYd>m>BR(F`F;L(G3fTO6TAKhQ4$Im(*X(D#zw-s(`my1svZeJ{ROjjb7_9`N7| zof<2RH0ElWhM63(PO;{+sxO{^H{DY<)Wz$AGU*!4z!&8cZqNOh#d$(X5iO^{vz4`i zYskTGB&(;WV!t8p@e;NYKMGw!-cL^v>%4usSTq>;{Oy{k(C+<tez&f@bjJ6x?>&CK z;UM}VhKUkvz`yj!QXf{$gC7V#NmqscMhc%E7y<rl|8X-^a)2)D{!hg%4t{a{@EdpJ zpXW4c7}}DtuWkBlo29^6+#Z8o6nJ$}vYK)oagfTcLgNkU&Z16#ms2pOTjBZLACH#b z+I{AMW7aDZSusrL51Dr>3Y)=x|0r(~z+8k~!Q^88Ioua*MZ4wz&K+AjRG+ZMg?ac( ze7+ie-~nu`bXVTn5^8XN`FGHdq}liE{mX)R7={PRI^cl>l|Da@E4a^xrjmzuH2NR7 z8yOcVP+u0O<L~A`p2b{~Bmy0w??Xw}$z;?siR;R~Xu+>jqc2lABYwR372SZ}Y4S-u zF$BDwLF$*sZ%XLDRVF>NTgbP*ZjdyB*BVoY3KxODKD;bFpKt;3?EV#g<yF+(eqPL$ z1#U17&m22<2ysZEx+DzvV8fG8Fu#V!mM7zSz@bPUpI&`p=+>v(o=)KNS7;bTH-JBB z3RNd9r_g7iyJe6GU1o6Jkkw`tcE5jWaQ8gjrY9Up0{GkXJdXhb@XIST`_uL;=Irl% zYp_K;V+~YaJcu}JziRl55pnNRwREHz>}Xb8Os+Kndfratf1;(}!929@GNE6@ST|3P zoPr*jzSkhke)n916*GtPn2)|dCs=I<oIPSyc@VnwefNR57U-uo39qLAb%AFEM|f4@ zb*lN-rjy_|M|v7(^HD$I;}gHI0v)%B_*7k+7v|(!&aDRHcPKt(YaNZn`kKiwe%*^c zeo2c#BJh<XOBza_#}QAKTgYDG`-z!|9jG@!Ja{4eFCM(v>wK&!2fpVmiLSFT`27-w z7o{fQm)B0m9(RE*yK%lZl3Eb@g_^0)N8qdC{I#<}@bl2hr8MF<sJD2nzb!n5^L%Je zQ+u~VKj7SF<?<W-eRU@MwaDWu9tRYPVjnY^zK{Eu11COi?h%6@P`t7VHbEYI)ZOYw zVjlDh{V0nWC-@`FnAtTA=zs=!wo>2mdFg{X@rXwvquKd7_<fJWZ<AdS!~E4ei<{~m z)X5IaHM!OU|L!R0D>k4mNp?_t0eD(7GRJfh=R7z^%o1N@#=OeI>Viv~sP|?_m6ahr z6_%~sR|B3Hylna)^#^lS+WJnF#<1%+OUplN;74K~#2yEs-saQDN{aZ?_I6^Y4Y(cn zVW?CXcr3yhF4_m4W#aN&*4V(7;E??49Empc*pCAuBB9_jJ0z9+q1zV(dzFPWqaTjO zC$${<e2sP0VRGb!wr#1)<JmZ$?d92w`#!*lV1BaQIBIY&yq^FZ$SHg0TUvmAuIi&4 zBB<jjHmEdgd;vfD7+d}y)=5<^_G8>h#HSMzZ#&>Os547#;W3oB#o^#3{La4B*U``; z>mKKghBIOPuN?d&CkdU;TQ@u9I_7}Z&%C9?zJ?pPI_u%{`}Fm)wXrWMl4?tiyZK)A zj?4_={g*$N*%XQ}Z~RR6uSpd8U-N7}Uc~zQ-CR0d1YXG(^3rX0eu^?DL*&>X^1Z!h zmx916s_v+M5|~8(Xi7~?jW`#se(J0h_?XwPdXC-uKXlK}ymkZrmSjW@?BISK?g2fA zijWu3sV<d00q$GOMP@Z3Zy3L(TayId+fq{L)o>N(;`4mh=L5fb`&!=NGwj!TwuH+) z9P`^0=RU9iuYRm^U+Mdaxvo&xQB&A^z2jo8`wN_RMYQhul@<Boh67Cu*3IiP&$C|W zIDbe(J6S(q-ZLYPY7YLgezgA?xgvOfT2^i__=V5dwaB+&cnmx$%M}P6YvW+W0@f|P z-Q9Tr{^Hm1R9R>Y_DWtQBg+cC`H^^UfeOwAbr4^ChU?vOySp^~5Bt;V`72EV{y~y@ zQ`8u9h<{AQ(qZ=%$!FPKvm<WvRs|ISKkhwQ@*!76UaV6ubL}bczh3CE*go*AqK_*f zPB_1cJN0W8?8dSC(FVUg{QXue@3SSuF$r~Y9`K2DotfdtPdMKyqU>sJE_k=1V*WL0 z@E^CK{g*AFYx{Rl96t;m%xzHrT?lo#t`CQVk&j&V+RD;#2d^4_=lu8~_%E4j(>XC) z!ixf)=O-kP&yyY)Xm}34i+T_<6o7MMWrl46^}z#NPyZG~yhw8pq0<0vv#;-59@s&D z#|7%TVGZ!t#3M(_pgR(MAbO((o^MaX9~{_={2-w`dkA@R-`K_YlsWJkNk+3G{H_S1 zEE`RHf6v=`=T3MazU+Jaln3^oobumV2nX!%;MWKq=sZe~JR?rRZa)h)OOf3NpI4kV z((6NAd8uM2qysp6n5^yXVdyeNf@Z(i!DDax&r82TJXR<*w}Gw}Hh#*V3G1t-|8imI zBl?Uoo%H@<okJB$9h@V81F@?ouTNnfa_vjtZ83cR`qLzdZRlevbw1(t6ZuBM*1}9Q z>dQAm>8pV!%*z=L(hcAl`R>FIfJ5sK>D4I_?}_Ya1P#EGC`(L@jv)?*%)VTq2mXIL zQs$HbeZ$P0Q%MZE>B=?f_o=6WE6yk948X7YrAkhP00&O;CY;@PhW^2;^=ESvkpH$& z?NvZtaoNjQr3P_l&jA_I6NqOYG)zyA;QBw<-?>!aeRN{JibBoctIfxU^{ygMxqtWQ z5b*g~TE)JgB-DLJyq%}9uC1a5PhAZVKVJ-{+bF>v3#Wgz^gv(xEEiz||M=K^qm4Nm z^PrkfZ7+KRCzm}lf1?kr>3zqo6L=kQ_w5K99_SGtzun-*|HByn#`RJ{zu;vbtZBhK zdiNNg^d$P6oGJTXVE?@Z=!+Ukp?h-}5k=A=zdvMmVf{FCcdr9luFxG#bN4k4BR|vg zWe&U}ggWP&=SmCM-)h@qvW1p-{R6}JyoKHK0ZhoEfD@L3s$@a1BL(s23LdWT$58S! z%CEu4I!e!Ex}(qOHu1-6gXqKZ^_iW(Ixw84GM2~trzl9$TSgJ@-cl6o-mlVl<qFRl z;zXKi3bQHlv_lH5zdykLwP={_&l_XiD;rF$kr(aL%<;O6^BnRv8eb(V1OGE=73F~k zYzz}?4zj4%Rgo@w0<RUbmGy<ApqsP>(2O9C&e0e}&0~H`;J;q?-8tJw6MUqC;^3i= z7HkGOpd*c^+!2F*m+rs!#n5G(bJe4HiWzxs$m{eN-EXLGX-rJY2*bab<wE1K!Sk8+ zhbH6qZE%b}ZwGFy-!N)mLY&!JJDQaB5py|vD(JJI`&;=1c??6>R3|bHOn~2z%+`N( z9>ICW9z=fAz-8wj#pRaRm$*Eyp~_a&zoQvyWx=cHOfJZuufXeV$N6V@!K+vW+RSi$ z-9D+2tMah_*B?3#g8wXEN+<tb0lqVqnYDW!CDn7CJ$3QuZ@wiPn+-hP`<3Fx03&#% zSMC%m;*QjlwyJ&`^f~1ddUS#RE&oZpsY3i=imaCIKpZ^b7u8dFX7_%@k)O8_9~GG7 zokI_Re;;DXdy@=YP#=C12OZnOu{D2}r#v;M3*iMXdhAX=yagO*>afm;zK1yF#C9h^ z0sC%Ux~~ZFinmgZj27|BfkXEGzG!?edgr|kg{Ye~N>nBxf8ci2Jr@HzqnTdfoK^(? zPM;Y!K^`Dl`{K49*2QFdndfpK)_Kyzb_@C3kwVY%8^B>wrL>+Z@UKo(OO&&4uBy`} z>HID9KXB6gy?6%e;p?Zpj(jjfJf!SOJ^E(057BmGKUzMW4ZI0^es!7Lk`8uGcYtnr z3Goifz)4LC^kKgdEZ9AVXgqi^F9vaoNYUlQ<QDwOf{|E%7JYh|*NN3G;rTd`R%!v{ zjlcWEEMUjZm0ro2h3G#VGh99D5B;P+{Eai_3GWUjaQAeAFNp9tv;V?5L$liXI*rKF z&$vsc00+p&6ARyRBkrhb%_+hD$CM`j{Q_SakqPpUlSlsG%*-fJ3SQ;quKo4~@LxeY zODzkJ$E|Ds0UwBK$g&G7kS9<C-jqWg;oe;r7km?aG&vtVS*-E8uW#DkW1YTyd8%FV z2sm@DZCpdmme8vu@`43+X;S}9nj3bPP*yFFiTY+LDUq2l;zaQYmI>iu*u%GTope~& z=9=N276;^4hlO1Rz)M2Z+@c0(kVoWxIj39zUFg)Oq35v2m<HoB+2^qSeQ%FV^8tq= zodpjf-jFW3uo<K7_KmmhE7Sk?HOP|m0{p+OzKz)eb^D&8%UmHiw_)Y*bSd(Tn}tkI z8HkWSY`YsKFaf`%{^Xs)zB;H?knZ*+2_75wUP0Wb4)5J(xC&l7^_W5?8F9=eNR1~9 za}H%s8u+GQr=)Cm3kJY{-c;Qh>i}LYxR!85AU}P%o#FiqysmQkE|oqWSCWsUeu15x zFwwWk0I$%pyse4-uNs|t&ddv)`u)Z9=t!JP8Sp5gmksBzsor+zg1xJT3TT{#&hh)Q zj8IQE^b!JlsDcdUTpsNuZ3bSXwaLfq?n{YZ+HgNT`jEW~LjSoU&XsyjwlpFSIenz7 z-5>SGd_lQcG1Pzdw>2cBg8#3zA5y~peCa=5IR$^aT4!F}W{0@RbEdclez5HDJ>eKN z=2+zpPgf(4sK{$hzkztZ*N;CSMGx}|Pts+%xRL)g&*pI61pfO+dnxB)9++BLF?kL+ zA{k*LjXLa?q@IT-*`S+H&PnVA&IVeD-hB@|2u`LuT?akUIOx~E8;EQE?kO7Hh?CFG zx-9mie$#ZoTOu9L=N#=5ePj$><xALcE39vmiu8=R0d(SHK^&d0(dT`}FeUK>`0!wM zr3P@U{K0Lpci?HuAs_!+62|&nH~7*`hCGc@=Js#!+zA>3qNx((J#~pej=<F}&(~e2 zuc6*i?x{n(ia8)YS#$Z9&}$P(1|>9bAI&e>yazg<`+Hwuf7c4XDv4TTypMBIOvrfs zz;C6=w=(C#5PuA2SC18A9)sA1gXbaU=Us~Ji?Oczly<sOkq4eE!`&E=H+L8BZ(|0& zeqKGAxDH-lE7PCUSBCYJr5S6-^;ao$+KynInqKdCTt(e<GI+&n{5txLlvnoOM7=*U zaz{uF{Tj7=XAk^QMc+z$B`u#i<|#gR9`6H>ie<?#+|}Jm5?QD>5oZ<)-}4_q+z8zh zQ1{~!`ocNcjp>=;M|<58X1stW$0`=SA+MXSwQ>l?dW4NRg^Lqoj>dRges><4ndRzj z8*$+6qp6?QsgPgX%)7OKIHu!pYpnb_)_dspA2RrfczJ&;=MLik<^4e-e&}NfrnKDc zBUG5sSWtz(el;O`LYn~ms6F({^d0g-e{-o4@G~{LaJn5Y@Qkx$M^X_tNlItlv<#xJ z+05wb%Td(j_<Y5$TA}W0JmAa;|9MAErn-zrvCsjMhv5Cr@7;5}us^|fS3gREU%zZo ztPS=B&!!$M-U5!NEJ>9{LBFMBr<~S9JX6q)_EnNc{|fn=sT}*=`xSe($YLGnv-F+E zXRr=YdD1@6vG>MWpW8jpSeu?*KdB4$ZK5=`jeL*oLmNvl`i)*Dy}o7`h<Q2ziSNN! z=lp82GqNXu54Y(uX@H|ihXS>C@7p;2<<^EWBjU41Y3+9t^fOf&JbvPY`3RHqkqp37 z?c5}v7{n*hg#IyZN%)D?$l5{pWnksoQj>V}qb*4O{R%sIFW$EqtAzNnqUvjrvirL_ zGD{F2lLU__b;1vig?;-Oj?b-YKKp218+KIr>NqFXInHfu{@_>Wz;Ej7reU{@ybt*b zsljX3Q;mX=$0>`l9nAMYpKykG>`N)sow^s|_Wgi=&h2sg_5gLdR=r>uGMv-Em(1;o zJcYjP-1E&z_zRU7y;&9N8C~s;XQ3l9yC)i10Y@C$D95JEplfyUtABz$ztv(~8>vBF z#w9#@m=F3yp~;je;!^Q7!=AH<L$@@JaVMaTCg<k0)(N{Fe0%mueJ1$jn>N}g#0}N7 z9M2Bm+l9?5soLP1wf}JE74VyoL&OI4^w5d6Q}#OwA|G|%KT7G0`5z_znrAPq2xmv) zsu%yWBAmE$qm2uG5+U$6B%~ViSYH?x3&7hw)F>vc;17>)yI<UkIJJFf)ug8!eKg-x zG#wn!N04Iv@F*kB(Q9Fs4nRDND;4>hhPuKgx6q#8B=CsE3}tCM<Y}BedMDe!j~^bI zIAaSv=Ed)rRN!+$Vmsq2*r`%`*nv+e(8VTJ=!A4}F4l?sBah(U%16WIk_zF6)O-5~ zso-HZ<_}GUfG6ybQr!zfeCiD`FUIwo%xy#CeZWU+mK?^xr?jZ=JLDEX2YuYd!uS;X z@7X3@UJSk^<kM#a+%Va;%#d&a4!7@1E#Uz!+^kS;JC1YkBC9C(6(Ua*J#()O`bP2c zb!mCv{fG~}(1lm1`?H=cdp3;ted8b3Xg~ZSCr{gu1@&a!?-o3NFsD+@7?6ax?PwE! zK^(Z&t99)#Kl;30y8MywxPd+c(a=}@(9ieuNK%YuqYsSQYDQHH*E{(s=m_$MPOjgV znu<}MpDpv0-@yD4?F~a})V;GFaW%+@;PY1)^wYx7r+hb~s0z;)+)i*E1E0ENNc})b z1bWg&`eq>V`})_9*?15i*gpiESb#qmD)13g*h7bB)OvjgI!uqIka?#x@-V%~qEY1W z<paK<llVR+7Y_be+YkLi`^8v6De}if9n%U5=t`$qT2A~!ebv(_>^fdgmsu(4kA1EQ z&MmWXLjDr+<n&8(@DC{}hT2#>PxZi6VG2C1r0f^p3i=bsKI<&L#{CHmMJ7kV>x~>P z>M7v5<t$bYrB9;&d-lNQGcSD3+yjNHz;BClLE$IAgIDeJhlYp3e-7rmqyR6nWG|k! z)`Xt)En)9Z#QCK{id))`(YG?jE|U5Ud^IrUM%57des4$~9G=3tKJ!hg$3J7fcjw5I z04e<7=(pQeLhu7akG5~TyXQ#PmG7Pxy{ha~G6@`=nWXLhu7>&Vx>zv*BlO$FubFfo zh0a|*A@&)0Bi|pAKRv9-lcXBdS8<&?G@lZ;5SJfHYdCl|z%E-}_!ePa<ww}McMIZ| z`&EIMA$)#;jIQ8Y_@8E6=DiZ=hc75Ooc3U!R%gWvrHR0odVjje0>A%jOC$0$#JMvv zN%;n_qm5J>)dARjhj#EYHDAPYTSmKYu-}?wj^xrku+u56@_neo-8#PU;3w9xIN)XK z9U0X5P0zc%vV&gU>htda_-ryAA!oh~I*Y|cHwV;(K5`#tDZ=@FqSmFKM!`pa?!3$L zuZO-JQ`A-sJh<yTd(<BOLU&kK{_G{-z21i>7jYdOs(_v?)Gv;^INrI?hjX@_*fn*q z9+jewx6^>D9b8u^6Uz}t&JJ!!WBm^3r%1m7uN7zC`pkMC_GvihQ;NR66_3+-ziqHj zkrj{jqyL4NI^<cMDRd6P^G#3qRoXM&9%;ngu?yL++yf9ln9n$|R03BDDw2iq{)_IF zfwr8;*N#7;;zXQD*H*u(VE|ltr>k<^4|RxWT6QzUMS5OQ;Tpsxvdf%|l@HK=c*IUT z<}UOprn{51OVCe#dZvfMUc<Fdxwf509WJ&rsQecA7kh>BQ+%%cEAA{a<ZaChLF}?v z|2~S7t!w?rv;Bh2))1$IeJPALgwXFLvN`_l2=K<NjHk95I&H{O<KqRKU&J<3sMd<U z%MZ^Joru9R4}UzC3%?;4Up0~$gI>Y(<2)Dg<YDdQlApNFa-H4VNbpr=Z+qKDD$HHY z>NuCf?kA~BAMylapZsU%K0<dSsmiv|fgODJ?ea2gup&$(2iFt=2g}dN{B8xmuR3~I zf)?xkaOa@xclbSx2SdnU5YD*|R8m<y2%VeCr0DCS6(Pv>lTkf2_RErtw9x_kx6a8y z3p~)Bc+ND(k3Lwfo}D|_z=JQ?2kl4x8%OkvjlmoFdr!ns0q7}jBmyl3Q3q@oRgL41 zfSv#JPMH@#T+bN0B9FM!TxiiPF=$0NGg_(T3O{9ycetMG2Yz)w^<;88&V3@g(r$7S z_%&S;+irt=;uGD(3*c7z_vo8L(3cLBX)~RK9n?NqT~UOcdE5)BS73(j(NRhzIfA@J z^6v+E@Wx|0=LN%uz#pwYuG{m2XWGR**x!TKw|*nxeuX?jI43q}0{9vo)gXQfxaN{1 z;D>yy@z7jYS1fc3B^M`M)CrGv->4v|!~8_Kiu2XS(7{^=$o0LE54zspBOQl0<v*RY zd+t+ecoKye_LsF$J2xA;h9j*q$qaZI?^{KxZrD>zk%IJBAIyJL)*SWM!=uTx^;zVX zw>`d=Z9hf+N;dvy7W<OVEy&^les`$y;(}Nnc#iVL@0-XU7XIi*)80n^xog<i&sp#l zq9=+ZWT<nU2>;yv75U!9PMM>~UshuI4kTCN^#dy;?{vT$1p>z=Z=yefrciNP4E?9< z#@2KA-HVFCqhDZmXObf3ivGY4N9_5mhrky{9dyUe!*0*qWnhQC)BWrW%{$ojmT*pj zsRQ~N50cncUq<}x9ElUC#XL%w##slvUe0oz{nu;YyaCshfA-)pc1%Z1V3)PbOQ(au zpQwYJk}qSP=Q!PeW+$M(YIm+H_q>B$i$zSdqi*+dZGuV06#WU@YI=QmpM(3E&1KZ( zhJStH72U@B&mPTU)j_>PJyNa#I1n4L@@yQBX;ef-Zp-kWV`cO2OL30yt!cM75!}z6 z<qMZYIP#DG6ehwqknaw*UR;OW9lM?VxdQbtH%0O8Pw?khG4_%C@6gX~R%kO}pVS}Q z^(&HME~Zg~`qmT7(d4=7C&vK~tyg%5@cPD;Iz?d$;K3uS)bl66>l=@swmF43-AObV zkc;(GdhGojek^e)QgWFW=dqSl`voI@*Az28GlpHCA~trpT8DaRU?UO9?(f!pCE}cc zxE^*Y<vHy8QOq%p-Foz*?Qmu@zW><%*0=)f56`2@BVX|P#IEf~QrIWs{ZO9w0^lvn zUP5X2&_C4du{KbKzZ=fov7tp?ZL4Yc5<H6g?^7ER_=}F%K<_-(E0^fZ&%?NG=E#Wq zEb`_q-Tnj`I`ngM(jPXQL;o9}V`TyMn|w}nh8J-ze>khf^BeT^3yG@)fAk?;SZAok zKC-vueI>^}+79Gie~10bF{>mnz)zZE=EG%f;=X;Yk?kd&=wmyZBtZ?FAydhBJ&pBY z+SWT@)P}gT#QcaE>v-Xli}whAKjp=`o&RWT2tC*DwGhLuyNKyezr?;YFd2E=EkT_2 zy1FNJ4eP`p=oOs?J;0qiU}X#YWgOJSu8QBSc1PIbH|iM=8;R7sv3?3Z4$AOXul~!a zWUJ6I8f<rzk=J&`{4#POL4V4@s@Kfe&&A(W{Z-Vk->WqROTalFr_TH&=q1AREk}2C zCBdBs#D%bXId9)f?+K_c`&@4D)`DMHbVSIZ?sNBFBGm!x&p{bQ^8x%mADPpx0yxi8 zwm+TYH0o{pGInO&H&H*FaoGxM!TXv@f|_w1SEZ-!58guulC~yRd4>L`gXxq`uycpE zt8{yX(RUKyFKS4Gb9DPkWe%sHAByzQoscA)m#hE$)*#}VW@h#W@htS+9Qb5;5Bap5 zues5{DEi5|Pp(<zps!&c@tzT^{~LF15=nXViRgY@9{P;@o6$0K%pdcS7vFUsgPz^( zP`mydyfKjH>&;7=s8`Y1pP|*joS%YaKzI=9xW;`M!a2~<3K~fT-+-S?i7H9Jz8q}W z+cm*M_G~aUH>d$02gqC+v2M(J#P|MA22RpU7j~sX|NEQdnuqmrOOyGQOu5_dC7!iU z7<tmMNtJT&^n)V5j(lc8e#0a9r4H*5B5%whk9FtTl8YsV{XUgY(%|KR-5s;{jv|FW zO=Nq>0_T#K`)O3@Q6H!;<uP)@oPNJ`jn^{l!L{>IwIk|lO|;^>eUYpQ^G8oz0DoOs zkPlb~AK>xS3WUA?E;Np}0p4qz@pv}P2>!IgX-Lcgzb6~pkVU>QuDgEKc&{xXn8VB_ zr4o4`d#gYb;@;npwm;Lbvm17FX%YCGaYG})WgqlsULEmGg07g-t5HOTJ^`n8$vj7G z^vfiO_5Oq|Fg=;h)QEg=&+(H}uMwy02l~?fa$6BfBKAsFa-j}d_VsBc^63tx#Dwi5 zz)5e3Dn{gUUBCDHScaiqlNh!140ztHR`_+F9dOcOZ$kwU@bk#?9K{&a|L;F>IEj2s zljr7=Ce}qH+kKcEeic(G7+Z;aH&(PjIQ#<ijXj$G-eLc=&re4g^Ft>H@ru(yyy>GM zeZoiwd|2k9&c2ShUuEhN$*0IGd<{wSaQ(vytd${A$hWqyP3VHx>N{$EeSmmvYv|s0 zCkFaj3RQBs3(j$1l&szW4&NP-cmIifiX)@mSqle$?Mds;!@h2Allz|m&ZvG4S=>TD z9gkqc)|L0*m4UI}c`|o#<<b<<QS_fV+z2zZ$G#8C>}!HwYSMBvYe(<uNtzLT640+X zg6cDDpw9-0P_@M)PdL<YSDXnvT5K=LwhW&C?Igscg8m$~y2tF}`1|&+F9C=X`&OPT z+2z|1l#C+e9)tJFg@x<c+(F*9^q_MFzi;)2#$2`u_|LY9&Nkw<X6(_6F3(}l)F%RN zARfNUm(#LCzB^~hCL>Xc^ImEXOYQPk6LHoL_vWEb?AY@SAs_p$d`~`h6whmE9y#oY z`t!S%*mF);HvzgtQGLX*8Ow_wuwRq$yv1_O_`K5eljWSiDU&ls4dD3<f^B7webCot zvZqiRyr9cEB{>Ii>>Mv={ZDiF*;vl;a;$^T0%!7~8RB|y2k9O`#FIqoJiE=^KKFal z+xY)Fr`fF<#JgtuP~LT1r}$Nm8!_Uiy+*sUWf1VCs!rm30_^2yNW>`W4Mfpt`{Pj0 zi9f_cJA>!9t9&0EMxW7oM=^ESFzi2^>Vr}b^la@O?&W*71n)>^p*t$J1cpPWXOHE< zFUr5A6&!^AQ5++b>jPW~zTPy$4}SGhm01itA-SolXZ5Ttp<v_4L>}<{dC&+E6Yg6; z&v88Vg8<H*6f>5*i~56;P66Xf=zb3)OcV_iaUM`JP4uP;=5AZXrXOH^`wx6qsCo#! z>8EB+3g&%1D+WT8@Vt!5T?wK?xc_1wUEh5x)Kle%ZNmtd^LojDUq%;sFefvWKJt#p zHb*~#1a#`;HN#OY=x70nq{QG?wJj<)y_4Wq8|}6nb+}Hq#Q32J%(Y85$$n&ku8>L$ zMR@nTiJSgq@SjyR-iAH!hpnx5R8zL7)2_2SUq`+mD5&$57`&Q;bkgmJ3iQ2g3;N>~ zz^UirEHO&pi>kh5robZw@x?;rPS{7@m2atEVF#)G0a<03CrbUSO9s3<DQo!UY8LF~ zTI|Tkv)%jevG`wE!2U@~$|;h=u4z)fHzPh3?Kz$o3p{9(>>t0gh&bjhwsIcVYsyr< zEgXP6dBW5*1bC?ZgGl?xThw=7vUc%gU~X~o&yO|u|GjMKh>l$F-_Jj<_1dHFe)j2q z+t8OO9+F-;kGMegD>k5=8M;PNM^Bp==4r0`Mpokgicw@#`N+@g9_bZs>!aVPDdrv* z_K_sDC|JD>^X}h`YV)B>i|x-0zK=YlS2$I}4{_}i^P@%`_=lmByM-5YRHo9oH%*Md z^$kZ;E%2(N&d;BiBc240c}VCSwkB95ztDV-Ji#qwNc`z#=p|`ZPUR!eo#G{~s_unu z^V&T&4EVIJ{O4XM{vODF&vq8^nb&&u=C@1mTUSonJ>$UV_nm)rfulNno~&%!@bASr z&Pmv--0V62GfBuJ^0dTt!7KFqhI9LXdne;#_3DAk+BXHci`2kR85?g3A+8jcUMf5V zoV84ve`SWa67T3nDenm!hzo1!p|vHLiC5Z4A&#jwx0YWf#_Jq+E^9<0pEKJtEBp!P zz9lQRhJr7PH=1<a0DhYh4l_0kqF=n9S;HUuD6{VU{ulD7O!D!*dhAC$k9qX24#)A~ zztY+))JM}e9g<=1X7ST3LkEx_SH9pB#ragimcs)Z8<vEZ!Blz6be4p3Nn`2!@Q;@( zDvfGnxDUbTp56xN5p)JjkLRF=Wa>2Y9i&8mO{ve6^LOA&2n~+{?0Y?3qP`TomhQYz z6Bp_e?a{8fHT3Wk@4<MvH>fWQ_1TF*|BHS_w)GZ%@v39xB@=M#yhoit@+H)%MXuFb zG{T?TnI}C&Fqc0nw6S}xXx*Q~CQI-KP75KmMCd>b^gTXlz<Jj7H_hI?z`dNlq7tlE zCLQ?>32={|#dDb35B#l8N|vD>`_lRH+2bbUlK~GZXFj1Wp>FVMwhKD&M0J*BH|nl_ z%Zm))3AwUG|LykuMqgIg>G%u&+uQIZ6FfsZn=AH{75wFIu7vAh^cN4@{kbj;osY-i z*3=`^JC-INx&TiOU3w8Dh<N{lx~}^r>IB|<Hlp0gF(0LD8Ja|AMW{3zws41DTJxXv zsmm8}UpK<&lOM2W{nm@~*D#M|C7hf2iyh}3R~G!rF0v%lC$K(96h__In|@nC6z^wn zsQGse=a=oIa9M2OePt0A%j1{}PEYroXT^DBw4GJ^<Z)iF#eAQ7D(<)O^tnn7&i6~? zv{HDq7x>R+T>Krn`%bPdJ;y5Q9Gi!upP^2tzhSHV+5>uFH;=<T#L>cTMmlwJ^y@7j z>>Pu?bgIWE&H;~%Pd$J12KFvezEWoD0-g4q@x+^D)U%Ajq<<n#KQ&I}u-^yWjqXT~ z#uRk$*<yBv0-P)6p1+<N37xQFD3Azo<0N5Y&=c$UY~OsdMkDITzst>e5oah362`la zp`JNx`u^Y_<Zo`>-ycA~p!lz#tm6j!f`aP#2zbi5cae8#r=jQUNu1ROf0E-!*na#I zdG%+7q`h0{7tg7-xQ6~#UG<>m-TA<jHc!)l0@!^+4TC=H^@ZxSpJM6IzjaAo6Ym9Y z*G$#B1pK}xH{R`r`h&A=HEBR7>ZYI6+wS7`(_Ap`Fauuic}{XF3i;qrXqI#AYxse| zOmPkDGQ6*Ki$f8=vw)Fn*%^JX{UtgQZm277sMY&JPbIC?=T66ZFa5ST8T%BxfLt~3 zGAZo;i;>#BDCqKn)PuY8)!*N`?lFP=1#*mb?#}P{GuKwU2QEi#Tg!VQPI<;>z3iSr z-KfLDW}qK+!mC`=x=YZX*tCAkpF|$bqsAv;4qnE1X^R1IE4GLx-vRmf8l94p5_qm! zgREx=@SyPY^<Z=OONg8^^<N?MAwDOqRM1C0!Q$XQT7|iw@n44zdLd7aQ_R&vpTJPz zrM;5iQ70X1!>qt(*TyAI+90kmaVDhsVBIZ~YmQm;!(V0E3}oRK`;`W|Y{4^V74JU# zyoB?$PW+h3lfv&veL~}Ci1}JAZ<%p%)He%c<yteLV^E)Bih*4obxVHbJ8MNyTe|z! z;}Z0|_WjD1(Djmw9+b?9VIKY5W2>Xku~!}Em9~K^Y@aHKE>l4NYVA)yk#0@!FFt!d z_7L)qlqmCXKJcX?#y2U3;5}#QDmsDR)t^H-#u0Bm-u*4eTMNDSY~TD)EbxhxZB*SC zx;FEh3~@d554P@b`|F@@u(Oyla|?Cq_ZK9KvEDU3F;A+@q5JM#uq18;AGkpELjdu| zruXx!b65}FI}hK^e?z`~!h2n(4EaHXh1K(Wm?s!-eb$9Kz|%bvGz!33iBfWsRdd|$ z=g09|`+LzJ&g+$G7K?mXn5Onq6ZD-r#zp~U;L%IvDrxwGskiPaTI9{iXXke4aQ~$R zyY<7O;8U*-uPZ5~V|}@2tIu=eJd?dYXifT{4-9RMxm9DHEN_6~L<{DDPDh5XjDtV? zw;pN&e9+(L^}t*Rd?~Uts*4x>djc2kRpIYa&IlFd-T!OoIiDBDTuIwR>C86b*R=0- zA|2?0|19!yZE-%~ld_X%Np|OXjq*LtV9vUEh%OrYy83}j`8zl2{zo4*ZbMgfj+!e| zR6>2nHO|Tm`#BJF)9%Q<-F`4DixkB5*$w5PBH#f@KzCv-&Jzv%<E@kroNBl*PMh`# z{;KY?CI)@i`DhO3SKv28$5AC~;K<*MM<iw*=*P^}3~ALxUO;sG{$0eSaFvf=$Pj<| z^iPP*<U=<pefgyoaY89|h<pTj;$hbB?@oZ1%L);jhaiqzp5f8_0-beL*^%k;AL#J9 zHk`CipvxR^$~oeTcw+0Xc@21T&0DeH0`NP{Uz4N}y7j|7Q9EI<i^s!3B(g7Y{*oMF z)kPONQm9!EC;m2)x!Y*CfIM!Y@nt6PeX{l<%dT!q)pN&0-3Iye-C7$3@S7U4p>1)* zlS6+QL~<m7j~aTve2;=Zk$wC*RRJ6@GMWja!}|SGxNj0*NigT<6q4{k-p%S2T_I&j zxZhJ&7%R4Wo~uMi%}4kVSMKC4UeIyYS-(NN7T;+N@#w{U-CvM3Uu?j6j4FA*`rC2N z4a45;3hc+`(~`EjF-wA-qC+e@{vHaxaY32`y!kDOGZX3#+Mie*ilmSyP7cf8G{E;^ zC)2S++*7+KaAkiZ`qHoMKO=Ywe&T1Q6}=yLSSnhuJFh)N{`EW~8`ilu!A1*yVo4cQ z!@&o8b=c#Sv;aQUCQcuQd~2K5^$j2VZB6+ozXJFnP4%|_N$3OOZ5*o0&?AjgGrlP4 zK-c!AF*Ue_ylnjMDVhhUdxp2Q9^K`oqeiu9;A;~#7a#J^qaK*7DgPV$P8<EezBvQ& zvG|-QX(rCe|ME@h^HanxA)Wkb<R@Qx=Tt8KK;LV0u`^R0&R>dkA#hV;K1*8jZvTWO zp^WBvvL)7E%);?^Y^f!o>iyqAO*z!v-bDFsvSBV=x=N7Y6!JC-JD&`k-$df&Xw#0V zPl>CV%7a*+rcvrH-zCJeCkFH_HC6<EK{Aqe;H#xVQw9m(qlU_&`kUZq86P_j%cDQx zE*-H)iZkY5il+pg!S3xT6ldjtTazUbE;^XYKI0do(CKYOpdMojETctVo(KCQAH=i% zrL>#-1W@nbZMT0&jC0i^0=a|vp@WFdb#Wl?*A4nd-eM0t(Lb3c5B%}36jzL~L?18h z*~;9L=zsggbMZ10@<iQ=bv9YxVEMmdSMV;PI+j;!Rmk&)eza<I;M^fu+B_Ko@(Iq3 zv;ySm4+#f8NBu>=N^7j)7k=1tNp>L757aZHOh(4YaK7c1mgcK8=w>PWqZ@Z{|Ir&Z z>7$5?o_#YvnZE$12JhBuL+@5_5qZt{4{`FRVf82QBEti7<1DCOdZ~o}C`Vn`V0$Ee zULE$|C02OW9rfn#%`;yzP(Q1RVXedYR;<0llB_3C58kXT|7&DPaHqbL=D=@BD5XmA zJ95PecD_BriF`yl(LaGKA9L~{sV9xYQGd4Fmg9WCd*A8!1vWnPhX{+u76GTDXDNHs z51<bDSpVk`^06~>saqZjI1h$`kV^juy8O>C0$jm355h5Y>Md};{pq`huaWl|x4+<O z1x{)Fq$oAS{{>@v-toSG9$LGnE$I%{<v@g2$63@3UwN<gLDxvLc=11ut~(wJ?+c^8 zQbgIC%<RmJh7~f3?1&J`mMuc02-#VwkdZ=WnQsV5ima57nU!RZ`aOPsy&t^Zaql_L zdCqgrJvZ;DD)bNXpG{JTD|g&|476{6kDf8x?{E%rtgnqH1<#|<vodQ&yuTQixb~eI zynk<L>=5jmj`v%*8vI?j*6F(qGjy;!Tgv^%&|kdVD__lte&K=fBgIj`8{(ys)4Dj% z)yr4*mK*=i&MB6TynH28zMld-sej)=Rl!>5BX6mKoS|E_@kTMxIRMXjYZ7wzp&pbI z8?V9$yr*X6V@Ldc#d*|M7<0;mZ?kWt=3yQseNROxzCU%YP~&d@k*axKmOuPu@ppk$ z%t7$@)>5U<XMtD$UPnfH;l7)H9$(o`LHCHh?#rZ)`rW;f50|lSbMGZI5-}Hi&SjJL z6ff#Q-dQ;*>X_@K@^<sZBId6A@PC|x*Ja|JB%5_}!u$^Rt=I#|XF48U)`DHgCoMf6 zLtOIEHC|tvg?{qqDOX=L<{w1_Wl<f+`iXe)(j#umjcflC`i^@fZt6ZI9fyC^)SVE^ z0$#~avu83O9!00FE<~Zf<3AgU6l*+g?Md7>j=3`dAMKLe&`<DaiFg{%_tRz=Kkg3R z(eR^8tPkh!R$D!97~))Jrd`y`ZPa1B&bMrSM_f9k^=}@yXh?m9-eI3B^#A({4Xx-K z^nLs~ItckE7ge)rG3tKFF-Ge6*{b&n^R@@holKCJ<c{F}2ahj*XiJ<3W+!;>>CS=2 z_p1F3{m+>|k;N^ti$_Xb!{6F4FC)>Ir0WUh#N86}e7KEs*WY6sOc?7O3HN?E@oM6} zAPXDAypBhh2m4~mp5~tuA&k$Z?EvC+Qt#>YN0>WcvcFBR_lpx@DZcCXsT3!Iw~X*P z4>P<DA47g|kQ3p`j~VK)-%bSEBainwjp2Q?`{`JoIT13lE2gy(Z|K!127g&04>^A} z?KAc{^V7ZG>1~*op`7gb3Gw;wq-%*7c<yqYS|d##aFmOhy+#Rk{IQX23+r9H$zRB5 z2R>{WX=XEkc`5GhooRB&?-Ezb*ai^?<ZfF;SRl^G+%6}ML;hV#{^CHy?)l4gg<dz< z`DvcB-pGILBwILIz&~x3&%fp3gO0D+wHN>%yj;TisuFyfw)(@Y1mXbUud<$lF#7() z{Fv+1kU#T0zowH5T*{kT_5@!oS4m8`dl_{IN$<GZrr=9*+i_wV;G@1IdhM{=yTvBr zF^I$54rJjUiBZ3Kcb{nRChWU}K_ZG8`kYto{21~rlR?(fmPXvm(bL<|fql78tr(-v zfxNu!ON}%9fX{8vBLa48Id=1}Cg!0`k5szFBmOdf{akw-_IR7S>tTQ*^7Q5nS_Z@o z()s;gp8~J0ubXlW!Y_+-_E!JI>#)X{@SX*pAJceqx1ARKmcrtd5Aiv-C7S0Z;D6`j zUy62J#s58u<a_}8fAu=FeHL;1mRVMH;$hS?FP9Izhkoxs`L@IW>+2R_oOU{O_nbw0 zmoM~{vqrWOFT|kByOXyF8RLANU*O6g#DN9tYO)*1OG=6TZt6hKYKwblH-@-Se&gX& zVl(hvb)BZC$dC6ne&M060{@r){=5Ab_SHMpV0W%(lll)_d5wPN)tv{2fKy46)_LK; zp(RR6qI3o5zy-_RTsr8hX=s*a>u@5_>vV95SUV98{mA+8&JI5(mj8Lwiu?WcaCof% z9~fTG>$!lZ4DS1TYzF!B!wl6R8xJRfVt86Sjg}+9?l*CrBn{@CaE6pdB5oUm=4wBM z-LrGlEX1Dy&fWR<^{S;4VM1Q@!cXw4^A6ndq?pTowsCXL5pz-|=}a<0nBk9HpGS^z zI1yyUNo%z+XW8vJ-Rp(xPK0OtvD5*doCu@wqmHRAh*t_1w7Z4SXLgK&dv`8;%C*8u zno8W`MJG-%D1yF`HhB%_ThQ-+-U&4m2L235?0JJYox9=AB0&nh?a+yl)W7(@w$f9o z@SC;pvhe^)^jk81_gXcDZu0EHQ;Sf{>sHZzei67sRnWAojCf1z;C4p^c^`qVCh!w< zC9b?PLoA=cSF_G@O6-N7WanKpphte0)Ou}h1a+;&e@7opqOa49m^8W_`JKSy&o!tc zxsx-FjaMRHR3~|QqZ<1YLZ6mIgZV5YA<vWNp(p&|Osd&~KG#?87rxd)&l}ZO&d2vo zql;K7gkSGzO$iNxUX*i2jDOk#I>I$idoSn~l#e-iHTI*g$+^?&G~#WGmiW6e#7VxR z>ccwX@Nc~a_BP~)H~GuL_5v3Jc*NBXCWD{%>ubs4k^jNTCvP)gp8*anrKpqChLQ3< z`vO1j@l!pCyy9Cr)hUXz&^yDZ8b^RXG^2YyHKal3aUME$A{%i%!)b!#Io3n(r)W|+ zbWDBs{<Da;f9p4l>G8U)igB*o;Hh0Y?{7wd-#CjrP1`$y*XzG7vD|_4MYEY3VmEM3 zN4Hh$%md)YcsrG(6F%oguJ~`9>ohm9^&h}JWX&HYP7mODwyzrw(m==k+v1&-4ILx$ zgyz6>8u)B_lXTkz`oh(E%<WNc)9B?nk&8Gl;8vNe#e{Pfd>`xOG@*Nl(s=P~;{L^; z>8cs@d&{~Fj-FrxzEs+ay-LD4lv#y~LjQmxhrMJ)UZQVkMw!S5IP^`;J9re2BtutR zQZ9kde)N0s7kQI#rS{Dl;1Kh<l!g-IX~ZuXdA>IR-~I?VF8)FMl-N_a2tWTd=fL$5 zd5h(`7rAl^`U5PFIvoR#XM5$~a{&DQCU@P(;6UgZZ~kfrbK_?hy{M0J(4$iZ7-Cm2 zhi{}!+vElIx6Q<dANn3kvO8}P_&mMm{{ODwQPVnZ=_MYwJI}||Zh{|uNw6%r3VgWt z`vv1StasDzi5<k>(Vc@2GUjm)K<(ty#R5D&zLf6(eluAw&RsSQor>SuC<Ht;rY7Ko z?;Lc$oQtP+?`waXD|mSs`T5oM?akvk(6`%{%Cb99?-1iN?&^bXZ9|Z`XTCef=Sm}G z7j(;yKf`OGPn9*lX2}UbKK?QAwy_ZA2uL57$o`Bzf+KcAT+>(&E}{Jb$OF$woHtix z!u>yDHD<Ne$cL^`JdU^nUFgX(<{|j)LxD4KJ>WCb?>fyA;V(x?W(P0LAx?^ueR+|M z^9x(oxbqf)SEgEbVzHjVRI`2WThagGUr2DfjJ}^YRGwSN8>kH~29M_;PbH?9?K_Qm zYOfwhIpKAlJgXQA15Vr{onA8Z!#?N!`}&^?_Q~*@#5!L0yq@Y9enHUHaZBSLL!Gla zPwoVG{gTVyNkQ!A70TI#dgN0==jn(CDp1Fj%~Af83B8K#sLHq`bdrwaS|lQvGn4Nl zcd88hChf0R&L!|<3++?y@IKRDzKWOp1n&1I?UgLT`HC!$bs-1LOPN}X)K|iK)erj& z%0cf4J#4x@4!q$G=rroay-PRjv#a%x7c=GrX~#fE_fd|!kG^63N&~a-AE-MO+}-a< z08TNLq^xHmPBYry-G==?_|0LYjW{tE^K{_(2F|_bexzc<{&<Owiu=ysUb1sCMnb@y z11qn(R}xWw4)`>47y1xi^dDcTEv&N`jdbNS=J5p^)^zG&ZkZm7;}7H=$?@m*R^&So z9&?b#cpx8EU)?s2Mc(na?oYjDC;ZDvvBz2ub!&tB^L!(__c-j-9YEfcvg+CPf(N=1 zg?4Kv{HwOgP|4yV`V)=2H1=sCem^M?bFV?a<-I3wKD@@<Cl}3Y?eNDQ%W9QrGUNyT zT4!G@<8#WXM!O8ce{Sp>T}}e;R}#-{f}alL-K2lb0K5?2IsA+YeT<~t>PZ67?HpSv zIbql4B%`xBz`aYBoGauW@E5y;=Q8o&^VD{#4Q)7o7(e<g9q;3n`r9ND`%{)0R<e6; zdv@!$kQ(%gt1cT2dWy&o%p}WKVc$JMPefh;4>JS4k*Omu7#fyrZ?!>Qzh~<bl?(JO zpZ4-j4%CG#1to&vcVw>~ABPf1NNcuK6UF&n=iYN1$<Ps|n=`*_VBNCWd|#!gBHvFY z;|)Q6U%#V1%+8MUFwY&sJIgUwyTPeY9roT}?Z8O-4d;gxe*fCt4@1Jw?_!7xZ^m^N znV%ufz0YoF#UuG?$tg?Nr|Qx(w^G>8+>3@d4&+Z`W<y@q;OC<MvCt<W4t5EsCDFnk zT9$hs4S~mp-}De{8$zG+YeJJB{Kxv|iSmQsgD;ha4o5w}d>QA`E3Bv|{y9@n?DH9Z zcq!x96kaD^LC12m4t@XnJ=5D3yZa=~&W^ZQ>Zh>Xy@fifxxuorG~(>{i(=BH=rar& zDvaYr9pZV(6K&v$pm_VLkvitt_`N&Q4m?Y7U+}yKUPEiYHdTbUYjoSQ-)aE+@QqYM zEDk)Vg~Ksla`zmBFI6lZ&Ld8zJKkW#c`lQXp=iwA@R7|<tXxH(+Lui(;sEG=dABTP z51<~(Imqx5xTTfxiPU@>b&MYK12_4=mu26{U0MYm_jRNU=p*i3);F;Nj_hxoIR0)Q z=GK)~he=?cG$;*=%<%c?Y?v5A*TD~k+lv3NApb6m&=vmbL`eCs#A^OL`n$X8mn(+x zXb`|}eGPq%H~fdgfX7>63%4VXmtOo{u3ZQJSa{6tz*L4ldOEQw5$t!78oMn6^pMW< z*e?z}=ucq&!s5_{c+{4)Pv<@GT!8jYn=Sr-<=Kg6u;ZI^y*y6i@B?QNZ_Whh=z8Zv zByF&7t_c%dYuJzZzZ9>qKBJ}E12UB8V+!|JS6D&aGI4Qn9*@iXZ)|(vPhnbaQUZt@ zZpNjIg{<iBImuZYCyTt`<f2xuAm#-`Sy)xxfe!df?uPR<^r?NQ*x^JyfhBtGRvpeq zzmEC(pU@)q@8@GyE9?(<&9eD-to!we+2t%e&pq;7*A{T-$;NZ0tLLzP(gHuUw2{X} zSZ+{<x)FkR6o0J~q3``{=D!#U^i$rIS!O;B9f$wXVi9;bH)~m|IOe(;34NG-2t8=u zYnjGH#LZDLiU+*lOJN^6*Mwg{A054`*cFWVwYPIqR-%zts<FRn>Oi~+(EZ+(0erce zZ|a$fpVjV^^h@mSYv;6UDDLrK_|@VKTok2wa)IVG`mi^ooy}a4XSq$pr!D~Z3V!}5 zMx2VwU*7UI0RPEQm56}dM6;&}NHU;LE&t107=B-F7W+*m4*A72$KJJW)ak-62LIX* z|FKBA%1{cOdCAji1a?m7f4Q|gU-E<Kswyvd{<6B{>D3zKciQtQyl)V9e<%bJL5JlY zUE|@#dGv_3S_57y)GI#D&D(xQ-+fz4%zos<%+)izY2bY(S1tbDL_B%y|7@BF@jKJo z%b^PS+GF9HmDdd22uh?MRg)0Un*|NGhC`sEU(d~(0RGKBdG3@4ygDP6m|~rdzA4l6 zRNVpOpVp&0e-TfAoOiXP2H){j>fAH47jaB?Y<v|wJc;AGIK314R0A1LzsEeuOLQFU z))wd!4x+76MjjEcd`;XY0QdN%I&#x;qaLS!bM$lsbPm(+F`eLDCoG4XrlP^4>f04k z^RVw<U*3#4hdRZ_%6^qkc;7(p#Axsv|K{vty!d<d-Tz!#;D42br56fysPoY`&gbKK zGab*m$!?*(Rl(X#4;&fOmMS<M0KIOq-~0;n2OjfzsR?qN=Ojo>6dpkTf$*>(3vf<% zz;%Qcx+l@|28(Pb^mXd^_e%dmes=uDv+Wer-^<)rX^>B;arVDXfKKFZG~LfCig<08 z<;|}J9`wsJXhjBbw_S7S$$Qvyd}oKWE#iMyq=@xB^viVR_PTuE&G)3_dk}|CcIy=I zLdRPWkx7>Vp6!`j|L+X^CQ)l5vW5rzjNVO%^4adWy-uSmh~p1_dEN2~0>4>f`;&^g zKPOX7uNU$L)&;*<sr}Fuy`9>ag|SXX4M{)Jkr!DXGr#PJ^V1$b#CpF&=UZbleF@!R z!I0<%?+Nt(_WP(`2mktF*K6|zJjh!3^OYIA-W%WFx#6^^&(H+<+aRABycpg#i1^RG z-{O?)8uGj)S@z@0m=j*RUvvQc%(+iVi;ffZ3zI8biuha$77YKSkhkqos$a|%MV|#( zB4-?U|7ofe;v?X@%{$|X87k;Y>P*wIN`-&OF|wpVPg-B2(ZARXU2uPMJr@snvE0{O zOYGyn7kQlZz}MGX8s2)nsMnos6MQ}e{0tW~Z~*?@8=o<x2R|#Q6Po<Pk8`m66g_8Q zx7Meg=`Y$Lo~J!+*NFiS-aaK7aTxVEFLV%&@QGjv*J9ej`S{l$$9^!)}d6?ec7 z4DC$T9-MF`%;-J0b3r_5c&ihCUKsU@)-S$Fn2)l+Ch#Rx5_#rRL9#pv=zZrL1^vyi zp7!fUZ?s@ND69SzS3n<a;EB+Le^4a0#<hU2@;tIU#eEoacU46Vmw{)~`8(Zv?n56x zNO{>D@xol#CM?Jwx*VZ7iwf%}V0l}`I1%-TR=F-uth;EeN!dg``o*2=bc2wWB_{qH zeLjiblQ%q=I*fXyKKC7F=oFGfe_o%khkcyS7x{p=eZ5(QSj`@~spN%y3H7j_id0YI zc<6mJNvm_%XDX&IOuiqH-|5WwM}yxOS<(14`$BhhRyTAF176BSNQNHW?N<{$Cz*kB z<!cTRDizShkMP(IVO?(py4@upzvE&LcAf&y;Pbs~%ZB|3jehEUR2XsoO2;sl6ZFIC z+5MC7qwBw<95$1XZ-}bh2m%jTbZ}kng+Gd!99vMve);~<|8zbAdaK%AaU=Ba#ieoS z7F(hpoa)2Nt};CT``c-@E%2*8E1k%4*fmq_=+AiQkk|91qBIZ(Z(ka%1TL32=|<0h z4~;Jb-rl`;uQPUi`R*R{F;h|O*I@#mY9;v+0-TpW9DMxWiW8yKjCsO%!HF<)hxuRZ zJMdvj&WA?r;O7s{zVShyQb_3H3n#?aX$#&~vP0k}#%+5H5KrcBI#$uV2Y$6S9#a2| zejF7V^;_Dz=SjN9$bnCd8lh3^rl@<)$&Ynmzw(WAXpS96-8AX!#2S8IT%WWv^bmYh zNypbJ7yfY7PQ-B;I;q-6KMF_i*6xMwQ{bzI{<4^BEr3T2xV}`L0MD9@%b3Q#>CBrp zPNCjuC*)X~0XtT)`<Ph)UOA{PpVhyOIz)Xtt4#~~U=<AKE{x)w-`zLt2Be4wC-;#5 zOu+M6)JvU!YyCNl6o$aN@5&m#ckj7Y3tczJ1b(gm_hh*B5bCgom#I#2;rzqhv34c! zYSDu|L2P&)Es5<{)n~}hnz%>rlcS#N5mh$S58dMByIZ^Gf#{QdnwiH!S2NzeUNHq7 zgIwBo1^BUlWJ>v-7~*Wre6hMNbna>g=XKz>*WdF?AD|1X&t(2p!22ls++Iz@`j8D3 zO-~{ZyiB!8Q3`wzWN1nj0596K9qXt*g}#*M<wg4pfg6Wk9DgE?x>=A;It%{pU*cx5 zZG`VtNUBtfxbNMikyrzs!I$xO?KJE^xc{l^@<Zr+3_Xk40<eEgWnN+EB<CI49-cgh z{#7~l*TQbde+3_<mScTySln_AKI=*t@%Y2Fd<^k;=gCNcIqIE<PRX|7bxm@Ue<nKP z{F_?YY=JoX&FaI&{zYQF^y`H)kPnUp8ZGOAKmE!i=(vAIzNK`fJgXmh%?aus!N9L2 zS^tuNBfz2IHG(D1Pk(Rv=<@VF>TO|T7lgo5UtA{*h=L#fmws~W^%CmRR)w2P=pUT6 zxX^tIJZGBGCA$)NM7jeF?QbLWyI#GX=5!5tA-(>vStRBdd##$$w*rSEC7dqOV_pc~ zOwfPrxL4rzBBiQ3`cLHqHtyF$KUbOcro_Fk$9`)S+WMmYrA&HZ1N<l;FGt$|>wRd3 z@QhIw=NmcvB^vy}Q(NDh45`I=<Sg5~Bfu|VKf*$|GU9N<_|K*+)ScKFhn|8*)aS}- zhnztDYwSw6!voC4pSpEe2KgOLmQ&_$edtFgZ`zNAqn>kNu^<R>LyNtd@(<R@{&rjW zJmMx}O8wg}z++08f5Q^S=vQl$`|vRbenb{$ng_o#a*WPjbOG)R=UMIAaZUn(cdQ?C zss=*d#UY<IF4V4-ME>!spNz<E0Q~ssD_$b#G>1u|OB>9v{$+JHej>i`vJ|L@!(V8u z9(7sab<%I?c0|o0zkl4McVq>Bw`%NVh0Z1OF!xhG{{Pqgo%{;y-)8mkAjTNzOPncN zJ5=a5(YfTd_6^^guoahMf;z2q=i!l`yZ5B%rG(u;eN0gNn!hw~<FCnkvIEdPYx$Zy zNO4~Wl|YfrHTaJgoyOmJ@TWD60v5#C(L7>iV(@mC`BMp2gXll_`8<IBF7krJ1mS@% z_<sZQgw0oo8{AF2P4LIM<m`Ro6R0bs)9FgVzc{Z`D^4PhV^7`RQwV!!(%ZCMQG}iE zt4|Tu!}od4Hm1r5K1AWI&|wK3qcmRo7jyu5-}sxXtjOzZibwu?jd=hP=bUP>Uc>|w z&)qyJVmrJ2mlx{j9kH9e@8MV0D_d>g^$x52SLTsN<ZNB`rk{cSN~s!2jJZBf5|*uk zsG)D0kWlHB0N087-kF|7{-7e<PYu7J(x7wshImx&s9W9)JvL*1pJ6KUYZe8S_*&$N z=O2ws6trPKdWwTh5x0k(Y0n9YLGL(~>fa9k%nqnec?jI$%~3gf68X}71;1vpdziPu zWgQuC0q5ofBze-V!|qdBZ1w?%!tVuj#DK3xUHqj`jK@2toE~u{IuXXnered3I}r{P ziQQ8qfnO!)ciJJI&ApR(unD}s_WJ!aDR3mKh0w?Wd>_agc7Fu?yCmbyz$A@0IPqE| z<vDn)v7KR<3-a?5UU5gTza$%eiJh0Bb2*G?xs~8?YRYxJ7ykObNa*PS#J9^L^h+Pm ze<gZ*za?}RKkqtw7J2k5+t@U+0MEo4?0zo!psx6BL%Cx2d3z<>?XaKA$wz#4^{<PT z`D&Lkp>G_y*SwI9zJJ%IfYox;t5wdsrLgbz*)<58AV222ukqgMDe4p70*^%_&a`E{ zs<~%@bM)6Naj!PwgthJVZQ%a(8u6USyXXsDr*n70>m9DwW#?2zpSYpzc(Mxe_DzkE zQ?UP?fM6|I=z9*oOsY3lkdHsn2p>TlUTC#$YRbiY!-KLnnD-#>VsbQCL_U`skXI~_ ziMY5#7d``id-S$;*ALtm!DWA)Tke_@=Japdv-mj?a{8G?5^ygvseqr^Zk^!UlGn3+ zY={@q9ISNclL=rW_g}t*zO$0)-Z631!QOwqd=329?&a3FBVI3_g6gyy?BTYj=+Imm z>Z8PuWhf584}WtlIO6vmli$b>HzIE3`z{$Eo{O7gB`VIK54rolIMZ!>&i!?+EAZb{ zQL~-!QOtXo&}ygtg!=1G*9qDboU?f``&>C3xU~Fm{wU(B%yA>PVrK9h{pjnf@FTb2 zFSDw5pc^vT*t-;Af40l!Pe%by`Ql>CkiUOEb5Z{F8s^$C)g32>o*ka|b<*N4aA{BP zFG1{^oLT3%!F|LzEv21y;NBQ_qJJrLmlNufR7}v791mY>iN}7-`Ehd|yoI@#)`4fH zkq;7#eP-y<r(c%rK(-(8&%iTR?>6xJ^>7T|?){x)=Fxiuksoc5QCP(ze%fAoZ_Gmk z9xZ)kT@dybAsonFRD$_onq~i9{0E(5fUUem5d9J>uCv_0_sBbZ9maXU|1i_7?eG8h zs~5Sz1ELd4TamDzb3f8@W}t)FhpgL8f`1>4Fk3bRPjqUrk?TfWW#1Gw%?Ga1tBj@8 z`9Y6f2&bJ*#JTg)11uMPp)Wb5`)T<he|lM&YrBrQAFL9k+gK-RsbR}{=r=`0MT1I( zi0@KaYR7>uH6-i#%D+(8e|yAm8u3{DB4^$1{QwTUO>xAq&*0lKOx%9Bm&A%9sjVCK z>q%8o*X2s6V#~On1s%2VbKlGg;>EL01raHF#MRT+Ykjxz`Q`Mt|9b@8^^Q{z`w5(H zA&F67s>iv#fRahIY2=HAhr**OfK#F*R98O0Z=#R0E_y<*oh#+7!{>Z+*sz`pbq%Es z16mQ(%UlK@|FHQDy-0}Jq!Rl&X_WS}bQrizK|f(-hrEU(d&~%N#`)>YetSm5wIjs? zp>ya9I=YshgZQBwa52#fcsp}!AdoB#{UIktf;PZ2M9dReWAOPp{L>F^B3|BoRwNk^ z3ZD1$FhO-!_Ze0Rz5W>e<$o^n9!`S3AK>fr$`k9(U6Y@HxbR%_J)f{C`siDuf4brI zQa)*)5`*qDa**=pH++xbkG%A~nm9io$M9A)1LxudI~F&=H+%a#3$+@Nhg}E@s6wAa z#le3G2G_uYM0DFVT%p(17t(6L9unxffBjg)`2@j7Ke>@#9XLfC_p}Icxo<K$27Rr{ zdWE#cFVKg!G+P>a1NP!tnp_Qg*ZcWvF?1AtP^#ii&UL^e*7m|j&!J<pMtB6^JRH|l zc%qCqbR*m8yBs(N#zA+%xg7iZ;!sv4w-V;IE{uotqYqH@PPuLi&dc%sRywVWxK`5l z(Rdm8(Sb9^XiTGV{zdV4)oxy5B1_)1dwzJcTgQeK{G-cA+MvG&{RjGEN3ZUIUizko zY3U&Nb#)k<6d!P5>9S2P@K?Lyg1H0iFyZR)7lAc6M?3MTAY&T#{`8fza~k%Ktf+Ih z-)pgE@2cMx&N1W?4{iZ}Up?$6jywch?p?Zf$Oie0&RrUoYUoA_R>EN=&^=TIY&km- zM{MXmd;p)f<h>`6g7va^GsovPguLd{&E}a;Sda5g&I^c-@AY5(XTXd)4$If)FHpy9 zYf}xU=)ifB<NKpCab8a1U}cyHcvM!^ll=Zc*!w`<(jX&rIl?8cHJlTw)}xf@0KUYh z#bk)(18)wllJ4l^97#d#4|&9Cdol*2Btzr}S<Ur-!HW|O|2(wLL%)4a&zj&E@{wx> z>o4I4wH<9rvC#AS%=rIUsKHOz&hSbjkK1oI-&x*_KEK9f;a1?1&FFgAC~)Pmy~jxW zO|0*eZ=T7#(A93Ar6Kx+xTjJ>%;tf7qoF?MD0qW}?Bp+7*f065tF?O!v3_r|l7g$i zV_L|~iGJZ{>LbstAfAcbnNad;h3+%P=Vt_bEVnqS%7@Qw{gjV#89d>m|JBO5W%Q}C zTO4W&Mt;RnPajkZetYDoW-{Womc{$0%+RfWeHsnQGRIuI(^EIj1Ah$D@8+~Lq5tGd zz5?le*z=zDJk3_rYnBWn*Rda_1=i{nJ@B{O&32Mn;18K|$meZ*-b0U1i~j~r@7p+< z%K*O`{T|ldfcpiiG!!OrK1zf;lsfSb>I7~yQ{+at$KES=U?>mg%?EEie};Ups8X~j zQy+S4S{m&n{Oq66S$`Tl{|s5hrkOAHm+H}Q#S`E^(L>hlulRf>KjjUeA1Rz%xOE=( z%}jAg=T|k(JG{K#L@$Opmj9i;l5i9EBqv{bR}Fn8JSbSm2KXSs6&C#@3w-dM*Qgk9 zJwL3jF4!FQy(Xq26$v}kyv%n8d3UDZM}tF$pvTx<O_A~e9{Jt;-3p$N_4YsGz0Rn2 ztsYsB@4$ZY{CTDeyJvcy+BC9+*FRO1uLl2CIT@7^iF_#HRV4X0tfQNoKJ&%PsB^wk zvtx(7_w=x|R;}#v=;CY42AF5{xHGn5ANm$m*JVw?=j-}HE!s`-y&1z2Z64rWwnSpr zFVN*WrDCmJ7NB=t*-N{PeR2G#Kuw4JJMiJPxa}15wm%+cuOhAloD|}}dmD8LrUZ^W z*n@nDqM8f%m)#lfDm#2W!>jgWih?*F?ccm5gL=7{!|QD2^T5S+8@d716?k7#dU{|# zg)7EaGO+KQj>`8%;#~><eBGC2mZ9fH+|cBAz#Pkydn{{!Lo1X1J5lJbACED2Z1{}2 z(ZTzEgV4hrXy}GyX5bG-|H|4HQMV+IFB*WZGxCg?C5j38w`|oBx})IFLh~YBneYeA zca~zn^=&QrKC*kT+myemM}cD{hlU)kAue~Wsb8ZEg0A<j{=mOP%zyLA`&JEo@@-J< zQEMgS)nC#hBqxxU*7y}w0Y_NLlbmp&3Zdr8af&;@xy`L_MN`PT(?|Zc=)*2PmGEc1 zd4#^nml>}8z{9KMRofY=(4AjiV$_*H{a`1$evTD<f_i;G`ak%Yvn=<GQ_x2p*422i zubQ}UbVnS1yEtCf@)z;;_4fh>Ys6>f1E+S+9m&_HCEbsL9djHrGeRFr=yg-g-{3Kt zREOl&Rd8;h(9T5$`{6i9IWGxZ@*cGN-VdF$o?oHjfj|6DBT|JL|HqPDc;DX(enY?c zBo5!_T@#NiBi7kT=bI$uThxCp%n$9m0=v))Vwy_?KT>Ae5yIRurz1k)C5R)bt<tYp zj4_v^SoQ`tc(uT*-;pD%z=wy!*Yg4}xA6FzhuqM8R=KY!5u>jpvu@;pFyiLD(ZSj6 zCak}O?pHVL--B<rqmr>-%{do~n2~?E1zwH~LVP$oY)qyPJm-#Ed*YAvv<){2`nL(5 z?$pNA4gX$k`*aJF=m`?#8jtS6Pb42El`rqXd04iMHje`2VS1??)A;>&X06X@*l(xv zF<c?Q750#lPbyfa(b9=KVIqhx(}ok<SeF3*Uwve-=bo&0HyFO*oYCaP_)_o`BC{#E zBCO|j$A_XI@Gx#o8~ZyusQY0Y;u|)64vwm)YGSA_uN$BC97G;NwnlYw0R0tz(&lBJ z!p}O}4Yc5=%SCBQyK@>$%#tpDgddPde|yi5I$QGjmR2S3Bhm_vw5M6%!<L5%4`P4c zJ(Cp)DRLu_JYx8L5a+Ng8)eSw;4vdE%~%cl@l~dri4*Zjbh&<}59hL5>M4B9GoYs) zdiZ`v2sk5XdRN&2{IKMSbqy!*X@{RDh8ORbZ){bJcyLOad3Kf^`Tghau3zuKM|p+= z(rzNYgi>92i9F-n!x_<T1<d7P6q@X~j(k<knosC2_|U|T$+8-zAJQHvsO5pqOU%7A z+K>5xD@XM&Lyz!tOLfWvPjl?e<4TqW&)NULu8jtH)84yBlwluX5|+1i=iK`g?5$L) zN4`b9&Psm*dcs_R-5+AupP5tiP2jNEBLUJ^*zdJ=KhZnyp@S$2>!ik@o^5AsE{VTa zwMf%$fj3E~`AoJU?$mnuRV=&&e+#X<Ph|$)Y0>VPgV*i(Xtg5Xiu2}&@>K34ZYSS1 z+;=Gy^_+OxfL(v+@A>ar&R5LI(wBbGfO{Mqk4JM<As+c_=CcceKg68SaV`daQU89R zZW)WY3laeb_8<<?)9dg#;~s``o}2UUP?xy$lS9M?I#kB!PIz4%@L2z%m4zGZBx<R> zgdFz%HdkH^d{K9=^cjv`^c5Xi$h!3p=M)p#V!vUXFNtS8J`X)Y$3{Tr*&OaSdf@x+ z82<mt-B)x1rTG1|v->iDPnt(ICBtk{FW|oY@OlvN{ULwR5#%9Xw9m^$m_TP0STfpd zL);mAyw~&&bVvm^b|U<q*64|hM>h0^jnz%}2=J?+KD}oWI0sv8^U?|alrMEd+XHc5 z)#1*ZC*s2eOUKv*#E<GZmz?%W=+R8h3Pz8iJ2QODJ&W~UbhGGj@j?H^9kan;yuVIT z=uCS$<^gcnePX?cxY8NU-3{E)?;f}Mf;y1E@cpZ-C0MuAt3>h4yYsKS{aX=-GdFX1 z8}yKG1pl_&#X-6Q6BR3cILCYDj_@($#~*gI)ELj<{M!vC*F9A@|FC%a%n11FIgYNE z?s(ldb-8`Kz$wbKX2J!;9li|T02N#8*I21jpelG0r$WZ)Kipqsd%$oQ@xit7C}krR z;`b-Zp)_^q)H%mP#=$FN18FRip@()ix~|4CLANh$+ak>3zKGnlvg6d~e-l#8xQMvC zw@tBC%YFCU*p=b~vpC0Nvxng?_%q3nEM<6|8=<MI$bnx9{Vr__%w-SJS16%c>G=kE z<Nn(L%er{o3E2bMp{RER`mlUSfUY?6F|7b`M4q0aPrm{4Zeuozc`R`*XXxuIW8}XB zM+%Mz9Ri;cwvM`?fx3c_q4YkiuSUe@MFrTU$z0CZV;9uvdWn?ikHOBT9xq?8!slz6 zU$-tozn%MZ0U6eByXPK7CGv_yQZ4l!;1w~U-J6yO@zgGX=@<w0Ezzhi4FAV$qcPi* zf&PznvE(@TL$VOXMgaUO^R$7%%Rt}`>zuLxzZ;=|oqp~U;$+i|_{eS_>$}epi7JSX zqv3qx?(?w6VR21UoGWT<=A`{Pi8vc(q(l!~_FgmHcLsL-_?O<6;0c_YdAG89AN!D( zJbQfE4*3|fBo74v=V~5YsoA|(ZpDh!*~$a__GXdP?=k3=&J)E}sPm{^*0(i)F0f-< z=}WW&yZJW!sN5F+zbR927xkDQG40<25oc1O+$Jf3-xPt(qq$t*h3*wHiZ`&{6ZT{o z(1)t1b`nyG(YKPB(CZC68ZYRdc<=&tK%`E-`U82(534gW`KZ^Nk2@9h8$7Pb`ge^J z{N`qyy!>zAd!9$4CSF&rl1bom1b9|dlDs?Y`V+_b<{;os(BzK~*^1D;x5w0tM$n&1 z;`MMZ`iUfKuBba>U&pMAC9=U^Gv8Ke$zXjA{)M)OgZ~TN6ztOg{z#JbTUspP-kAVz z{#q+H0;Ombk<c9cP0F*4VG-xy){OMB5r_S&8`yR6`^y`}VF{(X_&H3>f%9JE=Onw? zFh7g+KhbH6{pjDgzTuLggzx`WOzR)kfAdPh$q8%dE1sd6^}y*bhO$4FE&*?S(z9E! z?nMHUVY7(Kn<75?@1dWDzN6JV<%T+)lo9s@=+)28IsF>B0DQ^Q<)o~D-f$%COCNAS zA$w`{DdKi(t&)s*0Q3gZkFf*5zdCz$z1{hEd8Q5fX5)}g=KfV>LY!J;-lJ!-7rMak z*Mzs*sQa)jOp##S6`5*nKcwIs=ohWu5x}XOxxe%(lHifKJbMCPqc8LUnfwR%i*Ejg z+biIQ^?^Zq#xJPP_o&zY7z3{=xbE{H81u(M@}w)kza~%mrdJ}4`7jngzWf3C1;vB% z)Su9sl^@tQ<1r_$tk|Rsy1e6d>?H8wK+L8C73{rT{G^&<Ipz{1ov;{s2YvO>gwJlj z-?<Xf+d+t{KNOM<Jxj&=Q8*ckBksg9bW?5IMt{w~)=lnV_^TA<D}UsJF$|?+*3c>X zxLsH&Uhd9|DvZl8gdX|k<J%`(sBd+D`(uN8<o6Yg7)sQW-8zK_EB@j<nuVW`e>LXe z+K>JxdlmNSBE?^#2^_y;aeDXM=llcHOS}EOp^DR9E7;%g@%7t%g5Y0erH_824y0tD zxok^;K61lbjSR<82lao*v6mF*!h?i2J_45#f-*ix<9Wk0?)m<bc>XyGmr&@mGr9BX z()fHq8e$Lr01rLxPhI~3J$-pV-~i1n%vUaxJ0&8EK2_PD<+SkECF7Zmll-vH&_{PK z)<6e4DE;je{Ai);It3Z*{oXM**^}6(5gX0?n&I8^3yB6Ii#P}2yVawNxXIYlpv~lf zK7p5ty~D=ftu3+a(TLA4skvpcfq&MT=gs!%V9wh}XKOfcX77*MeNRK6cZ7)&qL3e~ zmV6$Y2Oi91r<^=mgZyRg<&^73@aAIjmNVMO$Iq1RyNtX&|5R15*IDFiQgjx?z<~>@ zROK}Mh;yue|FEi|E=hAR%oTOH3)53=+8@!!A={{}bQk&Ay96y7DV)P4B2mAO^C<Ge zMI+Sv(U)h+`uPIt*@~<&Vw4P6e|E=n%BzUO)8o;RG2r{PkMznOqF!7sDN+PKNT(Bu zDwo60q=_+U3fQ-63_V)3$fI@a53Cuu5qhNZzwF*adhtcT#e@go3vW4#d7N;bHT*^0 z5bVd3-I-yj9C?nH?$;pXp-EJ4S4}0r_fGyiIP(p4aqS>`2jKF;0!51|;z-Bq%OU!E za6guAXCDuERv7cU;-Y@ce>kM?l0b#Jz!&j-5$(XEJ;~=q{BSPe?Ykfs;M@TjMb*cD z(C78{p!60W`h^Qv*@6*oPgV?G%LG3bBGiZfWWl*0{@;Fu?l?!<zK>G~y!1KURN+Dr z@>GM!q!jG8$uN`rF~lR@#U7rVN4PgdxkD=`9R13+*UPwImnpI&GJbn7kGC_LEfwFd zyoj-F?=|${IawJ!!1v*#IL5>1hjUCsYfA~R8&jIbhwq_76Yc+WjST-EBPKh0(*<@! zG4ERJiTSt@*LTL?Cq!{wBDO2||AZAgJ_^MDt;DK%;L!p3OYE`!IA;)XHL}JLcG$Kr zo-PagYBGz)qXd4_nCbi<?BGb=JU`hy>ctOe&Hl1ry>o>>_5r7)+C%=Z!2bJ%Kl;gY zV;>35CVDc+Hxi06w($ABFOt05y-)PtlLH;D8|X6}W*N4?^Uo`;yD;MaM+8)3jqHFE zU!)FR0<RxV@5~w^pnoN4|A|`Q_u%ZYY8h_i+a|<vWE0T&QhP7!%ERsz<MX2Tq3?TN zaD5BbJwrpCd*cG|<v&^;67<QC%I}k9yNNh{V;}u?G<aBk%68iZ;<xs#s&weDQ3A)) z*^y`X{?&JQ(uID3D06*J^bb(yz40gq|FJU~GruK@zEVCm&9^l0n@n~t+H>eXO&9e~ zmPb9S==6P79n|?*kB07^A4xhW`E~v<)<1gfkd-U?UZby-32LD4^_X8JE%L&uep}vU z#Os0=%{^tXw?hS1j%?7CZZ3ZLS^&RQWH76n!upPQ42h=LK>rj-E(^6m9os8S#EcB_ z=ZsNpFZM;)?o|B@a7nR(B`r$}ePaXk8XQ)@bFz%jXSaY`NAGbQr~pr(o4M*rggy-G z4oUeK<U#Bk*A5i`XHR_Pvb+a9l*u|I2m3?Larj0n;sC{tWAT9-@P~-4s7b63W8o<G z87<^tWpcT#9r#{qyl!f&=+8ewv;M9dbC75M*=mE|sor_o_F4q|o3`Wo57_te>(G;) zu=lUFxxHBySob%Te*?j%4?dt5uN_9ded|tiWgGBo{o;BB;zdtYZ_6L(7_ZKRQ9A+e zXs!0_&_4!`U>;H#L;m&QM^nlk;QvVUrE|)ZIG?nnvv9f_{d*K!4S!LGUJdK?$^$N) z;C>rd3%_w83GOUMo_nBi@U;l)F{4+-TV_!|qbQvc%@acZS971S_#>R>xpBYsGjKil zp@ZW|ZQ#hC=UsBQ!GnVi@;o|;{NPRZIZ4>-A6qK6|Nfv4K$FB}6#LM8^>j0{FZyIp z^zl6d4n9n1e-!%!^Po%R%sjytCL2$<wydC!t)_HFCkJt1FlQeR;yV#pFX{PE#BcT+ zKCO5@$AQd$7+pos;c>MVZ$Z2`$z$OJ|GW|tL$50ap7l>Ltr(x@L!ZJzq#bm9i@@9p z*uRV83X4HAc-1S?ho0C!4fltKPt&6A!}W-3G#BwJZsT4*;<KJY-nh3C;xc#S&q6xv zXZeJ@A^1W`hdlWTa4GA{r1uPP;OGazYe%|)Cy_0=42q~*u($DEdx1Hmx_@=W;9pjW zgD0b~zQj5moE=!-AO7a1&+z?{>xC8$aicGWHC9nw1mDY<E|wt~x_5*osn7|mleZfA zJ=7;$st4Zx4M!ihEPd?ebLbx<f(|rVn459)Sw}!1&f7#T^)u~-F2Sg8_aEwJsY8A{ zClOZ;U#<V3fVkt=_O^QTGH}ju;lr^~)KPmgdo_x%PL|BXe|#`!<nHfe_B7-zt~I~x z6rpRyucrS%+#jI2=P6)={>mg}|L@43t8MHUG8Lc)<v8aR79x)H);_zchtF%8+_kuj z{6juK^V|=_s}DRS64;L?glf~5qwtq$LMiz;a6<VmCIZ861e__7gWU)NswR6};HS1j z#m-dlpU(m{MxNlcE`oNiR$%Yjal}_V!T+8P${w~ki@FMBv2CIMZoE0<)u@6vljK44 zT@8BHUA3<_;a8PIqfKv`!GF>i2hJm(YaW=t#f<$Jafojk!hS`$x@Z!RA84LAbN><6 z!8UcB^Dy=yTuyCf0k}h1(eFb266f6JI6v&5{;PfUTTC_qkGXPR`HRsX%<O*bEO@Ii zuUZdl1m^M5*=ESWPkh_BNy409?=Q~Gu^oY4C&=DS?Tx<Run^%4*r`qX*HjVg%g_Eo zx!w7!fsH$L3kJxOgU%fyI*K|&<IZgSFZA2L`1;QN*Y5m(1LpNU=qR@ug?8s$S*)EB z;SvW=5DOf41Ad0QxX*df0{w>$Pcl5gcge`4erqD`+w5^k@J_(@yWlb{1{@12t2ay@ zhyP4xexRBLFS)e8-6j_A-#X3Ufb}lXOB)%2&N_ZF`bstlcrZh|`o<O5H_<CoVn+O| zx;*pYIQFM;Bl9xs_$K3^$F3g2^VVyU`WE8t;%P(veDrA~o-2Bm2)*4siDw9UUe7tH zhnuLoZJ$4LhOq(p=kgDtV8oB^hhGOAfqSH%{xQ8ooU~_m(og`dcKlimqQm-6k2n{6 z06q}7LzC=zQ0KhRBeEb0TzPPL>(PG9Q*@y`lnT7zjujS~fWL6pY59$#|Av`mUitza z{{+7AVXVdZ>Aw~wE$9<)9ovYU1b!cX<#PQmc%^t<(!*=$hp~S^oV9^<5Ed7&AHn*6 zakMgS4FS&ynFzD`g!5u%Uj;v-kBoZYR|y;XJG5?bzR9HD-KU;783W`ys*wjNEm4mc zIx>?4d(^Etay7{ebthk=xBq>>{DlpV8Ybks8!wr}^No-fjGvYCKwOB3sqnAC`c8FE zyFZ2A6@_D_0~MG9NB!G>Lm2g-q|^K4TftL|Kc?=^LrJdd+ebcydQ|?Rdf5Tgh4!a@ zwdcS(S{+QHJ&E|15p=a4IK}D8=5bvddR#fV^G5IPd7IaByZu{nU+tE5@16MTXM0W$ zdAj?4XO~dKcZ2wgmKw-6Pd|AxMt>2ya$CU5_vq`RIocUy1YXpnFsxkzKY86VF<t!( zy0;e9b0zGHG|4B<<BzcJRr8}&B*0hk<wF^&xWB^9xSa(!<6VB?R2cjsKAt+(9r>Km zYa(82>{DdUMCw8b^1Wb+BPvP22MWUC_yN3b!2M-G*fXQc4dX}fAKCl83HxE!e4BT} ziz~6-WbY5V!%oU}j4iYqz;gw(#%v#8&QT}(owzZ~1!}C}^Ew7yu)X8pE5waaF|W_J z;a_sW_0;ot9p9CBdY@SrLSgBLiKp<RQey|{Zs1b4xP%6^9X{7}31=3>+vHbGIp$T+ zw*o!l>5$hN@PscK)!_Y$k1$7qx0ng@T>W7J{o{weVC8x6D0+cK+8yY>U7Bk=rO<zi z1zax@V-Eh?fdD?_XBSi)*eAaLm+1J(cx2rO#PYr*yYqC*=NGbT?XiE0?0j9=N8QQ@ z+Sm)o-;W7DTn8UISCn6oW(B*<qYJqJT-|%<=aWzw;0T$9y-g<aQ{S_R@7U0<KWl%F zW(VhMy{`yLHbM6;c~PehygEh~&HVy>7R7cNQs3gS9~CrDgR#CVhPl-X={U!zTW~NG zdDo*c_l<IP<hAxn>DSrNcf!JBu-n(?ANx{U0roJice~-33h;fk&~Od;dbas%HC?QW z@ixiisR67bA@7+i>{QTF)t%B5d{xZlqAvV*;lzz*R_w!PpPu8N-GPJsc47@C=x?Dm ztVsV1{gv_2&GJv+!KXf(9mV?o=3%<~1w6~p_z&wi_GP@&(~9yY>Nsv3r}<H5Gxy9l zVFaJi-2c6y^dIUp3Qf=J-$JK<Uz4>Adp}jS*E$62`}v(EzxQ3l^O<xH`BSJXFv-y? zU_Z_%2Ap;r1HX>uA~P4kJrC?Le>U*Eb&+hf6x@f>y*Rb!PbPG%J$FBRn8aMhKpIk` zy@+>jU9awagE{86oZif@Lmw(SwE0X8`B1rq8)+5#YFK^KMUW@O#~-&K)j+=S&0(7! z>#G^$Sa){>eM}k?7kE6K38mqxnG{ywOA(hSPM*bjzHuB|`|eB-YP@yj8J_=9g3eGK ze#Ss~LYuDueZ)pd*F_M2BP^SazBmJ&keFZjWfAhisJ4v{oap~(KUMN%6n%GdPtFi) z;!*fgh~*>jkMQuy_+a>Ddu|5TAnJwF6oHozr>h*@HTU4}21mMwePFlbJA*Qe2Qjy> zFf`9}FZzb!9(ov3LT{cGGI{L}ed@o7TQl6yzx`gmKb{KSdxbf-9dU%XEkTB39sT7q zj;gNMuZ~0oXBxczAu{`ruB)hLi8<(XxFP?@tKX-Na}v|*+JYV2$U{5>E<`V&4<@b4 zUGW$4YaNZFYS0NMxoR(*0S@u)Bt?}Yj$czNx4AEe{WYoJ8u!CKoINq0AB6J;$NuwO zg}%yf_={fe7V_p7A);dF-w3Ya{uf_{{uqI_p9P4otBj1Xy5d-mX*vf^#EF1^OM(xO zzfN5cw7iRbApd?m;1cEzEa}`h5ypysG1{$J+a&yd%G@1i<P)Bv+nXh{=<hnEz%A>7 z`Nx7@Rt2Qk2gZRoEeovwP2wyuE#z&*$0*-JKOyox_iqaOa_fxL=c9)ZuS>HJE`TSr zt!+BI6~(+tVL=)Z*oE@W5$ZnpZMs6<N?jB9fyxfk0mStaO%Gy1LR|@O%siTlhv4Uh zetG42u%jo%6C78Nr`HX#-T;oBef>#32XSR}!R1ZgQRvt)<LyfG=*xLtcwS-^_Ha(R z^fLURX#QFi)hpyZH4aX7kyuv;YaxB?;|Uf^>!>;O_5Jt4bX5m=L{?++ALw3Y_t=Gr zr_eVX6kuBV5`2`D*W?X&Y%pocL~skv2Yqa)n@8V)(SQ7l@8#g<nN1N4u#cNTLz?%2 zqfbt6c$*{6E4HE=QUG~l=H*KtfQOlxEhRkoo|EJx;jOTf=3@5e;)ikGj=q-c3h>11 zNUi5p@RP%K3eg9E=dHsA6P|c}?n_Z~r#kTTr9+~J@8J9H?=&rhzN5;WE=@6l`ZKxK z3%M_-cN}NiUs8t8tM?-?!WExuLM*y!68vX|n-Bq<&i5Z8J%%{%#NhQaA9$U4Oy`gb zc-CDalawX+ck_jX_nW*pkKCcp_|ywLeN~R8oezBjMMTM>*O0$1?Njgsk4en^Ni2%G z6i=LK(l^+*qGIHqx@z>9UaqguuLnO`cmJ>Y6Z%%7AJx<DaU&FJ9R1;oJn!LuYQt*9 z&?y41FE)VxB+|RQ5XAf6<nJBi(m;L|7f;cFb^Dr~P3npIj&U-sqDP;|ry6RBNchEo z{P+IrXW*B*ZHWe7aZil`kwO;Uze3f5`rke1D=*c|MzDU?PZCHbQKy=#Z?G#U!a8sA zt6kFuPuq8?SQ`G5$kJ-tp9~%4YhI^=F8a6Hn)9{5ca0^q*#7$oz3xEyjn@INJ4?GW zpQCWT!|Nj(E9~_RwZCudW#pedR+L)|h+|bt(>d_}l#sr!oG#E^>g3q<^pJPzrZWWR zf~P$?v=mr~_)+HBQpboss1cWd^WgX8>=s^1;2l{P-iQAM|Jmq%pwor8_c5fbxdFJ+ z?Bn$y^eEQNf~~&~-{Uu_JkhHHeEzo#pR5vqKN>y^Jop?{k{pU`^lk*
=y+{2pQ zzHCy3bN(F-@dx}-pQ$1q>$=G0M);Vn8Btn?&)bm6qyjxItjAl}6wmXFRNYBzMm_eP zXGJvP^i|4)Dc?%G?$htvBo@HUr{B&DH=+-OZGUUjGS2@L2Yp||`$}vPu`uaEm;ahV zzA^-VyH>*W20S^{jVzY-D$c1Nlwf=_5BpPlk)bSw`gvX8A^BnC%R$C<_Q-$e0uFJq zfybY!{v*bSyja}XM~;aFJjUe`)t6%6fMj1VPYLEC)t*_?eG2`Uggwc+8v0H_we|Hc z_&h2j8VAXtuVkl7JqNDVUa<-GcnZB;!qs#H_BDS;$>-O9@DEz~%T|QlzG&4WEAXdF zZ#~RKVIND%Un5AsFGhsA4?KolcfOSKxuokxxDnt(x7(L-Bj~}mY!UeF6*_I<`}ltM zY3IM$BF-Kru3Lyk9{ej&#u|QNxbVWy1^#f6Ut%g1b{Z`A;M(r}Ct0~UH$1R!)cy30 zPQV+X;@pj_QQ-DCxp&Aa>aQE@?XlSJ5w{Y5HRwpMwBBeq_aXm#$klZaepA^*L$8PZ z;EwHNB-;W1>Kk0$l!nfC$NtkN)IqOq-+Et({k@tm_3aq?4tfG9U6t36kEievUW|i3 zwJ5OUM<5^V=RH_}@6VV|QT#3k=Y%W9hJ%5l?^(qqmVk@*?mU{H|Bicx*s6ETQU61( z^y4aU+=nc=X$rV{lKC5RGV-1~r~c?=w1DrOI&9iIfxIM?d0HeDyx4H%=6E)6H(t2i z@F4WG!&9x#!M~_l)g1Q&cVsJ*gM+}^=Z`O|SGFTh<51J}<=?e8&Hd)H=+9bG{&@uJ ztooG6dp~%O$|t7dr`CYe;z3_RfZu^TX-n#x_?f!S&#w#bvr^9c6L|s|`&Ni4?D{Uj zXX!H5D~IdwK=%vmBcon}2_8ShQODjv-eI0CaI<|DcpuPNTj`4alHnl<(i-H)+}jHd zVz8qbNj+=S51tTfDm$Q_*6qWff3F?+5Px0VH0+(HB-yJG_Hg>G^NnTTAc=do(3}D4 zpYO-!FTpNOma*yyo<^O5|LB8dcH~d96pw|m&pIVzpB1nV&NFFQ%i#Y}s{idzLtd44 z_VM3EU+8BOK_B)gLJ$A3(PY$xe7gMZJFzzO=Lfm?mia(OV)}m6%o2Le6=Ovo@YkY~ zwAJUKC*6BqH@rKattEc5YWoG|9Xgt;Yzo8A;(EqL@p_V6G|pDY>jJ3)no6<Hj)Ip0 zEsudWN)dm08jU=F`^33W_}gn6mz^!>R$&6{8hgZG4`o!hz9T-+`G2bR0-mn2M2DRf zg5PS4ehUV^-FYqkhPMVhjI=^n_8ZPuWt@HU0{dUL?{|tfBkb!lNq;OC`lf7-h&ljo zR~4&-xZv;SKQ%F!_2To|Z&D}RLtWw4y){YXo6#f=p+e@!bALZ05l4JWVYQIlMjpK| zm$kR$J#e>aZ`CUBBeF49Nd=!H*pOuO8{%J)dRo`sH0)1a&wDxW-hT|KR%7_QlOr~Z z>@(oKk+sZsm=Q-#r@FbjBhJxYb+Cf&VH)0YJXQgDkN3du!#AMgi7QI^cmfBcN&>fl z)03%@kD2D6Z~U&>nA!j@9a+n(gP!rUTiMGEbs(MF)ijgHt3!{!q$b}39rH^$7poxZ zN7=-Kk<zGR@e9XQBHkuk6m$y;hQ7e}EPeub<ri4ImG6N4sgS(dc^r0JrIjiTzx1$} z4T?crNNIevD*FyRD7LPb{tx!a`{jk-*{F-eweu@LuRXk2{&^An!NF<mD-Y~>>Vi;s z$P)ZAo69>7ewh%(DSA~C@gXNN<S+g%<+c)_{0#U*ckvo8E#{j`OD~-S4$=j)?MP3- zfA?&1RK-E3vwHmZ)(7;9iF$C>dZRAoSW=t`+>&}!QFs=-$iLr%d=c>{y~?V~5b;61 zN1N#|{9HEO>I5BhBkkj#p6$+W%|FSeXnX*9Pk^rJd1usvm0ouV^t%$yW)`~ZBQEH8 z*oAvTZ_kZS+d8>|xKjFF+?xyh_|n3Kc0AT5@m<rtg?PQ9TS=~mx<Iyk&S~g*ExGEp zPcCEr$)4tbTc>gUhmtnU6zAYt%uOsJa4t^ygye(wHBN-L4-cOh!M?O!eoB25|Ic0i zKJnx@)_XYp><1~t5AouX+s(N5tV(eI1^8jr;IW^gz_B5ZLHp4A&`Huh$Be3BUU(F` zy`hg-@5_Ey0zUfh`*O`I<e7W(JZ<!V<3uU5DvQ7&+T5Xw{Xy9O<Kk0wN_dQ;l-WJ+ z-tU;0)dhPe9lJ)iJLe(z;gck>Nc4w%G(N2ng8VX9=5tR9`hq?`Uv6AL-x?qJ#`FDH z&kCJq@37A-j)WX-_@9P#U*I<IEKy~Cryl&~1S{WGL>BB@RO%c(_+8ZDi47v~(9GnJ zWoE4RQtF+!he5!->s6DdPoj@br7_DD@$+AC>_P|`>JkdKTk?tVJ_}FR<E0T#LN_lv zf~O4Fe=!|Io@P8%o&N)`*C+o-TG1YO9g;F%U<w{vTzt0&IP*9Ap9>Li=5o9&-HZzA zETk7EWuRY#g|%KExr4btgIN{fIL{SMHy^Yg>vuOnT(A&7U+}H{d?p;{fQk<7J(GaE z@1=C+t8Z9eE~3)hc<@dC58|%>aDN27W7-xE^5Iv#DJD0dlWwvdQo{Pq$*cN&2EG^+ z-u^cT9@dxIZLf{zJ)b^%@fh~?=aRWq3-Y4_?oX(S!QXB_F)L5~2pnQaJS~oO2z$)y zrX+<vaOIw(<YwS&9&|^@5C^Su18Q0u@%>1(#J?WG@4uO=Ua5l4H`#TD%NzN3t>>*P zh*uq|yyk0Hu$~JWLr#Iv@g9=?$p`<kIZxWmst#S?!~_{V_)%8NzpvHsgPedlH&gum zdVT24YB%tbgU?j_rVuZFJrdTH!}m-{(|tRE{%ALIKRx7qA3phPe9{F@J$SQYgZxS? zzn+DA6Z07s%cV-7r_p=0aVmer{w(_mMWPRxTuc3+4=H$)U|(;aK6JZN?0-1Yod}gO z+&xQ7PPp%wN0_qDk>E0Rbmi!4=&&=Bo+sUbb5XR(;(D0#$yZ}UkNtXhw&2+jO6bS; zgsx8D_gv4V!Xh8T-?%hNckjuJnOytwa~bm#KgqOcAuhG%EPNM4eca&7=<|ws%nv+n z>Er<&rS$!XektnUc@-1>a`@bWLV5nP>d-e7t%B}nLH`T=bv4Qw`tioqPcnh%N7?zB zzKne5JKe#qrE=8UZZC42phKL|Df<&*hB|p{Sn%$7+cAL~24cWzYs#p;azpHQ9!<XH z5#SODO`}>4;&IIE_SYo%M`-;eFZdA|^MP|Ih~Mtr78X?!xTl68drArR{D$Y}QwHRb zbMy9*7lE@nUu};tH6U&|@YRU}uUM7>3!ajqkAU2n%H0cf(%kboPorSxEF{s{j99<U zFlR4OXY^r8D}~)eec(A21KBmiiO1%8=1w@5qp&(^xZy-t{(Y>_Jr{GtuH+`Q??XI( z-(i1~6X!}PUoTl;E?-SoJAn{~Je^+Z_7Zeg*_%21`Or6h%*Wf+K=<>Vy2hxEI)#kV z!3|YkXM)qB|7aNMN6(IuFj>@~9`)EOa6t|@lkhJ>9{KnZ)?XL=AkxcVW2F%DN-sWP zFN9w#Ro10y{D!Wg&s2VIFZ9jP@-(>%$QOTFHd_FXieIfeeuaJivS1{67Y<%fLFGUW zUTqolBh?Xnn0mi?QqUvRnJTUe|7b^ixxiBXx(xNBgZD@-L}0xFs-}h!Z@T?MNpleg zmdB1d$Nm7$Xn3gz!LI#fDFl2%+z6-76rb<@h<Ke=98Q5aR9JdC;`a>dTguN&`QWco z>j{btJ?K|S-%IX@KFXzrc=l}MOF0ZLDf$CYr}Gpr6Ea7?3i%h=r6I)0dy?$|(3zhb zu^l$W_j2cQ=o*3jX1W(%q0|JAvQ_&jf;i3dVVI7$1@{M31$?;+zEk_CrFRwfdv%tu z!wvjDHOWfh9g6d4R__+iNA2E&?pjv`JO4zQDG~^sV(x_8Q-0_p=Z}XyJaHOzPk~9s zB=G&!k;C7QXCUu8wm|rB3wYSVCwc!8@^QUCaZ1C8@9789S;t_%MEV7<fkS597VqaN z(dT|)uR}5sbeZ!#mAmuvz1D0x?`T1{%n?)!;>Y_KY6?)q!oG#9f5_E?FEu}zopZ$b zgB!;LSHOD;uKd<H3jWf4<1fJ@8N7Mmos8TD;{A5y6)VK);y^o>%dq=KB61c3C-4Jv zsslmS5Eo)vPjzFxqgq(izV8M88!~97B0e}=l4v2}MgJz>hB<pD`YgwGBp$ZFkCf&t zl<_*kl^Pixhzpx5qWV3l=o?fVD%tIyP+y?oyAFJ~DymLY?F2qbE#dnd_Eg$o%zQ-= zdKJk7j?>_szIiua%CN(J`W5+ZcwuhN<abtA;6rZrx~V)r<~4MtinjtEriN045AMdl zfR{J#VBZyw6uw&mUb7jLzX=0hsZTf+&5@2gz<o$L7rKkX|0ufdc>h9F?Rf%E+n+ zh0L;vjBLu@k{#JAR1~2|*<@rFS(O>TOR`CsiL#Qdva^1VzkJel@BO~-InQ~{bIyC- zE05F+*5G&l`35z?{&G*PbB5yY>cqzD$=ZN7n-6xL-$#8q>gG3b*jxL5$Gc2ZfXfF1 z&26wAWM*b3dXZ0v&UU|h9sxYBSf)^y!Tbc<r^1uKpTs4r)1BVHo&QLRqYDvF$#Pv? z!f^gevZ`};uCtD5ZI=PwPm5@4EMFOYH*01uetkv$B9dGA5BZ)G!=Lgn#NnD}|HO1o zLJyRuT&S_ZeP^Z|uTo&&*WwQ@UHpT5d7)D1E_hVD;r+SCZSaE*GD|f&XRM>e@1#4< z1cTQT4lCG?eG={ol$+=~`26e00Tb{6op~v@c$}Z+rc`az!a0V*#<DZO_dzAep1ZK` zr-9NRRnf0XTyN+2ofvudpBgRVO~l`+WyNziUzjGQEnfBBfj|*``j}Zg<{s`W-b#Ar zK(IACf9WmeB8yEmQh!B!zI)yDMi}shVenMTEoRKo$naruV8OXvqbDLfSl=bBKrv0! z0eQ?amUhH&KJ2J<ekkfdr*x>UxhW&gFj2d_K%ZKAo5vYT_@5ZN{C_uFfp^CpU3cdR zG-X^EQmug=@14%tkc>Ima@RvnK?g|*7W#Ov8~2=ioKB<#55Boa?0j$p>^<w)C0fLR z?1saS9x(#{?vg4Razo!*c>LZ(3cBMh{gax<!Dkmn#9Q3(_Yxk5?%=0+YTU~^55Xq_ z^_tE^Vt=IunT~^B*}s=zNSeSLx}SbGE8{R%t!Br;UJf{=!l&GYeXpyLe9qR1dc*Ck zjn)Uyl?xsg96o^ay4jrhYvee$WcOgt);P|6D)s$l2Y%}*(7$gi1)s^@J{$qPG+oYO z|2XW{JnDqp5%5(xE2?Wln6nfZ8=0l}*?}-1ux%On+<|b7GHK#C=2bo^Iqp-8In`{X z-KVJ#N9xA(pG}uL5YD-lj|U0hJnG&N$y?aZcR#KW#Nu$SbVg!3lOA(RugeC0!d%gj z;j8KUkWbQXdDo@KB0ilf5m~{$g=VjZ-ym}&d~m30)BfQ=cu^CU_n#BudN!RT?u;OO z{l(Lg>w~#N)qaa!;8o^(PG;}UpK(t%G03QgZphB{N}nF*`p8wD?B2VT99c_q3;z8t zhi5nx`q#<8<@HSPm7~|jlWXw%-)$L`9LQ%Hx|8DW_@ht2mV)$859&!R#y-cW&@cJS zLx1Qj@MhDHrx18L760F6iX!xYnKSy;z$b|}FF0g}fM=y%N0N_12jlgYl16-3(>u2r z=K~!~cbJA3d81U;ErkkM)bYGO5ezZ6_If~O@RNIp!-n*<>s=0n$cGYJTONp`E;1@C z7r}4jQ}6O=fVaG;_&r<+d+q$G^C1K4)Dr9)Z;Sfdw;?@c<PU1RzBi2EClUv^e-hz5 zb<j(mFX|_8zGCtUi46R1Paa#UuOaGwUP9aA66gaFpcyE^`wRphsO@usUp~!D@e~IS z61!5Jg}mF6jbfc2Kbttt_is@_*M22h6levW^8ByBZ}2%MWs1f3Pmv$AI{RJ#9+n>K zteu#`dM}4wnSehZ^;i-vLmXjWSFbEZKGW-ESxIpa=TH?^eqKlXu53QK&-oGh5bUi9 z?ZCg(d+D0Hb4B#x)qH)h&g!#~=j(2w4^H;H`zriF;9s2C<(KFKW{6b244ir}vmhCj z1->*kA1GFUxICAVnuPpdQ~l0fKE#K`D^=@G$U9OJqZ?0@L$8}YrS1>hi_L4$%mE%L zh#nE$?Kh3?k4$Vu-R4dOsfvgl&Jhb}<%xlR>mPU^;>Cr!Pis&A3i6|WZt-4;*q4^N zzqRaa;FYH>n&~DnZ*`nDI~nu6Cza3ZfA70VplSHREjNUD$d`4WlbK>You=$tfHT`| zCO7wC-S(V*{;M79feU-bNMXN~@`pFI<iVptxu+7s!GjE>sT;@OANnJM?A^FmR7{^M z0(e%rY`yUN4tVZw;jC>E<SD^K77_T~>%B&|UGO?a$%0NHYS_Px4r43gjU|bTu;(x6 zPWFHOgm>ebzS?ZIBmCg7U>Er-?9=|pgcEwG3xuUySVA7IuP+^)tBtxZnTb&n2kN{> zoVSzCLDwz5d_JfPI)Et^1<4TVLUziN)>zL(-9e&s=-Bs58u|<8pg(`wdUUG^`4=P2 zAC7GB1_?^Ko<-C*mS-kJa)DntXXLg~muqskKKL8DuOxHV^d{nU&eyMRnXsSPR=+b| z!d~y4AddJi75r8B7yrI)2f~}`eO{A$QSZ;EGkA}>(93QLrRV9Gb21)f<_v$iHfM3P zKFfh1@P4QD;Xen0fpK$OdjaN1OHVjH3&7l&l`revTDV7`yGo=Ib9YJprbS$aAABle zV-Z_$AhaIT{kn+vpM7gtYK(gbVq^oWBHSGa4zbkr&loV*;E`cE_dd+|QCHqb(*+)y z+POr5U-xx=mSw3%ovMpp!4UD{-}R8q3+|YAFvIWWw}$!DYT4~>|6x9kyNKu~)K%$j zksj1|jkuQgE<ou4_L1q+jt=sV9B$gU-8{u1EsC?$2mI+u#1_r0BVpk{V1AP?;vc{H znfrI47g5Oz>>v)=FSI^v35Q(<*AbCIAG(mG$@p6o^C^S!bK1ZMZu#yrkT-))8+3n3 zbsK%55h8?Bhy!ADwHD>~(4SMR@6HUnkaJ$w&O?4Nx!P;&<Bfd2yzzK3?6QROYGlMk z#N{Q@8Z+bpx)c-IWysSG`bEqnFu=YldAWD{+s#)B=yU1O=OnhWC`bvv=DCy>=7RV6 znBS2Le-Iblxoswc^`<`fJQ8-kvWNRfC-M+ZXXe#(YRm~Rq)@kG0&djYBU=X^ZP>3B ztz=?uu>eI?GUgwLm-3FvVt*=vUH3-n;eL<c_CE(Ufp2>RRi!YOE|$+pN%bo3OCvcx zDI9@*snN2>*}0fcaJ9%avJCgQl$~f70l)KCpPMS(LElu*++UeG%nP!bP_<D<US|1C zB?5Wq_+AE%bRyu4U-yy2_}Og~qmc6y`!waDD}(jUV)7}TM*dY;KR4ajiN32Zh6SI& z!%FihJf9!L`Om(zjT+z$ho#x6-^fQ2KgUlDfrmAIdTZ5%_|cRrEl`mPz1H0|$rU`< z?Xi(r5BS<};cej%#90o(>nDuvpq|1a_n;lTk(=x<;Sl^SSJqva8u3Z-(FgX6s6(hY zb6Q_J0DUfEx{C?V8$lG8$bx*JKJr3k4)O_$3p-tH6v&U?j^<M8Bfft>k!nrtKrp|# z&3YSi+P{?0Qxh;hnyT<S&7TMdLL;xNK?(3gv-?t_Ln8Q)eTmSV3Hr2okKFx3gLssx zX=;Se-{`J3%zENTkTrh!s__`+Z~45p<$sR8<v=F$64(Xp<DB^{+TFQV(L_(-7t_jY z%ymi7f!VuuByVFq4+g3vCV)Tn9t}JU`=O^Hb=CmR1=>f~vQVHOr%UhgfAEXv;nGLq zNnp2DfxOi0*tauI(a%mpm%K>nt#J}|+x(e%hYkEWcHqukG1OIe1QIDPLm#_2(<>;9 zK99KzU;V+WE|$5`?4w1$GW*q*eHXxgDVR^Nqd&*&eXvf-0`BLM*1Dp=hx+rIeJ4~< zClL8j<M|)rfbDii%-B2lg|1*P|4;Z=&76Vt2Kcy6H^X)KbNWhV`BV6JU5-@V59mS6 zA3w;pV*Lo&dcR&FzTT$gmD<7lw@aBP@BRn8&{IG9K@0Y7_HElndFdvB$DqO~)BPsF zWc|jr$28_DnovKCn{go6AF|?OV+Y>bUU(S+f9DwJaa~$;Aaq)W@j8X$K7oUu2Sz&_ z2z#VX{wGQayy&p&6eY*J8xfmQ^FGYi7w~i+#{1B0$WMRU#=R3oy<ggt&}Z+kI;ACu zeJOc;!~=dZ??j)~fw((CtQ+gAhJ20ptjf<r$a`1RSX6_s{#Opm?VhtZAeW-S0{nlK zBc`j3cp}|h{ZPjO@zw6Eui6#V{|27LiUU_J3!J>mIg9hhUhSTbv2MQ)Ekslze*XLN zs*4nS=#|kgReDCm*@bo+GVq<VTpX8QcI@`cjn&aGp^qTP<A^g}w>ivt{?8@MH+ak& zDg~bAF!g%H8gYf&uU7X^4$j$?mdu$bLHCPiKf=ET9Lb$>Ux@-=U^PB;9iL0$YD{zo z{DkWCk;*UDh;LcKaSLzI&v=zTJr18Q(f4`tBka`hL9)PcJP$>jO24)NaQd5lM2{=t z$}zbsmf#`(&RsfUI0HTspv(RVy!!B&5c8?S-~&gF6a=4#9(R`2cK2S3Lb?4snU7%K zKBnKsz;nobiEWdS*BaTX#tiTvpBE1l$hHCB4IHQpD~5h?G{JbX5BK&63!Q0&T`L@) zIZq2-^hc;J^&R|Q<InJ;{duTkB!>(h<-weRkSNl7VyO2FM4Witgg(|O<6~psN6NHk zgbRV+M8}=Tl0u=MUA3lDMcj_&x%bc;d~@02ZpmNd(`vO-EWt04r+-%_tXiXQQb>L4 zeLU)Vy)I0<`o`Qx#y=u?z@f5x%ceM2Qddm%HVJwL$+f!%4(Cz7T8_%5uEhDHlRRe^ zpcfmJad)-ApA64U42|AEUMFB~8_oiKaY5~FY8-H&_*}#ap8pi(hf@{V&>tU!xied$ z?i_!wkq>^puYv#JQ~1Z+_51X#&%oykf){<KV3$W@XidR;+co_kE+GFo_8?B4XaP7c zU2Zc9`;+9RQ!a$PJ$sdCQGxhJe9^a-0sLgrqjLNq@Ye2-)O#{t*x$W9MZ0s0L*qCS z(ECTA=H|+8g}&=&ejzynI`q|KhCX@<=+2|(ZXWuMbvayX@Olz<@Tikv<P7Qs^SR3@ zu)DmO_ZqKI&tcxlK5fhleok*8tC@g&VAylw%_jPmjP_)kvLL_T2;g5qoF(DoUf8jB zB6KAVyt5w$?w_IXyP<)4XQ*zBBoEHFUewgxUx9net}rD_VjsAT4|(b%Uoh7$cR1+_ zUH0`UU#)-W$DwA67;M4$WAntaSI84SyI$z?vjs0zZ2M#*g?cc}ap(Gbh!_2(S+RHy z&68BuH=!>^NlScu90Oe~DO=;@Dd<ekIXT0J!S^j1{mX#EUhQu7lt0j~5_&_?krVpU z-`i!TI><ANG>N88K)1M6Ilxu`J!xT0q!DprZk>Lq3H<6nZ0Y{G7U;H}Q|#-15C;|y zTC^l$zC$0ohIux0DYqX5J+#2zyUY<U@H73DRB=)y>fWd5HJP4*=N{0`{0}@}K$pf~ z&l%upNjbxlQRESq*xwvj#ya~`N(&=D<r8k?dys?rP)nh|N)`6?q``J4>~J+{xHeV_ zcHi9DSQZFeAKKVrT8Cc7$INAzhVx(&f``)aKFVLJdjG)w=l|GSa_@(pA+aw-5A}kU zOzjd~tk><=bea;U(Knel@^_RRcJMbgfRY<|*qfldDqZL)S{6zcC5YQMf|?%)qfV~7 zH%111!w*)!7I%TKj{M`fPRfD0xXy@l5A>GfZEY%f$Q!zzHMtNl|D?3tZgC5IRwR=^ z{24ra)zWi|B_I6lqLA+H{L4WP?~5c@w>^B<PA$PM*~qVPN5kJ8e(ShJp?^YaF=oFj zCvfSaV$@lzy9>9rUq!S7;bg0~Vb~?~r81l_GXmZbXx>Xtx1%q)`?vY7&L=M5p*9Xb zVXAc?KlTIq?EIKs^l#u*cU(s^@a^&Jw3#vXiKp!CZ1Mr*v6>z2x!^%MW$zk4Vn1(x zAa@$y0<W2lcGqP^-@2t0uQB*Vc}|sC4m)_d=AKk4GvK`6)O`&Ge1E1cDH%ERC&kH9 zdg;LqjXsIYqCX?;<^D9=AmCKuND(J=Y?g2F)_m`9{@vo`DM5blRTuH=C$WEX(`WpH zhJhQeHd@SdurH>^hQ8-xZn(pR&b(IC0aJ#yNmcQClP-1{=u;7`D%T_0p>H4VyP1Ck z^>Od^tq1sCO<OWnws_t6gB$xy1Ms;oNw!3>&YV$+a~-hrewsIYg=D~;L{^vgA5qt_ zWgTu&gdK4(Ty={<d|;)zcLwYJrMV~c0piCO@#*c4&+z>`icN1IuQ_=?hA(yn{q(0# z`z0ek7(HOKX{3xeM?2Mi`X<hS@?Wz!3;ihDZI7=oUhkaLWm*ax-ov&1-~jk@Z@_sT z9pF{LkAXx{5qzKUUsC;uACh$qCv$-J$K8Ab++la4Z?CgifnUZHmkveN<NQ_^jd}&_ zD&Kvi^SmGCp_fXD>dB*zD5hz@Z76iY^{$f~lh~I_+H{fNGuH+?2$qPWnr-n!#a8%# z{;2V2In?z$&1kd0ANT8T2UQ^M4X95)dY+9s*@qLG%2+=dAAe^q#FcX9SAVF1E2B^E z(7!}Jd^cb%jl2|ndv6A*J{rR>A1&UezJYlf#VK7Zy*TeHSV(gTI_3NBB4_0+@Uv}q zYESsn@z$9;8xqL(jy8nHqK-r{{^d>SdwdUBg4YK4{!y<4mr)wz3-sy3_e~I2KUJSS zdJ=hfxN3W~2;x;IIa?C}_qCBXS22P&D5&$qGWa_Z0_OMV&?C<l5OCC#`w#b^{EZ8W zfuFokk}@~hz&x^!-$lFkMW@k7P6%8?9YEjP@XR#wE6KuY5%@>GNi>nl0OBOu*kyTn z^vRs^D(3_rReR0rvC)h?h~w}f7VM9e1O07Y<k_WbMB;1u=%f7T)jTc(T$eKaDW3~n zeLmFQj1BjIa4BxTuSFm0pll2ye$Q6OSAPQWF4j5Pt7Qarpu2C&2PL7y_RJQM0bjn4 zlwX?XMSmno(>`wSiGtu>??K?pm)w6{o`|EWos0u*@|X{Fu_r~&3wgn_v}FhQk+sNu zQz}2$S<Y>_#7xxLs%mQ(?qFR#R!6>IpVG{TZ$HI4|9!CEG8DMQQyDh={Rz$u&y8vP z8b#e<G-}cg?=Rd*-OC03BeW^J_NyB_RcVK#dLPzbm+__kIh=#Gd&DRYUVXGAxy=oJ z@}9Wq?^9yLZ-tT9G2l5a2EoyshzHqXzQyY<xToh!5wli5@(Hy@mm%cWggp@n(bniI z{wlinKdd{EY@J7xD|8@U*@;Jms6$W(3k}SmPVIM5xW)?Stj))Mcz`EAE)FnZ!TbH~ zcPji3>oWU6_P?H5<S`-+N6hR{&lA((@I)NZ8~im)2A(b@{BfCU8+ric(~TVL1KB$7 zI}ybB6M+oP)=Q{+GVmod`+y%v<#CuG{yy}f4l7tie9`A-Dh@}TPH1U`@ECaf`+n8a z3*aSVfziA7mQ6qPCSv}Ea}xCRvPB=jdqtk#Ig^R`68rv$cEX;IYK1;N;)FP4|4@Pm zd@P=U=d7g`^onIhjZx?n#)0XriHJv}(oB{73ec%$((d^neya-Hxo1lcy{Sd1hoKL3 zZ1aHAWR~djnV9_ZXdUa}x#_N;hPr-M+)5?lby`$rv<c!B#pR)IKY=^@oa0<1?xEh$ zq|SRt8#=99x0e+1h<|+Q_HI261fPwZ>R-5D=<4&ftrpCyWR|0!JpnyJJA=2@N*wE# z8)R7u9fGK@crR}-&PlZYTmB-1xF9rdZ*&aL%^vC@{TF%s)5jXb{Wz!l+|K552loG% zan1|u<N5B`q1SkQ?Y5ZcKE#O@x^GX+WuOPhzZhtlgzokytlt_qDrsly@*Q}_E}Qu3 zsX6K!qY>A};MY!@LC$Bc?%L6u-}FcL6JMOsR}1v3^mUz{7{$KK$y}%de%3pxh8-B( z?Vt5IRUi*P8oXM<GLQZa&*qQcQQua2yS}!8^ADO#M=L}^(BIL;c6tDMhFZ5xUZDW` z*wozYl+`gOV2UFokplR2Q{%U^D0ord-zZ-2->#e(=L_rT3((k-XT>=dhd0y1=HOY( zcWiDuO2Tf`l<wKg;r?_5>NoOu?o9KZFe%`Hc1%#`Dd0It3a1lK2>Ml}Pm_N~{Qg2~ zLssF3co6?7y)yuF5Y3*H+3P`Xh%lhJ1f3-CxKNuUa5^k1{%UqKbhR$I6!R0{p*m^j zb-1w}=gJ>tfEWArbsx!`z+CP?L+3!mSD|pGn{U9^QqCQn+MWMba6hXd820h!T~X^I za4~(G@<=q|`1GNXaRztb(T}*C%Wlw<r#rJooY1EsK2CY~68egI?XM;CBED><G>9Re zuC}^en4<vw@58&e*PQ6X?EUrcb~DZsZcTarhq$HHZGI)D0rLS?-lW8gfp?FqTzz>P zb%skLB8|)7(@$8;-^Ag(GQ%dPJMyxSZ})ERO-6m|?N8YStoz5?E$&0Wx0?bDcH+Rj zZ!uBp2_?{nU2Z)P1`nya<Vs=%o?LQU$1(u>eV{F+MI3QA-e$An^(@Y}v@W_8k|3YY zNyra?J<8A&G$&Oc9}D<x_z8Bw`iG4z2Yx^%vMwoAjC)QlBp?1y1ouyVwiEu0e@~y# zeM$&)AQ&H^sxsnqAhgq$ozHoJ`h;-mxbiLV(^s!9C|pDSl^IJN^A^u*Ll^W>8=pIN zb3-f*`TG$aOTH_pGx4{ZC?ig#G8=qcoj~7=;^Yl|@GAG(Kq<fDc)eh`WOx<k=TjL6 ziGfe&JElKX=|rChDOG?X^rU^AlB;dNRaTnuac1CCx@Ek{ub-HQ7E0;z$`Slj<njY+ z;0@1y(>NV(<PjGzqVO5|p`9HsOzNYLFPK*6UBoQ{xy0rznsV^MswUST520V2+#_5P z41Ru4f=Lr`zW!RR*d=N7EoCMjeGh*8O+WaRGwhmK#NyY42I>-uH<u0GL&vhwX1fYM zQ2E%q!$|{Ppiu4P3BUOssmRP~g1%#6^6iHt=p%0a%1MjYMMP3h34&LS7z>>K;}0C_ zm%GS;&(~-sEx+|1&nd#in)?NHVq*T9KTWt-l>cN7{Sf-&!@eYJG{AoojCZ1Wv0o20 zR4!CF5cFuzF8kIx5af;84%0qC+;~(W^%QYt>gj!w0PHtg<=%l2*s~_LN3`i}^j%E; zK5B3j{QYw37k=QQr0@89PUPvXqpuhF#F0--+~JLeAMCBpT$@XUf1Itd?X5<><0sc` z4f`uH|5zq02At6fUs>vf9{z@<Al3r>|Mt>HA@CvkZ>Js^<9Y5_lmGofigo&ULp8q| zalwRD=}sN+%c)OP4Ls;DyC`WI)~h_I_vzRR<oPpQ@^*J|E-Kxu+#(qB)Q)$=ksJYE z@^ob)-jDul0?Cn3<Zr25>mi=-52L6{N+R$Jv51YR=6%pTI31Suz|QIJ|M??33mrV6 ze!o>1^2wtPkF}kkx7tqH>Vvo09I0rSeT{XW3(9k(hAuPdCH4${NVs8Gr4Ii5J};X@ z4ePF+l-8+~xjSdR?yv@Q<aFZx&_=}Bk>`Hy-B{;-<Fhw1BQS^6?1)ez;(=EBe2tF- z)~z+S^Fa^JJ&=bEJZS<Cs#p)HME+5GXk?aSmv7l+B<;>meJ*t{p$ht+H<O7kc|Ph5 z(^7nEZQ${2?h(850XP5T)rtC|o_Ue;t}ecp@~>;bC8!@<ZtvMoZ?KzRxMigt#B&u~ zCq01rW?SDGMQ=Lr>StT(?-1WM_|FcM16LJW9C&9Fz*`@4=&AtEo-STg%|%?WdK9dg zU=7|F;?Qr{48Jc(3tRpHKC${Qd14Lmer-8F59{Qq-_`7meN7B`<5HA~xFS745j%(T z7cMuB>w_0ddz*Or&fy&T!0W7k#K7Z+{{%k*hngwHU3?l)M<cpu8L<ML`rNqfQ}pp^ zKbwEiJB0mLvYGgfyziya>Fr;((AO)ypUuPm!j|Qx%7NpiLj7*p&{>N;$!IUWz&<Gd z`0~ON`4{8HRZ;L&ztk13#CyoM^bg-k1V6f3DR-$~4tz;GLj4u$(=nPH>SNHQ#gtn- zF9GjD?32@X>&<fXWp9rMA^u+8pIa#e+{#Hvj(QF|-#F3wN*2#8e<h6G2t4}Ri2qzU z<{~$?L<nL1bHijD8FU;8ufyt?41r_rHzZsa;9ts;FZ6MDCL#AphRLPZ(EILvVj*5c z9(49+nF{zLGbXf(!#|X=D!KP<p)cBg@8wb8gU&(k^tu0l|MqKwWBC2um3LjkrKkrj z4Jh3Nj#2KIa8zUe?T#%(S^dL)O+6tH!;biKGps7-p>K;lK6`u!dH~~R@o_`U1D%xr zk?oB>f`4Z3ckeYgnjUeEJ{$M?Fl^5RAP!x3nln&^KEk?OtwA{e{ZDE9Bn5siq#IS? zg8h|}-5*2(y&%?qao7+1ux#1>s%bL%%C=Nu*p;B~dG1>iGJ!7nkB)k$5$DyyqkKXp zG52J4&%kCIcxEbV>`O(|7s78HSujOCpNltwn-e<vR||48Y2a$b)QSo4?c!g@V227k z_qQ=-AyVM9%j?$fSm(aa#YD&YabHGGXY2VU;F5TU`qU!whNCg=M-y>w?}p0@RSxJW z6fLA@!GB5w$i9Atu78x0Ln$!}^>$LO?x-vHesaUHr~B}CA6X;TVV@gLGe?NwPp#(< z?fs2-&6&>F6qJp6&5GjNoF({uOik48+zFB8W-h_K=+7r{nC-Q~_Y$Ib;)1+cdo;r* zhk(~*&j0EdfqyV(T`lj%y*W~K4C(kh>Zxe`%w)uY79vLf9OSbUO$V2N_o33_=a+wi zZ#>k<WuQVHuIg>`svYYfamS0p0r=Il^+i7){e3<sO>&wrw=4K4@vnF2N4E1^naP2k zvyxIVguGg0Q$pa;=Uw}!tly8%Q%VW_&VLR#5;^unHxT-qLDy}?!{|$W-(*gT^*$W# zwMc1&I(Dm4Kckcb;l|@NB|+qKe4TyqY~VX1RgX5#fKSa+T2ur%LeJ*8d8`V!#`$zn z-{v#!%^+P2aNKeveDe=$J`G&^7kYNM(-b<_Y9O^g_-TIm#=mIbTfiUs*WHK@m&vK< zOa3|#_-_c%y@^G>XL~&)k{IXh8~g(k;D6%{2P&7dz$c^+_ZG0Co_yP4sMi>ADIv-3 zG4{Ds>ygPpBjDaQ(QazsdjtF2SLIgJF9iwbg?mtkaGB=u^9O!8%N3Olpx#<M+LW9D zorGG?n-u&yx;yIjA8O2}YZ*Q4G6fy*P^&LXKk}^Oo53&Qz=z)G`M3gqYHKAwIK)Cf z)%^ZSF$Mg$^dRv;%vIE$cV#^I9DNHq)T=JwQ5vtsUcbTTXUyJschuXFu*FiSvd0a5 z5!!t%N3d?w{2^YZM3_gRZm)XF8@i^}`W@{I=&ITb9Os~~@>3X!&*F7f;bWH1P)DWX z_UZcWhx)UAQ;C|ZBjNO=u*QtH$cqlJThSY%Pj4&U?KtrFse0p5K{(Dsn`Bw(SfIbc z__n0%LG%eM_g_8+zN=rhDmyuZKF*9Ls#hu4N1X@Lp4Xro3RVlf!#av>wk1A*y)pKP z<|r^gr!C<yclw0akxngGV?U36dh+tVC~%{{@IOZAS5@6DwK2f2fHd)yn=**c`X8td ze8l;@i+z69=fP+9eKJ*j1YREB{cQ#NX>PjY$9x#|n)yE}QQ#*Y#4{XEi=h|Y<t*#H zjlTQBPTreXUm8i3h!xLWp3FZiF^=byDYJ_QZdunoCJ~sx`@3!TXYqh1sQ;ZhjJSP{ zQPMrI5$|7T#<T<b_v4`FdmDj#nw>q~$Q8Qmy=)!_n%#WBkS7=Zb9nXY!y;XrAHCBO z_SqHnx4L(C`_N}YBuH{H2z=~)>B$iFzu0%4TZ+PnueNo3dvAIHC$G|sw1GdZJZQVg z13w_XbjV@%-U21+lY{w@s4KQa=5dNcKNTpjBUJ@I;yjq$hxd01Y1lIRiaa&lg(Q9$ z`mSb~7&G|(f`SpP6yp0V(b!T_C;H4hNW^l%<Jr@0m+aPCxSmL@ZGz9=%Ky;b>;j#9 zGK#|(IL6Z*PqoAZowGc8Aqnf#ujiJbAcQ=MAXwnBhIsxnyz3Dcbj~Uv>G}lJUzof2 z2;cF#GYJG~;99&-@Wc-40X9v9X*a~#-)24j?6JG&5sMAafv@(JO0un;LtN%57Ayz8 zGynZ#Pmj7o5A&d)9&kU9o}%s-&RL0M8nX0P;e5vIWi9U|^p`2GY<hkLzmi^GJiCqa zhf}?$nxP9uw`eW=fUZl3aq5=Cx~Hbn1$Y3D977G8s&650X>n~!2hLWUH<nF;9|cUk ziS1d#{e25<2VdSmJP$cmNuvq9Kror09SdIl>tmeg6Vz4j*VHv3{sq4JR(%)iYtc=0 zy%;~;zu6Y48{ynSw%&n#WylYIUA{KXfjKMJlbS{m2Oq`0+5a4RKz&%2h&I;!O3z}U z1b8)}$@DI{3V8Mn#r<d4Fpnzt(zyL;%tv7JPz?c&Py8r%lm%}bPdc>4f^~Cz^;*4E z5q1189)?2bi>S;U6wr)^9yn(FPlFD9o3}nTxp*Q!);2qFF$3ogZfj&l+9MCXF<jmC z6nR{aWXO+g=zbQyJq0qD=l1Iw@7X$>UsBri+QRw6OE*gIFuz7z6-~7J=Z<=iYnuM< zdDN(It1h><=r3jp9Wcv5{W<Kx8!nuO@ME7TmS0ETchYl-9^`%O_V4P-1~K>HA(zPr z7rrMasfOi2{J)+<C9NKG(6T0Fa^TcNr@dRDF6u`Q7}%6xA1~HL0vwR9(v%(E{0O_5 zuaV=Q!sp1%|A}RVPUjlUxBeS=8aT~OB%y^ou_=)u4RQGIaA@(=W#I5j#)Ed(!5{hL zqACrLN4#u&)Cyky*JMjhvjTm55+)S6LFk8eI5}}g4RLi{JLNX?+P`E9vE4PuyQw2~ zTtZNHQTSo!0$xHDeMNV24D}D?#()~|Tm5U|hZ>-l1)bcZc4!rG{iI{e@fP5BDP?Uz zBJ%98-)X$~zUHNAG3EHZe&GAB8M(lV7dCC@!5@uY7JRni-<^|K=rg{8c^kO~E0WhS zC-B=|&dbKY53k8#sRrmsLe;WN;9m!(TB5XQun*%+-+tkB_D?uH%T2*!tM^V^OUL_q zH^`I`ITJENn)0VN@H!Wpn=3z{f3GQ+<N=T5yy**5F5=wenQsyU*xv^|m4vraxL<Kp z{wfFXa;V{ngCZT`(|wNo@H{*Z@zAqe@Vi2Hk(yLf;O9(AM%Fmu>4C>KdmWG$b(riK z!TQ~Oo_USxFY5GxilSmzS33XXcFJn-7w=7DFXZ>_1Gx_m*CLLM2)iz0AKlL0kR8%P zKj*b1n=1ILGLgYZN<H+^)e|Lb^5B2LI|oOArz*d#%!h!>%K@(I{Vm8NUQ{rrtRwC! znw6Wx;CX9oHUDX&KGQza&EE}vR52Lxf(&+_SuT(OUbIH`tLr@ceJ!yjH4}MS?w;=X zwHfqp7mSYRqF+`0w_~Fa_LtXjCV~d~T-B8qD>PVlH(PI~7|f-*{quI!?!A=CfA2Ng zBVQQj7kEukguJ&|FYX`s&J%`LGd!3F{!?Sk*rFHv6PI+=9Q*#$VRYt681P0-PO!fc zbx$i#{hN%=(7DiFhwt?_%VJjK3C?}V2@TH&!w)S!y}s1}e-Hkc`5+o~tnN<_9=(L# zQdPOJdKPmEM3bJG0e>_XM`<asFRy2}uaJV@#Bl3vGrob{=9}IU1fG!}i8&T%i#qwi z;(L5PuuqqLB9AiBXMLeXdG|gCjT8>CIp9eg>$wzaHRxg6BnPCizWSqwts0Rpo!O&v zd-wgmWts-G9D@GAd@0i6BKUj6O~KLv*nevqgA(G~K815+UrvFaUo8k_#d*uSk6t^4 z%i_GIlAYlTR_K`#vy-AEc<xmaqAxMPNwU1!>-fF#mlrnoIB_qG|JsVtEb<JKDR~ay z*Hzc|7M{DhDUUmK1ni<oTjjd>RXl&hQm$<a>{LJ`fEoODvLUlL@Cx!{wkV<^6XeU6 z->z&=WBr~F&=O<a8QKez)!+w5wO`!#!%u1M{hKiY&V=eH=Ts@|cWG|h7zx(3OheQ} z3!hh|6RpbzoaI}izx)(>Vc1!}4i=mP9(>6EPND>P0!t%_H}IsuU&Zqb^rXA@gWlZU z27k8MufL^&@57Uo-#`wXxx1b%7V$#2N7;k}`HUKi+A)Iw+^4tmIB$7B>@z_v&JzA@ zI5&EsSOa*jOCwdB4&KqF{<IMOPq|<7_0}ljg|Og_zp%HXB4V<Y4LBc1^OOH<0{Ec= z+nppo@Q!=j6>Qq@6NViD4^PC4i|aQ!@VQg2C(XUFE}VrA^VZ;R52psA#w}sDlrpW> zvd)D6CfI_lz#m6Rl5=u!uTNNHy88(1^|~oZl;jQchrgtB^O?mt^dS!=zWeBVpT27Q zatd|ot9@2iV6W+HALyS#FUrrUQzW3?AMNtfmj`y;_8)6ozAF6HKefLi9Op(3YpA?v z2VQDroYqHu;+ESX#Z35{w)Oj}#0s1n{lP{$pNBfoC!4#Mc91tKn@thbgEwV89$i}i z&TY(+)~ur5eSUj(1@?Agv)Fr>8n_`bFnbR;z9iJb)QY$<POti7)gAj$X@Bs}W2}po zl=fl74dwj9S(AvvxruatUK=AW#6C(qPmcbPl)+Q13yuV(+Q$x^*O0d=CjSzmhy93J z4KM+hIPN)RYhOnEqS51v7XW`9Rk(6W6zAXtv#uOPJecn|z05U>{5dw$mTVIDHag38 zxo&|kc_p`0WBs4A7W(P~*FrS1v~HkJsQ!qx|3oe37^+vVNPs`l-@h_ikGzXzeqT97 zDfo89uw*89<jU*k_VYW~$MGQglY{6tIGk6pMT)-Q(qCoNz_~wjXVV`7cMkeBSw|th z?06noV>SS<vhbCEvH|<MGcQvKo;1Lxlc?&2^CdHbCU@Ro-H7X-@A(gN0d{x`9Qd6H z<V{1PT$#><!|!}NmN2Iw{(j$*9dOHIMz5{{aU}HkS-}PLGwGjG9t?IyJ{dXu-vRht zbh<H@E#?~hI~^E1iG0l|i0XoDGjz@q?d-e#Z$5pYlWV|}?xwi%Q*P*6F{RJny;rW= ziF<*-g+9+<rRG*voMRiWqG_W?9>TYDS{wevp2_>mdKGnR6867YC(uvJMr|DN6!Cw= zUv&=l#aHv&RG<>`?-Jks$S4EP?>L^>kNBXvx23I627Ptu>_s0_5TD+vslI?e+<QW& z(E$6%|7aPQ8V-MTnc86jzQttGDZlVQU#JwXCJk_9)q=G4HRg?Uk(a!+VMILqN)fx; z-=$A&+dgCm{a{9-j$#wMyP$sc+IP$?sHyPg8if7-6#M++J?0dcUuaW?-;l*Q`|S6D z-*z~@@}Eb%;F37N2fKgk@V&`04gErF$?liK!MiRQ66XWQmb#w&{k4L6%)Vp1$v8)9 z*m-j%9PdB<@~ebh3gQKg{>UuifkKg_-vM*X2URAz91g#|&=;TIErve8QELGeeE-a7 z>2)n`;F8F6<`wH(geNQyOqVlIKW1){I)&e#*vKyR#y$yLvhT@}#?L3T#%B$%uG$vw zk3_)kwV2#@?@M#|wo_P7h4bp3;yw)Eo&B?NOLy$xH^c^m?1tdM@~hmnz;DN>{T~Co z!1EQydPiFk*Om4i?@@$5kp0Tst?x@X>r)*+h;uAqMn|NZkazW4eF^~n^u`TL2QkBr z_C;u4K>THEsoWl60-lG^resrMzq=%Ickl1CDlxymd+wf5Ei;)Fd||yW@<Y`O&Q<f) zF`fp_&c0}s{o{gqOo__j-`wCKnb$7={R{j}ONzM;zb$?KTJJ+4>fD{y*YpsN7PSK; zg7zR@j_xp6T7rj(f3$Os#<^$41H6=d$RFG&YgN&Yu`$Fb5d!{Dr<L~nh&Sdiy`n9q z!2h>YH6Qgx-<YXb@q(NJ&P#qeeQODNxyMrEsA>Yv@mCU$4<@5-QM|4!1-?i_ME_9} z^~IH|VkF=90uQ|fmO3i%yuC+01RMeGeJ{M@Ck%V~q|!29g#NAqt-O5T_V+Z}v*U=P zYhTZKxg7_-333fJub?jdSL_pG80=Xk)!zf_Ag6qZ_84B5^Xdhq${paGFgxQsa6o-V z?ON^v^q4r>qC_3^KMGkc=sP3tNOwAz0{<w#waP#ToTDn3DoRD%GE}77+5pbbhtU#J zb5SpL%1LNIJPy+km)|~vIG+3{QyBI<vT*WDtpW0j(^2iQrobVUye{&S$VWxCgX5M^ zFP_|Ia<&Y($t4?~ptC!VTTfu=1$f-k*6AIb-!Tdm>1c-zTAca5LksaFO6|j&-TR`g z4qGbt8$%yw`$x|(io7ko|CXZx?*Dl^IhVPPy7cH>>Yv!hf*)tH(%^5sexJElz?ZhJ zJ$f~R_}-E6ZpZ`oK2cK?c1V9l9sI_vR_=c|zcqK_G@B3X^V7kTU3k7H_ES`fz@>+2 z%IaT%JF|+y=MtXco|fj0il@Na7T=?7_7}0w)dL%XzR;Q95*5auMZNkbwbKZ6)k~W3 zGN$LjgZvl=UbW%>S+?dKTwvEtmI>?p=m%|yZlJ?{ls)??$_d=KHfc%s9sDL`8Yirv zQ$H^qf3pXES2>%MfA1#hZNxd5Ym3mg96l-TWC6cgZtm<y+_3uXv~J1;p0u=8+=~5~ z9Biue0M13n3)ND6L*3{x{}vtMN&Ir^TMF<q1~Z}$LA2oUVK)oUQe%#+q<a++{;k=c zezG3#Z>46f*BO9%Kd%>Yu|4cihhpf*dF=CkcBv1@iz&`0Po7Fbek~r7xlw_+PWcDZ z1%X%hZXMM-hV}m3t9<s`CirpL%QLp%AGbP>#gXB4H4jDfiLN3KNm-;+gFk(D8W7i@ z0Z*`@()0)g-}`hrIT3b|TN-mA-v;(2_f93q5_vL5aK9$-TcCpXp7<s3Ju9~;7c2a` zzbW<}bT7$=7b3|~N1Gs?NnLGmBt%*)bY%cnbc<d!u0p>fHK&WPIElP1t9>UL>o7|% zG!R@4{l1O$oe$oB<MkMGIdsFKnzw)1X@O_+VZu^pke9V+v+dr0b}KK`NbwPLRc?t6 z5#USvMxv9YE9$XtpROsz;v9pbT$kY(&P#rwu+~8Qn)d%AH5TZEK9CxxP6j+*nq%VY z{$2j8@Q@gB$(lCsoDtUB^V?0?d2!sEH4*SD1NlM3DaDOLHkdb1#C-h*_}ZeL<Q`H% z=t>3e$rPcJUT7wFriA~nn(B5Xjw3#AO_uwV?)K@CTUDTct>g)fO*rg3)7F=(418)y zP$wxH`xI1t%WW$RI)qMjoL>$6@6Fog`%mz@T)sWm@H51DON6`&d{?yp4-fE&#>P># z3A{h~r&jy359s%j-Vlu8f?wpFax*&wesRH_wF5dV$>qGGU$E{MKa<nN`9r@_si_D7 ze@$0akg~_RyF|Z^97I2hTS|x;u@>S+&^*&23Y;hZ&Fbf83q6&nUV#JaXQcGL>4O*6 zaZ!|u;0BzJ%`Yj!`i6d@e?NnL`LZCtp(BfU%sMbT0e)6ZcK_LP3)p#Y?YjqfUs17G zD{T_++SHBr`@rKgxHQhuP{5zgdvw2G#B&a0?kf+1--RAdVFq5Z2HU+^1b>@2?#D7D zg!Q$v+0o$y&QD&vdJ6Af{$3_#_rC9Zir?kRfADvmGCxx}fNx(<rridw*^!D|@5?|w z5}b5CVh(Y}tbkU89P{EB<%uU)5oevqA}8OW@8YcwfwLa|5%fpdwjcW~_V3&Q?1N!O z4CySMbF}kQX7FL;LB?M9CK1n$<p*4SgE=XGLe0dUA;0(;e8unO0M5fpO&L6Sf;x@2 z=uj`}Gpy{Zv-;32Ys81I$e|wmth3#2SP%W4W)FP)_JHT4+TJjIj5-c0UEuCH=AEW9 zHK(Az8c}-uh^2xanjYL<h@YhuD+L3eaE?dM<cKojE{USA^s|SsZ+AE1Ce$q$?@y!? zyf6p6PWtC>;8AFAsiP(IDR)ZsvzF-7@LS;)O~B`onbY*1L)?&lRv~jR61ceVU_c){ z>PN%N59F^gM`pMuy0ZfLwit!?9!}IZHW;RU^CQ1J+3WoZJjvsrwqgr#=x`w)<!(RO zzj6x`177e_e#3!i5#Up2hUqreOVNTOmox|c7%W>B9PppE1Y*H$MfjJv)!fV^aJjL4 z`#-$ynp(s?7U<U}L<j6Aq;Y?l+wl>#E$s7C0?!FG@YC7b9i7-W1N#$h-b(oQ#3h5u z9mFG19d_~%%o)v8G982NvFRBiyugCF1Amm-KOBcYm*y<%!!O@bJ#XPJKt9zQ%XvK- z{f$>hhRv})4_qH7$*4nr8~>`wjo+`m(_|(Ao~5Zo+zWut(N_ND6fN}Y`BJZccCT>0 zF_&R!6!z^=k9Jnzi^US(SK?&6|7gT|S}AadGuxg9yytwdyNwa@0=jiomA?z%3C;_y z3A2dfH*?fk@VW?zmud!B_wRSduS-4yf1{})y6_V7A&Ufi&LR$^f9nkwUqk*qMR)NB zc)o8P(>*cdcgj~|i0LJO4-8Zv_Bi4B2A}Vg0GFfNn6D4=fCotq+$ZiszMZ#us~UNi z^dnuP0>l}c#xE-@F2L!Ep|f+%;ICyu{^z=&lSJ6=U&q{fuTE*hoCnYivT4Vz>wvd@ z9=~+20Qq`n(eiN%^tGCKI=LYaj5m;>Gy8z}?V%tUa1(kW*$;ukTD$l|&NqnH-T&Zv zmjiw=lP>F~843TpeQDx4zULdF_*2afaSmij+_&*3&e2@9V6KB-mlVg<|Jw)qJV#Ww z(1E&=!qAE$@K(UL^t|v_%pI`dIdOF_>QVdUzT9O&UuNL3u*(YYlTM|hORT$n#m-*k zsPk#|zf9fINB?_R-1AZ3!PT#(Y`N3$hYw>h%cu`fO=Z*1^&t<R2_5wSZ;k%2bXy&M zRHRfCQGkC}DxGmWaRGL&A@jxiDC#{9;vEacm<Mq2Z|7GT#J#=o3OOx^PmkgSR>2!y z=QNRsPNDDef`$q?;*!DvNj^>B{OY#=p4w%ce{TzWY!{3?*kP#27Pwq6^T0FVKI~bf zvs@SZu+cy#D1&;y^t=vr5Y~qfq-tdeo%P6R2gP+##A7!7hvBfxW?Lc4$?v#V%=Y?Z z59XBBxzJv5D%|b6xt5%6h&siWTwevmk?l{@|0tB53B2*OM&xR^&qK=patQd6^6yd) zEyU@cXCq=%VF%M^otv91QQ!Y+J@*FoofrMckO?}fmDKkmOW~N86eT=U4LdjQ{b9|6 zI*jO1<G|p<IKMJhYH_m;b<~KbHwF;D^|D@Fv1G$JDRJ3kdnWX^3?5v%hdSEZVj04Z zdYlhEXI#hEf&PbVDT}Z8d%uMMZbjf*XH7jH9pcLk-}12Cxw;`CEp+YJClaYc8HM1{ z$94SkE3DzaUnX45VgII1cQS)6LDyYOsVANX&sr>0E6PM4;#-HTA1~2&H73-~13bI# z`RS7n^78QTfJfGNE^CT+UI~cHgoB@-6pLZ~vL}7~Goa^guPADP&+y!j(>snh5#;30 zW&Ic5FIbYA13$}&^c!1%7ws&%!-k(x&n)Sx9t1Ac{7ND%MBYf%+4!Ojyvl(lo^O8% z@a~dKVh?zf<hH8rS1afxF&DS4X5rq4xkpu5z^`ogSH(j|(Qh!ryy5x-dThIr@MJIU z4QAgzOpNdCG$(Z3;2Y}H85J%EQBRKC$eYVVJtzE&JD<V})FTtFHu9psCTt<%#<C!I zX}A~J4Ayxk>$CS6#PyzQujamBKaL&M+;<1{O(6w)uWd%e%hMm;t|LB27+yW<3Hxqg zb*Ak<hVv=LIlm2;asFqCOnVA>Mj?q4Q;QV*ri(f#5Am|%&3Gb7HE`)3q3{s$jct#x zhEgW*uKNKC4B#n)9~J%(xbeLS<1?yN$g@MXuC@a2V*lnh&4Gs>({xK;KwPm*Hss)X z2VR=6A+819WBK~K@mJu#{);B5ldsSR&_wfO12`o)lvPRXhQ1D}z8nwihk_G>ib+56 z8&$QbW{+LHnb@eX1iZ3S=&6|>>NRR3oVo(wv35no)U4o3x8`P(^`NKSpQo>4hfXL$ zv$!+?zU)#JKfHo{{VMP{;x2UZ%K8_LE6~UKgq@tAe|-4qROSRcc&9>Im<>CmGF%p( zg}#$TN*>pQ{pU-h-_z)gIC;GH&;i)9xvv|6>pSj4S<+n8$2v;bW*)MZgKm_=BOj-U zI;w3K;loYL&-LsW3xLj1Jxujt*N?xGoNvejpN~>=AkD)*P{gWHRBIsaTxsZ@Ks;u( zx#2&N0J}*XpVq@ZXGqaVbpA%2d5AG}1AbZ8!8>=E6*^W-<V58I@TJzF!@If&(O7_| zH{wqdk>Xop#2HfCZ?(MGue0}SuN{xV_d0N$?J?rF#KeDl*5lFFk%11dUi1+JHvNo@ zg-+k(O&@;)c2e8sM{^tcp}{d(ssY@u@J=&C-v>HKb^%c};$>W#RntZ{;=XyT`v`FC zG+k{%G2*LD!>l?N{9sQB8;^M%`uT$kE>OU){;YqOlR-Q$5q-Nq;TH19#YLChd@n^y zr}?Wt>PB)z&S&9g!&O$PN1q@+wyPRFCxr76&QTnjw@`;H>aMn9hP@e0UcQil`Y^+< z$BXcDzsD*01!kDP)2Ea))PkS!x{QLbUjuK6({EwVGN(l1z8nCr{8hSF2<v!B?^~rG z{Dh)k=w>wH%Rk3s3`Ve*eCPAoZltL1EKkQ+z>al8-c-vpqVH>2S%3HZru0M3rPI>D z{}zTAX+`kBbu}eP;7{UIFRj1hZr>5B`ULu+$v9LMuRaC-rltlA;Qe|(DI9I7L0uzb z=y;(t@?5_+&&uz@f4C!fZv)>phF(4RWQ#eJb>$!B@qBF$uC-pc47=dqx^I__`u(p* z`~%|HPvw@sl_sb!ng!B3Uc|c2oC^-+N1vMetp~&Kr|!Lhfxm%gfrc(L`QV|##}7u^ zBR)y&cr|^(JVb?F-IIxXaSxnO>WD-!?B4NnBX=kARZHWS+t8Og@+pt|EW?fpulrf; zpx(188>Nl&i*gobj%p#`yN4Pk^--5st4UjSvWH)OEev~ryjZE8wzZlK_R)~X&H!Ae zs^+SyMVyejHcGON=kWHp%00A$b8OR}G*8-N{!De=iU|$!kh;uXB?d==ai;c4D|qml zdQ{0xfAlAIH@-O;0sl&|-I(G)ynfp>s;dOP+SSqf9P#`_u~u6LbVNBS_eND>{QqOS zulL~ptK{3mt5(<#*XG(hUD#(+gLp7-Li6SC4&MNr_smQpIhKw*@Rshlj3;oU%V9v& z4$r^(?rJaeqQ0$Y7vcYaD+3WvGroXVJ#D&5rT{z{pTEE#h`#9x`2`B><B5jK$#b5t zTVHYe2j5Yb+nIbKNCy7unJrNderro~)8Qm=$lUO&RWx`T-NDs73FMjDzuojM!>+Rp z#az{)U!2R4E0i>W9$Qr!^YIeuvLX(3>M`IsY`<m-Z@`bbH;95?qaKm$G~SFn?{-M; zqB`Pwa)0iiGQQ8VJtI!!lIY7d3XIGJ-u~-+IZ6lIvEScm@+=1DX{$RpGKHXrUZLFf zB*8hTms)9U;4jX%>Q`>S?u6t?n^}+-6ivm_vnHWmdv>&31-N2(l6va70Q%}T1FvzR z4<_J~IAsqR>TJh4yt=Xfkt8Y%MS`~o!jVaAW#|jMu;s2`h5eITXOldC8~rbI1Al&8 z0Uo<2_VxhJp5Nv-^)CW`&-H9I>cGylU#Miapg-Ot#^pu~bn&qFJ7Wa!I+yPhEZFDR z05x`2*n7r?PsOS;_-O9mvh&8feNMFRsNrXm7inBYdr@DsD!Sh)i}U@ebow1ZIOity znS*T_&zbb9Ht;=OmuY&gcnI~L0<z`3;7jhyeqRGo?=Dnfiq8N~npCLY=Z>FiuNZv} zV*fszeoe)OeIS>Ze|H5sJ@J9rA6v2T*Rg+Ob(#3y93sspuA!fd@1FN}=(Ojg>tin# zqc1OKe5cG1_LXxz-LTh@K<RM5`OrD|<C8R|O5hfeP)o^wh!eH@1gG*o!H(?}Kd$bF zzG_60Vy1%l&i=?=ZWZ$dtQefbgLnIxzAx(Ez&WAx#;Xy)p)|I#j5nKzKi4gXjIkeV z@Aunr<NdzUSE*JwA@92zJI4flaBq2ZZwYuzh|!EQ^B8ney>4=^7qIirpPY)w3zW*{ zYzI?e@1HAwC96Pxm!I(IEl2&1<q1I-@sZiP@ZlD4iO*4R=64?UxBkkAhBDSEN1D_X zac}UK)$$$K-2~~wb{Y7|5Bq5$nkLlaJQ?<GSUD34-*ymx#5y@~>Hc|1fjptyaajiV zQbhZl;^`3LNPqEiEB;Qpvzv*k9XySha4yXVJeYhBX(xCR2X#he>KOEn+0n%AHq=Ys zQygp8Mf@w)A2i0gAO7L(S4aijL}-W1=rQ^V2=W;t&}%K;3RW<uI^uprbx&j9t#QNZ zA1e68C+n<e>uabBbxD?=1|IF@3Ev}+ykSMD`HoC5>TuHfHr$24Ayrll=``41*t3MA zp7{Sw&jNLQocEFOp4BG?PW#XKCqHl`jG2Y!lE4m6v|c{_KnC_je5~T>9rPJ5*SBy% zH(?+(<KP^@Il8{n&fVDGCmt-U`3EsaHgNW52l8O`?v<AYyzp1UxI69>j)c}15t28| zps$BawVne%3cFI^nx2ihr5DfpK119x^SVA96bc^D{m{wz3;0FZR9qto>JG$LsR+P3 z((uskS`pM2jW^urke`MT9EJyh1LI$3C9SZpxCpWPr!{b@`;ZYIKELO|kJ9(<IA2AP zUlzQ8a}NQG`At|)&a#Gi$_?b9;>%vXuy@gu`vyC!!Gle|F=*iRiC23<;}8epDV5k7 zkgpT|HKd!tzT#I~e%653hPX!cvN+-IZl#^e_<+96qTub_x$)Xzw{F<6p+40~lu|Vg zojLcwm=JI^kh*u|@;T@(6xnKGJE&JC-j7rUu1?7cHR_ijKP3q|cjP$c+l==1tv?4( z+;>c5J{0(LA-2u}I3m_a-Fl_~c0@DAzzDlERin0~f}M9{9$zhJM4oKiE<KDqS>lH_ z`*|a*3wiG=8+z1pG*zog!29DBtUk<v7w)GIog2G?_1Wn+J^c>+i!En-?+X0;&3RIz zd+-PIcg<H^P#2bq-Rt=u`crbg_Y$CcF26DCt2qn2&R{+J8T>V`W%9vh9{Mz1X|dmd z?onJ_Cr@FHbBCV|e(f`Z&dN6x`JfW~UTeNz9XdEo&BD+X<mK99EdkMZU9UkN9S8JT zx$0vwZ|9-gm#Bn<m!m!x=U7*cywAt?{H+rm=qr%CG_D3bd)~G`CKtT$RDI2VjED<@ zw=a^+x1z6!OTHu+`rzZni-+wHKl?t<_=x8qZ>@?+Ugf_<80+Ib@41TePo)iS*H}?k z`9#oa(MBCpUTMYL0&%Z}e!v2Jn=Glo>cV62mSY#vye^^7>4~NxwF~Mg-qdpo$QR3_ zb?pq=Q0KQYP+ywFzHCoXzDGPQ<r<{h#Qp|+kXcEphb}sFe=z3=;+<LksP#|GmAEar z<P046>`wf`1NkJ6ic-Ru8tm9V%VjJQx`ufO?VvCE9u!B?ZBQpL_*HwSr3`hOs^~&C z;MZvABhnP${N`9#2)72-<BWaG%QvW-6(6MAJuh0GrKJ;wb$T(*La>$u{y40;zC}HI z=_i+2v<Gm8wXk&aKJ<r))y!n*ah(TTzluQL;Lh9sPzUk2mXKw%f;`&#+tHFP#GMN2 z$6?yg4Ou+(bd?4%x7921fe`A}(!6)Hls2HdUi{la`4E2Pr(tq-1ob4Lx!D%*W0rk) z(kma~oPDMHDh=YDmiPsE2gErEMr8{lLHHHRrgLK$@*5%-@zh-K^44dvdtO23aocaf z172R!Vp-2W4BXzKPfgu|&Xa9+N9Gjx>DT4BYQ(+sLe~}tkslrTMO;V=e4b0?aGnoC zU7yM@`x9`r%`v9(pcme6tDKC76}ThsCo_k5{5{iEJwXio=p$tS`4jN-^L>Jg*vAXJ zOi?z#0htNWv{rrSmx9%=vg9!5?V9<K0}lAUzx@t;xD9(QrTsR&5B^>kYDx`VC!qb_ zxwGK)(bxYe>vTXj)sA5ITEo3Tb6WL{+Nk3vUK636#rd@G8cjJ4=)j)xemC;*xdD=O zv4>Hw=$1MsEsQ#%X(&_Q3;3nq-NKel^vxLc-(_t;K45%rZxX)8yh6xlSL6+RYctz} z*bnO}`rnUwfFH71EEZjOZXFpf<6O)O^$c6IeT#jTTu4^AwtK#7^`%S|?saUJDKUjT zhxzW8eH;h>y53Me@elKGURLzeKEr(OBCf=j^oYk{RnI12x76mMX;I)!O;;u}``|~F z$?b;kfHUkl{2KFEcV)_$rp0gQv(@=lq&5S+Xy^y|zg;^wI@0$Y{#Ive5VB7mcy~9d zf!P>#xKzSjn+{%*?!t8*>r8`rD;%oGGuqc3r-1(~(xP;X@H^6GpD!5!;7KGQ6Z62a z8zt-CJmR3Q)ik;kz|My0qJ4cz&>u9f-ufN;;<x%E!chS0K)qHl2AuIMYVa?D{fSZP zTHnFE?`Up$*-lsJmDkU5>0q7pEPUVbWBsFZaQ@#E`^T#@qG=2Lspnf(GyH)1sj=E8 z%t<#N&Y|CjzaLY)&1;Hv{!S`W-^PhP?yr}5OmNRYOz$~)V&Kf$H!>zS@Y5%1dMoaj z-)E&4bdv)(ncvL*m<f1j^0etx(+~VzUIx`DKL6m`Gu$c2UoRiG9BP(B|M<3w>j3hw zh>nYkR0QZfdfn_}%{YIfk|wr-{4SqgKU5ETkbCL*Y+G0G&zo_Ud#rJ9{3GJyl*q%1 zx&0*rcl9aS2-<K7=ribyWjcet*2i-<eQzM15oR^W@wzFSWHZfK@S4c717-~PUWbZf zc93T^(BIm>p9cBny@ocjtB7Y_UGA%}hk8y4_i^mcuU{{H94Bzj#J)d+a31`c(ZoHv zAAWcDl9nLim;U<U&3@!xc@r;#zjA|@1U%o+!{6V%sY8|w`>>0fddBe?dQPNmZUX9N zLTy1Ajp^_QwJn_~@EZQ*vyUdhJ5s$AZ5rg!Cqa0l>S%{`ef{0$1pMRBVIh)T`)TnE zzqVWF?2A@Rx(D6vzd){k(eB_$m2ro*5Pw;l8x{5=ehlB7$YS__bG|26M+QG4zQ4XD zn-Kwj(5kLpUq^o}cM$cip3q6zkS6Jm^M&ibJygJxrd#_SK8McH@@bA`x1U#OA@rtj z3heRx#6uMc@V{caL%VbBj?af*^Q6Q&CbSD~iGycK%m4Zoi}_8B-~B!$!R~{cS^tVc zPr59u{t>)n;Di^;K26{xkC%nyALPGj@t;b-pSH$BZu0}zw*OJAByOP3MNTAKXc@YD z*Km{|{9J`{h;G#YeOyro__Gj~r5?Wgl7{_1H8WY^cMx^SGrqRoUHBf7i#<H25f6L5 zma_owhlgCg-rGXm<@mN%H1r3lvUR<2@C%v}nhMPr_z~wv-!C|)7QiH(zqt+nT(q*d zMhyJ^TiZAkkN;Ot&?7zrd!^1gCpQT_{pa4Ow&U<8lD%#mOE~Z8(ZzTg_Ail_$n*t# zb<fl3`==#wpM)MAq3096@5|=?BJhmEBlf-dPS9O-yj=Xlk%x24yU46TFCV)*nvQ*m zuSw_;oke~6mEV&Z%>7}S=oc|lg}zhvaog!G`okG2xYM9(xEvc{yekAfL4e*f9(-T+ z(bK>6SVzxC8yeNf1C0N04C>=NTb~?NO#=_+jnzCM-4R9paHU<~D|o5=m%SLVhTs3q ze@uZq<#lOg&NOgOL;g_1QU>(6>+3wb`QdlH+4h&P^Ea^swE_>EyK0cqY5;z@xC?v{ zK%T%OtV(Bz{q%nqcFGKR<(tH(wa5+sVaU*U?~gvDzyqT{;!z)Ao72;PUH548?mzM! zyhrRgg*zqc%Pc<Eg@OOtozM0%B0dFj3$%x3fxnyAw?^XsGbOv;lK?+i6YYt^RbcOz z>Ud^h&n7|Y!M)DFL+Qe_zraVq=(mBFQlTr>nUG~(gibzjWZzc@<i|~_gGv^-*DsxG z-${Ak+0{bx;TFUN+U!3D;1S)K$MqyT(eLd*A8Zf*Fr6{d8s7{2<n4aDg#D;rkjXZg z#hi5GO>PIQqfZgp>Hj&p?s%&IFN}-`*)l5GBPC>|NXY7oij)zuviFW8BPBbOWM!9; z6j8UbN%qc6RzfIb{2sr*?(1^L=f2<PJm)#jIq&nahwhVaz?df;wR_H_M&~0f^01E@ zZ$BcxXbJo4nF^kM*FY+X!W{UtDE{FM@(<zWYnRSpKPywGH{Z)R5MGUhl4WCkAI3Rq z?w+4WoF<$8Dg%8W&w-hy1a?n;Q8xqr&=h>le83LRNxO!BGC==hAidJug!ydGX=Bbn zPYS6>bKw|<9uvu<Y6QFz>ZbVh1@AZg#gc#J1NQIc`<Cm1=ojx{F*F6wsyUzaC(jY* z#TBBjniHY!6F<wefw;2B{ngOnCFWJsFBTsx0uBYv_=w{^9(Vo!RL8;YYm+@Mmtdb_ zj*S&8J_Wx`>XRJ}NB!-epB^JA>NN)!hxebub8@Bq^WXz@_gF=y7NJ*ctdx!7eeJ0+ zmpRYlJcg^coMZ+1_7;{CnSmdAY-^&i(fE5v=efaym`lR7owtm*6fI9ZcOVb_Q&T<T zr|FytWhp8C0my$Pm>+UfUc=m;p!5Uez~Q#$mZ-L;hzA4w+M=jaOM5*}p8|iny1IX= zQ3vbyt?2qc%t@sEZo+U|(w^W<N__F!WqZQ&``xBrbL|PD{0-+Yp@u+CDz)#K9Q<JC z^*&=_;E*CMg^@SzqiA&JwhQpBf3EiPL43~-|3bsVm8frWioFX(T)ENCe#`zo>IN%T zdCAbbF42E_Rf$KId-9%yNciIimzoGQ*#FL=q{0BsPk!Ix{#%HCD%ajv_b~9kTbli| zUa0FoeXd{*eBkG{AXMdmuiKQx?9Nw8aDTX{1^hZ@=uCP}68Cp=nJ5a~0p8u%_~_h^ zdT0lEll3V24J7mTzp?=@nJK5|-~`_E7(IOO9sMlA10P(8oC%Eb(mAy$;Ag!Fg1dd1 z!TUNcmmx1m9~#aWLO=OFGUMho_!TV=)5pjq=o}qGmsNms1Dpo*+D6DXq%YIzD&lpX zH>(Dr^OPMG<iCsaJ!-SO>EZ`4pWbdmf+iMozxH18Id~4|8rol*XaNVPjGU8q_CrS? z`m#e4gZT><(+vd76SGefe{sMWb92v~@Ju-Y-b6Z9aLokq{T+o4RU!H~Vi{!qA}@Eb zJI1Vsb4PqiVP{_XVQ%4&rDoiB<kOb1Ed5wV4W+j4#u7LOlWlZKtqi)Om`?xh9DVoa z?d}VRKMi9lq;1dzyUe^#d%@11>)ctql7;taEUobTMP7KIO2ak~{xwH5@ZJUeRDMVM zso@tLN}(~YZlDkFBYC<wcwLs$&u6>ydjbwhuWkU>-?Xzn2@6Brz$`=JEf4Cc`iDcA z-y-hG|GBKUgL$`CJqjLW0@sP9q+*aaTL|ecDS}U_&awX?1|Honn6kMC-0^QsspG~R zpBr0Wzcuc~eTu}+vps>|6gFslU+e>p+3M$(;l4z^%zpP`A7E~~%;U<xh%*b?>DM}l zpmRO4DJsHai%7)1eOL!6!L|N}z-2o!DhYYubw=E%(o^t`n8!3mZ=gRsh>f24^AG2x zByC#g!G}KisZrf9!<^#5dp*3|s8243lvE!?-o4@IG@*?3G&$Mbiu@qs3;ki`7}Tjx zX?!n;LflO}NhS+i`r^Lv@)g#7AE(RG6?}ig$?h-<;2}BdQ}&Z_sIM)*pp~P8|2!P0 z>VZFsTu--KyRtjqt*(H+0d=Viy78lU|7EJbwI+s$kJpauX$ODQlDZ(8T8_GF8*xZ> z5BhRixAUjq7kf(`8o0spd5gt96=I$B_lWXmA&x2$%b$)v3!Y0NBI?EHMDP)gsO<j? zKa>AtaVs13u6Nc|HQ+@jB!V@?h*78DH)N3<1#X?VNKXF){FlIE`uGs~y2%@cR;+Pf zIidl5I}7;Ny3!vn@FH)z_ta(ZBae&y$?b8-^W99M`Bd@$4^tmgsex}sa{?3s*njf@ z(M2-w7lGxW!T)yaSXz=FO`tdF(hq*-LVfGqx^wpl+}~xRb6wpF^U3{mv!kH<Jnk}n zDI5<y?D&(33%aO7&3;qw0v<2gx)i(sU#;|+eEAf7r<3s%AwUE=!ryH3aqLIo9q;2p z?Xa)^YNBkvVID>&+q=p~=yQ5y#1e${KQuBtz)ZmXDqG77CC-6IrhQKN#*4Ujta$JY z>`XE$!BZ1)Cv2~QTrT*yezXkl5i;~!CzhzZL!7?v+p-x89u)N6`nzc$>UajcP5a~! zuU|$<8KLjJa-no&_kN@KuVOxHfJYfvT<LAqK^~s+(VGwqow_Bcw++11%#DX%*Ase? z=!w3^N#ILK4G&n62k_~hc{&bWw=!--Q{RGm1mp10(r7%6O1UgJI1`*{Vp3n)qJDj0 zlCK%@--x*X__-Lwhw>lGd}GiXTwXU8!yee)%L$)qgWjh9eu-`dJmf!<Q$5HZvc*ET zt>MpMiIuhq(7kO&O)hASK#%SS^j<~XcT~Y)ny?3PVl&gXi4lCljHT)==9~Oleppg! z1>NV2xs)B^%9}S*t9{oIU+>STM~Fk$SMagmg)ZkA($G(f|Nj;&+oVTdKwjQIP8rnu zOq!oW2Z5)Z?Bxo+!-PK0A_t+LcweRycXO33>LStKzlQ>Uh9n!S)ltVK(s`|6B@8`M zX5;mGE#|)RDA=Ea9lu@*&S470zH|SlI14_tq0q}3sgC}U$|{Q_`1d6h*0ASJ=z~h< z{4@icdUnk#ZddQhFPJ~E7=ZX2;mss23w}Qp&KrV#Rpm7yHCcwPm&Z^_JGR^J-lzEX z2>6w6FwvU4GtOJRyGz>%o#j6b3MTNQs&&?uz<cPU%<`o#;|KqiDVFtSbS7Ara9!W8 z1bt+!?Mo{B#=$86Rl+gUA=ZBVA+p3g=T*MV4Dcg+zaK&OpjUTkzWIOM{s<$}uM}(a zsZPk93P&F|pGA&=%s%+ZqwKmLn5$aaC|X!4U{4sOE)4iLY)4Q$S8=Tyae3i3>yl@W zJ>lgOL&e-A^bNc-_?@W%J(W6TAYK9YYdF@z^g;|g>ygRgD0o6r{OX1>_Q8~@PP_aw z`UVDnl7*n2;V(G0_pSiy81F`_@83Z@sjsV&1`p#s6F2uBI4T+5aw|6;^Wg1Y&Qd5r zZ;?JqNrw2{My@q%sDVD$9E+vL@W-8a{uqiz@Xr3j-t)InXZCH%Qm=)6bwjDdsRsNs zXW_5sUFgXAr6y_=sLSZ~?R$3;cwLaN&WwGq$gg4L#JXjPe6CG|9y+6`{Ve|@a3wC& zYCki0vO_RN#KE63LlqUa(FYU0Lpq@heb<q}%NKc3K6_qqJ@%J-&m->0P59M3iEGC? z@X@*R8#8c<x#pEY3iv8<hcb8BQOs>C_l~&=`_|g*3(rTNnEc7hk{sw8ko=(4cCQq? zB+vQS1;mYUdgbQ27nlpfK-pf0`1vfnqANuObqtMBNk!nAyC^G3&U>t@QN;0bW$@wX zFAeLtn70uT!#EGV6nk#lEgk-))<t#q4JY&~qkz3FWe$XjNv4e-^Ek&lJX=u$JYlHI z_#{w`*A=~$jez}cooF0R#`Q3*2RRfV9(AZBN$<S^o-sp95Q)ZIYL8D55;QpHJ@vfe z8F=Ep_97QL#I>|R>X7^J1JPNpzzk13dcD+B1Kzd{P)0py0S=O@XbuB6XERo9j5*Oy zDikF>_7uG2UQpT`@`s**xWM1qz>BoWZ3EyX(dYEFxOVh4aD~_A-N89AMw>5ux!_;+ zuM9ia!4K^HS3H!E_bFL=yqyECf8%T-+yJgxr(KU&KwbFk<?i$2(3AKdyR*MX-0EKb z=Lf#t<Y=Kn480=g3YXp0I_Uc+pXjP9;`=^avb>1D%ia1zeLVnqh2+BTs5tansa^Ut zfPA4n$#<%0+@8R%V1KV%$es|YnP)sok2w(|4V}YQn7=fvk<D=ydD;B6ed*wxO<zl? zul<5va%1w;pfBc1+Z7HCBYq!IF*d#<fqH9}GBE`s=Eul?5qk}u6v4w)vX2#YKXaNq zdlBTlQF|_uM}c?Te?Z<&iTpv3%`Wa7&QnsK9~*RsZfnB#nDzwfKV2%OgTNIA7MWYG zyU-si|4!`^@(Y=ZC4;GmL(kU)!gGLMT9RKo#pn^2)jKx+r6SIKZM=2$IpWr3ZUKgS z=+9M}p4q*BOp@%16x%J#3!0(l&bo>|z_gg4uv5q*sN3EzUO_&xE@<VZ4*U`b;d=WA zdBa9=<*j+(@i3j`2lx*$m-db>_^PY}V<(0@6O=7_*&Uxl=Mb}hb0i4;IPNVY;s0TN zeF}Gm$rJQJCVfBMxrI5?RZ;REpetQG&~JFc0&_@yNy^#)$2HT*^Jeg<+i{8a!zbX0 zLBY>yeg{I_{Z^+X;8dEW-RBta)atNp@fc^|eEcuks(pwjOu9@375H3(Ap>?-^pV-0 z^9?~BXtAl_ECyU`=-u<1;uYf00^f^Q;I|<UOf|oQ7pv7BR^~7Oo|P$E%cFjs!E5Cp z?}faEsoX|W66aNkel*14b0o*r_)jFG565-hFCBbsbAb0*RyFbqg{vzy@B{fZVTUK+ z5wsaT&XKmz73*-9Y}l8iOm6b$CfpA@>E4mGX5<yjZ@X2H*RN&yrhEoJ=(^dFK^q4D zm(C4jM7#-QBp2BG7<Tn5CGk@V&h-uSZBE0V2CBqPJ<5je=i*4}qz3)<Td=hgH*`xL zE^T+jkuyQgqBKJ2i)Hil)#rmQf2fP6&;vMCryCjoy(Ir?X51~r#Z6^1lh4+`-%ows zSHw}j3S^R=k^(NBHMReT^*q?XC?taQxkz9w`{RT4iSo_W2(~AvRVtKUNwX&`*W0Ny z0{4U851Zd00$yBUoMMDO_)Wi_Ysf->pA$p>Ep_a7j=_{Cc&~d=L2ck~=#kf^)^04| z{sE=>DVLx}m8IRLp9J1Zu8d_dBOchk9NCsTiF~l2^%%hhaXr<Codvkf&lIue#w4yU z)~2=(JdfwaW&P3*n9D-g;+%uM`gW(EdW}5(ww3FFJ*DuQ$+N#h;FrH%oaolgfnL_U z)c73uU{y<Ede{>CMzueV40zPecD>*Z)-BR0cJ-wK^5C$lPWK1U|1*1sTP}lVSUo<$ z2VC2{Z}RrnEcE^f*R;g1IPa-El9vKL$MAsIQ)>%;)DWGkGl+bR^54Wc=ur|>U(5R8 zKcWvzRvh6E?^G|7XbvG?v2(H1e~kLjv7nj}_%}aGd7D4%KZV+7&Jn!5P1U6%gC98N z@oL~c8|u#o<$d&k6Je=zhY$Wlo|(a_=!kqQmPq1QI5*~I*~;gSYGePnJo0=GIS|N( zlBOo%XRQg3#X1lNx<da^8YAwisRY}I_TYZuhK)@jV#qVBiN93cLO#88_%NRn{4TME zwjKAQ3)RRMR>3|_CEQW^L<RiS51~1Vb-xp?s6>Le^q0moDhtm;9-XRKMI2TPbv)Id z;y}>j{Y26s3_eCfX|kyT+}&35Ek*uv%f74VG2-|0)^8Ly0??=NsNeh!coIj)_`Fvc z_Gj)a_p4g;oqutwyK4%aP&qY|>N@)Lj;}S?BhHc%&t<V7znE3fqih5JeJn-#uHq?l z(oW<ZT;Q!`I&z)Rn-ojJE>vGbT+pRZ^;ZN>I?lO}f$uqR-s<*A<Q;c^mkUxuZ#|a# zP3)^A>Tt>TE*s+eO6mjj`Y6!1WxC8$^~IhbY!K*PQjhx%OuzLb8v_qYdGX{V=5Z&z zJT7Jp-lIM=(xO9*_{<R*Yp-EX(Dtb)yuWNm7_Io%*im3lpjvTf6LG@a`x(21gAw+G z_XW{6dVx!({{KblP&*KeCEK6fKs<K)7tHU2b#!Mqr7_!v`6iqXlKU~g<o)c|?6^+M z4SIgMV8#@@D}zo-R15PnA|i$E-$nn%J+)!R7qElBeA226;Gx|YnP$lF{AkYV#&Otv zsoV2T@E-5NYu%yPkEa76e?<{@?myw`XauhrN);5bSwS8dRh=`3_!_<E+I{j;<Y8%H zGXH_sXL*piJqE7RRrINUyM=wsDyMah08jl+yjBK%W24p0@6#X5d($cWu#9++qVezK zF;UcOy_d&Uow3fGO&^NEQz`0-bDa^Fz3J6d6y$+BW`q3uv0ujCW0wzs&l>*6p1*J( ze>YW4VE|vEO?{`irw{jUd(`*#5b6!~t823lVPEgsz1DZ{pSzeY&h`g>|6P{GX8&j8 zwM`kXR#eenwLLas$^;$ncykJW9Ohzt2(fWt29G?&_%x~>aW!!*;>vUUeo?!Bv#ih+ z?)02xJ&yb+D8X3W2<HQC_6zvo`QF3?&vSXGGZASmyaJ9NP`K6Mj7RU(t4%k)pf50l z>QMh9<k91A#A%_YGdd4PnfBv*LU?UlI*^BJw3o;ZVqMRkk3I!n^0Z6&KwT5;y0dv8 zqy+Wy_;=T;X5imvKYsH%jJm|UNsN3h@{RCulS6xv9}Oob8w(@9BDXeGK|UBFDl*-J zeW9fv_pWz=uAb-{*^hkKSG8no_uO&ywD8Cqto!54@k$;+<c;j}&Sw9RkG)Wj??WG% z9;ddJh&}r4m);PMVP9<C4g0L(dm`5FXI7s_URW|lt^WkS-)!^pU@iL1c67`;Oz>Q5 zF^YLV>c!&!k{J+>FFYtTlSTX@d;j!&fg$QT7fW^AAA-N#Iagc>TvsiBM|1(}GbsP{ z1U2|vChrB+?-tOXtNg>Lfjjh128#uT&<~hRX?MdKeVuAOq+7O_2f6AlzkUchMw3!{ z_fbc}2Z@8#Uhv;IGN1AL&`n9$6J>5~ARj+>JzvcY^+{6`f*UXR$8ew~E3SLUf}m6e zyL|kgSD5WJ<Y8o&Y|Wq}p%!{t8vNh;(fU!MZ2S(t;6PsBm@c^zH!Jv~d*znEe__x& zI6iEhro+1ZOf+Zt0iD{3(mY@{j>l#z{rZZ0^tE-I8*rlXye~3h=z`mRex9qCqt?06 z{U0gnu^Bh4KGz`LH1-wUSweqvpF-we=y)|t6--61u`fL>7Z`o<`Nxk_RRGUwm7}6r zVdviDq~+p+;8WW^V|5RpQ+eH|(d<CKWrLi&l?~4KYtcONLEj7)kFnEN#KZKXX-DJ{ z2P?*}h#rQ2Om_Z?`5=nlHQlwDE(rY8OwJ=i9MM<4n>11c9u~)G;-iZ7h|0|VjD6&w zT{zu?cy8~dz8!J~bx~KnN)OmEuV`O&i5&W0C}y`R@Oj}4+78sfYg*0E6mthK-^MTW zQXW07GlP~8hCJ+=<jUC+a>T3A0VNu&Q%tO@xPc5_$JHv!9FKZ9&kBnf{GpCq^W;11 zt75~`;|lnkc9R^1J6h1q7sodKAzpHCldF>BcMh&95Xu*DE`T#lUlsfEB=kRP7T}Yz z!*R1d_|ry-$sSAO$64|vd0ivBeM?<+4#>C6l=OnmFQcz~=1atI0s0yLTRSBf4*#FM z_RFLS`@xa>BZvY0_Y^Y~t<du%bbb<p`VqwTWd1yl{P?khEIpqP>b}P=iHu$b4g_op zRAr+c)IwEp0oNscpYF7b0nWcr-8<`qM=PD*w`Vlb&uhOHwiAecyhMe)^U!?+%`8Ha zrZAuOp+T}g>{}v?L}2<f>ZUf|z5Mj>d+lO1CV<;#YmUlBa^OD36>mJ;kPj;U@spev zLVmDUOhDru_}6i^^+&*K#@`?Mr}4S$Wu5xM*q{3Hjh7X`In$gAww=VlU%%=@fr;Qx ze;S@}gTFOdDq1rVfxmn>xj7{Oy-4eCjRJ7J_^T_64{$}ChKu%B4*GH24rk6{-RD}| zIoIxBJxl0Av$1aj`3+w6LC`IdiPt%$pj*;tw)zeMXQK^^3-r)WP~_-Wx(EF?os6Fr zfm=6Rqt7zo`&GI1zwgew@mM2Xf4z;oM#+dt0&!Kn#dKnZ8tXPCUTedKbu*k4tpqO> zbWuvb`2~EHq$|4aE%e-eg(qdmGeq89do&Y_{xK`1@#NdcCr<m{A%lM?H&^6~^PwKw zST?Ku65Z-I*!j6XARqbpoPDbvIC9m=*be-%-aC`8nG5)vZfbBI*GIW%Bt+VSI_Pz& zltaL!;Z9-Zf4~oy^0WcgQ@eH5_HUQ5FFK^Ru2k)XK3bOE^$~U~N_|u?5;#pbe6H#b z;%T#TjrxaB{NCuhga462zk3~EG3|r(H`ljeufw^Q3*sdf$g5Q<3WO-Z|6ks$*>-cq zxw?>lHELbxw<%xUk#WcT2>BCfMeXo6UZO-|_=Dba*)zJgpbtGU>#O_?{kuj#s~p!8 zqfq*$68lGcSBgD033F}v--YjkzFgt{B9<386M7^={K7PNa{a#VOyoGfOnW;2#2fhQ zMT;Im;O-f*yK;|z;Cn9|N)W?-SN5KIWE71)(=*g!y6xC6`y=(~SYMxd-;$jT)bC7> z(Z0w-+`qqv|MotdPZ#>B7eNO5*z`Db5&B@P;29a?48+N;PY3mMai7?nzLTY=5tsbA z&i@JBJ@2)&?hn4_GB8@4hq!ttjmm}RHtbBSX({6>{DR$2-s~9kPWi|p4a9Nx-_6q; zX3+H(qhtfY^CJZH1D*lbiZ43W1Yg8FdMn+sA>>~vtU<gB!l*Obd#Xs4gQruNeA!q; z-n;Vj)a4M^_d<7(Z7Sl#;e_F*bkG-mNtqpkUU2H^6PqPf@D*o=q4+uQ#+Z9FVp%wU zJ;ESHNrQUgTeIkwz_EWK@eJQfVdwMDl-c(|H#(d@N&!2Nis_|44}Mrh_h7iT51-Gd zKbwqoq^P$Q>v)B@#?~^zg!rkXW<tkW1b$lSI`P{FeRfPQC&Pd*Vs7l_j=&XZt~B0B z4t!20@we}=@7zQ=ZH`pn{zr{Lc1Pq1+%iw3aPIW$cgYz>=z81AwX5v9&V)6S)|_rt zX9C5wf%1OLb=Z_Tn3Y@xzWaPGEw%~$wf1A*2BG({@s`s)IqyvP`G!qg2=$0{|5-*8 z@b{(V?i3<F<h3);+n<3y=%kk!-Vp<TImevNkdFCc;*l3KU_Z*6k)n~nt9>O5?E62V z&NgQlaQ{4XxmdPKY{+lFYP!k1LHu~q#l=vGI+?wUT);N+AWIYRe|KU3#Y9Tf##Zo) zQ3>t=p4~d=OR59(*r)1&4Pp3=*X->Y?pfro=1$LV3Zec{b?W&N)>(;dQiz!d>+Gz$ zCG!aUBea376VC^?Xzcc!Kt1#$Q_ThFAI%S`_Zq;yDTjaD?sLL<yLA=OA;bk@atgKS zR_N*jd}oG$U;34&_q)OV>81+)-T}|Lsi?l$k&kl|kG3uk<L~|*=8Sj1=g!FNVe{uf zpP*-n`*G+wDHE@g<q%&o%U<@`A)Z@(@*k^2TwcAdbvX(+N_;<!EhG|nN1Z`#dlCN7 zJCe0u0`r-AJbIVMu&#ceNiI6#z6WjFB${Ec1FrnspS$~A-%@l>8hxpI#f|!qhjk^b z-Tnpr;m6OcjJMwC$2L|ENqPyqziYiHgE*$d?C@J?1^xF`oEzzwt6qGUCzvhTp1^Hf z6!Q%CS3I+MyC(+obQxWTf0RRqsHEen`rLs$nki%F$rAR<MO~%;C+eL4N@V{2M!!y7 z%9{BgbS(}JAqvFdnWo(IhFH{RquA81RN=f`Le{mm*ElbHBDXpt7W|Xsv~~sflCH6l z{ZUWw&)BPVyYo&@%BE|i7^8l~lqpzq5c?SC`b<9<`9<qfnj|CWcrr5nR%zfz%A2(3 zv5qRz**|{5zs?+QeHpzU_<HGTl?V9FYoW?QdEl=07uSUcC();8{a$nLLFh=RFU#%# zKS%!l*qt-&7H=}yggCLGzCTwSJfP~^8(!%w@Y~nP1+~f0yKhI^g(LnwT6Mqt2>2+= zXl?wk0s5<%9_tq7qA<TxZCHo@DKLwsKJ7uCUBBO49Qcwp7CQRg82PfI$R1MYere1p zbZ3A^5}mRdHSFlSPQK7ZQx3h8`sl)b;7M`WPD?Cs%14zqRB#>Vb`KbGxB}lVszqm{ z+;$-J)Du2s%cCzNa%?5R06J0%>7*z8!isvF!LkN**NoHK-mnAemizbEj-y{}>%+1R zHS*qzPUbp4aK3SFM7s7naL!dfr~>?%HknDU7Ww{1YKgSef6yIMLz>N4&<FGS@=9?r z`tD<&|K6={uy2?|_k!2;@CaNcO@!WDdqSgH7VE)z?5ZDlPurfcokNJ9=NsNkSZ8CN zXutBhD6Y#k=%V%KBjBmuT`9ypu)n!}_m=w+ui~8YX4KGs9Wd#tBZ7K{ol~kRaI&rW z9&QtldXGflND|KBhOTaY$pp@e|7@83I0{@hTOroPz72i)yh42de0Gjgb2qNlyeG=| zihVnitwwhfaX0jE+^i1#ZOh?_mp{(&Sh&i!%EHbMP-UpKAiuROc(wEnd8m^y`^76* z|GEm{yScDWr{T}(Q5vwT<kbM-d#E2w_?ra)e}oJ9)&?+7SM7HrwJ~%*A}I>mbA`y8 zgUuFI-$1AP{jWvnE&QN@#8G$-x>GiVoFmqk-LEr#58{K2=E*vD;8o_$ONOb?uXLhB zsdKO{?@zig&4Vvw_NJd2hh4M(xhQ^E66@d}dPF}4afL~nQ5}9I&TRj!?hnov6{+Oz z7r^<Ix8H8nZ($x+srdc!2J~S?-l0eW4}C;8er)|b=1YtnGSnk>A}|vldOa)-ys(H~ zN^U_NzOSI5IS}@H>~U5mE&7<!l6re!&+;<Y=#NVyU(0TC*?R@?<#Nfv4KbWQ<X>2O zZnxWi?G{CY|MQQ!eoTCc{O?ZYa#uI{*S;4YtH<M8PuBAR*tgcs6JJ}=PbnZ=yK04c z9jOOX*P~D1Tbz-`r6tfqmFW(A9Y?&a^gJ;C7V(<vXz6wMdr8<(E4vo*ggdvHKEgjp zC6@X7!3)iC*$G%zBZI-$m;M4jiba`KGZD9!wgnnDaITcB;~Oy_@;{SfDyHC%w`KM# zj}L%%T=1-ADT19E{PF%72z>Dlaet0=ycC{npaVYk@t;zx#S`QY`R*USJVksBw*CBy z1dpFM>EsUMbC}{J`fR|T-<pO>pGM!(W^DD=9>lRn*7JUkkgsVdFC{i%U-uTX>Qy1n zqYPWxjZb%&u8Xf>|04P1FJ{#uFA|_!p7h6g5;DWBW5018Vnir&sRsIp-`3uEC+MYN zriC$bsQ(5W>~SvyPri90=E!$kzfE1>IM%=a+~2M?=mNiE=w5l?@e5^+@9sQP-?!1c zojC8tSobjQIpTvUiS(cFyQpIieQ7I?MqW2&*Oi2Ra7Fr8KYW;>_stXq(pe(USt6`* zb>SR((mu-LZOF$2Mi+g6-+$>D*W>YMq<Ji=wGw@jUk<kYGC@6qbZc~l6uk4pbL-c@ z50yH4AxW&?cB$F92er_-gZz}Dfmf-Q7IG_b-96glb4QS;Pkz2Pp9npjOm3avkc2vy zubFRHDfsQx-)eoZ&)x-!=jOok$%5{$S78rLVn1Xya9vJ6D@8x5qu;#fz4G2GIQJp> z{Z0_#iA-1*As+i&8F7Gb8=pfs&ZRC(0X`;i#fwZAx`<5fLr(B7DtjHdXW+M^!g4yh z=PFemd2Z>w1kRO)y61yeb-c+=4?|o(o9aNh4IH_9l62*?Ecje1v7KEr=9Gl2FN`1_ z@R1!&<AJ}_m1a{J-atMu_t&f*@6WNLJbDIsvSh))OL0ZS@z;$<SCCJ9{`fQCNG$6A zWw;?0Klql(4>AdJ=q!bLnU}$*s<OAz-LW5C?N6(sWN{uSbLG7FN8B%wtGB3E82S1O z%aQG)(B}n93yE`~$Iskg@btxc#f?uHv!cEtlPOmSe9-!xqSE#Vb-XiXSBW~2zj-jN z`>Nx9vGHYIGa@)Im;djAt^)Ws(->nlaA!^R$K(KTTK|1u!b%zN_xkKvi-+jDICMIq zoEY}GnlSMjamF+@?CV9~AJ2es0-GvyOxF=Q6a3xyt`B8A@*Lts>QxU#=*qJRw5EvD zES@ht<1RvvV|sg)1bmk^yXM>?es}utu%AEz`p<G*zNJRtdR^ChH7=n)DSSBcyBp&6 zTu36dJ?dkN^WWOxM~_Hm0`uz-XW9z~MiCd7bVP4zi2`@zlq%QZUs9b;Vpj<0-#qss z#1QK#v}M%)Wgh%?(X4^g3%VU&e}M2|@U*;ZgE=yI{`<twAw%Q`Q@3t558=GTT+FKH zKlIlZR8#gLo+K-Cn<)N;E-PRjb{zQ)wO1zP4EW(u&kcPw@Kw_5d&#XVpcmX&{i0<C z958vSOS206eJ>+RK@Ht~f#{6|);CRM<K>$Q@bj6c>Mx*&*t|Gq@bWq8XjQ^J%3Qm7 zlsU%;{KfCDLA;~{UjKRfsrGBE*XnBWGC%M^bX@)q*1w1AjfW%R({Ro-bsRq5scLGj z4f@v8Ey7Pv*uCO^i4(?__#DIYRq+o{ClvQS&LxHO83rWmfxxM8Pqpcf=xY!QoRp!< zfIqo$B<)QGpUn-i_JAD=E4`M#M1=jaI2c?Dzx~w3mgR`+E+yXBeDD+Nd-8yevp#Su zlSfG+es?~PN#WWn=qncfNNbQc4c4~jz~4k{O^XEZI)<kA|6+5HM^6%`WuzldydHYy zCDuEF->4=PIH!N`PgdAB^t<NWW_Tlyxlacu#vUM_vty~TdbJn#C5n19to0rCC7l^c z{RaJ)#$3lbkXIPSM?@a2KpeGUbLe^ve0RtQnu4zIM?F8h_dn>STil|_!28np_IE3= z(`!;{6_YfGpFLUrr(98wE}i^5dJX#D{;jhmcac9dRR~b?;y!Zk_Rw`pAZ|PeOJ_!Y zqH*KSkAuLee8KQrNx-ev>Em+b&AV~6bj}mJxWOy*dNwooe(rtyx6r?bG{P<g31T0< ze#<n`LY@DB&2w7t=vD4!8Fkb>xTt>JjL$$kKS08;R}6Y^Z#IDyc7B~ry3JM-a~<*) znp+UxWZg~DSg~(O8p9n2vF~RSGgd9Y2Uy5LhR^81UoOyOJBJ}p7ih{2K9BRfGC!S8 zXF{)CnoeXx9$davQ{Z(K=X9PY)(Rp{?bR12?L~fZY>&^!k!tkg=%|>Ml;U-v3##*& z+d%&>X!gSl)|p8AKp_0<w7D%`?jPtZqmA^tdZuLNf&KfJ(U<gNvVs_SX4ST3us}5C z&ZW*pzXJZa|6vP1419?`upamWd@-x%Ws*x8bR*K#{pqNeiN2PU$VHrM(0^)_dlLO% z>FJiD$mis_&Sg#`{~$||t4kcf{c+tJ66r&+4+b*TtisrbsmiFbA=LfTuiX%Ve~5fL z#JdCk2xryzX2-fy{g}8R1YF!uACt;JeBo8hd&d6^yiZ1E(mV`xqt)?Fs?(VJz464% z68e`jY5Mhl$U}T`Rar~HUs+@Y2bpuxZ^9bFSc-V&;9j|Z%mMj;N|jI<@Y{DIS;TAr zaqM1Re|-n)ik^Md8ScQJ$t!Ji@cW9#_Kv^Ep`T<Ae-2MU{P^j7_ax$nnSbzvYaI0d z^__E1seluftx@X0B@*>|ktF165%kL`0xqaqk1^k$FMyu(Ir?Nj1$1w5`so?ids>gK zIN3SGh0jcsyK{HX(QwGc975mtbYi~^&J#&r_tcoc^$Cyqp8Sq{(aG{Bg#oU!W=vOx z2J0cpd_a5>`<5QCNgM_IE|EL`OAPUV|C)O-4e<0?y(N?T9Q1|@Lxs5WHDOKW@0uU{ z=Bd~DZq_B}LbLDeXo3*O7l+1*aQ!Ja9|tf(hdGw%_@ZqRdcf5uM_TaxZO;f6Rk*$j z*E)``c;dVv)5A3O8?cAe>f9stSO>PO&Ui=c)9o<EC+zs%=|dhd`=ICax}VR+_bi4} zE-SKPJ?`3?9FN3#fK-1kUwl5{_^Q-yy{k@Rh-wjWv*JW|w;FKUeLwZb^j`3P8RG2S zIhc>%#y&PyKpiYiwVW3DSbTUx4g=z*lF7|k2K4>rMle6T06pXJD{a$i0(AEy^DB9D z=qF%rw2Hv@X4x2?J=2E!rro!HUGx^;<He+Y^C{+*SZi6+LbvBS;(xs!xbL`kHPZm` zWP(0$Uk&=v)R>rEH+S>B+duxh&<vf=uslr$`?po@eueTE=9DNt9Q%(Ex{>Os=T_R# znKLI0yTD)GN5~M_1DDQ<`mr4$h5t_{_Bpx2Z&iJ$Bk=n??K3HU#NyncYl-V{1nOZ^ zGYk8Da8B*J-+>=YST|3?$bCNW1i7Yz7vTT1JVT;P(>O2c*36>qin<C#&LP2H@OL4> zqrcw)7lbKB=Mfi`|28(*z&_nJh(yb2kmq*KOJ4%tFLk(?*9u&47fP&97eqchLjJ;N z2an%K%>RLJyONf^qQ-i)hu)MIOho@^>qul{5bWUG!em_r`W~mI1JCh-?`st#yWskz zs5vNj!7t|=#18f;p&wHE)a(a5e{bmDz%qb24F+X9g|AQ_T5x+!2m85l!iBiI0{cH& zyy1y?SP#v%)P#QGy!#=q#p7LAf1`Vvdyb%gJK~MU78T}Z$wt~nDLNC#`cfqy0I#M# zwEOtLj&DCvpxldiy?ssNaNQL6z!!Oux9PZkGgi0T#?W`fM<#C||8CMFQB()dH+A7U z*?J3l5sQ*i0{q0jp0$kZ0IvVPf(IeU11q1!>|>!oo^zA-B|q#e^MEL8vmwrN6<YH0 zLl>|nTp4?)2|M8kntTPjt)$bVJai57Sk#=OSfvoZn!9=$h7fmCmsSnTa4!2cAMs}& z<R>N92~OW&58oy<+peOXa4>RYgc~{xNAe98;O*;*t#TQ}$xsOj`3cyY%wSD#BlJH{ ze$i)Jf3eT&25%g(&gLukj#0&84ybz$aS`HV5lj2xxE0RhZU64`J`3L2n`_Vl{(t-= zWd>a-<~Dd6kaI&f{bUr!k^#G&7F;2?kN`(I^eS|Ypij)~Ap0xi6_yU~6V>yf4{Z`j zS-|dfOvcReaXy!kL-}wl{K~wmip1dq{AEjOf+GU`uv2=;Z^Kc4>nM2T_yzv)F81Ta zT=3ryk2k6&kWZc`{wNEap3xIZOGn(YNI$-v|Jad0=60d24Dl&hF-U(Cxb>-_ty<{; z`psX>mN`B}-V>ZNu>pQqXg_D|C<%MJm=aLf0ezOr^Wlmp>YcNUQJb*mEH}e$4&)_u z#2laZf<M;Xzj*%VC_Z<O4(B*<;~o{O$r$XcVKn2{gH`aH16Q4{LKkk;2nSW$)g9E1 zd^v-9i;~)rVC-Lv@lB>J@Rv+WEe0tw;A>RG77Ot5$E^$8&w$r{`kUtET+l_A!@FjM zFbD5|;Q0betcTSQL(>n`VdT0l^uvy`eytq;x{i55M#F}NShsA}L%*+nMgL!b<>f7W zPs+(2m%3xXr^`n^`m^HPkLb#Oeb7}eR4?7;1HQX=O@$P}56N?@+r)uGGJBQw$l@_t zB3-_B3Fq05-pUPB$G#*aQ8vR5NT(z3y#a51-A43a$ikUWn!8kR1G?*vcmb+!$8pZr zpGPRG9_P(?iiU47;#|sBd}KWKZ_W3S>F*xok=0%qv*0777EktGRzv)J#}cIZ8ayv0 zmns-IDN|858PS70{O$Xs3&^XL1{lBo=>+d{rDxzLMSc{Rwk%Hs{p9)E=(lOOYE z`Q5pCLDKBe;U~~n;yW%Vybish@s9j5@Qv76(nu)>IDUR!mkW9C;?q4U(3}X8pQQh0 zFhJM*tNLCN{!w}?Nk6b1`Lv}#Mhy1R-`m9?_%!DJT$}OJLOeWwLR`rTbCOOgch7PF zFQ%#wi`v3oh@)=l8RPk$`I|oZcad*-Hf72#V&B#`#@#iX2^@1L%_4oEmmZpni-Ns# z`lvn`2|+!lePWVM0Q$q;xF>Ewh_~!+Atsn_;&`E@^KCNf{V{t|Yn8!U&E&cdz`tz& zs`@8@-~Ji-E**;fNxjZO&e)FivS6R!E<rr1eYH;#e!M1?Fw6@-yVb^aE>aQo_+u7t z`YoYf*h@|1j6ruxxTpUYc+YCG{>cw{*gSjLnfHiuB-3Z?2f??h`%ar2gx?cpS+DnD z9m56(#w>ZE`_O;do0yE(4R~5?AdYJ%1VttPhF&17lHvuvQ6|`Q=TrgCgXXq0y?TuP zh83>I-v*&aG`+jhUI8A*(J36MiZ~Xd`lakW=I#8|$a#Y}c4E_si3fHYXIgYK5&nH~ z{WQzXK;XgF1**1#&gfH|y5^4k_<ibB;{m)sK**0pwjcZJ`sp_NH@yA?M<y5SOW=z= zMdW>~k7IDpApY+5c_c9A4g8rlqf_D*=GrbE4VX`XpLI~DH(`I~gg^hs55HKa5osMl zynb-a<xoB9YNltdaLuVX6K;+-T$gKs|M1*8`=She2+PyOw@{b(b!U6Pm>bu{oosq4 z)0yxppO9x|;7m9WV02X(|GyaMZuS;>YsXm*o!@x8l3i&zDi6JV(@cX2`oVw^X*anN z?A?9x+dag~>+u1NWjCQK>%`CsgXh`rY^>KK4)SNY94C2!^){z}oURXjr$%1%>l)_9 z2#KU{97VqK{fL3m59F~V;jVcTyZU~(avk<3-L>PX%4gsn@9gN(E97%@W6f&dZJ}pt z%Y9EkH<3`_Sk*<Gjz1)_d!I??g{H6U*gxAReR-vb3%K!dzR^+Oc5=bOTi}zSePeMj z@~E)Fcn)shUuRP1!`=Ie=R`Mr4eEwYB=P=g<tO+-T-})#_)D0fmkk|s30{Y8n)`Q9 zH!jtQ?StQ(bSjW2f!$_>ead;@4BRGrd)Uwq{lh}3kMmC9{*<Zt%Ovo}r`8H*_kxdE z8WLH>-E<~AyF;bv9SZ&!{Dot30QvPDgMAXnJH($E%u%6kRQC1Rn+vV*yZwK(v}G{= zyLro+82db-`iuPDYv6>$e9w>q?6I^!{W|m)=ic5Q2cRD$6#h9w1;5B9&H9`69Op~& z&3`RoJ)#>={?|>7zOS=t4<b?#N35=7<st5d8&MX-;r;ra>6z-WI8T>E<gWw1rMTjA zBp-2C$)m8|9r$vkOfmnRHSDwclygBLcu?;Xh6nK5XdV^ghuDw$cJd-y#1-DekTuG5 z@R^T4EB87>r*zL(V_t#obFstO8F637^UPtsDd-F7jphza_<hRzF|ZrI|0+qkHF$*R z(X-JLyZJ|;Xwe}~@SGFs4#~iQ=v1lSgWwl8T;}P*fgi~yir?46pJ~F9Dn`IBvf7>H z8YHj}6T!)5)HuKRbNrb_EbOhYq=eT6`zNk$ZGrt!5EnMgyNtfnTd)6oLf+<hZbCB% z^9ioLIJx+S#+mTIb|R1pJng91e6{2hbTj)u%)037XqzW3)#L|{GVmg~(uw{O*MRFa z+n8@qtKsQ~dUao0Zkmxdbk7;`9DRD+kGy91pf-4<e;KVMi9d9WgtkN?dgwtaQ#F+u z;7=OQ{1XtT?LD8fih$2tOK>lKdja}{USozj^1tWav~e-W@1o+52zcE^ANzq}2WeaU zZr41DZ%)WF>?`uVgLm??iE_M$4iW8^@JR)a4Nk%w5;i#RmBAKd34A(vYJ*mc8N7^F z@zhoDhS)1*@z1)^-%^tBjVv4ePUl}Wslom`f?mY50xtu;ec1Xf0-ke|Dyxti^OYXc z3-M|Imm^&>m|@RVXZQC`+F^YkoQg;d#(HK5I$i^wDGirO_XDTaJCio1_Cv3j>)5#Z z1alQrV#i+B!!OkK9BPsU53utM37En49ZB}H{R^IYW}J-<>(_KdW0N5cb<b4|`F>&W z!Itkvl;BU~Pxvp60PjXq@<$YpVV?L(pvqtPogdG`Z=S%<m4bnAO#}4r#8rMWf<3U6 zvxy#-1-{2V<Cnua91XC2IRHG;DIl8vVuk#w%jI7=^Z}_4JD+(GM_+NBmidc#E1~?{ zf9@gr0=8?P{bfR)PAhlq1O@E+7ng;>NA#1Y(FnZ2dXtsbj58jDj#ZrT;wJFKu{$#0 zFy60FWX#dC1b*(RblJ!SdgfP}UVje6F;0@#lat7I|C{HW1iuoz7dld94BlhK&sx@j zb@3qo$X9{B>-LhLOW*_XWj0^uvClGhm@4ZpU~YkHbHN1mr|~SgFn1>GE18yYI011n zVC7h8BjWobX+^0W*jFT{WIzqxH%LL483AvK5~q{}UbzomtSABR7Yh-d(-;NM=&9~? z0*<IvvmbC*N8A?t&~Um7el*RfB_)7!ZX!jV*Rij93as;cqkuQ#3i=Vh5U064O&w96 zR&XfcbB@6|?Q-Sd8r*+|iZyX6b{wzY+Budki2qY*xO!}2pBJALu`ObbTd0yJn-21} zHkI7##lVwP;Vb&kX>6&#QCvv}4!vjlHJ6XPfF^g8qZ0iQqUBdO;ioC`$*R8wkaypD zcWe{(tDTahGlAc!*SJ}?ANle?VsH{Ae#a#59u<+Ru+xv#0?BwCSz(_<5b&VL-^z~) z@q%WxwRi$}WkwfPv}}O=jJZmYjPJ3M9~{$xzrG{*OBCF}_wTdzti^hlSxTKJ1z*3T zPjTTpaGyo?q6Uit^ff;gcgyqOPx>vH=Wu-tESkyD;5%{&=hX%E;SVqOh}{4_*s=Sh z3V=@<8_F+aV;|}EWgoN${#}kG6Kr?}JjrEXO2)oR%q3T;`QR}=Vtqykzjr4vBibK& zl1QZCBg9uGXO2Y!%sbH=^$lj&!Q5U^-J8sqU+s1>_~_*|*qOe_-(LKF%EQD<EZCO} zUmLx{VmP1rh_!#=5&G?;MW(I6tApO=<ZtsJpIuhXFrkAT&%SS$xP*DvLZ5cnu@2nF ztAgHe0Dtm3-?UO8AAa}ACkyy;h)GxJG~%-Q1NuY16@XKm3QXb`@%|spUYAJF=kB3< z(ipmgv@vg}?h<s+#h*8;vCizT6EzyiVPC}h0T&TR+<V6O_x7WYe&!=tdN}at>J7$# zLGZ8(lXR3m(08})KF@Q&_mfKWT&F=Ec5d)q)Ck_Eo*8Q>3jA#8#MyY@+zq*5%Tf3b z(^K``zC5KjI!r$iul;$52^8S5-yeO5A(=(}j#Y9hhXiv5%;Jkb1CKsipFPzG{w72r z%teFGXO}(KKfs0aY@2udd(kIZdM<B5LJfJUpLS0q_+96}9?K7F(2rLdKG|Zw6`mzE zu73c3ET(<&9{#K*LiJ9w4}6P}jcLzw)E^k*U+~3)CmWF1Uc`0rL|^*P3h|02&gSk6 zcyd>yNmp<(c=>Q~pZz5CPj9ZBV5}Dl@%#7@Zuo<JdIKBy(*v2Cj~2e79&~UZxDM+A z)N$Qoj(K2F)5BQ-;O{B6wbZPrLunOh(E5TW-K@U$;T+<=-NhlI7R)I$ZNFE9_dAZF zQU-j=AhF^7E{!<`8-e;yf%jbjEN4G}cLo0ZbwoJ<_g~H=j!1-ma-}cze%%9Id;KK$ zZr>{}vt~UHA9QHOV?1|YFF`SVU(K-36=Mp-Mk+WrC4QcY?mzhLT8JQdGxX5D+lvgy zLs+`X!Z>$u{g(bo?yleqy{+q8h$n(<X~o*GZ@*vDCtlvheltxdKC(xhFHdhwA9yHw z;JNcx;7GG%`|`Xfc-PW5+lQ^dv;6BUl}5lZ8yDYN_>;B7&VnlPKduplm^Ju&%#E}e z-AKgyfjX7u9{7P%8N=>84CZ|cLk|{ES7l)Ll>u($)5UX=U>{HW&3^SnT(^l>{UY9r zeEF+<kPPg-PeRqm@iOv-S4G;xzz2<ES`|uIhk_W9;_HaZ+wzw!zF^;`bout3X+WR5 zDKVKa^#5w76Y@W?-o>4Z|5>4qW*~R?;~MJ4m51vY_@Ikk31rCH#6D$a%^j8j5Bu+m z!~TTFm``T(g7FLk`oivKpJKrJxIB2VF$o-ER?nJ|K-{Ct+1Kzh5`77&w>XsW7^jtB zBo2I`lFBJB=s+LL!#jIEJ%f%hmGojX8GhN`Xi-FpJ}!^Wn8SXkr<%W|Xc`CK-Komm z<b`gO{hiEb6Zwm~m~0k!E8*9X7q|W)uX!NS*6xaWO?$u1@H?zaeJ_KkEMA`({<{rv z$lmCBpa*c2<yu9s2r<@oWM?=Cep1l$L`&`qzJEC&)<gkusNrV2%V+qB?PKExGvpT` z49UZr(5(mzmB(n27ZrCNf8&At#e+zt19SUKFFq+DbHu*1ZfUn7&PGxk5fWPkpZp=2 zngSlVeKla%1a|)`W=C>c0_#v5@x2qz$?|HVs}R2_Ddj3DU~jRLr`?yIU`{|y@6x0& zbpAwl*9k-9;q6oNDyGndvlw~lfER85(x){P!AqO0k_``_eo}m|Uxf$$G0-yf=QsHA zrWMoQV0{07A6z;UQCD`g5UYou1kv@Y%VGb{iM~*~6^iQ`^r$YV#pfQn|KjXV=pzT# zZxtZU_g|{7HSGeQv6||pZo#_7XUpxwdbC9*#P4vS-!YAahX6gIJlWu(o(*tn=*ba5 z<YQ6~Sd;AVIRf0}B!b{uBQLgJ#A!pP+?+l<fbSV(>1Z-Vo<{Xwos@wd_?I@B#&k3E z5rqonoMNnN(jE$0=&0Qzmd!z!i+jbbbpIaYo#t7ow$#w2I%K2z_^`hu2?}=x{IRcH zFANBph%2SB6)#r6Uz(_r?eRUAhStiJVMmnQ>)pqY2k<`{5oCv-_L{3@IEcb-k7SSL zUPb>y?8t&L@PIy^zb5_^@Zr9+S^x>2w@TfQgI-Qod_PhKy6s;{*=-T{k&K4V*$sA_ z>%UZ&aSnbit>Ee!z7PA(#K3PX1KzYVVt1VlIz)l1ej+|st|9&SVeAL3)Z2FUM#N?I zzg$D$&Gt1OQ#tjhpPk~(T!lVaEuNj1bQk)9z1@#bw!kZe?1pyOf#Zc^IYY4X3Zm>^ z+1Q8Xro$Q=h+}h)p3wy_p#F2BRow<WZtUOAK{tFp(FoZrQ!Mync2)#SHu8(>r+6;z zNB`rE^|H%R$j4)2`OkZ!o+cDQ<psZNS37Ip4L-2;r8xXFA9yB3M|(5!1y4TGlDfm- zX)f)x*OyU8zA{HDi2O~LU+AcP4$db`o?FwwI+qXTQRG)bXC0({<<W+^s%H5D*KXYQ zED7Ryx|?6pHAaZQUd^Jtwz%PUYCq#>q`>q2XSJ^ZZ~j%B9e(@{_)$y9?*x8FkJ<J; zNI@M&ScQ%V>%2Ks=gfz?Ou!Ygvl-9OcjME1cL{MJ+HvF;MJnziK9aYm8-FJ%U2RDd zM|@+hXxxqKQfWGd8rb*ozZ;x&@W=Cst(Cv=IZ0%{C)=Tq=x@2yEny#yGbI<y383#M zOnrObChBhz0}Veu0lyBvW%kFq>kIR558?Nx1XUG^gkitGb+#CVU=GL`S=(~NxBS0J z6+NYhTSsQu&LJN=qas%DK?8j4B9F7_N5tz??f`Ky@XTiWIFU5ukG(EhmSxZr0@g(u z5r3(LgGBQY*DWa8TLu~s_X4_79lf9vACfa%Eks_u5Odqr33`)N?vM9~-xens!c`5B zUrb9bd_(+@*SDySQ*b7*$Iu;|b%$Rx{rIBz8gcrJy+G4-%!l(^63j+k=SZnq+eL}< z@n5L;Lf*m-jYEiKaa~*6YO%U{;1|bS2Zyk3Z2K7^s?%^?JX{*jz)wV)IqzixUw>w2 z|1Lq_(|lSwcP{FADwEkC189&3OPv2)j6SF~d$NC&*cWD|%+(Dy@C}-ig{QH;TDm5W zX((WSw~8m8;dj@Lr>+c`!jGuV#dE^1Y_bfE%^so;%k!~E6!LWP6GXvFt=Qiq^ljho zqyOU1Mu$f%@;8a6vqpC4yPtUZ?RqNee21M67hFVtNAgL%Z^M`i%DXiDYajBFY3Jmz zYv6lKwH9odh|_v<$1+k-2eX-J{0tr~tanrYNFdhFlsR*%3h{V(NQ)Q#JDTCRn45(2 zzqh<)BcR6#x$imRqYHe!UmukZTx$?6_*e-3{7YLa?eGQQAn(wneTWkYF*B*Qz_XuK zXFqE*fWPu-)((L;C5l@Y-S$Hq7dkpm2i#nDU7X;&iG7wGnfL)-lJ7x?Hy%g65Oq6Z zFYHKpNu(tTby55B55}4!n8PW3STUFqdehOfdyb%gEUCeHlN#~hwj5{BJK%cL18I2; z#QCZ_pMws;j{-RDTtlG0?lmCxNQFHrUs~(p1fESjf9yjGzfu#D^l>-<9XzC=Y-$we z5(%%@2W~+h@}O8SgI#;NGMQh_Lfy<^+d6#?an?<-{x|vuj#Qp3DbN7_?O5gWxrzQT z)08GB3CwxnRM@-;-eKHYcR|?;uWxly<E}&8Q5H{Z!0)V+G?v)CAGGSt|GJ*zdaqw7 z_DmcEPm6w>^i>@Gsr31zE8@LOcKKUI#B-<M1X{l_=u3rFmrFb_Cssj;!IcX2iNsHD zYPvDcA&F0-dKz{;e1uL5@#L4K4*Mn}&cjs_sR{5p6GTe8rCvbiJHxS~;zx!!^WSU5 zMk375Y_r!Huyi7vVm<bbA9Dyg#M-!Mu&*LA(lM-@$d@?xpE;ood@d4}u?@rfH#;8f z-Y@!&SW#8+LCin7*j%duJ9)2c-D3rQ$g4*hKIeyXe>2j}FZZKf{lO$Fa29=i$u}=1 zeL(+ffM@~159e&D!tCRg9SG;my}Kzd0grde6<rW_e(CLT;u1msN_M1;Kc4r=&DN<9 zz&nhx{EN?nH)k)&`3?XdA5FJ?dkMakY+(=&{Y%8VXMpws@`hGjw><DzV&4lqv9J&K z!xl9)tGHgC$Xjf%2Z4OXi3aSeV?TNL1K@2SRrlSVYMd)&WB4M~gLso&+;JxX{o|b_ z$9Lyy^>0xURs2E!OsUQNMEvfvoAMU&#=zZa*|oih<7o+*j4H_6K3QKDq4GrEz1?bY zo3=Ayaecq*&R_73%v6hKi2rBi`K01>a6azOdR92%1_ke%d<F0kO6jLd|9nt~r8TZD z#Js*_&F$gB%lLn1=1DQ|+`DDm6iv8}-}m<PO2JOgYN_xR!*7)as&X{3K1Q}Wb8o)` zpETOz!o874=Y06^l@;}pP1(E(_`?O7kzRI9=pdhj=mpRhEB3?nPf+siJOG-|DtzvP zsGW8u?1R={2i534*y)Y9MeAJHSKIUZZ|)&(KD8$n#^;>6IyE(D0bS)K)BQ!@*csi7 z7b94A=>oHq*YKl<kI0ly89_g!4Y8K`20ep+GeCP1`FDytM-6yH&+Pc175w6E-o?j* zEU2%Y(jpXm0pC9M$|DZ;ZYBJySs#3=goZek5BSSmXcMIJ9{IEP$1?wJ^qaORefboC zI4s6=C6x|*xhsFKBlhDE)kB|8h|dREeM0Y^Ks^3?)X~WtI>hy)4H0ADDqrHU2?Fx% z1?uHcL*NbL839`CgXCi)d$kzouBPH2vk<p=`~z+rLVtbh;w!sD$iLOduS;xcK_?ZE zCUZIq-DWzWAqco+o*Y^!w*fpz5ITGhIQw3S^zUcn0rsqx*G9{cABe~*J0VUQrbn!< z<~R@pMJ<bKNnpRHjmg&w;74a>9K!K>)8Wg44ciWc#vKbo8t8pg%lkd-+`u=#u!?Hn z`o|J<o?MMU{C&Yrp@n$je2Jlc8~WfkBAGHL_`mwdiRxqq=;*zqZV6uzkG_g%B*sEt z|K6_>1^xDUS$Xk1@FP`u|Amqm=&oNgNxzQ(r*258y+I!JTE$B~0(gICT%uBJ5A3$% zc(21n)Fl*Ry<Wq9o`$^rk_esJ;K5cW>2bsbmetz*k-*~{2Cr+8muUA1$a#A}$NqBq z727&=mk)ybPT+f9sv2+zfDfc!aSPqah3*ktKjKD@`tf!8f-~XxoV!Qm6(gWetbI$j zgS}5Id>PQTL;o?USD+*f>T%vTNxES_BtHyF!;yD;Xa4v@j(nQ-=v!%f^z*4X`4Yc; zkNE%|V@s!O(SMs$y3>*YeQcq9<=I!%M+%Gvdw@IAV=MHRU{|3vwLOv8r+*L9%L4KD zd;X_HckiQgeZokjSqJ-;WPIy_GUk)WPPp^>0$0Khi8k8e_c&XPCBxqI4hd_?1VB#` zbXw9?M<3tlLoGMt3(PTPaW2T?){{@?w)}J;EFPJ@yt9e(rhgXB>s~_Knb;0Gr~^A$ zl&oKKK)ym9&)y5a_jSBfxnKa@Lw_ts%^C0i?_}dU#M`qmnuqAX+a*Pacpcy$BIK3R z+gP{YA1eMEpTHAcd^9Q7(DxuJSmfP|_m8w4r9_^a7aYk^3%(Qmy0L`^crq5;$hJEV z)>hQammYN-Qj_CJ=cTZ&RQ<X4k$*j|XlqHO$9<F;e7<l}WB(l&ue=P#yjro*oAJme z0;;35tbSu1^=^<pbi?2CwkXeGA1g&Doqyf}PM^OqoRp6DrH<HAp9NlzD$TO^qrULv zzv8dp^VW|jKOBagm^v=I_U=R9>(%RHv{;{p73rGgXvA$I^$u1dtkbqw%+wL+rMK8v z7jHTcj#u3NVT65HsS4G7Ylw5^Aq}=ipM!74%zjeC=U4K&l)Xe;$s^iR<CX%PUZ7?2 z>BBjBo?pBZ@CSvNH_>Fru`YkuwoS2L)i(PqK4_p1o0j~@5%i5P-m9;6<VBtk*L~AX z3UMl)H>&6;c$I}t%o?uOU6ZLr_#Em^AEN^bqtSOmm^^nFc0W_Hl<<&!_rA-wAN>Yz zl{i`a=LA1=^6Kg<i}lE#I9?Jn0uO?($-g;yAN7cLcZt<t7gnzyq#SvLdE>_8>D73B z74ab^^x_kSq&Z8c;5YYpgEl@dVZSYC=ceI@$JTV8?arrG{30&Qj(D;6nSaY2tp8hA z`Sbfs&|mZG)hY-4h3pJ1X9eN|f6?*COTaDfuC>ug*ps~LI75RS_$ce+m<r&o&#Ht< z3m&Dtn1Ao_MxK1@G5h70z|#obhyvJ=chF_^$luVvC5Xn^g%IEV#o5s60>_z+Bn&l? z4>|}i^B_N!_}b$h`5yI0b1N;yQ_$OUl51Jur|~6~ie$L{hwVAh<=_whk!#laJVt)* z`>)V)3Ugsuc792gqR-)wotG=-wpHs4&@_{yu0!6m=~N3Io!oI$`Y-se%Ypr2;6sbn z*|aBdJ==F9Cx{ck6P-`DesThCXpcsYfcMy%TQ4)<@2%HQ9Qx-1UDo``cOmF@EtdK- zPmuS{hm01H)PvU?q|%nYw|mZzzwj<C^jv?Mt5?R+7j|5Nc^KDY@=aTN683I%lSleh zFU|u=zYKU(4!gd&(j~Bie4F}>T_AW6@lkX>lmP$omT5EIAb-^+(T?i|ZZ5IT{jozl zC@<{Ee2#qZ_ylD|Bl=NhQ&#pNFF4?GKt%}s*w;)KD3`$xl9wx4Bw#mg3$;xvh?8k~ z`)h@-;hf2k^n5vR&gz!NP&_`TI^uG&&l2Lh`8kW7QRrkTi>Ya_ufuQNFwAYE-@-s! z@EUL=-)my62m9<xQqT4#AN{X0J0EutFQh%R%q4)UV#mzMqE?U(7^jwIb-<pZdk4A= zk-vG{lUFF9U&Hfqtt#p$pR=ZocIUk-t431X#=c11eY$)C_C9u^>7fpO-<p;Qa~nP4 zz<N;SHtg}I*1nn_&>7Y}j=V6c0Dt$@60O93kk}f1(`iRNL4U|)2KUv|@#*~3*NpdD z(mt$Y#ya!O+%6jcuUGm-=r(pH%r;1PE$BECEaE&mO^`1*(7oo|Mqb9*9G!9ydH22O zQ|pY-1>e5V=%(LBTz*RGorTvi-BgeGwhZ1-!cKS&yKfa_n{R~feZJe)t<KPyz~gt+ zkW&@+&k~WM*#;iW%Q?Py@(=Z`C)WIN$p2+}cE*Tczxw6E1tVvWk4o?@{k(%d>kA=1 zBbKO#nO8s1B}3iBGHdMVJmRtBeQhP^dBbX9#vTW-K52_8E%))cR}ww8IdQ&hoUNJz z{C)P|$+bhP;341l92NY5I?QU<#tZoAnaBrX&hVca3$5EpKhUqx{%_5-8u%TobK$uf zz9;`b8a?<ye{@;tUEsZ5U?YQa4f=O3@m-7n|9X7f{o%L~a3<oOjW764qVSMjGxA;A z`Aq$L@V5Xn->p%^ajq|a$xov0-%8w)LE4Ev36(XKY2<S<x~0cRux@U#vI6Arhn$xb zHbYbY<LJ8Msqo&gWD~M?5;7tq4Ma#OE2ONfZ)98}BPj_PiHb<sA|sR$65?7Jk&(y> zWn~jW;rICcbw4idIOn|Y^SsYH4)R9*8ib)7#0Tsg(wpF&e;*X^A74N}R^#pY=~?j9 z%=*UftLSqO+@g@8#lCc%)oltwJjXVtZHD)6U}Op#UdQj7&w9SOj5=d=-c;_NumkU7 z9xnJ?<5#p)wl~3x#@J|@fRh()g;N;=H$!}=tv>;O-Zq)5ruJbD(d&9PU30{#%o5pV zh;vuiT;%Qn5AC0^b>+f86%YMw`~^L@+&5E18|!xT#fHqtF6db|1AQIfH{ALdotSpx z=Xr-YmlELUeA~JTaGSW^=lC1;?B}>o;rTS;@8EQneiryu3D#y|_=l4vzPY)Gr_CR> zam8YPZp{&$y|uxAcsdvCx>2ti^^*Ch2>3YP;ySMWAPP*6ay@|ke#!YrCJDdiP$Wdv zAdmBG{8UmK>oz6QR+3T<9W=8u{S5Yl#@1$LlLojg^R=~N5P5@=|F{l^f%m3R(c06) z&%AH<tgVATI%`>K`VjRumT5I_&$$xs`HVI!LKhM)?ipNv47}EMm-=K5-IkYwJrkdM zwBSmmy@@OF)qw`7+7GDTdHs2+{0QdbZyG!~Is?0wS)t;VaV6%Z%T3g0x)O0&^%yPu zTVa!~qiipM*!4`7OfHN-)T&&_;y}M4A<la5Q_LwDZa#G4P#b|*rQhq2$Ax()lc!FL z)1dzN{*`Ec%tLV~bIDf-!CaG9<MyMNzqIAAuSIzhde2(Ypj|!UxOeKrWk=KjJE&c+ zfZpUyH~h}&4)W2<k7%d~$PZ23Sc_u?-Xz#a8}fh$DLCj=fJfinb+7k07x0o@g0GMQ zd8)&FSsFO^8;sXv_vIq)`?V$4%LIO5adzwi_5-)gZ0_8nI<mE}>o5G6SxJG=;TGt8 z_SX7JIA5}y-lJSn;Db@TMa9_nb1#Q$uETz~(v7m80xz8`_?cB-VjnMw^UPcTK0Nu6 z^Z@&AA?@4h4PL=>+VFlHcx*{(i$_%{@;f=jsr0EhM}>Q)E;-=++LOY`JW)^h&tql} z`h2t^Yp*b2y}KR0nbIQ<{`Z}BlK3y^MIld4%3496`f{H00we5f`n^@H9`yF@@Jr7R z5Qsr@*7sB73B=oM3hKd_7jvS2qS#}KK=eHRaIcjD@(F57g2%v@B0?lS5y5jQY|JhH zfae@Ou=`t)KjH@NdKz-%CD>$w3pFXBqrE9kpsN7yx!>?i?F#Tm;65v{3jGZtPbAH7 zo^KdSeon{pJ+~*EhE74>_%cvf3fxFC^nEIg_`rwNw__RjLO<(s)(!R=-H`c>*$sBn zr^4hT3jZN3ot$Y4-PF7wH)jfV_iXw5{5<$VY{~0t2H@l6BeP4N;WzXy-k{9_4_J*p z{s!mYdN<#pJ@6mw<Lu6&z^BvJd6C9SsE?2}&zT0!+#S#2h=o1LeAy$p=R0&nC32?O zD)0#o(-(yY@w$O8V#=`oFKY^$5)jAz*UfgVN*(<yeYd>tf)}-|&CXXRgHPr6xM)s* zr?|v@W%U8y*u6<FjrTcFHq#yooLGI9d!|1Sx<7P}D)5DD))eJ^#|fBs;P>_$?)RC^ z(C8e$i9U3W1d3ZYzxtf*A$JhRQH;4TJLzKG&k4I+#_u=EGY=R$VE>ZXb-wQ=5W{z~ z-Dfu@5Tj7ea~62Pl`(sr8t3(&bKb-R^wv}RS2NfIF}Lh@P3cDq#Mdm&CA1Yz#5c*Y z-qO!;Z%tc;dnxMo`w6C#f#AJ+OCQ(hS;8L@J3Z4Pq1zr(XdZ{Y@o>`DCK~a6@li&C zsygP}8~u#Q11_=Hbr7y3A^y)w$lK{-bD}mJvo8gY)lZQ&2ahvOlM{YEfb*Dr@QU{q zbRmk_3OZ)QZMUxeH#vs5d^Y95EBwDm%cGMX(%?;IvU^QV!cXQcaz3L5K2;?ZTj1}g zAL;3OwIjahNfM?9-k&MDCv6QKDCrARaSG}rZ@17>%tRu8u75(l6?ku-;m?q!3Vcc) zVKiWeUsO`on}9yzS-9tMDR9zvd{&PHeDvUWhFZs<BeBkH+`v_mKpd@3TPD9iAnp>4 z%T?JX5UHhtG(^s$-!04|F4P6_)scrS1o)X?`lH8>lwto$)2h$<5QqssL`V)`PSXdz zCr(d4VV=g2?ZbU9FrSPptNjA(CeJx&l@IZDhbr$Gd-$1+fkW9@1<+NMgnhf9OLeM8 z56(chs$5wZHAjER5tG+v@)HqPB%FE7j((N)LN{hb#2X}o!A>dHQ72fds>=Hkb^kIh z^zN6iALj)2PSvCD<f#&uI`%=Z?5e*YIo9v~+6&)a_{jujDmL&2vl(R)%T@4O^4m31 z@Iw``A<~J(z(WI;0tOYVZ|vKa+rW>M15D5R%dy{LGty7-NVk&y!4-bwkVjiUsUPOL zMO8`kOMurp?_ScifS=;5obd#nXgxUD{sHx{1Va1V4sX_()IV++jCzT8X&Jm?s59tT z*tCUzGL9_WTDt*U@A0IldJi2}V^a1W{QbB4WYcmIn4cHFm*gFEW=F#hV+~k8MU&pv zpIEQ<ehtlNX3R-6w>c~Sk3ihiGUVyTT*P;j0fh8Bj>PbD>yo=j2}Ea+*%v3U{%o;H zod=AOzc?eqehhlZEA@1<Tt&=hy|Vax6|Wy)_V_wRP7)U{p5~shaU#Y|c04R?LY^X} z($yY)r}FFi`}adPiBGR(jOB(slxMX!dZFJv$JcA`H1fDgiVw48!M|KwUgTT_ufDHO zo3s}^COn@}T?+A9Qq*@kJIpQc{Fb?fc>IUF$;D+JtV`0a*=_Kx)6~>qx833I<|KXz zLRT#NC=xq!1p1EdV(lh))XRZD7e0UBJ?p`^a#GZL*!r1@!%k*aXH)h-Px8378669L zWkS9YrHVS6f5J4Jr}2LSt87OOApW^8-eXw5<FED<{z!$NT<5v3*##U+5#9Kpa2EEG zoHN-1J;r5&r9I3AJk;gX?No6BG52HC&k+&=?z>6<Z}BOC_>Jm*l{@Bw^{L1*9QP*> zeFROq7wDac`|3{&cuQm7J{yU$XyBgeckic}_n^O>visXC>cR&E{hG882iS28cJ+b( z%0)&zs?FKyFZ4BRUqQVeqo_gw9q?{jl;aY99v8|ze6j_3PSH_O)oA3A!Utqhe1VHx z)0A1kz}dn(5``+5&q!{hB^!vo)h)8|Ea>nHr`z)M_<+~dDG>@skY6+yFeLK=p8VL~ z*8_Z^P|_dS?Ezh~XZO8%JU`W%64w44{f9#v8{PMz7v}F%x(=KgJ*u$4J&Qd2U_VPN z@XH<Z*`EQIQ+~~|?(IZA@aneN?|8(W$)6(_a8Hmxq+Xfuapc+b9R+45;m4j?h2H=V zU4C|h)LRJW{{F0n!U%LEt9R`5zyZ={_tpcRV}9~WDK>fF^Xl7k^bW$9v&?$%cQoSD zh%Xj421oJzuYRX4vP1t{|HYM^dmi@o>Ii+!#<^Rg(Rg{vi75TdfbOvY`rKXZhK12r zHDhEd?DrV`oR=C`Z(!bikhEV~awYbwe|GB`{89s}DDyvO{9gaTw5K`Z^CtoNQK%od zJ}E@5sgAzhd)|%w0`MP^q8F_tP-j!JHr+7*o#e_@w_nt#2QjVluwlbJ1y{Sf=*gg0 zm@y>0e2=-Zv|q2kVFtc$o5$zutXC$Nur_qCzCO1xa-8d@LHz5p_OSPo>V&<(ZI2r! zp-#Z}>0W;hmJf(C0uP>G2n8<2@|0Odpl+{FVWf2lda=6jokpy4k+T=I88_BLnbF=1 zeyr1M;+GiS=g_A;S2@7bWR1)wq!AC^u1x9Ex{toX<5Zs{;fHj;*Il6i&V(%{7XH%# z@7?EA{mUJ=FW<{-lZJlypMk6-;7tt$he#=JVt!CjhJOd*-E52ZuQb6ER@RTabjE(g zaV5P?NF@;WW&H>{h&dUe+CLf(Qeobb+!3oe2lUBZ8CiHF=S0kE9;<Cde#f6BMw|B* z{LV*L)<ZtHKfvYQ^HR*y2=2Zkc}W1gs>wE(6!G51058L?G1zmUg>&Rv=*otpPj~vG zdmLNm%Fg4Qux?xo%7Nb<f9t<Whx28$Cp89q^^uDlhd=y;>>JL07Vsf2Hs;EmIpHDI z8HV}q@jAzs_CIOenMYF7p$Z((3VXg^;xy`o@2+)ZV_zPq@C|QtK?m+Jk$wb!|N2MJ zg%+&)`T0L0ufM`Cu*fu1AwIYxdaa*%5&diX4-k8Sub(~U5)a6`5}Qopc<w0z$A=AU z3w?msF-Z}_(a?wN*B@v$A<yKeBi_=F_@?yTysQ%HI<7V5E<?ww3cl`p3w9}gIbQ3) z1?Wt-&8xEW;HRFw8d<}7&$J3@4#93tl{Il^<Nrc_mxk>0Ne#G=A7XfbxKnuh!6{ap z^TUbH?|2Z1pBfdjax37U5(Vwo>M^fmU)VOI67H=LJRZA%Jm=-{*(3}2{l+LQj$sPS z4VXRAc-)>q{3x1Eya_+nLi2q2v=sVAUCkQH2-v@>y7HSIm>0l(Kq%T1ap3;kXEM~l z=UAIDlRD_Lf%$S<pON3osTmr_zG`s~G=-DEK4TekM9<<r4`(^G1A3UR@9zAn8g~1c zPwRcY59$Dj3=X1=n4{)!{>G(kC*oR>L|M8R;zSy^Q#<#DjQYzyqJr*jaOQ?~9CX78 zW7pOh@apgLd$fIk^QA7NsTJ{<ukWy0ds7zvt6?TN3w9OH!Y@UE_~KB;pPbv!H5~q) zr*{sAUU-V}L=@gPH%R}UMLN!NOHu4$;Qhk*r1)!`d&&1^9tSe8zlIX#`8fB5+VW5O zaL%I#bn66ypv&DjH**erN&GnPFAeZnYCn6yG4SKn;@3B5u+PCM2HtP6uI1-gnImio zME^1^>U~uNBHbk^&9wx457m$MFKKb^U;fqEslOaKSty-r3jSDmhRpg6f%xRhACt6G z1fp*icg7Vf#Df88tU_3~k%lWAhxcNAugbSR6@}jkuHiaX2ERPjxKsh$J!&5Q?domR zc{ud@XsqJiWrLaXCIbZGzmQLVC!yy`+An_i1pjb!NY23lc%*33*eWiMIlFJW4U6t# zy_rwDOAX@t9aId}dWE`>YftTifZrM8O{_Vl@Do~fpHfJm>y{GBlkDN|hbFWB(?=b| znbMSZ@9=zYA*&wnizz$cj6eL7Z_$e!D!dNOf0<P;a8B=vRle;jK%QsFMf?=vVy}Nw zc_%!Px1s*(WXA}ebve9q5_Y3S+<T=RerV-MU19Px_G2PoMQjLlcGXqaLIS{R)#y5% zT~Vjb==-bbC-`1-f4%Sk>|JOoo6G=u*4wn!Co$M}jS9(&-w8xY<B^0PF$ChP8d*=@ zRRXc}PV~p)j}gbwu+vL|N3Q5jR=ZJRPOGW0&i#9sPw71t^<j`eoR@eO$R$i5CT+yq zM4Dp$Pk2d>IQpf*nZ2IA!hO6JY}PfvclKgUTFHZ$<8*kAUc=XkSf6bdDI4cR{6Qk| z?^_J&?QR-m{{xSD8n9hoj(OF^KN_jFkS8iwNZymi0=r{YW3c@Jo^-J&UmAXA|6SLy z+#5LGvG3hGU<Y$rMio2vbI;!1j*9w=dC5b&^ftkhd%xZj`u}}(|8%}bC*nMp_%Vq6 z2c1fDBDyyUe7ETO5!MdyCZ&QCDtO-6PB&!f7wSoGw*FvmM4bPt&acu6_f2k=8ri|F z_(_x9GQsz6H>?Nl%wH<3Z**fR0RAXw>S`9EzAH0u%5@y|gvlh~7ho5~el=&w=%6F^ zcv)}efbY(6J1rx=RL}i6tp~emcMORS0j>-D;ICN+&)KkZ^yFc8BG#I4sa~4KeXZSM zx@ExY1;WVvO!%4AWn(Y43r<ApFoQ?FUkOA5mgA+JJp|}Uqr0WO3B*S3I!<;z0&)A6 z%6}n};HlX;h0VAp<-TIGm=OG0V&8rLD%jVvYs6Jn;B~R-?u_Iw=o3osnVdu1_iNV( zciUz78Tp)+5FO<69_Ew?!++hoXJ<d6g*nE@dW<S?9z+rzxbm!lXBNDBkPH0xnJ6O( z)&L)R7ki}>c=~;@LT48G7n4X!i|7E(!;gPKFTp#_r~7AO)u0Q%qW0q(gMLCd978Va zLS$jcYZPaJ{@3JZ%v}kdb}d488}_y|+@0mL4ST%Y&QJq=BW;y(xeVugxq87U1~_Z> z^MGHwD)cL^68Bf&rB|wCH+Jr8JY`948;Ur=ST!oR0{hXq+$0=Ih599u-G>)z5!Y1s z$x}@3^haH9F}H!P8S{{bfbUcD=gWZsoHMh9W)Z&gPDEixHg0(}@Y1sT96NKnE9q~Q zQauEp_i6Zk7QFE|=R3c*y69WaY2Y`59u;w%R?YAlf#`noPGkYreY2ORInoB-qwmDR zlp*rf%}+nRfIrz?MasO0b3dP%Xh(^CJhrRz87U9u+*BX5-i_Ba8@hj<Y7z5$xn*BQ zj1q{GuR3g^6flP_xs`XB51-@eA14`2<YkRF=l1&GbNE(QEG!d<f@Ct|;Vt014gsmL z*iVPHmNou+c>hZ6Ogh+w^ZgaduN|mk?)t}9jPu9na_sy!*v(dVhf>Z4`t0-E@+rW} zOwFefjcK9hOLP$<^PyYj+wu~zuUFesD2a&ws+yU-Twy<a0fiKSw@~-CubZ(PI--Wk zpj4F!)_+y<7d6(q?rvH3cr*Ipx8}N?q4!H`XC8YIf_~q8k9+;lM^s<fya`D`o}8oa zIAa|6@&LCw3+yP9M66Sl6Z5@=1)g&_LFd~v?KXBK5SwXRPj^HTFo(pT|7QZ`9ADp0 z`ppP_A(1m%rV0KlP;a@Pl|Z!nyrR(S=tv}$XjE(@;=U}-!i!DN`^eS~O1}2SdNIk; ztYIF&L)HhkiuWTPd>3J_?}B+UmM7LtfgATj3O-l@kGd>+ei?IM9sn0p$Eh;-lhUX4 z8u-7NHqE&INKx;>b){lsjzA=>zI?*#Kio6;>P(v!{471WkOddwgvOvaj-fZGFE~21 zO@sBck7(DVWdxrJ2>5!J2mD#;V?%W*>SlQ478akQPNBiD?N<=$nu3Hn_n>Y^l=oUd zXeapIn(zmH@Lp%$7}3X(;9oA6yIl}}1PflM>g_`wc#SO60l&YUF~G+Le9>(*W6Lx` z9*1_!q4xmtepah#lizTE$|FhL)N1TYcf-p^z?I;~17g&O3ynVhng5GCkporDVAVC~ zirl}s+-#w{7cHq=m?z*~jM=P<ICqyx7t(~x;MYm(j2hQ5=b6dv-+w_)#A!ZG7Z&iC z9@TCN3gBtfAuG?U6asPlmrUMY4FWMh?v-65_OB=EMj{jVR?hQv`?J7<wS+difkTK> z7b=u%ZlR9j-mw7oS_1L#GwtVH;9FyjgnHLJtiL*U(N4c)V5Xibm9rBuRQ2o&DqhSr z<NTMJrGYv2&70NR`Ov!_b}Q=RJdH*BhiM}Y*~j$GYWHQ#v1lVrS^A0kr>;{zTm<C5 zA2A61fSm|axai0szJEFTdGPxO)Iqz73x83EF8Fftm*Gw5i-JXGZsS~9p1vDuiumEY zobCJNUFajOtSf(mbKNprI!}q$le7ME`owS4$+gDhj{zt4QOdPHPy?^s6H@O9Kg9hh zZayjx_501=sKfffr);%9@8r8CdW}Yw;s0;ww08TGAby$55jge^c^%^u#+PK!xAITW z?i&1Ecu&rhFmSPCEiU5#8G-mChc{$_9_O=oJ)jsrU;XciHv`r;C7UFa9dUKnUh>n^ zs^GO!R1w;dj>L4^@U*>~4n(8JmvVj>I}(+=PN$dv-@9~_zMcWk`MBs>VTbiQ@_Dbv zP23alVQt{Xd>Z)Ci^FjX{|H2nN!xG7pktZvm&osi-fm*^bJ`bn6qAx8myrxVmA+C& zjriuc&5U>#;+czASh^O$UsDUUPhVXDZUs{Bi<Cn>G7HTKF5n9B{`sYRC+H_5W<5Ln zZc<*2wHNOnx!q}Q1s*%>7x_<+6@Bf~yP9kL@%^)RIVj!$uDq-|LbrxFT&hmGcTIrb zew!qG(x~ed+P?Wp5csncva9+N^a|?&#!2u|5vOAmPFR1dUKz9d;G+haMGhOk(T7z1 z%xD08J|zzW2i%?@Z>sjXM(7{%_g)3cJM&J0qxH*t;m7W3cQb#0Uu(=fL^cIJR(IMb zbq^K3XJuoK4jX~E-ywmpWJVyaE3?It!p}rATNrv<;oiPY+ZXbG@co{u7W(MJ-&?Gx zP+=W2<+X1-g};9{MN-^b0R8E$rJac+`1ynNj*uS2v*J-rJ9AHBmy)%ACZccdP>b?Q zSLm_lbWNSvkms>+efat<cvRr0yPv|Lzn)Ay?s?jY$oC?i`Uuu7l~?6ay#wOCJ@2M} zf+uO#%Q^K|Ku1?p*S%>8ze4v>$iN+bmhg-GWdd~7p?l-Bn#jkS&?dQoUrw~oyIhJv zoV&V5ltCAH?5`bX;_IR3IL19x2|_-ZgI&=G=U;6*;l?u7hwA$}iLN^01~Gk#>fMO@ zP6@;_0bi?h&5BEwp{u8Ref|!8ZmmFjtZV^wQ*o^0M%af!^YH`=yzhKVQQfU(=ud6; z6CS4{ZyfqFY!~=zlI0<D3G^LX?@HH8gFmv1e4q3L_F?FA!zQ~4e7;rDx1t&M@qK63 zNqa{ie%-IBXx0fH>rP7SeF;DRIBweo{+_<!_J6%nxW9ftI-eis-2Tfmam5z|VxIS_ z&U+aIVny-qK?dmNgDd^kpF+Ujj!MiJf`@)}JjzPd3?1n+H+%IF=t?x#joGn&vXioF zoOXzV2v?e(j$mKha;|rR|5R?(i|x$6r}v|rpu&0V6H?(+27mS4^-YG-8oH^+7uj?0 zr%w88>#xCQ9H@#^lwN@UxE_4XHHUgP?Q^qAg2-QT_W0>*VqS!hA<0T0UZ<;4KPL`( zA6b4Iasv2K&X8Cy^tiwKtln%NMqHiXJ-E9Oe*Po<jl0Mzq&b*Xt>V0swFm`D0JpzA zdBw7U|1<tZlIJOj`h)00;TNzUfn!Zq`_7@>LhOG3ue;!*c5PRL5#Q%!{v10F{o}I6 z#JOwG1s&$D%Qbf*E~h?|QHTAZU)#F)-4X9+6VQACaXM>96LWAOfylAIHcAKk_oS?> z?0W;<TgXO3xElWD^ga2dFyLkU$@Tgu-1neD*%|T}>s4Lae7+w1pZqn)1@O`^?{VrA zCWwz!Z!JFKL_B2Mx<x|{d(QvZ5C$A<CbKB-0bg2644``x0Y0{V$w3hIpYFuoB#ix% zUcMpXjQF^C`Z1j|bl!(jzhd@`gI@)m9e#oTe=5eu^Sd8$-0@aBu^!Bgb)ypqFGal9 zJ5y_N5qgO0v(}Dh$nOpr$0-TJFVE*{-Ufa+_}ryhL)^;#ispJV_^WRA;)|Q>!0*)d zlaA20-<6KtG<pL3?u<G}i*ujY^lD^e9(*QU%jOgtbXUq)|CawyH}OX6iSaGy>_pWo zvro|nWw&AXT@LGi^y_DTUeretCT=I-To=)7QV+pD<#NTouJlEpcd910Dg4hVLBZp- zh$kAAb4a6aqaWV#(ufZ1tNvESqhaWbWXIU!eq&vod?rj*ckt^VMegbn)`9e?<~V-d z5>oT|sD%3Js=3IA;DLS5PHO(EfxhIrPcII3kYBpbLlO2<A9dN01G>g8s)%SJ@Gzl2 z=EHNGZ#TsTLH|L_2{#LUIEeMk*{a%#2M^v;bgjb&epf1IEJXo+?BZ)y^Aj^p#ORw( z*cQq$ckJT(UrFFUZ}Q#<sKIYNFT8l+hbR2NF$??8!2KsV^LZ!n|3_HQ$?gq+JqQ@b zlHlBD(-fsAM#F!VMOm)E?pBNaHQH_=KS1sBdHe+YzzCoFPW_h${l$~iSYJacJ4sP- z__y96tuw$2hTTtiE#YsLzMp$I@)3S$>452lZ{Yj>PYO6Yz?Zfx7zW|T;%0;&y+R)6 z3ri1MHS{h&QK33l#05E4st@-4#pkLFI#w-?x?;!kcDJEB<s3ZmDt%+8E^69<at-+I z*Do&xf0k-UeWM$3qg8g4izRsAVz1SSv+{_S#pF3$4m%OI2Wbws0UwM$(-Nz|YwEU2 z#x;Nw!qU4>ssa}R>6M%99iel3R}C`(ALkPNU3LW^9xOSZ>-`x0E9`uqlWo8kPdyEb z#(vnoGqAFUo!m$azOi`}ylBhCS8)tFF2`b+A@=Q`zrK8;3*z+gJv2#|P^YiQ`Ia2( z)HOL2;)pouc`wIn4GqM-KHn$giP*QAmY?*lm=A8s+}m;r=gFkWTG0c3sZ#vc`7HPg z(k7`ieDBg4b@5{lfKz>>cdz05&v69&aU4dU9R20=<DEM?gYTbUtk)CM%f5}5(Esoz zzt!;%;sZ0EuP;1c4|kL=`FerB((@%}rb9n`BBZ|!J;;fo-_|-0`HV5$w~O#gN}R%q zHQhMJyDgvP;e0oD*JVb=V~)Y#fFeKgMCLT6WRXX){sZy-y{I=B*mb+PAsBg($uVoI zP}o(yTjbH*;M=~+@5KKh-uZFYdKY+Eyw~MHE_S>gnYw<72>Pbm<C4_C>p!0A2{x<6 zeLwM@TU6llTWR~wk}Kf+^D+)LW4&D$jFm&vaeo+V&WwIH>SF)a4|c;3B@glnOko|* z+;X^d;x*!QrXP3gaekFHoSOc;LYzxIK3gw}evHBbQ5N_+0jI9^@p;Uvyig`_2j^c; z<?7hMOw<cRM%&n6e@G5jU0s8or<g2#JP`PtqxYgH4}OQ0UYDi@@AFYj=T)5#>RwCk zs`v+j-;`$xx)!1SEZDuz;2`?UyYyJI$WcH4!PW3L^5k<}$KIZQiG7r69$$w&EwS3Z z-HF>Bk{-0~+%re~nm1Dozthc1S}}{Csjcz^xxg2GGP%1^U_Fm0AKFi*1-r|=S=9`` zqi&WsxHHF?Dq+b<9`?xpvEa#X3Gmx>4T0Cl*R89RJ3j(m<ZAcj7okqSgVo*KR)j#j zsNj=Yhqx>;wDZ!rgUD02GW8lfBoIfuIZD}{0yobDxsp)8K50g7)NB%nV+|&ZO?ceJ z#(suB4snDaS>22~=DP8FY|s7zP8jXuCX_%2NvbM$=R*FCT7`=gIKp*AGLcglzkhKp z%}o#W05j!ZC4!KLTW1tt2M<t<&^P)5y=%#kEqW4mK`tBEmg0-}Oqq>2_!4+dk6ITE z8F>9(sRIrBu&y$eq#uAAm%79an@^+P(LDaYIbY;A=oRhkp{FvA_>YOVp+4BFf?q%p z^_VuKcM4&zwW}=WRdrw|{vXK7@%(G$7m@MR=%Z}STzG)}d@>?2yL1P-d1a+{`&;xu zB~_Px0xziP6Iwot^(E^l-dzB@ivQzk-VeV*RVS~QY=b<I)Y~`Wk=S3iAG>&iFvq*a zCFiy<a6-7+x-SHEOtu#lWv(J`bdK=sFXD{zPBCo~>Zl8n?^mt>@A2OLx4J?HeIYr@ z<vbI3s(%rA-81OSk7XW|F@isyspdW`2mch&*!@u*eF*IZcFV|P(;le08@T33^fB!> z2r@uENU&qXauxdO=veZ8=-t)l>4ig~_x%wQlnFpw(3bFFG3EjMnehtS9X`xkqH9n- zjl5!uYy7FaO3br<@S5R-5#}x)WGH7m41MwB=VyNrhqV}ekW&c8I&Fy`90Py8%qMsy zY#02+;a#4|yf~+I%L*T`Uf<3M7(ayl{zu+z`6~>4;KJ))Ww5?HGc@K*z}>x9%BkfM zKYZmYc*KJJnCVOs2z&(Gu5rn|R1QCAd5WXB9rxYPQ*TzjL%d$oR^gY5y3&`H3mbU; zfZHA081N~v@<PqECG=HPgl>c_<Na^kD*C>N{j%n6s;5A|{Bw@!2G~=#)VP<*Ch8?l zUrF+hfdAQjO`_Zq_rQoxY_tCZzWiHAXv%<ovhtq+{crFk&QsJ0`2LK04=;22qi#a0 zjdK$Dwu>suo4c)nvqB`VzcnB~bhYpBcYfp_%-+cQv>|_*>_f-`UIcW0Y4N%2L|iva z7N-G@M;eOM%oU+7SjBMHv>N<N_jeXI{QPr|s75mb*5`PR;3Mct`_uEIZ-S4NQjZ<E zY=gRvq_qYc;KYzw%Rwa;<lP>ZnR4Rq$HMQ;>FA&zD&(*E1#a-LIj@-te2-ujlOPq~ z_oi>gdja6(i(k4mC72iBq40reH}F5&bc0g#9O^mu{UjMuM*ceY!VlAnz?Cbj9_L_B z=8gO9N)_P0(zmoN9l^H`g(lURqi$)_xx>2xc*fo>&~^cM_py%F_ZsZ?UDx0DFHyHm zRd`qhIQ!^8ODh@TZjx#F?`*&+#_5rB>hN=twOd0)%*gk!i`vTIJapbA#{C9w8!}`~ z(XK|FCH<}8jvDYUS#rMf@VBfPUrnPX!9!(>Hs(&De>|M7lN9km&jI6OG$*hhR_w=( z1yP^GMEmdAOT@*)Hr)?#pKB!5@vMgiPQ-&IUeg-1;G?>WUk1UO%x2=^vooM`&kMLn zAntt}yf<|kuPe~8FF<rZ@VVzmf`1y~G@bMFPO!Il->`_B0r29%)NawAxCcaBxA5x* za9jVh&yK#N^s++x5A5NAadWC-A#nY|`?Qc0@G2hPeMH24Q=0GZ@P(iblyIS&kqhfl zG{0|heTUcLMpW=o1*-tYyI42h7r*`gibDSo;P;3xK>SSR^`!**YDLBK3D*yZci(O_ zmPR5EOG;k6GuQgZIrZah(B*~;uRn@2!+Z$ZxyVb6s0TM4ng0U&DA_jck-ZE&Gx{&+ zM?dgr^g5Ll&N<znex4!vTA$OzUQ;`TIQd|vM8ypH8~gnx*ztb0b>5GXgU~-G{I!e( zd5OkKQ8Rh)uds~)rKec8j#E?gYrw~njge=?@RyqJ@<ctM!^I?id$j91c>0*Du^04M z@6Rv7Di@#w-o9!1=O^k1Qer62<zc;#EyTpqfR{Pif7XP~D&N}H$NU>Q5pCIi%VGF6 zQEOg#=*wC+>!`j7;vDl%)9x|?@0rosa~pq0ap=q`<@eyZhsYjYGzPAW@-Q(b!Je$- z3H=7>pC}u?^aJ>NU|87w4DhFfVf(hL1p2}10w@kbUuzC2S>Qz8$kOACq!RFbYFo)p zc>;0b0kw>?3Gfd$XS}GfF2>sOLM&d$18fzC8rWg3gW-YY1^gX_WEJr$;^Fadt?Trb z(7O+xq-HJy557O*BtC`u_bB7SBCNN!*;U`&_}m4DIO&za!_H7AD4K*Lk5nv}%liy= zE-ihkND6k49(^$!aay!&gm9J#>YmdKg)E?RC@PXktL30CG|Hs#+C|hIJ31UDEe4J| zYb*JIPhRDJde{X1nf<Qxhm=p?j~O3G4`u=<Z+Ou0f&ZUKewewV_t6{q=eyu}O&Z~c z1^8S83}uw2WXJ=AkLx%BH#(#j`hH=ZuP(OvMZ)ec&Dv+V#b8}21ldPO(XSHI9aoQi zixu}gcLw~cM>LZ^8|Sn<lia*d2K~5SE4{VBC*A#qd<{MWhaQL)THQw7OqH%}J>m`> zv%jBQ1aLpcAL&~Hq3}Dmdd#FQqYi!l=qoL(k6oJQfhgG3nM8WFv_RnbL%07li0Grs z)Du$EM?XMwhtRhy#9PWPX_fFBapRm95454~kR~dG=|2AM6XVjpV)Pp<U(>z5f%*Y& zZJwQdD@nV-W`lTvziT1t6J9TB(7xjw@(uT7XHMmrLf6Pv>pTM8<h4O``3f2OOLJUl zY*Ei2f11*w75n?*z3agm{NC)Wiy<@WJ~EuV_j@DWlj=966i7!OKqXJaP9Mi3J*nNt z(xDHHZZ5`5<35fbySdi1z(Z)po=!Z++))4Wo}K!LMK+_%4><4Zu5SnF_5gQj+{R~Z zVJ{)Bf#!&d9SiORwZadri85MegD2IVSeR@;zQD}TNk?W8`5=<*(VY9JpJ|=__ZRqm zCFmhDE%2!4kce_T{F9@4Qa>N~Gsmf)LF40?Q_VEN@&oamx$IMRd7K9u`*+?}$VUfj zOK*6QV?W-7axvi?(a5&lz6=~cv>bBnn;+up{rV!cz>Q|cFjGUESDM=U(R+Bnb7i7R zcIL;Vw1s&*nna%7PNy@!3wD{%AfmPf+~LjN(#Adwyzl)w37z81Nq2Pu`2Chi^KeEJ zco9Wd7S$&_zE3bX`5rh^6p-kIIObDcO1X{;{BBhJ=_16<zi;}_KODmQpOP)G298J^ zbiPXfPpUN>F}R8KuSxdTkUtE(E0b1E`3rx=6s)n>hxNL4g}pu*ekZB+i+LUFen=wk zzq`nP3DcbUnT|U6c?)Z4_zC-MgTwp&L%yY}N5>Aj_?06xf|n6T9Ey~yrx5{<S@GX; zIf#27CfS>FzoAZ`O|{N4061tmG_(wVu1{nni`a{N8UI-|23_!*cxK-1!|)#)v6qz) zN4Hjf`dvMQ`@{Fv0Y#9<-kV5Qb^~<+G&KjzT%os4w@JHYV_#|xT3tN>oQ?W^_dy)i z<8jMb6P!~&A%5kfOUO4WY)-MdftTKX<;8~eJM!v0S)dxu-=nza@`>nk5!2^7{S`bs z^7B<9{CvWZB5#dT_*_S}y{droxhBB}jKMQ4L~8h-0zbT?L$hmRQE$jTl<e<?yiK%r zpuIi(Q@`9yFY?$)auNc<g;;l$&&gKSs6R11o9ZTuc{h$;fh6F+=M1wYN9w?<+XO@_ z;729IT9g&h&#~Cg{`?Vm99`=DJ=?JNLA%GhSq`9{$DuL0(hl)EMU}u*Bl2HlshU5( zAYPuf5)Z`sxj*06c?<Y@l(za|1oEN}#IF{Kae)7S?+UGjE;!lO{*7)I@O9<HdoSpN zTg77nS-TPEsV4b|tKoHK#y($3M4s(a=0zVz=zr#e2^>_&r<l_=kyD^fgJyN!VjuDy zUS{XpOOa0-NPH7|9Q`rtOc(5#asG`5a}5wLoH(DszHSP97&=_hjD6^2m|fB;fi9|G z5<{Rse|hiYhwl}T_Z{JI{0%#*-OKRK_zC(AuRQ6VfWM4OSt$xTgLNr)E9B8bz0<8c zA$olO$Ib0`g8kvA{;3)syNx-KgYKMJ@B^OtuO3LsqyA3zWuhta&G&gf2ydK)?kfLB z-V^6OYmH2P3%^gb-g}D-esa%sHH*9S;6?La16f*7rx3>eR1EmM>rueuefYN{sctqM zLC{(CB$tlEjtQNQURxc49sJC&Ek=HzqMgC>MK1i&w`iSK@JF*ieoIOM_Ng%^+^rMq z^VD~B4t3zD5_Qv~LOxzYh%6s*U`>WcY6&0kapFUY8P?Zb!9+Vd9(*_Rn(vkb{8ztL zUIYBque6TPDLmgwlJWF2>}G$DmS!3rxtZQh!FLhwkzDo6LSGHxi?-1g;<)eM(|ml8 z|D>YXFWHOzc<lF@%e)=;47CS}j=>+fI3H&GdIa-!3TTBkVOI`fr5o457uM?N3sm-C zohicg3a!DXMEtX;zy}yY-W+-*4}E&`M$i=|=p{EfGf#9Q&(!G`dFT%EJ^y9p<&T4B zIkioB_Mtva!uU}<cq>=1V8t)^E&kpZhH3aaDfKk9uw>Xzzwlt?B=nP>HS(5k;JNKF zjicPa6}d9noqHb=rk<}ef^XYdr{}BF;eG4Ac|OJa`>A}}<b8~~C3e~)6y@ko4H0a$ zRe{bRvdb`FKkQyrBrhN5Htu!s=8*>A!n$!wg(d9Gup&I34s!uGw>8c^#QxP32bE)= zM9v;mSp&am^NOyM)<V74-lF{6nVtDHZ!JYrcIL?cUGSen{!?1sSr<H~IKaf3<SY1Z z0$a8|&e;*uuvRBCoG1RDJRc}f_rTedG$4k)Ue(!Qe*)fT*Zb>K&<j!uPQEqz2R+mv zEA1lA(_rhPpnR-LV(x!R6^P56y}Wfl!|v;kT~)aXoro;|dO;G-X@-KBPZa!w+xji0 z{2}nfyosNmfV)@oO1zj1&_8roe%DYg=A|+4__3=Xt_|^8Z^t@@%4Q4e|AZfpao;mB zhW%g^>`zA=txeu}@{6h~@sH<Y-QjS|6}3G5Q2PbqXEDa6Mk4Bl?+0j7Hll7!Gn`CW z4>(b5e@bG|g}C2*k>e2ZLm?;1yUr}5PvT_bi)QfQj4R{i4!qDe3ip1OI}88rko()r zoj_!KGOxP|9aUmB>F=-~?8DwgZoCox#d_gO<`RME8f_m>Lyb7=X%`dqQQU($y-e!? z++F(EJGX}OcvmKsZ8RI_$t2$KDE!3-U50!5@8HJ^^)f0}(RUiCYO{fL6gILs=LWvM zZImL=1HXNK<Ac%$_|Ekoal>oyAA&zVF`c@Ne!~y9rvy6T?|(K{IsL-94EV(G1m9yr zmxIy?`>-JGn2-RTNH#%}l8pDg`(ZITo&)_q$%5R`H!*+cz~5&<IOn&V_+relZajHk zf<9o~bwu}XUIuUcwqbPQCmuQ9&{{X39{$|-XAQ@`qHeO<@K0+T*7M|*5hH<}d6;}f ze>{<2i_6$lY5-5RJ9>No{z=~ai(L@xSMG-HL6S1e9m^S861s;vr#s}2Zew0MlcHp` zH2h>q>-dvc)U&2tp4Ofzf$m5Btgg}s=b|{~btHJJgy<yCTkxsN(jf|G+~NP#W_`AS z{~LN=n0bI(BhAT|^~#X{su5fDsX{*9i9{d(-|Mkk&KC>ByCoF|IfhBVqb^K#?%X%S zc4_Wn=ws;8=|^hxY*5GEuyXOVEq))n&2vc(IA>oRa2R%7x~!ON)dTw)+cYb}`gK?} zZM{>%`-J&iH@*w~tW)I^O9b==Qjr|nADGv0M>wDsxF_Wj8+xV#ID6SJDybjq?mO}N zAne>b@%ppZjo`n}DD}U)fCoLj+$y|?dNbj<Yjof#L8cYme86LwU5kz;N1$`M?RN-y zh&+JC6kBW|c#GWv%Nh7@(i#f?5!g}Jr|-&b`@xqQ2iiKwvClrvVr+Q-L7AMB+V0Rr z^xLD|AE7Vo)7|?-%sVltbzMA;eQ_>Xsm?#+O0?ORGOdPnopHRyFS3ZbPa4I5Da^BW zw6I$nM4VUQAWgXP2K{rZ<1{_#nE#>FQmYR=&pJ=Nod@|ibEDG~mdJC8(4+=emk@|A zGDekl>Y0pFy_apzp{|bCj=f3=ebI*DRe^E9*?#V^Tnp$qPnsuQMd98t4Ye(Q_*KjF zOiEp>SCd)re|<5S)0A;qrxWM;?Se&CYCinI_m7pIHxb8XZXT6N1YcxQVL1kVz%1I8 zNe5ndLpk<M<x}wOzj^dV70}b%P2#oc5eFGGOx?eRKCEl4w=&^hD0&wx{=#4E6PM|G z0UqK>UOQ$5zZB5<;)TW+;P+pi_vWma8-4FpwrnrXJ1eQ_!y?o(s;_!ljzOP|r*(ga z_>RMzyy#9W{DU`Bg9Q2-sPxtus=C4Znb*vuM9}9PukvO-8FPN_{h?Dqf4bwNA2Moo zm{TH8!%m0S87SyexgG|c)i(C_FZiFY=bQDHp{o{>Is20V2gDeDbDMs|yw;O4-0thp z5#4=-G^?S5KlO4sWQchi{V~r)&S2jXce@3F2l7l;4rar@m<lvn`oLeSWC%Z+#q(rD z8%doC;9*K;@4o*KFO3*&uD%A|ub(s`Izg}e{$_e;3h_JPl)OPL)}7{>xIE5PVsA={ zKmmAr>WkUFE!5o<jlRuj2EKg?d-E61pCg!d6PD0#*FChNdJDS5O?0#aH?FE^^ql7f zuVqTL-<dn0SXy5F1@=*=Zs*4bdx{?Ov^$=FcsBLrd`1KE{bK!jqM4YR7Rnf!kMlY_ z?80#e=l`Eo%PWab=-<r#X6{3de%aEuvtc~Yh1APTdf=bTEg#J0LiZRCYm2yodBbM! zD!=z~V4le?F7@HJh|8o*#|=Ud@0zN)t)d=TYJomN9P4^xu#S{W8vRB8{i=M3b&b8M zrMSKabFpH0q+cOES@|J+;~Um>TKm1vd+f*dgQnR6ee^3fkZakZ&VXxBF@NX2i8$`* zj2ZYj?fbt*B*~#GX)&g9@SyICGIfQ(in@lIA1{=mp2nuPI4=ls!bzP20~undf7m45 zt!;|+JihhA{R85)tJ3jzf!~!YdOWJ$IN!%5oH?-m$IHymZAPLl(T+Dm8}@ME+{CKF z0CZ=!Nv559uN*jkH7?_PD0@qjDq}w{|Fs`@Lk3;)v5ya}4S1sn^PNNRA0hv?ew>3} zGCJRH%L0G1k^ZPK?kLV@klvNSMdZuWJ<S;v(3h5QC@*3eI{2oVGb`3vag)z_KX`1) zBZ1$Iz^B#|ZvUM`-^gb^TEzzVA?0FkF~%k23*ztKB1Z82xuX;2IM+YzpOaqq0H0@? z3N0Bx{%%*dl`ht;@o-W<gCG15O;$mA7y3XM4AOSTVh%Cmne?}~r_3&fUHMxL;)K%r z>_hN(!YAA~jPShF=ohX8<VSmD2PPTSG0!+t>_3~cuEflYtCGd1z<=LgP;QlVC4Q_r zQbVVJdytMN+?N+c-PcQ@(0s(luRY`5`Rne~U#yV0BMzqQb~BMiJoM<YX{is^Tm0p) z#WS4Oo4m&!^_@l@>8E`@73_iG*S9_Oz?XkA{KTm$*o)-Y*<wHB19*}L0?1L9c=X5L zXzY)9jGNEzkI)Ya2@$tP!Pm6yUd^aO_mEj<Jq-T-tNx@&Ht?q^pV7VY68!$zvU+mF zO?9M?jQRw@r@oEoO&*0_w^wSZP7n6O^HRYd`#osC6gXOlc$)W!_X_;c1Dab-ITYxZ zjib&|lR^JgSo>%ta8%NZr7jzKyQ<@_qShThm(`a3?=<?nmtOZqfoG=8<fv1&L7%q! z@KXgkDe;+MO!sx{uaLqc?HJT;4@ATczz=dAbSGJW|H`8~R=DRg;yEX}HB$JePhuj| zdn|w>yw>mPzz+rk<QI=%KEZ!#qI^wXpodW0?ak9b-((v>-~)6Ivj;6d8`z-lE0LXl z2>w&zacpAyH2Oj(-nLPo?p}XrFsK6Y+8&{q?;f(ar_zY!?!XD;`L7v0RDj-1elk$s zW&{0kuf*-0<}t@IgG0~bIL;;S(&?SK=@on4T=BU8ormkK%H6xDOWkd&bPwmg`pz9P z`a9r1Q?Ek*!{dFvcP71);P*DiRwXD=kM-MLHrWNb8JFmcL@@GpqM;g(Q=#9VPL#~# zgFi8=U4IL^NSa@@4FcX@n4|bI!;d<E*sd|DZM-g7b<lg@jTc9vLgq!}DM+M~yk?>I zzgy<Dh5h9HJWCbM3>_{r_0>Wp_S-^7d>8B^bFH}1&If*{MX>YyFW}F)Xtk>kFqg!9 znq&liWV}!R#5nAvEb3a9DEw97OMSb)@M8lOey*9&lg=(>y&l0nc-!r{o&eqC^*w8P zTJ(4C)-4yH#GJ;-y8+}Pc%8}YJ<5bF>|?ij?Ht}Wfr0JBR58x4i)>6j@R5(7n$`t8 z{cYd}DH|*3jy_BdpEZ!*c**(unGf_w2bzWv@S#RdJ?~=htKOp0EO$2W>oM(x!>^#z zhX;f;2xI<<qr%d0yzZ4xtGNT<G15O3F1mr2CbN0T7vX#gs=bcL3qifEq-De86ym*O zd~a7-u|E>4jibN`YggK%@5K?HYD>}d=p(KeeV@Kaig@HjoLQ7E^c}UJWf81zV(9o> z`%B#C+d>^XHG+CaevX32<KS)bRzc_CzeA|K26yiH93_h=^{l~Mm9EjNafiWc^*WY+ zK{ukO|9<5TCGyhC6TBRF{F1)uWl;-$E4QDDBOU$s6NBMdOPEh#9g;w@3A<OIjOb>< zoXgVR3|+uk1-sLBfmzU>!ZtKT8?bL5O#;5yqkhAJ=A6?u>~R0!DW+)r{5!FB=^6Uu zita9i9K`+YL^=lR{pg3kCa}aQfd2S|UomEH5zpT57~6ne@#j^E4zDx%emJ<aSx|qk zS>d-?gu0}{?oKZm_^J5y?SLA@-wC>z7X`eKS1TZ6@oGZ7Vq@<@CC>YLy;Qq6{DY>i z@=@vsn5T8f=>qpC^slcgukCjM@60$qeK3drDVksT1YT9kLpipTh2N`xTKoMC`qjw4 zUmviq`bOgI%!AO!bqEI=Y=J8}g-e|6&~KYXnNx;g*U2eidRTYqV>ZHPGSH9aO7rBo zD&nxSTZbN#WA2X*w;@vw@(oR?g&{Z}{nme(E7@T`j8$COtEiuN-~Z>`SF96b71fTu z(?Z3={qr&Ai;b~4^MW_^xLh9L4?x~Q;``59_^~KweO_A?@Fmrg4u(1C2Qt54*$6+s zH0*lU5dGYCD;qP>is*y((d#tBKF>YQrPjk7jbBGC#jj5wPB}PkM*xmrshkU>*MnVM zTx5I*TsS-#+<XN4;`28wgcNa9C;cwM1QmF?=yc!`zW-%gi5C(kn48*JwEt*0_{c4{ zw6KHtz5G)NMx4uwXXD~%CeZh0^*4J1kHHp3CkDY|{#o6${0IBr-2G&2H6HPqp4At1 z2GoZ%Z#Y#tfKN%(8|{XDd=_&sHsQzlO=^fU4#j%KbahDKoNr6%z9qolKk;o;Fnxpb zn@g^ehJ8?t9J%l-4tcJ_On>%af16d3<Gv>2z6hI_pIl(ar*Fr;@9ITgoeN89*)z<~ zbroV=fxi~}*O|+zhko<r#Qi_7xe{eGh4<v3-(Tizh^ig@h5C9dCP1S<LBf@G0{Cz~ zr&i%}2R`S`#i<id(DxtzvxRWNg_s`L<z|5Mlwx1Qxw#*6OYdqu(FI;C#)p<jNdN~} zE@h4apSey)2a*?}o_HlJ@*d)ft>+DCXTaZh-u$k$a6{bfc+%$#;={vHS&5-HU5P6L z8w(kTAE%O;?wG$pJ#|fKg%0#Sim7hWi{4JeqCHGS#n3lc^4F@GWsui5vm<GLfP0Af ze3R8?VF&MheCo9jH{2N`J&FAqV`SMaTMj&5m~$D29`gC8H&*~R>gA*}$bz}R;|%IG zxp4mZSif<b5z#L~45#||0{zK~PhBI9A`g7A(8LLTM%}~XO+D7V*8S6g*sIw0NsGm+ zmWU_5l$al~z&<=l7hN#~U!9h?%MARv=lrUYR}+1pe}!%-!Oz=Vq`$DE1IfESKcNNx z|6XixIVuD?&iBNH?&Hw;?Qgxb0<WYPzGa{q103knK4E+g{cZO{Vo!qiFY<LbH(f(K zVrnZL3O#hBN7a=PaSGEV`RxOY(5)HvmOh2Q%VPe>#s*w4wV*im9{#0^lds`N0rsc! zuh~&=%)xJ@w;l-sPhxuP{t)pJeG)hK73|a8IhVheieay{o5p>Jr{|1b(k5*H2N&`r zJSh-2#BiG>UV<(ZSR4|Jc&xj`Ds<<b^O@BI|BNFzXY)r7u-=2;QiVL<kG=sqv9~ke zo6frI$qyvKcczut6p^=+9q>Lk34Ww~`1a`l@Xwm2uJRc88Cr+9Z^HY4r)il7eX)PX zk_CU5{e;d$b$9s=aQYDK?SzBCWyZ!Q^v{4R38Muu;nC;^%KPKq_zrc0$>)wqY#<Ni zt(PYN{(H4tB=$G#FX73X4hJRpB^xE3Au{OrUqwDVV?ut7ZeBDv3Gc(-f0p?-{A74? zT?zIfBhr8%2t1cQ-nEYccDq+-*Mc!{*-d4yy52PM(^cG+L9M96k!zqIPk^5KB0o_U z=U1=FuXa=obAPp4KaoJEIx|4Ry%+H?UkXKt*C_72@xPJ#WdS-0Su@j@UYz&m`|5w7 zzFyX)_Ifw=Q!2@E=qJ`)=3<)kDD3M=>6Mmk@Y%_GzWVaOhtKbx{8qmOo<lKz`&_US z@rIqd&uB0FOmq>IF>r$HHc9=eD)ReY-lxj&^QDEm_A7W?$*&nswM5=-(`=<S6S`^Q z=LC;7{Ju>_`Ymwxkbat$SsCilieHS1@j(B0e^De#8{e;r;qS2$)L|-iT)qcg=)<Ja zn;XoC6Jy8>YY~Uc-TRzr`x5iaCgmszdC&!S-&|b>Ka8Z@410!iS!g_8Xo;VlO&d>8 z!;a!JC75;p;@-u|aysKb$WQK}3^zdig>~cgO)>Z@YFheq60E27Tx9@tHgrR7k$opm zVO<}}lzqXu^bOtkc8wmohm3Ho7uHptt?x%sGxTz83G#F$@J}=zM)U0GRh_44fDhfT zaxA71k0=K*V3s&^0A=O6SZP<{o5mHjE$D+2eB4a(JGfS?G<_EMtR~1lEER}4rY^;( zBRB_dPBP1>fmfYxmn^bLL0+10k$hws|5v#ZVFiEN65}DEgY(+KFaPz$W#l~;$R9W; zpgyfu%Ow?fsACcG=h_PT84W3exnLKB)8bMlh>x{g%&LAo29Kq;Qf2HyzQWqv^-vMw zV2N2zWdd;IO};t5BI50_#W~L)%rQyPqf0x9{7GN>+D_hWF`?`~5i`Ui%Ex#z&f@Qq z<0^b$Pn8+>dEGywu9JqeN_!3GI%<MOyAJ%SK#w{I=i4WBsi+gU;xrZ5L3|CrJSR9A z*@^Gb^sUY9F8qOF%&9k6UyVP9Bj>CzkB5X!=mGpNiIZIa!&<~^e8bXIHu$^o7jnmO z9?sJ?F)sqg*t=q{1k->waUSbeyO0033+Uwozblmr;nrD){^cT6bO`G^qqW8NALbj< zIcKo$k3=2u*$esJ!-$JKYmMW8I~D(i1^z?4zFLrbDHrGejd<}I75ww4(C9GzNz^a- z{T2VRi2O8ny`0TF{FaoQ&Q3lc;m!Hw;C1Akm8zB25O2B0`Mh2FOCY|aVf$?@g!Ly} zW+Kx-zO<I&ZWZDQv8b2!n}{cvGL6Y^02jnOj@kGNAdVh?>9PjD6@C7N<8?`#i_G#+ zH+RIxrE6!0HP8oR(olMm5x75pZtWU)%%gc8Nk;q~muAuK#!}=L3VGdqJWvN{DP8Va zfjZ6l#oV`E@E5MtX%R<u;_o=Gtey4MtNK*k2K??$zWy72t}~<YrM@ZpGQZqZeu?K( z7d%G<@xIRdM?41vz$*nuqH9yZ$F*mV+%(6W4EjFjUBCgle~NmJ@N;>mM4y^MSDIdE z80E))`$rTjUIg!w6Ox|nN1P(ke9dGO_21_E!p%3~x2~BL2eskzgbWRclVxKczZwVb z)D5#(f9yLAJ6tWgoyAE6KhZaI-?_KWvhUaVUGQ(>9t>bp@Ph|8pSL59ymiRC^K7Oo zaZl&Hu?20^$3Hmntz-c@9%Dc}BmA}kVQGNV6#mM%^znHuC*p55xiJIypF`Ep4C`Sp zW3K$qug}9C-c$`Sx+4$Ku9^EV8~)}%^C#nLs0X9bqHB@D{F3S1{GEIn^-_8C;|b)~ z9<(2pI*-1qjNU!TI>2L*;LV;E?6XX<jqVugoLZ(>N8q=}bS8W5;qy>D`|pD>8T6r+ zGfF%6vB`&`VikIQ-#OVydFWD|35#9gKk)t;4<e4z;a;B=`4N8!_?7Htw>R+D*^4H_ z?||<&wIA*hiv(ZZEDdrC$G%0K@ngY0>{WJ;Fa<8ymS={(%SXM8`3d1oL7dOyx#EL( zjQ*HE{AU&YDBY=N%Uw}d;9bulKaSVyq`JRTN4%@5c`F9%D(LE-Vt57f!l%iGOy?1o zZh3ZVI=K>mjI!nB04IWU8t0;u5LaI{)N91NZ?Vt)=Zb+h54-n$RfawPjVSt}vW-0d zx6;pP@V75H2x~-RocqLa!-(6+-v^V?lH>CUQVUv>&_K7ixNJCe8oKEBETun)y94cN zZAAMCM2)Me=PlBpPt`sWj=}o*klBZ&JD{%p=<`9JyYMGlmU}f%AYWg(%TNZmQ6Tzt zeku#~Xtrc~IB-I4Xk3^bO~G80_JPk*dk`mxPgvWzA-*?>@T2;Iyz5V<t$eJnWlT_* z^WL2~mb0OIzTrIN^S(T^3;uihSgH9Q<Oe(g;(4Ht_$Yg{58?M@A;+Y33&9UgzKOOu zhCEfj;302Q@L|e%$?1OZueoC<E4qPSmliaZ-a$X%<LjN+jXD>WR|7lur3}TWT$|tV z_iGu$8l2#t4|F*B|00h{_;>9#bd$JM`sd$}U%17P^ZaWWc)*FVKN0Zz-{Ol1MK6$V za=o7v4*#{(RMjowjJl<a$mzrPpg)z4UWg2Vp6kP=r~VFjeLdE-7CiN|pn>!{{CkaU zOzs+RdUaN_X~Pfsxo1gi;qW`fjyK}7xDjs&mos1f3p{R+il7Fb1jb$RnMb{!ji<$t z5A~><DYet8#rl4{+>?40@nK5Oeo00XJf>^^+^vVa+^AJ49bWG&w|K+Y4C?6@6MA{_ z(FZqOCHWgX_6Xz3YiZO2275=cMdJNaum8NMa}N5{f$E={?_qyS#?OaX5qCfNmsSP; z`RC5-Qi@jeW82=>Xa!#QoFaeD{{;N$;NzE?v+#eaYX=75-_!Q9+voj3JpYBVruR8` z&H7^hfBNwApDRC1(?b7$tJiP=>lmmksqff;eh1Z&i<ExgLx!t~Oz)waQ^bFG-H&~E z_4zD4>_n=fe(x*b0_n15O(pDr;Hz4x1HEK`aAetN6X)Tvaw`Yo#Ej&U<O1k1d_&uE z*H0sEXJica1Kv7Kw`pna__d=E*Ir@Yefr;tbfP{Yh<Tr9QXlGA6kN`hj-tM?>xhEp zFzV`r&iNe2IU3J<>LjB9zP?*qYvDKQ>gEj(lm-A7)<w#uRtUtVyw{JD8&G%GD&I>5 z+`o57LM{h5@IpQ@cNl!>-sI+PNyLGYx-!9P&8XkM^F}QOkH<f5)|Vzizq8>AsaZ#z zvVg4<lLF%DT?3T-`@uim#)TrV|3~xoMk`FBPjE^q?Gxh7_>S<?XW_pyHTBxb?7$1O zJ~SsqVSVpqmR2CX7}oj0f8-Y8?WaBLF0jY&^KxYkR@lE_A!$RLpYwm@#X|A3xSvGs z<qObLDH8gWTEXLGy)BIK{5WYD69xFvi0qw?lgO)CUs;m!z<Ew&nBD!a32|MGf|e$5 z;bX}ADK4CQ%Ctn@AHdxNhNJ37uOh#6?Nq_1>%ixnFSb2G(AiH-lWlb&?r>B~@<bdV zdYg8u0(Kmu_MdQ55%|(xwFZvI$Wu1l3u?mm&s3P)4#N7U^u9K4$LBRQh#9-fjJS8w zN9_&?^tQyi9?VWos4wo&{%+tzycXa8zR(7JLf2a(kNv{E>wZOC%!o%K!XLRY3}D@s zGLteN01t%uwex|;C9RYBORyW`2R(urhp|8Acl{6IeYOO1+ye0T0bR*)eUae1HZSBH zv5urdP8B!#(AWB>C`(%iaW>VR6CRHck4vX>KEUT?<bJV5241sP{?6to_Omkn^q31J z)|K`RSrPoSz{s-obHwktTNB~+x$sLhl-1O+(8qS`B-_13zHdpTn%owD&n1>T1ivOQ z!t=-%e67BZUGNV4aZaXVSToN1*!k?|0y}*3e$nY4h})tTF86(h9nlge3y9#;-$&ji zFy6v?+tn+(f>){WRl0Lv-I=eEZ5@H%c}tAbr7Ol9>19hbX2kDDgJ_xUpu7HC(oBhc zihQ4z^rTlDaJa~$J&zyXYyCz_8vMl#J6#I(P}Cd!GntBqpSq#>C%^I<cx{C}6^HN6 z`88>O&w#u@@s?OA{Mo0y9@%2RSB){ci4w$f=Q%9@<=W$W2-ZL2bwPba+kS5hawR$x zJN{q>u5vk--?%Y_^T!Z=B^taypV!kMj2Cq+w*+V{V0V4RXTP&1VJ@Sb^-U`-<fnBU zI9u`jP-UO#j2!Ax98I5d(!oz_Zn<-TPg6M7MefY+X{5PLE`ojd7{+qxkT!TqF6RLe zti!%9UoETn(f3dLOZ_nXQrzK<#sTaDTm8wp$IZx(D3I(vOM?EAc4CQXKYo^S{>hwy z`$)SOz8=G)z+TC90dAb*l3Uw1q2qBm`fkVoXGw)6GlalP9SUpQB6yKsPNbW>j7QN~ z?*LNdNfl+t_xr*x(b^mNCEme&6M;qNhwxt^qrD2=r8r;Wp|J`Fk%wCSt0s>4Q;VIi zB?mZ|deU9sZvuD-DY+|E6mVGb^V}`?t;JvGHUCG^b;o1bM&YQ4WJFe0Rz%3ip4qau z&u-YOtgP&^OOosn2~je#UnE5dB`G73%E(G&)OY#I5AS%M`#$G7*SXHQ&$EbpVSg?2 zt?quz6X91Wd{62@5ZzB4{TKGm%|Os%O~X01`79<!Z`9SC_Wb)7jJ_Ifp->v&)w-)M z-#P5pvuKHuM8x02euh@}(Z6|7jz~Go4Ei+p%sMeC@(M?(%9Gb{K9nzviO&)B@z7)Z zO2{v$!}8BoK-UVHD1NXBy!tCaX7%nK`XJABRV5xqJ%`6%xIGecsmKi7HLxG&kJD-y z0UulCMOGMqUqOry)A$0QyS5n~OgMqhuc&0vx(<G7>zI4M9`!p)9xZj`)l|&W^Q#2# zQsPUwyU#nbv#_vh0MB_ncYL+$Kh!y?`2Tf64<Vx1@tIV{=MM1PA4|pglHz5)8^AH% zAf?M0rpWg?YotehBY$(;Lml!BeH;3^8fhm`uj?zx&B6Rw_cP%ajp%TG)t*Z<*bw=t zm$ubUb)3)7WbJjqdNsXu>b?T}`RNtxCy6+@tf{<p{091no|iJKa)Kv4Q)!)+$9aH9 z;+keku&dK2l_N|sPoubRHP9M(=5XJx2m5ilf4p5*3+vs-I8vv8=f76R_k4o=a!*Tl z8p`51TYQH**?p0>h&HgdV1J4o%aTqKK~K3g{)$2Xb^4u_NjKQ}`gmhq8t_c)@WpZ( z?1SH;v&~dG&LLJAwMPLzm)J$f`+<i%0~f7EVdwdNypM#EP)Ds{^BDsky)^TE9~A>! zx}>OT_7C}k@#7Q=@Yg>IS2v7S5hq;E#63g4@PXu;R|?{K_56piZs2)A486t-^1I`g zeQyR$1K+Z;nr}y-Zs%nzyMTO8Chkfdi3fCVTauk@yncgb#r!|?ZLpl3%iKWxW+<0l z=8r?1whBAScL8%ln;$UvLJx@-{_@kX82T>dr=a?ec>dt%ixZ2x@q{IiPanAY_+I(b zH1IT8X;#w1(8<E<yS>;Dw<>><ZG8n!p4Yx*>j<9qjcCa~BLsZgd2EOXy4==Iw&O4C z$Jxd=FSe1#hBnx0aP=YI*H8Y(&+AP{_(k@K(-ZZG+hj%@hfuGO5d7m#278KHiRRn~ zz4CzC(I)U5YK^9fZQ$O03*D?EDzInH;qE5bi}k8SoCEm&2&J`61RwG^`z971-1qx~ zGM#Mfz?t;Nx5nV_<G<!qt1OY9Ef<o60*500dlqAab<q7_<15AEO|WHi5qt$6kEgMT z|Hbq9jOnb}lTeQ#*;)GLh<RbWGNR8l)p0I8|NQYyQp`VmW7k|84Lsv7y0M2F^*W2_ zdt>i_hsTHQto+fBpvD<hxQV|{7)u+zho00X?@$VTqvG@^bpyU%Hqo8*jwAFWC+Woc zLEsdl{GW4uI7jF3mV&b!xVBmTB?kB=cUpmV9`zwp1=_@S;GJ`$5d==yErYeHa~Lbm zD|0H;D*r_vQ(=8w1@f>NbD<!nhv564_L|4#;rx`tw-3fc;HS=o19Grm@!B_k1B=mr zRPOR#oE-7Bt<pj23i{*x8_dta9>-2}G!;>zP8W7rWiR%d<j3E2U+5pa4N^3+AMx|+ zA?nxR;OUmnpYq*C9^@2A5JleXu3{j~hWPs9(W@?E=s8YK_gW6#*nMu`2-`2<$!36a zl{j$2ulA^*3H+T?n}*?tFL=uxr;#KE+`mN3S^F8-uOjo!E!6AHURrHrqdr+&Q_tmi z&YR$UGs4p5A#mO(;S4``Jwu7zL)KfEhr#La_CD}OhK^WI0Q-`3G1OaV8~eidVIl(h z$YH`iJw2?yOzt6vu#4coWbSvTPeI>3q>%Jd5pim^X-5xuV@*@zsDpL?+oE^ygc9<E zwr$<|C*VmI)hB%M{r<PsnEYSD&jMWExj~m{o!DDY0N(wnH|B>BcuD4<k}YW~c*)8w zQ5G%e%tCkaULfC6o7F72RDgQe*DqDO=g6<~GyRf*eedvoZ(zW6*i)M3d_rF2)e*tE zd<A`Y(|kfZL(r${A9O{&z+9h2TAnj+Fo#O8{n`NVy7c1R#~H|@fAU3=2Le~(f2f9B z(}V7ov(CnqhWdi;vC}2);5U(FuUtdXFZoAO&ZiK48By)yH-=HKAp6&=HHmu3+{W`f z?2m&;hsO0@@RkK`gCpQk_H-w9Xg{I;<Yrr%1OMkvxWzUOf8Xo59Uu`7zZ;-2F6x9X zkwz-dk9vW$M5dLy59YCM)YGJ*zax8HZ#q2*bu_hl4&FN8M-9=#68L=)(~n?V#A)UY zx<45i=>PkZJ0MyEKa5JT{d^B|mwL<GxgMi_p-Q?*hR?mkVl0{Q0N)p%#4FN`zyCVd zxBDD6hK}HvOLt&zoa+p`b%#qy3zx3zf!BYOxpIdCeYqbEaw^~tKTE~O#+cFPy6<vR zJMslXzcY)w^G38hZAS~l(C>NAL_hTo`1xDS)^Et4mER9bUf{<*^&DVH#5!)Ae0^Hm z7JX@6iI+#O!rqtdtG{4>%?0;nJQqcs_k>ye3_a%jc70{*!#e&6%ApUDM4myJB$N;b z9j5*me*}2VLn*h+R_rr|tsSjC4V^4iO^KWfeRWcI*_^bY+qzOuD7-`8+5k_>P#$nO zLqS-M7&;!|X~;$3%CrQ()%8}`olN+B8R*a%<>9OID|kOA3Hx0)%=Q0I@T(Q@Urb$; zW{b(2;Pi&I&mZe_|5TWkG}h6N(b6bY(wjh&C)AjLexttF=;SigA8x)q@Tv`Y1ijT} z=V*)<A;s%txyXIY3uWXza|Qd{us_`ADD1I7`8Y=le%}a7lBq{NvbQK&?l+$|fvIRP zF5C;}hAzau_E7=O5LIU}szOf||Ly0Fcp6TrL7My)I@=U6=S}R>e@SXTmYTtf9HT0H zQ4fgG+y3_+{OJS-VTlB|B%N(AA&UL!yW;5i^9^{^)?21<#0|>dJ+>wrI1fzkU|IzG z{}p5zMbQF#l%lo!^8@>{!lQ4c3w>-kTu4wGd}esxv@ILzbJA}Za}bBu(=1QO0RJNA z&GSFULf7UaTNXx~b$J(~J>v?0*}5#R6_3BO-#W<Njn6CdU$N>1uX?ok@n9{^+j`nu zkHdaQclzD!M;^9a7Vz;bc<DgngN}ca(BaZH8f0J>!D1iw)7BwxY?kqD@IZYl;fZT5 z;{2h7q`Qj_cwc4-|FrGy+>#?lEudquI95_H2|$-M;;qdbf&LNNvbdswK84egosWPI z{@qXav2l45hMB#~XU$-5igAXC`ry+Ob3GH#W0}A9s*OrR-{QFGd-4bN!FS%u19`yk z^*0owebD2^E~w^>q3`iv{L@b0H4DXL2GKb3YM0Ztk-+(EiNCeSz|a0&6f_fT$GNaU z%d89j;315O<IxMyzs`q8SIVJo)G(p=v;%o?dWfg08u+CjN59ZZoTK@3=KvAzV{`l; z_1%Zie_{;x_5$DYsLtj~Ag>LwTCCrF4#(-{xx9cX@RwU2o>$=a4_OA@CE<PyO7(P_ z;ScjEhW)oKFgMTo!j$9|`ds~Ej~<c&A72xkVH8K-<hBGWxij<!jcbB;E%6+L8o8nF zZSai)E;95^s7v#X7hD^IAAOZGpmXykSmd9Vvjg5lFMdop_ZxWG5cr#e&6`jVF7trB z$BSU~D_r|E?7p>a*6e&3>~*4~-`)t%Su~#txPiW;_30ZOfdz;MoqxPm5SPj2H_D3F zVgGkee|Rzh{d-S~h+!$}-V`zwM9^8wng&S|5O?fo6+#>kU$~`X4%cg9{!`_UO7Uwv z$3b=Dy;BL!FC2-=<wPHN|1+`!R#7;=qjU755%62fD$dLw`VlK>qo$+=bf?Eu-o*Ln zGd`(R?id6<Dt4g0LL7QoN$8j6ci@py*Kao1pl(f<n|>B}RTb{{-(&3Cr#Z_nGX~g) zV+TKr@<OL#d0qb#ziTh3?BhqgxNAi*H{y@;jK;=G<%kQ9#tq-?&K(x}Yaaf`2>iD= zq^&~TlQ3lXnkE>$wpIRamx~nih>AfgfgSiuk;k2Xu&3}@>ds5q$nV(>+7Lyfu97%b z-hBXitsI@q^FzRmY8n-hF4Q+H5B#nNFQ>kjyrsnmT<NdQq{P0?a(%Zs4Zq0Ddq<U7 z4?TC;iNp$a&eo}Or&kBKPJH0A(k0Y$^bY5lWT1Z9_n5>6{@B~}<;gk+^ggZ2USr_5 z6xSx*rH|p~0fs+iKB!+`6k+izfuEl1=<P=Q*CVRCt^Wk~yZC5^n*}=YLCQaO(WlqP z6<g;3oQN1tOeJwcKbU)k+Y_wgo99am4vpwz+8~&>WWiq^{}B{dfd1J+?p*^MGx4Xo zm!*mP;<bg2A?gWLS)B5Vq=@q@@zlHX5eQwz^G_n6>!y+AHcUb9sxPDbxw(7ZfQ{lv z2>2F95ijWk;ym?=^XOT`oojD7Y~|r+oIL;Dz@86;7#I+oaGwgzbbmg>ZpZbP29VE9 zyO>;6OofgxtB|V>JYwe!U*~y%&&mJvL=ZgqcGP>p{RhF@Rd|T=6j8@qyvq9-pXYI) z=Ajev<U+!HyL}_-Ar8d6cfc!Fv=bzqfM-I9?$Wq5!X@pUN4!|)jjM89Pc2Xvm9zcB ztpq&j;X1#oLnV?kwS=c3p0S<kl{W@InGZ9#4E>`_$((2RIe#l^e#2eC=qnbOrBkfJ z+!Jxl4?*Ao{vm@GmJp|JIB^y~MO?PXXw%}ILH_lVKUy6AFeyAIIV6pFC!va2rO>l; z>tdfD`T%`G=I)L(bf8P5mKE2F(O2m}_JqM3b8S<0KG7gPFcpdK+pI+&$Nmu=K1-aZ zQ8RsGkKf0IOm5a;f6X!@oA?pe$@sR4N&iCsjLDfU(}O)HCS9A@3;v^ei$)f4!A)qE zvfUkd8iS7cA^4*rrTkU{;)Jb_6D8#d#F^H&cI9}VY&he9Y$EF5`-1v}_n=;OQ&WiR zC-mPrnUz9(PhZh`dl}+KY{Wh1Uf9iJ6@|bEIp{x|$#&}C4gDz%{)S(mqco{>NW+g; z0u)v$#-RtATAaIBihe<><JD)NM@8DGle1$#XQe;s)1u!+iGz&Gs~31BPhvg;fB3=7 zE75F({^{s(Q?^9ZVISSloC06-Av1Z#34Hoa(m^%_eBAca>!>;jeWR8jZ2;U{>gS?J z(M4WX)LmMWiMb-fXQ+C>TRZo=%QwnGH`q8jmIu3Pw(okL3BAaRPxA^jbf($+TRd_7 z@E1iEmF!(R_qdW=553j@Sjn(G1$frwtit{JI3Mw%KgSgLby&Llk4@~C&3R=f53JMU zy~BMe1(?54GxfX#alXG?MdB<zC;R@=p90wTBf8~ZV(>4@(+_4|Ay0XqJ<44qjQA`0 zR3r=E`(n1|_~${`hk#gvCv-5=-<5B*bnv-OOa|`2ohL!2TCcpIhpSz1b?8GMz^ysv z&*jMTYR^ZwzsJ5wU!kgp{zIMB&+xVjbr_GA1L?0l2{E#Cdz_IsXxm!3KZZX9dELFf z`~2Um@ZjnM<kO{$W;`KSZ&}u|w5!X&)5hNocM$i7ZRC1$XuJtsM+(&4pP~Qq^Z9Y* zCh*!lv-Z2+oA^e`Qd}6i2J6BN#aNt2X`|j`Kp#`~ed^+R=zTrUtACwvL!9zgOIe;l zzac$k*C4J(SY}%`l@a;z+A{m;2+RrVQDJIBJh-L7+PMB0=V41_Ux#<1j!>NPB;6SE za(FwxmcTA0MgBx()1iLuWhS-ze67;o!H-`b1pm;Z@(G%SUd18iM+bXP8*J9Sa~nL= zI7s@sGIYQyt#_iQp<`$lT=<Q1s(JL?&H2Ey=A)|}r3;8Va*tfS9)ZuCq1@Pge#pB& zq7RFj(SI>&eBB-K>TrvTOl>Fj?OF=!U;HeSKYaT$;&7Y5*5NC5&}ZBh1(V?iA$_m= zn?7S*Mp<%i*TBxTvR2z*zw!}XD|)%;x5;|oQ~`WjNvRv(5!%(^%*{UW;d$*{YKcbH zhy&JnI!oZcZ|80$838x#LugbK5HE%%1cf`nS6>flXR-RD?_0JbO&Ix#({h}wF#2a? zMvp&#jORQtcE>b)M4maXr)%~F`Lkd%NtOY40`WB&PQfY6<!#ve=FS%MrEUR=f^F1; z4C3-BkSDo4vylyeUEUK_*BG_|pFh>B_YL-utZU?9lZQUT;03WzL(IV$h^|b+`t2}L z{4P2QyVZ%Dl0v;yeq7~m{08a)<jXZy4bU};XK!eSpr2+Z?Z*SG&)?VD|GjELpN@`9 z6)|{Ggju=}FD-cfe_3`3OTbxPEwK~=^yj5l`JHQsw~1`Y56w{LwmDy{1wS>BdwI4U zagdGdr`h%gtn&r&<@TSr&iLB%QIyb2Tv}f#>_z_d*r+QMIuUnh?a&bH&|chNTnzge zSk54<Y6yKriO;(E8tON9O@t`yQGb1(uiFZHrxA-k6SW6<py!m=v2%#O9$W79{m735 zxZTz3P~Xp3KOwz?{-Zww=eE(eH=5!a{vFQ^(zl9x>~<dgvqd!z?-}gY@8TL}FCgC! zcfKJYf#(LX2`#o^A5vJRDL$f~&4+}4;w1Lr`I2Ox#46@4#PtlU!H(so^lOIT2S@2d zTGUXdsT5m2RP`Hr9f`?h$ur=66l(81=1_lE>3v~-8GYg2TgPNe-3es}n$Pb(PiQ8< zfTkDqQqoEte<FM6<;AyyGqJyY4EI`fu|I4j^m1#6*DLyRC)Qhl2lEAc0`NVVSw6z! zr~}!29|#~#0^T(a+Y~~-<IdT0=G$}hho~eo&M2avO1b96p<f;ZKa+*Rp(Ef+Gtc<7 zVK?u6f0&UWuL!5}o974a^m+7Eii1ZgmYK_=VV@9`L+s4B0sUH`KrX%v-><Zo`~?0K z)pGVWKkQw4?+ld~{E3a?iJ6Tk@M~&+rSK*25E&A!i@>E>A)X?C<dt`=SgeO&SNGbz z?$&0a&$1+Vj~v!L>YMIYLHH@Jh+)4Wa7fR|{ln!@#OwNWVQswsw3Atm`4DvW{mqZ} z(SuiSYOyt3#(XEP)3SA)*ss^GExV;KSMy$5$`115m#XKj>w&w^w?CbKx`TS7og&R1 zHJpp)?aAKqM&H0`@(%*=A5rGir<sVKo2di;$R6N4C&`=IBj(U291iERp#S^Xk<Ux= zhf!BPDLFci*QqiGZjW=oKgt*=<eI^QJq5m<DZ;!sHRHPd$Iu_x>t+2X9dT+;(eds| z%rov=yONB!zmh<fblwhlX!rSqz%%fP`j9P71NiS%v%60ifYZOvl(o|$?w{np*bCj{ z+`G~cY48c<*&^RI9dE+bd_Ku|@TPak#!ueBZ+Kp$tMdp!k8us)+dW_FIck1V^v3Ra zNOkk;Jn+Z8p7pNh;jf+iVrPQUcc{R>kSK$7qSuY@`G&f==zDVFQSk4Rm+OU*$CETg z&?|xuJuKC}XoAm4&L2+a{R@5ckg;)ixEJP^ay{9d?@`UA$W1^z<}zA7_#E}@Q+M7O zS+wKaXxS?|G2~AXG!5+f*HOP|TZvS~ew3bnc2ghu^Y<e{<0rr`Z<JjAYK{C^ns9bT z5_!V2Yw;Ei(4Vek+GSjjfjvsutxd!Jzg;k=@5H?Cd2eD86YwsxjBa`NT+GMd7ijET zf-dsrcQf+<)<5}M?gQu)MQn^ZtFXTgpPa`>5pQg%GKt)zpsV|J**Joys)?_bn7%~b zN1Rdh73=>csY&cL{6T%4+s%^%eLdyIREvlo4|V923(p}gSOpGGPhnrVhU|S1*9Tk6 zD{j>xZb($|SR>C6T@ELEa|-wKSz9s<zw>P5F*xFLT$Lnup7X(vqGy9>sPMWq#x-KR zufsNjNColJWV>l9zZHE+p;?MDYUr1h)_oP50NtJE`uNul+{emYvq<2BYS6}$&D%Kt z<M7`rC-?`sS5M+~_zO4Hv(8&y$WsPneI<Zv@x2mttI!!m*b+P!kw*`hjTEh1!TDj~ zW<nzFXH~AxsQ~vMw_m6sz!Y<_9~}QefE|0hxz_cJ3GsV#)A=&;gN#e(R9k3v&-+}E z=QD!7!8^u6v(JOjwrX6RKJ8ABscikFNe?`GKp%P81a-Dqr$!&_tD^1pASHNb*Qk?! zF>s3U=G1-O_vmw)9LjE@2LGAhZu3Iku|ufguEKubotzB3f%wli*{{VVfpd{zX6c$Y zv7gxqD?0Gg?`h)Xl~~8rWtE>p7ZGQBLPk7pqs|wj)|IahefHSF%SXOrKl&wZRFQ*6 zeIj34IF8SMG&8WPOIowsKC|2R$#QR>svK}El{0Lq1-h?GYcQJ>aLMdLZG2HU>_Dm6 zsbUiSRawn60iR&!VcfpoUVw*8XT<j5@8=JD*@i>++OT-y@EY&;4eyYW#eO|m78(&U z0smTzy!AN%=T8ll)^ggQ2h_-?tvO)6G}(fluPgeW?Zhq=K&N_Poo%KMenQRm?hd~Q z=EEG`HWExmzl1=b?1nmc?=Md6^+#B@;OY(n{Nu`N&Oy5hocmAFI2nq3kg#IHd;vU4 zCh<b|Tj+q(xo7HLf5iNI!@4wi_=om3jfi*~{A}RYWs!>>guiAtnUbKNJbHDSMiTi% zVh^MKT!07R?Sj3<KJeSt7hz<^o5)Z0XlCr$1Ko&={<ACg@hMB%7C-zcg_+Nr(GU1E z%ONy?*Na$vcIk^n-vZH~PO`QKp)u?Iw?XjY&sA^k5`%}eGbmh_Cd2wVF%5nNk5K=T z#}Q0~`bqi4q20b&8q2cs2KeWO^Uj(R;-vc6mVgNST*H60`2zHp>%0$KhdjX-s%Xd# zARo?n8)ML14t>B)V1o1q@>_#zXPsw|r}fM1;ar1XtR|g%5x9G<LP`8G@`wK@<b^b~ zVE1j~SE<vXvzR1S&p|Kj6JagR#&g8GQq@FS$)ST69^2HwI=-u?8zI7V54ptsKAwvG z_^ULQ06b{kpE^_k9v|}LKo>;=>UDu`$68Rg8(uuTLL&)%k8CYAR~ovuWQ_X_%n|T! zuOi>&PyT0CPMm#>_?~@LU<LR4r}>x4q9F1EZ_?qL<@mm1A|I--Ue6ZaPn7Z@9waaP z5dn@lv;3EI&;ju%dR-wJap(h4ujFg2yE8?f=`=6$ZEcN8Z}_3WmnRxs&cONJ6E?=A z;InieF4TZGKm1<9@fGo2lSeP8yAk=G){#sJ7R(3XtzNSQPg2ROQVD(!KGNyyVNH*E ztQ%L?<{iuj5ab{Eg1B+wkqL3I1@vIq#f$r(i&gO))VdEl4@y+F>ox@+uGWYcm_VGL z_}45{g7*{MYy7<fos!{Q4IA>whzs|Li7kOEZOJpLW57XWdDWZ^?E7M?fiL**Ad~fZ z#zoX&=)<-gflG^)QK~vg=vU)!mz0>soTZKYfW<n@y*TD&vU_gfe9`n@vp(c;CZc^; zk-s_*m1=MK;d7OK_0s@<xvzG9HR6CC<r_j(e+Y3gaNl(f#OpttXYTyM9O`J3oqR^h z-8q%Hsdr+~ha@O<e$^ZHo=^2g68mlS*=M@c1>e`We{m4Hl$`;!#N-|5vH^*&HqtO} zvAA{359<?pXrCPq;_gQE{U6KhIG6b4y!iq6fw~2eBqOeCQ=~@S8vJs^Sd;j85c<U! z<W{p{5if#&ud+fnQo53~z=eEa-!D=bU*OE=r$5+JebD##pVwu6<RxQTa(l&)C&X~} z>Zr8ieo1LgI#D7oCuV51wuXI&$I4M+pEn-l@N#IPkARzP|L$|%S<-k^SrM;a>@e@o z2j5<sed+25e#%CFN>{Z5IAQa5F#Rp`6Xs`+{z12xsM;5CAO7{q$K+Wg;=vFF<F!Tb zw2Phddo}R?`b_In&cKsPib`+Xz*87`>slt{v2H<YvG)-Fi+4n4Zo>YK5C!YM1HSG{ z{b_d+zspLUXj)^2UD9O-v%;Pi3;KmA?qFViX?z-k4)DY8(x>Du^w+$#@22sAKF(e3 z)(m`8VpALN_r!keU6R@tk9vo=$-AQ!?u4UHA1+0?K<^`sk6;r<9{uq_0^bDu;$+nW z2{Ys)t(g+i;6qgsEM%|Pp?iot7R&}-uk`tPT94wK#*w^-k>61l87{JW2EThXI~uSG z`;I$sVk&?GeGBz3$o+bexA#gYcT}Jsqxn)5*En?G>82CpHlBpVQJ)w&Tl7^E8!j51 z#CbA`t%e}%dxf$H$%Y8#FDd6I8hyp}(QBmc&XI7g?5uP`{LyrGr=iAm{P)<Ih*Ju2 zXWy9FKg5lJY}?Q4*neKy4l0#G_$%>KhW`lY=TM=2d>i?rWA#|ZL*ySymG528!oMsf z$!d(`;HQh@bP|r}W9Xk@D}J*(-`<NW;UDq{wNGm*(7Ot!4^4f?_1cxFp8N3?>yz^F z>?}8Q>B>u1!a3m6Y+*O*l{^XE|2&<-15sBi>gT0&K!10EUBpuje9vDpn>~@J&;AaL zVFxddHNmll>&R<oPv<Qnj_$9Wa8Ck1+H;D`nxzN%YSyupU_0Dr*ybxrGvMB6{8Jn7 z#sfCg!h1ro{wYfW7ZGPKJCx`c2%s-@m2qBc27LsV#k2(H;lHtexanYj6Fai%yjTY! zZI#76W$>516=!|HuY_GkJnzCUDCCoa;=UuV`zBg)8M+TIUzeqKDtJ*9V^;w3u(l@N zi8bVV_Z7tXXU5?Vx9BV>5Et32mp5bZcm13cF8dnjbb-Rpvm1ds+0zSWjdAYBus5O+ z_0wFMMtK6x)BO?Le`^03^g(6Ee>M9Jyi~g#p)d^H)bwP{3kK*?e~;O-=i+(L9bV<{ zuwF9OBlTZ#|F702n^+HGo!c&u*&=Q=cPEFlH^EQ)FTePXczN=VutNYb@)Dc5JbmCH zSw)l9Kk#n<!i)cLVZY>^E*t4EVt<S)-NvrM{(4#33JBoo-JkzOeE?rveU%#O4&9*Q z!FOfYkB0YFso6T}Y|h4Rr?D^7lXcUtK0>dvk@K?F#lF$aWG4Z4emnOJ={<w~Eyu8a z7rexiCm>f0`2Dowl$YTS&T9!YD;@-%WbkoFaN{Qxx43k13+zHgf-4^R6KlYA1(QtF zM^rA4FskCdq^~4WDq!Evg`VvX01t90eyaKhevnk=^sXLp<%8-szhBVjYz?n<gOBD^ zI?R;i;CYqDEj4zZb4Ii}c}Q^;xJH!b;Dvl~Ff#sMChS0~BA(-7G_LQ_wqP3S8n5<z zEqaDJ!~;dO=cgUK33_jTt3B{WUxP<X#1U^ihk88A{e2tooyxG_9(cc;Ov0nLh(B`F zzh-Igqc2#-R7C*!s`t&K;jZAF`a{W2tn(1J!u?ckgTJmf#qG=m;~Yw1cM%`rckoU6 zYT`=tS6J9-hk}1heF=R~TMa+*4z|mHf1O{jWfppab@OPsv9%ZV#0(0PE5M0I8vH^h zkmn>Vb$|Ho4*%ghtNH}@SwQ3`vO7OrFhE_m9ron5lvTY(1^ZC^aD<5(ddc(icgTS+ z{yoR<?aqZ5O%0TrMf|D`<?{A4!S5SyX?EvG&W^XU(!sA1e_mJ{gPkx1d3vQ9?tU-3 z4i~;}Yx}liBJOKvpBR%3{D0z^;`&S2Dfw`}DLpsVlf?WRw=?v?Lyjyx^}wa1!}V|M zQD2~DdNPln`}55fx$@Dk60G%S!4dZnLR&Bc-gJ_IH<ZyI_~UcbuB;V)74(ds5;}^) zw3)!=zo>&ynS5=Gf<KK&y@+E6K3X`Fkv>HHxy9*X4ZBG3{creIKlGaL#5qxO@aG5r zj^qG0f01Oql}$mvq~*Ho65{)d@xTbW1w8lXsOii_*m3gU{gz81;G2_=7R~WKvt+qj zdp)6Rd%N_Qj3R#u&x?2`i++wJg@Sp+z2X+5<<(b+cQp!Y2?XThX7_m|>9M|{$Bw92 z0XJ$n!n=T1sUyiJX(-_ry-w~2kw55;$9zf$pDEP+GnfS4DO1HzZO4Vav-YQ-JB}kC zRQY8leG8wv@%<wy*72-DsLKW)bdH^^#=to61f$oMgLu8@sELUD71XU>mGmz*!d?<$ z4*CPP7`^4#Hh1wZN+5?F{wLsJA5UVwTkqRGB(4YD^m0qI>oD@NrI-z^>&Vw$F1651 zLtpt~s?lzNzO>Y+<lX*&Fo$_5#>ddFB8IGTtDu|39-=A<2X3u(yX1ohE1e_~OY;RT z6;WO3am6~zjb2d<0$zk%O?P0xz8LP!F-E*N<`MHubQW=zGLc2%GUEJAvz#xysQXk3 zRCkp^Z(AGg>;lhvmEWv62R&rQRGY5?ysBhw>)YUe=)XF2+xPMj*xBg&OUkgjJ!3hk zF~BQ1_g>>h><{ar3;h7rp|{gA`#0=0e7uyEnil+dXizZ*`?-1f9K+5Q`Y_ClY;GxI zfA&2;#ej7o_;%_#Bkl%8HvVnKdeagpCT%J)f2K_#V*vJk`Xlk%ib2F32_?3?4y^k^ zzI@yS>I?+iv`W0Mm6VS{#uIh@^kM%?ONgfz^FxBdzz2!E_!S2bKm0_M-QzLur$6jy zA$U+KC4KK(;E0yd?-&OGte@|RCI%ho-lY*6ujdfIW*n{gUgLEqW*y>@N6a((j3~$< z&a?<<4}?GmryyEaUBK^+KlN8i(TB5>z_+VQ(SLeoYymz-caK-TP7e9b-Prp=z?n-d z(<0Uf;cpo?|J?qCde+6aVf(T$XGbS^>mk-ZmhhGME$oHm@V0Ff^0CzOiKdg)(806c z#J_U}?_~1*7y|rhyVj(uX^3<4=O?rc@i{&2>8i!$$ZK6c9;1Ulm}@!-y?g{++$6$2 zmKS}tnGd2`fop!Vj8P;H@O))X-y6*&&^=YxtF8ghovL*dwAg^-uh!0q?SUOHJqj|p zjP?9>etwGzb@;Zphi8C;FUIr;hYo|+9Z(yitV3Obn#_<X4*K#Fwy2q4<g?rc0}tUx zweJdPop$3xl4?;6;*4)9we~^8@jx~OdZXLOn@a;jqk#`H)zZGVpx1TgJhxgy+`U;j zd7nGjo3Jr>E!!LUgwi)vB~|D|f=2USs5XJqiyyah_M^_tvvaipaijK_J^8(C_+hY~ z>W3!u*X%!@LB56j@RmvEHuMhTiVKe{ZNam06%zk$K%X#w-OJJrU58ei$EynGQYLda zd%)XIXW9HLgT39jLY%C>j5=EayU!4GoUQttIq^?8$D1cXwHNap7&&A|YxvPu$&;Vk z{{?e*Lnzzk@H(@|lAGOvu#Y*CpMmhdpa9pRg+=I9D*o9vh({cTLdHSB^S!Y$UDM!E zg+kW#20U1=ia}G6blB+&5p8zh+jx@Q#ZR!i3H!>@>@|FES#I-B;1qgYkH^A)(*?~m z%n^^}Zr;Ax2EKAnESr{{8M>X!4BtpM@HegLG(UKPl%6r2u@CeP>lSy5i@R}Rf#;J4 z&RaR!)7B^;pZdu8#}Dg3H&<1wH-&m#{fUOtU$Ec2KG8uO(62qEeh<z-e<J?aR?~v> z@aNy^nqS0uM!_4eF9e|<AiZnyI4kOH-PS|;hjDH~;o$HG#I<n~vmOiJW4!%~*-^yv z-t3P%$?&^C8-<t3(dfIl<$I1c9dq+E>~xECz<&m4n@a7VE3rm)+^EHKq=q(_h`|s2 zO&#;gtx#v|%@fpxJ<2q2^Q}dImwwEsH-qlf_~firq5}Glz87EHecr`_Veh+$Ve}KU zJN)Meyx$i)Z4tZ|dRd0*kzwEs=T3DG&RP)8o*_NI2wc?oMX5Z|iSv0rOrzbvuk^Zs zQ+HV~x50esZ!{_D&4+Z49ECqzEoV<(m<29<8s$?4?o1sY62Fe`<6-erqy?`k-E@_U zl!0FArb@Jy0{e--GPZ@hB<siieivcz743ubJFr8JBS-AQfCCrm4zWmrCl<YPmbXhq z+{(8!zj_UGyV8jnYMgN1_|z@+=vwUeGmQfo4^fxqesRhc_3g}poShQzJq6b1heWwB zhm1J0IUBfDN)tku0$=8!NifLV>rJ4S6D!`G>nfVi@noh3@&0=Ng`gmG@6wp>MW~aO zn%wTSrS~R~%WXJ{K!4y`mSey19{R%byTcFiV9yc4Lbs9cR$OP*8b!V(NUq9LguF%d zv-o?q9^`fJpJrVL{sg^V%xr-_sR{%NMIvs8+{$oTg03K5m~rnB_KPpi{aLFf@}=<U zxi{cBd|lDc@^F8FME66bB4M9@>nLl5kSFke9!!8;M;={to-%@75?fzB2fj1$oQd*D z1NfKYbH6;~frltU7?$w<98Jl-6x3B;mtJbufnOxEX4ItO`zi;@HdpnbcU1koCvX>e z9Q~UEr#HZZAARq*kM)$hIyc9cj5>Hr__O`kZ`!MqpL4;xRQ+_;tjRH7x9Xktc`ekp zSZ;=fO2JR9=yp8ux(PAs&Gts<hfO<LzI(x&Rs{dk0$v>s+++FF1ogLfk2B8SK|c^# zymu&Y-Ab<D(+9*K&E91xZp7`egFO=t<-q&Yz9VfNs0+TeSD{@(9%6ggGj$BQf&3xo zw=2+*wiBtm;HPD?DXqF#H_1zLhYv$<i*)~Z|EDPQ`=;$ER%hU|lX~GVemswXM!Wki z^dFIzy;aJz$j9%fufHV*f0geky}Jj$>s4B8Vcp0oIW4BLkZ&J6^kg1*@Y9ll@hAGb zS@qe(Wlx}wAmGH<Hgqeg-=0^`A+OhVzv63#d|Qz16H_GojPSTrtDPVHs_dU=t=zz0 zUGEZi;d9yIMr$Xr?;<3Uz8{Vu{}G6;>43e^PHV)7gAb+nCEknb1pWj%?!O6p36p>9 zvW@(d<c6!nZ}>6skybkq;CO0(QcgGGq?uy!{CoxY%Fq9<7Hi`is<mkh5pa$?=A)GA zF#P|^w{#KA!HURx`*M#z=9R@n$+Bae^A)n1ZUg|2eD)U<O8^ghE2G|Eztm^6_Phbk zJ(HG?l&1l&{Yj)YrHZ-MI_m+pz&YvdN2W)Bp8~$DDldU=Jo|eGUOmN}pZbBVY2b*n zR=@sn@R=L+Z!79x7ycr*_x(ja#q_9&Hzo->t6f~+Ja~r*m*q<`;Ci*5*Ks3a<W<bi zGc{Cp>uB7WW>?TpuT>Q%4V;P{Z)7Jn#CetM&3r-NitsGg=<XbG|CmL?aPUuV)kOdP z$I#OV2DzqX;6<<eb07Djp6yUGXGVs3Xy+-yxp6&;OU3fU_(?F>aD9R}+BmY<{Wl6a zsrL=VP+#b1mUra8DWm>v)zQNRd*t-84pKzk#u;QZJ$DoNw~fvB2Uo$bw(_#_fmc!~ z1V&>E#Q&4=JMQ4;e1|p3N#G|z=SRxVHi56OQ<wZXgy(A{+%NwJ9fL}CO6PG7>N(mX z4*I%S|5p~T+CO5Ss?&W-;UE2vwSsloke7ZJN@zwLaZNdXd=cy1T$rt7c>%h{<8G<8 zWyEP}jv;yE<L<?>z2o3ZGW=3Mr>IdEbrk4UI*sd~zb<0gi=T|*R&N!-C;7);R{sMY zk2095mF(7!zX_0Z0FQMZq~>G&vW5?cT|5oF!}Ob}OB3|t3){{eai}9uyt{MT8}@gJ ztI`{BzOi&hzTzqLw##-7$qR_P4?Rqoymz0A@p)g#?!INI3zuU*DQCy3ib>JO80{io zhCIc-J?7y#@Fw^4Y_EH1n9KjBRdcr=%=OQKk{y5aAAT9Mt%pBYg|d=2a$<f`?itR> zN$6f9<ylXGN7Gw->qK8duYAHb@(=sp`iCN368@!2KCMuIeUp7@9wq+;`M%;#w-0#K z`meuVOtCK^&#Bz3_0WHyE&t5m9&~{YQcV}c4VPu7!?&<*g|yR?Ul9)~i^jwYjzR~y z${8qYhW@b3u1|@Gckf?JeeQh#9n0kLt%6PDZO0YFEU|A_=?)Ek90$++<<~^!hCZ19 zDOFS8+IokidhaOs92JdEIIi2BiOupLcpwjLKvO*Un0nnt^)?mO<?l;jN7Nh0{gT;k zv;im5cpfR?x}u}cmzGJQ&$v)o(kKXZiF?8I+jt#s>p+Akbh&_wYa=7@gWR}jhUq8h zFI!@$O9eh0WRp)>L)_n^P4e_5;z83R_Y?GO;0Mx+Hybt)U;m4Wy9V7(R)Rh{9`&LF z;tXFuzz)vtHxs2f3m&s&MzO*K++oY(pD@L9mgbax^y0dgL!><7P`8$SXpv@t_?u)a z>m&diz5d`vg*5!g-sTXa688H;X+ZA0H2ST|POJ_Gf)B|D#)uq%o#u`m69bQlyEp%D z#0vL4Paet$KV4UOF0=Ut`PrTPno!{Uplfcq*H7qmmbYzIV5e<lAx_VMUme=aPyP&n zZ@j;#drlpFtHG3~lx4jM3r;1SEyzPEo}bbSe24tuaF|%O2kO~Bn$#XBp^m+z6+DWc zF(o?*C&81Hjyu-ny+EA%HGXsrb}FAgOi0TIF3P`oK2U?ddyeTOh=Y%ZK4s9_hwG%d z{frp=QNLF|)kE8ZK;%T+x7>n$00Z{Zc9&4k`*l-H!yNqlWFGN3<Oz>9c8W@$;P<_m zJ7f4eb6G;0%{BO0LdB8>aAU+|$86#Ubl$+dMw#CcM|nnrnh}51iAR&2vAzry(gr@* zuNR5`YTAE+Pjv^pjXnkZ?XEGK$Lp9>J+9`Hpf8d_ZcQN#b&3S%m+^C`w;y}MTZ;D& zcu#Ip9K?F+o|^2#zW)25*sy!wB9EFf@14Q=es?;l3BOG}!8fI}5B#*L?QK~m^uJH< z_R*g}{2=D&zXE>{oDj($#d_wPo_(MP{hBl=J~Q|&;=*gGEmt+1oA5ar{|@{$`P);n z24?7dKAhpTF^JDkNef~=LGSW6x#f)S`_*03m4W!u6Rh*?2>c{BlsE0OHJ<nV&0O~Z z_$%?mwaG~6+M$2Kr}I@X4=e2&u@&kv|Fvgj?ZrCXd%o9TH$L|iG_vynADC^G7w8O7 z*9lw;cnO>cn!R_wP8s!`ZLRY&c%6?n=~?x1<b5-DnDt@D&R>%2XU-$u9@B|9&jnm4 zKmKIuC*}Z(h93FaihN?k_<1e(Yg%haZYbjKkFsv6$UxMCic7{_f}y8yp6;y0dY>lq z_@;IP^B-~xr(VwDTzvhNST^V)wzZ7C5Bog`3-{Rh%+J7nu71^>z<ujl@!AOkXZDy< zXk;3IH?bCT5#xF|zj@3w!*AIa9cHd0E(x7HHT?J}^t8@wd3L<+V)~`xcI18ikJp$) zu}>V7FI&$7#|Eh%h?dR5-;%A@K6HS`IL=YLvj?AO@Q=*s1&<oj^sfGjdW7(b#29$% zX<h>k5BSCXf1Zo9*k8{;Bi1(PPj#7U8mq5iU#G9SNJBr>D}0heg7p~hxp21>c`>c( z-E{KH;5mDKj!_{V5D(l_R|J0=Zd!0~L7rA&a$1uB{xR%$(998W*GT=z+C07|jKwFM z26ckyNqwIsV$6#>l=0##5%d76`u3Nvpu1L5u6E&j*!8)@6XsC=pIT;j0^U&S<^*=a zkKRl!rFZJ%e6K#SqcYZ4IZvU%EEjpp+KGcixQ>F!isC;0-FoRjc}@&){99%6@C5ox zGV(Yj5sy}q749SfH~Y?>ZPVaH9=w&4SqvWSX8)q=4(w(_sfTi~8Fk@zO%gGDz}IO} zyIgYQdsMmWhv27weB5M0H&9={a#fNw1#$npXvzuTgz2cM8PhuK{IbTy@~4OcR2tsS zh>zN_3s-m%htpZ)>HEU4&o!Y^QXim0#1g`P;B#qnB_sJY;5X_1MWL(UVXNPWNwEI4 z6DB#7=zEIu=rCvj-=*%MFQk76yr2oM>fL~y{7xlK2d@+SuziI67V2&fGL)!9p_>m{ z=<|XH((TzVn4Afop#C?5Y!E!?LSW~ANzg?snVqL#_hAXAqCCDq-+LyyV+8!xvT*TT z2S5D~Hpy`bpVOz<%6GI5^{U{67C+!}@s<3}2Uyon_Nv^Rz^^?UO3zJ~@i|#`bkwfs zC%UOzKHm%+VxBr03*N0{&$jafxTGJ^t-uUi<`LF7(EvL?a9{J!LE!Ayy(Zrr8c}Cp z|Lft%j5?RkronUp&f$o943^1Z{`v8Me^r#2|H-l3Dfk=waUd&wQvm$uqZenh2-ZV` zsb!l9{bK?A7bx&O{XQOFa&gYDqx0CT<qrBPy|3oAyhp#b1@ncYeX#e#m1U;&uz%KY z%3FVtzZtcYzfS<(pM37wZGioz_{2Vo`t(FhK)sd^@JaQztrhm=&&-ANr4*b;J^XFb z3;vQz5O>)Jod5B<hUf7m==9H{SL!T*%U9Q*U%HO<(};L__7r$(S%Dz03;gbL(V6MT z$a~J!^Rlj^AJhJTSxF({?P+87YuJBHsesM#V&tLj;W5$C(AWN+Dc^_nx;7_lzvl<? zugCF6RJ~DGw-Od9XacYN9FzPO>qa~D#acH5I)8(q=b@XJ>vl4?g$MqAm}#9+_de?E zjiTIn&`asw_4v+kqyL(0LQw{MCBx2)GoBT=oe^>1x(v>Da2K`}_dvh-oT2f3FZ^?k zBZG($*VWjr-wyp@CTsguj6C!n^PBn+V~7_I({`dmuuon(g%=YsudGpxes~D@eXQ)$ zY0Rhk&&5V$4fFRF4?Lq9RmC};)aT0|bJ2HMQ&n*j{i!tz=5Bspk%zv`)_aWn;eGS3 zm#z4`Vwb5w8q9BXFL8Vyg6r*(tF!Wdjq6c)9+8B)P)&KoL<0xTL%v89JA>cz3yujX zg+iDAc+iyZJ<gS{(KnZ0#5sher0H{2=mWXXBdBy1d~N54CutD$%6}=8m%tysxU#5( zV119v_#LhF!Ot))4F>S~lQ|v&z1>*vH#eWv%j5i~TVjcYFnEw5>4V+5@eZZ*`iH)N zSI?)5w<w^0`hKVTq&x5`Dcrva`ys%8&N&VK^ik5y@!A~n2bG_e;)ru)1-1!^DtO;Y zbzKD&=0Iz;p0!oRc|DppJ6gl&2NP;H*4zSq)7J+4euqB6FBbb2xG-OO*@EjX>^@=L z;j+&S#EHBgk@sN7ycwQt=kWd`{4az^{vlrGHx5U^J{7Nf(~dyLzV5a`7Po-<H8ZpC zd*}|Y2bFTRs*x{muf}nYpe{mPMbI?Ee81vHM@g~1sZSP$O^fk)8l6s-moeW-_*AbY zaLdF^Xf8PtemZfq_IL~WEeR$fl$ht+cv0B;?se>g75U2`#1k7lMaU0+JxHG45DeXo zIAqRJ3i%M{y;dEf0Mu(lEvQU@w^3hGvm(uq&v+2~8>}E7d!?n=gY~TX?6h$H3+fWp z{kCbyTik+zXA1^!-|i=y*1&tFe^`(o!+Ojf@u0oI0-o&gRgV^YWKc2ZSx6D$)w{;d zpTMK7J2N#Mz2NnIKBc?o>#xr|<Y#>X{+w2DUJtlx>P^h=P7FLwPB6HVhWeH(+m&MY z7pH|bhlo4Qd9Jp~n2G_n3W_}hvENo^R^K_nXL#(-aqaeX$(}2oDjCK3$OCs`Xu(gb z)>mAF@qTOBu9h&oE{^RS*VsO9!g!F`Q6Zf39a}Xu{5Oa5Mzfqpw}3+~x(x@Lu-@se z^6#lpSMXgs_^$5~=Jm|YeeeJeJQ&>|tK$cL+Nw>o+=lzpCZYLAfM0lj_<d^|=k+ca zURFe3xEt?NOlHKnIGbx5DL9{{H}spHR0(tNy{gNH5m)@nFQw*_;=JjOUd7>3@M5nG zn`R5-iL&;syU#I*9&(?v%)~h?|DpTDz#UO5K8Y7jc<zgb;p@W%;J16sRU?5TgMpqY zMp#Emjm=!)N#IxNgSJH*_>U)PBRlw{=9Ob3mKD(Zssi3@0r$pN?H*kwMxJ%|MW-$B zSZ2RXY$x__#e*zG2lnBwbM<;P;%mC-jn|q|-h|IYcc?RB!GqS-!jD@Z4(U6|{>+1( zdrUs<5_tA!f3c9?z|X^O79{iVlMmVw(Yz0^FBCG>lsT9O-JPb)kNEJ)^>cd%*6-P6 zDiNtS(A^(V?Ae{CnAxc(KnMJy-st-}k9|;O=X$7v^-EkURGh%;_^*jD6vIF79Y64p zuN?h*?|gKQ=i&Vd2Gp}pu}-Wbh58$?Z{@Tng16C6Ha~l5^)Bjjw@T<EVE2l)R+`Sb z=v$KeO<w^2ic7O3R)zm@9Nki+7DV0fg~7`|(4&uM>WVodzIyEW>0+UQI2-3ZeN++W z&zOc1B-!yjYPGhz^<lM+h}Zk|Fpnkusz3^Gs>oO1)S(x^+a%}cSIBSneD)#kLwv1S zmgCd~9>*>=tH*K!-(R2Z9r^?N3D%WAiG6={%v_N<82#mesw}<WZ-<*zf9V4EBQu{> z27rI_nE%tI2d*^r7gAK?{HAT6sY5KTe_eyB&1ez4*Y8yz5pbF0YSSwkYs8zM@k@LY z(Ea3RmIC3wSLw=_zD7ew`0B(Ni~Oq8<+Vf^{H{d(tEMq{7)Mvh`P2^J$rAHzeVk`6 z$zC!2r-yUy1M(N2ntKyUMMw5H;yjRQ=Mi?@$z6Q;xhzwHyoJbIK@{=rOw7r_ath$w zozhbqW!Rri`nyN)chkl3ylb!Uyj?Pt<f~`B2~GB^occ-VA3Kpy{&E5P##VhpjRDVv zkjf)D1$>(yU42Lcow8l&5}7ji$@6hh+eGk=G?A${775s=dn@*p;1TT&SJriXk$1<F z^nC)K`few6NCp0Jk^Dr%7ipY>%UtSKd5gT)nn7_aZg-s*n|Gh<lCBp@>RSRm;<rzn z2kd<KZr&6%{2;kX_&AX_^zaNWk~^?(iue4Q7QC3hc4_JUKCB}{Fw^P^;&pmq<4Eo@ z@}I)=IV;@%QvFJD=2hrX`Pt%X;Fmuo@=Z8^M+5_&)^G99yQX3b+Yu*3vMy%Q0*6E* zpWZ!l4*RRS`P97)ys*@EWFM}NCFdr`Un%h0D;`TR;iwB}y_*`2!aR}%!v|Sa;6d{d zltkb+&-fn7EY1S|PtDxD_89o$Wukk#5Ik%^{*F50O_n`(fbSvn!Pr=)>^?`p<Zrlw z7w|^x>(k;E2k1(HW~?MSs8f-|wW;60+=s4_w^h)?)k#Ch!qG3F{m$jwoimu<YP(R} znT@`|`@cA;LSUC8biFo+58U7O8Im4H{2shO{*V!Uo+qOS5?$cm<MLL#GQf{VrjZwc z7q6*RZ#sHFN4@*=KplAP+pRNUZPSRm$2Xq_!H$)?KMvI)j-PN}nn^eT{x)H}F$P>- zXE)y9L>%0XQ8G1*LVw8DAFWeZ2Z`Xai|dH@VS@Y2O27|_rkRyl5Pv=gyz|?A4x}Z& z=R+^>k+>f+e(8?zGjj1+^3C1nd<1T(6<{95hZm+p$Y;k63sVQ;dM_mHeeT47KHnB4 zT{@hLE?>|6G7FsS7-XxMfd2|zD(xu3`vY#Kh{oadt6y!EzSw}rZjLB#Yakvh+&_E| zc=RqrxN9E$<Kr*u&DyfTTaTTpaMwnk_Ng<1eJ6oCftC(^$RjEaiY%T4AD<?QoeDv` zp=u@*y6fsq_<F%;%_hN{@afJt#qmbyBH{m?*?tKADX>H)2EMy`vv4St75gt&IpHOW za~3pZ&i25konM|^3-J3?5*d$OeJ+%E$NnJVB=7gI8JDl%p(hi<Wb6?C%7vDMV9%ZZ zK7Q+AK>gtF+$U>E@bZa}5%&kEyWC)ZGXOs!9&MRxg+H~Ld>rA0om#k^zg3HMKJ2Zg z)dGAvU|*kKc@A?SC8Brq%TcG+ZF^aR_+7ZnrTxhoeHTPUX$-)5*ZL}|h;8U0BojG{ zk9X&TF1VF$zz>KA{P^(sfn7t>X}FJZB|iR{BIxt6^tB{wh*N)$j9rJHbPA0zf1gD@ z-u7VSCH5n5OW24Kas1;-mBMZCw?E1@y`5hXCqAXOX$Am?jBYMEZvh_$YN%*x(eG=> z9~UNt{yvWJm%70J!*1E*KfzyP)C>3VU_R3&1*hl32H@rQ1#3QHy_970PjtiIn6HJd zRB~aC2G3oE`{*n7bJRAnPr?4FmwvLtK1y9tN_sYk=d5?CxNd$%e{rqho7BDFCG|(Y zJHqZIrE9_qpjT>%zP>d25Ox!Cf&5u5`g*qMQYNgRpYE@fzJu3^+>F^IWFt=JU${RL zh`6ak#;OVXm6M!xaX5(i?;$zvzQ}iOC4KfZzX1NaaB1k7E%0q}zH<@r^=9>t_so7+ zKVqj7Ta4hRB)(02u!Go@8YOYq=_`BBLm~6<Po~6U{@`!aDl;{E5f5y-M@IjU?A8(V z-=>#?*Qg&+Uc!2&Dl?mH$-oXKINM_4QIE|$d9@Vr^m}p<ogF@>o2kjK6#gKPwyCEI zyZShJ+&XF={8hV?Y2^dzore_<N<IS)J&dey$8{}T_^Vfh_<Ufr^5}<P=uh8^T(^pm zFT7bM=eI(BysTev67~4~sXFP(IN$I$lskCU3He!vDv#YMZ$jbh4=yFlqcN5HOx*hv zx_I)-Dy|IhfjnoHkOh42sW45lA?OH=Fa8d~pF{Gzt!<7$fB!QZnq&z3<&l)!PQaYD z{enD)12LcZs_e^wYVa8y-qj-(SU2sC!zI99@1wSIYlt&Heklz9#{0~Vg>v#2LpP~U zmA)efyFH;p71fBi@br5d_Y~sm3AN=o{J+V$Nu;_DeCo%s2tz;g5vZ=!F@guQHHbFW z<LB85PT^!)*w?F<q3=i0FM1@<c@ntHXWV>)R2t_v!mTbdSE7$?D@gw7d*pv%qG!c% ze^$pxKZ%cEzsns0o~{FLTXZLWV%;M@4)z`fj}p-S@}dBLZyIwMY)r)GpFJFDkOjUx z+2s5o4}RClE*X&pUaM*=*$!Mx3M<<9Cxt#*pOZAEZorLWs^OKL;NjAn#WFup_xm>B zT7f)sCR3!+h6_AOa)omZaV6@q;j$OCH{s~M<Xl<sj5h{#9rK7kydy6KR*#}y>h)6V zANKLly}m>N3H0kYo}7EygZ0}NQV`RKx>`TQ;Q=P-uoDdvY`C6i_lqK2s59iYyQ&up zp-xD#@56I3)KN@-X>fYrd?BT@`t23e*&bfWzH=YCUqSf3i`sbIR*nyGC(h@7^5wK3 z1CQ!j91y*Sdd`xK8&xFoL>ifQdGMdEqro%s@Z%ZMy+>H^^LtqQBgz8k9XhK~J@}kO z>fD17j`*Add6`G+fNL%jx{SzUI2-btINl-u7ktq%fc@lDD*F^n1%D{zXI}!}=n3gF zOyx(N<vg=;HT+V}cThHy2)u2ztXC}oeegA=wULNdj%V(6tRk<N$bG|Ig3k%?G~zwW ziFg&Ow72&Rc*@t5sMp|G98}k{mBAaG53^7;!oH8!pHTg3jQvY1IQ#9OH-Wv8O^*|} zbA-3a=&=^&7R(ZU$zXpVZf1Sb!gI9*C0-v*LVrl^WNoE3=DWxB$UX4zCiKs!E2(2$ z4QKs$5?jGLkH=1NM4=ue)-m$~Jn6sZoFW0vyM3W^MEh1zAC^9HrvR^K-mJR4M;80e z!jK<=>uw!TO7}t?rsrE{-0M>GYe$+MZ~~r1)hg4D<>Gu({zu~y;5mWo&w;<Ah&!yY zk2{UvhcCT8=)s>#98QhhW`;hVqQt?D{cZnB@_q$+qMlgaO%;3}2k|7MSr~Ad;{M(j zXMpRbH<V6_qOKrG`<EJaR6x_koO2ZY0QQY;rr-w!PY)#b!_P}N?D|f!Am9I0rLRDR zI76#Z@0*VIud_<FxI%AQp6szShh8AcoFG>UU7yG)Gyry|bR$!P@+Y3N_Q=DC6!=a- z+2vA6jl9xf@dG1x`1M$Wbrs-d_BkHoo-&-<5)3ahy@u;!N^1Fn@2w^mIzu3!pSywV zZUk`Trt*ImZ{eJz5PO1{68LfR8;be2m?t`QIa%=n^7Yw^U!KWY125FC_zs>%UXW=% zQF8=!>hubs{m@qp*?C%Zp+8;je0oqU9&ur)JUx{Lej4vXt9K22NB*Y92S1#bU_R$@ zARB$xZc0Wnp&o?5-Z?=|^!eS7jwnso1RjrMhmyTV-%yoI?MZyzpmOGt6Fw(fPABvc z?tA1#d|v|Azv6+P4l(LQwt;^VLr^!!avh4fCX992nb_Jh1v?0owxUA5Bi=Dm!p;W2 zR&)8A&;)%-CsoKn0db_o?7!|Cu#;mNXJ(3UzF_RPfE@C=CfOhS9`K*{{DR)QJh|gc z^8t^2u=fWX{=52@flI!<!)x&BSEK%9)4;RE#f$RCQ9sB$clsXe|IP5yr~mN&OTR1~ z-@?AXzwrON0A4y#7b>wI@k{X0rmQ>i!*AoIqN3ne_ebhS3gJ)m-%sXE7ord7=|BC2 zmzW>-)1Y)98T_{MRuUt4T(F6AT@|j6=&ayH8u)+Mi$30SOYncY(=zsm53?O@n~$^6 z|7E){{r5iffc_bwK=AsoZ@k^S*bl2VgQ+s`@r=tlUYfw2GvSV(>ETDqy`haiu^tQi zIImACBVIQ<s{IZCe|NgEBM!SVNxZJ`0sMwu{K)5j_&hdQGrI=li>@9Nzh6NwCzmhu z*}?Zyn$0yY!B0jT8<NSeKCOQH@9I5=y%?9y(;k6e^Lw~1foD7uAF&82LjBVu`PM}* z#M>4<D}7uCBm1SP58$!h@&2>Th$F-ggo5}7k-wkpjc&(%dAbw(tnHxAeLQTwsSEv% zq*pta_JD_yY6LKVuRU9ty7LbH(QO~>rjER(d@7Xk0d&{819DA1&^5X{yfg*wfmbV5 z%F-gfhwu+xd5(S2H0ixX58Y*rm__irHgpmGJG4)hp|e&b|IDudA6}ml3PYTb>DY7J zNDlR-N?W}M3dEgtwMQDL>$96TxA8wlUDM9LL{SI2tLG$<EBeNaSdS)@qORh7ScLN@ z3Htg}C}e8DABj&?KCN^Guk8Mntcv>3N-Y(Or4#J^aj04i@QJB6v8ylw`nb70yDa?s zfcNi-ImGoaIay1|{m3g~3*DIZLg&a<YT2wn+&J%-xQMvX`1L<(s^8H6qlL&Pz{9e? zYtLkYU#^-*hNt24i%MVU#9x4(;k@l`Plo+qsS#4beHh=fy|4|u$sSp@ba@NEIzCbv zIe~sIG2!QrptluFho$;6LVq*i7~}MTT_wg{3BY~wM3gJi!%q(h98VWT{M_-_9@Ij< zA4Z>An|BFy1Et4RnusIy++X+|^|4PMWpjcMe=Lt2t<+~h-dy?B(eDKME@G=5S^<A@ zm}e!aKR^#`rJy5+A5D#`XjUVBNL@~s&8b2C;?#w(qlnwVCu*jB`f)y~g>(8L@XU%j zh<=?2{h5r?u^Z~h!{`RG7TJ)mISlD%0-xye=HfanaUL!5Y_zvM@-|D4$#mowzwEUC z(?h)2aJ9}FK>h4~cCVSjGw6hV1<iR<=wB)*?ovxbT}k=c@7Pr6unh6~iHzW#QCgQ0 z>`=#?HhN*CkG|HwV^;)?5O@732{Zp;Za@@qAT9jIG2%$^cXRMo7I}gL^7Uj^w^%pe zeB~X-X`h$akEX1S?YroU$`W17!gV`x*PK)XuK9DVKYeiuzbE<RGr;d?KEI!&!T#kt zyd93b3cj@bZ0R9zsBv-MrSUrGF6XtxQfq<ZOA*3ba?mfg+y=_vH_hpT`<4;^M8`g9 zk6@q5Gh}65=z(J&7i=QiQQz9jD$@*{k!?4YwfF@bNz;pQFhyQI(YUmYecO=m?qP=g zf9SjPslm>hAZtFwx1ERhB6iE_KQHJuwe#a+KT)3uIDNAjJh1szwm6{*-%CBIAQg<b zP#@I2iJ$x3^W$28pSKtHRQf^Z`<^J_coyqJEPBI+8+h+g8!u>!>*+q2RV{(Po7OSV z{k@Cx%U%ATIyG_bhbyCQT^`T%85I~WzlrtFaZ3`e#<_zdKR#vwhd%ZXzFLJIF~D}} zk`FC#BzI^J2iBQIFmCLa3HYMat?&fApZ1BM&kJtM^GP6-dhdn3afSx&$NF!&tdCY9 zZ}>MWL8nHAeF|SMK5Gq~<XoSnY9aogl152^{nD#-CCETWPPy7;pM?IOQ?FmOpMt#; zzimw%#(noV%F@N9qmIF&m(q)THQ6&Vc?|0q9pT!%JLkuM=+gl)_=WRoQk<ryH^IaE z@eRW$Oso$!{xOa9{Mzj8%@qAVN7o%s_5X#<goMZn*(4!*lL*;lW)@kOL>VE4RFYXK zql|{EGAdt*i>#t3WR%S8%&d&x<M)@B;$HXtKIb{ldCvIY=Po~qsH{LAM=SLwHF@ZR z1Mh7oagQH%RsG;dL0wRLM#{kl@m;7Q@{uO=VLN*Fg=^5GCYt#DpqC6f^L>|x9c&xC zYpX=OlNmQ9>3@lNIVK$eSJ?d|bL#aM@R!QX->T2|LBB9udt!ikX`byd@yD=VKk;|R zETrKVvs?zMU$D1WvsqDfo<Q_DnxG+Y0r%ncPgW1-`ZhsLHVbyydr7{aqaFTH^)de( z?!)@Pt=pYfuqRnbiFofA;^%@L{o}phQI8HavLfEzj~CW-_D0_atJM5XpZpoqbwgJ8 z$E~2-j0|3wOKi~js@o4<ki0!IiaurO!>*Kr<LICL&@4$3fP0{eV;jNypUVopH+LI< zZwZg`!anFh=^mz`h)?;4h2pOPugY~-CMA*23_g4|F@}F%$h=%7*bW@0^GiMoKhQaQ zUp)eLqjM+Um8=bOM^a<v-%Btbk+*qa1%CIWwkA$s4)`B+^Mvn9)bnQcT#AE^<YJpc zCz*~tU-5*-A>41|eE3u;;u?3?{h1o@+$McT9#ZUis4aDl^)f*nc8;p>ngZr+&QGts z#P=fsE4TUSkWUL1+LQ>R9&YD<dFT0X_5ML08G)~)&VOol@~uh@<72sD;G1*eS7LEr z@e)$ERB%tvY-Rqa>EV1&Yg*^v{|UOU#dqpRhU;ANbGY|r#aQuc;mAYtgG<f|BQHBr z7QVyJo=)C;y8`=7y8JG?oe%XWmf%rcX3UM(^oCo*&OKh(-s^XOjuUY4<Lzqfr(&Xx z3D^TW=I9QofS=5m*U_oW!~c3O$IHHjUU>hH=E5!L^unGBo-Ftr7A)c}uzM>$(Z)#l zi}>qzYTAOB^S^M_m>2~-h@txI(TzC>wuXHg-iQMo7Pkb%kbnGU_4^HbR}&-=3_s#a z?4=HpJ&3x+Z^3;Vp-G6d`LeWizUbQ?9w!Y2zkPAEVTmRa`^#u*`EDRD@gKGM`;#4U z+v)L7OT2E|XVS9GO~g}|a?MHHPk-qi6*gVOU)i+h+4$TKXy_}qz&B^#XDR$z!yMef zHkVKr=sn?L>7g>v|J2?69@xUpHreFg;PVb^og0u#!hJoa-am*u??}K@k%BP#^(aDL zEM{OHVqrU!UIX<wQcwB~%;oNS<@_oib$thsv&Z>QVeV7x1c7zOo+a7YpTO<|TUnc= z;4cM#<u0h;-o!s7H(i9EJo{I!ErY&+`P{9n9N0C<gU4Q7DbR@qKkaq1fWPeh^2`T% zg~|34s}97`1FP5l&sCxh)7-;73w+Nw%t5tNe_elmRxBKLRx-s<{SbcG*fXYf0{Yth zg@>iYGVnAb^XnO};g==_b6VhAR~7BKbIu^&*3fj5<v||d6XVAVUJxN7BlQJ&gjMZU zeBgEPsq2kL@=WmaLInDkX2|>7iHCv^4|2}7etLxavavd6vim6Vi=XH2{O&}3Jlm2t z2>3K^pd~>M9&xoYoFtVD_`6mXa}4~2C*sxRe4JbA^!_!;GVBj<4ioqd9JrCu(MaHh zj{3M~b`yTWl<hZ5^Bwkc<F%9s`f94j%uD+O;SV;YDS7`9h{a1zISXRQuN7R1<2-=J zi58C~;0Ng&O1$%l;8~<&9&ETz$$Aa1L%{XQZr8aNJkXosye?4S-&riO`bt-zmj>P- z)c{UCDCXOxxPrNNd2R~T-N@6XF7irNLjR~t(pY2zU-ok;U-^vwXgA}mZP@+qz2Ogz zzz)k*L^J}RkGqHKnSQ*8{3xp0UtR|1`H8xs3h^rE#sz`7Wb|{HSyu1Oz}$^tkJsS^ z;O3W1lHIY;hxl&%T>}oKTBT=-UV`qra>bN&3_Ne<a6>=%|3{%%Ka~mKrPclIuh=)! zxj6QM7jbuOb8zL$8}MeSuf$^LMaFi~Q}s^hlW{gM`uh|0h1+RMZJXHJyJuM@XA*W3 zWV{%l2VO)<JmiA=F6s@iiLb`~gl?K^y1--4QPRX;z?*#s{a^3QA=1!{PCq|`ymgRZ zat-{Wr$N~}=LqmWm~o~e3VH^8T@@4JLYo?s?l|xyx@f(6YzsK!;7jUEjn5e&7S;=1 zWoMo%>GKi$7i$E%)Nwxrx>OX^z$f*vZZoT8@EZ~R!XIYfZ+gjBFaN|mu4sbKLkj47 zqfMvxspB5G!Usj`aX-8J$wyCtuiTo*)W<pg<4!wp2z-&}R+Qt-IppP;M{?a^FKtdl zu6MwnRG+s*Ax_k9UoEe6fG<B|=-$`mhq<=DeRsBSZzaJLlicyp(+(&e_@RQICv15& zApfWhdv-y33AlZ^X!o1H;Pq;ey~Go!lk0!qG<}YI%$`O%74@DkQ+r)@-9$e(t#N=H z;=E;54Mha{4Wd{3I$pRyS7~pNztImq6)kP0^$T^W*NGKT->?t)M-5GfDB|;qgKam? z_hv!JS5@@itNd7W6o!4(i-*N=g8#7a73C{Fz#fi}9>GfBh)-wL&EA9X2epx@xP8cv zdTANXgXeagmWjE`44%8knp1%Q-kLr~;MGL^p(n3zW(o5Y+Pm&DpF=#1ykMfeA3A-^ zlqC_b^F(y`=K*u*dhL?;dvPyn<*f&UU>{D(p7Cpa-o!rlfL)IezkXQ=3f@dco~aUA zorIrbsryAyNPvH`R{q<GQ>m8TvvYVox%{g-BDBb71J)E@Ud6r9(V7-Yp?|=ERn~VK zc_EKaVLy1KV1{qtJ>dC#_sMT>#SqW8ligC`kJ*ndYRJNGKT2o+Vg*jhX;#XKBTo|= zJjnM5IMf}tS(ua$+|lgnF2TJkR9AXM;rwMH<W<rypgvtFcB&HfhlrL522pL~<6=$+ zgY;2%cIrBQ2k~9{sKuotuaS@cwvCT5K|e<(U;+34W-HLr;2z$usabZ-5P9%;mhPDg z(3y14G^uN#KVXESVg)$qDYvHO=!kibpsb9FYrs>R-NIVUcs|T^QJcLsz_r*OODEtw z8BMJDb=YZW)RX`@_`L*eP=?Mg#EEW$_+yVy7qrtnyRQuKJH_=}@mug1ouLDL_?$=X zuDvmD1kW#y<YwJ~Ui+hm=Hmo-_J3Q;xrm1udtPQcG9e#K7xFB41v~gY*M1!SBcW{V zY6|<G-fhKyxdpr<{@VKsYUsmxaZKkxD|j%6rHGq2em^B(Kn;G+k+J-<5xm!d_7K4X z^{@+d(StWTpqF{I5*{Pp4RY<&`zL@r`J`ve`*`Tn97iL9V87=^1_MZ!k$0Wv$X6_f zeIGw>B{hn<AG-_E3E;2iBA)Ft|AgnFvGmF36A_o6xo^lW;qQ3dGurtRICSs8p<?i( zp!`ZwuNL%4JaAZjh5PvUa<`}%_-9FPr{+%@*lnXf1taXMdmpbx-VMwPR#~j>^mnc` zluocnqQ1A+R*L)w^4V1SixTvBE+*k{m~J0*>zv#>2cS!iM%Al5N&-IY5}fAZz#Jvj z<!=$1*w>X6NpDaLe`{$tB#qaV7dXQwSqr=l`TLgL9Q`lad;zi}$TvpCBMf_So`xfQ zyRgsE<!I@%G~mM<jt$8q*wZ%e3f&EV<h@%u_j>JttBP8qyT=i?wcOU81J?rc8mqmm zuxB#*Nj0e|`j42}%@f=)pHMAD6ZQ$8GoSrZ2>fwIpIiMR>@M^+b<!H*ZGUFbgHqUS z3Fkc*?HJ^}n-^}Eq@5?~Q;R?MPDQ;Taoa600r~MEic=G)oA1(&jXMBbGRf+!u18)U z|NOtYaOik^=ap`*u3$f+ki(TS+#5Y1aV#G?-qil+ly=;A^%#dpJ^rq8`V;Q6mGGPY zG?LmecenawFliof!!6N`%9RxN$i=Dl4E}y9e3bhH^oRta+EaBw^k>qwd}_!>+~oW7 zI0Cwh8_j=L8ZSX-;=A#R!wEdlJ}zoL6gX_2pdkx;?5F*1M~k2HIYp)#i#V?<8foF= zgFO2A$seUvu-6i9hh4}IW94`ogy%5#`*ft$2zWnD#n&##i}UchulgOoe^2WCWpx^S zPTAiN6j4{d6uSC134WkD(I)$42KcpR)1d*}VS8JhRF{vsR9&9cDexBi$1LwgkQWfH zY>}4%hkm|2FC~P}@nNQsdK-1KyrSo-v~K99lVd2Y0uN=Y937HP!5kfh0L6>L&?VNR zn!mx$X@;_<E6|_z^(wm*uN?N?c6a#i^qtjSHxTa)1n=R?Qf-2L7wh-=ap%IH{kK1s zARb(dFQB-JJmL~%Vua!g^nd4&xVl1@`lYH>`+(n<X!^uSu<{)C6X*`ey#(G&x;M`5 z%w-bX^=A1Zp#yzmi#;iW__$p4!}C0J1mB>CJ9B6vt$Eb<OMu@e8Qz{hfOtMGoYaJT zaXK%yrBW94wpMll2iUXY)L{K=H0)ir|8NEHpo2v7A0zC&MX%!g$!Dk^P;xqw;k+`H zM<Wm7`wJ({TX*nS;_8TrY6s%2hhfEzexvYc=-B;L<S9Xxa??cI=SOkc68QPE0vE!g zE!3r5Ts)paH*R|FRP9=a{*7`|n`YQef6{3(D&X3dx$)VTcBng^HTTcv!nveYr}*IS z)DYuOx`=pQS#Liy{v0||<Mpu;<W-t8qvNfJw~?1;6FmKWi3~puT|Ux_=Y}5Wey{Zb zICf%KEfMc;6m;qBGXnGr$7J)~YsiPcuoPzl4-J+nMz(P7Wq+&&??DgTyG5u?tcD*Z zllZ=x1O9E^D0hIav@q=8$^!fMXI~|E=mdU9a(_C2pYP%m3ULRI5jxxbO$G5fuiV&f z1o@h^=7Tl|*zX>>y(I1?u+z_8mhVduulM+zWE_M3cV0Jb49`RUUh%ctzJfr^;GQ34 zHO2o+9b(>SMZIWmdHA<l#Az1xMf!%F=M>mymm7f(_1Q;I;T(QUerBx$P8{5xcHave zQzZ_6J+F*8-je)CSMY-*UR?urHO%KU{hs>?9k#^j1(z}STC%@ZjvfA<-6rE#kApu+ zmoI-EEyuk(tEeZCKzE+Arrg<EQD)jEC4+b+^zKDZ*G=%d`F5dd@OR#W5$hxd;5TeN zqwT5i`;7Q2E+Wv4RG!z~Kz=phQgEf8A9D(M+8mLz=+{hKkS%_K{e8dRZZ(AZ67Sw9 zKhX#tnms~#ek&WVBScsrfj!i}@6wpS`M%;Rt-5#?b=2$0x1R&gs6I`yW#H?ZZhGlU z|3P;&`DBs<`*)&eRIwX^J!_Wl``(K<Zb0>#Y=S^+6ufcW;THC+Nrvr_MII5|F2DC) z4dxG5ji`=rBQK#)APawky&Q**xCrV1SE}gdwilpt<lG9JD8}3}r<jLm1m;irlwK{6 zVUB41oy$%=)Zpw~9m_kMQ>-vm0C>|V`J(ziobN;D#$DCgxQ{LoiIJ1YD`pv;yw9ON zbE?%}_ze1`IHHb;xx;VfBmay^Lf>e)IXYtsTzgVTWsCQ{QA=s5hPa>dEf$Z=#aw2` za+%{K`qPv`C1XkvmxUZ3j;-UI7X?0S)}j7+Gow2RaWtJ=a@_kL;y<Int9I}Mic$vq zr)0nr%R`!-d%<_37c~wApubhcJ9Tjn;?Jpn{7k@qO<%p_u2-1j|5yI_O6*R5Kq7(l zJ9H^u&bnU2;h~S`-bCSfKu_wUSoaA)pNhR^c`*!gq>Bwghry3n8cCZo|Dn!s;h3uZ z1H@ZW?RVP1x47<z+n=)V{NsfbUM=K3N3jX=usrnY@MfNXr`YdimPO8u{`eEZy8}W) zp`)g-a77?57&mUO|Ha`=r00E9^H+vI^rk&hEcefg$gOS0nAt`k5~CEoM($!xk&B;m zmn`aO>6Q9iO9WzV{&3ki;#v?l<Hhzs?8jQHt^9=dU5h@FI|Kc#eIu_bVhQ<I=lvS? z$9V3O^0yBeRRrR#Z><M^N?;zM$Ri*H^G0Dwm1!TCv6rWTOR60>Hs@DLnT&JVzrx`) z2Of6dO=>+=IP5O1tUw(1*Y6lQ?zw@_H@=(ZBI1Qy;AfFG#Pfd1!i%YS;1|Ys=L@Fr zypYvvtPS9qB<r)}<iJU-CjB}I@Cw<N-@cIb<9$qC_f;cq4Ki5khu#O?H9QMeLVWiT zzk50@4tRHh<jWi6Z3er-Z*@(>PRSJ{2j_sN;>iJZ>FDF6wH(fPj6N$hh9_SUhq*)C zMy>Gvrag?7j*`H28N-iO@P|^S2iM}cy@`$9Wfmz1fiDB2dp(cAzBMnY?x(}&A4#J7 zf$!g`xkZR}U{71m=6_XBu<vS_$MDl}0x^u(7PW%?d<A7viZ>X+d!%w|%WUynGc~;< zC!V0L@s59SBp34{Qc)J?r!hBlS>s!G2yn@O?z$x{?7HMbry}$vv!ripCCJ;fDrHuv zR535G$Nxn~GWHAntCC8R#9ZT9#Y1<_;<;N!K6A&>XX5p-<clpn@1$(i+Xmp7rs%(l zQBUYFBlmNvkgs6fnZAH9^fEhBwlw(B^oo|>&T}2#J+BzJ2tQE~WjJoVW0xA*X6oSo zCDXlUcAmqYe#pj<2weIVI+-kv^Ex8Ivmq%4KX`SD@eTN}?ft@I{glA}twn}8#M=xv zl8L|Qk5Zr;zex8UJhAfFRy6k6JMFE%(>sf~-rC8`Lp=C??cx2eBlx|AF+vC8=6g?T z(=Auv)MU1OJajqVrI+d#6)|Uc)J^WV9f25aOLEK$-xq1hj+tZ69*KAsWlJ>XYe!T0 zg30lDZ`SUXZuTN_Jz{kjE%hQg2DClBm_#7DTjd#fn?U!hAvOC3Klt`sdQ$?gqeA&; zt`&M!CTY7V-){m@Gd^DH#SP4%u;(o^;a<jX|FLn5g>I|AWqOhdc{Z=dtMXC;@m259 zUChvz^k1o0Q6s-Bc_4hGANa>|<%mkH0PsJ-y6-peZi`^<5Pt)D;77_~E$A;6l!x@X z7V-Bg91Bteer0f&V3Zks2?BoqMS)*E7<J#{DGFWcj??MvUf`LaL@OK4`SyFK31{>> zh>}*^xda|@`RW;(f4FCv14r7^x4^q^Q(G;<-v%sh#`J*)JUi@rhr<y(EcxsvDR@@$ zjk2+F;F<&1ufschhRMyUJR}GG2wVoco%W$`U8q@M33&j!eC`Qa-20c4I`(|F*aN%p zjUuTM`#eKf{{+GxxL#|TE5Xiwkco-j0H6G5xxaxt0rkq`JbLN7a2^3{Q?%;%d+tam zF$&>1W~9eNbyx|g1EuG;pT+Zey_NqudtiU}QLl+pz>yfIYg1%q@aw8SA40{U3*DlN z%*Xi%i;y3Ef%{*bh?Gz9!`#*3FRi_Z=SE>>-mQqs%%mp&sFdI@gA1Ko&<kC6-5*c+ z0{>!4j_-jE8Q@rGI0t-M2w^2FMBcsbIxPDT@ndD*)Zw6u*u%o2(i{Lkdq>ama}Zxo z*dD#^77qTZ-Oaf06#Y3Lmka*`?^H8jQ{s+B{b~D>%^~>3hd}GGQ^2i;pB@ZnEO+J{ zqQ8nspby~eC)em^@YUBUTye$7qf~9BT@fE#rKi-*5f3OSctp-u!w*uz-5%f`V*B+j zI03KP=`;U7H#dIm=-*lJtKFX4?c-DEdlFV1a{dAw<Bb~g$33>Yc>A@X4s%l6Mw=gf zWLM>6cPr*$-<y7b?PwVE1o`BW3e@#K7wO7e`49Wqb}Re+g1#|2qnpf6kNtb={4Rc> z1S0q4P^#DPlLS45A3`{n#?Q%YMc^|J*Mk15*o`{q+aUe+M)bkZ9akn&;=KO04znQd z)*AcX@tX|y8e#HUCk{MFl>3WMIB-n9ql>2*`w3>ob?v{QPvP=}s%aJWY7P&7@W;6d zk=)g?b49%M&&@rHJf?7@lwGVIb^aR7c<H;CyAW<uR~tvYb97YbS`P5%-BT-a@Gbem z5rGEqBLNc56$8W-1-H)PZ~<T9(kqg4@9$$?>5iXXNGIx1`H4ocf5BItPT%+l{!?&n ze9J!s@olAJjSlDc@ObLW9X_1?<?q@~Uu<ps-#TgB%W4V_pZQ<p-`%%|J+T+xvWn%) zX=~)m#wIiE@QZU^IWaLh&}m=pUnv5=x*GML*YywRUs~o^4nbVKSrU_Q3b=FSyMu(i zB|fKJM(_7>^i`xxM7fM(ug|P0ji4R;{rf8l=6U#!t{Xp77lHUm=;a}4KGa=K*ei2k zj<8B&b@VoP)?=eG&PGSzzB6yJ0pi@`#JT-L+0a*6@6c!hN3tUtIc{G^AC0_sF%|6K ziF_ZI#|iM4eV=pk5MSaHRZ@#zKo6bJX*t0PeW7pq$x$ohGbdiA+auqnu@+UU_=vAp z`&7+QR}<>qd>N$+{W^0z-{c<V@#ItL;=o_6AF&FD_yQN$o`;<VUtg>cZ=UHvADEEe zgMfKFKjyP#(<|`$gqQ244{@F(6%5m?_TV)VJex<Opj%w+sJ;w-D(Jn?#tq#6L!X!- zbR73`O{tRP8|?UBdCEHaigWCTd|xBaj%OsN2&shb>Yu-_6nS97Z&lX|z@3nj<5W`E zpKCG`SGq0YOAJ2zu2--DbL`va1Kn|dLFW8x1;*H?I(o?9x-|BioDgq2sf6#h*W`BU zy#|v*OjVdCtUvnT`Az6;8_V6<#}7mQ8K;_<*^RlvGl|DMf%l!^B4Nq+o~?@KdINZq z{~Oao1?|uShxm_dX9K4-UVU{1-jKJgQeHuvSDMINBj7pXF0toL-s$1z*p&5h!J{&6 z9uF=-|IH)i-INMics}4W=cjiNUt(wPx1NSSI8>kOvWbO0tC^r4j5r|WUMFsfxPB$@ z`u%12;oOMs;Uwe>e{No|_8~!E?wOEBFCK#LxyV=-!Y;aK>O>sBpifj=PstrToa1{7 zE%kHgr%ba4?VjM?YVFzf!Y_(;Q_)ckz&>ou$-5Pxi>hBg*-{Js%sJ_n13sj+XY1Z( z3Hq>_UY+a%?@eussJ2|hJP!3F*?2s7+wp;G+MLLv$77n-5eL!-<r2>cL2p-MHhGTx zw0k4RKC>1&o6^s9HYVhQ3XwljW(ma5(eTUM+XUjj51)C9H1S;GU3s-}h>L3dU1{3~ zyonwM#%>Gk0p4FW)J~v>&Nr|pEIpP$>^2=PxR>NbT<wlM#XjRjq)M*3bsTkqb!Rc* zbB5l;(iZI~8}QOy=Eo#{W&!^-X0tMIpBGQ?9eVDL`j76DHbGz1Z_+-;pLmLW;QEb; zHF%#RLF-Kd7ZHDU1?75oqHjsWv4DaDd?`-4Z6ETS;@zKl^?u-av17|tR(la|v*;;K zCt)v#QMDIyGM+>6Xna-G32}gnKFAsVH}_Lrv=HZi$MLp!5B%zBp~ibt`02mB18?bp zhl{2K<#zb~PpwDWzTfb>hRLU-1<*|dHP(gTZ|kg*c`4tJ@8oPB$V2`y!$?l{8u|q< zwWhZT&OddZ!h}*c{QY-6XHY8cmEkZUr5Jk<-W#1=&_@2vzFIK74jy3lHY^(Vw(DPq zR>lPCHIL*kr--9Ya$xxMo*q2UVn0P4>p1ebGy~_I`h(OcPvuU3Hq{@Am*ST&Umkem z%?RQFhr4#ZP!Iuq)-_TYIIrG_KclRg1S0>*p&X7?0?~ZYYSI4{>JJk#OP+_YzlmZW zxd@R!Op-W5{qnsx`r0J>mw|V8pLXi6i6h=}9P<mbfj{hLG_TLa{#*H%?-xwb4-)>k zrN<9>*lWsG;#JJa{|uYX>PNlb<DcRz;)YK}uZ;=L`{IW=s+;fwPbbQm7{u}K37pdG z>EJ)Z#b=(G1K(vF&rHJ)d)_ZrrNXYll!BdNz-O<0X7b}f{ewP*O~qUddiS1HgH*&3 z%dxOW6|9(x5GV5V8{@vhY7S5!{z}E~HH_Pj^Zs%_;!!a4PjZWQ*v&%R9TrJRL>zg- z(mnhfdRaya;rF*+s0(GszhDF|ijQ|Y^0Ol^B+b7Q0$n8TZQ=eWxTn8<b0=o_&^OTY zLPGF4@`+Q2?R>z;&)xO8!Hc|MwJ18_?qQr?kN5jl3(Sds$$XiMIB@nXOO?TA<YNOt zn^TL})36b(ax$GjbeNZlc@gDBtYRMv3!)<sJ$G-Vp9sJ?9;b8g#`z9P2$s^%5r|X9 zfA5nhz|V{|hV$5fcY5bNOA5V-ojzP28u7Y=<Puh%HweV6>@QN6m~ro(RCJGlQ>%uj z4>w4nzM3~va4?NPj88lHP#y8e_dS~&dm`#djv=MD4*?ITVn%Pqf@fDYbAJM_7aIvx z@zO<~T6UcZEAZuRZ&!VEDdN&XT<96_)sQ+pza74H%Uy%%as=wxBV$IY;B%CFABOz~ zPx~?79rqCDJ4weTK6wkgA|Y~C)D87+4Y8*d$h+z}m%Yy<B9HUGG*$t7j*Wc3{kj2t zML*30DqmvHefp$a><ajrg-zcuc&bKDwOivbbQ!+_KMK4qc{J-ynH1zlO{KHB;AIN^ zMV@x}oIl3qCo}TBi4=R?Z&QdtUt3~`=s~`d&ChZ6Fzk=>0A>0^@coLOq40b?><h_h zsqseMEh1w3%6-I(7*_sg)-VCje;{$sGU38L9;FZaSND4pMVw-;Y55a~o2sD=I%L?x z@nC=`hxo7{HJ&6fhrB_iBH=g>@Z^ou*$CKMuuNzq2La!=<_sv|E5Cng6CeJ)LgtOH z0sQvjX-?({@Sw&gwYp!yyS`qkIZ=STe{X<saV+pNz)`?~;Vt|kfOcOp^7mdI#tpwR z?4un>W6^{E1YEuyMFj7)lM8mEH~^l&5xb&+&v{$+$92;}@H!IO$3lA$Cz9?aG~#|8 zyTt16Nu#d(xaf#tF3#onYNWzD^tIoz-rvB3Icc2@)Zf7)s`~>6W-(_e<-?td`;Qe- zdvOW;@FZEC+`BU5k#!~{*HPC9)odeb8iEfrt9OP2|BS*iJOmIoA{HJK@^)eG(Ul4o zn)BdCRtm4xfgAn9KfOkgzgaR&4$>o^5?M7`A+<-G^*rZ$<q?5sN~tv$QsqUo3?S=0 z^1zF@a?`wa&w>|mO@4ss@oDULFrpv$G)*8T_|}}P`a~e|U9-MZf_|E$6DHF~f$Nc_ zHt9Kn=%0<f<?fC5x6C)7eNhYC>5J`=gl@R!)WF~tHS%TUj|o@s{uckue))m?=1k@H zN3W%E?yH088&2ND<-#-78py+&MsHCj?1PRfnLZ#0yz!^bqooACiP?n&OM|aQQd8tI zF5p~T+h`Aimu<DMO1}gDE58{OCkXqnTJY1G+s6EW)X$N7sBh_VBo59&FRpv9kbXA{ z@gVHs?F8VxPnq2TRpiYAlDF-@f>&w9^$kieK<^NJxaRo+dn>*?Utfn_XvK4Eiw1fM zH5d6-5BL?`ji#hP<jr*SjE8Skf`<jzkxt<MXAU1rv_Fk~SU*KZ(ipL)e%;t=1A2~i z;c=}<d_JYR+d;g-*i+#l-2FQYdDOj^ABMndQ!JNtZlvIz9EO?H0|-QgiF!{N76MUY z&mV)pZ0xuHUUv9&2Z7kD&;7#F&YLK|-2crPaX)e8VST49_F~xux^k`&h!v!=M}y%n zlvECj8nVb+_B)fEltBF1xHj&LxUqCQp+e#f_BF(Qo9YC<FW-5T+oFQJj!fOjr5*es zhdOld0s4?_Z>?otM}DurDcgd0Z7DL*_!0N~nS$Pr4LDEhv+eB;9zFDz?r-lX;=O2> zYUf*=@7(A{4DLf@SM~8ZchqV31z))9gSyJzksp5%S7k{n92|O~|7w~svoJz`rIDMr zfv%g=a^O}a&iw?#30uu2^wTA4Sv<vgUS>F0aB>jOVKh)-Cjy^bj4c#3!LzJoD_RZY zpcB?>rapRrc>v)U)&~USDTFSyo#!m}w{yz>L;dGZYwAC-ZUXUW0yWnqQp^vS{n-Do zok0A7<?P<jk2Ys|`NC=m#L5QRA3U1`VkH0NoCfSux6X_aEMfB^YMrZ@{b=h&Eb@zb zdhC}Makz8f&N$B1^Tx4@HdpaF{bAMN!1dtFnP6=u@F?!Hyy3wAQz_5GD>LvM6~j*+ zIST|LRZTTzG#B($x`*k(*!SJ(M%vltMj+CNdR)tZA59W8XwKugTz!@SCbe7O10tXJ zo+(2gWNlyG{SNk`Qpy{46Zsc`=Wlf!;@U@3=G*YI6&CG-0Ybnpoz3_$;Fp>n+3$b& zc}w;izdrB)N4EZS=WXurTKT@i_L%eVT4(4-{*)&e_kyGYedZxPq9w@F`=u^b-wi`t zGZ4yng7d2w_-6SV=X>%Xo0!ZW?CD}%mTBulz5H6kTG=_okJ<{+PuLSMT}1p`#R2}B zo@O2gU1~Lfde7H)nE&mrRX7S>;1KdXVo?kKzKf6cJ@!qG(9$-@N_i7ao}Su!6}%*E z;<rgI^oD?$OkeUN$cw8kP>5^;NAiDUiZ?)a^S+w>*8_Udum?4R65__LD>kk<c)kxa zM^(HG&a<6UapD5vWp`nPvlc#|x7fZm#F^jvB5J|xh@W?tJAZLQZ@5uBCF12x48F3J z%Ws8zyzTYRzE9r7GT(D`+sJp<6mkVe!Grh$?~dP~L4WYdbWSiI`tY1q=%QxOXFp;p zRrU<^Cbu6QUTrwH<OWB_JLpf0rfMI8oeNZ}kx?Q(4?m_nLBu)VUu5ahj|47R9-8`8 z1)kH({wZn~@V`*@>=8}qcs2f)H}SfY%dwVRBk1FysM55rME%s9Xe|s}k{0!)>YzYh z_wMftBP-~mkrIj0;`JrY@usB_P$%X&&RX}r75Ag_dY4Kz_>jKsI2H7gak5#BsuA$h z8_!Alx6qewqG_z3yz^Y5){-CHn6olu7NP<#33&5yZxScsa%77g3Gns0+^c^_?qa{2 z$9@A23FxOsJnxzofgduO^}GPCcNN=sb|X$RUtUs+TPG0r*;fe@p@%qA#<3)yLmYqa z_NDz4^qim<SHg^tZ(UVhjoy!bx53NnRlKN68)%naf&Y;WP0tu3{(gO?wLA~p_+@zc zO^Y<<965801A+VF0&l|J3}7En*B*~m*twO8OWTWj@F~|oOMBQ;<Drr8V%XcE{R4r; zUZ{^y9`^U@f}PEYZ}rSVhtshp8$euG{>3uFi#$%B|Hpp{otSrh{KqEE96Wyi?yF+C zc%7EZ)?3KC6C;+MQud*)A9vtC(M90N7-xsl3-ozOhiDa9q0SKBB1PDZJ_UChR^NPI z;-^#MI`{DY(Sx>~0kE6Y^`iUDPRQH5<TUi)FWUT6ERA@dgBpK?x$h!AuhuluLuXR3 z&iFR$4&BP^lIBJW?n(YZLk8@g=iV`%J2=Nu8!@wQpTSFxmxK<$ZqtK@bW%=Ze))>O z^Osh{g}3}?7u@lj8QEsTZ3FZb36Bon#(kY$?oXaAz;hh*YMvSZKZB@Sk6(O={fkv! zSB?as-Y`+a#s`16<E*-T6@5<Mnx&N*T#=X2_c`y;g<i+IWDwGbI-HD2pw=_=uh~uJ z>3~<TK6d(#=_=yYow-9Ye|LCn#Gu4;@CC|^$t&>FSo+hVMX=8yvbbAc!FwVt^xOiO z!E;JUE0%4LZ?=AaCL##FbxAmtHUu~n{nmyNd1KJI#Q{gW-uZscOMZwWAvaGkrT#{| z5DRj2#qYiLUjODLiM+kqSz__o&V0N|=+3^mb?Xa!v2pl1`Xm2RDf(nhB8t-Jkbgf& zyDklWMB2m8Xf6dEbzh{lq62ipM4M7PYl3)$v512c@p)vkIQ~l#e$J^}VoL!1;t`zZ znZr?U?MQM93B?}azRcUr<fzwr%?%9w!#za2Pj^LLVLAPf%jFlID`O-ftuYPUN@Nuv zL7cs-`u?wL7=ieOtu~AVd0gsfp->*`r1P5FUu41WO-98RT#BHhmbuKto&^r{cXp2f zkM{;LiAVs4j-Gzc>?sbrmwUXu4u2pFNjJV%M1GxDTI(5t=L7xGbP*bc{=WO9>I5y~ zeEgbXwG8mxIxnH;K3@Oa`of?-=BC1U{UTyf&p8=9V~RXA-|9}&BF?pcUD&*_6n@Ug z@PHFM^GdAQ(}YUsxYw3!g$&`}JR06+?WpU?G&QG<q0gYw>2PK+>dQ~HPHr{;|9DtP zzCsT&o)Yel`-FVVij|7F2YLp7x@Zz`%ksMhnHTgr?J9;!)*$G4Y3rAq;0F;xNnO0) zQv==-+4kt)ShzQHQ(Fi9uz_p?=KYB8$EHIv-B5p+@z~FV|9}5qPQ)wZ@rv(BZ<g%F z+$?*u9TW1|q<lp)F~kR<&yxQpzj+hyJ$;Zp2tLll@u(?0-JAGRi;-R*{5D~OK0b{N z{~qNPv%_D8KFYiG?*%T8$-9tLp^k?|2F{k~@B8|kUk-ftiODKWKKy#ASnl#W*bS}B z<aZh1(iN+bmgp|%9@X6$!tgf<DTf>HflFuJMt+q-93YdXs7XaVW-B<*q;(wnVtTE7 zH+bf`EQQ18OMv$S(F5Xm-8UnDQ=B|82fBOuPSG&ptR(-5x{v6KVm57GlE&wzTgm>H zh5nN#2Q4G-qL0i&UgkCI!?O5M!&k&#QP0y%=gGl0hqE#yQouKrj=ZBJ$DFPC99`KW z?t8ZOT=Gry`8~U#OCk&2X%TSCq#Zimy6*?iCd|W#aguTa{|ME$0(zih7cC~uhyi~# zqbr%8gD1_Gb$+TngL~fX8cPqn8*TY+S`2^Tx-R=q33coDes8~>7=eEDN3<ao=Wuu2 zgZc;Jfv`!DET0|bsmDS;6%QjX9`kn+#Mh*D)>~Kdf!iYjrhTwi*LPV(hq(}+sgC4v z7<&_IrIuc$K;H;zNv-LE{q1qOap;>K;(=m_K^*FG7vzRZgz+_kYr$dx@%X8XfSDC| z>D7mA#yii$)M?E%JB$1&l_`AFbDuY{ru?YgvM8PlsOBu@TL@el;Ou(gjeA^)WFLmz zmfxC{x`cdLK&G8(uMhUCOl{T*fhTy@S|;1$bC7eS+%pZqJdXuNK;eHbzY2ftSw=iM z{_@31#P9vrS(~*HFH%>0r>%fDtxQjIleu=z&ywsd>^*y{@PbSSbmIp@WQk?aF-Ak4 z($E9%%L;~Mr%|udcU;<qI2(O7qO$EN>Ymf{$8_w_uSHbOzJ<K{dh*2zLNwyP%&%@# zB8hYZjE35&s9T#-?^42E4HcDKNBb%G8@tu!-N(qMADzng+Ksx8?Vl-=70fLRu#M+b z;Pba!vZAKP{65*IGE)QSEwB8`Ue7{jz04^ry9fH}*!^LtQ3A2b@64I$FQ|*sJR3ct zf<3pc#&pR}=!?{&FQF-hK4f_Jcp&^r!bZL?En??>le50+L9Z+9oy|_d^JY{Bx4Lm3 z`y%#ptp@|AKKArYv_M}yQpLX48~2rDccl@3=b@}W(zA#Qt%;j2EoOjk&riL3fcM$b zQRbjS{6BBd_;=$l>Yo`Ww!H9nvOYUa*#$eh(ii-L9d@rrzlU4{I%tGer$!Fqg#OKb zl6qG3g_kn?ON#=3oO-wD&Uc>Jw@pDEK7>6IiNzc_EvR1<-lfrQ#hldn`LkC)gQt~W zImmAe{C9j790vZeUzpa#3Vt~r6`1Jnjpq&c$f~>p?ytxE4J4fafBbD{?SOh*^Huxb zn{}wGuI_uh@&meHhH$(m;`s^o55X3&yStQ8p%fyRKiPPnZ417h9@;&jDhEF?xtZcf zjXJOJ(mu`rJg;x&Z%wru>I|bFhnMvUL^_vqW!$M=m=7*YRX0Mue7bAu#Uk>sbcyEi zMCcoJzqPG_ZwF01pMApj(|Jl`E4XjD#&<?*z_GYbQ<s_#U_Yo|=;15q6R!y^t`>&Q z5@hDc#W{%jUYP3eB>oPm`I;k}$TQ5S?cNX<2}C2kk>mNmHTn8u9|_=j|6WHs`o6%P zOa+ZLMd%VT18P0KIRDh+uB$uGr==4Z`ly4SKXAW)Q)d@&{x|K1xIpC3#WO)cdZ<gU z&|P-Ch4Wb`^4-}hZ6|2TlBWw@sC~=pGW_G6f#${u<j+Mn?>s43!rZJbn-3e#UAX6) zI%hHZ(Hhp&9)PDl*L(JK^)d9mFYE<Hw%}s}76}m_Q77#(nwGi)KXc)~lDQXq)}sjI zelh45jhtZp4V-Hd(;rrWAOCvWrx6R>&6%Uob`r&$nMVV6@OkhUkISWl$b-LrHM(>i z_8U$AV$U<^<4$|6W%7~<#Id*0XBpxNcpeK^?kQHp3H!i{moLF?l@n!Cj-&2>Anp*w z32&mosI}9@YMlE={ni!a6KXOac00q)OenLp6c&JUKd8;eR*~12Ek2ad_9ljp4fHB- zApZPm**A*UVKqMU#77){l}!0|LI-g=pYu_ZF?56p^2x)9d#y2RS{dLoR<9jj%lM-% zKpw9=1f21T7H6&n4}3Y|X87$j^1hU7x31$Jj8;mSq@Zt&^vg5~Al}nnSGe{G{?T7g z{<VjQeT+FjZk)LbzY6=r^aXt};o=ugS0FwJStm(5!f$$hy=vRpTWECC-fkWBpO}lS zNk3LFkCU{RMCT74Bt2ww>>Kt|C3&~{<6cgFZ0H(R#2j2G{hTx6yyQoUVxzy<n^P{| zrDy`bVlMdcSrfc%%<15MS=4z7GYIZB@Z)D3oFBn!#I4C4CvlFFeZ27k?%3N&_`r}2 zzmas8@D%|++ODDBYnVeIN{%d+-7F*!RYvl(t9uDVJ3qIeX6SGoyjp`fC!udBZuqz| zU=AT}&-s8%*uQneVpRwD@37|)O?uRc?3AZCk=KS<a<<;lh5mj-ME4-<duT#SzyLV5 z#rm#IKmvOXT1m@&kv}k!_&&A)ZUx=-2+gMj-(im`re+5Z5)5}*2W|;_IPFn_z4sm~ zsXlLp{>EEu#_^AlH!?TqU(ZH96LYF2TLe0)uhAGLScq2_*O>kTzUgMEr$qpF#0krL zvVa%d)4av3$dl{KOCxg>@f@rR4;e$(@wvu*0<+LpFc7ewtBn0z0?v5{E^VM+(T)(V zCy#l$T`B*Rp8}6g%yc|OJW0>xSn9+1Ps<t2yTY&T7-)FKE8+R<22A6n$RFe+i#m?J zLOt5$aO@iTV)*jUYM1#S9+u=L)dLTjsJ%CC3FCZfvuv)x&QA$jcsD0QFKAop(L%qC zoBmN>62#?YHk~+fHPkVf$~!C+@SGrGrSmi70U~-EWZB{1oAtX=Mi4heY)^HQfzQvM zs2@JO1bjPQu`P=DAM?sA{Y<Yn@iqA|ayNc&;@`K)#HR0fp4r}LU4CZtL#@0j58=T4 zMwZ=^XUMCC=R29RaqdD@ZXf=_4iEK5izbqQw~zdB%>{4C^xOMMToC+(B`MQ$8v1Fx zWd1DdxzyNq(jWe(|Ij-0VGVc^Uv(DeK|B|$=6ppx_*aXuZ?Nbc%!9-kKi#Q2%WA6E zF!rGTlk?Vt!~Cc-pYr|nfBvSruW$A(`tNBUx&MYg4h&p4lYAR}`41j^UObArPxV^P z)-vj$Jn!#&d_`R~B&e9G8FSp0Uo7U)CzZJM>(<N&c$E8RZlVY3xxZL9&w;<0aeVtc z_6YfGr_;Y?Ys|M9UX>xWM1H1ZLc1Xa-Hhk1TR8A(!Sj5s67WJ*JKORt4W1vl=5s_4 z`V>Fc9;tpZ*tgJ4!C$~H^?6EZ&r<O91=}W1_*1@NON$p1Uay<X_v<}8x4`k)#Em>W zckF|m@-M^>UNXN=m){`oo1^D2`;Gksa%P?<fFoOGS^wQ40p9#f6lPO~UYc;QXc_mB zo4|IV@jCE5y^~K*2y^u5%H=mxQO_-RAbV8~oRd2E&a?~oLa{z-3;pE2pqVl|74j$E z`GeKKMXUV|syqi#H|vqf(msW{gFrG3LmKAqLQ{JxHj$6(6Uo<8z<2x{sC$uLl&Cv3 z?I+^>zcos4;$FKwct^kf06*F&>rnSYAI4Oz7F#6xoW2jfG>FFhf$jrBVg_C}Ln)_a z4S1ZUbb1!Qm!=UZnS%XhM;TI8W$`>}zFNrx^oT3vcLVY+r9saWZjbwwjrx9Mlh=+e zy}J9^F^+5CQ5Wt9@7V|5)Bp833C?R}!cxbX1v+HVuOuUBJb$>yyBQCiA+~xIRtL*N z?=BT&p}UT_AES7tFCO<`t~2=`;w9&Oj(<DziAt^{_7un?**kn>h3=vs<NfieojO|M zq&Pi&0phrmz*qqO4$+iEk{w*+?2eLW$36ZMPD@Mtin{6KtMWwPc)qW6o{l`?E$PbG ztQ9`5Mat^eY2YRM7hY95^yeJNQCsUk{rPW_{YMt`PsAR4{vU8elKG>BGwfdNxZJYg zcjPDR)VUYH8_#`smuQ`i{wIH;?P=syk-u%TKRv`;TT6FQ6znzOX+jh2IPxq-K?}78 zyuapV!NaTQ!)&ys3kU8?OO{h!L>v(2j(Yv84E3Gc(ifKC56}1O>U;jdKB7&k+)3;M zqDYp0?NNxnCd>PeXs=*@=5Mv@t;n;Z-h@fjM5Awy{8;JYP4IfT6$P4D+(Yj=wO9b^ zzaEWK!93{WJLT7Js)YEs%)Cvsz@B+?^&e3(*q1eJ;JuAFq0f-+uZw%x6zlZR#knbG zvBa*zt{+HEaFZw_KQ=aIWI!Hpp5qhK(jxS!kmjv~pQuBBc{%Kp1YAlB^rbL^y$RfO z7&(u+-P2xUy;eM*v1nQ7raJ5+qwa;3KXk7kJIi^z{~oagjsa)n32pPI)QX@R>pf!B zLEH`Y9L@X(Tn)Q(^^G_9_G#rbU8Dcd*I~lBK!Kk(zW?apvqQ+&^4I-?48eCj*(blH zK);|S?){8=NuZf^|C)@S>tgy%51dfu_h{gHgt!||BEAaz`Py^M{YM!3l}n<J9Jho$ zd4FjN!PnRTtLCR!(7~se_x#2^9Uo>52td4;Tp4W^f<D8Uv|Lb(JX?)p`}9c;@USaq zlH&??=B}IG1Y{sDFL}G+4Zps!8J!f*0Q>1qo&4kq-Y5NKJxLMuK~qwl6*l1Mv545- z65u{h#Qjy=&zeH#EicqFWmXF;H@Cfra-=ft+x7%v{pXuYfygJWrJVG=2Rs`f`4?MF ziTLNF`Q$wl>iNA=ba#e;LmNg7@4-vN7Y6(OI|Uu(lGmu}ZrFk9rcl&5_~#f${fIO4 zt_T+MSKytJF?6&qgV2YrnB!hPgZk2Z@h)GSb6Q>h;-fQ|W7^o@tp;wL6`(nAwhnxv z|G?cO@OF{-uR21AZz&y*x^;nbv*cM<WuUiokg1Y{XCYt7Bni}61)u92uy&k9f7IS= z+ru%~`)7ASd*UiyH~rwY3j8RdTP;Zm^#{#qvp0KjUw^!Mo>1d!Y!QjiKQhFP`R^X2 zsDF+~-C2DNJx{tI;G8Y;L#_IbT|3W5Nur6B=b^^D17j`U8~nTb?yj4;3h>W0{cz?w z=+9HZw@m%87d`yR!wp{4!|K)#X;>p(#26WKAr2T`<Y5m3|M3bu)nx=eS;QjBoDV-x z;#yOaL486{u~M{+gFt*8M{=(N=RcNeRILnLv8>Y$CJMn1I6|))HV}wviLsNpb*OVV zFb2EhoU@NSGPLQ0-?jG9nu;Nw8(Ef1{6pXD0jbgkmYsR{<H=vZQ{Om`j(kAe;*B+O z(+Wc!iKxN+-4*=R|G$ba$Tv$39!~889({FKVoJ*aF1|kCt$GIe`J3;LpWxq>YJKcy zPr{zaIz_Eapl=D!QjBy1SF+w!zB53d#z~T!{86Y|TtE8#+a&tX!csQwfG@qL=y>qP z3iEN(O%iH<z`Ml%-X>GUUO<Bg>9{l4kEnm%=@h>9_7tgTBX8bUaAVJ&1k{7x6>LQz z?mMrqtx?~Dp6=exSEY=3YUvf1NX);4aN1~3zej$b#BKW?e&Q>4X4g6B9u`6WDqkZG z8Wzk`B_LjrJdJBB#XShECt8tGqwbJZX8ZC!?meC>wk{R%X{?-W0Y9gdXTaKwy!F&Q z3!b-m$dkX<`)DYEZ;Xolq#Z?{$H3;VAK)ueJ_k8(TtvUM-31*B@bp&_nv;t7+}&P$ z0$hlDYwQotMv~+CBpakdx%YujOR_6rQkXy0bWt<Q#XOA7Rt(EWe7=z5RNTOE7peb7 z#sk5#|HudI%$sDH)+&?2ZZ#|}pRPOwy+`3iF$eTbCtleqT|W4|MP)+LFZiSQPj5cp zjat1QLk4h(Z?%9%4R$`o<hShU2%fV`^tT`Q&YyXG-B-wSx|G%q*do3bGdAV@$Bz7N zEpt2J9q>(s#DL*A@?sI&7Cr1GCO^5$v?vF2E96gBh1D^qsCNCF0q}-pZYruJ8~iAQ zzV0I8j3a?+$h`*rub2LN`=34hqPsuk`AN(H`PXQ+q(LvX>KNJ!ykHJHE6bn*{^0C9 z&ftd6*PRubJ%o9Vq}4>pf5=y-btcNUv6rYrc`O$AUaZ6`J^T&4Ki1X3l^OBQ#ZWF2 zINc+cH*-z_^P4j7_U!C&_{cO6w{;qP!TT_~;cwLCDVFV@u|e-!6iqJpiFokrjo|~_ zYjYd-wB2RY>*r2I?C`!TTEVg3-GPr@jz>vj@OKnB)-%hYZes0Ixw3?F)d``~MO>9k z>XNpH{gr&Ee6F2`dyCgTXpZx0IlXPYT#NVl(8NIT3i(3iV-m3f^jjEcx|{Z*zVzrl z+rw6Tev#*=mrw^yja~D8$Ba70pQ2XoOW^a*sU0#fN0sfAImJ4L^ZLX8+$;$Fd(Ptb zEiND)<nGTc2JcL%w9Gr(i1=|SjwJRoo_BI0b136K=;6!OwIAxS=Yj8C+0Hzc$9O>i z6Mk+gvGK_$=Hsr1OAb3=uLE)SNdenj+~0TAi*InQuXoe`d<FcHW1i;^=7qhO1x?** zh96&4e;ot6i1M89qT4wyxyNjuyAa=BF@AMYL%iu$OP*Cl-gxZG8`DhSweTK?n~9j4 zBPf0dS%yCIx{id!2KTVKr9+4N;Uvm$^nuS^^>|(Q1o=H}UR39&G}u8whu9w@@ca8U zIfMuBhir`x`J2!~UpyMNfgSKV7yOAD#$F`L(eRC0%=^y{IPPk~>&j%-HpJt;?(iLV zK%V5%!bh#S3?5T9?LkXK9=w0^fExaeQ(JE8i@;?Shp$ezxUmn+YVvpg9^?lh!86+8 z_&o3aba974Crl!@=<0(V`3e;_1J}*+10|{|fIkfBCg~&Smo4dkYXV(KUYG8C9r`iD zG`LCZu!p)v-R;`h1<aovC*!3?T<1Lh_|O~l*}MEYzL$O${t=UxQon|}3_ril1MuOz z;etm)@wm^XI|s>8$Mf;qyD<X0iX^jJQit6s9h}jyfnC#9IiG6-U*$Nt<l*rZ`a`)& z<cv4!D;ffV;jrVqF|^HN+_;CzUfzLo;N47@v$B!T4@HaFvmoCYTsZwZB@B5|)C1<n zz_-C@*+9z>>^t(LaMZYs=MRy;Bl+rqdW^5OeAfVU&olDv#pKw#IvNpY2|O$L_)(cL z0C{Uq{1)*M^qyCnkxS0lt9LGYEeW`j#&_Dm;6K#+w(7(tX3<wKS4y>xub-Xo-FpE$ zO3&#l?9~Hq4;UWvZ^P%IXStyU9id0GhqgHj`L*c#VT&8S#O@ZepsXXl#N`lfT?f4W z{t?M(LD+qUbIoC`2+T*)NoDb<Ag?Ye?)?kCG$SRUc?0>|Q2U9h=5owKUdcNuj`QW8 zS>MV;zp|09OFLgU^jKlnM$RvokC&Tb5Wt+!SD}thBI+3fY5e}@C47lJ1(l>h=GX`K zr@!g^cg(jwrW|NSUPD|+=rRTFJlN1nv&Z=gvm6(cd;=Y3zsRUI?BnSsrFaJHdMop` zQ-LP-l02f@RnrGv^Z1)~!)xeJhggMTgP`}fmEN@B!CW8v(sDg`VafNg_eO{#&1W+? zsA2yN^L#;9fq%b-I2$^ELvJ%DpDf}$P3MUWkxvmv9zK&e(2hFzu2@G7UGx+Ee)eV; z@P-g+@A2OY^yf9VUHlH5G00u?68s3>@2kbJ0RJji*spdNxG%K+R_r_8ha{{+^hh-P z$*MVnF&O&At5d3horoKAxrYwJkEb<SI)~<<gBXt9S%A)w+n?)JtPdRLIN{j^JFFZi z>6L1M4pH}1<uLqA@ty-I1N_uqS7~9@7JExRB_HI0zP*%vMkGTMb72a!oP*epNPeu@ zC$AfE`q{M~5$GqL3TUw2=|}D+ea<EYzv1`gy?9Cr_Q5R6*kK2I^{%KjL_L=0zNjLH zE%r9hI^W&Dg8GZU?RW}5`bzY|PycPfbMlP8)*po5CmM9m?>rwY-tns`3;gq9ptbxd zIn43CbDpgH1zk?)OzT_3;lkAeBAfT{_a?phVGBNz)=Q>b13XjUIN%<24fXF+VnGhE z@Q2+gPpxsT`gf_tY!DZ#zO$&d6rvv4vc<I1pVIGHOnwypkfeLCdOvh9o|v&(S@b{n zIMGVQ!d~D0Aq!jtA82Z~ef_r){e05;1FqnaBd_k}%$LHB(*J20<MlLMI6u(B->r`F zuz11WG*dKc-r{ppD=t*(s`wJqOf$Jjp)+LiI;7IRLVs{&$fa-z*pXJ3?>ypE%JqB4 zixF=X9qRuTXq_h>ZDH|>Pr%+27S_{-E$4|6_reGzz<Xnrhjuy|zQoI+I!D8SWAq=E zs3XvKufCkNwpoP!j+g1S44&Y%#nlHlz?&9n@<RUM_sZ-O7*z58|8+N1bZevj%=W&? zSP}gRhX#1L;Ro0M^?EV50*~{Sm78#`Wlx?6)2SdXE(k`l0ylInb1i?v`J1iea7`iq zyw~x8{yO~SL26vlbKqhYqebXJ)CYF+w#8_Gm(S?aD4*U!esd(x>LK#2D={z0nndA8 z7l)slPauEV5D&-#ZiG>d>PhBepPA6L-}jHA&;K+p$qD2SwBfPQyKpZRB`uF{$m2c< zP7VJ7cMQ@U-@Y419sT+zHdEXuW4+H;JKPJ)-se7!xc3mRFfLix3th=j=Gq^8b!2e4 z#ELno-}~%WbJ3^jntJJ{A9$PvLG2(r>JKNgKkNezo}@INi-eztm9HrEKE%GodukWi zyLNOu_C0P6h@TVO3i<Y!6D9H7;==yiLxR3B>%gBY98YqLb1?7r`k~`8@TcJ?lm6vD z(3`qkd#-$fzFnM_c?bTqM0fEJCG?QJN2iUpaBpYY$om9$q2AQ_!!`}~klB<MQ-jaX zCYf|Q={xqfG<vhE0=G6^E>8Ufo?9MSJ?(S>`J7h4eFfwjKIOA+w&3%7jFuH%-a`Gx z^s$CF@-5$aBBO;5bo6;)^0%ikf8rLqIu4wOVcCCw(i^&^PtuJFEA-WbJ)zq=hB{>H zvX?aYYmGVmXe{DNf6slgKhD58O)iI<z%S*0!jZoZBJPiwp8n+oyc$fCm1V<z!;@q8 zf)0b{@ca82eL?(T&}{5Oe0WRRVelPzFRsq(o$wra)0xp=Mc~)O*7FY~z$IS;9@$&B zclHxUYSw@sJr^<dVL+U+PEnU{hh9-X?>d-{b2_WSA)N>NUFID7=XV1AWT*L8-XbpW zs~q>-vyC|0lOipIINVR*W1)J2{`|kkS_V^)cXJr2Cj7;m#BENOPcw+q1*MZE_`MHp z^D%RI_`BFVCPxtGFP34^aW8Z}TDN2ooXdZ?^SfP)&|gC1L3z><d4rD2h3nG5P2OkX z4|YQ@o+@TJ54<}5mh^+lMd+9bcVEz40&iWMEZzKre0BTpNmtlw<KDY}4(>z$?b`h0 z-&X8PS|XQr{SSKj!%HUh-~kIBaZ`EllU=f{V*E?ctwWPCN^N|Jk~Lbw%EjPi$75eA zmP7wwSl)jh{+B5vM6z@Koy5w)ec)jUvHO*&fPec6Z<-08LEU<!`l9ufoqfG5`B5C$ z!*E;7Km*@Xwrfb9gI)beIdbPM-dFd(x(`mkoi3fdw+?*7KA-LAV?Jv;JT1OorV4rU z`?h;i;)uIJjYO9_=ywd6y7UG(P5FISkqhvQclGo7q&e!`7j~2Fy9azP=Mu_BTsDi2 zKBa7ky=9$kQD!gDzjshdI0E@}*MNrhS=f2iZJXPAq3CzAI~XAx<x6~-eSd#B-uHoF zoU1h{^x@#c*S3xDy84WTkMZ|bk$*ReMjY@S4Lfmn0DEPY_47O4qtB5fiehL1dELaC z(!af!H&46~^BlTF?cMqg(g^e=YtAuS;Jj_Obxwp1BCj1yW9USj?HCul#UKD(A(W6n zl))agwV%SDfgeBE{wUN00v|SnoF4!ul;!eNH;jR6jsw9OI7d6?+jWDo;GYgxt}rcQ zZgkiBm?7+(yZc5_sV?w>cKN*_@FI>YfWmebbxNU`qnlK~^PvwmNwC*S(kfvN=xJrW zrQVx5@cU4P$(`pBRVa{8?L3b_c`fCX6n>t``ZDiu9rWtH-?r2N$ah=S;|cgV(T<HW zDl+U#5@phnfW0|gUQ$1by-Es76m=!wgKs$Yko)GNu7B#oE*I=q*N{1HnZ$_abO^<L z{e*qRY_BPloRJTBXMU6%!kz&85bjre@O#zR;!s^v@UXbZXCv+C@1raHRe(5t@Vd<j z9mG8oLbo9)^#Ak4Yh915u;=R206iDtRJNdi&^dfx(q;X*5V%`3^r<u$I)wb;nC=o9 zoJ;Pc><aMW+LkSQZv^-ZhfDu7;=PUWtTf#T_)lSp-|{=?gQ|(InLncMhQ=tK9Qo|M zV+zBC$IzGcka<lN_FsQ!qB|M(IG4s3wv+_^%9KLizXg3GeeH|2F#JHwsflqL@t&mN zQp^WDf57{8gBy5DSLS8IP5gd|7Nv2yIe0+iyZPJT*MbRNL*q}d*LJmiK_9O-q_Su7 zF$wY{qnU#{d-QuH6Y_TU(Z-HR?h@k%Z)z?4<%#nZ+^uf8;tpJio>U|OpGl68^r*50 zt}EC3Uqjq*SkI>YHjF(112>ez;D>=#+=2bj?KsuFyGp-dZ$SL7IS=H;Vb}XDj^%)N z9TQ}*umCRXdv`GP9-cq&TkY9H;G3z!ZVws)_8yEetNWpUAcoE6Nf7w#z4`X{<j`TB zHk~nIzlYDU-kBRmjXa@6`FRC!Ut6SSjR(4yUdp}Cwkh63!E7g$>Bs2vV_`Y+(i?qX z2Hh*P`l#oSu-AUT=U$bkej3JzKC8l_V{Ncst*M5Ke~*B#I?1272i$VY9aCZeuG}0S z?H6(bZo5$NIC3Bl8;rV>nTI}NnhP{utjHJc3)!j8qwb_@5W)?8k>Lfgimn-Z&zx*1 z`EEcL$r(=I4F*1bB*xvNgMRP7{OWuoUMEDSfVBqvy7kqy%g9#>KWX>uJlCMHAZcu8 zzh-EEs@wwj$42i3<(nPolic%&MhCnjWH$ZI74WnukE@YBb-2fL#jhN&>qO;$tqVUf zH}&gITKRtXgYK={I*-xcrgzVbDgyjipmb6f@t5Gn`{5b**OKjx*oVpJw;XyrZ=nu< zq;RA=c?&pIDiwCS3_R=HJ@OLxAr0rFqOt&A;@b*}VLkBQ(n<93)?<!;Q@8YR1>)}K z$N8hNm=CEpylD0r`g3xm_m1wfUc~OQM1eX^Rfe6yS<EGLOEBl5e(Ef&MHVH8xi;G? z!Sle8N?xiz@`n&#KCTNaAwIjvCX6-}dJ_+b{`&R?uiyQ4mgfcZkOyYu1+om#J(j<z zD>R}GxHr%2G3rOv`+rKMBOXX^N&kw+`(!Nk#}!B--}@Eq&bNU2M2^W_e%u?Ys)U)@ zeehqls~<h(p(C|W3|?Wu`Oz4jSWQQNtnszHyNQ_Fe)ZE{4EWlRoUgA2Khx^a*t6RV z`tm77n|c@YRUi03S>6r4F4W7R)PwzGM#henz`db#R-F{+M8|ndNplc)g~T2Q?DSXu zc36~X8p6E^3VY~*m!4_ZBrQ989(!R}9_`F;$2t7^8v#B*_LIf>VH@IGu$@xmXY`3I zjW?9Tk3!$~TAl^Jjojc6=mY<adts5f5BIGU(aZb*{L{DTALSR|Nq+jM*>VBukXJ?H zSx}FU*qqEaUxOaYPOJV2dZ!endgYoR>TUG0pZ`bEb;o1bMqz|XNHQ8$DkCc@LPe65 zltM=K%2r5(Bq2if$lh5cd%t#MWM*V$RmiM9^Sk`zr(VzdJokOhb*^)rbDxKv8htH6 zS6B{V{VsUKRg`KYPI%M)JSYk~HX;>!uMhsj7kJ$iIN`fqK0)~e`6AbcBebWWPg_ZN zw}Tfrjz9RM0KedxVxMjF#OJI}erBpdJvOj@D)BAqL2MhOE|#bR3U1|`c?Lg>w!Tk- zIMsfPkh>dy>y3<`<UK%M?f+*m1Gr;8?t9Y-cCR_Yvg~D!I{Z}ier-kIP4~K~HsbzP zpx3w4@cYdkp;PncpzG0(`U_a#T+pV@#SJy!<3rZ{B)Fd!B$e#{Swo+QWqL4*{JpG_ zpuYQ_D!vB4=Zs~@dy2OP8Nk<kp75{l<~J$28Ii>JTpVYR0~>hJmJYd_E&Oz8ZGF)m z{^s4Be1L@${xPl?zZZ2M>c{D_mY6S9GW5K|8G4oA8&V}P=u67w9}lX)&c1QwXc3=A z{<L-A60IuqJ?3hcI^>m0O$jgWyTQ&bMN_#0Z;YgqH9sLw+RpTo@4`OWeIsYwo#QQ2 ze_ZY_*5%(pVn=t>*?wy<U6A;KeQM%lkUNU?QB$Mu)<oY)DD}lyJa^aa*0Q3jcz&n8 zWa57G59<G!Q-!^{)2uI>=zu>T`rDiJ9(iQlu+n$%$fIer1C9yMiP{!3TX0_@rPA!Y z<M?@aGDP1Qan>_M?+`!o>wVKCX27M6Y>&6n45)`ykrYUEqrUyNB=f(2n71N7UDk*D z|1i=`J_OtjGI6zdaToo?151g!_52XdKCK$?nfz-n;~ux6|FV6l;lV8Y@JjusJK()H zayPPtf$Lv2oBO}PKOR2nW3$9Mv$+!0k7__?J~4Gf5c`limwDdqHFT7gt(boB<ZJ$i zct`Hwx`uaFKIwudoR8Sxevj+zDdj!{yih2s7^QiP`A1ftXWatOAJ0}xk^~(;i)z(( zoE`B~S-bK*;>3nEpJ%k=ZoRH}hlT<5020z8;aQkt92L4AhJ9+eaZH``3hLXPR^8fI zSMRbwgBRdW{k^saBD10M9k=F;n?fJUsS!Qnci4yL(hYHx(A#h9PiBor9oaI;{~LJN z>l*_CPf-{B9;xM)hJ0kP#JJ*y66X3g|7a6EgM8yc^pSBp@VL6mFB8D~tnLg(uwXse z>v-P0Z$_RO9qszPZ#S=7*Zv6}Ejg0JUJd<XYB}qfsUh}5W=r%dcvul_<Jc5<S{He< zMsy`~GpWrv5r5=UBoY3?C(#!+>Lt4azu~>4NM*@^yn2e1rxU!iW|eGyM#PrDx3sSz z7(94K!~SDBku5=yMeyEv#D|Kmu75?qG5R9CXJ+!q)2@@+aG%BRxnfyKe-U@&s6sFD zU~c=@c4hiJyszcR;qmAQ*v&qhDmCz#OA%H=SL?uY*jaPNE&{KK4+*UT4>INLe-)lX z9+$}IsHufG5a;MnHDXB^ZSyj}ggRPbnAJcq&W9unkd09u03L1hqzJJBryf40@WlS~ zXbsA20gqgze^=xvqdp;Zw&Xs(=V9%svwA;Kr~V!rN{+nSK}KLY3GpWK>w_)LaPZ>F zh^Y6ka9=BXUW;Pgs1K-E)C0eQy3*hI08dPF>z&=<k47sE47=|OCKKo%^hG>>()L26 z8*zo=z8PmX_*?;La|1Om^p<g&PlONfHxZ!&MWxU~DmfFHjzA}ua<UQwZiZdk5=pZ{ z|JKd;{toz&np0ChFXDr+=)#gvAo7j!&97^)pJPI-M_8DFS6R!3hQK{edq>-?U*H*+ zXu30Rf<G)A&|3o^eq^N4_-7G#tDYeHWFOZ55+A!U=AVooFc9#^{*@*4nvt`DH{Y;U zl7%0rjO!W2L2np(YVnqgZFe3>)R!05u#2N7%6pz--3xA5{IWxRT2+D9%Le^;RG-^j zf!o*l=@qv8kar(AI2euiuG%GYT*UzS9A8$SOd|a3Wt`7r*zxM?+r?zq4+sAX!t4|9 zqh9C#(vZ&yj5kdE1K!IHz6}olg*thX^Kir(;sULAd=mN!+bk`Quj8D2Q8%05L0<H6 zwg`@$@<%?u+8rgk4n9Gh*YbA;{8h?pZ5lZG?~dSn_9pr|n=1&*c#eaoXVs};=fD5C z@N4ISkFeOsx8u2em0A|P^?>7zf6_)2!LtlLW{OWkFUv}~;sHFfdiSF{1pCfuL)txh z1-f6H%D44e;AE)oneKGdN%#AGOaQNSpT42MJ&n4;zH|Oe;9*t4v{mQ3kPkmeG}e{F zdlpLSU#+7~p*V5j*?*`v=vj!j$6!C~kA2(`#&xpCnQmUidr@Lz<PLo~2%f0_^q&Rx z|6;Qna}e;FjWs_v5&ZGZzu^`4$EfG)&7NH|LO<W$qjit$p$|3BXw#6P?#ZsS6^8on z04Gf{0~O{&NQcv#n&BMu2iA;xSg)>dqeK(fYXSA;nD0cW+uJ>F-GIHSQpK{cqK|-- z`WJ_zH1=K2Br{S0yfSoFH3j)#qu8tb!q3=`yqjly1i(9}z4!JuL-#U~J(mK!Q?z4_ zeSo-mJL9(P!gc8D+MAc>C9!^&KW+YE$L}9ShCE@fYTpJw>BEn+`<@wYKv&^c9d5q0 zjq{{LE<@`K$a^dc?d}2JY`J{sPD97^7Tk9xx*vT4Vz!q!Vdt5J3aM`pk4XwC2Bz9! z_l2`3pF{5>%MU+nxCI@Zbe)8r$(9gKG$4_`0p2je_L%1@_?xW8j>!<}BzMc1L>Ev` z7_|Nu#<P2Vac{<OEBanVOFNvA$60vYv%Y}*Jp7l31qbe<FU4{t5;z^-qi$iCjy{&i zLRC}nK11j8YV+`e!P*WFpG?f#VI(f!)hiaSR_N8EzoylKQd1aypfC2H3q?N8sa%(- zKB@{F6QCdXjQaHB)9-KFNx?qf7_!voq0gqA)#r6Q`Ug6rn6Kfvg@5$~-$i~<q%?E$ z@qXls`tOA<sDodgQj?XZ!}n6T-(xUEKk?A%yD>f3SEDsPdF&Gf<AZ<+{O&RJzKBK- zy19n>rW5=js(G|bodwS=siQIg-ryOlU+@I>bU#6oH=_pgB1U~uJA`59BCm-8z$=~K zbiduL=U#Bre&>OBLRw&<&ea6nSD7d$auB*mlE{WhKI$h=7FV=k-=3*=&B@_^UV#ob z2M{kz!?n)DP5|c~#FR%RfCvA6#dHAtSE3>I89(sIa_7L&fGOagLGk2%;1%J!bNTV( z$m1l<>!^|M{S!5LKC>G~`sT;wmtfx}@t$GOGtSLNH48Z-U#@=rumN_g^>k(DI&h@U zfW}O12Kk(9;Ob@YiiFS8AAP#<cTz!DPX_~+A5rT(EW}(MwQC|lap=o<l%4+lI?l}z zx>D~vK!2BdPj4XjKg^7IX9xD^9ZK5D2c4R$z2<TVo})(i@0ug(Em<k-u}Q!IjY7TQ zNyO2?`stz<h%bfdMIW*L3@>HBEWloMJQq_<ion;RZ;^aShM%mCXZV$Y|C(3)rp7wf z)~`JDN<*KOiNMDK<lUsvCI=kwoRkfFhF;+(Es5Fok{kT+yFyDP;+5b~HhG8*>amgy zn&B(ZVb)o~I*hSCtfb0SKfxFM=$`2Tr({k%jGYY!AO17K+WHMT`Zu=JYwUOrh}r1E zML+12|2Qe^!3)H*H4jK)ozp$5_QwFf>TLWn3&5uopHi}aL*7B#c+OS>dEqkS^Vi(q zxnJ%39>^o^vDxL9x22$OeJnm87kq)pl{2yq>qhe`&;IHS?2l6i$3ZHb??`iORRm5^ z6T58%awD&>+|=%a-Ja&-$$gKxS5sU}+H;b?As?w3PT<D}sr8dYu+RCER@zUr5a-Ag zTs%6FcW9hn*TVPuF26S`MI0X3t6oMM2;OWrTFi}of6Z~xCB7K_Q`I-0+Jf(^l(i=% zm_Q%9Ky$VUxI(bzxnEk2I%<w+Kwv8B&+Pk7>plX01(%(u6op>$F?F;F`7&*gNhWV2 z{(tVzTr2+ngP@+29UJPNRR8Hs$RqEwRx}%P$Nri1ejW<O{aDp!@2f(*Xmt;s2Chxf zn4RL8LLJWhfaGpH&(mk>sT}f?PggD9EWzIUjtvMFK)?8*Gar8jzq?oVUC9{1`ytBP z{jNa&*Os3O%tqhdbd*wJfg5-=E6bZY#EDb4LWlaD@ct~f0MSn9=i-!3o-*L~gF^|= z&I6A;ogDu#g2xy~K0jj8gmVr&^|a;icl!{7tZw)RfiC66`Z=5{sX6<v-xGbqS5kzT zXwf$<E$_wQfjIKcFe2nD?05<Kd^U8}%h3m~;W~UTWqjAMA02A!d#4abpTCJv-~x^j zH7KzjLY^Vjq`V_~6#mL}NBa`|GEAvb_wF$IU}~Qbm=SMWP6k>{;(B-4GwD^{;QIfp z_|y<LSiY-}Ie~Y6dhop?O&#^n;gMFF)2LgJ{O5gL1b8HyOL0gFJe563;~e7Bf0>~U zf$7)>B7L$;LD;Xft!p=YuwQZWkzGG<y_8sUr6|M^yRxfH-@t$PgdHX35x;$&rAuE& z9_@Qr?V>33D&APF<}&dAi5f8p<N?pic~?3AVScS^u>2>icd}*ihX&xrs%yP4kpp<{ zlP?Cl@5}ZH)OJkm#{8@i@rjaih~q1YDYY8Vr{ZF6yMnI>GahE%)JC4VX!@Z9KOa5k z(On<_Z{#LL1b_z?LWg;t(;^@K7t=D0JYtn{ti1y|hfQwVDHd|<Tk6cliEc~6wx`!z z@USHzU?uOAHzWA3@OJ7w9^ipn`@X4d)L9L5Hq}3%FN*B+t!Mb&6UMf!SH!_%22-ly zTVW611SmX@qVKu9MAaC1OnR9otsB-k|CLa$7uKUv-6}Q-I6_i=Es!xD{+tx7@)B`M z+v-z$58~GF+dYr0un+XI3`*AUUx8O`?6QBr1I>gfm!pwyn`|EKM4p+xyx`w{6gZI7 z6eE5ZeJE8cacjOf@3ZOWP?8DWI>qbEA7DesnLQB4`2>A4Zxl71r@?D)9CTGWgua>R zue7xGn3ud!D`#Gf`*Wz5j8Mb*m6QnbXfot$L=>gxWuUW?Jv`)#yjgE)!sxdM^wvv! zn_R)RgjZ_!y9x|!3HwqX4*W2MUOrIOBX=Bmvyj8T9>nzwmd&Efi<lF1A>acq;+*I^ zii-^tsCzt0ICsnl&*#M=xH~7X?{SeyAO7BQ4^dP&aGHXcj+fpAbub-|smpkt$LZM} zO|Do6wve97M9@R~Hc!=ap#DHxyFEXIe0@r%X^#r}A;zx_9XXFVUD66WR<Y3e=Ylxy zy+(XXs<)wmZZmzHA!;}R^#g83x%%JGT}zsqcc8zn&&3rNj{-kqsO~<_0PcM3FTVQ% zJf<>gv=aNX^-Xh-7}v{aofCaYjXdjz|30Gch`XIX+{s{vQ6(HL$47uOLftvyun*1G zSI8P_p+6{IEj)qGQ#;ruzw$vp&2QV*o6x;A3r$ZBTt@xqY2#!h@_JEO<s{K6)QJXu zTRdMupS{+`?}tOXeNnMSVX*(ox&xaRpo`a(*(<#sh8{TY+VK$Q?J^XEN!Fpu*HpyQ z*Fztqen;#T1OM=(U8`Hc_5MV0Ebj7b(qrZC5`m}XSAq^#62QCVzB@4^Zem#Sv*tLg zV~TYK+hgcr4kHxn-@z}xbaQhfjsy^Gy`lqd+E@QLkWh=f$k>l%6Y=two8j1D;D@f> z_MI*j?AJMRV<+qvUCZ_GOE17vj*3oy@kd;k((T@T--$FGbA~haNk-X=>>&yKwkp`Y zg9iLDgd&~E2=8}!QEnIi3icE3o_gaN^tUr?AKZaQf&z_Cy}=7J(>J--_Fx~LjHYiK zK)=zU!;ZXIcat-JY$kyVjTa`Dln{5brIl68cc4FTT(Pdex|}xK*QkvBGx_JxJT<u6 zhjL8tBKpL1XJq#`1%f{WByrQi?kLE^s#b9yaqL1TmiO5bE>k}o)tUi6-ZS%sX#xC2 zX-<K#0ez(A{&_uZ_(|*j&Dur8g*UOmPgb%2+hqqRk>Aag-A=sS0R47mk@zy+KWZxe zDms=M>(jdPLn{~Yu%q^ZdM|izgLW+=;%67hSr;P~;959UB$pWUf7v=l<qFg}S@RE= zAn#J~khCYiiTNJ~=p)wdqrQFm1M5E6nVl4+ASdFY`iDo)UeP0;8s`x1hy7mU@w#*x z_+HRr(aU!M>ma23U+X8l*CFJ>zRy@cniucrBXL~@9q+&-WAK=^#nH>gSa**0SI4o> z8A|6xa*+474U*>Fh=JXFOO!Uo{Z<Rt3WSrQk1_hw_;4TUkC{)CJv*VtS^hV*d;>c5 zQXGdIbfCt+m!$^i;K#RpGTLyTXKz0aJ%l)4@Rq>)q!4zi)PLcAD|EmQWaV>zq4VBP z>5^Ome@WJ=5)DBA&9gv957bTVKRrw<z&S&nrDGaF;CVi))kblMzh52hy&20!|G?=8 zv0P%jKU|w?|8@qx-|?@rAv@+Fe>ELnbhaTF+4`O`#J<m*d3UHk6#VsNjDCj%_;*WG z@m|EOqkp{8elf%DNw*6bfUnls3^W~IQJ+vyI-d!g?(K2T@aIFnVV28P59ma7%5Et& zh<|bGLt+~66Z5HH;)De7_wc(l%pIt=SSJTYnF3eh_gIjX0FT9lmQS1D9OsGfe=i4t z2Rs(T2C#z}@wy3J@K3roG=?TvpZjM{WvsMdZqiCR_sRtFwUap!yZ-NYY{PyZbTQT0 zzoc2fYXy>qly}Uqw>6hP2Jk~Y>(_qt&^^Tpx({=yBLCuF8s6=PQ4`<mIt+ZKzAfz+ zQjU6;9PPke=$<i)pYmzYSGIDg;nCG<@E$6w>p$EuuPt;dvJrJNACvEF3o$sS>nxDt z`4;_Es?pYOvEQDb4{vKv;k}=P*q+I^m^04(x&H$8#caBt_FOUMjep=B%Z<hyK+ZOq z$Iy}9=t@qFBj2OCZX7HRoXb)k|NiI!_R%Tez3wYpLgYc!kGT(_BV8<37D1l&ILhas zP6N(?_?yK%qd+`6+ie|QfIMo8Ixq=(gJCcCy*Tiel^cC_NAY*FpH0%#FsCNDMmWcW z3;A}B;yjB5?Ab(CRTl9$T}nEE3;RXk65lh3zi(3z5nM$+#9^E-SKkM{P?akEI5o~) z>p07}zz!&$QJD^5U%Q8SAAEp*G8s7cRRh<vXJJ-u1Fl_pdx(~o47zzsqRhEf=#c~E zm1>2E+nnRJ^x#3#6{9bD!T(bQH{R5hBCm^&&SI`Y{22Ovia`x{w>p+CeFpeqrIEM0 zpV3vCeNyky??EYx^c}p`;So0v;&VHPkE#~8Ex~8$`M$T9v)}luSl$Nuw&wd}2f;AZ z4UEaCbP*4p`7BxPX@stk6W-bnoP4Hm{ZT3UV9EtGKK_IqCHb6oH(3BLJ2o0&RRe!a z>3rx3estm*&u@|!sE-;)k0e~ee$t91?e_gV_-vGKj(p@tM0k)1{8Fk`{WJS2;_3O@ z*C%IC-=NnzcET3=d&K180C*^Qv3u+X<ZZ5|ha`SNf8zS5Mk0`FMc5Hsc`=FW^`G#6 zK^unW`!m?Hu^)Pl*#fBtbg-YPV(!McUcE-4vEvl@H`$S8(<{(3|3!+sV!h7TbOg14 z_iy}O*rEoW8<F2JXa`SRAKhs_0A3hn)}W;_hq)ysKIEOiiTm+xu~UdQuU8{Uci<m$ zM~}!`0I&CyyexZ9K;62lI!4$F{QVf`+gtt6-F}#D?!|T8<ISHx;lq7>nyVXz&cx82 zEV7&geQx$YSz}4`O;+tCKY1GOVN7W7vw*+(Cwui<C1MVy2X#7C7V@u&6rGW3Tf*Ts z=lP}I@Xy<UPi(-evN@iYN+F*3z1&H941L=#>+Li#>OL%Ys_eRNp|9+uq_!^NvP{b# z149MG^^4&<dcTn8#q`PL$wCjx&wQJgg*vip@4^!7+%2Y^?V~evw?ej@H44nD6uPKq z#*cd4=Hk(k!#E!h#9rWr^NDMTL)2a(mV}2F<g;=y=Vv=7Q}nGq{$El(<aavqy@O*+ z2lX%~L9I6VE7mvfy|VWc;C!lhjl%Qm$h#!p5_IZu?#o$?@T&@X34b2(#}(-9x1vv# zD&pL&6ghW-A9N5d+LOMYajv_{wJ#ZZ#?YDb6J^K~+y8vZ_dp$mMA-7PBNy=W-&*W> zdBh>7elsn9=-!$~SeZZLrx=IC-dW^X;oODm8qiD6Z90Dv29Nk=_xc&)7#m|I^NmF4 z95>w!d|^M^_nO}1iK7lgz2ATacxM;4ICx74eN2^Ge{bSv<(mKJQ{bi3?OB{ou<u3k zryXOkw|l7_9er!?%h*+s>Sgr*96L}Q481#8MJW1*ChFE&wDLE3F|YKbL?aFGZoJMo zhd2uR__k2!9SgpHv7qV}@`SGf_rgqkpd;)nAzw<w`5QZnb4B1qzA6s3cd)KL%^XMG zB;nklSqO`(0s2p$HWT}XS`uapveT$OS`uEKb{E-wpH}+3S^r)O=r9?s$_AHr`4N+) z`#9o{T>eft@?mP)rQaMS&^a^(Kdaq?UaFz9@gN-QvT6}94gE=OEz{BGBhH;%>@Sai zUORQD&1?-gsYos<IwpkAzy5IdDnIH+blXjmBj5ontaDt)!B;B3TE7J@v5^-K?atl4 zL?wUzE7tLfxkI8~9r8D>nc<W!<jZFguDrgBz70opwr8%0>#fJX+tWke?yz{Hk2u0G zG|v7Y4(rt;z}ODI`o59QYz4nG^!f5Z3V7sS+S!o&8t0(*J9|$&K%SAbN!EyX{pj`u zTWjFVhB6Z+2maq`&!t-u*tg;K9||S+;C~#vC0-oRL)>&bDN(QJD7{#c2VTK&oFiWm z`SaO@paMH4@CV-qcSMAdziOT${V9m^vytXkd5SFwkJAE@6|vsVuamYvDO(cc*;DR6 zd}2umtM_p!Xs{r#>1Vb3Y+4X%8A<r2p-W7PnpOXx$MeUp7neSO-KPcRjv`L9xaJx? zht68zcrE5VaE&7&Xy;x6_^<Qcc45R5Idz5a#^sprQ&glT#s_^|vUlx2P4q!+X)|cz zdi`}w9#pvge-lOgg1Fy}zMl;XQqZ&Hb0qiV;qPw*I?e&#j<V)bdXnMX`G$Jj5copN zC-%e-BEZ>n_GMzkBTCzIt3I;8+56<ndGX-Y$DE({lVd;nb>(7#>k^@*LHW9{^M_08 zVT!1q>PERz15bZNSeKmxf4eyKgjg>aeKkfYua1j@2a#Q7O|b?Jx)=W2e1!ZmbizL9 zKiEOJ2a`PfMdYT5?hoM6_7g^0^QXXJ?-k-J`*7~t_HB5EH0suxO5{tx9}~%pOCzW+ zd#(g3`yftw)iqt-owpEFR7VrJ0i9`|Qg$5t`P{NvoCM}(ouNMSlO5;TrC+Wldp)-V zewBZ+!#sfcw+&?@$givVoRs!pJqxR%bv&(MuX3bjWfeG=E^6Z2{v7>hZ?5-T<%Rw* zXKwql0{i6r(R>?o0?0@+8*d^Xd2DLTYZU_BWWf4KCh}$9a2}3RozR=={#vkskDaX6 zTmK8bS-C$&?Nb!yAatJbBD;dR^584x&|>%>16l1f)|EH?PxM>Zfv{5dJ~HsaDq$ni z(n#owsTW*I;7<#5l^v!|&<QST{*+wU)e{EW>evt`UjAw@MH~sO)SfOc#Qc;!j1&D| zz>if2Zt;wvU)Di0ET<9us=A@>{D|kTdY=pnv_r30(yb6Swk3#CmcRIq5qit2r{{g( z(;%;2Mlt*%Q0h=_KmM-VL+lJc;^K#cFDD}o;5}+9{&z^ghj>eQJs7awqnC(J(sWr7 zN<V6!<O83PoG>`1LW+Lv#q;k^QG!qJL|l@<^C|?zcP-T7++5Rnxn#tP&(tTR9KTx< zj#m65vNb`ynnXe9EY|&7U6i96?6^CqK&c#fk@ZZ!u-5_SorU`q;)XDnM%&QTFd2GN z@doSR0Q9LHsXpNQ7V-Z5kAKS0PikXhrk>hkUc=d|yeX6Tz72AZjDzsoeW~Qzf><A& zoXs20po<urToX=$&T6g6ABs3+Hkc<+?*sk%M?abMJLsV4)d%#_QO9}lTZi8S^?@vh zC}{!ctG=(t9KaU}A6?2BsYd+DXb#K*&ai~;dr^jb@#->DT0P>szblO#AMhsK_#34y zc#*5{N5PFhz%gx~*%;^+A9}*n=D@$asEe<YVx7-R9=17z>r(y>6-fp^OX~CsUnoO< zck#n@EASz&b!`ip9MnU39G?6BgkIrkMEB+>@)OD!SB1U6^_PYne6ZgS*BFgobE2<( zWMtBw1^Yi@!r{$|{s2Bl6c(UouPqSW{EB&Ux?fM<#oX1$gtO(Y(3e)r^7PGsH#}V2 zDu=Od!qrjY+@Fvyn?)KN{)v2{cV@;=7xk8;+xIQZpl@dyo%3);{i;hj)-?xn@+kHa zRInf646Bv*7{S|YbtdWeAnvwUAGOOxeVdlx*i8<7VJ9GUiwJSg=1xO*Af7k7<JLqr z>Q<k*)#b$C@6Q@fR#V{|f~!X?`z&<H#`Gt1)OhdS#GL(;5!n6RzNIx*T&HnIor4*D zM8okLaaiw#7?QD072r#^Wz82J;LavR{W5sd&COGmAKt-FxHo(cR3bm&ZCWZs9WA_| zcSQ{O^34NW%PP2@bm(V#iz-~#&fvKs^j1kJ`n(L}5x1s@I9u@3%fB@JA?grEGMeZr zke8FUANFPBM;~Lt?`AGt*t3nf-`z%>LmUV=cQp+CM&48%yXXI0A8ft~<Uu|8!}T4K zcGUYDKP$1)qpxTwr!y7&>f~&la%~~r!*RyO*pe3W35m1gZhPYVIZx$8Iq>@NR@U8J zzGIvgz{GBac_WM$&n><K@8yhtO6dUqBU|2n@)SIcpTzb}KK$UET#C0BctS+&=Q?~J zr3W#$>yRbkh)uSyZ47t>fw?Et5%J3~w3r+BC$xECP&FF$AO$10uo38dwhPu@&LJ*w zb;#0+Lq7^QGCPiZDDBoE@pjy=B1u_U|2%%K?_=>7g+66m%>SPUc#Wm~;5u-Hzv5)B z67or^>s@2xZOE&qGw6P7L3brG-q3>|7hAsF@c@oqr}&R^#}~XaxSKlRJoJ`w@6br_ z00+Vamg`<Px1bml`v`H_NrqQY=mYX*!6xCYUgVp>E|Ob_Hw9~cx9wpUw>|{%b|RkV z4mm5jT)_ICl}s$>0N)%>NMX@|J!}6rR(c$~rdaLR8&mWv4U5j?o1xw&pg?El1U=*P zw9-e+5pZrhk<?jlL5P~UogsoaeT`V!@pmQW)tvS#(=`CzX!-470?+y~;I6v!1n1J{ zM_ASjp=%ExC+0f=-eNOl#^$nnZk?pUgc<!9+V{kE=Tf@{7*`Qv?s(Z^zR8aP=(i+n zry@Bq2m0@z+!y$TQ<>yQDb|}PQ_KJ59n9N*cDFgB5d6Td-rR}}yh^Z)LF)kGj=w?8 z=_TmK*Q0cI=Sa&)r`nT&uZ?Qk<$E9>jl$tGj$Xv8bX}^bN9cp%_j&RLxaQLEevIJ{ z?k~d1#T$7^z-e-74dnl=im?yZ7jZ5!-SUXYU#$0GBM%1Pig(`5Dx0k>VfHAS=<fSj z%$oNQG^3!a+|Y9W0bb@E&z!&8Kk%XI@eQ2`;LlDFXJ{<uNzgicl0m*w6p|6|06$1( zdQ<la_SBoWX!!jc`W?E7h3#Osn(wYY*?_-n>)N0Au7P;Ic01k|Kl=t9q-|WGi+WWX z4@TpCDKaEqM`kPuq-I&oPg77IQZlGaibXxh_PGAq8}QE>{n0Zou-;qWW1AF!AN(dR z4eD6G{%O)#6Z8u<O$PWOE}S85*ZK;+_M<5Bz;2&MknNp~eU$LCBl-JNywOL~*|Su? zfO(@fqeAYm6WUG6rKhUsAJ|{0y+n)sd8=BujD765nw{@6fc3wB|94gt_Gin#YDEk0 zKO(Nl(u99pKi0!y9|xRF+Mz21?ooM!<%=9fUU=ZZm0z2fuTsySrmhOV5<l(o0Q}!v z@%F6%;9h~6Ly0Tm$nZYvz8|oMRT?eL-@VxH(AE0^hiwUW^U6xZxqxREh6{GzllDL( zHslTZGn{-iw-$kq0aO$Y@ya#?p78SIoP6}J9ApeGC_?^ujcns2)}=X9(b?J`b+9Xq zp9AsyS9K!aD2SrY_TyT*IPk>gg%D>Oo`Y7V+incJ%JlAYTO#bwhjK3Sy?Zg=b+Cz1 zmKpQ<JZau7RbW06t42cRGxWc>x8|@SUXRG|i)z5HY{FkxeUd`mNA8PQANY?_nU(I+ zGd%B@G5PNMp^vOTR4&Bl&8J25J(4gFx@g;d<s^9AJxA7xK)i=wc2QL!2K|RagE<_} z(AO^DP8Rnc`ajv_wzz>~+4DwGp?^@X`YKSu4SQEht7qMPAF6LyMWa6KUXjOyJh}?F zdMP7}CK7X%qwh<r0H+$~bQU)d=Y=Wuy#I~3I+}k%CKZ10$GA6a_x*}qiETzl5GT~0 zi@dsy_~L6n86AYYLr*K~&sXFvO&8-6hY^3d;+w1=!XH|!#!6i#ck8>dmJK?{7mAei z=;0Uaf|TaUh+ln_wl_i%*Ih<t0(G6C*YEW^c#;ozZBmgn$_~CR?b;kyinzR`C*$jm zKBPGXQgUL{zpZbbEd!32R0+0N!`^#axi0cxAO5s-^y@a`oca;=r<0hM`+~PpF&%nS z!OB+TEN~_JP`OpM1o{N(C}|n)?Veldv1A2q95Qz}VUD=~HhV9r+(P_l^nW!W4*qPv z7IMCd7k;5=ou3DLcPspM@bW>_<(dRIND&93o;W{X1;3qRnNFuthQ9TxN^syQ=E!EN zuvb4q|IR~)i5cXh9R>W`V%V?HWP7WqO?+?D%xI<)^m)G2Ky736iF~B{D%*tmUd@^b z?Hlkf$9GPW?1%$4d=9+}yZXV+LrpT^6N|D8#|u!8{Y%10xClJ)yTq<84Bog(x%?b< zJodLDH^dftd#=j%?)&|Cgt#wcW?)~ecrzrlz{gx!l%Jo3&T>McV8;eJuXmlQOTG=^ zTlAxKS3B^Y0_Vx3@2J}pr#=q)30z3KwCsiZj`<sxZ_{Z>;C=8)D-dy0oxw);4CVlg zIrZ<q5`j6byxp0em@iOEp|$O3fq8J2E!!C;7K8}n)7c(H7KHa<T%&^%n2+C8eTfb0 z#<lhS$|QK_0kwRsH2gk8TG^O*9_#l)X+r_Hltk;d6Ju;iAQ!h)AQrVG4A1RVej0^2 zWCJqFn-B1wj^BOMbI4Ct@1(zb&5b#Mr>D;PAx@MMBvuS0p&Lq{8cu;dpPez)Jfr~s zjo!ZQSc3mo+CP<xxM8I*W+nsvutFJDI|jQE{}pr4watof%l%x3pp-S?vptE+-&Nos zwcX=>L)2B|Jy|8%QMYy*T#<)P!Sd^BSGx%M{gQm%i^IMp?wTF#gl?P?YcJ1-I4h?g zU80XVg?Ymn8#?IeYn(Ft3t6a-Ql%+<Lfy=`G<lM@265fC-Si9m>64#}z~?@klUlhE z@)bCxtX+8S68N*ZVu?H};@6Z_{QN;YPr>8&2KlDYVFYfS?&!gs!l%{IgTRxU0)Ovl z+(3WJ1^2U$uuh@MX}urHEeU-Wk6n$x`mx+;qn^b4>2G=!At~Q13Az%Wbz9`Xk8Edr zAL)b7Jbp4L{{?y3%csX=;ZMIK7Pfp|qMult?r7y9^jY%1t>1GQJU5nC>Wu~7i#4{D zZY_hnrlDa*7;`)f5+mD7BjA6d?*i#y&*$|#3~qt%N~}w#I>ZCtZfj~p!fre+-;b=4 z#CrrMKQVFrfG%~8YU3-O&**4M-h3_i9mBEGu+OlA)Zc+^$Ri7XogdPYgC0_5ZgEBr zeHR~!Y^PxFcc%Fr&SCv7>dxBOg`sX#T%D7PIKW8$Usjtv<}nR=2p%#Azse}1om4^{ z%GT)jerxo7e_rR7=EHdkn@$SVh+VuIV#*bSF8DduCIY<bOPBNYImC@8bQEljsCT{U z%sG_+{w=!3xaf{JuvG6RCBXt*CMBnqyaGGSdR-n%3_JU2uYLvd)bH?w6$@cb>wot7 zQ-XGQZyZ_7XU-N20(D%P=k#}ToNM=zJTGTKxa(i6_ze5P6s|K>u@~nf3aUNr5O>|1 zxH3|)Po&HVerjEogcDb79{K`b(p2N_72n2ujudgyaKx9So$}?CJWGOr-#mTwIrQ<> zsx}o7<Gm86AE)HNFNJ<-<*5S)Py6hp?b?I+r2@YmOM_=5-4pb<brihLv;3~RBKqge zdYGaYQAhtoq|x^npA(JhYGOs7h%29UXB7N_^}p#*_(hA%Y5geZVWfeQ;VJXT&qY{d zIm4lomQJRQY@)v)#wy876ZM8C)=#I_upi7Sq11@e-kE%IuYo7D!Z{hzSVy&)e<>az zsJjS$?6XGR^7hSZy0&4|)h^{W^~WRM<Xl3>58l7=drqqwymeEcwB*7e^gmw?nq30# zVstONn++cQ$n3ES2jbKj8>d^!OPD8El07IB03E(pKd#LZ`SW;A^=udBiZCy@HGD^& zJs+8N6?yHup4&>rz}3*L(wFKac#d*k)u#cd*QF;?oSuPxF!G*s(gXR&Z;|6Bu)k$n z|0W_oJfF?vJhwUO%mXT1VbQox_R-v>aKsG<;^+%o;LVzymU0?6N0P^R<}c!6ok9J* zMc_ge&C@GXc%D1y@p9s~QCFxo__po{|Ca6jtAY4O{_xq{X9x86T)%IX3LaV{*!S%c z)-RgMb}1Wr1dCuHlOS}?S^Db>#^5&#J%Q_6!0X!a2T!7)<7Lki@#M4t=atE`cyYZD zG9DIpJcmmA(OE6<D~njmR5!%&E?Qj`O$N-BnIow)gAV1O7xr_54Re|p*advB{)4Cd z!&<;o70lN;C8ppfogH^NaDMADqf?9{^rzb|zK}gfUv#zVAL_@P$hU6`mHrq-pW~@` z(JwRbYejjrB0KbtN(`J8e+Hb`xKh)4AH1J5Ozb82P24p;lR5Oc>>*>5q6e<fOJ$b) zt_BWiP&^<}L;gV&GEeajaeseYpwfPv6XEmxvCH#)C$FxVz%K0N#<TUYuBi*ZmV=>7 zoZSDnei?D`{hV@5=`H9JtW3fb*e4#!;*_%?nB&n%ezpVkAnzz{N)hm&R?QW+SJ<au zZ=aid+sJP`OAdJCAz$kYGbh`@+?3&8OTp?m*R&#aIukg3N@+Q_<r{P%y4?E_x1sA) zd|-?&gB{SFY!S@Fc@qk?o+;pipxa!;HQ0BGXlKnBcvAC5fu{}$*7ufCCrdN>(asmw z$|K*l{MW3`x&Zrou%9bJ6@5x64(X)RsFTE$s$EAt&fvk=AT`eK4i&7IbMM1BYJK_N zp4#9=_ty4Pqn_;|E7oK$jky}R@5ri9m+LljJb2(U>S6{iJKqM-uX0M1+GY@Q?q}Dk z+QB<sYtZaegn~~TbSIr&g3e9OQsT=DJ<P+-%=I|#_h0x66YyOXv-0DsuMmHY{~SGu z^{EUtQ|^JENv}q4%kd$fDM|}TxCDP@C#4s{Iu7Qn|Ehh9bx4mpzxy6J&m)3t9<tCe z|GjlSau4TL)fw0x4IvLd;N?2s4W7Hx$eM;Y;Yn2TZyNYdJ=XYPJP!Hy3#XLM9L%3A zVX6(lzE?6aBq=~YIc4;1R1Ej0OaJS(9q>jm>y6cC+_zWT$I*aE)GMUBDO0ikO$;wg zjJr^e`b^rJpN#yB^O(dy1pJ7EuRYiV{-tu|wrM5ws+>*#ebDCy79<;v?SUR77ZXVh z-1)bkesJ^`p2Jo!HUswja)ib%5$EMtR$_-fGDD}$3}bb)Lcf!TneD@1oJZlvi)BOn z|9v63z65+%@c|)8AO7~cg|x7W7J9gB!Q$;b(Ba5itrmE2PW8lzpLc;f31@D4I8R`1 zy2*TDf*JBqHio#}Ib(PG^HS=7>z5q&AB{wvqTlH$X=<7!!OZfWK?6U|t3Q_~s@;w6 zOZP7^!JqR*Yeb#W(U&3kxbG(7nOwEs;YVhe8=^Jn9^ZgG@JN`sy8-%#E|MqH0=H&~ z9PaWeq0XsQ^71nB2NxpOVLb}yQ-NKjeveU)xjQ}?3V(9k@AT^_@X+Mdn5Hf4dXQga zq9_M`cl>q~8|r4Slt`$~!Y>4WiZ|*%N8fJCT*-HO^n+g*OSZ%HrOjr9D4@edKG__V zD2F|I2us*+A^y_+68&k9KKQPIU(u52PvFW`p1zMh;QB|wfyAf_7O}s|Ed;-%_?cJ* zK6O9l?UF0-C+;8f#YE&0?3PxHo4_Fs?!6+O;H~y4f94O?qt4BlsQgw1^}QTLsYU4A zVumM9N}!K#MCXM90r^GsxdWf&5dY5@SY8d&0$=-V$;#^s{$3DoC5<>|tXf6lh5V;& z&NIq44RQNq$4VCJ1^lc2Oda4g|FQqDGz32R%6NpFKZ|odU0poPh?9S6s#OkQ{ceAZ zHJ#=_{nL}u;-Lhd>&jPeQ*P*BjNwjcwdmWL_#oSb^?hvlrMxx<a}3{o8F3K9x~|CG zjPnMcJkxR20QuuZ<q!VN;5oj-HI1Y2n{^j9>esmbt%<jD!FP}s=NG%S=U{$~OVouE zs>pXba~hqo?$`FmtSMeV++nn4TgCU)C|4e@3`YIR!Rt{W^unth8az7`m|G%rDq<RS zO_|24-0ZKQ^I64R^g{d{*qC9s1zfrsyrf$N9WO=g@7dqzbGfWU>$Y1zTI$lLc#U<o z`D3$P#0T7axbu7Pge{?Yx&G)c<jux`{kH>=H@s2I%xeX2did5xbRKovH}sC2v&;D2 zhm$9b!LwAqPq_t4qmPzkaB}D(>PfV{s@33kyf;gV-0_@s#15AQU^k)9&s)^6BJP<h z43bBJ-^L6r86r+d9*f|)s13jHZIQcw4LIb|`8V}4>Hub&T|@e?!`z&k!%xuHZhlC0 z@eR&P<uT+m;`?;$e#D)DZhva{`*E2Yn1^J*_u?7qQl5EoewQ7ACqX|wOdbFy?mG6l zVI7Fp#gfS0L+^Rpp|Wm-ex8LsL)X`+YvlY)J`bFs?T_A0Ou@b!i}|o{5Ov4^mPBq} z%yU|p$h4z{{a>$4`+~UI7xS~x8UFdG*zC$w2kK>9bHt(eeDBZwv*NhFi+_8Q)qwvF z%agqKzaby!T2X&-0(G466=S_es1vNcTTdHBzrnp~dII`jt`&?IYIUOjC;ZStkpj;5 znlMkDOTl?vvTE&LmC%EC_8)3uuqAY|&K$Ow1g^K6B-}KzA%s<wPimw8fcw=|G1}kY zu~9lP{~_<Gye=IaV2r#@a=Eb>>zT=V>ZK>vVS}qFI1q8x$?Wonqwtg5qIvly1Ju!| z3~Rqu12>$jFLixFAIGcOOub>um0O;r+kicvVx?z{><7QFX`U|%giii3>PCD8-cv=- zm=O$~`SZxp+%v^E4|#8>^4m%DyX?`9e(i?yMnglBTCuSIV0rQV>NbQt$4A%h72%xX z+vqM+@TYzT$}JkitACBcf4Rz0r}n=RbOSt2gL96?^aXU&<5EtNq&OE`Cp9$yyANk> zI@2Svi&vDZMmxY;^^wJfNW`U_u+x(zh!ZT5>s8Q$K2evqH4mcSxY_8y(pUVylx3|a zKkR?_^p}H($5&3?i?VuzdhFu5h6Q*LziEc-dBovY?{0FwJ_r9E6^TnsgB_)L@t7tc z|7tjR{Qz_h!DG`WKZhXSrr@f3m4Nq#ciq0FhJC6He7QJ#3%JH}-PSe`pNmRNp@)7E z<DV-!kq15IrljKo;Lj<}*~y#1m}4R?Fkvf#bLHtR3vndiL7nrYBV*9@%4%#{u`gb^ z8UNG|<2=@-<E71#mV}!>=e?Mbr%AX4*0Hw&2Y9C`cHhJPz$-VXzzTITk$kPL0?enm z(H=}d{$5*=A9A@A@no=X&I$ZVCR#9?N&s>5G4*N`{=J3g^2%)v%pbM=eAi+F`b4)( zmk@B!e4kEJJMc+BYp!(^e!@zs>aq9%aaXJD*!yERzjf{#&yOhZ9C!P9b?B!uTS27! zM-Z=F5(JL2;9OnsWoqk8^y!2Z3UgMVf2MZcZ8yIiZ)&2R#(FBr?`!=I+-YeSb(4WV z$i}bEc_W^xixx(`kivP%SK`u7k;h$aE*#;(dmI*{2jVk;I~`jWPQ<kX&&2K-Wgt%b zCjU9-If*$z4DN-*>BuwG3L3uP@7RdA%0>Ax7e!~(jLrvt7cy=egZxpB<_Jq6e$MJL z+j7-F&j>QPo`(IA_gQ?sml}GdL~EZ0^ftwnYl=$8tq9jTz32>AQ0G^6><ytno#1j! z)awt(S5J(0b-*rrhK)Zy0I#`qh4QgBc+%BY{*mK&?(*cDFON*%oQczSE^g#e!YWQ- z+zq(C>ZLm@$h(acmDHwzbA$diRD8Xb1npI+R14&jdH0PpnZV<`9fp27%EB%rYfVCL z<J{L$k@NGrh{yJ)CfDj=$NujJ7NoI1L2<LWWQgzWj8ys`(I<VqFo6Yey?#UgqCzF? zXZYO9*C)VppA!ru5l=5`&A<5j5d8&zDwKR4pq~1Qu4ujq@$wzhup8<K96LT+)62lc zB#y3yMbvW{@5^sY;Cr*%Q-8Jr7nusvt>9;}-t0FG5x-qHZ9}&a2d%>XgnA>6&)2m7 zSrdTXSIT!s7&?gQ{Sx!KH|W0&pf~M3g?y$difjltZ#|oR&kQ_%w&QI<!EQY6jGX;` z5c$Nt65f39!<8>`@%OMlVv+X`e(`|*J%3Fpx(w^FQ+<pR`o>hp>-Kr%%Py-W^>do2 ztBp|z?xlqNv84af!}UBY^vSQDLto7Ah`lkmuKJ&Za{hkgyOGY~N^jt2+#<qRcM#__ zR_3Dka4yJfpeh^t{O2&e7bzcf(ZS0xYxrI+%6SJ<_|e-aPq#bsm@CxF+?o3uI^a!T z7jvwGU%5uJ7V-+e;_SZ<iGX7tN$))aPdGziUU(OLipjS6c|D%z@_XLn2k<;as-*(? z&wx*h5iP37Te6>xT_neP+Z&2<se(Vz>XF}KL4344Ch)ZdJR(>B@xs?e^tTYwA1;pL z{X>E4#a7aIpGIP81ugQ8+~qd@=fF3U)?eE<J8?g?+6?4>kjHuL{g;gRe|^35Q5pCc z%NYirJm^iT@2ql1f-xuSvWL?#*u7F#Q_&~nX)Rh!>>St^_DQcOZs6|GLUjv1==%l3 zN4bwB;ylCmZ~Usjsry&G6@P)ZhLq3!%S^_8w6h$3i8%2iiHt~67xORYFYn32?^4;6 z76zHXsYTHao*?M&+0x%<5dUwK_Wk8Iz&X$Y^9UJg%z3G=sgmvj@3$RkDz(Kvh3F<! zIwLP6R3_4lpr6n_IQlsFrtm)#HQ)cB-@cNuG&aLJP>?#^a>u&SsJhN_;T-81@6Es9 zskQlL-z|_A_U#dSSs{;j?(NAIj5u`AH^@i70y=w1_jvja`0<{pr14Xzvz^SG${j)< z>Djw<JORL~KLIW0Q}8*e9@qJ8)FsG8KRr}JJz6E3XEqOhA#X926b(M$-DO+~od2>t zmD>S6C|Mi+$N}+&v2X7~67;wFHMOVf<32-%p8d9UMBlwYcIQ>_sYcF&jmgkq`}dv* z=Kw#Uq>a(79fEzW(Ae%E?w;AHZcKnbryn8w5zvD!_f7(Bhp6jR^smmSAkQ4VBEjGd zJ2PUqshWXva1wNRnXp%LEj8bVz^&Q9w2IW%SjWG&==7M;hjp-_&jb6ZSM0h$i~aj3 zXtEd`jdO0}l555PVBgNK9jCRBzu!B3thEn3?MJ`vVSJvcfg#533eJ}j4GU@l7fUIm zD_ao1cv^#b#ZXt+{$h6a-Xqlc^xD69enWm;mSDHr2l)OMX%aUx>NQ&%M0>Cg@e(Z# zyK^qPK9v_uFu)GTHzHD|@b{~}<SW=0?Jd&lBND)|mB6dou<P@=dplR*4_SiNq$ft9 ztDGN6vFn2lYv>`&g7xoHS6tj4L!7V|^Sg+C7~&&lDTd&CU$cpy$c{rdR6Azw1iN}a zaOnH<Z_stZnbe=7&$5J1g_Y<I{!ZPew;MW0s-BIrd>-(~OruP|0q-TJbLrt!1pZQm zwC&Cl$^1qcfA}!&i&px{W%$2`R=?WAI`s8r<og`I3tj#Zr3~#Y=$&HMX$`;|XDQkw zgAq>$Jlu4iAU;n=6_@XKKwL1D5c{c%{54)CVGw*v&iz8CFnIi)onM1O*r%xxGP)=D zT_ck8iikS+tai_lA7Q{Tl7P=?*T9eTY+ts+E>vUf{@Mcn*d&~e%6G$05AV@1N<jVG ziO|9VUgk!2+4I9~@JyxFJHHTz#VRF8oPa-956^4dnuGtQ98ox2h`LqSw2VI+>^xa} z@7Yz<u?t>A%o|}ISG7~=EyQ^yn&G7K0>lsHE=~G;^g|sF_M!uSyGiX+ki3LGb0RA> zro+hZ2Iv(ITtWQ5o5a0UiTf>>w|_hXK1v!w;|TrkWx<_4)ad(e(yZ$cS%p5=e(hsE z@&$7#s)G85=(7nPK5{by_FrgS-UYjn(y(owLtZlVOUh>Vy*DH87b4rBH?00J<=_7o z=ixqFQ+iPW-MV4PLkqma!AwJZY8LU<OFyn(61tgA`StTUh=UBWuCJkk@_$Ur3PXLg z_{7ky|JLz-#KRe3i#GUw-R`Gt4>5-z=w550KKAd~QART0TNj1e%p&aHTmOpL+bHyZ zb)*X)e*yf{ve2e-0dF-V?vK9?T#C|~f831y9V8p_cmy7L$<F&Y?rTs(N!SoL?`SKr znR5ntowo1Ei*7g<ulOSDAox-Vy)(a_BJ`_*YL%jC#PbkavQ{SGdiuSWwrk)U#Y^>; z;3a;W?+!A8Cx4ziU!@R-e6YN`nGt!$rq{I@UVr%2eU}$|f$JYL-5Ra2AO0I-iN46! z+?u=DHWA++YFsEfj^EwKE{A*xMIJ<a^7tbB$z#f2yNw3<N5zS8sTS0G+TYMc;B&QM z9A7Bvz+-K*`Z?uo37Pxb*qhMDR1!6NOBM0JvA~O`_7c{E)A~yf{8gCBE8_(6Wu{*S ztX)UY7bf4jCe8$ZI3fG>1~KflR;~WMHtHScv!0#&fcH=euEcLlSQ0F|M*g|ippPl- zKjALS7a*AtxGRnLa8a}5`t5A&pU{_J$y(G&cgW7p4Z|<EEDxq&-S2F595RK!Df*c* zNy#C<I6)^gf$PctS*|`|jJO*SRh5aj;rc<-q=Fp0TIBReotvnGQd_=s1djW(Epn+- zBi|cr7iIyj1~^v5JH`VqH^x1-=W+i2@_v)WLDZ{dWM+Pq;JruO+q~uA-9mRxzNK`+ z=Wk0=TRy>D%Lb#MS@1gZ<wngq=oE5!y@LCc!8gmYf73oi9`c&*KiU`2Ysw;cBI@yX z-F+uk9dKT&Y=+;V4EIr7WxNF(l%v}tb_GA@r1vYkks@AjyM>oP7m-SH{MiMb%+pa& zw2AmKYTByE7=v>k$2hH~mQeR^;wf_k?r)1X6etOR7p+Ak9r=QJZ$@RcY~Yb8Uk)zc z5yJa10=!(>`giBf`|i6BzWPls*3jjwC4qiwvXn>&bHJZoIi@2Cz5n6+xoC3a&Bgy5 z`o7|K52ft|d|vt6d7k!U@TPrxd1^<&3q*;2B%=?C#(87&Q3Lvx)fG~?&x2P6v5W@@ zBX7vkanKe6PrfI({Q|niyBfn5THsxpk?fK;{KuCdSo;P0dMv-almfVzQJf-4Z?M~c zE}A!4100iO=KJo0`|b~!QUR{1<urYIW&%CdjgdH88RuVYl@IRL&-2JT1cYo6_ijI` z(*<8}d&hd=ehBi)(7_ec8t6;>^cxq?LO)eVmz|r3?(U^9Er@*X?=ePd#;fQDc%{P5 zcN+alw4JviOEGVvpUic4?ic4=q0Vk!|Je&g(joAdo1-6j^1#Cy>N<5?&_A%}^jGRL z;8*MOV+vM+@IT`JOxK_vvYykK+nuA^Kh}RZgc5T!2OT3?;a~RNV%#r)n`5LAEd=m4 znR$aKjY;SgreP;{V2^QJmp>iEbERs>B^V<<{<i2c&(w$Rcyu87_z%=2ti45L!H>Ex z@(NP3V9vXZQtfr*sl@HeeL=v<<O53qJQ29=kXmdf2l`GAu2%E5qh57g+#`eo`R-30 zwE#Rn3&H)>D|hsXQf)9uWZ-iP)&+v_>%o|v`{~-y+jJVf{KWTd49*!_!+yy#@;$uq z9Lw_o+)vApSA|FS$3TxD`}yOB0{XmI96Ti1|3F7|YkwZ|5_mEAMAzoIEg@!q(9Lz6 zXCu0?@hsp7@@M_{`Rl+Nm-GPYMev|2Can3rso+TtcbaZ`qwYq~Px)nuydfYcPZD|b zSx=VAC`o+Z*Zl9QM(EG{B4oCKbB)yx?j+>kK66?XSn3}`f3h@+PbUNK(!Zke0qZmB zQ{-dfgFd&AQQjBGZwSKdzjF^`u1hrYtNby{pIToOS^=&sha`@9%i;NYj)y)0&WhOw zntFg&?sO)NnNZ;zV{w^}8hA#3DsyaCIp({txfXszKGgc3(u^tc&_?|^<1p|E*Gp4$ z>Clm>ZpMf0DM9_6j4&Ma8*}DPWhYetr=>J<v;%+>EL^?>hO5xm*|QD)8G*0l9~pK; zo)uk3#rhR?=P&ju+63z>^`O6<7JPitdF`;k8|3Z1+8<^2ga4G>++szZ+y5Y0`TH;6 zg+Q24awhoAqKCP{Hv0YarNRdov3_kovaa=`o?jEU*X0Csq$*XpdFT<EnRDO&1HV-i z%#GF~;9TW<iWU~Umr1p?S@q3VoZHR6L2tZ<e}8QK=LhOK0XL0EQZY~0a(eh;C+a>v zp2P7^@ONR9iGJ3na8A0C$3_MFZyP%?_Me0;VN_g_#1`in3v8J$Eg>El|Lwo}4!pT- z(S4B)>o@+)^YknO=A-cHbqaW)PjPcT`Xz8q$KP+7t^jk-9xx73Ay21#F|zpX9qM=4 zm6OlyF&Blhb;EH0`|vDVx~3j|hP`x=(!@AV+#6ss10I)f*4h0o?2fBdHj*9d*&a&o zm9&6!pm`yW-@$*UY5cD!TtYtXoL<Z90$doeBMk@dE+r<^oZ8KkTFW`(Q8$aE-WHKh zfsU+}e%>w@buZU9B6oogDI;g!2Vp<Xoz$2RMBaNr{LP6a_?^qF)7bsHz?X;q7Uc2Z zJqr#xoT$rG7&9EAi^BOtZI$u8Pi+ViYo;uT^f+IxD;%((jQ3Iw_q_V;g!6_^n=h(h zJ&yO>mhMorB~<x{ryaGy`Gs^{YPApOlT0qK33I`H1nqoR0sbs1ZgDi=`4)s(TR4Cx zM}>*1&t&6y%gShpgb_FLMrM!f<{Nf9^r3kEtqIZ;?)&JYvT{81jUMNO^c5KcV4vd5 zcKd%ngnruNyFup&y{6;`%Un3>kTkJmk6hso7we;LflvH<CT$^Z1zpcyB<?-(seQjv zHu_D#i%Db+yx4HgrB85^iVM#jIx`zR1pMGl9WcQCiF0?|bpmgQVtp{U%#C{1&4lLf zfxzoqSH|Rl(>op>f73d^J1DMQ-96_o_c-LLKk&<ZpL81UJ?J-<dE|GC5jP)QCgimu zPg)MQH<ZQoFPt>o5C8M2;2yaGzdSRx=f<sln1^)9K%)}8G4XFc^-({3Kcnl58r&Zj z`fQ9Ypg-PaMvWEx-t$(^Z0rPZsBOpat})KH$cxIGIzw-Y?`yc=j`Kh&JkPDhp+8c4 zVOA>6*D-uFW-3BG_O6&8u@?9b7jX}TgDt^Z>h<4$CAiOs*7ek8oLha?dG?4ebXd|- zH-`+&Nq#-Ebpr9EoM5DoWe7jntG<^;9dU=3MPI!RdB=Ln1#-j@-UH=o^9k_(H>!0s zHF!^ss%Luu{A$rSPWB4cCA6ZdwY(Sa53Bo|Z*U8`vS~egG=7RLsa`t=JQWU+x7qDq zh(0`<m2(Q`zUB2~W1*k@EE0dZJBRkkvc(n67qEx@NrQ{Pjm5TK$uwBM1XlgYukcGo zg|F_V;?Scn>d@P?K?i=oW@G#hy!Bb^nRjGZH&P~6F66Oubq`z58DgL6F2AzE_YtWV z5!++`Hkz2*$$@KxMM}b3?B7o{S+W*6#M!##c3UOzOo0W3AFy+pxsmph*q`WADY^#! z@QdFI-|S$oJ38i<zhK^&&B)-!S!wh=N{If>04~TK$m|n`K6EMfhk!~x_~vo1>q6DQ zvw0TniA2m5cxTf8(jIex<ZPH5+khw9w=ds^zp;tQGxca-J};-tXsi`*B3&(E5A-JA zKVw#LZm`=P>XUTfpP7GXY$Ka@b^V#+%YU%0V;BFu(FZ>LW%=)IBl3sDt5@fZF}J66 zVZzuPc}8^wMGx@W_X`gp)^b-@|EyaHy&>eH*m==z^sP)3J_y9RnReQ+@PcPlwjPnZ zgms<0XBeY(6!V7<^0?}>054W!j^r?)UL~ORNGcY(#At6IAr*56v}m;ND*_Lnc!u2p z9|-(0##!|i`E8mQ^DJ;rx{%EM!8H0CkNzXx-S;9B2_6w2oQs+wVtoG{^(2;ZkBVBv zaZ^v{NIWNP{{_ol;CR`Iz3E!mFAApfE7G5^PNyBi4ud}`lt)xloy0ttz02pW0#6?b zXGex1AM2W|)YQQ~O((boi~}F#q4S)D{d~->H#h{o^JO@_(z+OP0rn5{xID)>Q}qT9 zR#nWse>f?(Sd02;jqs4)2<9u-oRg!$zD^g&F~0}y%@coS?d7l~$W}RdUV4T1hu<y8 zqYOel^vfa*Klty$`}Y@|!Ruz8D-?RTq5tHo3BN6_Gg0eQv&@70<}z0%&Vzk^{N#G; zC-jSttPz~3r=~|wycR=V^yBOm?`%8xoy8&IIwsUz4hS!V%pgB+{hkz!xHB0U72*b* zr)-gv(Z2?L=mTxG<6G!pS1tPr@c&+O@wK;f@p<v@k5r>j2Ok=mc_D#1m8~KbJ@E5! zI#c2{@Nr$lI87=CeRXq|GS`sDSxmE>u<VBplqc#hfzN$=eSaSr>_$33*Qfz@5%BUK zpAhbYRcP6Ai~{Q!b-;9t4(rtUnC}MoypYWy`Kz#Be&@Y^PIDmsIB~u(H^ciJqDTJR zHAK9w@78-Kg#OByy=-oAu$zrgYklB-0o@U1QN$Tin~L=~yvJc5Ve!A8z_FLVzSI5~ zM4mtqk<k!_{^G>WYs#~*>u}w>yYGwhIF@d-d=+?*_#xZ^{?Q|tuwekd%_vz?_r-Iy za}iH8BhQVOp*pfXfj(bz4f|~Hd?u0M@EO$E_d9#Ku7Stj)p?)tq7MDs5)!I3I^gLe zHTOfo<7K<E>V^pLpJU=?yYqK@dW2Infg`7hRs}d=SBE6_YK+O?InMq!VfO=k&oJ-! z7WghzZc*)iTGTbU%1A81%Y3GD^Z6(cmmZ(~NpuH%S?aKpKI}vJo<$KyCF&VPD~E5@ zARaAeR~kacTHQmue+m0)t}iR|75d1xz~*>u_;)Q=xbsWc>7N1ysVCqUv!3^~PXc#p zXEg>B5MN)OQ{~<UUR>myt)c!5Uca{IQkE&^bzAkD*j8elf0R4X2f&YlrpJ<;5C^uY z9kdaji;9jnxOd|^{Soxa;7Q4ib5XQ&;9q;khHvAX)&LWAz8$`=B$jRT4CcCu*UFTy z0nf_sgb#9x*%AW1ww@Zluq7M|s*_EG-?82HJh$g5>^m=vs2B0uOupAa{ypmF&(8fE zhu`-Ki)jB`Lf?sWR_)Pa@Lvb(>)JcWOK!Lcab}@jKvyG?{15#cRp%}JV1Gizzufsc zfo~Djl9#!W9~8^jyM9J}J@eQZ?iJLXpVq7CVx6~J%NeGSuXOGGc=5Ri@G17v)0Vy9 z|358fmw`)fUXDF0WQOh__m|4^G0q{2JiqH*v0Gmyd6Ws96H60IeFWV5{#D{u?Mvvb z-&$_iYk`;W+iQHnzq7S!QSrksZaDitFw_8Uz93OzLY~}DPxfcZ2yvkHNu2{ba43U& z*b(~|^Q`)m8Vk-7CVu;P0?#><a>d#LI8s%0d6VM-?r*TyFY5n_t~;LUHwu$I3T2OE zl}bp6jO@Kv$|%_-q--iB$=)lnQ)aSNTtpgXX2?n^B1uO4`aSnAAD4UY_xrx*Jm)#j zIq&(xzr}P9DM!FBO!ge|mzVV<cr7(!U>54rW_KUd*@BO8da!5e12;HNchiHvie(rw zawFbLrWnQv5bZ_DN^j^k;{P0BRpuA+kEc@wf8keQRi<@J|4=W;|F<fff%>d^Q0@Zk zaKPcz_I-8Kqql{9{sbT{fAt^whd2_+nI75-93Wv?Doo*p-KA~^a<PE_XB>>LM*V`J zv^b=y9`)%~xBT%iteYN}60<OHpvv%b8~l)`d0y!Uc+O^OuClEe&Li26jyAo8?wQ)e zrvy6|tWT<RzYN_!%3M|fIIkbdtacXrYIQLpI|RIJ|MuuEKMUZPr=da9BJfoGYzr+7 z{Ai{7GIuC+)vyPgaSYh^$a{-Z_}-;1HJ5eRo0i7;e~~M|^&?B`_9i%wAh+Ip=?BhR zX-n`sgU4qc4EjR#3;Vt6mPjCQVwiloSQ!6b!un}?0(lo@{fbYXHs0UNRdZbtdGW%F zPps&Z+3?Xfx9k9(+527!g?}j<dM7F2`6>^r>PO9eaK7EW^Z9{j@RH-#xpcaae_wGe z(?|UH-lQ3?bQFH{;?ZV}KjsNMAg`@LUVS9ee!5T-{;oOyoge!#b@ddZCUot4_vuVe z3uEp~Go9c#?3aJ+<}Wrg<h`!@!p|K?U3q=|mUATX-r3$8#5vs|OuBjIj952Q3Nb<& z`Uv}1w)yfgXXCT3u{G?jFuH0&h77!AvnY53JfQx_MX7J5=!1za9i|pQerr)JAq78( zmJ7OTT7f>1=Zdq8xQ_g+@ei`b=qq%0sLY`Q&!IO<<3Ri_{tz260^XvtJ`<qF20Pum z|CR(V&f^!Adnhjh*JR$zkt^W*XkC|Jj}e|r)??x7jMtY_D!EP)ugim6Sr2$~aB_mF z3~~5Nf>x9vA9#;VM7eG}`j7sWng`HB*RytT-f!edNO0whdWJa8TDoz73$KUj)iv<} zmmIuelK3v6k9%JG{s-_Nx04fg&DhU3%Ws0yZo=Lb$LhMnVLt~BCimvyoLzNJ{~h$3 z&G3p9l$IlJJV!f2h{k>U=5q(;0-s){*sNn6v~;{ERG|yW+6UEo%Mfv)rRo*#Z%s^> zU3><8xk6UPY^3PVUpT?4Nsc^P;>*54#0~dtyE@`rRMoI@t5Iw42Py~43xBb%+qF`f z#QK6f_jWx6{Kqp~b@?gkK!v(P{rxy!L*sK$0r7Fks;BpCHt@tH?AzlSoR5}B(|QP= zEdTUmm<)JAhR>1qS>So%LoWU{*p=9$0T()T^eHaeuzNg)y=tiF@Zml(y(?cnJO=!^ zV|E~T4S9(hm2ccD<oB6<T9pyt3oNN|_4?rT0S>$(;A<OK6@_BqpD(`V&S)ThdA!_5 zyM?^hXeH9YO9XT2_g0r2>c+X>l~%Jz=q9w*aba5UBjsRyu{?Y)P3^09DX<4yp0g~( z=M!8X+lXUN$K2MjJ5x{KSKo)jGH+wud0jn(IKbOz+&gVou^)c?aTU7>$P*ujW$>jz ze+*Ze=LS9n*KGV3eg<(C0}BoVXC$PBDs-WPseE@jE%hJzGD-!svXfBn;BTRwgPv^n zHb!+;8Fg%{UfsqR=+QJ8*F>S?X%1AF6~KR;Urd`dFk@fIB};c9j(6^(B>XpxxheM9 zls6Bde=lp2lsI=$o-dPmoDBBON$s79`V*smVg4Uh#Q)v`if5wuo#|5;kvAXxE)enw z@u2bY4u2H%>eR^yp`l&S6U$_)yhXvkj*BzQBR*$P35=+^;QZqKkWsr}@B!6$DN4kN z&w9n~>Jo@gEIFHwh&ST3!BnI{n7_TsFCYs0mX9qoZbMvq-TLx-)ezRN@1pMja8EI^ z?_MLN2Vqr<blDpA;4(qsyvq}P+KVAvW5D}F4U-JwT!&vQWF40gXN7oIlo`N}lE^EE znwt@?>DcQQauNSrgoQjOV4od{Vvn$oy=f9Zn6#h+xV(S8T7>>1w-0-$xp6+a?zQ8d zyeovd&MO^~;GsSzie{X^A0_lR&hM>-4w)ZyoBt$m==r4Z2KddX)Pf_|pfgF6PLn9X z@5N8cmlVODet)`uQVRK)zn)7Kt19#g)95S{;9GX8>bvUasLyDWIb5*8JThC&Yg^ba z$~ft0T4B^f^slcE0QVd^WjCZpv7R*Y(#2=6pLwD;Iwiq_jhrJjJ;75SwrvZE!mkwS z!!)ta9i{APC&J-JdtWu@0q^$9OEmPu&!eg)Z|POS&m&E*Jqd;G^zQM%3w$q6|CJ(N z@CBNTF0J80)Z5H@EsWs@+HWn)wy_W8p3b6;PrxHzhy94#gpQeTEif1VFR<uBpZ*(j zR<@SQ5`ky(iWeKV5Vvmz^{#(eg-%H3ZmkX+po_UqZ~#6zKl}Ex9z6CU2X}uu<~&VF z)(nau?<nsbQJ+EnlrimUKX3v1*dNEOh@aq}pV-dL(c}8QtPF}G4paEmPHCd<HImtr zU#tOKxHVnB8I1huHNEK;?n8Qa>ySC@Fe2`E?!_lKr!&#nwvK%qV>7a|XF?pVWoi~j zye=z#W~BrERsXl%@f_@Uck$P#AMeo*keE?K5Bm;jUbOgdANAqeWE{ljfyMsKQP_gL zhTL0MdY**(&Hb%gbsm^MKyRR71$(CYHGht#8ut5{;7mN{@GSqoAbG_1DUbe4VZ2{U zK$)5tN81-g3pv1>vs&nqsZXG9%=1lQfh_Pf$VH5u1o)$OkR|jd?2EofG#TqjyCn0P zjScHDH0zV$igmnGD&kjyzPg4#yQYDI{gIQQlFz~aCZ}wRu7m&Qh>$WxBM(}7H+~kn zpJ|BU-~H6kFZ1TNy|GW@N2}xxdn1lL{A}?H`s^u>;GSW8-?~jrye~d~MCrInxuhq7 zZb;{!FXjP-#X2UD#G@W+NTSKdi8+SFu2Y4`&vqZL&2T=7`7U~49mkL--*~^9aNscN zwv8u06X%P}EO|D&!4F0Z&6Dl{X9VM#cb%YsE}Ew^+W@;0j_o?Qi1+Jj4sFu-A^!6Q z^%?-TFE-S$He+21j_?WugBPb?ak)VPdzH5QGgJsWr^?V#P?Z91M9lrkK8N$}PA)e4 z9zbVO&_1Gn0rLwNJFYo*f!D2CWb~1vu50~_&Egv3n_2co2G-%ccx3?b`K}39Kkj(H z#{4Sh3l&~icS7GV%|<Wwuf{?6d?)%cj?3^WF#``SzI1Ry92NVQc7+OgdDq>Yc=dbG z<02y06<jcnN0g$>M*w&-exuk5ypu1l==|Ca;{40jV14xMcMRst2Uif|0R2uUa4OR7 z&U$e%&gV{m^?_#<6O2UoQ=kJ^Km9vejXuoHG|%Y_^fB7y2CSB$zf$?p@#o;jgBHs7 zSrA{xwyYmy??xZ8%#G1stEk(EJkh#}I*PT7(1CKSYstNby!%I>??ow4rIeuWoc*zZ zlN@m8JGZleKk9A!${o6Wac;^#EmN34?1vBRe=v^zG_khSiXPNiM~%vb-{V{nndTq8 zSmamH%^UQv`@QmlrCz6zzbn%19u|WR<XaTj2LBA0acd`c#`;^I`AP{tWH;(*q~F5% z9&rMHEc|rQfP{e>^*ncDr%^Y=6^8soT87)`uZWTVa7zlfZhtkviwpZu$Lw740sZ7= zsZxU2kFN?J7Tb<tj$u@BP=Y;PccUy!!TJ|Pjf~lufq$G;4f^;G_^PiGeGa&EOzyp5 zeFyP*Q(x8APC$?8>hmT(H`j@NQ*Z$M+hIlSN?t1LOzi2O8-wWUyvcDxMIQ4}{C4x2 zlHeR~a8bq*)<375Ozk!D>Tq((#Z$;%F1g4@y`RP0I}O!v30v4h@kXYXE%N@y%nx>e zXCLi_3GMRWL7KamSb;lzJPp$RZaDvFrO4E+hIlA3xSNa;dfd0e1b5`y4l$Gr+Q_H3 zb4IdO6j2xJW_flM@w30l>(@zKSGPch0cS1xoqmRAP=%oWnUu^U*o^rp0VO?3SkJ&C zRE=K_puR%&NW=#H0MW5`mMpZ<&qN;nC0Pyq|GSNYW563~vr;nGkk1|X$vc<={O3sI z-+G08ZVR`6*<=CS%h(!UPDegBL`lhv{h-^Q>^tEP-Q&8A<rr{mqb*5D8h*s9&eU$7 z27F~7P=7Co`jn=S2tUq!Nd8@r{RX>GBy$hbnF6lc3+@EffUgk@js-&pDR^rV@B{HC z;74gS>l}DTy=1gw7vjR8b|neoWVa_z3oGpO5V=9P5bS?~%J{%#@Lqb|pI=?E?=ycR z?z9s9m@6wH?lE}4PjwSZ=sB|IIGW6$GpX}T1bmu>K1cqhX&8Lq=Iq5Rr$3k<CPN;& ztq8s5_|X+lZCw9TUeYGKex2+}&UaJ9$>ZMA=dpgBmQNhK{m@_Z@@vvA#9xP;*5|UH za86vf+4UmgL1>Zt%#mr}L8#NlHvFYvN5$Ro73%rQ`)yyKpMr`s;f6f$>0wY``X}ta z(qo&0Hu(I0Mke7h<QYt_{1+wp!9!0jSU4eX|5_s(l#F$oXf0si_=a<bj_DtM120EK zcGg#sUlfL(Z`<<%KhuUaNs5r)NEL=USpm-|MtO{ZSMijI?V`x{G<?5h5a$GxF^2q0 zVZymtR;h*&;CG*j|2H$>RQ8^R76E<mSwj{lZTxgGq_B?x4u&0mIzoJYQ}qJ(l<WZF zO1aWq8sLy^0&SxXc#}A_;h|jE_q?e{e<bqq3xk^KTJVFwq<l_&<QY<}o>ZOiKZ{su zR}RGOJ$gnDmk^h9J4y<cXoz#mIP%sl@japGW>m1FaK7JzzF5EKmfe>;EP?ke1!c>K z<E*K-&NAKvz9*T+siN+Ch<_>O83X1Ea6L?BK8t>_>=4#<;81CcKwm!kEJDA}E&l|M zZHysQS4D!)wmyC?iMqFE%K#&LG~Oq2SK50Bef$OkWh(HK4*9gkMrxe<vF^@}MLk@5 zSzs+t0dtdhpKRWN|252=*HuJ3Vr`V}=|UVEP<z}yorLw<?NfOp3wE#l+q7a7eE4SH zRwUN{sT!jdM;rQQvs9}5*)fMb+}2=07U$bm+dg*Z18-8-Bm@h==a^($&A`(?%4dtF zBd=u-z5B-mypv8=-N>;Fer9{JKl1_j*C*F%FW5J`?FU-&7pQk~CFT>K2fNofCLk;h ze9B8Br;HRj#)0T*J-k2i;73wV{O-=9R#2V;{Pc`^HiNkww*4i6nyKhdw$Av+7KA*J zT}Ww%4R~m(El#XQw(80;Ujt6(zjE(b298T61j=te11}L5p<036)=3|7V1xZ#I{o=+ z7!~k}p+S2G>(1{O5tE5^cK>TbI*oO@8u8`_X9}L5%zcc5?JoMfcos+t{$id(ZT#78 zU({h~PulS-L!X{rmDomnpUo{dof$)YRkgQfe=c+u{yIO744g;LcNlCy{Bk<U<3RZl zI@X)tciIxrfB3Gm`z83kxwh>6AJ7xRa}AAU(U-xbGq<Cnhw}otvJZp6%kD^I(Q&|j z`eKc|ThX^9mFjp{68keVJJoj61a<kXl`1drgn{jb=0r2}58Sq5@W<cR;=C`|MMKYH z>y`6?-`rkXVJ(IJ!oHW*hIo#LmrqS<#sGDM&I;OS*tz+VWx)%?fwGMDh6&)5?Yo~g z7hvb(Pu6)qBY#m6D3Lp=f_h&`p}yKb@C%W%tdsD+cWwt~<8C3Z>lZup3fH$-vmR>> zzRLa0%$BHo`;NSt;A#L*j$Mi>tU~-W8h5AIgL!IP(|!x6|7^>g`Zdb{ewta9Eq)E} zpYQut0{p-Clu+H;gmalc^_o}su#bFc8{e_7hR--7a!P=I9cv$6qd%nFr^B{F7xpT1 z;RMAi^!?o$>?7vgS-f7-sz%U(H~D9@G!YjAjb+-AC#Z;A>6>dsUr&X+Iw#`&ZJQ<T z7{qg$%H&%#@Ym}6yT56WSFY0>e(wQ$Qp|jtyaqqoqe0&hf&H6$Cv=2=9(c#_WNse1 zg(LqilaB?sugQf=1}4xqlLJPp6^QxJ()a=3SLfxAWi+bL<yts7l(7%J{f#uN&>>Y* z`>A~Q0k5c&sXMZfxAinO(I6jK;K_3>zluJ3y+`pi$eSBpcip~t*Mm@_qkKqk2Ru%t ztx^SfCTG#d22y6|=|UP|o3uC&B=^T$p$z%T<)YuDmyq{YL>*>zK>fhBHgS#)b$x4o zM<&F_jlV{u@xbd&B~nG{i{NjEYB;!nTP!`n=SdI;j<|V~dm*m!?76#38vQjP;$zeY zfip**(kI=7|7)FDy1WKlIPCv<gNYP;U0m4ykt=W@uHUR1I+oFRM}i40{K8(h`%)n4 zaD28DnlBO0gO<%U3Zc8(I(L@=H$QYf{2l>+nb$Z*_7<NP6z?Rf9RfRD{AUq%4|r)> zX3zyYAy;2}avtmUM%?I|({=2_al`68$Y+>%eSCyx(TB-4+`NGQJEMIge*t)8d(oLy zt_5{ITEAVs@C*8*qL<^4f9Tk~z92LVdyMn3B|dM=tGY{NI}v#Q;>o)f#MxW*u_Q{! z-}tlQZ_ZsqeW7|v*a`Yb@@~P3LGZN$8`N@Am9VdpA}_UC@X+Ypdk4U)KYs67EP?%N zm5a$R{KmR>q#b&JJdbA5#=5}*@sOf##tHcKThvEeq2dZ*M|Co}{2uZOnSjx(JHR#J zk_ufTte-ivV@f;L@4nl0zhB6&ns|nX1E7C=Y*LFKbtA-orq*fsjyWX%_SP)|-}erU z->ipT;@!*4;sgG*@l0Yo7oU6e*f;eQM(9usOdecV*GIIq3H9K+XGqoeiTVKF`VAD0 zAs#=zbk<fGeiQXrfu4K|ctvqHitf@C!kb4is&1^P_mv#FY7ahIK$1A=)rxa=GgqJ1 z3d8>nRWZikdy~{Z+ARP#m+1EM6vSZOd2=Cu2jckg(KfP;b$o7K4yhC3%Zmr0tBbG; z+77Z-1?UgscVhTvV83pA6wT#7W4#!2Hb}7kspS*Rr+^az!v+(}&xz-v1N!>Xq33T5 zYIXuQdj1T*QT~ItDz#2d&xJbm{y-ZqW#osA-9HM!yHYPya%U5;?xnv+C?dcYvY%II zAg=rAZ69re-M%=`(~{tgJWTR0U3(q!<VIGWsMqLIBh{`*0A5tmGOqXHbq&kPL_^@R zTnITOF`vmK+~mF@4IMPkT~J&Fb+Sx9@zNX62kfQeoZvqyVr46FSf?8vdVhBzKN@-* zJ|==X2#eCuuYtqxPu*=*)iLm-Vj-yqJ*Yd}cJ&v&1wG+7+p<|M^w6R>nz(7qzrD*& zeen!%;MuEJlBg>UomjOT7>6FGw$e5Yepvf!fg|1;cs+5<IC%v+^vnOMp2L2<?3AB; z!2ike-4P;_gzir7Ym#G%x{mJI!T+!?FT`rOC1IZ$oI8KVkoTVW8nr47o!mS<-oX>N z^V>Nj{Uz3)rZt?!1o(Bn^{)EnH`sHxx3Vevn<Ph~-gtRo-|S*eOCs-%*iAdRsE75r z`@r)4W$<6hmmwCy(1D|)uF94JZ+~bn9rgvET{EJn>Hr?yqUHV?g+7UIf#GVOkRJ~F zPYCYCIiqV&9tj_SF4bttqK|#?I~VM?%7yq6c3XpMKk6LpJh^?(@cF%g;Xk$!&xc;` z8&XAFZ1UvZe+_s)9`Wijcu44qjlU)V`F$gc!0;yOt${9-<?nEQv1~Ehe+&9T+=*K? z>9~I_zqd6)xDT~2MJGNWPw2g5It0FwS}pUa6ujW5{b^rkZRk(!?MD=@L!ZuXDY+Sj zdXL}VkSgdFhs~SiVsZUN0|z-zIpN$53G;e(6LgF>%a#5K;OlFC1C3aB<vi|^iNjd; z-Jfq%yP$6)!f5Oy@ZQ8yPx)vdKL0oC1`~M8{Y-J8?={dd4yve|0{6eY(DqF4ggs^F z{u(y}E+q|p&PJRjwHKUMM13uO?(3ro^eI`FtiBn;{V;l6*k=WQN>MbP{V@Z5T5s1Y zTAUZU<1tjSg#ByW(d<otKGJoEV^RgL+c+uFnf^q*@WE3tDLY*6^GoYpSf8+Ro2aw8 z_`H3Y4zA$MnI7#$59P6cvF`6B;Xi}#pXt~kKRd|SV!p79zQ#mqtqI_F_l~Wjy&L$r z`OwpsFHz46DB+AiKBL=qKcW=)S0-cN(W{1YH+>YLHrPkfxnonc-l#_y`us{lTqKd7 z|5^sTE7{M}JP3RgQ(IW;<iR|z;Jw~k@D~r&)}DB*d(7&7?+HIVr-#H;`zHEF+U{rH zG%7)UP%tw&l>nWPDeU%=3G!Ex`7=U4z;~@yRi%Lwlnh0j*N|sPzIPZ<HNe~e<}ayJ zh|9Iip}t4JYvO9(9+a~}9-P|6BYhnD`HJ!R|8U)TON4iqGI1`8S*NiJ`*rV%s+mKZ zC&6d%N%si$fuE!8A+hgfLzb#%^eFTU%lA22xX(?x=WJ5A9;14}meOS888s8VZY`(- zF`we<#^-WZ$2O;XVGij^Wx#R7k*&|i7}o94rx)~=S(F)d+H|26$2IWCY|>3__(N-T z@x$Cn;BFg7@aO<|cZ#v<pOerDGjcZMfJ=n>s*F~D_)UATfX7+no21gR`B}iz_8;RG zz?IgL%bvHlF@HXHlO+)Tko0gi-gpZ9Fp>2??IPH(->o)v@DerOKKC1|;5iE$*X!Ze zd?Yii7w~<h^D+91nyBkYZ^aaAco2?B{J1y`y9>Vh=Oh0d>QWWg-V4J{zqqW(`2i>R z-HjN?$l=eDeI80!_mtJkG5gYB=X3u~J#t0fyAv%D_Z{^%BhQTEHt5eB+DAsTm!-+w zw;AfdXBs^d`GF@R;nP_pu=8^wiu5)mu<L+!9|rIrdt=U-XxMX5dHSH<65`T(6WhW* z_|3g<`UFwT?LPAFN)Z0OYWcd!Cky=rM`zBC;dd=QRkxa9=;Mqu=X-&pNoRuN{*B;V MP{KQT@jeg2|9FEW?EnA( literal 0 HcmV?d00001 diff --git a/data/data_2.npy b/data/data_2.npy new file mode 100644 index 0000000000000000000000000000000000000000..81dfdcef2323828c0a051c7de1a029f0ce1a3590 GIT binary patch literal 1270208 zcmbT8`9GH37RHT{iX;jdOEQy688T$5h-5BAl4rc{heCyfC{!dvNf}a6p)!PM5mLrV zsSL@KDTI<tXTATzIlsIg<vhc^_g?F|zU$h>AF#8uc4BAqV>>JFdEEDykG!_Dysp<y zd1YyNFT&@fk2}+i@bNtU-=CYh(|wQQpZj{dlgIJrE!(##OYcxumfp5YL0LLT`v3SJ z-%E9y4Ufzi@S?Bn{c9Q(9?#zPDSbeLn)G^dq>BojQWoh^r<w3@{OmUIy-fHg$Q{DQ zO#|<q>l=6-@b??)>8A-A?7PXZN$w}WMRcUI=Nt)SOO%AII32c*JdD0cVL+V$<4#E~ z0mc*AH@_cZfsyUH->EDD!X7{9PFH2Z?@aHa(oh2EA}bI4Ng!c4Py6WL028=WFCEvi zW5AjMwVxk;QQ<`pr%~o#DsZshAev9p;gh2Fg<&}obmxxMdL%R9r(WtauRa=Bm&im* z-lals-mmtjmJE2scGTn4ZUTC1yZcYgQJ`9`<441F1|%CbDcIxtJa;&I$N3WzIN#l{ z8@tN{1Izr^;o(f!;C{IJxIGC?)Wm|M9dyXBd`g?X%>Y6%PJJnu0S?hd?%$$Vu$X*( zt4}H&bW3%@#}1QF!r!>cD3$@1?QM-cku0b>m9pj+{(jDYVbUN66OIS1nGq!zAh}~X z-{BifDBrs9$3cJz1w3Jj4`~F<ZF+wsb3FkzhoXsp<^-&;cDyK9MTh$DHn%z&DPZ}z zF6aV&PR=o}>cvS0ELcC5bj5Y@?`#bl|I37-S83{<%NW2xxDA+RF~BdG@HNh5!Lt6J z9^G05xL3xT#`7~^d+k8Hd?^VPQp;s%_#6X7Jg;xfVnJ!?^=D@yXdq?8CG*6Q4yLQ5 zzQ#Rb!YJEl*vb_oTwM&@vYFEd1~d2fd)F}Fvgg0RYb)_}H`NxVI+9>e)|UA>nE}B! zw)|7Z*N^&k!C5tr1{R+APgnsY#9BSOWc7@McFUVp%a!o&joQpQHn3ncB5?TmBo%`4 z-7>UnNceqlHdf~e9dgoNf0B`Az&4qk0|R0tY-=j~SrpC!F2=X_%^?iv>)igg$A|?v zcG-m@59#o-hW7aPS`zYNPQT8TBthJcdGg+G1}MI}H&;_c2i_c`iB@)e{tk?n78Nu& z`t4voJFb7-pgdnp4--yvOWK`IWPnrRHj#eZpTm0oL#tRM96FYG$fSq@0ZtnS4L{Ps zJ8*CK#ZD%uIS)E@eP%+dRUPeg3<EY3l;Kw_I*e}-?9}a}g5GmOlYI;LJ=FJo5dV$q zP*F2~U=0bb8H!&l6lt(5B2(VyCO&`h8MksH8W?W<a+Fw0z@+8BxpN<w!2Rr>{RcA= zeDq`*Rrm;){-Z1FIY5PgTIWL>`AM+yy*(BDjs)J}+=`VZOpw&~x^&Nj0<>SjJZnq{ z5O?|TPhWu!;hyK!6buLmusCqYA&&sBpvw6}G!o7y)pD6;GGXRT+nHA!KJZm{8{d`X zbU2vxW1mJ630J0_uJGxw;JL!d<ssQ5^uD@tCqayWX7Suyu}w^<7`c5daGej#a<(@A zxx|3Tj9+g>uaKZP+q*M5m<iQib;84?DBxe%5czzF0V+W>Z_yhpxEOnV-XetsT9lk` zra=S@ar`iuH6elZ?*1*wm=kdQcfI-!Hr&TMmYo$iNkZ9~L%P=*=uoXTE|*v34g3!D zJO0K5TuMviGMHdMghI#G@+v0mHCXO;_Y)18KXtH8@G&4taYtdsa|VR`d@lOn9s@M| zmL<lXqJxQeP={+H0ehy;TMQi_;D%j~$AfwjZZ|)AC|!?#-&63+<udNuJQq=7Hxsr$ zO`jI6V1R5H@6Ug$@q5H7d}*_!g0Eb&c&9#|-=T%SMOkzx?|PyMyGWR(D~}v0p~Kv0 z4zqoY57=DYEwI^xgwsyrsq(QTL}!&XyKW>P=Vz48&-)BW+E*Q3gFnkB&u*~V%z$ap z;XN1M(BX)G%3244fKV>lg&RUNxbAu;<X<=g)+_z+=v<_OzIw>;$xjUU)M9EjE=Gg6 zBXOm!6cVb-elR!kkWg@^<wmg={=DQpA7)5`=+V_ZPT2%Vs+dZezokKW(y0J82NDMK z^*9=C5O9mIdES!F0LP|eiii^xzNB2fUH_f|wgbJtG=5S*&idi4l}8C!Epd8I{5lhy zBRo=F1ex%C&puNDTN1k7S(gCTgN&qmm-%w3VBxr6YMDZXjQo%13`-a=@%U}-;W;L_ zbyR1U7m~1Y#m3g9EE2wd6?o?DfpzlH+shXD6j*)zN)|(#fcGo1eb+`%fom1*P2La* zb-TZ=Rav6Jo2|YPp*2ic{YJQ+6ZfIwytVH0F#^u}83pETC%|`($3+Rh&$iIlq<TFQ zu6zrLRLp0=CpGQo1A;V&s%g>UrPIOY;Car3uMA)-TD%g7=jR2VlATmA2{9cbA!qQs zm7W<Y)iI|5rQmdcbPxlS#wCW=v(drU*0XiLC!QxS^GM?w61Zd`IOHJ>9@O7A`*@Oo zJk@|r&cEp()t6{9KS6-<kD5(e=4s$wWKcOE!vYWU*uSQ;G*BHDT(0np2{+Fc)g}0{ zz%T!(`2hCG$jOMwDN_=X-9`@-M-V{%rP-=UQQ^kl++Y3~OlW*`Bl!Cu4a_R{>=jwb zgk{FpOr#5#Fu-<?^8)UN@bn*olEyS}D_nc~egh5ee~N-uK`N}S+qm3s69x8;uHo7L zjsQ=FWCs(^jo<NQvQIMz;Nb~h>^V&V<NVXN>L~==4vlrX^__sKmrA)q@&w2o=6pk9 zec$^|xzc|*0esQa&KgIogWAWE+<!2kL@?Xi9P4-7M61twT^a;E0Hf6$Oz;>qZ28el z1I;|0@vC2GkXa*lI>*x&4zC|@-gcA@D{>|upKxb_S)p#2dp-fXiWbhYsz{*t`b}3h z6L3$>@vN`_0X4M5y286G*k%0QZ^IN7%zsF&84_ZGul0>O3k4>SVe-?8K!USB2k)vD zA7~O-cX>k;36YkP#IF$s?B-6)9Kii+t5YC1hv#Iv?Wtjz3JrGdxW*XV?gN&~+$=gy zvcPuf?wmv-2`jiq+J8wBU?)UO#>~^<_t*SYO1N&vHPs<eoes?I*!{LENjMU_KGao` z0ZnA#($Rhf@D17KbK`o~WyN2(dmZb$?jakA_jEWn5~{KBGz0D^88`>bGQfD*6{8Ky zPzS}FEK0shgAU4jr{5=7aNDX~=pFWt)farqwB_j#FU(<j*q91cri14<V?VkV)$mvV z>-G&N_li|#Nif|XcW}@W_vvH73+M3rKVB)U_w+auG&%~NM5t51!jS*%4K1vX67fcF z#7WRhS<P*`iUG~{^WVf`y>1z)d1e}deT{k2Df|i6?<&dugC<x%Z?4|>7W*f!yQ5&& zO9EUI@}aSn4v7!7KAPz>z$eIhoq;6*vaubuPx1BrN`0JXM;TxM>=ZR?U*LRi-=;^9 za5GwfzF3XtpSjlHxVJZ`m5EqOH8SDr-2APwHWGp!MxDFCM}rrg)!B#e{IUOfX(VRJ zgkx+SzYXO{*#Bp2KI$<GdX4@OwJKQue!qDCf}0Bbdsw8ID+4ZwPZjA^)1l?juuuMD z2DG|$-kZ8bg#tYlwWFgnF!KLwndnM`OaC}yUaTM>@Q?HB-@;T-_83{O?8AWE5HX=B zIRgAk8?DbT67X80LA$_)1{~qyYILld7vJ%U@xMb|SC;;+*@X%FO&fD&v`9#&ZkyhZ z_22z^%)HM57R0TPJ1Nl41cifzS1V_jutH8<<M478?47#sLxhb5&txt&Rtpm#Tpn#u zCC`A-Z3Z(l*GSluu+Zzap9LX2`*)oRLtXi}AXQa@2K-N!7B1TpFj}gjsNBnhebQ9P zurV5}8nd6U@+085u3f^wFaa?;?=PI8FhQj@CHRyT0SOZ12gS7vprv{1YW9$D>uar` z+AIM{pCVoLP#<+!`<6-R&>&36K{)~YXxg8Q)BadT$b*u}J93#IyX{nk<qjX%roU?O zz*9Q7ze%>5$zej?O-<R8w|#(*w#i-u`|I*YuYXVDzI%L?t^MIa3Ur-r(Yh*2heI!3 zx%IE1!`ts0n+zpsuol+1OE@zjxKiCx0rh2Y{>)6;9M(r4X5@F&<(t0Quj0Qzg|t;4 z`j?m_82$BT#$(+`urGc;Kga-~3y)Y*_wgK?U71_5qeAHpU!NmqDG)t=)cY&y!OX*N zl~nQfl7~f}YX#6?&0eVSyhDMS?g8^tb|fSv$!ykNBA`D1-7>~y68we)(mTYd@PlvV z@bb+}U?w)ID5MflzA|ikPzVi#7S81zR3kyqSD|tCCKbG#US77>VqyJW|9%Gj&b021 z^Lnu~5ZhfhUyc92uP#4xg74E%FQ1wbmc!3c-sXI{7Wca^jXHOp3jMBs6<u_&PbOBz z%!)DKq-yEP`ECYGp8mT=AfE}gG2gOXu&$eKoRXVCy%oK+Qh4$y33Iu1@iw@hZ<O3l zGC&>pd_c9gbe;hn>G4i!8Fa|CyL+wvJO#!-evi_7>J7WB@@_m3VZbcM!(SV>GC^Xi z$Ebe+4UC_{QR`$n%=Aw3sAMxBt?;kOpLZ0vb}=RTRXh_!f_FYC#r5CBRV={P%mh}R zR-yDWIz()-_~LSu3jc1yEg3fk{0%!lT(F!94<Gq;pUk9z&6C^WDkn&&aZy={lA}Yq zmBndR0|5&G+sSnF3l|Mm#(8DXKvpVXi!i>=r(=ZBE&Lgxa|}Q1Lx0jbXgsh)g_d_6 zW0_49C^}vsQ;PK~w@Cl5N)ZD@6|34gT?p`23l(<j$GZ5L^HXOr1Ak^(om*nUh@akX zyD28@40cF$eNBK<<Jg<kk4U(7b{m)-@Bz~lbv+S9I(W9yRE}a@@;hUe_~0uEZtV|@ z4Raab(UGw7$z1|YdU2m$E<=EpRiq?4)>nSB)9u&RvEcIW>NtaH)c=k1BLZD?s7OBk z>tPT9l__86E~(NWE$JyQvzG)$XvKyTSZ9@r_PRtJBw_x^y`{`6G-z2$tURYd0nL5i zW?q>xAjqNl;|WU&=u92mZ+-Q@zN~U!<Pbi`=(<0=_&h2v#AkZlX25Xqmi6lhCV2h5 z813_l3FcNZvGVx2l0`LwWYG_EX;&W6+QEPWmVxi6d`wssle_-mP7<7oX^g84-XN>A z{>L=df%CFwta#DiT*%y|e|P}v^7)JGcQ_bOeJHB`RUiX4<yE>RG!gKiFJ|MVGgJ^O zH<H=zNrP8cBr_7meITzRLo|$qT!2geEw3~UN{@w>P4Kf|tnThA74(&@7ry`1!+q?# z(xtMGiw^waUv|v@qQmuq%fIXuQFnT;ko=hI1DYiki462LdlpaFA4|h^bKQF6ClC6J z?f-<z4l`kH?Bae7Dgh(ybv6msETB|ZZ!ys)AuFdVB^~P(8+|d>HGu)&cFnTc>$1Rj zp?Xj6MG|cKse82OSXYm8=a;Cl;N;pk0~_?;)~wU!o2U%PUOwx6ZzCOg;;(Ff8%u}9 z`ga#z$dF(mm6UK1bv{)zz|G!)1%C^>4BhLPu=b;Uj_D>E9DXS>bF2>e#x*T!sV50S z_qX>{q7I<Tb3L~DOa~b~!%M_2I&>dOJg^g=FY%nWVdriJ)U4|6m{Vdvv`P1uvS1n* z=zcw7TtbB-$=<C2n;7uj?80F$tkbbaeB#WFnUKDi<!!JX`9ijR)XhIMV9o0K*~Ab~ zWM*dMj(Wl8o5DzLI0@>x5?<dE2?$9)W5dM$r2S}$NuOrI>xxXFL+kPT9uqr9QO564 z@F&I=fB%|Yx%mt`3o^XEP_Cjr$yu>FCx(rLSMv``5=EGBNh|nInkWm@-}dW<C}Y2O z)Zby`ONHBC1vBjUNg(b(iVqdfm7D0e1U{E1D~tTDEaK~pM((j&&jJhmnx87)Nq7Q} zG$u=!&^>%7e4`i>Xg-&3Sf#Vz(X?y)n-^4&j^-(Oi|beZ#BSz74HfQvchi%^J|gfh z=ziHY8r<8`$$wXe0frno_b(|CATjnLTLSmxt<KZu!d4OR`QjKSdo2yLV+zhbGh~7m z?}CuQ9ulVB$wVr<AupNV`hcy30{1o3ay6%^kZo$X$d|?dZP)T0^SF*t!ra%SQRmia z<O?mweSiF<|K&RLXMKw|*R4&VLr7F{@5P&RIQ4-iL;&l0NxJb06<zdGKl65c`9Z<~ zFFDco$5AhBUFFX;Ob5Y5U51Aj0S%TNn?EC8I7YYZ-^R;?Tse}%59^GYYe;67G6T*@ zGTc1_k$Y7*zX>m<Ko8?tp9AW=cNu}V3>ImSVlj9s>?#uitqy!HeZU04-t~h1Q4A1{ zygk~~P6r{Lx7{-67yo#&`uKYBoOtkl8KD!<O&SVpPhbJ>_2=jJ%H#WgET=4?ua<mu z*S6y#3+~E9C=ZOI|5zK&;cP~LW7?t4>!TDX=Gf3NC`yCNbDM_LMre?5Ol5mZ2n+Pq z7)J1JXTqI3_s1U%(16%<6wKoAd^}K6ax<a;qu+WyNQDku+vwr#hS={O!>6Sz0=OAn zXQtO-Kil;r@c0YlA}W$WX@a<q=6N(GQSa>j^mt+QgA=fnpi$;8LkFwizw9{yO!!u5 znRasr4d&0??l&oC!nzjUwer{xefy^hk3<pRyrOya^%3MJP7(v}>X7s0DQxb<{;)-S zwZIl&!A(+%_wO$T&`l&Hi=>#~V(#lIhVPrUZ@FpID=HkGxbgToavA=H#ehm&#~lXU z<5{RD-%&rsAJ<^Pfn~bF6TzrA_WW3S?1BEgF}3c{0t52o6Vf(pK;3Cwk+K}md$CTq zT0=Vem~*jWx8ER-d*A1ij(x=}*r2!=>;Jx0eB}d|NHE#LVZlvce@ymsEbpYjC(Bqi z&NC#uv3s}K5Z6m7bG#<NfCZ~H{_HrKMgwQfmqS}cQNLW@{&sHx2~6RAaZ*7{V3<zv zYEDzYX*RHf?#cvDg`E+8T@29MQFzD-_xrxu=|gIV>5x1&v?9_1eGm8Ty<<!YjQ)6L z(kaP+mkZ(NOZAvw5e9Qf_`Q=qxb}TReQh*!WZ!lR0`y0&DIL3ybv}G_-4OBx8S6eB z6@Lb7dDmGui2JhSK@g~%$Ms8TO>SICKt;2h(kCt!<SV<gN8!2KDkHP94Y|r5@<@Pm z7QU|7?!`03ED$}sStaE))<4dC%l2ag46>?yr%oe3G#iwX`9OtdJr_hhDj4VsOI|}1 z9X6d*zG3d=17@9B4SjPAV5|^%;r4)p)}Q+hbm=i*osWBK>>;e{)3iV#k^yVOKX<M$ zrof)sgO0*+OnASUZU4w;27H$7wcKLPgyf&bllI53p3*dlDGjWL1+PP9t})=A>m|4G zjZE}^li@<P$nnIZYPe7@MCI29_oI$FlG(*dm^=X*MBtFNEC~yDFV9+Fo!a;)W<CkO zPj<x)vvcT2#x?m}R2b+dXXPUbvKa93ThiXpCU0oW+owv!el=lZboM>!&^c4KVs7-& zD|1aGZawja9G7YLH=I;BD0oy}kU<CMQv(6j>rfBg7wcz7KdpbFh4a-nCWMQ0?mTl9 z*Q=6gp4CkQJ*A78eqIzf{vz?n7@pTd4--4PU!Y$3Qfip_pKohAE*ObiC1me-6Z;1e zIc(o`9^@Ck7arFPqaM9E9kNGK?F0yhrtW-v207oLx3)d%o3bA{!$r8SRIjwfH=>?n zzj=P{F>*@g0_ir#Mui?F9gS4vm?@FgHU2ADz;xV}72m@E*P#PiHmEBWF9b&{_#@{q zVjMbt5<l0xK@05`0UP$s^;~XYLZ{xE!tYp5B}Q!5rs8^lXkNU_Q3hPAa5z%L%YsBu zPK}o!0Z2pJWL^TcNUxUD)J0x)@?Bv|HXY0(=RWPH(x4z9QQaEXzr&o1qKn+9>bSyi z@PGWfXF7R>3<Lf&eOaI*M{s(`ss3*j37@!@uB@nGf%bMG$Fyz|YX3a<%#ucZ;V7nB zrGT7Xf3ETx$%M>9E54XrU_xQ)dPz+y)T8g`2ChsoAdoDQHhV#bvO(*uXCE?v-5}DX z3pwtl<r_b<@Ovd`BnMcSQQ`0LZEL7_uJIw~|H675bNXuQb$ni{wg0~4M*iGnc%tNW z3<0p(mOJP+@<4T^zTSh#cP1~SmGUz|h)nf=fc|o6LYVzL)+aB`>9;$~P+#7S&e?@^ z<lbg-hjs}KzDG;=Y(ef(J~S}GYQZ{uhVSBuHOP5y$R4#oAKj86Q`Ucx3Dd-~oO6Mw zhu=^62IAbMl;<TYU5N=F437>OA-^N_70mBq->3>1+`@%i$GY(;$GbcV=&i4qtLGzO zyX<|p@8{6Zf6C`Q{)YjVHc1Zj;OD&+CmHfon1r{rYEvrfkt;m)yqk#J(U_;PsGA%4 z?t`sYvu9|q|3X^W<xB=B6n3=_Yf*vha&x{?fV}A6o{MjhW5gJ~GOpM{LicX{rkF?? zJoLN3(S+wq*NFM^oDl;A)^cuFzd^#c&(sF>Kq`a=?ihb@0y#Q0K|e@>1>bD<rO_5h zs2nTrcpyr`Bhi|+we?gG=qnW5jptMTM&_&=6X#N^b3Id0KPViSh_+fy!iI@J6_FDJ z@ay?d+JS&oJp)vRB?)#VX1`W0$9+}%`^Noj{NA@R91QMYedo!%eM$=Xc~HXLrdH(O z#?K$kr{d>`x|@+<Ou~zh9qiZf^RSh!Y5S3Z--qPkH2%VZ*eu_HVdO5qU&bArLq6i? z-}{#v{ld=Enl6nls3VV<N2$G`L2c$KT^|=ZXujkAuEd2p>2>A9imNOT`_y*#_I2cH zYDZuEj=?@pT_3~6O@~JVueoROIj84sVRcMUfVz7R|6&sft769@B`H2Y;o8D+HJ$;# zwkuV9-G}?c`)Y+FJ~v7!u@qHHhdWIIHy389;Bm<1_zvXUpK}r~M0B7IxGcKY(4GM{ zgM$v|rBOexYkrY+lL48oTaDMD|7_5LLlM}oHYO~rZl*DyppSOce<uqXRY&C*g*YF% z<a&Hn4+U~haaC-qroxWjRtd>9C*ZtU+Y8@|43JZD9x28B>TbGAU<CcxXz1dqA{Csc z6>QwCg>^5h^emV4-~V`ywBb-F6V7@VJc`2l6P$cTw4@jH)9I6K+S^DF;9KAeMx8)C zsF`^C4f_AHhn-z+lW;0lqxbVK8VE>^aUFNZIpN<N%1=8cC~ZIXqz!rARtnE|Wz<tG zv^JCNpBNB-r0M~eDhnhM8d5Y-@7=rGV^dIxb(s{or;KxsDZ14{GuF3Pg6W(-<+zT* z45<(n14cGio%y)p1Q>t&@G?`10kN&g_3e1B$Mx-}_9ipoi_LEM`WE@M;D@?w)J?M< z&&p&Mu?`h~vM4)(+*sYpb2H96mFgKzs>ta(MlNms(?o;7HRn{`qwZIXDtovNpKJNq zhbj5k2XZrWUA$k?!0UrR_Zs9=PJ8zM_=`R_JtAPYhcp2mWK-AHHx#%v5phZ!`#?fR z>4z-zzw0(FD%GSD5Z@4T+L;g6>4`_pGt^6*j*eDx$O|4sZrBrGfjs!DL*WkV|NOOV z<V82E6V+F`ue?PcuPPC0k?RG0>gx|#pfBxPw=?zQIR=<aH@lzJLT*#2ogj$*z0G`} zXD`lo+;-_P=7dP-sp8C?m_hE_O#3p8{OZwHou+hlCX~%<T?|@*b>wHyhMxggcS`y5 zb9az1-f$xT=v0Vx{P#9V9sPoMQU6&<7QB$XveN|l=*G4W>z#^8DDvL#dKLek5|Arl z<jR827EMKtZy0bea@qNT6auV{Cu-`yL{4$}VfU(88u&c3IUq_yzN$nz==RfKy`JR5 z<6-!@4tpq>Ab&4#uvwmg^HbeM4~y{(tmhZM5;N$hLwF4j{X^gI*+>25HQdjUAC+TD z>XGYd=PtjporK0j9eNT;!dUg@v^E8-o7awd^krh7>wM~Y-++K*j<#2~@jP5wc;~^u zI=X(vhv((DXt2Y^DL{WS9ax)Xh8`WH0wWwusu-wm=`S^2zhJ^k{}x&96cSXegKJ}3 z=pg+)J?m*L>ix690_$7xduO>F9!38;a4741H_m-5Cldx`kfVM2X*)5i$pUBQar&|m z?B|Bs!4hpaH<HNKZRElEZ8&?(5}vD+M;~fkQAgB?uiNa1zOp}Z-r*VgZ+nmnibOv) zVi|V(7S@^bNkcCpI#B-<=bR?HSg>kCZkzl%8jNK3Tl%jffoHO->m2s8($59@MUGf^ zmE=r6zDNG5DcUf(3-#2V%O3)s)8YJ+7iMvP3E2Kd(fhMF0c-LmXG73;{hr#gSF8@_ zRaOR`-)ra)bIt6a=6B@f>7&KH$d?B>W3~?Mqd@-4{i>(9Nbt?4Wx6#pAi?94g47-Y z?3<dSSzGC#)BU>S4SsIcTaEIoVkF3l=P@jCE*``u7&@y@La6HVwV%E+L9~?3(5ak& ze(BT7r(=+Va7PJ#L@qllb3S{)nF=*xCq6zw9nJmkAh@KWUYe&`apQB_JJ0V?wGaKz z?rR~xQD@CAnksmqPwA-2|6t<A1Xq`=qOz4ZcO@KCigHO%PQE!Fg!8D;HXD<zxKI3h z$2aan{Skh=ab4JICfLpSny!f@L7GqNNSX-?q}ivx{mCTZ`nA){FG)-g|MG_{dWF71 zs9T)~X2GV6RnbRlaV}!C7!i8I7X+@PUwtlx{&)7iCKvLls^u<iCayStWk&maK|gYT zQF-y#1`__2J@#?Ox$Q&VU4JxE38;1`-lnRK964BL-8tlHHD@+*NcADVij-lqCeeSc z*c7yF$_E7ZhNk^j2krJ{kD1(}1LMfkiit}E9C09BcgfJ8Y0|tl`z><m^RCf+=)c~n z#%oK*A&-&#)xR0fQ(5Khq3a)MFkyM?)VkNmN0oAO>NX;eJQjIR899`(=gXyGoQvIh zY`%8_xj}slH=lz59nP{n6%u4I!Rl>O%KB$MuyQMpLmYC8KWn`j9aCt)DXG6&0q1m@ zr*95D!MWY2W9u-R1O=|#@uXWGVnERri-n0g66*iyBvy+1K=S1)`|nI5AGFt(1Jtv> zk{55xm?Ix5aLaDMx;M!&Gkgv?<9@~0l>%5N+(-T-&T7&iZ^x#pZKYV3zi1h$e?&bu z$a5=MmI2+@!XCfBOo!3Ip2Smpbodw>w3#1uAEm@j-T<G^S+)tqnsqpzercch8TGcn zmNK~;`1iS^CJVP#(_x;R?W&SM-4&&-FBFE{&$=PtIr<F&m+t#dk!Qpj&A!Mgr2zSJ z_1*P;bU1VQ)R(skIJbT19%{yc^W>mNsWjwrQyaFJM_QxrSnu!h!V2dRe?-a`kz<d@ z1!nJFqC@`b*>v+hoHIOE^hkB4Ls}er*(vyMt~Rh3(1JSR;)aw?JSWZt_qyfL56HwT zh@6rjfQ`HB{R{{4quA!&jDvW-;|h~aexgoVVzVf|NkDYUfqKD4++PJkgYCbt-aA=6 z8%92_Kwa+5j&my6CzjVazoVY7Un(bsm~cSgY_q8e39q+aSv!Zm>EzKByM}B@;GnS| z6hmFzy}QbYD**e9w#$df0_@{)(n(*?-(_bScllH@Kx~J|7TQHB+_CGfv*KpLM_F6` z9Q4hHf9TAcAn#iC?z;L*Lly{SdzCsMj~(86e`|Ug@~->|ZDCyRQ#P~lin!imD<8?L zV!xkL+-^Q*LBg{>)r0SmH*HV6_Bj&g0b=1-XU<~IfS3O6cD5H2oX!NTF~sv(Zag*j zSsZg9UeBt%uur}JbVTgJK01UANES<BeJ;>iI(q&a1<G?A2vgJ-%FmitNML@UVi)jL zRFJS*WKC&C!3j7OA@p>;HUk2VTA6$d$Ms(rT~!oM16@@g6P0p0Xo2a^vtQ}3X2a`! z{H=Iy_}iwl&*1kv>yp_~j&(}-o!b!|)Yn~Zhih@&7W_o(LSHfAQM;$iPCSQaY?^jA zsxV;nWL%hPDEelXlR*QwnDC?Lo!2+izc)g&40he2gRJB@cY_}4+CsPTYXvw*d($Kn zr^y8M)TVMBCpugy+PrNG^4KL$&508iXt1*KF|lbc^2w2aw)kNJ%#=o@j$xmy6@E~V zhdQ=FcX!1X<l^mR!oivYEO=6?&e<D;b6TI)2yGo7@DKmD@&ymh)9rth^g1yie%Vrs z+dU>kPfcd#MB#jT)9k+okEn3bw(Um)@~QNCzZ2ogOn4ex-S|nt2Yi)Z)$sE&Va)ku z=63WESN9~}GE1QVZ%>s;LL~v~0@8QOq7UMZVB7Wq^BI|^DhoR!7@(TnwitW@&udA* zhi%xm51hT9k+vT>#Ej6g6?c$hi2Z#~@`sM|-1Om++jQuYYt%Z2Ikq(CN~Km^CO9lO zWLgi>;c-ty;aed(D9_#t)edH&5A}_@Hi>#fv5_Z{!T@LC{U^u38z!#Z@OS!$`6^S_ zKi^Q_8uhG8?E8YcI#RpaKnQuy`j32Vj!f80p2_CLI&;j#I=d3<{F>PNXKDorIHu61 zXNl*c!(Hw0?JX=|=Oq*SdFi0!*KqL~`Ua`Dzsmjb^FI+S*jXdMf_I5mMP!9(koa!E z+Z%nZY@nY1M+em95$pZM@chOun5>q<bK*YW`*CW41yWLBvU%7qE%aCAzTL~hzV*AY z+ZpG%^J_mBBEPl2SGOq{_fhVVr#vS@ePH3*>-%NLX|Qc%(BsT<Z}dTKub!DB-|;3Q zWP%A8Fl}tK!g;ZfsZ?(KZ=9C}$=}_ET-{&KFl9H;LE-Zs>GbzZurbS@(PyJU&M8|x ziQ6pX;dY`Mv$6jKkYpqFpU2;fZ{(gOU~_<K`Vw;QRg3b0tFUe~sJiKgAjge%`n`pZ zodmC?T^ZTPp%r_-yy?O7Q@t(5uyWcP?32~F5{8lA-3?f3LvCxfzQWj38tZ>Mb^WV+ z<de-#yAt1_J}Tint-Fzc6K7_>%Ra;0neC4{hba=C=C?jD?xVrzM2aoLnSiy|6@_DP zpZ}ey9qj9*g3ap-H_UNgau-wVHvOi;n)*%|6J_MQRZ`SEd>yV~BemQfJTGdUF$+x$ z=n~9*INMAGR&%GbrzZ`j49313M86DueuXC=;#~XivWwOGX`my2cyBEa3ub;B9D9p- z7(bg>C%$C_$P`HLigRMYl`1K}Le$k&o$+VXkXLdRTrv@Tg>$Xn>PPLgsUTUrXSxdK zXUEzzIRm0-aMpg|G?danIe$gvNe$H1B3CL1oJZO#-TPxFN&vg4Xy*EU%o%W4+!w)q zQo8T3#E1aaS2<f@FMM7cos0cC3<`LjJd$aGIfe=K0a4a!D)0=7u1&|e@$9?Z*+GFc zIMdcF5Vy|<j;B?Mn?6Nevg}u_2q*H;%LVqQc9T%}W}!&$Bj!751Z)R>Qo;V6Bd<OB zh*+NRH3PV=7Li?l6VZp}Nl#0z_8{O@O3jO?R@C1q*FtxRu%IG!W#>uc2#(s9))XLr zy`VA_Yq*4c>f^m5-&9Z!mn?sNAc=r$Klv*SxC!|9q|hsZgAN-a?q%kg)1mNQ-*AvH z^5F0Hb~+y?Kzd0aWH&xPukEcl2Db^g8Ai0qhZ3M7=23a%CKDnH+ePm0!TIsM>y8Q+ z>A=0~T0Mt54OEUDx)6qQY5~{EM&Ur@Dr0(~haVzWY9e)qkSEc0?x?<s^H=G~`->x; z1TY^9JM|u*!SgkG5xekne&SG*Z^m;unYa0>S2q;|w=Vh|$UzR-)LyHKzWii#%_XPj zIRD)f-p@nOV6t-M(YQzGzoocVESJLh{>?pU@2kBaKtKaF<Nmt((BhCf`Ypp2E|v}E ze14l=Au@GvzfWEYXFa7tSnsC#9oK2Vc>g4BV=x1%24ste(U<QDbv&qv{`qK<Ynv^e z^Cu@?9T;DYI?O@-Ajd!SVPzFZ6wji*6ZyV6fMkK1ZTWj<34Z?NBizq$-{(ZltdB+> zdHmGt?3d_2wYJ#0Id?IkIE+@Ee}D?7ZkeBY6^VVmLPL#;eSer!NLXA6^`=ahDi5Bo zg+jfn(KpaX9jomaJx9X1#Gn=73z$EBKNKsDdgSL`fvb(@u#UBAJ9kqtZzX<Z)9IBg z;Qkm^NFAm^z8>+MboYVx^`TNp_euC+Gx9NY+zY;PHE<|k->e(oek*+n^Dg?i?U{U7 zcl&jXL@;-z9N89i?+SrF{lKl3A|{lMv<n$v9kVow8V^99803FDiz!WkxXcHts;H0u zWgM#Iz}$=&hoh!G`rYqepZ-wVi}Tt`pC4(Spu?-S7ak5P>A2rNw`8O4P_pDqxr%jJ znz%$?2%<t+pR(HC&zK*1evq7qqQJ}o-;2j%EYP8T)qC}c0MVqct*)qlFW&KfR6?cW z-0a?-#}^1tu$Z*li+MZRW2(%WR0eX6m#-~up-%XcC6Yuzf4XicH+`4|mTH6V&q}f2 zYns9FYe!JOy!sbI-SA(1d9};+B<3JHKKLc2(!t*3U%@2yf%kI8Uq+tbJk?yIwh{H= zv#lQ2Xjr#8#~vRGjzX^1n%+{#?+r&aPVIS!`j35!_^KKj3&IcA?P$l>)0*11suy{} zV435BMLQj`-%z-W9Y_d~JKFao2y=$#Qm!aaXkZ^J|6J@n1soGjPlaA(z>yF11<6X( zt4bQZ`4Y!L@vGQI3iijo++$bc(<o3iYIoBYx!Rk`&zE^o5A2Hiaq3Si34et~%L{I! zPJhVTvKjT(wd?}+v{VWhnAcQ>ea5-;`mU)vSih_8vhP*I{uz7bSbY-ml$4wOY(c0; z>i+V*P`Hf!rr#>o*c!RxoxQ=5#aQpn+dArk{+n~k+i~L@EAqz51f6!wr*1AuO)Vnf zXHnRPuh<8R4x7s5qYju(OMdP?i1RhGb*k%3F*nohq)OAr{&aZ%-ewM8@ckW191g+t zwAOWRe2VX{A`{l-h1{W{|J6#=gY0MO%#v{4?6`c-{-qfL++^ZoK84djbaZRGSwHsi z0f)J>6_{%{emHoXg9Y;)Wh)9$U$mdnuIkJ~P8GjLP6+vn7{3{35uE|<=h@;#k<%&i z{T7kvz&=)L|56uuUe%DCXTu~DbYHU-@=Tz<mGp1(Pr^KL{~Ch-DFN606<jK|&|%7c zEcGwup62Tt0z_2tybN!6aUXsA;3a+92F&ebYPz3}Nx&S>lD4*RHRhOF3BGe52rx3V zj`**R6lAMi75IXFB4dpEY7BBob5*&^PgoH3q)+=|77e8HpLWdJ(BaD!r#OBE7WCVm z8HmALhV#1nHN<^76pNa4#cxG@UhhGXHO6^+bcX**>|+l-H_!i<$JDOZ+i7%}1+_-s ztCx`Pv`jiJed}hzU;aZn((EkIi1YEKI50q-z1n8Zgn<1guBBg3Wx?#XFFG%SsZcRc z_H4)${bE)-Zye6M|3J?jeO?A=s(<Q`@Mb~K)`omeP2{!unXh_xpMc`@j;l9uu61J7 z4nLz|^y&R~9<2Jp0IJ1X<<Vly)f_zO9*em-u_L=Y?l?1HkN4v@P3k_dil?(%3F~RC z{{81-r*IzIUb6cU^0W`JHn!S0*T3-Z%t;NbXPN4b(LMOR=5sv0bmIJaqDLe9uDuVq zX1TR>SI{AAcPoEkHs)Qed-i9dU*e_a${j`Sv14fe-));PSF0ovVvl*o+N<_GzfcGK z<1^n=ig~&Ijdau00z8)^hQaBm>n*3Qz1|y%d4w?@BVU};+pm<}<^KeArAuV!k<-|x zAR${&o&~P@ys8P9XAQKpX|%_AT||RAPg)%nm=73DB|#+I2>-oy2z`!)t5<Oq>Zj8o z1>ZRF9M!$*E^7Y6f``I)D=zgAa5S!HZ_y+LS_+*H>SU2%E2yyY@D=Ri+zM|6{$Q>y z?#z0-A_hDxE(qH5lm!KkxTLjgkdLoq%?P94;<t~GX4{H9No8<<dOQ_<mg3z#OuSd% zlPz3`d1tHW>g}8#(D%iTaLGy{=ep9PpOi|4OQ+A|e&j=*^tU!*Kn-=$9_=S9_7U({ zXi(rF%^P%;7SD}eqJu_@ac;gU6ZHS=zIhh8-O~{D&0CRQWGlP+8vMq*=j6hpNYvRX zJTqb^kt5`{GFPYM(O_>~0NXD7J*h`r)_ogTkTNe;xLgkN)jm;N&Q&yU5#w^`EXI6V zabVaH<d;h?_6Yi&V}c1s<F!M`qdQ9d?Tj#g`EB=NxjAx;WPK$!Wz4r|`S``IszYCE zzU$$2MFw1?7$_~5Cm?@O)#HmS&iAH0_PGp_;L=9RrH><rUX@f@g?-X7`lqY28Ws93 z#S5N%K!>q)8-*+_S)iJ<Epm!rz?qv|>*U>Vu2}xBv~7t6xuF3=-|yjEN0uY|)ISnF zZaCV&8|wo>*`3|F3&`WdWoN~)KE~`4iX!S5Ab!e>9E-yH5p$FKGSM&F{E|)0jAOx> z_Wg9fQ<&r4lFa>Y8S<{4W6THIEFk($H|Bi9ITn@ktqSt2%V%}Q2ayK^xaXXz$2n9F zR|Lxn=Re~*W0F<K{Y(c1GSZAl*b(Nqa6JRpNhh!JGx{M-<?{;8mr>`$?&3X;I?~&U zXZy`j%+IgzJg^nH`bdn{)y+C|*ysAW*ytMaR^N&_*-$z}8UL1TK;6BaC$OVxi~$1| z{oic(i1#64l=X*k{-B|ssab^ePOO#PVH9~?SNdt~0#Wqq&&7=-ci?>;r*q!UEAaQv zx(kMI6418Ha`kl{<iP@)1GmXDA!4=Q^UIjOQ0&dqz9Ncsd+^DHT<n`EE`~|PsFQ3T zl{thVhiO%wDY=028e==N&geC$Pb<nIdhz+)GJ5W!)`Itb&RRAp)?;2i$vn5&7=5hI z<@r1fAGqV$_?yR*1r2L&)-@T>L3}ykIX8fL+kDLjEgu<hN^Xo_3(v>(OGQWd6p<&0 zUoTgiVSxJ1$oIwASAPExs4l=hzqOiC8-{w%en*b~P2`&UTKS1|<mEri)i>Ln#C%(! z*wa6#W7U-k4v4*^z;cemCbuvb)ppf==Eic=q3<{}(r|w6wp+PZ5A$RGE6TR+Kacqp z&8J(vP^Z~a-`ZP;A{SGn`+w)B!LtO@u5$c-gU|jRGG-#zdjGk+<sjCZ-1~pxf6!pg zsCxX&Rm_>&H^fCmkf7tH^WrW(Hz%r8Rm)B$Je~_uerJmL@KK>Sj}yo-*EfV)_hHVY z(P&rJC(L0GAx)1k=ddc7<6t-PvHEqDUarTGpWb>^ca6Y#!dqwlF3cyrOqi*hj3z<l z#zBRn$kT^o`1D+|7_h5x%P|EZ5;ljWm!Ex#b#+f%M-<NQOM|j3xp%X`XV}H>BKn`t zQ`$_2KGZdjs5bc{xIWVM=N}(Mzgi_EGKup}zMu3~WqBVsGP!(c34LE%ah?7htc$<4 zo=eroa~^1<X!ukY^V|={12!cPp!Qw$$amCp#*enY8?5nxu_B>+(a1Nr_FEl$Jj8&W zv93WC)EyTa^SY;yPX@{rn0+fje(`;gzvUnah8MPyBC&M%Ai00!GB*qCqz=d?=ipqk z@=%~`Ap<@%@0^gH!sma?uFm^1_JQHYFPv~5VSVYw_arR_u%vb==hm`7Stq;s^DrIO zsU^KM!Fsv6geEJ5d{7~{&0A3cpL5AhLx1E(`|UEKK@oF}vCp}V-NXFiq2L2+y>UKI zW4|pJPY1H~-g+~fYp-qINk7cy1BE>k=bDyq9_)9}{E<5P+!v4ipW{9XJM6V|?I)h+ z@fGJOJjk2F4D!|?*MIf6*zHCmKBq>3uRp&d-z=VMzlOfyT-@~ye72aocH25rin&VV zh%0yYSz!NvYp*-jkGXO^@|MRXUugZKVj@7W;BD_EBgHuEhh#(dG2}xHT3RAQZ*f1` z)04bE63}Yt9r^bq3$hJ7hHs+Z|I|LW(&+<ov6Z))>a18WoY%PR1=cIh3{U0{9tIpf zJLs6-iCom<r54B$z-b(~P2G+T2OO*1dC?bgT$3AbK<?^wN9>}Otq%k|+<w586Z1B^ zwAHfFU;1U0>==DW!k#U+?=p}>N;^+nuHS&auW?@Q`a`_eS0-dEhyH_aMK5(1-cRvd z{yV<_^ONTe3km*vO`;#q<UXl^^PZ5@?s()e{m!)?1*Y-mclU-Cr?GE{3QKySuHUk= zb%B|O`GB>a^4qH^P^K48?^wowjBgw^C(0Oj-{QPh1M=&5jn<hY{2X?j)cEEqoa21u zj?G3rRA?7@HVEe~CPB`dO$_ngL)!M_^%Xd`-IKFzC<OKYxHSJP_J@5_InHs&YckIE zZ&HxMe##>oTB42oFF-7LE$Yk%N$s{2%pVrC{_*{Tc|BuW)k`mM?ll_wcE=`1<f6HE zJ{tTZKqxPIi|9stz1PWq{3Y<d)k_E2X5?%fk4NQWoH4J#eQ8b7RUg>Yk@Q=l4E^zV zcD=`C3XIXqecN)7m+7y`<&UPq@Q1JGtgwH^4Ec&ZMBm%%=4T*@=h|ZG4NFhU2iOz7 zeQUUj_dHID_GDc^eapX1-s+4G<i0wj-DyvQ)eYgvVt5ZV>vBNv-eWZQLfa+ahTPtz zDPU(m`dYhlHDN?LzHfofLLBP&Qz4_ni{3u)&*Vn+VdPDQNu!%JP?zVE%R{s9p501U z{zxC(4>u}SD;`6?5V6C*O2LE<5457<0r%sF!qB13IA7jslXQ8{S|2bB39wV(Kpoav zx5xes`ZU*UcfBdp%@Q^FTkxE?4>vx0^b++IvpJ2XPlCDfq4krf$3_PR((d8;>wVCw z{}BJnx?KFwANAy7s!1bBA|K+l9~8rLSrjMt{Aexa#!bF@G{w=twwK52)d1#&lDewB zQ73tZ+}rJO80WnSu}fo@aW0l;5UKW=1!v8=930v3{tz)t7<#bamGf>vZx8hAF}bA! z*J#l1)~O-$odGV9mQl0#J}2oL^>U*LxT|ls_uP5ZEkeE?LREB#+dG=lc7+N**PO~Y zz7Bn~+Ccd#<RJ7%Eq5+Nq8?;dy)T1$Ywc9yt>LR!pM4$guE2W{_XG;6pS&U=?DBFe zd7MKIIpi$8-GVu?kT35=K9O)#Uh#&v5Ct;1X4-2_NDwxq)q7vZ+^EsHe_qX~D^97I z4Edl>rp@@SL|$;;C;p2#KHuaD!M_$J3{Z0!?y^T8+D~*fB_el;Y}T8L$;7z?I*8K- z=xaM)$gM!0HX%Gw{rn&kD&I!NJMO1IxBZj9ftW{*oSzA<b;0{|<2PQ#$+2Kbn4uLn zNe3qimx>L}t(Nkq!pE==*{yk?<Li%k&+9Ee?}TH2l)aPKrb<AH+;{OnTb$Q<2>#YU zPBJ?5ao?jFoQEq^mtDs7wOuV68ja6=@k^4<OY}WKA0?Wlk#Ef$UweczmW2G?GY3Bo z;hdv+x^Krc-h-audoBBq1u@$sd=ruHYd(q13CH`=M_+BZQEWhir-!>6?|j4DMe>Ai z3>)(6e=2&mSl{(~3Ih{)&<|bMA-0IRhm5lJE62Y2XJ4;y1?KFt&buWQCDNd(%X~B~ z2Xk+8l)jbd<3DKkJO6j@bK^j<X}l)^D+Lxea-)75yX(K!AJ_M%?6%yNeAKHSzx(=` zGQf)*pYX>0bc%UU$gmLSFGc<i?C3Mn7kG*@-l5)D_p2)5I0G8>#*emO&iMEm;<5$1 z4|I#XVS9Z9=eX)WmX968eBXvMF6`*<lM=O>+K}gp98{UG#(Hsg;mIX2%ypeDlH*-O z&gl6}-+TLe7HlZ^eCZn>3j{SEINwDc7;;^;ELDsE5rGiqiS0O#-nq}#9qaSufXUgL zhS<*xt2REzIrxV2bn>q{9geb1+}kgT>%8e)je95+tbcg0%{Sxct9N)6j=I74jWFf> zFU;}!2Hm`bJlcqT^8P^=I>5$@?dQcXKj-)HUA!l9EJ{@7?uS%3uCdlt-4=D^HR^QX zDjN8$o>M)PN`qd08G}xL?1x0VS7`?c&Gi&{c|8BxMfbmL+Kai5_R@(#8{~Py-sL~W zY2eY6Y11Z61wt>{rNSGzaj0jBC*~zj=n%nckQd$NyDg%Oa{=j~&g5+L_iJrrz!EvD zmb7sQOB3(s^2WE+{vhE&@0Zxm*#xAnU-4-_`c!KFug6Y!U%6H=G|<r=b2*VOSZ0#g zzc}PFTfWhtuWd;w;1S-R)r{y9ID`7;yiLurR3_*xOyp+N;raV%6J2=$^@!RMvl%(8 z(Xs7&4n1Q)x%SzK6Z>#(M+A76xnW+ooBOX{DgHcTDcrS&4t7Dhwjpatu>SP&UJU92 z&wAbNIOGt<8g9xues~^cSoR!K=x=O(-(B++^K@5EYdypBOXV6nKu5pDw$$}0A9diB z0n;neN0<=iC~2N2iMiOa!@J(C!v5!1V`id>zUXg^$b<sU>A&+3n~<~IPUM!e+mF8O zNM3Am8R~xSbs=`qs0)~`)0gb=9^Pc-L-u$kgi6Ybrar_!pPg?B^kjnf`^KVk=%1JB zTwcpvz`WiGm*cxT(6^<S`<<3x!S=1o3^h^z?UmZ}<to;ry$UytKTG00q|IE4EIuX- zUep=3+k&~zizVtmx-ie#y_iz72Xin_5>z;C@t()^YJV#k)Sco!TR$T=+18YLHxF}< z^xDn0-SN4lYrJ%Cc!vAi$ESS?^BbHhIo6rTWgDuq4eDf(A35*%EVYgV$*yna%BXh@ zmzVB7ikwXGic=U>59@1R?dA#09n5L2eQu08=SQVh`e6&?3GAtbEu0j%8lB3t<-&W* zC(nEcy@vVCcs=0@xIfmOEzmN;=hXPmpo3V6xgd#OC%>aF9R4P*ZT}N>PgoOi8S7<5 zQ}(utSntk9#ytC>gnhQ9Sm|Ic33`2I=hc+y@U@FiD*V6m_d3?rUkbUa-~A2VwNx1J zemr4xl?s21&M4~JU=Cw8Xs?^(3F!D#ddE<O3d`=!_Nk(Od-lVH7{&WaVnvZpA6R35 zb#n9h^~xL1%_d2eO-wj+%V*<_EIMr5{M9ra*LmA&yi<nj9JnbV<<55keB@`tbjI=i z@3zc~;yY<Dq?oj`YBd8=%<IPd+b~~THsO);6whPOV9^6l2CNbc(><(61D>?X#Y?O3 z{z9gTyEm@yTh(=k*EHk5f1oBRUF?Cr#kQPjiT*1(aqs%LKn5fVls68d9#uH~_v7s- z<RhtMZ)!Q#9|o&zdK2E8{1}>Pg6o?$KIW%`^R!5Tz3DFnkzW=j*N0=Sg`z6Ev?-4c zZ>pb+HP;|#k53pqaf=0MyZ%wQ(TDRntJf!B{pO@aY`KFvalc1bM*`NLxtI?<A25eC zzH5`{KXv3Je!0V{SU2_dN8aMZdV5I2&gMZQa_5pW!$tQ=@aEOsBK(K}p`Y$eaX!R* za`)GMnneHEVsIq`L~yQi>#ii(g!cjN_G}7Mp@Fze`u3eAEbx8uJF6P^<#R^O*$C{j zw==#nBXF**w!B^FA@Vl$^lsgB%me6Jy%V|Uf^&1;u)YJ%$eo3i%0qDd3;Lvw)grGm zbvv}9Ar5tM)_B%SM=E@ZFD};J#eik9ZYkB66N$h1x4;<ZLt+tD+w_F7-(`2U+Tn8> z*yHL_{1$nufylH5_T4h^3omYBKk{H$uNbk!bvJF%Kh%SqIC6P<A#%XC{}faf@!pTa z#$Fn~KIV!p_&*RY$9e6fLQOg9vHpUe&c|@hF}-PoW`sID<xfBapug&I`ZuS$74Pdm z3y7%3c~fp<#|nvR%*Q4L^yy<==1M4DijMFB=MX-VPl3oCnwrCCsRSrel1iiTb=arN z<vfssHnay;=-~b7i~aBJ?Wf@Rx_@)I+&I>))*srJgD{tE+x|NP	PKI7J!nj|OBN zD4L(7LC=q&3t2+Ao}=N*X0U$6YX5jme?kGN$H8Ge$Z-RHeAWMAzyvn4Nw%A))7EwR z>}tW^Uw(04lKBkIo5feDPN@^{a<Vf+2G{ih*S^L{<nHUH?RKBCL!aPx?P`k$`u{44 zj9(I1mw#BlTR`0{wfBbQx!YK`*p-82HL(84_L3?_3@|qvwlCMj9JO)yT-E>s_<sys zz8#Hu-4!oC=pMp*+J}1;Byqm0D}6UP3v<{J%I0!z?l?!Xl-T)W9_Lf9#2Q!Q^UK&i zy-Ii-{oeTD4T<<%pP25xrE!r3eH)*qth~bljuqFxgqo6YsriwJ1oj2Fl!_8tD_ob| zr&f=m&%WuuoJ|+?{mw%Ah}i(%gRd4hX~P`H!JAuJrjZj2b!^-dhI54I;UR@&cjWi? zkIemduWFI9AuIi(4?L|`elmggYGVDD66$}V-aj(6VF`J<k5|oOYayJQP8PE)kKukJ zobHZe-j`y2e>e{Nbmh2f<sIbj1NyRz6IL|1V<jKA1v%tNxd;IUa^Q8}Rj$?>BY(EF zaJ_*1^%MQ#(8Eo5k8ZQ?n_;Y9`?tFVQgbk0J9CbEc`Evo<?GT37ZNN7T!T!KX)qj~ zD)|ld{LBVhndnTMe`Owfa}dA(0C{Mg3(m)Q*LroPU|r+06u8vbfc@mzvrrY}WFogT zE;!<PSJZ{+TH`)BEw|Th4Pag?aq~j#YhMt*{&Ih+JLXygqCYA&V@~4=hwXcBtRveu z*Hxolwa9#=XMlCYq0igF0d?(|;Q5zgx<0^USpJ;u!}`J2v`<r#fMUxR<3HP&(Cm_( z8HDF7Cg%Eq?n{_=aZQ=a*#942Gh3OPiySaVK1kM!0XNyFD*r?=;ekP=LE>*ZoSuE^ zVt0Z7%b&G#1-^K$uX-<|g<+ow0GBrr`0vv^dm^NQJn^fP^UvqVLFC@v$vlnw=X$+z zZ5Z;uypy4=J~*#@9b7siBTj)~%gpth3V1K5iyHNPH_id|0^YE1M!);q#q=%ipEc`r z3>`7o+~@swLUSA5OQJtue_Vq5_>0!Jj~SR7j*KvOdV`$z`Mvoq;i$W`zn!86GT~Xh ziPM2#ynl0obKvYs28@@txQpWZc=$Y@&C9?XkCz}=hoEkC5MH$?jrkYv6aFPzeLydx zBz7J8t^I4~JTHF4e@|s%p^yH>2h{#7D7^%{XENb+)EN8Jqko@sid&iRX3uuH^MBB1 zIGg!f;Pa4~yR%gVpIhGpA=Vo71My;oXY5fojW_V~T48+|KajgQ4Sf*J@Yu!X-IyC+ z`L{O}?_aIkoAP&r#e(0feBRu9hu=@wb6!9jbuz<{`2g2%X_oIA4fj!hgDl-q7U$-p z%f9xN;QiH<D>FY)FJ!Ndn-RnOP|Xvuu}Yi|@>(31oNvJUBgQ+KmpD#9)>Q5lBa#Yk zw?u~ZBrpf>!0(%qj`M{0@WW}SGexd`;R@YM0g?6XqVOAYUmf+SfBr|&bq8{}hEX#` zMY2L9M3E>vktmrdgisXOJ0p~g$|$Qc%gRb*M;W~oQpl!4ktCyxkd=GxU-#bbz5IUP z_rA}2o^#G~UhrDK>YRQuB|%s0+qHTRI<Mo?MJjgi;8tne2b;uzbF{w(yM%$q*nIOt z8`iB$_l2bwQ2Y)vb9$~{g095*?a7v6Cz5P#TQZC1JXRmzB!vD+V`6`<6g~RgyOUp= zfZKXsdh>g$+LQ8pw)yyF2O@U!0K?WP2O`C2ckAa?=zj;lsAPk`RP=KU2sF1NK3~;X z{+@IoMeo9vbGy+;`q$hjX2LpsK<5*K=RSJbAm^DP@|8BsvRQUIl8ot-KE~jK{MuLe zEB;|!uZ8bvbHe<D>C5Ub)lTHv+na0O@mHzVGkjL}pzqxif1`%;<f>{;P>z@*iFnB+ zHf!QaY)%+`6$CEWwBd2+-tVXvchAXGSD+sL3>op;3m?*EO^)(HoEtq(blSj^L25nv znhf|}gA`fYZeaZujlDS4f?N<e6*-Gi)TuvF(|k<O7hjq!K6{7vd@oj=1^&MqSsiD7 zCpr_cJ7#$w*U{Je)iu^)Jq!kiyzORjCIYLkQ+KA@k|oun8+!J+k~ItIt;c5U$>(yW zzjN@7?b-J9teXt*=KfPQ?0=jHRkwzsgCy!}X}3ys2zW3`8`H=%dlEkoTk8ZqSBdKa zU5^0zyheVJCDglzwyyk^`&<a;?vU}`FF02o_HF%D1s}8eZT0wA%%N3oOb|@Oy7M}4 z{wZ`Rje}%F7&%$jUtCxcP($8El>BQ0^g(=Ux_6U8kk2vqW!@8YwKBb5E~p!QZT{cY zrFiry1wo=gSf@{`dapkYK>tH`%{L?qbG(O+Zu&QY{ljLcwu=)!mvEl#H%(l~qYx>* zg;3}fZ0gbTZg%8n?d}4>AUhI%Y9gTx{IBh=^et~*+L5?mdezxu@FA|9%(w-9O}S;m zCO^y(n!Qjym~+RT#1s_xvB@|Qx327#<*mTA|Gr$^*ob*$SH4~!@SmN{c`l6!;G@ZQ zVGW#<(=WnQ)unAo*mQ*ArgY$|5B3e$;=$uz-){Oz-=6sAUdefFh;#d4oOqNB=CiXC zPK)`V-=`Y!N-Tpv^>Lj^wFmb1$D}kx>>KUx+paaEkC3C4?LCV9Cx2GIc8?2uXr>e! zwWjS!@=e`!id*2vs&^UXm*f0QzTW)}c=2tjSLft=JCc~@%O6k=9zbHmlk-0O&q7R( zey2H*zd|zJ-?2UqO+7f^V~&1pi2o&RD||VwxtUU^SEc1$T{Y*SpGGyMFV2ErDoB6m z4t-PVhZ^G@YP|OwbLMF{r#GAI$}>=NB;T$3-P2bwhpn%$bSBP~Fzye0HI)Ee-tm#+ zu!|$<9XXPnIp9K;=!6xop8)SzzW=OwFz_3fId?w;bm-ulr*cr&4TCgVy-{z6>Z4}g z$=VRHm!<slw&>Td2n9NUzs}4()s@7Hew&lq`bY-mF^c-t3toZ`wBe04Hg+MeoDOWv z>$f8vG`*esrZInZzk^2x^E_o6sE^U1Kc={r{7(kwx?w}|S0>c)a%UUu`>yaK2&>hl z1JCQ!Zge`?0^RrHimUaiEqQuNscC}7ndn8Uo@m_;zMe@XUX9*?T--e|_8jwSht5&0 zKhSd_?2P7fmGD){<@}W2g7de0Um;y5p0mB^#JcDO@EK!GRhsbi1sYOPuknNL<Fqb3 zY>wY^$m524q!Wn=_{zc32)tO^;CV<2^O>WP+Pv`nM_wzwXi#lW1o<4eC4s+xKYt~B z130#IPg+q{Aof>qqpmP~<=Jg_bNT;)r+3R`p#%TG&?f&c3cR~lXzg^-3Gh=%nOR$~ zU*%<zhYn(0_H+wL?P$hx^0gEUIfZ#&za4a;I>5mN+WZe>F*nYYy8Z+D{Xc~fxzFg| zZ=BI9jPOSO1O4q!U)7w+k)kP6hC0-re)GY+QS`qn-ZVD0sG~bRWZKFjFU7)is3;ly z;$7|E&r5Lr9G17Z3SKf=F+V9N!if|z-v9G35<U~HyeAQuqpvt}bmX!<a-W#)P}fJG z&+#65Waj|g%I8RsF?ig$#Y72}XlG)t9r@%Qo`3Ff=3f00%u$(nJWfI#TvO>`9|xW@ z>2;xa4jg|X<zevY2bde8W>v4Zb|lF^O9KK#;NR(sJ(LFAs?|=z8+Z(Q%C?Z@u?9!- z@rv+|e^t;y`|jU*2|S?T^;eVvJQKy)rz0x7;7u$>3QfUxQMH;hP(iO~iISaUuZRB9 z;?Uy-+<Bs^py6T&=7lK^aQ^R?qEt3{Tdj|CaQLd%E%-4GtM*A3ExVA|m=k`#)-hkS z{(I?wDRk8f|6+o&k%xF>`tf);&e>3d)iqU|YfBG?JD4z6&+}@1Q<@_wkIg-(`x(A2 z2F`nrz#mZiN@nw-Ue^qn3_7TQ_b4-A2y26H_s)Ld{is9rMqGPKHXvtg-JZQX!H!rO zbg-SUfIq;7^*l3hP+P{K*CseeDLt1tRII?GGUz0hGdrPv%($P$IZ=O8tRyZUe85q< z4PDTa2lY>-od@pN;9jn<$<>*tkKX-lR|0;oSm;{=a5$BHW%VQU3u50QzA&S1n&0L< zU2_I_kx#IqTg#rzu-}mjIspDEkhb-KEqE2B-)^IaFh9MlwM7SY_@(N5wo+B}lP{^| zhX3Nd?=QYL0A8hNTHucMG33j<ysKV^e(u|5l{*ZM`1zfxH6c%s!#DBPMfVwSin(#P zO(A^r*<}W&HX+w-mr*%Cd`3>22u%y>sP`iEj1TypL|WrXGn@<J1(S3}qqd|rO!|DZ z3i1JOiH&N&U)O6)@wN@;CtXRM-(UE?1K)Y*O@_M?6=UJn=0^Aw70Pl#-@qquanSoG z)}f$?Wc?*0=-Jl?%C&UibI+|TIS0L`<=2Gn#WDDNB|Pk^pkKceG?TMS0sdY2v(g4V z;{0u;@}C8$gMY7lagF(Z-Zhk_<s*EHJ8~XAeGgqT+>as;_}E>E-I=n<m9RNjSor{F znm<Yo>_;Eb+C0t5b=;0<M{GMjXb!)miPAf{Yse{-51-pT2Yz}cp<n(o=7Ao6+w1ky zj&O(mJLd*p+C{++6|qZpM12FBnNk$=-wFfmOm)oT&Ma{>Il>Qn<%Z3@G$(S}=H*?^ z4dCVSo_JCPVlI*EYvILN@UXcb?Qg}nkcl))<@1vE<Wu#=_xj&a5AIv~4PcI_^^wtG zJM1I3^G|3L!MFPc{=UKveWH}|-c~Uc=uxppULQZ<N;=NJIG&}4byO?xJ9P(gCpG9^ z-DH7}>P|`gI(%I_1E=n{7u#b_XyuyEF6jH8vs_lNuEgBlp>IPj!QK}dJ`tGn6AYrc z4gAQHU9!bM2KwJT!$MhyBRNGeJzJItU%HriNRcP<1+*>vX@}q&Uh-{ihYl&+xlUmO zT($lCv4KAHhYy}Rx2d4dR6Lp*C<R{@>#I}h)A%_i6Hcnm=vOF2Bt}+v;RlqCilG2+ zCT8`iG!N(GRAQrmDe$V%j%g>RP4Js%gvW}wIuZKZp|+w#Tf+CLB>EO~v;<}5EX`H) z|B7*$nW&?;uPZU}qaL`aF&k;M!Z-gqGa{4=_~xyvv>xWHr3>P>skOm3bK8A;f{-)$ zylj&ZM+aT3I?$*Qb5131>VK!fe`tGaSM}jU_+b;RH`USr&&|v1q5yu_=xn+n3G3;o zg{3fykt3<}qjGSphVHT4q?C?&_<Q;6)lJmM2YaVu*9yMdw@>}w7<husz8jdgf!|9Q zsFZfnfbYO_tD!M?@KXn}O4Qwu^CNcX)hy~o-r>QSY48LpUMyFt(I2oDB{6zH=i4r# z=2}6G+@z_cO}fA>4cql@rXR2&@c|L{<JB;CbfsL^5&Em_)pl>5B}cNTsr!Zs&sEN` zH;DEJd<WCFeih-roBr~oF{J~%qu0W0IO=x%W7`+cfUDER|4^D|!@suv_XY#jBj?Zl zSB}8@v`=2VNdX_@DN*|6(IRqS)g?O8|Je~a%>eVkBk<vWcN4VJ{Xbu@VanYdc~co| zz2~9t)64%Xy}uRjyGJddcnsfjoSmcnCvrffE5rRzM~tqmT92U59IBdqEr<GFyt)|C ziMs4qvsfR7&%?#zoV$zCnVeRV{(S5`>Mr%mN>zLC*7^KZDIJ&x65X=*BkHrYoyTJA zdCcP`3}18ML=Me*0&UYR;H1o%ZN|V$A54NS#i1`hpggAZ2)d#L1IGof37mTdsU^F> zdwg{m^QzeZ9!K!pVR6*S+-H_4k&he+Z_|)+N-z4AYn<1bec?m(>hS8y#2j;_nrM5! zExAynt@Tn3IW>t71}X8JSACB(Cai+TOWv$lN{PNahAoEO+KHGJ6$;8db0wMGiX!&{ zz@NBIJV;Y@BRL<;CzYY=C64e!eOX6t)ycSPso>%L9k&|$gGbR$jw;N;d;1fh!?DHR zjXZspe!>asY`Yuv219N;(*F06Rl5LufL%Ka%od!<kNcIno_Oyc54Xry9&;sQJX$GZ z^5FfS<XwG>^Xc=<##eWMYdB~H7Y4VukPV{5WLd|FWc)PS#kPWZ#v#{D(fv+DdRi^{ z5b)&YTbX9VcEB0h4(~R;b|D}2MzUGq3$_b=^ZLa<%t=^Fe|Y7JTv$z|&3B+%+;dD0 zV#fM1+u6fY){l9L(7Uwl;J4kP!vyTHkM_|$cZ)&Y$kvtiwItvxr^)w226%sqF1Z`{ zkpD|B>-4{m==r&xQ+t353mNNLs?6Zu96s*20e|kL(%j`eihN14YjOS6HbnB4b5pjC z0}1S`HPi*}Kj2mv#Q6sPZf?oE1HioswFjwqeu5`yTv@bA2H*a|Dz6Cp^Y|{Vn}IjL z#~qL2k=_X$SnDcZ`^$-B)&}gJN5A#O;ug2;q08jx88zk|e3;*vXdh)|K;FhWb*?e+ z@%83Uf5OC|=ke`|N#5;BLYH>gG+^I(Uzzi5b^wl1d7LbWdhC~#@IZ$PedQmKSq}6$ zL32(^FW)<n5ULJyE)VqSk?DNQ-0;VH%d4ibx|4mo&&X|@1g|}H!7k(+d~(629(p_6 zNaT@=f9d~%f0Q^%_j<sYtj=y7f0zLOvmhOhQwsD4$><g9-8eVb{bksEpo8a^1{a=& zAKo{>ni6_NLdlwHS_||c2Im_~g>Gc^1&j^wL;CNMzdj7z=x5r>cftd`IoNijK*EkV zBrLqRrvyJNyVF!RaPK$Is2vA3;5|f)wn<!s-d?9UIU^4JC1S#LQWbpd*WZqYvhW|X zvvlR7AN$Ho?KVDx_qVHkWd!|$g}0dg5f9|*UX}7I)q!7W-)?UeHS8y)!Vn36<jT68 z7GVK@BFy~8hS?qaY2DCt)eq;qnOfd{)TgwBzqij0BNud5^`5M#E!ppXxO~GP{FYNZ zk?$VE|6|*#kUn8Y)Mj|fQ{7yNUhr@|^;h^Yq-~RhKSOV>eU~zfKGH6zP*NDW*av6z zhuSzN-OOaUXmS2N=e+PVp9=mGS8YWRUCc)_SahG0h2QlLyZJ%rwL=akF1LU$oNi%L zSUvAX-iFKM`QW{0bh%VU;`zOlX!Q;O9^1Q@MT6!EblpZP+q2{LgeH%2>N5HP+3{~> z%p0NaCVstI2;D^fbMTL=yly0Fq(Z$t81*Vv^>L#-bnRx#)KT;m>kb+(l4Bi+^HZ*! zZ)(x6sfQgXM@|lvh~RWN{1T^~pXo*dr^Xbp7RVq+t~CGGmU=eikcqF=ZP*4s(C$-P z1kS^UyBbiZ3jSODn@|h|_QB3X);r~P)+DiFt}_pQtK;(e*(ZcC7dAD#t!Eo@Foa_n z&VW~=PiT`Jf?iWfA?;6#xjJro%PfyQcI47d$$@6@tx>GgwD#D4oOayN2Z0xbS3Jhv zfEOsxlAEN2U*)%9uye6Hd{Y;vPFjH{OyBJ#u+Ii~=4G<0KI-6iQHqyF;48M}FEcHu zgFoJMaD(eroDZ7$eV-UmX9mBf(4D|M7pG=(BXA~fT2Ap;5c2*kcUqR+bRj-0Y8!Xw zp+7n_{`o;V=B^}8B+BD`t3C`jdkQ^|u28ii_8a>74QD@OOyjwCEw4V;fqq>xs+9-c zC3gJjcwQEKZ>f`B^f(WmGnHo_1HUA?zr|k|c+c|7<eW1#cx4X9$IJKN&k)YJD|{F^ zRV8sE+Rz~qZuE~VLw_jCmbJKFhQ4EDNkJ35tmw&SeS*Qrp*C|7qlj@LYdiT8mzHeF zy=Oa}AF^To$NP}YH}rwri}dWDp?kX?YUWuv;7HoJgr;7@AJfzrY48o_!5Aac7sCYP zU|mmHq{g`$kq|f(YJ|Dp&nlP2zrf#=cw|`-=jJ7Y>UBO!7h;m`zJB&D{LW-%oDqET zy=X}{H$&t{v>4k)vEy@g+-)~N9WIGv>f``_WNsQ8-xUXc*kfXU6LUJlXFmqF<{}TJ zuu^(YH1t54zaF2#GalV?^LrBds0*nj#cyhn1I5Re-nwi{GS$siU+e_lf1WHY1e{Rw zPIR3bI8F5IdcQO9@zs|?&rI>>iyw+I4xwM~`m)?O_7(c5)N#ru_~-SM4+nQXg1%i` z*pLl<n9tyTe+bSiX35-K<!$h}viyE?K^eMvS*m;^^pB2HBaz3HkZ)f*t0xUyXH~#V zy(ozFK*F~ihA;P-S6uDrM&xWAjW?f!4s1%ZQFLd74Jq)<|9pEd{8K`$1J(+5<Wr}2 zz*)?@{j!=LZ?1sOoTaw=9yfI714DM=vf#6vxQeOK_lnzO@xA|moKuJJ-0!c^Pt}?q zd+hB%RJ*b{1JReAuTlK)-WU3?@(vHaKk%dLAKon0jC_(eC#ZiHK)2GR410lk@BZx1 zZf^8%*|(LusnBoVb#M+_JP4nyoQg`24CdSDlQUdJ(We}Y7ZTiuxt@=0yR1&Sk`+Sx zhUY$VPC}V;4uA*0Jy3X?VHLTp<|(!7*N~Ika`AbcD)5X;a!&aia1;a2>o@S#6#n)O z=yz}>FZ$B>uK{n)`xg@Wli&@D9<Cimofg{I__UP~{nEyr#uICfgx}0Q-WGi#?IDqs z+&!4vl(*O&S`Xdgd!=0P1oW%-i^Dg8xA+}6_Gmj`-jDTO0Ly*{@?+j!FFwhcoNUgP zjJSgL`6E<){|@LnQs)`uz~fC9St<-bNBY&8)7S}KXa}<a?P>U5ie!14Ezet%JqF)I z3^7;4`6`Z{3j64sO>_+l@I~sJPpJs>O!`}`*EAZOh$2U5A0_Z-k<U9fUFb_RGV-o> zuuhDIs~#D-L6=DW(lSktT<k67%uT1^pA#CW>xAyx;gU3`yW~Jx9aMA|P?zMbF1ufc zFRRnk<OOxE16dod{CX1W`-#LIvWE4v??Tae-?zZEK4Qh@IM>ce-<miL-e5jz>FAw0 zN3t#J(^B#@c=+&O&loNzqB`KRTelhW;kz2?at48)y56qSS)zW?Y~rDufxdL}+tVMD zmx-YnkLbc0aM?`Adc7U$OQ!zj8+fm5<5zD~@xupN5wBaD>qZ_03a75YFLYr1(n2}- znn`6FfhF{dTi;yCIFA0IpHY3QG|mr!c(0|$ZT4haOx3#?oR4Gjmv}>7AxBE^Z%1$x ze2FImrsu+(Ni<be*P^{MY2y4{YSjl^{(ki|uLSbkoLC-lh9Iw=?TqYoaeMOQ*Fqcp zA-tD}w?XTMsK>e&n3VM~kFm>hEsWldyrqa|P`(OW+o<xb;WP9i@hH2QH0(FJ*4*Q5 z;F)eXk6rDuCFvpyo<YDnS6J&G2BLo%y+Bp;6?2d*k7}m0IG`InxzcElepO;b+c5PA zzDG~T(_#bUi)5P?T*5!I`JUTE16{N0li!#io~y!Q%NbkfxB?8W-HW$SU!B+)8o&!5 z?}?Y>pT#@{_i57-^iMsW_1ab~$gOnRdxb6pe1#crnmL}6SMuHP>C4EOxcua%b1}}h z-uWUk_%HMfq-A`-OMPJTtzOi|xpPrph2jS0V*m8qwg(RO-J+E(dK>weeBNKL+;S$t z-^HI?Uc-F{ixZKRw~=?Uf#y^CRaf%yyygqx3h<)5z4tw+z=Pgd-0po6dB*+0->QL+ zeT=0-e>7n(!cB6O6MZ$;$Q@Tr@Ob9RCLKzT;m7lLaMsQNZ!jZv`;`#p07MPUsakA^ zXwLXp%2D_xj3<KM<9*DQm|fkEIbOY|?usnfCkm!veO$;<mv>(%lmtH$DG^5_!VG>e zoTE?)xb2Cz3Ge^&OM%uOsQ4^!Z$-pd+#v9R)G>7d$E(m~qBBpCy{;s%dCQs4cn-nK zkAIb6zr}8uy*()b|HAPUeg8%1FBEG^&XnM%Xu5_M25iWEuJMQQ9q4O%m3E8adxdz< zl}F7xky%k)?OdGCh8@#9a#hG{ZqOGjLcg{lHMD-Kq8nk~eAO=-cqi(srq*llY-77W z8zlgbaMrXPdJ9}xZz18t3x83g?@`|O&>aML@6D}iV*Xd;LVa)z&hyV&GS60!Tgh)* zU474moEBh`ZTX4$^NgJ@Q^LVpY^Rl%!1F7lrrI}!{a(9cV5kFmt~MVdnFZck6aF^S z^}qNzl1avlQNze(QFh;)K4C+QA689@UqPN#s*})?3wZXxeV?40?1{_{6DCzW@33G# zi+DcduS6Pa9K7m4?jC2mU<6&!`Epk8W9Vj;^5IMbpGW6a;qq?a9Ql<shFD9?UtUUC z@dFOqB*Umd+HpRos9UC}x)LSrpw3gw$PaJgQXZ#4ZtYCTB#RB^2(J0FS3);XIv(*S zS`hcMtjJljpx<I&(C`#j1~0-LawH1xfxrLxqA~a&q0R%Z4WTP^>9Nk!pspn!y;#$Y z@6UQB!>a)2e}m1h(97KLrR)&#XN|%+$>^YG_rsa+{*!bo;)ib~(!;+4xOI<ryWrSS z%s<*mzBNVPDRFb{1}pGY(P(w<pI_F5&*uI1u4tSuIzK3kwxWK<)6!_vx)46fsYKR6 z@cK1!{co^OzDKw2+7yX>ZN}}G06wQtSe$1A>Y&!`S5Ne@zUnNlp7u;d?%W}fbTvF5 z>P>>dy9bavnBvuE1zh_q!`_$qi9M-FqxN8QvmyH<)A-gs(J$X)>(~SS+^4iyixGN$ zzEQ7Oy%2OSw)|bbTCT);?cqY$1>_x2PYuv0;=I<lctrr~@qo+ps1W+!7yNraX5f7O zXq7Y?QHs0+#!<nq;Ln8Jx!hubk7VYYPALJ$UBB#6++62MJO-vdNq&LOV(MyI1bjB< z^yt0k7xZV==|Ul>zq4!Gm8`)ZO-JAP5Zj9R)ZVH1=`HZVnV---@DKiiyRQPGXp!gN zWEJzi7k<#mz90FtZiM#yKuSCd{9cb_vh(@z?>$e2XT-n{<b8Xq|2gQk{fS21)|lfk z^%eM?=}M#xKVD$IhrXli&F(GG2aYH2@$&-@)->32CU>hFQ84Li+ltQ_;XNsPF9Ldp zr%#7LDf*ISryM(e=qNhR+W(kiu7|SY#Cfc*s6o1RW$=`LIaBnhT9JQ{k^i;)F#H4e zw_dq`dDGL<;+O8jPuqHfF6artJ}$3qJPe!>eZApHj{@ef&-%Q~!+X4%_qEOz`e(F4 z{f2RE=mR^QdFx*RN5|hB?!|iY*BPrF@<eX=C8>AJKY(vSOMQ2L!G3rfaljGZpMr1V zM_!Htx$L(%`>WQD(5g|nH^pH7J@9GUa3XlE#-}5SKjHt-bGlsu{Cv(Sa=17Gx%zX9 zWmmFL|6b2{nLLLNHs;mZp&al<=W?zFg}~21F(m&W0PA{>WxGD`-_gPW`}d!%h<}Uj zDJB*8GAWNYj{>)~7bI%z0nQU196wcxpHogl%cO3A`TxZs)991Pv6*u{HTE3q#Ydtn ze;od*vZH^OK4ZNJIqvd9p1Ntk_0Kku@NXU*{a67$mP|9m@$GgYd*@$Tg+O=NVk}ka zi2nG8o7EXv@LoX)d~LHi@bit$R$l{;YG>hlM&u@V!5o=ofqCQv<e8tJ9me^nBrE3i z7j;SNhW|g{Zo$>CKbka{Luzcl?C5~}|Cz8$PX+AAT#l~7+_F9V1VYp0X2>(CR1i@W z2Y-E_`A!qwm%E(gktFCTyt}3jb%9SkdCb^wU@vsd6xmu~VbsfllYdmOP9)g^&dg$7 zukmU1!$*q9f8vY&bRGI+^c}{H6+a!wGHa*QQTTnNyxY8*gD`I+UERNF2z{mbw36um zy6AZ3Fq6L{@w)R{RTuLYF(qD4Tu^7;{a|aY0siCC^7^9%{F0>4qoW30Il`CD<d~H` zsr-|fI4|HveAxA5nGCW1wxzm<fL{;LwtMmkb;aq|)65d|XP-U|yZ?W`L#s(i^~O3U z!Vxf2{R8{iNZL_q9K6zxV^;6aeZajBGGz}l_Q1brTS^%f3LRpY=9ufKD`}hIa;pXJ z&&J1Bz<t+^yolMjDMk+WDg0>S|9@UPjo)rc8Fj}hXsTKK3g%zWvoN%ag6FJqRQ@Z8 z`Pz%0Zsl3qlF#AhY_;$S%=X@xx$)4M*cnZWyzqyvEYuNMV`oL;<0`KD?}5)~F|*MV zzLFPYbXp9&x{T55U2@z`<e$a6RPkNF%`5DG^!T6$k}{{GoybF5{vfRH2%M(GsFZ-d zI9XpxYWbxz(Q!C&AP9JH!_snp%3b^%=IYIn`1e+vH&1XMgf0_TKK+CjeuxDcm5)Nu z4VSz;qe8(C1wPnlAPs)g$fUry82U_b<z@p><ap^<bB;-(->(UFD3F0)je?`@^(*jw zIYJZx`rsoDQvUj14=NPgTK(k{e6f3P`rH3MFQ&*h@#PnM*vSg<8Sn$-Ol%jD1m3)Q zjAl_Dddza^M;Bo!^lO`1zOOZ*f63dN-Mt<6I?agC`kT3tTW8oenIFb{!pStR81xkf z9|ia9`GI-P&&L_Z(Es|~(mV0-q%ApL>G}8E2h6eNtN-!L!Q8-F#^D*9uMLhon%%6( z|Ne4+sdEy3`{6aY0i4?cZ}&%j2(}|bJt-r?r;&qjl67tgK8KFm*Lt?2PKBPGxOEOb zIJM8)6q|v^u73*dR08hXA$o9MFy4P$YFJtd@Y@p!iH7x^xNoPcL_;GU&pTt=_0&7) ze>SEk97JAmC)Ysz17*~m#lhjX$g_zwmAmo`ywcBwrzYN*KRx)!Ga{WC^E-|G8<Q!J z|8QqhjZGQm)^AW{>VTi_COaFh);W;JLU)1^;cH9w*d9~#0rwbr+t~8K&uJ}sta3v* z`YNwUDWC1m<aqy@`lUa}!{a<{Oh4^Rq~m_P*Br1VcS1sx(ve@_J+4r%#|b`m({-Iz zoYVGHPPw93PY2j1{Ga0caDL${U4x&5s$*e=4*i;>&HLj|A7jq&@h@))@Q$okjAaGz zejm3S@Jt=CC)RgcgFmJsKemnOwGaz@ZED}Y8-p*Y&OFS%X${@<g%w3g@F3KaJFUg7 zY)FM*l(_|-ujNSD!cm;lhQ&>vI)Rg=dUM{q>4%RvnXYaX&uzV9K%x~m%ap0b%LsKg ziaoAUO!hKy*;CdyCW5*70Fg+^Vazk{*1x=h^~%LINA&ox&OYt2(oclnK}_z24}3q7 zuUt)bfS=3eVpY(GZ}skH&LM*%zysWcZteKJ%^0+}JB~RyO`+nOHpnS&hLW}h-^~^G z+;R=%TMV>3rbm4&IeS`t*bQ~+(Z5u|ZSbcRZXY+(!~9FR=;5t+&b{wP`7aqelTB4A z6_ogSZC6{o%l^Rk%b3nGoeKVWM3S-E9{NCH^9YR_bnQD~qwm4<IL@s%$Zo*gF#BgJ zIxXlctgb)5V!mG7XhZkukI1K{z0ch2i`<~93lcByW9~01<2O?w`ty_L&0KIkovRAh zXlX>>nYXarAAG<Ct9#u&(6de)(utLauVTlxfe<nLcMo(UM7<>8hpUhdAHnBK|FG`a z<OLnu*h%0Z_FbjwKD|6K<oR8R&Ps(2V|U1P|1S8O4*IvRpZ;P^dZgw@qtV~mM+I+b zsDUrs_{t$6<Q*>sbO}$U+mTu;Cv9JxdtX?dHOXV$+6xSy`h$G!jBOj7qf{ISot_6} zEO5K@x!#mhis-ZA{bi2;$I`OM1ks_6%7px+6pe+Rw$V456@2AY?XVBWurDJS=_3r# ze@PoT>uKQ}x9J|uu7^L)j@r=D%?bJ@C;d|$<VtZ1j^EY(<w8=FLge}X0vC(A{HA{5 zOqOqJESXs$$8b#7xfp)>YaAXQI)D@2WJXZUN5RJ*_g&8%`=F3RQ{Cwq@^Gf8ql+<@ zxNa(<6&?qkMewxgiCpla_myXNqd%b5`~A@LJ#s`<k~ULZawPBT^y@!Fx)O8NdS8YK ztm~e4CH0c%>$o=`-zEjUqs#85kEK27rj(gIb`LpPEAuJ?df<EZQ?YHrdU08M_ubSP zKKV}9<9o(%4_q&u#6wEta>kS_kGI&7yUT|!C4(R5Fbthadx-p>j|H)pfCqdG{=NKD zg*uQR|1yBfhRhTUC@A3b2vMwgnt=ZwE?wUC8h%yj$3v@Zx9!N6y)B#_ZH}nl!#PJk z!mqnACzYGcmUL8QG8H0!>$CBT{sHulf;uHfqR!co=zP*!cnkAAPxt33V2<xfL=|Hl zhZCvKN$s>70Ny;t^-qEcbMre7J?*7OUrE!gB>*0t6!FA~orRynvw5d3cu3E-ZwW<{ z;CUST-wZXPUh^6LVgT=Md@Q9*1-!<Mw3CihkDZ8aaehz=Cvb@Q>FQTWz)8ZoTxYWJ z9FFbe8awYuP6RBu?SG5&fxoZ6J|Ca|SL0Dm=<t`+s(Adt=LcMlNXXj^{Cu?PMBoQ^ za(%6V;xhD#gkcpE7W_V|T?{4hz!OG>Ta*?A97tl9R%B8q@~WE#4~L>psrq@;S1bj& znK|B$e*<laX7KvQfKRq0ck_$R(PT?<SBHCFo;q?NmQ5P01EC*(mT(xKwIQ`nj{Loe ze&qA*m?ZZz4&*3nXTdM%g$JwIbB|EM=T&B!UWlBaF@AG}&);o`y4a9u1#k$@H&^My zvJRx!YDV}ucp7zCADf%dH%5!|IIAx?5S|RV&zF`R$zjI!JY(?kCHXq`w*KgwMp&~O zilF~Qnp3IRU_K#;_Q`rZ=1XTJXeD%P$moLnn?1l=N{jXm6@vCev5ELkWB&-wZXSx* z<VrN(%op9MhkuqTZSp5IbSN2js)`?WWaUxPT|x8_fxB2MuPb0~)%2}vA@JV&RGBpK z1@!S(x2$^aMxK_6irIw*-~yZ7LD$i542J#fl0p5?JW=OT^4ft+ao0W%?{Ov{{b@(v zp}rj0`IyrB5`5LIHSXd`z^&#*if8uXKD9X8U>|*ZvT!SPO{vh1y!cGf&~J%cllqKn zd5liPL7}RD^8+{XZ{(rTJ?#6et4irH6wr(7JLM>9z|X8b3(9_mc`A2tO6xr2t8na= zwBO=HMr8P@<ujqDshTs7FTrOKMWv;R`v2l!At#L&=Ji~eqFM3t@>EPUuYr&H@y^2R zjsb9@F>CZI<k7Lz2U?1EBR|SLyO`D;xn>$I4%ecf6D7CADn4@|7x~{=g*Rb+Dhw3& z>j5u_S?)^C!aYK3d6fo}(Cekb??pd_-)Aa4s^kxJ<{Q*PXQ8uvJjlVbTMRy!t4I0x zs(_C#(nn28;J^REu-X8>Ov0y8g<FT9+wL}2^8g=EQKD=7>OAh@Le6?W^ouerw%^oT z_9TK&D2W01`u>A$ZEwLVPLQ|3S+aOP7kS=H!~aL6kaUU*e2jilCF>ga^NNT*wFw3X z^8K%*Zd{N(`iauU7}U*@M>`LGN`pUp=V=?s-N<7;{CuPC5q#hF@bCTe(7CVb3({PK zKZ}1LCTG=&1pGapX7kFC1Z?Vx)BFiv?=hKoKLnjgUUuKf3v<Xt{4w{^@;316AIJVJ zTj2lu(U#1Q`8>(C03mnyX*Kk3v)Y#9d9}P}l)--6@#Wk2?M=|f7<TF#0+&%Po0gRw zb|%gZHQ{MTF^6g)+PDSZTQ2Ebq8}A<${kitxP3?eKgj#p>6a5>-J0d}5WWSD=ZYIl zz?&4s(<mMT&d=Xd#FS(R{d#H7k8uy|>(_&__Sjcza&wm|I^Z*HD%r@B2Yu7`^{i5> zD{17a8nNudbCG$KL?r`XSds$M!EhTgJ6y8fGzfoA*MK8+E9N7^7uu=M!-sgMH@a#B z`ghvz@}qd)MrRY;x`7+1Ka2>+!S}eW(fQ|vN$6Dt5i=KopNxAy8_!^#<Y#R-Fg$z~ z=jV&1M{zF|^Cr0poaY)R6+Nec>qq$2?~TsEPnDdS(pG^w<a>hlk28El1E*@3%us&^ zXwRKOy=@p6PidrskHgI}n28zl!NMgpuLR(uJTg*TSBiTLq`vzF%-a$<L!-whv0lHP z9Xw@l1-NF2(`F?MJn$77+6Er*(wocmLcvGhSS*&0_<?#l(mi!)$bk&BNc1!zhlx2@ z+F}m-DP#PiemVFP{f$yNjn=q#hlf6N8t1I(=2s3}*iX7+4|e~5|0vbnf|efeG%EE{ z3zKhgzW<ew_9y{fI(_}?!<WF*?;B^_P)CX<T6mYid-%EjbBMzE=SHT4<lwvNi*5*U zo`!x@Q_|rNe&GITvwu&a2h@q1_PJ`|{@LaSyU7{k0Zq>@S1~%{KA%0i$_ByjKe>_K zjDF8gc|7hb1MW2%>GD{=20!58?x7^;TZdJDhS}o%*KK{E;kIT+4*1;C{*4?cuX#pq zJrTTrruXz$l#nCAM{~}s7;^xY`ycS5E?*s4pdVO3|6REMxE6k%%*7pNnDJiz4W8He zUoT|}c>OS&0=(zp(&zu*^Bb>ezwhQ(<WFlnxNr@AzU+#?aG^5PlZvzN`#hnu?`im6 zGKTw$9nXGYHikd%!iKr*Ep{Zy``)D&RN&>@=f%C>piiD1*r)UlI`Y3qYil0JS4~gd zVEhgKk<Id(rm+9W%4V<M(7#ol`&;>qIgo^$&C!AI5lVhukK=)UpD%Jf|FjwKiiJ)@ zJ=UdZ&%gJPnCDwCp6XHqE_{1=P-_DBi&W*O)_SvnubkfQ_q`W+0THSa<=`op?%+;J zG2EjYtj?Q*{=9EXkWZ91=B9hntSx{a*y&|yOP}N38?V<B8aRhJzEF$r+l1UXkL}`0 z8CJxE!svPFDtr}M%I9S8y_|WNpGPo3*VDhSvj;q6($8-JpTEL)`k;VU3OdfMA4#sh zC*26^@(kSrobO>L%Js{k+o(MH!d)SW`>)=$2))JrfAg#-DHHm|Kk-9Jx8N@o{uVP_ zEQq<C6)~r1oFgB$E>S42L-+jjhstq3>hY(bzCcRo&Bc%1RKTw^3|$wL`HOoce<@qk zAA^5fBu-%ybm+OGJ^todj)aCMR3;kdf1<R`Fe4N4*BLy%n>+#!6kqb=C~&-tC0p}i zKJL2}$-m+Y9<}h8>JM(<p2+Q?0vqAaVW4KbQSco1oQ!_Gd~O9egjX<(&B>XxIm=po zISGHUmiS7B5azHmi%P_Sd*7$CRyd!5pGi8JVma28Sg~fvM!BQU)ulNf4LtmbS0X6~ z`|GRCgU(k)$g%PM9F+)O^pJry?-ZWf(q|nd?(Og=(LW#7LEUvdV#b#XzU{nzhvNnC zrutUTf*!xYy_Q+l^!suCzc{@q`xx|-Sm7;=Y)A3=>b>I)(4Q#}cdtKWgD;@<clCRm zYlmWk>>7COh(Yi3bGAO{6DZ~qB7kGQyUIowg6~<EZksI8h3+75aa9R;P1^k9-b(!3 z$9vNBW$xROG?wL<d%tang9Y2-xg&O@T%)t!?;!HfYGjMI^5EXfO$sK%9l#wd?^?7_ zH?r^YYUd`xucH3EAsc>Ak1ITd<0Z&@@o0=~#5uA-?}}R^)~Ed6thE2%f6LJWd*h!% zr~B-0Z-+YZ>_El_UhuB<HEpMi!5gNUZZs9WVMj!Q4DJ8tdpjdHSLDtk_dU}ncYh$( zk(P{A5d0)s)eakqQozF&SeA!i-g}_zk5JVsJ2JRQkm4=y^{~K(aW?Fa2+Fd#mv~=Z zwOye*eXxERzAF8H5A-W{M={Al@VPr{u6yCH{(oMdv_6G7q>51IeE5pS8Jgr?u7PK` z^hRXc74-4G_jQ6W7kzsC_&+{5^x3|t{wd%&{&hvH#42O%GG*VY4xXpfzvz&^@4$O| z=1q7IJMylA;mq0$e0egwUYBE#-=7^!`<@#7?v^w9@m07N?1fjS(>r@|>KL`*?{-Hr z<+0;Q|2tdaKygW2#0@_E?T6bfRqe^EA#Ej3oSR-ZO60a}1#ah@Z@zU4eJZD$b6FyM zOM{}G-wT|{kXS~vSr_hG|5a*r+QN|pImDE(euYnQN;`TLeQHwfMm9A(_e**UWf9Pg z===LG?6U?>{7mQGdA!dJ{`cgay^)u8|KeeTe&pgzEhLL*;NFi9N2ZE6alRL{?l>cl zzO|o5V&6qa^i66FY8mi9>^jyTt%JGmoT{(f)ZqR0AFR@aUQ)5S{8Q~-2i!}<t#SJm z`01aTo9KX_4h06+CV>z7JaD;c`J)3V6;%s#hTr*)>FJQ6Ygo?%6nm7b9m(1JaFyn6 z=r~2qF=1oaKQbppDOkYA&$H}2-|9v}Z-pB&3&7tP*&A@T5xHoh-ki6<C#x==VV63I zIr`SdH_xCWl?whnmwv&C_#}*7Y&qyaw0`HNSOTxioA&K&0{_MR$CHB*Jos&+0~J5s z;{N%ki(4<908SF&Gm3Zy-gP;f>o)p?XFJ~SqIW<)Ojl|0o8FcDV11ok^Atb##I-8D z6Y#~EUS7WhzNUC{_={I`@V~s*D{Fy{<2~pdeHp*M>6_3{%X{R0In^57u6HIkb!~M= zSinc#Iqv=zy3W~cHYRo6xR?D@!$<lD?&P*URoiuL=y{8)KlsuA%RXa9b;bNcuSmZ+ z{!S@n^!Ye=;#-k!j{{EO9Jpvqai0qBYk=kVPSh=mi@vrRS^x80HN6Lb_xt1$OXQ)` zMtDWeCgB{ed!ha!3ZMVhvvbn2vY6K#eA>j0^X-v>_1<r6@D+9oPfwSF|C)V%W$!fR zuS*R4D}YCnC};%^d;|VGwX*KXg87Asg0`D(P9!#x`d{uhe6E@U{O;)2j3op=(|!ZL z#Q1&9Y!LV;G2zGsE$GSHZ~i<6e(%#S{Sq1m_&#Re3hS9Tl7VlM^sj(pIJlROKah7J zEE>-IZ`FZ&1}=V_zKZ+0^Y?w~5X8CGnyzW|9KQZU^ZFeT$TM<y$nlfek-Rf%o$YDG zb6wvN-8hT=pqO)cxfeO;EMFhY;QSWY7}B->3UtnIeW|v3@NGWPy&VnzPkWxwM&%(# za`3L3{ZA9{Zk(t6vozr+)mM5fY>&B;?wQsb@S!#H9d^vZ?<rThzn%;~l^>NeF9rO< zfm|}o(ZH+i(Q!(fRgfoRRpvJrgYziba!S|1p4_sD_<I#NkA2c1T20iIIG*>H6sX2M z$ajM|#1<TgaP96Co70XY@;XDuU-*fSWT~FcLB7+4lksUQl`f>i=eAKFa1C4EQ{zZ= z_#Vtu`cDEUh}<gJZH)PO1Iy-a4a_fh3@g14490os@0ax#>+92wo*(C<?8%=cpI0Ke z&{YCG-i4VVH|1nmq&)C^GhGSpXtN=U8@YSgao(NWDj=N|gnQY#^@PuZr&+71%c;QU z$q8ez-huNt<-^3@U<uscB#`8kC<Nc+ZTa?<K-A|m>~#;7Ft2xARQ?{;%cJIi;6EzR zJv-X>l^(Jq{2UGj>^T1#(|#%FEnAZhk2ODWz^`?3BlV^usNeJ3&rU6(j%2OB?LLx& zyujFy^GSzMk3)z4?uF0RXwdCiy)Jmn+F~=WT$~RH4ZB=i;e+4SGs1}HX~_CAp7s%P zF<cwSnJ(Zxj>7t&WbpSa$;@py2SmTzjPzK+oE2Za$2{;2MSS9pnnL6>txerIi#e+# zN|sA)1DN~HIF$c-4s-dAp{}xOZlq98LNOM2VSn}w_iymw9(UQ<ByE9w0wE5sJy`!@ zU(YG1*ux$pMbzsMg`nD0Ir;Y1D>%zBLdMV^q^k4@?iz}w6W6#nCd&;KD~iI*7W z7j~r5uqgoF)C%qH1WwDCf2GuGhkRsOhD-yj3)UN-v<Jb*8BI{_`>qcks*U5$c+|y9 zz78HEJ8<unQQMh!-nK;TxQK^2_^=<r4rYzui)iZOj4T`AAIR;O8GVU9c%uuwH2f;` zHo@DPTA&+j%(|BI1%26!Sw<r2{ilB4_vy$};u&V|xQ~9~n>4fWgctJ315!ogSg>BW zA8X(3#l37Qp-1i_w@FM(H_%!f`|axIAg=#$+|S+uu^rIie$Y-l13u;HYxhjUzD$4f zD&O)l>Ot&_$+#oX4NPKPW}vT~vETmY9_GOEoSn=(KH?q}dUI7#QTRDrlGd0Vok(A2 zY?C>BHJiS81(tx{5LaNb*dqOZF1CDjO)~I#vr7sa){}HH$5>As@VWDc$$ij!4aINK ziam#}$-DPN8gREt)<&zH!te{6RX5&=^Sq8duz>k1?#rdEu+9U{w|~_lbhirq<vy;6 z>J|8T;<TGHkJ=OQ@YDM>`@t)5cRNnO4<dEqt>$q)=<m+cWh=nv`vglEmrmk-r&B>* z)VR<7OOiK(25`f+f3a0>fNPcq7w468@V#UlFY@CYw6#CcwSdo6c76TaK|A1e>j7Ur z<nm_G=0Bagi~Az3-!1-d6Z`7*MrUa+%(XxM?6H8kyyT8ozrGg&r>2YO7h`_(qlZUd zVE1K`=5?8W1@D{T+O9D<c{|eDO?_7nbu6OSb8zo*?3-h1Rff-SzD<f%{bh0`M@?)d zHJ6-8%4l`e=vL@CX-9ik(a$NE{^b6juhL={pL}rb|9s4^7gZyG3)3$i$c0WG8Bx0a z8ucMNf$ivi;5WCg?ObeU;j<oEa4<=LzPDI;UlF+e#LoAsmuQ{I^@z*n$DuRw-&|7d zkU&1T@^oEazXS2S%{hM{6mtYRob_hX=x2G{Z!yYX?qF$f!U#CZ(&E&5xeoB(b;%1% zjKHb)-`;2=$Vt7U7~1ZS^JtBZ`J)^9c=NZr3Lm1sea<2g^bLC4q*(l)L)Z_Rp_AP) zPNbzSm;ViPBBo&P=1M$wc42qAAgq63N3XaG*jE>WUoB5>hHpuK@3q*iuEccL@tkYl zo$)=3GHcSozeG(GG2?r?3f|qQxQza*J16K+5$g8mXhR9~kA9O{pTacpd048Xedlqn zwuQ*@o(%ln*58YvOm;-;X40>}z_&?CLr#0)>sd^-KEVwfI#_ppd^6^Mf~C#XW-=}l zT_e3GFHG&oasMq-Ea=Pmho1~xdg(?Ul7$B%evX8@{mj3_R`?^uE#q{cC-fCCaVVQ2 zH~RNpq36(f0`6`UsJ4e6awUAI0{*<-`-5YAIM2@SexiL{6?wVabKSYIFa9XqY<_YM zInJkPw$<a@WGqS9Q-SB?p6t*yh<)yJsm`b>#*Jvwt5}($POHgOg&8L!cPb-QA{zc1 z!_mnV&E2^FL2u-XSuN%{xh(1$O;A6XxtZ-A*b+Ue4J_qY|LL!fEM<c)i9OJv`3yYJ zjGGhxOD4?iK3h+ehOW|f>o{XA=0csFzSX^a2)?ts<9bFAaP=vXXXkS8o+vb%O!i=2 ztk^p2|NN4F@A^)zGB}a`%Jk_7+>80TNRpa*3-H;z<dF|EuH^dkuP7@CYtn2>ZF*qY zj`X{~6i|bI$nd521#Rep-N!|wlCkggDPx%bzxQXzJ^pSkaQvb`iFof9JJQs1f#bw! z_*1R9LM!1HO?g2jYDruPgTHQNOdIM*t4$~cbh=QrQP+vL`2Wh!efkHyq;a`p%Va9_ zS<|7&wW$B+1rlycS;HsvC|!StC+6P<E(bDbBR_3v^S!tr_z_RXe-g%fY4D&`c?{gO zV{-mV4f<3CvUyvnvpdl)&|fr?0e%W<?zk?5`qu5peQ_A`;BFqS|KGdDbpKxe%3)Vh z)_CuT>~8d@dToslZO})GwlsLApl+R#KfMKgP=Mrm#jiuSkIwyS+9eTZGDlY{lmecp zwVgL=KK3&CVSaAk;jPF6S7_cBxzB-Yj`F3dRDxczxh78N0Q#ij!gtJR$e((6GCBo% z*=d8f`Jdc@8!UrF&s@d4_dbTP1x@5{y~+CGIRHK8rQEk)I6u2N@A<N!Zs$Lhx@ez` zx|d1m{U_X(Fb7o9)_%bG)pjTR^*;yVprh_Uw-r3<7MW{C_<SWd*2GWa_jg<HijRUn zy5%_7rn?0>8yzXSE6^)m9=&8%fb*5o(z96+Id_3`EvH(K;XcgK>V>2=8}hPDznvfJ zoMNZF;*bgWc`p@jcK8>@f1G72?{y=>ha$&kpuf!w^Bs5gKn~{<CKeHVPB$&VUwePx zJQJo&ACf}7n^Bk2Ty!MC7ORKiVo?vHGQQo&L~g9utx{t~oY%iOgG>|QN87*E+o#Zh z2rcmsc{4*d6uem@js3A>p;{>udI&`m1;xlF;H?i`CsV-Fr5lcl97kR5$Z0U!%56(H zvj04N6lFtdY|J;D@3JR$eidgdz$<YKa8flNawTe}`B(M4FgHFU_ly;PZkStdumIld zNI{s{H{j;jK-I5?IPWzFKd5Yn9;3v1_Tx&XHBo%`nrZ(s>X4U6K;IjC<PJu>r0&4H z#@3%Rv3$5+x!u-xq8$2FeNVF$1^VXvZ8~ZK_M~>(lx7|32Zg31dw47EfgSu-%E*m5 z6n|d%J1)4Vv+_Y%4E#<K%$bI2z=O1mSqHtbkFvsU?K6W<LoF|eq7eAlGlEHbC*Ct% zLT2xcDCA6-mrm3bx{@KL1Fhe|-)D6zaK>yyJ?5$3V!jXk4P{8J9DeUFXPcadEjV`s z6<Yn!A03ya?%#0)b2!>{sxx80l`3JHE5K_#@huV0xm?Ng<!kO|_Sq4YE_xbe=)uZE zO4~#z(Py3vNmMLCe;H9gS0E1kqFXB_2y^B+bo+Blan5qQ+$j{XAM>$E3}^EnU_OGj zQ|Q=v2O@VroVpOtRiu=sY$OzON1dV-rk*yW@Al-D)cw%aV+Xpjz9FA4eD1&*{QkG+ z>h%8T!^gTDCbk{;%}12tnuxz6`9|qtRtG&vL0LIS{~`RXCAL%L6UbLPZktBn%aNDX zkxZZl-jzJV`+u%}XWWQDCj34>W=|CNfhQ?5)yO<xj~pu}Pvt`JK!$fZGz#YIh-_il zurz#=$-`fV=Xt?T>Q!g4<M*D7>SB(!aVCmo@}qp<V{)~H%GtnQG0i%2UN%M@>$Nx) z!iHS($s2mR_1uUb`<+vfIFAIJK4qT5c_MV1A*vL(ZB)r(cMJ40Syf}XBFr6gPe>JP zYXpzibz>q1yy)xojw+XE_-8n;oo_KfPO;#KX)D3pajM<6Cx1{6x^_~BUjROuSDU|8 z06)3yp&ZV`==ZeNU09(z?D3~>3ktyf#ygMh+JHV?>UH*~t`~MB=T#s7E%-4^`gAz= zpM!6Ath~Q!GoH`fM_pk-=pDAl$M({>k#X8r0&c*u3_M|6yDlMDpSh{@!4!OmSNrC> zd(cPDM4Puw!_T<?qj!xh{77XV3w0l&&olF2_R7ZR_Fxuc2j8K3i26~#Cj3UitK0=W z$S;_wRo%?%NWyYEub#!{d+isI7=-=*wRfXuy0<GCd^8?HV*@@yy2n}?IBsFj&Gkvl zBM2N=R7wNyY5eo<kYOAAyhdRo7kVAY7Je^<uxQ}cvwqJObdfLBa&Bxp@SB=_i*Gk@ zFtd37j=kVdXjEV6A4K11(6oL*j?ICjT}a(}^)lvHzACIQ1237bGCnu2bR*7heNI2b zx=?HLA7+1uJoV%8s+{oG<;n^ydE+^+n=$aD?sg-Mhw@`@E`uL^Kjg+jgZ@~NF}WxY z`zb*%z#iwg^wGVejrquV)A&%+jrBP@-{xuZ7xzlbKh?jhiT&8W=duQPR)qkz?!zs> zot5qDw7`okxg{_1D#0VHxGB>CKU<&L+VXcCdBCN0;o<Ah5x3Rd=>h+h#1L%Kb`rk+ z4|(3U=;uov{J0g9k?a1RYI=Dc{P*yp?FSRgnKz0%Gqd8p;Cq3E?cTTt_0T8YgW#E_ zUz{)=KL9;$%Y%0W_@6Dlxcp5QeBGQDjXbpAagR3o7-KFmkoD!NEHm<DRxTWs5y#v; zYcE3`^kxl@eIJ8UkXKZiQ%`S$+`zW+o&I9bb9C9)Ru_=FR_VuFj^{Y_iRb2XJeLzE z?y<$<oa4Eg%y*p4jU2Y0F0`G8|2Q{)HQ)$*9elKJgwgK|y6Bcq08i2P{Ef<c4_}S6 z@$WM_s82QbG|xeIdOXuay>&O{ZR)8xE&|^Tl)Bekd4ayBqmw)jb|o=U>b<MbO{BlN zxW!BUj{`60jCW!_#>~D{hZcUK)drn4oJ)JJQ0bd?xRPwPs<j*|<lxC%4_^STZR3y5 z`UqStI8Ec+!U4V~=Yh_rMfmYr*gOi2;fI@Ny_VAi{_@{n)lH~>Cj#ZZ_oA*;`jkWm z0Uu5j-hb?Yec5jBb66@A{_N)0ds?BB7`gbEDe&N4scReUChSlj*XbW5Nnl+vPK8Bv zK#w24+4{e~jPI9D|Kd0FiQ5(8eDdM1xS>@eu8%p>msZ+8kq;L#`F2YQ>gkmuZ+4Af z-!<1~&4xl3JraF6I1~MeNKx*HU>JBo4Wa&mDQDu!{^GXwv?F==)+4PGc&X92{g)sk z^fOIY)ibDrc?@5edu~9t%y5-)`;K}PJTalU0p~|tI<BMwPndPFIv&p>$3-ee<2!OP zeD2p*Auqf7rhw$}a^%eMT-|mV>*l+B$U90JoD=#56tn2Vilj6DIdPyL+kE(<AJ&0o z7ri<+aMIb)v@lz&&zowyl%@B>@6c$T7>}Gfj@G74>#X2c5ANK%iuZO%Svkq@6YkIQ zeI&UZ=UdL@#Iwxp4n)4-a^Vd6ara90`S)e`{=1&azDxoiCQPwIqaAa<vIQ|#qtL}_ zhASWAyew?U>PkRgN@e8KyjKA{rk}|Z8Q>_5^LMJW2B426tE-qpUwd*S;4md0a!8VE zhvR@h{JkhGvI3BkJEqDu3f@U$muAnRDe{fp_W#L1AG<m?^tzr2edWH+WmQZ&{YakI z4Y`i_z@EOEp;6$g#e(U$@8Ah({64q*h98A5hy59Jgk0UqmsY@$Z_^wrlnQYE-0QUc zYXRQ6aO#O5_^hjHL)3?WbIljtSFu3P-lMSPw_y$Vk!K3N&%|8F3jITo@lVh*MdDW8 zLib>13Z>z=f<8&cLO5b0=7x^g>QMj>-DOz!xgO$7-Wl9XUPj-mL1)s%1wQJ0H-lgu z?wQ$AbltX21$t@pZwe^`<fsVw)Y1zew?ivvQpOhfVD0;NHEP?FAdx$(sk`6@TFwzZ z1YXenbyCF6eE8ir`B)TVKe#I0mYA-?JkSca5f^Yo6PMcv?_S*7Lw4BB07t)xqR#Jv zAI$vQ=zt!47PQ?$LSJN&?=!AsdsGi|_DQQD3ebV&h^_>6uoIzkuK%WrK1qh!Z!YV- zBXVNf%<C`W-qH78Zf}IH-0FTs{rM;O;wifMcr!3xlsIEmi|3-;lri1p>_qOz7GL@e zzXIpbx<%{={FBkAewu<`epBbe(MyZ_+Qe=&(cMJeacn*v?RDS?jyWmQ0PqqU!#D8X z!#yN&@=<5MI+Fpbqv~3~Wh({i2DNX&V><TrZOF#`_3g8VJHgvi|Kr-C2%q2*ch#&8 zC-kCm#n#AP=;?iv6>i$lQ;URusw0<ebJ?%27qO1YBR@0}JWt7`iTZBrr!c$gYY%;F zNr7o!wK)2c+U0LI>`O4W>h!QxIS@IA)Uw~y<G^#sw-=1zx%2Raay*5PEdE7VZO>ce zZH!AD<|uU_6AQv)eBY4+yW04d9ll=ME>@3O^eftXo}G094=l6q%HzmPtmD%j$@J#n zv8G>K;)HKIG2>hRA7SLM#hj_7K>vQzh~IuY4d!W=KN{FDx<L=CP$cib8^-y(353od zv*Z4<ANW-7Z)Ka0p>I9O!T0?N@c*=&$Jvnw_`IHcyd#*um1KKy$OyV8+r6cfGU(&N z|8{I-Y<45zIy>&JyaJD;HWlj%Jaf?6oL~12{PCe9r%nU6t|z{45W_i@a6Kz#&D5SW z-q|dj2fxmP`z3zDZn*!*=jv4Tao`LsuE82g_!LX$CGz#a*If;rPlGRQbXiGC0Xo$w z!-3#NBUd7#eD{tS`j=!isyGhxx$k1OO9tIX{@fm$Mlnw4E{kqLE|?!_Nk6Bt%^N&Y z`<t?-z!#7DTV4B`aF4*2x7rEqILDgke{X``^Ym5Xq|kQE&&hm$qjn4TIRuJ5wqS(M zR9`gn3-G;*SEuM7^vlX*-t6mj%(JG%zui&+U$a=B6Ft_^nYa7tw?l8Sb7Y#b#?Q+w zpj6Ci!aP)$P|&-N$k*srG5X>Pefr9cjb8X(B|CnaK1MF_8R;)Ir*ZC|rQ0F9t;d<v z#9SP^jPop={?0GUgV3Q39>qj#vm<@Xo1JM_aqsd>%H`N<=mPIGmagF3n4UVnJs5hX z_tA_p6X>r@#+8;T(DSSNiyB5l;Y*k0z3I3UJfO{RPE`)(NiAp|GXfV$<%rYlzJhz- zp8j0=g8N0n6Yu^VNB`D(s>!Uf2fTF7j?@MYR}$IA(l~`W)F)^-n*}|4VL)te7wS!> zz?}#uIm|iXf^<bw_(D_a!UqOz36o@=jVR_5o{1lM@B?*zVMoK4li-ofdRKZJ!2jqP z=9rZ*Vg5n)`Ma)k^a1l1mYn~=$8@alfPjMwQT#!1m}!>-e7~_z_h9}qW7d;A2OqY_ z{;2LL;JD)&j6>adPGopGN`6@c{pq<6Fa4C@ixrkOcSXJV?B6P_13yn^@9uae@P6~# zKg#)90xyQ$(f!B(d`Y$Pyq+CCo5PcF4(PkSam8h%v%^nDH$7kgUZeeqrH9Hq?!Rkg zs(<f<|IgUa<@0^;&qFOYg^ohU6-(c}66r+d)|fLnp+nzJZLCoP-ibT2Z=ciw;OM>E zZ>``QnluaNFOorjx%e=C!zBEdyF*@Blz>m<bm`p>{lj5d(5qVx`FO@$GKuZT`Pnnq z_+cmb;ytn5jTdnrRHwe{#9ib?Ek$%yUBLSLxHlxm9yzo|b=C#YK}5p+85$qDk(iMc zVSe-x!lDJe3i$uE_7CfH`hqW!V#{Qm1Md*{s5BRSgZRZ`+cR+<{Y}oe@_!ze;pqq4 zO7VML4sHnRoU<nlhiG2&s-X_4TW@+gXG12bG<fB~kB@ykSIiAOcyu$TMCoNa;#HUW zth5TehguxjYl-`IAMkaTK_9r_@KC=9=aP8BN|7V#8}lF!|4HEMpP6yrlvuIOCVTm( z=#bkdP!pG5g83<yI0b{J_GCS?z5RO&aF_C9j^+KX#3YNQeHC?}Ku7=fB}UZkezkp% zgpilVWH<PG1I{7UO3}+kz?o}|+b7_2S`91yR9%fZh1RBy=N@jvIK-^tas%eFB6oDR z8-m|iy6_)G*B#I09)$@ZvI`|-7AivaOhh(GA))L|WR*%rR+8*OMkq3hkY20ok(ta$ z5fYUZ-RJ&wKlk49^LyX#_nhZE=Q+>GFQsxO=0>)ir`6%dy6OL6{1$wFpB8^n=7aB4 z<=B)6e$OPyfrsa=;=NTa-I5;wpUaZ-Pu&4Jz!&ev-vJN$b0@Q^>tN37ZSLa~GVH-? zY^JnBJ`jj$Pq|GF|7FL!kIa1W?;ToyH;`Yf)cT)(Mc++XKEY$uA9*TCx#EQn=1EHz z_av0#{7ze33j|IpdY3G|2l&a`V#jl81^DzxKIXKO#GI*OGt=d4_$gh!o7sUs->+v= zQ7sHU^7y-^Z<s47y=n9C82T|9LKW^VI1g=41gL5-XRBd3&9I0(L$P1kN&|SjcuJg2 z&l&wMl9IvWg21~BW1MQI@Xu>yt>+@Z18YW}_ZvYzmIzq9-|9?o`KWCyQ)ACbLpr%6 z8}u0O?Dn(*FZqSqvi|}PHz;_?QRJaBam2bIH3;!QQM~onyC(3DV)FT%;QeEIf;Ycq zU_Z~n$upfsz&S&6?ay$2a}=W5zIuRPUA>i?p$9*&$BozTp)Osy#~1p%4*VOHL`4!c zeA4VB-6Szjb)mZIh$MJqwl9RG8sbcx<9fdH4EPgazqtE#s9T!o&(5%-uD&Bb<N!UM z>{fKXo`NS4a_Q%;-Gjiv9j`hb$Yb6j-6dZGaWb>%&!><i@H}^t>15sD8`A&wd>1eL z=}DgLrxXXz(MN66T7vx+je*nK=o1WF`Ke3y2y>=3=60{f(JwxCF!w&<SL!Z48rl>u zqL-Y7>Ll`=pPQT9W4sr=bK@t@ggX%&uj3*gga5V7js21=g82%|NfJ}|I5yOk?OvC4 zAg(s7N6cj7`x+k?Z9|;+QC@8Rq8@x~=1nVY#3S;7gF*lLp@&;>u@tKV@Au5`Ne6fw zLDnmb?1wxEUWN>M-%judbV^lk^%3XI_WZeg4mz{%s~e8A&?8>SP!@1-BcvC@w@pyL zdb%yzUc#JConn-3dmnV5gO(LUJouzT-DWM|-Q;O|L~>+sFAwV4=V-eT(@(;0WP^W~ zdp6v$7w=6qp4n0w^}w!o<6{5oyzlNvDj)rcdgx?yc{+3<ruhf^OZ4F1o^gGg8{aoH z>DL8LO?SdAmx{I%`phsPH|tb)>|Haf+vwqQBX%!QDZc>k))A<>v5y=2xq;ojHGc3T zPPqE=$Pn^bI^AE5S@bh<>;{H!K=(go!x~$Fc{YBUqwi~gv(y~j3eg`D(^Y&%gU{{! zkbaR7`v0VN5&urw;M@u*d@KN7*(z_P&ESO|dZ!B=Lk#9HPP)9UJp(*Kc8=2Kog*Qe z{k%sTd5ns*v*M2@=C*|`tM?;+J}Ee<+PDfGSEP+(3H;Ta?}#dD1Mf{(+l|l1Vg5XN z<WlPbc+C#4$PV;%>dt=%a83s=(wdp%DS`gsmv2-ft@gy&64#T|_vqW*;$I#^yz1V& z*WWhRjab~%So>oczfZHyT=GuvPf`8vOeWF4UpPi$gS`<aqu%byG)G*c+2=$e1OEs` z7vWQ=7lU?hEX%3D&yJz(!+y+VtpC0y=l9Q*Fxy#VEQ7v}(u9;fa}4%vM!)txvkP-V z#r(^5(AC~!*<$cTUP$}Qpl}!YHe!HpC^7_n@K9CzJm9GATJ?_62E5NRWS2WH<Gjzr zt#s|g`wNpy=YNaOeM`Z51Nx2vijO4O<gUb++`fi-@C4h#sSFyZOK)*5rr(T)?zM-_ zuUZuS`1_M(TDkBIXq@s|xeQ*&c3INH2K5is)tu@e?3pRGH#cHIyt=Afs^#lUs6^`i ze2jStI&3Ta2tKb>oo~(yIsuvL^I9Xw`<u>272#{nL>Kp%?2|4RoQLXAJvR8>ymBH_ zaJDDLSp_mFfhUUg1vFnmossd+W_$&oSHnKGkbybBmC?!f*OlyvU^&-T*9Av{zCciH z(#nIFh)(vA69XQwWh+o}#C%@<<FlFQtGrA7cH9ZP!&qNh%RheftLAGT%0PeQ^nzy3 zLMGxVwa6j1x2Ow-_6}^^hhITg%|1&F_}@m4pVa_v`k^WCk?96});F4?*YAMW<WA0V zMZc?HYV7C&;>hjaxfvI5zG$}ITxn83Kjs4^-33>~A3>8KCg5(D-urbf*U^6vOja!e zE`Oc>Bc%%Up!A}g<RJ3FqXk>N7pUhO^vl91@t)3HB9H$15<FYxUy1u9@S}HG;_^UW zsGB5&<+HO3(daO_+=6=8K-sD20s8Q1a!%!RoY0%tdj}`D;Lm9eQ)J`MXTEkZPDVZ7 zQLq(9MuI;6VTlQ*3TNW<VDFn@d|z*sQ}>KVp&QpLS*5)RpIQ@XSFJVhau3G$3|w?2 z4w&>fC!9y0jj3TuB-(?Jrx#nguLeCwZ+mw>_@buWEvq!(@1oz&XEGojskpnE|LuX! zc{=|3Wz^Accm)+~8gQ<YMUvh<#Cd)A@#2gkeDJKOsA9nnkMp=&e2s<fKry(aox`0t z5Qz3nJLXCx?&?u0;(3+y+)W8|Arb`q1`ZVh&*ydYuSp{R^IE?h%EKJsR&hidaC1>i z%Gc<1?47QiWB8g1zpU|_!b+dPV>HM4_@R&1c)jtwr8eevs%q2hexZ&yEME7%+mYZY zIqI~v0-o<Vx7cswk?(iY^Y0>F2~O&VdP@OU?b(bCgC1C5n*0-|G5W)jshmOI(f4?% ztVEA{<F3ufm+{w?_-Wp&n?DJBRK;TU)D(VI3i(ZMh0u4qIdqMO&5@v8aV_=0^XmyW zk>LlvEd1iVERXyz)+NY3?Tvjf6Sw=f5NAG;y%#zSUZ69@SMC@3h3-Ek<$cjtmwl0W zPpZ;|FnU?sOU3F)1h*+fx;X)dza#`UYH^O`*CoD4xDoV$JK2XcfbRusEJvT>{rJE5 zXtf8rXwxUR*0V8(&{Hk->OA&256v+8ARleVRx0g7e`x7r@SD9k_QYw|(%d)regBf~ zjt;-#M06U~e)e_)pV=koKZ5gRd$Mox7W!q^9`FpH<xW^0ZC#<PKpp%hbZ6iwe4W+B zZ=`s85=SME4Gl%v6V?v#iW8{cbY!W1FQmXf=%FJaWr4W_b}@ceN7Rdli~DW@ci+5f z-Ca+GzM|+$8w>b#EhaCXUaQ95X9<NAZOn&6?<ce~R-kWKP$NAEy-Vm78fKa~_;1bC zeiA8nB)lhfkqcVE4}NzU-xl)9-XO~FC!8ILzWrx%y7Zli+#$VgL)2gLQag6{p>I}7 zvghdEc*KJ{bza-Rzidpgn%3x_mF&sQivX|Z!xZ9cX6r!w)j6vm;Os^$bVaUBkid6P zulQOxKF5?aSiJ%9H&DZqE6B`|h_UQe`HTB2mN~%H9E80lb)i2`7dR6k9;VJ>RStx7 zf%w~QoFAFSw;55Z&~>iH=pQ@{-Y1Y>`ylv_8HsaJU$}r5Mzromg4eX%pa}K)>P+a9 z-$`ACzArzeVD51m>WGlnCtHDklG2UO_2Hk__I|YLU;&>k&Q96_T+B@ud&vrXrG-m1 zC07x2NB$`;x8LLaWY5tVdSD*U>RQkS;;pUs%6%qE@O5wN%#Wj=US_jbyW~6iQ+GIN z_;awgAZG9Gm*CAFm}Z`m^ap<A)~fTz`&3xhJrtOSJZsppXd-A&H1+uM4@5vmZ$z%$ z3>`wg)q%0R_u!?vE=k?0hQC45B_(Fy`?J^I1~bTFo=RMVN{tNjDK(Rvo8awEKiMBy zXX{4L#BZ?;wP2pV_d#GhqZ1)Nl6&Y!lOu8G?|f)7`Z<?k<^Rn?S9o$kPOO^}I<~yk zmsinWKb)y#m+$II<epY+O&G%bAL(iHplR%H>D_KN(sd+M#h6Vd@cbm+_^TT!IuZ=o zy>WJm@U^cuT%G=bICGCD$QF4=*{*%-YBuW1E3|Zxdf+VsRHAgi8~o8c`&L!egGe|w zwswyhdX6{xui4MJ5s&hftTa%^*zRu8zgPx7Oe5*oJQMEq;mePzkdNh?(#Ldxn`kMP zE^BHy5?U7`&)Tg*A7r#x)ba{G(Ly!GjNr3V7(PUwLEYHiCCpt8JYbT1@8%kOTt<uh zoujgWmz<NM`iC&bY4lRm1-eOvvgC<?Z`fn?D^^<(_v$&#YV-rd@#Sti8&}-#XmMZa zpsR?t^<*j*wZLz_=UMlj#9oB@{eP%2hh};wj&B`2O6VOOvrFKq8EhD3uAG98A(i)y z4i@xt-aXC}7;q#GrA6FQ0^i%--A48CEO_gElf0Yj&}-YwyR?A+_P)l)9SEIC1Y?#H z>oNG2l;3zi8490J<~#2HE@FOnx#G}Vvn`=D^!ny=Wqf|(a!{KR^vdEUoy^k6uNh?I zf+6k%kB@lRlsI%><gUp_Z#xqGnGx+L>42LqHC|bBfzRl<oiW?}@Uw9otpE2E`g?{w zp(`t>dp|#7yo<U{f`paF>p13U471=|hq;bEC4)G7_;ypT>=)2Q-Bz!d>zn{SOz=a< zPQ-mq>x9NgKlA~t78PfJgA^m47#@kld%aZtd?%v^_Pwl0DLexXq4B;J)M!sUAMhH{ zmV#eNuwtV5By@DqlTIA$@Fm{uKERK7Fx6DpK!STrlv@aPtipGLty^~naqf<D>FNLH zGzHBkvt@wGW-L<nCqN(f$9?6!*-=m8(Jh4>AK;mLZ!6E;2j3a{hi1*M9P>?&s$^(! z{+Z5eSB@eM%^DY5c-%n$hSg2F8M@7Oi{+yI0d53US);Me3)G7=y01OB!G9Iioj!ti zCcC}+*d^$p(->l#rgo#h*{;_0RSUX(zrWvg!NX`uw;iH1L0|F2micSoB9p1H13tjb z0`Z%q&Bf4jc6ffY0iRaJMKN%l8S%C6Xlgp{HJ$Ed4gqiQ%L$&G*2quvWk(-OE4UFF zYIF=2d+~FIIpWS)U_Nejp5Aa4J^&QbdmEzMh~rK^oHpQnuF96z`BK4;*?C`=G2(*p z4Q)ep0{ASlT`%W5_I5YX>p6p`FtK2$eHZ|LzDfqE$9dp~q9d&?f`?08ij(i#?Mx)d zO3g6gyu2SRQ`Ls<Ax1T}BM^LWaaZeTe5E77ymde`2fF>brQyoWZRjDZy3gvfV}FZP zU5GsDx%<an4GuyNyTicu?5<7lj(Tx)!HmEe5!MSsS253ZV55F53;XZ5boA4V;P;!X zWF_v8J_yI}3^w$|2P^)l<j7*5j54|K0OJ4a4xcq<I`~1UB=%nmL*KtyE18rAx)Ou& zOZ@`qw{a{_(IDSNJ!p7J3x4;)NB0T?)YEk0lT%FlfRDwRd@q8(kRN@2O^g@wgXSUE z7{O1Bh<(=kqXr+XOZq0#I^e^$zs>9S;rpMDO&tWjO5SWPx%~wAKECEVO91*e%6mU6 zv0@&oel+9ALCifE=iH*)gs$<`>JKl}!y8Spp+7%?e`lJ?IcS0U-`=t>=rsP^NtUu+ zb5DX^*IeV%40IaXr}TxuBdkW9qB<gq`H#jjUz<Mk5AsqQqfl=}^7SontAOYEtbEL< z#D%E&>Mk=}f%!$=z$=!u;1RrDUUtD;3AtR6gxdor!qwv7)v7z#ck?cVJS`J`(Jv1? zR2p+8)?F<hxp!iJ(2XO;&u)Nse0)YV6?x!c@{iwXmY6%9V3s>?=Rx>YKM;CC4P1IB zwLP)}y!Y++^VZM<2dp2as@VZQx280e7l<oVj&+NAd+~e8)iyGMclO%%`{`v)%+tr8 z_}Ux+9{lg~LloeP)gwoRj87n5`TvxRC~+db**%kdgFb^Q&F!D3!aazNnf~2Y<k;`h z<auNc{;C(+DB7CwKF3P0b=QjmFW;s)`VDo`F)NpZnI-szc!bBqp-wo{)2nYcfO?3! zM%y0z6+0Pk{L((?Z-Ye}dZ2U8E8BAU^#5~~K38=XyT2a&EmobMhK_{sz}v5*;8A~@ zFmybD-roAVkt*V=bZ_VhKNZyBlB~^3Wv;~4#`fyrMeMhHMdmTC0-oVh0J~z2BSHC^ zROA8btJ#}Zsii8hZ}6FuqsVdir*F%4PMw1Pi~H@tyKilYm8D}xujN4>u3X`v2c1Z* z<ukEt^r_^ZYWmvk#=RqiT#u`wpDHg=TL!-SD=*)?&;d7sO=NzZKLS3PWv!3I5Erau zPf@C%E+E;Hxf&&b`F20UFCmEk{rm~4MQYf05UZSds||ZqM88-43<CeE&olTDz5`2| zWrw4KfQMMqE}g^Y-Qbd2ibI}I+U8?Q`hj~Wz9IY=^$>Zwt+EH6r@F96Oa2z(I$YY9 zfqVD-R5Lu2=0ULDnGlacJy@grx7c_E`+V&q1z8`X-!$}L{=Bdw@#<@heh=o2g=@Ue z@A!-VP9l}PnTYxKvD>K<F%AT!-4V~fYS5=2n7!pt1pSfXvnP8Izw>l2*m;-Y{B5^8 z(*<I#&ysqs@fPMVUf1aE#d&|>=dQB14Zf;5fv0oef115Q|Dy;$|F&b#Csr-gFRx{( zW-#~sk@1;l6gB)O8Xc=!FXNoenuZSmFWsk0yvqx{;-RdEr5C|_5)pRiOR2D@MaJCq zJL0s70<VlZfj-2RQgsY?N59qxo*Os^QQf&4<KTa6UU8gF)rbG_%~Lb)QHMtbrOlti z@7-nBFkAM>kvJn>8MF$XK}{oEJMRk4Rmq%RNHXSK7|f3?q7PS9qW>pV8$8tU_J85v zs}Dp|velM26U(%}jei4=)=H24e5DHByLz<hGH}%C*(fE3E%@8zr8v}wIs@nC6dupT zd`KY$hm9Ki*-UBcv~ZspWuusvUZC#DZol5k2431YKfxsmK3~*F>Q@u62QY||jRtsJ zZ-cq~pd9KcCqv#1cKCjE$R*kgL$~w&_5NPyojYoNd7J>h%P`*QbNM;uRD-wnQ$6z_ zE_*thJ)h-BgibSxAESeh+<g^E$`JICFNx-Tk_7)={)VZ%5qS70<-dKN@CWLRx%c%O zd<Yy<MH{uCyY}kV62e@Hdf&=38}Rbu*A46JfTMrxG<{m<1E2BTW1Y0Xj}femjfVJK zopQgK&SCiR9#Ia~_H-l0#$OfsCO8p+*Yg-Wa~ufQHIq@JVdP)eqXOZ$Z+1&&{Hro< z#P_hln|k1%=NBDB{(gY2A@OU{<wfXqR&1#vE71QUU6#}>1fPAhsNMP_c#?g)DPB3j z_uPH|gbN?~UJ_}$o}xY;KYeICKoYo9zS-Xgbucy8DTPMxz9;Dx-d;gmV{LF+$XY-@ zg?{zRl|<zG{z<XIaP%=vSgFi#PG$B)yijU#CdOZyJPyAEJ(cX4g0HAYKm7>FJc_xP z9h<d!Pk{eQsi!@50<YSvU6O79E*|-%E@X^8ZOwJPu!d#KqmlK5`Lh8Zc^C3+NP7@} z^0|Xr*YJCV1~WdgfzSNcT3)W*s4EA#7E95;Ojw;Oy`>4?4Q9_kuK{O5d<WB$PcHB! zU$;1^QU!j6s?zb`Ejwb>$4}vlJ@m3i%Q(3{Iui5K&zq0^#vTWwvUh%M;E4~ud!YUd zJ~gHGXT^R1KWv(gX``;J?(8@3h(+DSaD0CQc;OJnn<IoZbR_`-g&bD+`J!xYHbt%k z9ka911^6|DoE}&a=RqA<VKiUdg}TT1`EM~U=u=+5O<Mx)cpW`><C8snB6w!6JEUTs zB{ePgND=ONV&FrwXz-BPSA}KaKOrI{lhkt(`xTD#rv74r-}bC&%mDI`D5uO$D)329 zq^5r;yaayt?v#69i@u~_Nc?luaY792tozNNV=b>`EMtV;`~BU9yX~kWh4jkxfM;uj zjDFDY;hxf%$a0J$kL#Wo+&=`pNSEf44f+;xYw9-E7hDO$nI)ZLnA=sj8viO%9sBpl z>@Qzxw<iR0yLNC^VE@ZfhW;kv?*s1rrGBPP#A)u4tIB_zi9N6L%d4aD{QCDOr2yCM zbeSaaf=-?LH^sXBJLoe`YL494k9(85Z;%u7Lh&+l%MXF0)IR^YPz-%4hy5$j_Ez{w znnu&c#CQ^Bql!)>h(8?MTdg{n1Bp=kTi%NA&k=pvxexd`x$b4G-zfb1+%I^T31F{X zgRIRt<cS9pv1e%qoe6eBaaY6p@S7@KIv(=?`c1A_<`(c#%f<fBULmhmC0x?ZGIb#I zTXwopL}EVPOUiKuKi@}*%b7L<`fPU^kvtjj!YWNAPM-KZQlxcsu_sCTt!t6miT`~U zwH^FV<J^-zV^izKe3anLmrNU|D><lV9|0GsK3y#0J&gD5>OPXl=0#{&u(Wg*Vqcf2 zF5`kN&Z*6j>0hX$mH)ha|NmZjuC2BE{N|WrR4V#ggE(rFDfWW=1m?9D$qtwDK!2^9 z7gaS4{fgZ8a|ZVC8O~Zh8o`3O*<c6tK<G)-jb00=Q@}Sq;HPuHI(&+x71x-xv8Ty- zO)n(}^CD8hx#9xwNAtKaaA44Zpb7a#SUDiyvrTFkp^v{>R%V!e2Juq9VXrbN=3Tv; zSR_!NAGvY)g@plh0(0VvS~;lK+859M0zdS9b|&`tIqZ{cQTnqOi1YTU{Leq+qlJ`b zp{zsLKWXSC=&lc)TjbbPvRkgi4ULcFi4*YIGxna$_k!+bL22{xPWU363cj<7&xzYt z7-9MuJZbJgdp!Dk&t_=1T<TnjbgeX_zmJihn;12Hz%R{_?=0{BjJ+`Y<P7QfzEw=m zE10$6lW$RW$ryUw))AJ^UZ|Jae)FF>^%Z`s8=f@>9lVI&gqO5`hzG&BOflKn<3UJ} z39P4rM+|-%RbXU*_n<<1_Ymqln;lVQx$%fIM`XVIKpa=3(IdYM9z%J1y3)@Wd1^** z<JDtVVlIHiUkmv5z%;d1HxKf8%NK<S^sBQoSw1GD!!M^#?0KE3C*e_7U>mdp`E+f9 zHaHV={iNYcE&O=S!~1e+ppU-f-5+HPd~oB^+5wdm_+Bz>k15`BBMK~y%Rk_KkP9!k zW~ez4mZc<|yUsad5BrUsMYwM@@e?{;7w|nP24BYGJpX#dV9O4Cz96?_>^km;*GFBw z_OJLJX8j?3Z_zheSCte7za7Ch5+JjV{e^NB4}5+)6SoVl(AX(p4$L?~@ZopN$@9E> zdjb9oW;Z3R)cK&FH`;wR!T>&7rM;w~W$>Lh+%x`duM<J0!Iz%`-KwBhL;P|j;>n|# z2To(i%k=CTg3v2S$@YzkTf<N0kE}hVKX|%B{Vzjj!6S2>945aF-Tds7t8glORyQn) z4w7NNQ^JH@8FUI9LFxQ|AK4N+t0ySiJkekKcZ{^+y)&WeMIpxf2=|V|nBVm>`nuGU z-zP8!P%Hd`*X$GChwl>I0^;|$-J4~`67)U#27ZL1k3-ehe8<Dh6~4FUzEe>kuF8e2 zD*%r?D!eSTorU^YRB_MEo6t-C5R=$Vj(ii_I=fpKKK4Na7s9Pv2<e2E6<2|Kd7ice zYaoB$;$CoY%z+QtbJaT;jJW?wYYNj0z+E4@M>J9}pT#UBA4!k?_u}l$$I!vl{PpFi zL4D4zDmz9{!)MdSUOm1F`tv>`tB7XQBfgS4p}>VNNN-fm;rHD-l%uA48h9~-P}gWc zJ*sc~C0YZ#Pq{<bTk!h4>JM|uQO{gI!j-6iehTl!65%82*oWazr^$!kzvJssaRc<5 zjAkOK<GrCjdE<O*dIaY{*|u*8brF|`M`!Ud=zsr+NU`DEC3mKhIUPXVcyE5z@&x#* zTNVZ19zlQdx$U<W_`^k)jVvj0PolS+w9w1}c<p@n*`5CozdR02)*!F+_nxLrHG&@j zo%@0zem>TD9JYOdJ$0Tu`~IJ2aa~R<I3fXkiWliuMa&s4Q2BeD1K*b;-S|~+5PKaQ z!vc1oPpIv$b8_qf=I;)YF>0c|P)gwZeE24GER(Jj{->b#p=&Z(!};i}GV*UO0Iqgc z4WjSH990rWxrH_6E00wT=Kx>W)wL`(o`jFuV~bW(dhh}yw0$|qv*(phrgX+&U)1fU z-$_!Kn<|b9I*$I$w;5)q)*Vj7TF2uT7CTTsJT#D(y@5H`UH|0lF&DC;w7R{4J})Wl z$)}Tb_<dw<=zYD0c>j~puz&-;5sgNsY0!aJhBqB%1KzF=s|fOf&amhT%X5ku<ZUX} zib)>y|4l=wxH+No+nD2RNB%#kANh10by|G2{OrDR_^0&tTfGMU^YGAaIUwgkEJ{9J zu%$<zayf~+`xol<W{Jqb4d|$6yYesLd$()`*jAzrIMui3**)B+SIZA?_EUiesx_DB z#65l>u5`!}_47dV=-<vj%pH7EOWA?ANJqXrUq*&~JBN$@Wg|aG{d~mT3|usoU*P-* zx`F!K+X@-LA+;g94q`}`pk@6j^6S0_!GC^%Nzw<pPSS@ZQB&YE+eIr9Ft2f<^4f&t z<Q3vYc!=_Y|Id}g0S<rY7>~3jyz_2CojdmBNf*u^nRZU0H97ReV!AyQ==V2XCU=qc zgfBZAy$1J7_(NzK#7g4tr&^2LTqlK2h>h_~GWd_~rGm$4(3O+?rAs~d+!1^QPgrsj z{Hx45O3C&+6N5`)zWv~*UOAt>DCYJ5-ex@$HQ*4fWaik*`Izh0iE1g>!ajs43zO7X zPr{Do4SVxtXTmtwdAtFBBBbA_pWOZdKch9@VD8tz_wN&rwa1~4wjudx5Obp4&H1T) zU%|81i{7R|pLQw9rojFU`opAa@t2V=KJ6-aZ{p%a?C_}e4Gse?*01f}sRRGx_@fKQ z@VW9tLfxe!s9Q9;9_nOcPQoS1^#=NEtao<gGDDxC^Tq7%)Cugd9Cdib$_rh{<C14o z8Q7!sSb!^h2Ydn?AF!pF{_oFJ_wQT=c;x~`;RCXm>tj<hI}H7ZDml%+!@j^Rv_X1v z51a{yY(kO_`O=`l>9uPH`h+#Yhog`elSW7VbYD0SC1qaj9?|fZ6|<1Am%dEA@i`r& zqi;`mSI`@Gf+uQR;?UT?0N%I4Cy?U*{;$B^8%ofx#_dhX=LEmA80i20FZ#36Rmaa3 zl{*k*4&QW!3!&Q(zG1M1``N;G>w_JhlZ?!FX;$33(c1ExkHCLqH6No0Ip9EiRQJp0 zLmuz&V7VfOzOh=w=H8L}uEc&8TCE&K?4yYirv8IGp;Q)G;eHbHOU+swOg|lnL9WEy zUx>dxEu;h2SP|#T2DG<<XLG*1Ve+Ja4nW54&o1QEV=Ur=2Gro)Zg|{L8^S)3&|NvR zVepZnBs1e)uqF2Gx=$o*V}7e~R-Xa!WuH~ElQrg+^ll})uYe!1W$?=3Lm%v7R$x1G zvLj)7=J2QBMCdk@^@kf#FPV1zIsZou{()s%nl*T?1&2kii9}*w=|lC$iogTb46+%^ zI(XmY8$yYPF^`ZeFq!kxiQt|4;{F=v^Y)w<Lmm1Tfm+o{hr6Ip;Zo;3mJdJZzv9~O zX_2>nz0o$DcO$ZE`2Ms3hc!j~N<R-CfLi{>y{1<Dy@_`2gU2wxxor2j9e(3n=Azds z%b|PM7Npz1gy(AbMfWG_!qM<@9fd5+k5FEl$RS7HrMCSYJs08w#aN0ia7C2VPLBWm z6yIC(+}m>;e6xe(i9^T(A1KC6g14c|)L<;Sjh`DaHBA3x6#EsOH>v+1j$}59R3&7= zmp=C+RXge-PQ$z20&bWG+G6^1y$O9qriP+M)N`&!$!?hKb0t)@lfH_gKKvBQBGots zo@3xxg%8f{{ldi=eejA;de2;|Z$bUWzE6Z7{Yn{&934&61E2OzUwMQ&>&(^ndioC? zh`xOrEk@8IJIMV0CspM{(D71xWM4o$&$pM>vBjQIp#y6Yi>N;$d?>@g_lTcL7%xZu zwquSx&{hs#czgf3Rq)aOif`R+nL=LX`OUzOpHrl^ApGJ5`u#j5$M@2Lhi~rH`C1G= z#U~qyXYjpyC{M~+d*FGF@N-y!k80dHZ~hPXFTGvOq(U0?d+9f64b0_;C4}8_0N(Li zu?=8fL%-w2%!J0aEAjTtX`ag6m}_P_U-R%D`nKL`*|`d+r+<BZ8|LCld=l>4^%lA_ zw(<?JGp?vBPjGPl?{~zb!x%|w2;Tv{xFeP4|BsvfG5_!R<GE^gl$61Z$nkep`;9)z z$|xQ8uoC7utmE4Fk{pPt03QFzW%xOp+WmZh`e^Ze^^qI5QGeg7<kUbuxct(DI>rh5 z%eya*dEIm&q9d!n^PryI)%Eqhh75cduZxh%&_Vw#ZRC;D?nH>WZjz_LpYb%SNsYEG z{J%IQs<MpXo07)M{`4UHeL{z<z22f9)_r6kiWmK#^payvsCR#I&gZ$|{apRB%Df-A z_~JX4C_T*g40xSMKZ?KqQ`<S{`abxB9Fnd+h5XH`__6Uv0p`6KJOd(ulUg>}2gK3m z>a8zmX2(5!&;BdDn#_|pTx)!xMjX2MC)zRfxHqQbN)BPyz{m6K;mg2#^R(5FdTS5d zQuBN2JL)Z6p*2x@@E8u8-##hgd0+h{WiZGAU$e%&zH*2Y5(&qu_wDi^TIPm~no;)& zjX!qc9CReyZ#{1Bg)Xu35kqshCVX9%nCtI>&$Kh+wl&%h9pkB?e1}cw=^sy@>I7eQ zc}H+rj2r4Pew(3?ryfLR@F5@ZMfmowR-C0q-zY)JooOfd$*aecCFXD+^-B`&Hsbd= zX#bIUfC~5Q+wIYj0MvQ$We#>K@KusMR5_3Sk5l0_Ht~ZvXKckEo?1e$J{o?x2=yj+ z>?I!`<k6;Ds@j8=sI%K#5)#or7iHYlTo~*~7=%tZyfm>Vr0UKz>meVy&A)z^jrp@E z7y4$uyO@h9z0GnW68k6W_vBF=1utKhL3bQ|&reilYWI!d-{%+KZUo+;f%HLm3Vb9i zLb)?<(V@Q7Cnk2FFL%6;QguWdJoPAh^$*k~FA{<iTYDV{ZVrn_U$Z<3``W38tNP&6 zjkvod(}0IgyWP#NL_dzAVP&)reciFIi_z=Qjht7>pT7oO!R7VME&N`0>9ZNBpuhMb zNySh96#Ia+=X<lZFn=@~cHRCuaI-}s@eAjwc})2u#}?*`>wX-zUVty^(@&dD$%w!F zEysR?7hf+=Z_P*lf=Co3k4OLH!QZLMaxD)6!&RC+R*0YUhB<A>qZdD48A%4d$UedJ z`8%HjQ8}(EtaKQC;EoUL{+BT?l|}J;8~F25Z?9$w&Nr{grsi`K?9aJUa`nuh9g(&D z``N}LJ0d|wYEKLJ3#kwD{Wem-?M2fx*APEXEA1InIEemtSgAo9@>#i5$+^?GS2wu) zST!nvGy5q^?xHVTqUzrm1^s?w78m0#@J&B7GGfy)=M_Weal7*;{EO-}6#9{W546gA zvu6S4W_~&DZiW3@%NiCfz<WK~zSUBCu0+x0QAewbPDD6mhI+L)^lrS)1AhBaA7*^L z$cMNtAv?&%i2L;VCGYZK@HA=Msd94F*r&_xLEZTt^{*u>&EZzmA^ILIJ|XZo+t-wz zrHg$Jt(muWnW6sr<dqX(gZbfVBLl<J=o?83+%!jhI9gh=zzQF)?Hh}N)7aDe{!Z^% zUDP-CN9U_|ggX$5=N8zSFqd>LDuOf>?}4)mu5UB;MCYDRx`(L8Hhs%`cGLs+K6j<2 z%EjNOkJ%c^!Trsln|OW*KH<h6YUUK22%-0*SC)YPW)j3If`QWwdGE<z@P;l*`)K|I zr9DxypG%Wl-+`dp)hWj93SNHnP<aw`V*X_;_at%83|pihhOIdeU1HP655gyDM&)_$ zlmzw&tPZCh1rB`hovK|Ka~~_&VIfqE*o%_*>`QSQeA0dGxT27k*?PW{UK2+BeZ=bJ zUDTCx)w-g87o3Qf^*UzfNgN5$^SV1~9MDI8L6V%gA9EVal!^cE*%)cNP`9lLe;K8b z{6~oIrq8L3TxS2T@5e%?uAqOBCHU<bGvc^Z&*j~yH_X@Qd~EsA$1&I`);bN}Zuz?8 zU&vok@5|bHvr&J}>(6`#UsYBzV7U1K{l8EF$_OpgApv2!`lyowdw)>YUB;h#$`rQ& zp67Sy+<H6s$hIBcA2VZdPnd?iCyk&Fuy^b`dI7$HsXHBB&|sdiMrS%(1pQg%&?h`k zp*xO_rsPyaJYCcdl|<b25Bgd%u@CXgG2FDz6*{PhTh>36ppUWG#hQ8?{wUprl-Hr_ z+Hwn=%i;oG*Lk$=mOkRVmnL(b2lT;*&pIA5fnRU<j@ZsxCxT>UJ;(C{e3<HGv#C&@ zM3;ZR-r?d*Sb5qlzGikL_K>jfDOf{SnddY09s3$@9e?8{8|6s+4*K$u8*#@p;zjKT zM&uts=UFS%$8YD{1qz;k-`gL$%7FT^YF$Z=)y9)>*ySR58|Pi&eDap^E9lm4el5)J zhtEgYo97+5z*XV)Qk>wi!hdV%T$e`wQslVc6!Q22+gJ7vl=z;X#YLLMP+#ZNKKGo$ z{kd#p8-<^zH1gbi6mjWpz#omjn1{_NSRp?ai2Z6mV{(oF7xC49^6(0FBKY2%4P%hU z`I<E?51xk4oW-~Zi5>b|KebfupTm2V{9={d4_-I+Y&hj@=zgx!9`*c!db~z?#1!~- zT7SWi2lz8P=m5Ry3)BH5(!b1&QJ<w7SU#@+uh2bsB<sCBq3kYHv;@3BYVhGo0{Z%S z-+e26M6kba)If|2c-W;!>g4fs%&iA>KKbzm{6IKGBBL5~&b`YQ?0L{{Z&rEnssVky zlA(qG;GUyvV)7a0;N2bz<x;w0-or+vMhASZ&4DZa4m;o*;8aPG0zIUHPI_?c3G9pI znYgEO&5mfb9y;07=}26Vep#;qzT?#0k4)*%rwyeaEx&pX`(ZhnibJ>HC*;!}PXk@n zs|b0Y;dj7|O|M-KL;wdrn>Gp(!~3h_-u{ixIX6{BmIIwh-qUxiW{7`}LNBD}8DPKo zw}h*KbHE9wbp_UuXDlNd3#`rHComcNE>`RRIUSdLfkwnHk%7}S;N>nJUhO#Fjl6A} zAgPy*IP0<b&hHs?P@F5n_R#m-5iC#-#C#FG-=nbWM!-{nw~gG<Kd{@?ebN&?($(oy zDdDNEMBmIqam_vW+;N8;ub^A`dAcukQx^U2!q5%AD%9f))W)Oc@I8^qFnq`6N&GU> zRVhP0czBp4i|o7uG3KyqgAM0>mgWJCZ<-TvNBQT=FZl1CABJ6wQ9qDuGbp&=d-%NN zHJzY@@AT)J^=C0ho6tVGoTLO_OvypD7W9XN>BwL6<Nb;K)vVoB>_|LZddw8XfH{PH z7oFe+Nd&Iveak!yzVSj`U<EmJhO(w}qBvjs1ULMWp>vxH>j*h?6?IQ@vg-}}4Qre1 zE=llhQr}DcrJ*kfFCJl9-*h2Ha-Kg^mWTgip2!9ZpEEHw;K!`Afqg4~FLdYNemwsz z|Emb~*UHs24pvIcj~pmI5Umb<sz9?!dZQ;Ha%r@b6ndMX3+wtZY490ZtiG<Y2t7{7 zgLCwV`;mV0FI(>cmprK0x?kr>j53o-Y8ZMFS5|mLj{`Rq)F-n^{Bt0@#RhtdwjJP; zHq8G~3pl{?tNc@SH^Sw`9C2{U9(>bZ-6yx9^A)|#CVK$>D(kY%vQZ8MkC~ayU*M*6 z^GB_+_723Ir_uZLu&=b>8_A9HZ?GTX(6LmVGT^o68%aAIoQMabeY2$K1AhNiu~P{B z?Ux=o$3Mtp-dboR=cy@h$Z}fp`7`K;$QT{ownHDpW$R0B9_Anhc8=XdJ>C%G?W+9@ zJgO~Ibh!fVmGJ9S3B-%sVIxZ=#OK3mpTB9JMjodtTde>N@+A59>*8(Tt+ctPiZ7s_ zbJP2Qt?ERj{`V}#V&I8(OQW7F_(hhHXVua|ryJs)Xe5X|C1r0{j1jlKgn8~X1%4K~ z^Kw>q0dpbdQVn4jaDR#RwAgOk+i;bpHQeXNqX*Nea30b&stoP8G3Rk9elv*`dxy{6 zA#PZC5@dyz9@41WxSt4n-nkB+`Ms}MVv-z*XLL(%OP~vjmydG}kF_T*x{P-v0)J~C z5S|*eM!$QljQYVWbh0}?*bKxW4`k0scL_KV*3zHm^e7w%R)c%T{SiN<>#rO5{Ba;G z{>`3JxQ9OVXPT2=oT0z7>fX@}{_5;1_eLL{$Bwp!L{};7y?8J0eG~cLkWZ$|gv*|& zDE`xUR|kB2jCQ7Rn*-q^aMgPieF@&;nSd%i?9a=8B<&90=1_mRPX}<$f(|!&^r63L z*<ae|h&ucv^J}K2eE6m;@xNBNiG8rM^&#w~cwg$82g@eW-`Rb+!tV+E64w8b8O7p# zzsdM}Z<iDC+0WB(Fc|alVhzMu)F&0p@?X^v2f9SRlWc-lUKMox!j1d3!BKK{A`yO$ zyp^dRc4JQ4g!c7`J-~s~hwATy0<R=2@ti?lIJo_-_K-OC*R=PkzS+jSM97fxtTg6V zH99{>A}<}Je4{j92YvaWlS(}BfyvfM=cxoQ%%v7}@iXemMQM>t)k@TXW~PE6=#y$6 zHtJp7LZ4AN<y9qk{gsPe=4Zg?TnybMl3fEH_JEziD{lB+T$%S1;RN5zX=Jv7^ShUX z#wK0|`hdw*m)U6WjWZOXyWOD=i>B3hz2-=K`o?>a8#q7LI8{%Q4f@Q{Upn`9fp6(8 zf2_*~eNVwP!6V2I%jq(GchbNQ4`@#lvzQBGaC2?}f0V>qc|Z($<KTfq4BY{)#5a>} zmRs%6vv8MgJwtt_-k86{j_=?6iuPoQyay5a*)F{*3UzJIEN99dSAs(2y5M2llS|>d zei}g+{!5N`KMn8>Q`13nb@Y!vO|iLsfgUlux8dJy)Y)gW8p~}bfwP(?Esav(*Yi!~ z=%r=obW`fJ7=t{Cjw4aQbYGyC&X-EOYKDC*InR>J(SQ5$CweWE6}lkrK&E>Q;QzNb zu5jT#-#kp#S%rKPJvC)eg1q#hV)?iQ@Ve$l2EK+nF2rV0^-E9i7lZRnj*)oYEER$B zYp7rLNhDoly$FBtbMy4qz2TQ>CA@3mB=qf$d!kabT!}w{!uQ!ep+A!FN;>X0=4h5> zx!-@n|Bpy%yHD*&Xt;zh-8qYW1x>?s_l0nt%2_XUorlig?bmuAKk$2E(qG=9u88~b zedjbi@=>|3lfI7=k-W~`w*<apo;$}xM*{uSO~nmo-21y6+Sfd)9SHSPAJc~sN1{5H z-Np~$9?{is?m|E1?F2K|9Q13}c`En)QRlz+d;052C+a}guGVm258?<fIcp8-#ItAi z?UIg0JQ0nSO+p;Il=gs2UGRTCL^<yo4SczaL?Yij1>aipg7y--J0bA3f9&)}4`SU? zJEfKn{*01_XBBY2e)0cy(Npsv%1o~mE5`x%b=3V1aQfe`HK5`~mj|ITLHWsc4t_x& z$7`<}VqWh}#lymU%*Q;uwnq&8m&p?&<PPodUl+^uH<pJF(Re~?3j9(92PpNvlA_;x zLp@;~Jg9K~sv-AT@XrIUeG+xRf0eRm@w#EIi8+jf2f7*V{B+(z=(S_)7yCbT*%JXK zdxS(V_q_Am<eP_b(9H!qEjoao9lJotUWYDUsEp%YQV4i{@n)&uc=*tbr$6(5g1%2D zmA@A9XMOs{J$>X$zhbJVua;bh0P#?5Tf}EdQ&WL(;2)Bwr!4kEzczC9m6+Hi`2Dg9 zU1!0bz05F`Z5n?Mf=8U&_<$z-XKvXaCk2mV%g7!SA&m3wE*|0q-DS|F!HwE@%xRIm zN+FbhS2=UeX8v#{9@E~By-g2&^AFX{@8Av0v?a1HxWQ+JIC<m}>c|!Tk)=*C`0q(s zb`Ie@H8;j$Q#|$-sqDRY6gXK`@n1q1`V=1$vpBs-oQYR&LrvmtqR%1BQr>I<UY>#w zA4VNanzayZ3msHf+4S@FaMZ&k1H61I(5=ju1_re_5;_Nm<CZM2Kk$yij(`SxBE#1D z6FufhrXFSsTt|KNd12#`B5=L(1<O-D)X4uz$835~rxg8)ZdHKJD*din=8!FT+;GOs z!3^jr4Xc*<_JgPCoqs>0ggEZ{E%h|!)Kg!wmA$)*eT3!Y4sNJNPQ=%-#vo4d-cNph z;vV#P2^PY4$J_|sH^ogmmmG<b?KmkC@RxmCOxL^D;H$6Z%c6M!yy7*5YTXOKFAN<; zBfu|fN392YfdA%X`)gi<XOQdY+8ZkXpPNS?_!z;TX_+*WF$X#k&#ruq&LoAdqRCi! z6nyH{xm!Iw2AJpG%wm3i3;PBLVzz)BdyEsd@9i%_9Wf{+rzC=T?SplE3-4VCkB47< zC{$7B2`N^*DM#POl(sWB5;|iOJ?D>@D;DqVHO`d>ubUHU`uiC85kG~#LLodK1IJU@ z-Kbk*_KMZFfR}hAEi?=~UhzHV(k}`;AI1)UeK+97Reke&_rcesC3D3i4lk*g6?jvl zpI{O@z7x9d5FV?X%vJbe+$(N70KQ=UZOGdaaqJPEm5fyYAG!AOcHsx;yxK!=pZbyD zMp&3_T?xf`*>O-dEVTgq$y@*G|9$P^Hji$q_2EA5HWH&tfd5CKkjTSj;DXviCyUV6 z`!v^3@C)~l+xvCxhmV*8W=Oo&`x?5U;6nA>Qut3=UI<@rhJRURUtjPR`qnE$2Dfnj z_Iz=ew8MLu+jxICt{-y_^CI80!FQ6yP6tTbfi6_)v%v?<n_F&A*M5umKThnmqlJE{ zly{O#5<Fv?!#uOvZum{zE^A=|pYpki>u4(S)xjfVW`gKjQYSu(t@va|yy~lR=>Q*b z`sSZzdhiK{V?XmK{DIDtHKn;8I+eTg3BSMEz}IK%e&K8z@*hpxPw5Uf;$ZBr<T3Q& z=I4T|kJ)<?^H0q=cOCU0f-cHe9sY^Bh560Xyg%>-AS3hDg3r^kdUlmQe$RtH8a6b6 zqof9Six}PjPaSRC6a=5(AL+8_i8xcJWNvT;^>kX;fMO;ec&`&-*C$Hs2^Zg}xbkZF z@HeTv+y!1{w#s!~p2?9|uI#w|t`mG}bX=eQ2Kpk|cT{D_QP(aBkKO`*;B$J&?lXA9 zan|V<cMfCTb?>~u#Y9J9J<QPKxgqA_NN(otJBRp5h$t~ammL$aCrdF3dVA-gCp&=0 zx2gKfSacnTw<q`y{aA#bLSEl-F4R?%Nru7cCy^H?Bnr(%;oorg8$&mIu%qq{y-K)_ zy1#!t@RSJV6t(!JEf9xJJU^<uL<Zbz+!2+d4qrmEHhUT1nNNJbe~vOjZ<%k(&D-k& zy^T$1j=LwJ7|EfZm58_|;J|+Ifg5oRX3*Wbs3&fwqzPDoKW7_XkwQF7m5@$8g6F*V zNiKO#B=lp2dl}i&(ceti9hZx^6q;`k7YARik-z7I1g=B>(-?entq6Ug`wtJTBfoyH zp4kZL0B>+8K+}8}d2;uzjHYq$JAba8FRg$cD)be54c^OnDW`2I%wdM_sGGiF0ls(7 zZ1~q0<b6{5E`C|y9bwVP#*P2?MQ3aV`atjetT2@J7j)}Ep2pvjpu;S6So!6G`jXe@ zNo5P>?5EC%kpgeUozy!vi+V|(s)sTZI?v7Q@9jM2@ber^>eVq{WA>oktIh@eu!%zl z^7WxF{Jto31@~|?hx4;5c&p{vyo#)1_=P!_vCJUe?9$<NRRWKo5GQ$~v=6>f&ku2m zqhELbBe~r7XKqB8yRoGa@K0@<icu+^(*eq^nCtM@l2^K)WCh(#`{9mb9sC{yLj{BG zN+kAqk6&E7hCF;miiO674*HC)zutMTfq%Ix=eE%Qwn`o}5rCdiVVs=R1@$lO+yc*B z5OfXQb>z21JP5@e*_Uycga2-RS6HnV^JX9aKDiEj7M%U=pr|kU_qm(x|N9PP8u!eS z@ciGepw?wiaUwW{>c^f#2iVBE%zGR4*o>y?nVq5F2Rw~x#F_1gFw4ZF;+VryRj=lm z)B#@Dtu$9ah5DBAw}Hc1@Gm;myZdln+OJ%<WSvI-(fVrj;GYZOpEvnCLf4JR*sOf> zaMq3J;cHtiHh}(e%Ux+-67bxPJ$>m@$WJMfxssZg)BgRsuo$>=7ukDd$$lryJ@JRG zegdAmtyHuF-`l$_p}FD`d`-V9@Oy)&F(^MF_5pc+K*%pD%?kYd#Wx}ShS(FVE=d}6 zz>PSzG;_Eg_`!<aV|gcZ=Sf8;m$kuPz7Ar~O+tUitD^b(P$cF)sr>Cs(MMaG+4jDJ zcs!8m+0Vic-sRYecB&Kn3@HQWV$rwpWf9%K3-}_XcT9&1IG0iFTu;6W<_WG;mo`Dy zxZ1)@LMn?m%+I8ndBcO4Ix)unf);uhm7|mYz^5*WJPkh0jeV%TUk*N(gkOZY%7NYZ zeiLK=hG{-J5fuye86oZ9QT5EX=Kf*t!JfR40cYUC&@|n7ao|RoO1=p^=hL#(Td&5z zLwk-~R$xOs64*Q>>VbX>TNyJ2d`ni+Y-41>^J@J1&UYSqHo=k;GX7f5#IAbg5xzR$ z+8&W?F4QL^97dX?lGwBOt7x5SC;IL;llxOF-LXe9o@Q7SzF}th#y`h#|8GR<QzLJk zGd<z=%o_dLf1`0jC$R_Vb|A;sBH-?O&a3U^@E;a@Fm#a(eYdcu@19RM5}DNL)c2s* zILjVOMuxo9s{E1PXbQSo7r%^P66}ljANxLH0e@@PdA8s5*q6Z9WxV%^2f@6LyEGbg z;(M+;X{6x)Rht=%1Nkt|CCpJ43tdFZ6!-VHt-x1QZ1wSz;Qc08Joh_-&-06U^M?ug zMl02g{c#>dqB7N4hfvJF#v4dvBVK9e&h%gOa3Er*+gS?LaKFT<b{pM+{-Er4Mw2_{ zFbU?VOW>`7XMg*8EMlI@e0pGE6!ZLt{@mG1hJ6o5jejZ=*e_4d#hHNjjCGEsONdXj z3U$XbnOup5h|24l(pL!1mv>qzlfkPRX9l_<uATdJr+OFW#*LU20@(IC5F0gG=__A= zV~=Dlj2(wh(w|n!9r@_rH;nLnqXiD*qnEjY{32uHE`E&yang%f{$mXE&k+)_6?DMS zy&cvE4Z)Lr9=_Cd3b=soVBjL^_c!}KWL+DE-m1HJU4j=l`b^*UL3MlL+=+i~7Z8s* zv#5WW0DsDTzU!M^fH}{X7tHVA9!80)hnM5I-Fq-?VGe#>gm$$jh6_Hs75;8lz~iq) zuhcW4&&YaFteI2%|9O#eH`yk<C-P?kM^Jxtd)nA=B7WvJ9u2t9jQRR&A4z|KM-DKc zD6U6b`f#Rcm>)QBNFa&A4gEi7d!{h|hu~xXDu1&EA9f;vCG}*fJyA0_LiXv28&PAl z@^p9wesK4?7_Zd05c?CJk)LpZzk{aLYdv=0t%1lxYr)`2|7@#Dw!xR>ww$-z0q95# zZ(A*9LsyiQSJv~_iO5Zo``wItu5PGh5Q=zoMAqi*e!Tauwwe#-!LO<`{S$Ud$9zT9 zPf}lU=x9Z>vrq9M&gjmiCPl-Cf$6-x=Xn=`CTBD@nG@&xQuygOoXd<oAs&5~5l<Cf z6|Vine8nzq!{%P(!7ne1Z$~*1S*ejJmP?5LQk*3Mcn=cO3!<ZMP*-Tbc=z}{{B+8k zNj$H(60L3@!>9w`=O4uQyA`}zd2ruaqLVYREvIHT^bR=vh0~rQ7Szu%?EC1MJcy%; zk5f6kasIsiBsI>XFT_)L>@((PuJ(MsVcm-N|3P!@{Gc<@%T_=0p&#>2izK;u$6N@9 z!cnzgJm;OxH|Kl=FrQ^+;~&<B`b;5FmGV3M79!8c`wpNlJyG?<!PlN}^3mQ!eh}|L z^7H3m%#U*D`B^1F7stlHYhOMH9K~rMD|{RM1dsI4OTZH<6gL!<nBj}ZVwo^Ofqb`v z!i5ujWv)u)R)jU~XIE$Qj1PEdc3Rb71?WjBAC5k>KtA2wf2zy_IIw7+h9dA%%)F3z zWf{)9&K`rrCh&w)YtLv*@p&?2CtDst55`F}lc0{wtKq(2@E7<d&wK7z5bEA*-Hvh- zh_CC@w}#OtiF>qd?t|w$bfoo}=ZFiDEuk99OKMNV{XX2rF9sek=-qn;+`H4c_0z$* z@O#@g=6@47;;-m2HJ);N?4#7BefbY~X)e|2AnN41c??24zz?abiWkUDFu!edm%7#z zeY6IzC*56`({&)_{~?CHkI>AMNDlD8%r8E1%>tkCUK!Igh0igw{8rN({4PRGdgcqE zH~g7m|HKA3gyn}M>tpzKa+k+DVSdPM_2M@5D0F(35@M^+om%+X>aA8`|K&x|<93*j zcq(|dSswL9%l>VJfD9*szWcY|DZ~TCL-t`i<e*dfp<!ST+z>h<6DHq>eJWn%FTR5h zIdYtDqX>L{SY(;gIq(<(5&cGV=&zG|mXXE?xe-e2(%BVE=rf1)=U7*|5d3~?x)gYh z7heXc3+mevitSA*`}V_Uyq)}NC-O@)-=0Iqo+A(PwppnGj}a8hX)d&=llfg&EAacZ zo{;00Xh8hd7LHflLO+prN{7r0z8NFk_eAmB*Ly-0eDFEc(GFg*0@yoQc9u8e3jA0; zW;S(qB0q`KZ|r{p9GIReuWStdY})za<6bu+BHtrCA8}+RZS}$v9?VS|`@~j!1n(t% zYT+qx7G<}R(l;Y#qF7CwRSSPFU@z4^S_ZsVgXx$_b?5+kRJ+%Zr?+SyRCjS;kDx!l z;Z@*T#TVNHl*hsUC~=a#0>8t2L5sx(JjTU<BG++V_!lNUk%&S*4v#HAaQ+MQNsHsV z_MuOhE3osP(^2f>^cnt@f;wP$f^x18dWP%(r&*CgdxGO!)kg``XD0Dc6<K&+Q_Xxa z>zv@N&$516{DtQ<Yv7^*zIiFINWoXdo**M*A!oYmNjy1mqx=OA@KcX8ODXut)Wh^Q z*Wj;_e7Qh#8-04EM4j8IX*jp+jSrbn$89W&soh0i#Ka-CdHo&y;5Zbr+`*s!@u;Re zjrZ8x`6EAC26KAD-TMvHFxM*fIQQEX@c71OvVMF3@1R?GQx|z`K`=#xip!b!l~Qnq z{2Tnqg1_{7fakk>=1f0V7UqB3Xq~#iGs#EyZmsWyUS8k&-jNbVLeYlX*M0(f1tN9H zf>56hA7d+Us|D`z72#h;-NyT~-QO2{$?+fiSt@W&wRSj5|15;gVui`7t_6F@WaCN2 zasCw6wdEalx)8GmwF{>kTnRhdh^1lZfsKzGAZviX)qM*~CA;0gWm#gy39Rs0@@A1! ztcIW4S&Ql{%zJ9y>w3Mi13cu4y>i)<EfGJ``cXa}aoWG5x(fAp0&(4tQwjP;<v}g6 z0Ps1R%pHv!z;A!5MBF5tiNEZRFG_$fCq|%%@q{nSPM7F}M(8cfg=xNkm!}pzLCVO1 zIf`lHu-p*%%chCGI}iNHJmIJPSq^jDSx#=2J<uP=GCNlmIuq%(+$_`NsF!kgynccD zpM$?fas_jRZ}(=-spw$u@2j{3^)lcfk<awo<KR&X`rV?o+_C>Wh(D1TK6HVSitq3_ zC*4zHmS<3(R#+C?M8CzY<aSd^DRdTR{EJJVC%aXpaR0SG@>9}m;ieMsO2n^6G54X@ zZ>4#55zj}f(|yrV9donUq5c;C@Vq=%IR4R~K0okSP|L%E&}<fUp2^3YIs7X`aqq5n zo1Y0r+#Yg}av;Y&3wxf%Oy`RJTG79M&FG)qEo!lq$2?ZiG1+n_#0Be?DC-MPu;<1s zTtoPqE72C)W!qnmzyIgPd-VbMm{eFF=kUNiw4*Q)Eyo=GY^(sCDE_~x*_y{woMW*A zZHB-R96#T69|sS_KqV%i%!~PTUd?w@x4>I{PWHBV0-x(K;fK_?cd43>p2mMdf8{-M zV6g^t%!zfuQ$0BE{OOM(_;9b3>V$lNZ);q(bLpWI`1klwj({!tfg~@R<-iC0t38`) zJqSD*B1*?@<3#w6XZOvap0T|%^h2}{z8niSJaXvYUo$y#%ojZ3Co%uW9H{TEkrdIH zy15WGs?>YC_kn+kXHpR!2TxmTrr{F~-olLb-cIlqb~8$9e}|F(u6B|=|K&pH^_HAG zmJOZT37wC=@F91rA81jTL*4JVSN{smXX-AQn=W6F?+jf^Qq`b0H*G$bn2I`d_O*1N z4Sak$`~vn$U@lYixV}C$@Ic;TLB^IFkz2p^;o&6*>?<%N7y1p~x&%72%?0G6jFy00 z^c~lR$hQA2IuLD|ca-XpKl1ZE3R@%{iL_kjTXvq%Raxu#Po}}oC6TlzND_LDtMMjj zEzpO#b<y7eucsEzUZE0#c|cX|HyIDHZ-YaLPdNtn)a%!<3G!$|h^j$jDSTQIN>Z;3 zA@5t5of=n!&yJd?au4pW^{4!_Sj?-(n$O9wv%{xnjq_FtbSf9wE65(;9Mu_*X4u_F zKZX0N0A(`#mPAW_em40(-|kJ7!93|LiNYTelZZ=7;m&!87fIP6dd4_6_k6D%wnP1K zO+NgUSTXdva>ZANaDFqj#7@Sa!XD>_GlDXQ5kE(4_r2c<K0Joxq0TydYFAy(t)PBm zNvRQQM_nCvEpzH+h%=E`EM&f$8om(!7Roe4P(Q6`sjALm9{F4L;8O?qPZ`PF<voJA zr#;FljNp;jmg}zYyudu;{Nd0W(0dtCl?Le|@74vWkXIZ4ZXge+Jnjsh)~W4mG<e{P zt9|A+s9*LeG&!qcZZe^Z(<lSaeJ=dyMl9aDdaIzbD=+5zx|<x%CZo?XJ|&ZU%9&tU zC^7p~h&hNyANNk%qmOGp(6$I1)$I3PoH`r)hiZb}v;=&c&$IPM$2k-9@!vK4&<|sN zZr)plJpDIt>w8eR6LFtX$Zcl;_7ItA#InSB64#I0KYWU~lBe{EWAz*O){-X?zPJYr zP4+_O`1zIZJi8y|pdM#TpH``GBO3I4WOU8YXP0Gr`{^tA;=a2JJ3oU5_WG>H3SQod z^7H-&=zF=J(^#p}#NKog-dz@NfLFI@sCm)%s5NUT78%8!swNl9bNewznDpZ^)jHx5 z!xzl^!7r>#`mg;>PvZHTpEq{{rye5tr^@vJeMNfx>E9;EuY#+$?o`2VBkn}1CgR}T z66dunRqXRReSfzr`UkQO4N0Tu`{zD>=`%S5-&8u@146~<Cwv*Um0tBExYev&>ySrI zMlpp(3Sz&S=E>vFtKhG};GO%91#|12?{?gWZrY<Zzf@=!^i1bz9@f!&5HDP{M^6IR zdGuX*x)XKHsWSbJx=8G$J^S>%9Ogp!AN7)5Sac+Qa7p-NL4Pq_a<9q&JYdM+omVNS zM|v(!Q#mCfzw|K={JaF;x@%8a6W*g=&pTRr3-!ar0HN{I(9NIpl45@gzG%Ft@l|X+ z>X(+>dzDAw>u_k%=W#4}B8ss}iURC$dKFJv2_8e@sKL@i4E%y_?yKO>^B_t?NwUU{ zV~-zo%Qy-6r+E$zt#rh<&46=zzeqq|{P114oj?4*4LF!fQK#z6?h{|U;Y{SctxaVo z$DXjg%8b`YyokMWD+#o6=mTHBv}KEX*i$5C?2o!&aeMozC-9`k0Nw5gUk`%&al23u z4Sb<o56}O@`?|jWhUhKK(=om-8#_`1pT<zRwx17y@75K!ok<b@><>sVgI5vICi%=X zjeRil`l)SC;h({0SD7;gp6%<C1aT|)x`!*URii$=9cXD^+W{Xij=aWs)ET!vq*9L? zV$SWX^-dN#)Oi_;P7ZhvZ0@m!FVRo0++g%-&_lnFTU(zx8-8r}&&N{T0N#6C@!%Wu zjw8n3?kOJpkD}|2$FdEhvLX~2Wp6UFLb5|f8JR_q8D4uNRG$$cBC=PMicl#cl*deF zMoL2}BO{fajPLZ<_iKE4-{-mSYn*egbK!oOa?5*1q0hYWSWgpi`Po8Q{YmtxbazOa zfww#f`!EK98sM>qwZ&gAz?ZW1+rrT<==vLrgWg`mev}2%5w49qe}Zb#^u`G`_=jPV zeWuNmFthvnDHi#zVbV^0+e6@jS#_tc0S~`h8$5Mb+MA$DSrum!M_g;$zWL}G{CAAJ zD3#)%%St0|3Zs6oET^NDL%jWBEI)C;5PnZ({OVVM2i44_kOb|a7tr<4SG)#a;_<E! zQ_MSP&(eq$j6%=P$6nQRgG5-Dy3Bn9pSe4k;?-W%navxAFOvO-_<lp$+RG7m^zQZ4 z-`IbC>5iD9;U3KQt`&EX4g;58`19n|m^;zFyPx5KIsCs0{DsO9CuisW8@+NFb1bF_ za{SqtGfw_nx1oVPHd2v01^tZ0oJaIu)c;d=%i4b=f#)%Z>fFG5*=1AOIU}5>f`Sef zZrrnXp_w}_Mxn0G&=XTT3ZMN4_qI49z)vK)NQ9&Av@ZK&xZ&+bL<FYZYU}kTv>!Dn zZ^yrTSz#gOJQd#S4wokZ(b(g&A(rb*4m^T-SJ*Gy`~0tS2cu(9r_>+QS}#D~oWOT& z1og1q+|1QM=rvT5%MNAZoa?;gwCq`cFQ^F}>k-@!DHf|TX4E6{3uC8upbm+24!_2Z zx=2-JJ;5as^Q<FZZMUQ`&-(NR9nBBaySoK%yq@qPwBDYX`|$w2xzRcLo4{{FPd$D@ z5B@wOeEh<@=a{<`Iec0P{l>zpTMcdsZiHa~?XMoxeU98h!rSIOvA?IS#1V6Tb)M`l z$(`8i-ryM{>f=uIJg__EHgcAb+cZoi0l$$FKDfgM_pgDX*4rW5n{XbDiQ102yT-}L zEd5{bdm~BMZ{R+K5BlFP#C*;v4JNsHoGWVbpW_-Dn3s@rg9kO{(hZXbFY!X}*t7gZ zDAb?We%PTV9-l)rpeSLRCGxg#!L}_j==X05808*EAD5?inG5wq{BJFzWO?*ws^qyM z55T8Qb-X<F7kXx%*}9Q^@bS{RIxuVJM_g!)*JJ?S_f)JYx6TTC8k9x7setQq-2Ptt zZ~x0R@ebyB+{@V)^g|w_=-ZXv+;r50j*oKatuub#I%qa*0QeJeOxESuGd$OT|2Csf zc@dB59WUFfK}Vr7U+OpkzkcSp>_B_yaT0=BBObv|w@9s$7yb1Iy4&LVz&U73JUg^U z;oqx6uht5@WmF}1u@QL9RuNTHdkB2V*G~tgA^%MuC)IZu1E*%GQgNpN{xfKOnNk(} znbz<$AI@dh>vadxNBEP`-{R{0h<zujyjNPkLvPwuJXwhR-P1uPpS6y?CL9lYE^UEt z&@#An0q_0q8T*Ln1Hd~!>Cw!AC%%?uJ{fezldvBCEF1J5e4^0iw$ISdtoZL<i8h07 zHmK<}BlIMO+pdbqYr(I3iEOkOb2;_j`<ZJyF;61?F8m4bq2#0fo#CjT1dWpQhd7Xb zcIk;-DfA%@i+0a=kiiH1aK%Sf)Su1=Mz4DAM}I)o)U0HS{yk#*tUw-k&vJuza)=v? zY0MH`|K`k^lLsb|uZEqDmUg<r_oPrc%&5tOU~ux*ss4(7mZ^?22XT-&<jiNzFyK}< zziHiWL0+k*HlI0zdLXAkxsVZk%}Q8n8S0d$L1*_yG@=fudS1F4b(XAUPYioI`UHdN zT_cG92MZtC>Y>iq>{2+`3OuXt*V~j;;0^-4yXKFhf4%2)%;YR|qH<+Yb#ycE|7yL# ze0d1<GJRCjS?FsLY=2S{RR8qCE|<2axDvCXVUaZGi(;d%_ibLq{PjWhM^|u;%UhVV zOLqql^@Rng+n-{7BreXe;S=K23+nlNJa4+R0JB)=L;~ZASp?RhH@eDe^tBOuATyua zB`^4Sl9Wm2sCT!AdH2*UdK2;5G&aWTI9J(jGO}NxV;l?gvOf%7i)GMmirkNA74}`J zDgn+rt+vv!gn5Vxr`drP?A6qCRFw|LoUEXg$S)7@$I4eYzWv0xT;v{Ns{n46kY%?( z4IM~POHX|a__)JVe;)(CE!)m>d8`}!xkNZ6r4r8BJNc`+$Wv_!e<C`L_#nQJ&n`J) zzFi@DdS4*+L>1{5N7Ugt$=l1DfLD=L4|ybf8T+!w*tq^+zH;rp5btU~d``@Ig0lnQ zyRlPjH5k5Nf5>^Xq7YZMdkD-{Q~49ciWxGhz%xhHgbZ`Q``*0QapKi`oO{Wi8MazD zubDfZ@)|<l<v2q(einXMy@?`rQSiN!FsSLji}~q%*3)Sc*n`(EnC)(gI=lXyVVn*8 z6x_Ij?R=n@iuI~%hEC7*=6`y#_uL8YXZp{d1HTb6XFm|l3Y@GZ<aZD9B4dTxnkeo` z;&k{UwJWG^oIG}E4gh}*JzcbO9DJiiU22;K&eKt&+~@%C2S&R2E~4(lHM8>YW#BnC zW-4>sdVGmfDLYOW5!j2U)ukW_{;uK3o>Qv8*CyR4#ln5T3qAGjUnut>_V=$*W={ea z)Sec4{S$byx{S5$7vMAP4Z(J(7cy1(*p4F~%`XmDN&?T=(z#xg3LfDdy9f0!=3(Ym zjMTN{@cVL%Srv#ovjJDuQyrkEesW4Q>Hzi+tQ;Zhe~0<N4zWjO;3r}=WB#iZ@*`O1 z?E@XOJct|X(^k{^?nD6TW<&G_d_=+q0)N-RFT3RK<WdLls`XXvMn%NS+rOs1Lf>(U zJ5z-p@#X!YX?jWEEmKX)myPf_@@_tI;4AYWXy(reQh4|fgY|kES>Uxw8F&LuvG@?2 zs!S$g&!A(Yn#r@?0bFpjs80ku@PT&gegF2CQP1mpob2->a+$AJ`jcTE=KcEW+6Tn1 zIl7Zk+fZNRPZY*L_qjuxy@d;UTxv7k!DhS%38x=q{R;nZRTFg;#9O<_8zZ^UHQv`P z-Kq5lxLk>$3@4ta^&S6b9fi=j?j8$x3OuKKohi_78GQHUsH%Ah=(fHjX^<u{7uDV= zC{lp<SDfTXO(6aq<NEasePBAvmXB2h^gVRn-d1`eUJH4&9LICMP}HLFupNJ|MAtD0 z_1_6O`>fjyh(`y5__>g;2Aes3J>O#vBGja%2KPxOf;MFuc#+kY8#=4>(AVCs-}vwt zb2z`W7euE>#Erpk25WKHo3YFFwFnpb-GjFD<>(`OlxxW+wxCO@B6X}nH<PKjk4)PV z{m7xG;-pL9k&Zd=fAhl};?m&fCoCSs*z;^oxm&=Y&HhSo&||-HM$G;N^yO;_IYO!? z=zEFnJVtZ@guK2-i4OWsyZR|QA<T3B{!&`xhq)4$R-cWgDd-Jst8dMS0k;^^OL~g> zJx?V0c+p?*!V~=J^3X2{=|%KEKMen4zm6V0)W<@R#oUbOS3Ns2jOY=+%pK;d$nm_7 zJsOGBx{dil&mP_u;5!WCUr#m9c@TE@?%q2#2OZRw=P&M*fBrBe|DZh7>mR3FQZwP- z>FIXN6n&53*))rPI`-1t6<%jhzd6;kefzZoy7>vaI}%#{gx2!0=AJHBq9IH7%aS_! zH+gSiw!gS<AwpzV!H?SvD`r_s`V%3UY#%BSUo&DN<w8g}4_wMr^pCv>hFZJjUAu6O zME~X-d4@e~m*S1v-;juNZu8zMz&8>|mnKXKp_l6YTt@d8|K3L1?ZRT{&5fx)^`dY6 zBvL^6QV;%v+(I(L=udyu3fAf)-WLr0mzvD&N7xlIeC_2${_`XW5jTOmuuUtlr(qsj z>u>y+0P5P=zrj7~*dOLvT#|=-yX#)g!^qR<%i`~F9YZ|Yb^TYDUmNzCzH%FsvBtiv zuuFW@N1<D<)BaMC>Pc|9UY|7F=1Gt$*PK34xD({n56(^0p`L!S7BgjqIobH{F&D?+ z%fp%SDLokag$BXsGl=(7yjleVTEIca%x?K|VPBT6nl}mc%#~^CAId`TtNyTEpK=0z z=VAMk>BoR`4r#C%BCfrITuSd5_8rr9F;=g55vQLQKBgVPTp$J8mJ0CH@YjFXE&M%+ zBdH4PQ-~uS)WwZ&jKBk2s<FP0I$^G<>7sHC>h<hLuhr0JJPiukExH%`Nv;*2lOFdZ z`pwGS<XNE$xmfd&<12}9c(h?GpoF;wN7t7ZQBO`<=$rK{;e5P5p5!g#NsL|cH||6} zanTVMIb98W`9wMI<xuR6`z#Uu9Pd{xbdTB26yPMb9jp(};5`Vrn5AliCtUy8@f`h6 zzb4~?<8#cLd@S30@+ao7MTF{n|3E(`b8+JY@OcKun!H)?T;)ED84Ec7Gb%o&EjjQ{ z(H2_P{{|nC@26h3??qn_yFK;-c)a^TiXlqMm>+NMD_?o(N7TK3>t=HZKEYd7f+mI7 z8|_8Gw-k=P<YgLr7|xfKaB^tb5cor-oB7u;uh0_u;^G$i@KgsT1}EfO>f4r+LZ}-D zIk~JpM#2{^_me6=tsCL;yKmwtaFOcZouc&68*4s~W!uk;Ia0%;tQ^-cPb3^t(Bh6h z_GU@Ettj-^PZk~e5qC$v?ihF<0{@&7I*}&vn13pL^m`nAlmhGOMHSSwj~th_UM$0B zX)c4Wnic-d*N+#+L05Q9h&F<|0{hSkN|;0!p{JJ*ZMH-H*tl&IWTgz=ruNfOb>Qp* zdGqSePJ0ob3mqFjfPedZA)2WG_|t5wwB$3yb3WVLvZLrn$VWYo?7xJ3S**O~kc>Q# z*Rb&)1LiHyWwm}9fbOuBWr!WTfp*V!*E2XL3ad*jX@>qpdT9hZ3wZwj($40lB3?9~ zUsV)pClM~Z!i={pp(ka?qX_B(?r@mz%o_GX?9J~u?Y$p7Sm%ScH}O5`85<jn(9i7< zZQHY5jYRb6cU%3N&(%q1AMbwwy&DUs>IQUDOmi}G<EW39fBPiafKQs2lI!SmM!np5 z<US8{MTb^u_wnHV3$n->hZe$rW*bc(*{J}c<mS$gXHb8AK6^H91bv3*(Acl$G34PH zOZE$C@RfdgONXijxXkpCa#iT6M`zN!_4d0HZ69LAr*eQ_<TMO)?*-4;dbRiWQS4#p z{!S?DK>k@~PrdXT^B8Xzuj`;c^L|vzQ}Mu`sGT6=?KOtaUy26jP2fknEu1f&$MgG- zNAr!O0QM<<=C2_Vy@?{bFxh7Zu@CS0e_|?{;LjsM?P5^3*;BILJ^);2&(36>C%_-K z?2li22E0yLgnfbuIMmH{C(bG@?Bx)V-B82xR8$JJ8}9QUoB}qLtZ~os$g*CIf`9jz z_7(NA!MuYV+0v9O{4rLKuogdbC#na07P3&^&ffA_5WNFD=kyWY9@P6O|Jmtrg!>bf zVUgxKC!ud0CHp~nAN_$=G}S8fOdQ2y_XKc{jt??kRL5M|#oCN9nla$8_9IPyfa?XO zgxM3>eguEN>;)>seMR3-b#AWk-7bmJG@3%b{UhqNi_Vwu>=TX;FoDm2YU<0LozNrv zet$ch33JjzqJ`JaLpSRpyX)8%^g@PSooAn*&mD-=ivzB@pZ|<%)phLMRdUer#y#S4 z;VlS4ylzP#>+Hq-_t#*Vvyy`!)$U8ozVhIaHly5qQ=vOJz456QI+sjWnbCbC;D5x^ z`l7%G+n=A@xrBSsdQqb5Jmz_3%MS@Cpe}c(S)gu$zMx<;!(L1g{c3v83t48wt#b*3 zhUgax=I&fi2EWdg<m8?w3VtxR_&;G~O!%~tfB%6xCu;{s);XM~#q-lYww&CEKG_@8 z{m@S^hh!zoJNpqbO~;PL_Mx6SH@NUQokUF8Rdp$?!bdba{?EVuTJELcj(P<z;_IUY zsSTXdTU>7xTA#qbn|o4(eh+k4^No5;?=dg+w54G;>H&oqric0H^HLKn>XVk?Z;;q8 zT#tTlVUfzWZ43P8_OsLKxtJr^!A*7&`7*Ubq42+J$YY~Hvw_HGSEgLVGSk6(fA`=1 z1AJuwSujU(6YzO^1yR~%=mv_;b$UaWW7Bt}m>c(4FQYE@1n%M9+;bs$m=ER6%qC^i zk%--FS+DelJcu1q2iH6dFb_fHTt{Ar^T(ljz>FJxi=OkD{lG)-I%jPU17Df#s=!z3 z?@nZpRGvM+d(x{q+_&!|-d8jK7sXSk!*<Vkyu$BuM7OMo$D%(h(EIQVI+FF18O!WN zsFQ5iO*E6>8@cUE!WcE?<^SHLN`-E5=GEB+7W6p|9gQt>oX`yv*#|fKVUNfgfdW_L zX<4d{uT?#m^Ic*6a_k)DPFU`owz7baqQohM-`BzW6!$&Pp7$eeMjqAEzwd>)!}F&9 z_Wj;)wpqFR6MCSA+07bqcjAje?oEwm@C<i_3aHUHe(pTP*4K_cuvA9*csle9(@XmU z>2U9om!5FSp^y9W+ng;4@nZW-IwkmMriY^x3N-LVs-25sN4`(0x<^Tk`sin@PX0a( zKjO~3zAE2m__(}&+!3dUeYlKeUat+ovlRX)ZS(XeEXIFCT#?4!=>8J5V1DR`x}FwF zxw{cNpNx~-kiXfFsN}qEg%5HPYkqnG{4qm9DqJ6+4s+_hY~~6*#<XJpi%ZZ4ylTvs zLSNr)730hd+}prsjrJAJh4kgL%J3riOI_Kk)QSE*xA{c$6dn3KH45r2@ZAI3hmK7= z^(2Puy4VbWYYPQ$JK<UfJb34tc_+^I!WO57_N*V_lOS_D2D-8#mZH;Zxrn2Ba{J55 z!S5<n4fA_~SAAdphDj2A(>&R+!4l-B;f9KA)K}RoTkrPhpzq^5fA%5z#a*^hdm{D% zU#DXK(7guzdi!z(9UJC-pC6DVUx%M(JvP+$fcM*B{>=Il^ijnPZ57~cRO)Wl2?S$* zTT9!Y=PuCoM@AoCL*K<m^H8qZ6Zxdm;>8p6&-{_+#qFhm2i|kjy;R^ym>-NP2m_ud zbig@fb^&^8me%#)W6(Wp4JJRN1n(=$QF|0P<GbdC!!+#ZlY-aTTLaMV`r9?iY2qAx z@HTCp@+4whEI)+cengwZa_zH29e?oewSRlk$Jf|iGD8n(+NtW~09=ysyR3|K7j!D0 zsCb4g;EV8n^m{3E2&=zXE%z?qeR3(N)y-o*^vC_t9Mn(7Cf64!Q8#Ocn}k#7Ko=o+ zDQE!CdE@P&e0t;^`Qy#XT?6o&yW1dA^AzVm<9bY`18@YP3iEozPoAH@4abwciEI<D zs|HiR#qJi$$3|km)4e}OOFa<>I8=CT@4(m8Vw?J9_<rgOeU@{_Ubvcro<|fiJc)2s z3rn5?_>EB)2}r;8BYIov1P+~qj>ErFqz<3ozG&Ntci`y`7Q4|~sv}P^&v5IaE|iMC z5zz#^Qrc2Mc^-Ac;7x;H-TZz;(-+J7cpWd|;n~+Y>6lacXkr)L_XhJ9e!Gv|wFh3B zQEO))jy*hgYEJJ%Jl1>MX7bF)m#DbMn6Rk?+|8pZf<Yg7_JVHO3gWnw^NRNS19%@4 zi~W)K-Y1PXbSA!mhai*v=y$@Mc-0Ucet-wQiy@W;tf(`?Z?Bx7z6O5ihZ*Tb3g)di zh&(nG5@E*1LA%q*lXy3>ME(GM#J=*KRN9!Q5GuZAQFasa-ft|Nl90Ew9(Z0q9RnX3 zQtuICefZ10kK_Ih{Mc%@Hk&wfJ#Tb)d;irD`|3luc*4=I9n~ZB(Py{~RmApDgXjEu zGI1yPNxoizR&D&dVeX@$RM5L9`IV`dsQ6)jyu-r;ee4(fqdygex%%UU|E;*Y;rS1n zn8_o)P_L9!IH4XrQ18$d3qGR#<WEj{G5GwhS_Ja{!W>GFV`fq__~S~>H%yqni#7>g zm1l!LcMjzsJ2(7$SK4nJG{HUMnxAsb#J<|bzqDHB(8ab_Dy=W!{f^l%zDAu;)U24( zhWil|AtE4f6LVR@Ic;jdqXQ2-TPg?s)8{F^brEr9#Otf^IL>3XX*2It^y_4PkIDph zgHL~V;@n*d=w%gUtA{BN?+5O#T|s}lCT6x%47~W(%qI693Y;(HBYoAY9>m!TL41$F z4;~WUmY5a<9y8eUY6(7<oY3>y$B36bZ3o)UL5EdOCu7A1yt(CE#p9jk!0q;!b|~N+ z56wLPOC5py{d?~HLF6G7C6?t^_@48f(zV{u*$h&N==b2f@<z=(O5=oobKZ6%ZAW)P zE;u;(7r!gPl{xXwk_J9iVL^)3h;PafL3JF!Cl0O&Rqe+2TUN+8xzho0-A^+3S0(iK zy$un=^?n2;cbB=t9{5#1?Vkx&z<z=vp&flK|NPF&JH-$$UfW-ocI?LUWm4|7@&X=x z*CBSs2YRQG3d63an1@Rh)MQ0o-}?ICKUXGS!r{x&06XaP&6m2ueGo4)SVG-&QE&gY z=$#bp#oy<MeYt7^+}iO()C1g$cG;<p&;;-gnXlg};@@|R<|2!{2EMw}kpJr|@M@=5 z2Fmg0r)PqxJ8&;<HO_RhegjTK_r=^&6LW&|+i#oCpdZcEk?s=1+$i--!}DTyf_?S{ zD^ES1M>Q|qzkQ<DJ{f)FMBi%B6u0bn0seAt#s!3rqCdPNRCxh7MopDfFLU)jp0-+H z@*H$v?_;<VfFtzq?1@;2!Cc(DMTwgYe4)<}h0%x)7JA!LL>E1X751v&pYh-&Jx|*v z3PKkhmt4b&c>kYWs<Xi#55ni`q1z%N$RoE{T*R+pF8`yJPV;X+V&|0UdUYjuezN^U z&JplQqaFMPh-)$TsIrAyeTZYhB&{;w#{xT7>wR+Z=d!1c#2*Kr)_?1{k`U^I`~ch2 z_^&wG2vLvs{VlpCzNZ*`=Vw8#z5f67CRcaqVm@nV`q!V7Md+jGOsIX)f3$s@^ZO4x zlAL(p8F32qb9CBNCBTjTi_n$nc<WE}*hnaDG<XuRR*Fs(KY=^+vOHMDJzDtafBGUm zzt!6r7Wps8Qzjk@p76t9=iaCs!1H=+My{Vvz&B%!<=`dYp7gBxFPD#i=h#~*YMBR} zuS+GRSe7f16&dLBP7S`L3L9+t1o){RWNQt3;4f^RW5Ns{iPG(wKQ(|qSiK>{mk<2Y zAy5%(wy2|zX7RiY#NMWFhrHM=(C^YnGK&I-YW9lF%#Fmp2_eDux5t2||EwHzM*kV} za$DRC>W-UN+$kCqfvX%6pnLxu{sC%L$Ciz;C;Zvwtr1J$*uN(Beaaybb>zMG)!%{7 znCNN`l7_$Td*NwKMn6KWhmXxD1U^ooEC+qd{`smuO1=vI_O|${^8-^n&s?c*Hk%&A zu)%z<;BK53(f!O$b=U)WM)$(>3iy>{js_{<n?8HqJ3sl+pKz}2dt3<oJEfyl&&vmW zWcrSQ{36Uz()37#-opQvm>*?K8$fssGs#g$fG?`GE>C8}ycl=0HpPN3QF}GcP7`%O zy5%|Jd3?VcbSEAjU4mZ7{BNj<FzSAOj$$qFr*~Nb$Xk&YoJ?dla-d_sHKX)_6aU^X zzsNjyA?zW&o0xXv2k_p?sa?@HM+3q}%ZtjWF9mv;toupCW1)r6$vcR9=dOpF%Ypx3 z>gYWMzWH*4MNcvC6W`9Kt+~j@pB*KOQ=m(@7v&(xs03fjJ1o(cXT1owVtL7U;GEZo zlrv6e;e7UUoXwAeUMrORj6tC<QTEB5gYGW+V{a{qEB(NyM!TqQ(qPY|(Av{=UpIn9 znJd%-cw}+dgGb_7z65I%L-k|i2djr?LkQf5-r^|5Io!keGQrs~<f$yl&sSXY{RpzS ze1|uC+zC4m9fi~z&=16Jb(XtAM?R%jd-`8r!kD9&4?X9pFrLe~DbPa&#jA7LpbnIN znni*i6R9v`$0bYXO3#~}J3NZ|U{v*VrYQQ4+wM}0HNFIKWOkcyH|mAM6?>loKM(Az zqb{jMzo@!um5BPSo$vRTtJCmvQd6t1ybFD&p$%U%>R|nZ@yySUFjrmAZ!#$fUhwrf z2N!mC;&0=N>m~B=KfR|RVd{kWA(KC0a_P{QNGm6`u7c<M@3vq~C~$%MwGZgfS9q7M zINbq$CV%8abr9yJjAtEeH_*4f(kN7GE`;y=RM(4-&_%2Je_rQlgg&6Q_Ifx6@Umff zo;S1LQ?z+*ry!1m4RL3jLOrq=)%)=<;(ku7mYF*E2EXu-`;w=?Z&0TEyo~o2HNU{B zx&Ynh?4h^+@Q7uO`E#dB;GZcWCUiE>j~Mtnecl?nv}2p6vN<w*2%=u@!#_RS%C)AF zk|OZouJU7)sfY{qIpOzkKM$z}nkJ!cvhF4e<VT(9^O&cXNeg?v)4qO?eF8i^XClQt zA3Tq1vBawg<k@ll9;#g6hTA*t8Ueq!A3s<u--x`nnMk}801xY#G9Qn8QYP5CC4l?; z<*QnA*HPf@5gD2nLr`}NO7p9ZqaVAJmLB!hlL#5n-E6b>Ag*8k&bo99d9uDxv$+d> z+Zu=Hp=RJqQ39p*jEK9Q0}TKCj60dMy$^v87P1a*y0#zptoFBkD)PX+IroDXU&7}h zeos{<@ChZ^K;DyrxCiWd=_QzFy1z?YQ$q!K<WJ3$GSxmr0<-j;!ykMImjtSm%y>`W zd3&$B%RpbnT{ydE2J<_sRCnIzVE>)<OR)jy_%@5#)n5dGAMmhD<=OHh{;p8ZbOLvA zDdJ0v`-nM5_5W56b@~&7!)_P%H6kA8xBFhA@h2h_PF(av|DegInqKLFc=743Hx2HU zx^Pet8RDXncKoATGSHp;TFXlXFE2M9xSgj4J^>tz+_dTVeybdbou!y(3@|$vuMPhm zdj%=UJoIB12QF;(`4dk4Ol7;FdsAabG>$Wc9z3r`VIS&l@@FAC7$(rSmRP2q6oGHg zdEHUT2JE-`koP(q_w!IluZ*yp55cXR@93I}{7QYvqzCoKIj8@6_B;XKTg;?Vj68DJ zy6vPj^ecsBR*@7*B*OFc`%w+}K&(y&op=Eq+=koNsnj2shl%SkC`P@kT0Yz<gwLBf zQarJOc)&@@y*~jx=lPsp0~x@FQisAUOwmtYrd+SLHiPf_BQKvfH!)8!B%SCC--9>i zC-z0)=ZAEyyBA!99w2qWGO886=<^LrH<D0ahN<kTHURE7TBR*;0zbc%gNghwaChsK zD<f6FUv$hKiGKs%dVS%?MyVe`@MoM^3-%`5M|o_cS8xwhr&E3kV?MgoEX5x2`g85k zs0P&Eioe2tOB~0(+{mGMBgBugk?QP3@cTO+uiN=CV?IwlaK!@g=<xC3(VF|v)4TkQ zWC?&Tvqj6*3M<T6O0X6bLpLrIdQtP={=Qkw$g{U`&b`KBTpl@te`hSGEPe$a;NvYW zr?fFwCGYmT2)Nwm#|c4njCkG?)I#atfhYo{)ihC89`muhnSKzT&q?Lw{H71_b65Ix znIhnGiZfmxKVa`}I{Eq$YJVb}b@2YR7VOpLI3rWS1i$!+g#98C;NiQg`6#qWM3Y<? z&0`nfmnXZHL@>Wv8`Q;Sza4dV`}?Y+@1c9y{&%)u27XiTujlgo!THo+_ECpU#rJGk zn?3rE)f^3;QRs``t_v(K9YvqGIClHAG4!;(HO5y{pr6rWr_p$aeel0Z>l4tQCW^>p z>V5Jf9#Y$@&mkXKliTh5{Te)W;o<*mQTNeY?Cdy*=cg;B?tS7L>eQ&Sdt2kM&zVeA z^)ce^@$0`rW5CzvH~vsoi2<%W+%CQI6Y`t`yKhYm^!ztmMo%J+sXVdT@xmLrtv+E5 zrbXnRjYIOEaeuCVDr~V|b0yk(3dN7ef<GMibi?T%zO^9F|J50Mk!K&*o$c^d>CEmk zD#ZP>Z43A}ucO3IJ7AN5dE-E5p09VXf1$X%dzs9GD7C#Mk$M?CRT9gsMLW!;*k4%X zP)D2^bG%Z8K05pD(_kgwl8Pe+N?%<(Fqb|ZyQc>8*|}nZ%BTE^8{2NZJp06j5O_E* zX#oC2b-YdHA@b0mk5=B-ebD3avhJ6m22Qurv9MqW{6YAyr@g>&7GuqS>o|J=&)D2( zdO;!>O8&kZu*E(fmlTT+A?P<pBMxK(PyM<-vNB!=bD7_WJ=V*Zr`L{oz6^iVImu}5 zZHS{G7i^@hvOEaR?^-6+m%uv?IUYAcU2b<T$eYat_)_%PS7Go-V)qQcKAT6r5)D2{ z1%8A%T;Eg{yu~z)27^5V;vSEr-oJh7cJ-yFvolc-c5_9lZD4<|E$uCHeBa$iqr?rE z{fL8|3Fl?4{fW^*DidAQRgV<P_L)L29p~~>?RSj_ak}tDl#U&VIDOdrVjl3xKPJ5W z)u|rD>lK5Am^AdWAAH@e0uOw2a8>dT@OS@qb=q&Lm<z7>X_t}!|B<Ic{&whZ6OB1) zb9MZP5!N4yrKtN4B$&M&gf8>cfy@j&;LSF1d8eMefnW33)-Dg|RFbVH7`yy{Kdwiw zs=r2_-b*vz5smjgMQcm40M8pPC`buh;#IZRgHOP3zEp4oP=O~tQNdiYMnb<MoBGNZ z^%Kh$qfQWT^>mF%{v}R-B1@FL@~8`ZVT?jk&VcthxuLL)1UxypZtDBpCFnoR#U!GE zLz`G$VDNe7ON6BEd%6qv{O<0JM2~9BdoJ9R-bsLe=n5+oU;~~%I-RmS2R~L0t%sWC zsAJ`8!%w1L4cXl@Q-2S5S&xKft1xsNW(?Wq(3fXDrrjO{e4}wwJxLIsFWdXk3LWrj zp&KS=b&<cV+TIQ~PXIr?rroB8d52db51d{@w-=wewcoZ4e1!4H<&f8BiT-xY!0Isg z7>_HTx3qwdA59K9&vVS-f2#IPL7(S9ex`68c*8^W(JgXuU*dw`%|lo4{;pCA<eozv zqTE{%$ti-m^jXYjbLcj7@0xR8$9&G0S<3i#0^Y<fcNIfb3h3TnGJmux#r}xgL%G&u zm}iwwiv8{mKPshpmyQ4u;i?y1UeAp@anVSM1Ni1*tCEN03va@Ih(h%ya4g#KzAayW zf8y+noBHEX_$fTL3a;>l-f#UpzX9rzzIz2FdvK1^X`4>efEP0ykF-64c)>KZgGK>- zCyx~a>EFEA#mWfLjH~{{y&8S#FB5)5m(d=6j??Jt%f7kId4V6!GU_a-L_KEobmCVU zaGE4ltEXqsci&~bVtfI*B_)TsA9&uC+oCA<qVA$9-7aE)KJW2-V&2n4_&^0^PsW)5 zZ<X+_5Cs2I(@B%rjku;=!N2nWbQBxyXN4TmU+~Z`HW=dm#lEWSW<xw(O{a}1DRU=G z*HqJrY%$+n-SYSf^es)qF_u%EBx1uh!{V_G{Bz}9MgE=RRsR3d-Iv^mkomuVUP9;1 z6UfzY3Hs0a7Ze(EL702y`Fg_`c!=Mgpd)|gfaibPthlC(_vU7L?4A{L6OPg^5Ap(k z+MH{O-HCYe>!!$37xW#zN<oJX12;}Or*;7M-%vT5PUJg2ZvlmfUpw@Q=cd*&Q17Xh z<yG~vz>k`KFeZEm^8>Fxo<F(`_1BH_Rz^#h54|QU>x#ZrV|3!}S=3kbv-~$}fJ>dc zs;iu&_it|Jvl00k{9W`Jj>!#r5`H(lk{+PmKd9*c(n2qQ7$IFTGXvk^b2LZtv?une zGGvwbfEUqvS5TmVI_S#g4dF9v{zTcuP^WbC8-ZFK4Xs7c|1c>@Wucz_ZelS&a|rjx zqw|<4;*;MKdZw8%_#%dA-aa+yNyw0z*#n__sXqQZrYYZ>Xg$jpM~%7G&Fr^~*(o?z z^gACd>L4C$ocNKy4Z7L~`Af96n0ND*lYX3p`Z;XcFAq4w1#)^tA^iC*S>@CeBg{)| zp4sHig8xyZb=kTp>Zd!)p4NXc$1QF{!-abJtDEv3F5p*NS?$Yy&{wpOF@Ig&2K`31 zZ94_}-97txwh8Yf5qHAPUzmYk@eU_vd)JRW2ijc^XHXwCO6P9zPeMNulKQqo1O8Sg z%=eAxfTs_e%-Db54}I~NxF~c0pY%kH?}0CH%nm+xVIA}Seyucu2f?EW7%F~2{}ua_ zwT$gA_NqGc`sy#E-|(f<z9o<OJLVXcUPt&rt4mdrJ@hA<K1p0RL4P21^V!AA2jQ1S zt)n~$ouNtmk>uVA-2dOT;$1s|10U&3EPD+8ZR+P%f3QEH7Io?|y%TWvd3w6gkN7@$ zC5k%W`GgnWGnrD7u#Z*UcMZO+agA<1f<oY5o8A@s;_uTH=|q1(U(ERN^ON;FA3{N^ zUuo$HiHNe)Vt*PB-*pqYCzl^WucR>SxMBoctHr;mYYDyszc)_P=wi+^lHq+Acv3sj zkNF|Mf36qp;oGr@Juz)dKIfVI3Dds&g8HZz4@-ybwd2IT-HODlIq?9(<XoH|<sN@R z!|O(YF9Ue@8KeCcXW*M!uH5X4`f%589ygCycn@|e&1E<@YN@m)E4Muew!(g@eRKbO zgMM6yEknISUE}7DJoSK0zbhVn)^tUv62C8SH(IBrp*G+F=l5T*+=F=^@oOn5sHZbD zvWDluBOlxSe7wgOd4NTOB^`S4y)!i<=cW9J_YrHie{5kdI&U+la*#jv#C1fx#Cct8 zs%KSU25%-7wbBay#Ejyq^t&r=glg~JH-ngyVXTqLn+0CUEuk{lfqL)sy^M$Yai|v` z1s^tv2X4U-lDP}KMAoN2-#Kw_r+=n;odTXB-7~38i+cUwLm5vy3E-Y-B~jtZz_aB8 z(uENZs<<g=vToz~mDX0?L7lOuS)-=G4e?Vy%FdMpzf>6}HMN(R3lJ52qP>LqxQAp_ zTvXV%L>VT+YKQqQrSk?yR?yFJJazr2SBdx4=of{)Y1ckgJwHLziP71YYr!MDDd`EE z1#ZxMYUQg6`jI48z1n>P(ET4VAEX2x{HpthN(1WY)mt|MY|%IAqy?(!w!x=ms*3(D z>R8<b%3BHG>psQZ7MvDBzpNoly;B?b-9oEye;(o(8?*BP;NJt2$#b8P_f-qV4xfkK zHuBe={0|qvb2p{wl;QV38&*hW;2v|zy&Av#%9D8MUDuj**oO#_@->bCAJy`q<rz1A zex8c>`$U{;cQwrhMSPFiJ4(stUC~D^Y)j1Tfsb{kQ!=-VKXK~<&Cp%cW0GERYJTuF z(|Pt;ZVd5Zv#P0$3cS)p(aS&kIxzpud(qeeb8$SJA)U7H75f$E&(r3NeM-f(LN_{a zPf3-WmH7LYzZ|b|(gyz}z9w077<z4P<-|_-a4cnO-pWJ#qWTmp-?oanop1l>H2Q3M zQo<Q28|=AhE!<bO4|Vdcr^VtD&{YcBOm3<}e;OQrnY|YHPjaZFsUZ5U35mdkZupAn zl8YaJez))HqWSCs;vjc{a7uzd(PB+sK*D>ajqf+OyawK`N}aW_9C-cND?9RWpNZS1 z-DZQ(>pY`j9n^9s-lX&vzP0xwuDtJ9eSIJP-*tzo_TR$Z&XBFH1@tEZH5`p<5uTXu zxZmOcKKlOQq9t7=f8wNEulYgf)Ye~*F8p{;A|4%;8Tjuy_KJF5T5DgyoVAwhpBT&u zbnD(b(mn>fXvf~BV$?%Llpp83PoQp`PNN^V3|-GT=gKNy^d}AFGb&Q>Njw&^O%CTm zTI3|pl|#@uRZkrrfWH&VTgJP_z%LX+$~HZ3U{CyG*Cpm)?49vxzh2RaIsyPuHh2sH zZjvSk@C21Sz26qyxR(PaS9eTce$!++=9sM;ar^q@-MfwO;ie|fBu9J<)}vqD<OXiZ zx7|n29s6BAoRKS8#~y2Lp%{Tvs0Wrh_@}|Qj$O`bDuJHitU@_+Byg_m@z1n@h%4;| zB0C&$&ik0pWuG|<9h;|Aebzw|;r*lSdZshxB5&*3^#SJyr>Y_3Pl3Obd2{41;_Jqx zvag2&&}Z{Y+%$`YzU%x66M3AccInu%SsUQx^`!}HC2)X`GkEOH=|wcjeAPSn3p|T` z>Adq>?3J*gx_ubWCp-0CB^mgc$}<s9XmH-D0y`Gyfp>pqD2d2NKP+;^n65Y-dXxRU z6&eEIMJ^---pla9-U0REHc|Mc8E$KBz<enw<@}Fr@!%sjZ|;fv>_!;Kd_8G{^FU8K zuJY|D@Ql05id?|y22YAUKi=R*oI7Pv_g>eNsM-IcGY7bjz4vw5^5@W-`09EE0T&aj zCGF(d2EXMX^TT->*ejfRP}E=rIQ_045+9>oiJ{VBt~}J;_ls;a*^eU5Sj5HZ0%zzv znK*Y9I8#jOa_Y$rKluLrq;vs}-zs!t#g7%=clVu_KVtldr&{B6vkcJB3kDAiBj2ul zdLF^Bjz1SIPd%-KzHq(r^oAAU=zX(0k`2%|g(uvdL;o;vT5pf<U+D8L?Z3=*4><dB zcLDcfFTzG#v9+wpjW9F5$m#Y0`jWH*Jb5MXvELhCJ_o%|ag*+zUV1;``4vS!XW)O8 zuBM9#wcuBe@MXVBfPd+=j``}VB%)xaj;$$l5MyN#rj`f5Yo2ooC_z1(q3p~&MuzY4 zXGE8F2lfYXS6kc#?xDSYZ0uGJ;@1V;Fi!C2dM&qn>X0WRs|v?bG(Cyp`P1@mM3JBD zo}Vl~=}EL^Yi)mqx*$bL-N@_;@X3?xOs$AJHgEa=`11J?w|D3Syh1&ue)HhtW6jX_ zA8u31C`X^gwOE*B<UwrBiQgnQ1ixp;(qp;~y!QK4Z2zV=k^fY|j30Q|ufWf*&61&a z<@(I&(Ff<$eYdrH!SjXAG#yr!g8v1F#_p)k*bm@4@;jFWzOU`!bgiE}2u(8foTjs$ z#Qj<cnpenQJPoTf>%5o~fBp5cL>%6;?S9Iij?kkXFnxO59dlImdv_ktgkPlMZo%<3 z;D}#FJHsf!zfn(1>PKL|>!H}K0>qa`vp>^c`XO)bzit!_K1Sb&tv)dr{VCO?wGQh2 zd+)60)s2x4JSi#}l;J0`tP^k$`7LKu_P~Bd_?;<k`}7AosPxm#$C#j(D=)qm)e1i1 zkc88LTchp-YwJa+WOMi#2-GTNqyE->du9Fv^j7o2sy;u0!51xOI_KdWt{fUWE1r&@ zLqDPTTJ9|IG1~ksBlK=uPZDF>n*89?6};-HhB}4v0h>2D=Ab8!+ue4=p12bpsR=hx zU*@Kpw+CWhSD08p?;-GN9uDWid4M}4@1G-M_9Z;x?=aC7!Y}Uaow!~B=nVFSq&1_S zl6slOrCAN#rmL;$fFb6vY_9RH+=s52ao;U9#Gj6HW_*zm?!<Iu)Q%P0_ky>gd4|`} zpM;3VHy7jF-f}51b^?A!tH8U8Jd<)QM&t(S!)lW=Jvs;AuNQ4TBI${KB6HVRimW$y z<Ogo!pFO|}Bri*Ww@RDcd{d148@%sL^37YAI~qNjopalp;Jxvl_D3r|Z|t3tXIH=r z58E3W<N4UmY(=SmMxS?ik9)=u>?z5AMH->^C3YS$duPW3-jPC=JPh?2+qkd#66(Ob zisE4k74Q#{d-7y}@0X<ql2LX;&sq??yab;pT4k=+n!pzf<4U3%HnG1&ENagpA9xsf z>b#t*;NQ9pqTQLmhaMg7vJi%j?R4B=Qx|v(sr8m?H~onuQ%6rSoEt8|iqzxKku7rP z<a|wbBZ6O<<nvf~6Io;e@0#DDPhw5=eX@bi-65T|G3G`LlNa?`qOYi8d)@zVH|EE6 zAKF#|ACCNy!MI%<{mJL9&Ez2HZw}Blt*b-F%YI>$R~5J>Pwy8aUJ`tv6)yRH#9V%1 z<?@>m4??2tdT^GWC*igCWKO3Bc+q;T*9}+D-!qbLy9XZT?e%MCEIknSuH;uX-|!@u z#2D-E(!!U%_bqt?;@3UVLqhq$W!%S4o~O!z{<tykizfJdJ_RF{H}J2U?Q;CDSQq#z z!$4$UIOb{OGTcrrcoP*AiJi`vBYAT;(c3{Ex?>)Ofhycb@#M_m#$%Y1X#X+Nk^$ZQ zxub=ZchHBLBsBzUkq8RK#IjePpqJ=Q7+Yq89*1-Ij#eLus0=7(Hj72QdiTX`i(yab zFY})8p-+tO?7vGsL?W&>jZxU*p6yU`@SlN?zL&?a{v`0kGd=NVdinqPfBBgx;Byis zKb!Pdp_^+OC;EPq2)@ZA0eAG-mqy>$&vGM<8TiEV*I;hz;`WyXUGQmk7Nd9z9P$X6 z|L2Bp@Rj%cMLbe-CkiXnr;fkE`{4c4TOx<KV`i>Dw$Od;4$h?i`yBg6qmGfrP;Y8~ z8~r#49(CCCq21Dk2XScByNw#SZ(X2)Lp^Y6mQ%}WyV1{DRBxlZ`v-g0PdulVu*dnl z`$6kF{Dhg$+H5(K;rV7)(nRAukZGP^CU9QN9=)nxm4yzLkA)$))PsmR+I_-()Q$Kl zv>EOy=S_6AKTThNAJ~q|_J&n-ZiGNc$7Uuy>M_xeXD&3shtYU^iU#+AAb0&CXA1s8 zf3UKf9lrV;Z0v{7pK5Pw5IOkHhj@HDTyQ2Eezsp6m!2wPPqEJ6m&ze;LQ<7FV>1jo zbTKu3<t#Vio8{hAC*b|LgucHv&il8~VD@V8W6x~Vb(tC9x3>D?L9rP8@6QtRiRd#k zgMU^n1OH$A{!qIN@yQ|J$TgoL^w*T;@qIfmH??uvGHky$VJkQFcY@1<(3#im;zj-7 zPf4|79G`b6R!(L8Cgx9K#s%EIc@fM04@S}r;S0T^>vg7+2eFucDW{|vai^%gu|}0d zl#|N_N&^qS{zvxV)u+Jg^goq9!TDz?JvREe3Uf&88uIT^@4d@f;#J<|PJ~y`7n#C` z<l3MDYaQx4@q&;FcH}`f+PMv%UEsOyO1ezOfY-WR?%#p<RzDo6AjkqfNNHg2OYkf5 zaSRsBh+}8-3(9<<JFKT|@H7OTf5>cLDjsz%m*=RcG3p-PRFT*OR`_#pX>L9QkJI~o zsM`kp!VxDmCzV#<P(6FjXCdxI|9aW%P3ui8`Op2;#CiPE<ovOC1blkr!CS)6&qf8b zQ9t)VUGk$lpuW-r{MH4mFabaN;AIYVA9Uq^8S9^+u1j!SpB1`KA|i%fzf|1?y-WH< zDh1^G3GeZW!`D#nA22mFeh=N%{Zk7+0}vlMSI+i@1CRPMaL0Eq>SFs5hktvI{J0Nz zPkO?aCD1kHhk+;YbHo3H;H(F+@7Lg@p$Ya)ec}{5_T7uvk;w0RM-n<@+kF&imfl3O zYoypb&Nrog2w5+_Z%Knxd=~nRU=RC>2go;i&6TMqfQPAZMoSqS0bZWDuFA}X&pFFS z*_nv?Cur<1*LLu`)tOCKYLS<p9_GJNj5@h`f%pg<cDi|M=mYwPt}ez;7g48moeE7E zD@Xs=^jev875BWhQMu;}>ai82W-9b&F?WdmD)4r>ZYrM2@32Qyy?<BwF7zov>Dp7c zFRp1GKc%GcbN+iAMUVMwdBsDYO)+=yJ6Y8^njHF?GRhahsQ>KVxjKIXu5=_T*kNTF zJel>koW4aDB7ed<<{aXWu({R1r)5vV;9g^cKX6W>dv8((?lsr>qe(R3B;x4Pdac}4 z?0eG|GnfYdSS6rCibUO~ZF17&Kj8jJzDtt+bI=bC$?cd${_3I?Hx?^_UjRpj!Bi3O z{V|#6tY^SORqkuxgpQSp++%cs1-t}*b=5=QUR~RzUOcY@4!G}!+)3oixcb;%O+l#R zgiiHvWg!2GwC6vUfZq`lm9wcCaLy2!EH3mVo-fDu-gpcB%&~g*e|*fZ6BK05$O}S$ z1bethm|Nd8*GV}9-|gz9%S*M$C!(c4#xMsk92adLQ{_cS4kR13C;>M=R4*RC2K`cY z-g(h`(Cs<inPbrT=l|RIQwhJeN#nPiMZD<wz5o4rGx#NK{Z~tc|86(c*sJXCM@W`U z_wX(Of5}{Y@;wgq%k8?%Plxb6oM-vpA#bQKi<{2NBL1J?dUY53hdBe-OdA5QZ%lPb zIBo)bA8Cz7p$_lY*I>WRe(>*U8Z=~g;NQ-1T;-S_bioJRmmaIQ6DA62PyY3_twEYD zbHI6DUzK0dMBQo5&wa}fe{a@$_RK5fp9*6aHuJyOhaS?IO$!`&h<V@k3;2E!JDeJa zaj!RpJVK;!PR#zKCX_nDH|yHP7nPWoGBap-VuW)bZ&$weA~|rVXDp>jsM9qw=xF}{ z&&l`WkW7dKueM=RywZ>T(Pvm)*w*k~J;*8tz@J4wX0Ps`@gwq0=950)+%u2XEI5M~ zd7*!3?FRN`FJ>POm(oMst@tO@NEkXuld3~$a@g}>!%ydi^UdZSSFsIsL!kI^7o#co zJO)Tx4Pm}<?&Gy%%y@51UYo0)qW|i>J^ae(8z&=GUE6@WxFtBeGzX8we2GQ<7~;&t z>suW{&|gxHJwBGZ8~X~r{5sr8hkc@sN%H2<n^{c`^Lc>>r+F`CK5PU$$naC4<Yjll zVX3}y&k^9sA1|&9StC9$QcG@k0WOsNF6RjPCv~gcosHeN|2G1!YvG*lI9;`D_tBN` zAPGdf<KFh)RqWHmz2hsdv-kLoy%0&JPp98QuV=I~JQL@~i&ZQRhNi@u@!za36w#m1 zs+a{XKxeddLbL)rYs^R4@9!8fXW+y1_MZ>jpQHh6^HAXTwgVadkKp&@A9<;!4}G26 zMe>ou*!P~lUK|G;T;_Vw%b#wTA8w83QS-na<nM;PhRopkW`>rFSCG#KES?;N4xBzo zS5zK*7mT<XLzk_g57AWpT_p;A{{7?o&3n-A1_^0?2hRT}e=^sWA2`a##FAtGe%|+o zcLjlq8g~8UwYP%qwD+8lC-RO&#@)nc{pf$}JZQL!e2Et6%po1%**!_!f7<6!|L#wV z?4?7$#T*rSn-X=k``({a(91X8I`zaF=RBKEPv>wM_=^C+yUJl6goW9}HZmIcJ3e!* zJc#@_`ph7Cxxt;-ub!EikP2SHU-IW+)UoDQxA|rv&$f?HaBhWSf7KfO$78(MUt&w; z=Yslh!8ujh=?3=Rosc>Et{dO8Z*E5Fy*FW>7v}WE5qq&Le1=b?dJ&UkWmnU={Rv&I zjGfm{0MGT-F>At{@aM0t;$^MaU&L45JxdWlbmrJ^_XCcW&Cu$ui@gQhF5iFUWCKUo z$9sQ53iyW+$BJGP^zY(ybl$)X{d%XG>V2V8{{Eor5%@hJYO@#lmw;!F=TOZ8Cl_J0 zJ#=asdn9wZ)Sp}i9{rAYbdLw-DOyxb%b$CI&knsLjedn)ao0H+)Y~aOf$mhOqvfo% zONDLx2#ubd!Bo(DR$D!L*MxIHKPT{_5qWNL&Rgp$a1a~5qj?rLz;n`*l2j1iT25R3 z)|*8?_5JDIlw$Zos>r_hor}6qKTzr=e6DxU36*WI0gpa-n3Wp1-dNnn{_hX5_lGR7 zTORefPi$k>B}(WTdaA|}G4H9u#y+J6zT@D7_@Ja->}lD~v`ZKL#<)=4v%Fu>7iIUd zP=({1l=~lMhYx5Pd)$<*_dmROgs~Ai-On#=AKnCiz}N1;H>>y$Xa7FIX94_pMj~VW z8T19?WFOC$11Gs`?=Ok_$TgVj=8E~2UtTrV43;?Gc1+G%!SE+4HsZ>+2M?>rU`>I# zpR8o5G4T!baeYD5<CX9ukF3<xMV)zd{ji(IYv|oiaaQxc0q-puCo>K`ZTgFXKiwnl zM9I^in??69pCjDrausos^~aq)g(>Xs6=Y-S_=Ecs)l|t=?M*ztNfjOr-tQHoQ2PZ9 z@F4MtqpS|dUm81^9*6@sdH*X^1bHdQNT1^>9rBEBqR<-tKkwaT|GfsE@*vraGY|Nj zg{46ERJ}X##5ky8x)SvVyCnPKHRz8v1@#qy<C$eB7@7k&-yAAtw9G{RWSLuh2j|ft z<q?JSHb2bs6g^o*9kcH?!wpXh?D@U;W|37B{vn|$AH0B*9^blP6R?6k=qX}F7qO4* z{e(xL5blqqtf77+>Wrq6F&zpQ5-}R^+$wzqecm#EdKT&z<((g%?CyoHNc;CSDd25e zHDnRocc3$>jwz#WCK1oVqRmdAACqX}`1W8Cx|I7DzX?HSH>|>7`JwUOev7>`eyF<~ z^G83_+=fo_2F+UM2<FAeE&gWhgP)=opMwK_9g!%k?+SfDYOrpPP$_;roUmIMcuA>f zFDLb0==`0|ZEQy!?2yYXu8w+J?62%>un6`s&_@QAgJ;fXczQ_$`6i3{(VA=>bgR4k zS(w1D%?U;YT`kAC6n0lyL7#T<?T3&I)XhQ}`#)M`!sqMuHl{M*Vl;36`<T0oc|{w8 zx%uzle`cbZ-k{H}y%O*KSO$B{(^VwD4q?txvXAKy`iZ|Xt&5MNftzUydvU8`Z{^PR zkq+qjo@X<$nSF&X1zaRA;#_OJ(!Ekr?@iP^>unuI{U0`CGa@4a9i8&|&4D!ZrPSIx z=`X<-Nh`N`?;7^qySC@Y1_Iw4;=5;od+nz4=;=#d;QX{jrcThidNo*b3dzD>V_viO zTrl`4axP{@alB`(c>Ay_67l_vkbXbvR9Wr|;WYSOk5<xFdA5T`xpMnjKXfGNie)b+ zbCAEDShR*YU>-(v`$h}fzxkPuue8t)@h^9T-UjdbG(pLb><;FsC)%%e%VLkF%z&Zq z4Cbt^&HEn*t}e*-%4s;$gD5QFJfc?u-P@V{d)|+MXD5H+qK$e&WO3@unKt;l2_<Iz z<C7}{!-BQIzlA?LYSTl){<nnA0&>L5nNa89JOMZ2O7}~KT<Au--^e!xHzQvvE{$jE zBmc)fDhYUo{w;Uk6F$^eL$&Xzrhfq^yfd#JHivj3weZ4V4EgArG!HX$WG7h4*z(U~ zPg-=gR@p7oMQI}qCdTj?C?Z-dPhwu+tm%Lc^cT{sbV<p9(2;CgxYaU<{%ba_=*@sD zk$Z^M)9DEE4?9I#7~)uu50`_%TkJ)9!!6(c4d>?_i|(!zcOv$%^b!9=@Vh^sMVw2- z9Luis^QN8f|9e>La0GSb^(%LNFbf9~Ka<bD-4+MjrS2z9F>vBlq?-#rz{mJn?T*2D z?VvtZKsds;hDb2z!28|Na<AxmHGG^>FKTf^7jAFfyle%0F6`IN-tVr!jo8^0>Q>>) zc2=y+-PoHr|FVK)f_NZvy)|6+DfB{57_KuyA0Ci9L#6*6{umSV(z;=ouTyQZ+eBS& zE215974apN;l*1P#0kOshmDPqC-ya;ovFVH{Gl$wk@*^U!CKLglE2WEUZ79VnMZv% zGrs2s?&SeOWnruo^#$22?pO-!<=bmQ<0=n+T88znu^IBx&gAPB@*c$Qa4EUVi|{q? zu;AMRe*e{_ilJ|xP>*iBP_&NpBvNJKW7Cjd1Mg2|I)O*(X5N3tiVkyNLra-%+J1yf zP(f%Ye*XN#DYFFp`#Toity7Fccle)1)&TP7>hm|s&qcB4Gp9L|R~q>L2GzTD@I>#V z_$<1iH?!RHrTC{K@Vf`;zjXh?pNy^SuklIL&-}yQ>!_c&TGB8K=tU@HeUD=<Lci@U z*wcr;;EKzgn0Q0X*IVs05SK;2rzO^J0=z?DDZ*6h9QJ!kT@hMwbtmTJX?-3%hHusf zdWZfD`2T#*+;=Y$_27hg!y4{i`IkF>^Hg|FD{`sR=t~pwFaOB83VquHli12Z`1Ff~ z`y0go7qk{j7k9?o9etKc9{QV>ijD*Rz}?&ab|zIdKu@yoQHjZE%<*O?R=M(e6Wbz6 za}*GF0$;2MUH|D$Xw1A+69OK+JE`y1r890s|Ft*LBH{4kI3c+Avmf}-kk;2X4uOB( zVScsqr5_<OcQRN@1bU!2AB8VkUPMV-+Pxd7vu+Tjv2wGhJ8l+5FymY)2yCk_<%ABw z>!W?DJA4pskBGnehWeD7`ND$~<e`bk>I1;na_fH32jPA(KX^>_@(t$JdP7;wC4q;D z?4fM@h<RJR2^r=qsAtbIF@<}$5sm4(k6#1V+g>G9m^6yGB(s-gH3xIuHbH;id13y5 zlE@1KUaB=v>;ESV_r|qK`m~1^VbnFP=+HtUCY^WbyRo1jT9Odkw!@crJE|b+deWCL zm>Ff4K|fz(NO!t-5TD1Hlzr9+^HmbpZVKT0@=dlJvIWnbrX?Pl2OjCbMM)b2@Q9%= z{A47db1yCHIIe$>M8sMIH7^1$xhtLgU>f<~W{r7&8|u9062Y8$=tnaP6h6^^htEu_ z(%S+G=p@d^3f43D6XYWYexE?!KGERUaqlDcnbLZ@u%&ntkrl(I-y?2x6pZf4NI?Jo zkZ<+RO%H-v$=<#Oc+%Bb7JI7m*vE9dLAwX~E(x0u-$-K;5y~zTS`FOHmdyKkH1cMd z1A{D;8|Iw+#jaaFf{sS`jm{6?U7}{YhShAa57kOioq5QEkpH>#pati~DeRu~aat0w z87V0EYaDgs!{iW6GSrJjFX$7t!H<m8sbYnGKD)2UeK+1i_rnh=VUym_i<$)d#^;s@ z4K^GsfG$VTXW;_)vcVyiZZ-HMbnOo!?J0rZ2^(A0EidRHW3^a+T!Bx8k2`5)zds?J zYM$x$7CM~Va}Fs_+z5Kj_3+VF%!3?V`_+@=L1a9Lw3M6jBrfw(y?BX!WoC?{PCFd@ z=%)oaNj#6Np5;X8H2AYcO-!=ky&rF^<H%%(AG?~h)*|$?eY=Z7TT`LO{;Nb4v5Y*^ zmMjro1OClzMUVmc#H?IfbQAGVdB}jV1aV5t`P+woKJpQt|9oI9cO}Ap{u#?cou^zA zm>qu<=j?(Hoi*z1a?{K%L+GmNEn}VH(7(KRZpTj1g7=%iMw^|EyvFuj%^SSInE83* z?nz%_fBC8!E8=Z!FWYcq2<nXs|7pZveoSh>{H6x(tGsK7j>$jV&WdjH!y$YhlK-K% z`{0jZrZK3f<VpOfJu4|y=SDp4<#%2KUOax@oYkll@9jf-Ukh;iMH;gD`v<&<<1PHU zVFY-A;|tdk;Tx47<jWU%2H$^7*sNIwx-+pWWE}3mKl=?-?&&~RsvFjB<_#Pqe`Woo zc>r;d)~0K(C5gEFO-R|i9yq&k`5#)~o4>CN^K8$6-rlvW^SlIfFHNsI*(E%P)%RUN z9Kf5;e)mtDK^-!nWzW>_?L$zir7eHXArYK96z!XB-b7VfzEKFBHxYGl$Ehpg&@VVd zEpO`JJ(O#2*%qM=b9CKOe~US*4G-U4MbP=r>-2s{Tv7F&(f)~j%(jm<h3BD{q5P;c z>$%$l^8hQ;B_Y_S@hSXCDR7c)oNePLZGmIWzK_TNj%gKPLZbp-@*_SLXNBBc2`_2( z>|;6bjXxPseFb<|OQ}x}ojCFtnRG_X7JQg|Z|ar9A8z8MMt8b4-s8cFwb*{lX)k^& zXr_h!Lwm96QlmE^x~LNDAx0uDk{APPu7ZzDt;l?W{O8`%n&JEv{(;NV%on!7Upi0f zzk~nyFwZY(M-b1BJ2l_6tj8Xq$vvmahujGBvBu-|&`I7ftGW9U@#bXu2^nLY@1jqW z2~@y8ti7HXrX+($w`F7?dkEafmCyL71@Jh%vZV?<XGY`3*Z>90d8RWKeFooEw@;^f z5^?PX{pIjosJnIaWNLWPPYx#D=$g~VoZzmJDqrABLKjre@9%`4Z}$`rCv*kIbNgRZ zBA*=NdL=a#kNKNV?3b<S(H{?;OVSF&-U&07IS$}OhrYXv3LBwrzMb?o0&@!0FSu3y zLVt6=x}Kr{@4utBl+6Dz>d<I&hf>5PKFWdHd-3ml4eAfnVRk3B34AGGj6<JPx5iuw ze(-;at~(yfHjI`cTOl(fDMBJMGeuTNX^E1(XJ)pLWM!}H?2!?Qo)D3&QV3Z^Xz^KD z-|4UK*H`IzpZC76an8BUWxivh)dW1PbT>(86!>fPRPmjM1W{k-X*2wr*Yl1#-#i9f zP={<RtRWrx(a(};`{0}Pv}n^m8aUuPiTbBx;0KgnkI~XAqMz~CFeJmDdvuMdBOmd& zYH_bxgaW>|$T<aX67T{G1)A5`q4VK!I`H-a;z$1%b>TAju@qg}6M}oB#8$bXLJA!` z&$!V6;2@!&52}s;2Q2%_Rr6{B{H`Ni_i6)hjXZ~mZEpA%_XL<48bN<?UeQ$#=QgWT z!Sx98m9Bv5q24e@qEx<GuK+k6w|cPc!W9SN^+@!N<1Fyo;$<ibQiq?9@AS)2O((+U z@+qBJE!?BDWH~ADx0ernteAQY-5r<yCoa?<+Z*}pf}H5vYAj?v?t))K()H35B|BoS zVvR{3{r9#{_A4fN_-_`jQ10sm-u0Jc^A7Z<s<LEf(?8i04bi=Nj?ksuP&~9~`NfK; zZ{MLUylF%140rt*kGz^RnXZ|L`AW@`KH`%v;rpaevS(j6>Uh~-9|gH=iJfxOa#r=2 zzt5x<7*4S!NY<`v(7s1puU!tEokX3>BUVid9&ta(kL6Z2=!;#?b$6q#y0Jsxk~8x0 zuTwf#?$AKT^2Mj~wJLPM0saZbHt>614a~cWJ|L1yDX9m2`PUYfoLFz{Vc^;_*#a+C zJ4NSk8#vfLhG9Mr)D^bhP4s^q$K1s&U3JcE@NCLV#oMPHi1k>Rq)89p^({RYE6CtW zpcFdea}W6|pkGQ~4S3o+zc4%SIy&zM^DYO$hq?X6(>CbmIw>=I^4g$l<P>TU*8>g| z6?mQo_|6;k_wrJ2F#ph@8Yka@_$_#YNfbO=g{(?UCHw;{OdOh(TrCN;=etiIrn4dH z0$((I;K00>t*T-2A9G@FgM^L)JN&kvR=P~`!57OT%tzS+K9&X)O*zof9h=G#UaiCP zS+`y1@U|p`Yi=Gsh5Vo+VbSZQgF5WZF0wM<1skKHfx4{FEnJLSqZYCwHXVKMr3^t= zW#qdhWr6dP^*rz=Gy1#Eh?(hm#I@MVA2^^_yKR;m9HIeTI92@E4Q&fzS=58_&oAt2 z+Gu>#Z4KQH<0?lu;^h8&SKoO;XI=TLAoK%pI!U9_xIBI*>=$43_L|4MDXD-b8$EpK z-n0l?;@(g&#L1qW{-=A|PPYPnl9x*;3v=N;*2$<i2*F>srSQ{_S>TfSCtLIoZ+2TV zJSeQU#vDhS>L5SngT|LG%tLn<#=cU&R~C9_5rX+P`n`_Cz2)va@U_ub8Q7wPPs)My zX_6raLgnRyU_<EEYuGn~GEwKJTJ2o8wHxySO{Z_ELZ8Vr)ey4I=tz96W}b6?jC}Zt zdrvDB@EFH$zuDJ-%Ny)k&`brN!#_NCObYxuqu;B{{m|(g{nIF}2OQbhrkLq6a760Q zovmNNFGiQ!@&hkB=<q1>bQ<=OQzcid9K&8$*FR5cj=~SuAylVj9{cKg?r?ZR*B#^4 zMMNJ5PwQT6{HP23Wo1={do}J`Ey=qq9?Vm>6m))NgYV7WU0MFnZ^XVD$h)<QI{YQS zT?gg|xV^*ej#q#OF$j5=AO?JBNa+4seD6IAc|SK7Z3y3yrp%~GJ3{GDldsk+@G6#s z?Et(7!$LBW(;4tPz2M=m-|j+;cG!k((m6p##oI}Wd2dmdKHG5A3BSrU+m4wdK0W*D zA|mfd)P1DB_mLg`udkVF^^kX42BX8Ok*B<G6&h`wg^u#TkF`=JTjGMmyz-_c;vD<y zpQR<3Kln=Pqk;Q<(>>0b8-1DnmUgEN@JER<>0av>R>W-H+J`z>%u}C|d(-n4zHSfS z%bduBpB$AGZ7Oh{&<m6|SW!Rv{ynsO5q;|iO7S4~cQ`k%v&2?`^U`g-9`!+f3F`C9 zv^|MFEP&+vf#=})JYp;II+6bh!V-H?H~JYo?oWcAC~wDi3P-%Bm+|*DYN0p$Hha%X z4)v&~Nvyam@*U-M$+vXq`#v^Eh#tqe^|Se6l7jr%G-7pI1bm`A<CO4s_!uOpwY_Tx zj(&rUm6j3v@$w@>k8(Ujzvj((;fg8zpB9p7dNFUy|5_r3;TGz~=@3%cFVJO6Y&F%- zSrH=l#u{_5k1lFV=i}Q2_)dIl8H?A#9D)C_KX&5S!~QJll!P99xOQfo78bW6BIA}O z>e<16wB8gPuL6#n#m8pgg!zNbz(3*mo-Lyl)44jKpRCBeGXgz|XY!BM8R(9Lnz965 zpdJ<ZZYIGHiMgV!la5s22^<a%xwZjU$|Ru+&I>}mZ#*&i8}a-`+M54w19Ku{P)4i| z`kW`m>PxbxaDGIYm7;(P-l6{>`VRTpM<JY<?}Rn6wx^Z<GxFnu_aamc4>0fkDe>Gz z4&c<Y+;5lh^Pg&8)U`(4XdJe^mV|T1Q%muf8GM0RaNk2m^iN}7{{GgOhu$Ff&5vVW zurEVEaCigX>%pS*Ig>+Hgy_5E?CR@?)3@xOnQqy@r^K}4-@efu&)Up=_c{@G-$`zk z@Brt$t>a~@kNpiiJjD_Cd!b`=0__9nk49msh<r8qiv2Vx>U8SX2ZBdPq4%D6{p<?P zryYOXKnwV_G_wQjDnam-+4xVF2Kt;Q%<keLE6_Whjn_^_eRD=aUC3$Kk<eQ{<>1Q+ z-l@Wx;V{1ET7hd)g?oW32ygq?f={Vf4Wi6HgzuY_?dOYa_>ML8*UR-I9)Ef+)Se1I z)H+Slm;;uCMf@?*bLcCDjPA5~=i&TDbgLzx&njwjU&&*^oJL_WpA+H;-Evb%x()i` z=-ZWD_#AJx&8n^eH*r;>^0?&$Jy-WpRRP?Od&-_(y@(HX@jT`1;3LHg#a^72hhLsk z$;&gxkSAA7U;L{#J<P7sn{i_9npJ}}68D#4{ieCnLEsY1EA2u>cECM@(w2dvrfNo= zIC>6!TD-;3k-y-{N<@5ePzSUr%L+U(#r%zAXLSi5`kH;e%VqaC5ms4#z6*yOiIJ$! zTxW4FszTn_>^ciw*1(?Jxyz{YVmx+yc?jRY?lD&v@B$Z^jK&$jzi{{_+Ek&Rq7Uv7 z$W6xQx%$dP;5l?*2YJto#vuL_v0S!{K;OK1^{c21_KbSDzIcS6d+YlrV?8a*R}GUo zOAeskOm?T`q{qBerh(-_+#~5eyCVm5v0rTWsT|=J?42tg`1uODWxL_G?xI`Rr|t9M z%hPr{f=TvtDFf;}ll7Eq{Lb))-5KH{g#2@GB`MGwby34(;j=IBoWIn_lEY6zZ|?s* zayA@1^VLJQcLhU-dUdnV4ft-3t~zfi^eYV(H^-~^aQ;cXUij_9bNTQX=p)W_u1bZ_ zUIE`+L08b*f%%?y3of_fu~+k0T|yQ9++p_LZyvPbJgE<Ftg`|4r#U!LkpNxry6uU% z3Fw`gtKEKvp#RPvxp*5m<t|~ZkHwwvk8QN!9b-V<TOT6Ajpw=l)W@xF3VGLmt%K<n zbP7gy6KZFn?^-`}U5^5|V{ZA7BI^4eH!CXU`oISyET&Mq;a*bSm{LI>>7epRVH9~$ zKbb~>)f4`s8@b2KUEm9=w=YiM3H%>O`7AF2zuDXFxpj*Hby36p+dYV%8ye-R|MrT? zvq&c0Mt{L;uICYm|6hJ!kIM~1<O!QAQ#51nSDv%y(ToM|u656!1pmIB(#(I>#^5iu zvXfr%0;j(cW3_h<``&37P4yX}yS~^&ZvkHI3yaEp2nT#0qNF}VLcdjamrH@v6?#jf zulrlkr$60)-~P)fOM?73M}(*|@XhlDLjR#omQ-Mry@G%D0-w!~Aqn_tyg8%&5P8s1 za7w7)G4QUBDkbO9mw0whESY(u{tuLz{*?!w&`5fue;svPS|+C{?)BtaeMKYmPiE7N z%)`j%SB|PBSBzoL@|JV%>t%a_o{INKIP&^t*@-f>Ao$5@l5?4ULqDeFoNeC&ywp)s zM5)|{aJsZ#dMCc`d695)w+Y~igRDjgz}t_`WfOYP=dwGtZB3w`DQ0WSGQ_>>T8}=Q ziqA8Au4<`Q1ofL;>9e_K$b+GlGiiuV-A`ubAO65R?vq4L4P__jP1196Ls4IGsT!<} z0)L7e3MK`<r*rC~*$Vhdsq8lHr|+OMVlMkIVg64qVpu2$os#=($hhz|_(}BsClx7$ zc+17VWeWYJ%*)*k&d4{Z^1sM)GT=)?e&oM<*1#{{aTpv)u_UzI?xp7KhYyb1fX-n# z;Q5X7>ui{B8xFY=S5O82HZ?A?dgyJ&ytrC+V;)EQ@Z9jZ8e5{lE$hj*Q0xJ&eO}#s z4m?LQjc#r)`sL`0)3^NXiIvwv>mP9MSZPk$yhnX#@~&T|<N)-4EXD?(QP&U3u2gfN zj{6;a?z<!U<j4~S8&wv-nHgUs59)w_sfk;y{0<(U^kV>Tzcq2Z%5}d1KlEj-S8S!a zvDfMko75de#J#nAD{kD|{LS7eA?V!h{3o(kyB>KYdGPKoUg*f?rX7WAz+c>%Gl=nr z?r&$iN5UOT)XBDAC-wlBlUG(N%7JeL6}6~-C+gUV-*RMSHiXRs7fVhL%msNAM;U~m z?o?s;tBLyVb3g`nC;HIfZgDLJ@SR1KXBlhIC$#E@(p^Mf!y+qK^ED82SK8K})!%?8 zDSIF^o{V|soAo~B&~+!R7b)(Ae@8+w6W=iO5NQv0DIEtsDz95G?zwG8h_W?>N9n+S zRDCWw|0#IrfmF};;QhFq$JP#v0+(3hl%q#I-NzVY>?VM|Vd?n9{Uq>8Z*LBUB90y* zRlXjj2;cML7nkzTAMP7(zGV`P_!w>6ciIYlQ%|?d3GjG+D`zzNz%K{h-x2Rgm=V3^ z)6Y_=;3w7@^O+5E2$p54eVm)XTdm$l?yaySYEG|TGH(JNRmPxJ3msdV{Glr>zio)6 zr_X--ap7}BQF){thR@2j>YwpEJHk8i!qXN}2jW%0g(a~Mj>Hzl*M8BP_5{<0xD-Pi z@IYHjxu_P*+1j)lN}E9!z!LjX?GEC_=Boh<<inlSgqa8GExoChpK6HP3uYP#-F!}j z`?#@~Cyx_Bdyy(L9pArq%C2dLC`aN_)O685{fD?!kJ$Z=e{;z1%iMu)xTjPP|L{iM zcN8!FTZZ?>PgdE3dskBV$1+9;`yn5-WJ>=BoQwM0?xF*jlS`2{9YlXE`D?Cfv;n@} zOt&&_h=50MyrytI3cBRZHv4#6%uP0kus+ejJo|;@5l4IvyCw)PF(cF~T!PzeCdiXE zQ_3xf+gd~qrB;g#VQslfO9gpy?iuX`Qq(&ipIq-ht&cp}8^k2oW=UMG?%^Esz#JCG zxp&_vfcK}^ehmr(Pw}^Kh%V3xepFKw))ts^IB(x<+G9;vp85Vor4M=~3xPc!Y!R0; z$0ZsKF(>!oYl{N<8M3LI^WEnh31g}E#^n5%?^Y0Mz6+d#I<b{`1atLG%yH3Hn77&7 zKBwd1gL}-mZqL669Q5q@J}&4oOn*ihh2p-v(5Ys1g?^QwJgJx{fO!M1oZ|tQ7c&z6 zFzj28{TGR8ww%DxL@gKv457n#wVSi2xf1>j6i17FkniI@G;Vn-V_)`7rNb|U9f{(S zGxV2GCpF(1pK^en;l_a*R~w-_C*ql#4um3~GTNPZ$%FkT|F!F-gZHvGOwZX59iqg@ z!mYb|Fn`(}WcwKR`mvAhd?4ns?=t-fj5mPKS0eY#1Q{pdIcb4@6>wJLic#6g9?WGf zif9Z2hw=-5e`I<;aE;?j!5gTneN|fOl7OF)pE@+I^9{eh<DUDO7Q_i>&73R1bq!on zZ+!<2Q*$DF@_{Yp8F#TP2+81_AE4!y{Q{lK*By+E8rWy?tyg@g5c;5(sahL|JE_?; zXaD&)6XBBv=SD3sf7l@LaRd4T0kvD@$Yby9sbs^&fI|fbpMG-+a|^@em+zpz^X0rM zyN-TsvgU++N-ubx&!$F4A3>*4dQV+h+=+NGRxiJbpZ{rIoY;l^C70P(cUm<8*IQKB zvk07pd`(YF4bRh7!n%-#{G|M5<oZ4~2jcO8V<&f?hc1nWeSb;|^i0dWl!6@ab(j0o z>)nX?6354#Q_u-hUu#F=h2IqUJGQ2?&^hc1%DLEy`j<VTgv0=K7E2iQfApAt61(=w z8u;^(l|bL#Wb{d5nWwjnus0|<_rcwKe2$p+e`Xu);3qZO@rWNdy6P>3O9!B9ThdDB zrhp#rMcie1KKL!X`<`3^9ERDEyw@Ldm!<+44xGT9j*eFQ5x{R^w6;atOr40FjGEi! zBbdvRGF%=^z}&g4lv+08WvrMPn=f=C6s0X{)y41!2(M#VGsb@7XcnKf_n7~>>r|Kk zyz>Xyf3>dAj|geIEB#bN-o7aANm7bFF~NwI2A`|F`Jw17Ui5j6@l|)=PpchIp8FKO zM4Jy8_`K`k&sKiqOvx|2PpW%I@1xHjCzJH9zwSWnOmf~w3w+r1UIMKh`sp3!?V-lE zFz<c&&+G#9PFFMZrw$;G&{+I&SQP?~R`|_e4s(v{@1CFION38)o~tt-qZ6@2rk*c~ z_#!G$l*g?NJ-kKd#%mVf2w(a#|LTFqE-frSIO#|n<!a~3L;g*a%OIkB;p4K}?-=yW zn&@}WSSv@obf#yp-_nIHVR%aU><;K3y*W7Kwy-aiZ16-BAN<mV&yx|r)vkT|tw4)7 zS4kqrbu-!qdsKQB&a{A6nQ{Bge8-BYwK2PM0rS6Eg{NIYXD}yB-@Pt=1o~YEdP_Ov znF0F8UHMG#ox0fa#{qMd+&ccGxrn=kX%ex5sE6JbFMF02BX4|BRD6Z^|GZ_-W7#K& z_wfPoZs3_OQ`7Sc9!EVl>gMEvK102-WZ@LzDfi3t%!k0wwS!LX6OMxqLdI9$y(x%; z4BJGN66RZn4`(>81E<;4IrbCpFRu7Ix3)XtOc=>sC-nP6nKjfs_?&ApUQ4b2q3#Oo zn&MHlCiacp3}{uwJmJnC1COfV`!Ice<~i`I4?}BLMjwI)nDkk+u5cvCkJ&R^Za^Li zr?0w=b2>sCeZb=mUi%txY6*F5r^T*?%4_&_;zpr-5d79#%Lf&3f1Og5BRvYRZ$jNi z$%YescFfn?eZVnB8P441F2|nob9=(;(3eC>xUf9DkNXr>#Zc-59`8r>T~_QX;BWjK z;46tf%x#yeju`g$Hde>ahQTlE(W<qm6ZG1bJX2CQ5ns*>$p1wB`{21q+!Np>vQ<)c z6;g;lPqw^{go2OfagF$~8++eg37JuS0q-z$R>7GczV>se&CYtLS6q!RHskZX+-wp( zjC+?_qLul$7rL3|4W6CgON16bpD-u|e_(%r>_6blDbp0fRN3$?rIwVajKN-#o+hQn zSMc?`!tJC&i{~k?owc-tzI)i6NfmW}*3fX?b>ItyERVkMp-yYwDdT2$7=CptZy!dA zU_Q}bG*buuHn&!)nwFt26;klzkVQRO`Bu~7UmcwM-!mO{+ynK>tLF`xZHe@21uN8u z$IT9pbA{HdiC@O|&z(X2VLLk`G=RS1gVT`w9O^pi{V4&f|M1y1u}od)mDo-+i2VV7 zFvlq|zKHuu#u!mrg!6dBcyjg2f51y5AIe#vzlquD`@w4RpYJ9kgHtT{H+Q?<A>^HK zvyz<a6~N)lb5+W0PzUhSbv5Fi2!_(jXCSX#kCou#LtePMk*d{`2|sXIiP%cu4m^+d zJsXmRkFX>qJ9z`@zCETNmcZl0)>)h%)r9Z*#a2I3;0dLojg)TiO|m0NIyVbG;J)T= zm7)7KME1vb@)WKA_CB`h8+d|0Z&+Tf1pmB0{c7w(O&j9Hos!i27{m=0DkVnbRVS<W zH^03He|uNQEfIZ=bbsD&g;6`AJMT&V8FBb5%eL5QUqxJ&>9y%@hTpn<;U=5ZKOVm1 zI1O-7v6NKlEHyh~<$j_QGx$`yT8>o3f4*~{SbUgK@9GOr<o;fSUfpj>U*RL>=?)qR zJ}rm7`unS!LEPZs)(?B~Ia?FVg8xNrzQvwICCRV>FYwXXK{BuDkS~tz&|{*7{x?8^ z_TPR+$56Sjus`q<9jCj<S_=Q3E<Wp~4|rZ_xsN+^;QtvG_&ykQxIu>?LlF4YMW5F1 zf4Ce8EBDCi6zH2Ba>tqPiZ~K2?H)^(3Ybq&?z5(W{)x5t$2WR@=v@rFPC28#%Kp7S z^Hw0{_*M6j{oB*I|74+ZUc4<KOvAf-{W`t}X`w9V9`I%EcArHNH!su=5Xz`OXUilP zjy%MiR8!^-%P#1Qb_zdnJP4idjQd<$DEgHC58vk}aF6MV2eQv%KSy`c3lr1>aUY99 z9#Y#AmX<Pu0jM|2sA-fhHe)_cZ<uEhalxcNN#z}jBVjAMe@i?8c*N!BucPpu<3`?b zegl5>!?>8e9Jot(!Gc!Dnhl}O)cz`HKjQ6f!*d$=yt@jmlaC#<A)H^`Euw*br8B|x z8`ll^lzF|s)&!j3A+@VpK@{TU_;kE#4faI^nR1fehVM-VOVvTleU^K;o%nMAdU74N znPA)#f@7>o9`%LS`F+3N07u(Qdt2W54Ds?B2M;%Jf}yDk&Aq^pirm!O{P^*`{RtH# z!<?2M{VL<(Gr)a+4jIJ&CrsSVv8|7X-le_Pf;<iS%)xMvgj?9ZeLN@so4X_QF&II9 zYD2K+cmCl-|HF4t^w02!BO%e<+(~{2{k@U>Y?vqTdcm^C5$FR{4sA8uN1lK5g3`AL ze_z6sUg%>U{OzjDBuLn?zn*T$VF`V4@bbj>pTI9)Q94xp#^;fxyJ;l_{_H=?yxxP* zWxWY3p#0<oUy@QMOU~VPgx3!pojT|PScWrnq|i6KW6V!{;|d&tkorN3JW6T)@tr96 zV@IcP_fv?gt-?PpJ%=8_rA}AtIrQOkTiM@(@jeuY*M<@B%U<qb+soYuKjp%y3f}X! zgumf@Mu;WmBR!*?V$pxE%1Y(gABXRUQpA)vA9QQ#0X7dlL09N(H^X$&f>5PrDB8OV zJ|=;}hufg<{9yX*ibjqN(Q4kSIPneqPnq|eE)#G8Qw{Hb`OWKHY!kB#_BV01KTid( zN+Wu|e-zItPxEZe<}-BbfpQ7b8cu{r=#6*3J_1*~AS?Cq6y_cLNgQ>7R|xL3<E=uy zN^N^Sz048%xG~4JS$FKgoV*?$2|lY)o{pCZyuNG6x0hEOZ3v~Yo7YM3ew`<Myaog@ zKR<R*ui`57`$lcDl&qLfBX1=tQGe2iZXZ5%(3+^pzd9)e-gl9df>rD}^eR^kYckMJ zobulg7((8(sU9orG{QM#Vd9arMVyHU3no7gAK*vju2)L!h`WCq&3jbALqA^p8U71> zzzCi60{E=^Z#Iod0>OXneY~ZIy^1?TFAJ(5e(kpxkZ=z`-IaKXEYuTt%+*hi1Hspk z_|@z<iT?SDoc7+PG}P^B%!2>+pFDo>Yj=N!6|s>(QaV+Ny~(|K%#D)3o5OvcWSoN@ z(8hczU;%RuXX3?~@wr7F<Tkx?fKEa0PF6Pd8Xs^Y=XqTXzCW}>uHypqoqef3bm%MY zUm^?odlz&2j1Mn_AWk<qPcL6WzipZr6i~Sr^;}y|vpIO~-Tq}qShLWN&UH>OqrYWs z-L4Qu9c$LnvvUA>bIh`B>C7hdUXxdEeHZ{9S#s#27V`1+VBz1#fv>&3Z&-1+8#=nC zZ*rul>%#J0v~tx!cXBuLLlJPHz^BFO51@aFQmcp+R)EjI0BNQsK3@cfqqsZH(*uj( z5@vSv9}|T$-_eJ5b%lt%1y5wM?qw65=|KE_uo3kgcv!gFZ2q`8=C8bSE<Ynhoi2OH zD-O7|v)9VKOE`B)w6~m`kT=(M$@pJJ-14NKPisQoHKW#+eCZbEE^kUGwb?;e8Mlx@ z(rknNd}*`{{cV7dgo#)b;-$fOS=TQMVwL*Z2euo?w>%21RnwM)W<0k#HE`X5Y(_5A zljtX2*7mb1!|%yDgNhe8(6(S~eRmJ`MrG|ckBdWom68b@vO#~eN1v>512`R<uLeap zcsY}ti73=JJ&StEpU@Z49R0Idrei~_<zIU{wt>EUvSR)%`Wa5A-W%_6{`Weto{z=- zd{L+oVF&zCTZsF0P#xyYdvBHAK-@~1)!@h@u($7=cR~(uLQk)$P3b}G>1}TFd&v#{ zL-eoS2jo%Nzk0OqP>0wYKg7O>e7-diYf>HwygNXy|ALz%!KYey)Hu_EP~UU0t{HJi zVR*wT0eHUL_y(yqpEFV1ud|lIfVtEiY(B-|m@nVnuFXc=SEK3DcAEg6`-6d}sRKTO z*(?2N=N*YhjQZ1Sov4!*WW1Qip)<KKl5u4Oc<bNM4Mp%s&2mC=`dNsJ3D-ASfp54v zolP444E>(A#_v2==zLGt88T&HenC@&C_-PPyDPQ7t`>S+y*+eV%JziyuLo>o0XD?d zKUQ@4Md&l{MNUvR!`C5oeqj{-!Scy+4hHniQ=_Fe5*nEAdM{t8i@LFohC_oBI!^au zUb;MT2ck|Qq~-{8=4Qh#MQ5Soa*=xL{scNH87|(wKf~A~-0m`3j5^tQ<X-16aQ_Fa z?|M~5Y=~mD7q=ULd&Xv~&4h7aF0AYA)vM^&Zw+p;2S*`Jo~_(9-Gw=c(WeV`jmXQA z<f=@_ALh$R`mBhj+%E4zi~}5qrQEc8uj8@bdGd}|A@WGq{=*p`@%yQ=CbFU6wPX5% zUb_inzh8j3=<CDiqkZQ;{q}}_DyY!t0nP>Cs3ayyi@h~*bW6g>kMd@9Y4lpAM8ejb zsggMM8I+BCoT!D59oaRzMd0C|0!~J0gGU{@alh08_1{v}rpH_(a0t0RR>42etxLzH z|A)DU5Er-fe|hc7M?(s$Eb!E|)*~d~fv*c2(dQywj0WqF@1KKy^a#8E!&dN$t`ySo zOQ=^U{8JRs$M5a_n^2)*Mf7o<W4q`If9;I>7o9#?5|L!a{sv8$%M)kwqGJSaAb70I zP{e|$PjcFM0=S7nVdl>z-0SQui>*ab=ptqrzs+I(V1~A!;REU}{`XcnH}LOOO_H`r zpRpo3->W!U`eV-#_3G{s^hs~X1gn^#3+7uL^UufohD&<Ib)3)U?{dnks<y-l--+Md zWa!^|8*lu|MqT|g@6dY(^!J8l+a9?89J=jV0;osdpSgNczX<V;f<yZkbi_twbvGpQ zP`{1wM}0<JlHT#Xdalli*muC2J{x`?LR00zEUlP3etlDA74LadGb7^P-dF*S--FhB zp(oAM6&YB7-`2HCefktz!pdy6gzXIU3~~LZ^`O&zX?{oO1fFx)lYWloCw^Z^<Y>JV z;{KQ8Gfw!qDx{5dDR-e?XWDuxi+((mGM=r067OH3`f)RK8b?A-@$RZOB?i9HDl#wt zUwlaNtXSEKh*shqpLarCX?(}?;3s<`YA5NEW`HAcd%8QgS`NCVv}-FT@t$rj2(u1l z+7V;x{`I#}*P9<K9*sfW*p@fIbj%g_V&0vxeAMUKb{7BbLSOwr#p8@4cyDpn)n?94 z_yc7r$5&WlPlDznZ*|;niP{^zKZfBuG|U<#s|&xiU3MqRQD3ep%^aY3j`_+516S9< zSGiV@RMLYlrrPpIXT1eqU6%VAZ-Y_)-j^YLbP4+N#R^j~Ja18#)n$=9_?PyVJDEGd zFViso;JPI6j&o^BpI<}Qm6Z9aP6GQ4HqW_D=0eBhqjr2Z?#rb5)rLCEt?W1b{$$Vs z`FbwsHhm)e6`ud>dpQq&`-$OKlDpV@(y93%82P26HpU<eI_->zo3XRN!NME9_<vPF zpCtKrto}0eR4I})8R6Kkw;^=-FD>vwb@LbVwf4jnHv?N8+<$H=I*)p4<a1Sb;p0}o z1qXUNxYSWE8EL+Kihs8#NU%Q+KW|c*he}`_`lb`H!<*;}4t0$(N}x|_9}1MdjJd45 zgyz=?&?j-bm+XrK-Vkj6rLT{}lF+CNd&`DCMsL2eURnzKHXD>?nZ5!qlQ`I$j&tGJ z8nJHGk9n1S>g*NZxz)xfr1x1vXKbUaGQNm<im{la6g-J={)|`<g$?oh#KbFyLDc0p ze%^3K-DG<{tG53)bRbtb_1=9&J>gDP+J$`Xp1XHTZyWOowCPFXI5$6~lxRiat2sZD znRq1>{Km&}`IOth&#HA~B8<VW3ap1rAs&CC5qn}b2;7A1Bd-YhmL3l8`Fr_}1jq4W zCMMKN+ireOpPs?|gX__qr-h(@QDKbX1^#nPnm%nZ6Z^jlG|!#{4>E7;rSQN9=W)*6 zUd#=9i{D%#iZH)PX>iR?e%h9xGiR5WYDC@O<ulj~oVxt4!N(c+BQx<{N*~9Z8mA*! z{p&<4qW$F4;Vs00YG;$+S@eHy87|(g=of^xwuFv(SrSK&xAZ*3Js46Fe3*<m?LVH! zC^k`dJ#&h#VL{ybVw6iV_!GK>@x%;v{G7L&vELU8G0&37*F}f?-`qFYR5k8I1ROcA z`}%Lp=jQqPx?Z#(lHV2h#UdU&eq49c<S6ids{^EdhS<Zjuu?3BzDcv`fboj4J(1(k z$P)v;U;oRhOy^VFgUqCg+)(f;JCCi^=0f+zAxo8xI_Zv;^T)I3D?AN%kU+spSi9S& zv@fB*@B8W6BLRJf&JT?gP4F^RV|x~X_j!|9Kf8=RRYw2&G@CT=ntdbM=j^d}B==75 zHtzE|?#?};SKyoFVRpkGb%NC;bFy<k?1=!y$|A{I*mtP<Yrgd&aG&d2e=gpzBi=qY zA-M@0BW{9~@w6N8YJOo&F&+4ikatH#p<mA4)~TwDw<9<-Irbj~zw*?<^4r=S<e%R! zO|lV>{+LLdjao(C-Tmj&GWzj={cX>Gp^sprRE+WFvm!DDU%ye>316_Ywi0VQ5Kp%S zp1j3<7uBeFT8Q&jvM(y)NiojBCkk89YnH^6U3~84biAkKw6z3F?D6CEa8(<0A{cv1 zPUs=8P%d@Omb+O(H~VN+(+K_%y$ehAsLv(3P95O(`sX_m@X^-`xCN8d3R5L?Y17`i z=h5F@wPmf){in;BR8(d$LjGBuka>ysJf3uP%>tj-zQ$5&q8j-3m_+{6d+6=$n6D2( z#}q72)9}xi%z6H)OBZxIQ)O44GXr1cPP=)>kP<o#y}9)%_{*=$-G~@Ih5ShAvKVq3 z`CMjf{3mc*YZ~7C$yNN<&1!MN1N-NDGY3S$n{X)!j^D4eB65NZDrRf(Idb>DXJ~_t zNIKawh7EON@Y*NqCB!)gE)tG@_*)BB=2ZYk%XU3!OpCm;&f3b}*NXEqems~8pXa|h z!>jN8p;K~RxS)^v;p(rLfoG>M7c=#(TMvEMh;JZ=D{#i;mpVF;0ak<niN+0ERVQM< zvsmpS^oR)`lVfGU>jZYu<i?s~F5v-v$g_1PVyBGBS#uxY$TDWBwN;oq?{toJv9KV1 zQ?k=9>muG9dG+_<6YyqP_Zggl$E}&JkM%u3d<s)Lpp3qkRE+rPDFHnS$?a1I2jE*0 zX}nJ!&&?Q@>l|{;o(L=c@M#g}Axu0Z-4Z-xpQPR3)F%3x*VN~{psPF7@o)!&AN&Z8 z9pC%A7<<)t_BOXeZ*%@(*Hz0l>=C3^C()V)FRj)1CaA@lF!4(*=MMxAd^p9^^&sNZ zrFPkWK2oZ(ITTl*|1I>?+j6)7pSak%4!siapVNcVia38iJp7mm<grOpRa*lx7b4o) zC99no^9O>0<l^AJ#C*MpowAr$`IQ|?hdI-z>3prFSj>;Qf1n`y5A*lBhiF8>Q|a^O zeJ%waC`T2fUI+Z7n8VfUTP5Bn*MgpP8t!vSTRl1Q*X>;tggf{*v+vsHm>jJLrb{K$ z{?W)!Z5tk`sAI}%2&Tg&*nb|TTD1dt=UJl>|79x7E!1$#I01M4L{r7l-UVN8`J?fx z!10b=FQcJAy+E-*q8o*NEPk%H;cz1G9Q6ZXR>-><5(7cx=vS`h<;J(Yg>T|ZJFRoT z54*a8yPa%-mvbjQvPS-U_*3bZH7k6w%c}E4fhV$kBsaXGXHV4cGm6=U{`OdbweAhf zuc&iXWmTD)6JexG(SK<$H{}+<Ij)5B<tTVb=mGZBv<GM1#C!hDSh)~g0lmS}l|q$3 zYr@ShXwU6Sh+EW8KZk?oA~|_<x6dYcp`&jlmB6#tMRyhTwPSB$ST3EzBj`BnBda~` zVjtkhOi+wC{5iRO1SX$D@6c3PR<C3azqR%DozBoDJG;1zdV%K`dy=+}b7Zq~clie9 z|9W(fHoBlcP`d5SdD9NKwEq4lC+<O?dgTf?3+j@IDSrD*#Idj;<yC1d=+awHtl#HB zA5}y4tc~4{*iT4u{{~+~OvccL;m<2ynUL}VzPCUV@$h>n<}$JryyBQ0iHpamKda-t z%(A}jFJ%KS%JH-y5kIHFpRBP7x@s>XqrDLED@sQG;dSU*ZU6eESzmw;r$Jm#+Ya0V zAL?CcjPR|}u&<ZXM*Py)O#N>G`1=!wJ8t07Cl{K34E@HQSa!1dW_+F+>4miLWjtRi zyUa)2^G2JV-Shdtlan&{i(oFb_x-#RFXFZ8y(ZCa@Ie0O#?P8SuXxp;KjS?1%~RZ_ zSGtRPJ|@~ua%d2JedyuDH<z(DXj9;_nUN*%#`Qgn<H(bHXIYi`z^j~am5c%Y94P)t z_lT)Ak-bKvdB+ub=H|?$1k7(AoYYySMPE^Myt3v*D{%SN>n@rzm`@lCAb$!T$85rp z^U5gpikiDp8z3Ju-~PC=wa1b8UU%#AHu$cCwI9mfCIFYeXEsd(oaBK4oqX~G8$v?U zHaQUZgvuua$)3MfMCH@+R;NhJ@yXS2XI@8t`k>Ycj0};<?;3m$asJP%9=#dh*G2#R zF~5pE0=G}x;hs0ZJgoO{l^OIqwO=f?tPpRzbVq!1u%AR(Y~_yw^m%8_$#-8t9Ywcr zapa$W@Ko{)t0L-8v(Ai?#azT|nvVQX<h|+O*?BwQUGgu#*FOTUx}VD?Jo<tKVLiNi z@p-x}vDtZ2OA_}mw1U?|2K7jg#AW|1=)&}u_}@t4d*2k5ragECc<OS{#9!#{PDj6v z*O;^=#P3vpbMOFOpD`3AiMoiML15hV2ylkyf5UPQS`gP0mX!Bk{^6!>%A?L#h-Vyf zb56i_E{aud=>_1u4t*3H!TBBgB6dtV8U7weZmY3#!)I%Zjk{nG{zRYNc=Wx%{mICu z{Pxt6NRzB1>w*5?_8_BN;7-)*`^gNWa9+qc;(ojofKE8@otqur$Bhq__7y77r$ndd z7D!<pH7Dx1xIgLz?!x%5cJReWH2&FFj5*)JYBH>nAg1?Pe2Yar{;+JVZ5Z|XBInuH zmG;P^5%Pa0QJ*Z-GLD)+KU5@p_OL=a?qy1&=Aj7aXms8`lfMt2t5X^(Lxu1;xA)r< z0G!Hg{=DZUBk<qOrtjl4u{Y=j70a=M$QO25JM^Alp5EV_W(D|8>y_<D<w3-`%$wZ? zjOepF&HTQjKELr)MoEDLe(4H@rY_v5E0fvQBhB!Ah(DOAaYg;!dgPSMKR)e;n)Rd8 z*2J_R?^e-C?B!a%9P^(ueB0Dq86u^TNA<rl*r3j!FBsnFK>b~);?C;LX-P27Bn#+3 z|FP?{R%sxfzkGXjejv*lzO}=@U!dPTe%SRv5c+7tH!o*)J~JnRsC{o|YoQ)HZT_I@ zh!s)VnZ-Z=FMP~w7FkV!J$UmYjRxW1QAgPrSen77IC;m?Lf>`h5bfOAY~0hUPLFey z;5S^fMEcLKFr7~Ef>8@}|BQi5uYd#IB>6iR4m|6@ud2^6&n$`jYm;IzuJE1n%wKRm z0bd}U_bXaz@I9Fu*meWoRIg(CoF00e*yVoSX9}nfZ;%Z%oJ1U?HHi@ePIXqb&+jhu zRyRm)tKWl8<i#;+$}sfJz8%J!-<>f(Xg}|?W{vwRs#OQUKf#@-Au(kJe-al1#^~p$ z?~0x;p2p`@U8<3x`Ha2c+ixCrP5#rLB`EM-w<J!lebms!{TQYbdDgNI{^pO_QhtNy zRt`4H7s$dK$CDPKR1CUj=@F-wBgl_3UB+qPA6|G`Zfn7}?^Bt??nW*PA|WkSd-^N* z55-+4gKy*Bsnop+1AdsY+wF@oC3uC;N8WbgyxlZDDtTEHxVZ}L>tpCkDlCjY*6qbS z;k@~PtP<kur=MaYU!jkj*ik_UVDGWgujsdC@c)Tzob}Peeu(&`b0IgOU$NI0n#K89 za@4ILV?aH>FM~q|@yF^+jhyKYYvPLW-_n~w76c#DA@Vx}`Y6Yi$Hz3FmtcEFtLlUO zOR0`t$$7Sfsn=kJ4DwaFjP4>O`f1Ouevap5IFHdQ{(YU8>zvV~V9CQhqTC@NqX`_| z&q_{1#ffOR@pENyH~gsg2#Q-CM}KV|cp&DqBM~BDw|eQ(zqzjOIexRK>wMG(d64hV z>Sif$qW-DBG93OM^<h$PMZ%c`=tD=k-DRgyr`?=6aues9Rw}EL`VaDb-d){Te4hPe z7u{q<!9$ny>=CO39=3g3@#||#B6xB{)ev~~tnrD=<+I=e6KAJ>;yoB#5a+*#_Z?Jm z|B%fp>iT2~9(_T~x6<71PZ9zjU01zdFAl!>(W}KzuK>qA{E*xj{d4O~V6zYE!;8&a z_J@)%FWNc&(G2;%PuwB+0_I-7jCgHzB46(C$?$B&T+z<I+u=sw_ZAL%_@pf(9*K7p zXEEUKQG{O)4F`^!=IdAwKH9V0*Q|gWetaj_W@JdQU+>bHo-^QAi+bnmbJ5>Srks7v zuM54h{HrAaW?Ldfvv#-l58#96&5k{d1@8I$(Twwb)OTilN&=|APk2ac&rpKb3Y(|e zGlG11C+LUwMc@dpCw?V@_mIdNVT`<j`RY5JEUEI=#9Vq#ktcAh`BQTOt~g&u9fQ=R zpx2oePcirVcP@Hf9*Vq#xhD%ZsTkDx6@z76T6FM}d7Sqve;$5+ne2=z*MM(sy-#@u zzaK-pnMVmpxVNj{&)6q`KVcshK7xCqdEmzPr6BlLA2fJ%63^{@aK+m52<D5DDq43S z@4e?yxR(Ch5_>n&IUXXOy#4v+S$3%<_6KtHtdL>8;ERMSD|jAvqmU7L^hv(V4+P$y z!CdU6OS9bApDt|ME}8}Ygr-D}Ngi>yL-AALBA+Fpn_tDc7xl<jgCp(N@cl4pYi2+6 zflp@3rx#COS`iik;?$(LFZy=(RF{B9G_p6e@<YEC&YLhgg#F?{#vbP{Qd$#?CS)@s z&=tgOdiaGvpVar}jAG+O>_Js5`gCg-bZHZ%)5XBEdfsWPQ$+mJgK4?P8$p-<G)bR) z890&i`&B7nJ0eTimm(B%7-Xh~S#5pbS=qyX^LxW*E{sz8Tt0YjUqi)I)ZKbQCw;zr zhJU<!vmrV9xV%R>0_i32c^)XOaefHgCHF?XbqDx;s>gz)+Q4_|Bt;GaH|qMb*P?hC zz5xv#Lf3E~>5r?{62bVs8!7ic_Oc@6?w>1;7D8VUN|tE$4e=oFO}9DX(B`q88~4E< zS?*pCRNN0fYx9>XWiWK!0zTD>z(=oMul+oM^X`+%bJZEVY?bMK#|YpoYgu`V7MSM> zo7+`?AAHKPLrCN+=-7$DYYy|Qc7(K1qp*fB@Up*uWOlBBXOc<pqJ~cDcL25eH#2J@ zjXY0!zZH0}nM@`(e7}Nc_L^Fg0sm<ik*meOYxl_blpo^gq(*yx(>io*4-R!anX)Dn zDpO|O1E<(0^5wa^E%?	lT*r5Vr;`q;)W7!|4^}t`9uoiOqN-`=mYLweVJ4rxp7S z#J-8{-i>|qu1P=Yk?-3s1*BU`;LkbHyfDH0vY|hm`_Dgv#5;Q9ZY<_7?RY!1b~_Un zV#EuxG*AaSYMqJ(-Vss~y3_~#-$rVMk+uWkS+K1B;wSj~@?J2v0WRQNZMpuI3;SU$ zckk}2fu1!wr1r{pYeL1t`CvsPe6BAYFzv+qqiD@**oQb7nOt%$6MBWWr~5^eF;6PT z^F+S|_2<WVu|nb!_HXXrH~hHFif{{7EUptqJa`ny-w7VlgXhd#dAlQ_B3e-|jXvts zj(TDOajKvE`i?U((1m>8$1A^qxrfx*0Cqv-gD}g#Brg&FCkHcjtXmRcCgNFk$Vc0g z)yGusLML7Sig6Kt@6hZiYMuo6V9-cRnWBHC`Xs|ajW}4Ve{;Xl3;5^uC^CMR!~WwT z|9o@w$A(#Mu9?N~Z4|5+{EL3RwBK&s5piGjOv05<5vZ%4`rd0n9$upQ(QRxFJbHO% zs1VQH9ZT9}7J)gSZ)CZ)@$h$-NT+^*x_mmcmPHPIz3A~Tnth4R#H*a(gbwJ4P273q zKj1kyJE@PJfS%6f;?<W_$P<0qiPod3(7kYZjPv3D7sT(W3!lRLNXy#|u}E|HaHVKP z-2u*XJ%aKa>ILFcKeZv^<*Y?^lKe5?b2Vqq3x2~K)N`kO7H?7i`s|rg4FR5cv?gc> zb=G1;YR@f8=twVn+*`rkkWF9O=AHK7Mdh`$=_}ytWotGN3;olC;4f!Y+?!KOyZ>4r zh7X~6(s$JX^k>Hu7>4%3PxosEc?G`5Aj64TUt25UaLKD%EBJnccu&YkQo%p#(LSG; z<IqKS1bmI=L7(ONVIV*Q`+`(&HEcrnGawP9^A<eis1sj#YZmn7>p1~_;&`wA>ettB zpReeIwkYLcA9hB^Y&LK`I}$Z6OJ3-870w8S3|SJ>M=$2=nnPUjzI<%&O&fyrM|q_d zc-D`P1By>^VJ?H<%?aJco^F$(xRp>xf|s@^!K@p&YyhRqJIo7wASGX2j6)xLVfgHd zq80I1(E2qKGjs^Q#^d?WU#o?@4z7{~Zv3hG_g%b40TT*2-EWw0sQTmVg1ESRX^QHg zs3p<i#MEyYi1V28F~1Y_=TLOdz3LtC{SKl_JYHi>bh5^2_6wum6#jCw61>hX1=<mD z;MH$8IYj7zx7U7oKY9Xq#(Bw0@%iU1i9X$^6AI9!ta=T~RUr-sdGj@!?zARm8;gT> z<GH$G7RfwPvA0B=y|&Q|^O%##!t}sTQruT1yJgTvjQuSdB7lEs6|jm2V&A~93Xdn7 z72$WpckmH#uJo7cAC!@gE<0yba6<pvcf8E?67pYt>Y)%<E%Y&k|FseP@SAG%wNZ!8 z%A)*v_b}d5@TI}*9Q09&>%P4T$iJm3wC9r};YT4t>$I;7xEOVLI@cTM1;h>>ut!{& z>+;-@2w%)Ewv*98z|9V|?_q00pA+RX)lOCkKQCtvb;cg(js+ci>ul|a>xtVR9&*6P zZ+_Gy0=V9@Hs4GAxKBL$ex>#Tzn$47#96u<I0x-+#3|eh)e!^o>(JL_bE;BlVxI<= zWkLD0IZ<HuSVRQAU3V#RcYag_pS!L1E+2LJz3(&J_r0K(AEIXTYPBYo>CUa3tcCwt z(e0aeVl4?9jZXu=_%H{1(UZgxI=~mt!`5`s_ioI{Fnln!A%@=0he`XvFLUEnoDXoH zy^hZcR*JCCormebSNt62b5iCPR-spYWEa^A{fJm8(dfjDxr3D(7L@QUZT_O8Wbw@g zd(mXSXMrEcVL8(G278Tf`t?0igzl&2WQ%Va>d<|h3|$Xftq5{i%>kpYsQ11FGS}MJ z6Sn4LM_f_Q{@^ax@WC9o;)C_yR=2U&yQ}DA{#oRWwhWTfkKxbQC!H6CKCRtL@-iK8 zrjMs5X-V+s`BXi8%)lT14CcD|*8;lYWR^W#rl{i!dJn$=PRjRq-vtKXL9XshEBnpx z`RA7EMWo;-WomSVAMa0SgyrR4oEz%YuVEaopf`EE;^5ke`rK{*$t4-++TL+wAA-Jd zYP&kZ4xi(&km-Bh9^AuyOQpJQ@F%xr2-H7>xqt-;@h1<h3E5+>^csO59RHTB^xpv9 zW87jX6V5NaCAqt>Fm#p?v`ndf(5*I)9q6#fe#{6<65B(_H#7EBOx4yzBzxz*INSs4 z4{vup0pGeDdHV4wYT)C29KkSIAbLj=j8>pG-Fa}X!{i9|$DCAZ<e~*{q?i724*H=c zod)S2+{jb%M|8CDYp&aSOAq6Fr2m+7?5Twnk>aJZpHOfl=!}yK&+1}-ITg)$MH29g z=~RbXTHwdrbYRDS5;owkZK-$Uz{hs=a$PCvXTe8A-)rdA>CGZigy1up?WtLoT8!sj zsm}L_fPY2P{5NIP@ji3hv6WHi3j|g4jjlm|LuBbC1K;}{t^fS<OWgaTGk-Kx-~(c7 z7_)%q6FnPO@f6=fSXJK_fko`I;$yS9jCjW-{Pp-sJnC5e*uR%iFK(tDUfl*S=>1Z0 zOb_*S`PZkL|MrrG9DD!u`2qA9cO=4g7-3Gtb^2;uCeHnD7s~@X;UjlWy_feS{7dPj zV<tQ;iQfjMN23kk6EQR{_Y!^^kJ(#p2j90KHXLL4#tSfCKA%)rw267lzKxxxs6UsL z$#;q2-b`NaFt-%J97bBiv=|%ou;tU!b{fzl-^$xo9kC>?3L4#YgU`n9jE?BPm>2V; z=1OP6oX;#r%lK{Jwy%WJt61nz_ex0qP(=Uf-p5sbkOF&9+5Q%Y12?(w`47pcB6O;U ze>FwGzvMQn(}`x_M=zr(M=$u|Ts{2pictpd^XE#=m^*k7lgOU|h%XDZ8^2}|f8P%j zUtL5TH}f-1P(%DPOkT~bMLpDSS2xy={v!UglhlJP^iKierWRMR7egt|GYs!hs7_?4 z68S^(@O|DdF^G2$J}rJn+?C%peRmCgfMQXgYt1R>O#ExkjUKflsA|&!W>9C+E{sQ< z1s{CTW`{rhF!(M0q(WBofthXscjVJ>Z(J{%Jza4mK0n^E-d_uUrtIu<-+}vx3<y{! z&%rm&aYgZTALg>AV!4m+gpNq_N8iI=(1|j1XeKMd=ZRy76axix<>!nF&p);xezsIh zhW~{xvh_w+I`BjHXSG*dfh+xrS@wuRT_doNS<tWuUsugL$&=^<%oPIErVu9&#+@a9 z4E*4P>&hkC2;gBZ)W76hEr|Z$uln|Pt%yJ7_g6pS{5`mwe$&+v{-z4|nts`%9vj@X z)&+j)K56dV72raSdjiPzqfboGRp5DsIQ?ES<nR7MJL1|JCwq?o__T{M+l*@H<HtEJ z3<2jiSTEE#v<KbdPz(Cb&-dm^9H1^rKymAJ+L=7~G6vc1GSP>sr9%b#cHcUs4C z|IK9<Bzv-VfzSW5X`ePvioBa4WJIQle)6-|v$Nmfn^Et1o=we)=<m`G`Kxb9^!h8+ z6%AVu!W@%q>cDT_#V<$2`#}#XS-Zi@4qu}=hJKT;=0x|mtgbTX0~na{htBSUj)IQq zm6@9raq4Fh#ZV&p-w?N&o*(c@)mz?to^3%yN{Fhy!+X3>9={Y09O>A30X19TRcT2> zDpqm!#PE$<R@Ld?5A@qw>rBuu#a+CA0sYiQgnh3dCv@<w1`UPRu!lPDzv6M!6$k5o zYg?ioPGOTh?^=Vs#ZS5~+SNcOlXK;Q=^FOisJ8wmjd)vYw0~s^zpidfvEPM$teN*< zB_@*zq2>P4Ih?Cgg1e3Pf`@!%BxrsHc{Is;|Mh*D@K<nkFnptpx$o1TKhyDI9yIc; zlLz|j=ylT5A>gSEo;>q%fZl8>RB_R@+lt6m?D<a#`L{c<zpxxUIlb4?b}XK2N3PKa z*4OB7cCSUyal-#RhTGy>2ypAobGs-|?{sOb8FhVtukL!{%JK|wq3gANCHVJG<tsS0 z)x&qFJH>Yfao#&AMSEuyd`I%ezFfe29#ZFtIe`2qpMNF7#uM`lU(RdnxPk9ORf+N^ zbo3lTlOxkcw!~tz^oCfg1#v=PXZn=BJ&{>{%}kI3d&|mqZS!Gn=4bpj(pli7v@ag~ zmw`Q$f~mACjt*AD+rCNVpQZ5s5HO-;o3JOw^=<2AM8Kc^{b8*`gL`)U*~b?w@U1Ku zeX%nizBpq$_06HH`pPH5>1ks{-0ZO1j77bfLwDjnr!#ag>h;I=Aimb+SRdISfj-ND z$LC?N)xUY$BdO2@$(;Pe@e8=u6vsOaX-)X5?Y85}(ze1pJGr`{IrJ{f4J{!L5m)@) zlG8`PZ|OytNb?`~dY$|!Y<m~yayaT;%{$DaN@(~AAwOl@o;k)@0H4IWj!8XdYzT!* zg?D(NpP^n|nJdBbxXy@E{&a)>GMhECEf)2iytv2`ANa9NreW7I8-nC)-N>yO=x2^K z^4|2fCP-^7otMC;n18Zom7PNW?6OU}cM$xq_`U{T+z(TK({rZa3*L}3MC=95e3shP zj`k(=TWZ=g8Qj){TK5$X`9|=;m*O+7EMt%R1^3Ir$af20Pjk5fH`ljkrL(5DB~)XU zsHPFe*@n~i$>!S-RQEb54?*Al^hSd7GT!ri=|Ory2E^e5Z+AO^H;^1V%42{$P@eiG z&HOX`Xbekl`<Ovr_&n3V3_2a3o#GR;r-5_oFYBhEzf_UPm|+Be6)65gSQNObckV%- zV*P)9o5j(9por)svNvzwFRbFTy~EGnk@#jN=iiCC!yx>E!E4|<%aU|~F{nRv-@LkG z>IQ$xr(~P~z`c`=y%SIKyAbaFFSH_zT!{3jvl$yMj>Nr3uIe7ZWf_Z%7!Q4LB(ko& z%1v#7UMgPvm%AkN15as9-QL2li-uK11NS<dTIxajiWMO?dql_0$(lGb_IRvC(T4c` zYhR=y>fPe!#t!_#xL1Rm#cVII7l``xQs|H^v2rS1izW+uy3_}Y^}^wsx7k7U^C<cS zvPbOIIQOmLJlO?1p--E;^~2;R^myGCDFy$5Uw3e^DnMP!``5RoKN7f~!zG(p;6fjM zZ?Z2cqc3*t%qzGH{`(Zq^$9xYrMmeCu0r=wz-WC}1oeea^$8h^8O()DX={e(V9$d1 zEtd)K*_-=zNw6nlPD;uMvMJ1Mi}pnCIqXO%m%P675dDJmqgN@hsQajU7X&EjQ8!ik zHu<7|9`bv=^@|sL#hH;8qIlk)4t09};#cd-Yu|*?=QFw2WC!uXmt^pp^dxwsGVNiz z;6C^s4+aSBU<2<UFm~PTB>L*qn@>}rAE7TuJf7<h|C&~kKZZD;_ohu>9!4MT@?-GE zMl|N)&*hvtWea`jRI(V`40J)>+4q)2ZHddQ<l4?l@Yx8uAK}3B&#(1$W;ghr@%SUQ zjCqzsp}$yh38@WXDwERYj5?1eTx{wm_&|2=>t_29|5Lvj4_yOpcTrZ_A%fkSV4)~r z{0$!B)5T})bdNB{J<U18oQ3n)JCNiV2EFV}`}c3-&~I0h`dK5sw1%=oPT-!I(2zx} zp)dMuwZ`Z47rG>a!PEcY+%h*d@9N<Mj+rLs**k%{h+%i+FW~7;2VR^#RbWeSFZ`kl z1g^I7WAS2}HS~i$yDTS<BmbY&o-l<UHj{?eYW4%@sP0t{xq&zT@FV@p&}j=|_%FZa z=lkGQOHGwKnX&J7Jw#9+^%O}ddn*_Ehjy0Ky`<>hmxp#8cL2WadhAF48hE{$z<VLf z$nW))xpbA#`B%D}UX2@qt}d?j?QPuG-Hf}*LXTl?z@+xtfnoTB#x@Qufv>cV_I+fI z{}v3L)Gk5a8RGRh#KRhRMUm?u6Y!#d(fH*&ZRluzdZ{;_L|p0_?K^)8_1tw;g}^yG zVs`5s1GO0DfZdfy{A^K=B^(>=D8qA5Y3$s26#L5r-<_l^N8I3FOE<*+5Vi6hS`Q1s zzsaatRr>zZ6`qPVOv4_W2#b<Q@cH~{DFGjLL1(PaNoJykI<Q#wPog0D9KG*e9pGp3 zNW)~7yRnzdjfJoB66VON!&M&wZ#~2?Iqd}9JJ;*atSsoiN9DdAD#2WWaLX@>KAbDY zl(nZe_;Z@sIkY9&&@ZHq+NIG$|M*|H@e9lkFlKC~KSNw9Z+0rS#e8KK&G{>i-k8IE zVzX(Q2cPigP06jYh*MX|3wpMId(Fl*L}NZwG2({w0Yl(fkFFcB0GDzrxU_o?ygL2F z30_t3<wJwV`;!z9UxXhnpP0eC_~?J8T2}BApw{IZe~I}Kp7HV`E$CE**{{CG_aaQi z%2N*BAe0C{8(9aPW-rzGMex;9rk7rnqOZ-*&lf2>YD-XEK2P=+I_m<;5R$A8;PQRi z_WsaK|JszKHB7T1!ar;_H2=c>wPC6DGWhiR^QE$eAb;l>Tb*|CH7ACpiaq9W|04ny zJ~!g|N<v*5SP@VBQ$vy;?7>_x#k|(>WqV@1z$NeR8yn*BZ~$`{`Uq2!rqTc8;pZ~y z>G{PFyb!&~B|-dskw=qt61@(@6Q$J=De&KxR3mm8S8*Rhm9sUGw*-c2Jv+Coi3L^5 zwfG_Un4LJXqK5Ay^mED$&QR17F;`_6|HIt=Z;ut}66nwN>$Ladp51sPIyi`a+}D*N zdbS8SQ%BKDtbie?^m*S%ros<^I_h2~8~g~&rT%n)N3NR->G)vcM5MUf7G*Yu9=#;g zL=xvYIMcFj3pnCs`CZgT&|S<gDzZLs!=9LiT-rDIebRdjvfQT-pDy=*$-#fm*d*oB z;2gOL2_@Gbg#WkmA)2u_(DfVKiPA&f;0eAUvHuBtU<O&N2QFjJx>r%yv+Ib@pViWm zKI3yxE@mIVc~H9RS+W3Jid>#8r4{Gpv`Jq>5aPHjhiC5nG~hcbv)ppGz~|Zp(M+a8 z$L?peJBSZ@K|LC~CNJpb%@2~gZP*f#LTMHDI^b8>PV3%DgfEc!x{@YvQ}r?T?ob2p zptcTO?=d%~-SK{a61aBT){sr=7WQ<H*{vVaw;~wB9^4fhgRZWOcT^v^sKrQMLWnr# zW0J19{M*AelI*m<9{Js5OyYIIBMU<BStX5CHTp(JwT#(u@WZRL`s~V>&!E0QHUho- zCE*J%DL=snM8S#87WcJ`d~Aq=3VvwXZ2XDj;458@Qr&%p{&?H%%XtOpZ$$Vnf0Bb9 zDSy)7&^UYqPY0bMS4ZE-e`bpb{p8oBXHrfp*mr;2e53Rd=8uE|rygSdr`1p|$y^6{ zCGYzm9v1L7ngv_g=)-@XT2uB@gs!@PGxHIA6Z+I1UCxAl|D@;5q4){lvX1)JYpckg z6!P~AaIXJ;+i>Y8$Gyzek*5I8S)-QXm0g8?<>&eP{CnXS<<YX-lm$JInD&E!WBC1m zv?J!*@RRt)UvmU=qRCE$!z<7UL?^w^X$irc*vPqy4Y*fv<SKk-m`h0wlyZ8Hyvo;a zTYC>U{$u`YoP5w%ZW|ZA`Hk~CJMro2NAS$zJMQP?qaU6wq$tfr-x*M#Zk_0X`ITD% zRp&8pz42vVtB4imMGB6bUem=sgL1pF4e+v&FWf7``JhX9EZU^4i1|X#wABvaDvNq_ zM-n-}$E(QuNvfi*Y~9x*jd(<TEQL%G|1LMpk^BqjUpV)WpSy)V>}crElls^{+p$?w zXNWmHmK}UwZiAQBjJ_)6--SB&3wzV88_3IKNe3@6L${S2B+}$=OJp*aaQp$k81~-9 z>^N|un&3xOB8XQ+;4B#%3wWdi&PG-Aoq6W6(q_P=u7%08g{Gr_EhxRCa|Ak3kJ}OF z(9d(3eEql!JY1J;aKn9kZsw4evWZH-%ZeHc3`;GDg6*t5@};=9J_V2e4Y9q7%<8Cm z3|vHCxmO)HcIv44*9PDq8y61c`@Vs`xt8I7imp4J%RP)5m97!8cQz%Pl(Hh56hflx zy_Ho8l@XE=*|H)#N*S+Yra~g3lo6$*Y~r5&x}PiQ=Y7B5XPk4M^Td&*V!yALF=>Pb z;xPLKO%vqPIhIq0MV@;Qbtk9w*nYYZ8`kj)+DYgmRJlj3fD4B6Fdq)RggJE|vhag= z@7J4S-%Y`PZ(dE4KkPGn!4EwDO!3wU_jS5zGTsAo3>?Rql!2%IX}y}=iMjBDHSH@n zw<_&(jmJ=Lh*7cZ+rJa}@S`x5)-U*ObQP_c(s&d4$4^^wP2lTHb*~RKVqU|mg+B#z z#qY%H|D+yAJ;3EsaU}=(zW477X~Qtz{r&n_)HwDizWsbm7N4J_ns<&`4E6H^qd<T3 zbB4t{%jU?7T8%Yawa|Nc+r{u5a032#JpZ03DfW*(>8Ss23cQ)iYtK^f1IdNE!%6Vo zKQ3wbO)O$g(y`>*{=>-EN?NN0;LXCO`rTRlT!|2eCkrlL(6{+H=eaMz2jnF|+0hG~ z_{zgzci`?>AEE+ffCKORpnUCT8s?+ek008PzM`Key|Wm)UW#@T+A#2REyAkyDVQ_4 zm3Q%*2kz_8T0E;yALfaQ0%OMeF<;2HU@VJ1LpJT%aYgVQOXMFDb41_|kjhLJSpgrh z(TOTON8r-hQ=?YEw~LK6<K=Mf*9TWv)=xvPeCy}MVf0&yj}rqt5I@>kEsVHOmp(sr z)*=A>o>|sSE73X+!vB|{rCSViS0kCJr-8STG}0OrGD4rZr5Tm=3H1S8bg*t0c=4q# z4B-VnL^;i?Nt%=Y@V$3JuJFr<k9Bz?=<GwZX=gu~K8EjC-zOZ+gZYG_2NHVBUIax* zrN#sY{OU`}O~ML*7v>eEC|vO%a_$5kkU0e&$lb+6HO!OfYz$QCNBmQ42kijf<i9xE z!T-KtKbOOzmpXjVtDMZ8tXSadAT6+#l!Cmn(*5*16Z{a=?mq|x|1QXEMk$WEKGl5S zZ_{z)t@5-uL)8Dj_a*zvqK@G5%F-o|#=h$_C%L;U!SCLh@t_?=y{V=rJKE<+yywZ+ zE5dtza(DflEcpHdTk2nKDq+9eJrXiiyw8B6qnAFCL*E`V&X)*$<~sjn#aP_;i^B0t zZ=sX9{O(feH^Payz;?vpv?h4tH@EmW5sy_CgFkJcZr5AA7*0ljZ{RqUdnf|Biajek zc0p(OQPqFVzzsZ7eoovTHt3=hmJ@q`_gFFWNoVeZjx)dL@h0Ls@3Gx)16UEyl%-iW zfa7xMET0YV2Y)V*Cek(!f9ekRJ(H;8cfH^Vy#c<dxw~6nVhMFf_r=tX1nkN7*-23q zkA6paU5LREIvnyl#^#vMX!u|%M20?u)~+*uqZ2qi)x{1EKJcsW%C`RL-&U!XxrUKH zEJ9`a@_@G|>NO-!<6H+aQWSKd-;pceeGmbBfTi?Jjn1MIah0vm`r0Sp_C?rB4qfqJ z?1on*bf8A&w^))wT*130M~CLZhvlr+S!;!VIF$mcGUCRLL&Bb|T)^K)sO{VLL(k?z z9<l@X`CE96x@jWjk=3vBT!7BRFGg1MGV(kY%T&F*4j+d~`vKm+(8Ev_+>xEd{;2R{ zY+uh|&O1MWF%`UkV>V$iFX>K*_xR{V<2huKFkXy7y~wBMK=+{sb=haH%o6AkOj_$p zk9DDr=cd>52T!7v6l`HEh<x5XE#$omx^w|0F;aTq?RU(Eh(0$$zh%sUJIkAhJax$J zdocL7x|UF5;5jBok~2&PaBk;pxVj3kPb6Ts`^^+L;vBobh!O6?^T-)KIpDa@Xjs;F z$6)^dZ$=@_4%GQGYR<le*l%stx$p6iCn1`3rFj%{$D($%p9_$me&xCltJ;`LbABrN z26&`$Hm!Zmv@@X|?>i$6-HLUNX|E%m<H*X<A<8{&gv4Mo%`hW;F}{)daY5(NU_lq% zF6lz3ADsQ2Vv2s(@Ve693E;R@BsC@BZp7wtkU<<9^f5|;#zH!nTeGN@iXVqhc1WGa zGvLJvW0ftM=vSidU$d%v1AY9K;tN;cjBnmQXsPw}B#Qe}czMBdXYCv+NC`mSOe?3` zZ3Nyw@_kn&>OZyrekA_e1HWw7>wf{fPU5?h3m)>&qb7UZvwMxYgJEJTxXq0q*EPH2 zF##U4R_Z@H63khiVLv*H{-T6;YRZ-xy7g_kQV!&i^&NY9YgM6ReIMciqh9D3RPO2^ z9(!G8igf^AePA?2)u11K3Vu&(6u|?}-r-0~k-@p3-E-sBJ>dBI*^TP_$Un>ZoeA){ z??`Qu&_>=)vQQo<k3>C3d2_T5b*hfRYx0xXu0#i&S?Ln$<V2o~gI~^qN0z%}(f$$o za*aJ(xsTAdwHikMhA*qhUBj%fVNdKA5$zVmIapEOyn2W7AFnYQ5rTRzRliW{H~RKP z3SlW1;8*UB*W0^HQJ0pyPOTgR-z`6KObh*%INQv63;a=Er1)dQiVJZzwEDPT40KUX z-`RTuubK9~v_0etJcO~%uTa&6@LbHu+XVg*OM9?;1o@QIz_3}S7(Dn`cFl3<ABKlH z*=2z@kzJ5(IxY>r5$ZSZe<Pl}@PD5y@E5uin)B}KYM2*UCo8*j&zXqWZ{^Q}=SBLw zD)b2W)LVyzhC}6`f1-M-voi;NuY)hN2U6ijQaJcmY!kj{o$^mui!ryyc-u4%ezaC> zOt*c}?<_4Xn6Zz;59Q{|FzNvGF{hfi#1P*#Yd5Z?18;AW-DT8|`e^?LrvGTZ<2l?u zLOTfjmcl4@=`9QTmV<HPa^u*K)6lBg`Wth0aSn^dT==~vgwI$&=WP<s`)B44_`95V z$#&ce-Qf(g9d2&KbsJ5ad+7Jn_i}ZN+ClHAr_UsYzMtD@=b_R@PokO1LQc>R{f9U| zsjmw5@t&+(j<9qkNFAL>N{ryMSvc4x{22N(RY4A?pU~HRb)j`ig#Rf=>h3`39S=}Y z9bU_GCO)05JxPnc_~I4^Jqhx<xiDA7Vy`n{Jo%b$26~gWO}X%l_s~1HXE2M2Vovdf z!!QM&>(3D*bEjG8QohdKQ1e3_`A~nR)CoM`pJlfw=qonn#>QX80}m@Aae1{Dys(Lv z+Tvx*Q7PY)j5C4m?#5q<fBv7}>#SzY2i>t>?0M5V-cJ&Dz9RJzUqXHN0K=h3@Ve~G zu75F4=(iT)R*;E32;^ZJDgvl)2kE~xsX`}Xv0eJs4*O1P$2Puy#QBPPDcm*(zxh_f zQL-n%O-1+W)a1JpOroMe>uabBlGJ%3+Q3g!kHi<yp-%eKnDG_&nR}0D<B*aku_r65 z$HEpk!B}p{FT}ZpLxl-DdXa~{6A4@3d6s3NDg*7%*ZPco;i+>Y9K^5fV#fT=BFDL0 zDd@d!XOs*cMVuInSwCL~-GEm#hfMeuc*NU!4|Phx<9~?=rNBLj-K~}Fd=hg;q29^s zw-ERFet9eGgpXJ&uc1R5`o5p_ez|(6hpEf+Qc+*E>&t6K<LCD1=l-Mso|alCvlfTC zX#3@>VeUBSVS2cUr{7T*TYl%CRdFR^+lMn|!H-7&6zoXT!+e{{;mclkq3fQcKB?OR zyx~CItuXWpp&V1Mn}EwcHB92}YQ{P5l`rT){z@_vZf(H1G@(lg40VQ{$aP2PHRwOA zch9T`gGb3WSv`N>3jXWUs(*7Ifgfp>c`x9L{qcfw{EzzJKQz-m8VcNc;mWv@JnERO zAy22CTIgc@Bq!fP4-iRnFnIeF{4>+0q?dq)dMz{gnOZm!EYh8~&2e9OZaxquBZD7H zxzd~6o5<hsua&6{pcmjPvo5ehUP-UL>&OqizYTfCWeLPn->_@)=nEtlc<n_0I1*}t zH#BaII};uX?z_~%4}CW@j^8omOz7WU92pbCUgxLk+%4#z`Y6{V{Tkhfi$BBUH&d{m zWLo=D2mU{@Pky`}{G34`i?kx}2|@0lBu4aMr=&A`9f23}nR4!vU_xKKPQ~^20Qi~! zZzEdtXBR`b=nvss&m7)&r3JikcZj0FGV1)f$7S{Q$d{|<BO2$hf9J;V7n3G8>;XF3 zkS|vTT(y-vYaV<A=R0Q_dnx4EIXc~H^i5XBK3$;zu1wco7a9e=q1Z}S<X<2A_cYr_ zwi+K|#!b#49r5s^wUVt>k1G)xPDAO5=k&64$7DMC2A-9ej1%C0_^2-WY69;KEA|~; zz7GH0yQS%5T5j-f&t{Ogg1H+aaYa1@a}4|45({eKgW8|l^%ZgC@imTW<~3&`UrKEH z5Bh4E=lh~uD4hvf{iC*)(BajWGLfmK<NNiz_^N<k9`EgTU*ZE^-m-X)vI+Vo-Yr9| zUg%whc)FE=SBKvzmYGH$kyE#_F3kyj?=7b)c01H-cRu=>-ba75xLj4+2|ajC^7W)+ z;DyeX<%(EBPrcw&m|q0F{A2pPCtgFpa9&x)P7^-2Gd~w{#h{0>EV-0;)P)eabfLJD z9=P3K*1m_L(B<5i*%)a8Pu;`1uK@Y-@{z(PXP^9=lXjCMJ?louS?c@{1MieytF?CA z6Z<nhXYRU-zWi)V3e_>h2XYOyOJD85Ck{Lb{Q?|Wkl}XbuX^|duWK0y-@u$vh!v5I zdD}->ff`QQ;Aec97`{UHFsW~Q?Lj<nA>+@z`p`X)#SIg)deD>2UpsLMpIg`Nz4vM& z{BfPnq~_{?e~u`N??rr9`$KN^3^><JCS9{{g)2cdnA+$lhxi+=%6td+Tg<f5)D!u^ zba$QZArr*AZ#81l;Ij<kODd)Gu{Ve?TA~FW*=cF~R0ukfXr~mWIP{&Q#l6Qof5TtY z@8F;n>esU_ky*<)zdpPdlzD(htwk~)Pr-Q`ve7*zkNd$Vq5QgG5WLWCEzQkY^zje( zK9<D!ditb<r2#t8q=3@B`kvT(uOR=&hY9{BVb|)K(D(HSAIowDuB{s)nGhxg9fw3f zaFP)AL4Q?xP>K3+{@JApQ`Dh*f<ikoi`@xM6aL#bI-s8}h`(b7o{-G$kfp<2_{si? z5PJo@RQ^ZX$A5c>{xIgqx2!-9nfr!W4fm($K!SqUJM7cb4||#fUHj!-86)@cd;dwl zZQc}%`Xp5T_qk8#3x4)L6W4%$*fEE}Hk{8hwQV&cf$)($w$;=Cyy3*`EuUB5>&bb< zf7LU>U+b7ehg%Z-rQ_O)w={hSlcEFV77^GF`{udUA>iRl1*@eT*vo4q`zuNw`qqyj z$u-A3G3WcZ_5v&FtLUi>3+6rU#C-~_>L=izo(k1mro{YC`(c->$%rF9mpL~-YQev3 z$hP)&4Rlbceg~eQPw%u3JD>vmzSG8Z(LD+Lp(5FT<W~__MLi!TOt=zy@uecd;D>)z zF?`RXhu@=ePU>-e=)*qnT{eKOdGL4CxqFy1U0@izl$Qhl=C4B+#L!nPGE})-_kkbl zO}B}geD1{ctwW0G!2dtImp9*e5OMsw+<(@*z_&f7Z?#rK2cWlIu*Qr2Eul!l9(t~{ zjdRk}=!<XNx4kg#1K;^sD)shAAHrSk-H&YOcvJ=`E^?r5=P!OEq3;Sm?Eh>}43<ML zt&^hDf;zKUp?WLNANRAOMW7yip!_Mdi;7dwBdX=}53i!1rx!f(Z_oIS?R?KM4d}ak z^w~I3ms5CCD6}}a5kocZ>P&b)E&A2XCY|7Om9HO67y-Y2u=#4jCG0PhK9|;t`=>@c z&o4%uw)!D#_8fj5>rDK|2jiIY=MAC>#q-+Jm-G4se%^hD%)ST?7sB_Q<&}N6foEJE zmNUcsGjUp#iX`yfT3-b>lp=nLZ?vVN-;8>;vs@f?dvCdaV(e-3p^5S0!RSA1O>Jqa zzz+r&rVp*6es4bBRIKm{b8Zvsqi^wfTdP?r`;eD(qN#3jen5Vy-xp-V1b$M^a%WUB zeAnd`v<}o@@4|q)OI9^>q|?+)wczcPgG%n^uR_lv=@!dy9DUM(2TOA$Zp4&VrQN43 zFM_I=f`SFOx&3RY-%J_se>m@3eFpK*-iTh#W*N`x+zhijaEQCS-DM9Pq0jexN8|Dh zd}T;(d_DSzqg(p_Nj>)@=B<ZMo2(-rMO?^WL;pheQ#sNS`m3X{hZICqe274jrTRsj zQ<Y=S=uY6i2URL<aum8_y!V%9IK3xfcqOOy4Bq#TWKG!>Yeyn2MyZe66?lxo=k{0N ze_OoWgExVDiUtYoxsUp4P&wyX#1GURiUl8!Lhm}xC-8m>bq1}S_l{KHH_zgZ<Z%Me zS@P)&wM&N2VNSHlE5wJT+CDw2B<wRUIK}$*K6sg(@kOiP=cD?$CRkfhcV7^)tKdeT zzHmDB9dHfDC?7}Dt2kHL-%HJ|gAbwk#MBEswjmDgnBW!2!<wk1L(%VvJz9I^1N@6m z{c#2O83!5BgwyZ?D3>gY%>q7jE;O(-R>PIZNxe9wR|8zFtMIfQ;=-?$JBQZE5Dztr zqVMDUZ$Fx+UmU}{@NNcY66l2@Sy#fxpMux&d0l7%KD~;Tb|;@Pd|ZBnNc&MC-bmRQ zI^Oajm|ri&Ke~#!jHS8A6Y4(1qZ2n=KQUl#vZk=>PYrOW9r1VB8(oP6NuBb8(Bt&4 zS2VJ7IS~PFje62}E=p#<KUk!}_dgWya0}`Jxt*fAc#h(~$WJmQ!iP!rQq~y{?Du=h zEX)D?V8c9UQQa9lnuBhL0s0@0a|!QqfeXE@|Cz4?JorzO0d~fL-)H=5H(2RLocbA9 z%7=Q+*fi%74Wl<<Bv9=|!HNF%+&(R44{t)UJSjK(59-W^J`LXXPDDgz;=PPc)C=0A zv?snpXY^r*S?DX&>mi1t{J@uu{olza3j;46x_a3S^(YxRjo99I@ZUasykpQG{7)f$ zc{uVy=9QvZ74Sz|lBfT?K|NG?-JiC91-N_Qk;q=;Ro(|dwOyzauGZWZKDNV$a3Zlg zMQx7x^W%Q1r9J3FG=5OztUy<M+0%0pbDXTdC(O4sG3Ru#PEb!5eYr0GP7Ooog-cU+ ztp|Z`ASpjf#f`plAbEV66MkjK84ku)KnHO{ch}`;FJktBy=oeshbZ%-=h~)jM8cJj zZza&7ai3hOyZi#@>I1{`bvzFVsssGZ&v5?xrL0|SoCxQW8WyXl_ikB53h31!kG@(` z2sgz%eQV2L75FLkpK_dkHqeI)h2Qz-S9`gpzU{aT^nq>~b>f|##8RTQM#C!RKsp&K zg7Ee10IN?1`S2m2R5Yy=@g~y7pKMMp!2hIqW>5-vk->r7kYU7o(NjIKYdO#xYU`b| z+wDRqx88SAz<F$|KfrnjIJWA^^G5Bz@mxjn^V5M}?;?9`$qv7wRONseWB5d|{ihh; z4n8A<Id7jN;?De^@8oXag-$rGy*moL?Y!6DG-<@0eaQoQGw2KJ7OhS_<pf^|$Ms}U z)MuHKduSqY4}CM<xBd1a!cBVAC(#Fl$5h@-^a1amD>lcM3tp3QNRMg_I`RoY@%0(- zx>{>voT#7QXU<R-0$(*3?Us&Y!JgW}l*%)xL;atfx*`GGck5NW>KW)&<0EQXOwiw| zKe&DAbw6}XM?Z0;*5h8BElV>6-d=xfW9|y-A&w9pW?$g8M&2umtbW)_KlA3&erezn zqFlzd=J4g7+Z(-c3qGJd+^Oq9*bgyzg{Mdnym|HDVjJSM+*|W6>6i;~nj4fhD?s1I z{dwLJb)q2Gt~YPH!LN~y_ep`TTf7mi`)_X&&vw0m*nP}#iX@V?oN^$_kBwMU3c!cl zr(1E^1GtmqG}Ec;@b4$(@Md`qzD1Jy(e-V_mk;cc?$#c}aT4|aa)JMdj4|FPKA}z$ zJ&<3g3?GU&#jC8?ZyI)4Y5h?#c-Uv#OD}4n({t8qJp|lj<87|ml8_70c>7a2MFHYg zqyGuHM4Sir3Kw$piCvGSIt78pe&@<5{zHrTl*QlVUx3$fmfSge{iPdW&3@T-dLH_* z*OT66uf2(G6Mk23;A`fU+TG_6Ux}<YIR?PV-v4*RUr@!JsQP@0>TD|N);O)E2VHJN z*DXz3iZaZP@Osr1A#c2urP;4h0e|%yPcO-UXS~ryF3*JcKDlQ#E%yR+5XR##DS-?9 zqHEWDIO<A_3h$~okNnN}=-joPp1=uJxAvH&V_*4<-?K8Dv$NJAHN%<UVZB>(y9?15 z{`sqEj<~)V_Ik(OCHOq^aK9_Q10MB?bB=~B^kboYf=6X>jw0{3*&?5L{D^-nzTrwN zaZ>l{Y+~=k`t(vwGJNT$i)*6pq5fManmLx@N=VP8sD5HcJmTgL;Z=YyiJ$12C!Vv< zZ^kAL<o~8(Vb33z;77H|v{GaVUQED4$jAosZmYYG9Yp{Cpybs>@5i3R`6oU`dvNY~ zBVN93K%J9l7_PUY13a`%c@b?6d_7g)Z5sn8wQnQ49{C67_iNPm!H3v`QCUtTK1DxQ z>GrGv_nVt(x_15)e6+fBf2=y8FRaVI=0JmaR36>XFyNA#B2$wkc+YfY_l*Nj;rZOA zIy|@sxYB&XcvTVdlrObG;ZfkS&4cr2-lCph{F>{)51p?z)y%sL=;!5ao7!sJiMff+ z-Qj1DNB@{TYy~gS87Ng;{|ozY$ptk0euB?*yIY-!Ju;H2GLKH(!`>8yb0qbMBW=%% zO&Y$!4@M;}D**3*MWej=oeS=P$);jHaG{zvduZfeqW(L4J9t$W=cKCBU3&!Q!t?+K zy({!WJ_Db!S}^~Y={LcE^Ce+InlpI={go*%g%0>2*+kXA4V*KEJBEYm525Gh)Tw<T z?n1bJt$*@m0{Wd6+Ia@_lf%3Vx8*UH_0opylLqReUp)powuY|6-xofypLQYtriNc# z(sv_BHp#EX^keRDf-G$nKhNI&z0rYV;7QMC8{436(6?&8oq;;^iFlG|Am&!TWog(k zI|5Hiy>V1Z6#Dy@lN`T*`(6yyBmE8^ARe#K?HJUbzQ)s}0V&wK_awtI0R0ZHN3ieK zq%+|lc=rJr5BRQk?&XZgKV{+Xl4MHIw?>58_|v))uRfO9kM^PN{Qh@Zd_TS}+qRJ9 z3VxgF_YVr>&!vY~M0rrBP;Xx{{R2JXnIkXVy&i*SEL_<VLcdZ>efR})I_9xtD0%3A z0e_L%HhT63d)|Ds4}|7nUTV#GFMTlbJr{lAmo_KjRwu9Jmjh0OZ<uarw;lSS{GL)@ z=yaAF+zV^e|ILT?KiSrW4!^NFoz@8c0dsl7F%!_MU{jSD`T*m-al)jiQzZNvCnM0m z^4t8jkO$AZBB{EoqaA*Cj%zL)$g6AIPCYvCnVK%+_pLgII@^cRh6eF0#^9_45Bjc^ zHXgfg$p0C)n%skc=cF{&xnzU)>o(5xe+*n~aQz(#t3K+7Uo=JE5MPFRC&g#LU!9y1 z5!ItbepeLI&TWGZ<;srWaQICO?7Q{U1$fIGOH9Hj?s=8+=?CA#QD0WH8&}6cFOfbo z_D?sE^Njh!1>AcQziuy&qxgK*wXK5Z;g7qoJwq4q-5^puPov(Ipm;dX$OnC?OS2f~ z1ma(@sI_l5;^$ODweDxU$2T9J#-0EUbYcH#UH$~%94|I)K0rrZlk{qn&e4@%kKZ#X zLJIssXziM2H0m;W5?d$W-x3d(W-o&aIVk($S@&)D!OSfO{j`QZsqK!#JkTAFmO7aa zgP*xVp~j%}9Pe+L#GBpB2|kz{N8`&;kI9M+DxnS!oBn&#TLOI9s6=QmzRq=mjeM8^ zxPbwi#ZC0T139hc-+>SCbSB?qYIP?vHSgZr%MX21k%s11#G$y>sxtAP=u6gamS-WZ zY#w4(`HFMv7naOB$%B0)F|jA!piaJ0Ytb5C4IP~Jy!>r3=+fBFe%W3J-njd4pi(7p z6Ui;{D&*nWzppff|G@8{WHUGEgg0^K@toZ84eXtnT>r`k9^{Vo)^y+?bOw){qE%mE z9{1Ekd6m1agsEm+)}CrNBDX3r`8l4y<+<7taVzNdnQu3aVSXbt)+tR1Jc(Wj;~!q& zko={*d4@CCTjC*pUvmO`$9^7o{p77P5gY#^Kn(bGvdD&i%s<|MzF3|r4m>%@9hC>h zj)cOc^iVPI$&+`wsQL-`nXAQ--RJZnvM(;*422$?TeVn8i~{rFp44QYE<?{cD@EdP z74gGbIkn9Nb7ke`UQUhp{g>jXW@4b{W305B<Hr8mMk3nkF#5y5YQCrMu-DfnLa$N* zc>T_YZ1T9jk#tK6Y?Qz;G@ONW^|0ULa`Dv)#D%EHU)x{KVQ!Pt@BaKQ_<tu0esGt8 zzA50dcL9qF(cP@nWRE^b`@G+v=|1!m&21~4)6o6C?R!~{dpRGTaA>m|^9xd|D$k+6 z%Dw7paTUBejK+=bfJYiQ{^=zh>X+u0e702h`0PrslH)*pzHylH(+u<#CVWKA=V0(+ zM<pMP%%grG4o#W?N8D`5>}Ue-t30#1NGzdl4zx;d@pLA5NBj-e8?jfT<dUStefWiZ z>U;b#8M@6;{TvP8rNJ}w8<yxxF3?_iAU=&bi*WNqYv6YZR<ksZ!x49H?}<3vh<N@k zb8HE`b+-_0{v;QCfsGP$jr^PmvV+=F4N{&&k(uMcCH(iCYT@NVGWhKK{}Qhrhc6D% zCG?gJafC%Kj#L-E5p0w1{1j17z7syeg}VRj4%b|ML-a!e77y0s&>x2l{``UWT52(| zeF*cIY}-8CFN%QsR37hI-o#vJX)WiXB<7SA_c%qrhd+#z`8^6<eBJ|5^w|#3gAVO- z9#;X+%fH8K;~Vzhou*$qOak16&dXM$2fE<9)GN}6U(y>X+aii?#F?#ESpk#CvzCG< zO|;-&ld2tSUylBws>{~k1mX#YsO1j){y%?@O~u%wo*+pPOjZRxr((Len(jhmt_>7K z0?$}7N@0C52K>v#rn8_Pdm8xksg#A`ld4}#{vU9hFQ0gHI8Y~V_YQ}@J?u(oJ__SZ z`Hb(6I?~>Nd~KUmp+|{)DeGlu5y=K0Nl*WgvwYYyW0o=94n3`miebmgTGUk`9|BGL zaXzb#vhwm_pV7BD%Tm<6ob<o6#@e8-lhWQkK<7=c(5=!iZlazes@{BCav^Hh_bIsv zdJtDe1itqi@g{nuX(#^zA7J#PzU4s&|B2IYgF?U~#EN?+w~@g&pKEB)$Qr)R-c*0N zKL8&qQsTej2b{O{d~6W%&J^E|L*w9Gj6(Kz30#KmOy!#FJ}&4W&Gz&61GmkaJzE`= z2Ha)$9$h~M__Q=UP_Y6Y?lq^xau|KV`WMeCcOA^{_C8FGKwmztZEmEs8}qC?W={#j z$LVLCBK4NHH&LsxU}}WAE>vWh)Kmz5*<Ykmq`w2F_xfP*&)@oVHn(9S>c}@^)Vcv{ z*wdjjlQH$nl@O#&3);+rkN0%<Bf)dv8)X(_vUa%=bisS&AE4gMESMJ7yomX|KjaxJ zcz%r!EyjhR<21dVB>NM6$Z{r0?DJI@;?&K*W`fA$dpXIu>u&fG)qxWGKH<F`^`Q$4 z`UX9PyHaV-U(6eld))r0j`?e2Bja_{Z%-~IT(CF~{jT-*okQ3^IezHC<Z+y9#YnYp z_eg<fP}gmI0B)<eNVj(zJYLc0v-G9`%s(#c`U;7A5Pb!mF+ab<51xgennMJBk3Vmh zQd~qmr>glu?5QWgc`HxW3HmtZa;5rY;5lg)YuQTZo79qe&I^b6VDHX>p`}UG+YXnR zCBPp>XefG-3}N2F@T6Bi=EM}m?s%snF0nIH7hXpG-M7$MD+#``Xze>+uAB>z<FjM@ zx-sy&qRxBYfX@_OZ~KxwhWc7d^1&$ZECJhqmMgfA;a(?H-r&88p10+%f)3%yI8TTw z-uJIV!!-{G;AT$>dG1~UzI^57u-avu`;*Ob{K3wIX2(bEM0U&((e3T89tF=;KSH5X zi+C0NdgmEo<Tca3qWRJ;=yNTF9->}}(v1v`1%4#he8y*^(UCYQT9eCt27Z-G$zh$E zE`;iNdMgX?Pc*Z95#l)4^GfRTo2Jmg?KI$*LSJK}*zVej{#>wV7fm&EB(|)HLR(Sr z$>&T^?gl=}CC+yG;-)*{`{+WQBJf}n`Xj?iXTV=wq-g33h5xcM|DXB|@HrjAHxBK_ zeL1OpL%0RJ&1~)q2UYY_PD=Nk?t2nWj0$7kIWELu*V~V8u6qy?hYkdHRbzkK{%bz( z!=R7Ya_Y1L4&YQc?#fdMA3#1AMiFxK-Jf2FKP-o?goisr68+KnN0+#raZlCG(Kj9b z4Sy4h@L)|V<b|~8zV!g~yG)4>=1_+;l|`sUQew_i#Im{teS7s~(!FPeoQbWZ?e`~9 zw@H%cirdM<A5!%4E@t>s=2fje9Yj5q?D#a_5qaj4{Pg>aJMnW_`g;bXJcxyWj%V7? zGbIj{xN`!hVxZ!SN}O{e_A6Cs(+6NK$d_rb1^ozp(U&Dx<QWs+v@vVo`6E2nH`KmD zpW-;t-;4Mo$F_r~H`kkpZCp=s{R$jn{nT=`vlDUgZb#Bz^phX$FHY_TUqSmI+$l)} zc&tp{(GBRDIWGyw+`EBzSrf-zm*YxY@Hgiek%u2oaZ4XpnH$l&bdSv7D)fPVib646 zm={vK6t(J(KJseK!M<k1X_2$83GgdDq3UcKJ_A1km4?o7<QrE*Y1T2^Gv|Hns?0Z0 zFI|2my~+%|g(~f=N-uO1D<m5cxaUgUYtzhJ$e)9UYYrUrBv#vf!+)cGGCt|?>VO>f zXxW7xi+_gxg8FWq{}goYxqTVgTkgc0N0uZ}+wc**<K`d)9;i>vM(+~p=&>xiAGCPy zk$=8Fyb0drc|d|<_yza}?K{oq1RU<$vg4Kj&TU0rYwB7!e3CwWi9U(*OO@lQ!~%V| zL)D;0YOfQaGNEA^?F=8tec?H7_+00Gl&;5Ug1>x}80DIYdOS}2_&zDjy>Bqi+y}pL zdnJ?056`FS>LdP>n6GXfS%sDRKRr#akKb2!;-)rtXS$>l5q2-wO9}n#as>I%Ghe)y z?IQsWc|JsQ)8g=Yxhs*rKh^D*GwR^`O+x9w<vm&-S$4gEj|$Jc)Q+>*Zy6}1-uwxB z9a{?Sn(@MSN5y7a`yB4i&6g2VnYd?ZG+%$WL+5H>8Loi)WxV`e$wUk1H#ETK+A;9_ zN1K<)5Z4wXgESpb4?Jt=IHPF}ALo5>m4^7d`W4r&<fC3a-NpE7(j4>cf{FIqsGn=f zwwOB&pqHCB-KTaC@#%&{%n#r%GyNh#f6iimZ@%-i>^^Uzid%2p5p^i7CVlNi<PCby z{p~b8*uV5(Y<t%@aGc~jnisDieymo;MNz|l)F9b83%Jpm!v1%?wb(;&)}ZIdEO5UU zByauGF~4dn;4it~lW?StEXhQCxW~y#C<p^@;K+Kgl7OEVCSrM0$D7b?$^T=25A&73 zu0Ibs0-jjYDZZ)Ng^=LknHWyMJax7=RjoB}#^y`A&b))~<8$^|m+wvl^Jmd>Q{Z38 zpFgyC7XW|x1AB&Nac@7a_y^d<0na&iDM4@5jW~2BY?#~>z5*m^`zll5Q!((F!ypWG z($0amjPv*$7xW*lh~ZpT^1qcFgYTL?gH0;#U6OI}7u!tKV}FNFYNDPtRcswvcmSU@ zuMCpot(Z%gbsFA9g+I@d(7fXYpM(zi**NHeo4yBlQvxTZ?S55y0QkSpb(U|xac|#$ zRIELKdTXoyR<Ra-kNcl_$xc8Q%<j+P(TV4OL5MFZ5P03{JP-Q^d+ZOr%32t91Ny2> z+Bjq2q@5QTrz=b_ZyXoA#98D_B)Y6#A>BrQ5nWH6pa(tI^q_h-`o+Che6Kj-9=|yG zD`IaW{0zmjdGZk7Y%6ve+7-GI1L`JG3S4f4AkCBhP~c*e<>$YqJwhI)l)Cd)0KQx1 zCu2n)gGbiUyQjqMLcE$YDc^xUUS9J<P8|C9h%1GRyYu18;#BD<WCDCBM(HXAbRhRf zNq0#c#vCvg-_21@+&A5qtSpH8-+rdQTMY3aPP~`vIz|IsDQEaA4K?sQ*NC0fr0&GL za`2yf-r(i>lF0|m5YH?GgwDkvf1Hat7!I8Px6R631vThvmS&1$x15RNqsj+IQ9qcn zE{BvW!B1I)^c@xMNr>Xrn)_v#k9Ol1>IFZ(_;yNe7I-m-ydsC00roZRmySE34Sv;S zd3yryw``(1+#LAq^y9C8%rPgfbHvl7juL+U+po!w5UzyoomPe?=!<o4aVPYWqOObi zoy^>axO+KUm@FFahtFt<M8KJ-5R7Wl0bXw?Oroj}+)d@Kr`JDy>70O&?N$7KU8z+X zuYr$pn`Dt2Il_0~@S&1g;5H$<W}|MP5BS?IlGS<)`zO@BFXjF5AY@J|ewp3_KkvH- z6`2vo=yRpCBph9c7xzXpY(qVWo`iFO^LT!Z(N&$->(Eb)B%CKf|MmFskxmla*Oa#j zc``U>hTK1;BgcWi4P4e&!aZy9Fqjerem$Qi;1G>I<IDE*d^!;qLeTK)o<-E*afSSu zAqU}u7VpLT^RN$*=6sR<SS|L{8|<YmLEWiw##h4zJkOoimphX#LQiFJq|X+(;+a(Q z!=2EP_1K;W)H#5@TVSeVw-o9F%G1==?a<Rz-FbbL9DI~wkMW<c=oc<LuI3&Dzo4*m zDJlYZgJh|bQW5+cdKLCRfp45a(d4%lMci{|J=4mg(2dJ*db5am6C<}AYfGO2AD6i{ z&~^*;sM9#(FW^JG*OTZ5kYC<cOEA$Q53cHF(2!WV5nA^<9cPdqZ-uB@d^!$%jJn-0 z<^yo~9qP2+@VS4jv!ya;3tnu`%ppg7?tmHD{8;qq2hK=q7sUh5;*VYx0IvRus=$*Q z{KH*}R@V}oyX7g>laC*OH`Jx1Q+Ntps!-)!R^W<c(J~I#jGW=Wx#PrD)PuSm^$)B$ za6bkjVZ8v|MP>_MjVI=r<3nZ7GQj_0=sBI?E9juJG<#~75qC;=Pm|yryJ=pxrIx|G z&irl85!^q8A1@-+Nq{rX7Oi!QxD%(czVhXxPxYP8ZW(HWzSVzsWgFs)Lo3ty9bLXe zl;JJ8MSo91#`3=EZ5H(H^|Xzuhp-1RAmYg##NC%n%ueOd!`>1sD!+#Omm;t7;nNZD z7pH4U#WJu@y+?Tb>_O;D!cV3N<RMRpEG1pT`3pG`x!0iveuXn~y>FX5h-<IoD$IYl z5-EGVQl6v$-?-A;#n9zU)OUQg?X5@uJE8XB-oHNm*<o>|aOi<-&Y5zP!56b}tUn2P zb-7;rWWaU!*!}fg>O|a=G3{;Zy6Hw(@#kHmMm*pRk@gY+FL?K0UoUqe^67t86)Nxn z(lChh%y0tFuT8h}VY@T2=lk51n6sFZJk7ZwuZ21%;7(K)-nXj2xh~^E;KLFsXGCzm zZy$-*Fh*TSDcF>H6nw(VSMyr~qv(?rnU^+Afo~eLYWKIor#Zfn!SOF}v=f0=ueRNZ zUD78$4?rj2GBOpv_}hngk?y_B1^r+07PDJ`I{3K$^z1F<-6;xt(G)zlQ?leI^`HY1 zWjvuBy4#0X-OJ}@hrVH2^PvotFnE{e3%UUr@ONR{;W6w8ypX3nC>Ebv@2}<QPvFsN zS#EH3<D6BU(R~~M9BNc>&kd;t_|VI8)Vv6Ro-ijRX)kn%_wrXx)#LA75i>bFf&6@w zV>I?W;`Z+dMk;6E<{LxxnbGJ+a#9@C<<Ji^@)Vq`-UD37AaCjg;)AW&2ET|N`iZNK zZ+@%ce3@vUzW5XIVr$FhGVXZ{=b(Ru4f<>{wTiGm@F@{!WT#8R^D<Ui_<?vQ)vw=o ziyAz2bI`3}d+2&^g$=FrxDn-bB}vK1^UPlhMXJ=?h?Bg7vCGZCQ#%*Gt3qePM!NJ` zNWh5@b9!-*<q~j>7v)Z-!N4;#ck_J*K2EFqpMfUwM|b~=_iD(C-R~R6{qb}2`aW#_ z!Sgx8J*O9izCQnGM2!mcD&Z;zr^vx$&+}6ju?ph%$fY*zk-=Ud0l}$we|I8o<x4W> z1?;1}W5cA~i?~_WO;v%ptJmob;T-VyzRlxcRX7CyzG~g;|JC{s6Ftvw=t57%y`R-Q z=RA18y?KX&fJbxwQM>ka5<Ffn*^R4-u0;J>xQ^gk7h+!g&fj(#Jg1Tvmy4(`Uh-+^ z&H;~!{Mco&3v<3rjaT<vpmZT-2I!t28AD$=cuAJ41$;>s)sI*__peDEt_y9@t=5o? z^5fr=`>+&8jyi4Z@C!yW<Qr!xQHylo!VHg?t8SIM5Oq=M8w0O#?&2nPf5GSa9I?G! zgnB|(BYD)V8GWA;7X|rV=t8pm3%D(O3D2p$tmddor@c$$_@LKWeePh>Itbjch^K!P zI++|wq0^PXPd|05F|sjx5ubO;ja%b>JUY_CwvN1V$SqdS(H-$qHlNxUb<g`~mK(IJ zz-NNg?RgpDr<Y4zCUXFLmsn}Xirzy1b^n&pJNOJ0sWc0fBMvTJRFyIo_aRK5T<AUm zesq`RsjV&OkNFe6C%c+suh4jTS3k}ZLzivZe>Gmv35e(%JB@nKxZvkm;A|I3U)j6k zex{xf^-g%>P2Aq`a8?>T2OkHmAsO)J$Brca0>DlCW%j5_qQ1ZPX`%5~F?`GUu3etM zy_tCvV#os?N4;Z!5C_j;m1Yr_`5rvB%4a_-oaepQ`|aawyosGOVHJjmJNG8-HgYfG z{inWZV#S`!%#HrThaO??Lt)v&GpGX%26%P}Wx5gt2~0XWaL!tmxsJRI1n(i0pykI0 z9}3lF%Hzn-_hYrH_cfwUO3Ec&1Fz&Mcb%;mxUrU8VeUr1EAc48t?Yp&^4g+mTK7-v zV+;HqWa|RmrTKG>A>c8Kqgt2larh82-7<aWpLk-w6UE<(VeCPjba|_@0^D5a;DO=u z;FnzH6UM-2FpcE>B9(<s-qGJv6MRwTaM#cT>dy-rvC_}LfBAi~Q2NI|cNw%g1|ojt z?zd@V)`8xRH1zv7^a(x9+|yT)rwrv*3PPNH39phE-Q=@wM5k-N_`+M{(=kswcI1bf zSN!FSR<I9@F430_IwFcgt14fwgLf?LTc$+ZR297I^KX7@)$w%pdI$Uu`Zoh|5bww) zD1ybeG5=H%U75uTTwAr+QVex7C%pyZ4;?3>WKpwI3;r|mA4LSJy0Pzyk?-kK;NI5T zYlIUIbU+(BzbL+fzh-3w^*Z{B{e`W$yWtNl;QP{Ei45~R6S<+MbD#%Gy*A*Bd=dmx zpmN~LO&&$bBDYZwF@+h190d>DoP0*t0&!qdP%@zh^Jv{C*hX1Ai1HFXW<_@J#^GaX z?dV_T{quJP8^K>C-$OJMby}S43VQ{CepTVlcPZ2(xe|ifQCn^Vb)NJ2i<<B=eqwJu zVTF5<mBJE?xE(PmaZDXJ<xi)AW=-(Bdpdt#TT4bA%mL?LTKJc=3J$sPVSdK^b)z(R z;DjHZdCs-KIUbY^1($-Si{rZa0QlhZp&L}vd(lT^DH0pCp2REJJaMad=x5~bkq-iA zVd!Q1!4Dkb&R9_HMR{)`>d5cg0UN;kZC-MT^MeN#J=tfm=0PNM`!H5HVE(QAHp5mH z`aXi{Jxw_Lz3sAe=(XV=k>t`+wE!J=b+_^$@LInO(rq=|lc}M`*jfg6;>+NF`QeCX z#c|<`Raq{?$FvmUNC4u;b|+z&js9OS?pPV>0J6=EeTQE75T$9Um;UWXNE=$WJOp1! z>Vt<wY%c?sXgIm&A^IcpU)~iVc<$0dTR(NCU5LaoQzv#!_$KW={kR!*h3}mg7pek~ z|DrC^{hPNI7xsK$y9j@~NkMicR&Qb{vLfCAxV9ZB#jdg!@a2*IAm)Vg{CJ!sJ;u<R zD7d`i+85vu&%2(5?N7wq1^e+Y3BX@+H1jgmn6SS#Z;UzSsSo@<k4nQqj9~ZK+w>QG zR^|(}`{}2>iBG%3wV%jBzsP5<(AAIp7IIR&)ZT?4PIiXM;6AWOIOV+;LVc9>dhR~* zRc}Xf!96+X-xsVKFQd<B40fg(I)-@caN?`jam?pFYab!^awk3ty~)m1@E|C-CqJ(C z<J=!}+|d%{Oz@A1dOzg@k1!p!c?5OW`(fEf{5WqXTFl02P{+xRoNeV4#d*r5S=L2g zcvWpLn}s)ge4g*`|K|r9pm>jY7I?t<hNYSJci?~1WL|A7<4)8ZW?|FDIoeV6{+1Vb z`PN%=9pb1vPewC{P@+DUWTv>LE(|}AC)=#s4=^Wrox1na3HVe={jlnnhR=<k2z}dL zPoj`Ppjy}$^BYZLCr13?NA4-Vr{^y4i$2?>g#qM^muX@<F)tI4ZDWu&j5(Z9Uy%gx zo4b0o)g|%o^KCfNo63TxRGQ2$lZT(GudHAM=5NoB)m+y>{mSQdc$@Jm=7C65qFz9^ zRZ#e#J{tT|53B3z<A`&y-FG64@ZSC2M5!oM;XOCGajsAO!<X%RcnlFY`=fZ;*Py?r zG*wD7!2QWj91<vSBo0!4RNM_d$nOo=gPUZiD_rYZBVIcb90^lxYJJ!rL#EaD=-WRW zwb}5u4tz1#8qd$B|MQ8W<>dq4^)t2g>jVe%`x!E#*VUlcqvX=?Ks~3d=znx$$cgw* z;|+xwaOFbswiqK8>=)?n;}Exl?=#D@vm%||gkw>AeC9LkCAfBU&A!8p*d6He-M9t% zna;TDTo+I`>zma4_rsG&a}tmr;Xs{nnPl491N+~&4UhVwpINpxQqT{>e0!m>-~k7B z;x$)ujwbSD(mnQ*1d|)Vt~qjk5Bl5pEJXn^(Ct<-(rp?57cdt7l%3`RpMd+b?Rtf% zC*<`wnWZroq?#m2H31!##9Vns0p@<AISESOq&ejW1r|LJM>;1-=AMF|XPikM(R3yD zfBf<?y&ii8%s5nP|A6PKD-7HRf5FiM{e=?f`!rbi9+L{gw=Vkz|8?Le{kvAA|Kan2 zewMA5?nAeG+VkEkoX1@W9d37(;XC_xnC+<-^so9kYJI3L_fNBuES?4Kyl>&nFZ3<_ zvmKKCvu;H7L3R1cozUl0P=7IehWo{~_w)KP{AT)j8ZQFZ5$4wmxnTw$%EmMmZebt7 zpr@8s4sknCIM<I4`jWh{XHTlv;X|m};#dv*|7XKf($~PrKCcQ@nS)R1xN?8nOAfyC z%#Q@=Ps6v8BS!Gh5!5^9ih2EMfEz@2Kf3n;{`jf786lWU=$L5IUcvn(r%!nugr7UT zaFM6j3Fq#fMF<<>OxCCqD{TVujfqn*e-!4&KX=|-U-TqCIcIvF((@*~d`cSxT#?W3 zc~I>|f8=MAPsLdV|A$KhR2l>B#CT#5t1;^KxEl(az34x!ba{U@0=Et(dt8tM{^859 z^Qq6Gpl4GajJt|>mmG4~I?4@k<=eJu|26ChEx7b;-UxhugO0gQ1AO=NT~|I@A>Yjn za0|WkAex>HTvY~cXuVHVE`bC%xYnCN&I0&0q#ZpS!iKtYIX{~pItrVDzRx8Y4#Ys? zJBtRwg=pEOv!HhuI=u8?Gm8_@(FvS>#Hr~;&~o1H??#;a+126I{t*5IiuNKA*PMyN zW93{{O|Asd$u0K55Oq6OqsfC$uHer(S6opSpDP?q5Me=mC2o3%*A8=grJ?NFm6$tS z_x1b?o%h?8vqm(Ec>fA^kA3KY&&@feyu!SM%SW?wv(rA<7t67*4!-8Ne6Prje#}S4 z|7KK`gT98d<ii-^$em{uOt#poK>6tNBp>t-*;<LSLT|y>*&j-J`wDtS<G0=&jqnGE z`e~Mf{E@!ueZ-y{JX+k`wUHyJSM^M)sADll<$phXwcVQtJ94`_S_?SNH^!`=E!guN z8LHa!5%WS%6}&&2U{70@=BX1@xX-7j0&Sopy<sO>d>zmE=AH6!RSoE9xXYeZN?;CS zcg)PhbHqCZ`FEMX+rN_pjgpSR7uiBxZHvyC;M-?&NF2KH{M2tn_3&{#d|JQo7y6xm zeGPQt$V=09%-g%NP%mBEtQK2BoL62t*vAeXsdW^~*9*XJ=4z(R-QmMr`)2R{kMOUV zxNxrk{A}mWM>l5EJc)a>6@#n5Iou8$^v*r*Onm-G&Ej|l_bNy8r#<>f@%OLt3?IM; zuZk>U5r6+xtXFeg8uE^Zy4NxA_VxX#Bs0M4<r##P?f-%&FN*d$0{(N?&$$cVG55#Q zs+8k!4RtI#i3KJ4oi+2eqI=M>EItz7dSV5B@k^tr<sIOdn^9Yl=nHF7!uZ8;o~0@G z(cVVi;*;dp)CgT)V|hle40QBloN>#m4}A!p^X8AsQFjjR4|X|j4gAE0@n@$Bc=nta zeco)~+5X`t)^eb`yB%MAaKoJ#isU+8dldQ=%ERg(p>wKZyV|otg}y?<p^U)@_$ViT z)3zdXR2Qwy0?}V=Y#x2(*^Kv45kFRg`ekx>|7U)jza|+UY6g5?Fsog%J8+<0s^Uh& z|IlCVdFwF~j(YsKg|#CU^2)p$HQO2Za=v=L;Rn2N^o8=VN#K94$r2=M4to&XIeRGI z1D8E*#c_2B`7}!9#}KU-{P^OBqZ$~{_saS_{15uY6ThDPk&4FNM8^kb{TZ=GjW_$K z-G5Gm)xbi^B=X5Ghvy0mdEg_8vzHn0d)C|vc|ZKfo3J#<qRBc89<oP~SU{aHk;PJN z#De{>WF$5xFn`A4_cU;e+M5u!TA*byhX3HhVv@NW_=BjP-yqPxtDdBjm7hXiA2{{x zIqC&l^P-Ha`+)xz{pPUf22M~TZ1w;?W@JGfv<n{KF+$($sQ^y%tY;=R(j4`}_q%T6 zO7J&{ddjJ6;!E^eR#p^dfY*K~D4vaTlGvMKHx0Zf-gaXkx)S`fM5n0_aO{Ywj2uby z(}BI|Y4aDo3D*Pfd=tK4PbhWRi?ct_CmW=ml16>5{<np9RULCz<Yz<nfe#2Qd#MxQ z4js*>Ri0x#E=1oAr-We>-1~U%W-ZM3{&rk%Jiv;5QVsX~D@ULkXDFxr9F6xjPv3MU z2!5)Oa&7Y!;2W*&0%9HDn{hd>fAJLb!!MtuG@U^m|LycqG8XXPk~yb;<NUr)d)^<t z6Ml#Xzw23n4}Qi*Ve=)%hw#1;M^ZrtAC3s4`Hv0WgiOg!e}>!8Y0c7qv`3xg93D@R zj=pbEmo1-<-iJ6pQ<vyo=1qhu&|PV^gO4}$na0E5r+l4CP3O_Cmp3;Dh?Jslef8fr z`NMe5Pn508Rxl@-WG?go_cpdtX?8Euzj^;^CW$ie;lKaOeu+NBxV&29DW1P^18II# zjt?=Y5b3_g172@xuJqe1^7G8V4zj(N*R`<N5=1{=64LQ>&CrMV`Qe-!De#J_gg><N zx$sGvj;}NX9@jaOub<EXJ;_{uq#WY@kxefzW#9~pbO%gboSli0U>Vgb(9^t5QYB>u zKF90kDb35}LJS1XX-`6zRcPmLt@j>ylg{nYCFH4!h?eE`bm+@?3PnDQ!cR@ifYCMs zy3PdF4b^z)k{1*MjIO#9B8n{+x}`8D*Zi)u8TozabEouW)GZx?6@qW;;s4*zz3+!5 z{CN~I)$P&m)^gknx6i;l{p)a%G29DrhAZ7KFn8gQ-SSEhe4KR0%?sS9V|0D*ziI%E ztSb6@JO=gUIcE<nj(`v3!pw*5QD<W1QC`oHZ?1&ErJ!)$Ylzo1KX%<<c0rx<^=oM? z-mA_D=RR88=VB#$CH#5$@68`wsOP$s{%ceOE~qL&PWD9bA1_3Dq!V>o)5DuznPO2N zi=Lv&2*qB5tZ{KWYv?d!HP-8pHx2yymqd2~SDLd?C<Nbi#g(txQw{S_a>qu_-vS?_ z@P@zQH~g^Thp5MtoQRlqn?--T_b)Otn<8w`Bfjj=?2&aQxVwW)FC;q>OZ!E(^sqOP z<{R}B;RQEhT+HsoUCf1EeLpNC#(?}!mN3>&1)u(O(Iqoe__I&#X&3c{Pe+E_qMkDT zKl|eTpV`2(6neBM<KcfXc2T1l{msX}Q3_YU^QLI{u7_c6=V0gey?3zBY**-*^f>VQ zZEmLhRfg`wXHE5!9>7uev2B*j6(C<LpD2DEhj~0z+1ypkbxo!j57Tl($Jn=ew7VF4 zPma;vsh{yANX75D_2K7;F~6V?gl=wcVQc5JI^dJitd4xB!>YWKlzs5`bn|amU6F#1 z$iZK&eV*96?)#)mAl#d%NTs_rvV#7EKc-&W+l^qP-bh)-*M%mjdo6(*_N$brJ0pI} z`u?W#g`Q_ZSM<sWZ|rHCOi$1Y!o5=@T(-N>_Z>X!ZPNhW<K)t3F?ClWYcOrP%@+F) zS%X7@?6H?dRQXUM=KKXpo_2h~zKlzGl)p284@$L|?Xmv+PbXLQO?4UXOX5t(Gw2e& z+Grd~M_oHvm2gyY7CO}bHWX~3SEd^Y(%sZ|C9a;Q*}hSYe)ZeSpnvg0>v-1Rhrs1c z76X2`al>!##|WK-9QYtwR-c9m_?BFZ873EUCyr(2%DaoX5MC0`CwG!#F8)ep{q-hi zf_(eS-?Vu6no%BSjYPbB!gBMQ{ubhL#&q~_k{2;V`b6V2;_SZTxi)0luEf2bGt)6& zk#F2u`SkCjPyaz0Sd6~llZhsi<X89y9%|SK_zfO++eJ9Q5_$*ku!xV;hzHj=AFvO@ zXISx3^M9u>e|HTH@hR-xi#b~K+zfL9MDPg5%)dRHnFHcxz-5$Zl|O=aEwU`wY`lZ{ zw1@#&3S;PZpWM<k3<gf(%e9*c^INqOf!n`nFh}aJbl}2S_<3I1!Rz!6_4TF26?+HZ z_OfO5M(|;gwDs+KlaBLqpkXKJG3YOX?X9=axA{p;<PCfV?mbFyeGA6i-B8{ist`Bg z;FP7wS=42}Y-lz(ir{ax$IQS9bx>}`uT=eJSHfK?F@k9XI{k_4qmi88hXW0}_A?=$ z=jp8-6vtdb)}ChJ-Owi{mZ_x5<2^llOItYT48MP|Bimz+#MYJ1=X!vjSNtBPiIRkG z(S1siyf4uE5sMO^QEwilE!z1q$C220uSgS_4}NIxizN*e=ntC6+%GJ`_cVk(@-*_G z)yTUh!EPraFHw7MV3`Yae2&?wf8q0UFm2Kf`Bls2#4g(g%txFL{%-~K_W07Sg7d)7 z?n!1v9Sp)eUY)I7$P4Ja#S$(jLodUY>7Ofrx;2Zw+}U}|gODv%dAO6@hj^ew#K|yY zpTdv&z#ZUmB;)#CN|?i!nEm<KEq3siGU*iAPrZq<5ktZ4yRJmrc=r);C-_WenZ$(` zz;A6o<;+L$$UH_l8$#aT1=+6s;zgYBx;drtp$hxlCfUxi0#^#zant$mXY3Io=@R(J ziaO>?$#@(3zgTasH%|QE^;ehpslfw9)UeJ{bVK*2V>+I1hB>yNrxaPp*Y3AhM+MP$ zcTL^TKNAZ+#Nb+4<{tE8Z)g=3JbVaOt=27*UCsn&oUzwi)Kg3<1NO9n;O`Yr2lt@A z{&ccm#Q``*bwyRUW-i_%`7%>r9DEmjZ(sk7zSpbD`@b8gBh*d~EdHBYRnTsB2yS&H z_(^lGU4Z^dL4z22hJH^heL2bSA72-Cdco$rJHaoM{ym1kJo!%h+?x`ZpNpt%_d(xv zl21OC?I`r?+6#rez>7{7$m&sp#~sQ(y6&Whd1IP-<GSC_hvcnaRzp7!((k+{-xdBp z`2uH$Bap`uqQ%&)fL8^imhJ^^JGFYo{#priX3o`Wa_FPjt{%PjG8p)aN8COpoHHIN zr3&SXh|kHgcPl%ci3y6c!=cD)#nJ2)+R&9<B{?(Wi25L}<GssS+?V#GC~p=@`0U(y zQE&+N^R-Qa^wuK};-=J*@7XfI7bNe7s06}~Wr?mzFVT@u+1}UR4*c<cM>H!fqcgF& zzS6u4J|?nxw3+D&@P`pIks8A}XsIdAtVjW`oGI`y9eBkb&q|XY6{xfPe_s-@f=)3p z<l|G+57H%{U7t8O5q%q1I-a6GBjOdl9!6bwY~XtFD<6E{dG&Q4PUv<|MS5x;!?}KJ zsWtZ;zTg@IqYS_a{bjNiS<n|fIhfc;orV5J&8sI2b-*;&16Q4+(3f~#E68~SzmmDs zSc|iG?pK;B-k3mNUqWVoegShQ`^n<kRWYZ^K25=y51q(9S20#=)c@q)e}|&3F*hqA zicoKeItMFPpnl71zdPF^;Y8?jSJ2-*1%1!)$-)M2;O2Rjt+#?OFC5YvFpv3zUJCW& zHkt5UaM|bUxr9ENv}{HOz7NjDHoNCA@2t$SL)&fye6}-%MvN_VO?z%qXvjMfbDr<N z(c=4`lU6q6x&UABycGYm7JF)2rk?qO*Eatw@-sIMyw0!I;GMhS3&6r=)vST957A8s zK(A5q{aBQ}{XZNiHvdn&6VXOK{N~gt;8gm)M?T3zr>|VhRQd(}|0-ND;wrfR5xm0V ztf)hhjQP(PxDXryiQbCa@Y%fL$0gnFN;q~7y*v$`q)9tqd=Y(;)2}bOMZk~B<s_v! zrm;t<{qo<9TX>GsK00Q2|F3cfj-G(u<1tU+@eSxu@A46aTIj1oSJ?k6e*?aCn~B_d z2j(f;BKt^DcL>b0D?GXGP8?r;Jlb{vdPplD!&6r=KTJNo_vcaUgBX!_GU5jhR`De4 z-+scTpwVZ&LAd`xwe0ovUPPGQ*6yeVFQVYnn4rKu=naB>M;vQhh||P{Hw)lpm|hYN zO7Kl&C~kM)jz#?_dR%d*9sG19gRMf*-+HeW+%<;|+1y8R_jCAL34YIY{4|L@EpdN_ z=@!usOjuYm0B0j%y45wj6MD;QdKV?2H}}siStAAh_&D0~&O=@JDm`xG5LHK>_!0Wq ze<$Ai*J}s7jL?Uk+P)tMAMqcm9hqwD?u5!8`kxCk;M;?ySr4f}r<Iap^luOH*qTX% z5(nlm6P9ki1TLSeB&Vo`_%*6#Bzt)D-=3E=Gj?CZ1L_~QOLjo_aC|_SeG73n<HJG< z>JeK}TdPiXe4fHG6(Q)LDW;F~u!4VhC)RJ=b{5Z%<49WdBg`S2rypWWL>=W8caBUL z`fi8kY=24N*A^I9^Hc}?zB9?67w5r;?cBL4WB@&yvxL6<Nf+Y7N3EW1)VFG1Z=bmj zULv;Zjq%SBPl9VY$n{o?EAiYc?n@eee`Rr*^RIpbkLaJR()|y*avH@=k9_FYh3Mz| zz@z;tRbHQO^&u4G%%m$$z_-YAg^{xl_*$O|S2=L8sE03WE>t@aTkbDth6TYN*lT@y zi@Z(E=f^_U<W7X}+%s%PJ)z*MUsp?y{*6Cgu3prYn3goZZiM`N|3=M#k{<Bx=$j(7 zYp7%VU3$Y2CmfkpvIq78FMdY7+hY>%)$Q;vo;%QSt$)*WI1j&$#Imgq4VcGlXKhoz z44gaU`LP(x&6Fw7i$}OQ6NlbVR&4~r7jPoHTzn09aB9=_(VOrOpxJiSdI<h0;KdDL z63m-q6qpSAI1wI4%|5mQm-<MnQMkGv{u=>@b1A^DdG7zuY`DdRD3pp!zl}cKRc$1q zlneTo76tK^x6n%}(KjgLo=H#|=gguHtTI@=`LAx8cu;qw4*jT)1w-*aoSH())K_c= zbS8#sWr@J?(lfPwJ$FU_q&Ru|HR|Uh54o3^e`4-Izu!h}H~I!4+UH7I(3uWz-;qP# z!hFnmYE&C}@X^HZ0_Ka<XY}8`_X1wDkKNAwe~PX<9?SlXDl3(eor*+OM#_lHL_+o! z$@bW@D6*0jDI+CiW`wNFbXTGh*&{32Nj4SbJ?~%d=lA)c=eh6i_ZsJ%>s$&>#H;T; zTV;sb_43c}Qmi@<Rty$9sY`Kw*j7oRzz;&KPth~Oha&W)m_`D4nB<f*+@Fe}yYM=5 za?t^Kf79mVI`kc<66ndaRpHNjeY5NXcrZp4&L_0^-VD9&b@p?>H<}z*7jEI-X?$q^ z7WKIKjQFq44(wH$*rhdwzN(NE{iy+b;_%mJZ(bpfbCe6xSAZ9II>R<y;{hL?hKHr4 zh(B`0o`gL5rK`)Tr%GZlA1C=f)MeO}czl8)BMg4AdcFSNhHS8pTb%mzGaqL{)A`RN z56<&k7*BjSbOvKK9ps$AfA~`W3_Q|@Uyn2+`E~G22Lee4TL#cKjJ6#Rho9Kp*R))j zfzVB)C=ap%m-?0{QO7lkeOr%AUwxy4KV66csUPQl&GqaJjxXRL4xeIr$>2#uiR>l| zK83x<b26>h?f<{O+tz$!5yv$6T}|TA|828aE)0P$tW?!`<_7FP_B&K#741xDDH%@e zpM$^W`huGw{`<b0&nQF>e$LqI`t&pA7{#dOM>-I9@9c`!evUnS_iRlEZ@Uq)KN6|y zE1~CmI@bQ23H+M1>uZr4n5WZVRvw*zpZ2LEe0i7~vyU&0isr_gb*GJZJN)Im+L^}= zZ=im!Ot8={gP)#vM27-&*b&+!D>L*j-$u{Q1ofk?H{=aEa=?Sg>e6BU&IG-=7{APs z2f)DvuO5y9jw?RjIJ@&c@ao}%{6qMDeoX;wXGAeCRxNp_H_wI0t=beH%>f>xOU9&{ z58TT_ZqBF!c#`StdMk7uv46~}O@XiEklmPJ8*nB%*~{$W@mz1_tu8cxPyE|vmPtVg zyz_-(DA!rwJ2k-<Rsz6dUzGoKatb_-Fpm}u;)2u_;k$yv$m=23D!TXLd&e?M9s2`+ z^)l!C@3H@*@BH-cz0)Lu=~vHYZzJ@%36JmBcfjwmN&njZELS2gQ8MV`JmL`Jyk!OI zVB2GdqxN)=2uo!>etqPTr%Kc%H}LoAubCT~Hh|ZwFwrgWMxDQ}l1&fin}O@|k0as0 zciE+%m1|)C&@Q8}z|X+vpHOm`4@1A%X3`eZhQ503YX`X`eAf3~-n&=@Ul`?A>6V4y zaV5KFgu%Bd3Tx->6@$(=s<0q#$cgY*iH;pNcOuf~17F0VZ?E*3JoP+`M7+!To6(H= zD?4A{05u=#5w=$CA_wUCd;>O&!DBeB&%S0rov344aPZYd<QK(dv)#uq*Un0AzqIN` zgj3lVU#`UbmbAnl8pNB+<08%3sEhJOG-lo5x5V%*?OU%od<Qa46!3k3Khza<!vTDc zbH8l#M8=^r{`sX^^e=oN2gtd&fp;=cSCQ@ce@^DjIZ9J2#5Y@gj!N+5hZTgon&use zPj{+r-MEVRsm660_FNYt<77`|m!v1LpN~dG;05M`B=RmPPC}1G^*VMF`q9kJZH95+ zIj@+`aqL6=_{54SVG+1U(V0io`7a%T<C-c>Rbao5)iu5&xc}Grni3zLhkj+l#HkPZ zieEclkg0paH)g4PE8PwF63LTvhzfgdpHJYQ#D2h&ebXXW!8>0jIUXp6KM`xFb1V4S zfO^WIAKS1GVw)HLL-12?*+utuqMnXXcY0pri1>Hn`Bssx6R{HV_w^;zkBm+y>klzu zo`FMce+BA*uyrEy9(;;c%s#R=o`A2wzi4|e#H})-ti=F$UebEwL+&5ow{{uOXyCc0 z2-(xUUxHu#ku#NA=izf~es=F5zNf0sz^7i|+-J-CR!w(6=djG^VV&=a`@ExXpclSa z{VKC!;Qznv{hp_WxZI`M9-lsdzWn_+JrUF$_P^@x3Y`RAvu$%mBmy|^re=-D4eY7- z&QY}QCF=CWVdFh|uHcIZ!<VzJg!}FyUnVEKxAJT3q1QZ!OCF6fnWxbAk$w|f$Wx!! zgDaTtx)93!Cx&xeQ9tnSIqqG6_;Hcz(IO|}_PP)E$Ov$nR>8;))SXr51*^7@kDj~5 z?u$VkLYg9#kG+JiTq%RJ9(Yx6InOvT6X+ol&2;VMpySkd6p({+&CafsIw}Z#@medH zK6Eh>Pj7#Ghkj|8io>+47yHJ;pU<u(KnHwq-!6-A7lQZDHD+H$oJZSn4O`qpN=?@| zNp{RJzs?}~-vIw|vz@7Wfp|8}Q5=IlOueOHXi5Ze!-&7(xjN>%$P4rhz#G;c&f3aH zT)I?nrTlCG&dZZ4Nux*5H(F6_<75XO+V<kA2M6XF`o5Ow0oRcp+Ai(d3!k1PRTggr z;LMh3<~!lP*2ZOZZ?YZ!NqgT}szd+x^P$RMuM*;VAI}&!aC4g0yA$Tr&|z);p!=H+ zU3Rcq-3t1jc)qj!A8}tv7Ry_-_@1=<2Ho3sAbv{bP84W@_ZoYfli&w$(J_C{6mB=- zjH8n!YcBi`_%qsfv%-gdkMxL3J?6Q7`i082xe?Fu%dEtS|9z~!2;V;HM*J>Q%iF;H zTvM8j+;iQL5cnO^`4POXzTFFdlP1g;jz4}`iFlOk#iJ&U`aXGZMJJpQ`%50~==c$d zelB-5l~EnPcd3N!Ub!QYaF6$I{aff_?1z_B;fK8iQ;uXY;HDPZT217@XUjC*Ubvv% zo94Xz^fdNb9=a%Afj(&_eL2n<c+$``Q~4X<7BR!2`&**nXVBR1YC8!XATQ}$KJZ~_ zXN6NiILCH7Q#A-54??!G_Q)IP$`nR|uXB9H99&jU5<TLd+La#qaVqGkrXT-eCr5pK z#ic(z89v~T=H1;Sp<^k}*-eG}Ir%1WLJW9k(&%dnJLo!ScLlkROas?5xLs8gi+yD4 zc|q5pH_#H=@ooA9iO9{Taq&l92`;@$c^mVuqNn6V61RbmPrrWbhd1yE3tpkCz+?S4 zt|Z1n_jLE*&2G8VIL|T?4~&E0Px($XtwbNV(u(UNPQ(vKCB4iqz`YCtT!UDEmyTCe z1&ZrpZ|R~2VG922`PNa-APVqg-e=~hMX}E^LB&WKankwg`>&k975L-D*(7<uH=ekl zqJ(;XE`v_V9DYN7mM3Il_TzpGJ?eL^hX2Zod*`lTE^mj^aO7$9RW+iQ3m1yOTaaSd z=<y!DKN6^;0v?yUlV<4zc;$lMT+c0L-3b>L2CWmu*lXFYNODVbAqIk<m}#P3=MH=- z+l>6fobp+UOAz(y=8nH6m{aoi=K7Gf2L8c|=d#C)3o*A&Z|PeL|HhXuZr=rt&3=2k zlNS1lqpUPi+i`EUzi&6naL0Zf_WMEapzG7Tc`x=b&gGJzcyK57U)`jXy65!``M9%& zlu3rUDS3l=H{?$mo{p!6h%ZevJQvRnVV<`?-qad6(CnV32tD8xJC-D^-l2{yyt-X6 znn1ogq}Dte>r60Tn${f(1n-sTZtjXcXUBj)%il!kFry|S9Qff2c24oG-W%){Sk82% zPJu49O@YL`n?w{Brx+-fVjgvKbnm_k@Gl$D{7!ifbxC=MzzT34HId2^cUkxt@P)b= zLa)a_SEYNO4tW19jen7ck;jJPr=o!$EbG<H8R6cm?dI4p#Cd(~DD{K?68f~Kx8qb7 z9f<GtJ<Tym@I!q?onvka{y6oY;Uem}N0Q#LLExF(2an9zF}e`n<IK)c(xbmE<`Qz- z=1dIA3}2*1AN<|^ce#ZG{7y=u<9jY6@A2D(cmY>r2)OWc9sPFHsIz`0>YDC=I}vH! z(7_G{bB3bc^5PThI0syTBzZzp20AgBf$k9w@Q>D9`k7A7(6yUwUgbbt7#&Z|bEyc= z;j-)F%lptT+{$)0z60GDiJP-L4gGgZ%8ux-IOhjaFZGU~54CVl<A)yx|8MG+mQLs` z{NIa9CBtuNoKvzC@v^UCsQ4cGuGNdfBWU%B?rLhXymIL9^%%`se%leYl!*Z<&^^&Q zyv)u-z8{o-`PIM(b@r>P5+e^?h@Epfqqfe_4fT5DHgwq&(}U|w|Hq9T7YEDO$*?zx zXOGGMdviq0*cG?HZ!KskrEvhaXKNB3>B70m9Tu~hK%RIRM{}0>1L8=?$+tJ0NQ9Al z)*g`{4`Q%?@)kuTboEwI_b)@oarc-Qe<5(ffMYSSHPVRtBIYV$ct1If!n=-xulW0Y zenl4NKrXhP@sc=np&7%XZ-6IOT~W{AiNd_#iiy=d)bXb&x!<TD4^y^m|Ip-yJlyd7 z^zb_LCGAIaWdniJdB4-C=fd}!e&i>Q`tJGHyS6WrNdzz3sSMK$@SYUb&d2dRw0EyP zRz_TE5|%eLN8gh|`SvS=0Q6zRvwu^-P2AoFANpVKRL3;;NueBm^IZ4Myt7cR8<DxN zp??<Wlo-6(4E@)Mvg0Y^m@kmep;11MeNbyQ*Xf}DdDV8<Z+aQ??rP&B8EvRzt$8U4 zGw23Xy1$&K1%B@SQ!DBbd@r7T5tBAWKT5t@^Wq)+V3bwPY2ka4%eIz3Wde^nnZd<@ z?{&^vjDG3>@V&#&&9|eEWm;C?(b|FzQ0wp}`2gzL9~-R6`pBbSHOC&|=i3f)`&mi? zU&^no+C;x2>rE^2wh2D7Jn@bB!A`_nzHEk!wL9VXEuft*0sX%(1)HlX_=w0udvbr^ zUiIu?kFRtilrjU;6_5|C)q7jNhJ)|tDqq-T5B)IRP7lQ;;99qe48KEvCZ8rEc&7^c zVU{xj^ROR`V#`kEJ?f(zO8V@N5;zCBgNOFM!aP-7xlAm4Z#ou~H1DZ95Sdor4TJkg z1ZUjw%<HVsEe(?;5E+<<Yb%WGLH_yYcW&D`A?*EYda1{J2K?s=dF-!v%=y^V)nC1U zy5{OJ;ek)^wOmMYA_oqtIM_%s2ENXtl`0sD`nY-Ik7qywiP$AJYw+=}1JOwLK;Ayp zo=Dv?7L;U%Ke@DsSU2tm*(avwXE;y?%vO2$@4>l}Y2f!~fM3>yys&NHk2MWtWUOZ4 zUzz-2PG|!2d{1cyoiAh02cIn8Y76d{)l<0zybtP#aNbHs)Nw3QO~K$vnxD43EI|Lb z6z62`bO}0rNruzIap3t}qGZWX2RN-JsRtq-tu;EGw?2iwP4NDy9_R(``*Y@Yfxp|! z=E7mS)023v%AZ++{?p}SYJU#&xye^ndiGGD&fK3azEc(V<v_s6E2!^M<Tv|!z|(Rw z#iR-vp+5V)QQS>|4yJiyHd6iFzxZ#=nk)G=sJCc}C!t$`5E+fb(V~tTA$_!C%eW z&*sGu=v-d>Jf7AHKCJseRs!&xIx)f6IN;|N6?UTC;1^_a9OnKa?{1H1yg?xD1pCbU zPoVzXYnVJ22|V!IEp?`|shD3nz(4Hr2mHvL!RHHJ@JG&{9J4LK^Lidwqi`Ji1I<=F zeB`0Omh?#)Lms_#<n6K}aNV~Z@}i8W>rdb9KRpEf-PN=rm$#Gf-DR!l64ivC+I(1t z!fxRG2fQm@HKE?Q*_(fd5<K~GyKOHs;@HE<TRG58|Ji<#v;%s!j3Tv=5#V_e9ZCyb zz<aF5<6dWg2lHz=ec(2S2O;;!G3CvwGa=`}di#(A<|7&Zo>$%uoa(ZD$dhv}gixY7 ztNSC=0q5A7)N#-6^IHeB_B#@%9jFX?6-dAroKNwafPZt_p&d>OeHNRs9}A@?5kKSf zTW1OU(T<4MqR=bE@wcoLP`D751spLExcBd*8V~m{1GkCdRI2B5Agp=gorZLP*9Fyl z@t4B9Pty@HxiUwhv;SY?4`m0U{-8V4-V`T-e)f!{KlttpZ@$VBcI>|^e%Pd~=tk(P zIZk?(BHmdt=7mEK$~tlV-Uj9zp3^hEe~dkO_XGs;pQE1De$8EOc^mzzEV;$dF!<)4 z41IcI@R$;}$C>cGugctvyaPNe%d|_O+8EE9)A(OfH~P3!TDD9+@Y&^);bTI7#QZ(H zlbz&2wCE{^bEBT~<URh%QPYudm-Kj&{uRCilnc>kfFFD+nfKcc9%Cm%venlq=!_MU zLyqo;zTPam!4v%W(e<$_ADS_TmL%Q4tOq?;`k@p`^ubp>Hp-GCfuHUf-foWksZ6MC z*Um$~-4G$~ihQiooWj`b3*22?IrMfWaJrd{YgRuzh$|hO)H_RooAoS-d57YD9pJq7 z3iFG}ldpHqs(2C_xBKgNoq<1|W=gFE_$-QzQC}(GZUcW#@A~Qn-?zVIUE1gyt}dD@ zn*)c@rHR@zg*ki$mb#ZegxrXkNaH*H`{ASV-RBbnwJQ;BKXmF6aQi<s=@dRm@Zl+Q zSo|f6IXI4&|5{HXE;9K~lN<bBM`gcfm&5l9(=Qr=UMAIFxv=de`p*YSO_*^cPQ7|K z)JuapL%2VwA`*R;g>=t`5%Ay}F?au>KV~g|VpYqF{Q=rM*Xq%4TDcEytj9w4mw2P} z9s27V31@1xG5^jLc3kiY^nU}+nT@w)ffKAYhX>uqyw~AB!l|e?*l*F8h05XlTtE8r zK8ZvW&G}5y9z}ij_kGlHoT~x0eI_kGp&xsBOg9PrU#gB#0EZ9qPW3xK0(Gtob)Jk0 z`l%&PhFG&D2SV2Hh?k@;?p@<+i}wQ9N4d=N+z-!9f#%{>%GcoSt4{m6abQp4WNIzv z3Gj<rG27jtcMn)%8t;V9+OE;47heD1)A2xWm74(HF<)?oiwt||ZmMTKnuD*xk*W2C zXzbtq!*#Lc0_u;3mA5A7H#P0+i!$ng=ewN>$^1kjI_dZg6md^#?`w&4;JMd+W1VPP z2cI&iHM>Iy^IYtmkHRY*2;~Q}W{#qs#FyIn_#RF0h}TpLQuwgPVmhkh75aH))oc3v zf|yI&3LG*A4wUS3+}8YmoGx>ORw597Os0`*Gr)m&tz{{H`-Zr$Wq#)g`t5vfU7IJV zz-LYQ_tnUw&Zi5i4afJ|{%t+97<t&-)8MhYpDW?=fp6t4;;H`SE{$R6`#kqq?|g*w z9XoBaQG@=vxa`*iJ9tE?Pw|I!!SmBlRSy25f<9`2ch*4{x=QYtgz~H4pFKY;&43?@ zEfc)GhCZoHj#Hzg-h)`uEEspec|Dd*t*VB-QS=sLZRyDGpIURa+lK*nviDl?L%uz7 zW_<GHBJyl|i_m>~#78Y7ss!M?4rx{2_MzXfvUt-}y$SqxMlM!h$(7ihOLLU50e#?% zPoD|+xazO=XRVR1%#W;aaYG+K_k)hR6!qXm%Hh-RoNzCFQ)PDyL;tm_lk}$wx+u$9 z?$l`Tl6!RZCH`UF)ndDk19Xr%yjTC;n817sNm)Nh6MJEPZZuOPo>GQ%OVyxmf2Hu@ z*-;}8LZFz;<=_SAp^Ls(QR1G8joKeQ{{p^4`FFbHym5Zx7Dg7{I}<9I!{-Mp;XA(1 zSaDJbc%?dLa^XGjWp(?6-HU;PED!NNISAbmcb~1H59)(@C*fcC{WJD!2ROz&iGY8X z1C847eidbT65m57U#a!Ln$DT<T1}~zMP2$*{@u7?J9sgnH^qvmkFS1_PMAhs4|0zC zlmT4Az@Rw&<4Y2uSwZ-3@k6&dPILY{aG2Fl7moUD#G$l59PetN^U9u}TLdo05+rt5 z5_7^?`D6D*QxJ#92EW9}ApS_{T@S{2DmT}-v=4Rn*7k%&ni=#77XB*i=!1T<$5V?4 z;P;=s-MDrKbK2Jq2JY2B9d6CvHvxRjz*B#8*~*g`D2hz<A^pFPd0tWW0PvKLef_V1 z%hdB8ACL0Dei7q1@4E%St&J14D$uu>^zC$Xu!HW}Vy{mD@G$3nk-w7RZ^IRma7?<& zo#2vx`71&gy0G-PL-D!jN2u;<up%yVvEQXCcShdU+GV?p&)1y$u%TuSI?#EBDI4Gv zs!Mb(%;3x7v#xAB|Ao1ZWpD4%C+L5&^GjOs9Gn>UDrnhy5DhQ)h4@-PS8ixtS`FOf zcCNDFty1_;)ZZ<5_5%2_U$g%Z`plzz@h0|4;33#rBIqy|x=$x&?8Fr2KbMb0Yi*#9 zKa{|p3cvW?fHc~Q>%aw6YIoAALNDTPLNy6K^<K##k=7yL`#jpc520UXR|{Y|#o$ah z6{Nc?B0p={>}Km##k|)gBO)CA{F`e>#B^|Pw=;Zx5P1){&~ol@Pdxl^8&(8H(JzS9 zOc%V_3q3&)o2N^ZD`9+=*O+G>K5a+D=9IvHdZo0?2pxl8p@!U;fF<%~^yX{YX3P`R zDGsu3VxO=hr^mQ8_B!ozG3fzcFLU|L-I^fams0$6Pk*4^jX2fE?+ZSs%D-9>eMTpx z!_STjz)8A0<C0Ln(2cXrMF_zsLQ%ljrxE^+P87`@Ww_50jO2STS4mwu_IgVKxHNU5 z)=ubFoFv|h?7I!zMK{3A6Z}!(0ZnNJ+)op_vkPC<JqYK4A525wU7{Kvt~*6~VZWT4 zj#a4#q1I%@l?z<@1mE~ZFZz^W`tvJSS-|h*=B@1<g1?!4;G4&&A3O?X4L#7WiM);I zZ0L0%UXPiw{EdV@;pvqYL-c`Dm$z-~1U|KR{FyZ`HSpB9zH&6qge<F34L5kEf&3h$ zKe#u3RARdS`*@XYoZ*$kJcwiA0AKo1=&N2Q7hlEs@t6LiX7~U&SvU1nqao<6t{7{R zfj2z);f|^abfnk66;DdwIT!En^qdWKBC6^pZS%IlpM$E{Y-9xcYUq6L{;h_7B_g)y z_%d*>wvVJ?^!bm@94>wE26>4({_-*KDvdX(T3PU(o8?<dcHn+-tJElUqy8~^Q_B{J zdPw9=_zuS_m{T0S(oF%s=E98TLLTTuY<EXbJL7wB|HyUfL41mS`igz}1M~)`PAY7Z zM?C+-Ov#FPd-A>J`C<#~nR}e*N`?4saMJ&gKH^d~_n*zPW~dAId8PNrdJuqtv$CEe zzx|xqZ3$i{j`o`D#XR8qZ+@ig1z+f)Gv@qv2zvb3mH7jR533YB$&|_9QIwTm?EMT} z!oxk|L^IxB22J!g#Ajy8&K)I)hxI*)CV#;jl+^BJ)&O64<A?gI5zK}Dyf`o-+v`cN zbX4xx_8oeRo8eTwPQd#p&E-SJ;j6}@sLs0qypg$azc3~C0MPbWk{iKK;#C_{(l<|H zsWh9{$OSyCR~SpJ7xd{%;@KQ5z~2wOv#R`x_`6DBb2JqG!DWn6sfZs6wskTu-$DPi zT-^Lt4E_)oY7a>rgwK64x3+CFiP*;#O5ucjq}yV(<5Udv^g4FZ`%yn1UmGip1)e*{ zYHkyTze5$!e)e9zBhe84=#mjWPZ=}4$j@5fr~6~&_DA6RH|lS$Rp9UW9thwOMc?=1 zp7CfM{2Q8em#?I{5$kJPdwRi7)u^ZXWKm+D@lhSIY3QEbP3;ooKZ(6QRBv8LPq-21 zA1F&0umW$2Xcr1aozyD&J!E0KCy|gVF}EMOj%{{5MW4|h-l;F#p^NkNCzP|#hz5H{ zLv^-Ng<Xk)F|k<UJ#_x&YNvS~f%lyf_Wk;cL})+0T{eUM<J+{h$I?F!VnX2Aw*C<4 z3sn<$ePaQh!g1o;Ao5ozN%rmO*U)Fs<lMT4I3FGL_Tc9T%pFCCJ=lfk++naR)+L7b z|54At%+-bXed6ip)I;nEm_0R3Re(Ona^b`Y%x@Lf{jKnnN1PR_mzMzUe0*rsmk0H# zmgAL84KDC7HCCU>X&njS!>YY1f$)W3$}rr&&xK$WzV?X+dEvl!wUaw*;e#N0k<$Qt z`9%Ag5&wDkw{D$#EO{Dp(z1?$CzZgz{))`Hb;OZ~b|o8-L_Y5_VZNY>`rCOdR7~y` z=KPOj-xtvTf4(L1PIDvn#}sXRXfKA2%-DLh0^g4|;o1eMH1Io1L@^l+>Ps)W7f}Xy z4>y%AiQ)d&?btOj(F?sSxoqM8b16ooW%+<a)M;P6`q`1E-n$tbREICnkXz{H|Nf|4 zwYxvxK_5})D`DIOT%)i~vwbg~`}gOmHG6PQvK#Vz=i$2&#B=SWJO16ZM1cVf^b^DG zF|*R|-~&og<)J%`IPqdW{xRZ&%xdm==XLD)h`)ya3Efm5dyO&j+pXliS@(BB_i}P9 zVfG7jn@oO&y136FV!cTbh$kcI*?)3B0N;4(VH^cLpMrCZaWUp{M$*r{GkOfX*;?HA zAFUH%<sJVgNE&*JRCiYs^x46zAIk)%@%J7!Zfw|N{@LmM;wShL)9>Ij80d2%%%2!i z_JVKvSYGTA1is%-Y3ksf@9+oyJAGm=&T(h!5j!#H?5wzaSxvLBHz6pD@*w)Yu+Ms{ z*;k>1(SOm9030J=IXK9C9XOz-o5oGt|H6x@Ps#gSi8;?-sp$vYh&vZPSMZ2~mv>ID z`$Y{L;W^(Z`!^@TBVFx|0C<9(-WT?t0{?vZ#?q@y<msxVv>(Yo;2V~4UE!EJ{Knod z*bpNwL{D3&=V{=<!Chj;@whLNsVx*Tk@y^kedqjWz(aqsa8|2@PT;8Q&l%_|3#dv| z_Fz7_?)B^11s=>@#>TUI%Q_LJXWw_LoB}UA)mD1J8osPynZL)7uNT;bIaZ+0QTqJE z`8#}ATCY64;cE_kLFg@G9^^;AJc&KCgU*EF$>f{)%FxSx)8*1W4FB&|+p&8kI9Jym zetQ7?G3eRu-Z|voZV%oJSM+J}(-U!1V$j_PmM}VXLtj!}+3;XD=83-*lIK#vuW|0{ zbd9<f@wseS-|RGag1Xa*SuRdQWP^nO?+WsCkzMav4bI^yCN5XhA8Tue_JrlY|2xL- z$EBCRpGMzpDWWb~IoL2n$%*+NPR8z1JM59ja$fm_c&X!?&>^(niJ&Q-)jEow3+afm z*n@uXq|~6Z9`vts#}2xB76XSll0b_8zfQgJtUChlmF+(H2`ww!ds1n|F-`QxJ^L%h zOPqnnGlf&sBhI^3mn2MMFT+&9)r$`?N5brPVImYhw7z|EM@OJji!9D#6vW;#@m6a! z^er-nXIq>RS5&t%b8EH3S3zE@#G(u5Z!Mci6ZLZ1ub5R^V-jIItX;yW1pM+?@7e4J z9>hNy`7>#V^CM+-de8b12NON7)=i?0n%K$ZR07@6ze*3uH<){z8~M5&cvD%M(uR{X z@UKCCZGXfoI(f1FEB|ng$uFjb<L~fTWM=+NgueNCZ9X^Zynl6a0=j1$h)d=@)jrFp z13V%PqJ>aDjTh4fk7MqEVdiG#8sY*^gt_Vw)NRJU4T~{f6YHv@-&zb`oa%_|<R$Fe zq~ZFYqm8=xM}}xU-WMBJzP8gA&aL3Srf%SZsjdnoH?Co>E&OMC3g%}NZvK&|hwg*p zp9Jq5bgnucR87*=E<`+WaBCj*cTvdw(4IrcyQ@q0ccU(EfBGR-9(8I9y@^9B>b`9Y z(H6AON4zJuV~&T<#t-xI`@MqDn}u8s(9FZ%b^Jyy0GuVpxVH2#a9#QkiF&EM@CEKo z<DGHGoRogl&f+tu2c5sE+(TWz&w@Gf82I(thq`uuY~WAAlCp0R{a5m_%R|S(d#JwI z8ZQ$DzprQ!DawdBESZZZ!+^i~$qNKtf!?D$?-JD_&d1kqR^Bq4TV|QRSx#2a@vgNF z@*|EYJf2>>cL(^l8Tsx-_)@G`3N98tL%zF{cthLPmH1O0<o2Bd{J)-{-yZbg86zAO zuTV!`J+ybRua-pkJJb~wH9HVu(~GpykKpg;L<&%7f^Gr(EwpAa=U}AE(v7}**yg9F zST}rsk0gX;Jq1oTevs~c4erTm_lqv{sgJBA==#v7r@rl;=|SI<qA7B_9(u-$WoM(U zb^_P1w7YqD4ET<Smqx4^@H>lDHZMH?n-6^7hTwB5lGXgV0^PvQhP&!!$O|+lqlLT0 zy$JKPi&VP6QMSk4snV{7U(0+X!~c8+k-d94?kxVUQ)6nT4DOxa#a1aV7b57QlHFOn zPnL6uYX)_gzt4Vd+7H~;_~UOok6;ht;hh{)Ax_Nyt<^pHvP2?=W>0rJ-gPF7$K4AL z;JNb%bZuU8a3Y+_{i+6AoQbqDl3ws2_GZ^!mpl{qzdvB;>;5w6xi%*+>xIFmZTzH3 zYB=Vq8td%t^rOB%RXXy&j}+Ci``7J=%Q4TS4gS%h4{O-C{sOv^eRNCy*}z-4ZZe;@ zega)z<7{)!4(tg{o}qqm#FIGp>>TH79r(UV=@e8eK)>^VX=gg>&+?V{&##X|=QVgZ z=`!+sfNOn$DFb{6UXH%_y$AZCYMPs?4A47@RW0-uxD#)a4u`ATffp~69E*MioXhEt z0;?$cX%E>{2lR8>+@~w-k-w^ZAL)e$fKN43_GR<L{F+hsv+X3*F~2B;x6r4E`X-tB z0<SDPq4;A7=k}JZUQ<5&q{jcL+oo@M5*B|cyDy_pXI@i(XWR;W&#{c@W(@es3w%09 zP6Ds<xs-SV`0rRw_Sp&%_%!d$HN5r!bzOY3h3f+LWsBES`)C9Arf3Kf10Fdd!jZfR zpKVHuT^SUJgDNNcYyv+y5#)*A?x*TON1a-vQThn|RchEDS@2%6uOhw+JV#w#M!{Pl z1;2>sl;G`8p_@~SK7NV;en_?soSY@_v*{R@Bm98}-nh4sbPN3m@i~SM{r9#X`UPU( zTW?9J$baI)`#re0?JDpjah1=eEq^hWDatvS(TP38e4qIekxv~?&)h$YzNGcn>Jcwt z_<nUVr9ZfZy}V9>+^lNA@$NAARL{5)Q^Rc{_iiF?{2jejlY-}%JfL(8{FpU=)Xy^y zasCqCjj{n>5>gC#$c(&Sd-FxnjxX5PHh=UwJw8`#6pcG4&a<}AqmH}CFJFv<k2#q- z5xiuiUDn_OcX!Nwy%qpJ<`ciJW+48jl=ZdWkw(5KuN$I(AH&Tfx)&@rp__Yjc1300 zg>bXoDY6LO|2ff8U`2-cdA=UQ`32}=!;Cemk*8U_UmUpa58O`l>!;ZL_?|Xm8T-)( zs;$n)r2`*6HG5(x%@(@1oQO7-S<FQRd-&Ys#eAgUmD&0n%r`!YNg4-Va5p(j#t!i+ zp6QtLg%Rin2WVe8xB>qT*%w+o1ztn(aT6N}d3%ja{F4mclac)In`zK1{(e-|xC=Vf zQh8Q>2h`iXQCF7u;b*~EUm&>*zWnB_d4?hQcM0yuS!s9TQi~C78+3AqlTMuFV?uv; zgKJj2#D$3aTBfNFe02R!=JDEp&?g=cBxk6@9+cc2`83tQ`DI<Y3c`^O`dO`g;q!Ao zlWdV2ar9tT&de)OXM)mblu`^hlD4<fVOw_OZ_zx9LL1;!J(Kf_$SZvwF`H*l*9lz= zjVnk-AAZfUrjyBwP%l?4>A~l|P?6`qgt^}g^Qmu5;1?gxP^%rK#6E!62N(owpl6j3 zT3?bw92nG%J9NZ>;JF;dcN{#5>~5wuTS4#?#hU>Ske@o3#*zYpQ5U=scNv(5K1th- z*@gt)$EqFj|L?sOnKXACO#{Ed$2Ly^e8*=GJ<m_{IeX2VmOihN2&<?x*#qE}%rXu= zdx*Tz)3tSzCKr6*nT6Vaoi2pLy`+2v^eI>*V|Ml#d^hD7va1~7yXAbs@8~Vy)q!16 zLh$)H{C*{FrH4fDJp01Mi1)#mp}L<Jed@1D_1awEb~oD%!(4!`1nHTZv1?<FcJ1=k zGxPymUiIHjv14xUoa+0*bMV(S)T`Lfh5oL+?h$_+bO^DEtQXC34h3H2P%h)YuQRnx zC!w!>SyeBQ2fpFP)!!!~v4<e?==`@y<Zb7D?-J&*Kk#Xp(_#$fWxh*YxrXyXN5zG< z89IH(2d<xxza!cLj2IBVFSO74T?Y>S?TDenjvUM>vL>fVqb{MdB4q4d<2;qHt~|^_ zUfBNI&=+;E%3HOF!)KvW%%2XhorhjqhWEQ$EcVD8dq}$h9<E0{aVTyTIF#if%dt;x zgt7fbhh!1X>EudyJ9r<Ltq*=?Qot8dIdoh1;k|$Fv^NC~te*b2PQ?rRu5M+l9t2L6 z(;WElD|9*LeQk#W@Vv-0op~gHcSrYWQIpSO@3(?>lT{-=N7U1U_qUM<az{2E0dM%F zwHGtGieujhnQ>?~a1F(`E_=dgJqV5Ym>ipO-~e0%s|FMHFG&r&<N+?R>E4kg2OdMl zywr~Z`7Kw-L^8+^`&$(+jhM2aubpwtwD^s^kT#!<{8K#%yM&_;1wDb!Rau<jP{mwY zU0!&7F5=nwx8J4TqOV(@PNW77Q1aaOP@e{LSJ}idsh^m~{+-<X_Ymr}uOBm>0N;32 zb33Fs^?&{0%Vit%W6QSW=46<!2%nl0GQ%9hXO-3+%+Qm%+;ZhrLHy_Pvr!lf1m5R+ z@bn?XyKLfTnmqIZOII`ex6nUF7QJpir;7cS3~Jl-)WKU-w=MszfDe{=(5Xr2I;`Gn zNmuCOKC@;&`ngUb1Tw<PHU@BiSYI+|p}#w)lM<#0d^c0ed4_~~b)lbjW(VGH5L4l= zT`CTQPDb3Gx-iUH$gkFTpstkl3;L(_g+zSHh!+!suIDwQKy3-;HDcFlrsZ5Q*VAPh z`v?5SzwXo`PiGfG=Vs9G+<Dad`={eV4udyclPjeMzJF9&LCO|*nQ-gdj7JZkd%wiU zL-rAMw;B6)L+}R;p^p#UMf^L|5^iTp=|CiHr;}mB+`%nA9lA;2JEk_Px9t~zFPT04 zJW!3j3BG#QWs?5)#a&wR29G+zT3xC05BZDPxX086=T3<Abr0&QeXhat|Km!WtB;*_ zA#V6<?GnAW4ROjqk2@UwqLIQLSbf5mLw|xP6!E$*=~d7!)DKjV6)P(pm@DCUb}|(@ zNZn;mp#j{7ie(DfJ>d1q42YdOJ6s9wx6iYG0Jo*+h@%#Sf1%frB%|%q_Soae>}ciW zNVpW|RHZ2bM`U4fN%O<KJ^#2kz7}<M?AU1gJ6qx%_ry(O)UUy(d@4!1fnOHV3r0GU z2tRej7k<93#53;$@xN|?*SxUnlJB?+VOBb-9aG>$km74M_3lE~Mt^U8^E&it($@68 zwx}nchA*U_b|y><{><6F#k_acpr*-h=syi#ztX1%9^w;sCH0{j(Nw3Y*MfZQ@+2W! z5<GQrv8cTT;>HGToQj_e`lt3x%R=xNFGQ}(ndAO#7wGc8iqCnvz~Fo{&gu6sjg)tJ z(91fGo)HC4Ax}BTpZpbdMS*vK4ISoMT16!}w&VZbwYc;DxiB`ftihlQ;E88~*EiJu z-|ts88cdHk7x=G^>9;$fT{YA9A_Y9g`W=D%1K8`Ju>V{T@b#6*C;qyqA2MdMM}rET zh{}`1F1j<A6YKNbN>>EmWZkwdoe#c>LW66g8TC_6`au6h__Gccw$dT*Ur#um!+IOK zgR#OIP3XEv?JA#{w%KD}+u{X=%ZM+hTgiHD;4ky_)nv6C=C{6g|2U5G%k{ndG(Yqx zrbmxkmFU?MWC>}NhQRM8vWISmKZf41!nvCc{x!9YceQ__Kce?4^*h1i0bF|0Nec5< zPenbv`tD+m+LXCP6*%3Nvfi=nAJG@9z7V^kjC%h(>)AX7@U+8r4KmTdXVRvbPV!=J zxK!!CT%6k_!E|SRSLmk;ztz9V#r$iu`BNw4mzeDbDxM&JnDFSxP#C%rn{FLMCvb$J zDa(bdYV3Kmj9E9KfG=<3-glBGFn2A)CgKPGuBl$j?f>gE-Nipd`WM1a_>;Gf6#C!y ze;$20l<iDxSz6k3VqQ|>;kh6J&-?O8+vhYV90_ivC>fRv_%GcH82+S-xwG@O5;CYG z<z{t4$9OQ;9K#Yj4c*!d-^kx0+y~=-N@=Z`Btnk*N|x|`%!9PdHu9oAc_*R0ehdCe z=MuaG%b>fWy&tnH5W0O{mG=vw74QXJYA<1Z>q-oE@8!yR0AKo*or0FA1MVMZe9IUM zzOW(lc?kG|bK_)PH0aBv37+BrCVRp?SlHYTdEn9jo4NIG_%+z8i1xpLpZI6W_D`rU zPJR|y*DrwIcF9PJ_7M74WAld55b(M#lm*NE_`6GU2bo8li9=;d)0OBudAz&pGi@;E zc&U9;8FkHa%2x8%0r)tmHbqhuLD#z~Qe1?1p>yB#us`y`_qY2MCwzb}c(z`=gFN)2 zQ)HF$IP`Wyuik%SgTL1<xdu0D#DRg!U!I`up;}X9-dslh5`7nCiTZmYsEaopb<<X4 zfQWmd2XQEXz4_T$>@#iTzIFHzd}C_-md220{aLSDlTt7b88+I&iF<AFsl1S32Ky}o z4Yw1YasM{Eyfh9&cUFFNhdc1f;%zTRB~;)eyZcpeINp!ehwhtJ)Fh(MRxG^`^=to= zJ@Q-n&}-?2Rx`JQzkceczMl^|?+En|wO8R2Wu9?c9&vJ8;z|14cEmXvas4Emo4a?7 zieiDcM14IXS-*z8!$m{!<>*&~pDe4=e0Ct(X!)vXdErmOucGQbi2Q!EuCNRDm4ZyG zN4m#>_`1ie=oI2pG)Y{N?E{GzkNIhF2YtmtW6zHI^QgyJTwM=IB0kIpeu{C#-ki3X zYU54#7}i)XMz{c96NuR%!wQ`2lIgE?=&#>+ltpEt4kb%Us!t2Sp3bXjGKHNuhhMV= z+b%g1{YGAAt$-Umxb>Nu>y8I->Oq%EJ2%26f!+MUDERauo!bBF88RYlL)#wpw!9kq z5b7`yy{NbMFz2|%-Wzdz0Cncz3pO7z=p0J&|6Y{<UT`{xqBR2ejoM7O5O_DIn1GMR zPzO0oE&i<5M&9Wy861!EB&sZZ$xG1pi8DlW=Ha=0SE@cop9ubljUzFL5&Hn^q-7ja z;cK5dm;G=%aFZWt3v)}D1HO$F=;%W_3(bYn>>LTc$T*vCsMA}8cl6H)08gj8qF-Q& z`fEQ$$N}JMt$LcRhftTkwtOZxw}5>viKjWXz>{U~XIdMQ0`J&)V()Ey&tS1PH_rUU zxxfCx))sZGRprR~1tt=)QWO?{SOMo}`^His-usDo#!4yNr_Xu)i?@YQuMWIFs0=)g zOj)GkdoFN}YX>z~f%nvZ=UZNl04^~9wwE9CL&@qsZY`*z9bU6I|6su0pR}=q<(7D# z<2mJhZ#{^E1CsLUgNO%H^xG&d!aps1kZ!4fM3|m`wYw61i`c@n<@hj(5a*Ls-K@m? z&e8C9k{^)|{ST<bp%1(=Oq22NIdEUe$b_BXpZ0ytRwn-o-@}8oAIlJzYIVw&M}arn zrbd0P#C!DZa(44TUa531c`xt^dyi*yZeDl^e0QAl3rw+z?M?LOPD3|;;>typ&*&d= zRPuPT4k6FoYfEK@-YMf8pW_GI+wO43s}A4Yh)iMgANMPuLks$&GyxsLrNpTZEhOO8 zE@jm*uUv@ks#|v#d=Srjrb0U}VNN6|l!h}4J_fV7whJQYV{^Ssbc3P4TqDLU@jOe< z|4w6Qbs#<^w-nq%TuCZv57tGWdBHALz!iD@T`k$%B>Kw5kC*njKY;Gli$b;of0wK7 zqg#6+_+gb*E3wz$3%1_++oE3P<t`)pe-Ay$Kl&|}BomD1ICnih;Y?JUAKelB0lY4K z<BH-8@U*`=0Xx8>H1A_gC=JJcAe|-q*vFp4Y6tDbBN`sWY<y*7^F7RK_pCmy`+|9N z>ez;BZt$Jc=$E!dy~$8?t2g-}d}+F#JBI#*j;JJjd+Y-0RG)m`5$LHtv2x`p+z0RR z#?!?%9s3Hqw!ZL5dlFov<;@YyQD5AOqjp_#Aq-dfzUb~lJ)9xS<N^N+nF#qGEyvx7 z{dzv9ySU*qG(sGdcnV+q;r{nI=m!@vKGQX8{y%4YW~6Ee`#)7RLz;%+8$9^4;(`$L z9+#?0eRAPbFn(664WCOxeD=Mt2<DBZH0Gt1!ROD5L?>T?esz`HUl{qZ{4;-ASEL(p z-|p|w@EqzwDk%qx73i19&iLMiZqg!g?`sFV4{I-Bd2Q6+h1D55`Rak!NXW9pqE77i zeC9xL3HsR+q7#qv;bS{~I?yr|_{7uz&y8g0PVfGVKHlg-wEK)F6VQX}MNn?PVu0WK z=gI1L1@-;uQ#UEDp$@ft^(6-Si;Mz|UrDXd@%~=gx54g4JZIoe%)~qj)3WfNLlMA7 zkL=eIFLfhcw#kJ_8-S<fG{_5!awj&Pm91>0IT5V0l=)<cyJQCkRDw`12C*FVJcj3! zR_Dg)>jvJw_7A=AP3&E9<g9%a1b$%$+ZheS5z~;6U~c%+oY?hv=M8)K=2jk3-s9m) z2zGIprqJNr*>CRh{)7Fp|9Iv-QNKD`cw7vcc7|?adPEd>2mi;et+FKea!v*5oEL|m z)2_k}OYq$Gb}Zz+(3i<+JEiDGc@Wc7wQIiUTi(%>Hb{)%d@f!~u}A*DsN6Xu6Agca z+8p~YcS%HT#W07e9Ol8utByYhPI^p%7|dtGo|W^(qe`3TBXa^3Q-qv}4)4wG<s9JV z3_<A);Gqnht~-lD-=^}h;ih^M{D$fl7L~wnY6Q2c-v!Q=@o$KGbqf5gjYr58Y0NXp z6m1AY|G=#ic}$|$op^Rw!#xD&E~EI_ha(&=M8ltJmRCoBhZjrG*z7|+Q{pMb_6~80 zuJjs%Jo<s~xXZ3C*nc2b6%xyd{fKM@sST#^5e(}6Ez}1cptvHXy{0q4nw0+gEO3nT zCo@Amr`?Em7VkfO#`~8t%h4p&LN@`&#YNzPmd691we?_b+^OZ4ixqI(d=gLgI&_Ce z^`q96FlVsM?dV;cgOrb<oHeuXPk-F3&4@bj`Oefb(>3I!;xN+DIGnGw5big~rxv@; z`y7V8e@9}($V*;lVpBAxOtl$%t;<gb4DCWae!W~%Wf*ZhI&1Cj2h1;pCl!}FU=JY6 z(+O)m7ot=(mbWq*&*QV2udXrb+_``nfp_qKHf1Yn|BZRWb8M%rQ4dQhcW3Sk!JP8) zOmtTO_H+-{G1}7tPbm`Tq%Q@(Y@=kn{t&u7rc+i;4%i1Ul-Kbd^_c4gGEYt5^b_Zf zOzInW5a(XRC3?JqkMr+9?-<0lO3Iy=b%6_ZCJs!W4Fb+G*~fH^7I??ufW_y3pp&ZP zzn%*Ju7k7<ZpRP8U-gOkgwKAQ-x9?dcJTN2nY1ZKPmzd8OFsH84LlE7yQ%H7=znzv zBn#((W3UYKD5K6ycwkl-iTFm7`J2<E7InEmtbr0G-h1Ulb2#e9BhKd8TLun<30I+# zAM)4&&9?x*A8rJTnii#&i5t;&+}e~b4!llRs=#pz;C}((+?x}K3*D<>!5x^pEg0y# zjn8{fp8S;!{=E%T^Ts;FfydM&2`k`jR0=0)<}bi!YWU_|lLX8~$g6q(Bg5Pp^{iws z>V_Sa5j8f8&P2_$`Y&_bTb1zw8!Pa};jR6j{j{8j{_jE(Ms27!e@Hy(Lp-k%Jse98 z93WKbAJzYJ_!;SY&+@%?CGy#xBzfXow{6#Rc6tZgTk!b(aX0KM4F7$1Newu6SHKGq z#Me#ldp}1ndJu7*wA{x&Bi~JOz3@f9w6VIIN_RK*IMp8A;|={Z#X2cg`V#Qy4Q9<X zcQ;~VQq0)sI`G#bdaut%;V)yaV9&6_jj;RuS$+-oRH(*l#_lEJW4v|eeq|Rz_4Xa_ z-Vwy5d<O5GRH)1BX*EUzz!x!mV*l!keJq9g2Y9=&Pi^$6fHLxeItA07$Gw=-+Uh>r zR0N&xkEp;zD;MIgC5zI$J8<ida=z{jn6Ew*e_(_i`&Qj9(&+pk5p>OyyBG0uvrQ(o zmjA!^H=JdS;J<EbX+P~nJ?-boT1kfULDn%mBLRQ&R}HlM{rlXAknAhR<7DxC_RP(? z!B^~y&ZRApH{fM96UI*A-rw-Ie{F&1>g_`B!i~E1!vih;{9x$rYt>_xkcTAlQ>J8~ zkErxWVw*w!xx;el1g8ab72!j<4v{X%L$@~bZeUK4-~Qt-#MfK>dc3Mv;4d^Dq2!p4 zxf7}`b>>RUKN%&79}0tx?aIxp#$f2xLhsm7#9$6&ZEEXaDCQ-!|Me~4_eQUa-$?9) z-xG)Km@N1vhtP;@WArm|UX@b@Wq7Z&zf+VxxIiz<ov_qyPta<+9v;0xB5d?B%%bpj zqebGo*D<Fds<qEx3xCJ@t3^k35cE>PE~_oOf#W^W_#@5*{~f*iSFfSpv~M<4K3NOD zEW0raSLm4Tjy{gtc^JAq--Wb@O4M7ibl2~puMD{Pv8W2TzN4u0*>w)=o#;{4KS~Kb zvyOl6<(JUI(A*1tWcvSHh{wb~)E%m^w`(~VfJ>3ith#U@KJ~qA8J$31Xn5qXJM_d1 z5!6X_=6KGhpD-x^=hVNrEynZ)d~NRy@0%cZCng5wc`_$4mocWgMY9b3??Y1kSv<d3 zA(JXy6~xyl2Vo}Qsfo{ie7Lp%+>%p1;tq5`19cI$3b;SXdo}yNf=@f4)WB1X`yyn0 zK5_^ASjh{o^}k0yw3R5TIKCHuhhFstA8?ZbQE|lp#HTcy5*ks|ap%-i6_U|EoJs8s zQ~kewP9M1=fw+CHiQ(aM{MR!`;ZVX4-1k#<?|=V;UwGeGpa}e6zKUcQ6+_=y^_S~( zo;L6{-};^ps58c{SI1s+$37{_)<6o(2@U2d%Irj(J2)~$U2BQI7kYDfw<7$-qe*3n zXW&mmH+56m0=%-zrJM1nODN8_`~0!So;!&ZEw?H7>KF8J3MrF_+btBfcNNgb?0z~K zfO}vXxAIFAef<2O&+Yri&<Dh{o4iEdS2S00g%;=Si`B3GC?5}^+$q~FDib_K=<j|b z#Oa2lR*?nZ!-qZ;JG?;M@nyU{NF4b&x3$l>20FHguUhMzx%hhvi}~5WP44_%?l%FR z!d7dd91p+9-Cos&s}i2X3C(HhBS*n=?pRIx-zO)3oxxiNec}bt{9p@r_y*LmbBO7o zzf1M}av%4}Aj3fZGvaDMceQB5Kj>XIE5-`7(D&agr)2`aa!4>HZ(|pHCAf)u+ruyq z{qZP=p)mCG3oD1qn86eLG(7O01^fLDyE=0?c@Q>^YP)L)=w*BJuUB{e@1yH=%xDID zM{#iECO`B8vF$w1Utu0-J)LsN(vi3uwU0_1-`DD)TFP0>q2+fhpV*TH9=em-w7m>{ z`ZX%gLEsz`<%{AB-{2Si$*}cKJbX>q>Z4a9z?+FFi+*&1&UQzPryb63yc6|q8#(a$ zxmvepexcva-4noh2E5s0nNE?bz~Rgm$31(X^C~Wnk;UgWJ#+P}0QwQPt<LQqgy7dV zro0@ThCOu-$q7D#F2u5l(uyt<bXHBv3FlB}No70{EyiA(4?dT_O`v~{vnlrO+w>&p z?h3Fgt3WsNz0f=IHTDQ-^H<A#fnM!*qNK(j=nkwlC9WZ_Usqvov~EHDwWaiG2tHe` z!Gq+^z;$2g%_$cn?`2V~J=#Wx_pEfC`5*d@!s=i$ap>-US(DMLy#Q{)ZE_&75B`>C zgz0Pc!{7C%>alup^uMfhZ1bo`<}Q_O1R}4xU*a`727e<Z_A5iibxuT_)OJ;p8E_l= zbqzgR@H0bvBuen?ZU&o1uBhWBMIu}>wBUP`oZYOHf`3Q9N$w}|>hZ4i8=c^>lai-m zibgSCdPs9T1^0YGo+GT`Bl6R^>j%z2SIcNvQ8ff!#82sV;8pD5oEB+c;l%xBSCd=g z{f_5f-nINr7V`^Vg9`JhTnU-Pn3o#~@O?|;tbOkYop|>}>k3Qk;h>v{C4|5qQ@nEh zfI33sb?S*Pdp(J^whuRU18=GClI$5nU+1DGKcJzFxFcnGZ@CS4fnZZla3%c0BxXk0 zfLCX^=`AsXSLF_5N+lV%5`4|i$b5Hs61fM|5+nHBiGIP{RDU7p3sT%hZ|y`K;Lo2` z$PB;o@wyQ&_{LeCwz_r`^%whoPYLZhJlBTae;h@?*B_11MGF9*bYSelASQTXe(fQ| z*AJ7$zqjG%7*cB}|AaxW&=bztA%V|%-ay&t9{R~Qs`HIFm+Z;34jeeotg>lyC!e|z zrR&~m9ovu>lx{1yqt4yO_&o6o;<5P=ckkct(O-VwU~TS${ym&K>9V9NaZTPVb3+94 zS5iVF^t&)`A0^@^bO85n#H{ES=7tjH#TJCs+zHp0i|TrF&cuZ7PtptE{tph&epyGn zjPDfo46K2kvi|i*h8g;nS1F8_@j2(DJ;_<{UUE;x+fBf?`Cx1Oy(id9L+_+g<kSwF z&O+<PEg2G#mEara(S`fJdaHm8ejtK&VyF6d<9;`_9XcBW-b}~2Le<5Skh`e7_P>tf zhTj5ZBXsk$@6!W9BjAhP$Q3?}`}er>w{QjO?4eZJ!C2@T@??3JX3!@dm-;R8+Z#Ig z*hR{SG~CY}_Z6PvJ;=VeBBQvB{(|vYX1*NufqWDUT(xi_b_R9r&AAGmbXTKK(H8RM zWOX%tAm$KUE*lWQMPl#EljcL9<J(L1hH(vkB38~vsL`Js({IXuFo60-?&FBm6Gvj` z6bD0Jo+JF1JZg5M4lbHGe6SvPWQBxFOBCiL8IEgg5Mww`i3iM{m}1YxV&cuOJ@$n6 zB@x#1olZpekE<6Ipa)a?CU!m%zrSiVU)5L$zexcJD=QP^&ky9MM9_cmXIX9Ig$|Z| z_4}<WCo$(%$f8-*3tnfj^5_cku3Tx{E@LB4LXTWPm&qNUFYW7CJNPUQj-yLMcwRZy zUwTh|b|Dgabsm|9!M`a-@a!Ps+MI+;K*2%O%W;fOS0r(NxEo1XaqxdR@x|tI7Up$C zY-s<T!oTA#MEnH)kRf!l><02s@KQouDtL!m)j^3*5TEnO^1M#of-Zd5ac+KU=pm0S zCTio{Hq7eqIWWTqDO;uYkp+DG%DAWvpgYremk`wl{+Nh+nfH1W`$7hVMB|@A$DJ|7 zn1Q{7elJcMgx-S=-N($SZUcA~bwo8S8*n%=!OSZI(DRtAX1*eU$NQstPz!OuZihkB zy*M{QLw9C&3w-rPPOYB$SHxxU?juFGXQtZcD)NefBi*K>X1)tPh_BM*EaHEd49EP% zDeRL?vTGH>&xflI3g{y~N!(xTD>cT?*{R0PqRwYx7uqK!0etuPy0Lf*aNTLQ&gNn0 z0jEl}#y*1=P~(%<@g))GJ)<qC@Hu?91&tM9zPHcY@9)J=4#bP61M}xs;pbwXkWTK6 zIF?irGX2Sx*!iwK^g<2hDvWP@`~V%_p7@rIBHU}5sS$@G-=JTwxov-a6?o8P*1v%n z@L?sg0*~Lqeh?d#V5vmt2LEI(ngXBfbY2i+0w1C|bLLr-Bksun%liZ2sDByHKX2fL zp5&q~8w+#*m&R$nB$Ig(YTEe`7p72GInpPmLD$*#gKD4$el>dz&}rl&&)*EZNVSeW zmRhAu=_2Z=_p0%o_H@WQyO{?hso*PCtm2U^;zYbfb+n=lK09M=_bfB?4H1^S`lzo< zB+QCm6@&ldeZYCT){$sAS0g749yx9F`BX&$_DL49?hJ~=+?CDKw<?GeKf0*J-k_dR zu6+NH(Hl5boMV^;^g$obrU+inb0s`X-q76v&iugr^FjX%?0wUZOW!Yv`bEA!>nQqw z*o4)m^@z*SOV>4z<N+st6U}r3xQL5?_4$<z_!FPuZVTsz&s>VdWqT>qH$*G#Y2@du zk|T^y??I<BC~x;0_uyat7mX@aXF~MngvXy5@Z7z(-bil1k5XJm;o4F7XYONB%-X{I zwDQrj|NGw4hK>B7M1IW_PJL1=hq=#}ui7i6FlRh4{r3jq<&A#FWP{U~E1PnEAdCKY z{N>M7Dbx=YPwNA7doe#3SUkNPi+#28w`#AWE@;~bzj$8_^QkuZ_aoYIj=r{=Z|=rD z%}ITe<A!|z;c;gN-e6BO-9b|&;6du@O&?4I@%_IB2=L?iH?Ie>bhQKbR4HDR%0WNi zrCcR-ghV(f#HwEfJ{`)UsGsKwAF*3yEn@IHe?_$w$aw+$99Q4tpEGVmJ_AL0?|wU? z&X_W!6nJIZzYjf<F~E^+E7P)pPwlB?yvmNg`y;RVHWPebW7=5rPi){DUtF*9N55x8 zI?cm_`=^$|+)W1l^U^liR<9a2B5j3Ss^uBx8ir~=MI}2C$DAXicZpzM-d4D*;5vNf z+W$$gtYcrnN~`{by}(mwb+dI5C+<b*(Ihq@&!7CL7#!w8tY2eqDC~zWxZ+Bwb|m=c z(ER#loX7s#AyTd1;Nx^J&Bq%&Ycxxy0uS^RdsNmihXmbIr#!jpeh;F%@>5kT?m^!} z{!<ph@Ouxh<ekU+dlo$@=TZ*5g)#7JtfUL!`bAEQgg!WX?t(B0b^Ilvp@+Lt9f|K| zr`(i*XTRxsLG}^%za-GLdSsg?p?$kzQotJXiG=6X68QF8^8V@%)*%r(2j%3=F`u0{ zW5SSF0w0S<vAfcIalYvoCcAi`A7u%TDnuR4@bcq$J{xoo>A#+5;QKG9s_P^H-~ZPj zphMqFBBH{%a@UX-Ce<~<^67v>F5LXUg7=$fef}PMj3e>-%4ddV%n>vMw@<L5zm7}# zZs-jhrS3#(qU;$@V&Z7FXB^@a%lR**A;1Ukat3O>LEhXpKR;EAKFCPmX~QDUp?v9` zCDm2zX<m<_f3gjDR`q+8Z1f94S?PBh)Zsr&s!u1|<3U_~S8~El#)()k9v0#RPH~+5 z!-rMO4;kE8;bO%3CN}i0^B%)~xIg@}t?9rCITsvPE@7Y3IR?>Y+^74ZUibXa*W`vv zA9(8qy@Hl?9jzViQP&;8?T_*E{Egc!2H<Bw9$;5vhJ7|uF$%5qz*Fu}=|naFzts_) zGXakGY<^oA0~vhAcSm~NVL`lk^G8gr4f<K_&nB&V;45g+=wyyP5$jXBCYLF&=ZN_+ zjWgo+>%;Sp=i5lc$VuAjw|BtTi}%rAGa(U43=*OSq7DRwi_b2dN$BdxpR}o>&$yi~ zboSU5c+)dcUgG#XjFjPSmyZIk(^!A~4)2SmtVX^Vx(WtidOx!f_;U0aDS1m{o?^+9 z|IaY+u;$v@IN-LIBE6`t-b4Mt{`==d9{Tyq>Pp*w0&l)m6*-Ce+0g%jSOc#U@lji+ z{RjMP45v#q8Ss1h{->R_#xal7zfMtFi@b2@{bBn+5+VKa(?1a-^f7z0nm^$EEQsD| zPD36$s;_xF8}qDhoJGysg|Q#Es?F%bedLke(X9Q$9>nnw(_GsnCxW`sj$09U@DDl% ze%^T}B4$>0r!4Xbd35U6m(YbgHIv%>Mg?7!T+C`Ka0X7Q99hc{=wFkkIt@`T99^ut zzz!Z;$*B6aGvX<wonOW?%r7-EycOs`K0o@lVt5L^F}6ZaTGz6{&#n#7wjlm0MJU|l z1Fn#%xUwr{-h~kDKmXtn@aoRo1YhZYj+no>{vaiQguXZSU=lt0sR)Lg2oBVdnJ0e< z!!P9P7*(DE`YD4%@>A}If#V784V@3ed`kAiX@w>Dv(Vb^S2hQZ$@pdHWE^lu{vn1a z)c<=fcWN90e%njge9_$y_3Psw9rK9y*T1wl8tXz|T=+-)H2RWOi{lohsFw!<*2Dh3 zfgYOu`12FUt7jR^*>lkEZpB7Oh9W-?xoomcc45DzcHFO!OW4cNE|IE=`M1YM{*F%r zhcXNn5x({dew}y2FU26f48Nv$vW|RfD;=h14_tUK>%sdwxCh&H8D0<h07rF-IBB8) zJiSl2^6WVF-48E567<0H`4fP(J-~VF$qxC>V-96t`&n7|5X9w4PhF-*pQX4(Q+5>n z1Cw{Zz7KG_ww(Vcy6$)^*Dx$A85zk=qGU%YA~Oj|s3=m|<Fh`g%w+G#&dy2{qD0m! zie!{kLPgoDBqDLH^Vj+P&N=wL_kEswT-SA9cP<_HuA-E>jS3CmmuFVibIKivD~u(c zdrrb%<kL!mAI@=~2vISM=TEUQBv%5wI@Pb_c&-Zi<DhFE5yHsJPwj*E)q)>-WgdSS zc{h`0@YaimsOz=AG@Ss>7-aX^$6^5e2XBYUYAoi3a?%dGRU{F4tzWqBI3rI?H*~0; zhVQPrfloZ<#B2XHEB8)AU*W(){(n!y@BQ{;7N~1G#?DTd90o2k^TJEn8~28mx3XOm zxbsoP<JX3u^PCSM=ZL^h-fZII%^c_-cE3$}2)<__lSgGL7W_y#U8NiyaM+0g=~(1X zv(NlZI}q1{0&i*7PGbIX;Qqf*3EY?dpwgH9z(GWBzEMYg@bzi*4US;o=@fgG?;$^3 z8vfm_i#jJ`QJ$B69{Hfm+{Fj_bgOzbZc60GEatlfV=2G~OlMkN0iRy${OYj|f6aV> zv8=0k&=+KNv>5>Bi1zXrE)>K(GjYx=6MXYo3Hz~EN%q8ey~SlO;41fSpS$+x4)n@V zAAV+E!*f2kIo5%G^FnJ(*NZyn$#;xAXdG~WUy|pEv47w<_1g@(=ShU68tdf;dmIR@ ze-dlHB=pUbR>Iftd1~ck(q0+CH+Nt&R1x~5s?`LJy$K|Op<_0muN-=VaAEN=+|M;l zXYzN%%hRu|<#?YVFaB7L56y&Lb}fN&ZX4!bi$k}uLC2r?k-E?Vd~&s3Md=`XT8Fvo zeP!l=U;m9v&~C6NCP!Gz*Gzzi#PoFEK>g%8|8WmJ`s%-jby|eXp))Za|MQL>^<x6% z0Tt*85}5DqjH^eV%{IqBg#2pDe9LwL{lf2SGu5<L;k#J)@XvQ&)V(?1FB5&3PdK#c z&2!6%sJXsJZtf@UhgI--aqt#N*|lp4`2TB^7n3$|ucnkvk=2}#KXhlime6lFE8me6 z2A)k96@M)qcvRdFlOj9tq!(!m$2KsBrSMMacYU-o;dn06dkT0;-$w)9LkXCBe{}r& z5$Lq8Z8)AxL%(6-#n!u+U`K==<9z19g82peoZ`V2_$;iIVdn$pJ3PE(k0W1%zcq@q zut(ovJG18p`sZHpnzk#1Jy8{>@FEBOxX#{FWcFO>tltl|#9&W!OrmSI7bo~NJtHB; zgW%s@mhE=11D`0V!#?GSdFx-F2!mDN7dr~wOvtEDclI8d0Z;Rzk!7w`3H9XPe=mj5 zzwF9P8Bh?#{Pyrm!v805Qf6CE?P>6{g^q<zFQL=;d{u7?`rF5hF=Xiq%wY=XKJx8^ z4?}|f=Bb0I4^s~Jnge$Uc(3C<zlr`*A<fwp&nfls_#Sy-%(rd3(B+hkJs-8azd2;> ziE|a1^k)CS?|RFzmY{DMbD3N<#rq1sE1v5l1l@nSc=IeT_BnL#dS8Hh@=-}=`_7xt z@2YW5CYHk=wt8$f_$%Vmy7bbx4d%rkimkO6Lm$2U>TVmv_cfM0$vkbG<E;m&Cl8@s zrB!Hrg*@%^=QI@?>WX`_Hw#-VNQ8M$>OU#;V-?0Z@`B><8?7q1TLQhqvDamOXMj&x z{3LVgaybwbUS@yQ5Kos*8a8jk=l%60gx?$YCPYd)xd#33ZR*`ARceS|ek-c<QJ61h zm}7NfMm@*-Tf|~3^1?8C!eQ`=r?%gx6SILo&)sZ=A?Sugm_JbR@L`WIrRe$(4d~fV z{5-OWd@26KLNfC=?qkiz4-$c>XPI-GydF9b^_g$=OD`g>wG_(;=8*|SnH+=hUrxmK zrsM0pr;z`Z^GHby@T=gDtN&yTy;pxhw7#o7p{}<|F$%tPHwA-L5}y0^ag`riq1!*o zsC<|Y=V>oxvC|LW&VxmYTe+ZLQsDbgZNY~6kax)ZJnplf`s1Da&?g9KsaT35e#U3j zXcn;Hym(P$NWqUdCHt4sD0rY^`E3kj;2iFqEnmIOFuyPHQ}CuY`hm-{|Hd&#xKq}B zE*Nu#b-ed{51fEbpQ?348*_9FJ*0$H{2u1}l>UE^$7*)bQ&ELr5B9Od2{JAGQ%}ao zs@*3OCwASC|A_CqLh)0h@*eQl=ne}LO4MglZ(`>zB3{+6`469jF7Eh_#gDI{N6S{Y z%2xni?4gd^K4s7en4QQeCE#cH^xlt(6nsuoITvl@9hIjJS;4rsQ5GVxB9|P9w%c3Z zSD;@c<u2S<K)mLNqZ*LmMjm;<m7a}0R^?y1887gsBfoQujDRa%YEXKWN##Uv=$Zcd zBZK`M2VIAZDKS6RXQ{-o0^i89AN;(8Fb`w@;hQ(=tu9Mn4J85Kox*XOFG8IOF22_e zj{=<u=V5P~{$TLxXJyA<19w|clb~zx#@xkUBP#ba=&)3d@+mLF=W#j7Xm<_ti_G4~ zv-PoOJMowTp91iZYUcc*ZTLMSr=!|S;r~ZWB{{<1isDML>j3)9>fb8e+4vr}tA)p+ z0^zT;C59n=E6)Gd=*z#LizswqE9FL9=LhH%5B{P=nN~S+C;G>p?H{(Feu>-7mM{x{ z#y0bx%_UXX!^NZN*!u(X(U(~dUVDu?T}&j}P91r0n0L0N82ii$NOLv7SBIk*>o;D( zfA<K@;eY9<V>G6hQn25JJA*ICyA|_#&0pryP?xUi7S1NDpdRp#?#jmV=#RSM6~GT( zcS@?O6gr`DwrfLjIIj=(@II?C03MllQLF-aL;6P|e|m%)v0)qedN(cjnb?h=;ix0R zrt=?~>A?ppGIV!9IB@0{d^%+4(_^|{*w{p(U#efuwWh;<ufy)0R>{znCu`Tq&5?;S z4{JxxRAX+$(4Vip4){gL8!ic)@3Q?4mugUtkDs}pd)x`}BFy%CFXFt(Ev<{mM{&<= z#c9GTU5JIcpT$fk@O}S$khy_-DKO$8k+K&&+wBU`J?rRiH8b=-U$P@;?X^bCPXLdn zTi9_Eda2Y?y16XS0XQoCZW+aUvg9kuR=5J(erbzUDKB^%(&L7gboNA9A|Ll_ysuqK zcGg$#BF?di3<x1!WcYB7Wde6$4Pcq1MqIq#Qc<mscpYM|-Q}%{_g?<V_|;|jH5bo& z4PSI7v@f~#3)|xRiVAgp!}nT~E&EskyupHQ>v!sV$P1Ji$I|hf59s_#E$4^-wRv=$ zy*d2UMIK~TMmiF<ye}TtM4--8%b-cZ{8m}bPMKR|GBH}V{&VFh^lUF^T@yBe8*Ues zev9*H8rAOV2E5_E6m=?XB<8Kn+e$8<#U30j4p%enYs7oQ2+A2=CqhEH$>Qx-dm<=1 zt7kW!d#K1<pu%T2V&AgQ_NUNq3FpgL@iMs(uPF|Qjk3Ux)JIuFXdHEVj$xKw4Rp|4 z4^H00e^)(GG7#qky;Px}@NeMB>i2{DCXvr6l<rGAp)UL?nooLp3%Zu`uXATn7p&9o z)*A<Z)}s1ie+76El^ryx-P`Sm-_=|<+~;x64w%J6%)oD}Ui143c>Kc~;sK`6S-pxi zSl0w@I;bl7{hvI(kE4d2I5&Ldx_^5n;_sYI?U7@&L0`12&-4el<J%kVISfxpMB~^~ zrhBM6n|R_ZpQ^(jhsA-uMH4;`ZIfHFfNMCq`tCd40$+EyrKRa$|5k40SjnmjasBVu zz=0X~hNoJ1$n8MABm8Iw8#C&n;X%<lVc@bxYt1w=WFkW-n9dh_NSlkb=KTJjla&tB zP7%cZiFW}03HT8`DQ*8HOD5))RvVO1N9XgsKYC>VeY3pvjW?JJrE8wlXvh2RE!bG` zN8cTEnUQo($B8(3<5}E+zwjU4x)9j`ylrc+s@X;GvWfL=B&tqVVun4)wgz~m>NIWO z*XQVCuFSG9vqA^Jm9hJ_D13Ifn$DR3pK^)3-QA109VEW6_bu+t)&q*vF^`}Z8)ZF~ znhGB3qmAqi?87+A;Ksrw0bF=kuh$CkrJpnV>ghe0lf6Us)dr6L=H=OEA!67o-m{mU z!3uN9R+;ZyQ5RSK2s)j%6Mkd*T;ayhwH?VT`gj+3hv>Vn{>P!y{z*&N3|fF!Wlt!i z1%C1Ac|$UbstXZcBN0|7gSzJaxLhFa#iZ6%mN<RjA-Ddt-0VZ$8aI^bZVKO?BSc&| z^2+{)cU3f@V_@;oJ~(p~aVI09VQr2?{8HrZy#Smd_xi>5bGXkulh`^W2)_?ORgX^G zrxz|>4LvUC3&%!@tH2}nA5wgh{TaBAm-{|F=ph|$%bv@IF7&N1tNi_az~8hkiXU14 zkF0R(d<cBV4i<GW&*ObL(lr>*qhCBd^g;GvE%rX@v&{>Duizh|vfq2ijp&K;?Fm-E zz5#=T1|gigtU0~C=h1KWZlTxY0xsZWz~Gn)yyo)kQw3h&=z)f|47pO!;cE#W%#U{< zTy_dwEk&Me%g_l_#(eXbfBr*e;FUDf!EJ3K&V*I+O+PbUoZp#bWd-oB6O`O6N{x0z z#O6N3b<FJ#{2Y4eiu(Gs>GS3=AK>k$KC4#XT>fs<zCwbYE?2uTDvTQM>%83p$4B%R z9wx1GJitG_lY7knAl}Gni}Rd@&x5k%((~ue#BGf?=LIdHpLodJqm8)3lhM7L)&w7d z$4?K}!B^pHrf;t`=1JPV3g(GlbR~`o^ok}R{$0!SwywdykKjFY#jP0nb5T#n4$KYl z#y-r=*aMvTkBIt}b@<RdJUPOHzx(2!yuA|kQ9r!<bM%WP;%)monQKe%{Y#K~AdlxZ z9~1tPz;m|PmbcD>e6Fq^Y4}hBdGK?mn-ZP}5wImQpvZ;r&R5V#GKW9l#^c+ns5>*2 z4-IaEUT??wB>t=(2ZG(~=?b^EBVjyr`YA2=UP<}0F3avDLT&9^gd}tdC;d<Ob`7B( z`nn?E1|5+)$AcBSANZWi%1Z3;-6--%j`a3JU2vb5ml<(4@}$IiDlO(o=q|8LvSKgq zS!vZg+^=Uzw2hy@+bC<&oLN?a?#-cf{_{P|F}^eiYQ;XG@zJ6%E5z?=1NUYIoVO9K zM4Gec!<1>Qc5VJ85$Q~3yDWh(YWSeia)FPriF5T!Jg>w#f!F8Jw=gUQE~(<ZycP}! zzJ~rcWv=Yuj!ev<$%brhqTeWz{4lS|iud%vU)2`<?wbi+I)**KTZ@F0x$!&-)($ex z>w?!ys7@8@0A4wv>q{U%umxw1l8$0NBtlc1Kz;JL>Raaar_kY*3kMX4!{^{ATeTU^ zO%s{T<`Cjv?b>W$E%@K44fWmC;9poy%Q?-yhrY&YPoga??!6ZE_%!<HRTt8L;1TrO zmM*fB6Y#0o>85<*27E#iR4iOJ9Eelt#Q|Fg2jbS?N}~FdJ#lc1_@Pt;oijs-&D9aa z6`8Ha9ne3eZYVPrT*h4X)vat3@R!S>^13mDzLZ97>Q2Wk@ZP2o2Ak+7)mc2=7Ky^o z;7p<FW5iR^;^z%V-1G9?0qyI+`({O%8E6&3%i79M4(x(I0ekp{=`!@j4_WNh|3X*w z^h;1aHJKRM^t~<R3I4HGzdA$?x?2At&Q&4kp*580Mm&+9qSF(b$aVxPJ-ZsE6a2s| zO?i9tP={POaH%T|zbC2Dt1$p`_y+8sSa5zlwrMygVJ|?+6N;?+4%jb9&v*F-KXekp z!b-n6$;2>=6Ag$!LY-OD(GTCdcpxQE4|;aJ!Z9BQ;Pz<?^oH|zudl8(eHb{0K1s5b zZY0cw;AJ-d%lHoag+q%jd_Rx*tY(|%!Qc<Ngtm8-qaXL2bm{uQ2R+z%+6ea$=z~Ib z7h3-z5pKtJ$!#{^IXPL>UGQ-xqWuq@>XHYZ;T$mGi~Jb<^HmAE8}u@LncrzI+Y{+G zT<R0STcjHWjY(WX-7J_gBZ@q{^f)Km5jq>KSKeL^25@ebcDkpkV(;H_l2|J4Q`qay zA(bnb%luK7DBlXbOghz$pYYurT^mrmE@w~N@)T;D1Mah8!WArs_pwrVR<{K4Tw#D^ zZ{r2zb@}1vm5T7sQJ>t(Bke{=l7`Yf@SFw{^%%DP-xsJcw>&4XN21;R>0m12z49B* z$N%rWqmdELLH+bMRQZbMUiczzG`Tq)#l5MvG|oGTe@5Dw#Q(v(NTowzcoBTR#L5n+ zp8=0+(-gA02YM+lTRz#>@W0c27Q0^`xS?U`4<<YhKKc0zOpcf*UYg#NgbtgpTF@&W zee+81nfUBp%&R{ZIAwSTc$x7NoetoK@=LE*uF^rbR6%*L<2U@To>UE1vOovqYCAg& zeV#Dm2eEYAyR0E*v(PQ@t^f7xu*)y_0ABoZT-O$P^D_CITPcaS#}s?q$i<F0dOE)S zGxR3YTf!V>I)Qg@#3X-$-;Z2IKj|z3{EIa1)#!U*-`TED_H^5!Te?I0#U=>#sDMsT zJoFE~<s66h#h_0#Kb-Q$5BrTjf7!zB06yT8&Tuy3-nk$~0TEBkm9;S1ES|R^T<c#t zX_Pq-bwz8BjvPk5loXDN2cCOl_nl1=_Gl+|xgN~K@BgCYqo+g#{XgH-!gLJc?I+C} zz2GsE?w$X268G)9yN<rS7<94u)};pHm`{%u&4|+lK2g#0{wC_Z{Y6Y4N#UrQeoB>k zAm0R*DKSqYt|SdmXq<Wm-~U>@(%oFZ4H`aK(A<Pxt93B$5cu>9;-RVDz#XGPLO(Y0 zVy^T3Niyk;3*nSHoZdbJ-kQTJ#veMO>GB-Qg$K|TJ#;BP#*Uvedl4W4{akkB+RJ|) zcGw4{e~sq_d^>-Q=m=wua8Y2}a}C@pnQrSGN;TkP73;eM;R`S3Z63<`81q8*uXaT$ zW4=QmzugmfxyTj{ldp-ui#*K(!ho}sbfpYD&4zyFg}vq8b?lij*k+Ok-iETiZ|6DS zn{Sh4J-J?hcTncnPmF>;?aYp#)Him-v3CDItLTePnUBTZ4@KO5XquQ0A0`W*<V@#W z=ppZ9Jl$;o9Pf?ArX~7}Q$Cy?1L#9M1jJMVKH3qr9QHC>;B#JAKAfchykzjQ<0VV< zPkW`j9~yRG5ARD40Z|L!HKmiQo8R#so;f56Cd03etD3}62HhvOhebYkSHb3CqXE>x zI@wd6ed%~_?keFj_GBV;kFgkg9Po0b1G&%EuqWe=+;WK+bU7Y6)k}NPpNCIfi3QIq zUf$J}fjrl;-&wI6I7FCYW4i?I+b6+ZFB<4X-l%60%TF-p!%gzo>WcWi&-JjK9Q@iZ zbh_IlIudNJV*NXf?1+lgO-d5xT6#xrAE0<?Pu%yZAl<KqZ_;n-qDg)1k93W^_x&u1 zkU!}ouLoWA?Qw3Mryhv&mNKEwz~dT`o?YtTa3f5g4t*~{Jh(ZhDpt1u{5#Tj!xeGH zN5@At6u6OF*>F`2;;~r{g%m6Lj-+3Eue(6sUAto0ejELt@-Dex!6&GD?p-*SN{jdE zw0Yqb=C{r>jpdyN?`a%l`rt0=tf$dG4K+`p-yd7uU_{=mwwrqFu-6SZ`G<?M$%qG& z*LdFih3?%$SMfnH=HP6V57Yr44gC?i(c1%_;Nf-qOTdjeZ1?Qz@xy#je7TZd1R0-y z#_cV5x6iF*p)xmsOKiD5_JR@ky~Qh$7n;z!GwGcs0XH#EKP9z%%$b<yjEabbu92?x z+^!JxU$=jMlDNi*c`}=p$IFQGqzh^S`w)kG=as*XOGD?Y^yp9r_*Fjlh3Qvo(Ayrh zh&uNX&%@{7qBZ!9_?S~MQzPg@YE1R&P+y9TF%9mU#U3tU>4x?k)Gy==I&wMo_4>37 zdC58u(tP*D2XG%*MV8K*Y{5QJ4uL2BGVph}kokL42Yczo@5L>O0RLr0uj2&VbKONv z-2(c*V`SNJJeL&XPanNCoC*5HqG}i5X;kl}fAoC?j-%gpcNqDmisJi=2f#xTKcBpL zT%Js{4$XKU(S<%(zxCjoyY@tJ$xMw=Am*cPTM81;H&kzrO1=x7xMAHPg;&`76>I1I zdlz&}nvEeFo^PSUplP_{s0!WRlcQXlWp2b=?($<F%qyFh#Yu?aJ>KMQA<-PcefL#= zk+#Q$csy9o(p7}#am7;SrZId$3~h5`fJeHqKhiTl41KWN9T~m~XF|+1d&v>=TWOg; z^Q@sCs$7apxPX3C!S_SNZrm%L2!1QMI7i~WfZ*M`GuU(JaMDKdI_e~rvWX4g(s~lP zZqHC328%wH*$te_W{UaW7h%+Sd9NF_q|tx!+DDv0o-m*~eYu6sk>IV|=~AKOK;%c+ zZMS*`-`Y94=Wn=3#5`N`PDbEmH#OHSRE^*VMCpHGivWDL$~$CLdoZW%d0=h75cV3h z$6Pv&`%m+pmr0@>`nYFtHb;R!kW9DUl14wGI???)Dj&c1usoTq8$7sl&cz#5(2+i3 z53~iJwB7gN4!V5QpO3!YpohOr>M@e$o=Q8SIh^wE<tAt1ekRiyb7#zfypj*mJ>x_) z`E}*)y#<`)<0H{usK?)mE>~1OgHBbE%8#T6e}LWD9@_Z30TFKb0;v1NyA)~Nz^jd& zOZF=DL7nxfonbK(KAok$8uv;Zh%NtuN}_QtlrmoPQJw(Ksz|TlSKvk*ZdCK9qQV^a zXl?TPCFmHwYzeI-qfYhNr~FLJiJ1Rv@J@b*J@I2yr;B0GfoN8JQ_ArPyz8BqcbTXs z^xyp9AiaZLeoyytX%)<S()-HtIKv0YyfQRZ7y9uV6<>9aV=hD``|vwkTf#S{_D4h! zz8}-yRvJ8Kmg0GKCg2{<JN^#MU>@senDm6FsT1*Wr8bExAD{bkn24G^_IYRJv&$sH z2Ug8%K&%Y=O=_q4$zF(C$D9($N6|-6Nw(gGe(`pa_W{}>#LYk5ef53VgI)gb!ZPao zivdr}Nsr;rzlDixaR&QKx5xGQa)USIuMlZuA`$M<uLHMt03VS4UdRWWp;?BPIskkh z=L?lCL*M|<`zB0mz^AbE*NV2EMSl2ttTF{Sby1Grvb7lYduXJ-IdubdbI!N3W&CbL z*3N9R?LCO=PD1yjfa_bdD<6q9LZ3-769ubO!pyN@@^v)gY-(qoPB8W)-4@aN!sA9H zw%>@27<D98_FK;7q5iL65^t7?hF<4*cp_b(3sD@N7UY5arsm|O@<15R^^7!o8}#XH zSF5;|B!IJY%hr7X?^kVZzRQvU`-A+gE{a2U@+PrHYCgi5uzVGFby15%6hx26_(_A8 zmGQKm#N6%K@W<hATrf|}%IK#ei#hRI%*VB}a4tJUN8}1g1k>RgY`UnwgxKDh#Gt>s zYko7A<sIs@6+ZeIZ#&`uw~x+px*d@a<|(GR27Id1tNitGoGS*E!Jnu{Lob{COeLdU zDC4RPiNrZ;>v!`651}8u&X}_wd#pWDKdI;8z6hrji4H-(WBfdT0A4L^U%=s@1$<U| zC$$jz0n1D01^0o+zMlA<>BklLv!<<v@(4jsq<ZJw*Nb)pk#@4H9QW;w_=NNT;>PKw z_cA_L!N>J8K8OMybMHyt*)h~Fn~q<pdR|~Y;X#e7IC#{)Y3;j(sDqmwZ>BT9w<Atn zT{09KgFe&RheUS?@oG}<exV%nryieYKOi1Rc@*SvpLZZ=<W!<HmRyK4qthk3z*}-@ z(zL~bzusJ!<BtPBpk|nF<2{4D&@U=@Y;ax|UXP~GBA+G+uBS^@f}beAe)km(^wK&R z?M*n>dEX)9L7iB0k^Ytm>H?0-Q{%UeK<E6mHr*BXp){cU7I6xF-?2>IRNUKQrID(k zbFRdZ@X35T7VHt}f3=*Y4?i<aMT(VR_y-J1JSYLr{g?OKvvK4rn|3kg?tc!%L*DcE z8#z$NUsaFp-VS|l%}Vj;0qA9{nl{sKVqaP|zh~Gb;K(CZ+Fh~0%iI`tT4PS<Q*58S zYXSV#w*TWzMPDK_nYklA4fEI4TBU1G9Ejx~b_-AMfTt>5T+uoQ-EqyVS41e8a9>vH zYe1jiN!g%Vk&n6K_kMb3fU77lm9A6Z+-$vh>!P?T@QMs6!5ehwJD+keNwvEXt}o^G z_Ily{na_6=qYnCefOEN30RGYif)p;mAsSwN=Bx-L6BSODwh_4Z1}2*sCC~wcYF%LT z$N^sKMPX(qjk?s<TUhie=IrTzbM>8ZBc7-*-&aOF%xQmIZ~Ps&$y9pN0o*I6=<ha{ z(2s7?_G+F(zc0ApEvDazdz4wh^%DKSbo>v^{X3Djyq#<uQRm(%i&v-uZg^ZvK6Pg= z^obR7AEZ%VzU?+VDF}S+VqXxQnhg9H<jFY}=#N}4Xg`)bfw_R!GsBYL9YW)-S(qcw zzb#yvIg0b2+`6pj0G&450ktRFCV>Y^EsU&Uo<?Jb(VjJ&8<{~7nxHS>L5~(V3XLH@ z^b8oE0lp;PRoCuC0iGm9D2hpxOl-<<ELD(!M<!e>800|z5kT=OdXP*|zReii{Em4b zI#WXjd_K88O|k*{(dFL*qHhhMFAdvF8#;wObD@q^s%m87@Q*(~bbz<GfBZ1E37j}O zIa%9_0lc+VPapq%_(XJspNhT!z2R==HA{T&$9wLHHc_MBKI!FhegimFpNXLz>heES z_3Z!9|9O9($YQ{KJ3+y4$RF?TZH~Vq#~}6+WhS+?0dHKCq4lkJLIOT-mOS|tx`Cdy z!^C^k6F*nad`QAPljkx|N-6NeuoQi12H<;4@$bmI;6<LQf9}dfo!pedAxtL0&yC~x zOYnicfj@d5qVCufU;QA7d!^?pk&x|%II@&;=^_XE17&KV|9ynsiH~|wfKRS&6My){ z1$fmfeVJ~1;Lg?zlKW6+h0T5ZAXX1NHRG3apDl^_?NyS}mI1$01`UUwrMS-;l&^Mg zgTA-RlX>hX`ZfoR?}x5qPXCs^==E+FLas9UVZRRQd+z96Ewk`5*)P=b4|wcHy8~G^ z!I)zV5Trat1>StK*m1a-OmsW7Z(O*H`yZyeZ22Ad!JJ@17vjwF&gWBl*@zb^QK7@g zQwt{X3f#=dCq<!IbKq%jG^dltpr^Wih+~@;`j(|56Y}#R@Kxza&!(${UQD+qbspb` zZRgELG2rLY_g`ac&%`;&=#}H=ME`z^aYRQSJ`v}VBOXCl(0$N^n-+2RiQtXJzz^^N zNaxPp=Y{!kKT!=2D(H|oi&qXSpw3sMG<$?Ph0{k!_zpMr$q6h!m!`v9ht^{@@4u+) zuFXF2D1%;rCEmoioJ_2|do0M83SY?E#~8i}k%|6p$wJ2^_)I;ji%wUEe&gTkSV>ms zZCEI^Jy8$ZaqO(Pg}iCNs=fCUbX<y^_T4X`Gwgk9Hn0r*F6QnkXYz<6{N=_UHgCdD zm?`JgOIFO0_#Ju>58QZ-zeSS854gv31xE!n=mbU$ezG9H9Nro2c4rOxU%%X#U9qS` zeH+KLw17XYwogp?W1rAT2`j_v;41^t7_TirCl~gBR0iH+xI9oN#sfH|Gbi<*T<B-2 zzdwn<_bU8kW623#=G>lr)v8R;v1yX%-421T<)090l0crGvN@Ld5_w|Lg?-{R{1T%D zdY^$uxX5Wtcmc01jPp9DbQt*4asEXq=<$>}IX-DWfbLFqT)PH!e|0NeoNpoenjPvc ziUjJp=z{OMh>JV&PjRK8KXRU3W(<VR_E{I_WR@wJ;1&K?Yu*OGd>?B2SzqkQT+%PU z^a^;bn$AZ?#KmMe+TYfS*!yA4m-NRG=OJ}qB@ez02d7m%xF4hb>pV_>sS)w|ynxwG z=nuCqPiw8<zLN)re6HLFPtVl6%Mf~|ZmK^%X~<)%)$RoXz?*bmIREf?YftnAkA28_ zfV|tmvGR@uJ{Z?)!YS~47=^_beL68`!!XJH#U6Z^DOs%^dXcwBTdNE_U5F?0L-DUs zw;wehl*)esyd&24^Wb^-KF7(Np0@^0nlCrgdmei?V`=%>?4WZ$*_*EWhD4|jo8?89 zU{3IjtG_J#Isf$r7bU&I+?)HNf<16ZUVF#(74WZ15{kO3snC5YoeVK40?uvTQF=KV z`ynQN&=#IR9FyA2IYNeR^t1QwuuAA;r!Fr3Hh_-T-9MfaeRyPeoLcZX_*<NJ{t&tg zJ`sCP2s}o8+wuI=b))<E`x}u}jb-+P)$Ek9DLxOI-|kI8LCi7xCAg0OpJ5L^T4@#r z{L%Du{>x$b4(hxr6o+nRJEaA4J?{4eAy2VFkG+)qqB4@G!?-2?1-I`)z1H5`;+}|k z)ddm01n57szMUg1wJ{gruh+&chTnfw+_V7CfvLZ!^}RLX<wDMr(*fwei2l$YeaKTQ z4Yv*Ez}G4lYi<vL&g*l}Wu<J?hYYc`^Re(Htm%j~;YB|h%Q=4(ef>>8lm1Vb2dYx1 z>sti>-7yn?opJ_o*2$(-`a9-#ZC%f4BL8ULH4DqdT;}5Wr+!*vPK0drjgFLT?8iCK zS<5&8pX6T_gX{v}QDyDa7I!%jY0<nT9+(gIsN;+*lER$2Kq*T*&Z8W6+KHQC@U4<K z@{<*DK+JOK&nkE@9w8qpJ=D>p*ZgPAD8UC&k*iF(Fjt|bFq=3G-<Jj3$IIY7#;Fv1 z`tq=Uhx=mGwn*%m`u6+8shjZm*y-OJi#VM~L$`O#9C0u_il2=8Tw>R|OrW3dunSk) z2OL)Qw?JZQIEk<lU~ZtOvn7tD7aem09uje#v+q7W*Xa{JtkVav7f5G#cEtws-rceW zqu}Fp%mTKbMtzwjv*zL5j=1fdtkSuTIfAn>8KD<ZFYwL_r6W$b{(5*+7yJQ15-^yn zA`y{GX>>t5;TL8$*Ps6f__=DHx%X+zM_Z&0c?H22^vt5Mx)t=#H95p(P3%?Es2BNv zFO6Zk&ZOhG8<Cc<WZq0b=N8jtW`X){qu{*s44%)Glu@?|{QlHH?R6I9D~UM6$rH0= zLbdOoNGSA+Yp=6}eB%-CE8ZN~ehhusq_O=CJH#jcziM><=g|_yBf>Z*exGD7o+<<G zsr;h&fB(2D>Tz}x_>vtPzZ_v43qL=tnq~$%;4K~+bd$Ew7jSqedH*9354XirHv+$j zeo?(LfO}lHC*LYs6+YL60q1`pKi=qI{<5(j`ii+FYSL-&UAy=tbVTh5R>{CZ2}XQx zjcf4+g}^Nezd8hNgYN!e_zLYU%;maksFVCKU#}db|L8u>Z!c?E5}w=iuWvR(@Qu=q zde={#3SSV*8J6>|ZbY_r)|f2#A!7FYtA|gZ`*ze|(i;U1bkam@0r9v%uKZ!O4e}D- zFU4%Uf5VUZS0#<{{$A+Xv;ilR%w2hR7d!)-Tg-x0JoXrEd=ijBeZZ<Z{g`J2zM<Ju zMs^;UcUWY**iVBwhnx%AQJC|}m|QbZL4Og^YV|6h1$(W|sO$;b?gSn4?BjPI;A8OQ z&>x|0_-7qkro9DS#a>lGA4%vaoqlLkH$*rRXLa(pBk}(JsB|dPg+Lb?@-c00)sa}9 zWPR&MhJJZt%(hwpyzWxd^nU1D6s7v+$cP7-?9)3ua?#(dvYmPfd^msTqp=^(`}LlH z{6FA5+T-<)egaPLMJ_@>+!FiAj=UGh$Ni?iv~{3H5x$v5txG4k$b>#c&bYKI`XQMq zt`7WN@AI}3TNN<3S)`C5g*e#ze9c|S4m@?y8|UBXPo|%lXiBFbem=8KVw->;Bi~t9 zC-gnWPE@6lmhgG*lymjOxosVPowN*m#Amx!$|vBygFkQD>Y{&r6rSN_in^>K?^b0S z_;GEp!$#QG5dN_Br6KrtX91teVBj4SjXx#RfJc{374(MzpVcu5*y4tBXW?TbrUzWa zG9=FB|Gm3k1Io*qf$N$Ej(IwRZ~CWvTh8+T`!nSJ%=b3xImK4CEJnPaM!D9OSI`Z7 z>Zzy3eVcvuZM;9imS6~T-W#U?zyIBJ0rnS3_<PYp)A%{g*teyE=yzVo1jbGrM13-p zV0AGbed>o&+rQ8&6)&=cRiJ+OC8p3^O$(j%@!hp|uy1Xjn$%L<A@tRoYHQ*AcHkw_ zT4K<TjAnXY+K)cZ-LPT)Bk=8Irncj<lekBY=R6ML`{WFNmdf0ReZ7C&gzF6c&wFkj zle5SdTlb4w;kj|2b=PGCj>&J3SP|F^{|{$V<A7!4FPD%b1CJbu@N2^@f_RTwO&d2@ z)6s9u4_`Ok??`k#nbgcv2cN#b%{pKNcv?<(N}G{AA>7F@*VYTY$*0oahQQJMrkBq0 zI0K*X;D7!F^}FFF7t6gPsO#yp|Byy8m&RCd%zGXB{vV&!jj}L@k-UYqi5q&JUUBLK z)B&WAkEyJoi#%j}*7HQL3$fv~)ZJ?bT<G1>seF0#)k1HgV}y|}$9bm|=P<X?5Oawi zb>Ga>j4wa#!8h}6s>jYT?3da0_It>C>@_**y#2QW{2BM8b6k|e`~(-fi3ZMZ{}cLw zQB(NT-#KLe3iC0kXGPt{U69Z2$;Q9qKzuDVNpCv?e=gojGyx+{L`leI>9tbq=g7;m z94-Ve@yJ@C^AgS*2mAh*aMVd;N6l}*eN=5N0yEWtJ29H7YqdcCz;d6z3Ahnemer9u zIm~~vNM4~q{o+x{+d7Yaj3o1Q<a~+~Awq4Gk%V~}s~-CA9eDon4U&0-=u1lWI@{7- z#r@R2)WnGM9QoHa^}8VSNRxC6-TgR^J6SE%KEO}E^0s{u_?i}Kk3HI3oC!Os-GbMk zZ;)E54~k?1@7W}?NdsL|tD4q69q5~Rd{i7--7z;pGv&6|l}yw-*crJMB5p}?>$@Pn z$tsS0Wi4_fgdWkIJ^<a)hhvdn1yIN5TVH(A$%VM3_{gV)l|*z7v$WBn?<nh|wr)dw zcvLXTZuAg1O8a<@yFBzL;qM}DqJKF%eiBZJ;MY0#+K5TP7a-Nvga8jC|K3D38~yQ~ zMpp5*r#Kg8<b9FouLRw^W`xlf*0gp+%MX)?o@Iv%{0}fE8Op{rhqxi<F3MvzYEQ7# z(_42KxWUhOkM^@o=mMYF?<{7x2K-3Fy21-Ox9c5G{v5?z_>rK3ec-Fkyq&qfQH?pG z4VqmkTYy_rb)CrhjeczKMpLpG=0F20sOn#kiKgIWH3hssRhzZ!B=pbClaxtDd*EZo zsYm-`8|v@%@ZtAt&P3)}h0h}t`2VQ~nE1fEg{mD+t;BhM&gL({g8u0g)xDMX-I$9D zl}#9DbtKdU%PEhbUN7E#>yfJ=_LLU!_-?0w{#K#fARp(wEGqb#4)B;4GFinF_&qOw z)KQ8l!GEEO<aHc-v$)8E{fC>OXM4x-s1f<Cpfis?6u5O`q7s+ACGdbQ_p~Zu?C*1= zX;hK}PNtVLel>wa+*0!o-G=9S>9o`6Px#jb-G1X`XJ<>$himNFb={umw_ojy#XTwU z=l;W&g}slgqg(6H*I#hGz@OHHz0s8=(F@?8Q}#U+f0u_ky0*$@Q49S?#Bn-FobQVs zhobKQZ;$n{v1|_lPn|0fIK$&YOg?dRltBH%;v%c=Z0Sf`$~8$I+=lwG;_iiiXRr^t z=H9q0^bS7<6&en{g`W8O#gZ$)f3IkTd=aK56Sul~cKByupKr$&wFu}z95uyqbEt4G zH2+Shb|J3f=Xz0>q?%dpoL__=_MrB3$Y0==m#^9fMPfe$ce|NA-dAU{ru(Bz?ANIM zT>BRBu=`0Lr!L|R-OZJ=R^RaR+qNAqQG@<6U#Rx+XZRbsKl_-BKIEq_&%dqfWMceT z`=?jH4=9C>jX44*xHn+pHx-A!Pc!Et1|725pw68(#CNfeNt~gl!0+4ci#+-b^Rjte zkKUo4-0{pdvpf*<;zI^%lO)Vh%B3q3CYV2aP|}_VU$eV`KYG5D*b;@;_olre5Rdn5 zOZIhye=n`|ppZCt-0^DWow+zad|Cd^+VB}sX6ne>hWeRwBK$k_IC;t`YJA8urXqoA z;`sfi`4z{{^g~B=Q1jP&+{Xh(rFBfeZI<3&*;PFT{n;0bQ?g{>?ml}qw~e|G!8PYD zb;m&uv0iccH2Rr@IWzkl)D2nc-}^XGuXi184@pM+eDzv6>$@WMx3upXm-qsnC-B?b zSl|Gjlmiw`Z&8<R9<t0uUr~2Jy^wDSIwrr97dLReubD1Z4sIe3?N;Jw2hXV7*=O&3 z3Vzl9{>isJMBjgp6ntjDkyr|ho?<<Y`I*NT!hMmaRMTFiZT7>j`k~_G@4%PF4izbP zXu^N|Pk->Uc`{Ke%|Mik!#B|^bk?dEJX_oViwSTkF;l$}H}reV$%fS@MBvwKSzJdo z4xhIUt=R?O)}}S{A6&rmd1fh}k7{%zvbJY4Wj6zVr{s7r^9*|J@$+Ooc1Oa}_x<3j zHTW%uH7NFmIT3f5qpq$)59|;drbYoCBKC@;GhI5FSnV-kmqxx{KURCvC)Jr?^)U&* ziMol0Karmw=QFgi@J(tr`YN0HS-xV#5$oo>)4)+eGs>wC=Hi?MD7*NIB5r=|q~&S= z-e6T9MKXjwWLm|74E&UR`aY$XKmPr_xW{jS6P#w^)*AZ-pTZ5hBTpPL-!hYTQv`g* z#%jP}opAVmJG00LK+ltY#iw=rDg3|!1{ZSwulFgEIbG4GH(XpHT>zeOC6{4$vpw*k ztwZ!vLE!C;3KEr;!P|VHDXQBFoJ^giwhBDvPL?*Qth4B2>sL+F*f6KJD7JD0xZzf( zO2(p{z<C*$wI!I5FXS7%DPR9T|FwO?N`*u`HNIDN)f{>wx2i->;Ie(>Ljn2x(B%h* zJfMgEonk6G{vLP}xv<Zsv+L-;?i)3>qQ9^X-NDR74SlvEYy1EE+j^zTW&-uegrI2d zh8yY>gYjDtCsk0-G)S}$VJ}xIeH}$sHul+eH)sx{k2tkj!S*o*I#$=R<oD<|GAIPL zPkFl#hD!USPh(!>U%$;*{2Sm_s&9UYTVu|_N$2bOA@o^>&pn5bmjvSyxmxk}&xvdF z+2ec8aObo<!E>kcw{d*iNFojxzLg#k1|Ba>E&R^`@g_qh>@@J-eA4B~hk~dNjd@1- z_@L*#!L>Bi2fY~gmb3d%_dK7Q{8T-GzstK4ybb)>OOK3~%HWTymKC?Q;J+WePop4) ze|ALablWTff1IgQW@`uTLI0F>mWoW&NX+fIs}KCchK7Ef(}9@pVtf;aemHjFa?gwo z{4C@7KEHkm|Eozy?z%V7M?I%>pjri9O<&qb;RfBt$?m6{;4}X%w^mP}pQmP%<|ZSL z4Sk>fxD)u@giZAyMkUPU1ow2^gHG*)Op^c64hLeoSckj;9^u~)ozu>^?{O1L!^+|= zL^$PHX&qMJS^WF&UI*@xx*0Z6x($6&l--*XvG7swjXZ984SZ-NW4R~d^7zfJV3|kQ z=Mzh>dW#wOyRP1c0804!eM>lzg7-JGo_XXX;y~j54t7c45$9GPrjp_7RO$apsyGaB znc_tFCA=r8$^g<2d=7HTO8faL;FG1Bf7cLaJFB!R!_Yt8Ut#{K69qrMy^li9zeb&C z&Rl8@++WqS$+VP@OuRcN<e-Xpz?J*J$f(zji0on7B8NO6#B}$PtO0!Gmi}Z1Y=!TI zu)|om6`9!n659Zj;CJ%$xVRYbk=k!=!?8WU{g0+UOXY=biK*qjv=R7h(pIm-*1!XG zsBE<t5qF1AO0T2tE{jd&aBzXH^b^@U75DbiSnIw_A4lTQb%W+v_?>IgP~4%u0DO@8 z<@qQn=&30#jx5a~{s)vKj+y{>uE_Ke5P@!OuUpME@Gs)e#@c<MdpdV4?%6ra$J}AK zyx{g5IOE^snw5Ld32EoQU|zwVjzcfoA|H?lS<kaAD?3mx9KP(M5B%bR2>Fd}FXllF z<#mN7;3FwnV4`yl=iW>yN-G3<nceokbg95g%Wa>M7;+%Yq@?M-<2^l94-zs8!(7<T zBejbe;FC|V@WfHN5zI$V?Ya*<YUOuA)^{uPg|ac(T$PxUzsi343FcoE$NHiv5oc~@ z%tmG7?^{XT{kn|zxci@B@u5I`FK^{XEpfno3+MNW!f#Uj#;;y8;AG4ygHk$@@F|Im zXzS2~9_B^A-@+((%jqjrvRRmO{VjXX@HO7MQFOt{Wz>JI2iO-#*f01p({r*9c%(qT zz#H&M0!0tHE(<`f|2*~$2kz~oTRJjD#^CpV2yJ`<zrt|)v2DUzoLe1dw>}GJBJZBC zjlwGCHae1K2B2e#VrCLtwZYumh*_QWZup)sXxcX#+Y+m5j6po851BuO%B?{kyYCx2 zr|B5*l7pV#zR&~rr=6DijJk&Q=a#n*QP0YlD2sGrPRs3B%)LL*&41$iP__m4w)G7a z%NYsy79Fo=e;MvT+&w?P<O%*qf$8_M;3E3E?SFQpq5mnPQLu1CopZcZY~WiB_U24} znddcv&TfK3=HLSA(V8`FfjgK#`S!%<J?hfBXPhzg7jU1g%>6R(_l*KWw=}6?4(Y9^ zd37Y_Eg6jF^B2*7R6V}qgLCk=rHt7Cb@;B62A(H@*Eg<fa>yb-zqoty?esU)2?jg* zKFni}Df2m<=w*Cw-iZ(2V;u>78)=7g%&tV^-RzD@^dU#&C2on6(2t$mntVM4dYcdy zl?%{e%%=a^mH?eu%utM@1%A%3<@f9+@^SA`HSb9L`y`RXry)+5hxWN*Uuoe)M0`}u zKRit$l$gifiti;8HVc2bA0LK3%K!S=N2rsY?Fc`2CmL}iAlLR<gBwxQ`K7q91pSZ4 zUP=A!&?8=?mTG)VB4)*2v$*j<7k!Lrbp!Q8yTjj>9mtn-qX9MksAJ5#?Z17paw0lT z@8!8L;XsTi?@yOT+%39nk->ivxMPKYZz6Cr&c>4SFQCtij@o;^ycG8#Vdv8&Jl_v@ zytJ$I-3Y_&Go3r8;pb$1#7vV8b#X}$>>YIbSEcor7LsM|Xhz+i>9VTFf!+CjaZ) zysj2r#NM$Wt|~p8o98L}wq#jD|0G$lH-ZFTCP_UWI^44eAL?=%9{8U%J@^w0yk5du z&|+i?xQFDG>Mvh0m)N@Y>%}4LzcdjvJrsexU-4{}&l0c~-JtOi2l$&*i9q3E#Pvt5 zzXBfv56OJA#Y`D<&+Wf;t`Ilie-}p^niGlncDf_w0jS?@-)esF3cv4{c27kC=F*E( z>$C<efiI7$>$KW~r~lDR&ksG^yw1~e2lm3xoHSp50eq)t>C*K7zPuS)Hs7B@r?lwV z?XP_WzGUa_W`6r+PsB*X9~3%-x}>arjvqQgGs@yIM&O?FdNQ~EwuARRT{<s-y3jSk z=&{TK`r)ltb)U`H5NGFT6v7g*C*!l<U={SBTp5O2d!Z|!7`CL2!u{j>dWYX<C-%~< zij)Z%VNQN|M3vIjnjl2{ueMgB@3vW{c?~?{Zu-B-k`eg7*ifFWM?a_YHCo7Viz7kK zc%Xg?{oj)-w|`|)AV0Bv|9KS8gU6mLQDztBBzR95^%ujxl_UC#LM`w<VIgsCF3ef& zp({_q@0F;pI~_s^-zW_!&7eKl$J&_XW5wu5e4Zg)qDG#r6n)Y9(i!*Q>fcAlFmK>| zrDCc0JU&lET+N0k@{AFWPAzz2Z#|KFO2I(ie|6Jm37|gy`}x}#@bTgMfsa&K><QiZ z5^DqO`5Z9*TGZu=d%M}&Tns#Wk!#YK8+~+p&gSi=1FrA~eVN_k3mkgCcbF#dqGjJq zyRX3C948etu0r3DY5laGs|<0)>C!zdO5iu)Svj2<m<!Gb-+5XC^96}a6uMTJ4|?VO zneGzsj7;8=Lhy6+LP7Zos8g-4#LNBr0DZ9W;LcMxNBL}_PN&7-S0Soi7z2Eu@I7bl zI{HvoXJLg68~E~UxZXP203Vn?hF{P7V2`B*Q%ec>squ;0ZMNp%(Y0in`oEEgqC4Bh zKMNyIC)Ag%qYf&jn-<#Q??Q+etH;Ktp#EPxOO-JW|D)&?PmM(Qo^Cro@HLi9gg*`q zsy*gNh^<*1=|}!vcFjt9BZhhZ?y4kq74U&U;!n(>7wD<aU3SXHd~}KqcLvTk>FTLV z4F%Ar6-FLT0xnUvwTjPZk27)IEUogMi4#Fz8TOI|ymNtfgQ6tj1~W;qDCxB|@m;5| z&l>SVf@w|oKF+(AO2y+8+yC|Y%^Kko*wdCx8*(WM`;Kihcc>Hs&(8f7|M#2&!R;%3 zdlvoFc-r-^TFCb^>``x0%uyE?)OvEOV$PesCEx_=ovc4oKQE$A&-^>zymSfk?-vUH zefa<$t>w*!3wn-(@WN3^QRr3X{P&bK@M6z-ip8VT2f@ejPJFyoZAUcdS!yqWU-O74 zkzL&nefiwXMY>Jk=qcmXIwGh)3nqCa5f4@Stu3m0;3xKu#OaSdr0nItngHll<ODa4 zt(Q6zQb!hwej~5m+{Z?2YjY#+yBTlk1THa_E4e=qI1|r~xC_5>;WxdnfYgII4X<vw ze=*R>l?Ok#Qh67Cp?tYgrIyzS&S0wWLFhXI)~6mB<GxZ=ehb??N+Ra`rk7`+>l;_3 zYq#-qB1Vqgl^e{&98YOymHT1nFrFVZ<qJf7<sdoENkWg(w2@XD3Ore~x0ea|r}={+ zry=ULCn~Hf=VhD;zqH%o?jMksw`z}+!N==nL&rT@W!#VDz3-zfp@Sd&lpYOz>-}#A z*L8zX@9ee<;MT%@mu_l0J%xRaa)u(8p=W7&kYpT+{FB<#c|5NM&)w~B&tBkJ$8LtL zE&?ZZf7Wz1g9Uzl%6HRUC6G7rZn7r0LATC)U9$>#*da%`gM7f55KS9hZUZkT?<pD- zj(%N4<>Pfr)Nj)%J&ga~^EFOJ0hLE~#KO`p$A{s_|4!vY!}0KIsaM_clNxo+wI<oA zEx@rt1SM@zzr}5eas74y4zK<F*R6MW-Y2tNje+kaDl2Xp<2`@#)Lq|ggT3_X2M*A& zK!2&TciSFg<mJhuFTx_pM0BsHix=t?f8Mw^bvVD@o*h)TG<GJKtE0+WNVbHa^sHR` zTkH?mpln=xj(t3I0?Hxi-&yXIe!Gl1b!405qY2D?jegQs-Uq(<_vexD22t!&S>GQ% zBM)4?@#Uy5_zPOggI8Vy2X?MEy|0gZ-FZsqO+0+C`u+B=@^3>wa`#q|GaK}(+cVn_ z;OEQZ+u{tIz{ixl&pDY+BF@)sIU!REd||byv+Vymu8nCe6u3t1@s034)JdY|H02%W zYvtW9wpD>wT;?6{yO$3g(FF!E0ekoy(QiqpT(Kv1N4=gYFv9#jhxoNF3;0lKiij)y z!ybee19CY=Zp2OJ42fXGrElN14As-4zfo>b>ej`45NpUCc1`%zv^$x#6k)D;-$m+d z<Ug0WU4IpyW3GlxxqAuqJ`*{aVIKwJqgX9#Y##7Qi?VB@ESL}3`t}cNJ?7jZck%4c zCli@0;SV1D!dy6W^RKZC^m)#7)SO4j#AEvI2+nTwyBaFHi_njl2Z_DD0si0!L48bp z0(C6a^?&xjT~>tMy9Uu0FUm5|f5dy%T<&mIf*zW+XZl<yaG!^>`^j%l!yoOE_wBRr zlj=Ph`I8d=|G(OS?hwS8&W@u?638>>4=Rk-T*rK=G2u`T-Dur~(p5XuYf*JWM}DAh zziw#dX^i?kuD{xdT@Q8ExwYCbN>^f(NlNgeD(b;m1}|p(zE6tdJZtyBJ6AZxw#B2~ ze<V-K0(`M3?}9=N{8BCpTv+^n-)PNPQr6CU(0~68a`*t;NaG~4+i^<l$vj0z<pJDs zpW2Vl(%>__IoWGc4+4h`eeJyrJ<1`0xc58Uk#9&$+ozy|F-q@`4)!M#G7?`xgq7Tg zyZZ_xIl()BqpoFFkpdni*wT}Y`u<8fl^qM>=(|%}1nr}-A1kge-W~V@LwIw+ffn#( z{oU#e&=DSJH?XZb=1TlLUiwlIdX*RZs+*;Ne@w5wJ}BpnKFNi9SOPzPn`f!n?jv-L zD;}AC;4d$||M{*3I7ao~pDRZqv4?<ybZjvJ^@^=Y$W`c#>i>p|SRihwb~3-&E{(lJ zRdamx%HThAqVg!@;qTYmaWxHfp#GJN!UuOyuc$KfxS~(pT&RDw3|^_szx!QW8S-)U zDSN+n@Wpz&ag?PB{z<{Md5VTEL{o{4NlBk0VROjvn-0zoJcvFW7l-elSboShoTI%G z!l%C=e+Rp&AN7Q<^qsZBLbp)x>Q`T$ecA-Suj@MG06Xw>yhYc<pkK3och{&Bd17`~ zdsZ;&gZ@iD)~vxdk3VC-{J&rDv5SAd-otZvO-*yfu^9Z-#+=OiQ}B_WVc^Wc-06GA z<w`Z2k1dB3&+`Ev(LT*ux2+d-(@sJ-0e>&~xY+f=Yp%q{y-eKCC)|j)@$Itas4J?^ z&}{gtIT90E@AVkKmol2WGxwoh@S^rLnmz$sBV5pi8Fi{#z_lpuefC6s&dXUF=x9<H zIdUK3{+`{pvh0L>|Iv9_^$LNw%vQblqRxqs-sbc^5PH7VV9OjDH|%Lwkr7qh>PDRA z`uH^R7<kwGHe-9_sl~{UptNh4LvBpvX@;&kSiD9_2=xtL;AZ7;E9Oxr@*iEg0sQTZ z&OTlAfj-mqmn=rmXB0TOPaXjdIM8sNnhJjPhR?Q9$)MjlD!At?3AjT@&kd$J=<`Tl z8Z<hgU#EW%SJ42TV}6sxJ^*<=TtN0I`mloz*&@*);P)Q(l<5XSNAPoyF?I+#R?4Hc zxg+S$%?^HX{{md@eBO(C)K$UMb1FW2fxi~-?5OwzKNMPdIVVBvN$9JPH3h$#dGNSZ zKk%Y<nS$04#21hFpH)8;@I24O3EV*5Xr+scIdT(u`>pAhZQy0QeY3?De*wQt2-df` z0UV7k`zQ-OFZ)NEGskkU7c%C`?i?m3!Zjc{-Whz@<pP`0nz!&d-EwDnv=M&c(OnJx zsPi7h9Iu+9aVE@^YWXj;L7$xMt;o>{U3DC9k?j<jFg#W<<(CHC!oLd+tP7Yc?K!J( ziHtt<<Nm;X$u2}-L*Q%z;=4`tu>Y^e@aNo{#-1u<MYs*`v#dbBllUdfehqbgr--Kh zUg)>9f<}~O;U{yQY32Mr;1IMT^vPvZn7=&2cWg3;OxRzguAjvBy(gi&@VeZdpfX6< z9j5~y4AYF@P~5ZEw@lVcoe*cXoEoq11>WT6YFwa+d+|_n_Qnmw#f6hm&kNvJNswM_ z1rFk^eCete>bXbuC0x3JzytSud_k&)Z*gUpO&-pBB9juUI`D#rg)2b^(T`>ec1g$L zeLc73*}NifjTl=0%AJS%!$Dtgt-2F^l31DboB)2m_%-W41oj24{Ae<`3q55{t%eN+ z=FLdQ-|68zvn;$~)!hX>LQURTUGPP2JVk}YC!xF3?Q9rDev+<r_ZO;gBG|q%6qe&X z4khPmw4!ePcU!f;|2p#95kC&!=fI`vHCuRrw{=e3s&~;t|8O^A<0|e^dPgt!?@H*| zOyr))rGTF_Hu4Na-m*O*bS3rzbcRwNzSd`8eo`frWAqF5S9hBzCxCx<5%*Zr7j+^M z^WLtvLEm3xC>c<w;*9w|jbx<+>;d)A$rL$&_?yibd+a3Q!#6c0TQBGtdcR2V??pa% znYoJ+I*Xo92SVpjUylx`a1;cRh#(vCU8$GQ&+*H%G2(eYZj4hbyAI#V`d>`Ns4JRy z&fFZI1Kzi|>uv}5V9Uct4*MZq52Xe4f5r2WYkPiH_r5dHbW7abnGBqGW8vH1D)@&z z%Al*e3j8XMQlCtZdCX4Dbs0|h&KwrCzd?t*ypQyhjQF*<CGurC;$VMGQDY?f&@VpS zLtoIxFN#ETX5cwIWqB<w9Etsw+bc>kaQ{DTJMjF98}c06{(fQn-ZxYa@;`vz`%~0l zR12P>_BKOOJKne6`;1x6T<C2x;;YAGq0cB)<Wxa_sdTNcUKqS!O-PPC9sWJ_<jvjs zhw&T&Ud(@&0*@;mD(eKiE6Mfx-JATt!EUuJ?SgL8c>5i$PFLuHwuwk<_PP-Jb)}EK zJP#j&_U$)6Gujb!X1^x42)GhDA)YjoxVIMcs#5p=Kxb$0o2=yPL|hOtX!r;mnWMNh zM%EwaUa<4tP#AO!f1B8i$FMh1oMkc+{N1*}kr{hS+)t^ivG>i8_smU8CvKwOcWr55 zWWYWMIDxOCUMXO&v8szeT^*w%oB}+4da7XO{fF?O?+9OwMSa=t8$>QJ1RnYHi{HXM z=q3N~=N)oH9FL6u8QFq<&PV)v0M6g74IzP82h?>{cKp{6S9f{;G`z|Peb;r7pi1Cx zE`iNVQ?k%)Hh)O@GX=k5ud?=+r@%Kcy~|q&L*G|ZvYI1AB0eABxKe40d!e<*?!#@& z=bw@5KZ<;syNyat5BD<Cb~LsSa{yIdZQ+ghJ_i)jig>|ac#IZseg9}nh#mOeHUb}@ z6oclc)b|_-ZAI&(In2F%sT{a)0euh8VJl{7)PZ_jzjjLF`7L+x--!dBeEeI9cD_1r z9&_7C+MlTN|Mqd`>;R5Qk>+9o9;fP}x;Y*Cz7N|px6MOeHC5a>ZarsDnEs>Rz8i5} zIeOyBz<YaQAx1-k>F@t~s+KW17R*mX?=m^Y3H_)1*_iB6%y~0r(x`$@ARb(9V%-J& zVEEUoSkxt^vtFvV*T73%)Ofl%h5kH1`9T*GnYa_EeR4bS)DgXiqNnID`VGIxe=CD- zAelFrW*+-+R?;~=M&P4b>YL0fhrBl~*e<?+yqg=;_8Ytz`2bn=*aiIjW}A-$`oIys zTBd36FcHF`6?^YO2gJ7SJCx=?I7D;Lh$9~zGhC_pLT5)<nU5X3;(|KA|CE(7d~k(R z$34WZKnI`^I_(Bs5o?Khw4)8?y;Iz##u&iY$XpKj1Af!^cB#rMDx9Zj2H8@~wB6qR zTRG+(<~l3C=LElkAH7@MrGJOfZ+-o<w-h{q6n$lv%w6DD3LBr4fs3>i8^okv0)OY? zeZBV!a88NcPIdM;cbB(u1(!P#qWf;xjDN&Df2&2@PT&jg)#qFcG2d5b%o9O__%)`K zt|^Fk(DU1wq8@e3RyLu0n>oxW_ILiI;Db(ZS9LW_Irdm9Y_~0^b0TIPej9h-?`Vcs zY}&V=PQL1{MWuvu_T}P1%6#Ny?r(p{ckmny3pqTH_pNmXsO4WkFWzDB`6}v6Re{Za zs#VCF$A<kLn1Mgyesm!fd#hM`k8h29ihbiTsgrL^@Oj4alJ$Yl#!Xj{WrA^UUtASt zLL7L^wa%%vioLSCo=H#}BCh*iW<Q6|Io{7wmjL`AQRe(~+%EVFlLypaqOW6(Ol>GO zz<gQpA%SZ+hvWRrS6Sh6mmKHs?<)uWox1NcvD>yp-TY}+*A?hlCi=&c(Z^F9PChI? z4S%_<?{cq0KhfyB+wkTK5@D}%&zoXD<|o>}QoRFisbGFG?^y!$W>vBi>9m;p5Pz!7 zg!jR7(xg5bd4wbIWDCE)1F`E+*<2;?Zz1g`NkYKU^qsF%(Q4Qef?WrbYM!I+kIhRG zK8Zar-A&=o!2fTK4mXna0uLw^9NYkY@$PSpt;|K>(9^nSc)?@3S%pb#iE|+awwxH! zH-+xBgpz~vHuQF<7H(1lw_fc^yedzN_fBcBb8sJYf_vQh4sC%BB<W-365@*bPwDOZ z4bTUrc{?k|qdtBxvm*+4Y2KN9fw`a1G2b^8czzsl--C(fNe7-k1KqcHoEvhE?T#nN z7m`h%&$7J+pI1M<ejoAi%;MZkhaPl^S1!ytL1+JO+U3@9;0>?1|D))-<GJjkD6*-f zG9qP!GP7r9MN$dLrn2|So{^FjUL&$YlvI)t9;C8mWmhUYQnJf?`m0axEBv14`@Q$v zbI(1Oqg*oszFl8eZd-T5FD~h!#(Ih?v3Kh3AFDr3gl)`*<@o{3Gyjm|aQ+YV>;>B^ zX&2!a@!#%*A?TVYOMhHq$N5V+sU5o(jJlW9EJi*I_>+XGTV>vk*i@F2F9g0y5IwGY z3%cSdi`=^|LC!?Q2cMIn>EN$q$mNuQvoFO?m<I!IQ9ce_zF&_0u}9Q&=fHF1ovi8) z`wx5kPL;a|TnBEtPHkj{Ip?&aLc@Bh@TG{^$z}{5XWb}jBXJ%50H5%@b$|GsDB0~G zM?R8ueP8Ju30#=BBHn{}W2Y9;C!cVSs&556ZA71}l1|-qFYxW)rSfzgAAEnyCH=R5 z;Rj}HR#grhq_rbveFf)f;=g+W<Iv^sbn8F(=lAu1zBY9)o<n#|<UxUbz}NcW$12jm z<CvQ6phKP;t3UMJv<LmWK5EhcoO98iUpHk}oC%6oEhN$CoBX~Zcdqsv=9^F5r?O0k z57Vvq<mepa<rCu>6VvEV^{;eOQ9BcrsY}y}sE6O~Fs%Jt2)^`ee?k=c`7!)X?-vmd z#dBQ0>w~{2TlPBSf&XthI?0xY_mqHXu65`LC^)w0dT#+IN?yLlgg!L0t;BOf#HlNb z(f4-%2acV7+vk)F{m#BjK{DtIdV8sJitzL7sK_}#p+Eh6kM#>K@V(kbEp{DVxHr;o z>h|t~KTm6S|Aq;CN)|nR>z-mx>9EJA-BhS2OlUK|!;evHw35vhb+}nT%Cnzzh(GZn zPjiv?ePbo*_<)awUx$-(0N?w{4KM0L$86vHbX;`|I*D_q^sfP5WVSTN?%RdEeN;lW z9jGtgk!VU!*~6#ddU?sWarlT*Y9_9tZ@u%w-Br>q<e$%fH`P4hgWI~RSs}`fFs!-v zu?F+Qm%l$KcE@|W!aC6X9lEg_88642(MN5dZ%O;dqhz$R>irT$-5Kors|<O?p*2!q zY61HX&q#$N07rOb(Xe*!gg((H%JK`of7o|bK|%E0rao~LDJ(-TSi(9NCvQg#3Q?TM z#Q7^?7~}ujgy&GXOHK%Jd;fdyr#qD~=b?Vd!W{XOW9`XabMWI+_YU<IXhJ`0dH9_= zc#pAE)`RU&Y>CeI|Is}_Ty_r2Or8RcZ7^bMlL7AP>t|1V=L(<Nsqu;vC5Rupx2a^R zFvqy~u!9fznXSy~<nCPbN&Pe^eq0AWW4_b$z#G1h8WOTR;8h333K|>NpnuvvZ!rgc z>)KwaA|v$aNhq2+1obg*dvVd*4EjD5*K@5$USc1Sb!H`Vpew;&-xSqz8|T@kU;jJ$ z-Fkl_Sho*B|9>atJ8dHB+Us$)0>j{0>_m@g0k4V#3@kRvLLX%(o^u{JK-N+7bkH^U zY86vO{iJmy_TN8#t!B!N$eqz#%K8bvW>(64tt0S9$+QX@Z353gso+GPhWJsScSjfX zw3CuTCh0oxx~;I?W!xj)K$#DX=&$ig85>phK=*N6{8S$D)WP^Uq0m%&qG!Q+zac)a zAalQ7;TrN#%ZQ)(q&-2L%o+L*JmcZ(TE`MjITD`US^1$k4uo7(y-qRwdC2pb%tFzJ zJ<d<5WC=V){$<3r4RxZ}0GswqvJ>$mFW;LNIQq<Rc6>N^ly9}-CjaID-P@~R7zln# zEnb9m8Ruoo`T8@|CHzHv_H{QMh@02+xAPC757l!j`oS6ON12&n`nNYG{M+YTt=CS( z-s1^-Bf&ScMSU{biUscUN}TJnK_B_n58d0~$G2{2Mnq(Tujil3lx~GS>yl)d0pj7X z&XE+6ZRk@y^Syq<hoZdAZA*R`d(~W*1-p><WzXHX^BuhT)<Q&t+B4`zX|MTzr-1I? zi>g-k1$+%JTYAv`LS4Rejcw^X{B}zYPbu=ihbkqz<j3kizkRhmWY9Y}O&4)5LdPAa zQp_Ex0p6HM+{c}TID78|nT-YJaspEpuS0*^Tls#q6n?a~v)+)dLO(BR=wGZ2f5Y8E zcYkHQv?F?$BUMhIE)RU#HE!jHd3gRNg*E6)FEkIeeCdE+M@ErW#KnJpcc*-{_94Ei zWzY^IZ|Tr}vV97@dqTT(rgVWF;(StU%>~S-<y9qArNBQ^{(5v?7xJIdLpBC|%vpT6 zZQnBwACrEm;uk)cFRi@#nmi6Z=20tN^&haesEYby!&CI-y=iSffUkSSWA?Sh7<_|k zK+yYNn8QityJ^wtL>P*+uxYvh=l&V&XDGow<cHzk7DiBy`i@>K^TWQQZYjff5zOn@ zt+frGbS8Qa>Ydzy{E<j$9!ettekODF-JS*fc`19Rf*<_29-fb8u>_y0m>{V;09}&f z{EmFgn~G+?V(*9k&3Q6fo(niv=$rfFG~mF2TRneo_hJrNVpc&PeImbgHTf5K@2-Z_ z!b4QRAD$X(uShVzcc_&}Mc*3J3^M{35LXR_;J}CYla%PG$m4+h5!e6Bp&xM4DCw&B z2<C*>og%w`VD5^1ZXg?d5B=kboc6e<x)h>SCsp9XVw`)Ioj^Re>^jRXhde42#P`C$ ziJ)iZ9cL=ECaf8A>VF({AjV|#Zr*+mJw{<?njA0uQGZLw@Y;Y!GB$Xa>flaXAzS-v z+KTzHeUdRXh)>nV)=5>!v*8slE<F%Id`Pn{|LoyH=rpx5{8GjoU@zU-8Q>}I>gaZ^ zB;f4NR-<&_6UClQ-hXrw@grr&9hVs3zPN=+SufPRrit`nl#Yai=z+qDJMbx~$RDi5 z=g|Hrw;8_aO2~f~A5|*De$RxbYU0TA#ibt%9-tq(J0x8sg$%stkK>Xy^6-(lsFdD+ z|KC11*^&s<8zFRzrS}h^-n?=vxdr`z5B#=&e}4w=Z2Oq&r6v5c?DGefOYnYjOXa<A z-;2o;Yb!+^Fb8`)<G~3B;_cj%8gumdDaSjLK6`;@y`N{n^v9Nv5Ab??D+qomj<aEI zS253bh>ZO5Rrs^Ep5GP#o~@Y9Q1H%2y+~tVl8HXL&U3E*L0$O%e2xv#gAU|p#sM(E z&cthWCC;K!)PdJtX209U9;nxpy1&t1yM4dY-Aom{RL1LDC&1^Do8I)DLi{&ATktCa zet9QXIy!_Fz$?7tf1CXP{kq#n3Tt>VM|Oxht`PNsFryDs$`}0oX^4<!g#%HyQ?D>L z#DUneewR@S{D4g0vEQqY!J{NMVGj)Wb0;&sb`AIp{hB}OwAYQOC|$go0G!y=+N;3= z{(-(nuR+4_-yWTL2jOm4B9zH8Bp&_X;gl}<Ar<JLY*!f=yPb)(p#4Uvh(p7-&yI}5 zyAwmrd&NzWe=08Z?qJ%$JWpqP{KYn$>wN}VoY0Z1Qtj;(d2U09)~6i}e1hklTUvSs zJc#MDWi#^YxUZb7PXnvqyOe#dV^IKkJ(;3N6m=fW_KUmC7ML4xVlcSLX-63B&9Z-v zIz?A!<X$-HeG@g~4`-af6P)8*y9d5uvn<?e13aF$>&II5gYYSmQqP#;a3VaaTF&Oi zL6<PDC`U<(y6b!=w=nvCJ=T>%SMhr?6&9}^t_IIkeyP7G4SeNz(kdnL%@N-uSuYzq zl*#*k9u9ynpU9)wm_&Ob@t)R$9v{qM1;4wrQjWb}nTJDj*D&`^zc{ez;zFpmH0!C? zpkL<jjY>rhJcIf4AkA+VLU0eIL@wsQmpquh4s@aZWoP#*dxm*Q@2fP%yP$U*X|E^1 zQ-;v;9dQM3;>#dbapNiK&ZtWUHUh{?qs<l-@#y2!PgnOQK=*T|W^fbr$dm@PUcM}F zLg>zG9r$_85xYiMf!}WWT#DL1gt@Kx%_Uj<UX1xtlyNvOAvuoZhc2N1(8HY1kNPc^ zon9*U2kPP&iMV5k_kT(F!`q?fnGQ&grA54PZD?6A!TC;qQ`=wt%86jU>3cUk33D%g z^8BPl(C4tZmXf0nF(F>ApB##K7#(PF2=$s&+TCl@3gGi^$>$H_{VvXTT^~gLeQ``V zfe-qm@sHPYIPvv$w6C8^wm1?R6E~`RxS-RE7723YcOkYMA24XFI}mPSOcQd@hp7A9 zHdrx*FEdX7qXcx>Y+tB$k05W=3!JE4Y=`enpF^M95^(j=pd+Qi$Xm4orT5m69}7fI ztfs)9u=Qtx3G~3-6#L}Op?~_>@nuM$2Kq}H?fr4+Q*ZbL-<SrUbnP2`+B@jeXGYKL zdmQFWJbhkIy+Z>!uNZ?2a`1gz&qs$3c|m8tN7*gE&Vi`@I%4Jn9`q+E?GAfW%)PAo z)Sn{3^JV4=i4O%{cq#bw$v@o9^HWDP&5=+N3p%Cf`LBK*Or+~UKjxE&?S5zYG~YhI z!INfB{1X1~oD%%(&??Pt!Cd4KZcGM50Jm90A6g-Yo`u}gteXUWk3l!Bb5ZX}(F8T~ zN!t)icdBx3BG2}{e)4DIKkQr4HSXyBgZ}ozn7SKv;1Mq>X@{VGW86XefZh@LphNp` zorfLKURQZd$_@3r5toOh9sEAeIkwNh|8H07>km0<&_xJEy>LO__Fc%)ZDz!?Kpi?E zEm`=O<_uQ;LHzYP7iQ`21pHs|_yYZyJE7cF(Vzm|VbY0p>J;c^{B&HtZrw&4sR(k^ z1<s2+Rlrw_=bx;-)Sw9b-nu+$Zmw-Z*a=w?d(2SZJ=AvlbQwM=bgrY@9^i3*38hfr z9J$ctFb}B#FW>mt_vk$KNKV-9sByxa`q{)Vaom@H*+srrrS62=%iCh__h3)#g|@^k z@GeTn?U_$Q4{#&r3mKm+<{NHzskMS{xtGv!Z{Y;`Y-?6-bU0@jwJy^S@cl~p<7X^T zKg74KD0J4_6VnD^;+z!N*ZxD+Ao4Q&%@fmRZvV9>=0ZMDk|kObX9nKy>p0>}*le7l zx+f0)CY~dx74?X5BG1&EChn0CeWdeWYoaZaIU&3h^~Rs`THN{Y@v~qI_rGjU#79Q& zF~s|!t$$~G_8@%aE&3_~k^c;etEWCa!QSe;*(-y<Hw$k$>>HrtsFqvcp|b{0ETgvZ zTmXLj6J6H}&OoPQ@=@0he16!B?CF1d^wM5lj$0px-ton%biFwCpxg{r{f0Rjo&SC( zd*)&fwcbb(E%=9!0QON4^tF{%Qm)IYKzCB{O2i->x|bTecOzWj7sAVK?9Kt7<m$%u z2)do&Vku8*^k3cmCyu(lgN|@md}AdVbFuZxF*@KUt6NE!Jo&J1)QXdW5k4+{vMg6T z0-+}uquKw+7kh~l6jw#u(Vs6iqO+8PuG+16qbLnJv2>LK>Y~^m<@2Ab2kQ9zTT?q; z-h}=l!bngBb#ri+$|Z5^;qiLE9L;zG_el@)703^7*d--w&<A^QePMnQywLNikhV4G zdz8;f7F5~7e~x;r;Q{LB1C<*)htA`EFt6;SfUfOzz^|Vf_`2hhBvnh%@H>&Jq8=B< zzTX*Fr)+lUK_t9)E~Ea<TIGMcg7+I(KK=KIjsvms_t59%K<G2ZMK)eSA7uDmwl4+e z|H?d9*{p*LkxlBpvp)_xaQ?SXY>@Zcvdm_zQHMHG4>{?JxezZq1KkDm@Ej!q>XcCL z`@OzMMm&IChEBkpbRIZ5ktx<m4}Gle=)N+%=ddf9sS)6xc7(Gi9O^)vxaaZR<pg-e z(}TMiPNAMr4KaSofVkQ4apWT679aU3Iacuhy-{faBM+h5`6@<#@u)pPy;a3h4&F-R zO78Mg3HYdVmw#bG{y%?TFSZ}`wPpd+=pl0KQ~mWVl^OZ$$WHb1D)@XK-MHdhjGYM9 zH;?;FkXN{*_peK<LQi5Uwf`;fABD7*%RO4?nTyVczJVTPCFI!t3x@D1qb}yuSVcZL z#dz8hKD4?@gQ-4~&V<TMe#2Ve*2PoDViNnn+uggw;bee46*JFfH{WB9Q`v4S2G1$; zR^)#--T^<v(R>_-zDH{|UdR>r>vUmt>LPd$CRzu&_lcOVAd!^ukAM&S)$7YAbujlb zuMt+ZiutI?C;GFrIEN&iB^%%!S)SQ#e8qeLiTU#)e(>-K4pkZv&~@$!<<Z^%UXN$L zJd+6Bl)Fu5K(`=#e*Y}8{K7fNROXJ~XXi+KmWz?N6@dBWzFiHC+?d-D*`Roa_bRA< zmHaXAeX~Zoqao@+Lw{@8eQMYfYtPiL0v$`0+KMPA;$YIQx5-bKz-twiMhoIx^r_bW ze6k-po)4#Y{@UeEBpLcK>?6UwZ?9scM!Xy1pe`4X$2{pCG5T@5r?AO|!RgQNog}g3 zPglph-X&3?v9}I{BzI6c&u+~5{_44tKI%YB6DPI9+MrLq|JTMl4>)Hl@XS5j^L@>& zS2Tv97oaJF5)pZ+=&WuJ_@mBHn=J)>%)j&P?s$NEsW7^^+CB~bp=;lV8RP>GeHyWU z^P!4S23E|&@J)0!$}I9kogMk9(*~dGbNdDFgLrNse##xS9@tYfpek;FK8#so8Z*Ot z;PJv7_8*+i#87s<Y5x%R+k`*p`g9NHYWJ^S*_hk%bKPf9fah(UWz2dUyyLOsUUe@{ zxD!1t%H|Cr;87CSwo}0Gn%$I2c0s>?hWal_{z3FHH$#oat?UV2kv-g`s83F*l+39? z_qVAc*k_D6v}K7EoxC#+#HdHe$vc<+?LR18RmQ*Xeg19i74q=jA`(L@<VObPx~d0= zo1PPA9<{!NAIOdGFH^M<cje?c5)p^16z8TI;~a>ya{|gd(Cvn3<ZziGZ!^1aQH-3z z9L4r``|sB9F>-6_jPwNG`?J&MYNIW|@=C$wF@C>V7o7u#kUt~c^4Uef2k|I{y?lju zT^ii$M}G>sq5ob_?u1^z@>g`|cj&lIxc|_oF+$%^u)?~>%z?0RO`zyTocJ6ut`qsr zo?!GI9r4J9KJ%rqEIarJI%Dmz3Gn+Xg+4SK;Oi?sUaY>HfV@Dn_v0MuV{$TWPLU$$ ztu($mB!ef&<<~qeegpTDiaeM@4|{;({GI-6x)DaYGG~X-Kep<NH@B9+o{V#PdmH^x zw}iNv7(?eVmD?UAiMhr`od(Bj;LQK}Ugeq_V{gR8WWHhK>Et^)qUXSCtX*69J9Ps1 zFWA@gd=&hg$b!g*K0sH@OW_qGguMgH(R$x6gV)boF<()~=MeH=l5#=+TC(byY%t~$ zRHT?Ipktt5w3$6shPYrAopurZwg~E8LB=}tF>;*bO2NC^xcv@2I}P0=<D?|tJMcY% zffSP9>(`n+<%0r{KTJpdFg(Yeu7KA^e1Btpb8XZ3-2ix}lvgKZqp_Fbz&!!e0?du- zaa9+*M16i@&94@5;HF2i|EoRrM1RwT2r)6tGrv2z{#hP-L7g&$-{sj6UG4OIFOcV? zsh{7=Nk_j$p5FB?_T}o&3D=lFhh)7&FXVMB<|dbOcR%!XBqo}Y6>ZKVukjXK9PffI zo_qL}Kl%}}17&S&h<o>$daB?5!9593JFolFjmXv!3VeJG`vdcfe(&Cbub7jc#tRwD zomy%HrlW3i(o1T3hxpIevrSF8g7|Qkm02POdXGclPA^fvw;VNnwjVkLO3@3sHmI8~ z@-sSb`Z^GIId7byMV*l>n0nx&4C?pHOLyGyo;j|JzL|&KDKBbPJA=lZn0|a?-zE6> zJ-FZ3_qH5;>Dh|*!+TKY_kaB&$c8$=(P$<L_kO<imeg_Jt04DS;X>$_6g_u24QPRv z|6<6RiaK>P;G3CICHVf$&yRmF!`F6E=Fq=+0qaNJJVwAZ2fb-tI4dCUG}_n=pT>Ol z9NS?z^p&%-Utgz1-TvkK`OC(r6QxI1BqCD4`xG`k2;{RTs*8n%*giTEihOdWipVea zjcM0i!K1zk4@fQSf=}fss{<;SKTRlk@YVeW@P4#N=QhsM1udiWzlhVnt8L$w41kC6 z+HvR{_=Ts$o&09}zCuAsW_KH)Us|OS%b!MF_CxNTH1cWQjgp{Uh{tc=I_KnGL4QV6 z%G%oBjz|&_+##+C-;rbMwt{aEUw0GaZ9$luJ!ab+H37c?ipvH1-~qN)6_Z)HT?n#@ zw`z}2$6wW(w(LS&T&+5(dIaw?BlB{74*Y4Rw;T8D@q+)S>~ohOZtQnmNh<0`UbW2# z)_xl3K=f!Pkz2}O&dRLe*y9Q4w}#uYs^#H>x2w8nAKv4j>FcqzCG3sz)uUew`M1}{ zPBK2liMSuc=4Rsx{LT_$6}tm<P;I8+G0c@nD7G)S-E$x=R%vi_)7lb_Ia259Ix#=F zf0>o)wgcf|zV|7Kw;gf5n@Tkid>s9>-Z^XF-|Fo&&gK{Ji>ADy=Y16YzJyP2EM~E9 z>I0o<m>>EMYgz1Wh*yaN^mPTm72g<sDGZ|yqp<4T#|B*Ci#6~^;xOMq#`lvd8T#-E zs_FJ$;6?xQ7FEOC1S{#Y=TyKiWSnIuC-LtHVTGl42Iv<^^@z7kps$io8u}sz^DqUJ z*As@IJ0a&_?I}S2dERL#8U6AC;T>D$_?$EpiCvo8=<isKwD<x~PKmOmUd9};U)Dl$ zeKT;UeE6L&>flXkwLiNab|q*Nwtpwp*%Rk|wsOh%p*t(zNG)N-=PPd_31vnfW8BGN z1vn%2Qy5LgGU^g`x%;KypAS+9*#0+&JseVHsT-Jc(!a5=qhc92*wBpsm<rC}+PSye z4c5fZ)gLeD4kQ1j{_&iFu1Gw;{r)LgTY}^#No@e)q1?zHvLln2W3Kn3jzpbe^r3e> zU=insRO(V8;{1h^fwEfH-H9mv?7z0(vB$89HBBG@`f@vO9dh8Ji;ekQWYBlqd{fY3 z(*<8q)0MOwX5ixauMApsn9J>c99o6?q&%CNRU3G2pFkh2L?`ZXvEaRCGVtrEQmp*Q zYY(Jz=Z5`(H^)|fxA4NJx^^(POcy$iyP_j<CH91!=I=5UvwwRwR<4|N1pjdLh(I0* z@Kj~wr7$I&-%sZP&Y};HGV|Q(HS$3DX34P};FTL+*1D+Tpc66g4)Kn}oKO&1ofzWb zAC4iB8sI7iwXghf=yT+TxahTjr#i>@w>VABnV9xT&S*?R{w~qla+7o>KKbeWmEgng z?UPb^V+p!{?dKN^lCY<7)55%)-GQii{U}zo5YNwf)>k<b`rcPb@`2FLxvrY=Z{gkq z>0hpXg}4#S^&?-@0&}<Y;dS3yfcICG^$ZRHM^o^r9$LU&#@~i1M)>?br(8`F)e%?x z)gJM9V;<{co5>m*{0kgfTF?DPyf|f(-R1?oEf?)YMer7XzPg=f#n0I)ywmsVA^iGU zBWUhTLPumn`Iw3c{k`TQ>&L3dN1<;$zJsR=BafvTkp_PN=j7Mm+4p~XPBPgE-etat zA|HL1I?<~hcWH3`ysln9#|l6Ew_ka@V^EjybLyOzf&W<ftu5vQnA`N=eVEDye=k{~ zH4!=&B89Y=*9&=)CnWc^1I``g?&hmYRQ5!QLh1g`<Io-4v(6Sr-*a#|ig`>3a~I#v zUH+%Tx#{`ybfqiwm=`T5s0E?BllkuCV*=d&=K!@Gi3ibJti947VNbjj)1E&H9J7B) zz+2=$JU5xR^K(Y-1o`5llnbbXmbfWmINzb4BTIUn3Va63KD7%DxX*vrM6z9wM>sUB zlpMR^k5b5eVKD{yp63O3GXrqM>8|dl&~Z18I^Bv%20xG(SNb0Pw7Zw0-tI)7Wh+I= z%@upaP2O_RFmc%u484U>hrx3e^s<en0gqJ(sPow3ygZ=Spc6-*DwoOomQ|Q7@j;-C z+Ys+1=kALu9k=WVp@FX5_R#w%ADY@0rGd_SyilTx+k+T6TS4#WjD2VdgCoYMmmZy& zXx&1dKDeQr`dt=yuQWJr6nHhInVvNTJj#vDnUCLp0T+MKIlUr?ygq82C5m{){<6Yz z4e`ZYYBZ4TE&L^uqbl9|F$X<F7)M-#-s;RB;iO~m&o7y{Gy|P|lHaUq$pq%B@82pl ze}lTp+fL8}xRE_QyqX+w)qV7g8jC*S-J8r=jvV;C9a;=48nP$MDBBsFIl+q;hl|k; z+7mM8svo%{KDI9em!+L>A=3W5d~AdIk4nz&<l!mg3FfSMDZ~--BW~^2!2{m6|HyOo zGM<ag$57uw@Cy8=IxnODGhOj_Zo(9PXm!0AAAy5+9@m~dz=wT7jhnlx`t6A4Q_{wF zKRXbQ!^`C@!5_b}A#45*&!0BJ^R69m*<3>7N+i7v!E@70jcnVANO9-8y`RJdKCaUh zUf$?~jx4DD^R2M?MEUSF&U@=r#OHRz0q2<eo)jJEgYfzYOohQWz}ingSp&Mvs#((* zCe*L}$M$DMLEm^|(OFjmei=f+H==NU8TO1BpLlOi6pShiM!EyH3$A#WK<Bd1TI=x{ zd6V{OV-{Zn>VKMw(=*)I_Yx-9Hj@pWYPPI2s1<yZ&h3|RzL>9k&!5T-es_EKv*aRI z=z?qJmp2iYcy#K=J&*@~_B(9;NyB|)w6o3weo3G|YRUZ(_2NUX!gk=lhGv_u^~c~( zcg0qJ&>nr#-uF!Ze7a^%6yLQ*AFIZvmr@b9x95@lACE8g#DO|NyX%h}h^f7W*+OEN z2W$Ue>xlZ<wE98L{0rRgOVu-s?a*axNbzu@UcFDdwDHgjKKiq>dnSz0&#=%)8OQtr z)qi_TPDsKRV7uF3S{rzIa>zspb<;h$3w){7h~r8=CqAD-zxb{_y9W562UhyUJohnA zTQ|E$svNpgdv}G1aQyz?GH*_&xf8d92OalMB7d`ZDaX@c&&LDRYu~`n$<Pkdc!KX) zJzrW;j5uoOn8um%5dMF{PR<3;MXWvTy|9Y811f)6&1S@<L(lhH3spiVKU1wbiTBqw zXjbP6+~C=K#Fy+V_A@lT$rC@0xc>Cvk9@?_zapEC&pu$^^nUaHXBp^sCHqzL^*9r+ zw3@cu^U+_C5$+!aZeo-cTCwzlpS%=TPa<^I^r8L5tLm7injGks7W5z%*>0X+*R&xl zQgrE5Rj`+#B8@$|3jHm1(R&A!(0@8eLt2>VK>Tg0ZchX6A7DdMu{4Oh7og~uB?o<7 z>rdM)^!t+-pDo<|7eC(>^glp;7Cx8wD3%`irAsGa6LH~qpHb|1AnNv^>}O?&$7vTt z9h5#n_s{3cs>^9l(5Bw;vQ>fqgVC3xrKsm*!uFR{U|zsFy{3s@*^Z!Y(UCohx;$d@ z*RkoHI4_K!8ch_z!~P!4wt;@@*&FA0PXqXNv>o7e^G4rB<NAFw)L~LqUNi}j=m$`~ z3aPk;xdSnGpLF1kAtm$1OUP^9mA;`l!0jA+yw?TL$4_w<7JHElTzYpqmKuF1>OYwp z{i4VN`w#CO29LD&=Y*p)^wBGfYmLD?Zp21>8nqhYSx+lREXQf|=U?*7so<O*d-Ww^ z5xm9NjJM@3{C8ft(H-W&IPaB(<deW3=9FTJI(MK~FfqPFh5lB}pWq>7@H89`DLLdb zF^~T)D(XNu{Q6y7<`^oV*SW!%7xNdm_$&V{XW+}5Pt0FDL_NiycQr|&9`!=j9%t!l z_%W0E+eJ*F&f8UeND}i(+eC{Lixqq*>_qQ$C!$W_(K=Fd4)>?YM<`p+jnGX0F=`WG zOH8)b@I`4OUo71<SjF>=qSm&15a>wwFy}WHh=Y%~AaYy*{T_|5z9XI4@MDcIFEj*C z$S$yz{^=}u4rlT2jJTIhL5x{;c)m8?G29HOujWJiC<$NeX_=;Nd3G9lfCU%%r@+(o zD^D82g^<UL*}^__!bg!k*eeM4(JIpS!t%TWF?g?~fedxcQn0sp9^#YGEy2<gBbZAO z^4Jzx1%E*LhU73U`kGAV73Zxm=XgGP)t%0XI6G!fXUdBD#sB%*F5tIKrx<;5)Lpg- zWrLs4r}>kXws`v+`Z15U3I=XC6L;Dhjs7D=K2+)&+vARXI4>&=-UMJD<!&yI4b(f^ zQ}GPLs7H49E&VJzfP8X#e4bYTzEDDsYDf-4uj{AcEQWjgi9GB3D)31;pH=8RYV7Ot z?;K$!;MZ6@TD}`|=)3CuT&!K}2o@244?aKmvAxn2iLyjL<)(K-5b)P3qxQshC-fTb z{njh~&II=>t()t)(7!)9yjF_%lM-`BUI+c0-~b7)6x_>VPjUAR;5yGeEL3!K@Sh_w z8osg%d~ei6#ctf+RMKeXuUhbdWm3z|3B^3}0Y=9!mDnHt=$zkg_^ltitSj*v=Vrcx zjPaU*Ghz23?|`g`3lVrEWluHkW#_lPiZDKR;?adem3u;Mfm8UBZp6bkyEW}UU+C~W zUbzcf3Si!WrslxodiZAat;by2<4(}tO-T+7#r`;rjs}(|@Nq0%j60qT-PA36{@FFm zH}(bXV1RyrtB8a_iOYdVr$0A;ashFYmElJNJ>tQ{rGu@=BY$_u<>f5HkD%~}asjgw zVf-#v%&WtWXpZvC>q34J*HtPy{}THH!k?e_0goXmYFd$vJSounD?t8-BT=W|=X(Tw zyXL`ICnG-aY?TF?-P*Xn-%l8C^a8hp+&NGe37?t+hSBB7d$W>_n+|R0*Z8cdT^zR| zQh5{E-iJdcYau<;V}a*%;r78;23O*F!`Q|Wc!z<}G8%v2m!qYea#<G6#OK2S?_zPj z{jI&VUd7`3)lYm<$U;2vat-*{j{dSL^a<Cn_kmUMzhC>{EAyIf>l5O&LC>M&!?VDR z=QyGy5g*6PdPk)ck^i>~ijK{|H{d_g?rY!`Z#jyrXF0hMNtX0H9q1R-GM@L4%Xc77 z-)0kD8Unw4-?Pfy5_4aqwXKe|s0;OuAGjBc_rl5Feg^sOH;2`gXVB{hObMhXMM6)^ zeZ_edx*^H`bY~|J7q8?NF#dNPc>RXL$@+Om;<~SO!%5V2bomF{wYlLJ&P%0kihG!7 z8CSLG1{^{vOUt(ezk{2V$@ifLV31pWS3GMAfBYR2CWZDylX`_&C+gQN&Gca_9pD4r zBf0LPs5{peSMt!WWn_DJ+W|PBmWgr41@x2n^EsFuz<2KpAt^sGhyAa5T=~b!u)iYx zdrSXW_^}>VtFaeB+_E!f2*>__8nu8ACvku8PEFs>HgzE^q(-y_5YO03Ht#xifwzjZ z3r+qA9o`UM;p;uXa|3TxY|)SW`0MlG#=Gb*1?=E9ZN<MEu<Z;+-LqQK6{akXd5_x0 z;@EKP5A`cur65P%O4lxUY=Jp|+vTkt;6v)_TN(f9p2f7kMXFDLhi#UdE!piz1fGxz z=>TseY8Y0hhxpp0S@c7}!jZUnMQ+L}6FQ5Zvt5bk1ErjuGAKp<$Q9z=ak$ux(CC_t zf0BlMjeqJV`l`TV4cLuDp&sAR{#u+}2tT~jHD6Tu-H94@js;=72euZo6M=aCi*un| zX|kAOa`e}0sRM5?chV>jd}XjMJB5j!9r1`_yU_F)-q)RN$3naZr!{-Ev3SfuH?@!| z06+Myn|L^I*$~2H)nO;#&+*Ci{r*&O_|df`N!~!*B)aa_uWPyyk)p+a&H*<sM1L~A z6y!;i1uZU@RKU;1R#Tx}7P<`i(|0(Kcd1y*--_^pN9&jfHcUmIp*1}<g$sKwwjBEp z7q}6f-c?s$SzwO#V-w509hi^Y!{~Tf2RyHnF6}G$53sE#F)Fm856bjiIE@ncI-@>} zLkGIs5fa(xE$9qwWL5-#2L=vp9&mTXeibf*CCyrQ;=FFywPnm%UC!UIw+8PyD%w8O z4j+Nx{Dn8W^uY5l@#m_Hq0hJ;Ya0h$;Q2??HOYyHGm$}854oV9A*Eh*x)1ZiN)vJ7 z1mY}xHo3YH>WzISZ%Lb=htR$ms?G%*^JVd?!45m(B-bhT!XM}h*p^L^pg*!Qlg^&~ z75*V(v)ufT(Er+}sNC1=Ky2&G`Nj*`5<0<3K5uZIMZ+7&Ba1P=58><=OUyk#i82x; z;1~C;P4qZF^!|n(GG@@Lo~hNbSq85YuJgs)#|nAmQ5w~~gYeA|UzB^kYD4fYbF`L% zmoJ-5YM{iq`Lfkgv}Fcghhr-H(@_U*QD^8CmSW!j?80I=4gUR?ikv;o(1Vl|S3X96 zFPW@;-W9qxUA{&y$AeBpuT09d3;gh#vv$pEcXK43leh4!0k{8Pi}`ck(T%XVDi_W8 z!Is#PQ;`g$htA3Fd$xZQ@*+?D<}W$mmyzVxE7hpiCR}K1Ut{kd?+IyrHt^qmhJ)#; z=o^H_|M`W!Mplgusaud6aYWSO)*(^E$L#u8HT;?Wz_ZZ~_paK@DSg%-eKqN8?x~1( zY7_7I*T9o_hK{6vaX^15$n;pox()Hr(N!Sc6Fi7n#@&P?@Ijh*LYB3Kyfx@J8a9l0 z!Swv+I^r_7Oyur^z)9*2n=P+_Q*4jjaL5Nwe!J)UbQpL)b${RGdb~d_Ijz(*4&W7$ zqSz~a@Yi4IZtMq-*6$V>c|HuftG_)R@~FFf^rp6Npx!k4QV=18{F|6em|K{D&lNJ2 z`=_gL%E*_za1i}o#V3`T&|9eaC3G48!^2F!H$phz1GrW<C$i~|IweB&=t-Q{h>=K* zPpFq8kNAm-LC0TRv(kGOJkXQjnE>#jJVP?!|9twWAIGZ2qTh39WbonePvj9E9umz8 z^cCtid*snK$P_#9-%0STsvH4Nm(Y*;xwQXNGH|l9pwF-2SHL^7@5n63;AgU!?w558 zzJnooHJ`vcTz%dyx0eODlaBH5zkAj_LD3)h9CH$E;tv0zZb)3Xc;v-HoQq_25f<<q z$2<Pg=53%~kR_+R0bOZkrkH*#{2;ZmjQKmEgXur0(lY}7um2M7&S>OGGY_($Bk139 z&(yOkIyw;~qoxN&E<*p)Ie9e!IzIKj11$UCvyqxuvcOggy+Gwi(_B9AlQ+Lo2jcd! z$=oh;JQwFY!iw&J0}*E6<n&(;{EdIh%U`C!KGVna2^YAXh$F8w5BNfF<Jf&QaDJ~H zA-P&L6F&nU&|3R1cQSaizXRigxL2+Gv29V0f%EB@Jm^RM`BljXo0<a`<a;F80=Mo_ zV=u43?|**d`Pd75zL&$rGWStOp8FF0aOM#9Q)tYzHxuxCE4-3KO@TQti`O0h{Ce-I z_IHHf`D{n)3(>(Z%_mPl>0K<&kI%DJ)d5$+LWxA^3C@-Kb$LrS)a`;7J0G%x*E=!3 z*X|5(#WcgoUq^92wE5m}`oD*-y!!0zVBqJ_gB)?Od^k5r-xY>%u4NNPciu)kFfccu zeg*wrx<Q?SJ8(t-TZqU^7xXSB`V`vcz@hDXcJ-~nZ>F~1L<0Aj%|W*+7N0AT&$?l~ z5&N}-<224e5210=KZC~x{hG&b>{+1`d3Rm#Js<cUHlInw51+tqcQ)R3pux}oGHAv= zjQiowdu9N6;jyE#U{DM8Pxy~5+{EYai7LI^8ISy(r!~>qkGggD&bg@pTcVr3GN+gW z`QUPoUqA->_Cv7-1n`ah>5DOUt)Vkqsb13AiSuBR^j|vSlKJw^BYNfFF$CnVkM8y$ zQkMMURdAnPoKZOU;Vb-yGyKJ9-~%>b5V^UGew(^Ixug$pi?dp2(MB8Ir(3}*FT@cV z(%<zfxaScj`dW32@Do3uNx^>*{N0D17c)){#IAR{=Z+#C49EQP&N_iQ;(d4~_ZJ5u z$B6kr2l~U`cpRH{qaN7SjO)yEbSJ_qyEE>;03UML+u9xPdEoiGX+!J*nL1Q-mOLK5 zx$NTK-r)HRO!ra$E<qhy^0uok(49!pYhxd%z#I|%aJf5pNjEPC&jY8xXEB<31=!dV zoc2nmO&Z(?iBtpoY}B#ezp=ci4Fb>5HaN9=1HQyusyjmvZ{t~6t}Fb+e0#zE=FyX= zQ*7gHD>3h)5V@0?fg1Y)&YU{53LdL2)xqxUXZXiGcl;6e$(iswFL!DfeGO42gV#;) z1%KfB>O>v-=bk*wDGP1LcQrL@GvH5p37<vdRLtA0Jw5#p{X-Ms(+_?i-|r1D;*P-k zQWup>wduh*TlOwd8h0iHSN4;<lg9j^i%~%e8~mDgv+vsw0pIq^if0Oa({Y30qXkmX zFT_=7eaQr`s`fXn@*d_tB~7YMd%6<}9W0!io4{A6JYV#1K@TVN<GUhsnK4X({uj`v zTb<Qs6#)<5<+JAb$I6As-)p1FJc4;rjyZdm+rY2Qie_r450XM!tD1V@=fV<DyoCE5 zlj+v*tlWi2wzsmD0`K+L(<LvP2Yl3<J<=agr?qHaT2y60-_(YCuPrP1?Z=wa+`7;? z@amqUq(Pj!Y_<6M!!@F}jXYub0rU-&5__vrXMPB#h@(XOR5chEDzm}9=PTc}CbiMm zT)!13I*PeE^*n!X)aSS6^q%CPZ*swe{Cx&^62*fX7ixu|f8Me;`GUBd8~7|da~1lj z6N;_@P2jER-p>aCZ){fREM$Tg8*JjTW+s7dkNHQ(rHk;(&2Z;_bPUh?_|d9F<e4^a z9f8|;&z1FlGp}=P2v@VVwL5yik9)-4jX{5w7guM!l889ZE~D~qe)X+Fs_#zV%Tp~v zfpIU9cfYd67r>W<`+SbvH0nT|@8R5I_&i2DqH3-tsLN>n9M8o6FE24I97TP~xclOn zN5DZ9f3o&m3UeXO7Jh$RZs>x&PBH37UcyHtMbUe$19NZRLh=}^pnD;sdU@Cg{c?lM z+@Ia<gsFV?{$1J5M5C*#r#5iObhCLr>pQ$xy*jP-bezw}AA;>szjK$6OnmDBzyDT7 zFj^QqX!wAyz+K=odh*6m%!6(0c$zw*U{6dcWfv&w;9lNiPFu->{)<|-QtY=4p}}Ki zX@WX1$3Ra&Bpo`SNcmc-E6@+0psrg7zO$QR%VtLWQ~l3p;5~SlSrf*=M&x&%s}7q7 zFo#vSO6p^D2>U_a-nkTwuak49Rdq(*Ae$UEI}Cp4n0@}LJtJ`UDo^>BzrcZcE5j@3 zzhb$Iy3t!Z;>?p&Cl)!(b8*Ow4WsX{<j{30(H8x8RY|&sz*$6#+}W43*e~i^FPHWN z&vA#fmo7e^Ja0O0J^VD4&pH;l0f&^hzyE6Z5_!w~0A)DlPoD(@Jx~X3txib&IWr5r zlIr7IGb!+?3VcV)27W3;UPS%NKJdJ$vVo<yu=nz&1&PCD_;>R6&c#VUxBpCI#bDlz z2xC2Vf#ECW=N{}j{<YA7VErv|@eKO0jnDMUDFoohS?o4?34M;Ue=7!7@LbB`97bYM zuT_UFJ<!WQ|66D|IcFdC>Y4C8d}|G#mLlt}XgcV3K0Z9Kp^tp#Zz$}g0$%_h!yPJF zPDF7~gUf`a1L5#Kl$N9ve*4$cKI?pUCL%1h9RBScP`nhM)r&m8_?VTcA9?iHsW_hQ zq<?euPK%mc$kRirDO=!KrE3|FH=`fM^egM)c^>FA=3H#r!7H$+u0*X|g-<Y5(OitF zJ7MEk{)^!k_QLD$9iu9ME@4BO@)~$;%ca*zQ;Rl4iOIY5%c%30evo{Y!Ff17*&({g zg8S>l(6q(`-S56Fia$A+KRD?4ZUOnx;!)w`_yGsvjeLZ_e~JI}t}=Yp4Vc%trSjsk z4eDwUs$?(di4F!-Ymu8`uI1X-7EN6@Li%9Ve(}GUXS8Uyb~%TAJQCE-KT_e}y!a;P z@(|)dQ>@QX=z2eq9%UUOgCAOGq`;-e*qbX;ckBf(;>6(FmxbWfyj7JH4}$l9#JhKd z0X~?t)$z+8ryU4anWUa$$RnMyBYRc@fh%w5*RF#fW^)s*(Q$;1D^HSY5;_`j6|cL$ zYLWNHBd;y)KwX(S6v2Q#t=yYa)QrFt<z*rsYv6l!1$G&JLVnquv7Yk;-*=NZAhxd- zI`Qt%mZntTPTkCbO5o>(5ohZs7vTe9cR+qGGkBsOp<|+7FrO~i-P8%a|BtjrvD43i zYrD_H>72p-xbrb<(Y%Ncb@M;J??Ye7O(k^!@#Nmu!@`N3cn;&Uh9QOSgu9;nz@2T} z(;gCwT<nL?ai8JQs&XMzuG@8RBHq?3C%2cNo;Vv>_39wbN$x)VS*<}wqV|Gx#o2W1 zhiN-yLL~$r;^6UTtC{Fu&wslnMv3{-Yx&v9{m_kl-kA~$eZ<T>_s4}+><u-_sqccm zUuq=L&%_V>?TagODGcbtb4O(E+K2hSYh_X`mgozJRz$u)AC7{Ixwl*b^P6^52JXO1 z`80>upD<v4*=^@LrrYSN*#5dOh&)^vRVMqy33HX}zGDH%OI~&h^j*o&ZC-N_KEnvV zB3ffV#yreL(x0ty6~mk?1NVJxoU@jiS%%&4O>X(ZFZ~hqp3$P=f4yGdJMX67*bg1w zfeK&W8TfB%hR@dA?zST=sk?6~i$VwB)o}eI^4hp3Qy^oED{(qc>7D`beExE_gL5dJ zmwjx;6zbW_HkISf4bH@K<s-)e-h&Tsx0|2GJ?XH#wR9Bmi2opC^4$o;3*nSQ2DQMm z2EQ-lf(I8it+v$5f_`s3=R@#3bg<0tck=t-=X|JG6k3A+thxFFZ|L_jcgFaLA->!F zGF-i^1>Nzc9`)24;356vTfWFI?P1vs^WYhy%G!_gP=aTRp|ED6fRFZpOOpPGf68BL zMz7w14&DAtRlh9mtBI>qWe)srjICOp=6MjYyF|iS9@!Jk4*IMX{=jFIhSjkr5bvBX z{}f+vA+-CfHF5*ttNrXtZ2McxwOgN+u@?Y-ddNI1hI&H!;rNY8#HDCD`V(d^uvggV zt)pNZeE8qGar(W64xW>`rX761)^WQf<{ju?nAOnDqi%lCG$hP5g1r(C1fxHjf<LeQ zT~mR3?|1i)#6*e%VO8*BCnL_~*I!ENS9H*?{cXPUj?BM#n_5*KJf|g{^r3X{18xO( zZHgYlzr1LBL?7q6=uyL8R#xzsHytMX&STH4MX}!6Jofj!_|D;q{BKSdLM@|;c~kam zO%9xEjh}f2I}+gkqw?_j;S2xv_6VQ+d=>ZWep6lm>c`;E3_-UMSKTvgEz~`*r;n`f zn9qGYzh}j_@8jO>e5i7$AARV=YN12#YcPM$+x=#{6#rf3F4<qi`5tQ$<79F0ERK)5 zZ{X{nMz(%Bb{KuhL4SS^SJWFc&F^^g;J@>x)z7@jk=S?AXWV2PKB#_!rag$WlqdZ4 z8c^SNip6oZ1IMMth~2B6!W@#GEYC7<_afc>$NxDx5CX5P{tJ5rT;S#Oo(y`8FZ?fl z#DgEmJ(F8C6$V|Cc%bA6C+^d8&u1#u@VyynSBX}}KKME|Cz5FBcgno$9#X+y%Aw?p z7Wl&RRT(Q=!ES{837((dz9J4r(lQMxyAh+qT81>>|1}bi-4n-socy9ry3-pxjr6Si zoodYeM?CLt!gG8^rJC2w4WD63(}(hiYs-CG-OJF^eEZ2(@B}&}0XwCq(}<%J@p89s zwV>WVu_S!~dMTF6;*ZYaUYxe3FiO~q{eRBM*W7{E$6m~2#odH{oc-593e;Z{8Qgaj zQ13l@b@hRdoE_15A>;Ea;8Gbqa|<e*LwcFd1mzm^&mZ?sTL4Fh%`$&&-GmM&i0^cn zGx&9irl*RV!1sT@#2tR&0G#69zfFy~)E?f+yjjE(Ez`N73HWahB^6iiK!0P2LpGoh z`b{nOh0phJ4o5{C)t2#dDB3@4;(6%5Xt+EGJb3-_*#Xf>=;K}{OOCpruF%({D~iYb zWmyRGH2Tw@B@>)7!2?~(=8QNBT*k*tRCJ@i?CeWoX^(vHk?P(4ya@QP#-4lIGY&nX zYTU&)A03H@IWdMWJD{srlXKBU9x0s+{q*xV;t4w^nJ*pm%U5De6%pt4fBmL-bPD~n zh>(K^osn0MEm27FLzh>-C7_1<pqwfh`OymepKZ%%3wR0Eo{!hpxUi2g`4+P<;_)xu zv+P;;`dwmKN->C2y2C3ZD)_ofCEcM0$ZwSky6M`y?gU43Lm2H0_M=?%3^99({Z%Bn zZQAc~Zz!VOZSei2TfEbzjzG^TB6H3LxWkFppPB=EB~KTRz6y24-15<n#&Vp<@83VB zc^d)ukbWHT1}?F4Rp{skFUfj!KKivLd~&R^HO-W<7wv*i5`#MCa5J+#?SX%SBDS9V zK%PlUr+&<}f_-b+-lO8|&cq3^b4oNg@7Fy4lY5efeWPt<<mJe}T4~PdzY+hUn=6lY zlLJphY4;TCg2(c`5}=BE)zc!Y_Hi3L&FMTL-8}T$(lttJUO5n()xQe|Qc(w4ar#@F z!d?Y|r!QjEod}w^F-g|9@L_2he;xb^dqjlqJVBLA>?mdT@T<mtk0mCb9PsF8T$T4Y zCZPY-|H1kJ_@vf~tfR~&m@lWJdUXFj>Tr^SMjMjw_ucu5?2it3r>MAt-WmA$sg~=s z^{xb)h=GD7>TRbfKO5>>z~!s-mpu@#-sWA!0f(PP%p0|BJm&%;I^hW7%fm5Io}Xdp zx7vkXEJob)GWwyLjK1X9ZjMY^4fun*S!q21KXT=DivI1rh|dClsqNt>wIR4g8io4d zbn>>cryOt!pU|7~BFvdQ3(z5#z`ocf@xAwf!>Ab}#Js@sFAJaP<flOXKWFrV5BSkO z^Ns>#5qxmS{2CKb-+!s3J6!h7o_Mb#QAUcmEAsSe;4XP5VvT04l^^;z0W#OazQEC< zZOb-Hc9`46-T?X_Jg3~Gi50xB;m$xEN#tp1yOr&*59mAoF3Q0UQOr}jMtS3NE1Wsw zrpt;vcz-!|mCu2A+8Fn`8S&p*wX@I;dHY+CfAE=bd>-0J=0xOEP4YuO8o~Qjy0Gk* z0nUG?WZ-E!1OJet{*1Nw`cO|xA+`xOVzwxuU<3KjUoyX1199f=x%60Z)E&NgBD3-M zdsG8|JU9H89-S4GmTQJCf-C$|5EbS@cHiF}WQ+YMQO}28Vje~Co7RQVStrcV2H3Mf zci4J1>+Y7CJ#lreiuXS7Mf;>H8=W5b00v{-ZxP^=SXAD*qi<K^aC$Jk#GOd9xmK!+ zzW*p)^kVfr;AIMbwY^n#1ikRb+G5=M4{@bbZcOm~VYXoQ5JkORxyNSm4eHOq+p86) z!E5jJj#2uD!_!af@05YRtiP{X29+E15}E2(KcH`ShEo4E@cNm1{w#`2_Jl{rq;fj) zrlUaI^&3v$OAnVCd`8@{OY4>|qCtLi=MJG<L>>Bd*P`=&_!80>X*e?D{`lN_<q4kZ z;);*EkQ#Wc1ltz@(r!fbFsHT`^3?eBB>NcRScIPo=|$kpo<<#})MvN{{F4Rtg4l<k zKN~D~0(1Cp)OBQ0UshcyJH9B5Ie_^~1_!~L^-78ke4vLO%Dg76)e^q7+oz0-?&0$e zP?Bzc!u`ARh9&(W<}|G@v3i3SVNjqy<b#_y$V9UAxXg}VSDLqsME^;?L1Q)yy2TaB zvts<lxc|?;wFsdOl)F)v8jEuk?87fzEsMF?D9hJdC8!UiCo8$|dl+WF;JV`vAF{LY zU(<kZuW4EjDhI+(sODhtA^0DjQf8j<&;!0BwJfBicOeW-*e{h%B2GG-snh<8IfcTn zKj;w0R?NTr+^R=E^qk{z5aMt{FW=Jz=<~DhbJ~e}g7>pCYb|(+dzQL>`}S{VqKo%} zQo$bV6>(!RwZi*8Y1_-o37*2hy5b6}pFOdZb83kUeR_kuirk}2@T=UV$jScHiJ(xA zWitZ)b@Tfvcv=+i^XK%VZSd1)E$dA+Ex-qSqQAwA^QRwqIMQ+k^SnE4E>Cnj5RG4k zJC~oi5N(EI+x3+$#2xHSo&+x;Iefk1-~Qk*`?xxC@R$1%_j%MZyTk9*{%z(Q=4uU; zAJGVce`6UJ%Rs!8GSjV?<U{<b=3y`wfnU?uq})Xr_~QFT{&*D)T{w9Q<rkdi;Gs@J z5%0@SeV3%Q0Q%+HhMCGAu|Jq3rTj4)@R1$8ZH+y6kj$B5(T&jGRM;85)kZ(wtKGrq z5^#!7W`T|x=2+wOC>^Sy%iU(0o&St|A|#J<<rz_z@rH$;Vgm22yk1udp8abO=@S8* z6V7`)T#3l*^9g=`_5@>|`uXCLo(JxuEvNDfa5A&0{?Pnc_y)?33Cz`FpPBRV3=Q}I zr82p3k3WPyKH@I}4|vPxp);DAhY|0^lxlcc(7$=EJ^9(xiMSzqD76>!SaT`=h4}LU zzb+lQ(F6Q&@M>eo)(GA!U;4gFA<(I`(^BXNW8S#0x6U5ADq*Vw60w0cgo(&{%6kes zqR;o){Ur454h-rEYS5!kSP>o(<>5e3YnwSbf)BawX8SQL*Oho7^k=dHb+|R{Kojez zBeApTPtz&zMixu;$H<mYr+Xeq<~agAd7H?LHgNwe-|aiv(}>?KtK)j8E4k_<sRU8) z?OM+AOAEt2)sSU0`-c8lk5>0_^ryFHZ|v5&0)BIK<NHqo;4TKfce)D>#Fa?j{WLeR z_uk}v&mH8?w8D(}sxjc@%1X6w(5o`!&UZT1I}jgR75=urgRi+r&WRs~Y>BtV4n{k2 zp)2+A);tIPLbj)f?j`gxdYWX%TYq4_^=29UIefn)!LHN-PP~8Rj%asJ%&m8lT&96v zPEW8++AiSCCxt8xCFsAr-nb}Vm5X~N>af6q_rfc^S0(|xd{3@cyKg@FX}0+{NIKw) zHhq)v$p-Xoou?J}{(x@{6Wrx$YfA($2Ong7hWABhC$RxuS$e5H(*d}W?1`hI00(>r zvr<M5euhq4Rx5Uj0zOnR?<}VMFy|D$Fy#n5&2Ohc-lGN`h>g#BqZNFFQc|TxMBND= zRmCh<S$E>SXj_MM0QPxgg>t+CPMH36V`d0_S?g~<`MFfwh>^Q>r0>VzFZsFPRvF@7 z$)(^gCyzK10h8BmW`OrL_4-!#Fc0<hYpZYn<}A(!_o$Sh@0=jJCsslT^Am?9EG`$p zN9Om-+D7nVr>ko&)<EZy@vUjIa{>D{<fG0yBcC<4Bn7x3-wD%yy?AK@`|jg=9#X48 z_sUyvChk8MV&ttw@lNnggU&BQo0Z%M9)Gd}S8o6pd{eH`NW#xaHasT=e#$#NL+K^@ z@a2`wG;?g2C;j+>GzR?#%jVh5>M!Vb-2GWwf#35ubN0`0@bcL)6H(S8;9bvdwPJXl z*masM=r;PE0@Ys~WrDH)q-saTSKtD6(PM6tl&E)tC<EG9{^_arEz9G-zv7UZtP%oW zS~}_|2Oakx?;Vp-Ho##AijAa=(eJd8cYnMSbyu@#;X*QaA?K&AtmrpXr+(*~_5@$| z!E)su=0)%HCEr)g!W{d|;5Xiz`1w!2<ln~U4t-9^aM=v;y~IV45qV&Mn_-vb3+RSk z3X-_XqwhPs_;n8F(|DXhz3GM{F@N+`Nl+2+qW`g=Vryq2{BUL15cJ2k1~LWh3hqRi z_6Nas<eSIxt1gFw(T5Q^LOo&zUm=Swwevr4Zu~+w8F&$o)84+Gvw>gg?)%<nDd9I# zu;*glW#F<q#qAe!?FmCyU#~uP=;$XOP*O-hkCC4ew<8qqY2k|HC*Ys?&9ALO&=F)i zT@$m_av+9yd|EqI-3av^h50SGr^9)kn@N}lzoX3}BnAAD>5wwEbrt;NHWQ~6bO6DD z6Q>0+CzWsA97YAbPQz5iX=Ugkm%G39RWD(`{J2=IQ#SI0!%@cZFdJg#V&uek;CKaX z^6q&>oOk;4sTurzoo19J#uD>IjJfi|KcO4XsC@F23i(I!9>?xwH^L&StTqUGP|r_K zwzqb=5FLpL8WIesk8h81iy?0A`>0FAfw#Ckw>!Ae4*UJoZQh+k{O@a(GTx1SxxuB+ z=fajS|NdyxZS5%fzwTxy<`Cy-8@@EDHlZ(_V!n6)^ELcCO5f^HIuX}Br%5Am?pMn% zi1$8&e#qh)F9o>+AwJE`Gphi7F&Uk5BI+!O6MF)xq@9S{=Q~ci_h8PpL9Qtoc!qOO z@=q%CWAC%$iv={`<0@Y0UW0k$@X%;3jsfsiN7o7{&=1kMaO1m-81`-nUD;2XgZ}v~ z^#^=%PK2dzK3jnX{Cd{S1>L|iD$X(v2;=$i@Q58X*oFN8PfCi}z#n}NxGmb_0sfos zqKdD!GhwA>D{F&$cA3O$c-9DhT8c5*>p0&fBmWVn$lYPZKxV~)exZ$Mg!Hih=-3`e z$94-~{v`Isqf+SX4Xy5!#`HlyGQAv@!VaFM(VDc76Z%-=_ecG1VoqmZ%97L6nb@Bu z`kDg#%|?^vb{M@g@oZO9mn|p$6ci)caZZ2t(#`ythJMJk<}zO#>evHTe)+cGZ~eKw zWgXEEHSZ4oj<{Q{NM53i{*HZ{!5h1im~&H&Q!9k7#7FMwk)h|%2Ol2r{SMr6CgLdt zmnQrrQb)gKN1^X}flH+GICOH)eB>y{;4^lSw6O=iT8ZpFb(x9a!?H`}k!y*gYegr= zfd6ZLluJIU$DT;KAA*M^;Dfi%_S8A>rx`Er(2E{`U(6*p<*ozZPtJ*uCV*G@R&nuu zFMM(KKI<Q9p+KHHo2)I5y1iC#c`V`ze6LS8mql2)5{!GFAI-=?ykcg4zkt3P3)SM- z$5rqd8Yj1By0P!mhCbjJ<|^c+4o5sjJuRA_t>b+dIBEA$TaQP`hp8v$7r()`u}8w+ zqzJwdlcs6QrxC}^dW1yr9^%SgYIly|=RFxT=*N4ejQo`{unfIz)Wa(+z>oLHN*jvj zpeuXt=R)5J{cPJnkMs=Uui<UGoma6pgs$~X3JLs8HTo9|z<&<dXOfflx)CWIO1bNe z@bycIQOsbmBe?CuG9<4-m;F#;vIKn-HhEnY3u@@grH;qxox!<QXZ2661}?4B>!Jew zmRTBnE4LT;_I$w`CCqm`+IN>^LmqnAjr6uwGwg5KP7H19h0f~6zBemV*n9A7c_{+< zYdz|+!mns&^xfDz_M%U0b8P%z&=Pd6{MKo^vv59|{3HtY+Y`q5mBQyf;yIG+Rc2YR zC&&f;Wz50%S^D)FPebQmaI9p%7tYHq)#I^QopyvX-8j=J;DLKd&+NSM9zvR5+({Aw zKcOopvO@rUiPv41{HjssmMTeSRyh$@1AG_yf#=Ev#tzb#!ylt|i(LzK8JS6k!~p6} z(w}~j@1LTc_L}ljUqoN;%wHXoAveOy#`4zD-{2uAgT7MKW54W?mX@77sF!{!awu53 z6AoWn$%oy*%Rkb4Bcz4=JmsnWB*vbQYBX)DN8J?C@ov^K2X$S?e8aXO;#yyVDfI_8 zVq7;P^RtXQF}Z4?S`WOJef>29190d@@=HI`6zB^}pG`F2&zDQ_Jju_YvtBjl`i(do z(moWs)rI{#NqdDkpF$^HSht(c1-!BT9*G6;2qb^njw_*Gnsa8~&+Jhb;%mi=kG&t^ zKcaP|sNe|ZD$^z%_17H<4++!CCv)hR@xC-~<aZ_PN<wZr0cWx_54|ykezP{V>{#;> z_@!FMlYK|siF+BgVb1&Empa<fSJ;I<*Qfsk_vIpw{W{Sx3cR@XzTz<p-p85Q{>8Rs z;9<|l?6SBQuiiwd%pm?grf|&~)5SR|v-?VO1^zso7M06*|5uFue0St<AR1O4TGPxy zmqO9;=Z-e!e_eJzazUJOY;L=F5_OKZu&2&G0{+bt5y~ggH~BH<Wq#5N`xI@=LerE{ zZz#n787P1+Oy-Axv&hqY9g?R7kl*Td)Sco$+!waa(sthi{TKzUj-Da>AT+=2zaNM9 zp<-Tr3c4F}7(w1eo%%mT*By`L9!ImH%#4tcj6_x`iAt0iqFh^9+3TewtBkVC$jqn^ zvXhzd*sDlHMk*`GC{a<kr@!u}+r7N+^Zb6_anAXkFE=maY8Cj4?4_ijHD2H+5~ti^ zkZ&KPsrpI2#r&lOe6Q;qh~=<(8)gC2y_OdW&Gf*NpD;dp0_W7PN-5yWe$3<O^c8;q zUKrwh=zSmh4_)TFx5|`(hn-l|dJ0_mK+LeZF!;N|miSN3otPuvJ0xP0jD3I!<D}i< znD;$mS||rUk8NDF$0EX@|G2DR{b1FOsMyukb}bG2MG3FofmHY#tQj;7A#V&vXl<-} zK<`}qQae8p^-^)%4zCIDVy_-54jN$pfuf1J65{k(9qQ<R`(##^%ME!Hp%1>~cQRfU zc<5bPIgU2)fFF34gd(A{)uGQ{gFa<OnmG2A9{Z>jts8yu=i9bZA?Ge)zBOn4)F~+v zL3!gqiY@B4Ac3uP@|V~XuJC~773%B}A>~I_TKN3p%^#|tK=<e3GZzW|Mst>>|NbxZ zMS~IA$84Ml5#7lJ))e#+?{A*l2VKQm@l$KoxL<7w!&PeFKOPrqC?18*)~Wr<NvHEy zi8~p&>fE_5M7z|ghy?mF3y+Y_aNGk2uhhuT&_PK0Uh1<bgMR1uo5$}*u<zifQ)z!H ziD>m@krz6Ry%3(lHc|NhXCHWI=X9g4`u6rzsf;@@nviI0@(6vvD}kEUThP&qowY1Z zgN}dO8M$2ar+r3=iJYdGvzaeH7n0#X*j#?75)Z!cLY-O7Cr$JNKiCiGN81x0L>caU z0PZ$ed2>ty`_U|Bn7mE#-?fA=cHF6VB3x%mN8(hW#|={7w=Efd5XUpv|Lr>*m_BpB z!@~x9jKa7^@cblBx*D4wa3N?l3oMW0KD}BPhz!D9+EmJD%Q!pY;OJMQ6cZ9*WW6%P z+T=_;xvW#zTMXZm%W>8%(1%xw>-v(gXJCshBH<ozO>OZjsX5?N_(Ru9;t=O_?<I9L zpnf=M@t!+02m7p!Zne)|ClQ+U)AxpGk$>NHM`r;KFU|Vq@z4MCV)pB;74UW;{AHhx zpgt$fX6C$kh&uRPQJ=|W;Mv7u<{99xOMiOWMWU{$GdXw9zy<Tp{)b-Z;XV&osrj7S zhCSe^Vt3BseU!>Oy2d=f{AR7DJe@Ig6O<erf#AtSZ1^8~qCV`uX*uMExRKs<EFm5` z5V|hK$bbLcqr0Q$-M2ya>OgH2?*u<HQB%dKFAhY`R#69+G|v6`Jfcb3f!Ohclg9{i z4SSEirS_bFk9Fzdpq3@-->ZyWpU%4y9kUM#u3y1C?#vUn&~O(b;JB&C+ahOz%Wz3y z!_}QoXvuS@0$y-=N1pa!VeDbLsOa95177|7*SY=c;7<d!+r1XSyJj}&ry>8OHEFJJ zP`ML4E<6M08C;1+x)l9I!NA$Y!x#l4F^6=9M^dZ^=jDj?p9vn!C-Pb)zW|S+UHFKW zX%Kq=uAAOhL;ZW1n&xpA@E6Xshsp}*-+Y}^^7deEz_jy&!il%Yb8Qz5{^8ZGnU~x0 zF;CK+_51vhJD7`CeVMWyJarb;&&S7aIRHmgdaL}^ju_9|apQ+1zV8c`P5oQY-;`E8 zcSl{L*KQ#*1s;Kh6f#YX_^DkM%YJLlk>GRxvh&qd#9xEOMmBZ$0Ua>tEH49YZe}s@ z9(|hUp`G$nn3sRV*pV0s{l`qA-HRL3&{gxg?D9ihcqiSGvkCo8^#X0ID&obi4$~|O z@YDroa>Os--;<ts9$pW^yt~|8|Ci7o>g3D))oK9_u9|uO0dU9_tw)BUsN+v>xz)*s zV1L-)2DxVl@DK-w>qD69ckiejeTx3f*_@~D=nvGv8;P7xkk5Gh7&X4G;lBLUwa$g^ zS+)gh-H<obxD+x3njMH?RTJeKh<BEI=!lPhT?wD7E59sPv6pmjV1joC;*hF>Jtc57 z+X1;gfAqsyrORjXw9%(rdQiX*eTjFJDVMqq_>HH04=<2G&z3OrzT^GBJuhz?Z`>jg zt89+T&fb{sT=G!xMn69rw7ILO5PPKj|4{tH6=H=XDR1Ka)b3K`7e0->-kU#~9>xL( z`x9Hki1SD%V0HCikUeqnX|gxT3I4ToY<p<YFWfC~v+Y`OBH9E+w^kK^69-LQA_Goz zG-F@56!N>{x1IoXQ|P3veEkHsV-LZYy`yRY^k3N@hOX6OpO-E9Mb?ivr^kP2vm)M{ z`l9>aBjCK+@ABU*;C?WW>X*8}Unm$Z?k|RJgYrseY~*h23t`@3Tn3+6uHkh$hZ{PG z>&Gv!ctLlO;AwA+K6~`)r5Db(;k!EbBk478y1ed{o<;PJlW#YTTpaQK^exq$ab6^| zfAT&r1Fu{<r%viZAKb~uK2m|X@2hiSG`hgcMyi`VfY(Ysn!iU{2G44B>>)D+{9i+* z#r4JPiQMyvK|L?v$I_hN`w6;@fbjC*M%+KC!y4P-&~Jt%h>cjV+7nemr-aKFFdxX1 zk<}InpJ9{X2YDs%V|VwUO93BocXO}l>sCAB0K0@_@&I&84jW&SfY)AWpSHUB61Y@u zlcObkvi>}v3w?JNI8fsFj}q)nr{U;)Ok)hcz-8n8KQrtJv4FCfTmH}w4X?U+0>AI= z3wv?(E$&79)l=bk9{$@01h3%lNzMHatkAFV>=|eKH04M{leEZAqF&)5y%^RL#J+9T z%=D*=z{~yn-%^Y~pQJgeq&*J)gg*ME)=A)$)!&w>k{k&e9mizPZ|K*QepAw;F4)Of z`!Kc=`h{qx)(}~Ie+RCkUqbLb`9f))m*L!)cpIDGJeO-&+1QH0w?y1_cm;j4Nx`dD z<uLfJix_MR#C!)yZin!0@W}F{_aQXA_5}IK)6y3{VLpDR?Z{LniSWyH3gyefyl;d= zQsH&fsgk}`vZ&jAZb(NQZ6p!>i+9uWppW45{k)=Z0&_wgo$riCFqZ;nGyz8F3c`IJ zDC7eFcoKTB|1<d0WyAQ(=-ZgefBOCh{b_z{(aUf_M?zzD`QeS1$P0hW%!B?yrzFiB z-Ky_EP$@>0JE31vt0f;>jRLNxJk+3b82!}zwm)g$d*5DNwbt?hF56A>tC<(R4+lIS z>z{?rf%A#`?IwGIDs)b6!V2{#uTxqz>NpC%&|D!yXM*CTn6$(J^h;(ZIt690&+yt& zL0e7eD%*FJXEtJQjQMBUT_k%#RFA{<@Er6D+1{Pkha8DtCI)x)^0BWnEJs-kKBHeF zj0Rsipg#6$i+4(bj$>9)y~PE7(gCuQJuC1lKJmFY7j>Up@7KlEDELKNwz6MD{XNo@ z67>ds`9YE4E9ZiNH`fVSoI!jrnJ9`Z5(h3^cXuBHbVXi)4>Kel!|zp!#-YCv{eXe- z4khSl=nos@hlXGuNY8m$2JlG^T7}m+!2>RO&Gn@EL9cq7gK^_D_>)@JyXNAUpLumq zZ>9=99QM2BPh5ijS*`RbKkBVko~PUE;E%G)X+-jQBJ`EywVPWaF2ruvlkx|h!J8(t z8hy~lKHl55e)P~&6?`+^T1EY4YR2lGdJcXPzbeN?U!bmJ6*?O`fV@LDS6C|sUz*0E zbdOo!mJy|kH-Iy*JCkXUp}$(DpuA68>_~J=iOSHS&R=Jh=r97$8tjpvavJBju*HH+ z4&Q@`_R<kc<W-R`qT{d7*D|)V%ht;P?+Op)cm6~oipv;>HjiRo(!CQQ1wz>CTCG_% zrG<ExbntA!cklobW3~HfTnO>4_|$&r$J*7oXT=b2pN({6tf8;hewMas{}c60Uz7Wo zF6zp-<O@l~$b(~MG-@2cL+cNYowP>(S3h=EuN`<*Y+BxL=oOA?Fh0;<Li}8`w9UZx z;FEtV&Z3X`Tl&8Fa&GJ~yb`bLum+v}tDLMl)LGdPv4YH~%f5dMqu<;`B4QiTb&n%o zeEv4Um+%VnY8MXVvjL}7$um%@NX1^)_*AN&z(K^DoQg%`T!@A$h8T9}njFV3^fw;B zey3(lR@2{zr}KZB`03&A=X0m@iV}Fq?guw?IGl(b_pLG%z-#slsg)k10ncgq_PsO> z_|LO9erQrcXZB1tJq-KKXycbIo<V*&82DqD&IWaPnb9JJF5b)M*rq$Sn9~rbFuVQ; zevDENl%0V)&;PEYUAzPRMAebs4(H%wl~UM737q3fri)1+e(uXC$0hR~7x-XC+tFOd zp2zRSrcL-gkBP)9aRZoN@BeMi3w?l`?!-z(HuyXCn5ZugNW|iRSeJYpbO+VnWh#QO z=a--Av?B7#v0CA4SuW7yUfoH(v<N?h^`<7RdFUkM7s*PMun#-o{#ZWvUV|{#zY(JF zZJ1e0jt1_W(Hzjag}8Z9v5suyA^aw)-3&B5F`vt5Bfc&G{d=YOE+GfZ+nD9#vZDS! zD$1lUfccv`2jQn5Q3v%L(bNwGzDKo#T~f*wJh@MkhB4}%0++i3w@|lH&yA&+8{+vZ z3dhT#{t6a8#d`*Rnn@zx=V$THVw&qC+z*gf57R1KQi0#`&-?-%^rPN&($~J?`54sk zEO-Jxy>xF$D(;aj;e7A0+m3eli9I^(bsqDfDj)S{0@{G{^Tl*{S~?M0ojKGh_Tc$< zQ;QA4Z_ISLyV8gU{zE0b4@3$0bBjOin+*n^=;NpQ9y|tp!$6+dQRu2KHBKmBaUvcc z+D^%K3;p0ivq|$f@X5A{d`I*}<|ivWKZDoteI0eg8h!tuzpcftzJEG)r;pP|;750~ z__Zza>?TL#4V_@jAH2`H{2h4eb%}}IHRvTi%)F<sKIBe(-0|^rL^tx!tgsbrrvtG> z6Ft0p6nsJPN?gq`;Nro*+-C95&%%3Zg1uY_jf~Ofyi3@J>u|w)tOb4LZsvXo)CX0| z*AFXjV6VW;Ce!2=p8Ie-%SC0xbsiEQC;T(yZnuXigCD)GBQ4<&<3ha8y%Tc>_xr{# z@@9%?=&5xN%im6h-p6j(yR!;&J+JS3t11Jh>6m`R2tI0xtm@Yz#JxRX3QKI-*q7lF zXh{KIv#ot=Ohe=jMEbt1UbdYi;)b5R={MA4iza!&@;iX5Kds0bm;!I&a8RN4GxmTr zPx|#@zA(7^`&{o+_{6K(O?#h$p3%#~?-u;u>xVfx=Fz9K>+_30s|L=@b1>yqIEi5D zVyHcf_Zj8)Wk2N)=x;g=tNFoaIG2*0SceWJ){{(U@trH-@AE*G9C(7ZvEX56;C%Ok zcf_QS90@-q?dP>}h+CWyTI)gZ>m85DutUCDHHh2dVuU~9yRuJ<@K^6S>%BbZjd^>~ ziT65}p}S&Ee4fJZPP7%ZS{MPhD_*&<=MnOc^J&wQ0pNW;pO}s|L>_c6e6eF2@UcW) z?NDLl=QpkPz4vgBL&V<P-+_5JLs#YFr?Q=iNNE<{>+mn0dDShbGzEU_)rj#!<oh)- znNMYiyKLv#q#I)3L(0f~qJ<GSE)AE7F^dzStCmc=iF>sp)FAv3aLK`y?Ib^8H{uJ$ zW>iWHc>Cd}8Ql-y$21xF-oo~u&+qG*3wX{&OcA~@;JqXES(ceWZ{zxAfT922=hUt> zlyXDA(C&0|`VVwZe|734@|_4Va)D32z>5~_|I`*Et_9yS3w@4$Nmq@px@81&myZt0 zCb_y0qA%G#_z%Kg`EK3;V|na<3Ub~uk41kq|9L%|89a04=Nwk_*RFDLEZdFX6Hv!o z^eGCsR&e5#X2jLWIu7TpYw%+fx%o5K9=g^0%)9^N0{%V|o866gz0~l@mJ|todBEb8 z0Dk|d(zT6Le$+|xYzYm(tAFNNTQefQ2ejof97I1%LwEIw!BfmJ*yx7wB42q&weveW zK)-cZL%sq1cJxb6ix0@Vs+oy&VnNVT(9}^^__z{dCAme~OqheR`|IR@b5H&()2#&O zh{uQG@WW>4M~2^?wnSfg<YgO^<!|U|G?U*B$wFTo@#LfSGx+#iJ5^K<oraBZmkY;v z;H)#H>EqzP7DgXm*au#FLtS%^FY;!{*+_*<;7rn$d(UUFLjT^U!m@@smcE@nb`dzy z_M-C!!(2{8`s2UUF1W8mo=4JW)P2oAZ$zH}P8q$%>?ejeL1mJ+e&`2u02NPO1XDQ? z+kYBFTTQ@+%_Hq_-A=?Op6s|BI_O%G|6b;DLH`aXo)rfY!NaseiwgXPLFL;k8N=9X zmNLcSF^GAU1UbGs;B2j0GYRrPp+EkSD=`cFsyvSR7H1mjYVWp{4-+oLx1-fXy+z=a z{SLK1QiC4m>|e^tPw1nqogRObArZUsj?3gWA%1;3@pQxtew6vSW#+&I)>3Xu-^f6} z)|$~_fcYak%hC04;1VUlrR*-?ujl`6&@a{55i!@(?KUZ#2p`@_TlFyPZO(}j{LF~& zd0Ohk*8$*x{;8*DX;80y>iHOtx-2{S&zu_Set%B2cexDqgl{cnt3CJtBW9{_@+{zt zN1_c_an2R?z9;Sicg|BBtT4fOdg^Ah!Xj)>_|&c39}9yo&&Pq8bzRg!*IOK(ce)Y{ zvUbNV<J_v-Fy+0&d;7NMM{P9vp7l6arCRg>w{#MHgK!T$D>jsa!!Zw(WSaNQ)S2iI z=qICx4sj%xqn)?Lok)<mB;||zpuQ(%l0aTa^vcB2c<^^@-9`^Nfn&T)JkqFwx^`Jn zCu}?FHchhfr&1n-C{s^_G9&gOSm{`Q1l}6-m}<SV7QQRXf?@K7u0+_0l$Uy#r)49* zoX*IOxsATQqBCEyXKhS6-A%-i=)4(fr!)_Ld@H_>kIPUO4aA<>0<KXW`PN+>x(bGL z<5MmD*gIJ|bDIt4uQ~2W&2QkaAzb-3?C?4Kk!bqP2e^>0#C_UPGUSQiddt27_}sSS zkA7^0PPA;ahJoIZ$TT_gTy_<{juo?Q@{b*fDW2!&t9QV!e(Vl6A&xmn)^)C^S0v(x zE=Bk^;DF|S8wbDJfuAxUD=F%>A$p`gjO~EVxMQ_ZtiIWe$YeXb$*qe$2hBDlEjQ?b z*d)K#LKh)4N#gZIU)v@X_Iw(8u81Zj+u|DN>2h|lJOkc5TGTv5iQlghB0%*L^?Z>z z!^+YP_<mN_QEY*i7(b!Wkgsn~TzeI=KN$Vbz5r3aMes27Ha>OMS4qV1^Go4RbD$fc zeq-T=IDPeqTh8fr#NUL-H<QrEcxX8Z<RK4jODx)Bb07YNlS-846qx5LxsqnQ1M{+x zP5B0^z_ZQ>s#l?|^NKfSlGMk0v8K5h1sugwy2Z5%`Rh2VEOP;LNA3~ARL9k!YmBYo zR*}WLd}g2RLlXx=@1S{xFzOLL;aPs|7VI~(pcWWF9;&foOrLw>NbJqpw@XP9^+vSn z*};<zMDR8Nh8q&-LoC;m?x2r+C^%}X<A}Mdk1KO7$a_;K{u_SQU_<Ozcs=$Vytnpg zYR82az;SfHGQPuJfVbn;y}_7A;4f)pjbcDQ%hPQ85PB&67^YQu1?*`#;>5OwycQm{ zpDGk{8GLzO4`;F0?xyj!;OI{5ch+Nin%Qj+AFdabq($I#>U>o?g7AHFy|d|vxJj=3 z@<AE!_0zNr*J<m3PnbP6=w1Szv+EoE3_13A+*e@!H`l=_es8G53_ev9kF4^Tu>Yg? zU7ri`{BU2w-XAr<eXfh`kVW2EtxQsnM_oRsbbu%5f*YX_%$%?nxaRg=N-7`V!W?R| zUD>GPqf(Rf?~*wXp$YFV9YGz-KXt~37WIuB=RS|TI>aS^Z5p~+)CFbRL#2QtEgoev z&(!=k*CWhx;~ado=)D*(Aa0aw#@Qaho}^3#-snaASuy1Ggf}bv6~(s+#UtO&oLJ7h zih3y1acGPT{Vjb#=ECG%;DXB+y2w?XiECH)n#7HPhqyH`XF862`7CWCLIL=qxKptY zaK3u?{)=ajr|i6s#(!AA+=R*5^&ffQ$u~rv+if`!2b%snB)-jw_~`U$Ws@B`z{OHq zU-*6WeD2oW>ES>`CD8Q==);er$We)U6~5uwGY2WQLnjvFIOqc0Ew^f}@9j<CB)0Fn zl%c=b<dsU21;5}O)@}F{b>6jeRZ0I9V=tg<;e{#O>(`6tLh7Oaa6Z&<Lj?EcwJoQQ za+f`ETJlY&+ihFoteEn!;4bL?J8IPLR)PQE3D7Cw!JLwTJKw#_z_Wba{uBY9vGrLz zG!5NZoZDSj@w3>AdbY$y^Q#ka_};p>w+isb8GDDX)bNY@dB3gWE^rQ;@~8Q2;7Kh1 zlNAj`zgd=E`vQFLEM<CxSvu<JG@0DX=w~(p#b>?&Cow!2bJGLo+UiWBr7ipi`2)mS zMS!=z*r?*8n*~1Z`B$GDx(4+*6&=%M@MQtXf)t3`hGS)KJeQ!adlF<7g*fsqRrSx& zLHKG{KRc+u8_#z>)7I-M^lDXFn>FaCo;g~Qsxb%j+r&M92YA^0Wv0M)h)bQb#a~{7 z2me*h{hmPs_5D}`ca$0O>e-i^-M2A6!&hc&hwrhW*ef;$-g48gbZZgk@7rhTuyLHv z{g*0e8-Qm_^Ns{Ye!+XD`7J)10)O_$TY8ViQQz&XZ7oFH<V}1mq6*$G&Gp-|BoFil zf2vnGQD0r`5_#bUotNr|6Gxa)pR1paUf7tzKE*hjiv{WMwJ2udr{M=4Gm}J9tcJNE zi7T4FV&GFc6jL4npSPuJI`ZEy0q?XoAciS{3yU2-mEVVcsJdLPdkwtdkP2s?B5*rx zX8K9&NtAffyDI~D5wpAD*gnML#x!Xs?Rf0XjCf?2_7r^Zf2!Vl?s^cG7Q#opZaWjw zT?;I2&}r75a;+70f`5`zzVBfV)M=XDaaa7|+pzS&-WYX4!ms1;E#RqEIREpSjK-XU zX<r&A8}P-bkT=Yln5WR%9F75A*s@>bW~v;CFl(-7p6iEx*(3hNH|UoFyPZ3aqpnQ< zvZuoW^8;VhjK>FZp>xvWQcyGmUuebI_m6)$A6^|lBZax*gDulb`*7db-msO_BhS<* zHU1ulZ)>TJ@Ya2ILQYHS`YSH@LXO!}j)AW|sb$YU*Mxp!UQ#|t&7Gk7X1VY94)`Fr z*te?0Ag`9hlzIxo=TkB{>mYE-PU`8oo9>vuc}(@6S}W$B{MU>RZO44zq2&E(s3YX+ z`5O15j+H7G5_J}ae!;H7G9CTJ=={{i54^veZHz*zH<8~2eGBOkU-(#>4$ymHkEq$n zRxS$YW(D5_j9%~{j^wChURQD=0{SC!dHWoRmeWseyEq_D>g^kq`|C)sh_JVnVGiX| zMm2xQVff)IuU9$%-)WY(R#Qs`y<go+2~E`fsd_aRR~+H98udH=-+lNK6yJA02Xi4N zg)#@hbCTOHIQ1_$5Nwl8n>kIuf5g+hU$J0+vHw==Wl!kVkFzAx3%C<*RxIP^us`aZ zy0Gi^Y4m;N<(_9vu>USlzWL^qJF%R9zSI-v+>)1T?F%RTxs4|FeB9$sq)nDA<~_&x z8x6HRn1lQB`NfP8=5+ZJ`Ue=7G4B^D#JSJ`owdsKe&0qrqDrx(wi9)c|C6-2+(6v( z5ALl^c>fd2*9PpwfWJ<5>X!w$6Be(i!&PuErpQlRwnIFO_Wb?VCJuZ^gw1_f5_~K% z2=)NH$Q{wyp7+o-8K(r3rVoL~{qK>rH++0|zB~JXuK@ASCdln*8TinNMs^p>C3AO* zU8ci*Ql8x9o%jYklPmA?0_xS*1;IWy(YN%-pG><F4IX*fc0lVc=7DeD^YH*r!d3iw zBpN!f+18=E;|HKaH7<^&177a2)n)uT8opL>TNkw8pPPI7K6&C@%&+OHSZ8;jPwNQT z%?MrajdZgY?s4Gd#ghW(fQ#(m6Nnsoi8))+<Y57S_~ww$+_bu9PpHQft-$(&@I7?g z+~f^(vwpEl9Z&5D*HaIw*Z;$LmHvA`C?0bP9T(jme#ZIuE!kPFhxuEDBbVyWVNP83 zN0N#G{JZ5vo5i#d*Kcv!IpIC{57lZ?A)j9s<yO=OuDNKe8@IB}f$07kV5csFKE~NG zp&oc+oou40C%(T(`ZZT=YDZ%7W4_lI=K0*aBf^dZyAa=BUPu(f{h`vQikAextz|H^ z`-BkmthZ)qB1i3s=g+nqDIawpRH?4!eMLWCVSRJ&ZhXJi4jby{zg*yB6!!MYPwcq~ z<xJoD1bla5I3WS=ttP|M|I8n}F9}oaqlU=yzgz!um;jfq588}{zT%$t7b?mb?91V) z*)5EH5nm;2w8GY*kMV7l_CtOBu9!>e^DgXvT-&fJ+6Ep*Z^Ys`aGCjj)@5zrHhM00 zUq{hbQMWWR&tr~azf#DmPAPP%_j=7ffcMER{174`4ZQND`Tkuua9;ncec*XYLO$kh z{DV09o9A8NZv4JDfy}9_Oz0_MYwqt#1pd0W*&)mszO4b1^uGAKKOb+eSVO-5x|35} z4S8B*{p_>zf|zg6JL69cJZXn(WlGfybe6H}Ly9culao0qp7(<HWcx)ILv2SeZ2erE zhCY#Ble+X3&i#K=tXgcwh|hsJA9Y!Pd*|;-G=sjj@bZn#E<DG|>w`w~*@&0>nD4B> z|7NmPa<azKnfUVSu0k7dJhG|s&`CU>)K%GWX5gHJ_Tumu{EX?;-%=YwkLSjwUuo>= zL|kk5Eujt`bXbVy>mu@Y?7o%05S%Y3XHxlX3d}8gSYCBNJv1WF+2LY_{WfbXVP7#1 zW<eV<^-ou6r*~g(gB&>HQmT&d9q_y(0t(ismn4<mdW8X}S-s4E{nvlMm1%;izCDGn z6uU43l>vD6Yj58cCjl>J-$*!%b0^1|P1^xnV8Lq5KQRS<FkKQazbXJnRnO_QN<iy% zxttV(di|y6w-Yy@16!7`c+@I^y#mzMduEm}m%mt{dbtw6FW^FS>n7&k7z4|-<e`&k zkt6%Jmxr}gc!8-Gyck24!XD(g!uw^#(csTIS(!Lyjc|?~3uYF;yQMNeaqB_7R`w^6 zWv2l0B-=vCHN=lRoq%&rxW9VbMyYYACk<ug{@dpXT_BgBT*s_CaNqsp^uh3>FnBb* z%#8g3Lo~g&;Zqp<U~(HH18}Z$YCg0Txc4`kxtq~1C=7S{eF0Axd8E2vKpk_u-5S<* zVh+S3)ydn+s52M?K4}=x0+*2DsgVi+z8?Hl$P@K&K6(C}pfP;OIDXf3UV}gFvu#cc zywFXMHnQ`*5s!n&>hA#GA(wfhco=-@MW>XTeY)7Y)%08Ii5&3I2_Xw1ydT<U=cQM4 zpucdF?iNHpBGam--|-zf`0q)&^vuv{47#YjMt`>+b8H9Q*uOoU`^D==!FN156Hhf| zPb{;iBwlNWzuFz+=yKp|&nL<5(@mhBy59D>74;4Ghn2yEtMHXvHlr{vbtb+FaCQkp zpWx7NlWtG}`q71@MqcD0+sC)uWKb84?D8($?1s-#Txjm=?a*(BMSb8Z#@@f?7XQMt z@B<p?W7h&NE^755!W#XOCNunX%z!JeFYAp4Lgy}K!QiqV{Vgr&nyEARVPfR^Y3R(J zn0^0FBaZzlU1n!Y_Cc4PFcldPg?hIlO?h_*;@agbyGeEU0c3n)ves}Q0{L0D%fjDK z%d<*P6nwM0>b8_h)LSzjZ08ROAa9=7nPGYZ{lw_TUL(}KI|SRpEB*ryk>Xr-0iScE zHBmr5&xx2laO1061mf#CVYls9p;P#I-}R%Z10k;(v`efN?^RA!-3s||yA$iY;w0uf zOqpp6$>1+g_1);?9q86_t@FRsLKoX~*IHu0k)UNM+{1|HH85zFWI~1WGW=$&=PUN8 z_cAwM0)I1G82F&y2YQ%8vA^u_zG4}&)U%NXlICQNXrM0QXVW?L2z`^f^|bb0O3Xb4 zjavP}`}^=JZ@M`FK1|br_11WP`KFR`7h*7fL^@rhK7~2df*K|(!j(vJVEi+6A9Efn zms|(&Jh#=xU5|tRhv2S(f?n`GblXpa7b5O_jBoq<0Xp!|8OLaE;G2h8Pc#lfpYno1 zhq09v@h4ljbt(mONR4|b=I`Nsd`;$bgia$-*PO}^{nK=!ecVI~@cxuv6%(k7xWxir z*#Upb<OsFci#i0J7Jrqxu*b7!F#BR2_Cwe9^ZfKdAEF~Z)t?TZJ_YmBd`~f#+g}nG z2Y%U>uIe?TDttAJBA@ZbVs8IdoLuQ~#8aOTFJ9DFl#^Pb?To;U^pE$&fG>5EkDJ~N zT=4k4u1+1?X9lAWX?EM72i?nK+@JxUHf5DwOGWT{%gi)J9nJ*(Nu6Ob=syJ$;|3X4 zuouYOaBtTI`0<oYc8?FjkMHuSE4-t4j^&4+pD~2a!76`65qQ)oo8tlE{+Kgnr6IE& z!@i=ysdA%5{M;YKhO^AzmyYZhWCdRFGyg;OCt2h-3BBJ`;BB_~9qK-YbH&Br?s1yQ zo+zCeCR0bh66<bryBvL%ztn|&I;gjME8?Xb7oZP(JvnHF@8ftpH!Q3gzOpV6+Iz7F zV@8ks-K#3h@rWx*X#y|K5YgD3E`xcu8ZE&Oxc`k&WS;EcjW6%IHTV_ywOCi;kw@TP zGlqm(>=Bo##>#sSqt3a|m%{MiIC%Uy_c%e+D=ZPgZ6@GngkDSxoQXwzRIC>67y-Ue zR_5SEf^Lj^u<{uC$;w>1-!k#=Q7e_JC(Yn<eb2CS;lp{?=3#sd{JrAUF7in5EXU|e zw=qmO0S~kgD*6MSq-pb7^J(apcZ8m^l0%+7b)mhm3i}tR`?9WspHh8KE+h#ZKx5UH zqpwSVZxwfCR+#}Wkei+jvVgDeE)H(KHPnUV8o37%--jPHy?KoDFuBL-tta}>%cY{C z$H;)AKI<|#)`9(guO&PCQ9t_{d@%oU4ZNbvg4l;m-1ptN`u_O;%ZD1tLfcU9iF1wC zy8%yk2o2Z6@0sci)vwEdPN3VbUg;ZjTxylw3$4&)h0b{Ck~tCOk7HxMt;0{sV6&*| z1M1->FHVLq=mBJJgkLg79*#K_dM&__;P!A6W|765e^;cPIP!p+p;7+9Y~Ze3GM6@0 zp|k$}<gg6l>3>h>IvqIe2~FzG=VHk38UjIi_YPqXqO~Xg;cnmsx-lF2@O$G`ZdiO- zgZcQL=xsd5fbTx@+%dEV`%0Iwa18O~rIi0W-w5>0b3E$x9?%8FR3}}Pb|XHd&WJsF zZAUEpQr%3L#@vvQP=X}tJDGwzZVwNWh=yx3sS-Y@`xVkm_>q^!?3ePMWRVCfUdQ^t zMAX}+H*d4(L)Rbfr8>O_bJNcRCA^@Y>I?Gxvjg>w{qTN)F!0Kp_rh`u@ck59$xffT zj6Q0{|BBcUeC7(`v!;Q|`!QLRo&--jL8C5gj(XG9xifw58|X>N!lnGxP`5J%1_pz- z*ZW>u=ZQF^yC#40y&rJD>QhuBs=y0*qi)KAhZHuJ`7?}q@1WXq>r2w$^A)vv4k|&n zuR`mSfqpJx%%5}<e6yUNQhb#H<^>Cdy2|jJ&O6Nu#U8}m1LfnGs#mB}?X{)I)|`px z8B42f;BuwpZRR=H|M^4F{Nfr9<`UwMjvv9#?@VwL67j(v&qG6&+Txf8QrGZK2*MnK z`syin%x~J=y8nCmt39DR+OR_vb*bU|=tBQsS0Xe*OHcuNhO9k@iFZ%nlYKZ)#SQ&o zhfD@L!vXO5JEOQ2nlY!ZIValzK7TzyBF`9lEhYYi2MmEY=kM;VaRGNHI7`3fA<y+4 zsbFlXcO@8}V{zF9H=->&S7;B;m8Sgit`y97UEnNY1{q9Dxuos=4jgh%ftt`?{9c_7 zDo$g($5<D7WA+8?nJjkWrbRvw<=AT_i#X<YwlnpQJn|FImjm++@GtCqMw;b>Zc*uH z2uBBrsI7e`bL|D<w4n5_=}Ho@@0x<{&D+o;=AN#59g02YTB9$@BHRd_Y*y@Mz&V&^ z_!vm%PShB%TNFg1u4AD7xu5}@Ixh5C{TzJaq@!E5gHO2~?|hJj8b0UMC1)g1U&jB{ z^6q#Bor{bDNuU(xuE0pv%>q7-V{X5RZ>W!U@7(g5!v57AVzEb}fCImp?K+p{iuo=_ zrqE7TLLfwnP6++yae-A54e;jZ0RM_C#LGCL$IUv|oQd$tVB53Ml^tk`mRLT4{^Dx& za-=bIT8#S*yY^t-hee8_Gy^_Bp~UWD@P}>@VT*F`6N{{v(SGHOeO2ynFaEa(Je_dV zIhch0-)=i`HW~Y_e1bHkaNj015)5u2zBZZjy%9lQ;qFbDa1!;+kPXwE#Si4YyL#s@ zQ2}R`nWbrq!JKGs+Woa5_(5)|7PGb45j)Mv)a+KBh|;#>TCc~ULp%G|KMs9J?#h(l zC-4V5Nvivsf&ZEo4>JS>LPy{H`_G<-&IDsY4`o6e_=+pe<P_+)#>o}T*1u!#`%UZj zM^V2At7i61BM&Klov6H@YEL*ME$DROeP7E+jW9rexH}|re?1B3ZfdrjoeliohyCaD z1JKvWRuuVw@A9XuE&rzjV|wN>IiKuEC`j@hqc3zOdgE9B`+<COxG8gd;W=>I(AkS& zP4F4CF)DLv29C5e7@hC$NEq3jvoyhd*(^Vy?tRk^y4&OPY`~>9{Y-SSLNV8tsJM6% zdPZtd<v=m;3Go~OrJ2wLF7PM}X0AID%2BWPNgCM^S+^oM&KTf%MYW_KMPB&JX-sk3 z9d*cZ_b)Y3;26z~-w#1|A$^j*f$S}bAieL_%@YBiu<PzNG9}Ebcp5~XvV)#QVe}iB z3iSBo*XbtqI}p5A9~;|2_e!3aU#C@udhEfN(8?X?c`wScI6{{puG5lqM-Ow&Qw_a6 z$L)y-%D)>X;qcL}Id4)Xh3D&T$Nn=D`moxive%aG1PwQX?R|RqF64>0lbW%2Dx&>j z;!fZ&;ajKvpza-3wUCUQb|lz)Dk93CW51NN-2FpN&|T=sx``rAmG_Yw)+hrP^1a^J z_!zj%V1V(faR(xm%7eD94*W!-)b^+%=uqu;pF9T~+`;ALITb_rjUU%Jm9qo$cKL&} z9s2OWFc+QTg03mFPQ2zT>RyXkg)u4{=vAIY?Q)L=uibRW^eFg+q0$4K(eu#RZJw;& z)#^yd=kJr@#Cgbg-1mzD_)0;W;H6dI-R(_QN4YVN$nD-zmyh~VKdau{^Nl;fP2*;y z+5`U#GtNmJ=$oEjR8dULg@5Y<Z>bXSk$UuwLypkLmF>LxY7F<`d}j{Lb$-l2ON3=- zopC4L#j}`-_n|+(bghUs1$e=$&m3P+7e{>)5jY22fWjs?xZnox@h=y+KBC?@cOXJw z^o9emcs6P77<ea^XU^WDFLAEgQ@XQ1q5gYGDos$tJVW{4Wf$m4j%Px)6_0y0t;jgM z7dX73Qq)e|n*(bLGrw`3f4>m?&qo6Dn0XApH%c*2Ydf%OdexCQru>9#8RzlhR-=75 zc;a%QtuQ0>QMD61>3_oDgHS=aLgVR7)Gd#++@pkFc>BdAsw_vM#8GdP4mkhHN7)l6 zbTH>ql-nWs0ee`)Kj}&LL9dm5aBZ0#x<s`Mc{kv)TgGe0#nE?IY2Cd`sg69p=k(05 zFXmbbwlg;YXPoaIVIBc~BemB-#2In2t)%3vAM!w@0J9N=9QeZt8?VpcdF-Rc=H1{s zVKjMMSQGKj?rZAFdNue~g{9Zf9daaUV{YGgDFi*nQT`$M-*^va4Xfj|orss3oxb$@ zvA@Xe%E{O!^pBo)TpkSQ<K2JUt?d7|KYD0j?jd}b&gktfGO;HP@P=`hz6H)aUrR@M z3G?admX$1+tL4t<ndaAWAkIAuqWFcp&9!_j;7U98<kTsPcO#!W-Z^ve9`w6co>D5z zvtq7+uc64d2YZTEV}~q@pkFx~@JTWiduqP(4akCDpKlNxe+queaf-5H9(cd69`lb> za~GnoI<GPab(WX%Ik$`A=*#XOV6?FUZlGqht>Yc$wf4SNUPnE!{7$_mx)%K(Nr#CN z{U}vp9nU+=%Xl|YP(8ss@03Ap*)c8536uAx>HFCbLGrhYkJzC9Jn~|jFmMLadf7?} z^7udn<=+9^LmP+0M-yStWyf^JyWxGho6r@Aq0excTk74N2*1DcClr<zvFBr3IFq84 z3-R(!(}skAJ@I6|q}mU4hk#T%{j(nU7&R%$&uyS?dLBu60J`K3&RD5U;5Js3U7dL+ zTnRosi!{9lnCC5S`P%_~$Is6;!BIQ^%?Wz;s6mHnUHIlfRHGx|Al#i(Q2^h}EN_nJ zH4?E=QgzhU7kbW9HGY%Gn+1wJ&4#P+4bYnUAr%H5Z-3F9FzmPSCSUQINk{#^5wFKP z10RaUm1Sk%GnYHWpIkzHJ-F}Hb@@i*|HclZXRda{ml+nfQRoL5URk@k&^Z%F6$*YY z-2gAYkRtnfmm@KHPfp_(^f`y+7;j&fhF&7}?Io)=%sC9VndCphzJpLDt0%>nbBZ~% z#^iy1&PQ2c)gJw~ikJoo`1)gUb&+Ta-2bcy%{aWTeKc08*AQ<f1xI)fR6&1q%{|`Z zGy1_ac_!Hs#HUM?$87hJh`oz%e11Mh-4MV1jfNBE7)2GOE<^$+{1f>0f)spN%}Wl6 z0*A!9(HAtf*pK43W6qufbC;{1n@^5np8GauY+F0>oZ}iTtt9%JcT5~?m}3zu{P1)W z{dVcW$L|$^N4*}2AE!fnNPf|k<quw|3I5CFM=>u%_l@a0>KT=B|8M5tOExODO-Udh z(Vy456@k7jvx`%q9(h|h`PT_+;B%G~V}axN{=s$UYR8$~3C}V?CnhQA@!6H$Rdk{b zAsf44@DP620q@>Ca>YIfT9$9?uHdUQvNXr;U|%}N!$+U-a~wR%>bdd$d(y-Yi6d^y z>h|xga=`wSOgG=0O5kx{dKJEfqaI$eyH3xC&rzdrx;6v)MZS+AIah#-{}NSY0baLH zd?ok1sylJ=6wP;j<S|7d6Rs7+PqnM-srOLFU9vE}IC2$ye@5UF@dD_&K5d+1fUeoq zdE31mIPXt2pBix^?|g`MdlYDj{GS_iqJb4YaWB0#j-SN*qF>{5ixlQ_YPDH{@OfG; z@mw$+0lsx#O}>}^-<~wx@)rrvK`7+>R6-r-T4xwVfjaE+is9Ssd5Ax!9*BR_MV<D> zv1jrH`~cnr<!TGV$7%bhf;V{1JHi46IZ@EbT^Sg=Qv}_qwhYCR+rN1@^&bb(7hZ2y zyq~%k^V7aDnM|#ims^SF7^%bjXa*~nfD!f{Xi6?0p>!Zl-F;w9fX8l~q^aReMc%Ts zuX+Vu<eZHsqcq~kgz(&KFL<qA^lwZqRyu%ZFeJOu0Nk?YkU0`15kr(otLy@<=5tmh zeG<4+V!rrGKGZ3%2LJPh-e8eLOVzs{bCedla~t`vFW^wJ>!$+bH^G4Y8t8+6S!H}R zs0Kc%ACz>c5Bo`qMs+ixUpP+fTAzx3Qzm(rTG2Z8n2=rma=i)XFR)6N9(avnu=DA* zB;eB=PyT%JN8a5h!hQH4a3deFQzhx}<$3I&oDKY1%E4CJ_%7xkjJ3ue1OGXvq(J=; ze}7p$Jh=#XE&Tv3&qrbOeO<3^QP#ju{lx;SDB{xE!}}$)@b{cfw*Ks&4u17w&$Q+n z>@j36xWDZTe3z$K^;gZI53774!?Pdty{;z5KHRt0Tt{|~-$ML~xLr^+2cLYE{?b(7 z*k7!Bry0ZW-+!FB(R~lR%4YEqx)$VBUDG2}SD>pA`=cer4j;F+w|)VrS0i*YBOUB9 zKj$X@eQg;1dcZBZmsZ%j&8<Nag#KY;%0Yrt40^yfnT5=VS3jB_80F%<d-spZtjNH> ztjywCodEK`>mAYas1MmMO~t?Ug^z83)ra?#*yG)OBW(}*u^`d3u8+Vk6D2)03E;Q- zFT4w+V;zVR4(V-|!Mh&rm~Y<1^WG7V{9qM7_m1of;y?6lho6Z%2_a4e{aT5l>47i# zQ%q_~f+y-y6=?$=bWeM`@X-=C;-;PI$8z8b{+D=pzaw9=xP71J!+DrgnOJ)WJ(W$( zz^W1E2@=v$cO64N5*L^~ni>wBj7jZPZS*<6FPOy&8v*}T?IN>2hyG-BqAM5uSwr-C z?bUGXWBSWoTQ~vzmC)(0rkGn63*tUIR0Tf?wTzTF@OXYDtV>$p&AAgTx-}*+*K}k0 zLOXDn-*g9c^1I!MPxJ0QH3WPQCe{O}q~PD>D)F`bBH}$+@#kz>>|r=-5~2ovqk3=m zo7^+d^BV@{a-&}Jwtr)M?g#W+nHoEE^pFn=qP)K-fnOnszfM1cdp(`^)b%&|+=LPV z0pJD?yO^p~!5_?aS=2W+qR!RWeX?gad_XsA_K~gwceWET2nYVv^l{|P+lSD_h5el$ z1kQd>QHa|F`GMiq_Ohq{>Y~NAH<7d?f_>w<Q5-q;hU#zAl*+Ir_UJk}{6fE8e46${ z4*0a=b2gh);KSDvEQJlw2a#q^JMOJR{`Q>Skt%_>)FuCM1fM@gUDm!s3Uh$>JEB9N zQ?U|irjE;pKVh#eVQ>?A<g(i}>moR3d@^LZe}V7BKK<=g4d3ET#p5N&<J?g`Z#@xz zlD^F<(}=^D(2>fx0r|-LT~6C`cieZMM!Dfw@XPh%#cW5=cTpd|o+yVoWxC$x-6x?V z?G&k1JA}Ee_bwOZmXRL>rbT#uK&LBYe>xz<p4hj)fUg1do1wbtmIU|=ZEe!l;c@7a zlT>rh10V9AzT|OR#fi`+^UD@uClO@yp41+Hor%h)50$E*6G`XG&yqvF`YR~?#Z=m! zIKmev-arB#sZ+<+Uk?4ksYkIp?eYEo*hY5mbtZ(jUHxLKg*tqSy2*eO&zH<h#6<;s z<wj0>5<PV4;-<+z?m_Rf?YluB4f?1b7b!S_8*q7z{8a`H#hrG^D5@KN{h=k+>3B}A zDtq~!YNJk{^S3ufe4a1=WX}H;pDQMRC7jKkFf@Bz*onGK?|9YG7E0ikf<X@FhM{-g zYTc*Y44nLfs&i96p6{Vpkre`aE@ulpqJY0kChcuJfc)5IzHuT9`iiePJg@dbH-FV^ zdZtnod;8j7MH~tNUY6v{_|NCRs8LnCSj~}8<0Si(`wIVm-p54!Xv}e}WQ0lq=M9%S zD<_0FTBqq1B&mQrG_83h_Z;SbSPpQI-NSyrgnXl!Dbz1amOsbNz|Ucfo<1TKc)9KF z?TI))4pVPf9KoyB@3id~)W;mQY4u|(;9}o0inEk1!e5u$yykNj@`(=PF#QMkQcIU9 zWui`3GxxA*s6?H5_2-4tJivP>r`<vW9SOP10&AJTL#X-kcWNb}u6%rl&I5fJrTvT~ z)1n>mtvt+gN)R|Rh543(FMI$$H;|%ELRbBGC^#(_&)tXiw_rQ?Jl{w!SKwCiuk6Wn z_PG;hs1JHBRb$WFxT<+5;=U}?nIKbqPj<00F7xp1X_9}{ZixJI<4=E5O+EHnd9|FH zMgC-4mwCId4Eh^Sn<KUo(19m5C7$zwpTc4Gfn?<2dqeUR2Jhj&U8rHz{vC7ddGn5j zDY&n>o3~y+av(%9;~gs=BJPi~nH<FT4*x6DG9`GG7}zCbe^djwn9JTf%7`oP!b`3t zo(2!jmU59~4xG2~&=(Gz!wb31yKk7n$3w06`*uq=;sjqA=brDF&){lmpMC(oY}%i~ zu!}@&yL+l?NfEjO`yJmuKR`b={jM@?8v8$n25VfuBj0HmoV$AizU_Z}jfJ5XWSDo# z4n{sZHQ%40^%^)(^MgzO^qR{<>zBxf;Cps+ajJ+D`yr$YI5_ZU-P*hjSzhQ-oEM)s z{>C26())8?fR`@r)1o@T3EatSSve8$PxqsoR1V^YJ#jAf)(_zL3erDcqc1iy(YbK- z4gB?XtVuD{xDd-JgTXiR{_)Em%JInal}hS7F3#|`wQA$m--bDbB@3Hw@O)N=$NTpb z0xx#f{(1{}jPtEe+HT-p+wUEIZiD(szAj|Y?lAOIrQaKl-bTF_)0i-n2|apN(I0j2 zE87nV#E7Z@&)8j{w26MJvU#H+mI*!w@nTixh_m_=1+{(f6TKQ1?0g+{_#Fwpk)9Fk zn_5axvO-+Y)6_n8j|zHO^<8c@S<q9E?>$$8`qk-S9!c?(Jz>M^$4m$Pa-rJjgFCpl zE+_3)v)oZHu%CJBhC1*3=6rl93A~D1^1jpt_&POBa$0!6Kh5^bu^|`uQ0<<eyu{)} zsJb{%KMY1bix%prLVd(=@Qh)PI(P`t)t|F-*jx4{GhO}y_GNExH0Kh7zs~pbdl`W< zE7*tF3T8v6@N!|~IP}-#q)2yt@M3JCj_NlN|J}c}$fPhJA5fEN-qXV#r$bMo9j>8o zpo=azHvr!J&tM^U2=1@s;IDuCF7xbJPgSv_?(h12Y1<-jp}$LHB<MSa!flE-SfR7! zdBz`TgnHNi*K<!t=ntD-J$)+g3V$3wZdK_2KhCQx`0YeJNxSXCmKllg2sC>=2fX=C ztGwD&DE#Zvdj8u69}ga~&kHd@|9HK>f+7syJ%rQs{FEGtL#NhkhosT}O>>3CUV<*X z^XK0~h<~lW_mMF?2cOBX;`kr*S{H4(Dn3)dmmu&_lT$eMYGk!?o?rwnF(2>Vy$kh8 zyF14cbW6v3PL-vi-XT9O^-3hwnK(l~_`Y!*a|I`BWdGj4o{f+D$7(m>M-rjSa_SFs zGB!uv9Y!9D55FKmp5R1?j;o$74+8$6`QG2r0rl%%K5bU?d6b^@a=%N!pU=eoO)f>= zewCIj(G1<bpOfx6ysyE1u}t0Qs}hR2Z1>y)9!0)(@Fae|@NWent9#gsQZ!FDd&iyd z_^Rq)Wdxn=m_yu^4)7Wj?>miC-H3fQ)xvIm*oz>&$rOdUx@9lT90%@+6q|TFxhVDq zlYM_b!S!!WVEiO&Iqp%r`rUUpU$ifS&UhpKCMM7EpTNF=n935XKIE%Gzw8)oJO|%B zPi%})H*NnK&i23t`>xq`n}vgqcwhZ+srfzTm)?~f*@k-eqsCU_m*?1XN4DLXQy2HT z=(BNBHE@w4Pn8-C_$-uoX85^6PplabX@tDOuk@EVjDBIf`RvD+Kd@(}sp#;(JqJ3E z=PfBQmv`)FGmi}Zek1j1))D0KT+zMLF&sEQ*Di81FgX#FW@+V}z%Sj0EVqwjBMxX? z=ZZlbWq3Xq_$}U%aJusTyNxvbyp?nArEWq`NVuO9#eJ?x+U>lGx=rukIfG4n&U00_ zxMv?=F7hv*#U=;NdGXY>Q0VfeubQ8KI)HPXI6Tg{fq9XU^{$KHZ@Z@TkFNWo9*A`p zu%H26$k!?zhxn)|msOHW4xN$pIrW};ytg`+W6J0Q-~30L@cFSb;VOSxx96ZEu~PPs zM@0sHB2k57yV2*W?AUdbJ_YA+ourhFygbsycU)s1;;2iM(KlQ8b*1}E`=bsJc>1TF zE(!btt>*F5j@VBmE)*pk243Zb>wIMlbW=Ch<z_CU?qb{f>=e!ew^^~`DGm4l?mHjx zPmh?>5UIDhhJ0<x^^t@=vzDze@;&m~<66=5Gct~Z<THs0&rIONhF6cqqwjjDsQ<hd zIC=&Djm3m~<jD}PKg<5m-^uGg|AwbY(U&c~@Wz2~N-pN%*2DaQ!Q5c?BIam?M+Iil zH`m<RW0Aw{L<n=p=LF#V+mLAewgVq%Q_ki!L4CQxdqMy6G4$V$Srcu6M`YgK)MmE; z?$FrcVRIjPZ*Gb!N(0ax-&qRTC5yUx;QShe0C4W`?L6Pdfb&76;z{O6cz=Hpc?fl1 zHieYLb>ySMim6xmAJBKmOj~(5<2<cz+&Oaz^HLS;%eJUboP@nqi!Gs7kh!nD$^g79 zaB|J(1NMbJ-0ide8hBKoseBy#p#)-eXQa-;e=#*o?zRT%!ks7cWe#A^(IxvmEo0Dg zHx-3D;k>!YR)!ar07sz|&OU<kbJ{3-Pp<*|-G&^?ihQB}2)MoB>wx=Jmmx=y2Y!9K z-8O?B_-)uYQP=PwZa+LZBKsfwsa(8{GHd}?v1-fwfjWfj<lTBN4d8COIp6UZL603N zJX3`_L|U6)UKst}Xrbn<EoYoR<&&Q_GjMLVwti-{VLq03VI;H-dVfW3wf;lcL+pCO zpLhX%X;fBf8s6_uHUm!sQRrFrOa!n&ceEgw{MHP0%@56IyA!)H-|Mt-oWlz7kc>X? z(G+~d!;|^1eF7e7_jmRW@=UtPFNf!3z*D+7xZD+732^~VMmt{2ja5&ly$OZCyn4@d z$0G1_I~IS4A4C5y+7~{9_;%P@@1rR43`~OeY87JsQJ}6w>Ko>}*vs=Z$?$U@Ep#hd z!rvh4CF6eZ;_t>UCV5ae5CMYL`<*99#OJNoGvT<e(PBfDPN+kBwXJn?#i0W`cD>-p zMa&Ir5!*Rkv4^FvwR7|<^tXq(vTWFap9gN<{DS(|*vYv=ZWKJ)zU1H6Fppbs;sMJc z;MBWT+Kkzuga7pztF^(mvJ#S?EY5@1h^nJqx{3T=y(_>Ade=`r;_>G*aqmvHm>9rk znq~5n7ZW%34ygMnA4EO7JE^qc_h;-C-5^UlwAYb{9GqouL)}-FUb+3G6?7ETDOEu^ z*q8PpUGkk5d?D6YB|m`|JP<$J;tgI?YSx$fcq;PpilPb~&IkRUhy7>q-uI-%E0v#u z9@tsA{Vf;vIomy2lF3JX^4O301#s($*@p=|&?&ro&PmS}1^>KQBhnHL{L~DxO&8E_ zg@mytNFtAi(v%h{{=%P&-KZ#CoUj*bDKuW$k;qwU^UXTvP8d8}7ADoe&$2(m+4vpm zfCsniy856SwVyIMNejF%eVY8x73jVf=U;OGpYUnm-u7J*zI-Ru%Whjk2T<h6R<VKo zY3Ve!hY)862mTsVv!btNf0mJR8@fXt8F%^$;L4G{w83uhf21()>SM;78f_%AG3Iwx z^{1ChzC+hdOSlC>*KtN`=FC7JaCn~{YZ-OqnMy^iX(P<<J_|KA1kPtMo9e!WIgmO@ zOI2m)_pUW8a92dQ5YGL7*;kpM@2pR3mzjVbAdGa^!VLI*^py3nJ?L*M!&xnWtFmwe z8^%B<B=Gr3am0D-+w7KKp4vh@nVB0nUx4>)@F>I-_+n|O&)I%S`1HNt`MNaXM7+-w z{Id$4l)0;C@Vg)M0kJmwQib3T7VK^IO9J|A<EL|4I6n*F{I1^7z}pVLdBTZ4@nv}q zhtoQ6=9{i0lL+|r{GgyOzYG36_~!E`z+G>OA1!xZ1I~T;i2P;;`b_IDA^U;1Zm`5u zM6Y9C;^V>5d3=5;-mWwL=&$=`l2h1sgO?&i7S`-AM=4fQZMhqJW{Ps{huU$@(pdR_ z@<MMqGMDu06nv>KvOo1mf&V9M-W|Dl=oNn$B?`WPud&d7Td#56T)AT6BLqkU9kp1o z7wXWJzr1k=df}JW%A9No{o-HAA~R|q2V&@Pvc|?E)DyK;9`u;MP+qoC;ZB4<N{7mU z7Tnj*)pylngq(@<4LYMH*HJHOeAE*Hp7C&S)BQ4&8zEyFXS})$Uzndx!*9`V+!&Yq z;}wd&=JvoOJ>rY;x^eDq=%aQN7mxoy-1b{GJk~k@+$wYXiV^ymX5se1DF^g72{YWO z@TXd8vieVf3BE+X1LX~3pqpWBOWx^?zIvI4?4K{e9-pt~Lgbhy&u`&VI)~?xC)3bi z>_nJms@Q%)Ka$g7K1FxMiI8P<`0q6QssD@(#ASiU`}KGIV$v#fkai(rN^`)alAJ_t zq5sSZSbf<6JYeXJpNuk|<6F9N;VTi2gojhSxBCU?u9~Te#c^*QbjqiM;~t%O!guOO zEb@41BLC-M^t<nyTbE7H2U=ny9pcuvvs|x}Z@3fL;-6Ax&f>gC>4_{L{xuOP(FS|n z3C;GeR|b(sSj3Nq^keUugJ^*7i(A;cQuo7JxDxfldG_8SZSd@u7}=d2;oIbSZ2nCu zbn%?YF^@1Wb%1i)#4zfu@!pnC8}+E0e;9lZ;&CP<N^S?5Adgw9QXhZkjCyNuwdtSk z=}-l`Gi5&J67}_%58?B#SQ_1Yh`Q&gXSG9yA@s4jIqa=e&?~GtiT1*OWoBW}r|vQ4 zH7#^^nn71;LN(QE)&<|+H`~6LqP`jZB0@_M1bt!(*Nr<DfLGcXFz-b@LY^$i&q|5= zAfBfrgLCjsw5iZ2%^AM022LL}|M~2X`dz+<Ic43uwA#o=7mM2s{nxOk$)-vq262%8 zhqH)e@ISu%lDBUy^w`PO+d1$)tk2Vl7Y<;bOJfFOOAhA3@6?@;1kR8UKK>}_E%4yp zEAQz&v2XrLNQ^ynJ-eBF-*2KWwzz+D(*}8RcCgGu+tZQIDSxWU{So?@djkf-z&A@d z6fWKY&+$C&;HaAb>S8xla(`a%gRe>td*5{;lzFcP!~l1rvw2^7eFnH7?Ocx4j0@4a zpX-9-NATA?wlwkZSCRF1Tf2|<J87F@lXeE5D?f|IUm3V^_D4zSGfsrU0a;-?)XVpq zqmBC2QAg7B%Iz6Oo&MQ<!WeOGxv`;V$pF5KRDIO@!G9MOIQz#R0AK1;K)s;{zDbxv zRs?)%4Q@^!s|#^05&M6xU{5w<kGn_<33c0(KaT{UU#Qm|>*0Vu;Q{4<=FjkhdEv0& z6M;F5c5Sz_jlkWwgr+s$0-yh;arY@Le0==2C##_zHWoc!+Y$*ph)<O482HM2W@aBg zqTi?bJW)sllCZ~nx$HLTk=fIA)kWaVO0KMbW0}VM?}A9=;tuE@b{?QRp@aTF_xF|8 z;FTGrLNtwl_oQBIxu^GqM9>7OWqyZm%DOZiZ|7IcIa|u|(c!#(n@>@El8${4BEHnY z$(S!+FI?Yfg3eYYt<snsbHIHOggJEn=C<wcryqj{Z&KAry#&3e^p~?w5N|kR#VKsi z&lQQ#@6=faPvM*RHRB2V<_T8`1>DP_V211(6}+cKZEyEg;D%R}k5M9j(OlY{Ck7wQ zg%Z-@x+U~XlBzfASWrKZ6@6qM!2TXL+SB>a$KL6;*38KG=X;Y~ud0UqMz$ktv*7I& z7Ape!$w)+)SNqL>bKGh5jNP;OsCOMJ8*)*%n}4ZnVB&Hm)ZQ*X*d~tstu@&iyljXM zq7z$Z5a+88tyu2j1b(MMdoOz(K7Ru;fivLI&%XF<ZPNxn4YnOSHX@+wIo~`%9K@ba zMeeG;)2QF{*8IOC-?N=<*epQ5Lvdx5y81ux-@M6NzU$CAQu814K_68y8Y}b9pQ*B; z*n~F#xM;-*m7lcmu~z!4`VRcx#7<K525_U^0!G3Ex_Awf+lxUj9Es;VeMepu1IJGb zvB-ulEy8lC;@=#vd(f}>H@T?y#4Fx*p2FN#b5?}#UkBo~meP1wG5&q{)t4E_^DZaa z%IOYc?y`o7S`KyfK%k>2Wvm_X@I_{4_8sU1&Yx$_hi+j|pYAL->agm7@J??!=z>%z zPVc}xBYV<usZ-!*JCx@Yja$*5%eUAlX99<6`r4mv3f`CE_08lI=w)?=#}k2nP{x1Y zCRk7}47h3@!@qwh;9^984~&+i_PgilLY(RI<8Q*bXVuX(X~)ldZ8g~;bq((+jw>J> z_~B;LSHWY`$S3z{j)eJQuI~%a+6?-c5#7ODUd*X{y5ZCA3|%qXpc?gOL-bj%c-19= zLmheFR`?5b;&qRE{re|LM8MuJLdHh$RW&x>_HTdmp)Uvbu=M~(xe#GsxeNEm&ZX=X zFZ?zN%}w??xf0f^(J?2M;MZaloq1jx{Fv6_{Y%BrCx4h)JPRCxHd>9TU*3`UO!;%4 z8~76$u0yq1&|U49?V*g*!QQu-0RbJ<X%GJA=(^*v+~06zgvcIAL`f<kqKs?`*_29T z?@dZch>%qxGD237l@Z|~Qf4H3%XSK7g!o<k{ygV%j`w|^=li|KbzS#$`y2W@0AH1o z95rb`zJF7*K+>^lOLQ#~Wy{EiFTQh0<Ria!buf2zQ(|AXs?tqH^cPhQOTvA9@S74g z>L0sgPi!2>KX4d2SyIzY(SAIiohNx@W|gpid~9s_ln>s|l=q%keBL?fw@-E=4vm>w zoeku$h9CO}t_)8b;=rYrk9$(EcV*}AlvWz}>j``J_U=PHRh%&Cc^3IrcA+>FeCm~m zXB(Zz;7>8M$L|{ITQ5F6{|@v46Q8BkKiHzL@*J-%L4Gp+p%ATx`i)XmICDrA{i*dq zrH?nAiLl{nics|Nw&Xe2w!j+&KMDEc!42Gz#q&6gi!G5#l~Qi*2;aN@UUOM(>{qR> z&Nzd3Bzyhp^TUU5f2c>t8+d@*nOa3#pr80<CUA%x@n$|P@EbMyxxd0yY=St?jjDfx zED#Sr9ApdEfbOT;>H&k<7bjxXH*jAE>a{*|5~j=0h0qiQ@LJ;kn|M5Lv5!EXu6(Mq zBm#cH&2F^(=YijI7&q+1`J8uNe#HCQju?E!Sr*I%o$XQE@@T}%yTyjhbG*PSmLHbv z6SXD$d$P<_fr}h#`z>#X{z8F)`q!^3w#4{V*F9OcFh^s(r$nd@eIx1KKNrlQd*ZXc z_!au(iv}kjDTDvv=?TrfG7G;IlZ{uZ7vZ<Ik8<>*D0ImZHO%Eg&?6VjeZCAGps;*^ z$)jv*;zy>{!AR6$PhL<(rk;g<q|@@r@N4*(jWqK}Bj3f8eO$hd@2534%A;lu|Edx0 z>oq@Z2;=?F_cU9<hk-|8RuFyD9KGIQ77BY}XW=(%MiJ;;osNEg-iJD7vTHwUvjcqJ zKAWkbPd$C	&ny>f26_We(IaybS4j^K+Q5dG#Peb_UNkQ~XDGE%c%~!MWRR4#e&s zR@&QVfp4$yYq$cxViDvxULF8ntW}+|6L_Du3IZY&oxwXfw?~ZwpWqE_GF6_iAtD|z z$-Kw+V2}t_y0r>FsP-GWzR*K{ANR|>4qp8B(f1h{IG=<GC(S(ceK~b$rIU*A@e<cw zjP1w%YV-2{WF_$V>C+af(Y8eNt7$HN)OXh&ywb?1b|7p;MK4~@fUo}1l7iEyKlQEC zIk%4i2jD7|4JXIm*h8)w-@#|7%_M8qq5jt6eARUl=gfoKTlDN3;4e`hrc6&`AM4$c z|MpL#4?Ck;c^mO)K~RP(o(1>k?M5??Ieh&7im$&w98PuXFl$eMzX124mlVKHetVEd zF$3R!J7&R10X%B@c)w>2>aio6P3g_bsLMxml1uS?U;bQVYJ3Dg{A>IVI*~tb3{tiH zf&Sv)vfbMqs2je7x_-z356LN|)Oc$QxSfl@3wxYPzD}k5zVqlW*6BtooS+}{I$QmX z68JhZZPex~=w6i$ZAr=l*HP1s$U}YCC_ce7ZVw#N<IIjDe!vOXZdI0oPp^Gv^JoL} zEYW)RhJUN!UX@zB3`Cu!VD&e*Src<R&jfGg0ave7XQuEqK!3z1$h6jm^GAfH=;eS% zZ}PpLL=QiJptkevQ^3y~wzD})YzZUUXEw#a9mwimFN_2Cc(QrZ<rDb1jb~>{2hgty ztzS+4Old<T(ghI3zp)Q9#x#~6?_*!p=)jI*)ZfBfaXFW<ci|4t&352GHyCR;mQg?4 zIOf*72K?c*{;ywDe}IRwmTcARcOe?zu%E3sgSnk+ZaMN}(Dku#YPIclC9aY)dM<=v zKKyrS@nP^dHd|_63=t>SE(jcmL4RLpL7ScZ6?yi2)cgT1;AP>HlPQ|eD}1=@@?gP< zs5E{#;n;#WQd)az4tVLg)V|jmW#B`lnDqzy;DfGIe5wfXDp-ES@N_Kr^AX1-Q9kSy zi&1KSRtcQ?dEYyUaNt-!0vg;g_q-#Lw4gN#{V~f>R2=%FLtpsrDgnnC>$`j)X&iO3 z<trPWWIN(Tbb7kYq&-3AYIgOr7v{`H^eE>M&jzaw(X1hk`D~Vlk{4nQkAmWXI?k0u znirL;6!4+Cy5D!l@SYBdJZ3u$9@)y>{wMmCq_^XGTj)bPeaX+h|92i%jMV7S&!~^M zbuh@<5<A~tsy%PwL{xO9oM_90&q$#B%av&O#HI1Pvl~YLrEq>Q41GxDVV!EeHhk|R z*I3zeu}AOS*k3aaeBV{sE?-~pC`*O)hX*j%^_upBX_f;)ttAp0^bq=t8$}OjP&ZEm zCmgS`#C}$ty@qNE_#Q%>BtMifcWb;?<t#IFPA4}CLyx)<o}Qm4rV!^&^t>r5z}%!L zx43y8Eqt18`pH<1LkBOsBxi&3IpM7+$pBn&-EO(#(Fa$eN#W-2l&j!@l_SS~%Rvus zX|hv(0lF36P>xYm)Q_`m|Ht2MitUlmv_Kru{w;C0;ve7EVC4XO#_G-dlF<(EsF&|Q z{);)OB^A2|B+%gqvUac5kzj7#vm-!L4*OO!r=qpczwB)^6ugQ4=&PdU@Q!iJ!A7!^ z*+943@R(o8zZdg+`(pz-yP%I(qpeHE`&<)s8J)QV{bThm%ZsS%el$oGHX?rSsaXu6 zD@UElKR+OiI?0pvrG7j5izbdeJg3ojFB^~E3z<Tlf1g&33Uzbn(LPV<c4s21cS3Ip z=VyuL&%VTF=#B3A1zPWio}}T>c}K*(@AD~iGVZ|dG(8*s?P1ATee&oV>N+jS2lHM( z><OvczPlB8k?$MzHf~wE5H){29~tFf{^~!{7OIObgu$LS>ODBu#tz13*dCz{oyhr; zc>w2F<D2pg)b*o^y==?s*v~7~Wc*OljbJ~QE#H2{k&yS{VW&a8Uau?1=GO{-gk?%< zfEx4S>7QqNTd;?C>I<Dc`lPqrb!Ike@Y`?n_HYKTbaBm7potv&NxjC|Vm8r#4u_a+ z^V$-FZKpb{+@V(r7WFs?-s7j|Vl$gGaPuy|sq1mTaiXq@kD~wf+VDz#MhzUia-U@) zc+0EfFMlnw0ly!)bZ5sCTVk!_=soFLJ0eCpLG~hWBg;RGBB$1Xv%cQa=SAG8Wu5<| z_tKWAJoHA%0&(Tg=8ikbxL5Bc_Sz>l!B2VA^YF<9XTpp`bxj3&Qt}u+ay}XGtPk(@ zCw2qpTKR0#GU-A*P1I4yXuzH+q0iCmxWDfwA1DXdLm$bXDtR1!824ZA@=Ziveod}) z-+er%OA-Th3c&Gq-#IbFg8WsezkVy$1AZDheB%0u6QL?RE}SL653V%0ks{BE)IBg@ zZv~G3guV8zusspOT(Z{={hz$T&}!Lf@TE%Mvl;PRvNswh2JfT(o1Y<H<;NVcpo0{B zI`AyI%=KRQdVV)^=?NT#Z;Gr!Z>k&o7)~m9FhFNgpByl#y$`yX1(~NGp(oEPf4bmd zj(PB&f%5fxwnTD5`SZRPc0?APM$H0;D?#G2S3?r<;_k`Q%O?@X60b9`nxf8WoPH9w zDFA%7)$Fcg1^mUj+w$IggAbOc_{IEZ@ZV*mPfh{;VZ<0xZ-@Ey;b%9ae(ZwY(>^+- z75KO6M)c>!5b$6TcP7%T5x=8e^Aymc4$kU(F$*3<s$9(Z2Kd*ICqHy&aNa}Sv78En zZoiE7fe<_N0**JsnTsT`FDX6bCkyzQjQ+1KuO0&Ljry+tFQ4z#WJ_{I{Lzmsp5BA{ zpGPbAZzt|s%Un{{8T3b_to%}wLFl86_NTo<y;SYYXDo3B^QWiA%eg;7mmb8k?m7>D zho#0t)C|B+E*`t_$_Bo`JVz({fLrvwd!fKB3_O9lYoa&?{&<{!tBQA{?v>EF!v?(d z_RSs+M{hggoxrQlS3jZ-mA*Wng>%(w$#UWw^u$&l9|iH!LZ47-{=rHB{^n#K<tMh0 zPqId4FT6w@&U?Nojt6rwo*O5;1u+LQ_I*+beS_%7XCse!kRRS2x3q!oVdTQSQ5gyB zo#8n?=SqP0P~<-@dB~X{9g&+^LcQRXxc0^yb?RWbExG(P`0+jGd#k$}&vkU_XFl*C z_BZ^yk|Kalocfdg#}GUW*_F30b*O`8uZaA28~ul~`YJj4Z4;k!cU`{#FHW}MV?2bt zuOc}Hx$vcNnS0mi-~~VJMBY87sAoE3J%d&6!UrUuR`{j^aJuUy-HIc&g!Hc1C<pLm z2}abBWT>a2J#&;js(|OYp8OKV3m<{z7v2nbE~x_g^hW|+2$|JS8D{I?KiZ7L=y2}V zV~&1|MV;|Qo6e=n33FJ-3&_0QU>>3~c#ZED<_es42|G7B5L36cxR)nTe|~eC|4d>} z3{XW&to?N$Uhg|-Yy$oGE_<_`l;~e2Y+b}x<sAuchM+My%zK>J>0Wkj1ouSLu0IZa z%}k8?ixlju8g@|6T11^PK_zii5OpZoH>$ns&>P-29s7FWEpWaGvn2^m_^9lCE12>S zxWP?I4H?8=Yo@)w_T%$rZgeiwA&xj-isX!Yf%$U<&8kq;Ro9w09{dW&p1@A|igSj* zgN4NeH&_wR>;Ew5T0+17;zjSRUd+ifd{xrchYlf^EqW2(dnL%bN({cTRf{_cUf}Zz zb0m}%k^kF#a>QOY+Y=wiS*7LqZHN^rMfy`0p+`+Rr{HXYI_CagGERB)+uA>t`;37@ z7CgWH7C5x=6$<5hz?G~M(i3<!;m^l@=aEwm>hlKnW-fehzeM4oDSXea^zfM!{5_T} z(Xh44E=0oR>I>&R;HR_ZArgVVM@_Z<#E8$1n0#2nWV8yO^eYVlbI#~1^<J4qyV?=v z{v9U{Lm$oP{XY2Q7u=IT@oDmU><4>l=Oc!A$s(h(_Z{+Q*^Y~r4Vv)#)Y5Z@@gQLp zVXteDj{8b2;jim}ecJ~UF3xMB-+XI&?^2=#VO7E@w}Cw>)2||@U8`+~Kkfd}^&Xf< zJ|WZJiF@!kL@(4l(}oy5@^p7#9QNBA3<iiG4?hX3?o)*x;HyS;CPfM6A|3>3|I-!Q zcIT1NAYP`t3pe}Z0^N{f+fqIDrmS}6FTQYbA&SE?L;At*n~Rvb9!I^P@75XaED2wN zkW<&%kxzfeuXEfI!u}NfLAvb~TVmcWwKc{FxbQ1F#v_P3V&wKW0!L8iu8R8}wsasC zZaz~RGQxhJ?_@l?1(BDjwEBvmI}rG??o0m<XREugcL)3n_>B9Kb4L&#L;eJI>N*nf z_8OMl?`?>WTc2(kXxL-_FK1P?9^!xOttV?0n17~Nos;&%9Fp}O_F~jg_xQ;*&LzSZ zzgyCmlhls5(ymnh8GTSv9qlW12h6#0unUXAw?r<?<@P@GiNeRL?i>Ujoe*UI`EigX z5q;#TZW1|kZWS+Cc;jt|d-vG?i~<*mRPigR8O6Le6)DSUoX<J!H$L|cV6XD%>eNNt z=e8X)hxmbCKV-XlRgVkv9>*PRYT;+F{_%7#jTq*4gQI=fjS!#3jkBpU;J?pD^>!C< zOATFteo4fw^Yx_LUZplfS5oTDfM2Lr?H}&`8;1M1E4LyDJfDB}$cD#1yyTKu&^UM# zy)MtY7ANqYl%iU75f7$A@;vXO4wH!CWo<$p%{b@yn<E7GKRx1?WFYFp*_fBdc`yfT zc%`_E1^N=QceB%<Q0Ez(k4^#p^gE}_{U-Q^aw^*K+A;VdQ4PJV1KvlvU$~yB4s!=F zOPb!E`1dR<k9*&Phgtscka7k3>T||#1Y&{fE9|B!7lz*L!u7a|S1`|6LA9sqi4|d0 zRXtEWjrmQr`2mVi?7^UGrtNxQOJpm*p&ui&CmLu19C~hJ&LV4kP%+7#;P-jrn2$Jl zt|wjZEBZFhY)-N$%w-WZPLC(I;iuap!+awOeL=wA$P?7y?bJK-P8xv6-(4pr<O?6i z4=&DY8_@C6FI7_Z0ry|eA3nc@`_{gvstkOg{>z|^5a5~7w7#}XFM(?m7c^<sqP{!# z-$R=NcwWv|+}@Ko5a*ut_jALyR(tAI&Gaqk3e|7!tG@_8f`H&07k%hfcO=vQ^V3?P zrl$Px5IlZJro_rC?58#T!yN^E!20dMKW}~m_sP-Jutl6RHzxU+3O$Iu99Q%v_@GOp z2TN-5@m~KFyK$q=q9{M_IUkO^5;Lm8gueG;Q!JO$KRm`YeNO&|1F`<nY~pka`o3LE z5%GvaQYusxR$`cc&t)HIT>($XyW5HG4*U``V#u=4$Ih5K^dCk(rl~mjOm@Ew!C3tH zh&~(68UNMkV^Y|wFuZ8*4BSF1AV=g5;_AoQ8Ra9iz`;nwpZ<&o&g9yv`TY;><)7f$ zhu{gf#%AKTfqxWSH@_a9h~Mj<{jlIW=JhWq1}GnazF~bkj14%F!l9^#sfF;3>k}?s z!JMS&pIu^SNO1mK+0%}>0Pk=fO3DMy)uJ(fhwp+TQS+rvsSM}K?~|`<CE{&qr>lq) z;&YWL`SzjP;LD;rl*iH6hv#@Eo<m*upTjL~i))x~h_c)iVg;^|>hNU%d17$xj8{GS z`{G9pt<&r-#E9s3k+lNMd*v{TH^L|CVZs@EH$Bw*A1Y-|p-(eyleMx!-Q#5vXOaC0 ze7on8wCiW!u3`6<CD7OOoF6+Jih9HCfZAp-_=?PXItqWlpUYACvU-q0kF>ra@aCj5 zk>A8~b{e=-!u51g-%XqkF}KR=wWu%FM#5&KFh4y0E2j~ChXQM*zCZd*enWMJ&Mx4X zUYU*x6UdLxosU&qu_1QUTr51GVoxl7%MxP@uqGOxcFuFLVK3MBC!WfvX9Bs-J-iA& zd!Wwf1%)E;<CXOQSM=$8ws%jo7Gh8Rr*^$o%ny}|J`S$ebR~8RyHh2WVLpNS4CCV_ z>`%QUGisI%eP!RL&&sIFOOj}6_V2eNN{nv1-r#g4OtX{Tap!@*Vo5Uf0B+3xD0qc= z5V*4ArrI6!slja1QN{%N*~0_h_WuD6|8qR12cLJMxi5KB4gK?fAAen^fPUt@7>gbB zm>VUA{S&y?C;28xuLA#jJ?OCOA6|8R<>Dh>%#{@w`!nyok9pBZ-eb;pT#4+>3t^?A z(9h>7u3Wc<Pmzm((LWvfZ(r*$b`3|O^L&M1Wv(qDM{+~@iVAp5LFE^eB)}CE!+zMK z-k{s}^k_~Cbi)ew8TR13`Sx-TrZ8bY>6K=ijZ>JjEe~Q1-tS6`)zhTXYXg^^T^d=< z2YzX6Ix8t)O`HloY3O?%^XOSUX6fjw3rr@`qi^E(k$BB7;Jk2NV)PnhcO)3;ZI~_o zV7_rmpQY?8bdcLRmOl`8{dvErKEiXzs5YpzhHh~4<P%k=Pv9q6$^7U|;1^A!=(q?z zji-7?{ndH&iAM^K?@Rhue{M6$qwnoD@=2RQ+%NGDH*WK=Bj|W{tvzPL97X<zas$kR zO|`uc$-|t$Vy0Dxfim)_>yLY)5tz5}?@@i);Y4u$Zu&0Djy&~um!loxzzOLX5`Dx0 zyDNH3cT3SP7Wvu>KET{RfA7i2>*yQHe9l*0cOi0=gci?y1z%FJPgh|deEpt_DC8xg z&o&TaT0{Rt?MY9U0bZ??q0L+kc!VwUjmM3H@GYDaP``)!xOl;8fgiZKFi*$3d#LB* z(?jpLo`+AtuTIwD>rO<zY+v(Ow-fPTruO&`QuraU=`m)bukz`w6aTjt{m$88W|h0B zyHx77j$6a;SdQ$+$|!s^sms5pO<EHvR#JBAvsOgBRiWSG57-B5t=lMwenRm{@F+>K zJ+XQ3tHi)4{E3~n?dWknkNVupY^1d!lG!Q+rEtFjOyh?Jsj-h}Q{`qY;!R`V!msb( ze^kyceaIBEA^MsI2AuvweRjzE(yl%BL~i;>*baU8^||fYS<DW<`9O)kQ|M2g>&q?o zVP3%Mo>0YM#Ot!H{U>wLzXklN`ECwfi>Sb^|DL_U`~H%)YdZpe$3U~+lpMMOlQV0~ zKY-i(*yxu#gMC_9q^$P9jv#;Ux%}rk=E_G(d#pL2YwR2omO~%1e?6H@2mTM2qW&Y) z&tktbdx=389qL)~iu>$NwnVy-bMdDI_%Q9y?sqP*BjTLu7rLT=n}mnow^;=)T+rzr zgFbfSLY8Fo4(#c8otH3*y--JIuD4{(+G9_pXA$c@=uzHp(2pJmPFz?O$w+}c*k{u2 z3<K9H^hzDN)NVr<-H({#!};ZSU6c1y2m4RtpK6h!|0~l7x+ePo`84LtSQ+{$gV7|l zJzDT7jI-z4>xMnTb|>COd87VQ@TUv}-u--5*wC}bnqW)r(hrh_Zb6j4s3;b^6lb=& z`C;fKW+>kV!Y56DCS^f?7JEmIXf_?D!JdXPGX08O4utYA`36$tm#>DG&!pkJxL!9a zE`rYS8Q<y-<`vWx*H~GjqwNW<#$Q#t!E;}!7;*82zIB}9VAvA+v^=JvvUNesg;t7K z7nEX86w`9pW7K;ehQ#9HSJA)H%swft#rOK}bHmYH=y&ZRoLt(lPjl9gQP>ZCzR}@r z$A`8=xX+}Icr$zvt2Lu8MB-kh#-@!9LKk5gyf*#;^Q+SLPCmvyaXPj>-PC-{H3bAS zxb>qhx76}x&%<20!iN&u<IroK<*ahX^J1gu5~-d;eNI*w$Ah_InV}nAw2R=q%^GA2 zaldB|NGarkpNdbH>`_9${URs5L*^6wI0yZy-=Yp_`uP2Q5qv-*C6~VTLJ#ODta1O} z{^y!#iyF2K_!I~|Oxus&mBMtX;Sn41hF*;L(H47RMl(vt7P><>W*P^}I9r0-%TJkS z82ePTyiT<8;=CTG>V1Ll@v&-e@C{4Mr<@ADV)GLI_;pVi6r3<;o@Mq%$pC$?!9&rX zH&O4csPZuM+7kMVyAHhbuqC$Iyu4}U;bT4NHA(>Q&ft~2%!zrJ;}WV#FA;AkhMXuP zrcrO~t*?2+2Om7$H)>_Ou@_*1^J?}Q{Jh#31W)OJFBnS_=1xMqxHp|5W`_OGxsvUF zaxo_#;c)D&8}vu}GJ3qhx0s9>KZ?1JcrZ@Ucn)#u1Nm4r%TrsT-1MiSW+>u!sx6!G z7u*lJXO;87zc`7qjla-e6taky>HGv<F-EB~hxq;`^;*}CW41*7`pJ%e`xPeVoac@p z&(>ayGR(I}oXsQMtARRlEIEW_A{X~Hzt7#o$c7*Z7iteh-q3RB8y_PB@A~_I{TAx+ z1FP9e>&BSl?=Ff^X2#yN{9JWy^vjez4>A-(;r|oZ!m4D5{XrA0J99C|sQUh8w|SE- zQK1)mIv+eM>AhcUcM-?MR1A_{LLc%sn=H<VA3nv$9&p{-f%$pn%JLxS;l+!SuE&O9 zp4<3n@G}YMP;|JZshi+e`TMq*ptuV`#gV2y4gZwsH`X%xg1`v{h{bKx*(ayZ{@97< zL0S8HUoxI|;I3!kcbuVr%xhlk<wpD$-M%(j2!H1Fz7s~3cElw|S&Ihn35Oq7rTN^2 z9*6oYkyncO4zGK+y74_X#_R^)ATKjT#%+n<pAW8$aI~XOJ9Ou0WY%x=MR!k5tnxu0 z*d^D)w}v_?JadonB}ZcNW!V+yc+4sO_Rn;WgYJvnW`-sV`ySQfi4~mZl8CDpGoYVz zbPu1&xQ)FbuL5;y@%LD3xaj2Iw_ERFUdD^x<=S9YU6*P@6u#-ddN<adaO8C1nX5F% ze&5H7k$LF<9l1I7_k+iNPJiDRdI(n`25$S0HU!Pe;(Id80eQ+Co|6VHMq-kAV-$GS zHNlp!6ed?fwV=E%@ew|sG~yQ3RV%`lDW>%_J?5pRKg%&8{+hqrKCN;IIB3Cl%8$5* zm!Fjy<jI0}HG4C59`%fsQM(rjc-LdEShAAPmyTR4A+rGQRVW=mcmA^-kxExrmx?@< z{2_7kmJ@XOdemg!t#P0I2iHW9H;yY)&}#h$f2F@)&+?+~qA>A0`x1ZWaiL7`W9U1M zhdk!kM4wia;q<L`5k4s7Ka1LtpGaM&c^@BkCC(0LN&JED*7Er@^?!BW!>lHH-ZJ>A zDn1b5S%yE3K@$xOQ;D?g*=jOj;K8g~$Em@43(~ZziD{u<?j81Ac!m9oza(`&uwsuu zH<gSa`ZD%L{WHAoF2rWwo5}0*z&|yOUyE5;5n3j5JWnQp6R%jaSTkA^{&D2dR+;Ea z?nE}Xp&mBhFz-1PkN(e8kCcG^L}rKYT@&2H>96OCN)~}jwR%|cBmxJ2#Ic+a0z65x z;s+(p{}Pq_`CZMJt7Iz{_Kn7K&(28h10K-GR&OZw61Yyd{oyz0_hyIm4-_AUej_?z zdsxDr$iGzd-tjr+t)vtLN}qxES`^P%R!9HFNvR|Xe^H*&k}5C!o*Md#4kvMLsAM?; zPJe<9OfufL7Wu5V;pdD9@FP=l_qdl^@RtmJahFLBzP&8z>~9ab5tdFYM`G?m_b$KC z&2Sxa7+2X2HG{{CeCS^00sLb4#-!&zpVJ8IHX1JQw;5kfYZjuOSc))rq?>^+w%bqr z;4I9+(^!6`=>%@~UVf<^d~w86j<D+)_&X>2k`z>-vk$TyyNx`Z66~x$i2mKO^^<-p z^3=9O)WLtg@pX6VJa{j`&q1Z{s1|rl|ALgQt5=afb2az*aM=^-N?ko{-{6l<5`Q39 z^xt08!nWt=$DYVYoo~Xqd+5k=q5cE%`A^w*Wm52Us@3=vauGamU&0ZF-?qfe@z`8l z;D2F1i!+oX;WMQ=nI?J=`c{wq2P%YY2}f3ooknZ$&3XF$eF^Hz=NgQ8G|<sjEHDU1 zGq@1z&s`L4mEZ?LznioJIJ4*pOOpH#@S%}Ab808>gyn(n16-#a336?!nf+PNA8wpb zk$aBs*>P!l4t-1^?M8rz-M_s@)7Pw#kKOVv{HjKMa$&bAhxk4CVf`!$Q)sm%Lc=N~ z29&@nRgy$KhYqjUzlS|~4{-daJVzSEoxqpL3i7=MPsXIkzJ-4My~wI_**o}}<}>mP zZ9}g!bGOB+6MO_E?}Sz{;;v)O<9hf{`WKQZXUkz8tjPK2!Ai`12o{}aMcr1^;<KN^ z3i>(r$FXJ8;G=d$9^_)NBX}a}cD6d%5H)Jl5|W5>iQO`F%oj0V^ibEp#U1)^?%1DS z5iiVYc6sg`N4@uL&~xlR=)unG6#nyBbL8C-uZ_AoUEx`tWij@^izIM=-2i_t^z(uw zbmb+^?u*9oJ-R>qO>BSzew^)93af~pm1m{|v%s@Sv)Ns#z5pH9iHlL?h47203=qF~ z40U@V`)lVZ?Cl^gyzl)Bdhc$E>nT0(FKLO-d0q>j4B_zON@93U5oLc|B%mLgkGS_8 zI-JWgm!%G)fBmwY#U+6A?$z&e<{RqyqZB)vr%~4|7mD1_1U{&i9^=zA4nJH8+o5~L z@DHrZU-9uoTnsAf{pXXrD44V@NC|!=!kcFIS@?j<3|7b4V1MFkR=3NDgS&Y;-tr>P zGroP<DFED&o;uGp=ndvAcI^ll9)aJgH$$*9@UYJ4FD6l~@I92a=Xgbjdgi;^Zwc`2 z4tGS9SI`e1xqV{D?-u&5>sDX9pg+2}PMfob1NHGE*8=qymV{qCucH&<yk}EP+tdO0 zo+;|Mr-#5Vuw7}?a^98T57biFg72`+bhekn2|Ty7u4Pl4lT}sq6gG3@vEXK}I&t9X zchpKt1+m9{Fk3bH8s_c%C^!E4K$n!<6sUI}{#e!A>Z8!vlF1wP(6>Vea#F{w(hKp? z%Qq1#LkT_ZH<h%Aj~(x}KRoZno(8@X=SFtm{mZ1%t@S|9%zW{uIr=b%_EDD6D)=;i z?c<h$zEi;Tve{$k!0wu<m6M~t78vmj_q_|>ThElpXV;MTCC37(QJ-2hQ<``HpCI>F zvYxu?N(@SsEFJPeo;R?&Q#lXbR?~e)5AaOR{bV%^xF>mE8lqx=|5z3tmaO4-A>z_b zo|E^1|0CzrLtXTlDS`Eo&gj#^2hvCnWPrC$R=dUwT%yW7u_6gL=*KKhqYZuFF-zr# zozSmdw7j>(M}@p|Y4CvT0`OE){fj$VYzPxokq>_!LN6ej6UvZdL;P3}GP$)AIzP$G zS{=Nv+uaZ1&wxKWXqLLceHMG4+O*B{JF$msCyV1F2KZDI-qM$thmLo3-cA+x=`|jP z@y8~>6;{6)YKZ`M`8X#MmyJ40D!1m`Q|Qc}oL_SM>qNLbyL;L*33{Suu?I4tdoOV~ zULX+w-zEi>02}l<f0g$C$A!A3XMHOzVH$f;W=z;uk2@1{)BoiNKnFkG_O|Wk82tXT zD1|am7nd9l=ujzx{|<S>@HrR6b>mp(tx3#fUi<Y@<+&>%m%v&7ua7$O+DEJ49&q#v zh2xD^flptXJ$>yEcxm#qV`(wK6P7z>wQ(<WeRR2xIm6G@{<l9JcwpUYystCbpc~#N z&OPf6oK;};<L(^zN+zW~n7#rWf9-)TQv~(|#w7Q=f*xs?P4}ZR_*2I&sm$C#nU z%r4ZwuYZ~Un9H&yR{B)jd7E4a9sk!BRJ7<v|1<kfhsl<>IRECZ9CUj;Ap$q(;fF|} zE>ysYye#+eimag-_$-Z+-Swz@1nWBPvvk9ssYoFs0{7xR`%>6l@EKN<q&<%Q@U3u= zsm?RP_d2RVIdlW_a+A)Lw2yE;FR1mmqkp`ev_|zN!<FzYvgB3*K4Vd~sn-x`L->4? zvnZDYUh3`J9lr+su7J?%k;{(6ldTSk5?%13q8}gMJcR!3TKQKK#FN{sJVyqB|B6gB zUhU$74w<{|uxP6_VJX;7!gB?Cx14^xpFRoSutm#McbrSpOAh6KX24&lr?6=DgLkKF zcH05|Q_4-!q^1V{ze=!Bx;W;Bl|LLXF~+{EnUX#OdKZG$P3G+ZZp70~#i|JKF%4n% zCly_R1C}lBpbBvzhDZLUQQm{E<d_EY`WZ(;>Fn;SSNFjG{=lxrLv!E-E-jd|q2BK7 zx-xqW{L*aR%OH*^JK}*rl-v^fpac$Wp?&akBgy)4VB`hzW`66paAx>yezI(%K)uFj z^m^nu@`|zmg;1sgd~+V;m}(#{)S9{$g+qsPm6vDq8hA_3nICJcz%yebEHaHz7g%x) z*L*XDfAOUKd9_o(7c=sY?sWt1l3t<GgFa=C_<8lUB<yF{SF!b0$eCd95h1uvK_5+w zWiO;69xw}3$sV;K&Yh&)VH*m(ctp0q{2lN-MPbwHm_w-xTp^uLgT7jiCFUn|6mC61 z@3wI-*2ax<jh=yjGMTED*2Y{$?N5jE=u`H-QwvEi0DcvaP}Fz`=l!qanOG_Kwf>f1 z@u2{(_)`80od<lk>(^&vI8pbAy==~Jvm;*aR3AHc8vA%nPsim)f}hyoH*)zV=J{SJ zI`U!fTuZ1&>fs02chz!*=QViP!1-Qd2jG@T_cpBW0Y5E$)yet*ct}zTAK?RBC!xtt z=^T70<>yGOym}l6uU5z6H-_Mc(_hbMqo3X@`)et)6u$fASEi00wkOzl#upWkC)mkF zb-$pGaG(iX?~e!Wo^mqPsss5m@o;A$`nfPpffg<3;3>xi-fE_x{&sO$&Zt0tf1T=; zRTj>p)y^CV%$+Ry`wpz(e72S+oU(Moy);a=2!4+}39d7_Uf_?Yxwyp}xS=cgByu6F z0`s_K9(%(Af!mLcyx0StRA@&x#bfBElK1ZQ`Zr%gx|pI=jNjjJGB$+!j{_louEYN0 zYs43Bei3Cg;6LvEZ#CejmRhP*D5QtEv6(4__8-_wv`78mE?(e@LCjf|@vcO2NfPBS zE8gS1SL8o&u3H;|s{(<;7@yCK`ELVy)`rK--(SF&=-#!JI(--7)pN&Wt4Z)bHl_VL zF?VZ|rB-0F2|pdx3+chB;FAX~1UjXG$MCtDD$s!W5+es`Yv6O+i<S{O@39xCdG75o z>{p=G*w6RH-i{EOs!TbHIHz~8+p}mKIJ3^RV>CbDmlDNT@OBvZJk4K=scGnxv*ZRZ zF<~x;mE?RD`jXvJS@Hb9^X~iY4l*o<-bk~8f)e%6r!8)>hjNa@{^Coan#d1(Cti}} zrem+U<t{3cIONyF>Zw?J=m2YO6H5~~_c|;hF@wO>ReSH8{$ouvP<1^F?*mUcA4~nV z&yILq6#jRv$bl#*RJ*?l-YUGV#$g=w{AI^yyMGOWpT8~@J5-1H7aA_RgUr~Apjt)R zxQP5Jv{PIgdYOzrtRctvu{TxMcy0uGkz$slV5_e<=g|{Z=8;as@+pT%=ik@|d?|9z zU@q`UhKX$l)X8LY<;7=ta8H;QY*Y~kg;Y#vlxVPz>ZQX0C*&oTwpTah<>8;9YL_|D z4L|Ug%8|#wpME~OX_9FQ--2l^{uv4IQj#3ElTnANr4=Vz@uF^CC`r=5bNV1rb@=0P z;9vZURH^X&5wiE}qI?X$v5YXrcId`B_P1&U;`z(-2c4h21>Hu2L0k;(RrB7|0s%$T zyBwUI7WnTEUuJMP%VS3vugVJWf_L<?G*DdL0#3?)?DCi-_Nfk7aU5i|CE}ww_v}@1 zA<PeGoRJ*>KKuSs&L9)`3n#a;51-l*@$qf43E)jN&Zo+9AU_4v-!dBf4&BaHYBMX| z<G10RWW1<Lzen(}R7OJ|b>k8_2lAj!XIXdjb?nO&p6+l)-_!Y@<uAo>TjIv8w4HPs zh}$wBUot^Yf2h{GExZ;wn0kXv(h2D49}b?{gdhEo`I8TkLf}0P{uy3CTys-6Nl}5{ z$JY{5DJ%W2t`TrKRgZpEOkMLj=I$y*j)c$Pe0n+1I=m8eBr=(K(tDWjezYyy&efy; z+>qUAi@Hej!-2CE71)pT-*{pk>KbC7_2px@_rB&$-b1K=Go02e2B0q%-1Wu(5%}ct zrPO<RxR-0jTr6R@k7d73aqq!->SUNYbBG`MgFCwFEjU*lIoVvVksnnLP6W#VS3S-D zVZq=Dd`S9u@6=%5^;y<z-f!R!NHVCRS%K5!KJK4MgZ}3Im(U}Mc%HX!HdFq=Ia3%u z)9sDt{Qhf1BpvXj1ghecJ*L>F{E3yRfEjxJjuJmX)I%ik64w~PPdpetJ(^hreY(fQ z;1u)>Ejzuoxy$T`mUg$BBfzDm551vu#@wR4v}b>=4Ezlg#ym>!J<IbS=a)G_=a69< z%2^5@bH$I=j9KvYmKw>~p29rW<GVGT-Pm6s@=N&*Idm@V%;FxBsLx~r^Er4>SIEWY z<z_%P%&)5WZy);w#^uoYWz^Gr0b=qdxbM!|O=`%CbKjgwkAsJcJe&TQp%;COsD8~{ zuLJS)<@VV+^nDtUQbQs5oEN^D`Kn7c@Lvlbf1T?BUpmR@cJv)>d3vGxrSM^@;G>=3 zvL<v3NFDXyKX$Ri<5U=U2aYkdk?eE0uTftWHo(hy?I1}y3jJxpEVKK6h^tqeMvI;S zCr)I)AjaE_eW)cOF@Kh9i5+&8b}Gmtvw>;Pd^f;z$Jc+;K)rt<kp3W@JpAEJsCSN# zVNby9C2^J^>;v=<zHOrLZ%+K8<4@FIfnV3&F{5sLGtV7R#%@jg4y2G@mczW4n{PYc zGWG|%ksUjH2z9Qs8HrjdaL-JRpwMW0BIKv-k(PYmX3ie&C3eumde|GJbvqGC0ipY4 z@E#BTY5ExW1bE<V&TLkbGw~AwLs?Sz<Nar?+4vrN4ni^+_tL|M=5bb?KI&hdEeUDL zD7+8G*`i~>w+i`kr98vIH@j0M|J!3+v*<pg`5Jsl;Odn$=s^$i9L_KW?)<@ciQPgA z`~LJ)?0yH>5*7tc{hw2yCom~uFGSydSYT?}2>;*sgp7afTg2HqrIEc~tqFyIFW0Jc zoCvc!Wgcx(@GUBL9W^wDj?(n*SlK5V;=}u(=Lv0?!?7aaBq4`yyyc|9H0n`Kf3jn} zme?~9$?I<lotzb!Y8{IW_~$bW1U>qC)ng~<Jko(zQ65>a0q&c9zv|#5_;|G=On+N6 z!K2Pj?C0@?u4VL~ab}|{@#f&Y&sB-=b7AWix$6esqccwqw!}CQ-z!F~D;O~k?<d}I z1@FDXyLglw^W+^DuH{d1!dI~355->O6>C4OYBhWh7W@7>aroq{f0>=B0}s>m%JuGF z7DvLUNnR;B$c30QZRt`1FY(Lss#FYk=<j~~Ddi)s#N+UtO!e8Q*Y9eN8{-_DTbneF z^1}P1WwEey#^+Mbar(Eo5}&+yS?*ASH!7{#y|4>DDZj1tR*zurV&>!vYt-v{{q0m9 z$dk3V`wx$ykDPu$!mkUyGR<Sr^d5Arhm)GOqOaQ#4)#4|eb5(`=}~kFX&_HpbW!CU zfnU;5vS_u(;9E{A25F*R(rtMmI97wWFSX?qIf1$FLq2>9&?8(8KcYbk{LPwDM{4vR z&$Z9--9O)~OszPsi;sXCagC>ZJcGKJH}T#Jd@n_H!8XZbn180MR2=Pt4=I=H6H?&O z1}f@=CU{D9cC%kQU*b8dOtW%-#NV;48fr#A;7M6Va~99Bx87PYpdP=o|Fg}*5(h%p z^_KIXJ$zlBkJ#Qg1l_aT@(3g9bN;BoOD^~w5-IhuPT(KZReZ?9!0R~;U5n^IK2#B5 zV3tPRZBU`8F#x??$P4#j<9O&-`D%VE;_oM(2(oAyLZ7!l-A}d)d$;NiUR_agCC*jR zGM>I=P1F%A&0@eQV^X`yhdZFt(>-WrxdZs-m`J(pk~5*Y`Tgs7DDsm4dF(za_|F6+ z%w%mNzg`{}6$5_fWy<(pG3HdrcYah$NyZ#NdVdH5__k{=H}rnvxxERY;s2+1nY$=_ z>suFaklP22CIdHFnS9UU;t&5KPtuRnIJf>8@4kM;=N=z!*#3t%emP3IZ)Y6l#xsAd zi@t{r_lS72pAGaedyGtvAfBzh5$@-Sg>Ka<erMDO@bY)tL1w>z=Tlqy^H-wZrP;lz z%3_cDZ_xP5dF(%YnLBU*by!T}f~s1V4bdF6pNVxHb#wljwOx`cA?dj8oo<BqbW?g} zir<<LSyOQ2dxyDAHyxW5TI4%^Vfww+;7tVHle4tj5qqx}wZv^%6CZM>hAE&|V$JmV z7z^F2ym{Q95O4s&$M=u$0Ed{U?8=qB48JM$#`J3BJK8+|7cEnm7lfaQA?g6-xijm3 zz$Y?)9v@CdeaGf(aoaT?^HS5!JDx5>=T^Os-dxy`@N*K(Ou>1&^MIqzY%l7{;>pHa zO2`v?yUe0OvA=U`M~OFda5_Vu55+Mfz8ZIY6CHvd$DN4J>BG)M#a4mfckrpjr3SJr z2ki*&^U2y8^;Se=*t@@Z@CEaI`d^(C_>c>^2ZB;=f~OH!TK5K@Xz)YssZ})egwJl} z{5@tv1YT_&GDp7E+i`8z7vSSdFMr=j0uG}uq*5e@zP@wzqNOMc_QTA^`#pp{>v?{s z>JCHfar3Py{&5uitpvNzZ41=hPDh0!4?*woLN1Q78-Aj{Rj*f}&(dR$S1CiBT^+hx z{SNwo%QxCdDxez(?G2Z_Drikm?5Dieh<<;mjzNXS3wxUynVug8ejZg?=2LnVI*Ir^ zM(t`V!t;+<YS(Mv*99&M&4J+eG<seoLWflBC!44Nyn-aGc}EQTd)i_$vDwc!Z&g># zPlf^asZi8yI0-)JLD8070?u`|v^{Mod}i`OzFek;U*J&JB0K6aYJ<fw+M}3j4JKJP z0bl44{`XI50phuex!LVG?4_Z|Bl*b;{@47@fSV|I2Qo(gz3cEPxw3rgiv@gh5BoP$ z{qtd<*iq}^4c)>LkEBzi1!3^!k({0a>a^RjgAY;PO$)Uo72SY8UnPn89lXzu*FAja zc;It2eC{nNmpyUi<A2@Fs3*G9j#Ky@hQHbVkJM|5=nphWrkbhYd(76fM;`s#Q@Oa| zD<-J>Bqp3>5U<%BPg8~>?`$hit}XloE-$l(;|%bUBihvwKaZf#wmLo0{SooQ_LGW6 zgd-7Ir?g81_|-+`>%5%ko2s^-TYdyi{&4U76wf-&X%UHlH1f&erX(k0#CcaP*7=jb zmBe{JRq!Q1=eXxi<b)vj!TWB3>Uf^{r!z}U@jS0&2!-;>qYrV8FxxGFJxU{Y-7Bh~ z`)?&_bxK71JG0OigFZy=qs`L0O4O&!%|SbX54IkvvI|1KpFDm4{O={~NjE9EybV0l zpS}Fo66)-M#c<Op^gT`Y=4Dc7a8JzndV7DNUlHW`^%lNneiapD&vCE&6?T=jZ#fde zcWzsFJ7fQ3()OED;C7;~lt})~NqST1^qtWKUOgDsKm}aEm#gegv?KOR30HbE0;lq9 zjrR9PePL4D`>qJ_uklw;FUt<-?0!BxeBs?cKIaJCew+sx+U);qVqJ-bACh-<-$7r0 zHcRaRbO((rVLkcs*lWOWIeAvifykjQ?k~KII(3~QV4t!L(Jnmuvor(yjrQ$MVO)bB z^_PB;JvdMCujs#Vp^y4IeEMSi1)TpMQ$Zm)nA`tvSbIMkbT$7e7)^*<L$9M`NR|x! zOpRN%1mZ}kN9c*0Cg8`ZkLB^3B9DnUT>E#AE4RA>ZA+kkaeBeN`=%|y;<`Qe9J*3R zDSIX+@C!Wz-#`}fa7wr>mt8ONjeb(g`3CrIU13j1xB@=_k4Bjx+_%2OZAq;h%;}D7 zCPWkhSDg0x^`y-SbC#dE9wARmr7LFrd4RdV83Eb5@FyT!`7%7`gZjc|SUnQ`+KT=8 z+bu?}#8!{S#DNp8(Ahmn+CB)}^_q0tl}h-sQd~$|nS#D>IK3*e-hq&eapJna4g6x# zkTuI4{l7`$^G^{jM15`!OE>!dVO{O7M}W^sInkZFdl0@K6onh_CV`)^Us#!ePVqC* zs}whjy_ZY(Iga4_nun%;HN(A={-RWqa1YPt(CO(%M==+1u6fBw0{C^ZifBg#@Dn$) zOM(l~Wd_$5v~S`(>V##EPGC-R`+en6=rpUgTvb`nx7_Wxwq6BZ!KT~#^BV9h?n|FV zuLD10h%IVQp+Mc-y~(e|j{Rjib0?#~!~PMcVTd&Z&vfhTzz<sJX4(Y0E&_)Nh}us7 zD-Az7i}yEG@XuS;eJ@<EqrXtH=XXbambGE3L)VPG$0nya65zj}Kj+8kk2)sraU%~K z&d<SFN9l=vSK`=e?%F<a%+>Q83*P|lc}sG@E%z+^IzsNxQapn%uh00kIq=>zB*~UH zl`((!fcE`YI^h3=ZMG|L=@JvUa;ISzVmi~@aOwo+EM(b3bsl1F%iqMg8THubK>sWI zO|hRvPp7oi5AzI;E{>l*VD7iGpG+D$KjwznxiaA4N}FBR(^~O9a#I4Gpuf{A-01m< zIQqNERP`csqG_Y!byrYF^Kx|xU5m3JPU+FeaBA2P%T=j)+85yG@b33)#!FWs_D7YE z(Rc79B7>&yMWLq(Y_7M(`>0l$q?Egf_<W91w7uPyNK5_em-!R8ESLE0!^yY@t{>Pq zIMGkAw4Dw|-^R0kV^a(`<|i)E9#s)Lg3?a)X$ta%^0u=O{Q&&Y7H+P!qYlxe9-u7; zkMu;fQ!Ey^fZuq+Gm0+w6UJuyHE<!G81c)v2x5Ok6iwu#MHfPzR;Rc0E_9M=*?Xe! zJ$bZWaIQ<a5Mn8mXUXW%uTejxt^jZ5ew5dFb`<zj9sh~D;2DH1gLikLAFt4j%(;TT z#iEqUR}H-SiK}mob5Kvk1uqwPutQfDCf`4V{@TrSTh~SyeF%wr-idz9Bj&xIWTUqu zc51iWF*9%?413Ld?IW>|bzOJ4ixjy1(ybIx@Krw_`Ha1Pf_##C=-6-QVC2ZSR2^$k z$9Y%$>VrP@OlrkiR0rbXr<HyR+@GbFAva#y0MEXn>Gt{s{16OdqLzYCpPb?3)rJn@ zTvh{p`BQv<DekZZQQ%;?VtmiCQHPgp_TORz4xz(%o+{6QxYZEDPbKU`s25bNH2Jy` zhtG&zYI+NNNOXg?zYD%UZ@O3YP|pjwOr2hO1-#&u327W~-`-Nnbtcr=FBeE}F%+S% zaID^SOTd*7D<f)tfrp}<?+D)fin`i8=E@`JV0_-6))oH?9<1f#pays;E0wM6XTV*l z{(By=!_%J7x!d&Ov@CG6|AzVRJ;EHETgjxTrX!K`fysXX^BvX=KOS!3-sQ>Hh*o1B zKx;LwauWUJkMhH9(k;M`zoc?7odXXhq!qz$2YnBDT*7Ht_@SiJN&oRhKQfpkT#GpC z`1bt$P4JoODeqh94Dfrb{O3txQJ1YU*=8+bUug<!%YnUk9^wW$tx5P?^LB?l&{LdU z8}hJiMg03jH}y~p{)cY19E;k(nO11;ha+B7NR-*j*}`A*+T(;O=;zw*1zX;qvn8IU zA1!9Ri}@$57wa1u(9yczc8|yTYotx4=>e`JahyW2{{-@~XnpmYv&ff|HyY{bvDd}T zNb5H0!PkCa3iojCv@GK;?AVQS60vEro#Q~Hd)T(O^uX`Kz~0Yr9QsCqM%6Vw=ms3W z9k}cdAB3jNcn<89U5a>LZ%*Y(h`ebNxip2}_5ReY0B`IE6U?cIMxMR7b(hKKDEvA4 zUVKWwh5Rb&@@Nlm^ZIVu2wnUx|C1liRBOQ}@ZkG~2<R)A(i6E^@%e4cZqc-&=zAzx z_Jj;O5mg<kk=L;=%T+ld)EmACv&~jdf)RgHqkTg)5nrE)w4bWz#GHApqi6Y=J@L%_ z@?U*?Z@PpYZ!Pq3x-4?7^oGzoNz>{{O<|5Y!(NLN&-v6qL9z*O%X<c9hYb%n5GLXR zEJ5JGUE|}FSAcW6Gj2CMxq*24Q=sX75crK(ZV9Qa|L$YBz;qA%ZN61^{%Ch1vi*Nn zACyM@MYbxRfqX+6@51|JKkz8xw^<0z>)4R23k&MOYylnF8@C*Z07=)8@58`<FBPj7 zEV&S}pJRV?`@=6LIEV9#KIRRFGLGyYg^v~Od8t}6=s>(!880J$1p2VvSww$R9aq~U zWdNS9)vJ@*!;YX%j8bfYF3CHL>KmmV{Aw(z#@j66ljL&8i3#}85v};)OJ7h|P()|5 zrPvXtJ(tQ1!CM<>rPEthK}UVtD&o&&?7gf#z-A2ngW<r+mqmB<Z=zo|l?73cs(kt| z?F7Hp$`@h}j-yY@3w;`iK4ioF-2qM`_zY6{@hr>Zx&PLCOqYW=Mz_c&hB>Zp2~>G5 zo6y02PwKgX`kYR(`I8IkzVSya9cQA!)Ai}r9CZVp=v3&|h<RVSKpL@H<n2v{m5zfu zU5Um8CHKcd=yOC?_EADd_BNsXcw{p8{inXId#`}U*lAj3zJPimFFv~R5zfn7xket$ zeVL!*mSU~K9GZ=KIr|j+w<$T_ltOQ#Sa#%UXg>0=(`6lV^pjpp`wmnhF7UnlUc_Di z{h0j0_tx63#EBCZ?7m|D{MuxYR2=$)t^P=zUC<@&$;x6F-T~c`{qU?7;_FvM_NfOe zsH2NpS;>*F-i>$ZDML@dIw2L{5#tK|uG?E`1=L~vg*+9&3y<6^BW(rGP$;Z?%MCg~ zc0=3U>b$_ylLG5kp<hYveEy#R8Tt{Gjb?GwYahG}^X{Pjag}j97{&zOfT}~ymUvDr z6w5E?(Z766ZBS$Nu_Js<vny|Zg`Q^K_3=}DjwQ)K-BIjY9kbAW9*TSA#vaq_4c_Fq z#pn4wlh|i%s4G&Y4L?N2rc6!b?~4VEXI&7tZwMu}<%2ikn8|M5Cy#kJ3%To6L3YHx zzvcq;=qp)vwKEQU!CXXGjcHjF;@mkY`6zDa>=urAoHB!tsrdmre(1N}D3F|BKz*jH z^{YVucytCmk0J@?9v%Oi_CAihQd+yl_#1uq^PRV3_UgG3&9v26h-^dbo1XMeN8B*1 zX7@|@0Nhx5Cr_k@Bk&d8eav^j+g^OJ@B})BEdE2`i5A%R7i_ziJllov*9^O_kMFA; zNxmt03Vqn8+a$H%+p7AqmT2)DWkdTJsc?UeF^`{XNB*uqev*R01N&y<CAsNQ53W2D zK05ya^-W3DANoxjf}iHpnQ1@Z{~lCgyubw?K2$jx2c9+blpm-17aRD?`Z+7;V(ux` zJ7O5;<J#8sWJYuBp<3d5n1+6=>uIu5T@dD(j_UF=h1d|MM<)eNDdXQWIreDnLS2xm zWtjt=Mxj>D@(bwBE&QuL>lML&Jzz4R<|OpFp5?XW(0O*)&u1o%0yh-d{U-hr_<>_P z{iA-m5QE$oNl&~5Ui6)k#~l1z=yi=fx@EXW&w6ECNgc3Hkmghe;sL2KZ`(QCAC^H@ zLQD`oK^Ja^Eh8^*nM!wRLU&JV!~H`Iyo+StUKVRT7s4rQ;Kz?u@Z!zKBDiLO|GIF~ zsU_JHM)fP7G8?eJQ9_7hDjj?2i)0&~3^)=Y(UWFH@JW)e@o>8Wygm1Maug{U_6?I= z<;lb6IvlAOxCVS7t@&h{D-ZVdoEq{8n8D|I&{Ngnxr=_x?48H=cGO{d$6t$hQNBjY z3Er+EsLa0rxF=I)xb(|l@S$$q;w`%1Y1Ko++wR#Br`WDuy7&M(K$f%KUO100yE7jA zMqZj?dYj(!6#3cw-OSo^%%?wX7wz8!?{ttSRTlBIt=}P~*#h{$sR0&43+Pu;W=EF6 zXZVG?TIcM-`#M{uzJUA?;&jx^k{`HLNo>$$DR9Yv`hh&)A_DP;^BEFR*N&b$x($3) zJIE=kV-@>(kN%7j1D-L!5a+0feEgxPE`<FvbRG7juauCNK0XgA3NUsgWKY}}Zz%)r zw^o-XB?CQ0k8Gzw6ZTt}WvU#Ub|8)vRJHCxJi0_aC+-J4Gv?dd6i)CqBN|LwmqnmM zTu{!o)J1*!_w2iV@FD`6eD5FTVV~5EKRXj}uFdmV>}Ws1kLJXb6~}k@y|^9l&ZmS= z#mtF|%)a1<*?r!6fCnond%Gh!3-8-xNbh<8a8#N<exK~ICu6*Nzu_Wu_*OSR?8g2v z*KegS6M;WeP3~2wx5M|H4KQ0g3p|B6-1$iY_zcalAOD`KBKdc%BJhVQ?}8uKoP~eO zpXS)dap-R^`#qgGgn80YsR+(R3qmy|O<M!~wVm<SLnZK57n1W6bqAoM-^l0QAr8H7 z(D5IV`Oq7X#JsNrZ?n0)tg;vH<<@PNz<JbpI?k6G#2!Hhox<5CiSxlRPdRRg`%`cu z)gTi2=eNhVZF5!lGpl4L@&g}BxH)jc9&vi-6{&M+2V4mj1))ke^v6d+T-=0@BOYc? z>y-&(9+&y!1!3TO$0pp{9^QdIpGsohMi_csy~WH`+&k^kn0iO(xYdto^A`MYBm}~Y za*VG)2cDWfs>Kig1~mhIVPW)T3=fju<Gks~kWX;PqA##>J}qL6{&cWRE<_o6PpXrT zXpr|3wO(XK<9Ue%y`5J*kA5%T_Mi#)=-wZ`dlx29H*(bWRUwX2Cv#G$Lgzu@*(B<p z>Ox$dd-Xkx(vC1n=imK-9D0d6TSxqz9f)Bwmb;QS?1%<umf7lm{Otn@nmwhc?~2c` zzBrBhY+}n6jQ+0Uo;Y);9_A%Zo}#8hJeGOrZ#j_yKP2Z}+-9HP&#P|a_!sdq+PL3M z8Mti!x2S89Cy=L<G8N4BLl1Hx>r2Ep%n`KnwpJ!N5D$x)<!I1Hv8KuX%tAl1=q|^; zG7CR@j&<7QSooAPC)2WJ;yv}KC`ltPs(xG{IhT(8CEweG!jY%T{Ae}efluGM|2*ds zhYeB6VyhrMU{BE0tm|K|1>WRNEflN+yjDf;va2-oGH-TtSY3wxNPn5$8~5Pt>Se~o z66Bqj5eKg>_%K#87ie)q4^dL-^kX;TqK7uk=S}b{8osw=p1BhDn8%ZP(Rb+Fk4)zl zgsw2e{`Da8g-5WwTH>-RA=;un$O&D<g}8uYVF!VGzT<Z`a|ezW789*@-G<mSdTx0Y z=QF+a>1^{J#3%JC3OW|-H4JCXm*K+R`B9Rm2Q%R}A?SG66?o5O-oQf1Hhbd0txwv| zz-z5hmI~9NJ}rMB=Un$0I)T_-R~JK|NB2@KAfPvknImmsMcgGDEhvo5hEL~yu5aNt zpjVi3Yl)PyCt8cIy*~#YM6$D4Z@L+N`se?%eGa{-{9UO)Z=C1G(yVlOoR_%J=X7?D z!Q;)mPAf6Roaf_mw=L9F8VCHdN3*a`BR0-!!w&r#-QwMN=s9X1caHD5hWU+GvmBPF zSJzft8BUhD5Fh2f1^eQkyMJlMR;L4x@k^*ohThPQt-T~M5Pfd&DLUKV@CiD@SWC}< z`l<TWm9G@=2`Jp5_rw%^n)|Ub{&L`eRhP}{(a*|ENIcw#MP2MU)!K(XY3xgOg~l}e z;!?P7dtHKFVmkb&F7kar89yU4J@jrxG`~3O!27eD2@&Z=ohA@+|D^?dB-&FGxeyN( zUs$s|x3VF|6W&PL=>PL$+}>6A3^+tr;PIB54#XwSuv+yZ%w<~F|29fRe{-1Zx6CW} zr9`U_t3da=ZKrd4i_MnEdhZp|d>VUV{Tjq|a6gtiy;FFB!{)>><=Z;|m(5V4q<9WK zN#OoM81S&IvaUt>JDB@^kZ|;PIp*;8eBPJH27Jmet?SYjd{yGwL}|h6-0ZmIyx;@9 zn*@<+j{o1NL?o)I5j=E_?~~FC&ID(wn@LSQe358q(iDKF(I0;j?}u~r%`woZ#T7VA zhVq0W>gywG>@1Rj*zc)s7C?{ZcEsRzHKQ|hm%H{cPNR=qsx$1_IRIQwRjzdj?@Re} zF#A<Y=$UV8>5!mq^a>2J_rQPuGrOne`LqjB!F8h9z6ST@mCfyo@NHY6@6aE@-rNqg zG%>4X?0;A{e0>)6%HG$n+2Yan*fIu`2jt;ACu{T1iQ5tsQ^ON`a^XK6nek?94!$7l zyK=i`FsJjJBctv=<dcw7EYx42;}9f&w*MV)M{{}cJ|Ua~HTRZWb>N?a$;PEmG0(gt zci!M0;vnhEF}VVJ;=$1Gg<;?oJ9CG!H>aTUPS~kf<OTh;NZ0U)Hh9Rd&n?}7E67?r z`M4W#!fVrK*b(vH*^2zkxE^#4TdIdd-=hz6rt-{HLY;h-C%cTsj`*d=$R!#AeM9`@ z`Hx-jllqz=lB)_|@u(lY+AQEdN3*7tfMY*hpZU&({F(SrTWK0P-tV>NoJ-NCeR><V z+=FxU`-t3eHJtBXd+gQyT@Xjg6jwK(J4xe_5*!|ak7238p#*F63pqn>r~d-y^tm<X z2!1;5%F4dlUKjYbdKJG=MjzVzD!~H!2CY=(g$ua9L8(8>+zjyCt2!qP^<4>xkmrN; zz{f7~3zFX&0e?;04(ddlDO(l0?E-#IW#}ZKi2BCdo3{Q0J9I0&s?F7iyT(DAOBukE zbP8x471A)@yTu~yfpgmV_dhnyDB$ZMMTbkmpuaWPd__eL9nw>#T|DREcQ;I78)Rcg zD8`FB*=gAm^c9zGOM++A%Uv4aNrVnA)L<_Yc(zn|ORMwcw#41pe0M?Mx#lN?wN^1V z!5;8R<;YIxKy$rLih4mW^ZC8>RdM(j?$&RR!+p!r+@^^FUL)*Q^tuGNpud8B)>0w( z{F7z<nip({_!K3#U-<nkGY-c)kRQ%za!cu=?<A-7DNZp!{~sho@s5CRzwS);Ip9}s z_~mQo_@GZ4t1BxzgZ$a@Vf$;7Jwf6Sa@2G$^cy-uTwHa)nG|-ubwOV54j(x42RNtn z)A?<>-R_v<6Llm_0q$L>yP=Z?-#GE3ng4X~F_psn>C;ZcaJT=lplIl#o_tZZd+I`* z{vSox9na++MujM{A}TU7vI-%xM@CtN6dBojW@klKWJfB5h%zc9<Sj&z63Ld45K+pG zd+uNN)4i^KzxVxqpK;E4&QpFqC?F2H>1l<I8oc+YALme@x)PBrwc?TGz<pNkdHr$5 z`>=H5x({B~cuJAF4?iD%P32t|bl)46RBsym@$cDfCm!vB5Ad|2>Dv?7OER+i_=6qr zeew=eZbO}zd*zs_N(A;)?~q~g0<Q36Q))8>I9th-c|pzt_*A{S9P<`^{Xd1u>{#?C zdX)|S`{D1ipOp63?0tOi=R6<AQ^7ZF*1bL$=tR`|lcsqdLwz;KKG>It`EcX6<95h9 zxt~ny2GGy?ozXeBfw)jkECoxTUJa<@-O63S`~NP)z5{jgNm|Wsg#+-h>T~wz424g7 zf7w78>T`~LOt<<HuxHQu^jwb;<`q6W^r&|^5Ef^Li~r_gz9Wa4;sYn}nt(fW(ZHK` z-m%|5@Dp|Gr$LjWe%SZ>sO`SOQSeSv*P@mX?~BcRG>+DzpSPQqzlHoodNv^FM1&_{ zucpefm5BPcXvq2J7<7j}jvvzmUbcVd7)$qC%!4KD3uI-%9&ghMOOqOBBBi=(=+PAF zmTFnPR@801Kj%}qkO%JDXi9gBVScwi#;58X@<;iHMZI_K#Ev*?QlI^}|J6_K<f0A_ zu#4PKN5AEFX?(Qx416(;|2jX)<V|FEha2}Mpw3!8NJfMEVqEET<+v8kf0OYmDd2)R zE#Ik=@t!HE<_{;J&o=8%SsDkv_Lt&*#1e2N4X=+BZ{VwPI94Ok7V*AnuQF+F1NN4% zo^Fro1ivLj!L-Pax+(s+;5l;4n^VT`_~d}!qr(>I4n35hK%<x+zE{}0iN0p&ufI=w zlf1A3j{R8G#u|A?VmXMi7=Dds9C(tphT)%<&>Pzb-mB=Rv4#%|{5K>DxVzh+e@UPy z6-YpQJyiQ>u?N0tL+=XWRp1kIDx4?E-;tO*EcSf<F!HfbNs}}5Hub!nQG>kDNB0Re zzI_kejzdZ<0zAUig#&`8xx9$A3rEPeaPO}!G|QMEk7oxBvnDK~u4=YY>&N`O+i?Gh zu`cLCt0P#HOEH&{aMLw01^%m3Oe#B|7vV{!=x6!qNU+{zxov}ai=X^Gu{ve&d8RDP z6~VlSn|AKbX`H`<Z>);aAAq-rs2~X>g+K0}-gmvoPn{Oc8G4Aj)&JJ~$x!!V>GLK# zbRN}9cH(9G@OebC*Mlx#KXRFP^jqMoGuidYJHaEJI7t8RHs)I^Mju^SUV{E-#AhNe z7xPf5QArB2@Uh^x*jWnx<M(k(JE5!avAiiYzm5Dr{({x_58ks*k3+aq66S$8t725y zpi|E|`8nSSJj%jO?~wxV#3pZ5tM|eWW!Jz#0Xuw;yWa=hU&D`bS!0H6zbj#`S$4r4 zc`-Jo<~teg-DP6K`==!8Ni!qU(WlUdwED}ZpkBN+ZqY%O<4nYOJzH<;0k3?Y<Mc#1 z{F!oH4{e%5AN_Ng<~j1?w_u|sF$2{1&Efrz!4Es7S}@NjLpMvU5Ylc6zVg^bxtr*- z$ISy-?jr7Qs7q^xa3Q~xo;oB=iFjnGG_H>Gu$9Fp<%N1-D<b6T5%82sv>mo3la54Y z3zghX_}Y}6XcTA}haaWYfa1-3@X||q*SF9w>A&7{^ivpq?uFUsKQi#?nq^m4fR21R zHm~TVFrK5AO3y9uuMu_pT#r^U2R5K--vS-lDWQI>a)U2_Yk&M6)Vqm8Z@;{-cO^RX zUw>H~L|my}TjLG#B1+SJzxUsPzV`9ZZiigV*K`%B^7TUpnVo2SQ3d+~Od9U$!Y_o9 zmn@lw9{WiJ4X;`1p>GTLU{UPoN)+(q%le|<VN4QorfI~SDvglCn41^D#Tcv5f%iJ# zl*QPFID6$OojxVz*2<!uRqq47uWw`IXe@#_%dnF@AOQ7ONb68s1aNPISJ6*!?>Jg) zAD+OyqPp$HP~nC>dnVBjpE6><h3D_yUUAF|{9+Cb2cN?-&?VnI4xOJ}|Elf<HzKOM zU@&u!GjWsgw3;dK&>IJ<1@;Rf&-WF7ZCZCDjH(jKGFQO!9DEwkJP93a?PVt$O3d>g zQ5DHTz4<;$dXhZLl?ds1_vD=_d_H<vuQ7q|tuB5|TQQ0E_bfK+zJ)sxt9$2I3hr-* z8J(E)8O&|pZ!?jVgD=bXtFpFaE=1OOOK&mESJs;IXIUMF?pfyjj68HZ+-zEH!@!G* zr>M71g2#;ial_^!^m27;S7Ycbfy2<e{6OP_x#8cr)$3l^U&k5nTK=3Xk^C>>03+(^ zj5NPy?F;ZLdbo4`KJwUJwNH9O(7lYL1iE`d2lXN)j6w-|61wiEudbsm^uXXjpCJ1B zN#=)5sGD`)N9fCe$6+nXz4vti`mjS<rD>=S3UhTX{Xrk=NHLeNMh1K=S4>A!%aaH$ z9JAW+1x}QlBHO`@eK23`#xHfkCx(Rn$R_Sr_j++?vLSqFKc}<*2!&t7LpclA<Mu=- zt6r758T7T0T+VCC(0#aDZe)_7&U?!;n1#NVyf|5_R}Xvg#sr#O@xAYkkp4P02Opv3 zJ8o;D=nry?dlw?Ci8I%@{^a?ge`_nRKLZ_T(TJ7)|8po@kB;#g-^D!)VVp4o&s4=W zrGEhZaKy-f?DenkAEOyNNPy3gG><*CfVeMxn&G7_=7VVIc|JI~fCoAJ#^4d|{rrse z^0cBm5iwcGYXO{4b6beDXclt-bE$0kr}19R+{Ulqd{aIY9qOxu-r_r(@&o9cDx=TM zbwr}Bu{2)&g}$OLZ$dGG)txYDxYPf6*op87^nEjW8}(Y|o~}NA^b2doiOI+}$H&Xr zDu6Rs2I)`ACZj%dNaVKP13kmBRW~v^%$W@Rb8eyoACbTwWgL(9Z?m+KHwIq{N<vv- z9sI$XhHDxL_Of_SS9B--@1r#NL=N9yX5X7XT(!VS%~Ec&Ko`oN@XGtLHgJ~CJCFN; zJN>hd(e+M*FAUS5PXg-vAFes4$l(J}p+R=y4*KRNmpTTY*1;d`N~><gaR;J@YNklj z0X|mDl^;iNFW8=qU6V!p>h=5`9Ng$cm}*6ham8YOR`0e&K?it;{(<Se;Q!=<$s)5+ z&kLl^4l%J{e=>a0UO`vEJW*vNnBz_4U3<ZC2m1?o7?d~m0*5=zBYxFS8NQ6$BkCV% zv4>g4aGI<f&-bNRtZO~=Fa6I;GZ=xN46ZEi1P;o-?W({z;7M3>$IF+gLw{4tag-eR zCjD*Mej%KX*0>(W81!?=cWO6pE5nCq;pP=_AMBYSH?BAW9@O5zY=e&!zUj$R>mypw zSMU_itGId*ogX-->}xSE^+la&Z!q?NExO&jiMg>64V8qvHk_yQ#fau_z*P^ut2>B# z_l3Ih*x@Yr&;2rJw*-#iQlzyqyx~NY6(2v-eFr#$`RhLGzwkRdm!nwM2wutNyZh)L z@RIYl<xZjQZn-+va0$;n?v9+g)eG>o3nibty@7k)*N?7ehkuQA{l@ox4}v&;=cVM7 z6H#(?&N3P}mS9}?vC?MD;q_>DpD%VMp8tB#d=k%1WA&9l>UZ$alr<^Gz%$%1-Q7sZ zjycn#{q#f7XOmcWdF9(<-h`i;c4ZvA=imA(zi2#(6JmEHPaqCYhebU)^a*^2y6+MD z49p)4KJH+;2p^OBdy@?W{KIdBJ|KaP%-`tC_fxo^T!8{&$2#Fl&!qX*vKnz(|Mt_$ zPo9MS3oqT0UBI<oD2Xa#&aR+}v_BB|YqN1Mhd(p$Y%kYW%*D{bS11qL@&QN8oKZ7u z0Iu*#dZT_A`gIDGB#wFP_vj$Yn1$Yr{%I~t%Wd>En^!h&33w8Vo1VNMXg!FZSvCFl z(C-WRPGvZ3pq{Q{j@!$Le#P#vOBwW^Ot~uL>BqpY4>ZulKo91v{F>ph1^9yRuf$Hf zL#J%J=0lI?aJgCR3>_8f4;_&skATC_%&JqkLGPk?+HCY6{5=W|{SDXF#NHu=Yd+n; z-K!>&?&l)koU_tT`5O!U_2N|12Y>9nz9L6v=>`8f8cU(qRLH~gtG#B3zs}KB7Ixst z4bLpzSd@Z)mKwpepa%YJ^J}@G2I{57XN;kH;Sa^dd07v2*TBj8BMzyUk9*2E!^h=< zeFmh~yo!idQsg}Ieb~FCWXW>{cwh_paXv0%=)OZ9xaB5ezRo-E0vYBm{4-W>XoF{c zlGoWoF^T8TI!`JD{S*h6l8Y)mK7Yl;ji-O0t6qAhAvzD<Jc)`mtj`g;^wjsFcF1=( z!wf=5T#2ZZZ_5`}5U)1Q>&eI>zPx;$KR61W_Jz;Ap<mcXT4=`f6!_Cp^y0-l#0B>Q zhgGb>m!7Eeo?k$|&a4TgWYdGcCT-(FCi<B6O)iVhNAASj=QHY8ZUaBsqb5;ig7f4z zocui%eYN`1XhjD0q3L(l*n__~pz?fa1o<Jh)Ypz~9Q}59!VLrby`LwG$gh>TV9(7H z&ll{N6OLg#IF}E7v0N8-8ot*_KRH={%)KZcY1F;vi}`>0b1R$6z)h}sYrhGCFG|Kh zzF;`|@t*L2Su^<2u+?mKi9(;K;$OP9fOD^QFq&}lAVddc>;1m}zhA@S*D=Il|Ms~C zXn+X5#~CNjEMX4^xqem7XUwBSlWesGW1ixPY#65@=8Z0_=Y2;1oc8kV!VTzON@mln zUC<A8PCe+Dh(aFh3qE`s^+JK1vjF1^d?=iE?d|Nq{#V@%QX@4_V%tgJn-=;pyOY8t z<A@iU>IzEwC*X4;HA5<ezu)6-Zp0OT^hvusm9w!2vnlZYk|p#oPL~##%ZKnBuHIpK z1-xN+>SlywA#kDtp#~A)lS@o%PBP`9&(!|G7!Ew+AZ34(X%y~viOf{z9Q+BxVrD*} z51{v1k-xd+LfmXH`YMU{?>#VfDII<6$WMW#k|p>n3TNaevm(Chd$sj|Pb48_Wa8e0 z-tD(XPii;nYFl#67UcUKOF?15s0-HjtbQN#`+uHR*7uqe`m9$Zbu++aVudgL_&fo< z$Tvy~-Rsa_+7NHTg%GzG$qGAecoOt}dDjHS@OeKKiz<&pC(d%CUqKD`iF^+UYvlia zbYo5G$XD@t*MEF&LEW7`8hXkZx{}UUJ8wbf%*5`Jsdn0lnE!ibs~x@`2HK_einw3% zcSc+#PhqZbIL%@V`J?*Qx6N5PN20tbW!V<}5xJB`y8a;eqMH|WTERyhWmBx8^1$BQ z#SfpS`Ox=J^#6!QzusD&u#u{RdBCDKmHE$r7c+9SZF_qV!$;e^s0uJoXZ1Vf%N6*6 zPAzWL;ruHYoO8--b|SP$zAC;%oN_WLt~ziTao4L<A~F^D;)kdCO!#{|v={of5Wju? z>Ye`n*Ol<mE%x{fyl!|!I%E*%;#R(IZvC=55kqq0jW+)LWQUUX?RUt7rggez=!4k8 z=!I$dFt>UAoQE5Djl=DS`fLMHPi+jTDJ1_NN6fOQz$>v|ZV2Z)>`ByLe^<Hv13F?0 zFK-U;0P62V4<8@KT$SN1hZ6XFcJZ=&Fu>=tJui}!T?!rW-S)WExA=U{pVD$xU5P%8 zR?86q@X&4w9i6}zjCZAbvy`GPVaV4L*YU#VW8Sxwj_>)`EN!&te?LL#W{n*9!m;?< zsxo;JZL)WkXMj(b>3rQ=3!K$wNloZbHFRzfwP$Yiz|Ze!)OU7W@Qli|8#0!j#L18& zHUB8k_eeZ!-vDlU{SNz?;K$(2nF1YO<Gf|>|EfhI2Oe$d*S{;gPQ-@<SJBiJ_$oAS zT50@+Z#=`h%25mO*!L-TpVfL1A%=46))(RLQ>9@&i@q|tX;-LC8+=kY>7Lah-{mPj zK6?xO&<JJW&}#?WV`moiM%0g7c62=7@E)Cog{~h*eVkjFoL`Rm@OY#PY04tzFdUiu zJP}7^DA&yA%%SVs?cuiBhWN|#tXDJ|{p<9TIP!hKUx#Bozd?uFnO&}b2yt4paB-Cq zIu}NvwyocYZwd@yCc40R{<P)Oo}=+1_{6I9A4Nfb*jP@>jdR6Pe<E81@r$HmBKbP> zAz_p|&PpI2l{7M*)cu0JG?l|8#lX#qR-}{DcS9%l;(&$VE8rSkf0{F0!Q)DEzr2dR zHL)dZV++r9?}+(XGsKCUz1FezLrz4<u>$Q#)FBqST$*9PtB*Pb2;Az0Zh-X19tjG> zg|zOVBd9N%Z&@WZzIP(@1Y*t!UBlexV+oX$PK1oGw)1Q><|TMPmXlsb9jhrVAb|eC zU;p8B$prT8*-A+7ueT@oKE<yx0{^X>9osOo!G6w=^rH29(1-Do_MfZ=PO|C6k(cB^ z1TMS|$w&QpdtcI$DC(@jj~<g3vynHG|A=RRKc}2~cECvsd%B}krUKtO5KBf!?4JXN z5*_Bb<^nv!Hp|(sQ6Kt*U0>AmMZkOb_2q?(VvkSNSf>;C^I?^p%}0Vf3ARA*kCU9> z?{fv|2ll}C>!ak6nSEXam4-d7t`c}264uf4z`<56j<no1_ag3|E|GjW2cG4M+SnHY zzb}*9ivsh^YI`1MB&ecJl#_{$BJ(5$#T+g@h{3rwn939cKJ@n>@3p&)z^OMXnOxy7 zNNur~k$TRJXr38~A;o?23}(=M^9%LoXb^j-9Q+S|1X}f@f28^4HZe{Q-?=fXF>>(J zTzO*-IqqHrZ*IJA1v~iXN2_xE-stxqKC+3i2QII%<GvMiB_T!ZSA)=p3s=%LSfD=K zKWsmF34H&RC-KKdCeZIZHhg}<)(LvV=SL>NTe?2K<iM}#LQEUf45&<_KD;|&e(RYN z!9JnDbOE|EhA=_W5b)O3-XA&0jqv>2+IZP@;Y-0F^dkxJ-27|5z+;?)%ZEAnx8H-0 zCqidAz0m*3#rtaegRc#0&>h_cyin`#fIINI)Wjj0LGS{r{WNwWxZe_``VrSoVE*~Q z&eY?GKR-p;uNz&#-nfpzc?RH$x{tpl)M$AV_NhVpW;`%&op0CMMGGI1>k}Us6w$9N zo<3j8g18{bqH=i{dU8AU)dk=r`$=Ezx_bzCTM~8a6V%r)bNvLi?cmFOjM4w{d+<$J z!6X0kc_ZUIPpVs?_gj~w*P?+B61CY36>u7wljmzL?r<aIs`mH}vcXSh*QYDgcYvpL zU&|c;&T^w_2bVbTEHjZwtMZ3lM6nBPz8mU7pYJ;vE&)$UeUm4+a0~jLda9bT!<a`^ zaryZ2HT1;&0Zf~~;hyHpi}3_wZmm`9xowd%!6w%!<;00OGh5ctv=5kXHDikykZ>l_ z?0Cu?Z$d96nY$L$fIeC-l=tQw=3kCk%ig7PAinan8tNh5@QR+VIdl`c-OZ{!LYv@8 z_ev>fLm&6T&_j0ycuIren+HR$;LAuIVik-3-W2?LZ(}z2sNRRmY|v-e+*lVV1@5PD z;R}xq>V492i|hyBwU{@5Trk`Xzg&L#+J|?X!S{0fV!4ZbK)16JI`RCzypLbMyaZiw zXz@$xPUu5yDRL#yZ>!|9wkko_x8kdnmf;T{N~fLfi}siYEWY-&ks5wEu}4g}a8Jc@ zSe`Fspl<3uSrxSpbyGlfk(wIj%%o{D3(#+{dqs?uDL}V0aqeinCV1_#GilWSP?tU( z``}K7xMl8JaR&bkGG+bI0h~VfyMC$^o-=>P*Pd-D_{*kQO-)oF@1&odC`X@gldNw| z68X(B@U!jV7FU9kVaGX*TW*B+Xd=5m>Z?M3SDhE=i&RY8)Vc6;j2<mQDz)IJNgI^B zaX)4MO!%bXevL>FpVs*u2pS`b_S2W0iNrN&zc>%<Z5t!)&$q^&<uK30COR*|$?N09 z$2{oVt>=c;@!Y1ZBNp9@5O?x@?nM3u&b8sBnT7veY7!;=i2?jn<~bjyK-}x;?ZfoH zF)!oTGS`OpC34ZkB-$B%a(8<_=K^O{RlH)j9148<?33JMpInF!8i^Kl=r8{<J#ps( zZYJBLR_(3iM0B2+G&bmk4`Bou#|JaaXMgoRb*jdVxUiQ_VH*9(o8QbzH^8gSzlsTZ z_X>W5@j~$*fqRiKuW<2+U>;9Z_Gvo$$oUTXxR;I4d1&p}QH%O=`_D!3+G_khj^KVf zQ|vbiqxnn<-OrmE1+``w;J&|a2rS@yoOmlJ%6}95i+J9#M+PoLO{m{aV+#1gNge!L zjK1o)Xj{E$i5+2gj&J>L67(O37>#OTz&oz(xN4^f9Y?;`vY-g~kMSl)kv{MW<9h`Q zU0jF<!R&{8(AS3ViFiHX<wRr+IR5GbP9B4OHJ##^Q#Q=2{bm4Pm?13=eQwlk6~{%m zfSZ5ydOm(@&X!1;x{;9wp5IN_dEW>N=4*V1CVrqFDEM`p(WoD~>8oGA7anvXF0wYv z<|1!?V&yw7gLz+zH)e|t*c0Ubhn`mnc;vfj^5?3Uqe*bM<Ex<TLh$`mr5C5bJyZ5M z_P;Lsd`ys{EaLCX2TywL=fGR~GDZD?ckg&{@>wk2!|d_lcS0(jgo4HT&d=zN>?HMf z3rNAolKWE$J^Bw5i*r-U?bw^)A0atV06*2sG$sl7bNU|+Sy9xp`>WoXfBAv;tE<P! zk9xI|y(x<OEbuxl3YtpvKW9%?Q#K$k?4TWzzlA(E`CvKGBoTi3DnE^9phr=e`(hry z1-wc<ew2R(bGL5J+Pv?;$IWaWOnZ#EQ6Y{`Qh%L^F&P=L;X>$GyF_L}q~N=(BrP;? z13Z-4!B@XdV2?&e?}+PyJ@I8WRbqGnaVv<uPz!ZwQLOw`1>kedAH((UqF%YnIgv=Y zf_cL$3D1L2huZOc_?dyaaA?O4_UJRvNiKXla*YeRGS2013x?2xIu$j013xy|dm-RA z;;%x}EgMtx{q05n*cPF)$Xn6+R`MBn`FbJkV@BX{KTcDpP+~uOOgcxNIOclVd~1&> zxDltKucqxk4<FOh7k$}JW3E;I!u1s751I50I|JZf8Sz`;^k%?q6=<u3=E09iA5)55 zK)tg1CdlusCvkaxqe2fj=C-u=`x*2_F0J2c&aQ$Nj(&I7LmfEbol`SEq~O1MJ-1Mm z8hf;>`6~2qK5kjr#R~lbP7xCLrmO<~{-19;tY*Rwl=C4Udkk>tS4I17A#Yu0=z1%U z`lWTVs*e$P^dF7u!2x~n=aWrjBT$b#HVlp@*$sak&wLX_;5@d!6sk&Z;2t~?I$%!? z|53>n%_ZoYD+MBXY7aoS0H2a{)UTZD!7;3euNMpV_g{IB{_?l*Fb5sxclhHNZSh`i z5A6}3Ew>|XD$QP4*@ykN!%9DP2BA(^pg-5R0vt+XV~9iyJk;~zd&$W6iyn*JUoEho zZ7d>-%gTvJ&GQ>5!o8jhX=1(n8$37tha*ztnA7n5Lz`>_op{IB*KsHDJlgkf{QL+0 zsaVkL|NV-i#^iQEtl(={doOQIcoK7|*)b;x<gI(nfmfir*=XJ+&xU$3JyQ0!C;q=v zP6cI5=r7*Lj_!xi2N5r!+@q3(`7#Z!wfz!^)8al~i-XW_es&vvj_<Xb_3in2)Yk!~ z8Yi~Ur`7$IJShrXLU45N{yV6<oWwr9lR;nIQ_N6z59g6ul9j{eyfeXQD)iSuAAYk; z9=`p^kJRKeIlghgk^Y__;()`iwf3Jlvjsh3k=4!(=xmr>?dn4$fkR$txnWm`{J8Wz zw}%h7T!)b#CH$F6E}Avoeu+FtKT>Lo`reu@+FAkUawxf9x*T|X|6x`-ja2A#_S=cw zLB8{)bnc3R9y4HUK<|Dtc-e2i?}>shdG)P+n2{a%;{N2_IPkZh^)`KCja>+>zq&Fl zILEI8O%e@@P`_)REkB7mDvv_;>!Ty^$x~_AXNhw<!^`<z6n#YfMe4eplz2Z414Db) zkk>vdp0W+ZTw0KW`Zd&LM8vNh9N?ANx%bo>BA=`9hwFBNpC63R63YZ%yLJ0axHaxu z+CTTs9#1bKU8>6Xtv2Rq^vK3`6d<3I5G#S0i=LjXv+{ZZeEzKUzx#u(1jABz<q_n~ z{HtYx5`y3}I|2lHXIuzLVs}qD>I0U`8jF^DG4GUpT<RTghWuwwrG^8bJC%?SY4UX< z#9i8oD`Qcg63Sk$p+C>csJAb>in{;zU~ec7^u(F@lA#9BhxjSHSBP*SBIh5!S<%G) zF47jBOQqNs+kKaa=ER(4i`4fw#n4l`EpGIdz`t7~f_}Ff;sM7$soEo$2O1D*J%Tu^ z<Fmo<gSwl7{%&7*qziG6JA*$Vz>`Rn{KaBykG|ADrOO|D$le>n^{&UDYq;pfE42x| zS%%zDBlLag=lcbJ-bMbdn0i1h2L9_pQrkP!<L|g~JS(WZh$7n;WwTL;o0Im5jHtsq zRP7RIfuq{|CLLy$2aXWwSa;|!{8=KuOeJ4If4t8qT#yF)6(~APK7s$QzTIYHg8NTg zn%3Hu#{AjGwf7x(pX)R0TE58tR4Ug5Z2fQ_`&edk)UfB4PAVe=d6P7TMyMD4v!1!) zVC@;qQzY;iE;3_Y`V^b=J=C?@f4+yGnS*b@x<we>0P1jco2XdS310rH41y`}`QX3w z+zs_rMh=PMJrd|n>kb|e2Oscc-`V$P100FYW6NC1Q;vjn;$HJxs7L2~wo^znoru#_ z?Wsbx$djK#iC*B1Qvv&iUrjp@Vq7x%g8Gg`+6L+UeEj_hTfDr6A^5#^KD9#N1-`p~ z`lpWkf9LgiOD*VM&-DBmNPUC(A^ITE#~ZGMrZ~-vX99S(mSu-UUKb)%f7a1M*@58a zm)lm_b|p+Ztu0f&VP9`HP59d{jzsMEnuR0yFn;fEn^Z#BcjjB6azoyga5svYc?KP* zfkfJ}6Y9VoKB;J*7WjHsR|oc{fp?0y>@0?ObF`4GjVS_g)nrAn>=x#X2-5*=;ILiY z&W|Q;!(TF1ql;Y;_vb;cVh#9HdwD<2d*F+I9Pi(I9OpxGv-8=TPWb0^(MMG(x)Qz* z0-r5Uf<G>1&^89X%&cxl&87ig8{cBB)eXey)lbR_OxVX%HyiYF4En{Ow7v9rkG-#C z1N6diPxh<_9iVX{RCq_uW<cM;$V<);9R?pN=Ldflp${0>DRaJt`o!%IsrQ~-@Vt@* zk%M=@zen9?r^ET8__N>l1Ae}R**To$H0JpF^;G`nwUS683OnJGv^Xt!&3p+w^{8o- z8v4YZy?Z2*&Nvb0Wmr4(wt*8p7CX>#9P@$NXD*wfPBMPKN06J<gBY9Ip(L6Ien*?g zQ%9bEZn<*W81cEbuku0;8}?;)2<v*|-pfW`vU(T;UxO0ah!HE`CG;tOPkscCz<woB z13u6L7h@(9e*$lR&d(MqjlSAW*S@p@I$N5yrr3}0Wq!GMyYVIJu*i_}0WaaF-mo2P zj`RJwfITMW0rvYXRjoQ9|8G=X<>>@Z>=OEMbQkV-|GnW`>gw40S4UqcveS!*I#xt= z7<E^?;-lk2rI<^<aqI%uB<6Z&mCSY*qi%5&a_l??y?nQvN+`asmn(a9#y{Y<p`GEO zdWfriMPgZ}u&3q3HLkx>*gx5rTSA9?P@ih}ZWZU?cTW4^Jm~ryx<+qM88{G`0f%mO zy8W*g))H+&eUS8P|Je$8%-yI7uTi3|-L*;X<bt}SjLYw=HsTP2ieLAIe(-lU9krIg zuW{Vm|M3}c8D2x$!<vlPOI7SSRPY9SeCIo==I2nSo9F49y#X(_u|M<2BjnAm0hD`P z90{&r#(O8&QSWg2WJWKdK6iV<HTD5|(P8bG?sE9laVmQ2059HgU9jpA^c(-|*MnX* zL#OXi$<p^fZsGc+dhavDMP3%&FI?DjA2O4;Qi5}laBN3}EpX7tZ#^nZ;9-p$4?N?C zPr5-Ytw0FsOzGcM?P{2B+IO~^jv9RR*-bAe<RiO-wXGLXZ@UR4ai3XtATESur&|G6 zJm<zlG`fM8HhzBY(iOb-;)QhQ5yW#w8sZ`1+JYm4vKTG)!tFgepL!R(iE!rHb5GQT zJA4i`TVmgzTqIRMJbb*42hS8KI1xXYt=^=d-q2O+C6P#j?{#s?@^dRkB8SDib{X$s zUYg?U1o$VZOrN@*IC~;8-|7MP9^m#O)AvL8U5Jw#`F{WVR^Amq+TvA#_wZD$nTFAx zs8}}FK8raY%V$TGbdj&qZ{4{xvCA3!sP5ae6ufr@x3)8wchMGDFME#Xr1p%4*Te^Y z#L-ncS8yM!YtH?1rpDgV3bJ-N=#T0@-Jootf(|t?)VNz2bq4v3)<E#x@?kGVHI%_i zT3vEEgM6#jw$sS$8TvE1#3xS<LWj&X%dFRpJ#vSmOMd}ZJssP`$ea(~wPWn=Z&{$% z<euQ2#OHR5(BQDJ#C%e~-1l(sMV~*()rR|{pZ!>IZu~3e2UZK`&j3GpExYM0Qwv|R zVcry(FVLC%I@B$N_waByma_~zVx<3M$pPr?4AatMMZo819|`&~hVQpp(eWh?d6w?r zri}gx)c1<lDPBUKJE44AgNYM<s)fHS6>u)R{^~vo1P|EH_m7$C8tM;jdnO*}ymGsP zDvzT6{^?BC_Mz0C$Zn&{`>KR~BE#Bo{*W_qBk5WuCF+$n27U2wz&pwF8&Ws$JVv)J z$bAL>{;G&_VK&g6xIbd^!@d%FjPH`-Q<%qFWmwn#^Ao=H@1<4_v|^uAz?bu1s-R!I zoX(JD1wW!ZT0Je)h2n#g#bFm+h&Qe4s<J)MV-K_c9VB-l9@2GHbx@%0wwIprq=z5u ztJP_3;G{>I<p1$>qCZ*j+LCX;ea_UhmkR*?y}7oP2>+9A-5b@njM4wuCUnxpxDc_o zXiIax+Yuybr_Yq9IS|pjq3aKxx)A2C>Lacqu7vH~|LoMd7ct#OQAeJL_p2lPP>UaZ zN`PGIMi%g&^1zRBs1FB}T9bLe%X4LVvbLz<oF0^sS{p(AAEdZ*+#mCm%=>>RJ7C_E z_0ai4(6c@Yzc&%Djd}Fwxvd+Rs~WM{D<WC#L>S*HJb6$7{$am0#a*SH3HL3zwg;F~ z-&bfk<OM!@*UH02s(9#&48jc}55k9Z((6|6M+f4Q`my7YmQL{5{bZFTj?ZtA?q;Qd z`sUeVpA@`r({V$W|ND{g3tTyo%g~n|7)vQPb|+@fcbSLPgMa^3cRZdF`DnOw*Im?& z2US}m7wzD4xib7dNfC1rv!9QjEyccIiucwc&Nzp6S?+5=mnHivXOiI@@@1e4XIZp6 zVUTl?^&-yyRvrD00X&Z#q>P`VY_KPRZqW_1A;d$SlJZhM@W;aC*IiJrOKe}}Xfs27 z!FZA4_;okJd9q!4)f_m|L&?xDh0xcJdwOZEITPP*7F}*<!yfR&yNZumoQUd}eJm8f zqcd9$v?L<mcukg$7<GfEI+b>KJjRnq)|0GvbcIfuMt@5b{?19Wn(-&L;bT*~@0s;p z7vlEBY+_0{`X=sHyHgp^$>hxb-q?h{;mX&@V(=0v#lPB_fLCnPA8zLxM;{W?L{T_} z{kY^pORVs3|C*qXBWZ;?i^<w4<ScX!t~F=Rm;=XBKTEZC-hqg+7oy|^9<=sTb~kA< z{HG+vg8R^iyK2Q6%L3<$oar>AID$Pc9U-b`1TZHi)^z?n_^B^3))%+Yr*Hq|9ZEnv zp6m`Or+EhbkI7fr99w6CYiRRrHZy#8A2&AA;{0d7Jp5z-80JSTbQ?_%gU{-Du^?^k zM4V)4<z&~uxmUmb_yYdDyyvF@=N#Zz3A!Tt_1uV@cz=&>JST=2mR(1M(8v2W55DYn zAsP+^To{CY!lA8J@Cgn0FVA<>>d5o&tG;nK;yk~mY81|t@FFskYHO8&E5%v`R3?dm zAA2(~<<sm+OohB>@4)lCVA%a~2|AJ4l&c5*z?+n?Kd=cypZLt;b^9;qLCowgb0-0x zKkYYD?_&=i^FBqD3|IJS>eYPwL5F$k0ktL{dBojyDOp?i@vyc0sQEF5dF3nrB*f)_ zOL^(8P$E9oObxZ90oSsBt;9_NeT>4NgqG+w_?*UduGa!*4hu3Fc6LSnW8XWF=zzWD zAzLKEz<D0Wzkldq1s#rEe>H`pC!xjV+A_fCNH~UHiJ+^*dp)j}82HeIFiqZQCK}+M zkT*ce_7(LqXS?{`T<E=JO(QisFz=mW+WhYe>b&JtwIIBI7+_3inK%-HFQ5I%$Gy^z zkM1p|^d$busF=~f$BHN9JmbBG@XOhrx7gK%y&7kQO*hJ%h>m`SSmBS*pKkx8Qo(&P z>~KG{n*)1{I%L@#xiIe*(<m~i=MFp~wlXLi{l-1L>DDWl<NW#|g1j5PL1snWmw~5> z_plWlM18WO|L&hv^ua0FDxHQ`fz!?hcCF%m$kN9SzHrC<*01{uzdvD~&h8N1rJL~K zcBa?qLH(q6`*rL$@Nm`C((OaQZ@%(JEJthMe#&18HbESCp<_BovKxAPNzSPQk(k4I zO7`pj{W<+K<ChPs!oNPHRIQjF_uX`;{?cy5n->}*P2TXaQ)6X*cMd+U7papxFjvVG zA(dmb1G*u~Z6j^y5^jknrIg@%OK4b5GUIazHrIzsxuLFhk~o%*^Ky`q+okO}=42j> z_mf^le=d<o^WzZwzL@y#**AbUSLbv0jl-Pdh;r3O63kr*?%1{m?$^EVrQIs{{(e8> zFC%Q2GfBU`HmeK$#Z7~m1=QQLHJ+)4h^Kq3H{K*n0M|51tIVOmoQH?&hy?nGYezcB zIe^DW%M_U|tRqiz?mG5}fL_^rklO)1y)~g8ZEC9EM->m&l;Hj7AD7NKiM%l$$5JBE z4jk}!(yk9V(8o@5(Qd|p|Kkq-opT2HF;^|GVkgdx+bn%A?pv5Ut8&aAoX0Dx!vFh+ zad3WMd=Ls;{hqMsADlz3XUxl?ROl1`axyP^p)YG~yc>(UD)W6F`yIR=+pM4GlMvqs zpJkTFGtg(hF1i{6-YCuelVY4TbVD}dTtSm=1W!ikh08_gmqQJ`d32CBi*Gn)<8$}5 ziZVn^VZLrt@q(lf@a&~dUMb)&yuYajYwu$Jg74iu7SLx=(U*oiv4Y;pkjJDw7WmW4 z;mV<>nCJaUJ4zSkLRio*3}4pAzUy(*@RP;Z6K|zZoh<%8|H3f1c^`3K+H~y#?mG?r z*~gW@UFNE~21KCiUGk8wOMp+|^G9oXFB{-zTfGqB4}3_IY<x@>{KSdev^>Hd^Dwj& z^O4Y<-#Yx+^AB*e<%9?$C+Le@M!2HBSE0VjVA_8V@B2dkkvk6&H))2S?0YDU_oDNe zT%Q4avY5ibfAH(v{(AgI!adZ5y@4}D(2KYR8xUGgF!#s1|5lbL<~<IvCq$KEpDx2y z<Es*=qn@k99TLEP(CC44Ayt@H<*EBfhB|S3dcMaW^KPwAU!{LVoo)2-#J*5z7eZEe zl_A3defutMHx@P*Vy)(fcoOi3$DH+?E8r(6x&NxphoYYL{5BOFjlD{5_v(BhMZHn> z&PqheftYJQtVss`!JX1P^b_z6C2py|l&FVN$}W-FAm8K%z*VpYb7!2oCgYExlQnB7 zvq$~FeL%KX1AfG0baTnUN1@MpYM11K`J{h$^Ok~fUtb$)6~9JYI5~Xt4j*vRT44pJ z3Y=$khtDRgC*fzsye@n-#EB?aQ|mgG0bHo+PQ4-UDpj@0*D|fZ2R_=DBmsBe?Pi$S zQ3qWpS;+6mOSqT%+1!TQ*jsV&ont<D-HLH5CFLkj!j6>0J*5qM7>2_9b=lz)E#O49 zANYUy<JSzDYxv%sB4r*YQ15%xg^1wZA2|2g!3>`}`-n$)IP#?Cwbbg}&`)mdx;fAW zo`rRM_m1DVKOwG{*R7z}STdt7;kX0+SR{)o{ZHWY`^B=x5NAF~@^-(aM*lILvu94q ziC8*KQ+fyYs5P#es$K(gC1->eezrRh6x_ODp|>#qCo<|-9_dU(#|}*l;C|iQ-=y6F z+<<z<-Ixh+(Sq7wPbA`2&up^5A@JW?XCD`S<bz)cRr8+H`<w_-Y>IvvfVsd+e1)e` z_t@5{ixMrEQ_q!p>B#O(u>Wwjj>r8z@59+MLx;Fka+~z}Va%_%dL7mEKpnqo^!YY$ zs3{4`jfM-DkNi_qZ|mSjyqz8HFM+-^tXuGQy}LUh5&rP#4(Oq%ggEcte}jDj4Ki0l zqoLD~DgU!o0G{GO>h}LUM}*RDB`@GY{q^P*`M8G;(asZB6yUR|QL~klf^+@lWy%zM zl|316%0FcHCXzXR*Sj5cCRQH&uHpr+P9ye7kFbSK%dWr913J)TmHma*$d_BEBo5T# z`F}D8OJm|fSXUBj0zBAn-Y`w|9&tjGBqcs|uNU^Q89)1>j(y!PDX)J<Jc)er`rO7d z%!itepBtrv-&^0IRYma3-C@_WQc(A&`Fh7vKp)GYl6(281Ljsph{7S<FC}jwFY|cl zls$6(B%@Di@z*D{$U{E=<nhnv5&VZ`*Z#WvKaUVpz!mL;I9C&rKfDA#Z&g#8+$88M zPMr~3{|6k%dCHXGE8_XiV=hh|&>hu&$znr3`I{vyMi1U(rM*a-xdVNL=#lU4xL1>L zW}7m=?RllRI6@zwANdt$tqlF8owcaeZSXmC6+U)P@qNC~ESH?$0o__=;6nR1;Lih3 zt$98`|MQY$lZVxv7}R5m8N>Od{ccdw0sZz=25WBhYxrqx#n9ygUrtf~V<^Ljyq~^r z=l}Y(o5!#Hp+X;TJNT5x9DJtz6k{+uFZ|h3cE=sK246<?S4G}-PK4`RI(O=GocnK` z(>36!B(F;5y+wRGyg2+f<vZ$i$E#lV@&3cDDPE{aLRV|`{9>j&_}it*b0JIi#3_nX zH_LOuNAjL{<OW`^XK~lRg5A&w^2qm<y@IaEnI$<6IvfVg0E+|Y!^_k}`eN6h!!U9^ zMbZiUBl}KA@eBAbJTRw^0IsP0_r}@0i>Ujv&RzMofjZv%Y@kgp{3%8a?tMpoK3Kc@ zN&Y){s)*P0yoiU2&$nkBfis!9q<m?EE{*R7S-tzD6A|q8mur*(dWK&&q_nEx*B0Az zm;!aYxeQOvQ4Yi-i>7klBk)TbXjINEht7i3I>{~z^BvEsUY4cey`4{`XF=X-+d1nm zfcHnc({`bH2Xu_%^3THYxu%8hX3n9Wsu`NnZbMwWMb;f|2tR-b)rz>4ogRc|M`)Ou z5b)|(T&*d<^95_vmUVm`h`+Sw#J4cNqMe+&R|UB9c&S&=lK>~;+~BbM1MuW;KFbEk zzXPsNcXXp4bA@T2PZyUjI1zmr1&{P@I1zN5<XslvYi^B9d;jlqR`!!?{1p}QT04C> zPrC~dBr>AigZSHN;`qgl&zWefD^E{<<w;0yhz%!~!Dl%z$BxMYJj%nTvcpyI=`fsC zAV>b{+h``E0M4^>o2GRo$A$QD>WiqC7ksOV-uoYe-hDPpNYOstlhCt0S9+=iyquO$ zt0WWlAZg4#zq1HEyp(?Ho=D_PvX>_hBi^lzMJsmM;huVjueDWUPl1oD4iyvTQB~dI zB6++BeNW2i2P&9rJaF7C{E{=#RC#m45IE!I@xt!@Sm<No^?Tk{Vosc7%ydu-_(_M( z!6ooq5uy^;8ld-NPFwRTLY@k^Xsa+Cg?*MO(k#38p`R_Z8b7sR2cH?czJR;<v!PRq z=q2o-4=hgmihkv7ThG&_e(WWTc8ivWPDo;sJN^H?jywtpM|OF@|1;Aj*#&s6iTzv4 zdzOv_#bfJ%YAy7~dn{F%fNL~A4sKLS#vYHtt{QntCxVakO}#q$P4C`NYuP}|4+%Z6 zOF-Tc%KkW9a}Uq&!7lYw+$RBXa+ynavB&I#&XlIV7cn!|Yv53edl&NVP&;r{dD7`u zO5o{iWi1-dg<$^v#Hi$HHt1_2RK9a@;d_7dt6vF$|F2BmIL|@ME%moulk-MAoxc1_ zTpd1n&1K>btlfwLgDcxoz$M;{&5H&BUuZUxie&VGFG-Y*&Q1*{LP*~Jds7wW2m<CN z;;d2U@#bIeTy-SOp1#qxc;!L(De;_s>wx@Jx=MfI5B6rpi1cPdZ~dSu;<MpJ@CiDl ze>Kl|5=VvucJrP=y`tBC>B~vvktdg2bhUs}QOD?N-9$fmd!#lKynq^oK@c@F>Ld{@ z<5k4_Yev7nosof_bK~j82N&?<XV0ke;2iad<|d6xVozxBWfv~go$3X%$)yLJ2($Bl z`qe}+=adtzd$9@n7KtZW+0eU46b%HaLBFZ&=yyNx;Qu}q;Y`w~_ePwLo}vN1Tl0#S zDD}d8cbBwwB6!_apHZ29#8I~k#R2p9xpa4ZOIt7K1r7R4Ch+`z+sXbez<C&#;d*6x z&xQDQf{$g&1h{q0!x?_O2j;I@;fshn>><)keQVgu)~wM}K#F?&`D){pHk?O+XDknX zIuIh+YN-}lcpr1c!V5PX;g>LG#BdIE)0?#zUK8{+7s?u}NiqNP_>Lzxa4Zvpu+s|d zz#pz^AMI2^JkVL^HUr*2YNOi5`~^H<YJS?OHt-O%G$*KlkM%`n^X@hWZ|bX2;|tuV z(t5-t*bQ@+m%ep`#d;9*4HW`5iO@s9r8*UQ9m=Drowve~7aT$?OGe#@<X^>qRBiz; zG3DJ9-0MK-(spzAwW42EPYrWMom}`s(zpw_nPRN-O=|3KoN}$9?*qQ{dc3^&Eb9J5 zy7yMAeW-)l;&Yx|fPdlnIlC9Yk4jzGPd-$|J>Zy7KX=@jxKOQ}+rsEX41STU)jo#( z^EbN>IU+864Rbl<DTIE$>##M4C3r>p<hfAPXJV?BjVDK(iIS117v{j#eT~L!6l9>U zyi_Q1NCCc+#np}f`*Zn4HRk6aPms{;8BW2yrDOZ-^k4+Iu;Y9a`CI6SWBK?7Z9R$T zG{&tvz`4#XOgw1t1J53-)mDl46T2qtJ&AsSL~hT>hz#Ot8|ANj7x-(@CS~tV^&&)0 zgq;!Hh5aN}4_ixsQ$$CY-+Fou{i$Sx!q^q)MxVL)kK%i?tBnjiUUMPFRHc-b@cg=K zG^n2fx2y}U;b}{SJ|l6Txo{KupbJqxmZ%dl9<bMH(RmWzmcwU6b@09&zVcPQ!Fgc( zkt2a~q-!N(_8K_JYGZ~SXF28;Ig>w1;QPm)3IA!kAN_^hGuxa=d*Z0|NP5)~55n<7 z|My(<cjf_+R<zG;iS$m7g<u^wf<>s}*{f^7XZRhToQIz0{Hfz74+B?BtC_Ue^2EH< zToc`*8TJ(UkaC;i`Mr%Fs+<c3531#LzX<W&$ojR`aw_T!3f<<&9{B55dWh10!@LC7 ze$L!x_?gLRAB!G#A@=3I{kL?|o=`W5pvb3$&*MoJ_uVq^*)vJ{Z4RFHio^F!!8!1Y z)?p>CgV4PV%h((YhK@Pzhj<w3@3<M(^nWSv&G>S>p!zEK>_c~&H=$p7dW2_xL6-}W z_lQJ@k`{BlTpxdnBVJtlx-Jpu=}nw!dYkWe)`QR#Qp&9Af#0I=x?Z{N|MUKB^^ebE zFQl!CYzzLGH-DX}P}Y+;YUgcagXbVBy#9(3b)eHoHM`t0etuCep;^G2@FNTV@B@A8 z6|#^gZKwyieBN_^>u@4UyF7i`uj4+^1lK77Px8~rPpezUK1<6c>ctDtXJzecOZWsF ztE|&DzR`h5UTFLjBWw@8=8Hx(bS?TqMT)-ra1UNGrHrF*bxRvdTtxpTPU_P!k%_&h zQ+$Pr&~3dZnH99|1<v|H`Ov8V`0U(n)Nf0}{@3YWANg3^iRZEYtpD$$?aUGH@WjuN z9&siQ#krDb+Qs;P|1uykYpYBGealdxf;e;m_ask!&<4-8eJY>A?kW6fm)4_l-Qkld z-b!-F9=PR50?GCV%#pJ4i)NyJHh7hO=QO_Oq4OyPVW{&S$shDe2JSAzk?41!2zs`U zb*3}V;j{bArrZ)d&svb!M!^f@iM~{m-*4fs5^MYL;t?mpCiYbBsdeaZY7gX+>f`gx zb+YuMzT>*ty=k=oo>!x}Oh^{>8|{_f1?oP;S=F@I>(!{cHqM<e!g*ekyhiZ}d-67~ zx}9c0ePM0r{>VK8yzu_JtD<}H{4kARf%ER8%^x;k=}Gt<_{jKN8}ka3ze?ip_oati z3=ak0KO)u|<Dz3vbaXx!+yR|S+{V<jYX|CKuMhHR68JL=R!0cTIVl^}bQGcPJk43j zCWrk?VV*CJ;JHvaY-ZdGflv3<;NJZokw@d_?$Lnv>(%OBbzOvRJ4Bu53;N5!eSg}| zjN{xFSHCUagFU{ciorWhyAWUW%__;jA1K7r)XFwtj#ej!+$IzA(>is{o2UnuxeOHe zDcy--tGCm+<Br5Ot0hIgKkB9;`3y#UUy<UB(eY{E9}3H1chR3$)tpNUDuceu@GrL< z>P7kFi}hRRbENzIf43u!*=VG9_CTi)PS!EaHVM7))@S=W=pUAzuA8Xadl0h4H*V4C z!~a@vz$C^8=a{2vB^Plf^o73uJ!{~BxsUw3*P)kixGZRZ&nc-8^7W;JGr=SERp1rw z(HFyzD*ia|XZ*PwxmnQNa(F&z@`i5%<M;U==!+}j-27ZnpE5-ax;?v!e%bTg0UOk_ za-Hq&r{sVGf6eV`0j|=zQhVy-69;0;kqGn$FFJC;q`P(od*YP#{|e}Wo**$$<`15G zQA)ONKl(owgQ9V3LFDV5JuUILKZUHy%DImn2_`m`ei7&z*cBdz|D16l*vNOy<;TE> zi1+bRrV;pXgfi27(nNi}`?5i~5qPW#hdM(Q;5b;koeO;~DThj>?<M#c4PHrccY(gu zDaPURiX&loD_QOOj3e>7?w|NeJim~`D-~1<*rQ~b$G2(({L`VgCdUE#2&aburgDz( z{VC*rpy)~{$M|Ax2=2{as<!jMH!@aE-oKB0AaH1^&D;_AKdHN?6Yx&j3-{x!yurWe z>E4(a#-7I!rOHb5_iB+kGlmac3A(k4#VF))D!ZazD)i7P|9nlKu8w)8Xm_?=A3VoN zmnic^)b-N4%(joiC#7+sTX+e0I0Nfvmq<q<rd+{R6}-2LJ;&|G1?WSUuc}@EeyDsS zN}(J)S<ENffPilFNpd^m{K3Z^zQ1|!7|vOLr5uecIrg3CX&vms^D(yaD>xnOOgxQ? z=-{mee!ipby3|AH3T6TxC<!1A6&#JyK^+mxIX_1Z9jVptj5r_Qbv$CH_pxyz?iC0# z=!HR#MY}<-bp$vzxrp->;6i_Pyh~6~bR-y9Gj{sBx}vW#PtOMbXcepwJiN=DaOq@y zNy~^mMcqlX-8L?S@Sika?Pcg~EN+foc!&C5{owO`+n$6(@r{hJR`h3&w-p{2LC19T zL9VJ9a8#)w{ddqE7%v(&T1tV(-DXxfMCL@ab=&VC!T%@vVdJe9?ssC@uIv`{$({m1 zn>T>-a@=s!S`o%vD$QGo(WCf22fFu7&473Fn!ijcjr)<g`+>|uPojOe-h#Fia}fcX zYp#a)zLMKNc6`MiMAnn*fA_%eBrnF36?&8dO^gO%QP?-auu9sl0v^a)^eI2)cVa7R zvyR%i62GD}TP!?Wi7#3lk%#_Zp8c(0v{p0pP)=R9i;)+z8#J;6gWv<U_)%xC0B|&+ zJYCaT7h<Q&fegpX@WrOQpVNXkebtqht;7d=@-DeeY*-?0xSv$Hs|g(RaY}gMH_U^i zZ0)iFuQCwFNgn(N`wX)hNK_4=*Ophl*+qu)?05Y5Y@!FDc=nyam4A-VH9a$3zXX5l zdSQh)D-R-c_p1*9=$9EnW(!1-SB}O;l6+0VexY4qJH?Ps1vdAkrv{-f-hEJ1<^<-} zWT$y<AU;UbePP+<3cV+DHyLvu`d`Yo?v-BH+q(M#-IN~QujfiqIqJw})t}<>{irLC z%Dvr%-%HMD?N=p<y5!yulk><EE-Z!X-+=d=wHl!@>c%`LJ=f6Acj$Wt)g$vpuy6UI zW9|ZQt^3ZImZyNnoa4UDGFprK@wy>d&e5F^dFP_wgT9<WV{NU33g16xokIovVDnSx zhq9sLZa2G_{}*~&#YDbp#Pw8>cLl24m<x<t$V)<<dTXmzBo2K=!>!tC4)A0x7MiRU zsLN{mMrr~@JqZtSKbPIWJL;O~zENyD62`1QOnYz+w2#=IcmbTFS+(K)(j)NT+wHw_ z`S5G+GqbG${!A)-vipXcC-KDCT0<E3a82oLBpK>TZuRi@&x^2s`j<yWt}yTlzr#z( zTlPfjq;2;13h2*%mh!uxJ{c@`u`TNSU%$!`k@OVjg~gU(>lE;{WR8@0PfvozlB4%F zd_cv1e`@}Yygzl;=z9`5{PMmTxuxwyK1*^fHi*UNHk;;s0ln=H;}0&<=-<S@;cDVu zH;A;nWR$=h6V+WCDdbE0G(OtkZs0Z4OTjUSb4N{M-Z!HDx==4NQy-7IdX>@W4e;lz zgwUVSsNXhUoXbr|-4e^p^pm#H5&ruhs~r)4pAURc7=>>3o>ul?9QviwY$+vn<gf6! z+aoS`U;C~(jB(?f=bZ1k?MCKBJm0%EDUUkirIVu8E8r8&*&$0JKhQ^Q_-=^f`Ik+I zepE8T+`NG?Wg+UHdcGIq+rPl;ojp=q$PFC1WvT7f1bhZ8Dip5b_gwx?&$Ep9#>nR2 zn(2f2I<acEbF`>WUQoR_zX84CH<^)V;4e7@Y>a3r;IB}3{nZP69v_<!9Z}$T>;AIK z4=zKWU>ZiP!2(>$d4Ibu^11Ja>Z*6>$J=jmJB2{U8Fjd#lI$AtrPZN6!Tp#6Z@9Hj z7I}D#`cM%y`fG2+^<0zx<Aq||sR_J?)XR1$fx_-YQqoV6+o*$v%(q9Ed7&R>3MbhB zj;Hy-$dE8bpOJBgIe!3ip9ukT0VdGbs8y+MP(mlWD7~)Xf_ScOF&O&+I1LT6{yk&p zfwu#dsHuV1Dji$=zpuR@M9TjQ-^Vyq$5N6GKX<2CsPU*fG4WTL%$U`az;gNC=j)Ed zv&`3`%EjPodiVRpg`w`q`6PTE=Vwn{{$Qs&`T)7=ORe+R5A)Nm^vE*Km&TUQ5bzG? zlIofVgTNPAzK57nIS}_2Np1LX-$twqv(oV2wT=$?v4kO>Y;73{m$?$uIxVa!&_T4S z=kFXr+%GUX^Rkl@&)G)nTha>p*<CX$P4c*R)sL*&wV=!EvJ5(n^OeNf`<Mbaef7}M z>z1esXALq{m~H^KmOWh8`q7g(bi#gIyaoKo`Uh=w)JY<NPffy+hdkw<>jt84{JvCb zb@i$f!Prny)>{u<7kkp>i3ZFqsE!?Ly5LDTWO}W#-v*!j`ydNd6#N+{EpGos{(2D< zK*P3<d52S1u9%~bGv#z&+Z6{KO}LF;`MWc5mg~vUUer^}F|x1Y$<ZfpO(@gPfp1)7 zZRb1TNp$Jk9wj>ie&yp|vnL7II}kV-r3Ak8$o^&i;#GIzW0Jv%SVQ>8pCb2}et>%I zLE@z`;1e@;X$8!4sK4{8U+OI2=OkW@y<o#!f6z|d$^Ywz*9BuAq0c#gV5N%6-ieSG zb2gJ6M_j&-kH7*Spps~NVcdu8Ymq*>=wrR+;uHf#FmJV`^QpN9zM6TODf7Usmj)zd z8}Rwlj#_0JfPbglir%}Ojd;BGVyq+wd{=#*ZkpeLAJv}2gG0M9H+U#?MXeY7`Es`E zF~reB(--*T1mRx+9wRFS^{7ozXagyDEwdCoK6Us+IAo_B^K~Pxs_8Y20UsJN9F<uH zpZFyuW&9=bzfLfR#)u{G>TKt*66inAx70hOzQ*r$_}n3Y=a3}wXlU<m%wh2^Jw2NT zzG~l@%e#JHUYGKdvj;v;{kyw#-b(oVt{1cD!l7T&eHPD!dmOP_mWb=ae&#^+EIM%~ z;=1*rE1bEgTV<a$=<tFM5g{{t0sZBpSC>Z(fiJ{Q6TbJM8?hcE=y_Y9hml?W_Y8P> z#HW~63&hiV8AN^$&O>$A*P?2C?w<W$Gqd0u(rWbU{YE)(+p`Di-xfm09agYiQUYG? zLDn)oaHqwAUsZO{ce+13D59c?=O-Viy$g8q-KA>L4#Z2Jh>+q+CY)bg<xzpFz_U)M zvniCjVvo9LK82$f(f)1aU4<p$u;o}nJ?aH&%9>ZVz?<^yeM<HJevCzqifm58ljv(v zGw1`~Ygj5@^a6U=$L=EEf1kkoOXfnco-1^Jp|QbC^VqL*_e`>72lgJvaxj_K0dEpK z*ETAQzHRic@7)1c;+njr@Z+=K*WXaDX*A(JzSt9NjQ4VV;bX5j>a1ms(^aSZkjD<5 zxXO7I^`M^X_~UXff==HmRXY>=TuUFZ)gn$6{u#4peu90j<JUFzbmRZ8Jn3Tp9(%S; z>8I`juSs;za=iE%_5b7tzeeyFZ`dF9h)05VubV5V1An$F@LKCGJIu+ZC=~4c4ZKgq zA>?@i=AaIhy`^~WN(}Fa?vh_~A?9_snI<_guUNb7dl2{G;`;9P8A{-XUwWyHFWV7H zbR^`*FGCN<Ke?v^dYo>))0tWLd!tPw?XRF8sgAqtJAl6B^Q?pxS08i%+mYlEbI!zF z|3qDz73kXhTfKFln<aU{6uvcvIaRA2tztKzzwlW~|9{@n%}-RwXbbrA<-Xx<%qQIE zd%|55175u8Y0m`kn2~>l_gzM@|IqVZ@^v|P!ZMvr*mMp)Q?K2OH{+nUY5P+D4fUJN zuVB`{)952wj(i$84IlLY=E+&i9Z=N-u+O6(>bK3#egr(yYmZrZum<*R=<56Zgl<JM z@w&g;ZS0w0Q&rGH{91aiciR*CDykxbUB`F8S0g+_Yzq0>h@VY}4{^_$gSjXSd7ITW z{q0>&_)qFQ*mGb3cmaiG<~$X2s^%>#v*<h3T30E}>QP7Y%eEf?Z*ro`DAjWt_vpse zlLrw`q-1xkjynTa2=meD#C;1pteQ8*ggGxYwr&w~%*Q`<x%5l~IQzM?U%3#c533G$ zm?ADQQ2*dOOyfXgbO{!3Ag{kkc6PPJ+(BS?n9pc|10m4olvD}4YsDsPp4SNHHEwb4 z3-ZXkD(m|d)bpM_<-R0M$g3_VC)|;@byHeGyixykmAzhyH~?RnhQie@)Ong3Qm52# zekd#1gAX_3y%e&HpF|x^eo>9YUK_tha{sFzozP2H*lX>^xjXVTKC6}t`MsWj?uQ;e z?><(U8_-{Uyz$mUr5N+)#=EbqZGhL5a{d)s3csJRI4-N*@He?i&v`fo`LcPw-5&T} zw26PzF!GQ^1bgEE^l`jB??3bwfhTe}(W)we{b0v-$=yS|%f7tNtD6e?#(!7$3^h9v z*ZMN@OAVnPD7kylITyO+_^2c&JN*A$yDok~oQU}&_I-TDo_JN6FLMp^0S9mKH(V0~ z9~dm3C3*@xyk*tmQCml%k3L?Sasc?E=3tf0Pd8$Lx`^jnrXz7Gi>){ZxU<m9!bEE) z%(WfxqY^`$&QD|(c{mLnsnW;jJyz(?6-iX}kuMqU?U`_1b|z{Pna^{-N8O;ET~>S@ zIMc<H`x~xagq<0`Q4{ctrM)y14Bm)$M!#3~13#WS^E0gb4fe^oKT(!Yb0K7+|9sO$ zU-)9LS!sX?_WqgMzkKcieaLG$meXp;d$em7g5VwKxdnqR!H3K=O!eOX`c+kCQ{NBt z=ogRkl@#Pa?{ZFBc1aw4!M~mVQFPtmT()6UB0~0#LZM+NAuA;*Gm(*m>`h9PhEOCs ztFkv4+4Cg|k;up>WMyZSRek6CtE;Q<^S;k>k8{p_?u7Ti;Zm>Zo0DOW%1qw%CQUq_ z$)h9!?DOdBr}g*)&0UEzif^x&QDF{c<)Xv?eS_xPmdQ>h@I6&Zf6rdWxwli2Z0WTl zHX}L?RnMTlP_>{RM?Da#ThVqK`neLV?*~SQZ3wfsT{6wUPfKYYE(9SC%yc?S&eEa& zIlSt#ggiOEga73n1?W-OEb{{GpcCI#RsA6cJufvi7Zviy-wlQ8S?IVI*~uOnzQlWr zur@kt>PBe!H}}2?0dJq8<g5T5yJqcCO&|1Wp#nV#_VA^DC~%XQM!i^Kds5~qBmC`l zoHI=GgO1N}i}%PCoTKx9X}!uEiO$QJOANx$1J=dtaYCMc-EFkb3OoY&sj5FMQZ9sp zu=THL^mQ`(3jZ9V!5)WaTprzN=${^1wD)~LzQ`P>?DIq)rtA58+8lF&HspOAf82=G z;j@E_;qcixI_1L-yymy4ebi2Q;Gay#KOA}OOsozFoN8DE58Js>*rJ5<nIC2?c?5e9 zJklywV!*R^4qS>~fDgXDo)$|w=1g4luQ*Num$IR*`WR|Q1O&1V3p#^8p={Kxg1$do zq98B|egEoMvYiO#|F1ePkOxP*5)G!E45p-rPxljO3~cO(W#^>3#b>cs>XB|!;V$67 zd0)I_l2JFG|7WDv1l+v&L`XZ{-z-~ZE(PjWA1ihf$r?N2FJE`jcoF=ziwgGcnYAYL zJ^y~&oq)aNELuNL?*-3nQQ}as!-;sTwm^sg2cQp7l+z7{uEpGi<$v5J@sz^HWSqbG zL7K)e<QsvH-4-{@P~Q!vZvO9Q8XE9gI$8yO`-`^}*}#Vh`G&Km;`4R8F|qH_25xip zXIO<D`hRiHXPhTo2}3ojjK9FK#_v7|UB^6U|1Imm?iK6>v1rs^E`yGa#=q|6JvYMl z%soR6)ZYQ*+%=Nu3;gIllXLc?o`0D*@nIHyNZz}w|My|sdN1x#a{%?_t<2|Vz{~9B zy|3N|yo}x}OV}LGJBM%cPI3yKzi*(C2oL(@&*|PW(8p!V>SsU9h0kPfKTRlbE}<CW zl?CRm7KdbyRiclgS2({qgTCF~V4-dU`wf;?&n=gd!JqP}d+rGErCt4@h4Bx;N9O5X z&j(I>IhKUEBGZ9zKk$jhIKqjLdDXhd0{QP#yVsp?<cBL)61&vBF#o=jG+qhMHQJn; z%U9ctAS)C3q+bhu#l9k4#20!Gj+-pMaj(zN@6bH~okG5+nxCEt@V5AY)?XgL3t3F` zNP)BLAfjH_Nnr2MwQ<giU-9!^{=PGa{`_)Y$Jqto^jVDB%?zl=B~z*7&T+dCg-Kh@ zZ!;W-P1EfVclbt3bbMPKoWuU=@OW}p67c$C=Q0lGK}YCw>*{+o@M&}<OR5IY>4nZw zXhfn9KF(j~y#+tNLT4{8e(37>emfT^LRZvcI(lmvz9z|!SJc1aK9PLi8O7#Gq_@82 zaX|ep(r&bJTNpkDpR*;r4+9T>{&OuHdR!}|kuz3LpzA&r6~>^CIc%T)w5#H7#Bt>r z#<##fNA+H%9o>aKy=C9XMLPH=RP*F}KZ8zo*N1Tf=o8P;#&MA~LGRsKd1d`B=H{Mi zGBZYD?q?zQk~;9~v;VXnzg`9YoxE(ls}OwO4?pt%=l6SVygH~u4?RvO^$W#Kd!i&_ zvArMjHT&Zk?OMSHJ})qrrlz(doOzuFc!5v2o*X)T4LayPic+d*4eWbVUe6gspJm># z$71HUJrVtW>`@tbKt`*hb=Mq#v+N)1^DV*mQMEcbfqb=6Wbo<|_|qqk_{yrFUr)|) zH<UHT`=U2EKn8rr=~~i@<~hu7NxRQG#@iA+^1m=v2j7cVi%r4Zz^NNb{oepj<=ZZP zU6KhrrPA!fd@B4Llt>;tmjT}-D)U4l1w8(XzdGbb$P1!@d?GlfD^DxE?k^ypPn~i) zfw}DQt$QldmdLO2LL%BY_sX6x4>x0;ZKKvw=;tJOwZegU2Jj!rHeyA`p{Hxj;P*TL zor9SN6X!JWZt?GzyJ^>f_gRD{q$B=$->lAZYeZapoyWBrg1P6OP0q+s`1h}T7juBl zb}FG!oDzKQP<q85D*PTgOZA4YfbSXeT%Bd`hQE1g_Od(bYtDoptDE54cd<xp=@!@% z{ipu!4M5yHva(#R3*X5U!H;C=z(d_O^Q#uSuosO)_vhd#%(HT<g^@$A@I6HQ`ZMG; zm5F-aoqKEvcUPwbX8b=!nw%G=@G%njVBeOE_oXb-=OQTpUG%5?kBh*gXk~v0cYK7O zfo9<sn?l_Gr|fm!qi)16)1j0xZTOrB9|$6Wp2uKQ@Y7D{H+w%f#1*nbKVaTUc0>?! z=v=$38c(AirO3QA&5M5Sgtwsm8gN+aZP!?JJkRozTQhC=+zAR%RwC$MpJZ;BBhN5a z*t+jkMqJExOwUHWysB|A_U=*aual=4EJhwL?TZ-Rf%>W8oa2(kI{fNtF4W!ljC~m? zamh`nv)in!y0-;g3Deyf?KYcs;7PJhFZcmp5itE0B#3<VwD7`D@DO{;|M+(@V_xX$ zm4JHmWzS~zalXbJ7H!Cosv_{mCN=AwS1w~7Zt>K^os!U%+}?XA68BW3Y0$jyAo_rZ z_fzVi1Csc>T0R&79}438J<np`N|lMCq{v@E)UD}4h(9Y;!tsiTQ!dG(ZoE<8VVz1} zG26Ql=XgKu%SFF&*g|Jb{x$l;fB8=gJ-}<Gi~F+Iqn|KRs8Z^6B`EwFf4l=9Zb6$N zqX^#Ht$zD96Y^qe+2W6E#6hxPgUX0Yh=&VGF$vJ64Q2$KQab5G2pQVbH%r+PCMS|S zavj_d&%y=Qq5H{p6a6FvoHi!y&e8<*M4MfSXN<Dp^JIQAy$jEG=ud3kA4eC$Bxs9j z6ZNk7+uIkDbiteNAArXgbU3l+)+Ggj15yN1=zfC#s5IH@llb}BJB6;e{KH(nmVa6> z`oEGpL%*c|z;CYWqJkDZ`i`so99*cQjT<Q*9~Q@4^ag~>zzbLhk3<S1zLb}iv_*q2 zWTj#EUK&UIud~@N4V*SlvhTQaE%YJEe-4@~+7b&6Yn2J;zXIf!<;%EHXD|Ez(FRVn z^=_}p8{o~q`F|J7qb|xBIQcsB7yOpa&yh9^A->0aEVg0=4x5s`ar_E&9s1iF<LLWk z4h0?h(CJF>&J#XUr~?KqB}#;69D(a*+qY06KB~FBi$xq+7%Mz14qkfEQPPp@Aas7M zDSi~tk!b9q>MGxZ_dsFrsVT*QIQIN`LZ&3<2B@-wV}Kj9ZkiN5MLm$(eP-r7Df9+R zdGCL9;rBN(*>eJMMP51ooB?p2teB>#o6spJd@1Z9LtR#P*3*3Rh9e<&h}Uef%83Y} zlT7LWUXU4ZOiC5|wKn%I{Je`fM_M|AD1{#2DI*OtIfd2)<<RK>X5fgt={xCZ;TMn+ zBdaPoj`@!vcME6KcWO3c!}KMt1bdmz&%en|M6d3_*x(h+vvrP?2o`|PzoWF@;5+<j z3HA}1)9};qwsmFz4p33c|Ex#~eH)t&r8DrTH#bfd$mc-+^sTye8lTTDf;Dj$c%!b$ z@(14#2V9k39BpgEp24|#O~YHL+wBX2YH@CcSgqcSkT?_fpII1e0ROoeGW@V8&W@-r z@orY@Ks;1c`|~!<mAI$Sv2`AE`Q}}bkwvi%gsN{do%JouyIs<EtwMdaCm`|IFT9^` zP7POs|G~#N_vIg#JjA)3ezx)8gS8x5L}}6Q1->V{qm4PeqrL|&9zmSdHZg9JSp$DT zsJvRf0)O8p1Jl9}u)icNre<FQ^dcVp<37P|1QB%k?q69qf?oF_Pa=36%2k=VQ}B5) z4{Q5)o*MP@u9mLTzz@U<O8<Tbo}ovXck?#lXME|nzbxwforl!a-$<YiuySz!$_qRw zD?d&j_4`%*$s2y>FmFRnW%~O$bl>}^ZdN>nKbXTEF<%|*%P!mH(9MB3^tg&)66dLh z%x7V!AGqfHz)(Nxdi4WEoL4Sd6GBOuCPhZjBlU4%Zwv9d#Mh!H$L>Gs4|;Iuah z0hUsF_$*x?U!cc5l6}nQbQJllyW4j4-*Mne9nT$4p`T<f{d9~P@m4r2MO7aAYhGOM zd%<uIxU1i2f(Z0i?$Ydg@2FsZ%9xp367FA%0Uh}c)JuyO=c@&@!7B+SOP>cn!{V{f zu@C+%{^#f8bAb;L=3Zkux8Z|eZM&eA51&e|)q+Uy#&QX+^n$=^blD8u7CXRulOGDu z1K;_UA;aU#1vkQ3hl1+|k26v6_JsQV_o)B>XcUC40?*!e_}5##|L3PQ90h>u)1Id6 zYjk%b>UXG8Pu+pP#U+WKegV+y2B!C310Mb8mYd7XKFkq><gnEbIuVogbn7Y2h}W8a zdS2Lj&K#+mJzk7GUEb@2QI<WSW!jMDhkpFf(t7#O81S)X$)XkLlo;mA=~d!TPpH4B ze200+{$$oprcm^Er)PSO38BB&yH(iv!JcUG`#CxToW9~-w0;Zn!LEZ-YuC{?N2U1v zju5pYydF^$q(os}E{6Gi%476HSE=M8C>#kBDgM%WarpVV?HjrM2XjaF+s9H4pbn^h zx^^cE_ssq2$iN2t*rs~FQJ~)6u!uUx`wDwUY@UQ0UP0ZJoJ9RV8-7^4+}UkAT#3F| z#m|Y`@C~$)p3&>VTxNX85syv0|Dr`F?`Y@%zRdP3<GoS6*WCO_3%quE*m)KG`>?(T zogezvpVGI#eYC+oMFXvdSon`g>_47j)Q!4uN6ypu1DIny?=UCA<3@Bm$-DRUHuhKs zQ>KriufD4x&Bsv--J*s`;E*kN=(*^uaBuwCna%wcxUzJyfp`!6L`7B>Hhb{=G(HNw zQ;~!|WYYEVW9S&k9TaLFl|b+Mwj!B!-iF}TWv2>7zSwS``zG)TyiRPfqAZUqkyH8c z@1u3pId^BZYH=>cwTchb?SsxCqr?2_Lp$QyrGwow$V2BY1;mvjP6+PVFVl!Prb~IW zsdvqRV3s*8G*XX!(IpC@Yx&sMWHR=b7xArdpW>V+>S_zi77jh|10mmvi3NOp*anlr zOHSbDFGVf}wL-6{d)R^UJodauop$M62Y&IDhAe~}xSp5o9@pbG#NEeba-S=}uMAT! zo3Ggt0iPOXTXNn0-vb@{veBM!)3wyxJBjaC`TOB*<b9#NAH4lhpBdg$VA_py!MaeH zUFrrr_+c8aIG%s$`+Lz*sFUT(cS=4$ot`{*R@EK-dT_J=-#`zZLsPKN75qQi)1q6Z z=ixt)*4`6_&-?qk(cuF0`HxO!CaDWx&O7TkjYc@;dc<@$B+!>7P<k%>j>ey9qDLrf zP(QG<^|0cc+?-SSXG4MfJ?==og@5Nt*-p575B}1Fn6w0b6&gsfauogJ-i0@#4*#r( zY?a`uN5?UTFz1wGnh9NgaIvHa_@hZVee2zbGtsw_xK$@H53H>CQwjOnTYxq!0`H@+ z_nUbL>b2FnwZBrpeVb&aGzPPw+YP!>pZ~y~=se^legwFPyxSh{bo~EzBIzF0iW5OP zou$fp1@+D4CU+7M@JQU<bdPRf-oAJEJQ0rjU*w&`u?PMm1;-!nuLu6GC_!q5df<Gu zuS9qsaDcUfK`I~QiPBi{T=*z?W|_As>_i{`aj2}v)Shsm=D2&{DtxVYyP2mk=VX0< zHfspDUh;HvKoR;8VXt%_LFhj?PYLLL$M<b1JIwH19D1vAO&x_A@a4y}dlt!oTmL$C zXzVidS{rw4$_C(P|9Uyo2>q!5`}^c4&<o4)uNa+5f^L<nnMw*cLwoIY?L&h9&u_Y} zZZEqM)N;L*Sr_1o>nh$*3|#Df$xd!|PUsF2%za(Dp?ftEN)I%#CGPL6V&9Lxee2No zo8`y{hWXD^U!uOMq~(7fwu${a7s?3F7@SYZbn^++<#A?dBN~$EFL`*!-lIM+Ytv4c z9fz;@wYeIhEyRmrev;5@ILA_55u`YGXMbN~KZtm)WEY~ljJPAa`-vJI9rEUbfV3yS z;olQAU&lv=dQt1c^@Hdu)kPl;zV$<W^SJ#i*9Q2OnPzT1e4Xa01RvL@$P+sy?+Yk_ zUynMSSpwYj<7>*So79Li79D@)k!Mv;d#Qx%LmqV4u^n^<`+jR~#__JY6PFHo`v*Z^ z#Bh+=-3IaMDVy&*pFs4P(($#O=+h6Cx*o{{-zED@I4bNKaFXl2J>&sSg!kuR#mzE% z;#A4Lh<fM_rQ$a}R^-5ka<D{o<fjdxl=)M~(HVQ(Q!E+QXn?c0bDp0^ok8LsGf96O ze(5P=w#KgL&qwTU?P5lrsuf@rh=p&g?fN0L&%ihKg?UW_-z>7V*WiWT$8gWd<~;B$ zA`-_x=wLqcwML1gzNsCtn<bQDdjNcob6xPeR2Mvl<bq=K7v`JG(!=bi?~|Q`B7m#C zxpb*X{R4C+j@!kP=qKJ;uLRwz#r!4jH;K>`JHqPGA&FSLPa(dQ*RPAMiF~@@I~5z? z=V<tfzmK9`j`Qx(NCYn-Yc3&)eEGa#m+}o)TcYbtfXol{`+LPd260BgKjnF)tT66P z>&PPkOC9*TKCEu1Q-F@H)GJB_b!y&N<<BDYqvb-`r|w}6vE!-OK2<&FrJkO-|B1ld z0b58gDe4BNZ`V}L3gbPn1$%SxV;*&2I!DSJ`u&Buv_vt~5nNjDzSY66hRRwY6?!HW zJ4sD0ynmK(cK*}QQ>SM2i4e$l-ug#`uY$MES?A%Hqp~N&*PDf+aXwy<>zAF0g|F6@ z!s9=pz|W7LsuwSV5Bu!*jJ?Xh?Pqgn_I`#wO#AsR|3vUZmkj*>--on!V*Q`6K5#Y{ z-!g|H;7XMFy|!ObzcfiiO@ttCH@n=i0q;tpS}7DR51&*GyWUHPH@_qY#UFbi4o^we zF(sjYopwHa6u;m5R3fwtday0_3}@|T;H#aFZ3+~CKXZpaaRmMu>KS@Wrwcl<LBp`y zsK+f;cJrKCz+AgtcJDXnZdS>I?5`|?_j&O!pJWJlkl#(Usww<lpOk&x;+%8}QO8gs zKbCmHI%^;L4=p3riCFN%8@p6>G{8%DnMj;Ig*jq2O>6g3%;~YtlZWE#PhNb?%V%p( zZ2e`N3-}IxHT4$V1?*v55jdp!7=3R%QOTL`4SS1Ls;73Vq8==NrF`Hp{Pz!+?k)$e zy{YHdPldQiL&Z>Ze;GL11wJ+HFyNsHKN$_rATP8F6}1H6{AP`D&nsij`OwB*0pKf- zR5afAv*LU;Rwf*JiMf-gSlaVTn8VI{&aQ*|DQ$KjkPUjVch?W>k0=0-?%uZYive}d zykF!M)X~FbH9_>qlicLD8gJm-T<6cBtDMKaoSiERh2#JGOLl4r{srIV@-B!I{i^lI z$)J&EsNW99j%jeB-y-?(WXJ{nretx8(cc}3E$d|(BTL}#48k-KmtBbv+ChiOZukV& zn7>#DF0`-iMC6xnHzJ8?t(X+`@W${}!8zRfBI}VsExi8}1FGCg=!%vNw8yHSg8yd? zdR|TnKjjV?n&1a`-lj8;9cFNE%OpEy(Vww1NhV6}aV2zkWjXc$H(NfkvXoYX{_d$p z;o@)9(-+c%gr!`Gi$nLv_z)l1D5`bE@cti|2)(6+?~|rJIg2*#d7<W%ctIEZDp-D< ze5MIpZ++z;5AI!;sb7u&@OuH8y_PS_u@~&?N&af!kn9l$7HHC;hk9^Q?iD-mP0N>o zKcU-sox?eicLQ<g?ig1H>S4ND)S2q27dSsVy(7PkIVR1AC!>MC>n6G^#i7oKD~R3e zRpJ64@Ro(Hd)T+vYw%7@5WWFl&%B=ie|k12`3{4%D<S^!bL!b*@Wl5ew@uCAU)_DA z$~zjqf-c6NW#2&mSocKx-+Sbn<tVKa&>!?4SZR-@27k~#RCJ#YxOBYYhMO7o)8y1X zQ$@a}ehdj@6Z&GyJn4hG@VQlTFUj9=AwH?T5tVg7y(MyG@i^j--SJ#5QRtTz_X&pW zyayd4*B<j8oLkLDC(qZg+7m3@3&LA_Q12MEzF>=oufT6IZAO3ieE4gM_p)QIq~?pV z$UOMZ=})1F(7DwaWA*A;+}Fx0(q#BM_nS)@H3Q&ZnQymSd_zCilbiPhx-~-GHuE3e zQ~uzGjN{1jm+jcHoRHsT2XAaxhX99tL;m@B0p>Kd0)wvs&ptRJ!uS9F@!`tajO#&& zPezTGmxP=N4swgv)k@HV-*RfbjClC7VL&JneC>K$&7qxt;m`4lQ{W+d7RW`*oOP9* zh}_+i%rS}3xjQV*21?iy-Q4u8ntKsH??ifdr{a9Hq+1_9fPJcG_`E)ya3<P$7F*+b zfp0|f{3$|z&0Kxu`sG^eIT~=M+XfzD9l%y!4P2NahhDr6^?`G9_<$bj^oUDejRv0J zx!HyE&Ral7GF`FmvJ8KTCff9ez~yA_F!4mAj%iJ(GUnw2ZaXp<uHb1+9Ezmnj;RDb zN5yrl6@9=Tx$w?hoQK89wfUT-|L4s!h6}WytEnb={O=LwHOM)R?tTd#Q<sa{#us0A zV^Bo%k`qza%Wdxgo@huX>4hWe!*|}Te3VPrWBVunOI-N>I{&kzFLjWA`iEWllc5(B zKmJis*Pf6OmrZ;s=1#o%_9N&7aJ0_e9qDbx*mr($R3`=TXhi(z*QO(=Pm_uGNLJ_~ zcSG3cjlP-M!rWa0bD%xF3*M;1Hd455*)}>5=D`QUj<f*BH{vl!UPYbCzP<Jkby2EA z)K|F?+>_1^cI<z#=g?`}xQX74IRB{jyE)>3YV8^BBW(D6EfRerjsD+1bF=+-hAq)5 z(=THQoVk9yDvloU)Q|DpzW!186>jZ5{ze^jQuGi@80tNy>0Y5*z$*j}=Jg+A!{<FS z;mYTRdCE6cM#aEI$bLNB3<fUb^Qf6m81oTtn)bb|yMnp+yv6BDCfM`#Y@vGmKJ;V< z!(Q6r^EN&T*Uc70Jk75^6D<jxxWSXxj~2Lx7)wO>OW;Vxv?PI-aUU#Ys3LGr)yo*1 z6F%a;6~!K<XvVxu?b!|v<ij&*|Kiz_ZV-xfZ>S7>anCR6`jcP6UXO$G&O!g+Z&pFY zpyml(W0&dhm<8&f*2oN9;4BUuVM()yD@TsT%(1dzZkk)oK?}OUmWk!>_fapCYQLyk zeTVnw!Ikqg75FESSoZrT;zQI$ml8hsb1S`TJ%;!tmfc^ae-^ruFL&j7WHIM4o>L$X z-i{*vn}<5;V9e-$H*ZBf-D(g|V}O45SK}lzk0UYIr7(UOxVV7h^24{c@O4LRZ~CC$ zT<&`w5~~Wm{iMZ<j%~~X8`JU90VfWz@owq=0-b|b96A3!%r&<*DbN9@H+6ZC@can$ zeUtmdr6PelUoA3{bB3O`_Rx?b750^GevTPLJwvqHc+R4JB>5Qs;|=<4#h#B>`;&mH zj(gf1L?2cp)z8R81>Qo5S8D?L2F=r^&tiOle=sVlZ5{$%PV3LB$%wh=?&AFmFI|bx z`CR_K&!B6wdMdd4mn%W$l4KTP2tBXl%iW}J+=!A{W(V^b%-v<y@A~Bd{?NWGiN4L2 zs9$(}R^=P^fi5&f8Pr49eqF&j1$B63!@TRAGsu5m`>*{*9oza<$E4~Ac>jN0vD0`C zA;zl%yFGwk#`NwBk^!D}GxhJ!b=<$(!IaD*sE6A4MO?un7OVwtRX9MeH`!eyin_i| z>isXbcKEqovJ)Hyo;H!0yLA!x@zpmn@B5KYCd7<aE3d)-?czN$U2S`UKJQ?)5Afg6 zpZnhxl)@kUva*>&8s^^_D^Kq)!rt#IEAPxupJ=Onh;r+~dk7}kmpf!f{4`znWp+lL zC{$dLjDEl7Uaw+Jwmb3e@C_=~N$g4FZ26a@iFv#=A)QTT=$sm}`#aG`o>NoGorM0f zlscpAANp7km)ymBJ-|E6)aUMlM~J_=w{Lq3zVRosv}XT8zo-&OdhZZ$dUDy1x1-?4 zdGQQ6rVF5}N;e_)qo2|&Ww?v{!{c*~f5-*;dD!K@62hD@kA->jCl}&vS0U31D}29+ z1<HQl;yu@Hm?;9Mp=A(@WRHNqJ*P=##$IQlL-EeX06sfHWjCu@$8RfQ)I$2X1@LaF z*2O8o8t5iYGR!*6VSdE7c1JY&Mem9#`Rz{ND$4Kd_JiM%TKE1HB@4f9)3bc9&^Oe^ zeX)E_YL9t;<DYpI&}UgIP#iG9eSIOAngRSYreAE%3w^TW`{1-&=mRycQp-<W#r`I; zKBb<WI4|`aiMsVTk4I&KjM2Zz9a{b?g}U+9cEY3YBhcewAs7?xx7kB;q2hEWf<^4~ z<MkKtoxQ_sbk@*;7#V$>{Q|$gC2`U9&IMP3q~855X&!i-FS8e@NHA~tnWOu&7WBZI zZ~522kNJ7<tUm`n=Dp=4=72b+m~nkTGun*^3$<mm`3xTerM)gerNF_yL@p*H?teL5 ztrZRYu|;C2@N_ih!G`{s3S-XM@nE>oD0pMub$`9^zjg$FOF}0J?oH2!dBYn~*pKOu zuYFt%airCm>l*xaD&tresfBEa{3Q<Y6HS;?S${&;iSM)b-T___=!mv%vJZMz0Y@AC zn<@)`*t2)08wE`<KQ(k`CHkB*p?4-`cmD+RcuA(U7F>=5yZIQU7<3r=@+HTo1~DId zyDl}*3HYM5CV!R){G5zpw5L(0l^kq(Qlp5x%95wXcNcpSG^ajqh+^-%|AoW})H_Yx zWxpkW>zb!up#35Z{1<3bSQO?Jc&vZVp+El_y^`F5x<jh3lO_gz>#KsO1q+;K$@(cS z>2uJ{OJ2^_MtyU|{7;%qBKDjPR0)|DBMut(E2|x`CxRuYwA6%A?;pO+A^<($YuXon ze@3vsr=NV(?*{OnX6+zhaaSU-Smexyo6wV<y2Ry#e1G$hmP`73H$o^%|AopIC!%{P z{D)vTe2l4C1=9TCuX}fr+c)2pSf6;@`CJq85>vPQ_VGCq{KEF3Bgar@p6{*OA8AJ{ zmH4W?v4;=wk?70};H+)t>bocr7dr}0r5r7{BRoEMyMG(O9@LI|?Snt<2|13x6#GUo zkI1y*t={>+Z-<|8A9NZzjwe)}<9YU1t!Lc<e`Iilu`3?uac@NKWbO=fj-{-p8C@NS z58Y1khQKHGzNAv9zX^VseAzn{eZ!q6neTIeE9SB|rL5^de<rO=L6ZZWM(x09S10fa zcV(WlLMJf%A#iRE=WvMpWZW0v#*JaiOQwe$2q!xh(W!^1^Q@Uk+vKsA$$vU_!NiUr zz51Sf7IXCMMFLW!$g_v{Jiae0f&26BN7knH|Ia(t+`kU`Y?A8QV{YinhM(RiO>ia7 zZP_##02j$io*qxcIUc@YlOc+GAEPhsZ+ZhdAkH8UKJXXCGH*YvLjPcJi)!DeA?POA ztS?%ez}$xE)v3F=@WBY}@;&zfap;rIGiqA!U#4Gpb^*UU?ft;_IdH?r<#$&~)8Iq5 zq1}A}eKgIr*xd!#AN<FN+mRG=^^E>oFB<7^jxPlDe9N~bl(ahN#|CT(iYMbEj`IKe z*4f*Lu{aa9wes&)(5H^ba&?|VUZ*>x^7IpMt6durnzX{e#}zCM_A@|#=u2zHhrMOP zZ0FYhpW`ja9^d(P8v9&Jy+SEnFrOD*<s@wnob%hf;?6br^)L#gNxgthj_OJVR}l2F z(gw7h(7Er`F}gf}`t0xfO7{CAz^9bE_ylM%H#c+s0uAcd?M0spY#Y#-94LJ79QyFE zJ@Mn;=b+bG`JJ=qjyz&{Md>^EavzV3+V|1eXI^K(z=nO|eBYFn9q?T1vg(d_vbz&T z&yD@rsxe=~HLBBJ;0V9L&Ic^lFmJ&a94{K<K=@wu?dIJEZuMr#B_4G;>ANP&3R`DF zu3_&Ujd#%dpDsId9eBXffL!tIDmUWxfb(_226IPSE=Q~o@Akd%v?uLBo%u`3-4=b$ zn{h)Ke)Jbz3t##sPr<+UHB<9(+)v7*>*w;ob2eM;J9U{0{Fw~t8HG3SFBTj)r{@Mg zBK29mvVG|L$}>MGQ3AIPtUSt%_*#}-daO$qdL#`!^FI;riyTvzRxAN8L8rDRT!^^x z?Qb1JCVWt%3uc<2L+<)uc4Q0v+WdhA>puKkHOtV3KbY4YxxB%c3)~=msfR`e{duE- zP25&5_J!O3KCTh~-!Mbl3dus?ksC9SJE0TK7ARD0^F}}QOHF|6kv(C3GfrF|^}bw^ z-`nbB>_?IKd-z;3d_Q+3@~ke{658LRFFwT2>E+eAFod{2me3>Cp$6YmmT^&f9{3o2 z`#Ck6?nYQjOGLk^b0flKJp?A9uNCACIXr~(K6@_4v8Vz17?LwDjsVyC8v4eV13okX zQSE01mvE2bNy@CR18>WuI(gL@doSl3Gm4Q1Du3ze`ndc*&l4^=-;KTP(mc1y?Cgl7 z4aE|5)M;dF^^WB5nS6L(Rg;1naqMW9iE=UO#l)Sl=9zdNyDeL}kcW94{Y~kR$0{c; z`#hopfA24IEjYl2NN~Q*Gj$Zd&*fqXs~Y4R^8m&Parg!BAFSlbw<C%V20JWH!{=6i zyx}`Fd>Z6`ZcJv`5fn8?m~v3(1i1*ug@d;YIpbiiI0ip9ohc3GTI_=$*QvR`jQPc_ z6-fi|$NmA*T8Yr%xR%#{e@c(MIK`{&1Dwo|{K}Cp;8!*eJ#brrPDxn(x|TdW@FEYt z;#2tdhT^5#9Q2K1BK4!x_*~Q+2g=*fCueSVY$QH_A79jGnsy1?kLB|b!RWJ3g~$sr zB7eWiR{K|k^LkV>$v_|%_lbAehlC&fBzd~07x2s*)C1qzcH*4m2G)E-9kMKJ+NkV^ zzQ0_!oiYi&1cyU@Nb3OCdz$mtJ0AT8`$?IRW6&{(@93X|&V{qAmW30ziN!;unQb=U z*NwrYw}cSi4!I=+x51ZDHB?*-xZul1CeAwCLp{<y#r$W$Wh*L9zPW{Y=xr-+ryuB( z(>FeBgSX;gvOLJKVM7R9*SCC%`)psZPjF=gKj+thq0buFPdj({kE5|G@wil!W~|kQ z2>iEWcH0ZS^gX9ThPm+hMkC%nhyEq<&rR9AA8iTFFcYV%p7?p%YYArHV`evfCJx{} zNSih%eZ2_&v)uSc^?gU;+K7Fc`UB{=SaNj_P{E(3kIq**1%3qU6GFQGkOx`(><V#S zdH0y0f&%X1o>x@Dg#7{O)zgW%*W%9)f6;&8N?3aBAAFtcO7NF|-?)ZzBemL6ZtR3P z&qx{0MtkVgwhpjrOu>KUi}4wOtJtTvWU(h89OpH%OYgaj6VZ^gtE3VAicWN<>=Np~ z=HgcrTddem73y=>U>kj)N9b*XH28wwc-<?dj{U8kwGT$He^}QwmB9^hQ+#CDF&J^u zC?++cG!lDym?=(dx&c={;o}+p3j2}IY<zCzhF^yU->s@N_-~wAi>bj}3y1pWY%wkP zQPo|)n}|B)(5wze)F%gGfxLt9Rv+eH%<g_}#=R{0k;8i8w;eI*{gFol^?Lr7@_&>B z<{%5-Q0_q=EIYrlLmzd_j6dIlb@WsH=Fdz%;rB4|_P^Ku6u4_)r}H^JYxvl^@(739 z5ErH^_lIC!xU6~YattMO7?En47f~N@Eh#;Hi+;mS(&>H-^4}9VM$6ae%lF;Wq$|Zd zl-U#MM#hiOi_>t9m&ZZJzZ`MC>^SCa`-RR+4kAyM`qK)xVV=W2hR^*a^1<t#z7)K_ z@K#dW9a-SjP4<uO4S-)5)0eYii#7yv1&hKq^c7qCYF47a(*$_$x13nBBTUY8=~}-9 zuV6!xO7a8o#ftsXQQYUw#*RV`5AcD>wWZhb9+IYSY-HiQ_A@Z77zR2JPbEKQj|`%I zt5Oyt!+E>@=iKGfz>{z2ZpzG+Ll@~Qv1RkX7J5-L!8#Gl`$wJlcmj3bhbR7X4=gZO z^&+G;p$Pm8qvE-K;Kz=6rA157G5kAxROT9<Yu#>=jwRH!0VdYudF#-Dgvl1U!Dm39 zpSIHubvC`Y^mDrq;0umjj<JXnb9vT#y%6^V!|N)Zqkhq`iudqu!9JVPeruXCXX0*g z#4}EH?8$PM_KZP3Z@EV~Nfi#=kIdJ#_#enybC$x>$nT~HZ+^{&-oUS)UTbzY@Wke= z-S@u$2l9_!QsYP6Rc#{pl?C&jPYy0t$79}uCNF>y^*HB1knP@w;01}<dG}1<7hk?| zMROqk-<r*y@Il`w#}}RI4L<CodLlJ^6Uc=)y)_*XukK!Sk)Z)@O;53$2i*N~+lhBP z(a_PxO^Dym#(q`am`mDkp;J?z``~Sb`TO&%sfjem3!F=Q%WKX=F~cp&0TuL@j}92+ z^x=I|epa`Z#ylWH9{1i2TS7q8B7J+xnOK{NIm4s?U0k0)jCAvLf<|`t?oLho{|j?A z=E(C5ZHFuefg{pUa%(=~LO*o-M4}S<hML~fE#atNNnSDDI6Q7ku<mx*PQ3}9lUZ2O zFa|yy_33wZIKV%p?&fS4cx>vMR_q^`FyF!x^XwQiaCDIqVi%r(m!zZ6Fgb;N&H?N{ zof@IH{Tp=SJA7rH3iGtPM_?an>KFFyRn!xe(M}HFQyzAbnRx^wuD5m5Y+tq`40;0T z1~oCCBF<#s!vMX)^^l>@`lzEL<ty99FgF!IpAdsQ@1|DM>=b29WGVN>9>V*`iMd<y zvIqA!M3J*H8a{u|rq=!rf(Mjvk(0ZO{Zk>T5|RJld#2AL#}6N-f;#=`_o%BFLpcRU zDBXx^_fH=*Rgq7JyRN7K4@(a#Ii*(xUq;eO@8xRLt!@U&-+)^-M=%avhJVP@ct)zv z-~}wlat&jE?|j>5JbN2)w#v|?ruPPL30g;!<g@Sto$>PW{cTNfeB_9r1U?(0Xs*SB zx@4E@T(AOgv~M=7_OaN<_SNOvTXN{4kK}NKuBF)!7p*jQoC<>vsq#CA1n44P2<1#x zmOwXAC}pa~3*XFxjs@2+&v0z_<rx;>Ie!(W{)RxeFvHh5GI<93&&ciL@14dx_AhS= z_XEJKR_oq>SjPFk7%A@*2mig>p@hs9;v`r9wY}hFFTV3U&3W2}pla9*A?1hvs|eeU zpNPAP)mmhYLr%nZ#l`$ARq&sxDV<@!SviZZ-Mg${N9?)o_jd&It+g!H$_u~;6K}Ka z&ODAjhC3(r)lKXT4W<y0#m^UOtm~%u4&R!gw?X0z4n+AqkyB;xEjg+-GwOu?lI+As zF-he0>PZC=$^!6TigEKd&^NY7)L!UEo_w@AskQ*TjO|`d95XNay||M7lK0>X_cMk{ z<qz=w`noD{Uhv<>ESK~|!K<Ba+seD;Oc*<zeQ^=Eykx$G#ck-{Gh!*kYV)8wW2HFJ z3|>=gy7q3Nw;kr>98T?_0B@mJrnfPQbKm)kBS^=Ah}Mn$vTGeWDZ8Zbznqw#8a6er zx3MDv(<SDVeq(Oyr9;s@<eim*#sD)R`1Ffi&WmV;&&CT0$#mcb#t$Y!#DE71Inq8f z!E;ew|8|#C9eNq=zgM2_$9((JPLu!RLdD)3zE8+YV_!S$w{Z@H>{7yJkRRA2-8C4? z(bsrv9eLAZOUV5hS2}hQy2rCThR(nrc71vOWdwLw%9ElQL0-Ja-NPR@4?w@F+PJO- zyxrn#Ew}J9^!M?0egzgdmp7KQ2dv=NMZ>_U2Y!-c=64e-bWeZn?|+HJJlnb7UPrsp z$GAu?3aKi&5`+_dOOYJrGQ8A97jA&RVDXC}LEV!|eU4uF1#}E9RHRy`-~;ZJpT#DL zJ%2k*tIELV1b@*M{<((v8vmOgOW3d%x%2#Z6#m?&y#1i*Cibgqsq=854i4=ev{c^> z9mKBJ-=v)Fh!KNOu|6ql;?$?ZYINf8OL2*ioYX?yHFH*r5&lf6%~am&vbKbVf6j|g z^o{;S4%~X*?FiBLFBC&tQD0XwDb?p;u8-u$o~!}PE#zm$KKwtAe4At)RX`kOJG@_3 z1^Gsm`L@Uo#I153lSV7djdn(h7WHB-{rB~SIVtFjDO#i$GNJ!Ez;HhODdNfH?uc>x zp4xkDpGAw~eD!tsrqV$dKsgd`hv&UFx@MH+q%&c%gU$YhHgMRd+aE|Z;B!pBq~HP^ zd@PpKY3>5_6`Y%rS&W!tan|%bd>i~^t<vr;;4ou-pDC1a?mebt<4#<JUeG{kK`RsY z`K?K!?gsqHXa^IS5f}N!e=ycZI1?ET!=DpSzg3>pP$om)PE6c&jYeMFIXp%^im&$x z+OP}7{p?Mq_6{XOetY$O|D_}Ne<arjp6A*VgRU~w?Fn|o%s;;)KW32kU8nXHGuRXJ zJbs2JB7ysjKWL5y9<9zJO(u$ZBT}=RQ&7W}xEDxOAu0@?y6+=Dw=1w8>X+ZcRv$Ye z{P&QY9O|`2CV6ds@Upq5C#;UM0;e>#pc=A(zHG;SdiQYbF9^v0No|k1GX3SwR`eG_ zriT@dJp>*oZrUviKHHSEJW&U{C71jfLm}otP8@o8Yvn9(dnvMCyPsp8&+<~#8sb`> zexrgR`pBycas?;Rr(TIT|Ml8Q>^ak94*8S|-wM)<jz-M6xeFgJARBZ?U&2s(mC=!i zOO}fG_rQ*bzc^zTd;xKDB7~}#$Cmi|JK0ZT1bs@e{kddE_?1&Py&olYBR;jnw(Z&P zPMFAKJzczs`_pbOCj@<(+}_g4ILsrO((l$%2c9-v*HqMmI-n#p-pCU?9#<F9*t2d+ zyxx*+5!i*k=$%H8BhFjNN9`(F#B0s?1?3et_`WPgB<jv#&zQJ-iF+mZX`jSj;lRxe zF7aCh#MlGxFmG)g1TLX2lGwG=nP3-SWn6RzKP$ga#Rq#MtTz(d&(6Z{=fRH1>tYUs zibPNEb@0yvpV_u&7yplw4SQaDqCT=cEWn5SX1rc4WC@+E^X;tj9H@u;52p*AlK@XY z+WjXV_>p#~;^Aq+o~U;?`a1&oRx{v1_;Wue;%yzRwg~ds+X_>q&`$WH1<V$f><2FK znqp7TZs^+{`CLisgMPGCfZx6Y^U9{u{z~1@*NSEAE&Sk0Tu!1qvcU^I^10bcal~T> z*>4GvAK_<gS+!&ZUO>!HBQ6W`B;?E0Nt5^CC-pSj(*gaL{2$%!7vSR_R;!fMqEGoZ z`zMq!4s}-HW9?60|DO*{GJYlvydj~@D<Kbg-rlE|5A#!;Kf>Peo8lh&ciW2QL&u}z zC|Rxs{NhwU-JW4<A~|%uQ3E*5tgKp0ByhOQrP;Q-c>nCHtdeslF#k)*-Als>K8>m< z{6@Spk@F)@?om4S_q35L&LO^MD4XWp!~5hQu8K0CPP()sB1}*ad!?D(h18&@kMWam zTm}EYwtsr^3HS$Lk0Rfx%g}fE5r62x4?kw%AQoQR62m!<DRwh~PsT!Uo(%ZkWyM5Z zad9U8TrL<_K>vSq;)?x0JK!=Z5vP?ITnU*ElVnw9z)S5VESC{)4(}jcec<a#jK=4* zdKCfRk0n?#<)E`j8RVn83O$eh-wYa@zrn&4_L+3}B&Ma4FOY+$UzFd}1<uymvXzyh zjCsC>>FRG@m}7WS&a8-hJ=hSno8qcHLAAD$MGjqJmwKx@Cv;;pE;Cf8z@ObYpa8oO zXX5p{kD>=qH~v$ubjiQ$KzwBiGqj`zKFLu|Znp>>2A}-ic}F{<?3(8YXFv8ERa<!P zv4Wrcd&kqnD12LsZk;@p2j0oga9-&K@~H<`*us)6A#*EguILu_-9+woPx6Ov?mLF5 z@8s~AQoLo)6py+f^<!@_;$nqz?0XvMsHSDI+>LiYmpk<D?On`Qyfs|8Muk2lHKa7+ z>?iR0DXEbRhzDZPUwo%<FC@#FO^;xHKqg%!-x~Uy_Z#76k*Cnlo=e)vfI2#tk@@(g zEGHsIW!-fhIHRDlPek7^{03hr73jG-5j#sWO1;rfCtt5w^bZ5yP|X(X4j!b;_u7UR zctWoR(evMdcgU!xOWrX=|JhCvmd^-$qW{C;IvUJHZTfm=6(gSA-YJ}jc$%GhBR8qZ zfuM2lo3I2goV>VU+X?<=$B(laCn&I2^_(!DLbx*_shIb6zXx=Xbsm2XU-;ioQAm{{ z8~!7&CS8qQ!|#Y@k;Mnk?I8d2K2gL?+xET|K1%FM&w9Xa8fHsS3st75;QOb3R2w|B zf_Qe|R4G6B%j;L-o_+>i$GUXA+zs;we=Hx3D}=y5SEJ&-;1+!5O|GzvBfd?y3W<rk zV!pDNQsVJ5%p)Y%+<T2Y5icDk-7||lMwF#SuK2l&`)dwoUa})<0{zVz!EZg6uKYlP ze*1#18^41QbX$T|{$qGfU!L30@6og;792}?k4<84#O~vP7tsH>HPEOO;=Fmz6%2DW zz(;AmS~}Umfw*{LIdbn0S7Ku$@^%~I=H(^ZNO=$VXB_iT{A2(hE9s5+)G>R)$G4c{ zvIF$F^Y0uEgHKaZQud4hZ&&ytbBk^X`c}<Xw@K=NM^RjssCfw<sC+(Gd>%aDrv=6% z$DzB{*D3h>3iAxgKjKxOi&)JGsF(n*6m>l6t~v+y1U3~7-w{GR*qu%`>gYmvjd`Vf z1#eON^d4ym8TPhbXv@CXg}Gt!77Kdh^}zkB;`z`8f1aOr{9Ok>w6lSarI0r=KFjOV zpbz$E)KxUx1zy)cfO9#*k<ij&YgKv=9J2GdfhFp|*B2v%2PB~*Ux}qoD}t^eTZOBd z0lLXkUNQBkqqv42_lt5u_kHwUTGce>T3TM7kV?V#zad#!cm(>CsvF_qD)9ey41cm@ zg!ycmH_5|z&p(uNm_H#tc686iYRdu_F|g3LLH;TgjNeK=kI(VzrPNQ<9Tu6aeFyRW zO->yjTk1f+TT89N+JpVPCw%z+-&>!(a-#T0D)t?moZlCM&qqC@(zus^PSL0)xC4FX zIPInM;y%ogh|F;QK!14M=yl6g=sjL9+%;xGJ#s$kCiTJ?aLq_T;_Z3(r|;u9=!54T znELi_6Z#(UUwj*M_c4$2c%sEs4Ep()9_5Kx@VGCpQIU0{z7y;{d7}cjI0IisQXKXG z3TB!`15Y&B+0K6$dQhXs!fo%B;dkDU@?rjyJ&`~B)xF))iO?pK`^1YlPrmuaOmaW` z{5JcgNxlOAA<YrF1%626;K?MH)0qES4*RYId`(Hg^r#=+=V)JhjMOal&HgrHem4YP zeBZR{_!Fo@+b7SLLw7I8zw@x866Ujd82QKJ;6wU`WZV+@@(uToiZ1AC^v~^Dn!tQw zSjwyv1v};xM5F6fIN=xK6jd8?3GpX1z+YVtK8G>4-ndu+FLG9j`3XJ1irQb&$M_r> ztxH`T$V;im51!Qyg8qYRyWZ@l0}=6@(M#SJ`k9>?5hr3D2uVR(>QxEo*x9t5w~=Q< zp{~q_uLbY>Vw0yVu7qyh;}${i0$(BrO2mWF|1>!<?E8WI5P5A<wGRA9{`m)b`QWSQ zn0DGX;yg7hO|tZZe|+J7ch`gs5wz6UQAg`W<o!sQ_EW|_%l*+@YEAIVBIx4;j9m!I zaQ%m4R@i$o_GQEzb@2Jb;l!40=u-kFuPdCu`}*t_=Ms!L!XND4u7cl@nZIUWAdY=E zF&}kPMWDNGI-EFv9k{1X;fHb5mzV!MuMY)&e_(xBYFik-$bNrb?_qN!GL@>B-WI_( z)0r#l!fxp8Xt*73okpInHo5u<`nS2q3LJ;Bp}$_Okt2aFDVJ9yfh8FHZXg{^3Hq8R z$*bzAc+M%4;k65AP>*a4e`CDiNYv^Y32e?g6C?_xo{893^gB-ApE>X(Ynl&V$+Y3S zMHfw0x)0CinnvIU6X@hKwUp#}a8EYNN*#b3f0|NhHv}IH!@ur-)##fHKU3wP&LfTA z_v$<T-62=(N%A}BC|SN=Der_X_Mdem514*Fy-)cEfp5Ay{|SskKAm_PapVznrUP!4 zQE|wteKNNXj)C8zncrp_LLC!$i+%BnE9RrW4@zH)g6^%aYh+ajdbO7~P8?4JzIUum zs0i=-WNm%p4dmGiJ`x@_;5}Q;`4)Dz!OuTqF^lUt<{<Rw?`%K^W5go+Hbd2pcs!b0 z-Im}?)UF(5tox3i|7dqIAL{4F9&V4<t5GLE)YbZbKJ?KjEr%28hWNFeCH+cvgp1!g z$@Ee1E>FCIM~DB{l{@RLDq@azNOO^{3VOBBm*<Xrvw_Yx&A8$u^chE12CW_J2okc5 zwF4ne#Qx0Q2fomw8xPl)&v`ncUhA-&xDI|mLV8Eo4tpXgO@fZT6a3G=A4}GuE(BAS z{xVB8c-Oa4J@LNyJxaa3V!;o8{B|td6}bQMw;z3ume{j>`0k2(w=Hp$ETy*hj4eT1 z{&wTzHu9^{2#*)=n`9NHabdjAQidPR)Q0F!(l>ouy<Ca0*|oG9<Ri<h%ytUk-}32~ zcBp{o_|ehuE~5ba+2_;}Pv9y80@413uU!e!@Sxx<a_BVQkh(Uhqi_2Zd%t!+`V<Da z#$U_u(PR58Y>4>T((sAO2=C+h*_pqS*7)<FqgFbpJCR^<=E-F?SEAS?$kNIJ@qc=X zLmIf`Zs`h{^VGoUhtxIKChdvj@Ug&!4(tPdd@yUi6ZOLJ+4XebHv9D`2Eu^HE*>(g zA?tP^o@vuuNlSokPxT`kHR47QpHAQtZ3kj7yr?VK*M<n`|FUZWdl<|%)~LnguqP|y z#f?DlkE@if+B*eoi3(}%zVCa$3+eN>o#KZcAc0!79sKfO6Xk(3Oz?j=x>4?pI+e-n z;g8>Yv6trt$*niIAL>p1Q}KcD8+%Q=yITPMRtJV;<inAVSTn~tDxHat7e5qEy@#H; z#d77LDEth~n>&u9zU^4f`F*q#`zv2<oFuJ9{ZAtvz5k{Y@vcPNPD%{(5H7lczL@(7 zeA}!e^Bedkabmj!x&?|gWiDNA)IWrgUYH=}(@ncRWTM}fWi@)5cH0^LTzN4xsCOUh zYs-f0fiCCEy72%08I55(Q~#nLZx?skZ}k-ZSZ=NJNju?h5kMPl%=kb4y^B@M)1Hw2 z#m4H~X+umgI2JVm7h;lEHt-F@eF(X5=bb-v6<S5?|L3P=uY12<A#dzcN|ce1bR?eg z_hj;T+7L4GU2o6)kDGm%%F9MQoJ?c*J`;FPcXjw6xr`l=D_ox5yM(%Xk3sht8~7yd zs^h2p1KwkL&*;!;7b3yY^N~C1m*J`J-ZDEdA1&Ver5b&`TWu1z^g-y!*p)4=D}blC zzL~J}6n$j{clDqLbRO-JR#G8|GduZcI~1`;+juoh?kn`Z7v5(rAy37#h>A2l1FrI; zujZ&8^zC2XzA?V!M9?2g5%`V%BtLJqnv)iL-OlIF9|xXvwZdRBiOHVWyFD>gk%;-` zucV=W(C3hbpA1)Vf=>U#_`n))#IXhjeR4I_y)*&^C%-_?Z(Zh5mJPl>Z}Z%H-~d+Z zM^;>Z0q<~;Tj2g_N$kq{9P?}e^XJkuL;&t1^PAI$?5t7WxorKt1U@CZ&hWq=#JRa4 z^Qygw4;HO-2b~Yv6TYekGXHczAM`USE;kf-WrX%}@@w>kRj>Liiox^hxYt{SgO~IR z(qhg>pLzU(-~&<Y@qLwg{imxdVQbiRFBy4AoMLE#A91{x^xm1f$m?ZQ9{S9_s4K%i z89&%`B`S1Y^LyaAjl~`wT*q^^YEoFKeu+Bb$)21b9rP2foH;(oyAiBM99hwyuu7O{ z1_QU~D(-borhv|G@}|o}eEqn71c%%?)c>>h?ah#{3XjRTKEORv_b_ee2i|^d>dZMw zC(Mboy2t&NLY>X;so(=#&a?l79Dge25%!0a-$dV<!#^mP2K`bmVXWlPfH}_Ntn_yg zFEd2!t_U)t4-^FOg*s}~_eD_kFy{Mg2AY3%VvhBv^c4xzqddlP?0a@Ve|#iLS`B>x zgPwq`Bl75IK9S3%f<1UkBHxnWgBnv2SIGlBbs%J2x#5!?VPm_}d-I+X;h3?*A$|h+ z!X$x17&-(#^ZNaq$frhaB-*Fc?TPp^FL)=t;KN3m7IpVLd}KD_`Ng0=`}yGO6$35k z!nD_Yxfh{h^(cAz2k~ag@NFppJs{N&moE}E!1Hu^XuY0W6S~{U{NGLjmv?u%VM1<0 z_)PGZ>fEp<6yroJ8KH;r93SEn3bG|e)b29}Lbr5B$3d^-JN9C>oOZub2pw(bN3o0; z%qev1#r{Gb)=0_Rn}gqDf+P8EIruMT;=+guetu(`yG$|aUNYGcUp8v!`g7cjN5NYj zRBb!P30&VR)B96D`i!$Z0_Be22lt)PHc53sJX4zb;DgT{tB_`(IS-wAyKhSnp2z*$ z(}S!rnA?%|d$kX^hlHe-&Sh&m!tm_{;fR}dM0NJ&=iCM4PsR_6il}o$r8-Vjufqq( z=D<XG9eCD@JAVAgz+Uh2L&OLzbbj8>ZDAAk#4~R0$oyLPCGN=ZRV%k8qO+OOdS6%( z3PX3qKLNMg{$l#7Zwhr>%OQCs+y~j;YXhm^i6+RN6-T2_2syatASHAnn=@l(@xT*V z#?DBRVy;6)qEmK-(h<6ZE{QXI@R`iJm6BQt+_o;=dTIhbHb);s?#;6$#9j|Xh~oWD z{bYN&!ya*)`>wC<5YAINzke_4w7r_1PKK(^#D&hucl}Jj3B2~om7-4^cw=ep?~Z(& zx=(ki8#>hL=wn|{ul9d<Hd*=x=ZS<QSM8J?(LU6t@2uiXOkB!c{S*OwWF}_f9qM`| z>d^FZ^jnH|sp2Hj*G4|d3Mu@HJ>|t3e!KA=3^ShEIU)X-pJa3TNQ1o8@cXkV`m8k_ z<3s};)TN>y3_0LGvb{Z9Q?QLbA$#~G)j_<+#My=a=iAThIDI(;`YM)tYgvx%*biW# z5J`$T_RqfxuMDDoQC**zHj;KBetr4-tOhvBR`*E@;t6ydj}DZa>jNMCaB^P-aE7&n z^Fg}6A!dzbc3p<vN<N!HIycRZ5Y8@(Tm&xU!}ZkT2Bi(|9lv7L3-DAqvk?}Ei?8}5 z`=SzTp?_?+M`w)h7gi4cC+L=F88`?5<U8xTL)wVP8fIz1)FJi+sdT((_z8PLbmIEx z#osoB@xuF7@@?!T3Zr&!L_HD6K<-_HI%lActKJX($1+t89Twx31kKcidxiDjv35-Q zJAw~Bc;}IL%pLfR+;<2(=MNr3F8I+D?z=2Azq~i_j!B!7L-|_hYsKGLnL{75P*>BK z0A0=-8>9Qre?f11c!>8-l`V1eeu2ab#D%M$f>R94;7@v2X7*G8@}La+U~wMyi7jVQ zij2bFXieBe{;C`C)s4KXc^B~HTc&0PEKcY<HVpiMPljJ|VsfPcFVsKYK-Yl3GtO+D zQbinj@+#~i>H$rs_Sob=oc|2@*?u$VD^sZ4%tq~qBKCEuq!Zwq^_iYmieui>`MSV` z3${di5KGZ5M(_#zA|{_wZHXVBsrZvH&rO|6cFzrS<u+P^XK#QP6><4?#Q^zgzbA|N z*GEo7ne)Z4*LuJ=4iqm^WV#S8+M=}Ez(YzSy}w>1h0l;nLBRiePKW$gq>tC*Is6*& zr56NmU|gY)h<-Jr$MeaRcI*=-DU}-73BJ+0(Nu;Xd55`ZqG$s3dtKPs9Uai=$EWz6 zd5igE*AGPj(2-<oM0a+BKmO^~p%aGRTa(X2j@Ju%&?MO-H72NQ|4B>NHz1zz6T~Ip zl}mqW&OHL|P=BfVfO8!3xpeA8q$vFAvvX|e7Jxhc<SR3BgKt`SQSBOd&yAK<4-)7% zl-57@I;~*dF>9itaS-z`QnP`h=fFc)mFfn5!(Oxd*TwX%U{0~>*V}K$oQdBla>@&B z_Qd3`!)@MGh?5mf-c3^2-*+sAqy)TNqo!c1Ao87z|IX%S^!dzpEvX}~VQ#>2ZNXv1 zf$)FEQB(xo(-^6+#*up9Gbi`IIRidTwv1QjtQqvsyCT@m)I+ay!Ck}=^)B(A`THQ^ zbCZp|vQ7Z<OABe>FH7v#ZWm8&@`5i++JuZA?t$2*qwKd!$cqfh+Dy0~HeC~z_rdR} zdYo|QaD$GJxz(as%8pn&o~C*Q^^TUDH?vBE12I>(_#oH8lDHW=ch@r+yne^7$gk)x z%owBd=Inq6TixgT$zo3&2{QX5_1={*a?hwg?~i;#Q+2Zdbucf**m=JbnCo+=`1t22 z^ip5A&rU&y?tE{L@q7^Kcc-)bci6$3XawDkgKp>bAtt>t)SV++2Gq&eujDv9W-5t$ zZ{9JTbriTn+1bYjxH+)*d_3<Kr7G~RouiD5LYR{-lcEg*uI=>7w}A~fuJ}Ifg&IxZ zfme!!LfGwz+W`xn*FU0;w%GV{Xcc^`hL>0`D{#*BB=2#YdoxiFMrm&N+!gw@<-7zw zkm+|k9D2Tmw&R-ndmM@Pyif1&qaU{n9~dl-gsxEPsmo>PtS^u-(WU_3O+9=p`d}J# zqzYXYFKHc#^fzz(Wxit$AUDC2KLPWLVl2N>F~54tqbI0;89pAY_c!STv5z^Gnb=01 zxc-Cm*qtpW!iU5lNX82~e;G58k72;Ij~!G`ipHFA*-q|Z=uslMA1o*U=WVo$+2X)? zY&_h?d;#ZrkCd5;Dn4gnv}eQZ1P6j-A}-ap*^b~|kdacK#C&aoZm}uq?B;HMiqGKV zBAxZ6dGw(7f5Gc2Jm5y~6<v1LLf`Xv#&k#*b+p_l&(3@s>~WS~KVNkS{lcwCF*`=^ zX9^mx=z!Biw#B+HdZW*~mOpg35B?xUPVz&@L#qrGX%)cNou(7zc~IBrRJmmZE<uO3 z-;rl0`ugRr?<1?g8>HKRRs<b_ZrAFyR|9Y<rv3`yVFTQ+xn}|Nj_6lX|0ud+&Z&QP zE1(-Vk_z3%e3TFNj8^Oj(**7uIWzFneH8OWz1K41shkKMT}G{HDbxq!LZgS!AMcsJ zxBPuK@M-GYNP5g~Qc^5+-+zF4^M+>y=6diWpwPT{<DCOxz2?rqK7>BNT)xRI9(kyK z&{qpM$1ds~#d*ZD&e;J5LF7y4p{w0*@P5>SZ3JJ7!q?wa=3L+_yk8E!stq>i2qRja zQy3%u-i~9s1|3lHIf4AocEG956gfoUd=^czb8!PFq~(cfpnU2~=pQbPmMI5rFT%WV z$i<d0CSCM>jkzY%nZlZ%#=!k070Dc+^O@$hUR6guFJ7%_I<$&@vp=_*_p~!{VDlWC zEYAM`{iBM0;Pq1(LSp&O&{5O31_dJS9h)O5x&{2^M&!bL!cD}r^BQN1_hW9@GcBVJ z{O7ESh}Va=HUtk1o539P8)hP@Po_~Xne*AJ3ZXByA_=O>MZFy*-`9Hh75qcHcF&n1 zPPG!xM<x(Ij=YSyUyFY6_-gE^poAkaZTQ*ZH*}d_Ne)%~eT@AeR<psmWZ+Bof5@jG zMSYj$A*ur%R#*E+i)rA^w;K;O_ds7kn%ZNX0)1uX%x@JwSNMQc30}K;9CMB31GJMW zHpKDMD<;OkH?P;KCV8}A{`A*IM8q88zGQ?ry)*LFr^;8oh_CPVr`4yi0Y8!KEV_jG z=2PBQ|50?^@m%&%l&q`>Nhz|Dk<cJyBxFVuS*gsQJ<3-0$_|+snI)AGdhtj`c2N>V zCD|b>N$=^e_w#vW{GR9gz4zR6&plV`UZ5lKtwg`NfggK+m~3rID^MS<3B|WgfQMIA zUb`}aIm-AYk>?~gqFOC5@EGF%>EgPJ<xMWc<N#DZs1N4+`2428&l*-<`kH(UI^0MB z*@x}$35c+)5|DuZVY%t~`)!z~tNg~tN9|7J#4odO97Z3c$iQPR8*yUY?!WgPz}Iyw zReNy0KffWTyb8W!V{2}Y4Em>!g0?-a%5^3Z+hj97%A*bq8@48bG1u{dTHFcy`Ml4u zGNi^rPxry{00lEXhtKs}BcI`m8Ka(2cOQMwdS8m$s`#8@uK7)8kRNSU-a3-OFLo?T z=0%h<_J`Ztx^D|U<kz*s?nm+SQzrK`r(*xt+4XJ*;P+`pDz^L3EpB(8(2+64o=j0c zw<FW=5s{I4s=et(*xd8t+lKQi=pyEQ3;6P0+RxO&3GhT4HHu}(cZq@=iEjA2uhcmN z8}7Czwx3&MOFsi#<UM?56gX0~IkZHf1U$@6n+t!ykDrj(a`76(z7l?$ZOOCHTTOO7 zB|}}=B*(B4a~bztj+ga#6ykKu@ZE}f^w%v7Yb&?864Op5h5FE=a^Le1FNI&{fBMDY zx1G`d%Rh1S3iADz;}<hoWl4nUo!FBS4ydm=XS^H0hxDFLh>)KG&Q~-$=7jzOr|s0! zBjDo_51l<ni9S&McLNryTI}uG)AQ=|8~CYgdv+$E(~)41^se9oucdl}MM2>zaD&%q zgbVsGb-VX{cufbMH(`V3#uE5z=Zkw)fs5`eF@0s4$GvjQG+BdgWY&YjJ@O**{3)i! z4t2y+Wq;B^=)&|YnaC7zZp$v^&gCki4%fOeUjjT49zObRH|lv7(H7dH@IRHFYKU)@ zKzuHL;pg$xiAb9(&c8|pURm^jScNrsr7GzpZd>5Gjcad(@%~&c<PDY;xe{3ylR{j; z=jj*!jP}QQjk936Q;z;sY-wSr5$YwPbW|x&7W1MM+bK)HlLWK0KT`yr*qzv8)C2r< zklG<d2)xbGG`p@G&Q)_wznKR5G1T2M6iio11c%$lEEUB6#;*Ny4wmq{3VUH~4O~Jw zBe^s!jeQ;2bEhvoL%)txUoG$k`K<r%&Q=BRzjM;kl&A}>DHi1RAYKKMl}tUO1)mlu zRpo99|9EkwBzp8msO#y5?=OJgC~Qy&M7(K#=N0Q1;7B|d72I>P40-FTm}$gY2ZDU2 z;0kXCd^yZ=^1k5x{_beMcv%qjtx<8-_-&liGmmdxeT2`u8L_hh@j<nGbm|}9+?^$^ zIDzM<DUuvyjeNC_smVze=b?v@FZ%K|<Wt4`)z^sM9_4Xl6qu*793S1Y19|Frk@QhN z@Tfdod#!(ik1%K(t<)EUPI8M|oO>F5Sdoho8ILiCXfQkA^aH*tbqa9{z*i>GpAH-b z&R#mzn5Fy(`#&cvgl^YhKcmZ;D&O;%^Rc~Ia{_r|zUN6B73#;7wtc*YLau~cPoX@= zCgx7J=+ku(ha{gpiZ?@E3N<n2H#?1Z{<41aKRnODmz5ts(YO(2EWVBIbl_iZUthTH z2cNmCH+#m>hZEobEjK+8@Be0x$*$*4L~xmPmvtF<xO*{#SpsmfMgINPpNJP0auynx zzxb_qt@m*R`q*&`WBtKy1o`ITTjq82zk))~B>BNdWvy-GIi6RG+>Oz_zzYtmJBHp; z!WYMupR|PM$|aJoripm@oc2IcW~((}Saoo`K^r=dyZe8}n`7R&OJ%R`b?C;I<@vsI z;r#6k5HkTDDO(dUHiS;$exzpVGUBtB*-nXjli*YMJg@MhU-IEeW}-B7p08Z~2-{m> zF2oY!R>;pAGgn<E!RKeps8;cTx8mUwZgl|f<QLA?+;$y$#)rm(6u>dPQ<2580<Od- zrAxc#%i%}4aXMTB&n5B?OU>0t^gEe9b5_|xPidZdo&)cdtZk+s$_M@7Ut1Df?e@eY zLp#Gd^p|KylzF%A!r#n$UwYR8^y73hSZ^S|Ir2-AEv^EWj~)FYfO_Oi)Zy00r!YUt zmDD$k=X5^QX+-M-_9YK<FyAdfe7~&nvSS1B_{d{#`ce4*oYPa9LO;SNUAl&x4}H55 z_Tz;(FD_$mOg?4X64IWcS45A&pZlcV0vmW3EBCUgya?#_KT3Yys2~xN`bo#RUy}&C zZ{kCN`++NW&hb?21K)ozzd#h{mG*U&v^nteE~%V#P4vf(iG)&>MZxcFw@>q&JNmp5 z@#D|I-@I8($x=jJygO?ppBKE>oREZc0C+TtrK~3m?Z9EVE&83vSF43e2M6$TYUa~9 z$7sOMg!11Ii-1ly;GO*~^c`(p=$eP>+7oJ=%I%EO&V;k_Ic;&wm+ZC?>6rF}ekw?t z&!Qi5^(i+bV>IF0O0{p&nFjY@c2CelaaTe;Z^+yYeY+FgA8gcO!RMZ>9Et3MzuQ8P zuO*)g@vigfcg6GYOJ-23qgcj1fL+e@!Qdm_4>O9CFhTG7b?wC8O6c~*d{Qm}4;e&= zD-}O=BUH#(&tAp<r}ELeT{DY*?B2D_0mM(Amrp)5^}&z9sdef$<~d5tU*7$K_-@_) z%h_re`aW&b+C7Lz8<k9)?ZDgJ(&tt*%(1s1?_TfJtON0?e?Te)x>%YzMXrB(I=`T= zk&l?s&!}1~2}3-!yKrsSk^9cX8~3FgPVChx?p}J;v}sH1bgq(TpmQMp%53RRk77Qw z(kAvnKkij+2ulObr?YUH03`{!0=@V|7W|#&S*9x{_`43>bZ{$)hL75?I<=dIJz*Z^ z-}BGUf}uA1-XM6^u*|a!p4zBqDBEY!!0%rEFhgsJ`PiqL--1cNWrR$U!cz+9<ntzN z^{R1SpTGI2ggWD^TVHkmOZXd<of4JGg6~t(*82$HB-SexnQ@pGd{&o5eva3Uc$<8q zYlt2`T@w7)WMbe;9AtA+5qUsYdi47^_>o%g+d?M}W3O=Me+<^1sGq2hhV5U44|;U& zok<G#5?NHR&b)Ua9tX&uP0>dmq%@pp=S99;n3#0x1Wx8oJtMjX9SKvyT`}<UFVlV8 z-cVz%PVdR5iFM%Mj6+A6k!RR0|M{pci}<`|T97RR++Flst@%BC*A1!do@4-bpAU^a zguW`J+mpyd=tntORLiNLi^>j|Vd0{5A_DKK_H_auHJ7||$sof$xbS4aX%skbx@hwB zF5s<Ts`zr?@$=(x_pXB%*!StBi_vN5o=)WHlmf3B`7FL0ipQM5?TSO8;A@<8UL2Xu zN578xiXRQ;4f2OZl$3#Icd2h#OCj$K{f>(JOO1LYm{!>067tdXk;O99C31#3CI_8u z;1k=D^c#7Rb6|H#K7$j%-susS9|T?En^2c)<G4p`9V05!z~Q&(q}7qvD5NBRgyFnz zTi;^N0B%jqd(iU>eFd9WD$Sy=(FfRCyk&v9)r<1I<E>d&;+VIukp(k!WueRk7uLWp zCR63qBJbYdD6I@2kk?D4rcRbZr{^6rwSj)+Il_0kfPf!_;AwM39(zK0tRZ|S;>1;v z&z~g0pZM6j(eyzN*h;C9S^5NZEQ`=pM;_eM%n`3d)WO|}J|VmAxDr~A9@0n(W6u9( zTZs*U`L!vs-yP5?k^2YlIHwQX&FyurNPtAVToyTG$_jt(+joTorLfPqW1?eB8*?)( zKf+y8G0)F<W!qQ+e4YP0A4>BTet9%v9#SXZbG$j_=g5Wpnl9UZN8f>%=!$=ngZvvg z&S;s#4qtl(LxW;A%)<^#G}!?E?6qIjcCc_IWG>qG5_8~bCT^Z7gpO#ytSwos9Xh_L zt=)gYcfPQgba^$2Jx)z-{=e>_ZWy}#kPY}?@lt}gwl4TmlS@Chp}&~FZT3@M6#7B; z1Qb8+fR5$mMBY2#S4DfzJA?YJ#I8;8zw0Ma*M%mmFiAMVza&?S0&(Q0O4E(vBgnIz z%Hq!r5dTW={$%sQo{hX^$);1#(-{sncAj-3Jc9X~27tG!OYZ#)1g;jaa#?hH1m9c9 zE!|A;JhUA75yz1yb}X5`B7;8g?lnD1rz7wOwa$?J=L?_tTg#>!eUO^OijY1-=sccA zn*1aKpRoK?AP+nQbx{4aF>*&@eZ|?N{2BU(X>k-xz>!sZsLLNWkceu!sL!E#s2jop zGpZ^b37=?DRTJn9C(Ihdg9ovPcGK7YvjuqCB^%K{s1vN1W49W3p=*47>Z^j5E0Hcu z`|2t1@K=e!zIIXY5Zlc!?Sa0}EznZtA@Zh`^&#aF`12iF(Yqmv-$V0ko`VMU>}|Oy zWw6l1t2?VtndhL>9CI7rwhMeu{Lq7Z@GXnlaij@1=p|NGb!UCCM>lHHOm8=Efv<b! z<EPkTWbx>tCBC0Dl$m&47<Hv76(c+16n}5fg$d|#9?Lx4?}oZ0Ubpd25BU7H<>2#N z+mRo}Hv8i6?-LxO>8y}%vWC6mLx6{O1=M=|o3|VAK2)6*ZbkeJG;OsB0uN2I{4oya z|0P$r8VxUS{Tt?zOU#(lh(CF*2KcO>NYDsIogKUP0NpL{v5}&l9zL}2buh1}i*JH{ z+a^xG1Nc87?4&d=H++TK7K}5|zvJsRwAcpTY+v<H(XeF_(bxF&0%Z>3qFGi*)pzJF zKWewJf!|V+6W{OHfI5A{Md`+4JA#>7me(FS9XngQ19$yNgj1|?u|$dk(VjRUe;v<< zVw=M~(_zftE&S9{LH@FnFU#A9zM5d!X_|lj=jlgR2zKCSy))*G#o%q9@Uov2L7y+j zJImPw^^1;u&7bgBsH4sWgsf9z?jlw8`_6GUB1(4PQzqj5>$5IBv8RB`^j3HaOPq;k zj5TZnHu(O<5Is-uv6tlRIQ^usk02*6>Ax(*_0?joy&tgGQ*cUQOAh?XVV%u_7U=J2 zUYs(F1fDzkh*4M3f#{9C?(+q8%HlA6`QjPGZB1II2U_4=B*emgo`D{xx8qy`exJd* z_}uR8B!Y4ynyd`Gj!}J-V<hHFI6_hmT)=()tP%aI6nJJ>W0|61H}Gf8m|g_p!g9n% ze`zBp;%3#KoicoQf3NR9_NzvpfOa<YJ?h-l`ggxMp;rnCRMj{?1%BtAPma=Y%;g{4 zmFe{g_bft|Itlr>BYyQ<>1EWP7k<=J6*>|n%SVgU5EtJcHC70l2EUTpVfOGL^u@pY zPb5{Ne<@zdpZD)Mxb5U~fNsS60{4Z#dmIVJ8;K^5XW-L8NSe-~zAAd$$a4qJO_WvQ z824-N?@Q^V#zyS>qPecKR*O9n5fV3+$>3jfaf<6M>VOgL*2l&Mz%QQBuXKa#h??;7 z`6%F)d9U1OXMo$zC8mrmBaW$Nz0B&igI?<NG3VqUym!xbk~Hr1$V#T7hBAq`tKYyM zjk<XI$)N|+z$<1&zi(<?1@CdPLvIy)!syi^*&Scu)6T-W*^EB!0TI(kD)4sa)^vD| zcjF$aA9yf8hv%Cjw>R$=@U}@`4d-6uFU|gA3-Xw+8Vqq?N1pW6XX3NIYe#r(&k=6F z?MASD(aLq9Mm#unX7@Vox3Or39^1Mb5f*)|G6;EUVZDk;<sy89cHCi!LSJ6Tg8xVh z74V_QonK_Q=PU_!EfL@~Zbd6bvg+FryG}Ezd$vPo^lIvNk~r#vnTK_|Q1^>d3T<-J zLsyY;t=7^X^@ef|yZ)3t;S})s*(mr2hHOz5fwP!{6f(a%l>nYGkcw3C0rkM_DXqP3 z;17$*zji#cBWRa1WY_WDddlflnX~MP0!Q%&Vqw66934LxYN1bOTB=!g#NI<^39o(& z+#6%|+;(5|<v({m8VZMxkxtRa9c<7iY2K=}e~<cy@^3*X>Kwa*t#eGkCFzgHXQFkS ziLMe8!3s&dFZxF}w!p(Fd>_?oK^<RHVlMwf8ob|^m{YsolCY=e*I;!4bcHvBADV<i z@2<wB?d)k!>@;XO$q8KTclz$>Ip8U3vwc|(4cL=QTdvBCxF02_F|+pqcspB}n`vV9 z#0~F3PCdjCqhjZ58Qh=T@)Oy#xF;`kdc`Wy@08y$`<4UqhIP#!BPD>3Mw}u|%z>94 zk?*+{g?}f^=3&HYjQMHdVryySpHzwMtM{PK_2G#S&p{sQyPQ(N3m(|;xp;6UaLc_I zX8n2K9ge42<2}HuLJZpD@yL%{K4ZpqsK=zeADq;^i2Ta3yUZ3}Z_QSJ-LVsMl@rZ< z`*Ggy5pnmU?xT+S#P#j<cHsX_WeFYdZ=Q5MqP@N74|l|LcmU_Jzu4Jz0QjS|wn@h8 zB6NOIg2@)>^SS8fTt5rGnu>0uKl%gqUzd2c4#dM(We-Kj=U<qUPgbcZMLpQFGd?{Z zb3UvRRFpLC&P2MZzhvrr685SZ)!h_xBp9t}PNnsut}RZ~y>9><UVZuDM7RS%(l<WZ ztcg6kU{q%_gFR}23RC>>ht%C87tw*d6jb%LM(L0v;VWiXopA}gyzqK`8F2dUx{cF{ z+;#+Y{_EIGQ~VrS+R~RNZHXB%BSjtL$KjhbAAci1#!K<*KL^jIN~=GkQjh+pt)j8> z4Libj-ATs=zSS$zxil}n!+-I;LcSGn{_U_(Rx<G7B@_0)#Gz{#d9Dy`M2GvvdL`hX z2#FB-ubcC<5b7QF!w&V)*eA+5<)4VSbiD1z8^(2eV);(wFF)Y2ho^}HZF%t1;=h(& z`wa2Q*)RFw56sy#-)h;7dPcA`u6*kbaIf2|AOH3Y46HZ0tsFqTVq5A#?+qREyZ&+J zT<i<G7p@q+19PpOk>YfS|3gh;0^bmCmmc0pTX;nxO1Rwi=(_?(xjV5K)S&;T%s|!b z3jIex;Dhf`@S}O8rt?i1I<xk`M0GO!zU<z`Ch+fXS_90|5$Ap$id^%6UlUg|QLUZ_ z->EMbkMMzy=<Z40KQZ*Lk2iRm0{1^l>7do-Tg)r4Te$e6E^C>ZfAtW2P5Ym>Nt)>Y z*uQzRD+juf>PDJM+Skxue@ieMGr^qtiHV2{J6(z2*14A~JHU&d+Oy@Mj(%d@*^n(S z)W5?YB${}@lWlT1_H@IiF>ycB7VclXC<obXBfJmx?KQ#fm<!wY^@SYj<fh+EW-B(> z6H1*Y(Nqfmur#mN=WoDAv#Dt)1^h;GYuK&*z?s{v=<V(PLtmlc<ibpx8{txF!Wm$T zJ~X$TeKa}VTmQ33Vd%F~)OO^1HUj5vI~?#u4mv(l);$`~J>~CS3%PCv-)cQ)#VfH+ z#A~(HzV$lrodfKaw!-LFGu&Hw{*^?C#`adUZGgwVz?9Ed58lEdS~jc`?`v3+{be|Q z-l}&>(lz*}2$30bpf9(fc#&zo7<FFy*MXkL4#a4>IbB&Z`fF0ViG#>TTemM?(!$pp z_U48!jsySj50-ZVXSJMg?VLCQ{|MP@$x{jNG5f@I_UbnLoZ*)KZFTm<)_sZ?@d(7z z#Op2rz)elX9X)nE&cxNdbf@xGfpgQ1lU$HjYGfI#{_&tsrlaWIA|BY6MGo`eJ-#|S z&R?sAdAtl!Cu=Jk;%e0{3+`{2Qw{2%41m7O(wO>!1^RoJ7ViAKggJk?gH2)HoWSwC zn+I0gpcgqaGS33s_FTz}Z$I*V%3<fdU+EAB3b-wAyukdVAydI=#IqxTvx)l9$@qLU zFFUyxzQ|X8npj)A5>0!qU#7c^c^^R%-H0Ckp4kG6df;~RA-$4qE#Q>|v_7Re!w<_% z|BG3G8xbf|kj@YM<MF~=hCTy&LUt{q4;OIGnD-w0g*t>oS5dVCdop+eMzWP(W1n8o zwh(&UH+k~pm9;hpJkRrvAJGr|@#sr_8SuWr^uyLGDbTkj*o?$#!?##^^=mxv%Brqo z#B!1oao_{PEiLG^cxTuz?7;8YL;iU>6!(LkPQ+sddejh~o<ofU?h}bVug%Mm=pU57 zW(3?Wlq-{!;g0+u^2+H>J$!@4DH=(rSGMh&VKtbC-lYFS=!Y@v(bjqYz7@R6N9Eu( ze>U{N$tmfcqA#B8O7ZSACv<ZwecNC3fEVaAUZg(<ow&8#%Xj?n&%Sg#tb7@MM&7lN z)<W1z{gzSLArJL`_U(-0Z*2(I_1UYp9Fd3QjWv3BFu%a>E-hh8BATDP^G`;fncC@t zl;SH}!g7NYAUK45FXBwsr$kYQj@TdV+6JAHhm_QRU*K;zaI3)ryyif;=5Rmo<@Q@M zx__3?Z=GuyKbML8+1j0O5Pa;J1S#e>h!d?sT+5Wx=m(h2@?9x_BN-p}qBD4@W;5$2 zr?P-+k~?GX{DuxO>dNxcb_YVD`eU=@e(ba1p!rh$ug~SWPxd+LU0KNsK}Ec7L=vAs z_D<w`mc--Ff=w|e(f?yE))0AoC8^3v4SRoIG*AD)&%1xLBcOZ*b#IGtxMqkQaq9h% ztu8<K1XW!!K7seF9j(nAWQ;l}_e@U470h|1h!o$vk2%;n>;A@M67hWV2c_UmXClQ^ zx8;pA=4-2Y90yeGh%57Mucm0Qcjd3fJ>?kSn!P>Gd<F2H7hRjy_%R1ns5V;y9eMU6 zUDZ_d3&XeqB;#4pcb_V_#KQ(&z%=Ca-ovOj9JcJ#%<y%Cye(_+x!d(ZyInWn;~xF$ z?Ds$LtH0uxSqMDZchP7`0C^$lXlzsPPJDj%Nf|DG_)RW7{yr@4M%X<$@sRhq10kt< z>u<U@>d~ax52ulTcsrWasW#xV`J{331M1TE3fe{u;PbvMuzc2r-bm9@!s#8}D|6-O zCPxwG?&-rrLhYb$ANl(5@)SPrJ`?Zl({@DbWS%{1oCjg6zsvDeoi%Z~->9Ahe*f{R zyX}-a@=3+`4muI=@uRO2w$Nu%^cM>%EwUkeQtuxw3brGn7@|l_#<qmJ-hpKqypK!X z4(d;g?T8e?h`&?EFqgA&^I<RQ8!u%_?-Im|6J$l|Z-A?3bU&|3g4g}8VXRgTbx<{( zo#GAj0Y&zWkG!jbAGHqC!~rG}A^2xiZWejxYT>O78yh>KI;4bIkq76eb@Em+KEJqI ziYx=}*ZHE)m(R$6Ukg{CTI?WU@959hWc=Vg8cJP`l|a`^ex_J-JL;in!B*m|6XC&L zPk6%rtIJwg!q6Ffx6DlcDi7ue{HetG<-nt8ZdhM}PT<@cP4>mzsMi-V?pk=b5<?>o zJyLLfe~V7GDgB4MIQ`<sog7!<%HcofXTGD4=Nu<FjXpJ73HvGcT<|C2A;(kqfk#W< zts}UI`GZbHuHa7eYez4CNsC3l_&WW(Kk_i^oYc8^=*j+^;mQf!<wTUkpXf_L-S{gm z&Tqyaef(fM(h=y7zkE5<uZ?)A#rL>6q6PcVRN9@+qu(gMr`tpy^Jrt1$rSTD?1{if z+ZEbT5A{fV9QqN5J*x4`Kly;?#0yJ;gPHA#q|%R!$>=X=&8s9>He;^e(v_y39Q@m6 zUFU6_^BU>#$ZS)@kz;<o!;;V+@0;TKtOmbRkBP(|z!RG9(>ZogKu?s}{$B(1J92#F zcR!xRJk;u1U_9dfSEUD%f1bJ$UAo?jl;Hm?1Ng$%U!V_~8t2agepbN6?X{B=K3A2= z8+!EVWKM20^5c2zW&a|}w~RVsyZ^J>&=((HrG6NRIk4;9E5juu^q*XYRGGa|_m&oJ ze<u&zdO(MUF$en!4fO0;Ly(8%|NLA;ykJyN6xKrCq?2cVdmQh(Gh)a2!#Kx!lXN#u z9Caq_k45(s0XJ_(3{=`8Za>O+6&W23e=l>zq>E=Ai6iWD#U_v82O~nYSht1v(dPB8 z7kofSMyc2u@ZEg%sHG9~Gdp|c#08*Jp#LImOrQ_ICiHww2s))FH&whS(C>e^?aWIt z@ENmRFTJmuV9(&zC!Qfa#A$&^vd`=IyWZ%j>7Ia}RAaqK=>r#nyX)Q9RXbOLkNuz- z4f3(<-OrAfkiQ>}6~v|i7lxNgb$>>EX{+Knt_a=epG)exF{gmvRR0r-ME{#xRABx9 z&ihoy(AQe{1+AR)bXh>%$QJI-oX&&&O!j=?ypr&Hv&+)_i9EjB&ift{__D;Q{_ZUF z_49ss^6E;v5$gxGO6^gn4oiq#ZUUcE;U)TYFFyD26Xi(}%(%}__<0?{6CVjWK34qz zdr0XfM~9*33f1z9bw&Mi$nK)*?Hu$kwRpa~=|J8(T%Eo9D)^1&j`wNNz;V0+Q7Qs% zL^Ic4%G(*PMDTd;F?M`Tj<Uih6@|!am8$3D7@_NUvGgUK4EmO(l??KC&~M#+)ga)3 z_cq?{{u+7oi`fyYPoEtL`L@^9W0)5nqkZNjaTK_-FTGC9l|<C4a*8(s$C~l499=!= zO6V?~OlMDmug-6k4hQfUh1o)ioo&!Z)6wjcJ&JyVo7tJaICn!df+=hG9DJ-DMV1<F z#49BoDqrwTJ9RvnAMSt-*T&<S9(=?Md)U1%AkK;3m?#s&b19$qij_uPVpttEmL`gN zV817~GwPs^n<8`nboCYi8tSaOZHaE-oRKys=$sU2vRIAniRT3`_c(@Nj{(IjS=@p% z5&L2}rb^72AW^k$Qb>Xi%;4#({EPSOun`!}4S%<>u7*VL(I2Mu3U?u2(;oWC-GYAF zHs!w=is&bGxSTfL1RwPHb6p9m6XNQBE`{yj{f@=><{d(Pu&Z*Lm?iM>iSvmo=E%RF zj#kh{;QVxJzbJfn8GHFwg`*X$;R6~qGAsza>h`d{L~ryp-9D8nC4;{#w&rVlqzm6u zwkw}|kguQSxE7S?xDh=Hbvv1dF~{!rX8Ati&(X>IB2P+OiEFoSF#dtwN32nMRup`w z<V}bA9wt{pBtc7f0QK>X{Npjb1bj%WE>tJkU`|Q2qJYZ-`8qK(KaUCfG7cBnU)h5` zk%^y(W)FCK^V`D>sMGyq_3xI^qyKVrAxrTo{8I|2giM^_`$0;|=jnuADKGi_)1&Y$ z&gIVUK>hUbSM}eo48VsK!k_n_aU)1qNk`IX&`-}=Z|<2#+}CIQz6l;?{+P@k@$b+> zkl7cwd4jj>+uH7r=jU`aF6+ii7wo^J2^~e<wqkJCD+JFkY=!HMI5qsG-b_RfcVX`o z$3RdGcwi^e_0U+vS!bTr%yX#IJRA3Jy#EZ`{?nmVAAPr5uMGv7(onCHH%!RoLw7Bq zp_XG0pTxABsVCt186x>^1%g-jDz}+GN)MldrTDXze^Cdw^EhrT+7qE%tlP4nv!+%M z{bZDe{Zcvm7dG}g5~CfW4GNeiky04;vjI=CY;c0|@;&HoPyaU**yjZQ*|^%`Ma;*g zSxTQoTq1p*&s@p?U%AyQB;RgFEEu-zvy(x;UN^Ni9DOB9lJ~I~d3%C;#Kn*c{w9xi zo&8=`4nLZp(n@1IA621Yib>!XBcu18)SpPiU$(&PXC2Tb`*BFvpzc^4-T6s60D5f! z>NP98U&aQx>8*IoAym6FHgUpFj`IpBbRYWUn%1g&K472qgTn@m1JHH6ik-NEdyqY- z-7A!fJbsC)=Bhn-YUb9XtI#dZbzA@ZC<;GlUx_jQ_t-abc5>)P5c-?>+wPUgBJM>i zo=|NBkGau(Jsa_D+nQ?k$A|D;Gdy%e>M-W;L#rNbfVb7xqj_#L2j9o7gKuXK!WU=7 zGsNOO{B|R+(|pH0dBkV0KK~c<;2YLQG;v-U=%4L=jh`PsTJI&AZ%5ewnt3M(9n65P z+u&8y4;2=BUa(Wy5iK0bTN>k-%dOsXMMD;P&u6u6N#J!TUfLQrqE35MuK2p`9`5%O z%OHE`=U*}&jgLhhNYT7k@%JR~O{4|cd%U;HnjtHX^5Ktktwbz1-<G(+^uyx@&Rat7 zqnr&h=-`A^w!#hJ2RJwFzlwhsTHUwLF&uN+;^$ZmbD)Dx;ZNcLA0(OImCO-~{*?G7 zrBQr;S;|ea5Y)Xvp@L)MUeNz#+)1nlPt%n^wq&q|d8xL|XsrSGFUvRHlN$w3{yp12 zn*;Cr?pIeEHS8PPR-&Sh?>`g4UiJWd)bsTt8}t|c%^!EN)J*|rmEEKsjlg`Ryy|)r z;?m`om6lHmm^&m>so0&3^Ah`o<v#kPT1vm4otr{`miv#v3Kw+e#zOJ?PQXtyBtGvG z?)5#^kR8V<;j=^0Pkw2`o^W<dpJs0)!Ke0?MD_x7NZ-r06{8+wvQ!UKVn@8oIhc3s zCiZeynK$@{0iUp+IXmnH-P7}yZeP@8U5&1C(Mr&9=rp8!(gR+dr4Th!h5l#HInMtE z?TCn(#wg=L6889U?yf3<pI+}$vB6vT)`iswPsIQa<&9V!bU`1@A*DhP=k4#Qk(UQ9 zp>B3cGPnR;M*1Bzpsf(c4-eIUA)#L9KJe@-`sKCX1Zy7y2i@QGDKNqvz7oA^jn@=i zhyxm&Q+aWS8+DFv>(9Zzk))c=0vutsgZ*Ou9q<m%$a)0CZHS!5gMyZ=!1c{7`Ol0H zAMf04wjjrT-4hg@HRx~K)NDRKiRW=h%VvfV^MbEWdaYeYfALR$g3P02+~dsOe>RUe z6W2Z~Uk<~$>3;9vd+n$@F{<WYzH%D-R+arY(rtnN>$<y=$lZygeRZ7uz{6VCg{#R? zuiee?`yS2jMsR3x)=U5=Y3$0Nr-i;lCB(`2dzS;jr1Ldv8+fmdQ@TIg+0oA*64@<z z(ve6giQE?<h&UzxI{XUwX|^7<a?1eBNznvH{PQLD;%xtL8u&BiSfHa#Am$1RBR1J; z!GBeg=iCI3>i@$nBk+Mc<{JxW#latb2w2;}cK~_ES7~|={5P0Bv7Op@37^vM1!qX$ ztz}OPD_-_?As9qjiqgr!`&qDl;6eV;+mXGW9q;eY!kLbnz_Gga`)ygwQNJ^_7Ar}D zm-b|3cLlEB`my-%G4B1KMd6AF^sqd>Kh0{P6Dp+ZCEwqU&vz^!)s`E6&U|;~s?TF? z>&l-?VkB3>>;*^u;0eqP#aDAtg0HZf`$c1RnnYA&k2H9~x9T0u>D;AUd!m7j$|eka z>PqgZ_v*kmT3I`Sem(@>cD|=H0sO^#GjADfyuVU{hJBwG^l)DHPY!_xm?<LW?%823 zF>QBkDf&RNwww(gz9ZkMaA>mwPms6Y7~uqeznyXa03-Nv{)XMG;!(im%UY&B`Opu~ zNJ%6&K_8~<eW?xoj*_&{yWYGcA}vkLCSVqGnZfgO5$I<v7V0J|_P}S2&YCB77kK}O zlYhLRw-PCQ*wBH`E3c^DxIG*D%A~U&j{t|)>i1n;@xWejF^=m`XR+@umM;1o_}bo_ zXCl!C;MeQAg=zfYQ*o|fbL|OqmvUZ8FOmO#W<9o(x`n<^mDJyzhVZ9$;V4N*zELIh ztTn(FOU{0*YKMy(;XcBX_6+)qozWiyf8$;sZX9t-cR<`zX549(jXKLio=6{aC6rF{ z8mggAm6g}5`C|oLs|xq=a%K4bsp$w1Tj>AV<yHSgoLZ`jq6h$w;K-6zpZOef-bY3~ zHC<eZhq2ijj8WJFJVC>=2Yo>Sf#ncW=vN%~uV&^)!ryM(>X#?#kcZ7~{BP%RPG#N8 za>2(NSq78rdPszul6V`{C!FglMfqLq@YTE2c;aR%iLlppI-S4>Umd#^zV>?LA<_5j zr@;%niuu62Gmk`+&t5vVBNlzKcjR{xqiu;=qc{7t!Iy-_eb;3}U13M6mK{MImU+sy zm%zO55R*{k$12RNe%kl=+^{2b^LJ}Sq0`b6p9z0g1Kj=lc)x$9BhhCNAg~P`<&Gal zgNn#Y=XkI9EN!6fl;SeY0l(C0+YojXx+TuGv7^tycbUf?(Fv&pp8aqCRUY(7CI71K zqWpqALq}E_`0;b{26{&CT!SA+(3>2?RrnX~RdHHDU+-54XHlja{K&KG^*)t@SD)mO z>PFqx`od1H0DtfOY5kc4;A`i8=Um?p{#!WEd``3!dgcu3npO+Md%?cJ*iqn@I&!nA z5a=H}AA43_1P{wbRXB;bY&Sb++mAf)b}_j48x3^TnYFV)e~>R&uW$Lj2T!(p@|uw) z^csN)Uv>>akL}kMQ2?Ee+S|svy1+vULz^3H5{^XXd!b)!Ip9lu8A4(Oq2nRT>AsJ8 zT=@9>S_<ZEjhKwtXE3kMdb{Of2l(E`$&T<0a_qUK<WV+593H*a*K`u|3~YEm%;3G4 zxWrud0vEg}v{s=t#@FTJ(>f=tiIHfI!y&-6c|V(+4NzY^+GgGGB@Q@_O{mobanFGD zIN9tNiI7fgwnz_yzNpYHno$b6hCCBfrdjw})ShsR!gGv1aM1rh)D>l=<9$*^;0f;X z6c=2=IdKSg5J9}|S>!XX0e)IHa6i|8c;(IOGAMBjykbh@zSJxy;+#*U^eUcT`2LTt z`gedQ`FyqL(0%ZD_n2zK*`WV3x~O1)`qtu5$Z*&Oc-*4+#b)${_?hGWepH9Ac7AN( zS>%lj_2UmZac_!w@4sY*&dKO?#QAU?@Iy;v1-%mRDfq*^(~iT9_$xn~o&_GQmj0x~ z1@z-QYod><oPchRRcw9nGWwy4OBa+VuxFC3JvJnrL>RZSxm)I;pSn%v>=pPc)&<n( znw60V{!;CWzR=f?@PDynI%iKv4HT_@??pXcz*IOK3O>12T_Jiu{JfeZ(5pZ`@i*Ji zwubtO-N#H)1oKO)Y!|t)mt!zUpy*pRe9+&SAL2TM`HlIX&KK7(kDyaf_zUy<#*I(X z^M7NW%cn6eZ8vlpx<hGs$d{5w683VzFQEKg$GACgE0;8fP4PMS&c}Vun(A~T6of^F zf`MxUw39pe(bwDRd?+G;dfIYK*zzFs*>uhJp$$0CLt~<a5$HFpl}k>A9Y7zge3~?H z4EUdtb<qR$(Jtyi{Voyct!PbbSdjOQ8WF#xcwLBd&N0_l`Vp6`$Q%}Zu^-WBV^cC5 z^>D+D!N6?P_rKKD#DEibS^Y|6xq<xiwI^WV9^!IQ?vs~h$S=}j#syIhgw;xtY{ZHa zap5qli|-Ql#%|<`cC}#6{<rh=1p0~6<i{S^;qwkx>`XpFVM~}kS&7W(K;N%UOZTlG z_*JjT@>axu-h-J!9p%Uur{8lqq&gD8FGn}HT%jMzIxNG7d>kNC+^p~v{iLYK%;jp# zO)n%)<)RNa+!FNsSS<3&)-OKQJHSC%V=B}vu0*um4~<j6y^WNAsHs@Mo16X83&6Yv zgU2(AW6)>)yn4s`D{zdJa2@M2=t@<H8`rF%`?TftGuY_~y@|E2S*|pELTcH1-)us^ zNg96Ji}SvCp_KZO2k=WlUpqPKl2_Wa;V*hn|ID+LC5WK@m45tA?4tv*dad})Ul;Hn zj!f<JJDdnxg&)&t;P=#?{#m#n3)~hL$|&^~cq(Ou#yJz`|L;W7)H^rg$@b3UBHHL* zE<2ym^nh+`AdbPg9(CiDRE95a;OF~#dGbE$CMPxl7tt8}-Koh3o-*QG2R*R*4PL5` zqRh2k3H~)<w*n2pKcuh;?s9mEcy_Dc^@)A(ldT)sUktpFD{$w)Bk<NPZ-b-l;U`?0 zGRf*uL?TSGtPY1EZvFP&amnHVbg_a#7OLR8Gw&>(xPZLVvhGlG4*Uk0vB$Q&z2KD$ zot_N<FW8TiUyQ#FT}roF^cwiNM!Kyofp7Nk%i892Qwei}W1kM55C&gg{cg`A)Pd3G zG#)%&z#g$SnwGP;XB}g{J4n0W3)RPZg`E;UGCU@Vs}az}ZE9V32;St@AZ>`xANZTn z?k7KvdQ;HmP|W^auEg%7kMqGQs9W;)kyHxcpXrq2BgTfjB*~k06MF4QlF$NuDCTE- z1wFOVkByj3-M^R7ji{`vDl$P`-_v$oJeC*vIEYb=>KS}qAJrQjxd6X`NS@FC_Wek6 zyYS@NpnrFE{_rFGzNBW7(oWQQiO)8TD2n0R;_%b-2jcGJ#jgudRltenT79j3IM=sC zh$-m!ct^&LrXfBtS_OMQHbGydPUfa2`c-`N9L=Vij)Y#~kmkJ@;NHJwAMe1AI>>?9 zjrJYp%@hLYlN6wb6S^8DgnCQbd~Qejb{m4$=+a2Q3Ut7t?rn$HU5V2aBQEsdUv>wq z88}qh6O~(SXGINc2@U5xF;@;^j!53|2^IS7OCMkMytT6<csDj9U!bm3zMM?ossTP% zr>LR{z9CPJ>Ad-Y{sBWmmByS3eEa0dO2S_uegrA31pa|P0h_PRg)!)qte(ednZqxw zg*@;QzOR3fGx$^x=Djob*xBRUZ`ztEnF`~+JBBStRe~>h{o=oq=!Ye>y!cY_kEfEn zGwYLs=k;{>`u%7B^x~^=dABjo$92J$1vq_cxaFgb0P;V_31cbT6EY4%iDT$L1Pp!Q zlmMS6Sa6nF_AC6TE>tivTz4h1cQRWCokg7LzAc{jFW%`ho5>4060(OY&x%Yt65P9E znj7bB2)$oUIy6P#AHo&Bl(K=hzAdolAo@shku@JXI?->8cp`eQ8GgU+-N{0T6Iz?b zea9{Ah?!178r$D?gpW_;ToUeqZJqs5682Mk;_wJRlaBu9&Gh>h^D!^ox;>`;E#`!o z9$S{<z3b-E6!q9U5i@@NQcKv&_hX1^=(`5+i{fUXSp({zog2k&v)FeLe1a<dJodO) ztq*Ym&krP;(FE^uBi1-Q-4c~if1KVQS1asD$mAIjeBei9(=^N7sxUX~zi|HSAM86& z9~#(=yp%t0mo%$~{Jgeoe+_YGIR2DqPA=-6+fp~WfWws8-<<z18hCCoQjqB(^e?$x zEuU3UPuqA5#T|x^9m}^k{buZiIcLaLfIf#|&YFrQ;(zVImUJOy^f{gHZBHJ@d}(@W zMl$-sA!k~Q=8)$v#`<0B_l2L7ckHzKG0bn8`4y4tV2`89F{yvLW4f-T9d`|I?qz-^ z<l*ODDOVh)6t*S~T(f-s=M3tIxUZ>?&ER*SsP;M(Jbjh}wV_88e0rlxMi1XbKU;o8 zMM>U<@ZWJgEvFRw67E-xCZdjt*1ouQq8)mZ!?TN`shFSBdM-ko#QfMJ$p=Rk;HO)5 zYnbZ`;yt^ChvR{N`*u6$VjM6>ey#h1k{IHyjQQ{0Oz_0lcNo1xetmPJ@kzuocpwA1 zOT6Ik`HV#8*%{&E&11gcq=9)e_n;a@)YqI(2ETRJq3@@$ucf*G`JFfa%djlw7uLk- zQ^C`<rcV${(BFu1(1ss21<zFAtY3xqT;ek=Qr!!`v!Exn?i`qF@ua(=#EAJiYL~eZ z%u#SPzsXdU!@K|sH~qFS^bN<@9Al7ok5H9gb;tqkOINFTn*_d5esg0q*O|}`ef8=1 zCA<eUO;ax9om``@49vyIThfKLcLy;?aFb@J2R;`A<PrkEwVVlKY6Hz=@C~VdAKwoK zU%mRJFl7qowW#p%^G4KBR;wHmKKQ-}$@h!9S>T6x&f=9l6Y@7tkVYdH{JD?HY6#&u z9utuj^J)SQq#yRE5_Ra{vy^KIcX9qo8xLFoj=Fd9%f}Vu%W+=W^9Pw6i2+XD4@olc zODr7<_2dO_oom`-gt%k5J!iuY{inzIhq(0e@%~n6Zdc&>@a@Rx5lFWox;O<jauKKU zH2I6laL(@@7-(rvuqSqlylxi9=dQgg+mHsFpK>RfMn2Ao(C0qQcLx2`gU3Fty~2M- z-!){mqwemqHng_DJ!p`PY5XtFo;dx&ZQY>_II~0N;Gs1)VpieML)T3bVcMpywS|5z z$EySz`$hPnun$VLgO8|i99^tHJoKRcwsg7zd}G6uWIXz1afROVC)TllV?sUdNHBb_ zhyJo&mj~Zw)0S|`%AL@A)Fg5eyr~AifkrQZyp_T>?p1|6oJwxLgt)&v>!7*-9%oA= z=*Po!e0}-PBX#fsPmlUdySBs6r1JTV+?$Bk3a;|u;Pua_#A^*yAZ~HgdT4;38aHtW zI`9d4W{w?dpB&)Nl_{;j{Q&;I8A(ITdr&`4UTkT_&yC0sv3<ydxp$qDifcGOw{E^J z%}4`}Py0RTwu=K1of*M@7&w3U&&9LFh~EyY0SD)Gp{pM_>>mui<nPU{&6#35LMi9H z=<z?cMAOp)r&57S^|#Tus<xxP5iYv_$sYTx_S!0H4xru)l>hx3{o_MSS{eR#p?iAE zlbMarb4=W2Zj=}L(j=*?G~ss84-7W$MqZ-(TV3;Y4f}HFR=7{BU=PRh`13K)O?ch> zcxjRcbqYBf&Cc&m1Vd4!{u=s#&*M*g{-}Yui^JUo1<ug1?her%JWC?VjJbMtD4;G( z@B0*s_nSw*=KFmPdBFX~y|3U$Z>HR55pcu&5BJCG{(ZKDb}JV{7V3ly-v)gzOBbTe zfG=hO=V>a!gNUq#&gN(QI|0N!dSlrlo5QFFzD)-tBp{z{^LhO*4rLzCv3W)YUE23? zWr{5HsXUbzLapI5-*D>M`%~CM{p)OcEj@|g8&NvR0X<BqDOrAsD(a=LNvbl4x4-?G z4WCb7&R=`*wOWb;p?^id?i=`cMrvbD);8$VwA9zL!G9F{?{X)>$MP57ju$WAK<{!t zZQm(Q60s-ACq5B4%qVE2{k$UdBV$)ar@i54PCY;Nj|Yxp-6k#Y*ok<upm$rP6?0Br zX)XNUFxOCc)prc_cKAJ6Nml%Ow@A7-LEv#-&0JK~ME!6l^X<OqaQMlz#nYtmVgF6? z=<zP-I1ju`?ymAh9=c)HW%Jsec&kxU-iLn9f1CHHRb8Mc@7GoOjCdm&JlSWCxHW6@ zSKqbLj(A<U?_?j|qezO4R^EH~z>&u7*O0HDz6yM?fjJDn53_VV45&K})E7U=L*J$U z^U5U7afLwsW?=*T#hG|-380@$$F10M5V-u+`lEIYec<W0?V3J<n3rkyUh2eo*4V?l zL4)`;&)s)~{1|*k-c8s3pn~q?cY?tf_++w|jqV!g6Q6NaI8P2<q{nnScbl36QOX-K z5emNeP@s2k7eD5BtUuja%SQiw>+*^r0bi})|8`GRU|-|chV{f@%ul?{t(w94pP!}N zu<3CmW~;uJ{(D{{4?p%=)r04^S=sLl{IJMaw{Y|!-n$%S&SNXgi#@oZ&T_zosH`5e ze)ki)jE&m%z89!_PVLz}>r5i7Y|`rQ(gN3~?(ZM}09@eOa{S-k9_zhoHKC}p28w>V zUGPKS@Xo*y;Wf;c<ecUy0X~x$w_a<-{XM_Eon;aI7;^cAFW(rzt0%l5kA^-W%Ez2- za~%4x-^Ph?!PuX9UW|dX4Y-9*=9f4F<{G6^DOn3J|Kz!IXR92ESXD?dKaV+$g3WEB z`iLX<zteuK;zYk)l~4N6Vd#s+Jbs<CgC6RWn_2J%e8#GDG=)3uh@9!lD4j_=^t0BF z@u2=&EfXfUt+peaQY6DKak~<EVZKiC<%nzXd;%mD?5VhwbHEn-2@Ago6LXji;U*Iw z5wj1zeU2XI1}HG6de*E%{XG0J&DAt%F}Kh5xY>@J)qzNUQD7`l4&7vL*0u%od1pm` zzk6~CyxEy!oeS@P!*nbezdItX&Lw!<<HP-y_pEgQkDMPc8Ky}Fp1C2vy}b=_?xe=K zVKqEoG8g^_f%tlnf?tIXbdNigp88v1F4f(GdO`yH(vL&ee>Nh%z6>3=1D<JqE8%Ge zoKKM?wowB8A#sGx-t9B=R}EL4Xuy{Zt^01ic@JJDS@~e&3Cvjq^cRr8uP(J^^6Edp z{x|CHYXA08{866SZ~7f`;xay?TQr!v%lV;{fjqTe;0{+L@Z9c%K$F{%w(t{{7tW-2 zBp#$z?_phWCEC5LqsatZi0j3-^B+?JXXh2S2V6v-t(TH>JL=U()E5{%s~ris8N-fF z0q_-e(RLE_;2YHZ87X_w7xnNs{Q!NHAC`j;j1}O2GNP2)y9)nEiGE&X8|cyE|1Qg3 zb0hY3Rt^3X1zvJrZ!Je1IYhg*Q>GGoWqTO~cYcG<TJugJQ`{rLkTWV@y4;Am6S~C# zsI$wG{pBceu8Qv}bqPkg6081<EGFo~#+#^%zuWId?5$QWxpCK-h@46|y9~Uq@mo96 z{yKDPq%U>+1m;_$3>x~7U$di!4(jhgJo2KF(nJ5kb=dWh1@dcX)h#tE)EAxB>v3kv zm{%T7r2d8b(!#y_dmsA4ckkUVX1NL<@RMvu4Zv$yw4XXXQHMJ1qKbwJ{$B5Kn+mfT z)EisO(`VSh1Iwfm8wJk9bY6^*@)_)%*B(i&9fQxm4b{GsLG<f?mwIgv1@B%E&6v@R z`<aqBCWHEA@Ai4OFyOsTZ%4z7`-tbG#uITDZ3*!(!-5h&_<PZ<D=ROd@8a1naslr* zPM6%58u6Yp=+x!PEa*n%InVk6H+^jIHm-RBo%h!x9ADh9FHQPjeE{lXlhBJ+zbJs0 zJQP%F_n~gs5u!tP&Vlfo;yy5{V@oJVGUomOK0BNmC}abF$>#H}K{ntWM}+8!4a8-~ zfae!ZfM-o)UAgw559h(<Xx>@}c$!nM<rNX<rYJ;M^>EH?k8LQbLN5}^F7<&1{s|xc z3ksME#knf=HGB<zYet}OgSzJ5-f-$SKF~>dCo%_UqJQ?%?L{Ry_`R9MT}$-U=v(xs z7~a0-PEcyPr58~_cYBRKh!XGZmxztwv^eG?q`Q|6n7a}alMWVFfxkNi)1oA?ufyk? zzHh+5KYt+G`uIbbukwo5Rxg20;cN578tBXp+h)5yzd|CoS5wuEZXo^>zLs*q&~x`z zoAjd|7vVo}!ekP@NJ%XzsW=ZU`8At%4A2p5i!V^S1pQaAZEnq8=t&YH{|F4>-kKG( zis3%&A*qX30Ec~v{x!smdla<JF<dtU{|tIkxAFt%U~PSQp5i^Z6jvTOj(GoK@p+Gn z44z}0&4^?ae0All+YQ;Bh+De3ikraaUC){`Oc8(HSo=I%L;vF&&+y5aQuwi4mn%LD zKI&raI9)g;>hYv+uNI=9d)#iXwULZ|Z|MH_??q7;{j|Ho4_%Z5WB)Y{e&862ytXp% zSJSn|69@2lOjRDTeS3nv1mSSRafI)!_J3ph8L%%SZI4LMY0Se_AN_UqI(z_T0*8lE zz?(=JC-Iy?e&6_Ml|zg9T@&&TB<Klt3=Rb5t3%H;sq6UpCHmN8hfRkXfGeUK;&-9n zpqg_$yKxBpslW54(csNTjK^EjcY`l85<I#K^Mtp^xQ3a)$5<=|oe9$d?`Sr;T?~5a z9!CRL>nFfrJ{{|8cu&-YF|K>TFP>5nGNd^`BA9}YRZ!nWe<uEw%S;&hu`#(L+5X^P zrX1c@JaQ&(*yPR)qi)VMJgusU=T`NF%CiM|Q$6xta1#6q0t%I_g@nO(H5#P(8zIi| z*PaZ+zYl+J@w8J8=h(rDP7^-8sWbN;F^EF{#9Z=z;tuqT`JI%dtC;ip74k>utsDGV zY?OPTf1wj>GKoZf`{DKE<%Ku6H&2e_(xZ<25hdY2hWhi)j+xtcqrjtoZqS(rzsl#z zEAgcj{uB&?dV77LJ6X>>{T%p=A;<$tEZ}})dHGJ@>zmz)UM$|w@1CM}FE$1*!nj{+ z4<~d4T(6`5`MfKgwTXUo4*Dt=$1Yp^ol}1o7&rI25`tvflWEQl!~z$49&-@-Lh}(% zM-Rb|yR1AafW?hyV|gm}`Z9_5?o(MS37&2?<XvL(c?ak~#%?_WzgF>kG;<mKF&f9N zL`}?%Gf}o_@~XmD(`!Dds}y_8DTThz;@*6EnZ5lt?!`j3tU*i~cpcid@(aiVM!qw@ z!or-0w#!NW`^BJNvwR_?^B(gZWZfmA51{9GQtxI2oHI`LL~lbM_${2TOmN(uxNhaR zQwzNNc8ZUgluv>C8EQ35pzE?Ji+RooK723z9^QZZfG%s><P0KSjLeK>q@b@VeCvep z>r(h3{ipn3A3f$2$G*Cf&jBA?;4pcBzD+P`@Xe?y_QaS_IUk%x9wW<QuS8w>R+4c% zLdAj55WICV-yS;L868I+Vf1GX3R-@}dvN;2N08B=pJ5(uwFP~t^~%1Zv397dPsCTe z0#848JoTBPfg7QF_SaxO`c>&Omkon%!e@`}+zoE<w1u|kBXpO6@9V{$j(^0w(~PUI zGU^OPU)8bIqqc-<;17eDboi&x?jRqHK%9RXduk1F*N~z4u;NR5;_2C~M)3pa6SdYA zw}J0_@Um^`CF+T8c8=z)B>1=3r!#nb20o7&Ig*fVPYmASn~_3%KX&+xAw3D7qr{OW z4myv|N6acj+2C*J!sAvpiTTs9>X*yF6J(U*QFP!NnU(Lj<@BI`bV-4h(hhSmw(B#j zBG^y1Z-Fl4DSXU{FbyVo2cl!nX<J4*@+p<TC>73MmsCte1$6$OlW%PNLY;A^a$;5* zeHR~omVs};r`y}*H+>qg=OXpg-~0Kf3(9|s5BNfl$+Ys_Q4KtBX$iTBlru5+E_`d| z7kG_|B--VhsJE`nXf%|;XCP)G;t1|b(@^H2F8towQ|?kLGA=}YlWe~b<{UOmdCs1s z!RHL(`z_W?BJ!@91b)RFUcd>x&I&H<9ini_o`jFaWZKl*eKXL5E*draUdEip<@>Eu zf^Gz3!I7d^oG&Ft@-J)X=h%JniIM`|Bb00IS_y%7-$!wKZXUicKcmuaV~+gc(9eNh z)GIIkX4U%t2R^9Ut6Q%hzBNsH-4&dOQw2Ydz0JfNT7LScrX<uA@@7VIo%Tda82d~o z6@2|aTo@OV1RoZZJn!%eK4@QVvk8?$j~$%J)@g`-lb~GfPt-5A`{iqO<*+Y_;lwQq z)X%MPkDFDZ(bsN&#*hh~+kZYxCmngl)bz8({>$i(M<4c^R7Sj0IhArt6FAb#Ao<@s zb4qQi>k@e7X1_g_b<KEh$#Quo-y-hh39+99pHyd;Xgh3bM|>ZW{ke-Beeu_R=edEe ztlqR_1Z|-|Q)+t99z1zj{g9l^D+fZ^oOIE*9ew1;ThCqUF}HqAI6>V4yc(<Adq%tm zrvHXNCY8GpZ=W?-OW_=B6d&?;O~?J&cehsny7dB)N8Q1J*n4%O=h{W&>B!z6+8w9i z$1f!19gM#4!)kqUQ`C<pZDonyQ9oby)9bq!gL$(`B1`Bs`ff7s_|J(u6D5mRzA(@r zo^W;TH|qpmovCgaz6cy*(|FO-2Yo5y1Jp<1PxmdSx65u8e)r~YS|(S~&%7CHqofR- zp^Kh3Z#3$jCK2V!hR`Ek`2Kfd3;BIqxT}{E^~HQG?K=9FR54^WotXFZv%0b-6O8@m zl2i5cba;MqHolYKb3VmA*I~i;|9WPfM33{Z`C%nQ3(qy+W~@*X_${B3rnEpI%+b{x zY7GFcx1HYJ^??)fL`PgB?}?+YE=Wz^i*q8_sV>!s{3#zk;t&VE(8+?~x(nXB@Qb+3 ze&peDGTOp;Ja3-YN&2~`!OIowx0r%{-C>p^EEsy2i77$Ot&fP4ZysphO9mchTyQb~ zPKlAf<8WNZo>+;piTUOTf2QT{+a1xLdP45fev|Z%Cp(`}4BS$EeZQC{;&6cQUzSS5 z>y<wrw4;C*@6BAXqrg2@KlJVK!92{fDBU`waT7ZC&;h?~)yN-8+fU5cL*MExI=g~C z1HYDQL%0=*Xt#?j*2u#Cayxg4-v_~`*XR9x2;Spi`48nJJfD;<V@K0<?4z=x?_&~z zF08Y)cb$auT1ng72mJEog;zmC7xIaU-;L3i&^x^|IaX>69w0~j?Hl0Wd%k`;m*GoT zu*SXg6grP$&IX4QHSl$GX0&Glo~aqsi+G57+fJzH@cU5sC(UNmM&mp%YmW7pXG2%= zWLS5d54^QD{bgnF#s0I>q(kU?@X}hDRiSSFqFya4TZnn}de+n+^tV&*iKhSl5A$rM ze%G&G!F~#!hp`VIBL18i*wb_r@#n?F)uxk}n@#n)Eti40F%HSkIfC#pa<3Am*a3cS zdA50nsViYB{b@|+H}qW5qUXg`oQZu)nlk-ez@dA0|JC(_PqseOI?ZV}B7gPnQFrvw zqx|%RIeDOKS-X@{u7J7UmbiBY;J=?24nB&3zNgrhvd9wrV!YzcMQ;@w%!KE)G-{(? zJi^Z-Er~rfhgAtiBb;N$x#I=U>%AIh+WQX&p0#$r(olluJTD=p3_SQOntqT?3OXQV zB@;pLN`}dSCqwY{7P+jtiT&VdJ%xON@-WvBqV(u7o(mQgZk<IvB)7FaxEH+ZL3^V) zjxo%+{2th`P=tM4o=48apTXSd6<dqgdd!#3?X<d+hCQCVr*5o+cda}!KQQ?U`v_lt zyO@W#6Y$M^stEml^IpfzCNmd8fLndag9<vmdw+x%a=`EE<f*tVV$T26Sf?WD{%eMp zYstV<`5%3mxE($?VuKf4?xv#e@amRnxRV``AG>ox6#1lHv^LoN8}<WJsXp-nAGmx# zAtS90y3LVO?t5@9Pv6`1Iy4#c=Y0C5)G4SB^oreVfv?SfgkSyFKYAb2d*jV>_|n(C z8r-`C->9d%*zY1PsU1DeScZ6?uCe_VZ4ilIIbPY<k3Q!c&;B?+@EGe(QS<#z5H|&L zMtoZ^_e@fsuiB0M3O_y+eVZW>UV(W<bcgH+*}uGVb&1#)`1|yg`rFW-Js$S;!23+v z@OoKW17Bv(_uaD4y}i4U7+RTw{Q|V#-v3QRocG*!-<BJ5*Q>gRu86=VZA^<b7W$$) z-v0@Iv~(uwYg4$z_F=D?tC7T;uh1oGX4G1Nm*{=?U|j41>f~f&m6*eLACbi(Ww>v; znqfX9;L5a(5qocH@H20Al!jae?@b}s$qd{zuE6B72E6cV@yhQu3*aj4_k63<&?Wge zNC<(?pvo1Zze<m}lgR(RBz=I+j<IA~uG4{dR2s~x_}G<LrcM$MK%etY>qbW9F8C6c zAMTVvp5iDI6HcIjA1BWW`O-4_0FwTKVi#SB2QA{Idf+3a?1d7_#jyV(Z!WG3=iYKu zGb+Ceyla)&#!tlg<UrPEJ>X$BX&IjRpgv^gp(4+h1@Cr7MEE=l`W8MP7pZyB-_rBl zQbRrD5wjke0X?Od_GI@X>_;JU?Vv5jxg$KoZo~kWn)B_V33Y(ab$(7@&8!^}^F*I& zaL$4FqZOrX0UVj){P>fOB6QJl%Q{A$&hS+nvhD@XSbcz<gWCc6&H5D{8(Q$Yd8EJj zdl9#lJ{=iGygwDKvLkhhM5Ldve)a2;9dX9s>(|?r4#duv>Owtz&><KYopJPmpApTg zHnCsuxd_l-bKC*l-v-U?i%#&NB5tPlse{)%%I|5i{BN$_UV6YD^IuErUbD!f*M65V z6}C7MZ02FDZxJ8mB=#gM)*=oa-z70C37la*e&N0?-pfIi0~+k`8~9)wK#4w;jrZmE zw~}%1o?6KiC}N-LE4SN+5Z4wS*{13t?p2qWUoEA=Uh<c@2?gg-4{#WT3_w@1o*jGa zICv57>#fBMsAKvLu6!?p?zF)+x9A+^seYYwui6>{&aV|8jAunZoU3|H%NTmtUl#JO z*|6_rW3@f&oGl?c5~dV_x-3O2wfM+E%oPd@vOYmPNzfsu{PPGr{pYy9kH9aU<(@MC zg7Y(T)2;g+=63f)GgRvLARjRJHvY!k%GO-Tr_*GZM=@)P6qtf8KSK8J(c{3EZ~v$0 zx&yK7qo`eEl&msBwiGfWga|1iJ1Kkf8qqL{l2u6|TZBY}jD{zYRrbh=lr0n)g}(Fs zTgv-B&+m8dx#ymHZnqN)d_+I{Ryt6Vfqx60f3X8NCR}qlXCV{w3Mq-K-1FG?<e&5S zk&Y8Fx^8rT1G-4Rl%v;SAxpd<+t{Xu{GI=H&$*YtpOjw7SB~S~YrapN5$(nvoL0L~ zX#w=N52<Aw$GJbDwMsde4IU;zQ27;b&ZV}0QJIFw=hJ(0yQeX?DQ0A7Y=e3@it;PF z6!_!ATaJ~OPZ-O0OwN?T{9Id{Hb1^!)w%0talki&iJ66^@Wt|_RuUZ)B>_LGstG%x z4i{Klp~UBICEs230(h6@F5?-6y_m1MI^X{obzBpBsQO;a&vbol%2?xeCqi=LN2`FV z4h0-mX7YD|E{#!c7d`wFJoXI)>7rg=9G6Xya3uU?7K29e;jfX=y&7tP`SR?RK`!(Y z>huEAHP(Ui*mjpBj<^vl^k4P`fggT3b-c7O$Ca4n8=QGrjd;iMGizuQe94;?ZUOM| z!Yr$4ikjG)(bK2LD?}og-wqx~8FnS~9fvKI!Qb#ayB@iPbGXqNxY=lly+!xQit2!m zEoaWy$e`{z;Tz;IkKePMtls84c<YI?y)!#7PraM;>Q+S%bQNiTf`t)x+#HXG(t%ed zbhYG_qp{cQ=#O=N@B%xcm&pj|20Yo5DMHuq+>U%Q)x|yi_{8e>woKqLbEP$V)F1I1 zdhP~u-o!9DYg-fUwUMz#=e!d3tB+3iN64UV6FAO20A081PkZ7m{-4J*G*!$oo&+}) z{jqMG!;u>QiD>j4U;4xx31f97ylu8Voqyy`tky*EJw;w$Txr<Uf96aKT5Q~Uatb)p z;*PcXq&va2M#nxWg*@;p$7CA#W&UGVfY2cH6^E9uodceXe0-{n?GE(xYmbWAfNNSA z`QCEz<38?tBG!WU&a7NWpN2a9?wISfzHiuzCF^BC{R}?5SCe*KxQaamJ*5X3QqcG1 zjbDgFJ-Yd*-N6Ys<S}`JSmiwQEiW?kH}LNTzeLmiWx~E-j?(({8tm(xwQx1P;zoGH zCCGiCb|>~b#Bnv^KJE$D{kftA-w9!Ptuf*M>v!43zm(9K3q-bDL;t)oQlfG?75bvH zK@M-Hk=Np1gff|84ru?GOlI)B?HU;j_c*Xei6nKM8}nCk+ReF2;M<lDxBjWG1|PIr z_{TTYxhB!ozu%d`|MWWja`pn|7GmWGgp-|#&DWNNw)D^?9p9rb84O-~qq<feKgZ1S zM*3B+H{t8gtHZ8={2*|o=@WeDbJ%hlsrDegFPk?WL47Jfnz|wgen?DD<M+8i_-|TS zN=bv4?$hpeW;aHilxnGRVIDkP8lSPao*Qxf`!@Ne82B_V{`j#^7JD%gbDNlOo~9d4 zH(4-3A8vTnyMqK@WwDY@N_>trWyiz6z=u$=?6Nb3F08z?b0;Tw`k0KsXCe=r3A?gf zbyesjhZ6b)2!5Q`usyYwS-@wq)7^IO(B~jU2Xh>U|DWPhjSci=#BvAw+z~&c_21gk zpTK<OEi$e<bI5mbe?E=dxnS>-;+GNNEAvECVY7GWI~=nr>-`PB!$~`|?;Gl^EFq_~ z3g~`ruXNdMVc!$Kwqq6QU|Q2U#?lSc^9mB*j(>pP(Kv(m$3@iL1A;XV-Z>Gb2PHf9 zqh9YVoRr@t3%+lpLTWt@@qVp_SU^8wC&%AW0|(q|&xOcY%+-iz)qd3egt@8Qw|~ZP z-=k@xE!<Ie6fR`t&O_g=aq{zQ`?@D_A<K5%1NUBLEpT@4CHSAK_QV<OL4UvJBi)^C zu7t3h>6<6tq5mDpPP6s}57w>Fn}U5Cm(SV?N$CB*&;F}&QMd~s$i;oa{;Mm|U&8n4 z+$82f&m7NhqsO^fQf>~H08XLien)=`?}h(CaP|rKFBvg*T=au~Uc$U%4;6`U52Fxh z{fa%J1-b`*h@&4*zI9&>JX(6^wg-++u$MZePX7ZdeCUrDF24EWNtEjbD!iG+e&P5F z%cj6l>8*0B+cw~1a*-o{Xc)MsCeg)b68YIgOkx0h0xNljll40MMPv2zhJ@kwbG@Wz zFW%c>4X)mA$fvnhm2a-JdK2z#pHfTiVE*#gj@WOAo4>;kJf=jQx-NKEe8C2FBO`0t z3DgrkkyfWaBzY5|uaBrn#(5JzO`iGg!h4oDFfu#QO@fb6Xye`O(9Q2lYNtj#_fPof z5{vkz8$+)uih6Lz+WI@q!`|>|JaTR~aJqu)IHMWjN(P_yg6}C`qSQh>O&#@Rpyf!3 zmo9korJN+QK=fUXwJlsMbS0i@&+K3X9%JSGM%DwI7{;Vic}N?2DK4hF|NE6XE1ntR z-VJ`?1t~|O4DZp8-11kTE0NnoMrIG*flT&p^Z$Me?KVkX$AJs~TxT3U8HV>(lgnB9 z5TBQndub5(E&fmJy&b^2#SBs&eb8gh@CAf-s$otxsP2||3FcYv=rr0_!pCD;rc(vH zOL&$S6@j?-N;=%YKNLJQ`BPh+Huxnx#F}x`RofXym_Fh8jv1B4Yoaf~^W}=;2Ifqc z+oKLUqn>C=(0qE~1>*L*o@_SU<Fiti<-gWLkL|3y%(dVN-xgJx8>oXijom&J--1ql zkn*kTdEASBmJ&(i|KXcC@iVB?JuR%6giZo~Tso|fjW{6iCZS->n?w|}7OeQ^Vs4f! z^Cby5*+RU#{W0q7G5H<4N}9oMT8Ea20zdHE&FJl}$3B;*R%VHT$am5^CL^yx|Eyu{ za2oH~Sc_8V8{(FAjkb~Nf<2-4vgn9?9QHtyPBVXjp1LJ3^ToWf8}w<RqXyvlv}XOj zDDK97?bsFC>?sm_1Z-a)<%B;!D=kO0Bc6L;jdCvfS1guWQ+<+{tJ2kU%}1Yr@k3@m z7cJs5MgID)i@-m%*B|~n4jww)_oLKpXM)E>lls~)?qzE@l{Ii%bX(@;DtKhy%<;%6 z^mzkU?io0Nzc}+Rb1AI^zU)rxsXPavNBH$&qoo)1)E{QGuI<qI%*f>XEg=48e1Gx* z`|BUs4qf)}fzITHHhTmQe4{hYlyg}_7xUOP={tDLkBx-S9_RslBy4<@&~G_vxp+mg z9e$}de4};&H}+?89zN6NO&rix_efjCz0bO0{2KdYU0K_o*|TE4=(*lPD|oBV+4^%e z{v^WBv20)zb?o`vla=uV&eiZn=%sn+frbk2)FIDFl6had3%yUfc!^~ua1901C+Y1t zM@2P(oSo(Hn<)6Du@5|y3t<-{2pkvt*s)RreAzGC>AJl;F^^!ftthVoz96iX%uUqZ zL}H;XJvaK2PFlvLL#R8$ls7gXqR#N$M;R}JzMs}Ly1{eG&`n#&=wHS6r!!=W9$0rF z_L^1c%VVy_bVO#buLI}M{JaNy8~D{C*V-u5Kci#IxBl;sN2p51Mx$RkA9|hYZVBcP zl1QH(vjD#hvPvoFdJ!~txrI23(GR-8Q}w9<eDUBPbtmAav_rmo>`^yf95DX2+5(-k zi?Tag4eHq4{-)Bk;4>bNoiPam9v9;tk^`S3GIOKgTcQ(jTkf~~`vByrk2I^*@GIdQ zQ{@sy{%RTwjDCdsS6BA@PgyB&hh*-z|Mv$U++BPmZ3Vh@`|wVyGv3%+G|JA0{_mbi zE~9b81BET_Y^Ec~r(tDccc9-bH}Ycqg+9iXjI6BK1?ZxT6ty!w;jjE*wOeE_@Lf62 z83o{nZOL>pfx!71l>g4=j*^J}2Sao2h(~;PGiVRK@FtvIPP`f^_a<&#I2|w34?p~! z^FO<i;pg}9m&Pjk@kbpQo%GO;vo6^9xx|h=3eoAqvtr11ZO5DhfYU{cZ8%0g1IKIJ zZf$qOejAr_OpET&i{E^G{66>+KC%~o|KDT&OH}XIW~(!Cxat0FXFm8M<X3DeQ$l~D zGf4X!apQgX4)whY*jGHuJ5Wf2dQIc?)L-!Z96IkcdvH$rP76`|h;$`>UgY60Mn8(M zh>MPC!kq8c?eZnW)%1F*E9yO%3$u=WS2PH`bCH^5t{Ogj(KUPbM`6FvVoyRJ_{8!) zsXv|HJ&3iz)XP5LEsIDuMmHl#M6miziuaZ1FBH>;K7_tdN=6}d@GST~%KCw`(%^9& z$UM$=Az#qC6e%bnubHTy{L$}56dH9&e~5wZ)6%Df)AIj0?8+{3Q_NAUF0$l8uh1&> zt&A@U^^QP%zg8sTnn0^j1LBH+U*F#Q&^b~Y$*JBUhtF#1RsB~N5Vva*j(%&yz7s() z`UBuEC^D9WtG0kcIbJ@WMV&n=$KA>g9{2l>T>o*LXV!xK-AC%c4;{OG;=?ug%uL5z zY&;0xQm)tK_kLinqjQbSL)3TGS$;kI;GJgXW?ZFyVK1e0xa;W#)So%0F8ag&Y28u4 zurtb=xL!?>|2hQmBiAV7GoIT8q1W60;e0%$?MWy>9UF2|g3S33=3}-+Og^~{orTQ- zO%v41s>!ztG@(D36N&vB*8$v6JZ*O79eibydT;e{coEw!`)!^}Mm}V@>wFt=nOS;L zHU)K>x-3)C4)hH|hJDv#pffW5_$u-7DD>@PJr6}}@%c<b2K2UY&RzH`T&`j7k1oSq zS_<$j5n<j^*T6H_Eo!_eg`Y(0$8+Pz+gE=b;5jr4-B^#$`)hsZ7m%HjvIb5!Q@SW0 z1-_xhqt*8CQ5QlgdYwHKy3f{zu-j6=Ux_7OBxS)TN<WmXUI$JTXixg`M+yA&Y5!7z z>+qR=X8nmNAO4e$He;{8LbonsQl_m6oF_3oRr(9_omaOfjv@bxzjKXNMtnNjV=I|~ zezp6a<8*tFM>Qha9P3Nq%btJ#-<m$=p%}RzX^;U|JsYU+xQ6&VxqGJ%1Ma2k-hmIL zz<YBgT_jh`OQv}5vP3>&FxnyN*?@DXDP2Dk1V4-CXCCqMpdWqgk1!eDlfua=i`#Qv z#K%Z#jaKj&vh#;T-%q1&JgS?YkNTlf`dz1<0(dN{gQmOxVqR!!D5hWr`#_#Ag^8ek zyngd=%MR4v>2WT)oQR*lza3jK!9Bl7MtP7A_n$Sj-8LO@+RQ+=`5^iNNB{7uTsV(< zG1~25UZ5l4n@yX^pXovrx#`?12>}nNeCX}<0qlj{+TJyRIxVO_(3fO@JucDnl{J`K zDG+bma@mG`nED#RRd2B8b6{=o>Q2<<A|6?CsGHKrkKPSHA5X~p)XEzk_*<#FZjYlu zoQeuAd}{=pzdrZr@E6QEoY?m9-xzRteS0yTH|9QhdGZT8-H2C;8|&YY&kbsewm#>$ z5ZCyH-uUA8)@IEpzM;X~k+S}3t~cV;J?h=h@LrsLemEfX7QW`ybayn7*Y+Qt-S-@I zN7=Hl_tIVDwS`ji5#ZE5`!`0BB<S)^?>Svl<V`TKe!a0}gZTVW^!*Fq5xp#}i*Ju& zPrygMhnhEW9&H|}4G2MR$xp|!1fGzO$n_$7<Ut%?IJH`VdaBtbpp*U({0P==OV&O_ zf8%yR5mzbrQ#q6EJK4e4#VEF(1<%RSR=<7hE%sdgPzo0ZFA+7!)5?rG#X-How`kRa zc%CJHwx9>`jFPAG;3#}mFGjRJ903p9u=FkxxH5IFE}6asz6OFJc_Cx)LsaB!WvzlQ zzV%C;Q+TfT4ZoXeu6YsWRp;y58=!-F$bN&I2lYUCwFmDc_FGtPo}xJpo<IJ==d0@Y zytMhRBam0Zk`_Ym3t|8J$*^tp=xf*2U!xyH-T3olzh%WZbf}MNXMMl95)COF30*4S zZBE2XKl4Ric3X~riT(t|MZZW(e7+r`Nn--gvDAise;9iV{evH++%ow5rM;Y|pD%(> z5?BfrS_Ch1)AH)fW#A1{Yd*nC-URtT{=6;vJ;&<Hw=*CgKjXY$aQOn_NMLdNi+uRh z@Vyy}W5W5LomprAjyu)Jz2zzB4PDl!F)sYMU}kbhVleu;vjL%b&8QEl$lgt%o+FXs zC~|;TTZR(8-PFK-EHMw3D)1fBb;CZIm`^l~Paawng}$wzY<vUfC+pGyD<ymE3r$?I zdWk;G6?v0)#khBVY)iqC(5pl$6*2!m-~7r{K`I1zF^RlfWjE>{8L#tH>sO$!<s~~Z z<&1gO^c}xC%dpSat@2w9a8$beqf;Z(@bB^J+vRWr{@&gk6s})zZ*0meuS9wfLj8Zn zYoJT%?%Ff)BNKb^{v0l$|34qzUYt2t106>&kC-{)a3cE-hWT;$#BPqPSC(U*CykZD z7JSN@n($>iE8rfdQ(__t*f+5m$kvDa>n#%GDCvm(n+NKwo-V_`MxQq-82tRwJ*9vj z{_rdRcihStIQDLtskJcpJkdYN^c9FhC)>_9smfvR=(YSg9x?bIOY6SygYH0~(?jhi zc%qZLgzf(2coK_0i@tpWf96J0JHw8C+Bc7X`*#|EpP9~)Do35VJNK-1!x0j3asEJZ zFZhz<5%jA=k<dvnj;gxfM*n_b+_l1iM9|UnMM7*vNGb9;KVU<D=9ZZ%Bl3%&div4B zRltYl%h|us=k=$A)G7x&Qy4kv+ZoKc$a4B!@<sn!zo5vo9`}D-<uo7o;GP2WSAOUx zxgIerup#}g=RPBDW(eN+Lj=b}xCh~7$KZLQ!<)!fqQC5a5B^*hdX+QI;5DpIg#1Mx zxW(tHM9?GbBOPsQ?-Ry+)!E{|d#T~eqHsU_4xZ=Udl88#vEaSW$XeucVQ$NIr23Yj zGvUA<$mRr``%-S`<S6j+FQ@+XkKN#%x0AANTy`ZgnBKoSZSGFQQJ!Kc?8N)k{4kpt zi1~zou?s2I;P33Rv%`@e=&TRbzuSTiBtPX<HvB`)&+pDHKMCE2RBYlp>JnL%`!;j< z`;mygv=2C!;;%;DIJROR-JkP{hY^?B3j#yZ&tQ(=tXxjVIP`OQdnhW94>UjbNV*?I z9=-Sb=`)<O)5YsS@`2FZ9?R9Z_s^U7EXa0f2Xwu|nF<wTiqQMNwLG460KA;`{>GQk z<<m>XTv)vW9rYn=A{+6Yzf+U33^@1B+vLb|?C>8DqrSU>I`;BzPabWYUzv@KYkjy+ zS<jOgQ$igHrO@oZ%71_>;tdY1qW?%HoUNm|2m567<=?BvL$}O2oFEg5`R1yrC)7va zzrVYHljIDYZcJSRZ5;Y@lmSOpK0}Y@+MN1D6#BUxEi4W9+=w4LTpT|`H`SLE$T|uA zwiC6idm!@T;z<#uH~2la#!6#Fh*x=fv>!g>`=5@=k{?2yQ{6<Zdl>bWO;XO2=s4hO z_tT==si40IHwf!M-sA{8<oPlQb9cUHBL=&nL%CUd*!C#=x@^mN4<JtNoL+NeKs;DJ z_D`>%5YPM9#SAv!p2qYz<s#t3jHbs=2Y|!gCYMP+`vcxV_;IB@_=`P@C+cjN(El3U zD6iQB&&PRRxM>D;wavac4tn^w@1osuM;?(+TXzTqt`S`jiBtzJtz^wIBg1(Sbdx)K zoEPsUbL~*zBKGE8?~yeC&vbNj{5u(R*v)6Pt@BX_`WLdjFF~Hoji?Xlh40|j1BzBX zEq7v9eCwDT>RPU~^V`Th!Kb_nWnaKtBk#A@6Lc-m2|f^?p$9G|f4%GSNl7>2?8IyJ z5pM8_BM04%$3lOclUSU9zQ-Z?6#I1Ky~Br>?Oxep?=U&ZuLJsW)gHU1!X(5)chzWT z;MW*|{-W9;)HM$qZ8wFHKNymClmmx6DYpyVi9T%DtEl*$jNZh?pzi54)D;~oG+u{+ z;|9&YKN|=C@Aa2mtTNx3_&pxkcNF!NZw$Hl(@f;U50BfWpbs5S@YlWa6uL;6&9htJ zizmNtvUlV676pG|uE;=LdE!A|F!Vtr(az0<&zQHFKjVF;82Z!rkQ;@-KiobOOl{!1 z{`TcJ8{q%n8{?41^~#;7+V}99EaK^%=hpMptk6$c2fpx8$GH(^J*D*={l?0pO!~>d z0S5$Csd}OBneLnX;0Zp)QB23@3+B@sQal70(2wk?)Dl4)Kh8oEC9#5jJKtn_lfO41 z<ma|00XXwVdX9YgNfL3!Q|$GQUGTeM&++}#1D$9L&o2Idz>Cve?IFCFpVrKxec=s# z_U*k%!!hu&5<K!Ulnc6r6t_lIBh;07(QzKY$y<YgT)%ZNM>TZkTND-M<EV7@Zz7); zL|4r0Jb^mrwgXE-GtN16_i8gYcrfM<O0&?*wOc%rbAkS0TL#Dau^_~K*4&qm`tTgi z_|Z-yAKs}~>un?9b6NSy|JH{u*_)f@lE~{Hv+Ob|Gr>QlQRrn5UPMK0TU+{!H&G{O z%fkK)zHsB_C&PXsUtDcYuHg43*nF$#_0WHiVc&DdZ5aJ7SsP7W2J}73nX9akxAw9m z84Tb&RnZ9=w&QciXm{m&7f0Q3&Ah{5%Z2c~x^0zN4)aFt&FY_JfJ={iC!5_szxRh} z4DCnkr6^sDr_aWm9z_l_=^gYJVc|MXPT+qXvY3j2uYb544N6t<B)nAy9ZM3>Cl!{O zEDi^sl<eMBH-P)KztsM@3vj`l?kz_h#3|o^PfKCo6E)aQnxH;Slq=OegLq>sd>}AB z1apGP4^A-SyeiyhjBc#LJm!F~!co-0e?ENI;t$9BXmNJ!r2!7@Q&m0K=tA5tGUF6} zj=bW<CZ3jse%ff+$whtCFZT;?ZDRi~?bN8xF=6;M_wNwu4Fk_p6TM#pa{|BVx~)v{ zULPfpI|jQW57U2of5IGd9Go1}wy3kee_Kd-UyVNVQfToa@S*AXYl8G=FlQyUZ*~ti z=2(upC(rc3_u-N9$Rf^7wj%k(z@3O&gE@jZ=IHx|Dqc0tB@rpcS0v39;d3xv7F808 zb2`wrYsMP+amQpGlL>fr>VNv%pxb-ZV?0IhAiggc^0Q!n-SF*^FH^TLpX+|{K>+mA zDHmI1`oV|YlT#B<Mc#j@;IvFAgJ*V*X(D5WZ$fi#wv#O8QBt`bw)R6u_mWDhr^Siz zJSKFVB@y?SJDB4O;@?Vsh+JAObgYdBQt9-;M_nom2~cq&W-d@hCFURx`-IBWqVD|k z{I<^z59pa8KNzQXhi>s<O#^t^vj@H!q+S6I<Xso>sKGqi1+L#I5%_$TOBPx_9>h6$ z;%UC22eG54>goG&=)m*XFUo2Izh2h*Bncep=pCoE`VW376zm7aEZ~=Zj&AbnZQ$Rx zbxBje(I!FOp(5_!MGn21lX!^xDHz=~jqlk-{V((taOw0#qvhA;;J->b4sAnSacJFc zRdp0ToKK@F8ZKjgKPq-CVFEZpq}Yq17dp7Y>Mu{~;mgPvYd8CqM2!1rr~R)FRoWum zV&8>*Aq6~hqCU{)-zUx2T)_9A+)d$&I&o!DVe8(0>`~a+F<rd}e)^Y>a>ebzeCZs| zQ7dxz?H((;^A*ph|6ATlCF1?+#VS);oO4gB1JBISM|mJ69A#V$UxmVZ83mQt^UXL; zQ*Dpu>iH?A8a^z=loNUs%U%T2N%MGa<fp-#MZdSTK-aZ%o09{0gy|*4m#-(Gm-X4w zFQ4)z7ML^4gW+RQsueKj@CN*nP5Iap2RFik{v+)n+?TnOCffVRccUD6AGGlvz49N< zPBcNcpH6Sz2mJwc!nx|o!?-6Sa-&SpQx%h4@Tc4W&(H1hdMD~71JQYga&6!%we7o_ zZP4#r&{;Z(`t7^0UwpJO_I+gLZJ$7Y*m^==#vl27x%t%dt_Aon6>k{`%s~&;c2-mx z=T17v`I#i1Cj(iHdlvHByrIeMtORGm_yN<$=cu1r6kluHFUCF;x~}tk_Cbe~`+mne z51iwZk4m!TFc<Oi=+T@a@Iqw~KU*;`dYPK_tBR=;{B$$z70U7RcRT59J)zf|Fme(+ zh;#pu^~oH*_o<4i6mlnLf~&}kdJee7M&Mer9X<ykvgFo{zJjBNq>X1F>R6MTHNx`X z?H9JGmtfw7cgmSH9&`Gd)JfI};P3bAX)PZ?-4sJNWS5M(S=vphM*?-1%DJnOz3*Iz z!NR_}pzZJ*aX3b~bPWEg<|bOtSrBK{^w0Dec@f(0c0XcAJ<$<x|9I)V8&UA#dGs=H z)ya>o3y%BX50{@F6n6yr`i3LEuE@{RYYV-e58*FWc5G1@yh&L6ldX+yUW8EB2?s{t zOhNV9y?TM*H?H(M1@?h2E_~*+1G<!R0!L0Qm7(q-%ib#l-cb7x-^~{<!FxPE_$%%l z{Cl%btn@(lqLMH@)B70wVd;cBHwS!T-1nA7Kxbug)Ohk_G4yg8CceRVE_=)*R6OY6 zSDDBoNTUvZ&X?v=)m_y8#k@kwz@c&$jgRAUF@N)Bi`jL-maywu*!vm$uZ)7(-N_ag z!sV%+nGeq8Hc>Y^PRy^Q52`39%sLbOo>KzC{m8=;|493EkS`j#!X1mCYuI>4Td?3l z7%jI2Ujt91vZWI^DT?oNvC8ou_#7Kq#Wf+!SJ?S-91};LmKx5gG<E<_l#x|hW{0_x z(K%B(N%&*%1-+92-<rgChkOP4-guhQ+;$yr;`_akFV46hOWNNB%N)=ja=s|Aj(D9M z%gSbP7WL~Dov*3Om|u4iR*)1x-c{Y#nA`+Cs_Zqxdc03pmoBNnXzcgar8z})4fn*! zh%-<P`#$@2cQlK-5*C~hp~t7t|90qS@If6!;-}KdhHlAY=cjI^4M(Er?Qq>NbRXo- zUHzu_@b^E5V&CF@D6l8i%0uVLJnSSt!t6{~U#VUS?|`38{PG?vX~d5pnzc1`^kH<Y zels0MT~%B?=wt0l6fDRmU*QJNcEaPY*dJ%&Q1tVKEbs!&oA+JJkU!+<)QS@O;PXIN zb~6KY)7cx^6;<Gy&zE#QJ_Fv~mMQ3HEG7E>_cV7-gFkNd%gaqg{bc@`j?d^ge5t73 za9tp|5)MJ3eh-2%FVmM7Du(-?SL(P|TN=7D-r$30ncaz`$1aH^@PM*swx6-fhu?;J z;iRZJ_O+f}sV~9#UMTAk%cF85_VCAPjaLBg8>zkB1io}SWAQW-b9ko}I`jUmLYEih zd}I30|8pb}Zs)@>PwYx>a96>DaIEKuxCY*GK*p!L6#Vv~n&)ms{+RcC<6JcYe17kx z_uVjV=nt!cyPgYUp3#w4KpywbGRNVwD*CTq)0XczEuc>zV45WT9XcArzj;c?Kb-Fj zTc~E?|9??l-vazi{<$e@M<vt`Pft1gBRLUG0t{w0d!fH4-nZ1I0?!4nc7J~FPVBLu zuI(NJ?;AGrSA-IJpuPtBxtExe8#e6mg8qwNH*;Sr;*X`Yr;rQcK7FJD!<;70A>BDj zaqQ*T*Rz<*3H^m|uj{X!FW^VDPbsni=TyQ|gy#r7d<*&F6t_gtpZRM<u%hl4mf^ED zM!!k4PWSG|Meq|73`<Ej(LW36;rQF(Oyo8P5);eLgj=1J^c3Q{h;gRn#Gn8BB#mPW zU%ZKSmH8aTQ1J13mW;7@?^-#}lON+fnTg&0TpWr1vd+glg5ZPnG<nyJ-=e=^G9c7< z0(&W<s%EyNuovpKJNFUr5O)Mt7vlM`2f<I?z6JHoEqQaUwRqq-sXUtB`2W=BXHV?I z`+kxZp^>YFJT`3A>`)IsI&uZ??a=+ORt`~!BEPdPT8|t9Ug4_pohbru+5}%bhij<k zs=nu4riAVy&;G<F`d`1()IMCM$9vq>c1_LImFTMe`{*+I8t?pm=(U0WQT)ZK%M1KP zSF2nv#6==bSiha38Ux>_nUw4==uAwE-roDaUtFx(#m8G+@MGFl;d?V3d{$}N-rK9_ zgQo^WM7FvU)u}g2rof-9e;3u}Mm{kSN#pcNME)aNxjd8#Uyo##CX-{}b#I%CjC{d! zd?Y?EYlyz4!r>Jw=pka2uDYpd!%rjQjg2sLJInbYmktJi&$(9TV|WF77^DpL^F2qu z;p)w&<LFnkJMJH><bV#uNZ>V}JaFW->FxRG!&&N<U5rHCX{r5pb}<b8_uOt58qR<} zdKq^#b-;z-NjuZmVe3NNxST(<fj%I+f|X_#^b@KFov-df{b0psPkI6$DQ=}9u3>S^ z8)Y2Tp+Mft@pKw)hfaZF+dYo(H_+i|TICAi{D@{4){l(go)`BY?n4|Vocz?c;oQY$ zP&qxsb31@4&2t@dyK*P?nlnP*&R!MHiTZ<gNIz8!Jh`sMxO5oeG4sLH)0r9QvmW{E z{RI5#!=di?kwdOT#6Wj~Ab5{^>yMaHK0()&<X6IX3HRK_PCFHS=6a8&b56ixoI(7r zXmAf{a*uM5Bj0xv#Vd$|*Fb;N`~Dm3>*lI<cVEKXMbz_{qs30d(7Y?Z0M5boAF@V+ zIHyF|vPw!QaQkFe@|HgE8HHU{j}3Hd%x^Zbggl7hHT%I|_&pgF$M<oippO<w&BPPq zNC*T{?;g%TpUqkKZ*@1~QINvWJsJ<fugKx&Vek}Toyv7hDXzp16?Z}Eb`N64e{58c z0(z5xK&D~r^A??r^)|%&TRq?6ER8&1O%eSlMiKK}RVn%O;FouKXY4<447}FKO6ox5 z#Xo5eC20RS6MXJ*+R@Bz#35;h0&~2#uc5=gJi$Ly@0mHVzuSdS`P#kfH}1ztPQ3}) z9#7(Z`RhBcrqH({<wku3Z}uj`c-Jn}ca*Ph2#wmI-d`w{)ki+AKk%jCGtM_-ihut> zH}n-xRnHwmUnK3xGtzz$Cqgs!iQhg7%rC_6-@!_Ux@3N?egOO|A?dAnuoygc=)?LZ zKj`JI)=^$SzH5J>Zkz|6Az4wT(I^YLfyLOh05xwywz20y_Y8dgpB)Y@IRrjB%jZIx zn<r6rF?h8E_t@5^g_nlfh0xEtL$<RBJfFHEl{F3KijFY;(TD!bf49!>XCI)aRQbG8 z2|mH{K1Xs=9(d`CBm6_?7wqdlp0gH=xzqO<B*Am=FJIBQuGE0O<i*D24+W@aBzPxZ zskjij!*4rgCLM|03XezKq7e^1K5*LzMI4+;j5&cmh5C)-6oMkC>uDEH8-XV-a6db7 z{>lIOj*9a2F6@bE+wXLS@FuQIJ8PUWB@s*A+JCk7I}@L~vmf+Ar~2y?t3vZA&Z{vg zeil5=U*d|ie;D>Pk%}h`khi)!rM}sTU@!algu-^*>ne8z`#uivY1|^y=FovJ&DhIb z#?LcoHJxe)@5(*ASLY{iSLBU2ZW{*hi8I=#s-a5|-bw#}F&}d-r}n0N!`$rGf#a+Z zET}Ker)zg0Pl&KlZTg|_aQMc)fdBX73Xqbo(bu9LWlX5(l7NrOym*lKm^1t<3-|9v zJoKlo_?Qp9`Qk&)elpZ4{x5RH@|xh+uR?i7OBwm!C6g)&{aG?i?v5rr_w|r``&=vN z;4E3s3jvSI&G778MxCPZu0(Gi`XTEY)tdZAalh^244Y^%FGGI%UrGYz)N8U5jyZZ0 z|BU&5*dN1uQkV|=3uEw1v$1iy!SF3Vt?mEfHSpO7?fO0T*tg2rX+`@EI!S8p#(i1f zIc9fN?*<>%t=_B0`ULv!j1OXC*4WeaXvL2V_2Ppqt)jeJ9z?qK`@Dbndjo;A^oSk6 zqbJ0FsDh^!t5Z=sjJ_t#ZsJ<wIrt}NDLw5#eaz~&T_*uJrL)1MAtVO*Z0lZ*4e|xO zUsg*I8P2uAC)-ri6TMv4{XD3XnPn+2hNHj3sHohboDZHRwfMCa;+=7Bzn=&A1S$DI z<G&UpV#g%+whxTxk6l&c|BHH_ZAhvq4E@u<AiLl@&?C}`J(OF;_aDs}{$RoZ-lFuS zmn!0V`PIfqMG5Etq;ED$!JowQFhBoT9{j$!&JUGWyAhxK6FQFqPh2_^a3PitdKlAy zFf-swmTB!P%c;Qo_r*URK)kLxQ59MW-oT%vd`^l9{fD&fgmm;b4(QhLCi6kZm2~G9 z>j~(eR^=|%>W~P#V17rH1~;OMzc<XT13u*L*>!@>=!djew-;Q4Uy#Pv^m_+M#AP-^ zPetI=6dOn3g*5C>l#+VO37&I#?V2TbJp4d3lw>DH;Lj{@=TQG~__WGgS~H&j?yckT z5jl(clG9s4<~sB`y4A<ypi`W_J08}m37kP5_?-$o!Gv8$ogn(!t?v!qmV5+HIaTPz zO^bMv$aARD)`<{#-@@`c9eCJia?TQch0olVsn>v4!=v8V4uMZQG5^vg9dY;J+tU#y zhY>e(F3uMldJ}^>j+38M(T8ec@%$5qIA`_lX)~Tb^W6o@JEqW)oq2NQ%pK@M3&`XJ zfcuMPD6Sus0iRz%v*Gs>bEO;d(PeYs?LKT>bDV}RjL}wq-!u4I87&*immyx5mAGo% z#9XZ`SyP7~zW*_+9r9e5yHdN#Ym54ed~H4NH|izv^O6}7i1Qh_`*yqmo(X?4ux1Fp zDCt1?XtxXIq{S&QF@!m(COwt6zumF#qFwI;_?P?VZ$wA5!=Jc?WR`IOxb6NIVO!+C zn=YC?V`R{6F4HBw9>;#d{kcaz>H@z~^>a!Bw>GIp3s~a**CjSn(%^fvOdbmjQb!yK zy!*jm6MZ$Vx??8=JqT}CQwlNUgXr5?A}Xl!;`Fp_PDZ;DarU9d52LSpwfgbH8=Ke{ zLSCbz1N>?;(Q9}Tb!Y_JI|fl1)MJ*XUmXPhm94OEJs<p?{k6MdD`wbhZnPFJOgIz8 z{bYO=F_?>>asQLz2p_Y~hR7-4lqlbrrOKDUNrQG?gWAwL3ssnw;Jlh|)H-Z-WA6pC z&6XE<S>8NZ?yOWdBEoM{`-n91(&6#*l}sd}-hXCCAmZL*_vcza5x+eiuth3YL2uys zGiiGle73!2)@$x#FG0QI^0FNE6b58+tNg&cLC22DLCk?<8%buhA#Qp8GcJj!LBAyT zpl>Mf!M^^1k^lDxyBso>uR*?idE-He+I#q+@4uBqy8)fK`W?~BqaK7p&zQZDJp6$R zx!$^izc7qtoAWsde$DSnwud6l<89+qlb_&|(izrmzJo_NZ*83P8~nvK;grH{n0u3a z>B|7#gh_Z{d*n86_zz7^S?j{D=45$#4es^V&EP8{KcTzZQx;nUKJmri-Hq+gaReQC zn(+hqjwbZ$+>;-ucjJwjRz#rFrm@i|MZbyN=s`{!InG}d-Q`o@^{DOzh9-xiKFe^r z#l9Q&rNqwZYY2FE>Ri*7z2GA`)%!nVPfc}M_pBxO3ir;-4HCdjzZ;sZ`2J$9Zd2&r zNyK$7vj+RCJAeaf+U~KVZlYwGzMhQzZWPa^U&em~zjS^|{@g83?3eo7Yg>;!4sXmy z`z!HtuT<VTA#a|F>A1^``R`r)x2D>k;#{5`{N@&d_p2S{^k*l0!fJU#WYJIZmr7MK zeF(kec0W_Dc~7Dy|IDL(z|UUVR$I>KR|w|@iGJdTFPdP|fxJ`jpKSKyB(H@JAu%lF zb_xCMi?-2LZrHyoaqY?|cx3TzWjaO!oV!o9OMb{3abyYs&v0&9wIt@BqEGzBrt`Ms zXT&uv!Pi%SGlDYj8z+B4{JIommP-SDxl3--N&|R9!90^-oP)mSKT0YOxDyXF_Qlkm zM4iz0gZ2gXrI~NrU#0*aJ+S%c{>SWy7w71Pwa~v||2XpMT(mpUGb6EAAAC}CNsE8H z9`=*8^t0q5Uai_a5PCU)I-9+9p?d`QTx-w4MNRY*#?4oDO~Uu=?fW-=i0|%0*~3xe znA?d^b}Q_3BqSx?H}05oA|CD4wh=IZ&dQ*d{uVX()2%;uXofM5&zfvF;fs1mq0D<X zcuV58soFm97}1`46F;kwi0gIaX{>*+_cCY4cbRbbvYaB1<pLkb`TqO9oBqfv{C<O9 zJh6W+DXMx;sw<&)?b_FIQ76KK#~^QB4Y<qKhV~We7lDg*mVWNohvS)@eSHIchp`w5 zD)6IJCLB3ttI!pBmHxedm_+c`&&8#q-(NMCxy&~VA0P3|L<1G<$DZ<2<nYA)Gs={% zyZ)#*Cf8=i3V`RfRAqJ|UU|KXKXo1N_pb9)@EG()T<b&;9qOtR`e8kmOVAn2p5ROA zgr7LG^KlIW)P1>cim1K<N1nf6Hivkce7bfggCKlvy;(=k`ys!s^6%_M9Y!~~d*By* zL73iTB?y3L%51%N*UH$P;0-RWCCQ*}@uK^qgm~hbr4}rOb0rgec=Q(hzlKw}cY2H> zo;8y{`T{&T@{3{YE#g72RK~FgS2ygHN^JU01zk>yBXb<i&)L{q5y>yuTX#I&|0m+$ znc3MuL0;%5%v$JJ(C->_9g-pc3*FW82zz?Ot1nIg6qP=xPiN|P*+`*&5w12ne;Rds ztjTsUJ?Nct?A|`uj=e>vTQwgcKIbXQjM5&24r!111!4m8an#P2Ujwh^7tAkZ{f~15 z4RcrG!1I~XysOKCA8*yZjQB3(H^arW+t7V@@~K}JLjBjji`2V_zfZz)oO$$D9*YXF zsO-ibXNq5=uTVdwWk|I)H$uPr*u1s)74{^gSeEjw!T0QXnw;!@;1|kCk#Cowd;0uF zb$Z2>ILV$|<86bzxbkmVe<a~~w(c5K{|Ud>v;YysHoT7qRbPL~!~Y>y%_m?H{NJ{( z-MfX5@7My<jcwh4r}yXY#e0cPl&|pz9;b6S5n`bW|6jqQ-(3_*1o6~=W4I3bn7pyn za8A?(cdtK4Lta$=;u;YA3;mmyqz>{ScVgU6#?_7u{$5uc?U#TjPE3{CHUi(Mdb)rA za|-9`-kQW|an##4m@UeogXm+74BwjyT-?YO>5cP8C6dB5gS<K$?XAs}fO#*n?rg1_ zm?!K^ePe?B*{XEJe@YF!Hf7K)6X57a^-)9&J^E7rL|mdm(QiJ_AfkzLSm<Nst^<Bb zu9k27vNZf<IWC3Y!o7X@Kw-6I#*Gl=%@nK@@g`C?7B+f@Ft0QwrLQ6h-k`O%?1C@$ zVEE~|lcPWFCUBsa+yp*HCUJSxc)k;Jj^nbZe_iGeR0+1i|B!{G_!vCA_IvS%wHDx= zZt793aY7eu>O!8Ug?jJS%x6>Zg^LCL!kggZo$tSTmh#P+_!hV8MKLw}Nor)(yT2nI zeD-U+9RMDkzr^$ZzRP*~>)bcX&{xZt+z0^gPAe*xu!R1KZj`xU0P>NYL{ruCMfhfJ zT?%}B1N*J{IuCZvfk*DHSP5@LKXXK_*SQb=mhxOZFWuqKJNGy4UjXz)`ONkzCh+lp zD)u-8difdCieYxdi3H0ri6-DX-am@9Gw5^bXL|ErN4$7SF>O_d=S}m1SG(E-_k&eI zcg6{O4-e$-RlX1Y!MyH{AI|R_rBF=AA^0b1MXV;F4|i^Wv0L&J=Kq#HH7Ox)7~2g6 z#e%Q?5TLcE`T=;k%<oZi;OS*1JI>}{ZmC#A{jwNzIK%d@SB{vt5j=Lkei)14oU7$? z-+%2v<SxxrJ5GStdRjQ2yBGa+DzUYR>&`^GV1SbFarkrV)j#lu-uytA=wo@{9x-F# z;E1EBSA-14PTzDRvj3eZzPStimNh!9d%$1Le;MuBr0ogK?hcDb;KOKQ?lJLhV*hh_ zo{~E=a7jtSIW|}DF1bn%UZ6e-9(BI>zwg|`={T~=V(bT>zL@eU54v^MM$Ohv)KB&+ zvkeEJAKxTD@C9{tZ(M&_0Cca^W1W<|zzHi{-`2nGfzII9TH$vF%zrGoJwK0nI7Cvf zI|w|W{zmag!6fu5``^WP<N2Sqc(hXsJci!1SaTclqXF5=WYc}nJKC5X{0w}>SL-^W zb=#8&RqK@;S%z=wH!1_aB^RRBd_Eve&y$eQt>NlScOiZWuDz(<1-+7ARr{<nbXBC; zunC-xUuyNPqSWXI+qRf}g&sTH`ihDvbZ%ij4|dVuzUgdnm$RVHubr;gB@W!~wl6wD z4(Cj@XuFA5FZRo6=qwa(!Ve;%xPx*V^5@RklD~g&&YGv}_nn09lW)><(GPsr3xzYx zzNkmq1OCM?+7qXKwP*`SppO8>wWJX0m3;|a-+H_Wm22le+Z#9$b9DjZ$MJoh2lm(0 zV6Ijz?xUa`JA5s3s!qxJU_OuTTB_e1d{p#DAFcD@^Ph-el0iIE7-=^BT<J(~@YKed zX1Nk$%(L6?{r!J#`<cXm1ALVp3(M7ap^uunK6q3Xb4FPW&WZZie|@-Ri61<|_sVBp z1JFy{=zK?=gL}8x*I_@q9lnvG<or=A$SWVnYdLW~e^yy*d12m0?)ew$C}k3nF)DY2 z4e?q~cw2Qjc<ifror2~B_z3k(^3?#;IV4-R5jyB_YLg?5B2KF=d<v$kz&$+jSwju^ z_l<&**Qzw;mqVx>Qc}RHwiYzFYoQ<bHd)aI`9dzjyIcXEqeewL<$fjR2(=4RG;qFS zGhUBYfCt}pL-~aO;+_ECv;0Bu>Y<<Yc>GAH50v%?-?sv;jU86W#&e2!SCRa>*PWm@ z*by7e3!JW&&f~R;J&D{S-#@``TWMv0j*JaH8$23+b7v55?vwKCc9MwNh&ReKLC(a# zfNn#&2;i4gy6VkR_~)JzZT|_KmSTH^>n!FgstMt-@-^^rPb++Gf_L5%|3gSK3v(e} zqc2WTfsc7*%O$!8^RX4FO5(srGgCrm=bK!Kb~&=o@1$|xG~2^(!Jp&68OsEYUd$&J zNsbqRuerX!oiKy?Mt7-_?EMkcTl?LHb@Nd_O_hmWK;2Nh>b$JNjXf+I+CR7qF>iX3 zt~|gV{C4$;ugotnuU~C+f#?Ii+~3AikG`1nhhO^EudpYlxTHcCy2^b^x3i^DuYXl( zcURIN5gT>641>7$BZHzj5zs4AUZ(EddPpK{);SZ&f$yeHmAi-ax)Qc+dt<m>V_ryT zuq+{#M3B<Tm2NMfZ{E)p$@LHC{S!e`1D&YtG1@q7Nf&~{Z<Box_haE$CF3u|N4mA{ z(;<S`4-}tsz#n@y(#TR3qz*x+Zj`^G<Bz&=CgEB??z{BfMZNMC_^CZpu(iNGusiCj zVz<EO^H4wg+J6K-w!8Kb-WHhGq#CW^pMk$QvGM4zF?9OZ#Cg)d6PQJbF9|`{<Dyf_ z5x;^x6**IdB>3x7@sq9(xk0!6t}WgOcyc;Ld9ug>c~9v@h2%L8;-<Wm<G(`e71rA; z#e=-wXc(79i+bzP>A;SA>F_I@8DIH}co};1H1BdD_HM+dhQy<;b_pvMdl`(r+Yefo z2=Fm#;ofNv1>jdI$Vl@s9DA4;c_tn_fc|JiVtEsJ<#>Wp-!9;?8**B77BTo<lZiW- zpyv_WEfVru7VmqM;b2fD`W!-nMo;nog-zvGWY>Xb4e-8`0v^w2*M-(s3D{FM_K?ZA z9`m<(nVk8p;Qbzd7kh#{d8IE@ND=+!o%=3iu|0tvBC?iQg2s(_Cw@A$7`!{JH20b6 zEoWloC}*ZG@JZT*bvFs<e(PWDd2{!!3t<?_!&`y({jn&3vAoiS7!LK2)dhZz?R+4b zh<bIO)pimq=B8_RFrMqt!QP*?Eiz8{?lN^8^K&={9|jYtx>Qvc;`ZfT*XS_snL@8t zHlK)d@4VypTm^70-8qWm(8CDZZ0AxPaV89xetLC)_cx_HHu2|!2Vu6_`gEksm5{xi zxfuEv`kIt|&t(MApB}lTyNP<<{MqM6eb5PLy6$^!=7oMrDA#fMEC26PU-FjW1K!ZR zYAQ(!-J0u6$9gz?N`4q>cCLX3a#>FKfjW9XUM%Sk`1jQ3(yv~Fj}6{ArxA4)I!$7s zyaD_VTib-}F5nK=pnQHoFX+pR-|(<VLeC*|Oui`-a{%Ek=l#*wAdefA9UFtbnBvv7 zfc<#yiPZ(M@E6lcUDy@~9TrU>!$~1-;QkNQC8_AIzPLxuopBp}GSk(|ztO+G;lj{* z6MTHy!k;zTb>zoUK0jMASL}JYJ7W&~s^-SEKe)t&P^y`}Z1oZMV(hWi@B_?=6mv(o zY6DlNJvJ~0uc*6sOX%h;H{#!>{^1_f5qdEeV+y!G4m;bEH-N9hgqIpd(XXxEx+y3O z9;3ERV~Ymg-^97g$)XwlPb#6aS6k4(8lD=lKpf+pYMXutJ;g8OHdjaJ%A7sLe@EN_ z-V-`lXjY58GcAfQQ}F(HWb|LoAfKqNc~tB`-^%2Qn}jdUhjx{RgK#(e4xqx#r-e_$ z$C~=N=g`lu+Agp_f86<V`|Ew+NjhIQAC5sjRAM~Dwj1Y`=0(ZI$OiKGq32JzQ6Dyz z60R1AOSy?0ileCKS;Y3-KiKX}a12H^Ok&@7v&&!rX&HP_LiS)A>Lj&{T7yaayb@;& zFLylnl=}vMEgzvSy*RwwErq=VKMxpa!oMzYt;FIk@QmRX{-d3i@F6hz+WriDNobn% zAJ40<1m)P1MCHe*+XHN_w*r3;<d4U{6vCe6g@{KK8o(iDSq`0epH>$scwL}l6`E`; z3L604=j(HGSb<-4rtC-g1kAzKHxG$JXEI2CljG_fd<1HpA8p~DF5XkUML`W-Xs*0m zCkA_EBkZg>`>;1iflDqPb<XxrF$c2|j}8=DI@X{s_~Qh}OhY;D(=sV|PYC8lwmeV1 zPDNbPt)3ZC!h0Sn+RQF<#@?WG#cbrACfcln53=DW_dOtc`y}>k6+J%Eb`SG$7Uhb2 zguvfa9Mz}=AO7h256U$jZ$eQzV0g|6IL_2(F^SHD_(8t!(`u&|G2!<_`Xu^(^BU~! zXZkVMt}V&3i9Lh9b?e6lfhSYU`ip;|zom5M_zNHOYg%)!%$5PS3(o6#oO_J^)v?Ce zkFT5wa(~9$zu>1k#dBZh;a(~<jpW3x!LP2isb=kx6Y+lKjNUTh%#)3R+DP>Ilg~y` zY|DYZ{#`n~3UI;siSVV+C&(kTpC5~`q2C}Zs$lpQKHG}N&r$<-%_qmj4Z{bzCr>8n zf8LoCC2J>&KDWr%eE-Lz=nwGuy|cr;vRL-(?kRvjmzgSk2KW<44%hrV#AB|JWh;?~ zs4L$d#-b<};*Kb_QVaUeYXz}o_Y$Fp2tWUT0rlL$iUY#zw$6l#Km%LdSK!<F1F9`J z*J@f4R6#gb>rP{bN8=C&Nh}tV;DbBK_fcHQMW4lU52Hsd^7)s!qVy^FcJIApzCsT? z**JJRnH_cP!_v@ym~S;vy_c{mf_lI_{rC{#^7-Kv{en#RQ~P)C_G!aj?v@at+rXi> z)(4ixLx2+|40g1k-qWG2Q)ymwA{aRYRJsJw_tK#$-rWx0zT4MRc$eX$6)OJvViWQV zsiLeb1bcA0C;3|sp`Ps08!8b4ek$>gtDAx!^Zm!dwZCw#H11~B+y(Fa=~NgKd{oHF zbv)BPI1sTRE#dhUcEngc?*XT6ZiFzqR$1;-_}@g`_n8*Qc^TW2{PBew5vaj2Og;#l zQ5mZA2lzZqr#7rN7JWfs6%#`h%wJu;^@!XCbMPU4?u;)yh>F$I6w}b1@Kii8K52&M z(qGGc9R1rY_CPBt_|tWg8aXuA;6tIj=Rr{e;!>o5QbsrQ9CV*ve8+i>eepK^K70W6 z+ATLfOSurEbM8)@hUgoMG`hE%g6CE`Vtz!!m58YfG%K|N@3<6y_RuHX3l@fFj;`KB zPiXS*JC@#rK1V^@>jLQG$y$paA)gdW)oQ3pz_(h(<BF>Ro_qGJNoR^T@yT#S@FVz* z{=>*-Up$D(bD>vt5U&FFJ9@XE5A;&cjJ=r?`&e&xD^0L?6JN+joYi)NkIB9E;~Mm8 z>=IAEvx0AU^NgvIR>_g@ocOz-d(M+M$d=SvQ3qYtW4Sk{aPDL63PyJ@!9U}H;2jB8 zPl7RZ-S`La-pMiLlaUFI#F+lGpbErSR=(b+>ymix8-MEGp&z-vC3?{id_zz=ZL#NH z4}zIP>_+o`SHgb2&3Z5Rh2~d-M~3iREb_OaJm5q9>KXgYp;z!Rb+E4z_~k;Rh&-<{ zT5=+c?q0vnfI8~F)y?LCN%%)_JI_3dhVPM!-u5TxANVu4Udq4jM&t$9c4;B65)~26 zdA{)RdfZn@4gG?^zm|IfiI@Y9%?p-Z!Tfof#sMQQ<dMX?N0fg$6P)d%+y(G2|HiP< zX^HvsF~6D|65_IZ#PVThSMZkK*;E*~QNLt%E!x{cpOqIr%T)nf==UX+j~uuy*VsA* z?<MOyLum3Z)EkDXp_kEDuJyXB_Zs`)f*y|M5zq}tvstR%ybRq?+Nb_i)JZ;jeMi5d zE>2DU@lFu;$$^+I|JDG#ONi`gPsG~~t6c0iQqUJ`SYI~$gngHzstkoy=nIU<NxC&T z66uE`t~Ka`CuDUi@PiJ5%)(*I3;qzDolT?aP4IX8O`Gh5x<e`T`3x2MKJ?!o(h4JP zORt@iwtWI0M*583imI4zcS&#j$p$}y60@6nQo!p44|Y*CxfACq@AfQ^xe=^pfA;;u zd4Z4Bs}H!(M|LY-s-<-%7+&nmOhmq`<K;MTu@G}feAn${u}?j#g2qz{d0F9=;!;XB z{Eu=dsmTNppSPFC=6v!XWTmY2U4n7XDKw>zTDuUh+_&cyBX9F&Hhld7euAIkZ}H{R z;2)H>coI;jq&{`t<_6v{?+K%S!ztjOx32b2Za@e2P5sSj^l{XfmE4<zJTX_%&stQ1 zIQY-JDeXDt%T8P!I(#1U2De)|#+0Ee;=jPsT1O(h9~CTr$8%x&?QP1@f;qeQygE#X zcj7TYYft-K3ClO4w9|vo{r80b*6@Sx(xa*?|8}|%uM6&;VY&kyt-IO|1N6uKv41;I zCF4otNL7<8kk>rceHfY;oe0I2`a4rcphG*~Wpnc>^g{8x1ON8{?4>?rxPq7d@osV2 zSP*f5>19aUCj7`v4OR30IT3g5;*E5sf#apqr_Ul@Nlg{R`NqPpPGMwF33Y~KX!SjM z{JkDotMHUI`c7B*wF~7ikA1!{#BvI_!r$<xd=B!6mcM!;{``bq9@7!TwU|KB-%R8< zpNtJ!_UL!9n(EyV7Y0ADizS2xIA=Sf>)isx{izPGPj~B~yErIPRsp_jZOn^N5q+tS z4X)nnkMMk#4oPm{J-dE;l#zw}F460m`~&q@dD5DA5O~ri$qCwy9B;x<d5+E$y8D7G zmdZ)+d93TcnQm5yx3+Vyhfs&IPWu;<K`)??Ukl0-a~t|I4-13954Iltvw{3Rn3w7! zpnyF0v6xf(KIW`?l*3zbuDOF<Rg~zk*E6I$8msY$=-4ygIf1LoJ3{8`5;14+jxNnA z+>J1956*EhaV3&$4y`=yL_e>K@~7De?BR`jR=yqaq2R+8uS#k7NjEybwg>;58rEiY zi4%3ykn8U-;2HioKKnz>*sBm##u4@cegfahZ#I0x@B0uEAO(DK&qHy$@D}uy`&{Bk z(8DUe6a5v2`@j13UCpDj*yEwvzw3ITGcmwx^w`q`_11+qcV_YX_I~5{rKpAf3GaIG z0C02I#kmnK@Q^&eX{aL&q4RGx**t^#O!dibZyoS5R61c!7uUTA_Sb1Fua*$^eYr+Y z8^I5P{zwwtB;JGlsm^20h#O%JClB2OKc>tqS_B@WLb-i;+ng8CxZg%d33Xgr^{B)w zo_EV0rOfN+p;O&8*!u>*=OJSuqeU<J@-KxZ5UhyI#-SBM=$D35#;LeEvHu#T4s_5h zZS=4exam0(zi#o_Pl1Q_RS`27Lwrnr7dTN1ebM28sEyz79SJ!knJ9+*esA+M3;9Dg zLVi}S#)ScU3K(P>+&O?F+XsT5%R(=CIJ@KG1?0y|A(`Ld`+Sj%aX&SlUp4RVx~g$^ zqW*(jgoh^P4_Tkw(^+&OLRU9x|JRxC*WtP<jlPuw_nL<90QAD?HB2-#@Zp@j_jv{V zB)i9#4%`H9S6k^O=`BYh9(Mh(6@#wTzVK*I@OAWU#7UiHh)3ckS9fQ^k3q1ee5&j{ z^b+CZY@dq2FQ3}2lm_0xG*|O?%Q58b*gd@}-ss!x%ywdXhWa~J$>kLCXqs2@1!hXr zTMvhyp7q1rIIFSVF#*&Cl9$Ac$bdg@2L|bndlQuPJ=~4x7pfe6&MAWTa)Qq}AwwPW z5-a-+bHVpHS=h4O)P>$G^=8pq)O!i<#e+V8|2YyVT9<todM}O+xi@;?$L}h=6Vq`f zSWH(Bo(w@<lI|ebx8Xr>-E#kY6uRCglm%`=f}Vs@r*_~L>hmvcQfx_LZp5(&+x(r# zzex<T>k&o3ajk|j|4{b^DaiDm*L8tj>5#JiU*Ou&w~t4W_g*DA$c$bm5eF+z^OQPb zZmW3BArC$^U8_#HZ;&6<_wLCZD1{E#{&K&<CiZZh59ewGZgi}OeLsV_X%DB)z6VN( z6FM?k`5DkP-h4rQ^Mp6SU|C@1cMtEk=Fd6vhv2<^*1dv?aL=BX`e&mb+ErK-6?7hc zY0GNmm)Oupt)Us&SOU-UOsaHDmqb{`@rQghM*MGY_A`18U+_VOQAP0RMz%v@%o3Ov z(-FNuRe;Z%*2~!KfIJo(EVBP1{(t@2-i4?5bAM@{06px7P`7Lz2k)y!**{9lhWy4N z_&fAG`q0AE|BNqyKjI2yHXlVF$frzwwG_O_P)p}a^v9-aivLkuf}gQXnp-<1;%H^a zCOx?~arHn81tk}JQDv8(2Dw0gZJGQdPk}^K?DA!9M4sZk_4SVh`g8`tj;BjPp(mEn z-=r|WT=U?+`a#r#hi87ix(@taTd;GW0OyU-%EN(1+!cEWZV!L^f8Hm%cU5u#eCEkA z14q;?Z5by;Z$r<yO8INW6n!6+Q^GqvOg#vW2F=g0WboPC8PlQ(yi#d9p_DX;`sZ}& zW#T;gcFq>9Zbz^unv}ry6*zlO#D|u7oCo5F%WjEM@GD%UmMZvn|FkU|*ZI)D;*&nu z=7K&iQ`njX_&wJz&dkNYzeO*;<XHg^yT8(UVTt=UyI0JX4SBTh-a@tsEp*0R)DPH! zJD&3vnYjLdpBGs-^Z&lBMv;f6BgMcgXz*xF)4CD*;?aRQ4TxWV9opu-vG@4KrtdPI z$62nBvoxriPS0Js*NmTwwDq)k`UU^4bG?if@hhag{l^ya5A$BHm`UJ?=!Gc$Tw7Pd zil(2U?*`@%oG0(QLkGTSBjK)vIjqvca<)nIiA~3LSlm>Fzd5h0O?Wr-?IDf_4#M{< z;gaz3F?F0j{-$E)4Afm(K1~d$>*7dKjOX&e7hLM{$+!lc(YmkV@H6-$oNc&K<%#@z zUtgoG8GW(*#yEB8c+D<&UYrd>zjc1OGL0O5n}@nh3cFC}>|cx}A-`?^9{%gnF8D%< zzd0p?dX)9~#0^8-tK#vqRX;Je_UM_Xs_<QWKXW^u?i>>FOnp(g<p$=|cNOXlfj`cB zT|Rri1NF$n?6-ef$V;x5zoxEu69a~~u1O*v@fFPR>-~VwS<q^WX$AI6?~yQ$gzsC? zb&96#h*w(=-}{?SL!Ybe_s`-Mc)Aw$oq>o;a#xh{p9Eq~yV_hY1bsjXrR9{=5Ac&@ z`s?k8e%tfVY`ITXn1dSceOFgYA}9@BvmCVm-@Thzj>L&My=Oti%HU0#N2af>KwrTc z;FG$W3w>-?F1`oJs5AAR1}SK}6XoycU*<YuE-)%{r!)(m6Kh9`0TpyR3tT_Vquhx6 zKebn<kpEb3T+lbeyhypScb}fSD{&yC>(you_^+tn);Hb3%V-+J3*nw~o|3oYVa2^n z4N!YX4}IY&wQ2e+7owYcwC*GJqmTc`(RIgT`L|IcM7By9S*4;vLxf~gNLD10?Ro4K zNk$nF$w(q(M6&mGS5_&JN=Bq)kB02=p5Ob|`{}J8&vW13?={YK&bf9SC-tC@=n$AT zeuR3J=f#{!p8<3^uRoVg0momZ^H6(m(UuUo^L+V52lo2O#z{`09+!8di+#KR-n@8g zLK{E&p5?FqTwXg6{B>M!C6FIgmLsgZy@8*sJq+i`b|83vTy5I%7vE#(*BLKQ;MOT} zo;=9+m2ZSrrd*(}yB`*N{0(?4&8vf-T`=!Isd2!K3Oo-cy1TZ;m`@iOyL~f5{#Vzq zo<9aYiQ|ubwRm28qx32^2?ruHnZCBxhD6XN=Y-!wU9ll08zMOZ{?s?`?yyem3I3{l z`UoZXQ1nqUcdkO$(0M-UA@s1J&YT0xs536@yK(uw8*~|zA6}^;Zf2>c{iygyBE&^p zkAHyQ<AtsTM(rB(M=H5uR@wH%%e*sIf&=!1uhY$4Upb-Eh#pg4Y_=zKJRPJ`Z7?5E zw&MNg2i<f6_tn@W)I+k1mlfoIXICBXjihxU_6PZUKj5<`h~$i0FXMm*=*vVuABB%X zI`g;N3CQP(8SW<VUt(MHpP}m^6U@WRER*igBi5f6krxD>&J=N_wI6zi!8Jli82(1R z5!>xeke}ra&34&CKg^dD_3)8B@kc5&=fAyn-5qxx9<0FpK-bgB9{AzSl@l7P=qKzb ze#H2Jr*-qP@N_YqBN4?lFCusu{(Twm$)BL_>$x>@-A@AN{nYCt_s(O^ATp6)2As~N zUVndk1Mu#UsM|fN@Kbdz$)duZtNmZT3Ec?+KiIXxr;r0aYmpZRqTw4#9+K|4q)a9b zzqGDMLj7?~vz2=lc>NTeYaa7W%(Zgl&o(`Uu6kd>b2l+NqD$dNY%VY6j1E;dkKylE z4r>>khfbfZGm)N;8vd(7iWa;(koRRqRhPgQFf~1<{uewgqfb9<YWF!3550ud`hWwh zJ^k4thCcMN<Qvxs2KZ&_-fE2h4c}Har_b41;BS&NcYEUdP>fH_3vgp@SF7=+mBW$f z8k2eULWo2>5aQDCWrsf7;%w6W7Dpm2kn?g6_(<ye*)M84V~?LY-JXsXe2&b@^pH_I z;)b16Qs;Z<LDs~dy`U!%I^NrFnEr;&Ux7t&S33F)s-64oQ3uA1MeF%sK34vhl)dc? z&ZnnsS_t~QIKsnk`WA3KhsN5-9jNQYgLaC6|DnIXY3%r6M}qo;B_-(&@<@*T2vLpx z?wc=-Iq<L+qfmvLzp+ngzAw=YeLLH}FDvsm;P2t_?1cO_>~Xs-B=ZV$_doVmM0AlS zDs8Ge3Qhw*uSwo#FNk_=FV9`2S7bt2u`6P@2K|1{-GN#|%nz0uwlrhjbu%HWRUdPy zOPTZI|61YyKHOz|><Rdn*@?~%XrcG;<BWYU4_%!nMW6_H%uF`na%9w9sh2&x7Vje8 zcK`J@k%eDtZ?MF>5cq;C-8E7GAE^GD_~=jc8G|R9@{579=L;{rz7YT&(=q$tLs!Ay zV^PX^0z9^!vr^(Q_QF4sm+uYx27dAL*qqo?WWs`@gKrx1#9IoSnbGVHg!Y%N#Gn!Q z@rv4LoHhrJlCAE>fxi3Q18O^a;8=8@B6r5(et(dUYh0#6zk7?AP;|oFU2=q%74@)Z z_<-9V;NZ1y%NUOIAf7w@>AS9he9irv$4L`;`tb94%RVyErY0@q>I^;G6G4AN;EALD z?dPZ8V1D*=IDHlR?;^=fyJK_c(;q)~e;y3n`$LnSbrkex-36ldM;r-7XWsL7fmioB zxkoCa&-1*nU^a!i>2&z9oOblRuk-nI&U&E_TDV%y_RyBdWPBo}yp=?ZB-y&tpueAs zG^I^K{kPlu;G1dGJz=&i<;~z1M7QO_A{Bb-m!o0v=g_xDl}-%RV9!z=?H}$o#8GQQ zDdq_L{N><jPdqP;UxY4^1HR&gZY3KA_~Rd~+!HNDBILNQ*~YbE@7ER9T(dFo7E{^2 z5RKrub+4P0B;tM~_by%rKCf|WQe6W)6CIM!R8trHZg{9%*C>E1(7!cVMLd%V{Hv`4 z|D^*fu~iJdE`-p#`F70`yeFSN%I9}n362=gUxw=71N<>zE9oZ_+gJtRy$YT|`d@cV z9pEA375Y2ydp~ZMu08k@`{r$rmspfR*QsVwta%Les>6EJ9U1V<iDGN1Q_zE~TxJf! z`SMBApRfR4&-Hv<))BmpDY4Yna7pkV1tv3OF}DeBm^}Bx0sDfdP39~juy@sQQTI9t zdX?eV0~7qV&}}8%t!2U9*#TOe49xQk9c%x}umM*Npc-B_MjSSb>Kpt>CYq>Hctc&_ zkE5%w{c<Jx>R<g=Gm*FXrM#muan8id?RHVu0w?+tBuImKL}i4gm4X0p(HAQp_wd92 zGUJZwg-2wfZiXURZwkDAX6LMA{GRWV&$^FGW1rKH&y`9qz<;KA=0E}cLQh|I>nYSv zCQ*l|78k&4y#LbI3ZKLICH?L@h#y0~<%utVzi3hlA50HNze97#+YdPUu{^!fjsp1m z+nMoKod7QA$~k6;`$c>6Q}J$`ccqR+gNrwjA2JrMFDF6&+q13WV<q~N%2C?G;14mX z&bplHClLeXI`8LkZ{;5zd^U-Ax?;@6>5KTZy)M!~qXKiH!rysM;?YNotnN#`3ciF@ zMcD-69p}sN@2_`)Cwx*>DDE(H(sfy)MvU;ap&s>T0FJ!ytkL>qG<Ztk$&E3<->*vM z@9e4uUKv*>^aVJD)~S*|KKMNvAMLiPs{jX|rEM2S{eRwt?_AYISE6o<#@)v_cfa4W zxmdiz-UyZ6zoxVfglp9;DkTQ&Td{l+T_b2uJo_eeaiJZ&>#euUW`JXzHF2W0bb}ws z+hgp~55SAq+kHG!#g!QDVofxH->+KI-JK<SaIV@fg*Kig6XpGvivy8Q=d+U9q`@aj z$u5x6#d|(Blg6KfpF^{Ae&?|goI8$yiy6R+3X;1X?af3yyIK|cg8}#ilY5UuA#^MA z_P)Q}oS=sY=aMmZA=vDLwk+>QU!(WAi6oA?x0FugJQd<Z_OH1|?$Bj;s%Qv@;eU;< z)lUMyJ`{g?=5H+a@)St-U+i@wCOqD*mZEOpyEM>19(E;;b-kf4!}E~t%(1CJzf<S8 zIr)AA`iK`!SHGNve~ML_<~h_M#LNO$7v?+9eXX}dnt}h$IvGg@9=s=)g_@Zfcw77w zclXo({E?4T4gr5i-{KRVg8FSawC}`g%o(q~|1GmU1^oDwIDs#YPS_J3Zk=9<e`mK? z#De^EYxlt0`{=jt8p)3M90A_*gmXUR2<o?nIPtWz_+J<L0#j<tl}bMhX(4ac{urmZ zgLtlJS!Hj6JQTYxv3+9-b$I2s9Onh#wK}`QP1vCqv|vx~8ASZ^SnSDshJLHgs6D*` z^Xl_HI$^`$V}3duqybzk*g9PH(|!11ZZa&$<)ZHldh)}}3-doGo|qNHf2Eph$^X#b z1biMBbp>DAq0}zD1JCK*)@R}Uzy&y8AG5XxZ^%J}udTxy@6#$wY$tHi{b#oBm$Zcs zo!k1WQybu^8B2az$8(c@RGKV;f46Io@m)Se^bwmrS3bVRUeU400r^byzXh6RtiW#s zx|w6w!M8GSwiFRWKPl{b^Qqi!%;$~6Nh@{G`$acX^8fc7mU{;cF{eAIb>v_k&JUEm zcDndpgEybrAK=IQ*E!{b5&H4##`|th-2orwk>#!w{C>S`m-nL{@M%e4%{`irKBBQg zBA84jK9AM>xr%s7-JGm6fxSY)b%m~`z@dluzJx`hZ?cjPywS^pJ~XVf@2@rbx8S<Y zZ17iQ_4>w|QsCD(#y}Bt5A)0AL9JlmpI-N8kM}#F{-?FtD<5u8h{)$J|J#Oo=sL&7 z#oMmLY(t^xA0O;BO1jAM=D#^XnT5>{e7-m#>6AF+J2soJ)2z<m{Rf;K%Q}O-8RRo2 z(z!1G@tQ(kdEoaBs8rnf1>J|HuFHEX?8#o2?#@TO{WR!)UY<4TRMYnqYR=H9yO)$+ zM;*H)_GUBwE$Zl|;aGXhSx@fGc4LMf-%YIYoJ9ian(l)JuHWG|x_xN5^apq-QOf(< zt>DM!A);60fW0BANgS-}m}4LEW|zbBppcd#bpjvTZMAWQ-2=K0yA+?F&d^1!*hDRc zLywd7M>{?n{L$0<=(E>w&$o87{;kJ;wPY=~B@%eIA;Y)c_+XBD*~Y^sg+y>L(l@^0 z!90YCU#T8=y?$Xp_|fzDc?za&wy(gy<U5fdY2`qOQ)$ibp2pshyH*C=D|k;zUK=`? zYgQZ7-U@60ez?Q?lB%O4;rNYZClC6V+Y?8Nz0fa^a#{y79sq}!IKX^h9rc?^jk5Lz zd?1T=4`=}Qe;3U~A9%=-_&lZL@DVt;JNGqx0`u6c=e`0(@cFq`DqFV47ke&zK2HXx z0DqHpy+Die`+LGEAgT>~s0IqdSD2gsi!iMuPm+k8v(L2^kq<lB8*(T`+z1vAnu1c` z8Pd&X>9_VmZ~V$&?i~8dogC$5ap)IX^N+Bp+;Aqo&Ti?Tw*b!5Xg11$bF@p`<z3t* z%)82G0*AOU$MKv~w+Tf5Xe&_LTZVXOYnoH?5`Im0!}q&zg7+S#(oV30e_y8g{Qwu4 zxUTVqo@pJpMjPt~p~oa5GNUxF2=zeH$`LAC)M>+Zp8u%u?}pfd<`awm!zJG>8=}79 zTQ7MzBZs|qK@TkL(2r(hhMKGY$2X+@lJ^aG+=aJq<W5W@pM`2I>spZr1=<tmBlm-s zy=9}#SsXeGW<SyL3uNNB#7@sR=*gd4ct-jx2)~E7YK}MRk$*Fnw_NxHABmq-y(cxn zE8win&J09-c=>D4Sv~mjJ*YVulZSI<zt>SO(~U6xVeauyz>WBo`7Zwt1I~TC;vq8l z+uJXB>=6VW&7l<)x9>LM=5#sV+IjRviLLB5G02lcF4arr@XNHEYbeE>s=-9IpAq-m z!6?kRd<XV;eGpK2%Y*mdD@wxzoaT@-Yiy1t^ljr55><%9->*~5@2G|kldbgDr{J5M zy#1EZ2{_3|DL=8h=$|{UOX^bqubVt*->1G8`!cyVS3eBkeNH=Ft;IdtJ1hib3Viq1 z98LPb5nSRuxB{*Ncf7__^#k}i|HfPU&*y+=&-vRuhyQ9+o7D@6li1&QJT$7g-JWRQ z(a9BZ4d<Grc>Rz9{7LLzf4}ew{n<Yg=X;2^lwCXGc#&sw-+4%Xz<JCZ33|cO13g~g z{=|b7Btr6r%*j{Kv$$2T=H-VY-f>eLYuiLWsNmTCij2CYx^TS^IKt^!$8WB{-I!iX z7%hf65kINs33m89Ju&x{-h1AS*wIpa{t|xAAz81lfxtQLpJ*Tgf!EP5#U_3MzQcLU zr0`B2=2vz#&z-ZtXDZu&DGc?3pJQjiKo#cq1u17NQIFpW&KQ%)gRa+#Kf#OMl@N(H zHth;Pz9LC+K6wn?dP%4(=M6W)y<p#u8>Zk%N<RBaiRWJT?9NBO55Uo#!}Zo3+z5G_ zNr6kKvq=%VAD#yfZ2zgP?p-3l$4ZB1ZG>D2y2JDP>~L=fR1&WLSHH1czDjrTAN<3Q za&wfaVeTTa`q>CLVe;wfS4>>cMRCe0S0GOIIaqZ3HUn?%;O(r;HteY=@-02~0lJOd zD&|{w;CsF^*)s*YQBwX@(la~gfqp)1n@Wct4%dfUrN7}XwTF8~XU&C(W!n7U1zw1e z__i7HCHNdB^hR)Nz;B}Ot(y$`cagk}GDY|&TIZF|&5a{p$Xjl6F2_ASeSz*u4w-Pd zm3kr*IK;rQUmuEq`zl%`%ZjKY?{|!PZGHn!#ODk7F}|OTrN8#@1s7uczOUw$B_|?q z*!b4MUCd?TLmoan=|orzzVf?%%8rn7?ulW30>6&K=|V!-J9FiXpuO4{@|Z-#J2Bw! zwL@WjjsNV33uzrc9Knm;;k;7%9eVORSA*BjV(#FvZ@f;0%Z*5|%8If2?MQeFU(FR_ za3fgRefj^dFK^g$j1qNLx6FO5Ld2mJubvG`ZS=?F&kqxjr+#k?vZMn?X<u4@#H|1v z;Q513ahT^_cq?cjV2ZsuEL*I+fWPwpS?=0}xOZuVyJ=OIM4Vdcb5e4|x$0x`eGk6> zdlHX(ascoERpkn;B=FnKiXzqFyC1?kZro<%N;nj}x|0C>)$gHmf;^sc55?RA63(SM z4dXX9;0eqd=HvhMJ;BlRX*5&d*D$<gegOVoo-tLT>lxIk(PqAE#_+dopj`VX4czYs ze?UHPwDMiUOp+_`trXIJx*I&s`LRG6gBsvH@pF#9T7aXJBt2!Fgf5PJRcrONJ@#n5 zFPRsC-)Fkfp_!x5P4cZpZs0wr4I1_{e@1*vEe@3S#Qw>xQyNsm&`D~J{Tjyq&pBUg z9Ab#N#<8J$Bh`UuJikhxfS)fLyL~Qy4g1EV=7QBQ-*4Ng6<2W(zQE4UM+(4`^DvI_ zN^T+(S^GH?-=MC!c#f?*ZWHfO?1Tpw?p?LyySuUPaJ~YWLN8zrC?C<3PfLsEA$R#? z4Cdw(kFQxq8DTF<ym)UQ;<%=}ep4dy*Laurb|nKc(O{8Gzf;wfD7e7fVs#6B4{=@A zcNFys2Wx4f1$?wpspoYUv5(8YG}aXORw#EY>+1*blU;dAtf5b?i&zb~f^*71DAqk% z1>Yy?n#*BM67jv$gy-uC;8d>qP8VN+k48$bt+K$J=v#g5ULVwzQfDQiaqic=G?=uQ zpbJr6I-ZI?V(C}Px)griUy~^n_ayKlwLX1Q6~_MJ{jb>5(J!2zjTjpS?(phGdi)}@ zGof<jhR4Mw_@q!WkDel2h@$h_-vtnNb?lGN@#MG?wwn7SWf33tUDT~#?nYlQ<dRN9 z2j5)N4w3VT;7e#xd>atO{*aT#osEz1yqD<4bG^|gOlUrw^Km2g2mIpw0^Fg^d{w-H z5B2Cb$IrshjlnmdVCNIW>%qMT<&c-MBae^gasY?043GMTKE>W|@S;EXVvH#*k9RJT zi7SI9)|XHRbe%iUYW<H)Ok9cYybk`juw*qSV=&^?dgzg6Kll;+k{Q2p9lFTxmS$qs z(DNKBv)7!%IqBJq-~SZz?!3lDA^1T(+zfx>*$BKqTyW$;CqCCF^|&}Zk4~R+Gd!G_ z2ie<@TXD|4pK~=BreIDYJwAJSoJ8bZEdE$1igQ`UCi->?d8<^XV%Zk+!aD2r#b5Ae zXg%^ID%FwDv%9#HHrIhr?~-g=zX2ZIXJ^Jw=bVUS0fR=JLf}W$ynzgY?u44m7LG;C zPySpfZrIxbei6ObdM77*Sm-{t2Al-n``QCbi&kf1`QeO?j*knGz&Xh^5CwkW@{gd5 z3$6rPB^8(Y0^Zxr_j?0EFc-P!>1TZiH~}4l4HM4u1>GdW&mHI&BelLv`opj4qHN~Y z9q_w+FsB?lZb!IWaPe9cbt5!L;#t(R@JAP<X!^m9eo(n_jx+=Rh`DQ>FHZrdNEX|1 zt`<0*bj|$@+{e(g2F6q0TnU3>>VT&GuEblz#4{w+iM$cB&MeXJG5Kq@`5S#{{m<id zedq_=UTXRN90k8#JTE>+3~{)z$!iI9Utg76#6v3Z1=S|MOrtJ2a@mrxJDf~BTT*SE zNdmt@=TIAz3B&_Oh9ACSz}Zen*B`|5IDJJn;q3wFnNK&Za2^NG@r~+dH#79Z+%<Gx zQQ!XkOTYK6J^1;IBa8>FJP7KQ8_E>G=Z`X4=H3KuDDn2*MMm6vop)oKo;mQ<*5)AH zlg8ej@b&0w^aI@7v<`=Vg2(r4LAw&4JB>m?-VXW|<L`@`x5e=Hw*USGqaJJ#na{7p z9NAsraOD&Dh3Tz&91O<iWACy|)<7L{T(bOQuqfsfVm^&;flC~`>HEA6IOoE_Kk*u@ z$P2#vIIEwy5o%jg182FxBMVbuAW^yzOZ@v|GxC6&n6J{`M7^!MWh&17C47DEM{ain z4{vjs!BcM-IBG%%RV#c74lyk3c0WlXXvE$g{vZOMu053^y-x5&3G=1jq78jadAD40 z3*zb-8dFE`bEDy;{A$vjNR%s=R>$WMI7xcv{{ZpDp1tP*@Ryf8w^$mVp)S#CvDs`O z6N4u1&cm0H-xD5HZ)pUM`g1vrGy_~tU#cSkeRigEKxgtj_)(Ybq;dX-dsucq?V&B1 z*j{;xM{+mrj|lngOIOVE<GuV3Qh+CXG&(LBa})}CKlzBisH+`}8}>QCr+>F#PBr*k zlzp$XFYkf=_P+7SLyo{xq?r|7e{>~EZI@oMfOin5xSxr87&<ZUSt_GH@B`K`tC$i1 zzpc?{lMi)t$zg)(zr9R+jaqt(!1txJ&6$(@5%1lLuhxKXm7m(|SxMzayzS*Z(24l) z`6feZ3F5`K=E-mOV&E%S{O4|d7kK$mRt6mDIH&aj8-)h&G15-(jR9{ipt-z<6THmi zCrY_j!7m*4V>rk`fM+-<d%|2EehF&xZI{!*)1NjK>Mw^LMZrAjdLH=qDbY?>z;E<3 z&Un+;_TQXyme&b$k}WTuGQFRGKZwM}uKqUQ>Vxv4m)DVZ#-al!(Wm$>(fglnLEW&y z#N^|K`kbA#J$MrQfKxrRLb{lDr(}8uy+_@tv-@m(2k@fy#+0GcsHf})rBk3gP;`&~ z-G+1B(az@f!P<?GiXV0O@BUSBK0S3E_-Oz0k7M6%Votx<lC|fUE76*pT9%AHf8)VN z-b>t=3rty!>jJ-dxUaB+<s@*taJ!2-cwb~6?K`SxuwU!**e*5XpW3REea(lke?!n^ zRu<3Yog<mah8aHOO(qxHaNo{%k9$0HhF&b~bHHo>`r(DE2k1~QHpX<#M#wo6&iU(~ zW^hgl#0IVTkni=`CA_yN!9UZB{jN3oiouBLOL5RYr!U3WsvSnXJhwNP0lbTfhoWM) zf5S&dZq+>%Je!unV=C`<gYU%FEA#|?)B5Oeng3VRi=Fqk^oHW+3mSdodkx)ROo-K? zZRigpqD4Q!C(p_|gzE$PlD@m0Uwxip?i-d~CmriTM9c=5DgD6QBkcK6HsGo0^|AKu zWbFU#a=2=gfj(AM_W%Xv;iukmSZ`Co|9VYUSSh;`>v2^qXNvH15`Gj(X~S<kr>K1c zb(nnfX~Sj*ypPI6Rw*%@>(3uqwV_w*{!V$L&K~$dphe2*eDJ7l2(q(y0<Xws6cYq4 zPjRQ$I58G|RI&DlBU@2--=X_*6Y*p}v#s=R;K;L2HW~KExDk)*x+t_NT!=a+Pchdt z@J@V6BqOryiJ9N$d`_T0{PpCQ3h6ugXxg@)Jm9gJ2z3+%IAQLcT+$yq_aEPANNeFU znV23P=l{3}KdQgpG2F<9-$vp>_3*iQx^gbP@`j$Z<9g>O^nq#l^|JEVTfwF<zWa@` z8}Ye6+cX^aCnqy-kA#CA;d;dLR?B<T6C;u$YT#dee0RN9BN)05-S3LS@~E?~uhGe) zF1Ma+r&bfey!ljEdU-4K!=_`aUYeM*zfo_qg`dw}9wyqKTcE#?T-`e82EVnD4eJGE z%q<!xT+6^`5z=|5zJ~L6<LxIK*Jd*DUi#|M&^N&G#T8|;Wt@ref5Uvq=(}E&_>c1R zV836yquE#BvW1ytiu}kY7IS~hcv#SPjw|aDI4An1yM)q#R~`RKz5910bZvZLHJ9Ln zPNB9%V)YvKmWEfql@f$M-I70ZL?if!d&3+bi^EqVlL$-3bG3=J{;>i+MQO?7z_TIH z)ho`{egeL{eMBtcITPmAuQxRv>hXQI*|QbXV1CL=5$K8ePJh(SnfeUON2I+{0@A@} zYi(<99z&h@w1wpa=4;wKkI(-wa3j3w1*G|Z!MED{#>HcUWTMKbcuytfAdj9XQohIh zL`_{}*Oh1ZJzCnk4r3l|dWHJi0&v8tFOLoi!vD`Z-Ym)+^*Ooz{IO8rH*{_zYjofh zrj@=4s2;E*jx-j;jkdslBKlN`grXZU?55Icnhagvd8XmVh+BIkPRl4N0N<Q(sdr{a z{tkbhquUD{?C}`8;VSw7opraWZtSJs^y(G{FXnc&+I|P<w}xqGHXq1gj+JliN*x4T z{n@=(?Onj<u8FpU_2QmiZ`pSk`%Hz-Z`~WKhdJB>_tgRL1Rb}Aj=dfSpPiGjt%QvE z=ojgua(3YJ9WB%*CxRa!exrL5`Py@#R&9C}ym2ede}Raj-_!;xDfHpjMO(qI0h~JY zPVKi{Zs2D$oboqC+<(25F>s?Fb(q~AnY!25&#P?vrWJjU$ZcogRq#FcE3A&>jlkcI zD~g#69@yRDGd{kk`z5Y<U+MKiJ(91ZaSOZ-#dqENYJe9gGL@b9g*pv`AEy8I#oW-j zCt!^FY1;*z@?hZWZ*EqpZz9feX+K#n#h>j?*;<`_h&hp&U{BW~_7l(*kM^P7d8jYw zu+HyHw9d?(=&FQnpsqA=1<z}AQIMXs-GwNB{yKL6b2^)|bI&MFpdM9ucx@RxDDi2k z8=>e^WT(%CokkpUwtLNU8T{~>R(IvrV(>-&7C*fK{Kr`GquN9^_+isuirRIZiGkO{ zZRW_!^V+0li5m2maeBkC-^qks;&Pq*3-F1C!w<?lhfk@X<91a&)b%0q1A=&8+Wdz* zP5~FK+eO;<8@^)J=4m&WcY^n7^{jI(&W;GvTKjtg^>&?QrPy|SzZkoaAE%IyKPTj! z?Zi2cw;Ovbp5jDg*tu+Z#)mp7r8H-(5xl$E*&ka^I}*Ly#1=ad?~^l(IV3PQcqy7T zIdm9)()Dk})ymxne&*-9n}CbFp&K~0c^&>ni*C2+fFGXD@Xuv#fi6ViLee+fOSTpY z*5`N8FMj->HE)9ZTdBwX8gm5qs-t^tZ-O_qjj}8beg4hsS*9trB*J{?6tAN%ct%}L zu9vgGH<zOfe6NhUFygk^4)j;WG!r6fz<Cz-{9$~Ax-Z%AQ(*^i57$?pF9ttA-UvuI z^Wp_`2Jy9PjoQF_Pmg%M<8mif@6$$~0lp-A{M_BWz}*EIf3N<UNB<eFK;q}XeQCbd zCN$_s+z;>FX*PnNLw3{;I)XV-PLbwP80xh-f9{YW=<z$2z0B5tm-o_f3l@N%V$$nT zXp8<p&Eeylc+4q&l~iP*KM?uq^l=FJx{B}NtE=4br+VGXciIv>0I9%N3%jAurxwee z2L5EZkpA@oa3G^?T=bE^^RE_BEH9((&EJ|J!+#BX<{x<c-GO?$i|dqLr7HY@f)0KN zGzIU6;UiDmC&YX0Nx5Mk;Qa!*KQokY?@m4Sd_V6%_=k%tK0}??8GpMXSO>bX-1#^1 z)Zl|enpfXLT#{N#iaLOP_6C(fU_a)Tjcxl2byysUtSuGJPd}iaKhd}I_$|zNRirD( zL#{-jZiCAK)Vq5F@0TlG0>8IFA#3ai{1B5aA9CjbjyEzIwmFWuLTQg_#3^SYpS+ga zC*?qF-CS3xKtD7a<dAg>@p4P%J)243f7S1E6+W>5e@`Qy-9PJ0upFo>Tn3Ny^s9KW z6asqz%_kpy#h(qj?hu#%AWrP1{YMcAANhA{&yH-M4{&F@eSik}`Teo3zgys=Gr(b! zY6V>Mg=I49FYH_5U8ZFK?l-TkUX}I%cs8lo#sc`k-CnA81=Q8c(HDK%!H4g<`C-S& z9pIU^WpFsQp?^uIB_9IcD=&_<Fm3{T@dt`!6NtBWCMYw8qY!5WPIP)6gnsLeVX`LX zC8}C#M{}}W304KhT5Iq=Jx80{l%F{ght=#-4}hOI{k!JCJ|<h@<$VQRU46{E#v|0O z;9Ru&ZZj~(-(OESIp(xVCRPl#D{7sFPQ_EQ%4UpAP`+2ZnT9&h>4j{0?pEv%E4Sa7 zf%{{t*O_lP1zd&CeVqn#8q(6&$F|6am(*7Da`F8cIUlOX6oaQjdtpC6>T_8>l|vM` zH?}8)#Y})>G*Hm*c*W#Qd{TVcYyKH~t!TSXtZ-v4^y_u#P2dsfC%Qj9RRu4vDIqcz zzu%Lt<C;6_hUAE6G2i||hu(7QvM0A4VWWPi_%Y@&9g~|^F3sW|tsgb<L!RNHd^|3J z`}D<Um)F!W%)S0F=HJr7?_Vo)Ip>XfD`q4!HQI?VP`H0CF5ZPO`h4!9EO;M>O}Ak~ z0s6!PGgRTM;19MNTnt7%rebO%`U~}<ZC$`v-cR6cweAgjl(ApBFgCjz?<J6<{lw~* z|N3l$cPx$n^_AAIgz+9_Om!qJ6v0dEYwX}vK>zQS5Vi%pNNq;?->P=lBc^cZ)@SfQ z&PWGzPVXfVmqO+37_X3soPNsi#SrMf=aMQ&nDe_Y((U0*vLg(`O<Z-Mt6OU=wKZt8 zC%(VgR&NU(&RR^1+yUV0Mke>@zg_^2wAF^D4EuV+s0%LA4}i}{%k)%t7<GE(*3h@w zn0r?#u3f1I-f<*n{L)?U`A<)g_iKS?G#Gkt+aA=#hx(4U12?eVk-9>ai1R)qvGXhV zXI_@RY3F%SPemz(oel&ZvVLB&vIlW8oyO|qckI2ntq{;-fqOXdK%b-oe|xXFdq=^K zs*CmfFx7^6SJe=U=|$kPCq}Q|Lq0ukka@GX8@RzSZ}Dj0lTmyE94@A=#94`J0pyP^ zgaR+M`~mdi_ZUll>_lGmkA0lK-UHoaLb_;(o-5(ssAnSdA8(G4meTp%f4<&lDCT^? zW1PG7;-?>csyHXS-zUJAm`TyrzYzXzCZd{(xn#os$9wO3d+>$@zp_sO$FaI%P?-jt z|3Q!7mxq|w@QsNC6<J`v)QIVvy(spZ%(M^lgYTaI;dXl?=1)_7yR`nzV?L&3<T2Zh zy^lJg+Be$KzxHabTn4|T{t)BfZtywkw%+8|skb4PiuT5CBA$7~Rx%E%z}Ich=^eg^ z|EvC8-)}SmS23L(v_YM}>#(avVy-Q5QD?S(Y9IPo?RVXp=gGt^ljT6qa`2EQ#O9k3 zkETb%K1CzW4WwSb9*I7qN8t#C2yh3PX}x>O=##~@3Y53?;ysmc%hhR-k*{crvRt7n zsK5C2_zHA~=StTi$DyY>VBu%Q?+U+%1#OAF_}rb>t!jD@r}VCQ8(<E;eEfk3GjQ8g zxy9h#7T|Q|!KYU4q0Xrqc;ERSUiAI&N|L!75w<UTSY#6MU+$e;m?HeyO}4E_WA12^ zW*97tyj<hkW2<)qdX8I#fA=#3uRI)f=Eo#(Pdz#Qb}9V5!=CxR<A|^8b2;(o|3aFQ zNp6^LM`Sww@r6DxirjlV9r<scj*4wC?uYzC4?iDYGNJZ>_GRc9)Q5SFuTKiw1Gkhj z*4_%8nr-n5b^%x7WuJ3N5%O>cweO`&`1@a#yS2s81i04Km?Q-^#8C=?d-1pzxn-_O zmw+eq(D$aM!ROM&(R|Jfbx7m>4S~Oyx4tG(NnFOfU+`S=j%^Llsf)hqya%3)3;oxQ zwXg6wQ#|Srmj%3`Jf<@Sc>W}}#*6^YCxuGue7Kk!adl&InFf9MK0%?nH1JA1Y(KJ^ zp?-XI`Q(xb6Z&Z?uN^GF$3Cde1h{=cUsd_ssnpD!5R92zFwO)Iar3FqW7Pl3bgdQQ z!oWEqwx47`pLelPi9CG(^CcnQ_Wh0M*LyafQDbg6+d}1h`Vr<R)(vJSlz<cNl3%T1 z1wXYVwXaSD^X!I!W_=biaU<o8jN1k1qi1F3{k-7Q!qxLT3HP5(`GNII^y?A9K4u#X z@Q<o{9C&~WbDRe%FMZs>>n{7UNpTc<5jB}SEd%VA?W2vP4YnhShNkPa-N{5ot8X8N z80wML_Y5ZVz*G6WXSSej^`W^?^*bNFFR7uUci=-Nk*T^v8hqhgN}8G-B=|C?c4|a{ zM@>psP<n4~M~L;aM+aX--pQ1A)EGp+)tziU4}5C1RJ!?!u?z8T&c0$d;?PHm`pVaf z&@2AgPAuc||83Pb-?)Xj=x+V0V8rFn`poZ{THuEjEG`)#E}59{mA|P6?}435O_LS6 z_I&5`O5}%F7vXMIJ@`7u^Mr&Tt_+<vjTT0J@%dgh!UsNiE7!v2Ip7HePQDL|p*NEb z^|vxWUCw+Vb%PW4dHgSNSOEBp0AFKtu8%#@7SGc2XbbwfCF3hK?ua9)IcvrV*b_R! zdg+rN;(B%QNb@6SqWzcfgVAK@%N=FjyJ&-F{a(2uE*p8;<E^#%S@_-m7Ne*vgU(;L zZ79Rap17p<)QZc1M1*}gL0JPlu*~(i@j?`IjvYB8;rH#}8y;3Ydlo#jN5S&BVel;} z?Z|kD`&-c!PTkOl`FBfO$IrXyk5iV&hUkm@o^uw4fsY|e=1RXX3Ovq5XcrgyF!THO zCAPC8Kf2aaEv!2ehA(et??&E#ITL$_={Ec)UV9nmqn^4`c)LwE5kA-AN0*Zk*CXak zr#x%n8|WN%yEhDcGH>SEh3obNyTDH|#*5H11US5-LjHYYHY@F14<3i!)`vatw~3_K z;U=1gI!1k>g24!T!A?-JQJXmvv9UViyxqWghMm3}f5rSTtw!LM1omw63@#L-p4Mue zieN>*GoDJ~O$dda<0L8a5}tSVnZRi+)Z;=yg%dCP(RbJ-i%}?H-WeV8JB$iC<2p)@ zH)YT<MEo86X^%PQi^tm6cYzoG%l3dW;?PchkKDF5&_A@!JT&+Nf8L_B(?Zu#M{sGl zyorV1eAUmL$`d3)VC8-g=M;&sRcrdH+7JJjzhNC+G7f~VzrxHUbm2Z8dRk846})}8 zTKgP7M>x(=Sp+&?l_c*ElMLXijPaXQVa_?K%{Fb_=SaNz8M!nc1Am8FzJS=HWa7+y z*RBE7$D7vL(~RDjzpB&ujsC(uTScRmZ>X2g@8J;M1OCswZg$82{PM+1i$!vv|J7X` zxL`PfdB>;uzU(mY8=7jXhLG0_PE9>q8U=6Sh}(rh+*9L%=_i-iFyHxlzAIqbnRpqy zEh9u4_<DEt`ms;o(H%D6$kZVbjv=Q@4uK#3>p|~vI%a%Nt{xwC;LDV>q_J;^qnF~p z<uuR0e<PA}+42r>+zdV?or9?F@&$=H^dB_U9P+Z;(Z4Z`2F0WP`)5rb6^{Ark=t%g z0XgX31L&;&+XI+hu`X!if<1B+31_9CQ}MUc(9Vbj&b-PURxsgAa0oV^-ipsPm(V)R zcMtw$o)!_A^5E<Gm+*YWd^I;L`R*|C@&ZZqnhVaWNz5<7$EerWX+JM17z20V$apa4 ziMm{ZazO_3qywXTi}sed?=$Mr?ef@fR@`U#u^InekW=8xQt-W&cS*>Jz|W9RWc;ih z&VlKwowPIVf&U*vKHxc{i_L-4c#g>>J)tiUAC%nhg_6L_7Jhx|$PVcJvK-5Xy_KND zXfRjU1TRvVBY8OJ5YA=py59okJrR+17n2RqFXTSq*@JjdQcD+??hIb(uMMLj;GC`o zyU8;Sh?8F)YO;5N4`~}<t3bFCij2gnkri<43uoCD@-YV=I;Bq!oJ;;%`DdwU?DhF~ zlDW)?MDV5N$VVZLrwovP&=b%Do^0P(T(l=jx76Nu@<JZ2+y1i`ysYjQB7E$)Clbcr zXJ;`_KlE$-2^H{3rl|EjQP+_l3eJQjl!O0t`)!aK7x3BWjKbZ}>xk#aM91ej5LXKJ zv1B68<ym2zjPKDq+4qd`FnDi82WYqBIi@PhSe?5LA2nWY6%x+5ahBncv|$Hgtc`qC z5`B@w9G7qxFPUJJ-Q_J0-dDJ3jQ&Cs&TCoyy~1el))dBE2Qq<=nS1XyKwYO=zr(i7 z1^dA6p5svhZh0X0&73pl<U3DZcy=Fk)`hnBsn)ir=c1h&Zvuy_q}GpWL%wqMdRJtK z`KoWlTwE!hyF=3@K`$lnDq;@5uSDFnbpIOdbsl@@52h}*+(ut!^mSSW^Q`Y>#T=cr z*vIm*IltkL8*!I&_MqND=$v_{7u3NElu?**t!;uHnPbNtdpb8_`GTu23(iMlO0jiG z25|n=it5)Bm{*WZqd%HC5~ZTA1;l{Ahe;NP2TNjqn|xYY?so9IBwl~h*9YHBrlGGW z5&X}m+q2F_z)$d6`mpOQ@YG&5JBH&tywdj`>Oq`oCL8W{LH+kcZ&xf2`t4)SzAox& zL&uubLM@2=kiX@7q#NqNRJIu=itYd5SwW)F@z7;?86EjO=K|lhk-vGnpbwNYX8$_` z->b!%B5^wOn<2g*6VUHuD)vqPw84I%ChAERN!(wTkp3o0=*0>i6dyo8GcQ#rwVT?F z*f=C~>U;@&cY3(ZLh(6gKljZE0ncq6(mPFoy6>9JlFKddA18_AhUGETk2jVU&!2H8 zgvw?s-(p^-Pu(RGW`ug|XkphS+%Fwp&Y#yY$4HZ%QKdznaX;fA$2Q=0)7Ira4D-Or z&TMEt!kl0)=b!nY$I$&pRergTxM<^UR`cjNa7e|YyX+32PWzDZ{M#IK-xnh5b^Q=; ztZ2#%@%<X!2q$f#ei*<1G_UpvbZc~@23s)?D5w2MbtxEe{%FGdR^*8fJLO+lpuWnr zztA?pO(uMvHL`rgpS$0#S#mtX{Gf#T$Vcer>=({SE=R&2Sj2zfG3Jo0Zr`f3pqCaF z4{|WnM!Za{VETZ*oa1r!lo0r2Pq!Xz(7y|x)8Q+h&Y?~^@-^~jb-x|4-S3*RBl5`R zw9ff>J=|}j#_9(@f$Q*<#Yiw=PLWglsnOMy$jkS=U2z+{^_*W{F4E!LG*1|5p#M^# zJfH7>40GG>KbtoWL&p>q(ZU11$j^5tgH@d2YZ+k|<F^I(Zk_1NK;B^ZYdyF^2j2o& z%hkza=m(iol?H(yPp?)T7XuHrm@>Oq%oz2;KCO%$g22Z`3okGtKVE4K`_9V(-@6xo z!+f|fx1p@C4MLn>YT-EY3wT((KSf^UBK(bSK3$8#^B<Lqe7_?X^KG;1ITqmG*o`uj zS{tISnJlR*xeA}I-S>+4E0JF=YZ(>r1HaZS+h>LQcl`E?GHDt3!v)L_EakzcmEMmO z0)318)E4?V=mWFDS-mV}FfVzV)85$vT(>g0U8WQJ7I`{JiI}7PxVD@hjQ8lp{KxCO z4(gHd-IBXJfTPZGZ_joEuXV_T=FvR*<h)-;dx3Yawhd7GzJni+$F|6f8t|rEba_UA zgW0XGg?1dre&B~n|2RgV^H?#<m3;+Ys<(35L!r*Z!-nIG=kDX*-?`BmYmPlShDKb? zHt>_W^M;#w8F<?8<2Q~r&@07^%)i8WCQ&Dq%XLFvuf^~!4)wLVv6W~v>Q|NUqrtn; zuc~jeqB}){{SM=X^-oa8g;`zR2&IJnk64-Ky9!^F^Ui+y+2HS3IW6>}4yB@UR-Q(m zP_6JI`#*iUTbTGr#cAxd;+f_$t#c*9?fhB}iMV55Lr}{I<|u8v9LI)mpLaXtWcBR^ zPA{U%R1f~OP{E0sI>deLLtYD3(D(jkvP*t<9(8oBy27jbxR(mYuNeqp&)nAKL(`cK z#L&Y`7oNi|#CFmb>4=x`;qD9z*^!Fh%XF0fIR)^{UlW9fIOab~0-fjZe!qJRwEJS- zMirn%_Xy`Eb)513r+&Pjme1y!zrjyQ`93TO9NYa6d6gp*dlKnHuEp+y@A&!t{Q}?Z z2=Pggh5z=7?WF6J3B(*SL_Lry_%`Z{#7X}<@cBFA#m4&=^9TnUuH9;u$lt5M(w69h zo{#3+ScGFAm^P0#Kk&GmgRAGbFegt-%W9Uvd~KiU=+tHKh8L+Ue+UJU2&d|!<L%JL zOUJV2P|jmdoPo0@Pb~USZHHiQ%yalZJlgjC66&6rmjWHAYl^dYXuTGo*H2Df7~}>I z*Jy&P{4elCxnA8?Q`F0Q^+g{mgTJ7+X8I%&yvmHn3B&L+@p-RV-iZ5YI+A*5>@fO6 zwzEG(F1ixGwg38RaJUilB{DCP??DeqWlu`Rc~Ez`WKnnmcxt6&`zr3gdJD$~1Jq@= zt2dTfF&7->-X^+F7kZ9qq2+ub)Pof<|MD_W=Na7VeXd9%-mr;wUrq%sI&=H6tP%82 zPg*s0tfFrI)@dG=0Uwoniav7a=lcS3<y^u0q@%xCzvndmEa~Cda><df$ZkFu^b!8? zlnWPCF?Vrk-JZLNex`;-q~{YI`~f~?>YVriznqhFzrO<?n=RJ4@1O#`;%dQ+7jWS% zqc_V_#lU-;?}&bh@A0^NOzK4uiP-k~s#OB=-`tJ|ExZO!#P|T!7wLQlV%r{7ljwHT zecm0S{^(P9<#htwKe!T84}O?m+lF~W&jqWLdiYCD9t+?3*_pUXC1XoM9_Q^oe}p#> z`>&bnDWb#>M@jOsB=Bb*CY^21NB`L7k@L+E{o&4gcP69NQKt_ccw7Md$h0c5-l_`k zeYm5^gbDehy0qxyQ|MN94Ad%Po-2M^dq5!oc_4vHw-5F74)qb{7vMXJA9}d2A9^=m zN-^)NZ{go2Q1`qS@5`vxlI^lI-lr%-VcCD@NnlG|5Z=ezr>}c+W`SoptCof>!C!A6 zbWxxNIOAl)(0e`9-%dYI-Ic<<e-hdL25~Uj`@+$yW9ZZ5ikXg}Ut}u}`<;M$S-76X z!KLI%JdslBD#QJ$UT16ce-EGi6c06{Ncfo!)~`+^p%2&GK6wiHo!V=x;pH^=vrcE3 z=GdTz;hL%LN8I?Vmy?r&&uz}W5HIo_b(%(5=zH|%ga78(KL`Ow=u;Qee2)8DdrLp$ z19Y?2Y%%(4z(<C)E*--27LiM)Quu)P{5SQbE9T*pT3feYgKkbybY9gHcxv<)C;q*d zLuDj97&IyZ&f6jHMx}tgP(!NklzyVF?mnHeof3TScco9Ky^x=qIaa@kA|G!bN)14L zt4BS!A+rfSNm8J8z!&U^@i5EKLVuV;!P37m3Er9Dmm%d$;QDHOjB^gi+jIx?9p|90 zUwqo{558kmGxdF&NAUelz9F>pDD;i&8ryS_XXhI=u6UtNKeoO)6@kw`7N~W)K@9UR zzaGh%V(2@n4W`;15%&a_fBr%q8hZR-I_5L>r?gZ|j6fH8U`^^$h6VI?*H2V-L_lXg zA@-~q^Mv6;K5Z%BeP5*iLv0BD3)gy+jIBC!z`H(f`SSvGKn+V$5_sRX#Rit6J8@3Z zZ%js`pGtFzQWi#k%aI*LaXtq=cbR|w9pFZPl=VX6><IV-`xS<_eRUvy7{s@(eg%&E zdq24Zyavi^QAR$Y*iSz(^^zeNeCjCj@v}Jh@dJGpg}|d~G+NZ8bD>uZHRMw}fOAn4 zt@Z~v$fP*?k?v;f6;~xzWH4v%xP6q};t841^6nS(6G#1W>G^(n)QjiTboyoSXZP43 z(OoR4$7TE!%z=}!{0us+3;b6>FU$2h>Z<(=ngdVZbMB&FX<ZARsH1Ojk!LA<t1m8Z z6+j%lP}&eMt_OZpfuvwR`Vy+jp^wdl4g|}uXLMq~3#f;Va4EQAPF>n`IZXh*RMT&} zE*IDl%f7{@9szIos8FyaB?SDeI=20GXQ7uW9?1-Y{wLeQ#>C5<Oz>RndG2ZfewLV% zQ1D?AbWV0o*OKAeJ{N4MScE;_BB_;ZyO7UsrLK2zU=Q5C1ChKR9f(}M`T!B|2_s{& zIDX;1Rj-`!ScR_5<IxALX4Fd=Z>|3Qpa8$Qai`gbm+<3t(DnKN95%I&CN~HD?t^p@ zi{rZX#O>g<#_PXb2_Al$`jpFvV`I~*HNY3hDNjA=KDrUzsf$v)7vYyb(iid1%Z=bj zO6(F-h5kC~^yo+6t4Z;$oxjlE$|_rGK2^l?Y4ayKp8^*Wj2d7;{dj=H+q=!%4ZgDJ zdrqS-Sk_8cI@;_+bV(^EYZtf@5j<1OyfwHdC9>*mjM%fBcBo%hANYNaP5>RP3-RJi ze*i!5el07xYkc4A2=aMT(=6PJ(s}(;w@sa)qiC+`Qzj9X&P-BOs)#R)kse#6$?!*5 zWSO`K9aX`<x#R-$+eg`an6{zLa}}=Q!Sf4|f6{XW_4xaLM7+!yJii{x++aiK&$jBj z_&M1TR)PzwR_ODSI~6uIoE?bH{#^ahi>O~^tVCHp!M{<=@njtO;;mQX$_@@7AC)t2 zrW}EuC_=a2Q4}~Sr8#G>8t~^=ZeR5{P=}s4rArY6ezIToZ61I4CWQ8wOQEjXvs+l! zDH%9r*t?bQa+qV-#nsqj&K!4TG~g2AUC^!2ttqIt6cd?_#G!8*nus&8r-kpV*)N{K zQuvj(Wy~zCI1p@)MU!s*hd=r!Rom=yB#NUqj=n{_r;NV&-U#)rOz}UFn)kpJ_o@hf z|LI0F$dpyhg2(4^<jISHLg++pxIF(Yh<Gml=6NIfpV-`*ndchNOVF+yJ&yTwkgbv1 z81hL78{_QGRrqPe4AZgT97O%~zPd9F__QwjCz6H(Q7Nf&QGpwJe&LrU1*tYfVa<?X zqYH2hLD@7D;6dx{!KE{5@GYzk;!B6#v$a9URcYCl=qr(+bG2|I`e@A*eOmt8_wJzU z-wpjDhuBO|DCTtxv5Aw9;IF}x5ugEm1l8zdtr+^K)tw7}=rNxZ&3&Rii1)~3<}iBw z6MVMs1Qf)%gGc`-=rNra&P)3DjorJEm#(K4&kUf>Kd^&(5&ylZT3m^Dr9B~h?2#BH zeB{>MgvR}z!7oQYYu_m$@QQw$+$s0M{KqmR?knn!VU|>z3DlYYmgRWVf52xXdFNm@ z-WNd=Jl4hoe0qSz`E?5BZE2*o4d_dh3%*-zL7Y7;FWq)62Ds|}_@Yxw;1`er^{vlg ze?jBNtUL+m9pfUpb-=G2o}2tkfpZtbe<P#48gp!qL59Q^i2EJ87MqYy_pvHebE4m9 z-0~|l>NEP>4#Ci@Q{X{OO(aL*KJ4!on<>SA7i6*N#)x_DA>sULVior%Tlutdf&;OA zi1wE|;+t~B7K1fo_*#pKF&OOv9w51pW1Zqg=<De+PWR&Pf4?m8jB+AIs4JMG!3!N= zecNvG3v~lcU*5!~D<S)EpU10M)ah~s`_G}SDl#$D{Y3-a$1Hibv<d13zWAgC;CO3} zgS#yEVE!HAf2a03_TE}hay<BIPZZxfd-wwt`kuY2>M|AJpO>ogeL^3)EjG1a+Y{jR zw*^$I%D_vxQ@!sN>JIi3C!4aX5f2Ikg}Vvt5s9)I+IbCr)jlfL(NfR@+`T7R(F|T| zL-IUNJo@^uq`s%<rxw04Gq9tseBr7d^`;*C%`0~mD^ZgO?*h9+2jQbRwYQe^8F`Cl zS)RK7CUosPTCG&n;42js@O$tUaGgCCjT5Q11ce_QJf^S*O-pV}g%f#1&gZH*aGr$3 zF9l+UU5Vy1d3VH2-3YTFIvwkL_$;u{1YFq)-)#+9{+c=Pum7rPaF@XEQR?hT4jS-- z{0DzZg4a@1kw}+@I9)P!fhHBa2!4e}1!vrV!wWX5vuuLrCZY9*lOE5>`pVIcb<7RE zHLkQE?@mvh%Q_CfBdb?FH0PjCY0v##c^7#m)>P=+wSG6Ek!nhmkVOAoz^b2n4?Z~| zI(@q$-3aW+k}8M-KR9~waz`KhDxT185paZWuG4M4?*k;lCWnbViWB}J)CYZI!4Ip~ zET)zNK0|*ntUfjn{4O<DY6kG*uio{ePEy0X|Jos&Fck;F%=PkW70yA7s^}h5^l=4O zmY=*v9V{B+dtI&>c#7kj^b+(fS)O9yXL?+TiA#H=KB2C<!)th90=%N~kc7V!=yMZ- zeCzsw3qP~F%pouCP8?8McN7MmFcHO9bTIh8J-0eqY<6T~=TVKECHRh6P2D(pGs}+9 zqOJbh<mgQN%>L8g1f2EJ(Zl&n7Rc|`JQRbg_C#?1nMX9>!ASI4WEk^+ui<czA)uQ~ z2>o+D{tR;(<Fz)%HXGpSLx1%jgMYig81aM`bq-lP=I|5fRz-Fn_sX~ly-~BoeGz=V zn5*i&pV8+w(u($J*J3}2S%-LyC;ErcpH?O~ml^@1$>PWxck7q8Ze@i2M3S+|0(o9A z_;fTg@RPm0GO>QZSq4=Yu1R3-{=ALv>d92psf~9de$8U;tP{%epbfmypQ>!nlCkG6 z{VA;s_65I+IlE&M-^)<<Q1Al!Qeju?dA?5YjBiHyC8ADiJzG-dxDESKnCT6Rf`Px% zI0iIWI}l5u%-(!kfd7i?*4ur;Jb2h=AmTgp0=C>Uw_@NgQ|Qcm2k+N!F#byq3-+b; z4|+e<#P^BU=`jGFxGm?ibk#}t1sXq5no7bvq_bZ1n-mGU@S9rO(YNgKP2TbJs2wp? zW0G$K-Jn~8qSO@*_>$f_K6djVa9v)<8=1g|`&LRdvoX)Ey{*SOVF|uOi%f8o9+}Y1 z_vCDQ<4Rn&D>+3S<V1v4ueSSRt{pd!Lw>&%dSijg-!YV!`|cZ4sxQZ0O;vq9%{uV5 zvtv}$j<^yYMoNxLPL9N;=4fyLcm--@xt<mlcEsYAwUM`)@Ow)1zs3g~CWpn-;2Zd2 zg$49=@iR_@nf#xk7AENKT8de7^e{KCDoHd(9ikmCoc;(uFHYDcEVT(ZZQ1s_ZKzWz zjN3Bw$}wN75zYGPg!<}C&6zgTXUqZ%H^Mfd!<}GFclU+PYVZU9QSjj}9L|$5=*RCd zm036}47^=|_mA`y^u5~oH>A+7p86c2u!1}<EH+H&Kf>PDKewVhfiE<?wf)PX1Ki73 zRBg%40ef`E=&fj>vm&3cqC5)!@Vc7<qT%3ybu+ZN+(h1D5={}r^E9WR-g;jZeD0)R z`dRdCO`Iv8Up>X#G4y!a^9a=4=`Vksn85Q^<qws=3tx2(&V?7?Z?uVgo0`IT9k^6a z@<1J|>7}NA68D;(Bu=*<I17dMKT6jL@ELb}Xqd(v|I*4uPOcMVLSpy2-zy{Vs2AVg zGn=v_CQG+P%%C1xAvaonM4#X4Gp=b&g*~29rFz@IZ?b6}7k^TRe1344I|2RKm^uGS zH}p$;_C9cQ-cBaQ)U5efYn_Oi78_RjJn&@FFE`nYBL2_WMT+dk&)wjNtp<L<nppoh zun_$%>zC(UzyoWiIKofjoXwuBm5;>xENjv}v8n)^VvN@D0`Te#>c~9KOYr~QsImM4 zoLTGpp^zV#E8f@Wok$)Af5kCKDje_W_HGj`1?a|9&fP2X@C8nIO+G6G{hdWVt%K-0 z+*gB_gM#pdWXUe#7<~yp^y->|x6qrM8{g~m260p_VBd>6<kN=&n&RdA-~*)evcxVI zzFJ+%=RMD1udC`zl>>NTv-LI0uJQH+b(H&vP$GQD!*~LXJM4(SBAO;j)W@e54wQGI z-x#J5ebib5ecH>hM}hD)UDjVQ&z{2bKQjJ`9y%eK3nYGBHygsI=1PNX7H~cmdXiU$ zEphIh(=*|4M`9zxeV7LG=$ra(j}-Af`sQNIpE`j*9C2lAB?S0;#=l#E%Fv&uxxL_o z9-W>y(f-Ic)KlET+%&+q&8fH#R3ndhvvO3k;(5gRT9BW7cP6^UWWqRpqMmn2jjYRo zA6}ZH&zX<tyS{#_`I8FX;MpU-Rqpo0_<JD+n?TGHbG}aRyG$lpLjSpr<LCbVKHtDc z0sr&OEd=Ka;P&K|lN*hglQDNv`k{UZx;3rwq7Zu;5B+1d;Rnug>7nW|;BlWz_+=Eq zE97BFC1~*ci%k!|cH53Qy1C|3qk}#1j(hN3q8#|r0>ix(jo=?Hajbqq{+yC+8D_C3 z5l!a8?KfZ866W+FCv>1&`Kem3CiEHed42AD_hslET$|n2Ka&V&@ezp?FZ}x*=3-00 zC(_#Y@=v0^aMyP5(5Z)hN2<<WA9K$J>N645hoR4s^i;l$In&{U*0nFvIHwO~{W72n z8(6$j9t*tv`p~@ARV~!{J?9jjb&?4U#_l_^nBzzb|6%_IoOpug{z|7O_{ubrn>YHP zr>SEy4Ml$ulStQg1-PWDr{r$UC_5tNyrFH8k~5)k#$tdQdFPDU?eCY%;M2MOJx|CL z_1UGeu?T(m${dee<3ruC#@-m3`5OD1y)wo_Gr$ksW^#rm06MwOy7_`^=u3E?&6b`A zf8415&O6`)Klxe3`_7^6E;&DZ#KDCSdlvDB0G@K)TR=(19ej>}oimQ8bC)-Srv`7~ zp8VxC%Fh5^k#H@VpmiXsirl4>(H}WIpe)-3Tmm<TM@7+r7(F3opG`}Kk8_IH5OBZr zi!RghNe;wSRj<+DIP8-$r8#jx8}lp$;pqg#Rj(7)UQ|tp!!xeBAA;S8@zybS%MkEk z6mDq$-4EP-Ib3KA^=lFjtARA|%N~=c!R;HUxB3aUGr-MiMeZA~383!Zx{o~q`9(#y zhw~}?{@<KnST<%v96Gloe<}fdE<=k$)`$y5CNHQ;I9v#c5DJH8^eamqA9GB=pY;2{ zxp*K9=i^%DjVaWbBF%1QwpvbD4}DVjsk{S`{Z;DKy}yVb{LAf<$n%Q+bFtaT-;7jh zuJ`DHkG|xMb4UX2KlAu`KJtd?kvx%Kz`MgMAGSEdpD8-==;Jj!B_5;TT#pzM;c!K> zqyqK7R7vIAY4qtsk7Nqla1Pw2gFS?$k^c(6ePP^z`g)PQ>UO;Yp=2O?mJ<DdpsMUn z{toyuD8H9%vIEbk?_NRh7U%_+`jzTXS2~rAh;qM%9<o?(Dc%qKB^rxaB_{Z|rmg>` z5+f0>gYTTVDv9%GFiBmx03G0)l1IhB1594CG|6w0h{e~Rvu*m|&!cd|Xd)E#Vx<x5 zA5*;7v%Rw+*yEwXD-pU;j(c~ow|V9a@S04Wk<Htfue#nopo)G%{5Nyip55pRr*kjH z_+nmsM_TV6eEEgNYuK-tgJ*lCvY9^){!)~TLq#5TgdJ0n-Cp#gj%r3Zyz%fiNiQjq zbFn85NX;{xVL_aF$Y9-wd-(eBj*d#qna=tzU$xZ-AMDN%slB+5K2O;%^)I>-cU;N5 z4o4jbDz}%my8qz}K@(z@;I;gyFFDu(UW8>;8=nwxUK@t%QiH&WDY;}$yG%ltkdqKp zgS;1TZfutkEAqbb);+X%ZcEvL#-@m;g2p;kOzGfnCx<J(NI^YwvUE}OkrN?jE44}g z4*x!>Ht2^Y^z(0Yvx<Qa-}#$N&gvu)Oif>Vdl+yYR%)Eapu4nVSU+1@1mE3)O1ZQ} z2V$ggBih~@y3lY9^K9TN8F`K2<%mE2bz3&+QIC%$G(;UkzPy~}G!&EwKaDeF%^Ae~ zyk3shoTK1VQYHn(Vop+MbJ@~@5%v3Xp4y>N_;RuNo^i@^BDgJIL@J;UG1k(SjnII< zP2-4FAnt$N1(7pf;D51}TBP10gt@vyRaVdi=ythmokuWt(%oY2K3W6c3nC-_%~AN8 zYTf+6atZsK-j&w*f}c$lu9LT067%z247VTR^Jl(WYO&vf?`Jq|wE!G!`$W&UGWenA z?Do~BX*&{QnW@bg=HPeVxVM80o~K~qzWw=IvH#S3KK$_-_U@G_G1R7lXJW;|`WJmd z^JSwZHVXLO{H{~Ee;4sw=xBz21LjR8)NSwf!52jNu3GIm_<LNjw2(+b9b3hG!yb4W z&6~z?IT_?r8sX=K;3JWm8=}9bpl_65P|gwne#70r=7hXsxV6|5=s7WRdr*<%1p1JU z!T|9Y_<{d8^FNBNJD$ru3X75vl2r&P+1be+Aw-c;Mkum(Ms|v_LR>N;l#rQK6y8We zL?RkyG7}lu-KW3q=YFos@Atmn?>WzT&U2n4Acp5q8Af%!fed}eldonzBQ9Ltn;y*r zKA&RiJM+6_>;rkzH^_!_r%+kF&Z2;QbPsjwX=I^KJJMT0j&t<xQE<wOvpA<QN!}T$ z;Hl2J+K;osha;gjQXl=S)T^nxIFG?+ql0-=WD<L!1}2!N1mLT{OePWSi#ooZxAx#R z_F@#hf5qj4d#-L|QUDw;;_xGmToipi(cW;ePWU?r8&SM82A-v`xoR!pO7Ke_O}`@z zeQ?aB1D)KMgZyJ+5S<0TF46;6{ZS|IaYlFSx{12c&h6psAog^>JgoPQ3cRjZ_SPNn z2Rt#{o4PtU&*vTVCj{YR5N1-4jq~u-m<Uti1g}|pQ-%Bmco)~jqqT9s6>iz5rSSJJ zby0-oM#4`}oaUT3o^Nrik1Hhy^qJqbzlg~~-(>B2tlJU4zxHF{818TSMeFJs4(uBX zOA*}dWJk=+(`~dKf&Q%h#P%x>%nkpZavR6o-TE;&go0<^yTA4J_?8=S#y-;RF#cYO zlhCh8FU<XGbLyuu!4GJhe^qR+GjaBo_~^Sy^d$s&K0Jordd&N^=c)wifac3drr+_r zo6G9Xt6@J?KxfCo4d}95Xz#rfg>UkstY2lo|13&1C*-iF{z67t-`^wn9!txCZ_Yr+ zypjEU82DPQbPtas@XJLP(^40F9+#Mi$FCy5m$sMWl;io!I)6}lkGy(!ah|JE5_{oY z{SQzBKP@YUj@YV$&&%$(WaI2Y+-q=3y@@_%=0IANbrbl=WS{Tv&SCD{tH-F^1^S59 zVzFcOp75)mJP`tZeM#+L9j_$#A)5<(7xCOpTB)+;9X*M>p=N&y#4F~9O<|Wk;A`S{ zUVyXXpPy%*^yk}7#F>dHwn};IA^O&+{1Wx<hlZDva@aS@yY?&c$tU=PzF^YrLjU&w z-4!dlNYo9AE5>b=@KxO5qJ0qemVCWAd*CDXSHz~=YCwGM`(;#5odDkPW{D&daJAO6 zkgfpe%#2F;0)-HVnB<<WCB6k7w2?2?c6B01-#u6yfd0>)PG`(#59X@wr#oF&06#OA zdoT<9)1js15)}sM$sQDj=0b-@wIQrJ48Fv5Kutd$IvSNkpYN;V@G(BMX=8c|x(rQQ z`s;blL=)}GyB|1@QW5VCh{$0M_-KCm%_;2BZr}Iy%}d}dfs{KdzUW_2sIweRbRsC8 zjuU5M;Y)J2sgE0dDEi^m1!GCfw+T{r^LOGoL_Q5m&&52rVnDT5qzA!&q@3a4m?JSR zcIIv^&H-;;x8ffm^ig|PMJ!N<(mx43v4;86zw=QH`QUM{x)-{-aKMLXH<#MeGR!@& z?%^AQ4&}(-56hy+A5Ff;b{j8)=aEw8637P5ih8JA(TaHw=?$7P9?U-(*-A0=!DoZD z=lnn*{KbDBCGD~HAPgx+{&Tbd4rbPj3zkMaZanGZY!03+r~TcO7<k@yZ}+@LJdYgl z8{H>|{gg(nLlL;ocRUQ8q$JR1_peI5_R^Uc=bvwHxd#3zX8GKnc<5+qpRi_O?&yHM zY~2L<oU%e3fByUJL7e=n8l4NATGS<UlLC07H9*v42LIh4%(M0abWkmt3FhU=uEa*s zk17^2`1toZyg#4mMw}cWsj(lyyq`*=)M-ZW4NVOm0f<w9`MbuXSUd=aL+NHl;DKGF zvN=n1p!0c7ddH~<`lTmljoHwbIekm~r}$IML0b;k2QdNX)U-N%#q$hY$=I_v2Y-3L zrzb;je)2y#E$||)g)(qHv`3#`*+?;A-z?(f$Z3_I>DUvI5cOAr67$Jsl^Hhd_<d`1 z7u|qo$vgROYB^yZZ=J*SWC8fp43B7L@D9%ncWORQ#r|L8UlFp<MHJR4f8A{j+#=d( z{08`sl~Tj0=d>r$Rr&W$K!Fn>e$0+*#TRqKyjCX~(I5BORkXy6-#@2Jc37<i{eX`P zU!A~bW+=YaU_yV9yQz8gAO88vz*XUF=tQhgR@8Ri0DpRq5J|)LxO+M#Ucuj$h;uqJ z)prfPmFv%6Ss|}K%FvYfw>MTIRLjq+68yFvy^Qt~?2q&MAT41I{ItZy(~}3BepB6S zeh_$&mrh2=-i?T~t2omLyt+Qz;lh6({~wz*T}v<aSnp>YzL)Jngpmgth1tP}IgqL7 zA#@5st_qgjcn=F9ua>q-u}8Izac3qubRcqe?Em!A{9N=hN1+EZZ|gfsYY5!zOm!j4 z9s6nh7XssPJ}XJCFrV$f{2Iq(P9ONTDZyJ4M=DUSXN)I}pq`tHcBWp$`{t{(`>_tb zj7+}%;wUF{!3Pe+e8GRGuMxY!4&LMM-dDxue5lV$1cMS<oC*DT-g|f9d$wfKJ+1^^ z)Zbd7*7_s*s?oC|A_<PfuOqU)*I3~*x3zv}!3Mkm?V0{S@U-N848v-e5Aw1U<|u7| z-h?Me)sqwcG`YtnjC|q4)jW`N8~IP5YWfnzTkz&e=?Y^%@jmoDkGuB3hg7MTd=PUb z`?XKY7V2LmqzgK2<Cx)lsn_Sh3qJh3@`xJ$A@J&KF9((Kor!JYb&mu1zlq3liAH+F zLqXe<18kVbG)hYic<xG+l!YuStGE%1IVX&pFpm`TE{wTU7gf^MeYV7U7vj8yjFMmq z{92sKR$nxt?;qDIsPqGMk6&72^Sgh3y_1<WI0uFYk7^#ufWN2iw7DYq<IlTQ$1CMA zpCIsO@R1Sx`V@X==Ab_u+q0<E2A*<AX*{X%4tUC+=X-ynPxK$z{?@4$_%)69_a{C8 z-}FZ`d<Sr9W;NrsFYw9xsFv|Z7qHhjCs~XZ`F=YgUuoI`Jlovp_h|HGHQ(@LltF)x zW7x2>^@1a@V{VFDS_^sNMGrUYGW02X#{Tp^cO*I=1rS}SPQ<mz^XGYcoe7zj@s<e= z@F6jn5%_HlANj{LT7B(y1oKP#L<#6IoYN)=%jcLQC2M>ce#ntH@HpSj44>DWvGTJG zc+8?RQ+qt1;~5qI=x4}{xndc1Nzobbq>Q3r9I?o+w-`5$`Z^LqX#oOdhVWn1O^{4- z!hFhs2YfLH(MRLaF1ieTYi<e2t{5ro_s-5r;{l$_;(yRdrH#*{zk0UQ68y1&ZgdRt z<8s7}4oT#JK0|W5?icW3VrQXOZE+xESxhzGSU?Znx=^?m_1vpy>A_aq`}uu$SKF{Z zW0qXUdLHw;U!s}~Sb2d%$&|L(fiLbeM=$Jtk34n$ar#m8Guqj^Uq@bb#hy9YsMNpk zo%EoBg42T#k?am}sdOVqNZ;`L)1p2(H@@tOydL#Y&9o4B@q-_m{HFy+;?muahCf%a z_xUz?LsUBE7-)|C*oAXI;yFk00d+!`Q3u6aP3%3o`aP)#`nbE9yW~VopvQ^)yzKo3 zef)D;(>XS71Z&7q*KP10lm&Z_xemJ#f6t#<YqQ3_$@lrOVQQE=eXhH6lNoz9I6Gv6 zXrTX{jNBXi$euXwQPYyO4?ZZ~c{YIxs9%m>D0Y{HPZAM8BZTLn7aL4n4WCsH_maYl zoPYiWrd4S}E=0XArPc)ILz+A46BfaDx(8Rent0>+FAj${@d01STZzt4I}nRM)E@Am z{^6zhI`v`$x+txT`nTX0TNZlu=!4%&(|qR70se92UWd4q2J}DI$DarxUcC2mQlUAA z`i<prS`t3jiBPo`Z(I0P6r3xzHUnQ%N|Cg29X@Moul2dnHz4O2Gaq{mUkv8L6e-lx z>0kNMgV9&<Q*mkQ!1?lfVI`cg4|A3l{CcA3Z}W~VTkC@F(5q>w5W#)DO&xH04Sd8a zwLO!($UFUQZx6eJw<V+hdyE?Qe^Z_Px6Tpx%!C+d4?;(FZ;vE{l>_Q7_Z_;DFQGeY z&51QZeVJ-iCvSKe`%}5RNd$qjY@c7Y<Ae@{GeOY6TpNA@2a4?GaF2J>KQ#Wg2T*v? z<sJe3Czs~Fyfqo{1Q)xnsb@J8-Fu!>%Hnyf52b$Fu5}~+P~?tpC^{3JzgI4AF~D_` z<Nfa5Hap^(#P}0q@TSAv7Vmwf-HEu|0}n~8;6o&(WVSg5p7g<?7gfMf&lh`F>xzM2 z(hTBv<J_*ZJuNOY1>bHNW#i2Yy}D3)lGbVH5=?EWa`7Hd&c1cp3te)d$WqLS-SDTS zwE7T^dTb%!?&_y_;CUnWnT~qQ;hlLiPm1~2HLw1<u4n&z?rh{%sjydP<<2h^=x|P| zhfL-mPN?acgcFF*sjtbXEq24dZ${+SFG28H4NUIt&*0Ot!KrG7@BhR$PSNHm^iPgs zFUG-t<%XQp3Uq{@cEsb_IPfBMRrJ)+Ngl+6*(PZO@Iw(_m~tF&>c^v+U03eA69w!O zd*ckC6D~<V>;)dyRYy!AOvZr-K2;Ubd&7|kFWW)Bd=dS}+K@Ik@Yh~{)})lfpfkA5 zIDQp8%WLJP@;AU$!^=M|f55p{{}T6|>NWNxi#WG03Ip%crcy~}!LRQ1foz#s;LoJD z_4QZb%YS--jkMQ}7+htdDEf{58_knPB;lx|y5CmamxP`oxn=Mwg9FhUm9+8*dN~ux z^(q?VX^W@E&UsJZa~jeWRdEUaaHWlvax35+GQTX>w_*>(n_sSP%E9xVP2AJ>4)ds0 z%{+Xk9f(=R=B-S`!+LlB7YmrD_?EWB^7t@xDZiz@v%CjS=dEMajlA@yi~qqFLHwNH z>i$9WzrJ04e$0O_{2M8|o7JT4i9;p9RP)d$%t=~TKH-3mA#+XV&=q_>t_Rwe@SFlk zt7peE@!oflh~3%-KW4CLck_oM(fv+gzhAin@mi`PcdZBg>q|nc1IJOf)-^UKfJgc2 zmO7t={&H9S@}+`dCt`qe;fV<HCO7B3<Wk@tjmbVUNlj;>=ObT*3UoJ4)AN-_t6hj6 z@p%putj>h*29Jlj9_D{LJi@a!oQS=Aqw7WZzHb>6n}1Rx4(+_4dII_kqo>C_6h@$P zGiyJFC`UN38*cqVJfe2a)oI6h;<yqtzYZSzk=Xp`8D97&IX+Y6aRY8x`gKPb_5DKl zZk@a6_h#`os74}Q++-czd#>7<=rf&GnZo;tlHR^FRE6*5QBd$I3jNbGx%wGn?8#8t zFLm4q`l9>{mjlq>e<1txw+-Jvr9?FOAFgdI)-KP%&v~5~{WdoZd_w6tz=b|eUD1)P zc;wNG*E<R$!EYWGVd8v<zRsHM#o4_q?nLTNQ;$Z(FVV^S;scSmM|v}oBj14YC8Ms& z3_B1XW12Q6mEbd_By;2)?&FuBVwvx#j~%R^59A3$-}6Z$GWR|9zAH@^`W`_X?~G{- z!0$Qv^gxs}_#}a?-qCf`S+^^19B`OHA2g{@u;J!EymL?g5bEETe{R@z1mPYUMOIV- zzZy?P2ABTA{(_BC3Ds+^#A;Z7uOjfs>?N)b43h9oSTA5Ypb2077jb*DqTypHnAB&~ z1f85L<JY<o^gmRr9^``;+Wv8V?D!Sv1p}j)Jb_zN1-)2V5I;{V6pR`P0AFgU1chBh zzPU`I5LSYCTJ_V9WeM~0lnkO>yWuxppS?De??CX2(a7-bLLK~Sx@T|~^f5X!MR~~M zoR;Gc#Su5DQ|c-E=$wgug{8SY;O#G~4gR+Po_%SoMqTv)`bb=+*{Q&@R7bqDq><OB zj|C0(=sFS>$!5uG1~@mn?W=F?gC4x}D2Frj`5KfQcLq5eiG)0}4qMdAPb+shwwL05 z?N7Pg(vSVXnvy%aY@vg1(TSZBfG-PG*jYl^kw`C1N;#QtPaJd&G1p0gFW;r?<^$m0 z#;PpOP$fV&=wPv;A?QHdmDrBABy}Ooh-!uY7Vvu7$7~ONb|Sdfm6%>`Lzj?wNJ}30 zHU90DfQ0kzgy9jYnsU^g*PiwdCW^uTqcWYH&J}qgRcK=$;v`>yHbtx)&ZYP;Mf5J5 z=WR~$pU9`0lAiwGz_&_2Oxr#&gSmvZd;Ggq;df}bk+=eVjYHyW;oolL#h+L6f5u}! zj62(U{xWcd#eY&CYoXgn6tnmOJq>xks?smuk=i(oOPYAUEw-5HDfA%X`Ze|)DS@AV zg6HsEMGt~XqAWB21^jF%3Llq^xe-1d&Ku9v(KjU5IQLW?ej&7X@2u~E&uhk;?0VE= zAANP+ZS&xMUx=uQ`vx8+{q|)B)QQRkn#nQ0u>bSbGSA)f(48iz80Y|3|E}@9@zfu2 z_|ZAW4Co2?8JpT4J@zDW6=_4hYk*(+Homu)#epz3k4@D9PtVoGGn~+m`4{`CV|?Jj zEJv8%eUn9hQ&Ay04mhSqy49Em^;d>R_v8WamL$S&+y?60h%GaVCb3ZHq-;$X-U2^O z<t}j;;C(0v6dYA0hyOxL!<hChN8*P3bz$B-XTnDy!gLVzmG;1nuT#L&#>^%(l%v2$ z^<yS<8t}IeRCrW@I`lDrCEY(i-qB#qPqU{{M}1!U%>X?L4O{)}5ay_l)QWCi#J#zF z_CPZY0Ub}0nzJ?fF8V=xgucdr_sY(l{!EL0-R!Hh-)qo;H^lxph|jq`<R4Ft{7aVZ zc||uAdpb>`Jh)NM-F~JJ)Xon74Hm0s>cM#5KMB7=^uKC*Vhp0W(C_*qF|l_S^bn_b z#Mf}H=}#m%C91&}LEN@KP{x(e{r=j(A3O@T_1(Ay)HzFE$bTr~emse_eVvErMzws6 zf_)PBHZCK^5P!db#w5`6CU9;v^OY-)F~>Dj?m7wn)V}DL$&+{oLgjb=jaBe2C9YO^ z9l$rPk_Yd515e0uyu7z>-Wfiwh2ak1nH+zQy)1%GyeK;JCmZrvRx*8C77y~$S8fA` z+t?e>>(846J-!&}5cO;@{G#^6tNn-gJ1=&XA)gz1bBjdwS@5iFG@pdc#KGT+{HkeZ z!uxDw<<Uz*oGwdC33Z3APv@y`aVO?p7D*x*FlU{#sof;{2>ZZ4$(f|KVjqCeC!bmi z2V&wyhcFxXvO?t&+cF#YR{T2tKrs#e^qEXHY0%Hjg<m*sM2dM9fwN{Fz@>#P6y;BF z?l<O#ELPp^i6Cv;k!o%5PVMQeA4oBG!6In&AOibnXnv`GK;P;03GHob=o}ow?mT(; z2>QbolHl}8e10Fl-^Z*F_d{PNksuzQe6gy~cM?8*a`TxxC>;rt-woC@I2WhLhR(*Q zpuft|(rbltl>N48^641#<8h{jEQo`<-_1?>cf${2VoppAdb#IPdmbC*U@t1S7n<2P z@83$eY&@asWt$%LK%XTqUAw=?7<HNPLMMM3@a??e1B-*6M8)x&HGTMgDqa3}4Dp_3 z1-J_`PJ@r&`u?Tv4f?ZbNlU+9W1dyzN(+@7^7>Ae_w(QE37#9LC9e8l4{ZtTCTYN* z$OUvP6Yw9mkNW;J4f)SFb>}vC<6gVMHRd_&Pa0cLRHbqxW+M0cXG!Cpmfk*8i$0>_ zPhn?^o2X|V%b%Y||CQl6uc9yb!0_R8+Xmn#y^7gq`l`q;CgQ4x5vL?xr3yQMhwK$H zzA}FTbAOMXq~-A-Kj+c}nxVhlr#(9xgL-+sc_veW4|}6!muVzSF*jmSMsE!~Avt#F zw>;`U>mNF08H&JBR^sBfgB^(}AxCRE)bnk>4sVU(JpPt48@UjHdTHwK`phfvzbtpF zN)BMpx2!_D$iKSDes|Vj**|}sfq*O3&@+arY&&>EKbK<3xF7w&lZ6Z`AG7e@wNAbv zc>x~A&7nj3Cgxj`HPvUUF!vZ-(;ML8K}7IxkDh=&K;@%ZR#hSLn67fiYM3)26`FC` zHwC;|^tblv!_b}kDR5+o!~fURm|hBcQL3oNwkN<VY!0w~&HV-(z{TBA(T{zn+&)@d z;PZDEeE-i%5I!R792w2XHxUuN?>^iA!#y)efz6mROTX+Bsso;-R(Lp~74>*8XQ%l- z;8mG}%wkmFt^X4Ys{mfI9hx*z;K1CI%|0e7=w&3O^t(<M;pfFY<%DsMFW+$4^N<(1 zUdQ!H0(tnoXU+hd9(0!pAN6Q3x98N^|7#2Pxm<r+LLB_{VJ=Eh+7QHvQf|5yGw4}a z%MSd(`%Lj__H}?h$ieY_UO)Q%(bG}&N;qFF_Dq#q==)foXXrTv{kTpd+cyj3n>%Tv zSAVX+XD8(d-)rQ#i-{}eZ<0eNve!0aMGf(Pw^>^`bOx6%s9xC}0X{Q%Ta8s5eEV(2 zsygIdHv7jScVeLjtS_{vL_Q$|KAETEeN#)D#mu6PwvA6O+lPC+{EACe3i{}K)B(lz z3dpn4e0BQZ<-g^ZUy?|`9=qT1S!{@RW}5M8Dd0h<Xyx}O(*Qrpjk6sFZ)sG`yO<8V zU&UYHZr%$Y=teO;TYC7rJ@Bz=-^6^aJ%+B)kEq#7D*lZ7YiTr)8j8Be!H^<o$qf3- zD@v5g=b*oLbKu%@8M@6#B^I8$$j9;lLHEEHOG<qp-$LIel&-k!ChGjnCH}R#0_gKt z_)k0s9<>aqvovvbCc^FQzt^DuM8y`W^BO$7(YJ)ENm85x5yv(rX7s~nDY$dpp|e&p zPno#yL0oznXI}~2dvfr}z*lBBLRo;LIl&Ec1?~#j>@t|ceO@w9jXrx^>*~8A@ZTRb z^9XX>hoQJeuiARx{&rrW)N9!LF(c!z#^^>26kfQonvZkOr{ZMaZcq3azCYA`4SOEN zziw|b07uS^PSRb+xhrt`IEHvGk`nim3z$Uf=_iqL;NuJ$FTwRwc;5MBTz>qR8<WxC zGXP#Q`9)UP#N$BJ@7?H1x{f?`_-o*qTKFCQssF3$<V28_>o)!Ug}&UDbj(R@=&Ux* zDQ%&?yi*<fEl3z~<NK|dD>z^2fi|pc=J>fssy_2l=pQmU>trJS<ZK-A$whokHZ*(M z10M6Ml|Y^!@WI4|3`%=uPvT-vz2rma|I2lXF0|irC+wY_{x)yIhnfH9kk3KX`&5+t zl!!;=Kh<tnfp?zRVeLBSkNs*lMtl3^!Qa?f)Cl9=gdGl-r-?v6vYye_0(m^srg7hs ziw*>JWpm;$)Pt2g+40do;or3Hij5?6K9@<-C9IIIG-sSfZNUpE1l#Z8`-u8<OQmNw z^7Vlu-vevEWA6p6`R6{wm60Ux@>QJY^}(vcb#3t9SX?{A2Yt}hLA42WA3O&ZOIq74 z_`dd&m~bM0Y`hDQJtYQSF+AjiI0@znp5D8gf_xhslw#>+jruY|%8m(oLxEo}Ue|<T zj`)83Di`W7@!|uWBghvIJjQk};yDPJC=BIc4)l~~gCryJ!F1eekj@G8A(VD4%j*C? z(LQR=_rtl~-PJtz1pVYJB{^Xi@CbD@8!CvS{Z=Yh$&kNnV->G1&BAvo@9qP2Q}o$P z@&aXOJc)2i0i{~p_XIO{9cu6;V(Z~KUg#qY(s1r;9Y8+Z%ow|p4Zb~kmgKcI@Str5 z_bc?>k8>!OO(2dXKY2QSgAM*NMknw5o11*Oz~nFd8oZ4a`;ioX=u+r*4wa&B;A@%8 zX$`*oey)LgHsY|J4yV{}5yZQ9uJb<y(0BV3!C12aJYQjS+2$gA!MlGnsFlLELeGo+ za+?!zeL6AN0q3AeIOQ%saMjUwA~(g+FI9Ck{^=`;zGe5_Sa#_7mL)e-^3ss6CS(h) zctS@gAyoPkI8N>1_xYHA`M%NA;v#f7`y#JT(7Rz@2IsF=^?5GD`>b=X9;UhxnUD59 z4Ti4O<eaD%75c7PHg>*GQ1|P<A6#mD=|McK8digVgJ8_~`f+6q{#_v|-}i)L|NLe- zk98XMy-z-x_I%($?5FO`IFESjcW|xx9s19&f4m#~r?ZN<6JHhvd~c^n=_HlpM2w4v zc3W(_5a0AV^xoq9-#r-W`OFHwnPr<Yk8zJ)hv)mq6oH@PJr&9Yyxg#4U@C+2L?0fY zyYUYGBleW{SuY_!-8y{f6#BgD97lUtM^VokdM0s#Cll4kVH1^xe(q#(FnJT|j>OxN zy^Gij;Z+!QjT1g$!jl$3h|6`70YWr*u1TvbY`_0N->gwJAIt`Sk+jp5Wz)Dfy``>> z(4hw=EhUo;f(MIyO*xMJE2k!GXld^tu4K2Z{PVwzuAH)2g#LHQkY(ah3F<5Ja9K;_ z%T{Ch_ihp3v9CW(t;lmE;*O7|v*JBFH7C8`{NaTCG5(Psb6g3!EnapNoTocc&&4>9 zCu&>ybMxHcqiij+i+>FGpYKw;EAT(zzw%oNd`s!&o}A<OdD<JL+BNvOnq8K+Nw6PX zMKv+(Qo1uC+g~lY3||GAYN@SN<WI)SO7f4PbD6WhPf;i3N$jYc2$SuCKdt)MN+)>J z`@)Q;_AYx68dDkFieI4zb@=+$ZpDEp4rZ~|2?swsqrujVa~{J|`(VTlyj`p3U>R^v ziro91qlk-d5BFUBh`iOA&r7eg>PB1~?CI1-Jv<xx%)=Sa`RqjS(oXQVxem-R)5u4n zsq|XE!t4m4L3fuA+SqshsaAzS8GAr3_SJD<ZmL6eN$vOp=*l$wCX9<5h^@HNI$hwl z=yI3qd!U<fNWXr7jt%v++Vvftm{a16ds=d+5BwvS={a`r6w5717fN<u-Z5WUpY9p- zW5LT+i4))n73Tx@Vg7LIsha3{Yv9ck6D{#Gzy+uG&Qg7aZt7^H#9=A;rxm%zU7*7} z#|^5zZ=e$rp88Lu-~!_AnjTf9B9tcCWVhpOFc;3}B3cOk;kJc);WGGaI=6AX*xi`N zRU$R&2nKK2aLUS_+k*&I7dZVBdIJ5o>c=DLk*8x~56hZ?uk$u`?}HCnqJ7fkN6@e7 zYKZ?g2OjKq(!p2bcEGPUM24&X^CbRr3Out(jrreH^EbN*=nNb82r%siU*eKDW`ugB zJ*{Z?DEj?$gxA4c+UWaTqjI7}K9rCoNS48CF+Q=gNGJ6qWIzA-k2vE<Bx?0Ye*%8t z&e~7j{1Uv*leaG-9WVzf`eObebWBm7TyLd6MqOGvn;^uDy27mEdhr5uj8?HuAKp4+ z-^0)!Qp~UH&@d3-N8k8c7yt0$ckt(Kvs^*IrEWK`>F>V{Uh_WL&!gxU{azGKbr{6l zG=yeG;Pr2?=N}VB+#|KnT;LCYo-N9Yn@tJ*v{Gun)LHmi&)?P8u7ZyF$G#MwNSwQm z(hNG_O-YR(2hbpo_PzXZqskciwa<(<7xJ(#>`L3RCh+1(TAgQJ=rexlDjWOo1M>uf z_h0*fckU5oTi<7dJ%IM-1QZb;Xl@J6%)do{7b;JN9Ox(xnUBcg@3SiZy`OaODse~p z`-3&$g{c{n%)VOS(vP}n0^ng=M-%x35Z`ZB|5P~djJ#O4E6~9eyphL+kTTRqi>~sl z?fblljVp1VZ16p5buT^+^aIYn8REwcUiS57h~^nQ$0N>5KZ+0s89%DZXiqv50`H&l zs54^@HrTcB9Po>Saml#>eE#Lc)4Yf9UZ(eHbmi7Sm#A5P`U3izTSL-x^N626^E~#1 zo`;`Kt-x9)?zNuNH&$uPA<5l5Qz!-h-FNJNxqC4uP{|l&UWA|P=w1r6gbu<xO4U$J z1-d1JRN?Iv{NBb;-BYWmf18pb$U;!ZOLV`G*#aNlx#Q|3;0<-n9l<d;Z?P@=pLM;$ z{=vWWf;TMD|EgNQvj_U)Q@+k;q`061a-MO#nTLLQq!UL@iYE~pI4YS=?MN6NZE-t- zKAVe(_J2}3@bT<diE()3M2vov8t+2A(j4ry_5ghnI!eY)N8q(<z4<G&zSt+?o^-JE zHuhNb`S_hdJPTi}>f8Z;^IriqhwaBah^)X9^}7^-yFM-aKJX0lc;Cf*hoDD{?5!%M z8O0v=s6e@~8q8TqdwIE1V=gs(_bv|}oDWu#U2jo8xPNp?SyX@@me$@cOsJ=iM>5=3 zW`r+AHC;i62Kpr{yH8mFhqBpg>TGsl?(C=VM_%-~`>ved(T+Y(-;&oc2jm6y@~iYO z(dVRT^3LYm34i+ZXDTP~J%7qsHh3QgUI;w$X~PqK+zIj}>Vc@Iw!YdWqfW6seI_~+ z^`y(`(tRm7r|Ur>wTZy#JFj05`U0NNRKdk^)(}1q((gJ+*^tM72DWMmLZ4=Pbv*Zi zJ<%MnXyAf4(~`lUd+{N3$B74im4df+cybN{WzgZOCHQ8pdk{Zkx0e3xPot%~L{Yek z`HUcQqki<6uQScLY67>YDE`_ZC4$e<_Wj;&@E#E+b(+TE(6#z$v;3QjG#lhOuaEk~ zJ2b^46z_+6AmQ4g9rSc!U6qDY@Kazcm8tLtpJHQEk&_8OtJHhcPoVc>?4Z`tcl984 zjXCckMf`V+9~ARthb|z)j`nT~eAXa}W*kKy%qvcJj}ZKz{%bdQgF0%w=z35Q^0b+1 zPlKKX`iykdMOGGwbH~=!7J);F^w7^dsOSEwb;@cT1de>!_3h_T#O>j@y(&S#%OrE< zXPq%ueP6dR4E2MbuxLU#-mml3r9%PelU}a=-tic}|IzeXq1R6I3GOiUE4x7_6zxva zrw@OS{TAX>XEFD7z5JLd>LdG|EL}UfpkuU9d!@*Py(01HeXYQ;Kc{tG<Ul9!_R0Kz z20_r>oA$75(qbNhm;V?g^76#Fg4e(B{%w>ORr~FL-x{;F8TdVjghvV^d3Zh||7j@j z@dD3zKHEKtcqu<-u0+m``hKIL)*k)13l!@q8|c%~Jo8w537jKKx_109@-Q#UvC5s6 z9>nsAliwd)#2i?jv15N0K4*JNV8c4*&GN{z&Y<7YnQjyEBN{qL()!>m=npzf>3DT; zf6ntBpx%djL(ch$^ce1!qVjJl<-@Lo`LE^Etqkx%4BRvD^SCS4th_iINC*F}pH($W zF>b{3XgPlIWy~?!!nqjp9_gliN90hiJy7U;-~SZ67VkHn&>zs@zdHU~R@DxEJMz5# zgU~O@uQuPoc^l=DJn`-!^t&F8g>+|Jh<6883f%hOw`?&?ufHF@tLH4A-N&57)O01| zHt-$Aj_B6#MF)am_9CgxdF;70zDM#|8NW~Mc)g8<GtqJ8PUIZs_nK0fa<_Im5`7BH zMg!#Vofp${<s8C%Pye50ZSd21lj4IzQQ#xk6Tc23&pLde7pxw2A+D@^D%3B4Pj=}D z?KJT8BMH@=mtKPJNjqY6ZUuA3&vlcoe1~7lh@om@J@De<SQu>zc%Axj<t@yeOs#eC zD-Pj%Pqd2*xnus1(Wcg=8+nsI{hl8Qe0rhGDM6mG_P0?OL_SUpemk@43H;3qZ?{mC z0>96{`WiHfb05I0BGZAol=|FRkpRr)MfO}&K99L0@x_G37wBW!{P(n++>@v>f5xKk ziTd#FzWTcZ4uk<ick9J+>?3`&zWNsL%f7d>X#ODdLecDpZlTZ8y@#q)GQ^Q!`#{q& z=;}y(`fB&W9(+?<Mm~A+ZZ{&iTG24&Kj<=&O%5HB!QZWaUmFJA_lv4@#(jPGu7tkQ zFCjx6s8jfxMFsJHD}ehf^uS5Z6+N5K_gKguZ4`0BeYh>~^%!&m>Bgs2zllQsXMC0R zEpQ!q?-DJmBkG-9Lm_Nar~`ebIQ{eCN5k<_`z&-DefjFtX~=7NTz|HB<Iq2;8u4MI zb|VDp$*9eNOYI|mgdQEkb2fhYOBy_OPsqR@2@%XueUB#Tu14Isp5N4n_;vMSb4(BV z@Xdv#)psi}*Z;`xnD{xwul!ope|u*&+W3WOm*EqZ>ODS){4ExFCXE(#?B6;DA4c@Y zVxJ3hx${DYd^e=r6?(HTQJLF3ao{Puwo4YUk1Z#v_75+3vy?pLeGg;M=Ni+v{$?0; zOI5b*7eB-Sqrb+l(2x1!;e2>|2Ks<-7p7yt6$eEv_PbDG4*XTM`*G+wf3JL`Q2-As z;Hb`}O^!b4DV3*_&}9ka|Fzg%j5+Sm4UQv==mS3td!-_dJT&4$dlKiQ^GSu9<u^}) z-0p+sRrCRQsag-3AW!h^VUE*0jCrwpl>OQ`uiit!*Xz(nX0173J_cON{3*{a3VjqG zzj2vD@E)RE{jnL~TblGH3mBF#f1N#+{tJ0D@=RMhwI%e2+t#jKeW<(rE8V6vun%+L zaOOSe?6rz-lPJGI{5)lGg9JRuL+<CYdM%i1jF0s#aRh(BWDzcE1b>6M?s?%rS7P{r z_6O=(%(28ANJzW}AGP08Un$n%4>p~?!^i--GNCB>r`f3YWK0e_6k{&2H(umb18`rR z&$MJW{PEqRcD*P@-e!N#P5l%4#kZe6sQ-t1d}Z>+-w9WO$0E<_z#sTKzxBvqPJsSb zXn5N$9rrG(r6{?|k%*6`O|XB1eSTd!LvrKbi}rd~7~cYK(Mc8C0$n4Ekl)8S;H~qS zRy?=P;`}~3Bid<)`(+iEVhG-BOv6UT+!cLHzQVK$P3RjW42Q3TIT2Zw3M97#;9G5? zbet6Rmy~npFF)`du0rp(byOXQ<m2suW_;ie3$7n#0{@dE++lHX9ey$^ds!_{VZV6J z=LqLT_yF42g?(v4+#q~S+>vJ#UsYY;-;4YzGot1IUV?1Gf1wS!W(l$kerDjVt4dtm zX^0!4cG*A9dm>*wu&UaPI<b61Bi#2p{6_<?_<p?x|KZe2J;M3$_ZpHcR=ot>?V$T1 z-A}k@Bb{r0ZSd!~72)vR8~NgKlu|_%d=j@qehs{WzSior$7AIG(COH2qZZ()8?*+R z!ia;*#d$`E*N=5bzElh1T#fK}3tK|p(C={QI_lsvCPiA5)9}B`WWSLD{MG+Ww;_2P zeC@^J!?cg=2<59MOoK3YvitS%Tdu7x(CbOP+KKs2CX>Y%n|Kaq<>^C&keBTkU*-lK zhkn=JlbK|n2T>K)k@@;Q`ZoteI@3K|i9_0YZOgBrn_V!pyoEY!P2k*)V&IbfEeADX zi?DC(S6tA)Jv5~!C|~M(0Uy0T_2GFVcqaNf3ZI+c_l4E#ZXmAiHJ8p@$aN!}RIeAs zoWXf2CsR6x`i_V5jA}O>_6O(6CZB{qlIrsxf?jFhKXc-)v?1@WW$7~RLtK)*r>^i| z%9%)LplGYW`53emk2%PI=OQvB|M#gg!Q56$LfQ$QHm&=-^AYH{_K8~7%45E(norl{ zChozpP2(frxx;#<3&bd$36b>~^DC$y1a*S6>Y)=J!Xo!6@Iu<InT)#N4aj*tYliW@ zD_=DnCixCOqk_ov`ysBxz*&u=Q9bxA32G_k)cxzPlxtq=b0Lz%NU4*KU=FM4i{7;e z52AI0r{5OmwEtP&_XNx>)`WcD;Z1`5OSDakRQSBvJmqUzsI&O4^u+0dKVJ0L=}N`l z|5#VkHad=c`@QPUdDMZtqOn`5&<PY$bhG6@0?)#ex@d*-Bhb2@`A=ujbGy7rq#nGJ z%4Wf1;Kn>_xniFZ%%2KbCig(^v6!21=bIPeq20rkGa<kar$-LCM8Wq<h3BATi!)*O zW-#J+4}7Eft&URhI1-UR+Ac1D7mv|!kr6V3?wS8;>L5MvN8QlTOj_Wi`E1E$@YOZd zq4QBJ&}->b3|dpczjJ}T_5$XCScR7#=K6pi;gQbIM;w1ft@P(~pFOe2Wtz_Gj`^kp z<>md*6^6e!vNin``{j%mL)&EG3()-adq*PlFr+S0MabiE4}=AKfX^x@%48LgZ@%c= z){k6*FJtg94+-Ww)RddZ&q@6AJHJ`NJ?}*9Y97(2Jq#YqRv`EJbMWgv5)Xrrr~iZ< zQ6LB3u3G+9VM84{6}>eFD?HCP4_qF%A#Y?n2t0BQ`P<=sm}vVUH=?!Y+595<Mdu!* zg^d7rm5|5gw{bwvH8O5v{}FZRy=m`<o2Yl{iC138%ltP)27-k!f3-*=c%TOSi1|dg zNT3rDbmGC;G~l7zeT=Clyq?5n?c31YT+D5sq$$1*9;P>BIZ447I^(a$a<+TnM;b&O zB?MhGby3x7S}686`b5+gA<nw@3e?uJV82W3jj@Sl=sm6ssL9}dvb$<3s-1=|mtBQ6 z0yu<uk#<A}eC_bv7l{^lE{mdlvzg#8c_?>Y^}Xi-zp~z|m3S{tjujh5@c^erhSgc= zg3q;939do>rW4=3{RQWoeWd8Y&uk~+$ssLGUi9l(b*<mdvbqv~K4(kUPh#GpOoVn5 zx|1W5DVL6;KD{MMnlKULK#(RT-?BhFOo+>ZLnq?PZpGjIOyJFB9-rIw3;v6%#X~vh zAD(&f!$O}GI9;i1>|nVg@usPU@wfu~ewulQPD0=1n678~c&{VzS!J8c2>WwBpE6&g zjf0N7*7kG=>Ji$MRJKj%E9f;yFTX*4J;>E_Ed+UF|M1DDU+!VPa=l-GWH0>EUD~_- z!TT_r;@T}O0w0F=ftn2Z4uqOLMa(f%58^*PsgEQfZiM}St&buv{OOW1sLwQDF754M z=Zq()Lke2Rt^&_EFLy)?;`^t%UOu)Ef;p4Q5Gf|$hc~I#^8w&N60eJ|N|ysC<k|A8 zBYr#b2h)0^4`HhEIiJ$TiQpOivarIBe#?A)i_&MzpU8<Y-od`i&-SZ4?_U9*3{gIg zM!jlT$yus_eEDF|VaWpTX>K7@$p`n`d%vQg{1M=U9E!pJPP-FF<hMmLQMXljFw$M9 zLfyLakN^pn9r46C?0y6@;wV+8$u#<_{q)D?V-Zh^sY}|G@t(gdiA-Jg!yI<Wo1kzn ze4hK^f1Ti49zR8BJ{NZ<&Nwub4g&Y_jpUs_(u_J~<wNff4g8h9s;Iu)z#O0|f3!9D z=`!|X(SOGrh<xW^#suJr;pD}lwcqgR5sryByN7d0V|Owae1x&fwUd=;_;;_JQ>ln^ z&yWAw8t;X^;_Vww%K`AIM>C~;TClH+3EOGyT!>85Dh9$9K3t!-GqZrZlFR4fqQKKl zO_$Jb1;DpwcZ-r9yE_qI+$vSp3SC!2@y!p4js%BIz{KnuH$ud?Iyw`4w*@z=x4aMb z|6B-}uipZ$=}cZW2Y=T)wU~DN9O9RJ{3kZ-v+`{Xvi?sBI=QQ<WiiN;1Agygt`&oC zor-#{B!~SGKf;x>Kj6J)X)D}8T&Rq+plsI%pZh6j+z|J`UC{da0M5rumW6>SzTbK2 z4Dvt&%qL_D_`dZ<Jo357dcPX{kaKus#3ttO)8xLn$l&=or0~pOuAW=)=7(9t4Zi}C z<wy?bY9d`-tMLBH^%6Nwq5rr|skG~OnG->ION{jOFy>0=&otA<gP+{>(W(j0-*Bsw zdk%Xm-`_DGy6J)W-SoM>qq^8XxA$!M3rX;|YG;`{H{jzYXhuegze9FBi!UDfsn*Wz zRzVx^X9sSne*wSjb#gId<plUHA^)zl4(OVPcQFS8XP=kLV7Ud{RYa}PU(5<0*nOAu z#&NFS3`^H_A|COYlTd9Teo4PJ^}PW;dis_Y-(W2Gyc72dNpUVcIrg3Xf;yS2&Tyd< zI^NMQ%-*T9PQ-nUmo5w+;RCeip{-MrC-LW7ny_gy@~XA|;P@>1`($!uKDwA+7Re{G zzwAg1a-MFRypOrT{S0LC$?&mE>1)&=MZZVr=MHHH)N^TSr_|6F64~iySTf^8bcaUj zgrm-+5X%eE;&mWgvVRN;Z#xr}=J98*An&`f3Cec>rwDl^R~RNc66Q*7-`l`rY!^qJ zu!BFhPc1XUHYxNP#V1=NcQ_Eo^}k;JPZ9UHoUDEUyw2_B0kKnf?<%%|#5de40iD&j zOW;M;548NQ!94khocie=6V$)w4nMcA#JpZ&LFR`j^lPGA3UvjYh|^u0EPjj7Pt)ue zJqli8De-=!4)Qqb)zAQaJMgrm8Fr-D7i09Ep`ICd&qJ)ZO8p1o`3x2L&$HMIX_X*S zjCwsI&!D~vyxp&?660j_A@AQ;6XKOcU)**{aTWaXa^PbHd&HZlu4=o_crQ+y@*zHH zm{T4V9Q|7gzhMOm>sm$lcBCZfUpa%m-<0}mS>(Hg2X99v#GQ#==43T*<Zp+KOFvT{ zqy9@;=_mkBEb{zH{Ry8p+S57Bct3Qa7mSh`z|)Lr9=s(k0iHPK@JeGL&V}i%^^9Tc zCDL_y*nl`bpIq=egAIMcCey}9;O#T@YJ+5zxKFW-Gt@Z0Op}fKbxN>j#XskRJigDB zd@52AZs@7G9kfnZqaX7tz?B{6dV_z2Rh|JpP-E;IZ&26W=XTAv#pi#dy2kEXgZeZt z=fpVrFhZl#MyKw<H>LeajWF`yg<7S&ze||kw^$9eUWTvjt_|gbsE;#Pzh^K%N8jLg z3E8)H%>CN&IaPSO5wrQcXH1w-w<SDvEkGTf!oz%iKkoS|J>wd!9QeSEKvywS;C&go z8{YUHhaxC<3qkjEdPMWW0=|b5ebmVo=s0%lds%Vo1awYSYOETG@N4{~OzMNWR&Mmy z9y@afVkGAF?B|`BH<i1W*tYG8xq<1KJ$K>X=*whRiv5G@oYViY<NaTwxys{$d7b~( zD0a!hXXcw}T$g_@h*W11PveJt}oj}(PJ;cxB>`;pha$<{?~HNeM9|3#gjE&7X> z6!o1jZ)!4;K=wk!gE%DBttw6ee`2d?U(L_x*F{!*?>dL~`GhUPX3CBTc%ABI_Tk?i z>zpWl@D81he~yQwIuIJ#7v4GYU?2Iq0k0(btfx<JuW9vSK3w(-jUM(n3}*;mdjh@V zewWT+0{Ny@?a9MB;Ln|E{N7Z`*tbUU=B1*!E1}fXb@cRW?6vY=9<SXEJm=Z{X|N4> zkV(w#0q*CSlKx>K=s<3fk7av+Z>l7J5xwyM^EVWUqfF?F>N>W4=|dkNs*=9qHuBfk z%W`b#_b}IezUvO@9_Xc7?3R3SZh19@*3wU+fB555(ZfynvF_^?7@2k^9@9lB2aBWL zPpKUG*Z1D<F&`o!fcl{6Z+Q0MtHgVag3(#TksZ^XvmZV|cg)yOco}#+>jlML6<YA} z9D5G)48nhOIGx-f1NCjjnL1_Q!uW<<u14@@FO6=|<!0mj$6u*=yAOKxMbgX1bFoj0 z|4?;J2Kr~Dzs>dBpifcjAXN;<o{HH$y)<}lq&f}9JfRc+s4_>dPX~Ufg|*W=9{ie~ z=ByOv#@Vj~QpVjz|1W7j$INZ`A{v!eRM10jZaUbM=<}~XBSY#2T%xd~dn@rf`fcK~ zpP4_v_eo{)e$FlUsfy>H8bke07ko6@%p0GNrXkhm8u~!8Wn<CMn|KS=k*Yyg9k^pg z&Ixm*bd$m|E91ba?i4h~;6sraL)<DBgPyWu?4r;o_~OxseOpBScy4}&L+7+Tk>e|| zS^&IxkiY4t2=KcQJ;kR0QzwEW>e|T#_@j~@4m=t#2foH$BUh^xzn8N34-N2`a)onC zB>GfoYPQW6z(;rr^w{sg+<?n7<CU|jnCp5HlzsvIE<bt8fjgIQz7{rbFXe()dac5< z4tytc(CsoO3-tDvuDhLre&H3HmH&R+WAlcj-gfAazRo{PJ7JGKTo#87c(venEOlu< zC(ePWY4l00RL9&Jo#YiWdGtXZH<<Py9&}~+vt;AEamPkW(MF>`7#uDaunYYf;gQ;T z#J6{ir`*1-IS>u3`{P7$pK_{wC~brA{>ImAKFh(^=}-N!GdQ2D{HZ^mzi}m`G8nBM z^<ux?_6ddwTlB5oOC=P8A9qdAeZW@jM96U(>}|t+)Yj#Hxo5?Za5`{~SoHEF9);=Z z(V=f0#?EL}fakP5)JS4&58d_EPae+Cz#DYV+suKVv#itNWQISx!oj=<0q82VChm&8 z<V2s6hLF@yfxn&gkdc84@XzTV&nx$X4}B3k=y=bOcvTg2#01apyx?Z=*=Oi`v>!Wl zC<A_1S5&kA0Pp>gIBRk8E_fkMJL&XI<jFt&RwJ?C>m`Z~ccLEtDBt=r*%-Wuqh{?O z>P_*Ch%9D#Pomu=uJt?m9kwG&q{Z*hZ)}ilKN}BU=GFA`ao{c9dUe&**kV4PDf;Oq zc)CyOPgc}{16T${GFAPZ2-m{FYd_Hk`%>*8&{gh4NWQr8$)D4c@UFjAdqD&JuSGUG zIq(;Q$tM#TkuUzzlru*|7ocq-!1Wz-gfI5p&TavJY@Fbo!h!c1J9i_r33>11fy?&P z;3oo((RJs#KxYzX@ze$PRAiA}NfvSF(#db{3SEHHs%SkEf&ZwykBkoe0*>quFh7ZV zsv$DX5`{QUvF5aDXO4QRsd2^vd733cfj$xEx001j?;Y}0hAHD#x;K0p+A{uDAYaBx zI4D#bdJ@iu&MGa-fL}h<^XwCz*XPT|6aRe06~>RKlf1;7W9uAg8{#XMwV4k8U(7L2 zSiF}~0zWuVe#nO${7!lE!y}X6{bs0NyaAu`)L319eaemSXwa!@6oD>RE8?-t3-DBb z4mJCuzkSOtdYxkkI>!3z`^NBng$~?$&Xo#%f8LEXwOY(AW*$GQ_YL}ESD|!o<m<1h zYV%C&4g?FUH@)soyq6P<&sOK5le;ey?v1+AQQrJyQW<>S*S3z;px^UuAmN*a4(2El zzWk8YL!Y0owyzm}ZH0IE$ednaAL$%Bg#+r_pgCPPHU~V<Y-a~Y)N!qHOw+aK>wc&@ zZ?J*q)gIY0`s^!k>-@{oXq@LaPD58)-Z>E+mxz1s=iLeO@Q_y_;LFk$1UT7n?!;eJ zOeO+nO7~?7kU(EqIY`et<^iAmh`*8J&?%U^R=GIi9^8EQx8gM;bZuW!ltnO)`T9&5 z*QFcK`6+evZ6kh>xLu9ZIEQ+;-7bs<J^>Y8&&cb5uXLO$OHL@DpSp*&b}|fjsaoZ( zgpf1ARe2+rP6fJP$>~~m@OCD=X0^TOFLv8dcAwJ$ugm^q!)zJ-AxTww7c%UZ>g36p z;YR<cz)vWb%Y*o9v#yhcdVu-HXZqq^)ZdA$QEcGH#!WQ$TxvkyDBz;v*+cF`wWa#a zR2fI2R`q#P_(|+_nsYjD4PJXLMZzqT#Di$yTY3DT)0vQC<DZ(tbAIG~Aw4(>bM536 zZ?iq1#|%F+Z2`V?ahHzcxBt)w3#Pu>eA<av2-8ZwI)eI$`}n&y)HC1A)#y&dVNTd+ zVl#5YiI^-sS4)TYBRyqjS`pz)n0>lysyu;xd3AC;|Mn4bGxF+@qt8`wC-ofz@Cqg8 zPJ=RX%%hZ_daelGj6K$`Uljd3W#Rm;R`?wjyp0WrK>U1VUh|O#e6p$L$!nj0OYJN6 zII|~0e>?eQYy!`%nX37{@<YtI7Zyi8G=q-yB9nsOHuU@69sNJF;P+cd7U_;UVlQQ3 ztN$|ku8h0RXrV8saX|7C*+Um1+ntBLwG+Mw(q1>;Q$x2y&3|aI3;jOQ^3eDP(7l-1 zmh_>%VJew7*wgAk9QgC5BTLGKm`kYoAghHqYIIquG8B_cH?mkNKVk1<-<0`4IP?dr z%)YkZSz2!S@ohPQ*ZL;8+<X}RY32pjRo+5RARrSu=mCB@CBShQ{T#J1FWE6y2O_qt zp@VF~g*cwRn|{Ipx|kc<!cR-!D^ws(nz-abR0jkey~hYY0LC}xqrk6@J_?S{N1lGZ zIjX}b2Oo$V&Xa4<EBu(5XOxAm=C-nVH-9ARw&?RzQNY<>0*85I!I$bs9FCX*UvYu$ zwNevs2aRlxWww|rA^lh3seU*7Vh56GXU>EFaib9G!}D3*C6@XI{!0csMUG1B!hGG6 za|}aFsGlph6c_6d-(BbKau{H)%=1!pJ8-EgpJ%kH7V3^8aWwyY--GTN7jPjDgq?ck zvxxJ+f0#$ldl3A0;+%!nZPe*sRQk;6U5R6zm%{ad%e+NCC0O6W9_QoZvux-CzGoiY z`7bUwuQv`g1%kg%?0uT-3|@MihJ6$9BQ2!bkD|ws$jGex`>ziyXlU9TK??npas3T0 z{L`#AtATDCb4Y7^WD>yZ&684Dd}i=@Fx_MiMV^ZpqxJL^v?r_#6i6Q8-uH9(3|SeW zzbHr+sqzu?WENMg^>Hu5eg*IE$#WqLUgY1r4;-uBy_s-uhdrTIFhVA|=1TZk${u}! zdQM`-c=p06;7mpqzGuAPGd-3(Ij-Toa55g<176h5OXS()PER65qH|{sJ~y|5h@N35 z`kQo=nT}Qt#Dk!Tp$+t3E^`@O{_p_0y2~`Q5?%I0{bQdmFZS6JM^BVC2_-=HU+Vj^ zsQ`N8ryZ$xQI}itd<v6wf`0d2$C?`j?ia^|-cIOQ+L~>1FQCsP*_z_}MFf1J6#cOs zeAowi;X`&Pa7AOn*=qwv*b`M6nsdYt`*ZS@-#GZ%5&cpD;#7EUtp#20-VUJeyX~zl z0vzz#u5kT2hcjXIEI$0kDd<ktib^T%@lP@N&As;#AB+TAxK@zg4_NQ{j`(NNaVIwa z3Fa-%Ej^J34_up39i|Wn{Yu;mR&5?<!f3g1G8yMsOzrU-ckIROOGUr<jw9h-W|k0$ z{^-|p4G}u1hvI+qzMnw+i6iljEL(#wo3-WHCGZYAypQv<jzQPzCKJde??PCNS&%%V zaU;U5rd!S0prcS3Sieez^TRf{?+ox*=vMSMQPhP?JKkQO7C;^tu01s%>OqL>_s&PB zdk`5be($;m;nTir)0ATd{JaFuvjE`846gzCWbi<8kLS4<?}LvLdM}fSI^crEoy{UO z^eM#d%9nwcDz-6QcnJLF`DXXXg<0rU<)_A}<51@<vYdI$=0r686`g56fPV7ckC&a+ zp)+4ujrqLcNto3B(I5lf%am1cDnq|xon@^4`Efj-{|?F+(qLY~uh&s926I*In*6Ls z;nNqG&d&q<CE_*HQ*#|Ui*pA_27jVnWmh`cHVq%7HoF!h)Rotd?d-gN8GRj@os~Jj zSBXjVU&`Xa`;KlJnCCeW#;sh!Il#{vs?F0Uz(0z#U25D3|Cq}&Npai)jzp5?Aba#9 z@Nf}K_o~2W>`uz3(>xBJwr1r{dgwe{8_u^!;`=O^RKDLei#@L=-(5LT???#F+mYNz zM_=-|n!?aa_?JFg=D*nDM(lYo{w!?SiBNe+f4Lv^Z-38OpQIA(``wvCy^|Vql>I&( z-Nx8|b~iU$065l)JZgk14?L6TNc=d?fl(oAv@`0vo!@z1i37ij<>_Y+>SDg?=;mv- z`<O?`B3(BJKCh>UA(K4^KQuieA=4Fk$#YI?Mi6zj)kUR?sJ}|)xzE(~IuT)&XBNxY zpvSw?-0o=&{zdY^fHLYSDs7Dm>Nwx^fuv_Yup$q9n`WG7Mjn26^{FfBT!xjjE2;Q> ziu(8MhCjnceBe`9WRpE1o)C~d2c5v^9xeYe@bNRPntEZ*h}TSmf?Kz+mxIOL+;9na z%1h>)DEO*I)0#lrF8q9wzK|er(T|PJ0<ItUJEbcRsdVwV>#3hQxj7L5H{#8>8R4Hy zJ+<>ewgbVfCl~36{8@7UG?Nebw0$a;cZ2^uhkGn{b^Wnt`sVI0o6YcT?K~-zqv=Ml zRQib-A-<o!E6I4-8~w3inWHzZBQJ0JjQ!*J&N1`+_lOVt&WWA?7Sv(GGZ*a*p?fWP zUacaA^C4#Omxwv+Ocb|JZb-a`9@MDv(TF|fx%AF2%(OyxpsuU*h!Xx!1z++8CE#1< z5<8w;jX6l2k8)qifSbx)NEMjDTT~I=n&<}%tHm%07(!Qa%$-FK_4n;Jl|-r=c$3>T zdIdtBM5!)cLNRy<0sn5t?0e|9i|^}lr^5W?>K~_5;K3ERzuA5k1OF|O`<4%XKdLeJ zSpw!9gbfFM4<$j@@c78?8wU_Sy3fkR%V7_y?g=#meDC|aKEx{h`p5rxY_~o|KXgky zr;8JNMZ+?l%Sn0?Lf3zF?J~rk+BCr(*5&X8(@$l#EI~bN__HAFHhe%S4gV9kfO{hp zE2V&Y`D2gw^dENgaYFhpyu<k&YO0l5h90_{IbVZAAH1L9*Xalj^o<VvJZ?1xfAD)f zq|Y3|_wqF|tQ|!??hrWTOXo<aI23=ro`UmPdHH=RbgAL$d3F0k@O$@uy4)dwI$`)v z$y4x2o1H=Hls}-8eza5f##!JVUhiO9@SvfcSB+(_!yh4&i{bq$_W%92KqkP6x%;ze zZLY{;gDWM$@!;!ack+!&BF~y0B@cg-<4O3?<lpMN44mxwCf}?A_&jQyz7sll&tOKU z)^h0Y-kofsHh>;yt48YABz#IzUN><)fe*)@yB~s|K=0Id&fvI-C-G7`T8<vLc2B;* zUs}`=`*|KceNf>^+-yzeYCwIc7EVidnH%*j*|FW1p>Jht{IA3K3-(jpu@=4c+mZNg zFzF=$e*SDjmd?mq<dL~GI({DTghzwb4btG#%<z5h4DzyHcD8Q%0Ccb64o4oLf3}gb znRdt$`tsNc--~yli+QGe{WR(xp^~|%E69&ghv@B&{Xm|~Rn}lb{rlMH>@{iJFGm<N zj6Q&_Elo+T27Gt+v$|GuY3Nj3SS8M&KVYe|9R5rX^S{@Xwv)BN7wz^+j|YxU9RFLv zb=Q%YaEvQ%Tma6bUL8rl0G|uzr$LU;!yV&y>LNuPywT_*^FkfxVZ<|5fCRc+j%nKT z8tf5WU@oFTe_w>(--aRueB-YdzJbo*FS$#2jeDST&81W{2adeG$L~Ug0Q$ij)<JUc z84vJ3J~m;By0C-I=JrwWbk09Ysea>LYA@~D5sbOrL+9-CD50zQtKuyKoyC(D^4?P1 zpTLuvqS^_VZ@l|Fj#dok<=5-ge|5&E5<X=Q<a>I5drn75@PB%$thE~M#7a+bR{jp; zeTtiUInWKBt&mBwLH^J1?YGJQ;!G%+e`R9@&pAwXQ_Fn;z66ikZcZa!zqwzW7>~cR z*&|zi9Oo<O`iFBTg`vYGiwKiMpE76v+&(8E%)cxu=hl93Anu$PtYyCjpSPK^#o=T4 zJtuhcGL#XYE>zZtlS60T(0FdIog-lr<ovb@ddQZk10)o0;D0Br8=#Z}e#CP`gr5p? zJ^V@KV!#v9dAg-^h$oG=SKb{*AF_y@WN7HSJs}elf8f<?H{zz=ol;geS3+fuRPfDN z4`R?|Z*n@GU$C0gUSGuF<55n2QHT!-4nLo)Y=KYuJ8(+d3w!VV{DO|U!Z&)4%))Ip z;K5iecY7n~r^ska>1vRdu6<RI&;>pk(JS<T{@|g7TdpJ>_FNjjkbG+Z-MEO@cRKKl zKOQt?xi!IGYI0RM6g;5%fqM_PFb{q9P!-KV^m&}``<y(2^DLU*v7(LpsLj`talQrm zLi5wcf&Hjk$f~Z*s)2V6aOrL`f=|t;!G=B;{C*YYM&>cEKt83#d1nN^GGdnPjql;J z)4*LgSB<%1)iO#-)RR`%628S<zCz@Zs533};Xd6GTDjGX`I-4=B(6JwQwPQJN6@#L zE{&{nxe49$az1r$J?4q!#VbR>0~^Ul9~4FZbz<?e7h^B><rE~3b&uF%?nj&1D+%>N zO3;I(6X-*&Z_nJy1@4jkw5%L~zC?Sa)MLcS*G7N;+=H%UrS0R72;}c8^3{W{G@*03 z`$EwVby+rN{9FRgx2p<$5Hs{Z@c|j{9p9iYv)N9SiZ~&4D)Y7r@cUE^N&I2(y(a?m zZWZ|>o+a@VC(uGyzCLlCHyHgD`G=EY$O~PD=YKLKB7bqq)=C0T1*v)o*y8t>Wrz7b z(Do#JGsBu>aKA=Rl@wFvLHDrWaozZcGZ7c!r7G~*iD)aNwcP%nqw9{xvVWsSgb>Nh zDv^=OmXSzFLuF@1+4DgptE`YwR>&$s$({+_in2q5%#4I0BvJA^@9(cZ@8>Pg<G#P& zYn*egbFGsIqZ|B(Bb}f}x4X+d4t-i+(~UYZ)S-SmQ_TqAeKuKd`3v#)nL?{6gHj!d zpC<)tD7u{qO_MKKZ_~g#JY)@0hyV2EMO|$PYdgZ@!;9*_n8#7>y)D&64nNP|r+H4_ zN1ZbBGQ`&j^FvCvYD>^h@Wouz`2~E>Z=T)k5%S}Hy4!`L==&;yUp=Qr|G~1%V#^9% zd*7jtL%NOdsjw!orgDPsUib37J%-;?w!FOn_2>-m<SrI1;60B@mW9Pp7x%(Nt>!<S z4=4TptMFk-*4EiP>Oj0UWh}081+IQq-Xa$Bnb-D@j%GZ^T#eKvgGuyX+c|sqV*TKQ z)WBbL6u4XWw|N!jNAQL7Q2HLUg19^Pa=Wh@-uqycvgktxVpsggg6whV?qqc3?wdi! z(X+FG!5x0x8TS))fyXp?=MFhZ!WZD8<k{KV(Ay4)TC>LhFB9ax;d9xEVB%xmso9VI zO>%&I%?SR=w61cZz#k{V9}ZomKtIV`7RiO@V=Wy}Xx;<8L&890gRU(xcv6dV4SjXm z--db$#2e2&(O1Xh?TDXacgOnf0q3T%E@wp@v!#1_OIHqhMFwV-)N1&?wj~}nJp+Bf zB{JI~<U!F8iEuCA`^Aq(YCFuViDwx*n8@Z_h|E0GBR=PWe||}3@j*V@ueP4C`4fAR zOj*e2fp_t%(etz6=X9(-<8svokIqhJOLZOkAP!TLXKvV=7<caES)A)*RkO^~=#Nbd z%)ZnE{~mVPu#W_;X7*=!R`3P(?Mc-+bOb~H=Vf9fcntd}ELO@Z3$WkB<aF*i;0oj! zx!$vRsBh$ka}{1g*CW)MHHN-hWp{(B5As>Y#vpeZ@ccn072a6r!EXGPWj!T?dB!}( zr+&U9Li<7JyNO`zwMe(!#ncOYLTUPQ2`_vzq`GGB6anvlMDsGH72ntU;oVa7JN%Z~ zmDdkJrzGHDzzZD=_c5-0%H=rkJNC=_O}i3LJ{mXm<Nhe0iQ2rFYDZkoTVYTgAQ5M8 zQ~i{Tg05@NJ<SbK;2#q%Pmf;&@4f9PGd1+kA2#1Rs6zj3YCbtn&kQ{QD^<#M^n)JW zo)YV|;LT_s_NUGQcRbej=h-X7=|5Q>>EJbuwC1lq&IFF-cc-~b2R;=u_Fk#)F~3lE ziMSsQ9JjKSFZDF=!XTqv*L894O57L(yP#*9|MQs^^`lkW*o70z=yP)9ih1$gN+m{w zGf+RD`QSAoYlV7PLHm(0?l<S*E4u@{k&ir%2pQx8Uk)7kP7NHcZ&;Xgh20T;$j3H& zO-MxIP{V=ez-R3__V1nqUm;r6yL0d?aAv<5pYtDq(?y9lkLF+>$b6^%#7{e7n)d3f zJ?ilTfqu=e4#IzosUf;=FMc0&Pu76Tz{_9O-j?5mIm<zoM{TG>ZVJz<7@>cgf7Mw0 zbkTu0NUHg=i26T7JNCwT@F?`c8#lC{LI1+gNmiZ)zlSEN-(}EAS(A~!36`=a{%B@q z{oBO-c6xcU3Fm5-bK&v;evcSgYu^zW_yQ<x@-D>L6RV;xh8%ZcF8Sh>66RmnGvxBO zKqwUcqWfCLsG&PI_KZ?X2H!g>VZksCTr%5yr^spGO*Jef?Jj!OL{H{P%IGaC_*z&} z8YAx+`suL^ZD3E<+U)o;;@38r;fk|}%RccsTVJU$e<T)J_|g#j!))R&jI?9^(7AtD z8S%-#PiHVd89&$HjYY^e=-t2CmXilTC$Q(ff&_St*iln!^IG`IeHAzO&o6U_(QKtM z@WQ3;Q)iyopsra{ykX7hMi62F&Z~Q&<CIIDz32oTsb3OfE$YIn)`Ifk2S^0{Bs<0W ze&lPzOHFds(EU)+&na2Jmtg+TyO&=upAnQuGC`l$9;WVExfgzCBb1}}4kGW;FEvll zBfh|?>of2LvXD<o3gJ$~-?df?W?J}53LFtq!+WDmiiqq%Ty7Oy;Ia9LJU=yPp$^{8 zaWOCdDEjF^856sjW%#nLZz}WpV}JLp0s%o=-~y(60u0>PrzU!aGl9nedzfcfbr5gF z6%I{ze1^~M_y;}7NaQKXro&Ufi+q2t_->v>+<Yu))ec-`(4{!K3j7jfN9Ourclb#4 zuZF%s9pS^2x8VpJ_{aKLv8Z40wJ$TcQw07){A%&mP4p2W(zDLb`t6A8S(yj_g<#HV zV1O@j1H2DKIg<}F{A)+Ag&eNOd-V?Ir3iN*`~y#D|AD^v(9MeV>-$lMWHobIx`CHc zPfIr5i~B5IK3bk_M@%05%<*5pT+AlV{Th9PP4Z@OQxWR($7heKl)yK6|Cx<u;L(5Y zwg}0o;Q5VnH(9dbJtopVv(Z7GUUkXggWkuDA!cG7^9)lvb~>xQgN`mD;kgoUl#08Q z+)S7|+>jn9%zJ?MBR$>s`UU1uo-0@z0=Ho@?NnlT<4D}(tX3ldC;HfVM7kRMsHo%I zsCO~^zYlV7Y^B)~yH^`Rc3ee1c|iN|!(Th1E&JJ`*$?QGOs}ptFhCdZ@@bgEcN^mQ z6k*VTdP5<z-~2N816qz7id!^J#N>}27RgKS+n01WaWWoz0IQf{!cZ4dPOdWa!uLv` zvBcN;q!WBN9tF+CJHs!f*)rP#Jn7hCs#i7Q-te;5@oVVY>OUyuq3)UDl9GI04jyF> z>E53|@O?b9S@8tF_rYn-yR%eIM3Ka4)dT2H0}b8I59va`{6_2h%?$7mbf2I6L0tBZ z&U*T|8}q8pT={!&pWTnnT@e7jd$41-ED8DNKK1p^M(A$ac;_vHL|q8uoqX!qW8ins zIf=RgUmbG$5bOaQgM~#f*%|$T4~r}hs}atN@*JnseSAN@N#CY1@CN3Tk&DogO&CST zQ$tTx9`Gr9Oa}Q~J!wOC3H4v>o`Cu$2l$C7#`FJyA4!gFx3U}d6+O<ew!%HWQ&6QU zv*bvSo#0gn?Z-a!_3BT2;LX@4{WG~yN8CvdXSz27KEqSz&u#+#N&IbO*>B-LLGwd_ zArAP=iOCb(cMxAfbd`F5chom2)mE89pLJ7b*RT!d<+t;8dwXGyX!CI25;uG}zMD*~ zS>yaW@tZuvbDTU-^zh+3Jl|pN+;Q;Jn{#EKjj4ev+Wb2_I*xeI(d>Q`=P=@~_KGC> zh6O+NK#NN38)2YSuz}96NQJE?V;*}d&fh9rgid+4$NVcU;7(_gW{ny~aBgT*@`P<L zU)ZB_YIqY~Om}j$8R>zioqkf$jC-OWs8hUm7JaO=^@hYMbj%KB?h575jq$KN*^cMn zAO8NI+&uQ*WR%p=esLu@efKm>UBMiA)CJ~N;EU>iCnMFjaNfQ5<p}JCU&f}tUA`G~ zV99@n_0gxSh+gNnIEK8dQ&aFR19LLhA`TUlI1oIyg%-$AkB+cbtg|d*FX8n|<>t@v zywAVcKZE{ixW7=P1@Uf=$V{kGB5>&vDR~X(cVm;in4~9=H@VMSj33A6)aqWSUBKSo zpWM}H(>ULcmnt<c0!L`A61@bS?K!^>3l-=$o?QDUeIIonot(Jq+BN7_Q)C~mu!7&H zUo7=$MLwi)ayFO*zN%nJEKEBP4*vIMUO@k)*8P#n6M2%yG(RhM9y}vO|B*K6sRs+< zt50z|5`QouV1v)s)xH+8h`4?w@U7u^6ntQUgl0zL(Kn6JNQLi*@6?-uKkw?`pQ729 z)(PI2V&UcN3wh{sQ~3OQze6|ux%!R9G3Ykl?ojhl2Y!8rZJwbG`of_hNwaM5zx=y+ zvOJ;h5O#aM4Bg+ByIN#C@T1lZMLNn5_^3L`pO>=0J{6vYsL&L|ZRP&%`y5V0W0a>5 z$8AUOqGFqNz%6w%t2i~mE1y|^^IZse+9L61sSGuI-4gWnmn5RTNIJq4Pi9ZZQLI$9 zlTat>@qeC2U+4Q?Gvgo$ee14*x-01Ok2*#6HS3{Ht*^{~ObtBhLEFs2OW>%l&2NVL zKp(^>5fn!W{cNe%SQz4~o>CjbZS?b*a})HQz-6W`(R3#c!XNra*o4b9=w=1dYSwx& zSMPp4+hZO4&PrR~m)*cq{M@38P@jAyaVaug$J}k8oyF5H;5UWpkETgF5R3oxUlX5k zpLdLDyzhta$?*?2Gm)S4wYMb7cj101rrj5xLR<~yOV7mTLj0?8H4{4GpJeh*z0kMn ztz6-tAQ3&~k_kum!?)?*-XFK|9OoY&IQS{YnJ7E8WqMT&^+sDsohopMf}`rE|BD~W zHHnse>WGizh9s}IPK08rKbHeOXExl8q6Ro*mq$`9Idt@@Mq&@<z<d4ctIbsvhCWJ& z+$QS)^vUfUI((r{#4FJ@*6U8T1m`{JBcGxBXj*=)I@<)DlF5f^G2pKz2bKiewm}bM z8UFj`IOg^HLyF8;;1{5gA$={ynV<=s-bvo&K&aT+2vVGczw9*Mr9<@CTh!04`5Hcm z2YwX<%pAe}PE*zxNe4bX;P6#W7Wj_F$&w49&~eKuzG_%OKV`s~5{3Ii9!^P>gMV*r zQ}?Y}%7svixb9Jo`uE#f-)acr>0edetRu*~fy{ozhRh_)x$C~#kN&ESNL30fK^>7@ zQQ46X9p{2Z$uB(bu?3PF3vkfmjeP%Z;@r~zefy(u6@GJpHShnSA7^(nOHyEPB<R(5 zEBwScPs?jMZ!?EJcQ89SXwiwd)p7s&sv`JTMSt%y72s*HVwRDpE7;9ABaR?HM4uLA zV+5X+C_mWxSs!tVJvg5Y_1!zg*uW{&+v7T^!;|Q<R9s&kq+3KheDcL161Z7jy=o-a z5qqMm`|mS#HvIcU4T`U*L$<!>J$kVV@ln#}q`i(4ap;k*CpCDC@8S=gwbgK6jO$y; z5uf&T8wOaRev-S<`1;FH<mt90t?lEevos@G-^!2(ukq-%N64EaTyFbP3mu8t^PRsF zfwy#c@@pN&IU0KqTJzuh-rZx~^NTjnorGtbSA%y`X*~AtZh`~macMq(NB=>36}-r^ z3w5}+S_B>Zy7(BXMfUe#enh>EF+Txw{34nf{+N3r`%u9eYKeI0OuwW3GU}iFyl8P# z`1x=zXzxXx!m=koz1{$Qa)|Mv_DJ}SQZOt%<aQ%I>s$;nK>u;A`8%H^>ImJv)8)IR z5qFL}Rn|lOnj2_P&|3>%+Hk_T6*%`D24)RU#Dkw|VvLFCv#fgL>Bgb6aumB@Aq!rk z#(V#%ZTQ@f57&k)!DH=RxWeQS1HElVUr<7U8}TkSm8$uOGtqYJ`#1yom#f$7GW43k zPs%)gS@{e6#CIl!QoQGmXerq%=qpKOML%7U&*{GiXSW@2B(%gxYo@5ra&Or31<k{k zL2S>u;H&?54#hJkaIZ#G>wQ^(-$}l@{k9xB>3h<_1phkXo$}46nFGiJO&0Zn==Zg^ zC?!s$L3evgEV>Hssc~1xlmYUZ-b8g+k0tha{;FP9fu2h^Vw=ntyyr_Qmolx}k@s$U zeOf35Pon4h$`beRZ*ilLXBK!Ho0IDAQ3rdN^NKm3?p6+9=i^;RJ@d#}`Tkk#rQO#Q zxcU%vlcx7i!$o|*uAgGBcY=3+vinY0EOZrQ>>+v3F`eEvyVei9cSGBaj6Du{%2`ao zL=W}$$xqs3Lb!iD>L0}qV}D7A5!Hni#1Hm?g>8TF9G<;amIFR{Zt~_C4%AN;=WY<5 z&<Taw-_6MZ-X#8ncDm3Qb@;O@+yTH}%q9zeaE^n&-dY!y#X0I<qxd<Byyf?^;6MR* z`3ps-?$qL(w&-2l$?pR^FP>t;=ppojA5HFmOM>2;l_5o|1$=(%^vPm9%zu1Sksp!( z-@+xd>nU)SBn8bB+CcatC-1+S0G&?1Oh&DJCgwJNb<PB*L#NX4#`6g)=E<LPxo7KO zKU%lr3s>Mf)Y@Ya8d^@oo1|aNZ^2s(L`?1$IgC0mlx4Ao1HKlvsjOGe01ta~QAq*y z^peuu$x-B=_bx#ktk8M8x<BqT2VSOUQJd<FeLNHUUa+Y{PcZv)Qe86dzdcXS;;X@n z8At_esK<a`IsBlxVj21vnR8_nVW^kcl)XxlTnP2+32v-f&>_sEJ1gV99o*Zxv;|z$ z>@r>4F&YxF?QpOOTMzbP>x8#!oW))<9Y?MUKJXRG{nfY%TsG~cYt8d(;KwAcy!?&4 zsF~dm;|861p-h3*-D~I@)ekRk2QKqlCqwHY`ZdmitnG@AQ9sXfZm%eVuhXm%>z!`+ z`QE3tI&%|z=t+M6x+ug|{aa<pWr%-)71^)s(ARtM7*nIJ+I1);**FLFEjNwVKLhLs zB^3^enc!aOkr&V-e_p&Iu5}goO4+&e#Xfw`u>H)gB|o8`$*l>vg8rI9#HD)_y8Ngk zR)cSFE{^^YDtA=F9*Y`VPY&QX_l531wjPHsn8vK|E^Zq_+B(*EO3s1cyi7s&8uQqj zy`nPF8_>@PywMX8g<eomC0>ONdUM-L@pjOO$?X0|`i8plR%P%8BkI!BrJ#es(5uEQ zl__@O|DRu5lTJoI!`zV1#PkI9=djO8DfrnllV^U^UcvlbwubX#=rRvEoXh$YV^7eV zxJJjm1CM@LxpnU&=mw3b$gUxeO{aegT0-5mi?_UweLwit?GL|jXCjYQbxFyK*%P_E z_agZ4?*(`8PKfMuBpPIcU)Z)nf8pV|nbVGX_={XFQy_eL@(vKGadyOWPnVR)Q{Y)X zl%`#|g#GglOS@YT=U>G}$?<}x{B@s#LlON4_4tl!&ndCb=(=5(g@gkUpK)N@5S1OF zWUpFga~*S%1~;|5@%bJ$@9unabR?v&zaNsPf^WZN<x{<F@Lw2vRp<#^IxfQ`nJLSj z$UFVbeF<~5H)A;Unl~H>rFGNUeQG#o|Jucx&<FSQ$A<nxz4T&_#uX8BeBaH4ks~aa z<DIyF-SaN?sHlIVJ%soF<qY#d;^TkuzV%fl>I!CR=09P#aPC@Krf(jG-^_KsM|beK z6U$aNwi&w+I$y2sJS4~c&7`+xL>wEv=<+nd1iX<(2v6P#__cj|P8Q<_ecbI?kK*Sf zg0yC}?TP^6Qq@%9Gw?U=4iv}vkY93{t%8fd*X$PD*U`EIb^VZsPyHxx_So*bCs9`` z%aSh}1Al#VVdd<lXzbyADt|!h8|E73CfQ$0LWd*$sO|#t2TxL2W0es601`@e#tC3v zzU*DTl{)4WK3NU=2Y`2eOBtp534Y|x=fqnOKT~$D<og@i5f9(pukl4)cSJ(R#vi<n z-ty<vLFkp92tVj1A^u;^ujOO{9`s?(wI#(GdRiZ@#5ch0I_iv`UIJd2R4Mav2G4Wp z&kSuY@Y;TpUYaKh&cyL^B59V$$5WRROzD8L_w1zR{4|ZZtjx^>JKS3~C0$mn+ipZ8 z$4}8EH}s?AGI{f;V}sP$%CBT&p3>D{Vpoh4admdWPZ|B%%HIv8V^r{`U=1sdQbqmP zv&*~=bD1=Dr)Kh~;FFNK{ZJPA3J-mkge1)OXBr=E9Das4HSmDyT{L)ycOIMfaj%}I zxHEj2M%<3LGH(nX^;Vv}(TFR~tNRHrd*E0aE6I11&9L9;VPHos;&htojL0$6%bxRf ztKG<Bzqx$7jG9qLKja)R0?w1IchQCO73K@qJXa{7t1x1jj^IQ8{X$+WZv=Xx-|dRQ zyMSZV9}kZ6L;SQ|Q@)>sx{9HPsn)O?cnE`{?NR{tme!?)C80l62zeWl1w8Z4bEo0U zTMoqWQ{0)tn0q}EmMe8j!GXBm-aK*$^>nKF^5@UM9Zu3_v^)gfoxbPoi=GMW;l8!( z(T6(HM)a13oG9Y!h)shu`20}$UB5&^F!xn|v?N~PKVJgl#dhdMsO|Y^XAQyc?7e<n z5Pe_Sx8*4d+_S^=tZpB`+sz))z9fAY@p?sa;P`LoUu{=73;sD1^21a1Zs^k+wO3^s zMc~J>EHJ=OkNr6g^jr^GF>fLLMwk<RNnb>&7hGPt5`x_aT!o+DzL@jJ{{k-K^e^I$ z%un!(-Dj$vqQ5h``lDU*J@DP9C+YL^z#EFDHvKoR5H&O4??!|7x2-zlZo4hfF<!1E z(MBR@&FT(r;eD=&e43(;#X0`i(h!@A_jcjrv7u+s<qetKeINuq)%k7C;}f<7t552g zNZ@m;+xe+hHQ<+7TH0*`T=V<w`mL!;_&ru8g6m#G?_jnVDu@1#i{uo^it~7mJo5I# z%XWlTygv0c^izW#b&mh})(GWF#u`upw}}6x&yK#aR{PJtl!K^G^9G7u``8mJ*)^?l zh-Y@cdV|eSe`T0`__gx@bVqyAgVi^%pP^*NP5u{fdex!<L+CX67=CH@p)Ti<Nac>6 z#D21zpKYQU@Xx)!qMhx5I`WtQPkQW=I?Bw=bqD={dcrz|4Rm>&@dg(k(O?fBOS!kY zJ@!RQrFRSPLQg74c8ZhB9&@JW*sgwXB0iPyuBtvo9l?>ktLr6+SYW5HPG5k2|63Ce z9rCzRwmn7CAas@Y+<YZ2+7rufH>{2$UMat!X$&>S`-?Dq<->z`Mw;Gk3LHpXxZ(Q? z_?lCjMvu1P_xQ?M<jrvbdvGq)FL0cME`2y&JOX*Ha``hwS~vI%`U?Tg1K{I3GV1iu z*K|(O7%jlRrAVU7v;+7@*N*TDw}CGh?08}P1$Dha+Tmpb^mFfLv~B+D1D@HPmNq#E zyhi3C!-fCuo7Qge!5i@19ZAXihUev)qBv#@9`lLefkkuVp$8p5<k!4_^S?a6|8NGn ziAxJPUu59VrSr!2hc@sbCHlNGEYJf=etW;26aD@f;gBuxy41nR17zr%Vh==6eaGBZ z*Kpo?E$}AR@@suxZlFI14)wE$wj+GCOCLyl1>T->*NMRx{G=RR6dmfw&WutkX4D<0 z<64Vu7=W)OYnbnFgO0DuTqOm%pRQXIsjS)Xb=0TWc}>-o(CJP6xjh9uRe}1mQ@!XT z@`p_R(}gT@aWQ^ubS56`@2+L^fS$JeE5GRn_`RMSW&DcxG`7L;%{S1Q=%dmt=R;hv zkTd9V!t-otPWnSDkDtd?DenwE<b{)xL%R>+WRgW(sW5PR*X&;tN1-R+aNG4>8*}VV zl^J>H+w+|xH+uHsd4&I1BF~5JJK7^{F%<kxpI<-0i@2H7<!8AEduEG1*ZjdbdB)Kj zaoWRy2)$%H{tSJYE<HJ|>r?m%ZXGgA!5oCT|I)eMcIc(k!&8K>!q?{0g3s2fJ<<I4 z+afjkM$5fF6VIVub^4@qvqld2i$`R8>=fn*Rc`jZ!`$D*@!9Q$&;f{>b&#xqe>?l@ zh`J!JRXF-l@6>d~zE~sb3gD>fAC3Rq)&Sl!KOh`?47&5fdp3L+p*zl?)AxaXurYi7 zeNneP@kn64^H>r5uf#Zej7?n#ZwY1H_<xvJxoG`H8~uOe3(7{(A^0PTA8<+;0q&7_ z<bfjaSE|P>B71N@4k%xh965tJFJdz<_&VlwtgoItaRt15pKH1l>N9D-roylx>;a2Y zra0JYOUV9^HQ?rk9{7A}+8y8pygBi%J!Z%+@{icKL*Ogp8~IoO{*PwwN&6q;UZm~V zu~&l+?}y>*r04@@;$`3XUG5Cr>mIT&Zu~pyv8d+P6qpNY75MrcbwKs<q~jI5x20dc zd--{>-=jV2_CFCvf;G)G!4dU1+w&ZC69@Pmj6OMHu}mWVN;N9-(m)Ts&y-UW{eqoR zkaPv`w1`AD{o<##*qeH}lP(arkD*^1HO{HfEfHl3@GEb&oyPh?=(VV)@Bg=dimzq( z(FUa>Avv<`yPty%p)CJZzaF?6Z`56$u`uAAYr(%cW?TrL1IAq;z&E0l{<a#=VQ&-1 zH_3b8QGbhAoSa8rpz)-IR%Q~oqCe}!1rFdV=5hWHWWa05@_zsI7WjzJ&yMak%#A6$ z=x@G>zVxspBlii!!GPlheCUHi<&#I##epAKB`I%R#@y13(o{G2sgx@+I^`A6eGl<| zF~L2bD_qF`h3BN=7`i<Gc)nX*bo1B`@I||7Xg)&!d-enEtua1lA|kYsrj5pi*k`3; zJA4Q}A&ggr_d~alOqmo?&<`EZ5bx`LbNEp&pO9QrL_exm7rYAoY@eR|SPbUf^FlA@ zT?N18o8REE<%zlFF7-o-C%_*$?94CXhJW<;MTQJ1=wD}&ViT933)~i+!&_uabc!9n zeAWZJ;WZ=WZ1k-x9=#JMpc^|cA;e&>f_^A5X7V#L^gfKAMykT`zT)JrrGx*Qd*-WJ zv>)-qE>ZMpE%bxGCribEyPx6WcQ}may<cXRck~YMR!=+>p1%X{NHf3vD|BDg>>drY zB6v?S@x==GoXVLg^<StrEo?*6RgfPCog2=~*N}*{#k2x$Y2+Cd^WLWaeEI!XC+;^P zZ@fQ=`~-ZYm1EN<!;Xj@wl*CsA`ymKCDXpLc>Y7L!~M9R2id61?G%F!<+Yd8Y1F4z z`p@pW>;j!lcE$0t;5iT8GL8@HfbW%!De)5i8^s!1W}&;V_u!_YFxeJxuHoTZ?Z(*K z!1CGrO%3?J&8@$x@z~dw$rN|-A@=j_;S@-IiaPMu{DB4;2f}GtMj)sYd_k`AVikDg z8)1*DZ-f83StCNy0#D7jSa&9U40-|$$2%QMIFEc(ai>nh-{SsvYj5bOx2qM-3PDHm zU70?bX$bYa=Bem>;DAm0cB(!?d?SSf(ylfFXSK@ibwu0?W+2TB)k6>1pG+G7Tqtp& zRGZ@{<|Y1A{CW}qJe8rnaTj>AgS@W`Pd$YXq5Rv-*aYCUZx+93BOY8+p}#I-??@O0 zu*+GV!dwf@_@7fr@Ubrc=*<k=W-f$FK^^+gq~TLhMVRlv7S>+jD)gh`(y96Io%|ce zz+=vZI#0^y`hPxF{B^A@FCBry1&%g3_>%~0o*A~8HTZeyC;i-IfxU2Slv8T5z%O`R z-P;AxAA3vvVdo?fPv$Izdu~8)Nc+~S=n?oC)r&C}C-MFo+_ET_anF-Auk-=ec*3BY zUJTxzrL*r<;vVRA#0)I=0I#x9j~wbneLV8{#ScdCGljJ&TGHT2+=f;@S9rkJHB0vU z7;uw;ryQkp(9;ZjF=u;s5xyz&PhzW3zi0j&vx#PQBW^!n84yawT=U(83#!AI`^Ym6 zbpk)(k><G2d51)NGpcT<u)<t}7RRZ-BJdyfwTR!P13lS$<$#7$h^yj%uU=Sy-mazm z$rVEqp=^KP$!TxQr7S*A(?-1by6-jHU=q&Zc|WBI2F!D}FiS11VczApw89&_pB3@D zn`I-;#An{;f5Q4OcO-9LmWua&;;T!%KKPqcsu!53y$~O>t>uo@pneFPACsrU{7gpY zNt&<NXDBS0(?xP4@{)G*ceG*7n9(}r8iD?@qIQW~2)z03*{Qq8zircJog#fuM_oJB zMxll}eCJEoqlkY8#ow6?rlQW+)pV+r1%AOjIaAD%(8WgEGrrESCz8@RBP=F>!=7<c z8hioV&?uKU&ja2@CE4Z>{+?0M>Ow#22j^eqi&MZ^j&g--X|}*0>u<%6pV#a$e-@&0 z4S37b?u<vPd*QEH)tJ)-{Pq0dU-q6ip&!)_JuO#=IU8TGdOkd7ef~G>FC^><Dfa%5 zV9X~t(I@yy4Z09h;)UW@@O!1R<S*|+-<v30xRVKZ1ZS>)(;)KrxTDClyE*27-`##| zat}U1Gp>9*=-a-i#QNS&2aYoKQ8UIH`=`8D%NDAEryMvtJc6G)uE;^!J_a28-rjg8 zcJM>T8<p&$+=zwWVU=v*sLR=T)8oi6htQT_o&$Zs{`lx7kz(kz^PNnU(GU8+T;IHk zdcpr;C52M~e8V?NO{7r|t;g<RPJ0O4%iFBgsSbM8p$Q5fY4kPa?uWjOVJ?gzBsY~E z^C$)vt62BJ7slA1Mc$G`w7Yn&okBh7KpC9E3ta2yTHc3J@Mt^Op4_rfgCCltJ@*vq zve;MFjM9D3cUCC9x}pPpepFz7J8<yBH$ytNaDII=)s=L_!RJJnGce}c6VJ%bTEB-L z!a)4eKn(im1Cs|=JWvn3Y7R|qcnY6i(`O12yP*%Se=oa)`gN^3Cf~>#els&xAB<54 z8GLdte-9ss_%5sIlZaPj;|!_)>7-gaX2abr(Z{qV6qA5cB>ZC^wa7xB)WYy%2snZ7 z_=WE`R^S&s{AVHt^W5^gRVFPRU5Nmr=vrI+d9CSHN_7L~S&q**1fXtkXWW*-cOG*# z#&4E*gRzI5Mmo?Nal)zY;h^DN%p>g>5X!ucIbcF+^x`0NsouZG$g-UXp8Xpqm)Km0 zyMKdpi*QdaI@Bu-;hxaD5e=Tz(0$G1r2Lq1AZ&z2_#UY`60U#T$)&2Ch}z%Vd&hGB z?*raP`x5)=U+(5f1y2%~^q4EW9)6`8B29nrJc@rc9Fhl5{&w(fYpWId;@4RcY&p=s zsg`Gxa4uTa7(EX4{+Ex+Hta^QN8Yb^bm%vDW*^UO{PDo8Ru|3Jaqd}XZ=5EJhmZQG zx7Q%@bN>3SbZ2+$q0cc?QH735r{S1h6fMq|;(=Rk=$qiXAlKvNhJ76B$Bl0xj{liD zqJigd(yDNg68FJE|6}}rehVJCwx*M>;X_E;$I5~JO!1r`Pk;{ekBX7ckN^p8qg)1^ zHAlkl!<B&-&<E~WJ}R&SJ|L`_Gv6oBpAb?)mz;IMM;zO{x`lk5;HAMy%0qrnvD;~m zc-pggcHsx=!_v2D9R?SnzqvQNQml!-rXh*O=b8hdkbf{s&42_y<|}(0w!w$heW|fz z6LUvOM;E@M&#e4SMJtnoIWR4Awlv_~_bAnZA8LX}5t!4Ft%Hy0hG@e>=;7Z#AB*9} z`Tu$0Ecp^XFDa;lwkscX(<ku<zYDN;u;czt4xEQ$v!hh$bl??^g?G8eAm5EgyxI5- zU))E-93GgPwwp5DV<U$-O6u~z$u$l{Ku%ZWal)A>X)<TZ0xox2soLnQEOe`P_&RKG z-jtS8IBvo3am%JO?Yba*TK1}1Odf_l&As7`2oLIp1@;OW@FFS3le()M$a7-v;yq5e z5HH(QjtW8tKw%}+)n$kH*mUh53$G*bO>^>$;T^;elkACfI_y!gqI|(f0iAF9!0sh> zoNJS}`*bYbh?d^HPel>06bd4RK0rU0Sg{!Y!wCH(-NpCZ`1#WomC`EUTMn}n(FI6B zHx?fDdl2}Z;!T?nL)3$9=ePF6pzgj}d?B#I-HnJy9@{JfE*6n3PPZjbBDx)zZe-+O z9^<f2<BJCP%S!Qyp1?fXp{6v&QJnYowvS)P)`2TFj0{DaLI+(cXdnoDN$t=8_0I}t zLif8RZCJ7+Ask2&-31)K)$`mYa~S5r*3=I&#QvvSyxe&X{VAd8yRMMrNGKJ(cuoP` zsQ+i32e06xXQ3)lopjF`^<MFX24Uz;8)D|NfLHWOydwqNMV}|^6XJ(@og;`b%4-|; zwy5>@P+DUz@P}u5OTb@PhjM~A8R4^IXk@L<1YG(s-P5)y@cUb%2aJJl$hg${ZXvI| zR4<g+8~`7FbnjbEF6?oMozrIo9+3Cq%$=oToD(-&VRQJr>DqY7sOmsxWf<Lk<uP=a z2h61{qv1!I>JqmXdJErE1)bTb=f63V|H?<a>$mF@Nz{gJLHJx?m^l9at&qINe$3DG zdnSgmqn}hfr|}bY&+l)SZ>~E6Pu{SCZ3O&)zP#ip`ma7<v+Fou4_}_u+T9!u&|m!c zrA1{8KXns*%WtVT2aYRhg{UWX*~PiH2_tU^$Li+~V!ot_(n|xloK%GNYc+R#uXKj} zhmbG7iRt>%AG9MvztTzmv9lvwd^Jt_8-W*hJ@s>^gU@yk*)^{Y?8SP0>(&QH)Mxgs zV_U#qEn}3o9HZdxtabLGSR`;n!HM@KS6qlJW(vVd)IYQydamdGVn0hM!_o73z@h!E ze3gJFRF_w|mEpY2J74Z%L7i9Xb6!7w2y;B+C)w{9!uNK6b5iP6XM*g8(y}zpefCNs z0~_kNReg2G+&|Fe`yam6@(J_kd85xBxnhnj<nb}4EzH>|{V+cI67vCq345cC!>_)P zqPt`b^AOXscT`^ix6NB03w;V*!|UN{GsNlBkN-R!c#eKu&n@(oH~b5<lJ@7fVZYnM z_8qFo#|O55uG?J&T=EIsKQkftcM^qctJnkEMxN_@HVt~|_PGRyf4~bVe4QR~k%;%( zHU}qWfXjW#a>_s*)8b|<5rpSYId3@23O&}?jjHP-IG0~$izL3_oExkMrI=U&CuL)i zUbTmxm4Ug`Xb|+aWXDzuFE|j9{jsYHrNAc}@8=mD!SB&ASRXM0K6GY1^4}ZGLHQ{e zrWjyf$L1$9S>Vfcr62u|h@-zMtZwM)gYVjW4J-Q@=mg?F)Z9Wp$M*7LpWi$9=oqi= zdDRJ@c9}`D2E@<A&f%6s_ylt5v;CTDu_5^8yGV_Hq01jkd^d9j_1(GdQgz_J%_X+f z8jcP`SEI7a{Y3B=YQY*}>Cm5#Q#v>SmrJ^G`|CRj^vhQb(yrBkm;4sA$q)g3iJQ8c zD)6sUj@&}Wr-9$sJ}UM`e^#SH(J6s*(`(|w^AYjuxcIb6)B=2@N_0QoM7*eawfW+r zGWJ3X`?Y+%gT3`G9eeMpzz=2UOjkGRLI!p(Yc}K;hU0msv{S*`k_Co~p<ikY+tYYO z2>vO>EBij--h7G{ep$VQ{d)oX<ccHECw%n0I*EROp3ExwJ>sd>h@^1>KEHRZ_=uQ3 z@a?+4?|p&u9BLuYka*@q3=h0B?E`MTb?mP=gB8x{MXlyLzk%!Pu-)|h?m}FtzN~*c z7<;75owvNkZHcc^9tAsrC*Rs}YnQ31Jz>z#SZZvHd9#8lO9|vhmflBPmB5Q!$F_N` z;yl)W7z%OwgZ&gsRa22pB;rq4-Omgw_!KZwe5!MEAa?FO^id9a(zbqQ<{lU5rm2#| zPdNjBkEpTLpU3wveG&Wzddr0(!{F_x&u+Rznv^5ncmCF>I_HJ{@W+`3Kim`3LRn>> z3FuTNxSq2FyAZ!PiYTqouMfyqKTSryp8XJ2w~oG0TrW)WJuBv2GnO@H5HI@;YED-T z0jD?VJtidq+-b|S;x6jD`K*X@M&Jic^*&tEpGAKbeSYlx6nrClD(`s%zmL?Z2=IUo z;mL--RRzv#yWCtWb-f)?m_=KE+XlG$uV`ipQ}n@hvHSkKhHu44zk04c^xu(#owU#& zkagYEH(R$Q(l6D#*?SJWa#!YCW#Ip>Z<*2!E(2E}QPzdy{|oLs$e)C|g_@!EbjV-m z(P_JaKD~kuS^toqD&j)%&cKy3+W+~>7MVoi9J)2P3U_{j-)lxW^GU?}iWl4J*L>jH z5M3#FHPMl{`)PST3weu$+3up-4j019Orq@z>Mb(emhsne(8tq{pLm3LFJU&QPj%X! z*jDuGrYh=<ia9Ik0!f@7zfxMdv#4A6)!Aj-;18retxlj1oRcga=M{tAc4UV@CGubc z*P2UoAnMJc7k2~5z|XjJ{dL8;5xg4Ge}NOaSK+dJ))HqzT=?4s67-~}n3>pTjesw- zbXv>0q95tcT3JUOo^N58LbSn$S3LEC#&Pubebk+qz)#rLj9-r995WnyCbYvH{(~|X z7cIRomrqlr(#8yZ)8gw{1I#%QrY#z89-)8Vyttn|1p5&SY4%?BgipfDIn5^2&qZMm zw)FxxJZ8JXCxSe%FNN|Zw>5nJOb4^2fsd;Cl-E(8cOvxcr=I?R52i5Pz1Bx_$nPSI zz1854<k|9_{+n;FP}l4`5B*u|y>-Jcj85?LkI}l1`uW%nY0-D+cj-E>F-|I@-ibE} zz4-=pYFHn;FmMzTAr6C{2+T(@Y+qhn1kPcv-PMt6OPpTp2v)%Ru-1Q-wwnid^qlN& zhNswrx9E8E3-n<b=dZmB=m1WTI6NhZ{M$17{7f3&%g&6a&CP!iPl9edQNler&^4P{ z2K|_-?tOpvljuj(o7;`RkDGtIKc9RE`HI49zt2z9IrcOh?d_Oj5tYw~F9ses<s2Z5 z_{0~yZo3cpZRAo+)j0UoJAwmEkI}!{nsIRE=eiSDo(JyeLcRM;In(zHHSkBv$Me)Z z;42jFNTr&?pOu>Y;t}B0y@aeU1@sX~4;V=I5m!kIMEMTjO1(28oI6lY8BlZzIsnHV z{Jwjhf*$ulw#dMA4SO8u;<D<0fCv0rHYlj>N`!N*nr~qr4$FhpcYn=+Kf2O$?O6wJ zrfp2dHfBp$w*1;~!}m+)BKvEL{>?q|M)^zpY5SJ^UTi+*;`<dg;x1$E#9@bJr-lPD z&l35o?voP{DW)c41D%S~hi^L6xSv^>daKW(P<KyEt-7h$6JI2M`R(a+Au1IsK5gSc z9VZr<rE=bp@Q~ZtEd+nLtJZz0FAiZ(=w7uwtvT=~eSXkE&)$tt3Kxo5Ks_*b)uQo5 z7w)&6m6J5yqu7UO;ePbjLMPAA?9oPDHuf|&Ar89W_8R;5z~xR)WLGgFuQhpT7CxQ8 zyv(@4$Z4D-+X&4;w_xDtcZ|>ZqE0-kH}aJmxE9mB{Ey6nr~||A%I!)-pWd|n#L-vo zM1-$_LuoLHU=hE6OrQh0R`Q;hIP@Ej8^0VTFi)PuG4*wO4{!+@;a5IxHbj<31r-VU zPEB3oljMuQ{j=0&hGw0KA4F<|J9vSQp+)n&_&%Rqu0Hx6hw~u%(bys%I<T?>=_1ho zF~~0Rb??O-f(pz1C&j1}>AJ^zw!v@q`R=njwXKNj@e2>zAKDTUf2n?#;QP~_dGkVi z9XhR#8Lkzg*pn@<bJ4s7{kd+^KaD{6>E?t@4<KGozBqBD0iXNecEj`gh$E7>SMra7 zZ~J?pw7duX=FU&f&kz0te`bD;QXKe#eS|aHZ}<o1o(R(&!gEPuk*s40Mx9$gvQ`66 zRQTI*(Pg_6p~iiA^0}H5A^*Txc@F)Echkn_Ljsr++!=8;9dTHu{&pJ25O7wbvP1)E z?8Dp7uF4EN?XP*T-aT^U)!L(3f%rb_pL!2Q{)R63w*G|+sIRw<8n*a>4>-nLbMoLf zJLt^aGr#jW5mmk=(iG@p$0FCJ6dLgymts}qynxeOO#Qq@5B+6O6el<ORj%aD=bET5 zj?d8F|NR8~c;MjmOuToG(1&vh*_f-!-#=7=^B-V4XsBh5`fvS`$XF=)pJKPHPTc!d zicdphBJek0t=_Wb1OK)&C_v^E@_K!Si4xwo-92&LubTKh+{h?pflF?6Y~R;|_wnx~ z$D~0Dd=UD6eZHa(-YSWq$_6;K>W=<E4O!?NNBJiV&mqrBbj2wDwj%<Ro-A_|gO9WH zma`#YK5`f5n13$j$=N<Kcb{+|CjAucQ-tB`9a#EyKkELFU8x_RVNO~1kXEu{9Oha6 zg}5F<9K2YW_ca!JXwmSc4^<D)pBFrswg!%=beHQhIrJ_%dP`IZU-4cZbDj!+2tCGK zn>Qm{B*Nt05B7cNYisg6FQ^W>5e(@+RF?AGh`|TWm4TelT`T{5Apx8~aYQYMnFDiW zP7;Yxc&;}jJS^YI+Y@Zb*R;FTTnQ>e%6*OCsjk&>zUYcVe_W6u$Qca1WuJ!hU0L9* z<ZD-s<Nk<|Oifat5A(|^<xI)I-VJsqP0=LiOT~E_QaRA?2Hg@{cLJ}&{<35i_`xyF zA7#_nAO3phgWW<*4n$L%_ZXEPbW}NSCvJr}5fbrR^Zq#3-?&4Y^zdB8E(cjvqhH(P zaVL$S?q#q3alicz^iaFSeyTO%TzR+cSwMarwu`k>1P^~{NV7ej9JtLqW90e2;0dH( zctv<YKM+~%a}>O`HWkf@Nqg{%7dKQM0mnERUrQPK6*#qvR$#>*<e#0%fr_+l#EAu= zdS3JuD+av=9hf(NyMF2DJJij)wSE3dM1ya$UzDJR4uTYY`7r-6;7SKg@9S(KziUgJ zK90Ue-c0IjHt?RHUAuZuKSbUTK6b9p40THb^<JgB=$rRkJEcSmT-r$4FD@7Ja|TQc z`*7ZO(?mYW=EeDc98FKcb7@XLP+TK}d3Lj%F>=t)a>xcUh6C@stYKfTv=@4=)@h5! zsAGoHnCLh>NQBJcSyurkXJR2yYWo%RiTxsl^g-w^raOB4ZP6Eh-BgTu2cLTFAK?zK zM)C7=&KHTHj@Te8BUkT+UP75$f*GG@?x{Rl83F%l?L#Wtk3d(S)5JYf2H!(}8XX<* zTDtcK$o+F{q1XFnEQWYcSz0|3gZeRTMegRI0tX_QisG6Fd~&j;Ni@5oF%OW))<|Xu zy^1Vz!tXuseM?E#9moaFceCux$OqKb@uywakJ}RmgXz0?(EpHiB{@9LgD&B-=<!$Z zi{WV^y*-V7>FxHR-{&!37h6-pIEUvjd&_?4KF;UeZnIN4vhaodxHj^70&|>k7t|X4 zk-yXAm$XVTAEZ6r%Bu^1czc$3C-`803*)gD!nuFQADbS7bM2=WQTQzzxYO_lYrlK8 z*ps}ybr19<u^V-Q60HtI4;T5lz4-HEft7B@F~rSnA*p2+@a<{$E^^HWe$6Fe6$`xX zqoL{9V)#AWALGhOa{%teQ=9M{b+?w@LzbK9%ehK95>}zxV4I7i=f-*eU_mu+G>5q4 zzRhJ&3Hg<tY9#`7wYA`f?N^|`6OOf=+F}K6*e;W;4&2YWiafso{X^De=iNV$=MU@8 z39ue@Bjzf$k<TYP6Tg%*pWAjpKXA;eD(=I7dMlgIBPOV?$GRE}!(5RM!jdV!f}b?` z7MKj&+BGL6XY4L`b5p0qaqywGB|=82sIx6Pmc48RpzjzQ_dDSRJhZv(n=b|W(W2Rs zrb^6D|E!(RLVutYK~f#WxxP>$@Yto-fyh4<>ty&3`<)mjLR}p3{<>BN4g*Ij;~e_P z8UQ~#Q=^!2)T!?^3OQ-{;dArO`Q%yDv-|A=t5s27lq8cFB*E|eD4`jBiubcITsKd5 z3c5PCoPa~XhwS7P2g({S|IR4y{pdDyyJ=#b=kaqN<y)wnD8T*&tB~mzs85c}ak}Iq z9w&%LnUHV}SPp-W`1ubyIRD6BH>=_AEn>ON49_8rR(oxe3Gpm$@<V?oo)@i%AQ$>Y z%~N~0EK!I5%(vVUvV#9(pS`L(j}1}$yF7gUE%w2Qb)0elA8}(OI9-?;d}qhuwC5xT z;>K*@s74t0VL7=oo?#9I7ro0pf8f|JtW$g#M^Q&*Fe!zg-`F?5yF0fPxW2%L<#RiM zKR-A{d<1TM@kaQLmMzrLXK1pG(f{yo9OU#<g-(R_!aZZW_kHW)cTa-XiQmI?m-G|g z?~3;GZ%xqK2CPklpda?xzIs{<c&&-kwqqZ0-$mnmnmxgPmVB%AH?(&m=w9v8{3H&a z%p=m{(w8xxV-P2+hUeZEX8W5KedWMDfv8*jh^uU50cu>pA;jcDG=LAz<f$<E)<bU< zXHmcR0`Sg92Q_z>!S8%3c%;7(^H)4FJ#jVYL-tdKFVi{`vgb0BMVp)m_n7ZS?I!ST zk91!8M~is^C(i39abHaA7{!!VP@f$kV|;4hPIRq@n+yGg&s?=5rQRZZ5!bvf7%TxN zJn26wGX;M3+q<Ifukhjfy8rT<7uY{ze6!@g{dFd{b+=2Q9v^;xd}F{C_p&N$(BIjO zIK8?=L)8tu&5gz+2l&G9bV43g73OG!r4oxYuvahBShn>W<}{*?2e6{QNj>y*gHsIi zIhB=0e6x7}vqH@Uz(G7ln&&Pw;pZff*Izja-TgL^{y(TEL<7Z5LNCL&IbGl$k0|(A z#>!vKWOhUuspeLIh$HbP)8n>lm?N=!>rK*wQRLrEr;5kWKNH=Fo>6?*4>@jk-V(fO zckAlXt^2?`?=zFP=3)+_FnQ%29p)RXV&*l?pf6u#b|RyI9)st@AsH&@0}7>$pCaGy zb*f5;vVea?^$GJdZOnU^2=jje4&*thSJJlWOtAJUQhl;?Cg>9${9VaLeEqUsF#QEO z)xwE3#WV1&UZqcOLEm%FdMk=76!CL_!#EFfSiJULa%EPC)4ppXLD0|tD(a`+hxjWQ za6`}3+JSgW$+UAH{1-YSboL!XUnR3o^xyEBEfLqcD$EuI9o)l1zVXS}GuyAK#6ku? zb;S<~F;w=15L-p<k9z3l)n-1LAzrmmzj=Kt67wvtlHG-lf-hHjD6Wb+X#BkX**R+` zV*2W`TJIUm&y#bWc!jusKrJxgZ83DbOsyT~_`!3`CH>L94j*R6f|dyI^ZYSb2M1ly z$vUeB0pP2>*L~_U{owmPN1Uri{jke!B6L&(_cgh7i6;`g9_Qiw6zolZZ)%;v$V(z* z{nZcMp@A-g{Dm&xUN>Umyx0>3;0gS@C^-p#^pC#ztN!4VZyKwa)T0k6yww?z0iC7s zJ?#Mz^wWE2V%C|^Cw=`DcA~=ub2ZzTkMo^??jW`4Vv7#&6%+9vI+z3Xn9^FVc!K(a zj?3UnI`qt(m-=1<H(>Kv=RDvJ94efOoDICCdSA(G>6$fsWPfZ7e}s-~k3A{-82Tv` zS_jc@FJ{``IpGNZVE%7vp4YH<UCuX(|2%Mdx?k2Yd6*ZN=Xtgh=c8)o<KPJJ^+TI- zQdP)9)OKN2A~`q@6QYgD?C5941R_Kw+=xos)$C_yp&u(Q`ehFOar|9q59c!%f`Oy@ zZsS1*;v(OPvG4ofe_>S1*vShXk#{ev3gQ>z$=n~crKqoJQ?g7-F|TFpJFA7b!1cuZ zt=9?YQ#2cHnOOmM{#?e>e-XG+=w9`5;DHHNf5k=%(Z>n&Gy1>6yv>_KK3(LfXVRA` z4uk)%G+^c%bjAEkm%+?A5_C`J{8n~=&xs1FRGqNEyuw?f9}?itN~-xpD;~oiP3*$U z&z!(p+_U6z5x3+=>d1wG8;?c^^OSA}ucoZ1`CtEY?Ao;E8{jH*)cTJU@%+XFHBK|5 zpU^)0_>-v=@IH}z-me4TJvH;(xAYNr;+lr@fag9XtBJC<#av<pUBx!wU9?{#O*Hpo z&+;eBBUc}yu64O%b{71QMYheJQs6INitk(^;;=VRl5X`Ae(z6q4I?>buE>ub8S}uu z>PzBSgwd~k&y!5(DuJKxAqOsQ=v~e=h}HE*I1x$}cA*kc*h?Hwd-E*b|If(NOhOjW z5A{|s+p56#yhd)iY6o~z#~;`E?m#zasKw8UI@^?bLHm>?eB+Au-u417xja}?I)XYs z^V9)GCh&}lCw>alW@4ZBVaKv?{Qs5F#&Fe7z_GN+RD==VvKVf^<_BKjc5GbdGw^V_ z?_sQ!*|>K@P4i01z>y5+_Kvgw->eaRz5OM4?}y5bX82w&+i1PMYhliJ+qsPIz`f<e zo)ku-Pcj^JG&zcU^yA3>Z8R#j@ay=94a=xsns0YbVXyW$#Uhm|>Wc03a<jFvsP7IM z2iU5DSKD?zt(hBfK1V4p#~%8`eNWiGV1B%!_G^JW&U=Q^@Q-Rd_j3Y0TFr;S(<C3& zayE7#E|^_X@}Y(QG*>41P1NNx&&&Alzy~PqVbb2q1(@Tbpk}UwpGV-_-P-MK(8q@{ z@ARH>Cd%7oB)p38919#8l2x#0pnHln8vRv(1heqP{rG)fn5cRWVosrPe}PIkiIBU! z;W>bMSXHq1O#r^fmG!}@0OWrQ8k=<%{C}UzBN`Ln2`7Zk6yNiNzP&Q(%?u;%rMt?M zyCwXLU+_wGAV0->(e3+7U=PUT{mpFD6+3$<+tgX%uW>%3BO3MLFX@Z#zCXu3yBKZQ ze*-?;dP9xZQ16aaX3bVV2H&tYD7p>zt#xRr%pJO;KU*%k`@s9ia6D<JUPj-PS$s(1 z3G{xd?^EdUz7vj3YZic4ohy?}T7|wSk5y891bC^4bWZPQ{5{{949Z>bUpf(-zBYtB z6+Ot8+J^7#^{4p+CGMRUk3h?1CisorR+C-Ae4S+Tv_5+)`oC5!*%svCjAZ6_`Z#C1 zngxO;&>wGh((_0>$DX*L^hH0^nV8e&Y&rpb0B7C07ydpy8BgvT<Sp}=CMkUd@WGe# zn|Z;Hs4P3n+{65NP1u@XbbvE)>qUNtiL(Q7zT<rp8+h%FQAKx7^mCE{#lwe=Iunmy zTE<wkAYNFWI@-++9LZ(J_Hh^Zag^lB$C^NYG?2Sn8UC1E4-*;1DuJ)e^p4(s27Sd; zVAv1fuDj)!9MAJZ_g*^W9)>)4z)1e&#x?k4pU??V`h>jMwZ8Mw0Oq$VO}#Z;fTv&F zEvk6ch4>(;m3phwj<Bf~*rybPJt=iAmlQF-9mZdDwfPc!FzD1gy$!&pH>K-V8DgGs zkgDLwb>NooGSr^o=O+E+U8GBZeq&qs^PWS%FMm{z1)=WS+MjWJhJ?M_p_jVufEQXb zT)DOgyx)pKdTx6y_Uy8jMfAhJYqz6aV`VIKe&vGU7Z{<x-KIFct_9!E*;lTSi1W^q zKdXvR*TiN<g-Ct|j<`ox?i~Jm^HtQD!#dy%bbr4XR6_l%tkCC*^Y`}OfMb9H^mZ+| zr@a^9N4yy^RyXKEP^a1i)&2xNTuo-s10BM0;cffqK==#B#Y}pD-&{zRvJLV;UDbT& z%1+?A#7p`BQ}Awv3jL<*=$Csgt9_`#dri8rF!=^?4+|BPM`NJ#r2i=#h4}S#DKh=_ z19ze+M(^5B;3tBmn-;Y;B%(C)*h>=P(!ROkdKc*Cy+__3q`3+o1LE|J64av^p)MO# z*dOz2lcz!P0q~6B-CW$bFP0uVq<Fy(l(Y2^r{Rxv;x(1cFa!2I9BVpKin*eDj;jm; zS-4LJ1jL2y(YFs?3aP_>L{8x!GQsHc*g|&OC~5&mdUV}cDFk}Daf=)nCK8`ML>Nd* zV=tXcVBlX$=#ai0j}u0{tRDYtZV%3nQO|v{3gAf2{GvOHfrljWM2J`2g6@pVY$4`~ zJ;9jpz~f&v=D#(IvQEPXGb`6EW)XbJ&71qbm$RUrO-~_$5Lc2`t$A&-pwnAktD6GO ze4E5)>w)`0E95n@iuspogP#&bxsabf-}-Y6_c^0zzj2f;i8vW2dt?v#`O`DyBw^%< zB|DDsvyZW_tTm59;1%lQr;nTT&|g)C-Q2c_I*ByYm$N?ZO8gM9vyew$wzQ-2)>k~I zD{yihdW$}VW}%xNy4t{BLW4h`Lp*iKiKgx{aEN7N%8T#~z0otVWP2LtqAl8n{vrCz zJ&Fet#87XUnevzU1BZ%NO-cfuwV;|FRd5Zu3cKr%$`+l7t>8<PD-+lYZBoz61zZQV z?_BJ^(MQI;H|sElPVMOD)27JRMLj3@i`<+D0riHdC2D6v=slHf6z<javHW~}75K=k zo_$o~4czY3qd8~r%W?vf_YPtXgkV^yp!c&QM5(f_yvDtJe4(u;7=6kyM+1{$Irttp zd-a;+!e2LH`q&uwGMW8Xjqh$c5bvkgPTmp%kCWq~{}}zaa7}}j<p%cu)P48xg^qVq zQ^J}S@#ogf-Mi>xffMV~#w`Me)K_9EIQ|Iw9Evl~K1G6;llkfx*W*asNqiG`Z>Kvk zN$DIy$e?dXsxl-ULEhKTJFDPgM?8Hw?6d<vM<n^H0_lMpaU`^bR-w|35Ndk1lR^r< zFoHA_0>InOm3f>x3|y?E!DzufA9{}g)tDc^2MxQoM)Vrc&mM0vJrM3j#As01x>dLl zV~cb4U5GP>1vRfWB2E@s-<~=QykZxn{_#%4OEE7`Ia<V>E|u-=FBq}UK(9plm=F33 zV+Gq%9@M=Q#X1RRpab?kWbXw$HlBNjaQRW(^J<0L#c9}Uky3mkIuO2A#)4JN!|+*@ zh^D*^y~5j$%NdQ}e^U0O={k+r5LQB00>W-0-lWU@jq)QA)C13bF5f2+mxC|vt#5|U zvg$3d6!e|fi4>u?$SW2iuI=>tE(C|Tb2SO?`_f>IFCXSLtQgP7o2DY38Rd{&{R$sT zi;0Q5(1&Lg8#Hf2ADnjBd}|1wzbE~%^$?pi;Wgu+;fLoc^fphbuh|a%#v2;!A=pPv zGvRhn7kXxm;ty_es5gU@&feOBU$Y=Ts|YjVP;0;F5#VaKTUI*Fknf*fN?4p(18&+Y z^|%dqSG$Y#<H;M~9k!)*>3@K)eXu1H(}ElE`r>+(zzqBYA71i^1<yAm+L~aDzV}kk zd?(GkJ@MG8(qF3{c!#`&kI}F#Q87_68fOK3)tyc@1NUh(px4*W74td#wRe5MmwA6C zJ8K2}sh=j8+>{09J}|<wrU-R_+>4*abI`AHJUUwZ5qpeUJYQP71LvQ6OI6kf-%8&B zA-XlpVY&+rx<ap#)qke5H6HksUHt4Ge7|#cQs4Zc*NA2QTM}o0yqo;?!4BYGV<Ysr z2jubR=W|_LGSI6&2{N`uUr<<BYwr94^{#4DV%~n>xxOZY$=UE(d-qIqHWWGyJ&V16 zdEE#nZ5k#);P;<qj2~ZT08i6WrJl$Neu`u9M2Zu1Wo|n2=IFb6gkL6{slwdJAGI7h z;B`lCvpo>N-#3x(3etpr*qk=ExWW@SY3s(5C+E>`j=o#ciz5;2y~ox6QKJtG)Y1|g zhL41Ro%MDp#QW)F(O1RTv$>!+Vg-CzaysGq=qbz%bjEh1tb$LKjkDzfUSfItAjxGL z<~@GiV^jhjaOu_lx@qXtJ8jB~7|ra6CuQVCOPKfE&F<APKVVN}Y6KVPXu|JO%&l$j zJorX~vpe1@*b%P_&x#!#gWu-E=v!Uqp`*(>t`ZcBy+CeX%q3G$hdy@o&f`EIOq^JW z{p3V=em=0A(F`3@he+yc;5(Kx4Y88&n{#`Y>Kyh5=WfQx@Y`qLjQdhm*uXn<n9@zf zLC5gf(x`Ze+lffNA@xlK=c2YMk4!8H`)N(G?Zt(GFV35$`+{#d`SdF12|N#KQ>Dyh z%q8qheU_m|hPgi~WdXiBB*KC_*?A1Q)&vC$*Xx)QwBIed^NFM_;rit5_Z^n##}tTI zRweL-A$n&$+kq?1ybBwkL;U*od$7FEp16|p_{B-!5!8?O_g#*0B=#!IPuM)RBTSa1 zJzXe)i^cPAlZM`Y;^@7)aZTt!9HWx<MnJdZW__F14RfLIUv-!x&KkLuSl4GjU$Fcv z(;3g*cJjf%f;se97HyXYfg7fH#L1>cKtG(A(K#{$9lBlZu1?^X#pLXN@1x&U`RpFw zmJVKlvg%wA&XX<A)3G(gJu-6L>l>Wdf5$f?kbpX7w#e9y$rk<tpFF~y(7%Z!ROT8$ z7h!0XA0Ul>P3GT&6i-F?;Z-aZKBR=-Sj0K|nR0t#>EglAbDyzitorpUKJ-;;lzU?z zv)d6|7Dv}>3NdHC)wr#Z9e8Bt(MdVf^P{wH+;}FTi#5r3@(TTqLefL7ZK!X=GXF~J zA9Nuk0~1U0_T#yE4s{>WLqDbad&Lp?&3bG7(jGh~j(t>2k;pG+7B^DA<6fNz`9|K2 zKR?swF4bRmBODrB)wV?7FG@pJ;D-AjZsf<)Yy{oHy>l!5^6-_4Hs2$rkG*@@>9k@k zz<b}dw`MzI&is;@MO6}f`EO=EJpnv!vm%Ts74;xTl0txq4fLMZC|@g*VXp7Znfxaj z*w6A$KJFgwEysq2k=u9R`uPqk?C3k`JL>OTM?YuL|1j|j@Z3}Rd%D{39*?}c<yihd zimp2z%RP=#Mz*XdJDWsyA%u`k_RM~*%&d@PR4PS^B$RBGd95B2nMqPvNhPGB5QXmP zulwoVF7Nw1zu$M9bH3;M0`Di-CcTyozI#huBtFa)%b8qk)IwfM=~Jb?(+J+#ZGcJv z{GNGG_C<A@Ai`=O*ViTuzLD?ue)mj3-SqWd<}ch|#lUP{y5qpxzpf>ivSD6Z{4f7@ z-ylNOtD0i_IQW;)Zv#8e0gtG5b^CX&ZwRXfPM}ZhO&ipw2VOyU{rQThDC(DQPH%3o zz>msLib@T<#;K0UU`f;shAb)~tY0y2^l3sW?h<&@M$5{(GMIDAdOIT-4LpdkdRu7? z^7cw=;lKSa>2a+U3vAFOyd}G@pNT!dAq`*Y!I#xp?vwXMyw*E*q47TY3Qj52|EzC- zH;$9m*4lykfp+1D1M2OV$oNAtz_Xf0*`}gVx3&Fref+r^^P;rukA+Z2KQoP8`0GO= zH1hU@bs|osT9Lde!7r8yuyb-D-zZL|xHrJp?2;glydU~)Woz<*=YLQy2Pmg81BcmB z<9M(b&!_1tUHADFZ(<jZc-!DH>}$0V{4<jQUFM19V-vtJ9F>=qu0>(43Sz&v7SMGU z3^g6Rg?%g!`!BvRL_N%+UVa^TjkiE%YQ%5!{T7w8e1(X^ws&$A5Vy|wKlKeWfnTH# zmEjWVRAuL5vMso8C6v|aGSDa7=>6SV(~J7_q(;6h>W8ByW_KMVpfilOO_ckDeF?v> zUwnkTROZo`m5O{5y)6C00`nKj?p$j>fR7kO*e|S3_!D%~(u}eTIBzp;AzYV(h@3U9 ze9fPJgnQH9!ZzqdZ0^(@x}_UTa0qNnf2{T+O5~qJ&*T2>d1*(w+YA0=pLT@9F8GYt zs;V_1K5`Ufe;2C){ubX`_&F0kMH;$sfB2wV@jWg4h70)irTG=6$Nt3BFzdFHdok~> z|DVBsw(vO>+`RS~`aQ>#<>{k1UmZ%x^xrXm5W^ngs^1QM<8B70GvH72m0dp+-@_bv zao&$r=z!Qi?nt&kyu82v$hUhqe>OoJ8gtvB2YK+3J`Qo`@uzsx55N_p(_)hI@jOmO z-tis)|8OF_I!)y)=6&d2t;|6$-9E{cz4-&@K!t%zsS@YX<i}j68s-^Z)9*TF34UJU zV%bhp%mX_()&>>8SL!R1ET0pJ@Vw-ECJ5)4Q}%jatR3ndm97&P>A@d9Q%=u9ozl!! zu~!#(sq%q0rzegB7x1~U?=<j9#SA8=g(A#DS{(fGL=rf2E6<ga>$o@BHD_)%U>@^t zaO9+?Kk@uH-=S>uA=?Ko{31h~xSi8hzlwV$yGKW;8~q>!|6Tre<XszUYCbL==-;Kj zQ!mm1FQ{8Qf8{E8mz|6?j^n`d&s@(AbpXz_X{`O=IO_KcnI5<OP{(p=@T)$7Z)$=~ z={@KsCVd*KTfaar+y92^<hy^mhnvMbkI>g_JCv)e27Ke0lKmp)Vq=s)^*N)?v9O9< zr1AA9Y%hNk7Dc=j%YO7Z5_r@f!>&z-2p@tpVjhwI0nbafZ=3lP{6N{Jf2CXj{;kF0 z-oY45$euZ|`++@vZ`+@b4t<CtG6jrPy6D61=L{d-4m~XQolyO+n4byaKiGi!Gi!e8 zc#$8@)n&fQ74%hyT~aNXEiregV6#mP^T)n^+txFF0FTXWme;HX-t_81=G$ZNP5$Ds z^cMI*#N{>5`|-#>euq9BLY+18F5#Rq^wfq5^+U=&sGIAW%|mf+=bygIeK7&O1lhg* zZEw+EktUq>eFMH}I8ix-_b0LRn3Wy6nUP<=jAhY(F%-B|r->u}DY>sZSV1=tS*}?C zzF>7wr{qWg_BSZ3MAeo8?}*MbodYg;+|~HJ74nFtzKGnb=wM<|`Qeu@$S*<<+stO= zagIiB30@5%5eDP2b%7><M26<*D>9rjejzK%o9M^IS9_l@{P7`ptjAx(LI-1-Pje>! z28mcpy}kJ75PZv={%pSPK%G|~ULS>g&DFQRJQeyi57`};=%3?W`)0(m;M_@Ht?p1P z$G%GIcF|}T)MZ7h6_2?6h#YEPUISzBwN?D>|IS}^&WzIWPXWZOnD~14L@(muaN)r{ z2jJ^fac)Be_4esghieQS;TtfgaG(_YMagl7V`3ZNLyAhj8zb)&v|P<TWQh5zPXYRO z#89WqA6qz#_}8Dfy@&~X^r|@Ji#x!{74Il4e6Pg&%>H1Ldma0R$Um{Z#oS}w^6Mwj z2FUBx6f_3wBqG-9;@8gW*qa;5HZ|GoPiT{o-=!A>Z+<nhO2HR<A6;#^>!ADDD7|~j zyBE0R9?>ohTI{o=X}6+chaZJ*`;S?F@B@hl0_u>DSMKJC$D=+CkaUgI#r?{zlnXuA zgL-KDQ7(^nsN28F5+Bj0YQAU^3CTmfSRk((gYy{L8mD`P0Xjc-E79jif!8)08MvYD z8DZJT%lhmMozQU$0px{;B)gHKc3*-*iuIHh_^o}MM*<k`kcfB9R5?R2(A`V%|M>CA zn<)ELAN~e?u1w*EkFhoQVV3lVoxtDh)8}4s8j;{PrNb(Nxm(rVQ%3fb0mL))VKL!) zKf+CutoH#g_Q(&{Oj%>z_6ql)Zbl304wfSQWD(?TiUyHkX3R-ze7nN8ggpflzwaIE z4J5wWWU%Zm0j{0m`enu)J~BPiu~c{t7mxZ!6_xlBiVx0QUzEfg?IB3pynq9TcK6)# zgHBFX;~N?JmszH*-?J~^J5(Sc_<9HW>LKanBuNr6XG6hnh<o~z*+?q_Jlf*&XxL2+ z%#$=tUOtQd`J>Nu$J>~DzHM6HnY##|k_)9zdfeb=C3~RXFdBV``E*LjZ^T8GZZ(<j z0Yue}gjlB=@R@k}-0(5_n(NCnYHq+i|9(4=OV0`(Rr(RP8$P$1>%P1{4AB3)3tDO# z1YS(_uutfUFL8!8x7rvw%nQ$NNU6@Fuh8B2@hIJ!_+oqZyLOg0_D8IX{PUUkFj62y z>Ln2mB`9*Zzza`?N=3iF=|d#Dc8LV-_aT&@j>(C+pf2>-$tLjt^Uw++!5MP@^g`Tg zf2;6&rI^3BAud1BI@+7?7xV9}1I@g^OOA!VVocnNJ*rCYcE&`aUy-ZVickg)8E+AP z3-zgffaYtqcbMPN<>RBp_t@1T|Bx2_aD0WOjq7jBJr*bI@5JZ-&`$0)yaN5y8B+D4 zRv_UK>nvpeys+;~QfM^#v$A>)A?9`H8K^G5ZW#v7e=Ov77V!FyX8ct7KFBY16^mCf z4{~ay`Pez&RgA)xo!oejQ<sZ6xRJl658tix^Mo#Df&7dd>IRh&`T}ol=$r<Bhpo+^ z|9sI%-rx_u_XMkO1n_06qI}sk;5{2lF6{Tv&(wT$WS&gNe1yr!C5?RSOL*ABlLueq zzpi6-^$Ng=UfadVq7S=h#C9+n^9|biqNAVQ<9w*IUW{t+CSv5B=6UdbroFE16GcDa zSI!l|vjiNA0V+OOKf>R^IK8O}bL`$1+Sq}orv7r=GQv5EpLY9m8vNCq+S9x|DfC~* z$u2%dey#uD(CT{;aW<f_&l+_c?e~n6>3AOp7TIh}TfsA(X_R>+fb&)}XHPK(e=*nm znS~ed3yhAm;<*eT0w0~>D9o1>Pm$#Q&9Ci|AKMt6!Z{JEzL=DNJ!&%{!4Z|vqaQcY zsre7_@%fh2f*J0wr?Fk*N7TP;SA62ceFzP6V*V^Q?(^+^y>j3UmM3~#q-Vj?ZSYyA zA`UGSg^R{jV6Np)-u0c-zzP2>>@`daA$GBxcpu6I{?FrlU}FP(WBm7&?>mJ&@aQNV z=`M*#yp_~bgS}ZhKhve=Bafd6pBRcjofhgEvmu2%ym#Nudj|$EA0&0+6UiQW05qVj z=qJ*;jyi2S<wsEce4-V>1AWPy@0Qm^_yo~O&3EZ|6DCaL=U%Lm2=Z)3+UNm)qSmU9 zF%I|EU0&mg7WAfNN_%?e_aiUtH02txCK0dsoBtZ;dl4&(Uz2ye@gZ0rd9jlf!?!K9 zR*Q}kyy{?E{Q~-#jAXelGtL3Tx=pCd67+a8Us>H}QP-VG_K2U|hrNdG!Q0ue@9vTg z6=PUE^keV;s2qi!p;gl%dFc%Jku6?Dy#v^rtrR$M9G`2a9fJ@jetwTtJ;jg)`cZmI zZCd_7;*gVUUOW1`?&XSwE!<DldzMT3cLIp#T_3{sJ%&!`;zFskKm0>@^K`#XVL$bU z#PVtMPwryF`Z6-ms~)&`<}CX5B<EM+99urb-Q3O<LlZy3TvM#E0r`h<W!7xH)}Qd+ zG`R4!AMZJ&X=xmK?_u@311Eulv6pYvC8IBy`TfD;Eb7zz($T>d+#Bu9X{~nf2N7jD z73TatL{-u-``{Xh5VBJ{>)qptJ=UXvZ`rXw)%X1httR4lfj#v<zr+PCo1F!V;K3E- zq=S(s{K<pAGU}q=h&-D9ViR*Ep_}hd9V8Ju;w)^>!UtvH&?nNMi9b=CI>)GO?MdA9 zS9=wTdc7j}%GVK2%q=duKVvN=5vnV!&gX7nu3%rwW|}no1F7Y9W#IdtOST<&hPeB& z>5;bHQy=1NiMh+B9`cl%;O+O&ajc~kAMZn*kfkmqC>e)**e3eZ7xzTaEK8b%{2ii= zx(0Dfb<l|GgDLh!90<sdLf$zs^)!O>1@wXSua9@3FZOfv+fm;SzZ1cz&Sx5!>y2t? z%R2_$=rqH!z&hf@x7@;KvB2RNl`m4{qi+9YX;XmxrtVqZ&7E!Nmvr4CDbUvoJPIBZ zh=DH9*<zP3>Je(gy!6C_n3HC7xg`Oeb?iH)ORq}(37v)M>wG<^A10DEU699q<qjB4 zqL1#T>6?mCN8RNmdwUY^t&{Gf@H5nxTDcc(h2g_hw2h5&-VJ$CZcb?CsW(x#XXnN) z6V!W(Df!~yMVKRuLl!ZoPQh1nx^g?_L77EwNpJw?qs@t&Y5V6-UDmRA0DWTW&L0N4 zh<BWs%%Yr_qfJcmZ$AKhJ}ya{brt>Pgn_s?_+AzE78|E^)KzTH8OPAiJtPf!tDvuG zIieA53|#@)UUo;rGR!T8r5(EjpUDozu7m%4@wml{zJ;Jav!TdzlDEg6%ZdwyHi+v* z`-Yy#NkZ>%^sa0hbnhDu%sxRv(33vp<Mp8do|hs0Q3-fa{Wgh`y|U;x{A`tH8Nmx{ z{+{hY{b94eAc3L){&O{!16Sq{KPEz-kd$%02dMe&wf%^sQ_uJ1p^t5!e7LI(dE)ll z+VV}{Ro6`7J$5r8kB#(Gb|NkgcsGxwkfS~n;v$!J#2zGF(v%U-e~R&+=d3X#g3p=l zha>a^&(=6IBECTnaL-rrHQpm-K;<V>OXzvT9Zs*oCuO8S(9<v-xa_^Q)D#l%>x;Uz z48RqRG)?w4?*cAlD1560{&1O3EjB5jU&xu5d6a?kG&ee!|EUmr8a)GbIl+gY&}T|M z+lM{y#a%0rM-ZQ_bEalgk?)#R8vWM;h$RE|3r~`Qi2B!uPk+Z;d9BUKYbxj~L%$g4 z$XK8c8`_pxndn2jOxgFy8hO?<hQE^s{P%0ET5Oa-K0PyTJ@Yk)(7ak5{1EyXIdjK+ zS!K+>I&!XgqhAxu44(Xc33Y<$29<wYF!8EfoQ(!?ilyS4$uRIwC1ys)G;i!R3N9pj zo{f3+msch_c0y<W;>9-A8q5W$E{?iqL(dfPc8#ANy3<CVrU4o7=5;&VzKHu0DfW$I z(};sSamL%7I(-SP{rk^5L_<HLnQ8lb27V({hK2z>@Ig#aEMwXN&T`j(z(UB6h%B(@ zPS5othJLo&roO{{*N%4`MjXz>!jB0>_}&_u>gS;!*lm^Pyan9l`fHX5&rs~;n@Rh` zh2O__qU0d81^VY}J}W<<i!D??E-LdjfcWG`UL6E}Og->vzE}qI@-J?gopS=t6q9(w z0eQ72mW@yXzdI2m6{3=ke4w7&ASeuf$$|k+T}I4@zh$U7(TKjxl4*q<er@ZCzpcrS z2NOSS&0nRN`xB+FUz9k5XR6V;O!EhL$Ol#X>;m-biQf+A#Y;nHW>g#|e*}0DGly#i z@^G+VYe9u3_&vWUU1@pnF7_1Rwy5t0>JM-*X2V}mWAoKqAL_=Ol*jAH|FcJ~e39{o z&RVg<Kn?SCVXrKCPocl&+>99076cxibB*~Nc=^lKLzZpWN0T1jB~FF@mHsEq$vw~; zSxNhJQ{d;f-BorqI|-i!AM%&->F|AD{rt4P$cuR9vYJP34L(cQZQZa0bMw-a-pAwM zk9|#&&mR1x$n%nSS)0Hk4hU7w>S7<*=~AuyP3-wQPcxbezI@iQ{_tB(JO|2}`C#yk z##bh|)SySqZXvySZ-Ke&AWo|r<iH>KzB&}WKtF4IKC=S#BGnHG{Sm~Qb7BE2rGxNa z?D+FS2=P%{oosdHF^MP_9$L-Cd1L1~%sO`#^PpAP?J2+o9niLGpl{!t)ViOB{LNf! zAAB16TRq;57?b!wqH2}vFb_5GTpr7?y+7cOEOkzj3b?_EASuV!Lx{5{*Tu4|eF@rL zxi5!BFc;it6tJ9(xt${+EGoeJtbYk}gqmZ2(>QyOgm?&%5yW1x+yx$Qh<5EvDSYB> z_fLPt9HIK%4AQ^)gf==+Sl~bCT{nGcB$wgudTjQq2fqK6t&K#}4$M(9?z$MP5k!>l zWgGVRh&i7Rw>eH~L9fhS`9=MK57AH|XWa)p?Xx4JNW@+Et%>Y<Goc3lw#ubJc?NSZ z3H>|hcL4Y8?mIYudC!-7AC>Py9hIxYS#6EJWj;Eh`5^d#NB2$N_+Z}Q?~L8yhtRin zz1;NI0WLn_!pXt79rJ4*X-vUc@Q*09{bl8Yd8I&UYl@%nMXP4JkPiIMRNhzY?0yna z86p|)hUegCd)BWJ_v-kv%+e9mugj-hHpp;4sm|V3(FC3^<I9^$`3C)a*wAhkSM0@@ z8tG)dh0ptY;NS-EyzYz}&kQh^c|<(#un6+I9bZ*!$WQ2x#KtqtfT#IQ>wh{8d@6Q6 zvn&gEtU{^LH;zu|#@6Md9?BtpjVl(JAwM{n-}ZQg_w=-sb5{M}Nuuj$E6a}dlZ2A_ ziC<fIPP<O|*O)Cpr@=Y)S2h594#|DTzO$h3`17DMp#k%BA`E*5z&D;Prms0Q0N(zp zxS|8{1nqs(9a+F5{-j5U?}T2S$mp0l3tupbc!@h#nSlqo)aSJ7;QdygOKe6S*>PiU zhd~SGLoV!ns0Uo&wGnNN&R6iwQo|Bis3#0&$|%^od<e66QK9dv!1c<f%$)~NUj(i` zO^<;dPfqa!(@tMPl!Er}D?Hz6*-v^@sM92`wd9tep89d{{$Udt_<GarN~S`7Ip!l( zVAu=Y(50{M_M-m2_Fq%Ouo(K|xh48M@Bm(N&3Xba{D~Bfus>H2_s#5SxeAV;KJV}P zB!f9jlEo_Jwg7)ZUAu^C0d<Vei=3&1x9}-#yZ!qf>UMv+i_$K8fKM-**?Tgg&$@T$ z+Vda2gr%!a#t6=xhyc%qCgR2F%<1JJ=x@z08(TlZId~@!bKxuS9WuJzwx5ABPP~v$ zHU$nPCwR8F3^*qDi93Co?BKE46<umV5LeTVsvk8){~gp~F-ecTn)G%)w3zcYm6{Bf z1CC;M^8RSfHuTpE>Qh0t@IDXmcizGGFIR2%72XNlY9@>8eXJKTZIyHP*AwUy-rlXs zMLr5U70M|36#Vs8@%f&+n9ImFEANbjudA)bZ%Ocs!LxykU(tu$z1m3AXb0WE_8Uny zsB3r!$wd!5gubsfvuQ93{ECvz)siUSCrs9!F&BXkGjrD^36h9e%E=E@=x;xBh7W4g zV&6uKu#p0E3y%}t434AEW8~QSFaR7*C7dJ2z6}13?$MGv2|vP$=CddhcrIEIg>ABK z&>fD4Jh0YA+_pQ#_;wOLz+Up*?z4DKoZQ=$fg|LtGLA$62bWt_JYtQ$-0_l@4mN`l zvlJJqrw~udw^EBaHU7>2Z>|_YPxz=buse4*_B!tjpy$u?Bi=-6T}%jr?~Cl&1iC}u z?U(30e%N3xxR3Qi=Opmn?=SjY&SS4rj8j*ys6TP<i0^*g@9=-<NiI`lfsa=DdYT&U zug0qqHVNQjMOuDgMTl!t9MfjG9Ekf_!I7W!p*K#>O&0)8*!ZH;csuZ@)g{FRH|R}5 zv=lk+pneXU%D0GL^Cbe*GotDrV9yKl8NzA=`n^R*vK~o1|6$)}w5acXNeRBXgSxU~ zx--**6Me_ylTW%|K-cPh`}ivI{rw_^1hrcHcb$zcpKH(;wr6y1BCm@Y$JFKn#~_oM z&^Ai&CM3@8`*vs+IPhOKB}4S_^W>Q=VJ*R!<ERMRc!vB#7nq=p{Q8+@*o6#yTKpqt zjo1*>lU&K2XTYDOAN!+pH8}u!`Nf&7W$eQ;QoZesKAytx8O1p8gOtZi87~p1yBL>E zj5EMn=^Lpk)M2jEjAqmTywc%Y8xFrwPivgp&>6T4omwKGP6f=_K4VQ&xe1?Zj$c%V zl)+z^d1;uVpZao$Kb_tSzFj%AtIVk9{GO&Uw1OuJ|IGQQXb<-2@OW+yL7)7)#xVHo zdEj=2_hq%lp+op^`F$^R8(!jDm#^Uew<%UqT37KQZb&k@C?P(lwmkS9hJMg@dG2J` z7wkn9S-GfyJkfG;N7+f_LC#yR%XRm{ParpD^GGRta`oTM|AmfyQ@J(q?>p%2SvNl= z&Lh4&Ixa9-fH`j7JCp{A@C6M$=u$Z3PXuVEdh*p_t|@dx?C@XUJLYtmc{$jpAV-Qc z{TV>0YP>w_oQZi3O-`|bH2A}~JC%q)f0J%B;O82EJd^p{`B@X@miO7^azek7!}ixN z2H(T7vaMPRcv4;4wyPGu;0G}^@v#K?Khh`eqAboyT$pM$^CpR)Z2tbi@+x$dYC~5a zqs}m<wmI%O3V#!NZn|gCi&+$_84dw2?5Z7YwzUf(KF*)E5d498Vroi<Hrxm8saL)< zE8u4qeK%$vApX5ql=cB1L3$#v^E>c98bP7YYv?<5mcmWEnF5Kp%>NYf9{Le1uWTIX z-BHhk1kJdR{D_xzjj5s2;7dPfTvNpPoi6MA*jb2u%k28Cy8V8{Q;~{=)&}f19GGc& z_tFRZC#$ZtbYY${$B9D${a8PLLnWIx_~Z@~3h`&~lP2A!`Emq$ilo2R-RJ}MJWmS? zL0$2f?m{F(0sMfJRTar~{D_-xhoU?NNQCy%^2>SPMl6ba#wyvs7p&Pg9@qdc_*{9Z zz{i(3I&y2o5dEKS){8S=cEF$g8hvZK3+fJ&9H#TPd<oXY;Kc~k-I+=vf&n=13!VOZ zb8jOafA=Jm=)u#=3k@w*pg*|4pf`lyLoM%2ZB!J5{-|QFCUoO+mAOu#h^x1Jc8n?B z20j>_DZYOZIMAhlXY+vpMBKCyzt48)r+gSM7@(i6SQ*`?xexuAw~%=Pp5Jr#<!g-s z@VWM*qB?JYKGp8y;cnnhfs%_E!6fKE64FwgkcS?*=mw|Z9Pa6E*m&j%Uw09i5A=%g zS=H@S_RxaAcEwhf(ggei$AhGz&_AqMh_`2agzu(Kx`rn5MOklY*R?&s>pmQ^O00vA zTh9R+*6+SV$I|%eXTFHL`i7&Tb~qnvl&vf({)B!eqe_o-05NLp^Q*=PdV@nW$zzC% z>dZUFI`CZY%(NG7lf?YbK9=$Muh>r>+g}+}6hQ2Bae5FN2;aha?!^eifdl4amGjVv z<OtjKE&^v5`z3a_Q7M=REW64(#Suh|n0y+^!9Ma=3Qvk0*l_NoxNbP+L#IPXUZ>c? zJdpN70XiGtsn6~UKc0Zk$~Zx_%!YY2rV#Z#+=$QBm+te7;`b_T^ph|bkYe)X`cxq1 z<qg?7sWEpzR9xxforex-^K3)IKV3lc$HCrj-o!oo&w4WGKTN1@(jSJ7s&(~DHD?;) zm6ZGVIwSa8^7Russ5_o@gk3Y61n&9b$Otzb;`OeU>@a?O9y%9SPQ)4K)I;T041J0G zk_9;d=pvf5VyMROypOi=P50^r5)bu@d2Qf_Izf}-GBZaad}d!4w<2CYq;Hba0Ite@ zet%rbA=I^Q27lH{vFB;{efJh{qkC)qN=*{*5t*(JPj-M##xz8h=0D8IsF$)`1#Wcf zckfL6V_#xBqcRhD40N;0{a55>f{5^ME5D_Ihbye}UQoyP^%m<_I*fVUOXZ(yhrzo( zj_B9t<?|=xc%@=AFt2)hAc`kvFL*I*m1NZOC5-2ctkP6~lRT@FEVcC~#G4EFe&IPt zj43XtqF>m__vfw7By>2(ThFDVfAq>$zQ4NzyrAHlC(ghRimJGyekuY-tlvGX3;hP! zoy4Ejz%3NI6-HU`-VLY5l_W&)dqN%aqfV2ENa}BXTa>`%PyW)j6$XBBe#htrd>6SG zS;Lo%(C^1j1f8EopAuo&Gl94raLSZz3itv)MNjGLn<ojnYu03($n$zUOa|{JeF$ES zI}X8zu>bS1>)LEA=FMF^uSlaFRGYlwej4Z1CGy%O%0c+7Fke?}#k^@#!1T8}zySqk zvvnG=$1j!F&CBf^^goGG`=)U|e<lQwCiX#pqdCL*)&u!c=#O(C>Q9#=Y4>_^eF^c9 zeQ}vbF~@q0;c+(w=3*U{7E21Dn?IgSafb(UALBF@Rj9)(MbuTqhT)HScr}<hAO4Xu zVNZ?0<4p1tSqU9RT{2NQXZQ&`NjsHsSulJg@4q&<qlJ2G$t^ZVKZvLeZ7cVF0331U zd-g>i?59&*-+#9Sehe#XKZ5amHSXK7cR}Z*F#5`o{0exB$m&VG_yFQ!R^@ciEc^wE zpD0hHLO0k>-*8O{_4-6n{}mDV8#>+zaG=9HcXdi(^L=09^~(M~6Uy-aYYW;6T)`Z= znw;*(-I#;^;US`p{1j)vA}#w8dgv${zFzQt{GHAGbAv%d=`Mls02=7~s84^N!{=n5 zNLciEihZxaPlF^WFxP%oBXL?MkZ8GJE>n(s&F2&K+BqBF({}K$WGdp=2wA`k>en@@ z2PubR;Gf+>{W2ftV%{f~fvpaDx+gA|Pl8uGcgZ%>Rs(&52es0dec-us`_!vcuot~` z^H8q>_J@~<MR?qVE^kTNfF3-=8@by*<KIDtrL(wpv(FR$%_7Np!qB7dxP5Uu>b4Jw zT+y<3FfSb+@MXdV_0-#{7T;9N!>u12cmrPg?pc*-KJYTF0VI*~GWd$fT^3;i{#9YE z(MP$>oA@?-r9lgP@DAg!mvg0<m#z)CG30_gZpxMT7oVe0b!~0!D0CohNg?Mpq2E0e z{d@if>e%V9MB7o!u^Q(4eZl$N44$Q<`RPv_wV(JXfqNiDZ6IxgyutpmpVbj{D^J&( zdz^XDm97ol@0bcEN@NN~EKz6o{650p5rqAC+?qjq1hH3P)_%NkKlFbcj(XDI5k~$N z`<egpB2xUAzwhG&kK0z<^Zqk@w~l|^=YqL3L5sE7yE@PvlOMXA!3CZ4e%dRfIpExr z3j%?t$EcOJe=fxDZ(8p8ZiGB)`GMsq6W*)N+^fD9nB(hOj-_~W628zrug}~(3)~`F z{LAA<nET`I;GlPaUs=kUg@8WrP%&0+**VlP5hr&11THatoqlDh3H_^;mas?!`s9+H zt#*H3VpLXWlz!Qt=+zIOj}6A&AKK@uzIYCYFUI#?;0q>b%GvZj0e2nJxK%5NI_vVq zgZ#|Nh(E`qOyhtnXH+zeU0#E(#zf%f%_Zm#n|kJR(4VM?AG4nYemT``dO-0Y@au>E zk^SFLuhuq)v+TgUL^p$MpEB^ik$s=F+yaU59)DI}FYrgNM0g@mzjf+;AJV7AT=z1~ z#gtd5H|X?tW*4KLtD4LBh`g7+Pq$9+4)pn&#J60$=jV>=XIkz7Z^@9<XGL5!Z9F3> ziT*{}B6DdObMRIN985|OU(f4$mvE9u#PD`I>N3=a>QxIKJPkesg?8mTP2kh+yLKy? zIAPv2iN#|r%@g}*gDU+eeF*^$_2ip-(BHfvd9DiL=aW^m&-GxwDt~J~y%+R*l=7yI zG3ZDCYl`&&j#Ce1ag`zZ?^R_Pn_A?@kQ+wqzzLme`cEB?fNxBjI`d8De|u%VDX?OW zkyAjekQ)6>+j6~YHJ<OzjCyx2=;2h?`E%)TA3w+TI7y*@VN4OUT(Kb$bwYY-Q3lX~ zC%|Y8dps(KxDCyLV;%PpIK72BD$g%S`kX!R@cx!=4HeAO=rtKBU_Zya$%=ah`T`|} z)LQbNnAbhpD(GAf+~J)nYZT(=-)_THu5$2mqr;4&;E6ow599=Z=gju4yY;FPI*|$E z$kD&>C!`5_@!b&kv-anG+i?%JndS)!p+0yQvS2ZdKHSLf^a;T>%*m5CURhO#?*!S6 z+^PzkpWs3Av<&QpC@e8J<{d~B2PJI|g!>Y$qPs`bCoo^AIpH$I2t3GxUp0LL`vx|Z z7xVC*a_DAGe1CzyC|*3DX^TYYe_HDEf<BVVcBq}N6#doRh=Dpi;O2s>Wz|iXOWr+J zkPcp&rh_)L1<%p)FU9Z72H^ZV#2-AyzV_EUZ)bEthcWiv<QpaQEDck=gB$o<GpSOl zLWm>FF+KwI4{+afbOOe~GddZ4+^rr9zqDsh4W0w9a@LFr--mrKJNwgKw}TI9qE2|o zHiG9$rAn9n627jQNtHiwKAbu~Z+jn#xfJmiLF4d!*b0dLZx{Fq?azPSSDy#ITQ@zN z77;|0(CrB_GD4nDVWX<SJ$){C`}HXf@H77QyH!)L7ot^caXap1TxY=bBf$05<ZE3O zb+NxO-~QtrU*w%7yX%L5CvSU7{byYSx>5g(ei_V<O0ui0_@a)E7G9^8>H+`vBiZzW zJM;-w>%2Q{{0NPsXO8gqL$~K=ydi=<k>&CqmUZYa3JaV|41kLTmjznMgReiqXV%=? z3*Es&Uc5W-32k$uKl<{4#P_|tRQ0!@AFVRB;y^uoEbrYL0}<%qnv>qYMSq&{`*Beb z`rdRueco$H*uxsxCHXxS-&^0RmkV)+-D9ScJU)ofVtIMr#KDJ<Tp{ZcyX{Nx3rv5v zs0tzu2(q<H)c6o@{A=g#px;liSZNDKKeRudSQ$sWsBE?5IR!pE!uSDC$!_RehW1c9 zgYSR2t&(}RGJqK4e;#r-8*xeRT)S>m5J6tGd#Zo|z85UToVBg+6UbZU3vtDMdZwO} zgV0TN%#7AgLJzA<Hp#x0<cs~bGB1V<5I0UK-Xulib8TtPvfU0KX38vHJelz!en$vo z%bWyG`ICnA1$dl*bnUssYbS}3dgb2=!0TUCW-t8n307Wg3w+RvK7y_Ald}W#dy|Im zFC$*RWOQhdABTVF&(YKk#Kmo4BjGEUt7<gS&XYhKC~L@QX#hX)vx??*Zxo5>VS3?A z9|HZz{s-I4aPO>GIaGIxq0e`)USqrloKY!}l|bJx;<m>4Q5o}aZy7po8k2~N@9Y-^ z+@aT@o{?3BF6++pEqRwN{QZ=_LNdU?6nTDX{+q)rK7KUZ9(rVVYZV$bYv}3T?mRS& zdzec|4n?3(sPf44WsAkUd`)fmx4Xa-{E`+=LFZU$P{x-C+~#~jqu2dI*bkMKuj|nV z-oxtJS$+Io=BN4Ou0H~a%$yYkZBFD%gM+FoZv(N9<?ZAQ^fJPRo<=3eccXN7qG~>& z4><O2ml|-8Gb1<ME%?E=sA%?nUJoSB)C3=r_J{x8W{di5%3uQa6!V9=1Bjc$?H*Yj z;PcuUW;~=rh(8+@hF!%Z!sh3=&-QKbwRFyS@dkBN7xiO7YxMhKdonKVb%ftkm*viT zd_hF-px*u;cn_WX#dy>PNyMj9(4T2S-$*FahwQ^%)PPsK{zAUQXF}~BAMim9U&fZ- zO~}jZ0Z!t;Lq(3%eR?K~dv7IT+=n`0QX*XADK~U9g)RcCsB5?7EGMW-VIPNDLjL0) z_@0-07Hj+9pF#4<Qb8P;I-7hhOdU8$UO;0W<|*G8ayGq=L0?9GYr=X8`cK6Z>76^^ z_pr11zW9Flsv9<IwPhmT#6HM0(S={?q)}RY5%R-9b@>zb;gjol^8|sskjrbLk}HHc zbNl$ou6p>vUZ)ZzVb1WsZ<a5I(J%6pi166o|Hs!(9&w%oKW498?}E5<$oOWCE8a)> zg52feV~F?myEtztBmP%Ok8Yx#xnOL<>yPI?*eHL${%jC&yF<+BK6s%!)#Y(V!S@+Z z>K*5Xt|#U3kLEX>@Ofv_&i?0zk=Hj8I4%l*l6Yz#di#^ae`i9Nv&6uMY3>qEgbpd5 z=KI<Dl3>iqT0b7cedH_RcPK>t7q)uGW)L{?DqUnNYY^hnvS>C#3Vhinf3ak9V&9R0 zZJON{=H<-CU-6V<?^}L&=3)VG9d4GphbXbnEbeyjhAnW(`%{Z@m^WozS@vf_{+Tn~ zGe+R^nAF>7yo$h_na!NWRuk??P;ig1BlNxpS&bY~kAAUFF3%B%@6d?DlV|9A+pDjf z&xL;fKJWJP@1ZZ=x-I7N^c?osnSH$USrERU<O5o#+^|nIRqLd28upi_nMn>-2N9nJ zon<R9-(b*jm7O2wqw-<Ht|h(@!r_Zhn4>1<rW@0KPBr)wcLWT2LJ{wh^{B$yFxRLl z^3cu!_~`KkV;;?Km_L3tR`P%h@kl2ruO0nF9?cH*ucAT3?js=_<2YZ9IeHZpd3fHM zhfV4V!ShyZjf|0_o`2J6_yPK-)kix6LvKMZrL$10!Qe+c8}@W#Lmx)X8$b39d!nrh zze}FTK;0%dxVr29zkP`&EA+s#XuJiRXYpKGJ@s0hP*=QiInHfOkNGsE;f+!}_j=W1 zEpd(TL8m_x^1TZ6amI&UbJPvH;~0)rpiWI94Tj!(hWWI|e*XXVh04Bmx|M={!tY?d z$}eu<gGcvAi8JG#o?WP3e~kE~d-AZ?4g8$1FKcv+{fP9@=?5%k*w-8S-|rip&{bXE zds}4^ak7Y-y>2gb@Z+2<cA7y%6!(?O17oNM_Ic4WFyWk<$^L5n1Amcs%Dvf1$b-=~ zCrl9MS>$?`1e@{sb=dpYDlq3G$8Px&{MQ8z>Zvj=%uQr*7nb9m*cml0PkcvTB6deH z5xB|d4Gx9;PVC)H5PM455=3~t$=w#lg8isZBX0e}Pkz>|315NVcSRfxvm5eHoI>_Z zn~o6TePr_9cGTw$lMC$^KcZgP@2k=TT;uuP2fh4V*#AzZCEJDi<@cN6gRzL?SzI$7 z$K;^nd%rBn>;~Pk%%+i01n|WD$IelLZ~EpC%TbQ=l))w>T7vwZLi^;f1aRO=o2GrI zI>7%5U643?!-weJ_D1p5JK$eOW@o58;ZtxqD$5)DD9SlG`2taQ<`ECc+Nj}QaWzcL z5Or9GSUuInIq;HRfA3r2ek6QUE|h^!jpZQIktM{dx2<NHDy6{bA6Jw2iTe`l&4uzJ zUvPfi8n4wSU`~DCL&^Qn<&0kc*zFG7aZ{{GcZ&sj<Udu_y&-<Y(GFgNQ_$(~@?LW$ z0}m!;7hSgVHTHq_jad}~-?dw`{Pukq_*D$`<{{u%<WmFFt>&1IX8mdBf%|vd`%IlB z6?B7GgtfB?bJA%RV?w}FvzX7`i3#^7?DbbE!rcOiBUL|3Za|k1wa@7AAC_QZ$III^ z{mQ`0TPnUDMcnkD%NxxCerqO2t<3w%mw2Z5LWU9eMW<=$-Zk`F0US@CbV$Q5HghFc zNzsc~F#F-W3cf`BF+=|-`mc7iK3OXQa}^^OZZD!A@+<3(V1Efb?oi@ovrOzA-4tSQ zEQgNw?5jjMU+4s4&%XPjioK?pj+V2}0|?X0Ow4K>;0;xN-$({7yKtILmKlABVR_BV z1S6b#_B~gg^np)`aMK^Vi@3e5{_y#o*q7Fq&GttkfN)c{^%qG3uQt?is%hSrP}ytC z5Db3o<_~w5=(q3*s7;*NSox>pu(tY(`}oY?=Ki<e;H#srkFx_Wm5wZH{7s3yNk_=* zDxp^pWD`4g9QeayalM5#-XNm*eX(LLcspmgM{0t=o#L*=AEA(h&$jphTZu)~anj0$ zuG7ee8cdPh=Ye~9A77!oh&kFx*Ub(p;D^eQu9XVF?U;wD9#{qt{hbZw<ftEC8iteN z#lZhi@F$LdmuMTcXg-AdvNV&t_>>xW<2RC4MJ9Mzm&fK>KY;HW>{J%L=TF??%e3gM z!aT3-l{^7%^mQMOZu~@CZ|Z5f`JYKJL2ArN{G#hg^eW8Vn8LkiR8m?@Kac-!#C9yk z&6mikQGdaRyuc!#zu_|FPb7VNd)gKEJM{0tV8?%X&xeZNycu}G8ePnu8t|D-55GwG zBM<F=OksmQ*PwNek1O&xM+KwMh$(QCKO&;C==VxH95@CsPjURD@*`GHyq|eBy8RE( zzb;6twE^GgZXY($#P1t(e90725=4yo?mDM10Y4ajp|nf)z<<Vlp0^=~-_3ta?9%n9 zw<+znzf6b!SeW#|YAQcsr>NTZ8B^eAr<6`{{lmYxI93m1PN<eG@7+!s_=888kL*+j z4#sas>!%Y$P|iE-&ddVtzja0BH1gS3w>MSdI0u#CUS`g=$iFW=ldpjv&lsqucRT}K z?ZMyMik#42XYaacfIgPqS1)#VJowMKoOm)9__H{Enev<jUMzPw(*$^#hY&^nUq;kh zrc75aGT?pwRvWwxzS-rW;j&aG`uXqt{HKLcPllyAozy`;oHH(Q0Q^eN1-7LQd+<0k zujAr?=bSjTbC~4jN0is^6M6uAC}CkjjPfP;*X3Pp^sVs6t()Fu2K@0-nkBVQ0{BBV zVM9*f$0qWspJOnm74NWXhW7;S^DUvTN2Q@79TobKjylRp&M!+BdIG0L?sTtW)Kf8S z&NI63Ghth_3lYYi)#2&!GBMzSmsln^z;lE~lXrh<@FOh5GyfDJZ%4i(8IO4bhq=1h z5c?l=c1#gUH~)iQ?7N`sH9qJ{wPP<m0`A6mHIi-kJ9J&z19{!K$QN|&8M}VN?>}e! z#BoaG4GwNQUFbDz_jVcwp`QP<RBGz~81s{RcMQ>rVP3G-)*}!)j|uI_p+Mkm&(A-i zkzED9mK?D9RU2_ny0Cr^<}1e(>Yo?#_!51=N5*y<U>-B9^>^<R@J9?8M^DXTKl6F- zmu29QE=TA(9E-s|nG_D;3x9#HZ-(rbtOHMFksR-nh&-D+%E~+zL|iXw95C61`4q9L z_o)W|=1yn^vPaPuPscj@FyQ{(wLTaLez(aZ(B{P<d``Oe@>kv>-*-3|egtm!NiH*t z8GUVeo>$+saqy+WGAx&YTlJWf?l!*<ADFpsUM^oSZ%|qH_9x=$ql0PQ8|dG+<*MH3 zcfdY~|2SR#?alg{>~y6J_kGHAH9x5sy1N6`KE^cgjR^{6sDBtp&^hc`-;H|OJN?~r zY2dY!EI$_>gFkZlls==}03O7n;+{A9txp_l7t;{`-MK~bUxNo8`jmP_B^-YiRZx=c z4<P#d;^H&d;G-9pr(z18M(?yj;m0(@TdDh3A7=y;sT53H&FzSjT27qT@Eqks9fZ|9 zp+{MHTC;l|d|&fw1?4%sw<QJLVVslN8g0@fKYUGo?O^gnop7rl?^71eryNNpt;Gs> zXV>9t5s?9e*SR!v2gG-iQ}X#YufP|u_H>A15$+|k>Cx}q=(9f<Wt`oK`rhl?=F~~# zGfm;^j}T|4a_Z+oDuJUd=Cm)3!<SjEP<IvQCWI>~umCs*?NDI}dpqic_3Wf>^nthc z$2_L-0T0V?_^l9d^NidMjd$k}hg^T$@WG#FpX_}u4<0*M{O*yT9H_hf{jU|HE)+E~ zGhzk*()`q?l)e%Azr3Vad%W)wBGXO-`LUcl@%YaW;A)rR=f9nRKae<S&R7mS)eni) zZwgpavY4CafPUL;S8xLr;>G(^uL4u#*EhjIxh}xrAKq5-Pk~P5!f%G;EeYtEnnFI0 z91A84x{d0aEZ`$jDkA+tB!p1o)ppFV3L>mGV}INf$J|N8;V;{O(~cVF?C8fmat}|x zxM2<*Te-K%N(u7xy_-W1z~_yG?nqt*FFnMOCq@Z>9cj8_p8BYB^cF>5dUJzc-0xaa z*^B$*R6Mb6hdEH14=umyFbC@J(zr|j_cE2b<w!mJ>$JJIzxo_Rw0%4<?~mtJ<;{6Y zm=?HZjo7Q3lBmx-O!Os=0(ao$-J5?0dRDE=kI1k45*xI^Ro8$UiA)Kq65!#^$7fD8 zZlDff6*X@_+@)|9kKkv9KAOiTG93BvQCQs+Ejx)wqF$trgPu%p-&G^ablk%&iHn6I z$U|&4lnV~fAGRc#^-lN_ucCh^Q0;@?p}MeX65^IX8%wm;XZVk`HAxG9g6>J^uf3}~ zbU^)j8{Xi-PHpfDueKpymA?(#uNp`QTsff=)&-qU!+`)^@Fv;k`xvwlKg?VQOAVaC zQ_S!v$PMAS>>pbAgZi0;f+g>QHtM*Zqi%uVOM>fTt4qS+Q`5FyUiS?7CuF$9^C{-! z6b>|9Lw{PLZlV@^6MMvdV1KDA@(AC7xpB-LF^Eq3x_-iZdk#nXG8^^~+<89n3*R${ zN6Ps*^3_?vYZ*s?Yx7&KUS5-cFLZ#<<w9ZLf(B7T-xtB(Y3I<7$@mkLG$%jYXoX*V z+Y@?z<cEnL6#QPv(3dSe7>@17JYCfl8_j;;;N7WWfp|}SA1(J3r$e{To5Wd%`uY5J zTTA8>@M(|vOD%dG`p&lGcZDDDd1epDR@UNv(tNPG0sbXOqEwaUA@mKTA8-A>qYj`r z5%Zu3dN<;L!{?qrLOK7wK6fA9zh2WvYaPU=!=a-+Z=i!YRkbmn0G+5v<3y+saPc=z z+tj$BGy9uW{Uir^qv^P-r}{8A<N0Kq1^y?F6y?6W9;pBJ->s)94<Hzvto6rnzU9_w zxNOJ3BL-J}Dmeq+cOH%dv&au*e)ro?BToM)7Zp?hPV#u?>h2}*h^D`&uFuiKr-agf zr;u_W5!(=MybtxOyE4hJR|)wquesk}7<_=hK*>8iueCTD9~ySBywiHZt-w7#1f6}E zg}(fr5=S*BEqrTyU!J`JJ>r^ssq8Uh-1monx6arBKV;JAa52SxO5R5<y{P-CRh**h zkw=^ldH;BaI%>Z1vBJ()?4^r(QRDIiI-ObiIZAx5rnEwxXEosCHz(Ng&==&rj^MB4 zf)8O><_Sgc55k&G*9#7VX9!%|v+xFdY{XST1Mpd*Ul}j{XAl5C%-G^F#8I#A_riCe zYp$1A%TveCGgD}nqqvPZC9S&=0ylu`ghusU!E<j6OTVz=6L^r0PEL8$RlD5Z_Lk!F zbvM%Azuk<vk*!{Vqa&y%BHYzuc;U-x6;SsZ&#B=|6t@WS2eo3wrrkE^oK|Clt}??X zvcmAkP2g4cRn4XEp2pm<(cY;c#P7V2dP4=&o35D}^qXz)v1MLeicZG9x^X?KQScC@ zQX&SQe&HUp^te6?MZCN<>sP#i`87$R<3Tp+3t_HK<u3SSd~y5yUI=`9vDA9XCDcjv zN>RtIB0hZn>JyX!yw7Pc(GEOUmW3nLZtzRb@?3PTqJ9wRGqCgei8vGf={o}}_U(35 zoay7nyzB16>we47?RJ)Ld`k5rKJ+)~yMw2ko~72?6$$<62KSyp;6Zn}n<cfjut#e8 z(dL6*_}d%Vx4VL0sU5tmYknL3f#9INz#i-Y<cdyMM_yrH7a4tvzArxLwS$vVAVKjk zn<wBk>I?3oc*8dM*)vrb$Kv^1aY`op=aa*_OK6`Q_>dh@wY&cL<PC{B^ADZ~B3g2W z6Hmp#2dS*b=p_0Rn(R}&!{|HD_G(f6)19Uo$6aLsAF9SZ*JX4C^C~JQkL07CqdU)0 z@wpcJ&3<*2l_IaW>>d%B4kZ!xaX*H*Z=;?aG}PAK^dn|YG8FwpKdeM6K=bdPe=ae0 zN*e+<`6Fq1Za9E&A1^mOZHxPx&AjE81wDRXnbt|*h-WUZR!n;Y5(kSq{`P<mqy6^l z>1Wgpt*IS^*)Q;8oW)h!)B*@bs*ioV-oP*J3+~HGKwmf)%6tcNBd)JizgVu2hy{+G z6Sv^sJHNqgLXPLYWIkZ<r5XMxCk-3IP(S=^-^ORrNg}!`NOX7ZfS2oRH8}hT-@o~< zQ{-7cf<jVZ_SSLeK<;TU-$mUQ<8fw0Spa)03a=$5ufv~?A}j3)`qY-odMpu1*o!BT z9ifl=l&h>M<&63(G~IM_Jsa~2_CYj{5wAx!Ugre@Z$48J{x%8y)>H~Z95w2yXB_)e zj%i~LOwwiBvxxU~*_5ri7kvp|=8jW8(ckdzx?&l=?n^{}^BkRyKwn-a^Gfp_=AEoA zPHSvJ*YS}eGMoU8NTHCL{w9dv%+KQ0htBZAVRpL|_}5)p95SYM18!7CntFtD?)uu1 zRu=v5=ET_BY4p3!oNEC^z;pAGrC-;AC;88(SuGy@;Ug#MykN{fEhofUwBGh7zIZhM z*L)QEqR{LumM?z9dRSgUmb@=<T6bl~G3XRTV@dm2qo9i=|24BxhPlp8%>j2dAHrYq z!k1=i;HyXW^L+01A;$htE1RKiq<^@rS@;cn-&3DEJ}QR4K&Q99+0g)^IxRuq7x2_& zd;SzwZsa=(lXdzN;Q3U4&dlR^JTO|_eH3xXb*h%y4}VVj$@k0`{Q<+#)8U0B;N{3Z zm4BEA9{0}os~0tNE64e2w&6YrvyQ$_!}kh%H@5vL_O_?rzps5O6!#+~oNl}Y?}5fU zZ2^6!+9cili38X-vnN7yD+G8*MdC+x_<+`Xyrf{oeHnf4d$$|;xR0$gupjq4_R4yp zGvedv-OoxUgMbsVyUCf@!xz8l)%#P>FZ;?n3|?gd&weUjPX>Msh96i9PGD~5pjeH; zWgimk(cW4I126PV@SD4c_YmTBYs|&nhhTWXp|^E7m{1aZ`Am)xIxAX<rFzsg>HAor zNb)0^LVeFQA^uq~&#G=41n;BNA76SGzIA76uUg`~J<ZI2Xn;7}uhdn0#3ztwj-DKi z!t>dz`9k$??_Ishe=XTK=gY5L%DhIP6ANFba7Ep3d`woz6+T5Kj>QsDz=P$a8dcrU zU#U#{^i7KZj}T<C>~;1d$fg7D(AMGm8zr`s@q(9g+;)=;@!8&f^hV}c_{2#WlT!}E z2Xsj*RK^B;p(xptV-J0ZUv$I#Ys%=CgTikLrT){QDJI<pp7e^&Ml4na`zJLPswGz8 zLm#xifC>Gq-SZ{3g3I93n$Ox=m*c*V{-ym7=lVQ-PTe@-Xi;CVk}vSpM_LaE(_`?N zYEz9IrN`X;Ik~VR+-J9f_R3Lwp5<7cdY=oJPiOoVWR5yuRpQg>(>(CiD5}=Gi@MZm zaP2l-D)gn}EJ}g6@0{i5>cnuKJ=kPOWyRo!9<bH)I{FagiAy!3=r<O5?<ODU#vGf# zX8D6C^uy#0!}9OItI~>oKfDuuA*GjZ2O*x8J$OrZK>_u`TV6df;FNifi>tWs{(hgV zE`C9S{J;Ks^CuN_C#Ho=q#^j8#fXq`0gwIN79vgj2VG2+VB=@>TYE%&TbI$#U9~qn z5;^TlG_0JSv(@(}s<<l;rGO8Vp`DN}-2wi9hbn96E#^t@_?yLvq8?NETK~rndeY97 zw8j50KVtRklE@VF8qe$ZeA4wt-|DsN;6do@^uB%Ddj!wXZJ_HR>fZc^V)}yr>Kz@G z_<MLy8m9LuT}S+hZHgrdcaH+UcXqN}1U|koM)SuKc;AE$Z9(>D?B$G}RAr$Czo4hH zbq@7=110CvPJHgK0#7fkqfQ@<AGM@`k3j7ZZ_<D%{9CdUY_6ei6Jm(cC|JRMw(ADF zM<p?5;=7P)hkBbv=*OnrDH3r`$K_g49QFua?ClIk9&s!+eeH+*mh9+Pt_c2LPNPKC zp9DX|&>xRD*l~_2hkrao9kb$|<L|NuzKC;sFS?+g;;bt?bWRX+L;lv+*PvI>P;1{| z{1STz?4DM*p`LLudoDN#9bCwb>&#yiF;Cp1c%mElx>{{~9m`oyB0f1>B<!gN;S<oG znt-{?c$%T<k{ZmZ$V5Bwp#Raj=u~ZS(~mf=>i6H%82F@_>T<ohj((hy?bI#QyD4>< zD&6oKlR&-?MSWtHYbNh@Jcvj%6Y`SrMSo8BcP}0I;lhQpY~`pwHkMl*e*niDv$FaX zf;^Zp>T#R|-A42?2haDnfD1AQsE%b~&qnHI4iEGT87;H(|MWfX?j>a3w&D5q#mGOU zKp*p#Qs%H7{6h0rZ78YWt1jFx=ZgA=tm~JNzA)zc99*(LS>gE(RqnA)1>Q8Y<Z8hY zOhgzsWceT-4`)TwX5)Rat+F<TEg(<p6?)Eq$2zjHaY0cXdd^$#PnHCu-eYUkZp6Lq zq9>bJ2VYG#R~pC<+<)-$#aD9BH&|v@bgaYo%vzvDzyr9M`MI5YA0rQJm#H=lJnl<) zXo*vL0mtrM+%{l323&l;H8mP~@JQdD8wq>iFJ-6GaH$scJ`)*DT@vP`z0*dv2cSRV zoC-8j#~f3AR*b4Id`R9iM>_J7h|GL__NN!%w-t10ic!puV14FRNF@Otw)YR21o~EO zj&NyvQSdaOI<Gzd?HMc@InWCn#rJgl^*Ho7i>q0dTkP1MXFBCB51%Kx^1m_(v%pjO zoiEFxzU%Z}oV5vn-$~Hh!3U^I^tS9uPNS|($#i&`3jfNs4&wc9XY?V$2b!Ow@8CZ0 zL{TyU`{SrW$~?f|o(c2hZE6P3__=}oAn@I@4J>{hz|rTF0%>P)e(myf-5OC(oU@>u zt4F^TH4rxP3GuF6aXpk{8UD-Xj`J3rL%q_?5o`_oBz#o++e>roBfqlS`tCh1Vh6Lw zf6iB-&#RYsCf^rCn6rl^M?>#A6Q#Cq5py3KRiU)$Cw+<4;LW_gNbC^^ka=GT-t@Ld z(GxQC$1B=TD1Ct|sO!WOIYGyI<gbdGKhD89ZN>kjaIRFoig?_B{=)MXzm?c6<h|E6 z6~C+C1I@0)b0Z46%+uaU-^*~HZ7x0L+KxEk7BN?azvoLDq5HRA^D@ovd~e_YH?Ia{ zIwPJfyO*)n9D;xK=&|9w-SElXmBnz=0DGg@EOc$5f8yHppBp#k)KAD$Q@Ha(r@X_t z>^b_E0|&LKe&IfF1tqy|LRZ5nvmik|jk>05xt<+$PG4h(3;jIsbID{f!w%?pGJfQQ zKM5uRvd63>KcOFR_tM%0{7a=E<9Q}{gu@5!rBmbF-m12UjYvWrs}p4K?h1)GB_hRS z!ht<9#mssCc;(<T^3J{Z9?m{jPdZtGFV)`h-@mz{_74>v!KlM?#oTpUz*Egz^Ms#b z^(L}CPCo2F{k>Z*F<9@KH}R<a{gNkmuPr5>Y?lbctw!O@?b_IzP{TpVT<Jkb$<h4o z7565dX?$Hu!ujH#vblcM1w4eY0`EP<iA=T%na<D1V;&b~?jtXcU)9QWM1Lq-z;(!5 z2Yt^evpL04%<&&eqb<D#ztdhmQX}$s&Sqq{1QYxk)+Vpod&0-%yg~>c_|4{i=`?oa zy@q4ExDTSvWN{~D6{^5r<k$#(Ec&wXcU4>|R+x7!c{C&m99oh7*&Jm(eCke5liMQh z(2xF&Uv)qo#1XOQBjP?yQW1v+tv|7G?ixNM_(jvKrk&4mznr^;3B(~8=Q{xuC-M8) zd83&afv3L9+o$y(e6+o<(n)V2zDcnRl%sAo+kByy?gD?F0KV)aT6oV=f2TayfWIB_ zb7?@`(=M@QI!li^PZx8k8y3(zMNuuVhn*y3+EkmOJHUT7G7)<CJSi;ohPL<7FSHLQ zR5^h!Zl7}00UvC~s1xHH0o=sJw7vm+lDm9Fz8SvP@+-dd2Kc7Lmc-<`k-$HH|GLG} z06lN3a1|foV>*k`i_2Ts!}7ImPZ{*LUy{<*#8DURPf?gITEhIFvVuK{623*Vr%I=Q za~i$eoF4~&p`IGoY)(%i<O>GtMCSsDUaq#a?p*j(m=$`CXJ9^WX4oTP7J0%|qIUo| z(yuWR`!>Yqn4c;a*hW#8{_UHPriL!U{K?beVEA*gIv=dr1D#ct8z(Q$L;F)PR^_jV zr>Q*V9SqQOMxWw)3%qBY^fKh5E9Nge?GE018$=AWR4Ppz3nENdWSw^G2_}@g>CVI= z-u$FK-6iw^da-VI&qOZtJN%uKs>SfFQqFApwFDh5L;u1!e$Ia{Y#RrG2dKsx3Yp;E zOl~jwIz<kB)A6IRDX5RnC?v}Dr^DZHfwLl&heRZd-QBMZ-thV98xIsvZ&W@>8A_t@ zAS%0?3XPGEo=bGU4wD66VaFByHUxeO3z|cL)xck`s+SqBqAxlUnzT^oPefl#){`&* zzp&_&@>3puruPR^FI7Ol=l)1h5&lpa6gB%a)i96TeN*zBIryxcL+@rC@p&Hk%Y=Zx zQG0AYYu*PwR-ER3E%Z0*eZ2a`?9c~Hzxn13oYc6NcPP`_p9rLxIoJ%m&c2oNi#Fyv za)^opeEWcdoFYFVjd*Q7@<l#l#vi&!WfxH`_{Q92tFKqW^H#O()c{{)PSTLxi#g&u z!hR?Co#Ce#5}XwRoQtZnT)6^$yFm2!$H`UTwHza-$lNgBu1fcT<bt{LnwRB)hcUO4 zkoz<o{nQN_Ppy&N{)F2(=BYaLZx5q(-`>4|I=K9WQQt6dJMYY-!>p(~88?E4&}T74 zX-8OWhhLkTXKwEe%sIrQ8+UqO?@Ipfm!?(FK_83}FKI^}u@JCV#y&P7Nulr6hrnZt zb?oRjLSHZPMxAUOzOh-iy9(bz*YGtm=aV+}sSrvUQ6b<tGTI9?!BgyTD|}7&3%Vgr zIp2t50Yt+24TqQ&==J*O<5tX}i?Lm->j}hsjfBqRe^0@unN6Ndiicm2us}B*>ds)v zD95V}sB<>LS6RTftYt)PvM9j^u5jrmc?RYK((I$>DiCiAq*i$U!~5&EExV68(7bz8 z*bL9Rrga;ca}E5E+#>kesG)oL(>z5699jLG|F;eBR+GEU>RxnXZ}RJUt6f?_M6yuZ zyPk*e(SFdn<jEO8)N=h%=*GFdQlaS>jlQGhzS{}0Xw0LttJe$xC+qRvEg~p`e{W>e zd|d)@DEFt|3*;v)XC1Br)Uj{;;?L5d54e%I>o)BZ^k=)AHl#7P*Ke%Uv0)jEI$pZ> zSq<=a>C5}|@x9&b>6f11+&FFHP-8_u(6i$K<u_XBz}baUZE&xexNq%UL7cKvxmiV- zfVqy{@)t**puZEC>OOS?dZueHWE)VId*;_3{zd>ddv%lADV{`xY=yK1fG44$I&g@_ z0esb|XyudFd<l8ZS!*8jNki^r_xyf?S1$ML80&>E$*&xmNI~EwDSdn;4%ky&+tgQ! zx}VO4`#|v#;AmvjWV~L`(cLk5qz~VhP_+$y8R!H4l5c05MnB=Ba_#hXynnJPZ-v%h zB*M%hI8zt6-s|3jo`tB-SoK~W`;7QNk^M=I4}Q7YJ`rhM&<zgm_<ir=4EzM<58tQ3 z`R)waarXiA8pU~?qm(@GkGC{@Yl8UMxy~4HIM|<%PAASQ4+KG1yYJ-<Q_KrImAKuF z`@JIivg|9~Kf{~#IDS#gM@m}RJV(8IW7a9<__`1AKSkFaNM#>JL$Z>YO(6=|Dap!+ zL<tEYk#+46X&8x$LKImUkqBjF*DEU|J7h#937OgSo$udoT=%~3@Ar&z&T}5=9vQk* z3~q$Y-9u{msNX$>UNwZszz;B_oSGH7e&w0Y$5FrsJ_ubtB3%Z*LY+p*8T@`%+RBG< z=oe)Bn>UJpKjeEFn#%#VP18@j*nxQRS4<&q0e#}L!Ug>?#JPG|u82_7$D0z>R|RFj zgDYgvyK$f{-9NYZ@jCM3ozL9wf#1HL{bnQyoX~DaoB#bb52B9ex?IyK)V=$%^Ll_= z@dt6wm{5RE<ukExH3B~J?@?>ZH1gVvOmZ;dF+(1?jj15!`&T|kTA{BUc}>~!6M3>F z>@5Fe6mY%J{bSeDoC&wBnx=>NJ%dk#%A<h8Jzl%D91q-rE7FV3;5_zukDl}Pe+K;G zsp!}T{CB2hjl}=FBI8Xb`|rl!QEcAERR^O__-G!zO%`)JgHMlJc0t!d68j><0iBRy zxb6?=u}Pkve3J8_V;1PM+~@*6pCNajT@iD#yK=0<6P*b1Lf3~m7SPo@d<{GB!<C59 znEXO8K-bHZAUcOQUfRb*y$Kv*v7x(a>ICYufAn804#F?)KzyHo5c2gexpyZ~uiJ@j zpX0~#*E`x7YmNDud~M|f`y|vOT`Nkzao^&bFZ3@90uOr5Q7oGPeUF~r1%G<{{!m`u zRxZq)<~++Z^ni}ZA^H0^4a6<w&09C|-hW&xvWo=nDRQkX!wWh*g~xPP|L@aAZ;fhP z;)hPV%28E2A3iZ(x|j;=utzce=0+`aE)J5pN&?V*`D<TY`NNKL-jKOskGVj5r|h4n z6-mU$D(_To<hx#$Yw2wb(4V+noirea?jz>zFGmIF#{^4#&f6e={F%K?!wG$w!J<ql zaPDk>)deXw@B>*|cZV>)<g8kt(E%Ng;;UeTl4103HJ+~m1`!8tC@RFD4;WE3$=Ahm zb7aZkJc|2fv2^!B50fWxTbnhI7Wu4mAvG)lei@x3lgBSZr^R({W9tn3dZ`<pEbOJU zCn{cBpU8ZU{_MfEaM4igA#)dZ<HzqB+Df&PdWZdCz4|I7<OlkbEA4#ljs$DBVVV{2 zV1wX^fCIR{pFIxmk3)S(`RS9N2I|G#Axn#YFN5bipjf&c_=H@<VwnA;BcZwHNKea} zBXJ>SmF)#^@FLbDR@o%XyDpD<{*V7Qm_Fg1N1RzVaF87FM1Ps&HTta<^RcC#DulZ; zK?=EZRQ(t5oP*KIg5Z;ee=nynZ$m$ofAwXSA^d0$yQyXJVE-oh;+sNY@RL7Ej;W%K z$UWU@X9!&Cvt@j?9Qt|zlON<wsBfZ!$HzuDfX7EUtVgs1_ulZ;hz`dbYUR9jZJiTw z``k(U<oAd(sq{|bz{6~eTNu>%F=w-$@lgeOjQhDA%g&+D5qk>S{e|u=@8a}1tqu}F z6S!zfCIDQkg+#p)k9m9MbOr`y@Vc2{wrzOMclAAgzDNCgNQ)=#BL#eIQ^$&Z5l>F& z7jiM+950mj`0BVJzDVl64N7$&EW5R3jj?Cg)WZEyC+<<--dGA2+;?$-_?-O<@QrgL z*X2MSlw^NxDhB;V)F(EzcZd^wai_wmpwnYD;{EIV6#h?UEQVKcPV!&yi3x$%XlnB` zJBz-pyD@{&bP+m2D3M|j@9ZD*yG4TMdlaO)D<T<qMF4S|bq93v9`~8Xw!ycIN_r1Z z75?raCE12QxPM#XJFS5C2i1Q6IF5chXXUgU|8w-G7Zdqb&SLJy^3|zI>@%HBEU-F$ z5Ihcr|JTFdOCuW(N&Q3~PHcPBo)7*)J9MIW5IkP_L0YCx^qW+dMGhTBpRr>1ad$Ov zCC*EcQocj3gqz)Mg#*yD7T+HFC3O?J1&f{n#u7IIf|x~nLHO5p-W%Ty{fD;aAYB}A zH+7n}nB_$HeOuAFrcGd<t!B;i5#TP$fsKhAAAw6p-~Rg#I<#jC;q1gP@|U}#Xei>- zlc?Z@89UVb<$-r+A7P*7(C^)J-PqT0NPa^P=ZZS}U}Si)ClQ<ZwqWEr_LBUdy1E7) zk3>;&lPUyya)#ydWV{d3IcC*5Zqzm3)JOY1VxH_-?WhAc@UOH_mkUFHS10uLoQXyM zT%@^vq#1sO*Xfutm(kDLZf}@|{_%a%ou$8-m@hxfEVf+^x=Yg@sxQbZGDn*A&7ptZ zO106Bk#i!#H{>@9RiS6&3Q%_4j=xuEQdNd}>9{J3^leG#ejCL#lQuBFVmA8L-p!Th z;Jq4k?56_}QYxN)4Z4s|?a5zH1J}Ez=HFXLi8&yD2Vq(Ctz?EGQlm=F#Gk-fS>93b z3dQLO>usoWTWA|Yom~h|YJ)e$S1}**xF~n?7w{GqYcZ`J^nVPYw*Q|$@1TnVQ4Y=o zy|iOGr3w7Uon$L_yt5)~FFIQ!eL#QoFHG?w1L|EmrBL5>%t0UV3R4Du|C8gQQ8>;) zE%*5OyTH|$bJiD=aqmUhlYA4Sz^6aVBcnnelw%Pz={*Wu=L};B4esyv@Q+ez-%$_7 zonc@Fo)i4NB6+WlBhgTy`*o=XJWQdWH#6ds&%T`%ROlB5-!>=xf<Bh2kE&Vk33NlI z$L04T?{cnBUPyb7_(l1OdHY_(r^BC)(=oy?Az_Dw8s;QlM{pix01nY{=n&(1Tl5vT zZ}YHb0yh>Nzuk@J&i9F(zGfeIc%f=RZsgGn0b|b_TbMJuwUOy^+m*=edSH47{b&8u zz~mvshx7}7v%HbNhd2Cdt#3OK7n3%gI$=IiJa9(vEck?k#QpDgAy1clw{ndL$3D~x z)2o`8!$>X-dYY34{^NW3xXm{3XvcPbc3S~I^)J@m9{thC&YA*8#PfAlHRjfN%ux)^ ztHhA7hwZar!sR>A*=c4kECX*9llU5aaTtDrI>Y1J(dU<_)7aRef8?#`2ndbCJW$Y^ zlsni*m5?E@{ed{}eZ8%d6Tlgy^%RTSCh<9GgCaio9lj-*^1=M@Nv1#Z!%h>rf}2-+ znD8EzD7z&7SvwJ{Lcdh#)q&$nDKDHnVo$6mA3Hh_iuX$ulgwm^`DhLe(QPSCgl5Id zea*m8^p%R|DKB6T<eshrjKJNvcS$|`1UxV&XPLKI1ise~l6k%5fP3C(?MvZ+-n%qK zt1|;WY=?iE8p0oQWS^PWSONAi3>llWTcdAar1S|MMZa@;Sh)Qu`b)vK(`V^Dh+@ZP z@gU%J%Ka_D(|qU`7x!?UXuv$p-EzUK*TBK#YHz#}fxp?_QB4&a;NRP4CU;jrw@`g5 z*HRGpwpVT9Ui7&k`$DpXf%6|3j5K+u0N=`wRqJUx9SM%sR;dGJ9)wt)b*aP$65*!( zcDMd#cOpYlOyCCMPm$$CGQT^}T{Ry0Dh<4HFka;)ANUJ4`c>x+a`@JqBBs^ppnEDh z{P6Ds;M3#2lE+F(M8jrJhKeWZ>)YR7%&r3$%KoOW2K*vSde`alOOC{*%}(`eWvH+J zlypr&uj2TnK)$pBd5m9I*BW_mu+C7}#2&uef$z2lRyz<?zcTKrfG06bD$1%xelwD; zzi8y;NR&4EDMZ-fzC`@&+5vng;oV<K=IiLoSj2*UL%;OYDwgFOhbO^)&FEiUCvedl zZkM05LtokF7yKCY_yG%<Tk9`?_dL=U6S8q7*n??AjZnwQGgR^211~rzmvY<42{?0N zpismUPoh9du=5iec!=s-uLSDh$35=Se-Zg0U46?)9DQfx>zc}VSNM+AP5&fE{k1bA zi(i!rb=eyQ^)vd=V~<G1=eJ_ssYWhmh75BxD(mKksK4~Q)Beb1K?m;o#IF^7{f>iI z65}w>s`zz%YU~7jHRB)u*g_qDi}sMDBrkZB%|%UKU-UOYty^W=fg`#$jz57ebTjE; z*xf$V`yU_JPn-pRMkbd34e?oXt7hktF?>~jeNsA%?|))Mm)>v<_egI>n_LBPvd7Ek z96j<i7lrBE1p48=V?!@&v0viHdj&SUXWlU`jRZ^RoSe$iB7sX6hso;<I$<x<ngUZE z_^;DJm$Qz)gHMVB%NJ_sO?-B?P~6`@zGt@Fm9YfgR8#$&Rf{{Z%ru?tN{M=ge%K=- z8ahv1${l_1w|GN6P~G$q^~fFOPba_^rvG`Weh;6oLRDhcg}(AA%@&yk;?i`)NaEUE zoHGUbM|8E|^HYPF4=Ird_UX@R(~8jj)oEU`GsnKb#pJs#2GCQkXDyGR?kYUgf0=p@ za7!7V@<mn;LSf;@j6<deQM=8y-}V6f1FKS8zy1WTA%9^=Jr_8qQ3$Iy`iFPM=ko|Z z_;cMYGT*}oJ@1WAM_&Cwzr^i0WzmLsc$|L^s}JtoY39N*=#T$aSuu0$15UL6Z<`Qs z4~mQwBjPFei+=(fpAa|bm}CpjqMj5{^lIh8`4}Nhd=y2!y>Fn(?^721oepT2Rkve) znIQcnN8KI$>a%(34eVQy=QI|>T-5y5#CV!N^mB97V|?HKKZomUebMN<or`7vB2JW* z-cy!_-fF;(wkmrK{$lrob`4Qu@A%ifA}^p1IiE=TbmJX#e4QuFGZUb9$q!bdM*Mi% znXDuN9>FlmQ{S2e^A!JTeN*6L5`Qo4%HB}yA*$RH(hL49T~$BU6W_lsdm=M>1#$jd zT0ko9ng4kFvX>h4$>%tIqFo#aXVx1GUXIXJb!j>FAx?7Dr*U`XKo?XmX!UOw^by_% za@X6OiA!r?#n;EN|Jy5lV+;3?&+3DJWE7r<3#I=Ga0h{-hC4pqhE92MZP7**xKE(} zg?;$GU$w@W-!vm13vpIjdSlM!;|q@~Gxo%Z;PSsee?z~a!uTO?KXe^jYkR$d5U)c< zpBg74er9gSQNhn*wm_qQPdes2rmI<UksqQQ@0qUyUvD_CncPtc9@289dwd)81n*yG z#$>`*^C5$D53?Il%JtQ<5bsgGE08xCeFgcgL#ZkEp*Oc234CRT`LD3^^tG60ncj?y z4>iR6ns4ZBG4zSFn~T)nyTOBA7`v&B{5#E|{_e?b^v~C`j=4HI5x<I*e(m~<^K@VC zB0F#=rKOU|THKeYy?quDc-|=@-q(~?ac?bD`VW1>{H433(K_ONo#wFhBF<~yQhl1P zH0o@%Yp<*+;8Q?$@QE?%DLdDyoWl3e_32xzJ^z9F!)}B4g!?nrG`pXuz`q~NP`L!1 zWL^7-`^M<ss-Dpwe~-HM_7kOrY-Zq9{>^qV=)an5V@RI-m=Aj)VZV&OpF!2UPiYB# z(c3z`)hI_ohN8vg?IS?wPel}LkVhw__ua~JbtKMg(bXQ6h3;E`z91Cml#eW5l0*mm zRYRyiwE}b0H3RnHW=@1S)lAb(@EjAT>rFr5IWK6f<?b6oop<_i{_#lgV$rYLE^9(x zL&>(K3!e@O%a`-dz~eQCm3iO6?;oJ5P2@*@yi{IH@Rhj`^dEvHb5B8!;nl}$0e(E5 zcKDYv`s$yu(~Nd0B;sg^g}`rT%qM)hsjv!O?-ciB?<V+^-fV&M=kfn%R8P4#6*>|x zNzbN?31{M10QFM>b^MDXygOTdVh;0{h7}e1l*50VeccmDM2umh#uDNL-)RnunqK(E zf3VdY2miAtVTA3AkSoFVUHXLZam?p)9b|rv{(`-3jV2I%GsCQ8)e)Q{<@CIGhA+T( z$ohx8*@2TWb6t7y7QB+bYQ;7Df6wW59%Hb>e1f*$qfr6mukvv_Dbz!{%wMzHfZOpe zu4zdh2aoZw_rzc5L8ClmB+`v>?pmCGDS_uqCFRq;x(y%R{Mku8c^6_Rd3uLq81T$J z$`7gK5VxG%Q~VBtmoTZ06v%?l!DDZ`A8+tp($sGp^K>HIB&qJi1Fz8?C|}6~{(D(l zH%lD-7?V&+h!$`M&K)_SyP=EP(lpD^L;SyXD=(b^bE01cu5&E|KRqPXCw=>a6LCU4 zOWbstMCgTa#IOirf0@GJU(vw-PLG~<?2r7v->}hFJn2jbUB53UAcp;q6H5;x(6`-9 z67E|02fjGDMXL;Y-*_AMEBuKrgvxIZ+dZgvm9uwRub}^$lK)Z8RboecqK_AH`3s%b zm#?x!GKtumc_I8-B<hDIUe;7<;EXw{m2(l;$NO$1KXnV|VC1TNtTz0-cG1vaRSc2C zXBESMILi9g=cJ>n8zJDBJkt9Q{wl4a<4ovVO1AAe6}x~q8TvABG6np|*kXk8B_|@{ z^VH%of9x~n{&#F0c;~mBCb|@3PDE3$O0(h#;K_pyr&Ad*S7$4*HF<|bu)h0h-U)uP zkhXZ!689l@LU?ro_xPxML#!w-^nm30x-GGe#9{U3ECq4+MaQPE$tGdWqW$}F#5L$L zM3VQUL+^Ry+tg49{MYvkN$=D+;z*=<)y7`f<4ovOfAF%~hrDabWp73UTx*5GUD3vw z;N;ihbkcJoI<6e7(YOS^-n5)#V^PGH53DlnTJT+PESa!}&L{VnYs%q!*uy<38b&sR zIVHhJP66b}e-CC4Dg#G&{#R>mzXNnt+va|2?uLJeT&OS+3A~`O^T^|44#X~18upXG zqvto%Y&lTRUD<!ELH9iLR6fsBL-GE8zh+oJzJk3o2hNOkpuP*wdBSLiIH7%XZ=A(x z+%MW)DL$>(cQ!)LFXs*a&!5uEzUX&;shQ=i3IZp~xRW1Z4j&l)j-77sp|V||$iC|i zU%;l+gNCBm`(VRRGtmRRis+9bo*dv}H}@VZMm_YyVtDrAUCfg+4Ce>;Vvoa<%z`fH zE>AS^+*e+~-V{qQ4YC^a^(yhV*??2Y-)bq`zt@9E7xcgPbd*FGIQZ?`rU-wAo28zo z5Vr$%(ph%l{8KAsKDDsGp5<-4)P~S$1t$z2${D~u_<V03<@@kkiOeOF@xa`+=7+9} z(1lzxYrHD!2pmCBb+!w5z*E6qHMuv)C!1EfRA$g6NQWrCM!mm#b@E>Dh70ky;_RQB zm>=Vh?h!PM1MdH5oN8VG`te&+?LyJW&xz#Mn|Xon-})7IMFVqex)leF0<cfu3pckF z`hwz4?V?8Tm{g7$>psZyRUC3xs4G$5yGjbgXnPP27w7W1p<|M;U|TCV27Mvd-owV| z6Yb_Hl#B3wFI{6C5<{H*wSGdF7QPw3JMOdb1MeyHVPV~eIa85k75zo<zk*XOImPI+ zjvr$>nGbxXOjrA&Kq30`I8L@d>X<(;Uo~ysbR^#Hs%i3!2Cl|gzetJrpu591I~Mb$ zs*I9k<ayvZ_Q<rEqi^XwQ#5A-U#QpT*@pgdl87LV=@mwNeyMU;Bx?lfL!-F2`IAmW z`pI~DIT7%76IFIH`_bohv}He_!nr-cOaD<HcqxO>xOpYMhb+bNIZ-#lg6^=*emD3F z<wWIv27m4P)%J=(u@k|4=lyHzXh%XJs(o0p!jn)fXZA8gy#32`P(Vrw{@q`Cq~h<B z2=c(;%STIG;d3|~J<*5nbK+dDLIQj{>&W~)!4L3=*evoxXD2M)W-5<*LPR@-{tW6+ zj`7=%`A<3#|9Hf!S3o^0G!3d~x1eufe)>uj@$zSLqn2<o_R{XRnM|w$Pkhy`s2TO* zsQN1zfisxLs}#*$0Df;R{NwyDck~shtp+I+;E8F2oR71?|E`F|D7ytZ**2Ta`YGUI z%gOJ%&%zh1nbI~II$X1_2|ALw*k__peRtXz@&2FN_gwI4cd`Z;!lBQ%njXk55^^Ib z7B!r$@b~Yyvu7HEpRF9<$uhYGUgFawJ{=YK^E&U|V8>oP_o&VNPX(agrZGM6$kd)# z(<ftpj5^rrgJq2a^7%Ctn!AyH&}(0a)e-xS=i|d5q5BQ^@2g)`|L<?((Lccb2YMyi z$hd7Ic(1Oc+^$y&z?;oauN^~vUS)Xj>>Uq$6Yr@N=(#!*bUV+j)CB-Py~3*-g8aZc zV9Ypj2lG_MT`KX%k*C>aWOhD=K3(9N@x3r7qQ5@v7{fT`<cjJho2KCl!c=KLiuy87 zdZfaj8TGs1<o5mdFsI5fU`UQSbL`kHMiwgcGg&)xD6fErUc2N&A%ysTAz7smeDnd^ zU1H6^E8C1>AEocce9q4OF_D+BABpnDnPa1vgZ=T#UkY(o()Vk>;3DSa%C;r%X@^c~ z{PeikGJN~KzKXw%IQ3bIy~X$(<|Rh!lgdZHbMW2tF9GiA8QST~<cm1gEeJpvbNsh9 zUy4A#AEDK^nLdsE=A<*%zXk&zPf|KReHnd|{JtD!<Y|{{%Nz%AKN~;0M%+SNkW2Q? zeh&U`^N^wQU*N16drL>eFJXU|n{SRd@<!0c{#%b;qV72ScUK5}V2{p({u%0bAv&fO zE>X^5pAXB>d-_1|v8xZMUPe0+o4ut$YWQ9ss;hRJk2(?iq`mXIR*=`}UWT4U{J7M} z)gmAQe%SR(bp8+2>6s@pxPVhVFFi<qpayfH>?cpzqRvP@<<829`?o=1b+jFM>!s3N zl@i1`KljmBy^5H3*iYSh7rdn3)sVqR#QXNOgGK-QjD*Z_y`Tz!&-@ogM+zP<;`zzQ zzYj2v;T$=VESdv9?ay4lzoI@(2ptM(L7cU0H#gbKjd-e+5}iBiKm_Psj9)y5dfIq? z?^ndny(Of)NAM3G;;;;!hQ2s{c=?0tAo7$MO+Y=18^P4|O<)?hVm>wT^!t(%u@ETx zh1?kNdh8vOSQ2>t7Y5QYh#w^s7r2c!@jj`k8Lf)&`Qvg&uYzaKy7ono3Opy5Y>eg( z)Hx;@7bz5-Fi#;r&m@d{Tx#Jc6D{omzwwoKraB~|e%rY7EV(Ou^h^8ofjjCwE!Q9) z#5w9HGLa>~f5*y&E!)D+T<t+p9P|aZB$cSfeSsI~L|(YQA93K3tjd}Ld}pqAzEc2? zaX#$!=_%ZkEfXInJ>WLqBmdCd4}ot`nRvYc_~Es?H}ppaJqYiSH!j2Asa~gZI-KJI z4yUEUWR1D-3);Vua;)In${2W4+RBZvV(&K{M18T&Q_&RD4IDnKQC~YAzElm$p$yQY z?`=t>?%0XHn@$pW5${Uu=_wYO*Fhf__3_qQFW``e%oM)ia|;p#?y{n9N;a(drcjBz z{G+MpC!X6^qp^7_;7C#VPro++mpt$?>*O-<$72IeDK4@CU$d}HJ0gZX4&5yNiQ$d} z<LluYFA$F=zVf>;0Z(ZgPq>(J5TDys+JA8Z{#6N#xm>8%_gY<i*pUq#!oSwB&5yuG zLg?e0pp#o%^n9UH2YtFVt(Q_1_O(*kEZEhepP=cAEkA*KKSE~o6YslbMlE~_|6li+ zhHE=$z<1>ry`{r>Ssn1!dJ23krP8Ip9D2df^+6M#OXxfH3-#JyK22RIgG@!=h1g<^ zb@adBOxVU`ysSpNRgY_3yMQ>a9Db7W9_C|be+M<J?ZxL>#0H-U!QADSvz>S2prav^ zJKF|4$>@D!#7#Hg<mor-1dz|iyAS!EkOBYIJ2vtU&!xYLg^LRMqT>2~dHD@nLcGgJ zCn?W`i1A~4rppODX6nLcM_$aiN#D~oDa0J(w(7F0=(nROuI{Fsf}ZreSMUVz#0$C~ z_+-*Bmzgl>Xh#VhN>Ye%KH^-+Apd7s^qZ8&iW1i>;D>YW$>AOz@VC;#MmLPHA1L$y zYcX_4k{Mopx9&ra?-Ssdg8eY>S=Vmu`w4#<;bY`#Z-6UNyr;Uq6Z@+BCb!lDfs6bu z;*<vNx!0LnoG}x=#ec@6OH;v*jMbAWpchp*@o$^_P2A&K_l_GrhF;Cefj5B~JcWtY zSU@%M<^?4SV!s2SEUlwTP61qEgT{mj_3eE6<ji?3oM(CS1KhDBBKGeax(5!(Uu}K- z+k@cGHDf@xiRZXoMBS(Wd{D)?OE;)cr*Ur_DoDJ7{_l{^Uj|PSar)f)4g&m#q~VN- zx(0lh1ZpKDPvJf)yo^|~0>8fPO-mR0h;tF?p{mB%ClX!Y+=4!dvrH;HW(adi)W@tU zbfCY#)_+v(8T4Cz-1GJwuEa~huMPSKpt~xkPWyA$lc>#~iTR|5eF&#K+BCm85~;iH zO(h@?q<<7B7`%fz-Xz(_9DGi(sHsn5J@#R>{BDUhM!adZOFnTDdX^u4H)G&0<QezQ z=(7v>>Jwz%O}K}(w`fA16rm1OzhGzl3_f6C-&XhGycgxozrJYz+}<o|sBaFssldv6 zZ{6GoHd*eugFeW=BZ}|-pUZq<pIUV9417F3&++sDS7f4jcPdN*d*bCz7;U0%Nr<66 zpx}-7#Wx(_9fZ04)?3z>M&P4BvPriF?ti@OOz$<+DKTH(B=7J6PLw=)c?|U?FB7N9 z+*9yz@+E?LhR9Fx_vl5=0vEClX#3FWLa@8Z4xi<RKWTUQWFv4%D$e`&KEHtvu<PxR z9g42R_Lu&8N#G&gCjZP^#e7n}bEWw?R_Kw=3tCwP;vU^l|M&U>d|<AJd-0<mJHN1L za{M#;jlNm2^naM+i?KI6+k<(b#OKTUh<jgz=7%Or;1~6Bg2n+j|I*x!4-(eEUo!m1 zbVc#L$mYsJDS$V<Hyw$30)A2XwDVOD>}zAwtP?o`eR|OQX%pnf;pTVe*T8#3?Q{|! zgdYEPllYSOBK8Ib*I5ai#(iYAqmcs+_N8XY-2(OULc+-FquIc5%k#O(z|-F}I(B|O z0rPQ9^YyBqkRKBHNU9eciQT*0n0fI%jj|n?Y>{`E6ebm0%%DH6eLebc7JC*3V#Nz{ zU5O_4wvLa^BqE9-=77sjCt}b+lv~<^MAR-)yX69RNUB?@PeB~E)-x&bMBn1|Lornl z=Y%<{JU$)IX^!h<X&X2C3UiN~dGv8IMBsqHGvERNCYHC+cT>;);WYw}#=&l6V7MFg z;?FD94rb6%>RXd8895O=0Xh$4&?kJP_B3k6-+$4m<o>M(@txn};Kgd(@0x#I;=rH$ zD`iGzTY(d;CI9RL|8U%1k#i3GN#BNaus?9lUsFChTtd!7=COChEpymU_m12BI^z5c zMP*-$E9L??<~S?_FyAzxeEi07=uM9a6|>R8Um=^5i->V1G9>gv8qhycrkXsrrUw3) zWd7@LH2gz-9yfgVf{vENHu&cy@Q;wu5pM<fK5nk9IMsO)-Yu>yWca-=^VYmFc41yF zsJG6N3;rY1`+j#o*AY8%b21eCp2;-hGhQR`^GAO2zC&Md`RYUEY(?yqQ(xC!Lp{aJ z%N0o10KLL9tIAAA=nyQoT641h_nT=I{|WsBRhib0Hq^O)6r%3FopdD(DtW#hLjOHx zedW0sIdu6no>Jtd9z@TlrlfDc<9+%Sg@T}uk+@wtK_lrzFxO1-9~OuH;-8^qN-z9p zdH&h3CqO51SGZC0C+_7ziS?D89)!CNnQ<`krTFy+Ngte0U*>XprXGdPb???KDk{Xw zz5^$&AnyNBVAf_v-x>DRrdW6<d>;Njc<fUF+;6vU(fYU(@w{Ay!^sG~X;#&hr%=!G z75ev{x(9z}x212+%;2>TW!z_^^&&PT7p0cPoQTM85$3$(*h^NMktl_@e=y|1zBOIU zN%qvrIG8#S>isK?S4}XdVyvGXe+%<Xq#fZ~9hhgOc|XCmjCygiUV5$<b1QCByZnHQ z$MMiU9g;>~^x!fVa7Lb=Qde0Mg|6Jx=1{Q~{1Dg{s3nwulb6H<$K$@v1o4k7qW>F< z`n~<-E%a0S_fngpE;KeNJQD)EQCL1?$;J<SZJuPf<OXzfl1s9F7OsSgsHsr<80J}3 z4YE0*izdYfHwFMV)2W%Gw4!t+YD0zNc!AG<rDS#}V}OtKi+&o}3z%nlb~*JE-k1C- zE{*N>@KvmCk6ne1Sy*UIs!|U=-ej7Yk-wpvOD6w?U8sags(d9ia3yB<4-WtDYgS0@ zn&F5-zw8;wU~&WVd1{kh2jk$Usb(0sSn5VJ-fwtHE9^|j^9-1IQNUN=O2gXv82m3) zzCQU-3p}V*sx|=UD^z0Q;KmL3I+Pcf=-Q!f>rG<UIs_d7mq4Zr8P1;r&%AdW^iPma zi(DlUnF`F6+s56Alm9+eF`*xP9H(&bJ>r_tBkgmY|JRu@r@W4SfG&QRjU^WEOFQ0v zwj21U!x?klj#cbGuuJ<O34G=1W`f5Yba=MkAM~ecLm%Os9#V`tw(nHQiT{237|dSH zZJY#OWPh|NU><sSAMMusTky@%(0Ke}0lGIvdAUH~XrH|}zj>~q?vxl>lf-}b%jd?| zUJ>+R%eiOjMLh@xX4UI$m<PBq<!I9jT>py9wbUVToMZRc;Cjrd7&MnY+mq`-)MwxM z^2i)}pY5s#a+QHk>@-tzjDk<te*Js@`+rDmK8W8(hUds1e=#HmdzCM?cMl;x9bPfY zmd^#BSUB|NbpiN*J#vT1pf|Xm>pgk~b&!j^WS=Re8}Xx8s^a+s^2+$OKii=1c|LG* ziUReECTV8JbM&XzW)eR3zQ%mo9+iAQ;4wq@468K{li-6zmiej)`Kz_`9UXLUZ)#7= zkWeq$4R|_Py@k(Rej{h23hLJ7v+Ylq;Jd!}I@9ql@SmeRJ>ZMyEBdgst`YG=E9Ua? z=+D48m|~u%qW)}plD~VX+Yxw+tXBeXD_Z%U-76B{y%{|l?;(!{kISw-Gjb#PzqGBY zZ6Hqx&PJ}UgBJ<!u#Lj=Xj-6eJ_&q{EHGJ%5B22u8F9PkIKNcf;+Bc1Z!+9UJj$2A zo4mbg;n|3}<7|oHk!0`(j9C+!3YbHAn$nVp`$Qa9)-pi-BzdE1Pc$9$YE=#uL*Rq^ zpQa8iSYclcquXo0O3d?Jc`NWe75X369_6aH=s$z6w%kM?y%CZ6@CWjJUZADgoT4W| z%SUchndn9^dMvXUEMX4WIZ8So_me5^cEAhZ>_^IX2Cd@UyxkcRDusK)>moWmzZ*Je z4{4#4AQB-nxNe{Tzm8$2zSe<!%y(v-kqki}V=Vf>VF~r$+a@bQGt`+Fy7J5QF#-Ho zWGTCE4Su0l!$$cOF|Tq`>tgOv65-C*P)i<;Iw7ZrtPAxlb+@_1#0Gf!n~wq)z}H)x z4I+60=l#$X{UihNzk=*l=7VC)LzzG6&`tr~AvNGK;p0gtNoXyc6TuwxrHptj#M_<W zZM2_J4}H9wVeu3?gMl}3DHh0I!9y0`l@OnQKclHBJOlq(^EaPv;G91^L{GU4oR4yL zVk{JWexD+{F{=c0*LppYMcd)eT=$0Lfx2#tf8pSlYVe24doqJ<F;5nHZX)mr`pE?O zPYcPO#A`#^(bfU<Q42LbN#`*Sv42#dLKeC*Zine_z%Sm5SLK`r?|c2ybhiYaZ(Dfa z#v|~h!sT^LY&76O1;3~n@M1p2WBdW%6U2+RdOAJO&*!~!>|Xc)-GzWZdMTV|-;Ta% z^qJ3&{H1=o1V1{>)cfo_sDrdNwI4ZRPpL~<$>pcmXW<(+8$XEsK*kj>AJU?3ZR9iQ z3PoR6<RH{k3f}>n?{kNFz%vVkx8FjYnyhZ}?WGTi(3USbG0_g()Q#$XVG?+ctuF&o z&=u@EYv4Ksy~XFm-98k1fw!keH2jc&?lz)iV~3s_a0`9wUi{8uwDf!0#&EuDNWUw( zv8U|7<BfOF{dAP=mv?5teYm%qy;y*RKELKb_$~C&B0o2OVL!8g+O5oF;HUcz_m^>M zBOY8Sj#+ZXp26lrykfPu=UzhV)!<#n#`#u`bikKIckhTd@C%NEQwoBpj|w<~kFer% zl$YIJKT`t_-t2Fba0vW_!XfQ-^woK5TEjf;&`r9_v{qYycf2zCSZ@gNu1IA=ALo}} zIw#qy#+gvR$NKKEEbuJ)mv8D#+=!*v+qFFr9z>(=;S864_(08WT(-jVHOiVi{sQ&F z+bqR<SyJG0947a_YegRsqi3a!^FOJ~`8d=RzMnxm?@OUR_BY&nhpY_shX2Pgbt(8F z-EG|@s*z7Vyj8wa1O3h;!PxJ|Jqg3zv%ObP-)gp`$KS%<w|I%w$&Zrm#If1-qlw^= zgatNlYGST+7wb99Z2*5IUs<yTFIR3~tGIH*k%(^F8I?tkzUk}Ljz8|eyU7)zi_u?c z=3H(dL)}CFP<fBatUEzwlPMs25OY7?oNoQ9`2Fu&YI_{OQx-2e`~l8({tt&jGy2`p zc0>7i@H-Pd$4ji?zbhxQa>Vf_`oY?$+?aag_0N%X=fOwI&Ku;DvjHz;=)C+2Jn7w@ zn*9QJo|lE1$kl*5vNiPHZvhW8yJ7xlIuP@Wsf^<1^ucq4cIEFwKG>D}tdbfy>VlT5 z{6k*!-%RaG*~mLv{1-lXx!~N<eJULi@g&rqZcDt%k3AqonthF^Z=6}A6ZlbArJE?d zVJvhYM))hQ1b&9j;^>7&LrVBH3_o!7gm2UKZ;Bzu!2h_YoMV3ZgG9)k-Oi>3J^Uxv z6Tz8#;8$_z9>osu6)xCjF3b(Tp?#g_SHag?@0I2kyN361+L7fw>Iwfhk26fcgAn2Y zldQO(oZJ=MMn_x-My?V;R~yu&G25KTpvzuEW^4dn62Y<UxcQnLai&ONhy6q7D=kIt zFjQh+IIEiBdOq$&!PpxL%pb{In7wQdp0}o2XpYeweTnSuz?e^%2dG`eWG!&BQGrqm z5_DU0QOYLH&cxFzwe}Gb@PVT7+;s`(J&X18ry$&C*Av|30g~|dVAPIp3W45oWSgVh zP4EG|<w+K=u#fuC8&Sg-IOi6Ltg*Onjj1PO=nz-0u4Qkx?QkYW4ZRHt`r)V0xZBM9 zH1M4Mqb?64p^wsUcy;R#^v_2kmmATC|MC80^&9nvy^#8oN#_6enwzoj@Ae?vs?SNW zqmSJs`J<kB9=eOjNsYQH5+Uh0{h%H1{qT2#E8&79;^y7BQQ1WjVcbpXjys6HiN?HO z9sGS?TJhoE?AR~&<wLL#J^EzZ%KI|=T#15rJpK&B&;{QN)i#4ahJ-Y~d$g7VQEWy& z6JP>-T>iJbjRW|0=kh(?i;mDo&Dkhfp?+GrHaT7BOsuFs`6|l+z4+KAj<4vSi#}~% zsguGS3vWF0vrhP(i81z1gJ*c-|2+8w>f!I>nw0ZHh%XgJEP~K|32zzF+&SY)99k4M zkAYqxx;$*@6c_fGpS?2qzaB?cC4Q+IxTlY3@PiA|p4k7&ATez3LF`}*e7bKHetl1_ zZ;#JFy!)!`Zqp0>pYl}Ed*FzFg%Zg*mVtjCDLR(Ej5&jbx;_@1qr$B9oD}E<df%y4 z-%o@7xi`8s4}F31klL{$cae{Bo?4DT2RfrlQ=tp|r_WWPqNxwQa~WTwK1kttWLF9q zD}ayK!ETU;zUlHSMa>u!@TPKGH0LRRuiOsen?j!-oOfS3?JxT3G9A4j;5jq7HIz-A z@Ljr~^Yc+G`~)_(cjVz5edO&NHJb#F{`Y&Wm^l2)vM1E;;QNO6eQm1s!v3i!zZZJQ z<MZy#{jBJ>^rpAd2%W~9hhWcRE7bQ^&beXgxTj9{drIH%I1*N-PFIU8oQXZtgR$Rr z;m^s$el#Ntb&|V&%p>HtECmCJov07mf4N+@*ok?=vP}c5G9*F|%UJ&cuK4hghDQc) zf>nuSb9J1r`OV_#I`A=$6o=2ru#*Ut1=99YsDu5Foxi-i-I=(RUf5vl4}VRq+mS8c z=MOw<$*p@!B9@ZO?iE8<8kbSjnuY$kTbMG#7I@x`l*Of6z*B<nj8E%#xe&7=YBl3O z;3Kf>%?nQGg>1Q>{PhJ-PbTNL@$#E15&ATjs^$-LST;ZUxDo#^=v?>Brp5hS>m68j z1x`)TWmeG+y^x1v9v$+<Z4Pafbw1!C5@v_8xKS?+4s6x$!uM6ZxlDTvb5~AmI|@)| zwkewL{)O-Hxj9N~E)lv$k4(QT)Da7g<N2z09f(uCw0`S2-y8e%HHwxUiC@hT><>|& zyIwA{P}=51u&$0y@C7&#IVLRqFGevx`n}>3fqNV#KHYw)3plKZzd1z%=74S;@G|%V zoqPA}Lk%Cqp?Nu~{WvE(i=?OBhryqZD1Nu*g&)qq@2f%Jcfw7%eAu89mT)FpDgh6a z`p$tp?YT2yN@49U`~o-&WqD>M^g?V?EsN2Nn0M$})0+zhuH{qQJV%Yad^VyM2V$WY zBHo%kY6rigV7*}T80T^G`k%Ma(BYrjA3cok_36}`Yx2IxV=T?R*#~i-%#SVwCBP3w zw@^E21^lK<5m)_v)Vnn|FE*h*SL&0uo0*1h7sWk^W#sovQ@&??`FL+hr>I(X<2n8G zeE%7K7u%XC#N(-eI~}26s;YA)E?z9`o65wzh@y~*2y}4BQmeE}F2wUGwFXY~ySFy3 zOYO&dB#o;_K4o(v5;Wbb3xNx~HB4OT;lp0qCJE0#Q}~$F(Xxki;{JyJDUxY{9x||y zP6BysjeU>BYy$L5{5=el_&#fY?bJg@v2UZjN{8A9`niTe8wX|R6T<_{)`H-JHrgI< ziQi=)UPl`ygXbWjQO^rri|hqi&y{!R|LkaD7iQsO<o@q;KlGY(VY1~<zz?aaG?vkL zgTL+<ZaI+y9Mbo%c5eyh`T7?mYubRb=CxGVZUav4Na8*Sd_zC4-s*o{bA6rL)oL+3 zpBw2vil3n_=OK4y27m1SCf<Q4fsT19q<c*X`{^h;813CLFH}5}!3tbk(An_i1aPt$ zhThhnh^L~(tKHkuoCtZl+w8lZlZYxW@n3W3^WV){nha_}Ps+=vavprB*j7-@O*|hn z=AH<xqn?DqzVy0T^w|l@-&f_FpyT1NSa6?nCRB!2DfV!opT0{>H$Ydc{bihXdnWp> z$hDvH{qBS|`xRwN_{sSWd{TepkG*h-ehf)hpmSI0u~tPNWcyAw#0UQCObHGil#%%R zRpHcLRj6}xE*LZ-Po8${Jj#OpJf2cH_z3i7U25KsSLWa^5yJk{3iU(i;d5Ct_?#EX zWRbKZ*h^8Qq_GeLKJO)`RALm){myT~Kaj7}B{w4{(O(cs*LB-CJct`XB=NWoC!$40 zyGspqW99bb?{dD-wO=u2@@+%BzVq~V*JbpTI!6|N0<U=D{<=Wxy9Z&SV_8Nw1zc%e zZKxl4iAzuDo+J7`k&4eUGfHkmy%?qb0{V3RuYLE_aZftOEpz{$!+vz)xIlD1=7Ct( zaz5#z&t{4IwJ#3uH+FwECvbrSTIy^%h@%`2Jtzgii@0uXp6h)8e&JyF19=AEHHP8t zXBQj^3+{8Cx{UB!U^Efmf$w{F=oV8X@Ta@w3zV&vs25Jisn`M6O&M0ZzOf&^1*K_e z$M7CF<-?OqP5}qjF_QL`aUpya%~hQ^pntRum!g3#k!_QaGYdW`H|<zN+OOh0l{_lD zhVQjU!27vqA@&~*-oIJb`+t8pJ-?p<=dq04g9Uiku6I2Dme^c~^ZJ)pOTF-Y?jP6h zZvpP(GNX6>HRgN#cq{`^e?GaHN|N2<N=Qqk`kuzW*Y1xQnGl1&5$pNXS@c!O3QlXA zuYix-y20p#xu(crN4hk1;4Qi4FSt)4Z+7Ywq@q5ypPQ)-#yS2J`2F6%Dd@;J*iXLn z1y25IzVrcp=aYgC%E(gmDH9KlA4i<LFZlbU{So-^sGZ5ke~tOPDye<fQlT#~Vbpd* z|J)HLpQMU-Z52`=r;qQcwXEVJgt{=S#nWOFePsNphM?6V%tfU44z%+@hsM2CN{)JN zaEdiv5c-Te6Gzv}&}T|Bk*tc)kL*$o@l*$%@jJcK{1gFy6Z7HznspLEyJxq$Vk~rM zO8XMX--4IE?w+~}c!!Mju_K*$kBc?_E+fcC8C7*H6*oPID@-Xw9(cG*{r`pt%&n7m zE<d*t0dGWk=idK*WF!%x^8bBp9S%eVozEr_BeUs)kKSOP#)w|d6X0AnZ2kqb_&(cZ zUy}`7Lmf>QaVZu4Eu4cqXT&h4o=`FMicS+abiV4eG4x$gNt1Mg3?2mEQbwS93Ut9Y zBY73Yy$F_~04s6ml;pGYv<FaUE%wK%y+?gc;bZjhJ~w<lJtlOwiMs)3Fgv0rjk&WO zF>D*Zf%oSH>H9&i{zRB6vj(_gb<u`fL@sn$CtL*Dc94k6YkTz#wLJ;0w}F<s<e;Cj z$+)-c9`;b2jNk37g8MH~GfvTmJr3coUdaO=O<-co9Kh$^sb%2h<H20&PNgjmKWD;x zOuqPp1^gZiSdYrglZf7Jijyyo0-vQ^rmJRkCY&q=#iVd9mz(>$_TI-HyVw8p&mtZw z2vdExo3baaCCLs%g14!%q8Lk(B@tJDJ-Xzp1)XwdO-n#F?q5sK(@`n-t+^EJyI>By zMWBoJBl^~i%Ce8L;61*Y$!qu=fv=VOhwr3p%oj$rRS~fy;#&M)*F{I@4Y(U=Z?Hl) zyZ34Z%}My9SH9C1IEJ`Zs@2i)0rP2p)n!)gF%OVEtaoMs`+A0y+#Vnf+8RXfngG7S zw5^c8Z2{-eUik1F&h_uO_-*@Dzz-yK8yW9&A`}$v>|*%`9`xOgRk1(tdFgDt7J@vt z%b2~FOb9-rgCs7}9pKQf=u`us>lp0$bNC^2S>cjfMv}$A!L&SA^uaUf<QsOjs^XuA zJaVJ-gnlOJB-{Is=<B<=vn^hbhzAcfe~+U6_$3g$sq`4}<gs7-93AG^IxT`K&_8?n zJ#eB&oLZ>OtUm03x-y`datpY|{&At`K6>oAy?19O+|Y?Iw~<khC4h$o)l!{8y`r)} z^a#?!zw#!zm5d;8m#uo2<6EwT`^B-wF5qKiRqR4atawg-uVcr5gFiEjD?ScBN%CB* z125iZk?gkUvQh^^U%=S71kd@zhU!WQaMa8G_Uc*V$fqClfAoU?k!#r!u8#$-$YJ{N z?NKK})x`D7wYQirTm3eYeHOZ0-Vcvj!r}9~uJ5-)9rKDc4c4K;_<NhTlSF_U`8E{I zOrf836{<QIKZ$zShgnG58ue(cg1HF#-7a<UhmY~S4}G4y7KA#SW2*K;+6mMp>W^ag z`XGLi6s1@WdB7)}hUAMm#g%`Bt24lFy(TA<c7-B8y7-m})Po0VjQn!6$$`*$Fn8|E z2I6`AzwZ&i%g(4*aa}D1&tKMOvj*JVc7?XI8M>}_gEil7<YWHV_x<@&K6gSaPPOiz zniFw_K9*uTE%uG}uv{>}`FJm7`t+g@@|lo?i%ftQ!MtTX!iat#O;7)K8uI7z(Jv_) z!1u<}#anj+$5vC;EQ(^mdGOkIZFLy?$i%<qdZLd>Z52H0^^-*0xz2jnSO<E*3lD29 z0I$<;UP_gM&S5Dt&xAJ*`he|&+P~l6xje5lmy&=Fuh6}f?abg`w`9NFQ}-aA7?>{y zn}SC=sU}}60>81V+pjrvz*l*8jJuu=`XN?h?t0+%6Y>GKyudrp1zEoOh<Gp5F3cyd z3ZL}L;>Rx<z^{S6%KFc1@EF}a^6ez_yWJQ0X9PWo3-miy7UH1OotTYygt}0y(l4L= zHR`RS2F_uR;D@dm^;!_|GD38x69;@6JR8??R`LEF)#>gELvQ2X?c?x56+Bw+dui%v z4`SPle5%Mz=sjXA7L-wsE{kf)rl~`hAQ=8Nwh(xPLW*In5d3eJtW+PP|NOzOnrrt3 zI1;_u*(<<z2lkuvt@?WsY&<!g$H5o$i{5ZgdkUZDP1%#?A=o!q^L4Jp7W1g<22|vz zFZNWHa(+WywKzCgSauNn>QTP@@8E+pY^0uwpl`A+y&G~*9P#jg+Q_-%!1ukT3Ho%@ z>D_#WT0!tbzBd0%+r)!l+T9&ie-{0YPp5#ZE_^2@PM9j8e{J<G<E7GqF1z*{!__y4 zKf&A&zJm8DcrSgde+|B@H+iaB&m&*4SZGKMV-9|sVf8c}^0DjTwzYipK>>R`vJw9h z?vLq)M8Kb_KYCJ20sF@3Y}7@;n`dO$K8|;UZuWjben0YC-24soru(RGcK?o#RKR`> zbCuy7<mD%Cy3Z`(T(vK2I)va{-;4UBoB06#t}&?`nw8+Ab&tLeuE+e8ZuMd?=5LS5 z(AfL{UU+H1%S;h^s`P9g=944Xcd@knqpJXTg$9~W#mKYl?Z2w8LjPGYe<XY{j6|FY z^zE<&KYH?Tu;e|=p}k<I$+A4*M1*Yg<R$}0rQ;tKO;UwllGSD(CF(UgexAMS&=V35 z)KA>LjXCD7c``%rG#{eQRlW7bJ*M;Mn6z>ws!s<$KL+0TxtUr0DEL^*IG)wB!k8l) zKYZz|0elgZ*q_mLqYt9|{&ejs@S6^klRYcw%fIaOV4wysS$eUCeBP1xswq5Btm{bF z_Sts&wqSm_-baD18uh8)iMhz5h(9OP@;y&sE_ae=t->4p&Yw5s3!CtvOgM1sE%-38 zrxgVv&@b?vX`%}QUiOo%pVJEcj8$$-_z_F&g*<d~$_()(Y5wkkZty&PaT9&yIEQy1 zxt%6kgb#+r9^bn+&^PrwXgW5HIM#Zy#!49TEb6rTQ%-vl+toAT4n1)q+ApL@-@1Z% zhAZ_`CU_64E-G}#$q{cX6yi@iIuVBZgO#UISLI(m+uF$hoqgD|=lgK3q|N&nq`zQZ zDevm4H2BernQtW2AERF0<G{LvI@yc2AiECrQnZu|xqJ%rORj-!&mLob;ir<eH;oIS zF>7<M9rs0kER4nsc$qiHdoO96$LO503HL#qpHvT#&I#ZXCw25v%CKjORb)Bv82lx( zCv`Xk!CyKBF&%YrCDO$Nf4F==zd&}%EK3pf%k|gvlx!Zv4=+a_?HbH4i0)*+xQzP4 zmMN=Y4E5fK(8L^gRTkB&?T)~4FD$NFjrBv%933`fjC{Z|r^OTP;7QyOm6*%~UVf@F z>hu0`?7bh4ll2GyUzOy&Ef=_^e_z9qR^;_Rmpi0tXHkbX2IqQ$A3b-oh$B|eopATr ze@OVO1M!&t!NP7)=v|{O=keOZx68HIT;U?-r#h6jPo4zM_rOQ#ClBg`fRRcwN;l%y zwM)l0ToHei7p<Zb5$AU0DgH*>ti0ydwGDl_D7h1ppcMFtsRq*+@b;5}ar3i?V{InF zQaZph3s?PwN08Um>vH^6pvS%2#jGok41Pe;-+~u-Q}q)|(eu{8SD#+yvqd~Rlg=72 ztcmA+<w|YFS@@xA@7^dq2mW8DZwHwgc#$uRIU~~8o0olxjqWq%I1ZA%`n?zVdU~gf zQ7h(kkLFLbYQeW<z2L~za0lYar9Il`kiVL!BC;PL?)eswNG;H*r;UHH5xWIl<e{oZ z?>&I0HZ;wr8h}^+yzyc$bXO)b!PU~hr?+n_J+ickIM9|d(|QLyd*Iav+2HM&(>iE2 ze`8*zfcj^7Cw~7n*7_gd2}dic^8eidzpTRj;)Vfmizg<I8+0B-!9rkS6L5Cbn-S#? z&=)CHOzXS`kGU}(t6o!q{CLXmdX_)txZftQ^`eeV_;u*z>?HhbM<n^j-#fq;_vmG6 z<oj<gR|Q<rH`-~3bG)R1E`#fU^dk=VR1MFJeBXc`-gM7q#S7rsrcw>e@cGHE_121U zMxCF?d2)Wmfmpfmi9Z?luljk3{3r0+?N;B^KHDKrG5%WpvIbwN?4N7Wh*#4T_Gb0K zB?U;aC2Z1|i{hwTYT@!A_EAMvJz56-;N)h<!2<u%pPpf9$>>k{H+OIY2isTh=jP6D z=+|%TeP@IEeP{4xIw{~b?t5KatR?NCJH5<G16-%=G~44y{QjCwqY@d!`IFMLTB<tW zS7lSit(u`z58M-eVFdd4B)>mQQkd)Pm(f!OzWeN(UzrB<3qLO#-w{anBu;50hVbLO zHV)OjOp5R%==5a-5>e;MP#Tu3LqBf(=G?js>PWGH>T}o2!5g=qq521Wu24d8YXk9R z+@<-Q&pYs>a|<cg!819(xhHJ_{9svSVTOzY_=10+O2n!&;iXG9q>Da)-kbL9$64^Q zt*>PLsi5y;b-w%-xa5x~Ni>SRn73$o%@wf=IB1)IKo59Z9_e%5f9}GU==tIK&7G(> zUJ?uGxVIL`!s4&8;P1hB&x?^0b!KLxZGoB>;pNeg()$wgF&VnolEDM98n9`-N1tpJ zntekR^(~inQmp;~=x7XTj!`GU_p!#JyaMlmzUyUuk_3D`r1P>x(Z_jqj!Il*!MrE+ zt&8s98(#1joz>L>e`qW5OS}^Lm!+5kv(513xW4V&vp@Jg@BPNzxv^JC;H#SWBzQ}5 zg=_O<PDJB_B<(!~PQ=%%I<nEI`zHgquV|y5XX^IR5w-UszG=nQS#85yFO5RM5yT16 zIF_{=o6f{ko4)pvA?6Z%r0jdnKrdd)DktFvUqb#gKWp^Y<ahqnIhVK*vu@*UduyT3 z{ppaoh5G!XfduhW41N)gzt$v4&<$JE7)8h893MBz;xdKquSCFw`#9!KnFZf{P6Y1m zY;f=Zc#W`$-i{{JU4IYLlK=1H|8n=Yt4EL@AK!V|s%P#=geO^+(N18FtzcTM;3MV& zg<mD##oS`?tmMOc`=FQp)4u&Sy9beC^3mzf9CX3d>9Qv=uUpX4b58j$d<U*9rjPwX z-J|l%eE5(H@obO6LOF0+!Hg2QHQ;E~M#K5@{FtA;H2dw<F7#KEKE)hv$aAS1+rDFd zU-Ur@r6KaC=9%+1hbR%ZJD)v&D}?>U3O4$yXAuvnGEeH<hEL(RLtvkhD={cs{k#k~ zBfIz(!!-Kue)hEvYw)a*w(pE@g6}QWJ(y61c)OJR@peD*TC1~T>p&QIxU7YNrV-Q= zy|EWY(0>_=?tZZS5atSv8bTUAKv%Ze7Gr_9=kbedps*YKe2LDWEOfQDdB^vQo<<(< z8f@kkL;qPZ(WU_0TfTRyNecCIJIhP;ty$<LQrYP2P|rC<_TA^hd8d0;>=XeUvg+cC zMHcAg-Jf%AJL(JlRigM#HawSe`}sDn;r)ib3mq^;9j5iovhhCVfr@`i>P|gH9eP-6 zzxI2~)7*bOH#>zoR_15*N*U@b5$fWhHSF1#%%3vE{k<$6Z}S+RyToX!<^2WzBQ_io z`p_jclT-`x(I<Eoio~X!LmgXqcZ(l5sCW5H<a6*Q&97$KZ`6UO?2;;p!rZAwxE7D$ zUFZoSySpdipkEE(vv~Old6WIJ{#hgFUi3pBIUj*ufoXU3UHDKbYc%9Aak>!8dV?`O z=sT+H6zci8Fn4O)=Cl{QN<iiLbr<Mc=&qJlo<kmN>BtZM-zR3bg+OLj4s`CX4f6D$ z@7Wcp_WA%Vc=)k@TrIrVU)%Tc0|OuC<P<13=?LHrZlo8*_0U_f#edV~1kW~Ny+;(^ z%fRTUVy}xM{2`AWeuBUMWl4V@4;k>*?!zPE;8nsz>%$sYq4PFOjm$wGzgkfo#SeVg zx0XIOryqSZv#_88cps`)nY$-euxB9lz>WX&G4+-h8SOpj(x$0-myrh)+%NOJM17qi ze3NW{1Nh6$v5}7(@Y!-$JoB{~_+fqC%R(9G0yV}mm&&1^l-fCdfDe0J8^3KuBtaK> zo?4m&-Qk~RFO6K}G1fe3vcS`>M3SA;`8r1Mj!PF>FQDI1O_nir{{j7r!R=kXzz?l- z6-DFGH~r(dJx=!=bEVImy^fQx7tqzMlMFcVsoT2?elsCXuxv?i55PZ4B_~%Nb7OT% z^?pXs=MJAeKG7o%oc368k`r*Yd8MStDfG`t?{p;_fR}&T`=TU88Sz^*bS`5%?q8;U zksI#+^~X`6M)8=35Dl!ILS2{KDSS2pdlMh8E3bXP`C{4euwEGW+~DC!O|M<Rd(?Hk zl+gz!&U`lftARe+lAD7C^%(Q-$IsvOz!!$4U4902-u=*@G*>VuV;8J9e;j&%Lnb+2 zs@|Zkmpmf2n2O&^UiPVS3w^7wt_?Zzf@7<gy-t+_v34?>@wp6ib^R03H~65ZT;b8m zY`|QVXK%!g82BK`Ee3>YqffdLuFQz}%*ks>CE1vt$r2qli+t@y&}todcL;r>%fEp< zWxW5aE6L26q2N8t{`NCN-^_Pts_ZNFuD;X`QGZ3UC+zhbg%q<Kh->D<w^kS33B~Hm z-@DdPhX(9oS4SRv+~l+4f1b}O`fW<>2k>PzhDWalL0@%gX~O{bInu|QWtbg%*+{a? z2GGU5)iLqVdIg=KU|!Uoe&9qN|C&@#rvz}yM;TuS?yI25!zO_KWaPfDoj>MnLd>b( z0w-!dQDEi$0DC}b&ax%K=i`9=FNUMwEgzit@<FKr{6?nz!6f+j9PD;!odf>eBiO%L zbQ|w+A$P3|^&;uIvR7gXbOCQvFNr-N5dnQ~gf-FEUX95(y^Q~kxRdTE4%|20AW}jU zb>jG_m|%r4`i$$RMdXB0?}?q#%SNBbSFv616ma_7Bc?n@E!~LQDlPAIfzzzTX@{kK zaUzyG#qUQTu9)SxrG!C0wdfu2WBCB~qDBZ+#y>?pTtzH8UxII#pUj?*IPW?1pD$>T zu&=c6q-%sY=ArJk9Bo8CXcz8Gc#Ha%+Nt`f6#8I8hf5BE>A<&yKi<_d|9=kckh?eP zvB{u^jx+Aar(fLVALYR(*LA?eZw7m07|GbUptpZmwpN!Si~S=iWwVhuj}IHvYS%jL ziH%A><%uoqM|!8Z%?kZx?HOWU2m1foq55BoOqf^AJE;E>yxC$j*Lk^9cz#JMMp@vo zHZHtU*4zzWP~*&3ej2DlqpU<OqYmJRu%NqOhP_++u36I`@Fbqd^-FgzAy0Pf2$010 zem&Z!A>rr<oI@;84f(`Qf1s+5AN;~!i@Eb1@X<T=-hvVHw&o36`mE^B9^7E-nQ6!S zUGleURm6PJ^gRDX;N~{F`<m6DYgqYX=@o)=Zg4TzgW)-N*by_ce)M^t?rTpJ;CtrP zkaQftEC0IF;?sn>qcB!ug3lel>swly6!M&EhtTSC)JLqX-q|Lf-H3`i`Rcti@a^U@ z{~1CH-MPp6)svWaui}xI&BQ$Q;9`Kj5%3E7zh$@e_F&F$KC-z1I5t__!%yWa&P4s1 z)p8whp}jRHhxb%CfhV(YiKBo&^TrRxxJ&R6^~>algx-&fzWc{K{9fEC7T8;MVa`sg zL;mw#_zD;l(Of<cAIe+*$Y;>!v#T^U$^Zv97<E^38Gv5ecX<C0?q7zGX|&}-_>X$; zE_Z!`{+Xq6BNzTKwVzeYG`!%i)OP6a?~lN-x`*5B(3iNMFyxx=!2BK0BFh8dhZXKS zkF1zMU;ATdEfaMuG4wDkjolTz%%_IJIOu5R#sqYcx3r(IrbJ*KtjktsNEC58P~!Lt z8}yBr!rDq$@%{_Ry%m|<fakF4m_G-8Wq0Fi(+?l`ok%uM{x*hhi8NhP=@-o9#WTxl zp9Fr&+Zm{h`ZZKtpx+JklS)ltkuBcKACjSXra9{DHlNLY+>66ov>r;p|4f&^XKg#@ zLKyg+)ve+{UOZ^9q?Z7GDWul*f1h2t*%{dk@G_knYlB(ft2B9QV?3jf$1eX)54Hs_ z=gR5u2lzQ>-8}mj<PR5mHsUOBk@D-y5*yIJE$sL8d4sxrVo7S8Mi@TM+Ntz+3gCaJ zt-$yge5(8j3SQ>~yk{xpf0vk1kDpIT*GF8d<W%4~1)N9j3<vpZ^toUC_i^x)x&be` z)LRH0$cLrK$NVS2TbzlQ4unoJL`*c_=R5R%gOAVlCE@q~<9x+}`EWlsx=WqF`{;i@ z3gMqbAF|T?;!fXx6kT^bmwgu|yO7L`2nl5rLPn7yGeRjs!`>^2%!U=Rg_4z!nU&FP zD|?l)cSZvxQF^ZDulMtg$9w<o`};lTI@h_*b)1N2g~u%Gcc5;M)jTB?2%Ryx9yb&6 z|1BGr?qEmsQ4Wg}F;$rBzfP{Mfj-m&2aeLa_+CjD{2VAk!7Fdns+#NKKFSNt6kdnk zD91!xfdTuVds&W@KtEt(88mp_9Xh_|=O(%6n;DD;AHRk8Z~8c__kJyWu@)4rHvX_C zs(rGVy>p<WkvsUH7J0CKNK*7$s|&$S4APGxo~5);r5}&Q9I<Gn|7%&yS2kOnTt;0N zz3YH>?G5k%Ic8!kS*R~%xtzbB0G|7tF@E3=_6Ib$drbk~9lcohiBH6y2&X!^JCh3h zN%u;}NCJE+8T_cPpugcDtD~m<6S{PRx{VvD*e5!B@BZXGd_5{ghRLDBnCbLh|9?MA zYw&o~#~J7^mBe{We}Vs-=aTS;e(303&q6Cx;5YTrTMIYf^SN3kvd0*H?6OwRXmOr9 z$NiGeWjhkz8AN_vcZQEig#hp3PwdMoO#Gn@+!^pX+42c1-unc<_&Vlf&xmZ2L|~rz z!J-@Q&I#oGhUA-_sJF`fRRi+hV;<_=ziJj$=q3B&b;$ogANzds*DVt40o7^zX^FUB z#*r-kx&z-WP@!HIINr6E?y>w=_zC+2zV#`yC-|j4>|P4PJ_wgX6+CO`%k}P-(I>;a zT&tmC$BqAe^luUKz)6=ITc*z9zO^$}>U-etnJK0oqw+@|_s{^h>R<R+Jz=U#y<kU_ z7K@CrRa;};ls&=61$ci)b6XI2C(*2zJ}bxICn3idyMjJ}n}J&m>l1tI5uQ>S2VU%( z3Q!7&fX`2-WZxa&FJG5Sfv+$ZvMKdv`4IM_nVt`1xP;#y9M-HUq=9(idF;Z0H28Oj z#?61|1C9yzwPOW;+QCqlU5Yw%fBbJ|ngj5S)!{t&M-_96x2id6fu~Lz^;W6<z}|SN zkw*^TQw(<Q**guqZOL2sd<lJ%+z!&DC0|?OkIB~&4gB-`EmSQ<Y7T_V%UZ9qUG~I) z(*Vt>aD1<dg~!d}|MTy^hYfN6)ZHF&QSHEU=1BSGBK{p#lAxPIJ+)iy3~RnM`o>*f z+MY2$UsPNm#0Q*cvj6sDzFz3_-IhgUuR)I(q)PWL1Nq;xkSoa>bCW}Vvu>guniIJ! zme7j$Kk#AuBkp~nu7tGOUF-v0d+!i-&V{I(u6`%*7JZB$+0_4en%KV#9ag|`xrGr< zjNqxK%WRz=l7ROSZE38456aWD6e0I-;PGZx_(W@wH*G)p&~t(Jo$Vu$MgH?}^rtxW z4tn$YZ?6uRz<=!<r~fg`0kvE>y0mVOd{yx-zGFA|&q3zX9LV1W`5!gE=(`X+BL4*L zV;(>7YE@Av_}%@_HnJjpFc&6yMw{Hzg}A}a)W)`sy(}hwoqA=U$4lPH9f-Q3EcJwf z4(jUT^eS=rxQ~YR4`N5&;QQV$5IrT2I&5LJm<2u=NsjEDjOa6IWcdluB!U0<MY>)T z41Mf}w66!je<fafevK3H>1Euhy=0gZ9Z}b*VcQ2C|C!*6`lv_KKkUB$A`187=!==Z z;J2?NM3&Kgu_ns1Wd!_!?1(LiHv1DX@Yir}U6ojYuL*U9y(;wnl+pe2qEg`FCDJ*L zwA&Cr&6Lg?;k(%JjxbH2A582YbSbDtUe6nvt|`TLJCNQ`b^!i<yIce=k-8Gc$`!a@ zD1oos_@4WM-Gz7^msNDm6Z~g#bI(!eR`i%GWvIh&UfXH+KY0Zmp$7ZL{(jv5E5EJ7 zfnU$=w>z8x9MXN8x8eW&)bT=_)y3F9AAZSUIPD_lOe<q5nE&CseVba5LSDS}$mZWV za3#ftY(@ikAD3jdhrwh{#4W9$mvhK_Su=r-nV;d$YpeeuX3K$ye^Q-l2|hubVBP)y zUQZ=wZknDN=*A1)n9(6mz2#0n_Z)nops&tzzx~K3g3ncMf}h$?&L#HpHu7JpmZ1ph zm?t}EWYbXhgt?q=bOJB*;gIr{G5ER}va2a%o2b)o8LBippnlhn7+D4m3wSbD@$?}4 zhxdDb`PKzLg_su)N#XzSO`%q#;|KEMjs9!(4XDfgh52o%(P!hSwUZr(p6!f}{!j3% zJ~2$6wxM6VeDA6<RXys&=!bW2Ar4*$nKl(~!aVVjUa@gr#4kqe=c;<xTeF*Hxz*E^ zFw+eC$$SHRLw&d0@)yi6QdR^eA<k*uxv)R%H2OzJHBDrIQ|{h5*{dk#LU4__e!tZO z-0V&-wSv8rFA6)2Gr-r*BqeuIBj1u|=$g3;LKnTV@l*OZ`hK5$8$Us>)abHxsmK_0 z8&ogO=sUc6ww)`9x*_}&y`bbP;6awtot}+&zk0R3kJHiTNuyx5CNP)9c5GH87XD-$ zI>WrN*x#`19r+Ht0maUr9$nxEZWr+HcoC02i%f+OS0eOslP{U}wIUy^U5F@XL4SVI z)Z{F5ss3IQN`DcjY}PJ!__~0X-sd3@fai5JDJ*`C^Y8Gh>uU_2@6F-pIc`3@uRJOt zQt)9s_f0m1rtOK26ICud5O+@w=)i~>{CKPNfjaD^kr_=4`J@lOvH7p@G>Ctf=*`UR z_c{`Z%v=TT$RA7>%)M`-|MvNdc}a)>;(L(nZSq>wIbkNUcJPbql3po%4Sacu@BN9) zF!<-)Q+VKv^U}9KYVixa9k~(x&jwfUh6*3An`pQal$kam&yeS1<?Ii6;(1H&x9%n3 z!rwjK@XNH_kx&dgRpCVq{G^}yZV~k`4-bh*BKTPQYvNb#`h&mFmZz+~fIe&RvClKM z_zsq~8Vo;Oh>v!X8bA3kw@mS^_R|jdXE8LMn4-koW8Cnk!~y6R^UQ~<yntiEn{LY8 z1U~k3&<w%3tdk!;z=`)AU?W;Qzk+@$ZHrkQ^kgCCK0a%fsJ~}RQ*Qu=XC*tj{qG0% zZjLqeEBdq_OWSsCjpF+#rBc{%LMKUowP>;we9)JN)c@~Y^5nUpN_7JL_*XZtEazj6 z)}CKdJrec%{z<Y@^z+7V-ky~u1O5p5ytNnou&K1Wey-4k*cez_IpDqq#N{U~vDpy~ zzFDJJfomT#xbC}*`JR9c;bpo^?4w!j4^u@RUL2=*t&X{>%7>8>9hbl>*XCv31D>_5 zRhAAJhwk$Eg7?)PSJZi3&vhQ*_bj-K&|*&F^Yn8G?GhJ)>`m#_<crv^E?*wGQH6To z<ycQCzW-Xkqe3q$=Kuas)2Pv+pL^;%BOAVh+}ZxYEZj?0=P<w8MEJ=siaXK+7x-Cw zXC%sj-|Be(cOw+~o1@|Ck}}Afb{5|Sue%Tq0Tc$s4}tFl_xyWu1^os)cD*p<DT^yo z3_DkW599(aX6&#bew)rLJ22Z5$DW)G5sJXvx1GvM^F{0}e<E)X9}XW)rJhh*@LelQ zH|*z7r_kJ`JUo*Jy)NrmFzrM9epy|vH+H~Bc6Wlg;mb7qaHQxXAL<6m3)|VyU%U-- zh$h21r5otT=0Uz;&BzO1M4Zj>EE%D20*)ZfyvS?=z2q~B2xf2SuY$P`Fe0vmmi~*l zhWgt2$JQq|#8+nOG?ni?HUt^f$+r?u(PuY~6k$PJPIS^cr<;I&@^$6)Zb2JD)h6)Z zPjUSFhb8Tlh;s@*XyxysPIxUJ-%^S?s<!I*lOD{$=KQ0wjDx;NL$I_{@ho^}v6UvS z5a{`L?Mz=VK)guL+y4^%is272C;TL#|Lc<FDZ_hkA3xP616@y|xrqG(@b0dZaun+7 z@D<xvJ1A!coH?=A>fixag43_@%y;w=;tuj^gcsm`^=~{e^2K>o@pRTjycjOY@{2-$ z{XiJkizja}*Yw(h%6AsN!^`I_w2Q$9OEOsmK|d{1U)>yuc(9tTW<!BFD<dDFLSfW5 zU$*|XK0#bPRB%Q}@VFCkkap+%G<aOE<^A;9Tj(E4m-SEr4>XM%+5Td}{1@Nqyxev4 zTMHG-N+#gjZW-5Po@GlMV)?d97XC~^e_O(jf!}4ke(JDT0DMIrzFTNVy%oQ9lCcNp zhGDh-j!cdnu{q_w%u!)a)LZaUzJ7|h`R&`Who68KGPO+k5Wm9|)DyKV&_7u{)P5O# z?N=rFnW9qg-6eIU-(iROAaCulaXHk(-M#vxJ@5<r9Q9WW@kcLh!9cpumeAOv=ok@i zPizOzXr6q5K03F{(Y@&Bih9=E=!-!<>~!>>L)~3uSk+PLfcpIy*Oz<eP@m5lM0WyL z$sGSOe1sAG3ewf)|K~$K_l8@pbRb_%ZY9;1!nezcS?$#e@ZuZvJ1w4oXNnpWmLPK@ zeCOg$yJOzK?h1Lv8hCPl)9+?|sDCaN`LmObVLxbN;m2Ck8||x!d(3KZK4Z(W!usIT zHEEcxjJP`FM{?%GAb75Ws%tben2Ri6Vf%t}<rz?Y!k8St&*|*T{iyq8b;_x_WSj`A z3*v2|IM@3}eSBa3fL`=?lgo9~JBubaTm%;JukWcpYU+Y-fBC)K1NSM0sx6Zn_v6Kc znzlUZB*`Z-A@+IDk^UMdx5sxX+I^CPZkH?eS*BQS7{h<TR3T9n{6+M+cxqufyvII@ z&VNUtuM&S3eF?mh#O06L0mZm)l+oFjz>_bMSt*7nLce}^jhBN3^LeyZUR0;;3EuZD znqF<F*X^Cv<jGx#jCzv`pP@VJd%|KA3|)%aMcTS6-I#BbSAN~W4BSW0{cS)3d6%Ys z>F{G~qVsalqxO6kBBs{Nd_VHt`$o4Kir4V7k9>J72)eJMPh^7m@%zWPNUpHG#J<@D zHG!`<zfo~BUrkZp&`&V&-q?gs!@Jpd+3PrWBaig5Q76R)ix)0ZU@yw&Q=gB6|BH(p z7A+}3U*OG(+86L(>$Iz+jb(_h!gi(^t*8sQ3K$cie`Wc@G{nG$Jp_G+Y0p6)m$khq z{wNT>OkX+DW6<YpEEK2=#@zescT{6ydUix#;M;rS@U_}kn4WY3xO3|4PCo_U?aJu> zoiQWuO?~-AM*}$NyLX$|=~{c@yl=bRG<dg5i^cZC!r+5{c@A@-pEcWOcGKDs^B_y7 zGk$>|^Dk%%zhefUrzi{cXXw`&Y`8KA_d_R0_VqvtbcjQDo(J`JBYx4+eKkIWd5Ovc zI|`8315FpL3rL}}(iA@!R|&r4(4xI5bTMKfb!p@!n5QVA*`{g49NKp?*2iD4FE>?* z$x8@2)`H|2FXR(W2A>z((5ajxTYG*i8Tq-KypdVNl}MPWyF=1~{&oDRD?^{)cceJe zY)p>x>@xd%68bV?l8*5{c=HE3PVF7gjoNpqL=SzydneD&ab<!2yYQ0E7&r2gw_JwL z1<X;&C1>2~0&ZF=x!JQ5b9KLJ?N>yguh{ZT`+pCESOpx~UZZ}?(rVMLMqcX{jCZvI zZmiJhNw^IDRyXjF3Vce)FZhL90#^-;r;u{%fX_(3J27w^{Up<zrVHpJ$|$QS(HlcQ z>!W??CUB)*zwg~L)ZgldnIf1Gw`~_s=*#W3C3=kn7N--ikCE{}X8v#B%-)}Y5x}uQ zv(bSrIA?qPWIh=~XUkYtO4|-ydfQmRn#l#^H|6{9=fJDeE>10t8)M$EJ(S}ubRF-4 z%5Sk=#eC`~;W6cW^r^lCnf#bS-j?X{9;Zj2VMi@D6W)v8+hnFcsH-W?z8}Ah`<t<u zala0_@B0QSislp02l`!1_=&#bD%&Lz6?5!mA58C(1FsWp_u2ca9Q3u*q0hd6mk7Uf z@nsAA1H2;s6rX<u9~S3s4qJQp>*Z34DEiwIG+~wj0hp`#kxk#l%#8eG^CFja)1KIE zo-WFcdbwJiecl!EF*o(p%CiYOV#4#BM#W!8g6rE!7IFBB889r~<;uo91G#VVD)cK~ z0_Di{S8NF1ln07Zh!@J@4l5kz90)0g6L#so@I#yP&ZpQ1|AS^$y}l^u-<xS0UWlSj z(%aP{fxOEUXHQy)e0ZJFMIw{~{3Da|-3RU9p{=dx4j>=&J$jX94BYf>wm)Mq2mbHs zigku@&|7isOdOQOJ|NRiTOZz{pZrj;up|&X*G%K?*huIYIr>c{&cVMqW=`(MZQ!$! zylx#P)Dx|v&h*HuoZX)*4gjw;u1GO>g<~IwFnvNR<`jY$4ObSGfup?=+{=&I64SSW z!ex#judNTO2a$kh^LW~}vjG46+XCqv;NIYvJU0c*OAKEzHl06>`TV^W=F{Prdr*nL znZ*Hr<Lor2pF!Yt46W)T@OzK-G?LUsVm}+Bw|NM+Jwg1Y5qU3xxu1LevefkO8xEEK z{XcJ$V)wp11UR}?_fXzW2GpBMA@po|@ZH%=T1@P>BQol8j1)iMzRC=~jy(u|M0;E7 zQa|{KQZGLqW#|WcEK?p|hi_T9j(q+Pd*b1X6wy~N?FeoP13Ohi>^<dtGvxw)ufKO} z?2o1k`V66eG=1@%g@%_s2A~7^Z1a%{I<2<C#t#<8c0}hwWjqsf(YyZU=<fob;gouo zDRLk7^)R{&<zdd@uF1)WOS{2$6?V}PZcaqCf={A1=7tn)w`)vU5Fei3s4{ruLR{Ke zv6Frhe*AsZLFe{65geUL=hx3d2OvH<xPm&^vF7~Xjz8!d88BXzSA?FqW|gxRdC9?y zI+@`%{L%XShi+Ip6Hbyls$O&akF!30-9~@vRDkvSY}8A!B+hj^e?hl-jp~{9U0Z^} zr#e`v3G)SVRpj)@zaa$^4}PPbdGp%Z?H=+NUGxjGJBTyfo-bJ|p{JI<;`KG*H1ZMq zj(I-dpT)$(#__*wi7JKGOLo8^H~9M9vY=<=qp8^&!3jQHMa!`peU7^>{FPDSm>V$q zpt1vfzutE{1U)n1pP}}FO8W=u4TdLrmFJ;*>)+$qg!BI;;bqM-750T%ua0I&VqQOG zx77ytEb^y8HM=eC2!XOn>Br!i$Q|!m@;QR%*UQ}qk;VR1|JE~g;EzBTv}eA8Ul{-6 z`QkYA`HdatPeHGIN~b&Ib~E<rX_CEnJA}HAk<U=y1UTFNpUtj07vgvov(aDZ^egz= zn!{4i7nJea%(?{sMNXal;`rY)i#m5-#2zsnzWO+$ThP5od4Jdjk6S-z+mP@CI+~>e zLwBA5r;Z+a_tXt|*Y)taEaK>`$S}*F(AlR*Cw~40p9aPzHdCt__-vh%r+y!SzE&HT zkw}<5@zL8lT^79e-?F{I|LbVBC{E<6l>I+n`L&h@ywy%oF^1KAj2aot8e}b@FBncj zb{M?nlu}alCOv%g|B?$(X255kG-6{g9sAX6##dUPPiMT;8FSnfbGW(}41@o`&uRT$ zE-49oQ#}iXNFUo0lcwj2^G9rnreHVX4DRpk9S_NC*-^i<<y4n6L&q3*#XyxBc)q)4 z_|_17G3g%%Gj=%=N<y0CFTj(#t9#TJp}xE^mQuDa-<7!j>khGwJf^)t6TS(4r)g>V z=XKOWi<^Cv$3+nrL`<|h-k|QStu{`egs=HkK83^J5h5}ji>UgcSNAf1QuhXNHiP|N z%QWzmgL+gw@}AcF5>*E90+iJwyX_yi5O2(*Cj#!_en01vGymiYo-nX~_e*@&u8v;C zy{H?+w?fOo6A=#Y!+cQ>p8wwRegbi5{erGo%~9w#!qzyff7=q7`sSH?GjKn4j@>=H z19K_DvI#ZNb&@PUwD^B-GLPdg^|!#~8?UYvn%V&`JkxeA=fr){@%=KpjJbe1S5+$1 z&py^;Ibk=UM^}!O=mCz|=U>sn3qD`_r@+jVDfTvq|9vwW<wWQb2@ekeuatRtDsJHY zuY^8P+CrUZ9c7TPig=aIDtXKT&%v#|QSkt}$A7Pn@<mEO-&rB0Q;WXF^P)sI5hm#U z#`<MF%fVks)!)B%1@-wK#uf3S@Hv=!$DEBlG^(R9vwE(;={saH<P6YnVw8?8!gr7i zzLR1B9eP2w%WO3#{MH{GDSZYWU?$=!c`*3=nl1Vle8re&?~;AZCylw#+D!ijD)^&> zyrcYn2fR=Ym!%2nB9lkcHur$HOfMw3^dYZL4RA?2$=DGhg)ZB($VWC-M)u);z{~Nk zY<n&u{{DLP;2QAQ2IDoJZRol@7+d`Nm9a-Tick2#ckBbvbC&y`cQ<@K5jpx9^ZSg= zC+_a}-#6%K6Gig>`$1%9*3p+Zm7LsH=8m`|{a}C#JTd+Fg?ol~ED6=$QaL0E;0;Hw z)74=wYtdYQxd!xz;fD*YX_>$`lQTPixduMGqPj5!_wC-3wxnjnqk^6*#TWM>-iZHx zxF2;?*Uq-NR>ZMZnS3L43HVtu2bpbUU{3fd%e`aNzyWUNH(~?fXK?L@LOuFdMqf54 z@1~<KrgMkt);#!Kp0Lb*cl56khBSYZqE72NaP1oKar2vi$I__xO4Glb+AohetCrAo z-Z%$h<!Br$J9ICkH!rHM+;$=~DMoC1@tw|HaP~7CKp!Y};ML{V*w1(IL1tGscvwZN zmlAd8gU}7h63lLd+Om7wd^~)EBOkDl+qe+lN)`h7b6kim1**pSG~iis>lH_wr@f11 z&m;aIZk<_wNfv~@&TYX<zWJ!nhc0%rp-vV|<McH7ZcB91$>`-ZV6SBAwV3!w;G~<Q z9ntU62e^`bx(0K!;Uijk<-kJ>Ng-4lOz@R?M6)mF2>AID_i%xWwnS^EM7qy)=uab( zQXMDlFyF8<h6;F^At7j3Q4@U~P1^mZS}_;Ncf;_!GwLt(#pX@a1?1E6b2oqk)OD-s zc+BjH6<$h7N8q;f*}S1-cf|SGt5U)Dk-r-+J-my$HdW+MiUo%)QSU<eFdF#ETIp8W zJo;Lhw6gTPe=$EKaWR2v8Typhl%jnN=;JKy((THC?rJkuc8w8pgk-!jvO$=Kw^8n0 z$NlkA+H+DI_gD0vk4!2b{7r41zDoWAy_M#h#<u&IUo+_MyN~$1Yv6&xa4zt7OY$g2 z)rq*kXDtnKxIg#4@2aGP-|^DQi-U;!){a&R2X!2YW$&!K*naRQ>F>49U3Mb;X;X^B z&$(eg+BS;<>Zcb9-D<xOheVpZy%V?a{D)Fw2GA!P6Wudee-(Y)e6@9D%mMM#rAq5x zgO8d$uTMMrXEf)ySvtYPjs5Nx?&!z<reqhR|9!<<UZ%eO#cV}jDaO%@=JrIq(fM45 zJ=mK?OBcNq0w2st?aV#Dpl=v2`OzNiL@-|?qpJ@<y_;&9YQ*J4knk%;^nI`-I2C+@ zrIVo>JpamSmya!Bk}fH>6Lp;TWi`IbPcUB}gM~B);Il>Ed?t7ae2B1IlnK6{8Kv!= z)NhFIB*w{)aQ`<K%Fdj?`K^lcuvZ;{Pep>Nke-wSVWpjKKMo!8ClPzs3cMeMJJ-q? zT%n^n^eg$sI{bYu`j3B&w<h*Jcd#Br9ep-&w8#+OZ==9dtfm6^E=Y`;!o!uA)XJE8 z0)G0!nP*bWqv%iam+UB;h7Kro@M7t<3vp{pv9LK3-y_9i#t;1z{>H`?{&e8u#`}c{ znYIMAvO(S``dcej1*3()$41(X>C@=f9o(mS=D{*}gbj&acGSg;(d<uFYT@tu;Kov! zsx494AVGwK2QlPSnlU&DzE3u?U(x~k=YtAT^SL&}wGZj$6wswmYNsW?lD8p>6ZcW= zS+yeulC7zzLot6={d$Ltku&jXuI->a2lR6hg|%YF@ZX5MuvU|7OVIs&eDF&*c<cc^ zQ4$5{(bBTmo3o*Z*|M&31W!emXIUwM`bbtjOppdTRJre)kFN^Z5MRBIEXH}l#~?w4 zlGO|G<2>K6FLZMe4jV^X?11|Vi_@N>p1;c@o!Nl*xsx?$mkRp&qF0t;hOdL?QsS#0 zMm?9DbhZ3UkTanhFd3+@j(((2YIa!~_Pg9Ze#-}YeYKZw6+g{{zb0?-(`Mjf@g#~q zJM@Eo#0(~j!|xzvLEZgVC3t=1b1AFfj}P9HVzK}~$Pw{S$pd<mv7Iky)ew&;ZH_w) zg0E4wOy5B=Y(u;f5z!^WP$$|s<kh|c&pxbSP>ko@EBsqQ5P55obYBW{CH%nN+~QRQ zev8oK$$P<x_r^RNrH=1OHjxmtF9~xxQp1*ipx<-lH{JK!3Fn>S+?}CvJL2YBQhgCt z;N01W5uIu5HBRkuw|`(me3J;-F9+S(ds&aZ4Cp0iX$STikhu~!lmCUEK^@kxt9)Ej z4EsGCg6o^Wrzvrn+>lhVNB^WSxpxhF2OcDO6xO28#~$zfUIG1SdST6G)L~~FNYr1P zgI@`yph;yke2P6a#C9A79;J%-z8~jnD4yAzyal{#<|cX9rVBCfhvO=ZG<@E!649i< zJ@V0XPs@P+GxtyZ?A?idyd76__W-XSO51SU<&S;sEYVp^@KFv>pBcRZUXy~$dwHA{ z{x+$C3W7K{b8A)~p0+`6mDZc4f<9E>JOy{X75KIe%it5AQNI*?Sh+cfxc=hp{$yj! z%XBt<a=e2+NWZSu;zj7J8V4rofh&#)Zx*|wA2K3WM@f(VlnH<H)-stjVUb-k8V!80 zuDmI}i23}0Q~Ou6UEzQ1tWjSB-o3I!_pppN_T8<;vh*WvKHa%1=jkc*W2xlUnE368 zX<xfHhjY+ZAFZPFECSA0Qhja*TzpAZ(U091^=3(6jTiI~mxGcFQ&v!Kgy+O|{zTod z6?It^{N#ASYUl*`0D+JWXBQvDpNR=#uMl{Vyk|3i#?Y5|(tRSt&53xB@8^>T9aP$- zvSRCH8$yVZ#z7XiGgw!kY7p<^<%=#h4QKQR|9+(S2mEoF$Ht)p{UGjam+rnb_=sGb zP}4ylX3WxKg&Xx&?|}ubWaLllP2Oci=<@#3dJ^;*(0z<iEFTj^Ue8wJV>#qX?8`G9 zD@8q!ShKBQihB3PTRC^~81$KiWV9dPJu`KN+LM0-&$Z{_x40khXJ`<wpX!I6f8leR zGUAGH)zen959lK*zb55827T&-{OE)s+|P2(BkSN_iY&uf{BNL-dgh4v8$8#56vImg z@Wg2ygAX=t1Ggr;X9~c1ZKh_GAHIz}kN(bnS6YxisBO>h##~p=(vP@}4I5%m%lm>w z4g55Bn>UeYL8nh0JE8j8me_3^q0%`9o|&3%M7YY9h;@)A3$?<Y=r{+-CK~8)Kb~W! z1&`*M+kY||bMWRO(YvI<A3W6;U)cpdrs2H7e%mvc%RSG}Uu_3I$hFOk^D6Y%ku|xY ztMDInJgMh)3BF5WGi!OM&qG_XDo*cqAoRuGQT@A#c=zP+nE~|mGbR*!>Crc)F4h|_ zLLdBr<N<yY@C;c$-+VFN1OD2AEB~M{bW;0A?p9esXZuKkmF5cg4h>Z&9(K&<)<(qq z!F~K1)<ts{{iLPhEAER7&^w24s!rF~5Mu2H{tKh<1-aZOV+6i!y(G%@5kKZTk9NO% zf_f+>E>QU;&RwaQBx67k_7iBoX|Cdjp8nFH!8+>p;cYQK&pP~`Y`62&!1GO4hWBr< zfhP#E-1YDP>h7rd2xY{}x*f^SxHsX)I6UiJk9bimnLB6Xi@l(0TraDx!q32f=~f2z z-!{;+jV}W4bnwvB4UvL>JtX!00ylg&f=I1<cY+t97H@xqeC-)j%%yl5ezraZ56aNz z;62^WxrE=PvzJ>Z{}R5Bi!WOj@N-DO8sQfVo{;58#-)GohtZk|l*e9&(FU_tO6Wq$ zX|>Ou0l)b;WZWVG^~~0Xv!T(&I7dx?>2pqF|46gU*Eqzn?4KUxk%xiT$^JC>;5!~u zuq{eafS$o~ZD=GNI)M9fD!ajl>z{o=+k(Ct-;PSVXJqi%J<D8a%ZvW_K8o!A&(I?@ zauK1U(78S1(Y%kiH?eT``bqHjuSMDZaCc)apv1R*aTR>+ag#O;=<Odr`!`cX;X>^C z{lRv3n-fv6DC|@V+}cj_Z+7Qy#Hj{l@9+9}?x$CJX;4?n2Qr&yqCPIqrgUPG#GF{O zn$Dg_n1gBSTk1p{`QGC>dK3FltZ%ZByexx{s$Ekxp$uQ#+~oMz%FyL^`z+Ppb0YjK zML+XFms>t0xa-Xh;9(EF{8_}Qy=(CU$+XxfwMeyo6MdxF?V6lg%n@=M3Foxoo?U0r z{JoeCJgIF<*Lf8><fiB)87lY+y#03}4sp-e?n+;(G;}1J!J@8}=u0dL*R{4Fu3J(D zXcM>xy<-Qx{g9_DL@QKre^@5M#a5sP%E{7QpS%G-z>)cQ?P%on_+nX~D&%R(!{>Uz z`<NW9ztbWJe=>88!0l?x0aVt9Y5c)l(8;ij7FEp4*GO9vGtNY>W!l=K9Pqm%hx!tM zi?*+gs&j*190}W2xfke09FvWV=*IJ~s0>tO*#j2{>;5!OaV0*e<?e8SZiqEQpo?S? zaqHB%lt)^wM00@uCf#M|xI+E5Zh)5wm09hv&2}Y@Tz<s0hPs@4YoKsf8TMw3m46Yy zJs16Wv1tzZ<<AMSc|CT_X}uJ<SVV_9ntIoS8v140e+)_4#gR{!dhF`KBizl2EMdm| z-b?cCS{HbYF7x;d8^n_~n@7~W9?<;;nH)Ls4tn;)hnix*z3dbGqkP~)GHIAOwK`CD zxIMnC>H<BIQQUTZ65>iUTg|a+z%M^5Vh({HBL5KIBn7-JC`fZV1?RVy_Ic52F8G96 zD*Hj;f2Nw5OHZIPVm#~|JMLja+?x|UTZHe|NtK$HHRM2)oE17+T7bUCLQux7@0e%b zG^iTGeOV7s)=+(n`^-*ZXM(v%{qrXG(@;m<<<dHGtqA==KKU<GgbktaT!Bj*dUper zSMDEbfUnu*k2p}c5<?_G41PoCm-~(v-a-7AXSgp)tB$&x>1&ud9s0<H?vgs_6X-J@ zN|;2R{%jY@D|j9C{lN@!OK#w;8Dr<xE*s*9Tl0Q@=yp4<lwM0w!*g{oPAGx@zsX=o z`x$;8CKV5=l!2>mHD5nHA`L#|&(~>(G0e?=@Ou>lzC_(3tDNE?_Me}>cv%~Bdt<kw zbHz0O_eY>tn=;4Trqs`*hY5DX1rq;N;|x2(>-O7B4e%vC>5hr&=u3X|%q*NiU+XK? zsif?B;Gh%YpTiIjW%7*P^kRNupSitQDEM45!Gm?#shGR<iC|)fUg_9~)6xs*66S_n z>My@Q-21KI9K#JgP53+UJ-XN@?^UU+3*6ebdHQ}&D){HM(3+E|CodT>IqSJVuYI3K zBL0>GVZ?g>y*~Ph3MWmEo1y>1eq1c{emUwXX8%MbI_TQyhCBx2fxn`E4d{cnE_1Wr z$b%j#{Nhiq+eWU$kJ|pMmPx#4o*wF(j825@tGk419dN^b$!vY(J4(;T`W;6x$LM#3 zt{wg45b>UZIx^I8L7A~OyIcs`MzNU+LHH_!TAetSV?(r(Rj_TO+7QBD_gwIzLjB>{ z`sfRIfoD->ys=ckx#cW+*{I)H9NM4#3x(cAsjs4`!k$=^T3ca(zhO^MeP;`Jyt6dq zmqVXpZhI`iRTVhNjB0)|4E>by!@23v_<eODVOk2;9EieaetcQTUqVLhig~CH@)i{Q zg5dk!`;b}WiUs;voM8f?((wJ0kq_JgucQ6^?Bh<{hrm4t&ED<Cyc%hc9(}$ou|d}U z!U??0XvW4Yj|}<`4_$6isW=e^G6AO#0zbyYjqPOx@16FyX8l2^Jt2L$ck&AA#p9vx zuFGTtpH4kI<-~yZ;d-+oYZLXpPJO!0N%&3aJm}EyfZj@1a^Z)p9g(#CYRKy(`aJ;^ zGZZD*pLQa(>BVdG|F<ljFV$mz-yZGkj&fH*^j)ot?N|6dg;#`p1|O0gxI#br7Jb{P z8%Yr*HbnKN=Xx&qPrbuO9{EB?TXT}1mIU=gSF_;PF8E-`rrsPm3>@RL^MDl<@L8sB z-?iKLp09$~r43E7=OyG#&v+^32#ODKs`_D{>gV_j#Vp*<xrO{~Ug*b-Da09&SBQHB zM;K-73Ej(wh27}wh=8#IJ7?VIgWq@EC6lu!Xr+!nuSWf&@O*Am2z;05$c}xld{Do2 zg)Dh|!n_kNdD{0A*2E=B<C;6)?TK?+zbbY!;`tPOWMAKgUxnlt-?WE4^1(iqpHJb# z;N$aV<}vab+l$P9?#Qc`!-j1K(KlF9D*a22`Pqg|#(-z=ld-y~u^W62Z;h?OB=Vzx zj&9(L0{kwDHYgf9p<D45IQQHT_lEl%p*W8Ehrd<!4Ddin->vMpPQ>jCw#wx1F^}*_ z=<sW47lNMT^bt!V=%J<>1X)m*v<ztWeNBMQ_Ed=&br$wZozAz|vd4ZjQr<5Y^MF_1 zl795Miu!J~ktb;n;*u13WDw$!t-3sINDchdK9L1Yci9rr>I|~IgDwPh$iJcaW%wW_ zI?9d$=X4CSGM`7B*EShEcN{oNbH4}aE$|H5_YXQ4fe)u@pFFV!o{af|n#SN8#6@BM z(JpTII*>MsoW$?CrW`lK^c?-0#&5Jgufhjf+18Z04?4c|MXwxjC*t3wr`Mwl;S;(r zJDdT$J>m2B=h<oKQOK2InNaV}&E2ULxD6lvHIcFl&@XJ|j!KR|KXBJJf7SAf4PiPr znbh<K_10(41JU3iGT^WK75OSDvX4R!`k@TQBHGen>|-6^-S`1~(G}$=ogM>z@1tb8 z4}QOGjf47gD;L7{^~wf6=4dlK%Y3N7KUvS0J^6SOe)M!dcXizdexF_%7z7TgdH-+v z;tlA^v-DXx^q}Ji|7c5<f_@`w>MHjLctLir&#voE*t-z?rmGLQPBrF+7W%27laDvW z(5JAOC*kHji}}<Vd(W6Bm~Z}ZT;p{;_Su}_Esy}uOF|NI_~H)qO;vu*Q-W{s53JTc zRE$1Af55Z!`<T~1sMyL6{Py-&@li2J^fQQ@BA!L~)t>#zbprjH<sbJ4?58n*8SM1w zSU7mQG~SO5$I$08Q`OKwTzE~@K{gNGdokdwpaXD>${@Q+I`CBDUiQ_aVh+Ssi(<(F z@E_^&=k%NF*k_URY@Uh%d_cYZ-3HXV`qe+EhJlabKH0uq!}A>c^Hx@!+Ld@+?3djL zzTa@j`^;N5<O8i+ugF;8C!KNWo)zwef#G)7b@V9>SA{Ia@w<x*Urz_Ex)9HF-^GL; zh2G`8daX8ijG8-ax2U9{cWD#*^r02{WXEq`cbVbuIA1@|fODQcn#FAs4IQ_H1g&@~ z=4^WJYwH2u9QAmfbQQeuy(Ln~xLwExLk|yHv$_&89z|^4UN*#zf_HkHsHgq~d1n@! zf&W3Wy1G#p>N9RKZ4K~_La*fB25Vxz&~m_E)f0RV<2TytobY2DpA}4m&h2YmsNW55 z%q_}z@g2#7Z>){|k|yGo&XaLNeo<@UXakkT7UF>I=DDQ(z?;&iSO%G+fQNJix8u=I ze4cw+gavc57TOOz=kOjj&lPGV0aq@sYtRS^L*GKKarYqblJ#HTjZ?JfOVHkyxAAmB zzjRXn+Y0by36}=l6!e@o+^_E+!@M-v{)uYvc$}n^@nz`8ZLV&_u;E<o9Cgvu0>4_b zLrV1t^5lv8u7lB(=r5bHwUKXupE|Z@Tjvh?8oi85zQCi-|C(gKgSU<kZ4u=-hduAs zJ$3u>cXA3w39Wqe12Uf^ef<l3vAvSL)`IytxjXYTz>DpD!tZ^n9pE$buI*WpEnzqx z`{_H41Cet^UTq5gN6yiD;$9W#mn%fm&uC+gG1evY8Ty+q=49!jEHIxsFMVDM^O5@o zcIS6@Lq}jNeX1FCwsZEE!!k$EhbB9Cp7RdweSPj88yo0Pf=BYzfIpu+yRs@y3crdC zom}T-%mK#aU*iJ~E+%dHWCcG0_n?3o1Jv90gSS*Jf-eeXciOX?0&@b(yHaKZt%!w% zz=EL`_=Da0-BJmEABw<-{YB`rQ?Bbh9n7;K%AWc8lO41s)?N%gG^BAQ@;}#6eg^*j z?Wk<M+JoPH`Vlv;5&ZQY-QKy(f;x*|_Ks^e<|<CVT{voLOAL0l$?SvvJTv>kn#Nt! zZ$r-pYGz%C-q)(UqtMTFFZmT}9>M<Cx`IT~x6mOSuI7uEfnHmr!CF4umI!{Yyo<vH zeADB?A3?jom$RSMNU4SISml=oBZtvX_$K?AA_w_RNL7+l4Sd7?-ySdZQFmsVtpCIF z`%b9)2`xAg!PY;|S3q~uDm^h5cMtRE;aLMxsOJieMWWx>BJS^zuDCsfxkRU#zxo&9 z7gs6xov{zRj@GB&y1*|+0@q0E4IPMtA0=D5@Oi7N;s?}59dxOzTLt%8k(Js~V?XNg z6C@(xb^p)l6;GScVc*@mBGPEg2SxZSmwf?WKfK+h`%V}7kbUO2uLvXmJ?&*T&9=dQ zyr$;4b>P#?5REk84-uuzjXd;S6LWPkf9B#nKC_f?E<*kF^z)P_@_&Ha;e$8uy?67_ zj{QI1-p@7j=Y%fi$Vf)Cg1B%#xN_Vz)xg7?(^dPeh4b{MA*x#)aaqs7pz1j4M^%ci zrKr!wHzf;xBQJ`)-|L`&`JzuZ)L%)(0Z%@kr+j0KbE#=W^Q0B=!Jfk|6LqaKgNyV6 z>Y|vLzgMpVcQs$XdF;eG_+#7Y@9&Re?zJiE{lQK2$!|YS=2@^KuB-n%BJbcxs6RRL z;xZfbCG|BOdqyySQq`R+_Y`rV%Z7Pz6a7`@GRnR+oU6La`_zA8-tS{m;BQU%i)6Z= zC)I>cMZu^v-8uZ8dau;lPQ*`==*%wQh{M@@A3tze6KVM(FW=(39uZ<2RYyLL6qt#m zy$gR4DW^{hm`mf5m>*cid_#c`o#mW{6_Jv2z+Q6%zD=i0{RG%i|4%r!rzG3MPeflc z8Fj(m^q&uR0k<nYiB=7X03IH>a>I2$_6L6&>HFU|vQGH+xEA^+9A|dNpL_?urM-J@ zDCD^i>X)BcDIS6kK#xOfye-b}?K92StWdYL1V80-K;KX7b6;Q`_B>>MBU;Dd>*Zhl z?ou1}+!?HI=K?>!lYGh2f7XR~=v^#M1>IjbrTttx@RJYAt9(8S?6+xryZxgP`^nBx z@~x-25c2mTPK)Aq1b(D@asqh6<=W3NcJLo%9vAnm{l+}K;p;O55BkbyMXL=t;G_Or z?UWh`{E)m)gqk6r7_#4;{Dr;^8(WyoN9b->)Q^$N0*?+&R#Y#j0*C&-tC{=@^Tuvb zM}On|So0U8YoRY9b>7Oj3-5;^gV%>z3b?yjuDv+ei4YBOUb|2ZoZip(J^;8Sb1#<w zYl9V0)t{egh&s1)j@0Wn>a83fvM;IB=o5Iq<hux+P@iee>HFws6ugQKQ~~bjNN4%g z^2C;SZ=b_p4!+(?uFWN77We9f&-XM|_+aH+DB^zv-IZZhnb}GBlC2x7&w*e2V7gPo zP#C;g+O-%mYQ+0Dsr+mS_C(Ru*-t8n7gmwBq<vwizZQbu`y#G94Y9B>k$@jnPy~Ah z>NvkIX7t<s(AhZup!tV<)7S1wbqu&*&snOhyA9YEa?<n8SLof__I;$Mw#Ix-!9$vo zBe)0e)vwwrxDxNUObK_qH;&+<K9@bH7qddCRRiFIaO^n!6+G|2#XRl_+!Kz9c^gvj zfGIE74HrK_2Y=FX+2jlGmyr~E4mI{pr?k)3529~4^Go3ARq(e_&K9)b=?7w~E#F&X zj^&NbhBZ5IB>fMg74#*_Z}002MSi(9W|mq$YD)+|OZ8i)g+Hnd>2Hrah`$x{`n%|D z2>MA83o1qQofMDwjYCi9rIEfSi1!zJZG`TvojsBGl78xFB=nec{z9}P;8EGw4Ptq) zS3`<N<mDy!3)SwK^&sFoRoA~o_SBxpdz<8Y3;bJCNc$`+>WHW-#Wo}OuHvzlhDD^{ zgQH2L(%#~J|2tmlL}N|tj@!)SOR*tX^^5tEf^7-X)ih^0#H%p>%Z?-9r%G6U_3cGG zJWgr!oE7nIs+#brsIn#`<k{VgqoG@)&9Bly9*+upFUbr2%A2>H7lz?W6ZpX=ryKLX zac{#+<uUhAbL85jBKXPcVM~qQfm_#|l5SX{KG;beY4%MD^BarGGdb<3tI{P7McSgz zMyQv(aD*S$OxiD3=&&j^<9+jx7smDl_o+f(^483k`jQHGcje*ZN%Yts=Pq6zi+O~e zm*(UWzrj~ThP^XEJs1)~DZY-lNIKI_)s5#IQhzg_`+pz6Y_)$8-*J5hi$KDR6MQ*$ zTHlC*Pf7JDuVsH*;<Lax`$xc6@0#dWP7YfUvQ`f{>)=DE)GEyO7dW2r*weM=z(oPl zzTfUYz`ndn!GB_L(8(+ZIMzOc|Ecpc-v8(Jgid#_DL=O&1m-qmoK>xejP(|uy-Uz- zD=oM?fmbmOyPhzDIW0q7r32i+T}$u23Ycht=gKOx%(O@UEwkMsHxIvyXS=5!cv;-g zc8G<*+=F&3l??hN{^1OLtBT-%`4eLQfS10<rL}E%(22<F@)~;syl+_6DZft}b0Mkc zloW%lh`lwP4BwaG6Y!iavK4h@n0vZ;)e`udlIdf{(5<{E5P6#4?LgeI;1-H}1wK^G z@Q6J4JkH>>0PX?!Rv(;qXng@4nfLa~vw6^ImHj@_P6mD2OSf}#o9O%S?IYiL33Fgl z0s8Cx;8}*Qa_R!NmigX%-T=I?`X!O{6mZRyu~FS#;JKf%zDh+EE`;|p%72lli&f4z zyX9x2Z>8q^E)(amx^u4TBKnh20!8Of?ZdpY@0ofUZChf#NxJE`JaF_w<<!V<%=58m z^7IbE7cu6<qf_WN1b7wqlOfOkaImWhhTfl+x}cUP&5juM<>Jc+pEO7z8*|3Pk$50C zYco3wp2lD5d?Wgq>Er#DhB#l!^v`+H_~2VLeb?z9{>~BRo~xmkFvqK;uBV%Xd65`X zodocDQ;}J2!S~=_Ct`ho;uQ1>od@T4g<-Da$LoSGY`{r=WA7*6*RGPWee@)FAER9N zU=<zgZ_qfxJc&Nj=f{qQ^uYPqtO<r8f_6mheF}3%)PW3@1|gIzF2p-J8F69wA$es; zbt}c8-?LQ^?~8bC#IzzMZv!3HxW#=J<o{*;<p#mij)Y)$d##rfbl}(bE>_Z@9tzmQ zAZ-S{d`qX%j&I=O$6VWX;@q85Ddf0@KC}Y)%vxO}=Ik4C62GlMzd&mF?D{U`(HsLt z`=`*IUv&N+CyM?QZPVgtyB#4F(%R}t1N{D5?|me2lfun=yf?w$kUB4wlAMRWjgu*F zeHD954l(DJPr(Ok>GbjYzoAQ<OTDkhV^3U(cp)(jU3O=j<my@Q2|ASm1%{M%1k0nF z8X_F1BmKgNI|O`p^ciB(zc>@rC#F9%MS>?fsQ!`+ylBayu%ucn_EsibH1hyXav(1l zWd4VKMP$@uF?1}8o{KI*yO96S3A8A1Va{1dgT3({@;z;gbU5%;{1wG%QxeS6s{c%3 zh5xGGoa#g64)`Q#-~JeC0v(k4NRmCT6Vd3W5jF}uEuX+ah(gC!D4X=Ftqt+>{11;@ zybtPY);*$<(3!A4$=DZ<IfGqNFLmJ)65Gy^B>?^RH_FuG<mlH$IN2me*gFvdv>(<? z|G?+2LR72Q6!U|#*@{2dP){+69WlIwy>zbL-XG%N8)3!gAcFi?5|n>(Qp}bhoTa1p z;9L%|YmMGPo_Imtp+PQ+`T2JZmWimNQ!1P7l+eGF%4MtUL)>W<-NB^<JURW8wBst` z?^)fFT5_C|q(k}RYPc^FA5C-?!5=vJ{bov%fu7GQzgQRN$Ldk={%q7){PM%!)Np=u zIzlWujnJ>$eUvdZ7Qgp%%1mb};*ai*0Q)e^5o}uAl-&vc@u>Y@<rBg8oLnAD0e?EK z^hzbf61?NZM?R_4*dv^yr`6(&Jl^4WejML(t#MCz0RA3F_zA7%v$&s^KI^`_Zb#UD z`#1KS26b}lme3M(lMDmbi(cKsoSQ^S@7O2k3(sW6c;KG4jM$t^d5t~aetmB@5oZQ2 zY7yqznD^Z(_Yzme{#adqtyM)ABGqG9aw-72p5$es3g<zZlDtC>{VG?gn&uYp5pHfS z0-5A?#MC$Dqx#@iQont8xIyngh+R6#_Du};w%nhm1buq12wAfp#Np#A3MN^|Go<4A z<_A2%2S}VS{C}TW*!dhbC1v<V+;Y(`M}L9k!QT`L)QbU|%iW_3@H6CGcmE4M=2mA7 zyE1$Y#KQ}n1XG|d8Mb6mL!HDVtif{;Jm<`t>w-()?1<EvbH?9MFYYN7Zy$F@-M1;R zI|Y3AS`}B3A$Y5b)Ay}d4`W~Dj{VtxPdX4Uq)pZ{N34j+q}QdCqwx3q_>`RHg$;4Y z+dbY9b<;kDld5*O-!JZI@fqU%4;~fcPtC>rz>40K<~R5{dbaw8=AutZ;}bEY4!*-s z=C3}^k8jm)HaGCg3qE@1$$*Eh1|Ha&JObb7fyThk$nTE+y=AW8+lm?pvdLojLYQsd z%N~H<-+jMoppOeteovRGK?FW6H^uymfs@JkxAm`kBOk4)xyqdYZc+d6GUPmPi^tOC z|K}Qy(tS(wUPM0c+u9=v{Y`@V>2@2Ohq}l?hBQ6+zdqqq`HuR#*K>9C{x<d%TKdd( zhoC<c^<$?v_@B$^(-M^U-nGN>u4cgfSxn2EXYPQv<o_VQ8}GY4lxoivd`D`ECw4lx zPdT$~+xqw(qm#tbfDbsAN`FT<T<r;$&F{|7fY*Y|l7{B-KD@sESZ|xcJoUnAXD0Gs zKeNf8HyeC-A_XdX)p4$(>gcAoQ4idqm00M3pYXkJPai<n;(EGelIa$FFk>vLxA6V~ zrdopL@E+_bD^LG(Lfyz3FsWmVcv4>%6SEt0lnS$z-#g$pr`xPg6$<>CQJJd`-Qb0@ zH6*Xp!24{xnJ8w&{B!WnvNgoB+x&@M1>pS#NTaUs@S#3&UXY<^f&cMTwP5op?1N&q zyG-@QiI{vOFW$q8d3DXMN5<&?ke6|H|Nq_&Es9>$K^@8Y^SYil-oKo)^pfaNJHox| zQEp5Fa8s_6!M%N$ry*M!z8Z)9w*3D}_{*SI*<CaBm&S>hh*A7f66=C_zD%d1)`;V$ z^m2}ZZ`4sFJM0V`Ucvfyk^y?b!J^ZGJvE4PLDlA0ALIYWpw{Lt@J!M40r9&F;H%`q zHogylmz^`6NY6n%b4qS%YXUw8durDI_cs-(9Xojc753abIj@>41Ajxyrqj{Ti!|pJ z-Fl*dKEv4^UpG%d2hX*eau0BwKX)j9$_n&6p<`kBhj6Y#{{$%j|I*9rigS3uSG@6L zIX`fsT3uAp7W%#keX`cGn7ho=RHjv!gpXIzpr8Lq^hv8uIe6H(5lMVE9JGPMw_0@e z>utCaT6V&wdWWFXxHMFwf<77t6ZO$-P4J9*^>>b;KBukdsQhyg{;37o5p>@$cX*VB zMCd1Yl`-pSu}9c<QPi`S9Q|Zk6V7aR_`SUNp}$dybN(})Md&u_KkAmwY6AgBf{HCo z@H6s{v=r;U$GA6+){)~+asM<rz33(J9mV5Ih~wy2I^J}yJ<)*v=XmSOp`Gvvq!boY z#r>%*+RhY2U3NRE!YbL`nRq~16~2i3{FXCusswrgl_1s04Hxw9>?y)pzN2qv-J@+e z1N=)OC+Ug2ME_mwy&K|UZ!%l`Z9~j04|!ctNdQ0dVVXFOd;Wv5$I`(PbMps>vm8~B z2Q;oRHRHUihswsDp9enA$avhVfO$lzhtt#NFi&1H9%qj4dUUuTd1V|vGfk<A8Nfqt z%k!_aAWk?lYR-;kqwYTGZ*ThmzK8LmR8vft!>_aEeF=PVHtG5RIrw<Ri4#{zX7GEH z(&;BrFN$RN>v~-S-elYDD#rtzaa<*%8Sc@c&h6zb@Nt1<H+p*~;Il9z9%UhjdW84P zpPdfC8BVWKrl5B?uE=fFeGod{bNR!s?!fn&R;7g<depPsojoInuL;p*#Tv*r$1f_! zgoD2lUFSK*{u}#Uip)KuL~vg1kI!7SL|iUE^1xso{u#9k5nAv?Vc1zQW-|bO=}n@0 zfI0lTx=Vh1{0N=nQIcUM+=B}{iCrS#ah;x<Q`GT*PY$`)Yi@!$hi{fnUryjV(0V!1 zOTbq(bmrC?;;Tf-L!ST_S0Z^YbId#V$6cP2|0rw&--j%USB|JFMJg(_w7Y?eo_+r$ zfV%HU+o1?b^yiu+^6vDZ?$h39d%GHOB5=E$dJX-V`Uc*8VQh#e>(^xYk)Q9MPq3MP zjDC{PeT(lup)0H(dv?tQd!CFAv4@*NPw(7cD2sYGOYP&!xO4E&dpvO`1o$p5_u|Zm z8|s)M-%ql%h{ra!$aCZIyA8RDw80;#S<V#f(Q_syU#;4)n}KI|z{jG8xZx3VR{1mX zti<)qb#>r}BQq2q+e^Xwcoeq%EP-z8u6vC!^b%rG-QVfJ18|VP<TFE^*rz`}lKm6+ zx@@ceUbYj#CNt{g3x71Ncr*W3I5*u#xfjIdFqbu5-&|P%{=AlV`{7g6DLT)ICft{e z4fYf-@Q&I>NsUM5FyCbNE9)%k06lG;lUIAtkLqo*<@dEG23cgDQsX~Yblg#S48AIx z#Vqy-xAEUE(c}f9-Y&X6=kotv#*Ug(%&Nc_y$<IN836YT6uKzvMxR*pfM5)F4SY@W zLx$d1z|Zp1O6x7;p;=`viL+_IDIN@7!d&R@*Dd~$JOjVVorBf0;Nw`$9~DmI!p}YX zVb~$u=i}`@9zJ?*L_4+gd@1^R>Cqemz2)$)kP4kv!hGz8HkbG=^p9t$qjWNW;|lcm z<p_vkZq$lK`u{zG3WsuqIbY)Wo(kzR<NI}=h-%dWKlSx;w8any_<xmu!JW|8jj&b; z*?||4aJR1&Ou?S`=jZ4o@z2?RavP?LfgXBH!<Y;8_tfQ&3VQ><5AW%wee-{Q8*1)g z1aI;_a(?75;*^o}`o=u+K=>=U^-0{bc5a2ol$alsI_)R$*4>^kihbZ~`x^C^S61|C zoP*TKoV%vT>$Sr1sdd1s(xo=4G2(W_ka)2qoho?i<4?<<)Pld?{eu&p1%%d>fYBrh z)Oq!vix2cex8=j4c^>{UjolhmqT%qD^va5(+(KMB&c@jY{)LnG-ZMR%tCcAQ-REiW ze`wr%bRi%9Te0*J8h&^V;S2fXiLS(sMQ!H^@F}x2OBQ<vF=wPe*&7GG;O`?333c?> z9m~FWa@=(#l#iJGp{m6HZq$2S(hhTN!AH40kr%_lT=L&Vz}I@W(C;nq-ZuwnZT29p z#J)JIVmgd|jJ~r}K^*)?6Fnoej{rv~6vhu?Ug*vbwKk7e;Qwewo^9@QBK~AG<$CV{ z&wa>6{2Fu{dZnXfK9bOB9IDdTBMN?Bkh97e{lbOKJ7>hj;s4u0Vr2Ib_-BZkpxCk_ z^jIU`kbuYiH~Cz`9{oels<@uK4|asMyZ1lOGj>FZv)lCc0h~LsmHTSrs4JPrn_U0r zd2U1+J3BZK%Ig23bPmC<FycgXEA}VWhb;uWHo{!GScm34)OROVvd8=%p>B*XHGKjc zaU8q(hV~<$S_rLJDM1JLEt2QMGvIsK;zwefZbaMR4lOs-8LlKpeuyAG`jovE74t$q zZ6x&G;O|xJIP&f|@SV-x^P+al;7i=U*grLJAqv$@&U0+zJSIjgg`yAj@IkKg2+mu~ zd_Gkd&ZX;Gs!x(O{QYBY`^65z4??FSN)G)e3;MeYQcBP*(T;5I!nqrY4u5PChkXHl zsadT$=-ZAcn$p?9*UveUkstjm@&jw;L+3DOTJ!H#!yn+YlXtqp`QZ!Xc=~Yz{(Bzd zOt0!P<fCLVDr59*B37nOh1{|w_Bkrp63BZ@ZFh9LYQe8aUrJ0xydQ5IJ9a=7dTo`8 z<{vE%gzyc%&O;T@_kC{oJjw*0O}_(N<cOE0e~w>U0iWk^eSMeWZ+s7R_tthF)RPwC z>TMIY#FS-CuON7aOSKLY+>+=gI@zY5a>X8w4HX7Q^cgho-J-Juj{3tb%~}c_!$54s zx)TrPoOM1aTy+Fq7`-P@44np(Z^4l}6;4DGr>C3)_*gTcp4EA6)ZwDpdY^{Ct9Q`T z^2xapu4?AGGl;`Xng!Z*-~qfF%pwaqz#rdy8yCV1-NUaiUwPz<<pahRS4(Y)w{)B* zNP!QJ(JUnhGrAHYj~*OI17A)%vsrs>1Mzw6yI9y1c%SC6a-Wl~#NiO<3wuvv-@rF5 z+CAU_v)OZ>7ObGZ=r-lLxP^J3UkQ|CI}qPTST;_<huVyL-%n@wgY}#zrO>i+ATAp) zknBdj8xGhr?JkYJinkASGy3{@9%@Z3#o#YmHF>(ge?_KEOE;l^XFo)nZ9fJ7>?$Q$ zI-Kim744ZI@Zn?LC1Vy}?1%?OrOG|fS6WqS9_yuo&a+p*Uab#(rt$YVmE)+FZ~B#9 zkpz!3MSJbyqAT(E;<4zVN5H9Z_h`7SptD-csfYys)3%#p?oTXu<MFI{1>6&M^Iy~v z;NxZKJpSI2afMIS?)(JYLz3jgo_q=DAg%9k^y1uesFEzKqMi?z8x|`C4;dj}ca0l7 zv(T|`2(|EA-?lt|2)s1^yyIL8l_TM`anSS9PQ+gd+csaE6VYD3!f!Xx-x=NrrB#IP z;FZO`{QIa|XVfRT`>@wjoUTRz`Ke9b<5y%g^xM5OdJKr;vjeZ>+YX~{iI*`~1Fn)u zYml20Lj9u}zNRh$pWBW<seE1VC*X>H(FeYt5PGA_@f&$moK~(>+m$$(xME>&*NNco z2^*0^zO8+{68^{!^$Eu@#Zmk{dxey5!UC8Z8lyFs11|q$neBM-2mIvBYeFL`q0>L( z*8cM^^d_uhEqTy`C`qMXV)VcsN*>X?8$$Mk@NNCE$xrYRWnQ-LvH=fBuWzW2I{0YQ z7U?GPJrmPq+c&^9kIpZiP(}Tkud-gQ-i-QrQbJSG7dp`1*aMZ%q1!fUpnrt=;ND+l zx1;7buZf(B-_orK(eGC(B~8%BpVa3Kh0droRJmrm8F~oe3x!qS9VvcKklc6#JSn$4 zc^1E~>POY;9O8nlUe|0*HGK7c%Ny?#Lf`h6-4}~e>}4={OVb*QcxH9qs%JOwq@T)B zi~Xq2lP}Mg0k2ZLKe|eL82;5>ec@D@4#b|wKXlUp4#WbZ>hxYp@bn78Z9KrQhi#G+ zrxY=N`JlXA7d|ZNFD-f7@gC@l4|#HOIujqZ+O|J>L2p{$BWo*!@3`&IMIHu!B>p`f zbo9`@h?-uh1aHz{aD!Km4t^zL+8k?9&>iLf^N~mY$h$oG0;wYOdkZq>qDl~t90sTM z18?m5V$dTljy~1VbBDJm?1*eX>g$rbk!LmZM=J0fy&8Pi!cf;7)6O{^e;xV`jgyl9 z_j$5)>ozSn;D@c@8?}Kt$W<uoO)VF2%>1E=U#ROOOC7?sUfK`>R*xT2y});0Aosin z9+G43ttTrr=2K@Wr#*b&D}Q}O&kS+$vpy~DcpUnzn<0ZPr~_PC3I+Z)BJMprGV}^M z#g;)gt_z!(^W<n&%E^V#kNU&41n4mYPm`Qa%D^4~&N~sg=E#5BGDJDz;?BQ$*IxtQ z(8-pkY_!8aG5TK=R|MvrKHNVkK@OeGx96@?<Cr^**PF3KpZM#ElHN{s@ZT&&X<E<~ zO0l)E<yE^9K{=eCe@240h`v4_1>R)OiAU<;z+u%7*aP3K;r_b4S7gfvey8;J7>va8 z#0gE<fR7ee82yi;>yGDo|H9^tB*`c<vSo)tLPEAED|_#~RTMHJDGDJeWfUR1^06Wk znT3q9vZ7Rox=(-oUiWuhzTeO1{XXY8&w0*s9GQR%om=#cG|pjfs*HH@cbtbkz19ia zz*|St+SNq!5T8m|lmfu#bQql=$>xP$V$avrcewv5^~`gl-LCLC?d1J{d$TSd85fK9 zM3d>kFLob%foa6exA15A>=eyA#f^Kg-nQKK8va<`MTs@&W2^1>=#VN0zh4WNXb$kw zOWHI|x-QTqJ(~I24_qNGlRYtjIKTS`cLqIhV)6o`nxrB03_4bxjo80L^DZMY%OB6_ zsOxMLyC<RaNIcdD^<*YhqbnWs1BpA#jh};m$WrL^J%xVh-ap?yO&YopR)4oA?@&VT zaXrT4*&OQao2C?(fOjT?ct2jU#N5_Fa`J27QA9~uFB-|ipCha2$Pjd@)8Z^mr9Ozy za@GFFTKtHKftCph;IF8kN0`Ln#}%{f_t*w=<3SI-1;uc_1*%hQYr)qkGiHl@I*NL_ zi^z@9LH||k<I;EN+!gIhIf}}lD;T96IO5_#1ggH+xd%MRqd4}AP3YfQwUzcg#Qb{Q zDMM8!)K3*J^QU>w!YA%<2J=Tcf8x#zhwhVi;0>O!d-pDb7auPqD@uot0-YUS*@hEA zA0RQkr~v(2N|8nVe(-~Q+nP(-z(FCdcl3ZWQoObH9P&Us4*SJCtnNh&9$M~A9>u)7 zz}Qv-;?=?fjh8<Yp)=3DK&K2{75TVK{JGn}5f8~mx*hz8vknuaZ|C3(CfvMY0lh8b zeDTRRJ?taxOr7`xz9~l3nm?Bm=i%Ag?b0Fa3t0=Jjra+@_0_>hqaH6}b%)IJT5sg* z((IT|->_di;s{eq5_o}qG;FDsm@iio$T9oR7e0R+^@+^*XH8k5+nLzMn?<SJ^cvqM z&vsWT`~mt>%X?_xr?BhGN<;Zs==ZNBj&~vN`(2f|7z3O`+#Rs8M;zeH-cuNjy2{bQ zyz+H4`k?{d%`f7?WAyIJQuc8rQW~Ngg%PK=g6f0p=D-J(imRH81BdzYxE?IPzV(wA zH{XARj;%`dUZDm278fu7r)uLvoIB9s8hjG^v;8w3X-DCY^2o89q5^TW_5f)j`e<w~ ztLC_Y%f8<KRHR3Vc?l~D5uXC|=N|ul#0H+KRxpKO{Wg4t6+hkXw!+`%V4o|x06g=Q ze)R7jPwYFGy(wMjLKse5<(bBQxwIa!${@UlnH$OTYpv+R2$DN6-1H=LR4=y50@u6V zI?U&T^W69&m1YBV#zZ00y})PQM9!XXMs+w}iJFhN2=tj<KO__z*+75t{_-qYB<_7J z&sLW`_UFVJ)a{3kRQ@pizKBlj9~97k&+`^_Ys;~rU<K@#@Cz%Fns6s1^v0i4eM4Q^ zYu__<#Fya6Q~Rvt;YsiqT;`!Y3qP9JIh`%=6Q5>=r=)*76A!(Y+}F`py=W^W*#%wM z)yf%~fN<<1YcqXEc?Y<wr8fEGA^iT0K4ChXhr2tY1g@YTQTQcxS`u?%W-Xj6>gf9z z=qt1F1OHs!Q^NZKI(CWpp$!(?`>P|Z3a{j$lkLjmUVz?3TuHWO{v+nyceVOHe*(Y8 z)NfvLdyz+e4{)pl#~(X#qn)w`z7NV@V~2FTi3Wz<D*{IF<B*WT+#~p|a4~<WY@BP^ zz|A^o=*!;bpVoPgc|84nZoz7pqw1(EtSbe7ZnMbZjn9=&!}Kj5d0B{IuS26E`f&|5 zzcOF?5my2)Zd3<CUyyTKI0*H5PD<W4{TT4Z8l+^$E~Ag<<!<oJ5qwZv?t0~G?1d}c zn&kj*VPs{YyVMEZdRui(suFz$y1`05E&RRHZx7r?{^~HGig`i_KcCHzlHbeNw`n21 zGYR-a#+YAyp9|(2GD1WwTTq9jNvO@>+~o!aPmz9hB|JQ&H{Kxbn$^9WJ%BxD*B15% zkN?I#A~UM`<2a8(Yh$?+YA(dh^-HzS%sq)6{Otu?hVUsrV!>_y0QGDu1><Y@wl(c& z*|dBPe|Qx#RWmxoh32j|xhu%8uLMp7bio%rmA!4H5&jXA-!polqpmWV)T=<>dcUaa zpkoqrZ`M*HZ=T_KwXJ@(1rARyT}{gy@ghERJUi{^g?)l^DxukY@CUqgs>2g~pTgA7 zq8fVGJISTB+B5)vzpQHy1yRRQEYgs^pn>m12>;)*8<?9+a&LXt0N<zh`=a`_&@)RO zwP-c-Bf4L3JN&D^O9j61ORr&HfXKkJe{<1Q!_qW+&0UDqB${`Zd9fc+@YoOqcqqn> z1I@ORm@}yC{7L>F^ti__<PDvNuhR1614lUF<5eNsV#xv=JUL%y#|K`i_L>dj6#73q zX50Cj5T{Q+VThFg9?rA-6NI?Be`+gsKQrnZXNSDf&)7Ti=$qq?Pkw}4`Z&+kU5Jax z6xIdB*aKFTSG5FQSbNiUE3UweNLY~bvPK_j$ll@47V?FI?fuZTb{E2;^}t*a?l<Mf z8>hW)W6wsv_bJw3^qU8gGS7n7ILBJ2bG-}vS&&2(GjP2%Q<2nZ7dN6e(!$k%9sM$! z?{x*gP>-5iomEF4x9R8CwrBYJtVgeI|I;fq(VBcH9>DxN>*n}>0q{R`3z5rU^(L<E zpu3~Og1sb4B|mIY?>5hpvijlsO;&eiOXUE+)xV_aC*W7nVg9qH6FSwk9s3_>0+%@j znC^ql%_8{#Pbd0fmVa+Z9MQx64aeEKCmra!>xw_=;)k!)*Gdl8EbNgs)Fd-RT_vdO zp7}`<`pvs}XFXA$KK`4^`fLkxdRiikB(|8-Cml43(!~C1wmGWXm|vf(qVDHwM;&|g z*68s;_-MqYh76eCzP4V8{7&slFbL}Sp8%e1(c#M)FohoZR9?ylQSgmSzvl)5fP)|K zv$6sA97?_(Xhi9ay(04OLQ%&h8(jXgnTPp}gb95<Hu&=&8U8IJ1ReIrydAHf!~bHH zqkKOV{I;UcR6Ae6K9w;FF%53?!5fZTcmv#XY9Q|EgKF#v`fqYa1$fk<lZGd$8U2Wt z_T9&C+;t(SB^+5-lRQvAS4$1uL|#%7p<r=F-r!21Ov{IkEy9g2<um3_`i_bDPy;t^ zog!6Aal?Mlvo+P~@Iw^j9AWOj{&sqsEan8viR>T>IiF+C+{yKO=l$?~tzReZL*1>} zO}R4n$dfqXdYJuTpf6GMb(guWF8J~KThj6P`PiV_Dz_4$r^<>RO2Iw3L=jITjCsLF zFX<wwFTii`-R269I`mg6w#iA7*z0DqY%ZY>zbcN*d?rKaLdsc=DpEoBcd=(JHNlUV zg($fJ&pqSqh3ivG&{eBxH2Rl9w?KAm{091KuCZ#uz5(#r6SRBtkLL}Fh+v`hhOVr% zXf_ml^rY9>_IXM83C0Zf$E2c9-kmb_9DRB>SMrQIh1g5Cz*63XdEqyfx5mPe7Zyp@ zG-f8iL*4sac@;W>Taz-o--ls7Io*^vA?!lDEvB7*3*Mzk!tGSV9n6#M+M?sYIr>q% zZlT5oUG{W}b2{R{oA1%jg)CgL?@@PAs}=K99=|sI*}$j0np;X~!XERk$OEEG-h>{P zHyJbPDQ5SdX4Na;E!bQR@Tg-hM(>1i9T{}}3WvIb!P^HPej58vud~oWex7O-x`2Bk z*8lcT3x9mFF^+mkK73)Xpbz3{M1SZT+|LUY?Uqd9=;KOcOD<u4(Q<EN-uGJcuY}jG zj_yQ0d@io;2mUv(x`>4iyfc~K%HG3Y5Qha^DSy>tK9y~RRvq=wkM_Te1;__855DK+ zpgw&;nn%+B+?;yi)V^xy?R?4@TclARJk+=5JB0c|;mlN626z>P`hmiraLgemyVsUs zPB5jY?daxv%(axHOMM0Ye*ZwgFbn)gZpN-($=J)09Jov8CkJ%1H4>kgc;K&ei}tV+ zbVJ*3$gJ8;5EoQ0cgU4_6TWO|HvH)8w8&oA%Jzm%KI+7NZ}3NBe6Cz)Ea3m$Y;f;h z1LBHOqWwRA(lpxq-km1cdqpv0mWBMnvm^FY7QUag$1vj`Qs`B5s*>h2f!~&UXybHU zi7%R}FZq1nV^M1QlM?*>Nwpltsa|}Zhx`}6@L&$7N9Vp%h!=6t?z4~IYd_+RvQ2Ii zo+n9WeuBUN`i+ehK}>z{*QAn*c!T;Y_2F7x1n}O6K-oxX3NJ#0#UoMa6zUX7i8T-K zy7XSgQqNhz=Vt~77$ZJ~S25+^IgPn%{m9lnPw*<r=d>M_JcxxYn)dM*h~vGtS89)V z5PHRK+CjP4L(<_Ia~iyK-ISDr%m{pG_#?VaP)`g`Jn>v>hyPWCYI{boH{qT{cApA3 z?cp04VP!7x2g4_1_n^Le@%PjHtP37Qz}+sU|KMwIRPT`9{rB+c`uv_M*baMJ+ge_p zJb?2zPm<<MjeBY!VKNAu7vf+0IR$!H`x>%mGMsM26J2wIg+16uc6Pg#9C^x1@ppG@ zJ@(MayZ!85K-}#Tjr<Qh9eb8s^EK4Vb1paL4JMokA$xtzLiFY8%g#@x6VT6(6nvw6 z;zpPV7v<kw1HO%xyz1!)+$qA&k&HUZ?WT&|OXS5X_n+qN@A4%4&$-#$Xn{Y??}OVZ zs0%l0X6Pf(KQFH9l;7I}|HY!rw430uZ|7{qo`w$QE+>}=D}GK(#a-+ycw<}tfUqgx zvU7=<lK~&$w~)HIoQZjm&b2T6y3m~{9dEAgzl1)cap_jB0`BisReB@jvmkNdw&FwR zx3}6}D*uJK5yvMSwc)786hrJk2BKcJS@)^N^C&#q&%F02>ZHDs0}@9t-w}EJ`08iO zwPpVLqU#2{o_a}W#{}}9P}I<#eeg}>H;GOKJ`tK4QCFn$A{1oylJw5w{`E<Xkv+qH z1oO#Bt$FNq{ozgPxPa$Iqb&Er3453#8k9YNvuclaEGdm)uT;qR-E+7f{ZUu7HZfmx zz_g(21$<Vf$mi+zWrOEi6tvSPaU*6_7HOHGKPuc;y0*&}{y{8xba|*BiYH0x%aMPc z#?X0lU|#NZ#MJc7Uf_eCZiX{~Zp5aSg0s{o`0`TG`sXep{t0zyO3{K3;Jvt@23!<L zb!Yh)?%fN%l;{Jg*c-|B$zwkQaMs(Vn#?)eM-qRJTV5W-gwxm1A8zQgkgX&#$b(Pb zcO^947dqUUKZcv=n~2Cw^=tcK9-`Rz#yIk_r+QHGa2D!|+cQkW9?a<(zW(x85A$Dx z8$0u{f5tEUM&-}|^n-4)_sdkVH{jbvhGa45H_z*KFIIREO7haV92MYM)g1Dt=}_PE zT=}_)=fTD9uedCM`NBtU1FKfBZ<pleE1gn&KM5KkDfBCo)TBGpd!Z{iQ)ShKdnNqw z`z&t;&JFd_my?&_Hy^FLPwB(IK1{l_C+0NF=uB)EDxiO0>^%D`1@X36eZJ%Z@_G8e zP=_(}^Q~N0g7NuIFDAeKh4(*}X=Ko^i1Q@5$EOMLBl=L_k}hzq!jnLag+k!EV7jZ? zqTt`4EN32p54?5cpv7D0F}mgk4fepdv`}dL5cs9mk*C#HXHid#3QGJv<U?ez)~mla z#Jqrrm=!JVpI!aa26EtMjwx2pKMuac6I>D-H`Jp~_xaCIp<m$svaAm8w?Xf|JKuZw zbkU8qM}9{i<J*qaIpCozyT{Ghs275MsfnDXhdwD=lldp=kN&I~W7cKp16R)|vSH6K zt?vBp+GxxPo>v?(zKy=wd5wHB)GyD3dE~<Hc@o@=L1)B}@1M_e9Li&Z9^_zKM(!Ex zi{m=mw<e5p>@(b8ivIBX3Q|Wg;MqCG<~y}A;8pU!4~E8rPfxm8=wS<e5|f<p0bR@? zwQdg^`(v+#@%H&};3V-^mfxu17ebkz&bVpnMMNp+)Vp?h5GKL<S~Kh5e`>0nv<+U9 zgPe%3$%fu#$K&NCbM$BCT~#Jupf4{#R>c#FInLVxs@G6AMXaAAl|WswtAJkY7V2s` z0d3!I>`k#y{ZgQU{2=rB4^t%Swg+Qt=_56m2R|F)8sG|CQhVWrE#iJhIV91*2Q;Ux zjq6+x53ST_seorG6Kgcus-V9USC<L|E^A5bwlOL4A`C1fU0DzhWnYIVaW_Jz7eA07 ziaPbp^)yXVS?I$k@)i6J!f(|!YkK+^aP}UJ-M9Z>fA8qsrG7k*JBtc87!cQt>>esG z;2f#@QQfbkhyTr@Q&x^3&QZ<qjSf6tmVBz{i5VY4>&vs3l2!1N8_bnwd*O@w+mLCG zydmImj>O;z{HWi&IbE#+eE;fI=V%M`GPm}xw4-iNd~(I|2LT;YU&0sra_AGg*TWpZ zUpDG0F-UzweSdFv(*aKOH?EPGCpRK~n?0*J6AXOFDD89$^<8w-_4ivr@I_>>^-G?| ze1DZsRZ6rMQT;5Wui`l7sVjG6hAiX$Z_S$(;CrNZ#2!gQ{+KaZ%~mJH{_>8P9W83$ zF@iB_dIbDn*6SN=+0el^iCArA!=HJf<4NE>@Roa8V`ehZf4!raM>g(89L_3j+j@?C z8Gbg34Z0NhtPe-m3=lV7q)v5LK+p92mQMqI-<6k?vuYx~1Q|0E4+-$rBqhyWO7ywQ zdw#1uz&ziIqa#xy?(wqv%z-xWNMA3->lq_IJ!x`@iiMtyUPO9p^$+mZyZHw`{;2bQ zPA$x%k8{Vk`C9OI=rN)?-z_O%FJ#FHQflBSmiG)N=Hct4v)^QyR~tCjDXxDg7=7>f zi~BwXBmPpzF*ZQg?8N0%{u{ahda)<3tf31^&5<yi!uK0pKcBs`1G+~}yOU$+A3seH zb<;sVhIeSBvUd<ZI2$C&2aVzLU`~<r4!ldYDV6l$5+`D}zG;62;#lH^4C;q+sQasv z_J#t_bj}+OaU%avl3jQ<u!Oj1@G+|vaq5bI|HR>=sK>ltccddv8;VjNiA9~&tI+r* zh6%cWw#&EDQI|5+)faf&gnwUbOND?K^iZ=eH;>@lv&k(Mv-X0Y6!V+83!F9crn1Wl zbr~J&&!>Z=KExxfM<+(R!AqCg+We`;KD+J)ap6?-v(x{xUIjj5`?d0(0r{HIC@zM3 z4fw}I>GCW-Z?!VBVxc4AM0?i51)R%MUtI%cp}%bNIQD!R_loP}c2hX`<<%oGLn(Nk z7QcLC&!FC*HQHg^iuya)jo+)a8S_wgSh9b+`4N$?cUz=A!MUDP9m+cAN?7KlF?6T` zU;T<Uo&sMrVPRJB>lWr0cdADj7N9Tr_pXSj5YFG!3}=oB_?EL{DqN5J2*XR!5w_@8 zFq^qeB?G@Mx{d{`0e^fd5=jXIKiL+)b3;iKJ^=&8S6iEbzrqH_Z-8$NHB+MP)CLZh zYE<LohyO6msKRX>%)bcD?5#Tp-DQj70UOlmW;x_`!6Mi%X&(RmC+cRagss56=vQ+@ zKKhb=6*%Ugl+kbSO`}G)Y=;%F$HlDI+zQXf`o-+7V%&EMEe;g};95S$621!j_ZRz% zrGt<+&dZVL|3`tnlAf%J6xGndpMLb#0{@)T$35YB4!Xt!v%ei?p2W(bgkQQjm|sa2 z2-&afPe_e@eou|_|BCax)7d8U#m$V_#h2j2E83_gT8X&q=MYkc=Z*zRb!_;4+21$T z*uZy6E0;6<2OLqyMDxQw0DU^oVco!E&?$Cue{r@#JZidcYl;4YwX&{$DdNVb-BR6Z zs9!6ZqU^3>E^W6T{dilfCviOYWRMYfx!GwK&&)ye(XZ|tp20n@d7L~D=ju(ws3o>; zqK@k^y+|jBIRnij@(E4{;U}qMx7TGJdh^q-xyjJ)I!*Vh?kK$<(ZW-3|IQ$Mnx1(q zIQU}z&~W$Q%PH)wZ0<488o->k$FEDupM8ni@yE=6f%_&#?3PH1{0Qa;l{XXr!<@l+ z(bxx-KE&ttC#Q67;dv&JUrCGdAV})I?Y<TaUni@~!c|Lmg79kV=tBRQI{i-h@lwnM z=!j^hMFHPf9($vR&-G-K;b=&tAF<<d^!{tW6UpsW9g?_*tRE)3Mo3UE@?;#69s&>5 z-dtNe483d9cJ~8w_=`ui`l~+0KAUGEg5<~#qECcAX}2T3r7653NBzLBxki4C1$D4w z_JeV9%yY4v{57GDc*elyn<I<)M)~b8YLV#2QSV9T-47qVhn`Zo!09ng)C@K7-?AvP z@ebOHy#3`nN%tuF%A!jag~%5lpFO<UeINY0!iPWXz!$DJhvQ@rpViKnGSi_BA6FRC zdIEoKed?d8WQFMG93+%p0B_bk2z<_#?n$t4Ub}B*kNl~)#<Nfjoj#ZHE*0=Dc1(Po zlrR73QHqBXoDmoIZ{B4=9uQ~LsO%(ze}&fPTOR03%p`5pf4c;oNcNKZ4r}Nx)eiMl zzl4ssRcM2Y&zDF&DzhDcbI%xAdiV<TBAP7;B~o7S={mG}=@0zahBr(Vq;c+}jb81l z0uLfuV*1Au`FL<|O&P-m^0_4UL@MfoIc`hOw*>M)qO6fmJo>~xHmH};k1o{GIx*i5 zoTF%4{|nD$OgMF39(BN#gg>qS_6|g={#6gyi#|AQlJOnjZ-J)0|IxrN++p;%TtD<$ zz31J$Ie-seRZ|GqfUg}J6Rz_ggfGO*NyirO{g)agFS_Eq>`%A**wXAul+Xpd4#acq zA9%*kg*@u0^3kyueUMv*yk#1!&@IJ$=lG6uo@M#dy<i2tEsYGybg0t|S}&x21}+eq zf8P;?e6eND|1qiozK%LEYC3x`zndIT>^JN|R9|H@T5onI)M&(K%`nG1pcvGy_ZPmg z9_^p@{J?&zzD9Z4k6uJyXjD-BJ@{A-vF(5Bi+Q0G+RvNU;jeQ(XoETpbM4<6$W5R# z)RQz6{$Ps!{0iS+1Mp=uAD1uZ9EL7@KrUze0sMO}l^C0rVxD6?JofxH`Y@DFm>)7> zuUg^f!{V<nPjg7`M|B_SWThNK;vwc&N6pjsU&A~y@7>vL8tjuS*r?b4;7t_zI;8eI zg8stZ;hVV1zxm|pT?ug>M8@mL;_!CpAooap3uyx{rWss4y9s}a=ax-Er=b7Mk8f!~ zd`Xd#y|4Wr{{G6FqlP%YySQv>jKNcPW&GM+I)QxzM&TNRH9iFOw8O?KaA;g_IwwmX z;@$(t%(tjlf}TspD*1U5CNAz$DX$T4`p%Bt!MssffAKE@`{X%KU#(oIcf<ZcsbBrg zE=28Y$deZ6f@vL2L<gatG+x>B)d1(AR$09+zzBXm$7@cOox}WLVnB-SI_5b74-uU3 z(V3ph8F`b2J>{IQdrpCOT6Rp3=|$Z>An1Ai(|PnKzf%1s=YU^|c3%MT!kzeK+}!vc z@B2?QkM_U4g&)T0o#=6otu7b!E6ig*M)Y7j`Cs6sVflP8E$}fG36=<lubo+9&T2mV z5KSvtuc3Z8KP@T$dKtV<Mex@f+wd*6I-v4;5_$4N^bJki0~^o3A5~{D7svS9KOA~P z{rbaqKH#3rAF6KAKLvfNVp2vNcy{GO!@QB;p(YiWf6U|O!$dFKD*@kFsjm9!1@f-U zQ@@ZR;Fol=2fpXe`4iUVPJ;)vphM>P6!@?1`_<-=-woU!CmuGRg1(mEL53q5sOtul zR2kxmf$zG>Iev{JPVOz(_c#adU71qJdJg^W?b)MG@Sc{$$yW|+yAjTxNxnUyMqjm& z@;N{5?|1T(AqH*mX?YxftrYc~-22)4+IEmg^{UW|fd^qJK05CT-jOQ7;-|C_`r98i za~e_qSdG&ZmUX~4AlyGgX9089!V#ydy->e;F7WZ>LU+O)el{C8G=#@g!X5aK<KbtI z2-Sc3zr8h@q3D~xOWa3-eEUKqKVK7gKZT6N`qU=oCC1!7j;r_*c0C%`!*Or>?-oS9 z?}QJV<Lj~X$MAjQoXT$iuHX`t6y!Mx+_ZJ8jS75T;8_V%SLpR6)bfmywD3J%)0=lW zxf5n1OP2G`-LS_YwDULk5yP+brVQY3HypmpOuvG!d*06DQK-*Kh=Ya%A9xAzquxSB z*e4yX6l})iPt3b;6T*l`^U}=g*T6d*&DPL$LET)(E6@I*5W3ebwR$=!SHhI>d?L>r z;%0|&qCRj;ukj%1;2ZD}IkoJ;_-BVpxiKBU6`Tjd)~l{~5g&JO87u=I+^;psFTVY6 z4mnI!8})~cksy^X3;g6n5ARtv_a(TO^`0L=Kk0?k@~tk!H)3A&(Qa<=P-{~|hg;zr zt-I3m9)0DO6YbwJ>7l#X$#2Y*3mp|pV}d&J<mPR=Y*)n9AHzGdgAOBq*wr)I;`vB5 zRGFssco9jPA%708z-Mh-s->z3{mwv!abEDN8xO-yzd#+LdvbX57j%CLOIowO`j`XW z@oq8X5qyIjnaRCdF)uKcwpzsw9K*3vx(9pEnvyvxjoL7evsa#U5<K+f1XHOA1Nd2e zu=V*<0{yDL)k48B=smwsYN~?o{m!3$=co|o4+SSpQ&0F2w{922x%lIJZ+{wUQ9ys@ zncpreJ@`Z0D6xi3Am2VM{4hv{Ik!>Yt~@t)V&zeVwoWbfWbbwouPt>Za_R;=`9EVH z^pIfJMet%e)0chs=)gxdf#U}|^5+BhyQkDqe=Ilu`SlcfvILgrE{vJj=V+4NKhK8x z%ueTH+jaQS=jU>WWnq4oLx}k(e1`gRpKT>>LI-|+zM=Uk`mtx;4(<%X+(*9<H8uG4 z1H#tZx_-XI{z2F4q{z2Tr}lMjAN3_ZI~F9KMIK#uniAM=gXf%ap-V8vnF#W;EAB_W zB`G~acMWw{mS&!sJoH(1`%ClmLXa;%Ic5L71D$!<55)`U?+2XvocO93{)Er(v#2v* ze*W7gn-%!p#g1RfBdAZD4jpM--vht;ozpgE_o2s0p2){6CNX(VjhY^HUh;YI!?`%u zIsG?GL=mrF`|31=kAjzdTS!7X1RnKh6>C_n55aDi#^nk;@Hbm}FxDG+d`Yh`PZV=1 zKi#yMUEu!~lj>pq`Jd0@aqH3@zQoRb?DZ1RseFBGmh654`WO?k>@(191@F)kOax9= zIzaPC9{urS(+c-3G*K^qx*7Q5E9Qk5+FHHg|0t~T_{+b&4wr&-$=+b^)VpR!=Y8*? zU!%yrd3wx=h|Su4jtjcj(uqKwLo@D#<VvK{$Nk_<cd!p?d;%_s)2rHv_w{DlBInL) z<VD$lD+9n=dp(tEa?QMmBUXJs7v96~<Xef_E96Vo-=xEK4A@I;|20eSCU|hF>wh$% zPZEmuyO@LLHNiz{`0Y7#&-c!+hJc?s^x3TISDQP*6G6pnqyWC4qQt)hc~)33E$$KS z`{=>_q+b)@I~U-=<U{92+#_3CkI9A)x;b^BIr`+<432$IQ76<y({kz_b|qZon7!Lk zFKvYGeR=vjbg7FG%kxzJ1ht!~b88E9;>)occSE5kH@^Q(g$DJfBFAg5d*EHSA{gv% zL%&UZZm1IV^n6=vVrUwk@A_DXny5b^pja+CVF`Wfb#K#8z)eo=?9;CVyofou5^{g+ zb5Lfz`-mI)*zKGB!@L~m&gL&B^yBa3nsqig`2t64GiKev&&P{=V5Po~{!OM1)smDO z^u@+6JP;oo*57KMsBk6L=ba9;VqT%`-leBk5YJL7&4cboco84+l3zbYU08A~QQ_`g z_`yHlNb<uyxLzH1RSEsAFWu@jPTJ6qJyq0iK)kkf4}5V4{P&E2zr}}Z*dsBvrdq=5 zPcXYlT%kc<=EHycLv?EK@8fSsUpfoEF*m9Fh@%@ZElJyW_ZQ+Q&8Jlf@SZ9o&+BH$ z(2uWnvGUk<B-)fxh!juk#Z#*IK7Iv!(b@=)tRs90%KcYfqQ88&PFw3QFTQV!R*mCr z;Lprc78~H(PbSm}ox%G~p_C>)WrEL}9wq0Bx{s0djM<N2>=(|jt1+cVU&6X<yv74Q z^gka^>;>Ob6H)$F<0<Ng<A=jt!2=%gJSN;>i2b$MdzA-|U|!Q!T2&nU;ytOqyi%_{ zh{IC$f~>$*ZyFQ7--J(ypkW3_bOZRZvXo52gV_Jk@rXBx0{keQsG9pT%rCt7kAztb zeonkX_y1f*T}is|XM+p-#VBS&J@MR5*{kQ%cQ_Mz-ee?Uz&AqQl<RJFx)BaOZ)Pe8 zH=-s{d1v-0^l5zO%`(EFKdOto)ENUDth<;ifbU1zNnsj<JUo}G(R~m9|HKQ;{m&mk z$0%mLo#lhR$nVaN<$1uP<Ay5S_<7lYh7cvhqq@-Mm^jqmx(8BD^rMbxZw)=Sg#0=~ zSyX$H9DHIFt@orB_@HmGl##eE@uEq>^XN<MxF0*!2Ht_3W0<iD{WLz_IKhkTn6KK? zFqC`&`;^D*xka$g=kiVqc~S63xAaQ`c0-@4qALEwkl72kmaOT&AHerZk64G1cRtZ7 z1iVZ_oV>r&-3ok3>d(J&G2j!-Tigp$2^T_!VLP!rz>(-)ilcgm_w2{|(%l?<Ov|V} zR@flU`aV20u!MRox`A^Hcs?U{lwUd@pI7sZV$&ha`xkku^r8==L&;}Cq31$GeGcg2 z#d9aSxbHb{2>iF?3_4!C!1-a{zcv8g_p;%_k_q_5&UuZ#Dd1L<4>Bw*a<~^XmX(|h zn8W1GzwMUpO61I`N$^0&(<dy=q+)=)T}5YBeE~je2P->EG51~)cu-Vw8hyKudCy%j zPt53g%rm_JIE?P_1*<RcA<;0}W#bON>E^G!0>F8@iaC3kFyE2kqrhOe2)w|e>XMCn zPJOUC;VUzAJ$FVGe#aocg`U~}rpA|Gy*e_KxDWmBj7MI}$bUxc*2aFo8IudY_dQ;L z4@w3@$3a)@-(FZ}p85>EtRMS3PG8)Y9Qp`P^w)Jm-<et(c@X>JMfAC=&>y8u+Vc&1 zxVc*Dm;d+*U!^JX!NWd8iOVdP6L4J5<>eEjIPWiiNbLEJdQw5CKC)E=d=|IgSU2L# zZ>BrFuO7n}<ho3z3Gl1L%_pCoI^ZkQ{vf6TI`QtX?D=l^37qo^KdJ$KAWAPg^}VYH z5&wApVVyGSyc4+|spyM6stmMcQ-D9YpX5@v6Xx`1Wu7lPyAuzZSUo+iITNk9Ene4< zXM34X78c<-^WM%9?)wctV;-aHm!UH#i_<(beFZq#nKbZXI{Ypt$}g#$f?g(YyXzKo zx-?RbOM3Fq+dC!xV*7;e`zXmHB^CO@#-j2z85iP=5qoY0>dQ@fr79Xc_m*tUqO36Z z?=f8Qe1iKu_E1!%g&e-0vg%jW@g9D&T9TFCgx*BkSzONndMdKpFP1Rx%Ke?HKd1=$ z5bAo_&F6Rzf|MF{=*JsS#+BD2J~ma{DfC9a^~@0015#zgv#Y8}2c*3T+eE9YsW>NB zcGn#c9mPC%rSSn>R`6sjyPmzRbR#6Jmzz5uLqDH6u6G^y$XGp-{9?5m!R}`6?F?L# z_}l7S-X|Ag_BNM91N0U5MOf>#9s^g<4JgUuy-P7FX59cklsz|6TM0eK+1Nuu9@NNp zJMKNA6o5}$O5E=v;D9w1+U$7T<NbZkG-^!nYcL(jRYu<8G~dittOFh`RFc;B1FoKa zDrlgBc(hj3%m-XT5uSXI209_GJ!c9`@O_3VlIB7Y7hXo)&%THFJNayl{4(N*a>!j1 z6Vze(J22vab6vTa)<i)HU2<qCjUoKqs~(F5EJ*?%w~|~?I1gMMH`#h&0rMokkB9GN z1@Cp-^*bHr!B|+1$7u*dkM@(;M^yp;)0o7AUf^3NZe|^M44x>PtLOO73e?Yj{6}0d z-?F(=Y)}<(S>a`zrfL@YSJ|R56F9eYxypCiBB1X`dp;1u0ls<uK*bI4V~xCv(~a;i zQlKlH@IyTqaM8MoZO)aT&E~MQt#T)*T=WWpH8GEN{T%x&`a$aDM?cV^KJqwnByjjD z`WE+GM7G1wrwRJ1;J*glSEytt2}W4-kD9eQL$|B`Rrzp*u?O~oR?D@42T{IryIIT> zJWK;K$C*eM;wXI<jYcVSZQ8z<{_REHkl5unjlBHSFKW$1&x=S&J;AYimm6{IlXnqg zAkJsl(=%xe*oV}AEVR-Vdx6shniJ69aeVW4I-C^s)cx>xAzaXzYiCoQ83w=2bU3Al z6@Gyg=lB<7;ETCi&bkJB*4WwDXcso1ODW{NVh(*66LY_T9P-7fj?(L_7kmjxt)-p1 ze-I~_G*tijj<PlD2Wz`{65+hNY4fkU5>10c95ZF`xxAO26R-&W+oF}PrxN>=Smi6K zQ8(mU-Mj3*iatvHqNhq9@S-+Zb1ZzE9)*NnK94-m&(to)4PJy{D))>F=GAtdu&1vl z17D`|7AsugxA2<Q`#l}z#qQTEucD6Cx2+_32p!2CTW;ee)DP{4oWh>m!af9TZGn=L z;0?#Q!uJTmHxYg)RQ&LDX>Fua)9@qOwVE@oPhxIj-29X+KF_1~&Ai6I&*#0kChi<T zpCgOE=0XAb-`5x?70{P5dUM=1L;!kqa?YM*+{eRLDwJoyGn91i`gxNBdk19fCqIFY z8j$WZ*S>{0`+dEi?5vQdE3I3FE@Pkg^mqYHGxpv8pmLu8&Kq7OC)v9MJ;LSRxrI2d z4`j8+6oHH7xSQfjP%n-ohDU}O18=AP*0aIAib_0tj1=+V_|x*$)VDrFSC5d!2<r3C zYt%N?(Ba3uf1tJwo$5$04b6;&FX2n)oviN){JCgZL4o^!b`Ohn+gH@>hgvf_osk!) z6NZhX@cHZw3euHPx6NknX8r0x1o0=N7o%^snG;iNVB<%e3c44$h<OUv;OAGi-?|fz z1@2sria_6`qcy}M4)xoP-oDV|&;e0K{x?zs{=&omRBk<V5?ynDn9yfY5?{%oGzHK3 zFzL&#NbI%de6*U6d~lF4-14w7aC5!hGP{v8K~mx-c@Fo@N@dGb1MfZOOz!u4)6T@{ zq#_XoC+H8KFCOn^N8C@8W)MGtzN1pUbekab3f)esb#D>h8P>OX9f7Zy>O6M<r&96# zNeQU~PunCl@DlNytc>E_B%T-ZGgmIAc6UOf>h+(O;5%n56>l^MfJfhbL->LcbTh%T zM&GE=Pgbeiwa)HG(3{ALl4<;#BgkHpVujDb<28-48aJZzC7)YA;)UFoH$NlMZ!2Ud zbLB_=i(1>ci)tVG6s6w3KE~oaUvb}YwjX<#K7a9gup4ztxWsu9E#ReavyevkY~5|^ zyUqi@?%e1;3t=bdm1Fu^bDOYVl|4-8h%R_=RY~<f=^n(%%+jU>)GIW-GuIdKIVvL- z;$`u7dAllk{q~?QMox7|%Mp2S2ki^GPUt0_PugF+g?`m$tJLmPyq7dfmvcSXOSR#4 zQXV|l(oOeQ9l+;JM``9iO<^CYnKU6v2cJo;FAp5dG4B<4#3@Q1{!!;zJQW?#Pth;A z)`vN=Q29BsBd7}t)LXaYGEj#s$35>upWo{7P+Pkee2c_it{0fWA1~_>`5*j!#UB~- zZc6CCiKYbGt3gk&uQ~YmB6JRedsVdx@c!S6T(|=qNOH`1!w1i$N1?8{^Dq1a+-38< ze!xFIXYh`(1^AobOW*pdy@}K-$Lk+o@*uWOwU(*@U!V6jkc`&H{&(y7#5L%JN%#0k zsH5+&v-LkaMKSCvI_I18SR8%qZ_L#fOwjKYkK4aX%!~Lh=;OI*=wK!-uj%n3uNaqo z-y748KDv6r$BXB%_xQy;gH5Ivp}r7$<)<w6s66|@U;YXD<~JX@tZ}Y~WuEDd@W9X7 zI^(}rI4>=_V`XOW0eoF#@0EdjpC~YueKr}se+~KU3R1{V73a^_iDQnmsYzJN5WIt@ zvGU^@)QKL?PAs+Jyhf48E+fuQ(aW{+L?J#FggQ%ofPUwX_WEb!-?8AdyswiUgqP+F zS62-5c`oG9YN*$eK9TM|fjU6nf`Y~LIQDcHSzZbD^doWtCFvd@Zt#%F+?=@TMLaG% z{oiR5;QLPod=bctM{jsONzZ_<y`9Xh0q~}5o1Y40@OvFd$EZG4z<*M}{ak1O?k&@F z=pcBPlAV$&k((ayEn~C2al?)1k7!S`!k*28(>zuR6PSk_ZF38T|C^U#;an!-Jfq@c zwOsItf|~*7l7T17xl+d(sW3P9_mZ39J$Hijz`|Z?)LGZd4oe8(f8}18t9_P5-$dh> z%h#8_1l><QiY44vf7QP4g{Z?6MQPYR0<Tf7PNgW~d6rMkJTpm0{9Cr<B>4#(op2+C zu^W0luP@Rj_+E`?6Sz9UFjp!s@rUZLJF%VEaPtdv9v2d*BBaisA8_=!g)sV_kK$hO z-Mok2dzezT3x3Zchr}gBM&N_qt{d+0A9#o*vuh_DfEP1oU9QHs5D|`vZ%<W2@8T>i z9mwcPj4*PNRQ+%wNMguF9xwnu9J%Qz#EH1A;S%;5ysGO=>v!%toF@eu@1Kz#M5Ox% zsegMe*EKkHWI`wN>8sR^ng(~`%#Y~#82E2V{HlA$w}|=T^HU`L!0qGApC9~=_k>>J z=9ATf@S`yE=y}|RzjN$Z`XuU;vux5^9FKu7Z5!iTs=$jEUi=YpAN}9X18>q^LjS>} z%FmhxKB$;x>m2HebH}SoM0&tKT#TK+d=vGP#15ITb@0E!wzF)X;aljN_IJ1ndnZI! z4@=@X-bo*+-Q<UVg=VUAGwL_#r%$W4a4sS`C-s?wfRheh8Fhy)jGtt;;K~T<Iu#SH zBv#-){nuiK!0&y;w0#chx_ug{8VAt7sJd8oZY&)>m=Th}PATa3t#ZUKVV`CEg$w2s zeeT59!_v#<z==;^`0THY1pjYxT<P5*)P)+|6R&rGhrF)wJPq>)!#Xqx>WE9RhlN_Z zfmcql>s+AT!k(#PJ1vg)L*M;WqU0s|BJp!CRoH<SU*D4Dop%GC$<(aagE~LYF!Zr1 z@M&U4$nM_;9)!GYqSQtFer2kjv$b5{-)ncp&7iJ!e&SKKo`w1}i+AWNc*WB{OXq6W z|LJ93TG_d~5)LcLO<%z8z5V*(9X;x48X4ND4O@4Dqc{3NHR4UR(4x#A3ix^~1T82m zpr0g`wvq~bt4nbG)X9a;>1xrF+dlBqf34@t!i;&NUB#BZ&fdgLTQ6z(7VH(&Y5b`> z2EBCTwWPrT_;@}4ebOKGM$1?{SEVm>R5rC*PWiys<)eDbBe>^A_C39|z&RglYlilM z-x<3sRRtY+&?B97DfkDzp=&R?f_pWUI#pd0jDBXH)qTcw>~E4G`)mXLty5#q8Cmf5 zE!WNIbdF*_@8gbwWZ=d@&0A5YX;F87-62bbIFzSQpp}g0e%ix5<2!gw?(8Kge(0fG zBlZT&Xkc%Gh=6+zaA*3%?bVGy^nDK9UCab-TNn+?NkpAQ5xerL3H3>G*}GUX+^aZa z{jOiwSJxDra#s`2S5==OX)+tSj+SNNI^-!zzrKnR@Wn1>>^5Ohu0-kF^KM7*@U^qY zTt;8wyi~8J(aFOvuUtas>J{K|>PeSdBG40tJU7U-b|LEd%nRm!g13Cr$;>9~Oz7s9 z9QS92KCYqOP2jdKF{-d{bRO^7#mRmzEBKS>J%i?F&9M(Lg_dbk0(zTCmVHMg{D>Q_ z#^0oX`{MRHNx#R>=`UrSGkb@BFKFb;1wFFfkC+=h=;!S8I?d9`g1M)g=8`v$!q+N- zJ?!5-P_Y?hPN?%Bp3H_C+yrk&|8Qkw%M$a0lw>>gfJ2-1uD@|KLR_%xTpR>XRejX4 zyCnd6;KWyd<eHIB484l!tMJ?_Ja{<vV2&n9Yp#&rolvj$S78<fF51m&%KHO6_Fzlc zZRl-^r~-slpqmIWprKCc_aLVFPWA>N?-sc|SoQ(`M&F%X8v}eGyzZr6)q%cG&h&!B zQ$K=cO=N`59`B2bg_Cm@`T=&W{HTxK#9>(;oA<JQ#D%NZAMShv-40z75l;@kldzj% zg;#MtzT4i}uZsJ$|IZViVfg+pt3TV-2HnVBIf3M4;LS8s>!lr-SCkjOPZsV?1kpZ} zV?KhuoL>I|zX14@69)?48~MS9fLApPx?yI`x#bg=eF<kptMb23P%m9illqMNDNgeD z!n7Ic<r5j(A*kD3o3iqYu|H;YF^xY5d5qK2H#!D&&SlxUR&$&?6BT+M0rY80Cu!&Z zc)Af|N~Am$m%tOpPKpJC$7<Kt65Daom00xo;~MoExMERl*f7+SXdX~Xin@(`EPsx^ zJ_a82=YVaJbQ0!X!u)Dq1z}EwP${EUfxcDF^NvUv`ljlZV~?fbr%*9>E7T0W>Y*Gr z(vWA2Ib2PhPeRx3kS<n$I9uZVoBCgW#-f_1Q|BG>Bz?QPn<x5aS1WRIpgY^Oe1iPP zEzIfODsNZ%0-d~_tbGdJKkGTYq_}8z!WZMuq*HDL*Rv%d!I%Doip4{@GWbn=JCl8x z{Rn)so7&YoCeXh~ZP{8zJu)8YZ?a;8`Rs+sgR9`*wj$o=MuR{3bm>I>9s%IsxAIh3 zzfix}7A1VY?@OFCAusI#&N?q`CAt^y_e6*6lOKHG54#ta7)XJ$Ik+;HpriO@qV9he zb)bjLd)qV7@bhZz^;K>5#y;i*=PBqJq73f&@yCG=VQpFT@P;pp`1;a6zLQaJiLaI( za{(b^lboC2MWRpXDgm$PmK$}+fG=Q4wdyU!oW+&&$+CmE_Z%t}ivs8e)YRvaB_~5? z!+Ox!LCKxCKJ~>a`i>Wof3vT?6LImYT+v_#ttSyj(cpgob4BYkEebl!uEgC$=f{K4 z<+94Y+uC{Fg-~JqHucYMHeNC(nzA1C1-;GCfA;XLq|t4Tyo|jfuDeF;8oi*m)-Ag@ z2i%gi;Kqi2e^^{*Ih#Lx%v`unNULIR!1U;KHBan!4zG~$M?Ron=aXM2!TU|WRYv;6 zoiLI2Td9vlUJ1n}3*_~Eo((roL-*+O^O$wIJLXHaSJKI4FfY-}5<*}e%H7E=sHPKh z1()92U6n(>&5B0)Z6^9Ueted1`8<f783#}rdJyV0COg&<uOD10_gUV+p7a4P$E8=O z$9vT2Y0i5S?*^WR5QqE-&r_>M_|RY3t(N$i6@2ak7Os+8g4iqhSunkJ1vtPdl_dE! zcz=@GhYM{U(1qFATt^-F*7}W$iW}w(?Uesp!~DW#q8p7-f*aw^^7p573Vd#Inw+f! zeTj3t-{MBv(J%GWdr9>U{c-z}77Z=*gEks}6`<bj@t>akG!0xI@sLCc{K=8`ufKm8 zfFJ46-8Atv@R14s_Up$zU*ehTueGfn@J4pKUi3q+NPN0sK8HH=Ve#vWnj!EXjeh*% zl0AGGHz+RVBzj`sPpVhyG0c-p-u-#?9`sHbDGOOXzC_nV<E6I&ZiG(bZlP$zImKto z&ZqGF44BxnJ@%uo_w#;rnILp>$GBeT+{K&-i_NPMY4Fhe@%zq>;rp!6B=HY`?{U9d ze>xHR3C)~^^+@2<(~XQ@fuEahdkfH-qMyd~EM{gIb<pE0&9`OIk5d_XeHnV5;=z>~ zw>IcsO~xoDhcFkGs3B`_;ZBfMv6Q!hcPlWpe3J|wzKLHl(Gq<ZcPpjG|MmyH3_3|l zG5~*HxfO#c@Y3&ti|&8MT<fIQL-zQ~KE$0Nr;T4#=u3?p)Dtp7AB{ijnxvT*vHwO# z@?RG0J>~nr<N%(U{5J9568yi)M|3P$!53y&j2|612Hq`wZ%W;$2f@2**3$vH&?)tW zc;{8<Ge3^<TLTZA^gsWeX%78BjTH4f)Tx^vZaOaCbtSqYyI7Pa9EekH^`BQrv3K&X zvx(y;#A}+p(UtpgpVt2Tl(IzJ@;-V;8t*Trxa`{y;ssf+S?&$QBOj26uZ@9A3{J34 zAigE#e7SuGe4BKWLa^Br>;c%NX+#cOlv<)lo0bNjgYT1+;vJY%uQAb*K%H8~#{1+^ zGtPBG7X2FP!C?lvqV(H%u6us<-2=WUX_$QP7>qpdar0Fp@~x|M`PJAn@S`y_R=f}e z+(K3;Zv#HgE{e*gxDof};ZkG-zTeS)+jTAQA%y>rLzOs>_qy-B-v14_>+#5`7V!M9 z{K($3*uqzAOoWR%6?j5xFU^ZX;9qW2A5JoICnf~bvc6%iKs$P3I64`7ur-R3Tv3mG z(Kiax0>8d%maowY^SsQgx0FIKUzE1!{)YWFe8zVA6!7Btbl%VD=9<R7wX)i;V%V!1 zek$2g0(jUrvoh!w^0LW!86QXB(rflEEJ?+FM7r~}ukX-5D!veUI@AvR@!P^(aV2g< zDevs5E!2;L7jkLqRon<m5k~5u5a9VQ?@YFVYrIoyLn!wl&)iG!<~GNiW6THf(Lyic z4eMfU9rXJ5G&N0Hxsgvd`QKEBfmeOHCiU3%-+o@Er6!#Bv}Y^^3}>N(EjF`rkc58m z!rPg30&|$3GnU%X2kF-<NXj~c{`YXFR2%RU&8r8dip%i5+bfcV0WhMKQ_LsfCh)tc z=W8$2<<3;L0a6z*=fri%gcP`zx4c^@eid`VjJ!d2@$>zvCpWqnk+;%9FZY3;aqM=` zx$B5Iz&zXTqi;Ql4{JNmzVCnz!#n@&5A?AeUdY<z;2b6$N?X1&fjQ!%o?PU@uEdt3 zlfpjKS+U`)kL7IPuSE4?tQmFFurT9<2oHSMBV;;FJb_!88Y^owus1!3$Il7h$C@@; z=5!HsV#6~(SnzjltO|G>!ugAE6CX`Rykgf4IsMKCaj~aVD#8@+BV*6}7Vz<lmDLkV z=<9TG*GR1-;rB^hUz`BHo3SIp;AT4T*Y1woCuG<!yn5(N?pHs8GP*yJ&knjjfu#Fy zVzB2vt!n&m2KHTb1P|o^uW&f6lbswxKb!M-&+@7lG4<|yY7_9{%2jzzdED2{AK#_7 zpidoCCG(AkE<|+7yw@1K9-keDQW**64t^Kg9tKa$Y5%n=4EtuDT|S_C26;G;^s2)< zyr=K%3rwZJ*(}{A`aSRASGHb|Q1601AZM-NKJYVSH6;oc!G~sVMFni*_g}Ww+E--` zef6E=|GmN<F%R*J+`RjIi7#3ey?T<q#Os9O%ksP6Kj_&PvDJ!uV$7#w_@6t`7^c$O zh&pml?|=gTcjO7GUj<T2zz;o2s-*C_bjW*b*;njNL{EKQJZuHLPrLuaSsm2(thLYj zkT2~IaF_VYpkFG@R@>wOA5(IHAzyM&BA;UGON#ZseU6^lQ7-WJdz5$8D;f2``^w(T zcK95Uo!m`9U=Q|0yxLdrhvEN?vp&U~48>S!(j~+R`nFvcOnc$CN8dVVXN_}h7ou`_ z5OtHOW}_J5OXn%a{M+EyE?jpKn?avtHBF~L89J`r-nC~675#~5Z(TkwE7V~|-7DL` zC1Kf(O7q~qcyhiRE_{gnr`txhL)!2O4B~7JQ^)?=zrt3pyy4$(<~yScy{k8Oi&>ix z`qQ?PFNE{3FHgNhO2f~cFkFaO7IgO`whqVBuoy#cIN(KXZ|FyumAj7k!6(JxLbcik zaIVa?j18C5=nuMFD~KonpKv{W_ZQ%;IJFC`E|?RcJ$&FvIr?IzLe|RMx8S$I<b0#V z5_MTdTkVbn)RE6ZpK2iQ4E;`s^F^I`u%|?JmoxH{Qu?se9r()$bWX@(9*5$iVvXq) z%yos)r0m&=`umLf)q<1mgjD{Gj8#W>;)YF6&J6M)BU`fhyFqt?S4uYgV+H(7+BRM- zD&X8EPt^yU!+w#?x1J*+z#-Hk^hP+(6Artxc%v{k-}g7<E_m~gE_P@B`S#=r7xy=S z2R&5Zq?!u8$)m^e1k)wxsWX+jQ?EmZv$f~fFwX0PJkRCbDjr0zh5ozTzqqIRhH-3j z&{4EYWX=Bpeqj8u^Ad1Kpt?kb%vtEPXGCu}*rVRJ7>;4&hVSb5u=0z0UPRl=(Qtjd z|FoHVYu$yI_o$Vw+D%|S%;MoNH|mGkHk$Vd=u<hDhkuPn9rB-x!$_+h@U*Ui?YgWx zp*=-v`!WptZow{{lzr&K%KZ{MzX+Y)ZNpQn^Z4FkoQtv_JcyE)9?re!v-!(#3yN#t z-VJvCFdKs}8N<h(aVE@-Og-u>gf6!6-m`93<ZW+lA$<|#H>t@Eml-|y*Ci)NUrK=g ze0ouQt(+fWlTDXf3H~{(%iAU_A3i@mpLr>PFCGuyy%dP&?MHhe*$aH;;(?Yf+B)2e z*1v&k&?nq-{4|wWg#2fpALb2y{8_*6D>~$F9=YAl?{II|Lua%}V$l!ilwA=!h&g~e z0#1`pJ>maK(zJ=Zp>a;%Hpv?EhSV009niheuQ0o)nE-E0z9mLy;P*-Ul)Vpisffl; zzH2YQAM&W$ntn$;8lyz<FF!6!WTstF!a0zgm{?}^ASBa<uDk&Ln_#m#Ut8);gm67~ z`49Q|IT`m;Y3#iup)NW#4ZVuD!u6Z=#pnxBPwp?1L4MHpRM^yYA<DkDt6TncBVL|Q zsL~<>F6r^vxyg%u*VuJ|BdDWKo+N$pjtzZ0_k>dmsME6(`WI|wf!|E)mQI7;iJ+m0 zq5R`U{EC}?P<0o5?pro@#{XcBx;*F=6$NmkP?m8N7xL_?!mZ;Lo`jl)zuov9=-U!y z611a$oAL~<T}5B<vy8G}bt8Bs9jYdehuEW6P)Xs;1>cNqqdk8m!OMPV+IX1^zriUg z&3(`f@o-UC96tu0&P`Hc2E0D+!86J%_<q`>ZdJzeh*#fSSczEpnQur4Ff?J_aY$sg z8~T>D^G3ZHZ!q6?Txi4S67Z1I;gUy)ACaZ$YVQ!Qh#cGVBVrze&HaG<92)q47)c6q zZuk=++$)lLN8z`SnpSjH8~Y0T+vxI8H}BD7+4*z<dj!kIPdHx#Zyjy%U_cO`_wJ9Q zpTUckzi%jCL>@l4={#U&23^OjyrVVFH>;iT*sK=(FpI);hp@LW_V=N)mm1xPJ^WPn zM%mE^rIXY=2HY)CI!sk_0(pLAw!Hfa_FV0vYjnJTb9a|4!3+2On1|I)pA2{6z-jg$ zH`l<cY2JRS4E{)AY1ZZ+-`JRIp4*Q;^OYRZ@CnqH$NNV2u)}BJ$l3e0t<Y;ZJ<)dm za{{`Vo=FLd0_b+5M@;pAi$3n3e(DO`Jm<aKJ^2VeZ~fVCj=hC11I<9A&U5%(?Dm#2 z1W&JAPx9LzJTa-I@XVKL_z6EWqkO)Ae0D>>Jn1iZo2A|K0no9~Mx1xKf_QX^J^p=X z0rY5B|I_<6<VAGT9OP;>z}(4Z<D3@i*B=``Uz^{dzi^slLcSR1mhM^XF<&1dUJ*ix zr`TtFwm4nL*PBSXD1L}<2z8hpdmw8scq^4{dCM^Lp&!l_+UeuoFMk?#Mg0Ey`%EGw zaAx!Gz^6@!r(d@P-_g*ZZz(MAKO=^Dh#}SmPJAD7ixee6U-(Qd`%4D60Otukf1AD^ z`iO@wsTv!R_uGcM6~Gg@SzU1z7sKbOlFF`tPT;R!Rw)zooB31~Df7rLFRgX-=Cs|3 zCBrYS`B~`a=#qAH@A4&%>e9OZeS>*b%89%7ct5vqS@f8oe)T+ftnL%~TZa<bf*e<{ z$GYxMpE!840PQ!0cd`H7NK+uZf*F0f?{Zl?uEF1mB(0+leca%kWEK~JL(bCgkgbFN zbHN;Jo=~6t_qt(|dmg%D5;y-zJV!0>@^)oS_&n@idekip|Hu7`Vp1hIca2on=)c2P zT)QdeDg48gZ#mYSK7f92-`e{>6L@aVw~h}<!x#6$^zB#ZxBk6-P)W?okC5SPIpIDF z9n5T5yAt{s2G(3fBZ!a3%U7wA#KDg|ZV(g;hc0uXZd8uck5HSK{^Kryxz#YoV_ciS zC1$;QX@MK{ruWK;fLD8$GMMZlkM|}NCVmC}5y@nA2gvcgY0N~9%i?_p2Hz_hyN~%q zIeOP`Rqz{OEW0{@dSvls*ELb-h2yzh9+)tqk4B+peHHb*X!xlWY618)ma&oR0uMan zv)+mUugcLaF|ix?F0jU>A*sxR;8B)JJT8woRdI5z5b^W$*!gsMHaxHT7uC-YzlZe{ zulPNO-@~lQp_L16#1Cnk8foCo-rb>XCQHzVEu7u+h86uBfp1w2i>NE7hlzGc@ZCb( zH(Z{g-~Z(Im22bJPyKdgeEX;?QRZ*tvUwPI^Q+DFy$mm6b_cE5b^-JyH8P#?a^TBo z+%^9q{`)eQ@g79H7Hx{;QabEQ{5&>)Ck?pqCMVamH5vF(51-~~QUyM9J#m&{3H)Zj z2Z;+uu*V>^qir1D+q^gB@fL8|i=IXY**Cx;Cysh`p>L`GaMy^I5%QUm<gO0jxS95m z;R{#6AMUYU<OW`0JZ2D@z>m3x9Tb6KZ1Ce-I$<j|g#BdOF|L(}doIP}_b-3NzTlJd zd}6t%H&QQCJSg%a9@d`uHi~{9=g1FUX?6H^g?v4>4ZVi9QQ=G=>akPZhv@%G!CxVx zFL*!tPQ2Am=8QAZCo~iCoksqB=iD<^0URRu_AY&76ZUM9gkAfGf4>c_rdC7etPr;A zEv*#rWa-Zh2k<5W9|U7!&Lf{+bh!2(zK<q-k#-IEnZGgv7CNeU{yvLQZ}tI)el0B0 zEpsN~3-~VIFof^=4SMU#RN&=C?~8v1o;Pq9W;%?z_hGd|-A^XWN0O7vRU@D6XK3R* zZHqWsd^Y*&DtMQRg<a<k_z}E*y)Op*&|j>UN>}{@{g3RAC%@1Scv{^mwU&<OUAcOA z7C7!}xX;Oc;MKN=V`f5I@NX5Xe-l3ios#U{6?MG-6}R7WU4P)qYZG!>7<)G)#p8}2 zK|IpCH^>-Uj`^-B#^$;W=rx8+rK^7U67=WfdmLS`zo2I?b56Gx=3pitMk8)|?EGr) z!-IZkrthqOC;T4y7Dq_cu}``xyZJHrn4rs4E8XA=I_g7bjWmE8W;pZ`&@WNW>nnQ@ z0l$5>zZyI1!2ekpL<RuI22$QWy^1(1Fco%fKi;c|jmXr|K=?XX>Mk-cV?R-v<<fcZ z9y*p^u6U+F7x0X}@Zkt_)e83JdV|=b<)6|X3f_)Bu_1gt)`g(tHM<hN20s3rCL0sx zU`(``Hm~7+h;e?A@WmXH4t3r1Db&y25_4>W=ns^7ZSOsdey+W}K8FY5mFd>GET8M( zq3<tZ(gOY+eLiZk+vqEO{677&4tvwL)7-kX;hXqTF}4-_Ut83{3bSs^!#JK$O!tKE z<iY$ho>=(9IV>0GfPXMsn;7PX-teHuCu^Hw_?Q`<n{5LASgag=Y>fZ@d1fwK#(OWq zB5%Vi7XH<*8W`j6;v6Yg8vQl}ULu^k)V|f@b3Bey(ZQTh+<?1=D9)AI+~y~NW7uC_ zmz?_$KIbLmBh!rN#}`jU@wI-358<ibQFl?VlbZACN9)5!zTA_$7x!+XTK260_@d0_ z?wxGx;GK3gT7N_zNsQ-^>@+{>CbC0rOK#X3sN|T+iFicw`onJSAm~U*r&uNoz`vd9 zzV=TyXM9#;aS?bl`I-~O9n}BxR-Aupk)H%d73<dS!N-GoZGM0ac+mYolrs7Y18-Ft zvNGWRyrFS^U=MiM_do2Uah^x>^o3{dBEQyt>k#X}`MaMK)(xGy(D<Bra45c~_U*Cb zFEJ-4I8d;!9ec`S=V=viFB3F--{j-GFB(NkE;gY45L=8>`{_<>_(UW>M?Z!qyX#~{ z9_Gmo^giH2pL)5;yQma=X@73O?VG&5gjN%)-+{-NmwVT^up9cj4=*0jm09}{(I<aR zb$~~ds~)@@j_;#fEWJL0&$pMJGFKX(@54gNbVMEU!MR2$Kg6vo&r1KN=(^*v+~cSc zLfN8{5mCs@%qmftg|ecI@V@pcWJMyQkc>nW$&SoKk8y=E6EccQWrRY=x~ISTbZ_N- zpXWEu_nh-RUq`n&oRed>71LiKkA<(MWf%O0_cFUIB7oDAh7&<!VjpGICA~ZCNSK^9 zW*%4p-+y@Mcw{YdC>kE#-p`A9Y%Uh1H+RC<X`(rqCk&lQ;6w587&39mU5tWO8FK_g zcZYX?SKPm3=lb;!{O~M|4o<`1XC5m#XD@<Z6%Eur#e}&I=2b>LUf9>3x<W^lJc-Wf zfw=lh@DEi#w50~GD=)gEmwFTZl!UU_W<PYc_LzkzoclK!TTTq+;LlO36nkJE#j*UW z-;Bj^KP6v~Niacw#yCmzt`6#gB0uM93i#bx%*qD3NyPB^seLO;&^a_h&VHhV?@;A; zRkjcMCj1m0*MMiC>ljTO`1((`Y6)Y9zE|kU%*F#>&VuaNLvLO1HJkM;CE(%o(-dc) z1LrrGKmYqp34ZdH)UI>j(Hn|Bmv!JA>3sS{^R_>DD%VPtCg7u_zaACwh2V1p!n0I- z9f@(%)QMu?&8_2dZzlP$A6=>4+(JEwQbSqO5b%;eM~52y;*eh*pnN?C{OH$9fx5?V zZZ#LYq2OnLjv#AhoQLmG>5}BN+3iS(r8?f72}a+p{gc}gvcUIZ)<0LdfZL5)g{;AU z>d?H6)#ih)@<{lIrap4utF5Uw6p-H_Lv5z`75xyOzA?(iK^NXA4lwxxo%m>?_<s`E z_i^DY&+xp%a^k;;>Y^V=p}nDL9C;we-)HYZ-I9K#;6c9*aB-l+g%6qV7i7OmIi>{v z^etbW%x}<r>M2UXz+d>6MBH24bRzEO-|f2l(1SSJ8nSyg_`SIG7WG;!)YUeN4}FHg z*V%_@$l*Mkh!VRI9EkoWjSa)?OwdErzrKDCf0A5|$`N18U2xOVO3q<GUWbcy)~p0_ zd#j{uY=zMW8MM@NtpYw(F2(Pcv5sc4_dP3<_asU*{yG}tURynwb?E$c<Q+y?o+-t- zs!4ju!h&^lz>QKneii#?x=v#^{9i=gWQTAonaE&ov*?Eocl>wg?!DpQ8JY~jDxsGp zvFK2g1mo|WZFUHL4F12}kQl}HXMVrho~Vm^q*$5K``<daw9Bcb9Xvt%^_^kBM{^fm z`|ch=|NX(hhU3sjq#ZACw&%e2{rRamS0a3jq4H@?=sP+ZJRm3mUgS%1X(A2IX|^vn zCgi}A_MWFTk2XRsF&EPv77G#)nfF|(<s9-TW`w7MRB&Du+U+~D?oQ0#<BKwYZ|LY_ z0nLox$gjJxaiIqOE3yCBIN0DvEvytP8jnHWPQ>Hlc^A~(e`|KV!FlRCQdL-c6gf$? z<%d2N;2wNjO6mF$^O4jIeC|SbN&HGP$CwIU(BzSR)IRh{u{*6Q<-+F`*7vaP6wcWl zK33JZ-{rFRoji)?dGW*ajvdj?#C~>%p<lrN5)Zyr8KUptl1%zc%fEe=X~bTM@4wuf z*L>;(`~nsw|6MhLPEj6M!5@PDm$fa_2RPt^ocgQa`Wbv*;CN^*{J37>V}aw-*l&kV zsGUY#D$XCV+;STF43DIHF8pq!HR+gToO@6A<)1Npj{ckPk{iXg@FPVF4Q61SalClT z7j+8wBiYE^nggGUI->v2A?Sr>ckh|Iz=xsOT4?NnI*#UbP2@A&yIuRNYLIujB6#HY z0TD;y>b6fz&G^1kPg)p4-LSt5f`moEixtQHRS*Zxxw|ToXb}N_=m`I+gfe_+DSk$E z@QbIXeA990Boo`xOLl9UA=i5KTY4z&n-ojN#`2HIUB6_M%Jvxh_F;OR*)8;GS;|C< zLFbHMDW<1Gp8ej95$D&yF~!TS`MKb!+Uc35CnuoCZ_!)0lM25O(|`Im*O5!~%4siK z8g!$StZ!CB@CkTT3S|UBCw+ZZ<OR-g_1jkWPT-suecpakj01eb@yOQO;9p58HtXA6 zG1t-UYPl1h{{wvip0l_ojQ5Pu2^&DC4By(984tb6ktSx+l}x0E$j60)XFE$ArB;q| zBzT|S3BQ2)evhe*T0Qoe(aV{Ie}2qCw=3zC(3R$d1ZINoK+jnhvAWoYxyfZU9|}-k zSk+Q;P3(rAO4Ca|kNco0bN7>HW{!kbX&^(0AMj4A%4r6i2iCzs^Zeigxe2#jYTGfF z^XfKdqbCl?;qEO>TE_WfbRw7yb>9kmb-gDCeB=VB@6o<NAL3XhxBddoFNYPsP4G+7 z+3ozdp^Mb~71;e#0ewJM_lM>_a3buU*FO*T!JLjMv(}%u$9Mu>R=%Zyj^vS(!iL{Z za&j@V#X=V!eWE}GpP|zaw$9Kf^g%bg{O<wkF{5j0`>If{em!<i_&YV`DUFRcy+XaV z!asXuX&L^K-HE4_kY~K7+)?Qh?%Q8{@^*TbxZi%KeO~>Ie48w$t-G(HZ{ls@UGV_q z#~EE8r5yvG=6>yrEAU*%z_oBmtmBIzFX~5uw~7u8&}=Ni2Yf*`?ke8jn$>T**xRU& z@4iti<|h$~_J@f$_;%%&9*(3hpwF+@yy7JAxtg`qH!BM0m<N2f{{T<!Ht4b~0{B^0 z=G67-M)c3F4;@JJMt<L^!>gLm{c;a~Zsy&Byr6Emm!;7C68a|urW=7T|JzT!7dSW7 zN%4&ZbfnJaBrfKY@OQ}nP<v1WKK-t>$0GDUCmjlJ4&dXW57x8A<?y=%Tpl%mKk8{) zDQoc{i5Q3qpHRj*zLoJQ?GSKG#hIYP8#&mo_a{<$z`r!E`<|JAALa7V$LdV!@Vy!2 zeR>@TKl#4=7ru!&59<z7a-h!C`B}iopyEz6e{dY4D#qNtskenspetqOmTnsR!T*xM z6tN5MvHFh{*V9q>g`R8*e;z^qv#2KD2B#B2)Q6Bs=g369jhnNak~?v#QZTe0dO(WJ z`zA)zuT!_>OT5|fJRH((UKzkgn<{0jv5L8_BQGRNYsrL4KSK;(GyE@h83CU#hcV%0 zs3D&T@-nl`=G3f^V=%j6@(BLApC;-N3*h^Y_bsr$A*28Ff{=XMF3d5_HD4^f>qy8o zIk_;Q-jI@c=#qx|Qvd2=7Fh=U-U}`PzTh7;9>;&90Y4X{v`RTy=?Xn{>{QeS@-fxs zpVGhwvTKL3vh)||w#GUPbhuYs(i_RqbtFRam$|J9c%-e2jcNm{=!5x~YudLAABf;b zo|*`p*XkD!9~?zLz=*t@)<1rv^%k#m9QZK?R;M`N=fNc=>3?&l1le6&>4A$%zF(e? zE`vYirYKF%d*r@Mn*ON*t{qr7@v{ne%vI+>w;2=edEN8LV^-+vRx>OgN4;|7&O~ez z{IW4rGuC#%KTS0mw&ziI6&$1~$vKPqr;KN97Jtu@^RwX-^wYiVVjqu39k&{!vo{jD zf@U1A(?=T2xzVndYXq-irT@V90{Rx_=my&-valciP%9^VLEp&W@4!=I@H139+RJD- z5yFCxhqr{F9=mRB(*#{eCt{3~<}`GSOO{3zsF(Nj#_o;TioCj%<KyZy9>nU6`hJc$ z_!pi&XUW9*baK9Tj&mHoL(>a2X1E7;9I~vEAH(Og3_Owzp3TCtOj`i=V#Vpq2}R&_ z!R-spoY?1T$2+XG!AJh}zH1}hjCF35P36}Hyznh_$QAgfB&j&=32?mLj5Sjlc%Cbo zK~;U=7elmUd$}a=^LAFPSYe-b57p=yaRTr6WIH`<b|C`x_lD6ZgVzr8IqVO=-x3|$ zDL0%0Z<x%PPkh6ila=2Y*T8?3mZ`Bfe|II8l02?ln1p}Au!%M27wVFu&$p)Hd+3=S zN%_i({(;45fz&ED!bmmvg(-O7Y1OK}WEPxf#mXfb6i!5j`&!fz{+){1Y5rc+i676u ziDkk6-yuz{vtf#UnwBkb+6UbUDLJOdJ%4~VmWP8fu91k*APJvKT>o^e*oXSi{mwt5 z+IkE1{N1sV+;r?~`gR(jRD4cj)tlywU%>yaJm{>%T!xt@_pOZ0I2Qvr=hJXrH8s8B z`rQEjr$KT34tT(i&XR8@=5P)L+gvaqK_|UFPGnNyzMNY<==c$OZW$%tcdRe(!vAV- z$~hA(zpG_#L7zJ2wv*cS1ag8>gX2n;kZ(R$mU5y8{03V>$p=2<-t`FxpG<WoUJhtz z%RNHf&&Is};cJ{bFP8b{<5Ay-?wP!|4fSips}&jeuV21grritvjL<o*J%@FdzH2O^ z8}*OR&C!V%k}Hwg!`v%|&*vgip>q@b>VUpY9}W6FY8{Lp)bhihke=1-Ck$WTL;0W0 zW6)ETC*Gxo;QsE|IW69Vy14yo<6E3RHZE)St+$}ZUCTJy0eq;)%0PP&c>kp|b5<>M z^Is2X_xj@Vlv>CYNtt5KlofM=0{;Jr2fGjSFk`;$k(K6L@D4FwWOHxUpnf|yWom7M z{OBGp)r*nf%ipw3@4SV%^a&4d6h@<u`1Ae9G~|^&{=(THwH17alS{J<&iQpg@?BXe z<X-;}V=$M*eA_iIpSW1`quM7mm|t-u&ICNGrOSXnp^wkSMg{po@>(UU-~rrNf4Bbz zKJ(6^eSe}CKH4an4Rh2d!^gKiZ_dK|Bi(F>1OE|obW>*h1@cid6yNrocO@S0Q=lyX z{@Z(>oAw!=1IJzd!)@SEm4t#+W#CtOcA3^}x(9rlj#FDL&KHlJuQRUg!9LNa(QGWl zT*1TfpSEwsd1-7gqp}~o*e+u+R(14IbL}!{sRl2waIQKE{95s+bgF3d0bE~i`V{*g z=F*O+i7_*RKT+=VSccB~ftp^Pgns$U&7ESCitv35OP@GiXir2-=Bjl<$Fj8@qf~hS zzUp@OFDGvJTv?CA^dVn_aldI0V>|LYwA*J!@VUCS)YPqEJsS$%>i+~jMsnhI;fc@4 zUAWii{q-I6fk6r*d(?02UhU#M%ka5%NLP{IC+s_1Nkw%LeY&;_ET%Z$hdUKD>w)_t zG@NHv?45|aujUR$0v{>{P#Ep|Ng~##{7rQ<fY<$smc*_jclPk^S8I4~=eO<+69<ma zv#NYf{}A)*kNkSs>IlE{tWsvb_rK>aP+(Y#`<3gOt#S!)*X|QLzvH=?sP8>vBLp6? zhyUce2=qNz86H(mK|U+9J++WFbZLn>+nxA)blR4*Plk}Mod2r8Jpz0-ua&6S1LRT+ zthq>eVGcp^rdzxS@?unz9jKCk<17;Nwc$5-J|a$)xdb0UY;LnI@HqwV#eyR^pH#h@ z7yQ1X@8zsbjy&F1--9PRBEhTeKX$LH^Cy`IUhO(pi}hr^(x_)w?nIn4**&J~gSv*6 zBxZ^GyIwh`sVD}ynD<hP4%535!~7R$yl8<BRH{pAz;m@m(F?}jg?^p4^hwnY`i{T6 zTVD|T4y8KVmQR2uOx5^h{l=Xj-1GiQF2k>HcHP=22l(_GW%{EQ%&}~s9bCtG^7-)C zSEV$}<I0)5rjPyZ+{<K{NCUm{<K;gz_U?pg(8+U2t?<Du+_5@>dNq=V<&sb*e4gY! zk-KCMqMO~rz2uJ*F=5{E%^A;cC++1PA@C0GLM$K90hbGkH*QS00yidk`KD^4e`)uv zE~5j;Cs;Gzr{9k{yUy204El<?)VQ_*@LFNKz0yzMi1^xDzoLDiBfY3}np?tpKXCH9 z{$KR(c$@rTyowws13NJx=p1x`J1U;x=hB?Hzo35y`hw09cdZ9-@AnxcMO);+9A?V+ zbqaYav)ew<T*dPZj@CSg^(@?dfald+)QOhQR8$G*P<qJ<<<M>E5>EZ9sfT|lNlA*< z1h|K1_8J>>ZN15D>aXiu38N7)?J;jhBBqs+IJL)>h(EW$C4<ko945GhvX4ZtDs5zB zfp6|FP*;lsK3X|oxfTMQTdm)7k_xyn`o*M{8J!Cun^pOC)f@XmRrY-*c!rzr>(1BR z1m7`rxyY~t?<w*<W#&;w;-%)3%WeO;5LC4n2FCF{EH67>&A5#|vu+O0`e@`9p9?FX z#r;&ZZt%$fxOc*HKmS`kXM&3&Q7)MSddHg-y-;)br}Df6xWErnZr6HsM;y<Ue>%nY zEcVlffOj#_TfE=(>|0Jne|t`ZM{g8(T)C#oU$p3tmkwrV6hMxQw7hm7>SmLNbO~*v z(9^n9;&vLs4|p}M%o2H5Q$IM%6>$$lQ#VU!!q;O#bxQt<GjN<sn6ZR1e11n4N}tOk z?{sVjX~$Ri6omtlw6KnZgSu*N2*BrdS5A)-cxCXp+*YA%yg$=J0g;D*^Vy|LZgC<H zt%*!`@eO>(mv2wA4&Xf`<y14H@4)=}iM1i<+^1{l8XE9^$oc)$cj?K*P`{&nyt*4< zGeNcz1+F-_w|X*mz>zrDv@g&b-{*7qU9nZvWx3MY*B%2;_v<Cx9(oF%^rH3AOyHYy zx(A-tFQPwxM`e7CA9A=di=Hjv{V|I~adhJRI1-)BV2HZRK!h6xJr`p44_eiA+#5_o zmwu=pc84F)`gpYn=5d=ndBlR}*cEM}yr%}f`ZMln6PC#5{^Z;9kI$`zD1VHMelKCq zZVK#&-Es65cEG#bk9Jl2e}~@cC`NjE4?b>nY2I0!7yLr9CTG!4w1@9{S@cclB$u_h zq@h<@-`J)20qZ)`PorkC?_X|EoBkU7<}PXKr6-~5SQE6FEZD~x-HFpSKESK$5xr_N zs6!OOU$o&pQWtmbeGZ<b!>B%2;3@L6FKTvYT!sIrDecS;@OX=d#XZge$2}T$n@E~> zBsP|)O4<vZ3FRjz($d~S*Us#pb%JglzeC;gfWH$#>rVS{Qp<@r=OZ8&37l}B;aIQ8 zVes^kvai19qc7&nu@+|NTsCuRgG_kt>GRT$X!^jfM%gqiNP|z`|N9O%_zL}@9~!g? z@K<;jZyo#z|1OPJySFO#g<+A*A=KgJdFq)5!2f-vY9|cAU*5Ll@`;urqn~c!y_+l6 zYYY$T1^AnvFZ%0;;JlyRIP_2%evk9<Eg|jPnAbPEg-*v9ym!#m#`Wj_bY<yNo@Qhs z=A6Zs)pOA4D|)(59)n*~t?}v1MH0cr)%au-{t?^pBBwiim?sePc{mHtJ$5DF#+F*} zp<>lM{?^FxVy)wkv4Q`)$?r+eckmBq%<WXcCwYJFk@2ZVpV0gz!EIZRe_q*mGB_D^ z$;!45qTnU&CzS3<0nbE3PhV}%3_tN%N5@y^fp=Mak1u|NUU^{l=|5a(a@4<aVI4R^ zmwSUWWKXQ^7gW9a81?6zNxTFP^3EPvhos=Xd>6hzec>+&J}zZu_A1~xBbOpGE95R- zJ4DM62);^!DUO635{Y;%mb0i67k<uuIR%_;^LBc8<Q)3?K1SFXsF4ZxPSJOoIB!1h z+^Czs0skiFQivsV0hg0@@u{e9Oj|Za6pL}sU6I@6OQ7!}ld{nHGxGVf*;=`FA|Ju& zX@nB)e`Ck-%_~#zO|_bPJVu>kAZhaJAOGaps(P9rxf8z^Olw4!(N{J2Eg=+mTy)Wh zB1ji?fZ5lq@;>-*N`jRmsBr(C*P@!e2%r4!4QWNxiyLDp{9Vvz1S>k`_JMyXjbt2) zKz(6%z;mycnFpbmQLCL^4P9iskt$LF^PhiGvI^Ov--zYYj)@HTD{rr?4zR$liCFt5 zN5JQ;4m(l~V}6)L+}DtH=!!jYB6Meg<HTgl@85#1#8|v;NDE)Bv;27};1%lvg{yQy zs1wEgM{Z6aS3ZzAgLD#k$E1W7&10B<QP|+(ngxG?-tc`RRh-8ItMk3^2`bV*{1OSg zwYIi0mkz!EZpAm_z2J@fN(8UvTDucm$}Pc9@4FL0eJa${!23tuGS~Z2BM%_VYkvxG zKL6varnoM5<dw0xSOA}p+?fq{P|s}>db#8X+>zwV>vs!vaPVw25xfDtOu*k%qzJh$ zQI!6*_3(j6H;lQxLVaC$ua?*WzE4m*d>Q+=Ia9-|Ul{XI!h5G%(AV%L>f(GpboQg> zY#ut`bzcbH)1$dcB94Ad(~d_D%-5~wo~vweCls!B{EEeW)2;SNVF{nZ>m^UH37%)0 z4o}_267m3()UW<$=RtHGkQ@{Z_9V8JFOw#v;qxh7>EDWbS7p#qFA@7IsL}DeI_gFB z-d~Lq&{32tso!nuAQ7SDR%ucm>Q9fX<MpV!!lS6;Ot7yfjs<+W+6KP4A}z(15B`w? zoipsfnWT3Px87DEkIJ|zF3$naV<0#0GR}qRo(au_2=Lk6C0BnbqOXtZL&crdfB9NF zooVl)J}G{DVK@N3ilOkQ9A=oGK^T{8%z}r^zd96wIzCo_`^jz8-{p2{D&weQxStP= zrS^d*dv?JmFdKfHBco+yc+c7s+e!YwS$VlHB}N<m<$yYxWuab)bxE*0_yqN1^{iIo z8gftqg}IL4JarcJ+?ovE@bopB8x`<L3}j9I5e83tU}Hg@^a6gR3}Ip3m&lD(6&KTm zFK&;X1z!|3>XG=b^k-O6cS#K1vjZ<uv02`b55H^9iqhm`=yAC@Ud7K*cYFO9)t_O* zd6Zk)(F;ESXArN_Cp`~h`T{RkJ=Sfor2_RWZsbtpQnYAaL!T+5WWQAv__G_Y4KI`N zT&~ygTzd+g;<uH275Kj4xD4g)Vi%&qj8?}UJjTk?S3_OcmvtR?t%jSy$Iuw-`GP0u zD!C;!UV+cEJ$DZ~_?T&Tp;LTq&=r0ZeE;h2LcF>7AA3zSbcro0vZ@U5F`5MY9Y7yu z9}5ewzdp{_e4bJoHS|?ADwy*F?~wV1(yVLUiGF8^JFD=$l(lzy8R8zjM18*LKV9go zz7y8zt>8yacyLVK_aHbGbGc|xm&RRFz0O|%zrZP#TSGVC_y2q2{s^TzF?scvZ8&@h z0okLe6^_8$RO(rF;E}ToW8P4o2k+Qgz<HDxJX+${qB#8dJE!PpC->o;-fA%!uLgcV zPo2hU0l1PYror_Q`W|mfHQWRba3ONec%~8cG2z!A2p(d8=?~#4ZuA#l_U{aXPv(Q% zm@+k<!?X%T_11LEsolBzlKcpAbz}A(dLfUWm*BuE1blH(BQ)bQbhOJI?D9{0p)+1; zGg)HAc|BFvEntqix0mga{1yD(m67McPIp3R>YnbW`?&w22e*mQp<hbJiqyFdeMoO- z_HQxdgpQPtKRAT?QjPMtK`8R5jH3<HQFk=ZF-Nm7z*p-c>dKmlx=SuwC=LF;!7-T! zOeMfy_D`3N4r3l3#fpD+C+6GD_UhdiMqargixD4ie!<{hyNb8qQ+w()4S^TZ#^>(k zJtGnQbeZLSR+vkE+Ua>R_>Uf=w8Dit=<j=9NwcJ49+3R?^4rIe`<eKqp!PZPHtGIz z{f2sIcVEeer|{{Y9?zYahpzO%d{Dcp3qHWE*j?Gs-9JYS<*u@!KA#G?J%)YsS0R-< zRS)&hiDu>utjj6`(Ot!;uS1wadzJE`e=R2`zVk)D;ZKeGHm{LWF4^wj^UjS3Tw<fQ zIe~g7e5~}uJ?K~^rb?yp$Uk$G9BIWIpdfqes5`IW2l&rk^GqH3ln&D>`T*B$3)mA# z2fUNFWsmoHBlPq3`1D@<LnaKwpD<oKiN4IpyxYI9PAFR#0~o(M5<X`c`1x^9=G6zR zx19n%;F=w28jkf5M5C;<2YtZD9-O@_i2A6!c8t{m_uj<8ZxhxogqV|N;2!V^*@KcE zd+_%YSt@;LfIE!3r+4-vk5j=sX=G>_c-*Qz;uX%lu7UQ|Yrw@jPXArH318A=O?@+O zEO1H8ymN^#<|jrK|GLsZCN!+rL>W;JY;tieIbVlvxh21=$pU_xn;oKySQmO#8nI;X z#sS>2&wJ0g6Q?65<Ouj5Dq5p;&tpBW)_mku!~RsQ-1y22oOAr4{lLGxYoqafCvM<* zQumavsO)nml8y=ddBO}|+9$p{&mV(lE%wS-`2;;8s>{K&(VgfM4QA1tgs)isvfOs~ zQ!C2;9$wUiPDXQ2OMl#n80X$j{)zQ&xaUiIa}(+xL&xp8zmfYh-D$7~ct*5VzQg}9 z)?IGZTZUOOVO8|8SEm&7vHf|b{vHPoTahu7#{DEqrq}yV5A*&^e=xC!K*yFIVEfnS z%>RWxPnI8kww*>#`~y&@8g64(bA=x)rT<PX&L!0o4Oa1K(A}-#X@6+rzmKjscYDD9 zuI6vO3Y<DSqs9Dp0=i)C^XCV^qrG*i?DYbE=2XcD@m2(nMM-1LjXsTQTlkJ%?LuGr zugM#p=qFVk-p7)(3Ej#gGighlBM~-vovQr+ba9LGGiGk+uc;{F)UZST{Mj*<8F%<S z;*Nw=pGKaKfmTv5c<ZMUxyGgFtJ1$P{GikyJZ(W(5<m9wNan|ru`$Sp6!)&)k8?pH zAm%sEQ8M8f{d(*?@bdj&#-W+7?u1^$5#}Cz-n)YID_iM3h(9IWGbO3;OPH-3|5t~d zu-+NAod*49OdI)5?(j2z(CYqZf_+lBT;71X?x7>S@3v2<<KO1|UU-AgFX}8dgnB)2 zS&$fnFZ%~|eoY4O>%i{!0h}L^msmXh-T0^-(M|rN&{{wu0{xt`T!FtX8>Vl6SL%XX zNT#);;7R?&-=1T_I^3tTmqQnIVI-r)&C$cCi|&im2s|Yb`>GAvg@8Lplg;J%(6?!n zcw6lnixZ*2_M1a|yAyHQ;MSrL>b&V!B+27jp#whO%P27fAJG2N3SZQnXL+~0oS(w} z%&5($%)&ZuyDzDkhJE*6&f)m|;QchaFWojl{zUK3`xEfJ?yolbI1aw<*W-4&%Fod0 z+FW_Ol~8{xXnFMLl96i`*3R$<{y&lQ7L^X1o1O1n*Aj8=4nIp*$2z<_;`7)7xb}`n z(cbUy32QH0`hArNJ_aN2UXOm{Rw>wfo$Q6~DNtWM1U`4(^wQ$s4e%EFm7hj&p9;p8 ztKH&54)&z1Myw)yn6l<l#xKBU2tRFKLH)ig75>H!youy)+f^y}c|;Xt+0_rBzxLK= z+S?Z#h(kMAYUS`g4sy(2vXFp2ckJaRrw8)Z?2LaVu)7n}U9L7)W^sQ%E*aEy!sn!s zZ#Y%&NZ8W1e*DVmKuD=2I~1;xiTZCL+Mg-WAHw-&=*kx0tH!H!UciejBiELhfYWOv z%pCeek)PdmgMM%u=BbQS2;T}L5tgx&lFY`quN_D-_pr}&hF!wX@u3g+i&n2r2Krmc z<nxulF*J6k6Wwn+6STh#7UuCj?kh2`)PrXq@`wsdwFl0j)b7%y^B^QMlXnK94yV6I zc9hbCU*`u)<y1Z9P~|;7|IQQl>G$&me62X|H1u7VP#13A^V50?|AG}O(>((3J+B~b zM8X4kJdL^vJY~+rnH1w6^s%UWEB&bcYsWm4vKyC6CD4Z`ZWOFl0H5ItnQ%o9^tXJ_ z5V=r`ocNL3a`xbdJ$)ZWO#*+ss^Q^vSs@WOHXdjCkl_3MA{lWB^-iMOBYkTr_^#@B zHUukiPQ_i&tM5ea5TAjbJ?^u|{=(<<G=a;zK3}0Qbt01U9S)5jCt*%^+TFZp67j^b z<4(V}192Y>w_DX+ptD9;=-J`ts`y_#N?=Z90k3USDf;E?Qm$9(fT!3?(U}h2>6@?B z!nVUWx6hBu1YsR}@wm;#Ll20J({J1cKfHuw_K}OqB;vuN(YAl{V(7B-CwHjgJpSW8 z{BK^xVkzU~S03<)W%fPQl9&&%!92f96Md5T_PeC29SKKHy^z%k)Ta!4DoX~zSFOw^ zGUB~OW!A4LfoJ$H?i~m1FZ6%+RCs*FJ>ngr_&Ndp8mp}h4s(3qcV++X7w3lWIa-!1 zHHA6gqwlmzU68vd^@sTm__Bn(6Vuo5d<Un!nCOFD2!@Kp|3sYKh$Ys3OK#xRlVv&= zXnB#Vw(a?l4fqJP$c~TU;8A<%7zQq1BNLQ%?kYLp8y5^pdraWhZSDG@GxQGqhFh{y z`N5m_ol6j#-r+!;F1jjt<qq!Gj4Fe<4(O@ug+?8y$M*JcX3RW8j^|kFub0PxizFND zK4IR({lC&Lo7-?-WLZ`mw89)6MoRwZRpdu>^4TxFM}0a}dWC%rfBy=%qb@$5Wy@4x z3hu?v(@yW&3XsRm@pi)FI{K3@oP6Pjdgq9>neqmBHFw2ODvMt9snrH8eugfn?>aHw z1wKx`V)(io&Xcs9;!b{?OMzj2)LU3lAJMQ$a(#mTE-53})|E^&FT3CQT8;VgnmKa` z&<Q^}3$eY4M6St~%8%8|@ELYo8RT?FeMpgb(&sC3OHWyidm@k0h3XkoyAS*r*W8Xu z0S~qRvGS($!d$DHt7UmO&v=d$OcWHtZ;(gTo{RIv%SptTnFslB@z*Go&jP<pKDYA} z$Gpv^0r@KIYq=MSu94uMG)ve*<axoTToaTOEkYlS!?io2;KNuywd)`2hraIj)<Yfj z`tkhIFM}81|Fdx0)qVqf53?z|u9PDoqe@b^<AwPbm*oENZs5-q{54{J>P}dd&36CG zH3(bVC~HKWd318Y)*H{$D8lU3`4RX?vjrs=+cEdv#<fHF6PYl{Q6Ex>Mb1KDb+G(F z+}pgY#aHZ+A2`bTN@NARfu{0rn{sF3FW1SBc9Cv`bXm_#EO-d%Oi}Nve_V*ivA0E+ z@*Rm`x|&CeI3H`QQ`z$6vF;Y<h69Sg-xap?_4r~Ahd==3q#5QI-cd7qihihZ23I;J ze)v3(ZmyKlf;X5G4Gp{nJvJyul;fBu(I@vcPE`zg&;FLfb--icCm71-fSagA4~i;7 zxA1a)@3@M5H07w-&hnSoAKN4i8Q=#{`t+tE^EUq8x=%aHZ`|LDq)DC<<f%ALC(oHe z*F8g1UIZL!!t1Uxg?@f!gO5rie9q`3U*%_);q!^orsQ^WMBbb+-*^P-&6Mn_q@Bot z$Sls9!+I58IODs?i#bO$<>E{p(3NziM-7jI-w2UCvWp2mn{T~mZQz5H6Y<vO-UYu! z!tAS8&W^-T_Upzo_c8Y(Cb;kg3H_VKgCk=u$m8%(TK=U6eMawCogVI~6Q_>Juld^( zWTTYNR?tzB`i4rI;Dd;J#^t#?1GzM`zm3Q6-kzn4y}5xp^jzG+VjcFQi-q>jhv28o zMSjH-xDVg*q^_so_v&LuU%Om@?~X->`ZezNl0D<}g%{zMw6NE!OLHRn&p9&`fOp}Y zxf$>;hq{!l!0`a;?{aUGPu$>5jQf7Fo<%)k<vuC<5_%|8pU3*qYUlzw5e=`NW8G63 ziN=wU8`vE`D1I0Bmh#DnpEzItC<!=qqpp3TOS_n;48Oo=aJu0*{Np#s8&umdM`7)t zZ}k=Q@uyJn9N@sur{kUS-3}dOwnDk?h&v&2J^B$vBm866b(kIDub^TxQ1elDB{uTn zuBWiVC&0QmFqq*;Bx%qlZJxltmyyKSfx3^sklFn?4~gj1dTc5c1|Ra|Mx!?J;ikH* z_f@iEF2Q@xKCc+`EhuYkyP5=^RCJ{1O%MDbSNdtrqF!o=DihB|{jBpn#&U`W_*XQ0 z_@7^DN9H@pI5F&_<7;jLdf?IDuw3T?pYHie%;2ay^4sT>A_TSI<EV?#9CJg?;@MYz z_8I6OV;wD}#d@ndxkKXvc$sIfSWffB0{6W(;T;k{K5b;#yc&3I^Vx@$dt@=+!Nh^( z0Qy}&RC!z)P$Chls*(H_1DOB*M&iaK@Mh+`oOyE+bUmi0XO8n=j!mMA0J#jlh^hx3 zJG_9a3hlQlq>zcW+()@)0?>a>k3C|%h|kL^OqKHpzD|n#lXr5_w{GX|=?>hx-=y?~ z&5RqtsFE@hK8F6uyqZ9J)Pb+aXLcHbCpd8Tthp|HRAl|>Y-SPUYt(BJPr=LiY|nOH z15dm*u6jocb5j=7n(U@f4~H@^D|=JJmt6B8Z{a@h&BE(083X9cmVfkOec{g|d<UAv z$ON6iuGd?^m$=+r{HBzH`~T(sa6by*v-C-}T==kraz7Lq?k5uu-f14+3S2qxKJ@AU zmmB784;cT(xy>*1(pv`mS<UO%$gMp1gY~pMmQ~Qd&`jTRLLdFss*2ageqcV=BwsSi zJ~HuwRLtFGiMb0dJS8HycVqfypY09<@3)$yVO!}!9LhO;?%293A;~%SRf_|@jz5my z!r3wBseSu}JwoV938g5Mdyajjveukih`hLqU(|yV!6$8DzF=zzpWlP6N2-LtpE6OY zC$c~<2<58qb_ahFWk3_SiT9qNR4eime!QS-G3S8eyyGrM8&LwcmWQhL;CWuXIcCKD z1%5krt1-i$!27v9S{KO3?YftGj&K0}`eoU#q>8!cG;)-TeollXlXaXE?u83sPYMqr zN0{QEm3|xe*`Kv3{p;PRyXYdeKOjM;VYqAb3B1g0?}8^E<e)=_-C$e8{hR1*=idmu zhK|I%QIhr#k2V*MokbneQa8LpV1ErZ9=frH{-U4;lfS^JK0FooLLLHdU){E1HU}IW zeu5_py4#_Zlw2{~H~Gd<s!vdVm{u>7rC-AL$CbIE5B!su%p2l*6nNgFh`Sv3ky`Mp z&y)|qPjo(wR|DQn7P37Yi*xq(6B;$y8u(p5e*0k!94BwoZ<gr-U*J0_YL5ZnUAaFB zPikB+FUMo{A#k0YX1<N_Hq0MxY`gIYIyqVQ^W-|}%#M`ibgE{|@!4X2Y8blPoJq5+ zA^bDz%4?JIP0-CQr5~fmdZ!Ce=cbHB-)s4f<Kp=De%252@5=!`IWQ-0D~<d8V?x(d z5zYZ~r<8v=S8{A>7df}$eN2ebF@bmYB6Q1?aF4e==Q50Y0Uhv2Lt78(_mdiaq($JT z5{^$~O&$2E<FvxVhw=H=d(VCxh3}<E=vROR?tQk-0@6#&S7cS(qm+v|?+<6l*#yo@ zv*-&;@Y5dVmp_o*2fj6iA-wGha)jKo<bDg`-VV0&(!hQDMLfiR20qgcF_~O#=zN3j zPxRwaA1!W`anc%uzATl#!ourLJmNo+`HbI*I4kl+W(vC4{*N+Wmw+oXgXLAUP*+~O z8d;YBy~)SQp;Zig^0Q2lec{`o7rmkDv$RIv)`;-3h%0=8j_g|<!D}>W=PQ?|V=f4_ zghKCM<ox@c4M@6<I^$h)+7_IrWLcF%cfbeix*uRx1ASwd`Xe9DCCtI*C#u5@(FZ7S zKkYL77Isx7`cGa#f4gk=K{Nn<razAAANp|qvHv9=U4||^%m2=2E9Mhy%qi}D4L*cN zVJQ{$^hplIj}G1NO;x;HmBzYw-f(*|aT0y~l9To~Ujc_iH%J=_!!OptRG(gsyavWE z5*n?*H=Y*@D7wHWQ%0w^f#*43%^Z6D8RmaBUYQ!>MLtj^^~{@Q^cC3t%#uZ)LJK!p za_BR16eV|YUg^Yoo}xWtHi`aADer5VIA^Yyojq*Fj{5ZRecoi`M_-w|;9R}ajd=LN z$d3;EgwM6tNlVZNIP@>&WoyH)>h#}+z(e>3*M6u|H(}n&M4@_467EaY8RPA?=vT6f zaJGfcm&-BW_K#;<QJ}alK88NbQ?6gOU_b63-7)wZ=lJQ}-_ycTpDw@B32wvve~-iv z`L+r5g%x?CClBjTVCc5GCHOd#hdvfK4<4~63MSIvJn=ezYd{<G0XCj!42L-q(f7Y= z{nJ$&FPm7lRl*07s2s`l8+zme>1!px0o=Pg^NvgWo7Zjkh^N7Y2<CY!x>weTcyNKQ z+w?YaW%HtFGG3rQK1hyf0`Cz)dsC1Kb%a2@;tn&^Gohs^%}36W2;s-k!}ow2=LV(p z3oP(GZiqQg?I#hHo4Tf-AEK||O=f=os2xH7=Z}*~BXqHnq4O2Mok4p^91eKipF;bC z;_UGK)^gT&3!-0S|FV|=1N^@97f%gHU{0uJj)*nz55ZeyVS3B~{kA`DR4_vKHp-qK zgO5maNpK;;1UY3&EFQMtpRPN;pAp3S3fW!e7oQHE^ML42@o@C*tqVJRMZa|K$6}6E z=#8co9J~CG7eyTW;iD>u=i=#E=+}lkD!wlsyBxuv@V#xbhn}!Y<(!i!^p0J5Tj))3 zzeG>HUOG?$zXW3_9hD6FEG&a!77id+W>-FKEcAj0PI|f0@YysxP@s>8?)*wG@a6s} z^wo~+C&lEr6W15@1jTiMcd3(}ZmPlmDWcugS^+<YKZjhKAL?#fH`ew9@PQu%U;l!R zX?Q69uCfm9CI7CU#v$MrxYmvM&p8mg-6W1`p`UKBdc<!leB4=ow_CP=H(7K%$Ug$! z%kL^j+<xrm40b=W9QeDA9NJzH1)Q$ClV&}n5jb66xS0JE^5|(9LJ8o;m(=DxoY1R3 zrp4U2`W1C_UC)Vg;G@Kiof^w-09V<jtEz?pAO81Sc&j<?pKBLlS{>o%kA7G+`pkha z`}pbVW)*xyteVTShK|IkyfS7BEBNSMdv+NIA)l_=#8y(pksxIpnPwx<*D*ailu`}d zJI#u6FL=qh+!p?-We>uqV53uq9)6q8HTGpe$lY^ei8({<L`bm67R1~EkI9V4;mgP| zU$>au4qPF8GX3Q^?h|qGglR+EgYOC5!&Ns)M9}WuJf~pb+ie%q-{V~1u-SRgdJKKQ zT++3ZLHJy=yTWIYpYuKMB*khO^2EA}H6<yX2%5%3)>P~lfo0~~6iqlE$)8^RG9eKk z#6Ij3!TNpw%P?#V_rT%ju@nqrP6VrTYmE$^E61JwpH9ax$9Q_h<?J>x5g(dP{c!_2 zyQVzndDOWfjGA46chR5mCiHF_3vy1s^Ztzi50Fx=s5goAzx&vKR&ytDe;s-2!Oe_* zl6R^xPQcBw(UpD{w8*tN8Q3^>8u>927w5H3I}wMiYJUtoLA{u`MdnJEBN65J?aqFC z)Zs~2yl+8Qx$hVA{gxd1uzl|`vjRt5U)}T;j6wgLRCwx22$|>)a^>^F`N5#_L1(*- z2T|sr(zJ+kFd$!|_6H^EHLHtE557Qe*mJi@a31>TU!^H!;4PB#cWv3f4#bX6vsJ;N z@WGgT^_af`J^d($=PJ&_NQE5PuZEaU5&e8y*#z(}(}U6Rx_|x&-XwMKLM!yi65Fx< zKNi>J527EIcl}P%kxZQ5B4+$8^61~46|WwTz<!$I4W6VyPTFfX$#YmgjjXNHRJP## zN$pzy@+zj;S}#9cz<YLL-Jy%Tn=?nY7ws}ezn^*)Z`?TYbMJd~>3wh}BrE&mD5kMa zzrIa!g-#i|tZ?ce?geQt>1Wwk2PHj`$*Qc#qh6VFJOiBcz$ozv#Uy-?RJ*&vN}z*t zuJ!l>Cy%NGcNL+IcDP*@VT3#h`4(NveYoHLJ8{_d$0OW_4{jQXqu#shuJ_=<QS^D_ z7-yYs!?{!vY|)j4ybs$KcG7alt-3g-^oyEIICt*c(T?-RhkfM*M<DL4Fnga?R^Zi$ zymlqjS%w8UGC^L*_buWP&O!YzYf`$k1Ndbsb?WT>bw@%e=FG=+=%T74TlTz<M_*iz zDZ%sw`hobL&8WS|XJOxH%K#p-s~$VOl!Cc{^U}v+f!pL)A6cHoy*(M&;b8#%M&+u0 znIgXD9>vqHeBc)hw2q(A1yA$n;a(FPYWN5uibB}S&?gYa5`SI*InOi2NjEZ(&snf> z>;!yawlQJazqEkwt1Jw^VLfTlfBmroc=F3WI+rfg^ReyCbh+nopVTWYPUGBUm&r70 zI_OMXKe#~6EQEYrTI-Yl>dMFYs|uxy=uf#VHg(y<k@z|&_w8~m?m?{&-yL|t!-OA^ z>sWOqE@&239C!}jp*i=;v?p}#-}~Oos-aKuL-z2$xe_YXrgCGd=wDxQe;3<<`!si( ze?m2K4+|13Y{6G+eZ44RT!(%sv6OFpjmV8M3^rW_K1n&mF!3F}s%@>;u5)7D^R4zz zNCICyQ)RvtN{2ai<3EfjH^3`-N$val2kYV^>#jpPFz+ozNcR@*iP|kbEoQsW@6qjb zbr1L+9pzMZtxF{0Si6y29rQh|OV-}WT$taXAwLt0d-cWZ_*+SM|8uJRx0{gj^!{$( zRfv~_g;8gIs5|_HfBp<*0~a(=##!cGhJV>lQ<dqIJMo4tu-^)GMb+q(@bR6%L(gt0 z$WudCGtef=7El+txpTIe<9(7`_dY<Mf1iJy+=2JV3%K=IwA6q^s5EWsP~bqGPxWK5 zH=CF<|GMMI%D6M}N3BhxK;Dh`^Oy6JQ=mKXeuqioBh>ZRm<HvHP$va_YqZ$vfpafi zDQ^kSE1-?(ROk=zri?f3sc=rstw_qcW#N8MKm4f24gJqUet$(Worq1_&*PhFE(DEU z`9-Ql_yQY74>sUD?kjSoynV`p=y;PYornIxu_1@y=5}Y|g}i9#HBRi;>K%`Yz$+j5 zTiO^3o^HA9Y4A<p-|vzB;(ug3h`i$t$H|t+L%iJG-Eh&JSc;51nw;f;Io(Q?QA_aM ztbgI<-G(|XB+zcf5p^zSpG6AJ&A}&m;XlAb&_>?790lAhoGbmr0JvK!JiqpfqdOrW zK_33CgSus%s-g$?)Tx}*`H^#|b0e)s9!S9Fm$&S)cM-gAY8;o*HT3xzvW@RIa3E$q zx9Ca-gLg<yB^4b4FA+)U;1+`CmABx#g#DPjcjaDb7jio2YhE}bho-t=sZG=lepTL! zHlEP`zCW>OK01Zm>NpK5F4W_p!&J}P!{LYfI(2p!pHm=bz@rZ9n77E?%f|$IRKC#e z&)^+@y*<Wy3H!43S#2=FehB8fw-P?U&p{kb^{$5B=j87bcX|ovZ$pWK3aGQ^f&z0h zZ;^<Ib`6WU<H(<S&ADy*+duwlOPHbr?(fnb9SbV>F<5&}-+T{V=OuNXAKnYqwgbum zo8Yq&JSF|HKD7Gm{pZCUh~!=cM$@C<%N)1U=0c~`<JW3<L=PU!ZesS$0o?C8X~G12 zi^)P?tCS2;A4bsom+?7bUIv|sE_i$;vwQE&Q5Rc&9c5Y$bRq8DHjDbv0==TY1h2)N zpmE_kwDAY{X`)Ho_W<gr!&Ozkgwfx7hOTSqGx~y#?4vx$1pamO)G{d-xnqMOZcWLU z+gUt*>i$*yx~@x}fIgKmB@p><&hMSlt~@K?-QyC5{*POr8yq=EYu5|i>xk;Y`8?!c zSu@3)#$21jTQ1#ALH$&E-Y9qs&vl}(tvKG&1$i6E_3qsNcs?OnyDymAyh}Dz5$E$l zvugC{EBGki3>+B*PrRr8gYrr65Bbbh_O&<BpPs4e^>5x_pNwUf{XNW$=7{(rj{4Eu z-u$o4L)4SZ);g8RxDVcJd^-sL%<dmvH#Yi_yF<-fa|L+$b5JJ9QV%&kTSNPTccX6C zRWp8z`|iU>0kH#*-3U>`0F57Nu0(OsyZl{)_&H8JzCyqSG1nL~cB`T<&dx)G_abzA z;|r<npPh-!FTQ_n|Addm_U2KYe4Jn1Ig5k4TnVX5(!U(sa37hQt+pP4Z_ObpP6|9h zTH~#Y4DbcXyQm3_f;X$vJr+oTJPcail>Bt$c@%dKcdFwabX|-4zIq*VlQP=g3kl=i zkK|LJ(ZD`nQZRI30w1jXpO6jq*XEtEdsPGAuQhCr9D?4Kv98OP1084P(~iRyIB$<h zz1|gs`<;BiB71&2&WqxQH|nLJe+6lZ|MN9|RE?M)DaX9a++3w6=(`MadUA#m^^#7j zp^n!n^!r7!trm7T5Z{t~m|7gbD}8qBdo+vtiBTy%4L$<V<85KWs0&(^=sVMz;7?oh z4h_OORPnvFZUMgGOj)=-E%MHf=*$)V`#i?>vxgW_XH1s_h#35UPhO0d!W4ex@=&JD zbKs9uMV9-0pxeB6+j@)nvpr#WjvUJt>_S*Dc($>kjtOIItRKU<`D0{@(Nlf+XRa)- zihz$xwyRu^r9h75b{@k7=<aEvXM_}y<JA~Z#NAnqIUSbGGCGw`gvG5-e}}Q3`QBSP zd}9I6dW%ss5$DAoA?tJ{oD1s5)=KV!mwVV-H@g>gMEa)n;~Nd&ZIAb)<?zE#cjIW0 zAf69@5Vet8s0(qpHMY<T^QfA6XLfP}*NI*VvEYP$of^M)zD$`+3?v`k+{=l&`Ny;2 zP`u}%y4Zx2OUQBZ{Cw^Z_K9H<`Fp`RoChw~zG)|59*<>(sU&ogeajRo?bbN2Qa<I? zhoSy2Z+mt_6m?)}#V)E|5^*U`<Je_<p9#g`-cWC6;<o+LfCG3<6)M)G$9TUDJ=Mov z0tb)nqu;q<jQ+24vz;=~F~cYJ>oswsPi?@Anv6R4dL1iw1pI2WhgCHMx1vs)KmGC) zi9~=sU)=u&xi}~G7oNN1Mlew>jXrHaF2ICr@4xwS<Bf!*_of5Er<U*V6Z=<&Mfs8@ zzK20e03X#Y<Y06rWk>-(^OKC1Zvf|=tGrA;*bUyPV<2bOHxh9?!QaB?^1uB3QgRja zKJgQjdE0<Ph93@J5X3oN=r~B>4V}r^WP*Bb2kxyAzUIfMqwF^{zU|S3A63+G?z21m zm-WPKJb0Nc^qgPrq$4jc^e8<Kd?;JrIeO_}{W3Cc|L_{TbG>MM<11$HL;97Zfs2mB zb+@$h75AaPn^E}QLcgs^&uojL3;L^s4y#-MKk0Wnv_R(;_%FA$WA`jcM9hg<NeAex zr(3t)55PU0l@}zrodf*fd#cae`RKns6>w}S0(#HSt?kLOz_(766-v$Ui4XX;1ofj& z)OXa+G#KwCOy#~M1AJXSb1r>nL%o=0SaTM2(Cr;h6Z@evwgmqS&j7#SHTe6hn+oQ2 zQXiVv2Jhw*``$wpc>CCNXBI;j`u_Pc#s2j-C=BdBIuD+^_nBCOZoWGqzILQ+$2jz> zxBY2Bj=*8+6@5V>$gSzr+>-`=tu!z(U!dQaxaBfd#jy+hIE})T-1v76@qHz+;eK%3 zFtFV!2fRHsJHHHm=DWjifeL(JhP&>o7T|M7)IMIje#L>vqh-`x1`cbKOmB9AFY}^T z!ng+TfX`D8rAp*KwR-RE?!)trl9OHd=U2({yK=G)e%i0MZ~y5Sfsgz8#OOOR)<Y}D zamNw#*Yn0c;+h4o-mqGm23}dcZ7%Qn66)84sz+L!&V-OropTHDc2d-h*Dg43X=MJ) zzEcB_zqbDgYa003H#RAE-hc;t=1I?R)q#**4=q!Cg!`aZMcm^S&bOO1Ew5h#r(e$# zQU%_g@0NJ>Vj6f}@on$7*T@yTuNlpw2mf$ci*!dW@~&e&Eh_eb|BCFIGXoDf(qR)g zp$$Ir(JRsOu?|FEW&Oo@;J_V@7pTinuUDi==ni1cD~I-^@IaRnA+x;R;8F~KE7OdU z`~~DQlp0T$;r#om_%X@s6ZBzE=BnjyF2sM6VGA6%H(C^>t<ETe_cI;v8Y%|f>R}Z6 zu>k+M1!3gafqAp;hox)8@cu$gC8&V&XAV&`oXddDy_(EC^#Z>-{aQ8~awmj~b+>JX zg7+xMnC-{==f85%(l!Be^RkNk6EPp_)Y`Y8HC3$J8KXO#o5*qU47g`a4}L6f_fHY< zGxoY)zP~z#eje9DMvP)4;-~4EXnE+O28+erhoDbWWs@cI%b*u)#uk{3IOBQ!+9~`F zIp1l&2kK6u|H#hjyQL!hs!{HtlF(<uk`m9ZPlI<1Wz>i|fx2BaMVAEsh^(AeA5}K` zV#%@x`+`YC&5a9x6D81BcysNv7VhO|Ib6x>E6|Z#%j2ZLTi!Y0)G&@dg=016A0{6_ zeYRJ4VHf<~muGsU-flte?|}nZp~hGj>d$UW0{6vjspF+bog|Q3{O(2u_@((Fw{N`2 zEBXA`W(nuUt~Wz31#!M|UVhgZSq9$PW+jsAA$(%z%8O#Yq7KwFV`upaKlkXag)FSc zsrO0tT$kYMreUvcMO_nrPrcsh8Ri=rRdUr=U@raERYt)*;33)S>*To6r}Js?o)YRg z+pA&ayExsUSDeeq$Nt^Do%~Q1e2CtwflXOk+zVn)6QBEHUc<HQmzx9jg!(Iub28}b z=KP%*8;^Z1s90IVVG0}*5K;BBz@4bhyx^gmjyhI`*{@6-^@o)H@YPcAN|jQ%4%eNC zg7N6G<Q4E`8Y@<Z;L~y&+PN8qy4%IE(IFjk_<Eg<>-*swqR<RH5C}d&{kDINbO?#a z5w?HEvyS;elZ@uS`O)`!{bAuRoOcS3r?my#90}^@vr;#gaPG+4CLTxLK+5IKgUWNr z?MSZ@AZviPtsCjnM%_a9iTa@ptux_RupxLF{GfZUNCP|kQ-KCFqUIMIiAz4`WeSDy zefD}ERKq%Q_!#0N@DMmEE<tN^2Xb>I!}MruFb6>5QX^-+6ET(F=lOsE>)>E=Dn~y0 z1%+ac>tNp$7zNRN!9AKTUR?0j37;cPwVMMzsR!0uzUe{lR&#mGVT}7jkj-=LUIdxw z9#8f8H{W=|o1du`_l>^H8;9d~PP*5mMz_JQ_E*?C;a(a15zO0E_<)bS1bFQuaL>v= zwApYwhWx)Grz&%-Z|8SmXWscc6V-l9{{^z5ud!qCS}F9l-o*E-M_usWSLIdTqOR=O z%^v$|hD?xqb(lX~L!W&_w6y&<ydTl+eQrv?5e@aU;rJZgS)AD-ap((R^#4m`4SjJW zj;#;-@a19mAFRuGuY1`-u1q-+;R$RaRHg8#u?uCy!ABjTalS9WA9X=9wL-ZSe2ycv z|M}$rm&->c(NiO5Lg8#ltqgSE{@a%_;bXH%){C3ULcW1j@Q5GoQ)eyl5<~pG)M>Tk zX-n`a0g@Vv;B}fmCvYD^ACBN{M**IG)FoO;CS`eK!s|{G_bDs*Zsh$M>yV2i`=(B} z6T01lz*_d2a`ZEYsfN7tcO>{GRIj{5u9RD>|KaUq@Qvp#wb?>PlnpW~<MJUBGj!kj zOW}X$N|h9P0iGgTjnd{{PK-9Ih()y|@;zRr9#cI<CO*+ycrHT!=d&2tM~ga5wK8gJ z%n*q<|H@pnbr*7O&Yl&}-HZG*alc>Nfn%E@JeC`PJ7e|5jpc1!2*a}pr27>AaFr5G zJN9Fabpe+s>JIf3*U<#5H=mK3<22xZwdfjkh15NWg-<Pm7oeBW?U1TKf*~RD==5Dn z9h}2%TOv#_ch6EVTj5y--oq2I@%A&W#9P1a<crJTiSJh>t;nKJgWsb1+bH^w7<>il z@!XGFi@VI@d#|5QTloQeEc8}Z$c-KArCs^WNxa7gKJ$7OA03JNFDbGlQ@~H|KWJPE zzTvh!3myF^{AynRaqpXkA7|RUk%1p|`JStE61d;baxyu+M8Bj}R1VYGc2^>x@Yqxs zaCAsto$1!IxNnKJw$JgXH(zK?=%Ri*H2VI>gf;RX$A+H9pdKo^#{Ea?j~#M47=8CD zA)ov(ch4Pp@E0~6zsirn_vn&(=4%$_z)=|P8~*D|ENb^>7TqNi9;3-MD`!wY@g~Sl zPy%0F**jZ;_ZS)YEy4@$@r2mmT~GMT2FRTcE}6R$ie{w84=y<q^J2cU%h2c8iA$0y zljx&-SF&;n^$g1=-+Cr)^egLrUv~cvoj^eFdgl@Ji7B)S`@zo|Z4>w20RF#1V^M*F zhw<|$-=}N=zn8qY-^gmtk+4ywv{3@js+T&Wr4L_tQEUHYN&H^aFpNqG>xHLfF2w;j zt%8EFQyDn9DB<m>=MZ?xwmls~@U=#3%#<ucSMYlAU3nGtnwU-UAF&zWkn#p2M<(PV zJm+&0gic`VaJH1d^YdMA+IbP{ac_#uFxxtOd$)34Q=UYheI&h)t`YjMOf4(}xtxd_ zvx)Ea*TRP=%c36z9<xj&&0up3`At46Gch%&XU79J?K(+BkG5=3d^PkeAKQ^D^v;B3 z((i<S{ik}5zCXO10Dp${vx^c^=yPt!_jsI&`k400o8#H=XV4pm`~iM5*8jP5>^J6N z5S`KTxWBf{>r$U!!Mgu4CHU$U898|71s`sL_c~9KsW-x$N?mt@u6rcH=B&SSU>f|l zjQ*i+$d_2`D!a#pyxecLe%&%Ym_swflS_efnx{G|{0Mm0E^XguG&{ln>TP%Jf$!%} zZ&>$OwmqSLhge*~eo7pfu_{F$m-x=RBW&QS&GlL-Zh-#{%=F;+g?ie>IiEwR$cfPX z@Y8}4b!Nwr>?5NS(2KLm%WZM~$+w?Mv{oSz<$Llbl0RV1&1gPbbOGkwcb#;y#l3Iv z@#jG`@I?iiT&a0DhxZ%yP>Tp-&gK5lTZY(grK#Gyu2^4%>g3&0(1+Q7d+-&Z&*C+) z?|SVrav==zY`Jl-e3q6dpLvIVh&P(Q|IOi}G*OzpWQq9$o2S36;Jj#QHIjRSdtXv= znROcZ0jbi;p{4L2sAT`x&jG#llf=j+*LmbnQxLTCc;21)_KzI`pi|x;=)T-@B<5m| z>pNo((oRw9ch}Bf-k(dzgAm}GlC>sFT?I0c<So3tFNj1`g*0|%!)LQ)Y>~$d^^(i% zi0xnsd<r|Bw1||r5SLUnd$m^42QtlYL(C5NAijcG4Ss%JHgez}@E=DMbv?7+K~IUN zk$MYWmPSD6n(PlpLh$0t@cYoYE6*l7hgvxiP2t`}lF%9F_<Y_=`9LRnzOR*u0eMy2 zXY6+1K73@db3nuge&Oqm5^~_Vv==M>oRD@SI?H~4J%qZ}e)Dx>RR{Xcv(zlM_rQ<O z)W7y4&z<N>dr0jIzKo%>-G4v&Imnw;Dv1Pq&hyJ*e{ddj7*cvtz6L*dnD03){DIuR zLnTcbk$1ZB?q#1R_9K;8S>hcMVbE>HwZ9U){CS2+T@mnnG%weEz{4|T)=F8lBQJ++ z=$3-IX{p|UG;<z$gi`p27n4pzd4f|+H|A}|FKFkqAg65QVr~C*Cl|uql|zn+3;8Iw zI#L6W)8llJKEf5x*PNDVEuX@bxU|@+eflQOMJ=_fdw#nT86~|f-+*7m><(@IZT{yw zm>TxPKHqZadv@vz@ByQmmZhb@VTSt{U7)iJIjWs8R&XZneW2?$tpsmFbCH1pI;EjN za-Zldcw|b+7c$4)3HC+?MbT2|!ISS!on^!GmHF*$3_btbxfJz3`sknN_##cAgZlDx zO|&um0CRpzXPOh>cP#i|^cHo^#{tgE%q-~3%^KgVFvPh{@nxDy8Mvr)f9MIU?<UdK zR~J-}r?+#Ln!f;k{@_bbSMX+^&rirc5cD99f7Z100WZgqu%vjTANd|m+>FI7PDJhp zX=WDqHD+Xex}KtLEt}8Z_{9hx;XZcXz<Zc$-5j3yXA{5fAn*P@3x2GQt+xZZAYW2e zN-X>(smwyZ%YerYmQ4CHYr~(LX0!Gh-#6i2%@$77kuOfJ#r6RQHR)3=p1y(o6ll^b z48CmV?AppL2l&p86;oQPfp-!SE@lD$KhLv#g`^Dsci1dzI&^7kdCKk({QQA~VIvQb zm;U+Z2g8q*=v#ZUuP_~T+l8I-k7crOznx&Z?lA>FtnB$Smf*LkL<XO)g1@}H_ou~9 z_z6Q-8IG=@t~Wb7#UZr=^Uh4z?9bx-TQ?OIYQgg>6x>PnJ%RqQx7_IhRj!yjOLJ}q z>d_}R_*1)0p=XzM)%`jKeb4r%Dn&icnUI8ndS$E^maV!jhcLfES>f+9bNDi>2W1Wf z!2i&v*3N7RTzA;>!zOr_`@APQ{=x_ESNe3+s~z*n*?4IiV~{^)A6VEf2z~kq#eaFY zKYbY9onO5Q{9?YdTLnJ6U?<xr0guVVsNI3z`QVSJts-{~h`SU2b9CK-T=rko7P4hT zNRch;%_t+0tPqh|R`yKUJ5ebsS=nVoWRyZ45+P9`gd#$+8c67O`u+J1e8120`P_T% zx#yl6N>R<1_!Ijfq9+r>_XBr)x!-*gJORU)>p2A%^!bOW%X7g~dKWt#ZU+AB`(;LV zQw4bLUhyl>-Pjj!@XmuQ)G<Ns$D;GWZ$&!&ITINT|7j-il49KN+pH_Pt-ufYhT<Wz z*3f&akd}Q8$J|li#KcJl#EY7$@7o`t^V(ppX4c0(&huF!rRZZg4t{g4HG@AHzl`OI zJigaN`_sS4ZiM5nfYCzKiG~b`PsOgHe*d9&(mxP-pj@+X<uUMy0`)I1n;^fYe`udG zhR-~o2hUyu=)3IOinp8L&&>N$t`T!8Dg!Z5xeabanTKb1UNLl%NBZd51E43*NEF=% z+;W^vZfEr<_|kr|m$tNi#CAE&!P!IT>xUiqFG(1F)y=8}RubMs9xnxD0`$crd{Xv< zd+?rhN(yZepCb6=NgpesPs26-`wAy~n|G91d*HrySIX^kuy-Q(6IS-!#-7h<m!j%i zHDAItnlZ!A3ZKuqss5EVc-+vyq;l{LdR!;fA5g#t&ect@0CD&1+iNe1!2jpvl@z<; zzBA2njSQ7wKg_S+Bq3tx(=F#ceMS0@H)XKzQiTuYCxM+iLa--XZKm}y?(@-mO)UHu zJP20Z1m!W*j|OuJmenKRY2A%1N0Il=t$Y*KM%^wJX){!c=U|;Z+%f~4<Uh|NcfB6` ztk~6uc|-s9S&NB1>jJL%u=;5;)|X(EpVG<)p3$cj+1zs*IC!x6^$r=t{oATfn-DL? z^?bgD;vS_$Mv+({{uC%V{n1?UhQ8*}W-$7Y>2ISWR$oAWw_dl#UW0v^_bbonR=N>` z1A9IkxD7pl)4S0Iah#)_o0;ui*yElY|4ehlmv~z;R4Rq%An?RAY9a`_anh-=D~r&l z_XU5Q0iH0_apoH0h2Bvy)8G*5yzdzg9}NbeU$fP?;7^bD(@IhkjCzBOYik$HOU&ct zZe2gYgMA>1>C>}_H$Psqg+2kUII{Efl+i2bxLz7Z6{0^O@-lKF`z-3&sQHZt*D$9f zR}~X91O4*-U1ROgWz(4t^c(_S&U)EUx(?le%#zb9S@4hN4E$-%DdK+ncD^YG&&}ul z@NL16FYzR6J2M(}zy73p8^<#0|B3eQ1Mr`tZE2)WMBUbYbauS35<2gv&Ix9~>&hGr zYhB>4x;WaHY{lG(;Mys%QxTXCVn`zCH3uJ|E-E8@2l3zSZz$z^=<%=CH)x}eF~}Uy zHksu`$ZJ+Pemw+U&^fRrLj-fH+cfIATJFT%>-*!byhb18>cOXbP^VF>P%-!dzxUR= z|77@v^TMl05sW$Y8ms^IeZ&2Y@rjN3-iPnAIznCRiuuNp#2g0jq3wqjJZeeN$367q z)*Sk+`xK7Yt0KN=`)Aq8;asd9lD*h_26??m?=^QL_Imze-S|B0OAHI%ymJ6?H<q&a zK;Rnk)%Z6u4frp#dd7}F)^R7c(?Y44PGC-WfW`B|F#Nv)TE)hIH+Rhc&d*Q;PA(Bs zHHgFB7y<c%ri{?@6$c3Kcmn@!(bAjRIzGh5Tlc1JpM_4Y#Hpwp^^Fw+*^P%*-q1Vh zTF-4F-#I<#b}jTmJuDFYm=*IUBC}i-X~1a``CQ?&o<xtjtk!1}_%M*F#N_=3UiH4x z)_4;90N;4#Hty5v;|+ni%a~KkUZ6X34EsXO3=L}RP!I5tiJ76kpbevX=h%&Xo&9xz zd)vV~_uu=dhdAZ`XIG5|;vNZ)!Q9nXm^WS8&EN+-8gcBhP{<YJ8}A)1SKR*j4lIZ8 zRl={!?}{TQ>Iiwe!=J6XP)BARaX#0HIDK%DWJ(M3<6-1+U%P>mo8ElRNJQSO>g@X} z0X>dSz2!T^0U?VO+P`n1qstk8zV;5!sq_uc_?j!he#iff?pO5PCwxT5;A`sJTw2oS zhWqo`jZT>t`@^V$Bt2Mt2=i2}cPF`giIp?r$#U<&Pv&iKchN$}vwJ_|bMQMu0_hj3 z5x<O^92%Q{K`)cQE13tqQxw;|f~0i#Dp~iqC+gsHU)VligT8m_*WK~EQLhx;NVBpp zMt){HJADpukD>JLxD)Q*C~4JKiA&&vzwXVu3!d`Ip7=Fs;L)sklBg#1C6q?rt6oPP zQ#;OiH(?gMXZo`}ec%DRPfWRuK<DvRztfx)?}h&xPt&bA@EFl0JZEO1JN4K8u-1q@ zAy;Ef<_3KT^_9x3b<__Vt<P5e>0Cx1F4ZR=a3idF8jjNdr`;V*aM=iQCGM1OCC7l@ zIllCaoU0jgg?92CUro{9;G%7qe1pAaQo)h4&X|u3JzOLwf;rdwTotc@Gdkv7zqjT? z7pX(JL(KyJzrxj?cnM!3f&LOHC3v*^o~x`@*P&DTR4ta5in@bBp^rHnJ{~q1=PmS6 z|HUb~nCE&C>PtaVH}Sk*8{`PF@*_Wxl|I|BawS%|O|-rsk9}PdUXA<gN|Z0P-wQ)r z&eMPEum|-_BbBT3Uf^SCMW-8-==a$?e62eST)0KYe?=L(MLSvn`##)1xtEnM_epyY zF)Z4)(zdQd+|z)>OYo(+Gn$s78xK8_V$e_y>K^wMxs(Oq5+%*gQ3Z&X3XgnNhgaPR z#nTm^WzoNk@og@qi-JG#wo0dT5A+mN{A-g=*xSdUe1iWl?$uJ=u0H5pgrCyPoV3K; z{KtBo;tJs7^oxfgFn{qt*nz|i^|T9(bwzAG`e}X7<}TI%*F4@Kaa03*H*4-fwFAy? ziS_0x&U>TJrB@C(-`5m$mUiC6JlsrH?DzB7!z*)<O_~Y#{=T4xX*2xZEX5XMFQM<= zw0D%oANyxrZjk#!&*&(aC3gg$-<ip`EC+p`YVCvv>fo_*cuz1JYGL2d9J|C6>eftm z{S;Be3C``0s<ns%J72M?=%G*XPWb9fYXN*=epuUm+vh<reCB7e9YEam8CY)22Csgq z{{3JD=1D-U(1O>{3+30ifcwASy2W3w1O3Gc593rZ_@ezNASXlrkR-}NPZxb#>ekR< za!K^flf*4^hFyuvAvWoIq3ds&UHmh39rrmo^;HD=xdLweN92z~|3-dL(nb$+y)5#2 zm56&oKGHw>ao?`rJyg0N?n4~ae&FVJ+>dZMSxmP50(%Y4joquB!@ix|F71&)SAx># znZVB$=yn*@rye0MubKxigdtxgNAi;Kq8{j{2yE>~o#tSE&%pMj4{?K%f6@!{g15~y z>QvCjJgbo`5OEWH6J3xGH6#26LP#DM1Oks+RxB7HP7QF!1j?(yx3kxF&%LAYFQUEv zb>$LxD|yn(DTs4N$o&j$DKKYPq!_~kKeD|cwiV0Ez=eM(O;)45h+y9goqX``8f604 zd-yOXX}GETtr2;gGw4YQEp%|F6aBL{&>!Fr);p_&d9h=glgz-^j(a1FEfI(N_BLOV zZp6H81;wr|MeszFpAJibPZa*O-@-%Aow&BYEc;~~bY9deuXh{$<E5USX4;LtGr#>p z-irGYmX`w0>EZi@Mc-ewn}#3Y52_aTI?U<Ye0yJ`0pGtK7ES%j9t5|AvEYt;{QeKp z9Jfr|3AbLG0depZ<@%IcMc}6oMn=B)Fa$k))b-M-An3!FNZoebMg3}XZvDD8bo&~{ zWADu1i*xE!P(JiGyUot3x4=&$w;++ELlpCIiELl0_<e~;jq0rC7H1;wTzBmxzPBS; z(3beH8$r8UI^hTK!}aEhnQ7D?v}U3zB;(-u&N47QfX-k=W%E~a1@zmT@4i%m7n9of zOHjQ>-I1k8UG3~kWGM1KJ%jw08ori&!x?^dyME*z??s<8mOZ!$dbYf~*>0J=xYvfQ zTU8J6`*?p}Sf#-{MD+gpbllGmQZ4OSyD^_xXuIbq>LME5=DG`A@Tq<F@<bZqLjASO z4@XllFMg6TBLjRB|LU)c^ZxMLW1r(Oro`Wi3`o_FfL<Yz^eB@Ve4}sIj9+F0PED2V zG{pU0iE~}pcMN`q@@`!Lz%@Fp_70yOVQ%K(PH(*@@RODody<}vea0(QrroGRuPXUJ zZvh_OdA=rh7V+#%j(R-<=3<n$<!`I(!soX2DL7K^O4xIB*=dntZ}(XPt6z1PyQ&$n z+F_0TFstocmr-Y?NAxW}L0_r7p!NGZoVN?FlkDg?;hR_DOzNuYLdaY*WY0yN$1YGL zrTh)=IhJ*10dp1tYiSJ~=&NNK#J{_PK3H*P@1=W~U!wl9u0su+cGFxbaToB_Pp34; z6x1CTiBuxF4)KWO^_@`g*bA3}=xp`Tueg6Q?)(Gj8(u~KCUT%t3E`S<GJ>AG{*P!6 z^6Z_T1I-*#@CDKKzds@ezm1k8EkoqNeb*WIUQ7X3S?hZI{s?}v`q=q#8|a#@>Siq3 zLpS2YQSQL$My$rnD$IlTvVX2LE$j;1te`HH<&FO3E~?YFi`|HdzHX*r_zawUlPP`% z-=kgZ_`Psf+(*L(atd)*;$3w6`AUEI^+|F_&Y{m;uN}4cuoe5D%St{)L9b`BRm<L$ zg!+H%-XH}&r`ytsHhCs^*fgg1zw!K1)>Usv^`npMki7D<3x2Gf5)#XK@B=!k@z}H< zy3fTow@;gR5zO80=MK}u&*~Gi^mr8fQm9lM&Y;edwm)HD6#?HX(?Bv7<o)K@^7J8J z@T>8D(qAc1ukL2q--<cu>pgMvTA`Thl%~-1sD;nVex`#NZrD?1L|xVnU93-`OtY51 z58+H!um4EIm*_dI>6Q;2(1SaRexH*tcTvNW6k&xqbdmH)>W5B5uy?`l{qGU)6UkPO z<GgczW?Y<pjQOex6-l*X%ypXm)~N9TAKT1%>6$+9O~{WAY~JpKnA=$gThtYs9$QW> z;4@-~j_TqQ(CG~i*_Df;j?vJzGV;g!9O{!$Mj!WGEx+c*e>m@j+}!<dk$>MPKO?im zJ}A$vfJNl7Evvg4iFn>4HBUdD#+;1N?;zLrbeJDLV4vNE{3f()khxm``VaH=hAYv~ z`L~2GqzQNs*3>167w)01ZN9ExjrivwyN^fG4SS%NB2MfE&c0c;HT)U-9^?`miVFAo z5_uI99c;h{4)dA5qVKWCbvau(61rK>YA3<7Lf}Jcl;k4Zk$-lKyl=xjFS<2<(-pdv zg7mc0J<!>+3l}pDkHB|B^rUwc;w$@%8^0|0wrdelMOT3<8kT#X|J&PV(k~p8fc#}w zu|ISI`atjZ_w05gU=E-9)|v$u`l~b>dU4Fyi)tJ!xPm&y^xT>U1Mb1fGtm$h)N?M6 zJ#W0c3mr<-OPYMt>*Du<dq{`fiA{>JF57kZPfIr)z7F1wL^IWUH~R9o3Ocy;iqV&u zRR3&)xU9Y0x|k0gV9RZb*kAXt|Bwfh8eH((e@MnQhdQN4uzFM$x|K3&tDUsaX=Wz; zH8-h&|Ha=*@>y2!LE8Std8nt2%{ztPVot=}m|R%896ITtXfr!8_+tIx)K3C09-nlM z#rr7wmcIwalL_#S-}`Ge5T{x1H7m-rpdWlm>z)WZ=GPvr=lZE*9+6^l{t@QCd@CQF zwfu`YT=6$;2T@1<IDV*}0?((<_VsfX2l!u@sNeV#i1|I%w$w))&|d`ZU7)&%-{YPA zQXTQDVd_WU{b1;aH7=Xac3~dHbI?+j5^?E66`3Y}uVTz_LR%Pob@bWu<FnyM#T{5p z-U7XXIa&F?J<!FxPMc<In9pVX@#7kJGH#`4_hUGZsrNLEJ{^Z|@i1qg3Vb1cuswWm ztRMGsWuL?5A@HdWQjh;Yp3oY~8E3*jn=TeTsdxe$#dPzJ!FTYhqny5{f1$1ke5k>V zeq{EAhX=*MGmj4D(Esx>mvCBrVM7Q17B0H`b--Ui%%8>`xS<2sWi>;akGY{H(G+pu z)HC!<Vk+U#A6|Xmp^kn`_XCc29=ylt;l?0l@Dgp8{8X1Zpo@9rZsGkHb0gH0ryCkD zpYih#XZ$^!OT8+_b9*rVltr(80&)HA#1rW<GVDPs?`K@2hrYj8R_PCLj>C%)wJ6|z z<1%jDtZQBbqk7gGGsKTq$4R>td~yGWq<Ch7e26589o99*_#R<B1qbV~hs^YmI~VG- z$A==XG+5xC?$lfV=iB=O_A;u&=oeESQl_GTU;CY1YI_mCbgfIX^SBVV>`KZypi}U3 zIVXMX9qt3?RRhly@Ic$_;onAFiA10FM6XEj0uSF`yMTBaXt8drz=Zni$@9ZC57Gb5 zA^kE1-RkJjI~~e<@HbDW5M7jjo;xJk>Y5$uYnHZxbT!m-S<bgK@V$S2D5@aogl<LS zXYfb#*X$WiE|25Ai=7hM^)1|wVDSy54-SL>YswQDH&g7lqdhY7QVx3_#s6f}gaGGe zm3Xb=d4+u3+Zv4dy7!Uw=NsqYE7aIWGp^x7Tqfbvi^X&7q^4!BK8gF~zwhE(@U~)R zCpM29N8cjId$t&HdT?))#5*tORIhbg8H4ATT)OA|ebSA%S9vPq%5CrpgJrLEz}KA7 zuaRR3Mm+8~z0DNrMl`scU+{nri-n{SRX6%b$~Lb*e%|Lxkp2{T_q!BxEeatqxzymp z?EQyL&!WH3!zOC0hdGlk=4YRvzu(rOwsZ*3VKJr2*eVC-`n&9fH{hdA-1j&BTklJF z`knCh=f~bbX0f*14ftJIP%ZbcgAWrX@wo&XU1@9kmJ@XyyPEr<cEpXd15Hm4Qlb85 z_4e<kbR#Ithp(kM!FPAp3+kr|=tF$wYo4NqKeSGBy8b0sBI&@h(FsfFW#79q`GX%i zI&F1MDiL#>m)`A;EQh~cH$^QM_%5F4R>|JoxaXQribx!Be&@`S1-zgSxBac3#|~ZZ z$lwh568M=f#yt`@k*}k|wl%6z_r1OK|2-SO*r%$KzXKP#4BF}S1NUcqJ(*aJ^P!)( zWDMR&Co{op5<G^-RP6_O)Td>w9PAdz-=A#Ge9_89pDBP_;HDnti^(QC5B%%@OtQF0 zfafNmemu;J{zq44!RfEyVU`TNYYs|cPn^1A7~Pf&(Rstbes}x7eX(!Hhgjj)Daue9 zHTKVca@%nG8vIgjSUBx(z@E{(N86^4;B#DLO)UhSh`2rDUVX&vJ_mRE4SV>uzPCKR z?&d~#)YUPJu%dswdseu~8Ggu)i)8!0L01*`{?jSw*vb`~8D%WsTfWfYnuj?9L!L#J z8;eea^K0)@q%YhE>F%b>q3G8$wsZ1aK>ty~e>S+Z!G$>YmDE)R{J7YPM$>Neg;zD= zcq{PU?HJB<o6JH#sv2r*vkU!h_vE{m@N?^b%md?4zXxnL@3Y1CKYKdi^)(XU=FLI* z8D8k@!rwGaeukfMis*K)A?6ky$#Zs%!H;@w<MjSlxOah4?>9d|2Rs{4;!O!Y_Gd<k zGWK5_HWCQ#0^YS{Ev3}PJi?jrGU*M>0UG6<x6pZsdU)V*ouxYT+Ghe}){%!cQ`)0c zaDRhkXKr+(FQuckS3Gqm{BA5Fo+{z_YFqSXs3DKFH#C)G$DrOadw6j#@XfW-A5JFV z??}`rlDrOsuZ=zXl+prt%XaVkmn+~OcZbdr5#Y@xOAosEx?`SQW-h=3b>cHEJr?L_ zBz@jxKZb7MqrowC=~eW5Dbgym-@(_5`=;wU{D`k!Fa7%Ug)?C?;xqFEad9cnP%g{P zmnar4=C4zL&PQq>vFx@7@oq!!_|ZT|!hStpKD8e{u=EzgAHW|Orq;y2pGMq@kE^XL zMc?<9{mrlT_`AMcJEuC4|I3*#mE47&V4_Zw3+_iu{~LvkQTWob7PxFndJ_3H8Z)8L zu`yg>FMN-_V$mUI2XEla_UlI@g`ran>o|3$8$62lJDR)=^YcVqk>WlN)X59N*jJA} z{nXx+f#&b7M7Y>XwNK!KqQ*#63{VICs;Ks9sDY1wX4C^)^k;f+Ju>gc`yOBqku{ie zCr%Hv<ZL28xYA5!>;n(?-yRi1{%YX+*VErlqF!?k_3<FfMn2{K5qA~(=?gY=-0~NF zi0xgx4`$JyO?~TAax%@6Aer`W6WoP;J62aVN`aR)bt(3zqwZt>s^+JPdwKF1rJVU* z@I<T;0SAFQ%FiSk=6r*m^Gf9E<TUagn^OHn<ei%RKb@Z(cPHMk=W13CfS<ecBBky$ z`mUZU2iU<Y^zBk+c9a00OeIvQ06x%dz~h1+@^*bRU2K5^=7}0o?l)#ZC$&4B?kM=M zLv4nF(KxT;Lr3}pbbxEm&BxT%K?hYB6nY5#!QRPlDekB@^?UbErgDQvIag|1IthK; zKK14R^mkrAqIUWOK2bcWfssYbmsmI++t(hCer~RQUKse#%iJvo{=_2xhH7r>DPbSv z^XBNUG?@1v=M}Z8z<zGW!FWRh^s~}>1eIpMV`kkL`sL_GIQ{jZVqyc16wwlyU4YIr z%B*sK8}ODjU9%AC0iTVQ($i(oL+?rqw!(9)ebl08v<LG|JBy!(3WJ|Y=@aKqgT8uN z`hiS5p6^non@Ah*Zs1k910|S8h<WigNd&&^q5I|+@x1ahzVv)XonIr~9KZ&=Gp&6k zYxf=OzY3>em!gAzK|zzACGbdL)6zlTm*<K1>@r1B3&3NEFDh%VgC{%oQX%IA@TcsL zvVVRn+*}DfJO@x;*F2XP--cg_ey#8BQ<$gCX(qc5|51|@ap}I9=-W?Kg_#34-Q?Uz z+>CQ4LfQt3j^LhOJGC9GaR_|7q>Q%cdDMIVb!$3+pCCC%y<K}1I^vZJ@q>4PFYG0o zmBAa<ZPIxrh`=Ajzv#Y~BKRxuEQzj4%wdivxRL_5eEp<0A=CtXX|d(xPJs8$;(u!o zyemnh)XqMHeq80%jj{9K0j1?8g{<HQ-^1&1Y!g0fzWmKg8~FU>i4)5i&}Z&{F+H9A zPnV~wesM3(QPNYgXvDwJ9Ekx#+;8Wr8GVMp5%mHOWtmaedYqElA!&mCHc!HU4D!E& z7~c_A<kjx-Sn4!soP+bT=CcIyL(RcM1Nc6}DwTp^cu)KxgV7t-*pqB!emDkusC9*B zNYzp2iVLeJ52k}ZsCdvfggUOOqGNIuc>PGC_~{@a_-$xRhYCTbasAH-e-!vcQSKKf zR^(iXM=6JIs8vC?V_jga_tcFzpH}ct>?HER?_B0KD(IIdhgo*GK_@p|o+*PmDD>4& zAzt9N1Cu-{j)I;9`IP?;6=lo=t~w92$OFHer(fL%K4LTNaBYwf=8FAN{`iA;__AId zV1o15uYZ`}1pn32+|*)?d~7F6!(tZ&UGeTA--{8x#IY5}eKfe|88W9^jZoJVp9?r` za2P&tLFel8!r=o%>Kc`dKDJ{-JhukU(eH1g8bNN*iTxapvQ!3MI*?B0eGz@k5ZP#< zb({}1CrLBtwFX;V7p~!+ddSpQ+y)-jrFxd}@-=Yw5C`4-CiYa=RF0c~#}}qv+Py~< zb@MgZjA-ask4oGs)MvpS;Et`Gca8DANL9bkU|#EY>ZePN;LTD4x@^;M?<8)pXq|*U ztSN0L)03ajzub=gZIJ6sj8SQ}a3FpkEm3ir0)9+CLgzO720DrDk=g;&!{@C|D)Jo! z-zdHn$rcX(UcKL}jyRXbM_x1~mSV2R;ipkk8|K=orVW+d@cuhB$XTH06Ls-O%MyV8 zndj-|f6yUaqSKb|7KNVkvEL!(G5G&5W~fo&zBh5NlN`DS{64n2X5`^YJWSwvehd8X zGykQKZWiR7to?_7QNu5AmFh`K8Rn1X$-DmfAy~HTTFt|KzkmBrbrtYex|+K7j4b%8 z)sx1Oh~tva);NB4Bc3t{xW#~<G^OLIpNR&Kc1BU5^(5v(Khintnn7nopJRLu@vLT4 zL3Vo_bFTYObD#d>L-?xpKP<&w48HZMhO3C1Z|D-bjZjC*&S%rE9)T{dJHj9>3A(0A z!MjQ5!~G85$P{`5J<8Wh)2UM6Gg2og9)aI%(Ac_taUJ}_g-GgboToa9CAOVkya@Uh zT@!T~^iy2eO5#>siH;nmngV+8#L4fwZyrE@vpyiFHWfNB{UH+F^7F)HLDr{#k79q* zzM@12FZhN$&=0&j3O!hf7#(dZ=D_q7uabc;su<lNzKJ>}ZSF5ccoX_UGEO1i5HBzM zVrEo_FM#0fa8&|%TIU^^f(GWjGYnDP^<!R++G+hT>elv*)bnYmTVgZPX*iKjeA&#p z6j3)e&#hd~!1*YT-qoHfjyOH{6B<olg2ahjC`%f1U(7L`4UITQ7tUKKp`O3+$JR9p zb%o@m6T7?iV!o<J|KQO{>?!2uqWysL<oVl+%@p|7P<5AA<Y^y*>*8OH^Ulysge7%F znZSpIizj%GF6N=Fg=|K_TkQTMAr+4ImQL%gNshnQy&iP*r#0pZZ$2lJK7+m0G?L8q zahTJ)7!k^hyxr=q;Hq1P{bB~8USUJ<=b37}B4mL6llRl`FcJ6)Xq+wOYyiGbC9ilR zioR(0-2E5i;8PnT<L)4T-8&aWIGbTFS;K@EE%J1CW44EE6XJXMO><!`;K87Tl&9z` z9#M=vxexF8+R#nyejV)hF)<Ol<%d2{j$T~?@P@m9hfXdx@SMe2-yd(0Zw}u5VMYU7 zr{E@(0iC5niOk*}oVOc=B9bC{;G1^xm_OJ=Ki)2x=WY!2Ulwxp?iWy}&#ER$mLZM= zD^pnfhA+6a)x*~|@I|SzWNkygq9vxG^tyo?LG7Fxc^Bs}^p`<m0`dUEb<J0!`2E6X zT5pM=K5j0_s53=>i@LMz;}?7`ncu1fr^KP-_P@h@;H)p<SH|?n`WW`K#U3l##`9OP zxX^Ub6?38UKPm2`J{%u+?dc}PefQpEEMW8{+7q*dl@QlyO)Sjkz!z>imp;t+0)OA_ z!2@YW!MkqBIrBI{FH-oef$FzA5x4iVYAE!I1;uKv_6e9{7jxgUwSx2Ew)?m^bS*p) z{mumz;PtimgUQBF=VVs!^v1xqho9xvU*NjBB`={a)LD_%a%)LAN3B}L$GC$%2<m&S zd^NppL<E+wSDy7EoMgw`zPDp<z=iBV@{`y{k)gf6!v*+H>#=O+DE0sd>WlPv;=O-e zY(H&+eRrSq8uuq*pP~<G%?i%d6CFXxpj|#h#ML)ir#vwivleUIkN3Pk&@E5r7V6R; z-@XLUB3}lITBVv}zl6uG*E*Eo<KEpAKKKE8_sPrpPgFdK-~PfRU*|E;cbchc+#UDy zXH3@UCeC@@9y767;7vxwwyV%jEFKX&T#R|O@3PG)A0>PUTFzFz32ykY{`V|6n9PGH zt&X&I3PpcDp~kjp1UUD%t~1Yh58{-4*2j%W>}8Oa_{xm;ACo6mZ+;Pdan7(QVeq0F z*D}IJKlu<BkCBxU=y#oZWuEKO3LnRPwJY-T;Hw92K9j+HtGlN9XjmKlX{irnBFKw+ z*G<EPk*|v9-#_E1#67ZQyu`W$-auDZ*#Z2r$<mtR56p*D<w;O0As_7h`>|4L2K~`T zT#MHSP_NXCQXK<75^a-p**Xw@m+B0H=5yFn78_<~@dA3Wa%K^G@Ef1Wj52Km+z1N~ z{ZI?!<=c%~yF>BweU5uS+QHBBXBz|WJsbG+bx|<7YT`UKShg6=z)yMP4c#&ccx_hh zsKQ9hReryl^c=XOv0c_eQy+cjX<xN>{)nf~I4<}C*HG+r{B;*~RyV`Xamxbu?8Qv> z^^9R|OS?T_?H2OdR;H=|aQWK1AlZk=U!DH$Y4YF&|L(GWEd-vJuI@6$?GgB0sK!{O zMfzYafHIhq1AQxL8G3RFS3<br;hv+YOBQaW=`*5k-MqBYG@b)~voBe$+uehhV>D@g z1O!Jg^VsQBpdJl;mSy-9`;xA5#k`q-pSh<f%N5{N+S+ft|Mmxw%uKw$FpfE>a5fu* z9Qa=d9D8+L9=`E0e?OQ7Lr>8tZq$^H{f&D)+h5{6?M!<U{{#Js^s6`Ip6-F~65FhB zHgt&eRok=WWYB4J1is(S$Nn&1>5rLn@M-a4U~&fz6ijo^39a)a<or#vDUL(0lKb;u zMF9MOXwP=GJ%j%LN#6D@N%%^>|GO!V^BPe^|9CzRJOv$b*iaa{l&*`dwBVJxmWq8B z!LuKVX5Sh{Kjhea;L$($9tM9b;`fGPzKey2nd2bt0h`=G3-E;EzDK+)!6TIq4p{#4 zFPOie&YEWBL)=TTZqYM`PP$?4Nqn<2@ig0@&t?nzE^f98yr%}fIzB=djk@}eNL523 z`gQq3WA1;S!(XMFu_x{U>T%<^cZDN9#6(gxSzs*coi(<WihS%V<F^rbGzLEh`PI9N zj;Kp!OnH`b(1+_@%u5Adv(v8F=$j^d{*_8uDv-xU{*zOu1Ma5iqW*eS7Wn7orZw$O z@c0EUz)ram19h2=pYLFPvB&@Sv3YlbZZr2tCFWmx?pnWSkV7A3#xl)x4Z7G*TaHc8 z$&4$CP|&mCJ?vQ1e*6o0^**cGw4XO&?USJ=+=_hmI!|SL34S;#;!+{t&2@+Mc}1su zi2h{i0Y66Yet*~$$<gn4I#QIV2po9n<8e1*@VEP{9_V<-co7z#YK6Ueu^+{6Anz;U zp-}l9uLa;9-jMkRvK8KhSa$1J!#`fC@<JHlgL;D|P|gB+zXg}_xcw!Vr!Oez+W?=e zIrL*$ni1d7UCD}%3VxWXyj7{_qm8TNNt_ymf0HgZndKV%7G@jAA`!o@o85@&6h~i{ z$bL!Ni8=76Y)`M^=QT<4jKkx-2&tAH-xWvrK}anHY+UmtN^+NI=v**oD$n(Y6nK18 zdp)Vu4f{04zc7DB+)b?=SRAVbt_|lqWi$=ET;xpp3U$UYA$eZ<FL*C!ZOh(%gx?)k z)4KH!=+PuKX^v{)yk@a&AC5(zJ8;`OMhiYg*G^kofTyJ!+M-ckf`7e|(tiQFFehf$ zBRu^5A1>di#RR<dz9Be8ZVG(zPSVPXXYkEXjq5lE-$C62i551%x9;vQv=gB(VHiGg zECct;vC4>H82VVIz)wz<m>;td(Yn-IhW=v+A<TgKnf0FkD6fk*k#)N%_s$Q*(>Ehj zWQCrXkIX)E19`bq=I8fD@OD&d#_S3>mx(K9k}ZU=Uq)Uy_kaZYXIjhiEWmyHj6YL8 z!n|`)(RooD%!wUWV!FT&J<xO+)8GVt@7HBz_B$596JZt<^9snX6oJGVc-w`!_YHC< z;2U(zvA=B_^P~O+ew7yypJ(=Wkl%x@gKmGt{rBL3W0y$7si1G1jcsh}LOyTU_H0Gn za_sZyO$N;W_SQU-kG_F(ZLZmFKZ5zOUYTc=pD_nM7`}Jwm@A><McP+(26ZfBdUF0t z%wy?yhqs`9iM}eir{p;F*}FxV+!)-6nS%?ix39qGAaPvEZOnxb_BwH=X###+%nvLc zJ;l6tsaC%=>c$-w6=@k7*rSz1`QDZey5AQ2r5sWZ;_zfjM4=z<S%~4v*aGk(wMW@H z>WTV`BS}Va;IrcGB(D7OA~aU^TXBd$uWif1DF|Hex4j)D(S-j0(rfP53z&aqIh=eZ z0e;hp>M5N9m=E_Ze<JrA_wt~miAn1}A6a^Tr%$NI9+lJ-y~jM*YMu0<74+w&tCstq zzqQofcXmP<`Qy0Ef;9L5_d`!RBf#5E`ip3Z!v9p6C0bMQH}=-Ae+qIu51pUFP9g~S zw}aw~;qyx5qx(0E6mafbnJl^6z#qO?E0<L>M;#fxc(+^z{@`_YvPpNt*S>@Z<V7EM z`LSu+HSGIHy?E<aPzmbw|6<mK|DgWA{e+(ZIF{nSVe$w);4%Y8_HpFl+tn5G0fOky z(NKSyQ}ZHbt5wE}pmUgrm+JWj{48^2Im`fm_tZ}rsc_)&H;TF+OryX@oEV*bV-268 zE13~tTj;w8lngXmLFd6><n$Z-nf7i93lA>rLy#5^cDauIO|PxnCVAjbap-Vx8~BPM z_HSpD#Jq^}+|;jr;`@f5i_YNyp0_At5{Wj1&Oc*lf)0GQQC;U>N8maydgUt%&|$IW z$5CJFcP5mIy2}N3LN8kOBUeDrg$Ug+q`HOAMS86yS_*Znarqb0bKpBQxLfrjQE&Og zP|5BDUm&x->)YG|=rk`6KT}2A8hiJYg%!M&h1>o^wWmD^ivzL^hDYE-Br#J~1%9wW zfsS+=IOpY!fLDpA=N(GN?{ndvTyN;E@x*zowkfC~*$rPp-x2wpq3BEG>Uit@0#7!n zmG+?vd}1htZvGnL=MD=>YxKeUWxkld({UkwguD?uf_h3;ipt#_al3ml?04a9^ohnv zW-CUai#Qite$&Ps_b+e%U+}H_IP*`9qkk*eCi+PQbDZydQw_td-HD4o8`>G>or$|E z?9)|~$dgomytq+ccs`pyBD&>9gy~OM?`=e1qB%@x{V#lCB@*?<I)S_C^)i?F;72?# zcvVsqpIiKX^S^zs9c!e*c^`1^5*$*<uS2gz*(ZJt{i)0d9d{YzXO|UAy=L$b5``R$ z%QrDEX1(L!p?2^iCt`~lo16$L-8hQ`)bFcWmu27L{%r7_`*rg=&Y@98j~961d4aUk z^1#m#RIyKDNPVEM@=gw#K)<N(YH%`mSmzIw&5Xdy&&~}0SB5^+IgxXIreDAZOUvk7 zwnqMo(w9mY!_U8p`1=5J4%zxg?58;pcXD%zc5)*>U%PSgXd?L2u`%iXRm>?+6!81L z!hIJtx~vt9x`Fp@yCdfR_M7XF*I{q5Nv$f&)Go|L5)@4x=v#kcClx$1j{P_s)R)gA zUNENwr78p0(3GEQe0c?a&nfJZ+&kgNb#>@P^IP!C&55kHf5Yc4SF?c<{BY5YgrO}S z)Ef)>sm#xyOMdq9=yUXiB5rE#sT+nbBHzkue}3rxOtPDDUErT}nKa@n@Y}#H_raIw zZ|xUexXSqxb9_rmr+!u7TpcD$5e4tH(X6>n34P^?&BGoe8hkIlPRSf{=)_LQtLZcO z5<xcQAMb+~(6qnx*2@Na8|sB8sXQ^qny1mFp^ZK~)w=~jA6FtUm~YA*b^6GYs}gU) zi@jh?VE8$QeXbkf@dodF2&?{&->xBFPE}@jG=u+PdNVaAgnqM1ui$h6;&i$EXS09z zEX}5P$O?TOp4MZ<UhoSDdPcAHkqvw7m><b_qEDS4-nHlgTpf@!p3eh3a*{UVtRg4y z->2AVN9g9()SOfl@;!-|Mv^GUzwq^Xaj~Mr6?redEas6p{3Go6-iGKwXWUvlUVwgI zVox&1sw((DPrXV(=!fKdzf#ZQb8@6K3oB7L69?I{?j;`aB<xc&DDR+86+F_NjLtFP z?%n5*xW|X^K5p4@5cl=s>nhVHaqw;MtfY9H0lwm+hz^Y!eB)VlDyAJhiMbMycA?9d zUw7j)ImZp2=lDQL1)kUFxSCE6<{8(_Z>Urvk6q|BO8lq{-z>9FMq{tQtD8UG)A$E- z8{AhdzM_uG+|_KenB_$XdIv4eRe*P7_w_j4fVqU%Ar^YW@W;B`Cu1}Oe-6%l#bwH< zD;q}a-Z}xN82@-+ErofVy$|J%nqls0F!Y!y;%Lqut{e5Zj~j|K`n1URj*9x3Zn@wO zCTlu8Yw#RC?i4$Uc>XLtec!q|bm4MUHg~B}kLU1i?Y{tijjm|Uwh(pQ<(33`)HkAO z|9SHxzdn)uuYD~U@y&F+>iv1_6%$A{uA0UBFg%oS;Rf_qd`I+@KS6JjU!?x8J~;2N zb;3K@g;+WGT-=Sqg}B7asZ(AA-esR;!m&%3CzkE`(O3$6B7Bm!9rwWQ2xX(1CH$#& zB}A-V@gl-U=aUOMp<`l=Dq^EXoNi01K7cs1-|}*pIdI2wp((yvebfa32gA-WLJw?z zL()Fnow#5cmaVhwN|d=(JY0hwf0)|m`!03hvffJ~oWs~ts9a9@IuQQl0v7`8kO%vO zRPPn+@gTDH3cr#B{}5%eKzYW|nYcfHYfWbZ^`6+<V%1RSiP-XrtE0i2{4(B($wpm2 zT(w>J2s*5d<*0985w9*@3sJ_oe(|N+_9OPE&807Ph|a*DAp3K@H2BM<f)|xvPM{Bd zhji{6`V+g)>}w(a#}luxkQjIQ5+4~EC61)x^LzT7+=b8A<^A^L<9z7XcD(P^p$4B- z)2LP_1f5Eqy3ylP(5;!Ytqi%Mo-bT<p+#T$Ire-cqn@KKGx>0K9KMJG+LG~!&;$BD zI^g{Z^^Qr?1!j2{!u?g8_G#Q#d1g9`pZNDQ;<qnes>8XW-g@-?9PsovS(Py8Z}O_n z70!vm|44Bqj~jK`gA?IyuMj_el6jc65pKj)VS1mz(}-)=W-30dV&93%mBy6>)N_|R z%`@cTmvx^ct9Bjx<nzue2>SvD(K-@lg4p|0$$9Kq629M4lf>h9QHOpWzJ3_>D)|BB zPvXE0hp*O<c7mVZeZQ)}7dWkhH6~WL-<vQsaSEK@kNCd#C!5_j#Hmjt@*BV*d{o=h zj^G7qe^gt0fG>GjMfd5(Q_KO?X*2h!qkp?@e)BnWXeSxhYo35V>s-Ch8wdTc6eHyU zTRb<~5g&%kATQ!b^2vd#&~-7TactjZ2k$afRU`-8nL~NufXp}W9+DT+uR?!dK*&sd zNQNGqqtNHV4&bHm%)CVS{P2lSh5s_d{+}+f`&l^GK_3-U1HkX?lDL{Ff;lH)I^Uf? zkQXOM*kUsSu&40Vt$3?)_>&w~KmFyXGtnd7$+FYbmGHW&P_T`DQ##v1SBMjQE${Q3 z(FTuMD-js~8vU8Ge~s1sfR9ugUtXoM2M#a#U_*}cT{X~p#<URoI%;JDHCbJWw~m+1 z&5<v67>+MWMfwudPY&H)RRv$cJD0P7zWslc)!R(o$iKWFI&LYV?){dj8w-BRVZL<W zKVkSb%q8n>e}rD*Y-AoM^03tuKhwTE^mhUx{Z4*_?wUNCKG+UE-U~fWY=|!tCrY(7 zb@6^njlS=>hWXWTI+F9*uEc>^YNN}U*f;!SrfW(GaVfk;#R53Qfr=-n`KK#!)bqab zbMQi{L7TZ>!JqXzGDm7)PAlyJ+uaCq;EO=<_-f$RkJomM1e#(V>q`;&6nO65&+$yp zbKqY&)Ht(+&y|p3NtTHB_{4gym`@!0qqLu=t@=X;q1N9lI)d}t61rpYnlpSCUr_oZ zt`*IyaqXRQBEoEsEZV(+t|dR$$MzKb)x4?;GBKC6+ch9-3-MhzcbSSy82XFjNw)=e zdJrbJ;)pKr6{*FSKS^Ou|8{Xw-XeIN(hu(C($KrS<!ca4#GKxs+4BcMkzT~f$jY8I z^c9XC?sT2F3|@8gak4G={!l%;e$QLbb<V1nJVX4Lc~|Trr33wv;L=+)edq))F7nnQ zZ?a^!?c^ADCT8`!Vgv^;*F`2jR|S5$$06zDb^~xX6KSSHt_LA!wEk5b`Tw48hricb zPohs;AdOxHdR?twXE|c9_iSGB6ypl!H-#0YeS|#;qM}Qt4!B5v<+$Du_*#`B&P6i( zf060_aeYphhmmvX6FC81DR=7OW)b%G#VK){7y)m{eSc?v*n_Y#sD92#hdmGcDXAC3 zktgZf>6gJT7XK#|{s(xJQ!s6B3w*>=Dg=_~j^bRpsa-p^1>G5gfS-IR{+U*k(+2hC z<bDAwQQ$%bmG=)v!H@R7>~0cH1fGxiprgPBymV=ZHRdpIG-KYtTj-Yl%e|t-0es$0 zCL>G!4Z5=&=>gYw*u%L?yvjNRIwBH*=c2997c4a<KT3w*N%rEg`4(5AB%z`5?QZz( zn}i3LL61=HRO_4d+>Ow4&h@#9Ji_@%RmvIo-bBXsqO2eIV7~cV*62g-%}>5N8RkVS zYk5wqA&%30nygPb>q>C==e**Ce&Cj@6K{bJbo>tLFLb7WckUdFCUZkP)LyT$v%&id zbrxxWzk-_Ln+X0c^gsF>sp;LJZ(2)wP`HV@IMBe-0eX-VdUO`_z<CF+Uh1$PM?SWE zm!%K<B-?JaiwHx$nl)ZkpMnmd+<wj!_<b&Qqdhkg^Wi6L=sUp!)6U1c4;i5@{#@hD zyb1qO)xx{lub~eW^EbbN_tI6#l=vKd+?`3>*4;($t>R!c-^mX>pTy0mvH$S?r&p!A z@|_8lY~yD;!5gaHPOAxR!CpOuepOZA`hF%}XCZu^Gn8|a6))kFezu#@bPW5(jx#z9 zKnE~&F|j)xeQO$3|LzmI&=pxRx17K3N;HQx1n66N5SmnUH-C~s7e#F>VA$zGlpg+Q zZeoMEd?t0eeP-~(S3FMb{qOH6b$8|>z8iDoJ^tR}K`6F(ul0z#6BZ`U2ND*cD`cM- z=2XD`ZYjnpl`40lq&ArC0P>^tzUbfM;H^Hd@Xp`K0uQ1+E?X{+eO{a)zE)fCPm$3+ zz^RNm=#Ra$#hmzl6pMGifA=EFtLHvNi~171j_u>?w9v1nhbGI+;XX&0)r2cS&$!__ zs|NnvGWhtAA#@`F1yzq1upb~bX<Ee73;2ZEVC*{TpwJBEKk>*%&h%9)y_U#tNpAX* zz~yZx9qy28qc5s9bmk2!>dYnXUls$-L>IZG1=&^fX<j`%We0v*snjIjio=Ca-4~Tz zHVwaczQZ5Vq1RrXD`8qCTu}cUosGxmzS+BnRWJ(iO~68J7CMF<7Qsrg0;o%F#MM&? zVGqvF!s;MF_)@z)6wlW5Aozwm9*3RA-nQR-f?BBW?*HU6D9?5y<~p?L-dnj5`T7cJ zih=N5$XOL>e&vS#<lboS*U+m{I9E6JB7aJmTYoZwk5l=tG@dfdvo&1FxRr`|c!Ao8 zts3x(VO;0F(D@LFujB|5=-rJ}o8+5t-dBC<RV5Xni@kqBv=}^^ESCmL3HrNBc1`y7 zkDyCw<PhaVJ?rwoJpKdD?M>O(q0}*VV$IJV6clvj%lnej@xBioTpZ~5h`uaM=H*y6 zU*eRrm;04O@aYbEe+Bs63BRSgK~~UTcm~Ym`w9CJUIs~aQ`dZmgZg{(T^xX~{Hi?v zWAGq$9-m%+^$Yo0Fy`}@t3Je{LIKaENSx>Cut_Vbe?EdrPvlcD$6sDd!#)gM>y1|m zV(9Y)Yu+p<dyYEHqCN5m`d#gX>e@RD!NZwl=|uPdKNxU3X$6BXb5`UkJ>pDsUkc{G zxs3dMpZ7y7?x)wt#%2TJmkeiL+(S7JV&EpV-RKGU94)Jpb(Ud1serH01oa^G*RD{y z1K2m4QKdZ)jXBv7qv>S|^eYPQ?#b8<yvO!KnOqQa>prj2&LAGC>vzO`248|w>$>qz z4}#3{-iX$s2lhEQNia*|Ig6IJ^rHUmH|bH6N1v<E-PY;?{ylfJZf2M__Q<JDxjq3N znKD{YGr)U3qx0k-fw;bBV7bBe9^QYLSETt1#7TOa3Mc3zzO6Y64OjUQe@zYa9ByNt zaruzODj(+4^6Gf{G5@_sF}ffP_1(om*~1gS;j9#g-C3Byi+?|2zPAB!OudFy(hYO1 zGOex~&_DULj8^Ob&&xCxO~wEnNzkj)KYn<Fr*rCbEX)FKIvm2Xd<}X*@tvj?;OTNF ztoy~)oQOS|MkPqnM95~`MBypayLEgo!(L#XuuAw!;{$i%V?`O2stWp5ykfLmzzs57 z8#Uv2KI@LkRs$*E3$HjFRo8_cinr_P82G5f%ja#1y1a<UW!-wcRNQB>E%|xihTlF7 zAGMKREbb);DPMxlbLv#?0q`gkNBR5$&=0P0{I!tD>qeNk9HRY<emseS(D;4^SE479 ztfb}#^qcR#*gL*)CQiRJ{&vRNjc|UfIZ15?-9T)#Yy{%Dvs&!3^1nQMoz%1$_b;|E zePdl3b?lqehJSl(&#IkPWD!DND!}y7%X;XBA6gWNV1Cy7TYuN7ESw9m%6A&jnRnG5 zWg=DbB@6-{UKBn99^5SU#~k_t{XYaItLVVj?qLcO834~?xx)44IrhF;xy7WDdk{S$ zFn-*H_~cI|_;(F_+)#@57czHZ&+dyt4X^R@7NVOs1khi6z-r4xjeSCwYW8uTawBT4 za&sIDK^}?z;P)5LgSs@eX8ss>!J}qs5+PoMZp+Jaz2GBzNA_?@Uw~iv^V~n5(|w7U z%kE6$p6~+@)@0jJ;YLWc(F!=xqy9U5+td%d`SYo}a>)na`}p6yKq~lfHO_M<+NGd3 z938J~fPaYXBlB&?Gnh9f5o3FXICQh|QK6Q>c|uk8!7&oVLFt3_x83m^U309&E0m#= z&G8b|MnBG|hWFEpPVlxzo5mOqVXn+eo{X;&{xlosU)Z(c{L`rZIBx4f@M<s3XjuZs zaO^v=^dIyStl>vQSix%_A={K4g3g3Kc}FGUU~)ghNJxh-@zQ|V`xXA)P{gu;lp*TN z1;*Kae2<Purq(hq;CrW2j;oK*ca7(A-;a1mBmFz(`5@-56GFc0eg!|WMjFyJ1E0f3 zGKK}<O}AQd4+P>|v&8%f9v*Zfo;UegK1Y4ZbD}^!`3U+MBgx9M3gEX3*X|XL<38w6 zwYtw@E;vH@q&YA2ex9FelY!$|IhGv0x?penI?Yn`OXQWii))VHNxXh;lz9T5o26~a z3i=}s{F<Yz_d#FfaW3a9`c-@WD%#8eZ_;WT9dqbG-ei7A&0~bR;yM}SJKUpe{uh*2 zpu4bCSgL-o<w+chsruzofWC3|nN1z&yJ)B@)(pT0EdPESFbEz(<F4TQQ|-{5cFx^j z=y4%lXn4qeu)%%RzxUrRe(1;IjC<;Hp~G2pCj0+<*%RjYSHMGtk+J;)==;%nk|oXD zfnPIU>iLM1@J)Kr>G1sp^dFOPPDR|vEB?1TYT)mbHdL)6c^|s|rJH}fX|QLy{Y<Os zJ@|z_Wj=Bi=jVjzvko21W6@Ge%*Ag)H?9?~W|t41t&0ECUt`Q+PKmNrK&O4<c}GQ@ z0rVCrI!ZUukN?fBY(M%R&iD0?DU_%~xGa=3M!^$Dh1*pcu0x-BZS2a*2z(KEr=?md z;B$TZXo)8JNnHasj4sw;uOiLKFAl)JodJtHqZ4?3HL-fCoY1MN+}JEJ2VeT;e32pE zivUAXu*W{^Q#~qwe^U{A-RKIk-Yr8Pa;Pc&Bl<)ezNt&6s_=cvlBUNn53;N#*xrdc zamS60lWlg;BlZ-pdY=Uk`s(laNQxU#P<f2e8M^pAy?m83C5X3K9<rpkhf&j|g=Q?+ z1E5p2Qxra{he(`^X7OCb&r&xR??=8HVd*-zgg$Wlk=JM7f5hhUI^?aM2VvWit8fqe zh?Y=TqT*Hb%_B5>3ay~edVQvay$*9Rw{BZFq7T_~kt8Y(b%U%LYf~WjOMX_K@WgI+ z!dN|#EBzDrJQh_=LDXFVQ*{m<`QT@BKR%`l2EV6X+a|i;PEd_J__;3yzH6rWKWOjc z{vK~->%9e@im@dmQ`LiLWUY3}ht8yO+Wx?3lMj)h)2HoU4IeNDwzAWQe2BxM*2#|7 zFgM5?CY6bEM!~MmSAw`Sy13o@z8L<VQ>%h~GT3Wr-smt@;068V)?+H@ao*HFvHT4` z{5ujI)QJMn3opOB7@h||rpp7D#Bl#P<0tm){eyn?<Fju}bA5<U)ZuUb;NN@SRxc|$ z51&0v$6#O7PnFHbi?850(>*1AUlu|iwL<Dy2<B<r_BQ#MMZ=#VVMrkZ{Y|PM{p0nu zeuQP5{c9!kF|!gP?;EK>hpsO$)4hoORfqFef^VUJ5ccXfF@pWxKdp^A|N0OjgN2EH zsE?Ud^_#YBu$Ng>Ga|?gKJsU_9@4s^PyO+H&$kWm13GHMFL5rv(H+?DdlPZfl=*fZ z>cVE35sI7OQ7P_6H5JZdFX&$H^k&2@R=N&)CG^Esyz3KN6oE$*b;1whTxi9Q-7z&q zd~!$;kZ=Kx^vG}!MV-C3^!M1jxEm3|o2jXQc)EGh?!aT<mMWKglg(~C|MPVmms(wj zkxc`ceL0w$B@62%5I1_-#QMJX0hhkLK9JuJfA)F<q5l6oh_BWB$()ygFDWGkdTs#^ zsm-z<MIEuc{zXV$(wks2Ub$G!34XRKVfF>`ly2auI?^rZ6`d&fUJ1DnkEkD*j3I9f zA5{;QMO?w#f4bTW9R!!5`fK2($fjs=R`?%L3tx$e5d$CY_Vj?yq7P9sB%oEljlQB0 zTUm-Z<{#$o%5$L)R-5#etRf8in;RD9f}oq*#Z48{XbgUW+puTG5&WTW;R%yA_yLo< zCC!2-BX*lC1e|pz=s7&=Po6~ny({>A^*H+Ol;u1nh;K!g2}k<Rm;=yQ^OpsWC|;0O z^`8RjH;>awRY$>V*_m8am&KfQn#0LQ*HO=QvgtgAF3Yu<hh!A>_?|!SG{zsGA9iI= zRU-JXIU5ekd+YEwv&mn3iRVV~Qz~djF?_KdX3iVq=hISHLd_n#5m6$6wkyE9QckB= z&-R0V*d=@Omn7zR9Va9x&|lGxb~1LAz&ufC{9^^2w{5M*=O}xS|EjsQ+MuIou!xoK z%))!uZQ~>R1wG%rL0PqK)R&j-tP+`!7ivp6Ihyf2M2^nXNxKqt56A1}e}Na><M1=P z1OAE$oO?X{P<Qnfa?Ii!DP8S5u@j%~7K`8d8{BvCVd1?rZrJ-!XZ!0gczDJNy)Z@K zMgIhzKq(3zLMx9))vg462%|mMoSTuiKTgd5euzBf?OyW<ylZ5iMkJ>mcx?sySt-2N zaLPNkqyIpcMa|l$`5FC}qYNTB@N+q*{E}^&3;v!YO!;%@Q%5?eJnlaUyz}N6$thXv zLA!V5O66_r$=)TO`CiM5DCzthL}rG0flAJ>l0o=ny}rh^iyQi9K8Bm_$RBTnT_xN! z-H8v2oSrm29)$m4lW#xv<Gu3GyB=}IzB~`(?!DN1`<8iDRez@o!C9+(SRVa`cMB8W zg~ZV})EHedgsx{*RTy~VUw@SHzc%2Cv3e>k|KpgerAl6D5{54zBW>@cL+Fo~>ks9k z?jG}qupI@itW@RFKR}8+?z&|s1zoRmu(r~h2d)JF_RUm*JYV8G)%JKr8v3&j_OpvY z_f|G`^0)^+=lwUMHBvaI!Xx1!JU37`Q(nF!0iTrw+Bm(=W-o%r$a3Cs0=lW(H+%l+ zx(eKXd@y3f9wX}4V)Gi<OZ{Lg*B^T7oZ=H6-H00`Q}-KXn86#8am++QKd_VbQia?! z^ssSGLZ?w*9H(!w=VQkl1@#7}?PI*>k7Vh6{OAi_F+8ab99K1epxdADCCE!2dh^zy zew*MUD-gq8#hm?<qtKP4p4V-aLcPM=G05VD_>mJs)|3yu$8w1-NB=PRmtlrZzfAai zY#;w^jq~%AZl`DZ9{5x6=g5qTKzCGgY7Y<ipr~_U&MXY@J#)XO;ueN;mnpSy4f-pU zh1l9%GH%3cpWEr(;1Nk;L&g>upd(`F5&DY!#iw4QeW40`5SLtcZW8?S*kmsWj=2%v z+0XIsy^Xp@bA~+y{R#?=A5}+zKjNcF$zyQN+kfc|eE5s~KHegA7gnL;ymRd9+CK0@ z&%30LBc3yvC{=JFE<8+Zmo!5>+d58v>^u0VaMG;uaLi+#svq>#Mc?t0>S(OElo#RQ z|EpPRk0-&r(;#OQd8fft=1tEn@MUYAG&@3li2Gk$x9oReo{nrJ>pqVManX=2XBqwH znGmO8ho*l%gU;F}1HiFoKQtY7fO!Q+!;tX07ZEQ!|3?8hG<&j7nUx3oDa1|}oVbEI z(~rFE7W#&N;v5xk>tf#Vp7YyKyyrhOBcx=$h|ioNOtEZu?(7#v9k)@3-g|4<g6G{3 z<{z{ddF4LUoJfH)aHV>jiIE%dMGL*%lk@Na5S4TG4Ra=@9V@a{pI~nd`<zmsH2RBo zKZ{a<ALZl-8`>@7POu%Z3>L%Zi2pA;)Tj+}Nb5`Ymi^JM=3w{Q4#Hd|d9Q&izK7ZJ zxffi)(62eDo6+O}=ZIz!bapO8nF7PaIP${@;}`j7JE8l}Zqs7)!#w2R$oL2JcfRP* ziJiwh%wg#oY6;+wu%}C%&HU)22^pPPVgXJ$>$oCP58nz={UhtyF2s&IdZAMx$oFwl zfqi-C|Mwjczk~ZV-ZIm`D~kOR)M4Xo3LZpCzj8?ne*VGU%YzFS+=$0N4ll$?;QXhT zc|DK={%AQ=xrln#pFgQ9jSslA|4(;^4)%jIX<a`Aet<iWq<;_I>(z5iZfS$ggz0ga zdP+|CEXP+btuq4;xcTY|nxW7A>bXQyzdLc@X$89p`mu~LRjYgl5Z76=ILeU6Y)BK+ z5|L+i*bdD&fFJI?WL~I^e&lNhI^UDXk3xs&Cr72=m%~3fOMo8<D6M|Ez3NQ3HFgR- z6owBY_nQnSAMosscL#(>pihWRj{LkEexh6?+5XD#6-rGWdYgwlv?!XHxf5|9p?5bs z@+j#a6@x(F#4nGA-74|<DA-6>sKI+Nb^E8pq0Va!`Ia4k|Ne~HQb{}<`Xw>W^7rJp zf26t(&)b3*(f%*G1J82@)wJ|v(s`o2x0fcZ+?Ck<#$27P5A*bjr!8Y}{wI2v$3EhD zWklq~eFpExnVLwI2EDJLYJA2_4eGr3^6tAXi0|Z`f9%qMzemZ>YTrPeIm|s;r~%)s zF0GUl;2gQKUBxu0yF6ycIGhk4yiZREsz8tHtQx;Z0Jzpv;pf5z=4)Ovd+w=&Ztv0H zt%-m8pvnK6e%Qy2`AK8<iEn>_v$AC~|LxDn9a^bt$iQ6VQg^vN;zdW*Z+ZDY@UtCB z?9l~}Lfvd@{vLhVQn7(3qf5YzHO_Ksn!w59`)Pjz=XaV=7TiUgJCnSA*XEQnae;zG zbI=O)?B5+t0+{nO4)!^u4!m)~jqbJDMOQ*(f`Xi08vgX$cIS2s0pB?cQat7LAk_GG zNFCBg{WvtkS^pKdi`+@#g*WCPY-bP5Sb7o#6E@=Ps9!F9WtU$eh2PP^xD3ySxWCU1 zUf09#Q(NJ4I46t0%a!iG3VhyPp0gnG3H9sH<Z(arg}4&EOijC?bIw?_Nw^JNlZM?T z7gc<2Cs(qOyU0fz&qn$wus<g4(mqO&e|>uW53R^Iawek7jOf3T^v){PFGEj6i2fOS zjr(#s>F7(;bxtL$pK{S(RHD3YyJg`;Os6Kk(Xa(i^l0wlspHshl5mU8gVT@jH&t;f zyWt7F*kZo~;>EjP+rg4#E=2q>rHN4VeI9SQJsbpYTdUnrw-V_BoHygn4BT)>|C*y1 z^n}w9h4u?i!I!0YNH?JmLr*qPbF>us_(gE6zdho}Icf1{OPD*-pQ@w;zx+js){*Ql zbcq95!nVH9ORT^0KbQi)#R=8`nXBkah>>5XgKmTB+c+J)Hs&1TUYB2g3O_>`Ip@o( zm<Me-TDKc~wAu%UvNiBI!B9J%0)H9A`9Ym25&dxP*_d}+$ag=6CFkC|AP)ccVi4zj zTk7qVR>ZM39p9;YobZXRwJ_t*^CgPheNu(MKbd?`VQ$4aFN?mJpKcA@vd(_6v<!V} z!Q^*jYUndMtqa{nzv<oh^D~0LLrUr=o1GTXx3lrf?AwifCXxyd^8=yFr`)lnyX{0| zy-s2ls0Pn0VZT&p4}KzWft|Do{s1+bjO;bIml5Liz9c?`{p*}Tsmt&YA5tpTZ-D<- z@t1NV)EN=9$^6t05wF#zU(ya>KI??7%H=`u78ezF9{7!T`ah1YJ08pajVeUqO%&Ob ztt2Tkl9dv&$xP;BldY0jRuYO*GE%ZfMz}>GvdM~sqL8eH^*jCk>eKsHp69;5-)o$6 zu5-P4peT3}@uF~Cxf}OVD3<xe<`dv1)mL5_gWt-id=;L6x`8KwS}>;<=W##vG1EuT zKM@}?jstJFbI05HUB5HYOG+5_2z4fe_VZ2TV~*!bs&AtR`qYE&o|hu;*b~j%XM4tO zLQj|B^6Qf#bj&XsmM4IZ?_ayi<-OODINsEL`Z@TcraRAmir{>n*>TZqr4@5z_xj^6 z+hV`$>D;5kv`$1`Mp5di>zI3Vk{;t711^%9sr(WAD9`D>rkBmgXQ=|a{`rqz9(Ccd zZnP)t;~CbeT%cR8iCh148o23ecj*9S=s|XzUQ&i`cPnimxBM>l1m*oGGC=*g)2Whs ziVtyu`KScZhy4|a!Y&U`?@8^H&tC(dD%T<LoeuYM|Mt3PHyhA@n4di)R*QYT7Ew1p zcVG`G;T0Q+bIjR2eM^7={k^Pe#XmgLhK2L*udl$zzUGY04U-6|s~mF?)W}C_lF!P} zzZ7yGy>5oMcXhsu$)ePem~C2Q@zjI<Oz3*b0w?MN&5YSkluiVF&%<P<R`3F!hsgiK z{WeRieBlb+rs#IIS65JnJv%&LoDH2u+d5-Q9C+7K$(NL!z#G~beQDkv$9u7K_369; zJYS>5q-+Lr&Rw6%bIzcSX%{6^2M-mH(X~Vm{3Y?XCsRNAnym8?GEVH6$5M7t%lCF6 z7S21-%AszTI_4!;i~8SyvufH5eSR_H4adP;JL1e@K~-Zu@C2HWvJZ0Z#O41ix_E)} zZG5LCXN3=wmj~ORwUiz4y1?OR40w~}=UHvGV$gd?P{wYdZ>_XpqB;mZPyg~)zG^x6 z8FhvW+)Tme)SG%*Qs78vJ{D;^Jcj#2?OaoW^A*zj=%UCpd{by5%o;7-;U9d&)w&RS zY#9SrT^OJ{{7@Ci_7(lt(?fG#5iea!tvG|oJP1+2sg}>^ca<;Svp-Dcgnd$j@BAm> zb9g_CwW}1q_UwV=0iW=_osOFZWMNL>zn1S}<f!K!YYnR+PwKH&(quswQGY!0`NWhX z@r<;MF*Y8!y1TB#8u+uzDtQxP6wvEj*(O8J0)N*NA}_ZipPl$jbzt0|MEqwY=Sy=G z{yEaW7UZy}v^tjkT*yBj!&8lHi41&l-M5t)#N&4&zK%kx@F_i}fAwAf`jtJuH+n)* zPqQo2^3*yIs}DESDA2D7GDVrbK_92!onXoP0)5u)n~RGJ*o$^C(ARz!;*Q6a$8PA? z7k~AL8&-g4E23bp2S51jSsVQ)^vAmtquo?aITQDF%(hpkW4~_3_uC4{PqJ4xi(ByT z#lJkBbP#<K)vg-9j#)=ylPdPChZ8>kdDl#fLFiiD*5<46=e-Nb&K^d;IDR*O-zW)t z<LWXPtJysWlI#yAcig{cT#WkPPXdqO3Suya-iG7lfxGi(u}@$t-c=F2Hv2j2KI4y= zFRoFfQKWGuUXL6z*!+ZjLo(#j^Di;iPWwtJeiFI@f4P?*fp>q3sA~D+3;h%$&(Y84 zoCv2QKffAldJ;Y4mPMtwFEqtZ+#jKDqd(kd=64zKB5yCv60a-tXDO>+fQwB0mf+rx z^ILmzBGNJvb+5x$*{~J(Y44}-)#$=~RIT@ZP=<IkTf^Ao1^ta5?fMk(RURSJk&Sbh z^V)B4OTY}ee0s6+#6aMU519KNBhGhddPNo2;oR2Hw(YaPe%ZHAWj*Pfh?_s28V2L{ z8Xok&4xldL_a|@fk_F#gnl%zF1>S;H$z37<afrj^Ze}I)Wa3AhZq8wD=v1h_F!0cb z^EU!>d{O7RXqld#0e{9brFH{-`H`bTwx)>pAK98?^nnMc@e6HUVnrUYu`FhBgg-)) zF<&kT@o#WkLmE7cc}T|vu4&9uw^>O!jbOepXhvxQ_su-s@NEL#hn*Ac)k~`$gnXn8 z&2I3g3SV_%?kb_Kz4WpBY#4k@>1^JUfft(fXYyA=U$z`b7i_HOPV5$I82Iy=M5t4C z9!~*2ny@ukdJB2;XJ2<7l_u~Y+e@>b!4C~qoA6POV{T>t=WRD|f2r~kEEd6Y%^u<V zZjbs_ls-{PdzT{-nECY2z(@3#{&VWbe*p*T+*jD3i2kLFE1U-XN4Hk({dVx|5!-)- ze3!ufBZaHH<olp==xB61h<m59YtIOI2j)eeiCKjupl=kAa#=TmE_{2`n+fn&BG+wi zlnf)D=Qnh*gI76n*u-@a{Hq=(r_>;x_sXPw82u#XJ<m29Kb3|rP_wBJ8P2i8kvgxn z>n_CFCF|}?%s(s{hROeW0RJfZ>gJD`n1`}d+AD%S&AD7xd;#^_-m<iYKIlJ>$+W%b z<psX{E?iIv=jb3YLF2m{{dbaw=kgQmY366j<U&1WGpL_*Bpten%~J8dYls_HFY=Or z6S|($cq;?HC)u6aHxsLE2(2w$p~ei<A@|*zeZzo%!{zr1{N+_QZSu=rgRc$B|JtI6 z|4$eG{7E<Vx$u5=u*LT`9-q5Ce*u0$hv$<N=%EKH7&mm*N1eQ!D*LPy`hjg>Z~g-R z@;Uv7gR>L36o##P*Bywy&l4;21m<^MM(frgU%Cg6+}Qp1pFe|pMfeB!DLy!U{G<uy z({dM%K7<Y_Tjo}Ea{=a~MmN3$0S~ZKeKJh$4SxqSy}^W(e{)ZEoUy>IKeT=6c0+tM zPPUfR&4d4%d*N@2Q8$8ia{DDK=qsNT2-MmjuJlew7i2y|yxtL?UcVFm(7qy#p12QV z^sdEE^KriG{afgu&ulsRCx!Dj<_ydys2`$#$v98uR_~1YfBL&R<rlzr(XGAUXmTNn zu7o*xD!@l;(<lGeF7V~?OE!Uyj?kgRiZr3VnY`oubgA8u7$VMuosh$xxj8>IUqkd8 z-513l_&`^7##Gb$3+_)+3)y4%gYFPBkALw3x^wYMJ+ai-%fc`p73%?CQR=%Y^0XdA za$xoBe~1&grBZac2H3k1)2>yCpCfzIefiWr@GgICifxg{I70a1IUC_eOV5+Ab_D*0 z*$)?4pksO)vNXbvek)T`@w^V|58EMH+XteE!;;KR)Zkg%-o*Ic!uNT$!)<%HHS}W3 z30WgU(21%xSCfXoXZD(oH$i_i@8YJQgLv2dlQch!dw8fx>)Zv*VFem!hSLC_TVW|$ z)C3Q5a)<VfW$3JOB>gX3+K2a2*q$jZ<3xyiIlPIv16@tHMon%3?wK69ushzL(6YCF zWg_N}WsK;KqW)H{i+`6uj(JgMuPIh5@MwDPug>E4GK#OGx%A=7>k?`b4E;uU(6#RI ztLRH2O?iy7z)y9M<?cWpIOaBQA)^4k_vQ683E)B*g12(Up5uOhKf?5$9lCfa;qAGI ze;IS_r%qUt2t`%v@n6tyYzpKUel|wlINJUnX8?TtT@A&~@&T{Y<2N5@fS+9;)raHY zMXEYIv{jqXe_I_FwvvGV{m{>#9`w<ni~O-AIPY@F5BU}w9f@H2L^m4DSsCruzt=T` z`NI}TAs&C|wOzzya-dUx#q7D_T7tgmm%*`@;AsOUXWj_&!SArr-p^8lL~Pqb-<%0u zfd%KdrylC7V!;PZ@Wde=R||y-1mpP|&FL%s#N6`<&!Eze(CMAty`+Y^a9iK+4=Tdg z_a)$Q#&nN6VLmZ(=&LmL8%i65H=<woZ$AIicGNA;pE66tUB~k*EE7<}{WjR@Gh+vC zXle5P%~{|pT7Kon|2u%bsJ#Do4c=Fvp#yu0`@i{7?>F#>Atv&9O-@56{=3oO&JE1L zyxD!uoMr)Y7t7HnY~7$I9O`XR_XR%lbmMGm35jrZk`|+5!@O(HqovgcsHcmi*X408 z%%n=gFIc(|EUWfPPI{<|?@Q{lJ3(hHS+-Xi{Nwf?F)45Dq0faW<F*~ht3DTYDO<P^ z0<L?fjmxlSyTu?{+suVv`=Vy#>w@`f>%E(d=Fqu0w)HEA;(pK_Zl*`RUFx`E!Xn~M zFvstHyo$K+TH2z8%m(_0^xWg|3*bS;T;|UAAYXi{XjDL-bZ)aN`^*Z?2Y<eO;|St2 z=^i0}&Y1`-cNH!GugNVj+I7bm^ZH6MY7!MBVoUbzq?sZ5>QZlh(sAHF$0j3doq^*} z^2OMepdWW(R~Es0q8D|^_62Y0FclnmDhvDgKGPjCsKPwVjfEvWdH4)FIELD%VIDz! zN@|S<K1_vutUnQl+&FlRj#NXB^wpoz7x;GWkKpkp4fv;>xGWX#gL<u3B}JtfK9}1w z)9JyB+)4OT--iC^@|4Sr&NIx#zu_+;J#Z&p*Ss*TqjV;mbayhWPXZTW3ao7a4{xGx z+R2CdV1abuz_k$ISgqMj-%xioFYmN)MZfIknA{($ioS6&NuDeh^A2t75o;%)qh59J z@W%Yd+F>Kh!{Wf7b<>%Zg<Xk`uHueMXP`UprC~~k?#sg?@@zMBKeT^;+)hTnrftm1 zpWcbS*pKyqTrYfBJ_*$E`H+b1N?m`<Qyht}vj=HauHjq;b=Rjsmr-ZHL;W51X29s( zu_poGhvhgtzdr_VN%v+qn<(__jW#iV&A|uFT$1RHM}E0mTKX3{cYRWvy+<wLUzX#X z1M1bdkjnKg<d0XGlPvuB`MbK`T{&BUxiF#1LrMLvM324hwF<=Rpcutwk~8q24;M|I z1DDh?ky<*(jCscV+PHk&!}89XXQqL-XXZ(q488}PB`GSz4}Y)dT6p5h6L(@Z*x=wC z`kiks=X=%9VE%6XYlaNssV#R};bGv`BJ5@{+gd${Ln9BIgb;r@t2tFvzPk~kMseD< z;FE6TP*XGlXUv;670JZ>5Zgw)X^s%)MrcO0s8!HMC9r4fpw1^Hh*UiibR%+T$|Obn z@jgD(`(DQHy^l6TWidMwbRI{ox-fSWn@)dV0y^ciTW3u^ir{&0MteR}vnM1t16&?J z?=6%QT>s-0=3=X!&Qzh#7<=x*PnHf`bup$a4d*yZ?IXXCBY3J?*UlE}x)M=C8ita< z0VuS&;~$Iy-@a$m8i@GKX6_k$8GM$SySVlN#7(&&fvtc0$H-Z(SFZ#iua#WCONQs{ zsWTUImE4)&tv*EKcMpE~$*TMJ<NV$nwo+1&LcFPR$jQnB4zh61#sd7muuO67j1A@& zf3mWDSH(O;NWP)nE#NMC{kKaIM@eF2{K;M}gxIMTGAAw%f~~r<_Ym$&eNN|%$^E!T zoSQ}`@j1*JEvG5AVUGvLF!Pxv=wLq4x((qubJ1^GzX+W5NUlkPF7UEx=MITwF~sdP zt)`Bjm>U)fDLJbO9%AK*XE%JPUd%m@Vnp3M@aNOGKjOx3l1ACmeJ4V6u-kuK4tbwV zk^j~i@cz$bgR5~a0=B=)m?L*2nuTvFkK$hcY4qI|jJQGV*%J4z7XCx_FaM(gzFs}Z zVH1pVC8|0$^=}WG=*_kx|MpMLtX^u5g|78>y4fm)H0EhJx$V6X=l%Sw4|+qVuTLqG z@VFj6Hw~7_jh@h_d@YF(xei~>l<Mv8dVu@?@o&6)5&7@dQ*{gE<)O2W>zZ`oGnHBq z{8q=2$m4w8VuyR&(X&QSNMXOdL3V<$6Zn?Sm#PiuJ6>;lE7;Kt-ZympY6}y1|GasN z!^pq;uN<EeeF7iVhtzl0&*2=#Eic_O#N5oY11A6KrQu%J`iw=Kqj~#)7(Wu>EuboW z-xoR|5iQ|1Jby8c%yxlM@WYb4Z*Tm8A6sJL=U>qIvDJh$d!SC#Z;%yGD1*O_#(g~l zUl)S%=gbXzJST&Zc^4rs%%@h!sLQe=k7gZZZbN;2`AUpq`3+|xTFu$3_bEQ7fQ$7q zbW=Y!g?9zMawWn(zO{RedROAWYc~Ppou-Yap1XkyUQlEp3w(t7@~XnhI&k5NA=(oi zbdE%j;KeIxIG?;n9D>x*zh3ngrE0gue9m!Y+o&VRTcq2iCidXpZyZ*2MZF;IPc3{y z5$F8Sp_e(p{aSesPd6OK+<eaqS@l@x#q<mpQd!ZjU4O*-0DaC)`J{ct_;W>9rpjb@ z;60_!5W9h&+P=zQ(u_pB+Za(BpK&DaGk%i}3xR&-+W4FU_Lh{7o_bUK1v&xqwQm;q zTwC!PN1LE?rr$WqsQd}_;@Q_4EWyr1k=X0SdNTNxi03q4$p?RQgj!*d&z;Ds3fGbT z5B>xUsU13qD@qEnS^9gSn~^=|*;?pA#4H!Y^nx$s=o}i!kb&Q1>&fA168s2C_6Zk> zW4_@;|LAq(U*-cm@=s0SL#@~#OW^`sVbjx*3izUT#V$J$+)I1*$HtV<0kkZz|FuWm z^n0ei;vyOFh)X7)AJsY%a;s08cc9Mi__8a0|5e~X7mD@cM;(atk$Wj|IA{911egVp z&x=U8FVw*gu%`0&^r5~oC8f32mAMm)p%I6YJ^%3)6V3nd@>@9%i@c6uKI?;RSps;C zb!+k?D*>*=cegH;f4&x4IuUZz!Km{kQrynovLk3&W7kgN`>~ll-+N=!g;3tBT9|tn z^9^6OyYB{m>Kf50cJ+rF(UqbZV~=|8C#_tR!C%C~YrB%2Hh=@@Rz*FT!#?q61}AqN zLEp$?o_q-Un(+TPrB!8s%PBZ@CXIl<7ZK;Vg}7%i{-5G;<ZB|K{FX58<K;Zgp2{)s zi)8K&irMf%*!#l9?I!fN{oGncxK~l9KDp9`LvOWj(LTK%`L0NQ>ni%7;MohMTSL%e zn-^4FU&lVe2Z!gvaBh_s^OH^9I1ur>T-RpFu}87frOOO{iR@f4>)Ql82tnG_okid& z<SIJ<1R=gNUw7&KXob&{tFtE@JfFRjzfK+W9bJnbcKupGeg9g|v^>ob_4BZ==6mQh zq!anBsJIfpQcP|B`4ULx-qrmK9S)VpE7m07gB}`7Au5~L+dW>8X$sz7MU!S<C2*9K zLyOPpk^gMI$($7j-YNf5h^}-FabZc-w_-PV)#lV{8Pqj9yGp*)tfL;``*XAb{mXlm zGaCA+C+S)q=NltWCv$B#IPn4cxNkEz$`B6*Qnu+?89_H~@>#3H$&u(34tgb;=s_I+ zY*OPRi@A#Zwqr8*++jtDossvUYtZFV?fVaPn6`(A-x~aIw)rHF=))gPR18-Ib-nk# z*b~o4#30ioy$a@AsQNVxxZj~(czu+u2Kz$4w_b@jg?iY~u$6Nm9DBO5_XgGDJS5$b zzu1F6ul~`)mo5u++4uG*lHi+uSTjUFM4#`_elO`Y;!GM{jLjs@3Cjh~Gn?pV7y_D% znH!-up`^LQ4INRqyHY?YGwMM>mfxjQ;3Ha31ZkoE``$C9C<Po=;Xv*8WAf11M^gwT z_h1iO-ixCWDe&o*Q2xPHkA26lW`2vQp`SXeU@4M~deZmAU-w+>ACCPV#Wo4Qx@?uy zC~D}ZFHZcmu(KoB^ms3(;NK^mtzF$H!anoc9!;wFJQKdpw?+E^hYl~wjsRai+1AQ# z1AM^k@n!AEPq<gT4&0OPQQr#HJU+>RdG)s87UprxLx@G~+<XXMZUg!vebjHZr8U3w z`oPD1-W~ZOl|<Apy|4R#eEInTSN6tx+|#o{H72M>boBYi)RUm64jl@o$NZtV+?CI| zp6<lqUjd>nzoBz*doke!UVKS7!|m2S;N=l<-0@d{=lo>(U4Z(Wk1XVuTpQ}NW(OU9 z{M?xEA1e09=OUE6s&>G!o9(<=!@$=pomuV6@y8t7fddI_PaKIuYqjU~Q3rFMDL&b- z0^IA#tU>)Q>@zc5rnc9I{+Ww&?ENqJ0K6*xcG$|9n7kM@<Wdbk(`S|Esh}$umRtKE zr-HqPrz+|WAdYfAXHv9db0l{Es7laZa3`v(|I5_M#a!v>gs8jV3kNnH&AJ0ut_(_4 z`~iI#_u!zqf(>*dUx>YH-&_bMO$&)K#CbJ=KJrh%b1hXBj#=rV-kDb;A4NSc!@Ciq z3*YZ4r=YtA-M}Lx*+vCN9Ejl9L9WaK@RLrOn~%4!uaPZsd)r+n=yoDAxRIAm3HKFP zc%mLV7I5smHgJTnGShJq=Ig%gR-`6*U|-0C1oAofpjHsyX1L*#*mrcU0)6MF4aymw zMDRhavId7|NyNIy7pp}D?8(|HDQQxJ-zC%Cv@Z_WAJM<+^Na)YN>Wdlwa`E2t$eZ> z08V)IHrXAC2bc@I|Ftm!b<c2v)JZi;<ROhz!;9_c&l=fxR|4;<))@QEjOS=rdEwwE z;2KWXZe7@gev1&v`X*xQM)d8<Z-`?<Kgj#$MraM{*TSu&ABP->FUM5(C^9({F@7(E z)qqbAr_YO@L_TWX72Q|m3m>7LgYHu3*L435pPoX$YQcC>Di!=*w^jM=sh!wkW7QDN zKkZD+pAYAMR}7u@gQAM78^B}96la%falRgfF5E*MeRf#n)?u9cBR&-R(b3L?(&N^K z{vY7&{#4v-1@9gD#IEJhZ{*SYl1+U6__@nxul0gYIOkm7@r&7mC}V%1VEz$vAGHbZ z4&%HZWIlb};vwoshkXja;NSG?sP2OuFL6#IeSKZg{~8KfvULORi&NWmmh-a%;rVtw zIwT(bG}YLRcrMfhrWJj6E`rav-c8<01KfR_vfT}J$f0+6>u%6Jtp2*_NcI5xyz6S- zhLB@!r09lA=@;<%H)rh+1;a0eZp_4Z%!3GOe!Qms(~d|=KBEw(h55jE>6M9Vh*P6~ zm$PtQQ=<K%{@{JJ+h2F{hrhu7cVrpSm{<1mG&>|$kNHZ<69<&2(BE%T-4(!}3r|)3 zwt)G}eO`&Rmj<xUm{Q+&v=n-sqPm$(=w^>j+dr;3gnGYUP>)Lh`WJS|uPPJJtK70; zIDvC%M9UgPL;!zuiCg@Dcs&@JdQyoV{uTmp^y0VBfBw*&8D9l|BqX;x54_x2pHPjC z3-C1z>3f-h`lig_0)Kr1@=bQ}B~$QnPtEiQ1?a9MX5#<sv4Q@O`CN}#E_8dP2`AWb zjuJe2io49=&uGr^sSbMmBd1-Je+@VhX>!&2<%-xFHh$ZdP7`~>j0+v&a1NEj3>Ei* zZ>dW0m)z(=90_z2)*D6Mu(a*DJq{jaF^lUuc+XQMyxO_!xbHSz2WRp3JHvmL<!hl2 zn+m@5aU1knp|3ua1cCpajM4gqJ~?cV=U&M{=;p~nNhTe5KIg|6nf{;;;@5G0l#2Y^ zRAm{D{)KL`?8o@Ox<2Abe*yZX$kCn&O-_8?vo){I0q@<0Z5lCj(AkV$US%-=|0r@s z*8sR2b>YYm1$dh)Y;?E&`Dg{mc}K3JPwP(__ucahIvuuG1pPAV$Zu8jBFMXzvyx*E z|H3C?_!8+ma6z@ByTh8m+qgGmR%IQBUbOSp=P%H`w5l}PM*T*8Fn5`5FZfGxS=M{s zgmFHVOiGU+epx)@5=llsr;)o!L8%K|<I)&q+e<e>O+>z;CC-DeNQz(3L|xwQpYOka z34KzgS>HqCt(?jv3%VTi^P%skhg&fxQuD>4dABoRMdd*gg1E&XyX}%jx-)S*BbMzK z;=Gu5gTF2bIOcn512x2hD;g}bg0l`pqjz)5NmJC9q{#1ScQGIBx04VAFLkE8F{zOc zzPP92j9k!%NhwCYqA77E+|s`n*@B0s4qx5Lh5mE?qK>iG0Om;wM!EFDaZcVWm}|kG zQ1lLSVEA9eWgg4gOa8#ypa0^#fcO&FLOnfzzF^wB-6AK<k@)da(Cq~3(7zIfJ3cL< ze|Jed@d9|bP6zc#Q^YehpFNzUdw9;9C*w`q;qTMkN$9)<FT&*%myP@1)V$TvYyx~> zjp;%L@YWWtIO|+%=${rj>fYfw6G>5%Wr$Pq7Vdn!z(-z|Uszn^2hY1Zo!w*(e9xLE zy&3vK4%(+bxn5#_WEQ!*Kl~J~F8I3DentI}e2-mmC-N8Rze87kfJbrdc=-{$M~88> znHX>nL7KMMhuh)1^fB8ne*}K6r<5i1R514%xUu_=G3sM+YnRz!7eeNn_mWg9_F2mf z-1dn9KV``AKGyKxem<4lkHANstt=cGvxH9OX4IOnB8iw9B5nDd$DYxMGNlsWsw3r9 zXFed_zu87rdK!BlUUxe^II<nMWzRU(-+RE9rZwuL<=hF*&;y!51oTJyR@b`uU5No% zh70LQ4utC3+uJ-$z^RGkJdF(Kr2fnJZ-52$$$&CDJMb8b1hrqQ;CsZE7C&qpaVIES zjGpCyzvlHQurgJJU-_~Ftu_;M$bA`3Bnt4e-Q?fZfw#Lb(|id84|~Mad1(c8$Hk}Z z1B<)=?YXctn_@*j(EG0JZXNst_sH${KMx<b=aQ>h_c8bQg-eS7J~iX!d!vw_M9?<v zimPmZ?p$S>wlE6#P>`NgAnKHcFU(vFk?_?S$b52T7IVM05uM5h-HAgBU;id`!v}YV z-RcA<=E=rFKdvLM9TSnaYg>a)WRJPb0o0|*+3fqQIib_wp8HOVdoiOvZPko?YT@<e z&?NG9aZe-hiP@F-dY^Qr8+hUGHMi?V<j`TbF0^M&A&=FTI%W#ux%{{7QshJMK$FT5 zi|D^^D)@)`D?=x^^(gru`fpMIMXC$>6KZ-t>ZP-;#NLfW%MH9Qy7bS+mJKB0@xzO& zT|JJ(Z)WvWZygut&)9edPeSj>%Q@f+{zT02h@m_kiI^^|KbwL1qfB=7)1vs?eIH^M zTA=fIH?!BQs0jW#OG6v7IFC8)K5i+%Y2WI|@cfvC{v-Imr~B!gi7{^ddu{vOiJFkU zyYqR#n?Hr#P98vi{cd>ZbSLT%2{+XWZQPfGHUHg5zU_7EWvdRsTn78;*Mi`C<vlY> zm2qzh$9r{Nv}5ndpNuoFfmcSJ^^8zPU$UwA`PUli#7uF=MjPa<?e~vm`@KQjp$TZx zN`%h`d9{v!8TLqrtpqru{_EJP;1U7e$nU8ZEd_pwnvCj+gdgVd4<s7-tiqq{(M{DE z)Xik+d-N1gXKWmqcaVlIYs~T~dv~EL`uLR1Ht?gp#|5t4Swg?S-_p*3ej##aVedNT z0d5N_Z25vu6IyYgeuMn>^4`(2lBk=yne7HfphF<-w(KldfsXC+4Y>e34?%%v+O5D- z{>BlWmyS6RVn=A_Lq0hZ58LLd)}uX$#Y?1Xj0@m1WOuuqF(MHL$65?G@f^}-Rqy-X zz_}6FrQog(T;frDaN2EGf;GJ8srVVpA-?ZtzK3%YT9i$#h&fh`6=mNA;KbSbly#Hf z|3p}aBSV2R7@FKX73z)s3K2c}e*%D;bdynq126l|EU<Y8-}CuXpT^`S;7?g5ly55? z2@Y<GmwDTOhj{*ZsExYCe4%2{!~=D^%*0{~>cE*5pZ&oyn1?an@|r}vt=Ml>xQcut zvOBYb3~{{giJfdd@>y5ZWMwq|9XtC30Y=~-zh8Oyb>QbICFE#l@5B6gwI<ce-O!mU zF#deEfaelRWAlI<`IR?ph;1Bro@I02p>6P&)%lrk1D*ZSg7@D{R^%6hwj|OG4??@c z)GHY{MAui|sHES(p|}o2)S|vRzrOGC1mb2O-BrK@@P9ej^m7t(rcdP0Xc#;KKQbru z_A~GRd)@sVC&Gbao~og$2aY(_Qe%?{z3PvW>{XZTu0%cuW5+)op`g>-H6jc8GxoM9 zb@T<k`?sr2eRUyfvL{rd@N=f;lca6|r!nEy@zL!<T{kT^vx>Szq5BmJ-%arMvxM-~ zZHW6tsTw5@QO~M6uX`**2h8EoAqzal;>0NFdNlBb0|#YC82;%fDk#dpv#?IIwf#jN zD~T<uGp0v9W%zZ78hz8*$?t0mEgppUAtAvX7jd6r9`DhphR%o8J0c%>;6FcSzcxwC zBSq`mmwd$@>O-&m9B^MO_82_4MGt+j#>$*6J?32k-GdbOp?@K&A`|Q!h*s@~!vZ<b zHNKCU9k2u5>3jG|?=~mG=riH`JOKU`tSzD)yzs}A?>znU5B8gsl#gzQj^kn4sS`c< z;4yX|uVw|F_;T6%LBdm4LY9%l<qDp+$=2<iHt>y8m#)0`KL&nWS>LsI0rij`&E93y zlQD0FE<8a0yQ6E))!>jPvF&Y})`J$zQ@1-?Y6M}wuyc)1AnHGZqff7?pl>DTXs`b< z0-W@wcI+O!k43ktbIagC)EWjIWq>aZnt1I@GJ@Y#n{Pyno-;Arv1-J83j1rBhpZ@o zNAJ1xi?{}!;evRtY94g!L3Rq3i}Aqc<}5=8z|&Ukl;HM<Zec#1*5suu{H-~hckhaW zpB$a~;somNr*#s$7=WW6Sk=AykB2cO7*p8vus4;xG4N2YJ7LgUpepB$`|w)n%?y72 z3F)*5A!hVfS0$(`(GN)6^Rlu!1Uy@q)nL8Coe*BkV%mv$ezte7-XB1nAKSg{B`5kg zk@?&0!icx_+x?}>o8d<jWc1xG2K~z0leg3^Vn12_NisTo&-oJt8fo3=FX-nR4-Y|) zlb7NV0(?#Q`2yADaZf^Ew;+p38E}JMZoQla<l$^KGjrt8&}HWOw7d9sX6X{Ekmr7P zy{j=QMjgw#A%7G4wc4N*`JoHwmo@F5Sx{l`;Fpldu2}5FoZl|!v1CK6_s2Fdp+8Ku z^fDT;#Js0>RYE>B_>PMXeDb$}JN-`PNSJUVP!3Lcm^%@Anl(k-0q7qqr)bMOps%%i z;>rRY6w`}M?M^Z10nVA;tBnN@MmsRaq3cS-k;#k>gk#R_&E@FDVd%J`Oe4y`6Yq>~ zm0lQiB~-+RopzKWpWX~6Uq(G{)YZ?-h&WLlZ@9E~l|)ok9U3`+`?$9|<-W`{=p?=@ z*LW$z$CLl*oImu2hiI~{u--;pc>icaj4gDbC%;bie1Q*%;myLQvQ9)Tb%8Sr`WdzV zqDND~OIkekzJIF?bGz0@V^ks>iEN$p55~Q~J+^G#$78?1wTF-RoL@T=AFmjHGY-Yv zF0#6=xEt~Hm(bMVtC$m#sZmKoov4?7@pFHOBk@SVkLmsn_<`RUhztJ%d^d1T^BeGh z!Kt8t!`D%t>l)J6Q2~cpzp&HrI`)~bxJAU>cPDIKDt2}51#YKuwsxTpe&YdeqkN6Q z+t+k{qQt#f>~qi@<^zAquCz2S2fenbAw&8OcY=XnkomKOIkV2E!bP4qC+GLq597Tx z&atkSK)2K9o)~@X8*r8LA9G58f5(UIQ!d6m`|T|7B6kd*zk&OB>zD)Pdq(*;u;(T4 zey~c56A628=>NvNbtLRu+B7_WV1DED;l@Wvi0iWyugjmok9}M2&{m)aVH|qm4IT1J zW@9o(Arty4`g6ao0e@sX_{HUdJmP8IUE%y`M<UTEE%FdG`qeM8w+4dHKcob2&4BkL zH+LIz`HZ-tD&4_=x_08MW!=l;=#y4xN%w(Mn;cn@J_x)a;O*Z!Elu>BUJG}&Z+H+{ zl7*#g;3c@ce&o9%53x^9e9#DRBF@n*_YEMfm!4U$*@67Qzfo;_W*&U}AH@{G@9+Vn zFHx?{f{y*pw82H-lFN+yBXj=Mo7B<Q!tl9vG|gK+zUo1oou#tYhF*Y1d*R!;Fw`BV zS7mfmJctXw*bf*XkI|*?Njd%idy~J0u#)3F$QT~d%}a+KB}`0O<tFy&4BeM1a|91o z|F|TH2Y%=#inLbpuEbo1cUYMK=10$8*f>BSeo1u-dLbT;WL2dk$%9XnNznAL0S@Bm zSMFDa{b|8ZG<Kuk)0B=DTZS&=vY%g72=Hv{cYL2&pv&`=vNEBMz&xTuC7oUrc#%G% z*0(R<f9AH6dja+2Fh|Mg7vSDHmP*7J8wtK$H%GE?k7YKtAFW3Hn!59y+25xmqC2`r zE!H1ABXfX_BDp(}!@QMu2>tDAYUL!|9pKB%(td0Jzr0ubiR^u>JCQP<_wEn!od#zj zS=D9eJQ&t%V{k4gR^@WLtl<Bk!M_-RKAL&b!;lAkY!$=8*FC^{;|u$qGhg%|ydNbp ziYvl@D)jFgQRMAUK2JKnYT|j9>SR_wb|T)KznK)i=tjhgIvm{i=0vD2+>Yf!9M5^4 zEakime?M=wXES1$8`S+2S#rRIkiSx|e+m6TyIUaVf2beDKFdV!`vKnjHj6-3hX-LF zUER3}KITrX%*lB%?BjF4E7}SCk5}oZAX6uFR#qRDlAGYKY4s+^9PjOG3t1j_8|EF! z#`-?NU&6lOnn(tCy9k~w+O$uYBfWFiUFj_Dng3m@di-8+-L8Pg$erj{Xd8J9yq?_n zZaNd<#?NTg+w+^?yBo!h$I-$^oq6(m^nU#M@LbGhkvn0xRdVzZ>N}~lj|bioPJ~sE z@5T`N0w0H{!I@~(Tdmn=;^<L7O;AM905`g;$`RsMjk;8h+$m%LedC3b44u%wyml-Y zulWjGb(e+SKYeq=r9sX}lYf2>iup2#I~;X+odT$@KEGSGejNw>5M_~}+$-=t?00gP z#-JN8Q?i+$fUlB9mTmPf=-gsSvKOIePTltR%X`d!cqsqWd(DWx>T~ywgiJ?bI+v~3 z6ndnWgOAj5B@l1v)>o91Jc-8NX=|$1sKe)OyZl1`W~RcX!iw)5m3(fn6?L-I_Otx` zqVPw!CKPW4ysYl^jdn`l>QXXC=V<)lYujxcrXh{@<NHxz<t{#-hw1EhJck95k<5Fj zBTejSi%%YLCKRiiA}>HMpUto()UW`2=iReTs`JRt&N^Nlr*IzRAH`3}AilEGezej9 zo|2c(B82#qL;ZZ4;z18W<JM5cKb~!L-MgeL5O_fOd6yaV(^O6*-C+TH!bH{M<r=d) z_B1?+dNuDt$lX{VolA2d3bX$9sdnOh1%Lmz8~P}z#0*Y7fB5$upfI3ApCw-LyFe=o zdd))n)_;3)=0s}F>CmGOy|54^&IsLQt>4a*rl=Dc7+YsJFi#&a-0@i$_$TFdKDJ&b zVr}68OLi1=`xeGM52!r|M*aKjIlviiY>jlCA#)>+w_iGMk_;aVc^SUXmDr!{VZm7q z{{y4t0*AA>ztOAfjBGCOI~cKfk%Z@H%H$a}2p((5@2$_#Qs~4&E~+{w!~af>Rg7Gl zMAR0kb(f<~4(z(|UM&avWyc$unYWPli654Z4!}FS1N1~VF!#axD*c~Nv)R3+j7acT z>q#H8hA0qsZ$HuYR0AJ)sL1Cr>Z7*ap5`6d@SWSr?`{)E-1>b@ZztaCO2(aLKj2aK z&aqfD_2Asfi0(4{fco|U<F2c~zXkikLgJGg2`Xlv<4!xUe_*0N{4eTsqwT%Zhl_CU zdmex5AIH96;u@o4IPRzQ`CB@Of23b3F}%p%R*X*q1i^Eg30~uE?}xvr*+hO27kr+4 zEd=~r(T8`KOxL2H_FytzOF0aFt+)Npe&FyUr^7PR(C26#(G9152mgnbA0H-Zz!&uF z)PEfZKaE=^e|$1gr(e}|olSEld>MrcI8YBQnuL~@F1rxzOOi*ftAk%uIw#xC4t}oR z#OPZJ=7)xlb?^Lvy1>RwJVXmPWRUcu{|4NNqS@UHzQdTCOx-O=?u&h;-JUFF3gGw2 z_IO?%f#2vW?}z{9t_n{NKhQEj-{&NktBHAvtyKYMP2?|@#yi7d+~|k9GvA-m#Qa_D zMwnv?`0;{`MFnZpwdN!ZKj^*a99#BVo<N+K95%}ZpK{x7fkxyJbTT`gbeLi=_j_%Y zo>mQgP;KDRwn+5t?WP=4<%s)3=jnvd50=_p)0V5lbCu*iyWtF;?&;IW?dW^%W_>p_ zErlNSywEXg?DdxRX`P*TjlJZ<KW{1f0k65NZ*o5b{g__dq7dppBQe_xd+oqu<>*?b za-l!__`#MLeeu{Izp!aF=(nPZqegI!SLhagP3}YAtv#07i9Rw*tY~1p2)Y5D1LHT* z4{^tQ;~JEQuej~o+&0v8`sF>(Nx+L5df5*-0OuaQc_B0qeg-|`?SsSke$-#<u1KD9 zB|b;G*?OUWN<SdP5QV?5lM=hI*#ZAoU7Jz=BIrX>!p)ww;a7$f$zANo4{55W-lIP~ z@ZWs}Q5wt%>CYx?NBm7bchL2!6nutg`iF|A!2jvz6rGsDzJRwy+E-Jd*D){uMqdCw zi%<J~?%;XpzA#=ngZhS&lK8-5f&EneJVTSfB~n-PV!ePT3v+qPHI{l14*T`~$~c0b z(dxTMXM#MphfPc)7Cw>DsU0DhgOK;Xy*^}UPvnti<m}vln|4f&n-u^@n)lDSfP1k% z%fa-u6z8&Bbb|FNaL}#x$@yD|XVKGBS(txFOk$;Pcnv?HjJ<2s1m@!9ZlBl-Ud3(w zKGPlaKX+_~ehjjL*E_A#@)z~O!PE3kQSe)P`d^Ubt6At59_&?#23|d{(-}H10scz9 zPN4w4no)hT%U2|vh!sAAD-OrdsY)y4c_s~Ji1U)(K{Uu3(5dfSxDZ&Lxfv`c?e z{&U}ndh98U<|#gWetyn4vAxh2-<8>n1<s>$bgM+`DEu$G%4c|h%Mb^>C^gy8hq*?a zNJX6{c$u-1F93Chz=6#n@OK-XRp-@@ARg84<86ih^1iG7yd9pSle$*v)jhyloWJeK zYRBBj+Ek?tJ`Yo>ohwx?p1TsQIvw=fmh?s?o9)oG3i8RnZ-u`_W7D)Gg&SdAJlcL2 z^?K5N8t*+Zz-bG%4c<i@XVdrFdjNhi6alB+j)g*ZJt2NO1bxr$=#Jcne-WR;j(Ryh zLp^34=A~~>A_V#x&s8WQuZ`E8xTS!5w7#^>1$ohSV;d3p5q<E)wD^7=%mtp&pHX3i zPup#>sl>N-M9!BRox6Zv(|*?Sa{z8SrW$8)8|P_H+JMtJTW4a#G`llf$Bo$a;l?!6 z5T2t&efKc#S&3R}_!sCtN@iYb1?amIk++w=`O2XWkxI+HkG>%P?|eix`qZKSRI=8) z@ZP@)a*KkGy&11absW56v=-$ju}%1>pR=S-#Jx-$i0Tjx1+G?+Pglo=d78NJH-9h} zq9}9AISKdNTz0oGODb^UoSAe{)KlCBtfzJ%&Mfm&Oub|T&uVa|L)OQGFzb?M;e1ab ztjo!d-JF8|isbQqO~{|7<)s5;65zY89CLR94q5(i<B1FAFI82vrw?%8^WWQPa)$yq z(4Ox)$1AblvWh)VeK+=@jtHF$MZP=pN4&ib_+G906CSG}d%|1#=kShn#G7oTYtv%b zcl5^dk`n&CqTuZ2Rb}wqFV4NL?zAUF`0K1Wevk<9=Yyv|!e{!+VQMA0@0izNWPUnV zh&)TdudA{N-0|9pU^2`{>*Y%IZw6!jMT>{!=PvLY=jF{GqaP7H*WcN>h&-RAd5Y^T z;;qVG$uGd;Oj{2#ex$+NJO5+vcbPb6LrY@y*(9P|Tkpxh6yjp@{`3A};Dg-xrH<D_ zFFl+kq>XbwW9=)DhxcXIuIJN<zIT#!){`H2fYh^s2_^I^^3kJ$9LNJF$(`pt)<{Ie zT~CGVEa;N-r|v8uuH0=^5WWOFp{)6@{kIC_D`D!Ldr((iEqTHF7djV1yHgZ`sN*PY z2S=s3(I?y(zw?6?J~Vk*K^~}s?NWAKE<s*f?mf463Ey|m$>N-r=g@;uH88}DW1eTn z!|Dq3p$x7!O(f1hPk70J=0C*WqWcUf73iZQcT!8vqTY)UTW74%AQ1`b*M{r^(dTPf ze|QJ~TlGNt%WoOr&o2xkDBxn9W{xi_Ft6nB<K)p&;I<n_o^OBVhrJ>#v%JxB4ut;} z-^*U~!KbahsZRsHF#4;QFudkKXdkSUai4{LeB+o%BI^6N7he7x(7zn}%{0C5feY~~ zPQ!Z~c$|Zt-@(NQ@bP)s6}jL;ZynIy!|8<isxawi(}z(Ph+ltYK*GMNq3JU{38<T7 zGIW$_p+k)<{EsKwnP?n!n{tL<%Jtj#PrYma{w|%;a2<8U&-5=@x_B>N4okfsg3p(E z?4#1LMEKH-I_`K%=1!De42a}MT%8?^dH5MTO6pzVOUCZtWwLjt6$}FJW%y<C19{b2 z?#MkO=)R3Mud9A*0#Br!yDWtI(SJhHUFaTgiNG@!VaT@@fl_=W<<L3BJ9{@Eel^v| zQLoQC5}aSQaZ)2+9Xndr;DG*x=0Y)bJM^p+`5_lufcuj!H(0%%K>g+~?Kc2@wa876 z+mE?W2Tg})^Kt{<Jhgu9(_!fUR^m!UmvQetsGeo6!k*(-*WN9Iw@&pPtO|hc#c7tI zpqUzam|M{dD~S78yj1b^GIWGb=07bu1BZAPlS34c2xEasj#bptJ80nsz4~vD-?h`z z!KfoBORw$hN4<8`no`9Wco7+eQus;4Q?~beWDy?)GamV!{(w4Cd9kPk`IB2^+imq( z=yn)BS{CYK&oi(06>8uXy_r65t)XYhrminm-0cB>@pl?*N1-qJ^6GY+q#Loa%TBPC z*Oho@nVl}o;!50WrOQ=%=R){!FQlsuK)+y>K_7$rWwhMS6OaerTFuDAO+(;|i#l8? zA3)!!++k<}ok&$8Yfm*hbQO0JZCxU<w<K)*&eTaK;&^7KpZ0d>7M0Y4&*S`ya+y39 zK;6z)s3F6F`B%Z2-ubdn%;{>^_n*3ry>r_oPF_cUl~gyV^&NQYVLttBWAHVqs(e>b zZG$=NQF90TpQwi)nEkyHguUpypB(?`j`_EgvK7_im|HecqOGO{A7<yuR*;E(%yd+; zmcS=Q!+(qC)q%(7-)riH{T(X>+q(SFZ#Pgj=+}UMkBa_a=Q;^pD6IqEAo8-g;U4=v z(8v0kGe2TM+&|<PQL6%cv3H)_{_3y?k*a+HBMhixKCEh=H^f{w8@=Gr0T1H2UF9L$ zX6(@;(w^;`b0yw*{RwQS#P=zE*?T1e_a%F;j!z|YiB)cvPM1B1SKI#d?ZfAK_Q?G4 zH|&>gnMgm#rs7UqGf1;zY;h*+O8?CL#J#)_t_)_$ky!rFzO^5?A5%+PukbYHv7%CC zsD8K;2akm8;fG#BA<navq6YJ1w4&D)p+gwq6!~C?_&mQh(`R@Gcv(>73$;b;W#L!o z2!x(VvGEaQ%ylQ?$WKGo*K!U-Rq@yEH0TiO_a<oYegz-=pH8kk`f#VcwEw+z1#exU z&Rm3kd&hS9HaXxMVNLdJ0;n@N_a1q({}1>teZkrrYuJOpq%Ee(0~}=g!>iult@Daw z?RElZKT{H0kqy4UHHSs{0ph~N;v4U(Be3V`z*35?uq*Mty!kjk`T(j8iojFX@EmrD zP(NLQ&S%|!uKqLnuy3`arIg^;?30^9g3%|*{aKVpKbu0Z5U%>r2klurQ67o+MNT?V zunm2(Of6N>7VxmN#Q7c2H%xZ*G;(VJrwz!bmjXWgVs8Iw4hhV0X}U4&0iJA@!)c;v zkNbD|iD8H;bdjrU<m2hC@JADinL>U4po*_)_PaCTs9tpKBfeL<L$Wu;VboKe!Ex#= z=(GPS^w}9=ACZ!Hm@)1zgPvb#J^DA<<Rij2(EqKRTD<s_1YeHh@hY-q?u1L&SF+c8 zFqf7WFOm1oky!e+w2K?_KxanW7!Fbazn4DjWqJkqLtW5(@hE&pn%Fpn%<Ty2gT^$s zkYDzRCdqL>0p5A$z)rvYh?klVb0;YsiH`rg>v*={Blo-bB=>g`5gEVT;GYl7X6|vP zM~d#mg~EWTY%cg&?!4Ikw&owt{QmKFX6!|y+L?Ilj4QF&J~hLOxLC-#{xcE%YLoth zwW4|GAmV-&QR6*cKVL<fih^$UTg^>o)OpRxGZE9kZTVf|F44r12u6d|Obfi{MEB5i z?oZ&y%8JCUbt5m{318(ff^S0dQgQ(ciFh!ZE&lpG@=8$5)eQ9SMJHJ_!up_h3teva zL48^xR7y_?9=@7mOQw(pI#+i$Yi0E1`}m@hUjP@}rQBa-iMl|5+_$g^JgRuJ<RfF8 z{}0<3zU+iw*lV_jlE2Z<7wx+?U&Mv|Ce|`Rp9JA!-C|OxiMrGAbv5f1N9b51Xb#r$ z0f%5X&Slkxx$9pa-BiJgG?3l?{rjvv;ma*~U9toF*{X{+x=he-xu?E)i*ufNgd?H% zJ?hD<Y<WjX=(b$q)6Fh`_pBV&<ZcA+>K(q~f&Oy-vkhY$`t>sv-tVa6QMdn5DBTCY z6qgCtomJ|Ng!QG~+Tbbh8N<OlxPnQ9%bI8dCGd{<+wSvr;47xAo~2bEM_*ig;`hIO zC-N0bzj(oGzwN01ZR+Mm9AIKP$cTLPi1w~hBmQ1KMRBTs8gviK-#gUIoQS#_TI+9l z*dxT_Z0BV_BDC~Fs2i!>i6lv0+s};-#O9XgN4taI4G;61@`10?Q19-!hI-9I;Hr-{ z=4Lj`q^3&tLRZx0-#%@Dd9G_Xm`~w%zIaGhvKevU%->5)pV7yaM^(M82W~vWG}r46 zTytaCJrr}#{+TvBySD?kw7PAjfb*KEXt~=v3i>CXR|$)!pi{A9(vCtuK4g3TSS$FC zz~o>v8szVEQ4e=6<h^YMs_8Q_@DqIW&F32U)&=^r)W4xCdM^DdtGf+;aE~e;rXF-8 z#=aFK_JcRfD4On*!8urboHkVeoI0yAlTpVBb@SdP=WoDqDlMy(3?5<rwM+ZM01NV@ zG0zq`H~7Sl$4-PT0M8g36e|AYK=3*eFC~t+5Q4)#&*D(G)zW$w-@(1nrF|6D_!)eF zd(UrX@GE+ag*w(Yc(2qamMSRGU$cDScSqfDIq`}}D9-5%!(!Ky*el}cvU=`JC3H#t zysnh>&<%)aaV+p+U!U~H&Hv*W-g23LO`sDVSUp7^hJN2+gzW5l_+_2qVqbd=p5U2F ze<kw2GS6;Ht}ys&Z(WSJodh3^sdTE#@1RH6=-opOT;;2PbH_Vz=-qTGRAkYoT$}m* z#sv34Mw0LILu1sz-Dkd!U4-xD$;-Zl6Ar|EUa~hY5?qNEc0Z58rGNWFM<mvuBihqa zeKbX#M7%oi(7J^WzWyl*2b>HX2z$1D=MT%_`+dx)zkCF9JNpju`yj4uFpOzm-)~Ro z%$)32z3fP&Ud$}H^%wJsyUtwB15fyqO7pu_umhq0B;eC3=325@3coq<00+EYM=g+# z{XMPzOmbD&7x9`}`YH1F5yR`sud?BT=W;CXm7E(PP2pPcMiTx`k8`aClU#}ZpF-qp z2kZ!qo32vlfN#7Gbn@RchF@tzrNYH4s1qd|sl7$vb0+>FR%9pem{;E~atnc{*?n1F zD+8bVY10Mw7w$wGgG9O$8R{FoQJ+!p6VAI|O(|1CpJpQ>H3oe2L+-u7M8uuOXgNBr zzc{~HasgN3TnNvbs{Ko!psOAE7F<+`xmSZcqbkHXGcFbJ!c6QbW%<F$cL{Uc*W0Zg zN`gn1Z0G#9|DkkqhHN7ractM-u|(wa2lwSnw`sutm2+~tTQP~SVV}Pjg!i`X>B^A` z<Y%Tzk-7;_`0^-)>&r92-(XHMPWLDDFe2|?pAB^<Zbt5JT!bFDvHSG>Rt87n-BMWB z6J0yv&X(qv;%rCaz~%20zQxexla**yOQ7Ek?7I5%2l(yksepb365&y#A>wcuIJ)%8 z+jEG+l>3X9rodM)K78@%dJ*Q3R@}-v8-NG-d8a;^KwWk=Ov={Jf#BXS*Bza6B)Enw zLi8}dxL3J6>fbzToXURBQQ$uu%`B&BIG}5L%H2H*enHi#X5~XO_VqsGH@L+EJ;Q|Z zeT_CpV(XZR#b_{iD2LaoIpBYfk>ZLBl+m}1l;pp%z}$Cf3ilN1;!1-zVr-+(c|4PQ z$c6LMEF0@8@DzHp7uI*5{KIK1e*doUb|t=DmE1L!=uABMC?fkH8@?r=-z0|c^Z2*! zoPPzKK=BVgf8gobk!fRb=tG%UED~xpvG+7Ss<Rz+C|UkzsxI8yR+TnUtv<|+wPe|Z zAnq(CTu{A@dE7H1c~4XQ;S0N?Erp^G^~A3q><6Y%pHdW)#+9(Yd2f;9!y51ctwL1Y zQY7L_oK)~V9_TI|4em<e`!!3-nfjcAzcT6Sg`iICso_^r`SR0|C{-4CGc5&O%d)9* z;8*wp^+^u9S75J}<?*5DizMRbXO*M?;N<uFpNUs`ppG}83}hoG5zizq4()^v*N>hn zRs96?iQhFT_O~IAGsF*g)MDRU*RlHNnCFu*e*EbJHTuD@-=PVYpr7jNZ6!LOue&L+ zRdWLK**5V<lfV-(GTBZ1^N(8Ad*Agy1NH5hj6OmOamap5oeca=ru&nEBmRyA|Bh?w z>d=XNX<FTQ&xSd4;dJT+=#qR@O3h^8OC;?XN_w3OALr;3hNoOy2~xq-)I;D_d2@Yx zopFwyD@B`#mb(!lBvB2iG$$f_`*e-yIDEwhj_$k*+=8<D%13kfek<4-(+;?!t}98- z=9wkIXU)#V9Q*6^pYy2s;@5z^s`Vr2|DRYnwV%EWJ!Gxco^CxS;;i^;S^gg<f?G<* zoOQ{O_(^w)>G6Ae!b#13k<Y_{IC<qx%xy~Ghwnt_{^6(8`X4C!8Nkb*I{fAk_-M(@ zI2B6d%U_R&+dYj@7hYAgiRi?8OrDfBgpPe6@0c^qD)besedf~e-3W60pdkWX&65vW z3hdBz>X~a_V{9f7d^^2U<)xvc9LXG@N1foL(6y=kuWk)%s8Gc`QF|~G|Ee_RPq)i7 zB_R$e5`_ont(}P<ELTKdq=8>OVxO-06gc#@Z{r$G@FjCwe|$+A-@A~z^Azw3Rj;i0 z-@3S8meoaGg4mOEQ{?rwdgxFW&iUN4gpa+Fj~wf=BXLh-#d`p_%Ax74kueYWspegL zk@CV3zTXX@F3|lIWteil6bD``QV=Z>?MlQOm|I7GbR~4}9Q*JZIB+1tZmt!atH*Nb zn~SK+o>2%K7b?fzt`JpwaZ$u|`30Xf;G1jZ`@=^J;lEhnU-=;xee-2u=3De6B1crt zZJ)d&5m`{%S&TZeh%Nl|Ja|3IeNOUX_gskU_mz!}UP7PbqkY=}eeA%^$YH4q9>le8 z#vAvS@Hw1R!_0s~2u$nNoMXV;AG^rdcIa7NG$)939>x6S9n$pibC|P`ttPt|fP6u1 zni6~)&+p~grZMP!?)47I?wo<%+sIgqQWJX?E{}(8u%eFIEW3Oh{r9v?<P%5WKyM=6 z4AsAat}c-(R7!+I6g580r?Pe@WYc?}{YBosN|JU_492~0P7^3jhHiE2$D5aQxKD@g z-s;oFyfBAFPt_GqLc`qfBpo|+77Ql7Mc_fXpDh?mi((#4e74<&75g#LD?TR_!Jjc^ zMJEA$lssje#webDu4Pl$jaK;W9{TcKGX^-rrc-sJEY2^v)UG+?g<n<c%MEJy`*NY@ zlI5ZA)Ui9}4cs_dvHLtp+=ckQGL=q3|I%D9_lNO5_WCYvxXfQhUO)B1&0QBbgnFZ7 zNfhSP*pgrE<Ho$VLc{|x^qZ%5#9puke!j(|y@S09IQdLVY43IDX$=<rL*ZZ5pcUsO zGl;&+>qdAb-V4wACyS0r@G$bv52)@#UQBvKm*xb2TsFH$=BP)Ud?%9Y|AQ_$?b)9D zxVJLr=e8}CIT4Rcxy|lsf=3aoPdhJ<xXh<aV|)Slb?5ZW)A2ZG2U!-&BCx;o#=2QG z`nJPj^d?(d$V0yk6^BDHr#8t-*NNwzWW($4<&HiwU`8e`7QA$jU&5<2d(`<-*YbLS zGal=Ek)v%(Y@67zq=5dk>nBfqp91Oz-$~V@c;9D6s8<4yApZWTdGgK*{Qp`GDI9TD zp~v1`&Jc4$#a9z}z*9Kb{tf$qdw3x)!aQZ&o#@)U!BmO<Gse*DlMejt17BP`sh(#? zG_VD1@rt3&__VK6#ti#Ogx_raf^W#-of)!9=##E1@!Jg#!mn^PMq~%@yu9e=0xP=k z53nozaMjM8`249zVuz3;@z`gnyk<XqKdE*KIk{nvfKwP{KkhaCZ(b(349tUOh72i* zp>B>}vps1A+$s6d5(WBNrIyk79l)VHBY&h6qMvAGV#x1PcOhCBM3r_!*OB$3XBP$V zDUr!%ioMXMwBG3Xc2f;H;o-`c^T0`6Riz3R$blDsEPJ?)csp_{jgk%cUbu?%M;`R2 zT91O>#{ED&WF+RDx(mFpo%A&&=r{_(DoSm9(I+QYjP1Pve7KQ6@-gzu+*I9(EirsP zz1R^(3Y?F`pgU!F&XXp7)umq?3HG;oLZjp0LA@yU$!%i)N~b`;(0fP1gg5#t(eFY8 zUOFc(27Tzs<9|h%pf7D}eiTk_4SbT9;b%<%-b><QN<R7ua$~{vPdNXJ9GRrP91@Wj zQn9TaaodcpHTh)__O!^IQZCPd5BTBxs}aag^DJqp6}#bMaW5?CHy`HJRru<LmK_M` z+|UUXBYWcKyx|)^@EZeOyzFww-%Qh9?pMjccj@175y$z#oJD6Vd}B?R?lNCFiM<Q& zzYhMqhdo+xHNp#+NBmeazIc2T`$smZzpVogdMzqR7P}LEW2F+7=HQ{uZC<Qj-v$4Y zPurVbAWsELkFA>dfIsM!6E7bJUw!3g_(ZJ}QNF9C=BW*Et#q%XxM}p?)Sk+5E2ww$ zt~?!_!F!F$9gJT?{8TQmbvAM%UL4h6Nxg~Baq`GVJK&1HDSq=N`MMA%)w7mF?*mUr zR%Eno2M=lL*_z#hx*$U*kN-3Fw7lKLm5e-YxB0%AOAztUNMPaSP3VAc``e~OlL&Uf zo6g2}TnWc7{qh9z1zU(pR4RP&wGN)ROqGGT)y`>EN$^c_fojYYb?6spxs<6&v4=L< zD#ud?zI5LvkG}H597u6Zp#k_8lcf4rTbKi#Cfz5ePXHfWSo&AT6#tznMf$&O@cG&< zX(OoMK=j1ASyAd^z9sWPf*j(5NS8)eWIFaoJg*aq9YmhaeaPI0`u^T4OW$uh-H9@O zA)}RF4#Wbbo6iM2KW$6RKPpndr^G$D$~}N*@h24RV1SR!PO%?#=YV5Yd*0KlgP)I( zS7tEY2SaqpJ=dS;7y9jkVibT!3Y9Z%2QR3^r5EoG{_)_kOznR@;2T_le0#)!@9mS2 zxC;Hywe_V)USI6v%41f}<^~QMaez7$^}6PkHjADc{33e?y}a|V_g>h?d+jF9vDYC* z_Os|mZG*q^fPW*6VgM63O==F?{j2B)YbH(Xhe+rrW<QG)=o31^B2LOePm`3jc83P< zdsfFb^4mIz=%5{wcXan49@KjAm>_R(U+mYS0A84Pq$$Nh1v<&H{wG1;$sU|0uRLju z_bReBLg4^?Y2Ng`A!B!<d*ZoKrakmSJ8nE{2Hq#Sr%`XJ5ITjAj}>35;Q91Rd`X!C ze>O<prv)9=9Gg+h7Xp5Lukx8Xc(K3ot<j-aA?PW?=vBzIfx{a;@sF4XPJQ8OsS$9* zlr^QDLEXSr4p`e7pdL1FQux4*eEmq`ZG<s+^r?>#EFl)~<MN}=s<d(^w!(v~<*7V~ z(dzE9IpAx|S}pbph=Y+<p<%2=&P4xhS!;tO)On}&i@odwzTmh#ehBfcxSZ9H26)TW zI-5fuyRdiHGm)YI{7~pa1MYn61)&QYC>NT5-rK8%-wQgBed9~xO~B_!p3Ocj|MX+b z?ZRXA|D))-1G!wosGSu;_MX`?N+PT5jFMFu*?Z53LL^dDX40@%2u0~bN=5@2B@&ga ztWs9@+&{Zl`i<{>pYxn^p7WqT{&Gzy>KJ@^Y3F$JnUNzoupoO4I9$ayH8LMOpkAA0 z%>z8o8}8fIa=Gy5u;w{82!ek<U3#BK7kEfj-@%#f|2!$hwBZBDEw`?gPW*`Z?Lo8i zYv851P4mBbKKCa+`|_~AyNG>!0s#hl?f};^30NM*`=Y=8?8axzIRw`hSjD2hwm5oC zY33LB(FmtkZ*XslAJEt5-S!|d?{~%W*Mi3~iLia;k33Q3UTJ#N%i|m28e*v9l7{kL zUEnppNuOnO`r}2^##Sr&cwlcD6|G(-c%h0G)9qT!?S~cH$Gpe+t13HtHliCm^q)&L zqTrDuNgWOd`l7BYvQj2DU{6$*tIYp%7@E4XonGPCKX>9uS|}U*>n~!s9z*}6rfMs= zv<@DA`9`@o5Be5eJu`CP8iqohcXt<2xArTfE}?#3p8B>n_uY%&H0|eq)DlRviLHMf z!+kil_jT265u8)4f$A3cG$Q6%k|dBv6~exva@PyFSkC-i8k?x+{d;Tw-@Ch8fwnz# z4!Gt=N$OjCpFi5ehN&*XZ~iqPZ61BJy4#2M4bTPL=kxk_Qjiy=$9zy{6Ze*NcXH=j z;QE>M8*W0-ACx+GH;Vz!^@Ng3p-;7;;T?%-#-4_S3$Yu<{zRc*8)K_9=A0-hNk4st zUTiiwLh%lI{iRpkfBB$8W*WXPPVyogQ(av`_xcmgR-}iBOCE&u*J3k4^e=Bo1{jNU zz~^*TjGV;1aWadtE5jS-Dx3EVx2QkyP+C386?@=2^_dqA#{i$XywZvQuC2OA)%qsb zn}}apb7lI1IhdOvVn^hVL%8#sv>AB!D(6#?O{h=f=ieNYt;hVzwuzTuD4std(u4ur zM|N3lS%Crg-gr}p%iyg=%akn6gBP0<Y5CKF{w4H<Z#jdw7m;$-S7bkMMf;77JKnRH z!=Y?l=v4C~o`@O!Qv`1NlkomJAp(5MEk9I%da~R6O+Rlb=6(uP^K==3>&Q&kDz1Vr zbh{$kZQ(-<vG<BAKJz9r;&1WAeMKGx!xK%HL(oyr{d&7s1<wP0C2!Cfe?t8j%kdrM zz&9tednqW<=fu3=jD3JT8k{1BJ|y6L>=7Mj1P>|Fc7D$36mUx}tHck~lec-A+GM`q zYgJMmSA#KUzs>SO>S+LBaPi{EWHfSa^3|5OZvqcbRFzv|zHVq}%{vXb>jPVprvjn7 znaPY;*xW~+oA~_?cTi8J+i(5&i|2$SCnWk|hdZ&Cr0&cc=l}~Dt#f~SkbhV!qy5~^ zn^0Z1a9=$gKsX4J1Sr*d6VvZ5XK<u@5}`j^{yi#lCBFN*q(8$wK2xa?WCmSlwPDz4 zHr|&g5&GBDEfzp1r47@~DWm?<9n0F`gnZn+f=4=yF?Y?HTKom|XDFSxaqtz+af#bt zc{+I4Z$)9(#*lxiNFKD~7<i%KPYiFIy@<4u{X$B>XT5i7m6~vm8l>{Qyqti#LX-&i zS$Gg5e0Ar?4nk)hez(}Z54q{2w0+L$fy6>VFS#P{LX;gPcOuTu!eN26!;d_Ps;@cC z$GgF6GyY3@hCIEFVOaxO%$cfglWbfDuT|G6aG^>X^HLT1Ce7E;C#XD|e0&(Zwt%#C zm;&+-=tvY4z)zhLuUVd3Kp)Cr?kxyj`S-6Y{JB-gedpfV@d*5Ef_$y_GM<a8X%|CX zBLWD+Y_=P+z)iNhGUMJO$Acm!QSmU92j*#fESuQDyFHetC@%xQVf?t5AH2&Kkwae& z@529o(YLM@hCGFz+@?pLVBd6<!+q0U_@S~h)9$%>63bS0&R@FRiBh|YD#m5ZF`RVy zkq_UJM|<w<QQ)AmGufdTa_Bd@&p-H{4xB~O5GQ;Ayyde}waFIrzpYK9KSqJ?=WVI! z?7*|N=?Lh^;_r!D-Uv4EA$GrtHms{e{t`oE^JFt}&t95ZRs$z1xgWdT(F7jcd!{iO zJXqyB9+wH=A&P5L=Lqlv^@%(_x%l~gEHqi7r#y)VU3VIvm;u-Bk2^UI{QoiE_7^Ma z`9M`bXle)g{7;XH^$x>7^7$=kU<7>iugU%$SBI`Dv`irZKKSuO(@_fOh@Ac33>8>_ zcV|hj1UFz_`|ahS4S7GJUfL^@3_jXjsVa@z8J<LlypMfkH2P@|9a>xL=k1f^An(Ta zLz!TtU8n}Wh4P~2EeXswDcg2P4FC_YJE*R5!B5NCRA&L5Hn&l$j1qH0oK327YOjIU zJX+7}B?td}Olpl{8ax{df0qk*+L+YFLmKD<b1Z5Z`EVYa6%X_b_dvhpkllGe8?XPx zsN!-s`n&n1rz-oQKX)|7^uuRzG%}H66LpBs)G4AI__~<WO{O08(A_XiQosmv{Zv;T z^}r7*G+x@y^$~qGTVA8xS@2AaVez)5J_M)H#Nt&|=!7D6t`Z9H$<ER^E|CD|NRr;D z1P?O2(Q#WJ{End+#Vz@I_^Ypu)qWKLKjb{7aa6*WxV51_=mwoC^lt}cfleUtNtX2Z zc|12SVq9O7H((E&y?F4F5O5Itb8qvzxMy6=R=km;y`_0MgZVjhA6^+tUEsWV(m>84 zQ#T@yn7CGy48D7$Dl+jY`lMSETa|Xm_1CJk4OheWzh9JGy9|2ONp{tnsQ+D3dRl+6 zm*;Ab`dDVFC-HblrnnCGwk6kuV2c<2yE~bGhX&>df1KTW-T}D_bqSdU@Tpzke@?B4 z=XP4EJ46`w3vYrzZXE8bgI;EiTrZH{Tdvd21b*dv$o92?5<kN1^IDMx`lgu(rja&0 zC-W0&j&arS8I&}vi@pS3r!M;CHS`klpFB&cIA<%mEjOp}JtnZ7F`T`KIk*_XgQr$8 zr<3l=@)fvd=&(X$De9}X0cE1pCiKu>=UJDRz@HdpG@XS{kBiqbc4ZF!5vO#WVoS^m zDZDm+rsYQzO76YS&kKH!=J`1i@I#b>N?{QUzQh+_-?NPlz~P0AF3YlbpC=gdk_qI~ z$|S}+mIHS_@X>If#6I38$NsappErlTzBw-pU;oo^`TTA8UQae#i9yd(+n8mg_=x>K z2G+BEmdJw_GxPX?|9)V9j@1hK(d79>0bXm&eR%gS*5r8*FM3=(P0@ep=Q8aU`i*>y zX38H%@Uw~CKE?GHc<d(s!J+YZ<mLNqldhvrUf&9DIO`4n6D9HbDExS1wkE^#@O7I@ ze$6}Q=}qWKyll7)UW}&eLD^unH!&A{xl^hF{wMk-=6$F;*Cb41S(-6_uQM{wZ~=Vb zeexe=e^KwQbGYea&N^A>b9ylNHxkQ*<;TgmKb&s(d@8{l%B!{N4>JM8bsPDMwqeMJ zm|=6?@yUmv>ixEx1?TzR=^tbq@1diIY;n6xgTHU7+?NVmdb?gk^y^(eg11m!@mn71 zkW<|ZmS++R4L@H}>H834x1O2&KZiv!8e2*43qMCMcUi$+)Ej-9o14J%yxWa#Zg%j0 z<t?2OMc)`}_r3HKa$C(w12w)^;JG|Fa`_eROTPqtQcv9189RTQeSyz4=|WGzv<>{5 z<P!}xz!mJ39jE$nE<YJie%%JXbT*&A><vC6K#%c{Hu!wK+TP=Q)UJeN?0{9`BIZPn z8(XWu$2Q+atuHAH|M1vnlQ{I9%S*Nz&uqY3A6#kf(Z{@`D6_NSJs%?7%d9H|{R^Mr z{h_Icz`wJ%g&iuri0Z~_?V8)@L-pQJqyg9WH?OXT6(FzbrJUItR=lrczeiZ%SF#!v zdqKSqb67X`zB?V~L8OF-YbBd_5evpIPqy)4uSQH%#S(A?jroE>$0Blsssx`_KzCZ| zbGu2?1pbc0Rz-Enosd}ED;kMDuYHn+>fvwnYnzql4$Yx&VMzK^_zXEc=Dl7a=o4x7 zFAVKMpEa?0s3z`F5cu8M`z7YcNl6qo)B^t-%QEWV4xBU5-xb%!g1I37(UAZ5t{&kq zzHJ!oLqyNK51wDeeq)oD%ZWHQ>oL=m951l%BVe?t13WV6Nh8|7@KanBCv$gDfu2@7 zs67SVIpI>VxEtO-)4iyKtLTFrjx-S$L@~D=>Y>qIfPC7sUI%S&fzRh^p>1A4zR&8S z<?Iyp^zeB`NP3{JYAUp2LqE2gyobb)H-PBAah;*x0KV(*lgy03m(BkFb~|MwcjLfm z&L^>$%kerPnU#mU@|SK>hoB=on3cTfoen>V_)uH<wimH)_>!nIAM(Hr_quh$j~?z* zMDghz_9l^q{pAME{#W|fHW9j=Fs&1(MIh>o*5q>@Juf0=IGn6O8Ti%i6<;>$#a8^! z`b%u++rJ10kh)-x(*F0owX2w4Uf5?C;|%{ewZ%(q=+_@!vsQ5H1`;J~g-2~kpmRu8 zT;PS?BhE<ssu{TB--1XjLk{v`{!Yl#)?hBf_Rj|y=+$itAq5BUKF;!QZz?pRE?+MT zHk|e)o>-Sqbjb!1Q!9T~-v0I=a(-zHMUFx*kv0rnevbR#1n<#H6K=$vk&Wqje(Y&` zKBAR_^E)fIGk~8Ibw6veRt%p<pkaueT9F5#cd4d;1NW|^>8Ohd_{WW$qD3j-<7ahW zP7JQ$KB51+_yl~K_lTBC<PP|$Gz}v};WN~s{$w?%>`AzgNWZ6l=R*i7dg^C9fd9_A zXu;t-beqI06464KgD36!ayY<);Ho;o6OZ%t!EPyH^pO`aY!|LGz=Qn0U45cT!1d{= zhHr^B>??T8Yp@8uB5F;H>aaEHU$4lJ+zC%Yj#71Mrr4WsFG-^5z`2r$S9~iBJaFyJ zT;Ksi;B#N8BX%Ru*A?1nKD|d@`-W9&UvD7sh(^L{?LPL8j%il1xL{6RIjGtq3i>%! zNqf^V_^#c3_X@+Wk$dTQ^wk%bCsj^R<YYlEO7dM59rSD5EDo~N@ZS|EPL+kDE>>8{ zCRM`!kryoA7>A!ve8XL?3_Qldy?ovRcsDAOyZ7l;%z?8rjFrKssCr~)es8rq5%=Ap z+RhjLC-q{-$Mx{N&x>5n1n-!V_NQIzJf55F$wwR7z|lF<r=P0AA5?L-Y2N^Nw?|pY zi@;?Jp;Awe!oNWxRXkvv>qQU^S8vkJLSJNJw7Jd%og^^I#1uFw#s1~7bz1ZTCw+8Q zm$6sshpfjy4t!f&`zS3tkY9TGum}V0zq*4*H-d0a5BPTUeHIELDCh*+vMK|K>2nnV zceVqFqW-yIS)8Y%XZwW);V-k<(|!3^6y`u9PreQh1g<w0Vo5<i_|%N2U_u^q9_x}} zv_kN=*{oSKUGgRPIY^ZDfM+fg()>Gy`m=*1q->HdfC!WNyeoSV^Xrve>x+Z%d++l# zm23vC2<ua)V{j)fgrB+m9?!cCOYXh88`v*x5O&#Z7Cd!xXjzA=Ct;n2?aapLi>^!_ z+1cqqtkI|(OWN=vjJS*f?cj@g{dimGUnf2<?LUf?xc3$4s`Wd+V6NxN-OG1(1rq79 zGW*`*eZOix#p3?Qo#2>!{G@{$K6AC7!L0BlhQIHcqCW^7AnL7xVk`DZd*}GBK+kn$ zUmE|3zGO@FMk&W(+&@CPf}PID%cz+Wi^sk3mjfxi#>n@3IW$;|e!zRzIZs{i;y!W_ zJfA|4vvMmbY?KbUdfM89nxa9(+{DxSYIX2CIi%j^+{7HLr^3fW&Y0gy=y~$^Ip!o* zkE=Mdf#36L4$g+}_wD}Pk0WQ`N6{a53Z4gFPTaJoL;vFSkYauk{qtWt>6v&M<bd00 z1W||JewqARCyiX0x}_IMb*aE#YEo?Z;LR4aMRuoxZ`hrb=OZ=&-B51o_|7lzOHJ*# zcb5r#ppn#la*hCEvru-*1N@T9Qx);XFyy?498i8ci9HLaIOgdOV@~k1w%jlDuYx?P z|778-{5QaS%(xiydA9e4Mr6QClf<t!hr@@n&+zA6=meXC_NgksMY$Q{t)#m#uS92; zb5s-i*Lb93eG=iPpUXU8F5yjFIW~OXHxT?)Q))*-GJKThQf{7wF8E~lr*-LJ<oBi( zjE<N==gjD`C7H+E{?En$doF)Mz>sd{^Eu2VNl<?tC$Q(brnf;+7JT#rmOYMRxK|H2 zbq#T24*f%VT^tAIbVKQN62Z4*ZK{4y1+Gp0&8s^)03L$nz}o+Muf}7=$C)(v+%}Hv zF`vXfK;7Le#n<73od}P}TK6C{iv?PkB;1MG2rb=G3;4$=TP{>+f>%)<xDkMUfgwXM z;qhVQNnG-s-Gu)CpeUn{%@g}d9Cj}C-vLiH%&;NE488fokG>5P^mB#bu`w<l*ax4l zBQXX&E@11}d3+yt$1GbEVv)P*7j})J2zB1;_$5U?<iD9qwsfq3FZcMX;){B=Q|4dh z81zPdr}aP2PvCQ>_`x}U(VJM!Ft`5$KE{NOWL6R9)Q-n&Is^A3L*S+Q@`yk}#_F!+ z7I>10$T5ak@IFclR6Wzz;QI}+YM>#5Uz~blzs(4E6=mL$>w~DnvSPLWKH#~nsx?l5 zPNieI+cgh<yd55VB=^A+z1E}9WE;eMN}Hi!#8c$P@6!3H2K@Kyc4)aOaAoy(=l*A> zFmIj9A`o!|c?9>&eiQ+>J(D$HaomIFkCZLP7x@3Uq@szSEqsB8va)Bv=jqE$<$N9X zBcxA0KRis2xxr62H~k%fM{|nC=qv+?GsCV0rQmbRKatXFd=DT77<jqKb>L$ue8tae z1^<Q3^s+j>&#E~R^>pAu)l9krML3^-EFakRWx|(pVQ`QFyh!yv(LZ#ILBv)~b*~Zd zCQtZY3m??!BbgUz_4(kZF60n5x{5sgy!Q(1I+zPIC`<L@M!$LS)nB2%$dl?C{38M0 zM!DyR>~G+s<dkp`dp*p_-rjXZbr^oQc*c1_)K>@7iMel#o<wbRgp51^J@}zP<PYct z!oqSD4xzYTL=Ii}bQ1TquDoRGe$>^oUwxBZy$G}2hu8PMgsz!+`MV7d=4j$>h8_g& z56oX4zgUUfYV~sZ=gVHiP-0t182Xit?eBJMfdNFvEtjWt?U?gYsY+BmiFpZU-|5;D z(1j+Sv+1Ir5L0rl@W6SJQngX3Z}cOs?5S=bvGOMFsYmaWaR9F$X2<-&4|)z;$ZP=g z>Gw)omhUy-<2U~r?2r3Obe5ys1w3N|88w*`^k?%XiJ3bt=toWBL?8cw4!mnKuapr! zIDWftxjCrQix0%L@%xy@=}oM_)7lCcF3GGQ?<|-5ks){y$y;A4|DcXVmW_9N<9j+- z<97I65OOwgcXy&M*RXLtF_M7%%>r7BGcB0w+jDBi5%|K)vo0RwjrJr|S<Xn0=mRfp ztBQR_-AQskv)gbQIW`P*<6A$V<0d?qqVVt`D!QZOQ=t<(-0|h^=S6>F`meZQ#T|Qk zX~`HHJ;AeZdnX_DBW~??63`k(PK3Ww>S+hO4=we)A@Hby3x|~3#l4B<j{)>j=!a!x z5=u^kpB&?r%$--jo^Z=Bkta|5i0cc41OxhDjuU!44KtYIIJ0BHu+x(myYYI9ngZ{$ zSm@^<tp_n<x+D56d=zbN&Z8#iw+_Tc3Jqza@Bb`3kb*kwdsFaYt`*LuiTD+@2bc>d zKPgFu_rLH_XMh~%@w&>BFAWFr+$dabWHJjN9zWl4b}<6|?71WA#pam5eU?VnU5D@c zOF)`H8}<b4Wy_?(dHfUo{XzE~^j~$Sf5?1;?is6b^#8h&To!ZBD++rjY#+FXfNx=& zmu{HAJ$k!kcWxd7=32Pl2Zx}~92ecUHxRx%lKv=lc~|h<d_|VM{pkB1HhW}DfX|k` zww8~+oc@3|uc^2n!El{1bqe=%UVSu8G7a$Ab@9T=F5rhS|E6K^?<3sfbzceWM`?8W zd0X3;Xq@vkFgCz^=#ThAPUus9NsV7-1RtRGeIg+QzB8)noaDQE&@Xq>T)h9+m0)+s z>pY7->DEq1*>gKE2eKH>l!|%KRjR*QQ+R#R#q&!w$facoyO!bI<3X%mc9PmO2S0fx z<A`=H@<bjxEEh*1FUa?Wbd?=={h(_`0e--RPttp{;19e&>}3!ZL%%RlEvKUEN1RD1 z5eXJX{cFe;iGptVUh$UV>Llh7cti7t{{|AjYPgHD7BKHo#VMN0j`_Uvb|X<fm`7LZ zKl1fX0AY2X+RqW+uhbbgiFDKh(L*Ur&1b+rageX`<GfyRI8Zjqfjn>egQZ32gBDK> z?h1q-&%7ZlfEo2+`S5im2WRkE26BQIIN_&!czbwz%Y%rk^Y-pE!W<d1L{r`{=D$?g zk2YRMUdWi{cU#O~DGz)5{Hlg7oh<ojMhH47UAN`?P+#IFPsN8I=-NU5@>I%!XY+Tf z=k%i<3C7z>S|%Y^#(bC|4SuI@UgL)L$R*r#=W}~!>_!|)eC|7<;02u9vnLSxELU5J zxfkwVJKalHu2~?z(qdg$^)Eh08gFA#@RzBTYaeK#cYeqSyMG<e`xODMIPneWQ7<A| z#?T*99xZcrZty2&-o2uqNcAT865_~$$pVO-cjXfQ&p$6pdsFZX_ouePjODRW%#Rk2 zeGvoS?ee87LJhpqsUI~LemsIs{Zqp_4t40tYkk>t_+y{lz9_c}{ImbHWW?Eg<ojo8 zZ5HKX?u}E8bLbuT!YHSOkEl<^IuBmypq@r3*E&a}1`={MBkB&c$mfgEdwszJI+{KG z!~*Jr+HQ$Uj_@C6PZyVR2%`Qx%_0BV1ph_3LPcaW>MVmYZ6bVm(OUO@XAi)4Lw-0! z5xkF`o$+u5^2=%U7;_)ubFp6LJ~)Z~W6ulrHecvrBw_0N|IDDSR;?-6-9*mqQc3u| za@?nl;Z94a|5h$4(PYq7u4jEaKX4fPr5^2}*o4kyPw#C0kQsaWEUK%o<6ew@W>D!B z3Eh*Fva}0*_`x;xM*bxDgPD6TzKTTNM8M3wZQ$;NO$WErz+obW+6U7gfv2emJO2M( zrv5W`L}s9?ye1`WNx->0=fZSg^mYKzYPnkfloEJ%t(H~|ykLCnbo<&%55gqT|L_r6 z@Lbfd%&WdZf9o!%7t{|Vu3zseXimr9`%ZRbnht$a;=MP?638PuB4FE&I(ea2(I$W! zdk$ZZZcD;1<Kkjdm3t0)YOYO<JN&`H%+IMZaXtkisZNJI1rPU&y|U}RKS7(ndVLM| zqH=F^BNY|CpR>Gk<<Ji<saK@`0sf>Y%jS~0>P1{M%Ah^|&4*xi6gy3G5PFdA2mSZ( zmH4_v7!;}lU!6K}X#W8CYnLo;$t?U?Tx#4P75cTtwTG;A@a0mUOpmC+{8EQoO3E1e z*^=fE-+TDHHpcuE_IMM*k&dbf;4Qc>_1Jdc-e!6x!WVfAKDbGftz77;OAO+h@-iNn zfB2qrvIYLzSn+xz;4&6f#+YgFnTd|KWY5GS2kt4e>^D4j>xOeXGgYz2?(-j(R|)Wm zDORZK;$C;mwz}?m0ew{Bm-*=Ps1FVsyq7-X9PpYCx%&kYj4yInvOj@G5YWl8*LNpY zJJ|R)hmbd2wz#Uq3jI0n71L4RV5>^4&r{zpcXj{Wv!}J#D=GZWE**L(L+CJde-(V& zrWab|z45snvm5m)g^uAbFLMV!N2_K#%p{FHmW-3L<IrPg_o~miup;MGYn(A!3O=5k zx-So(LdQMrY4_DP5I91E_fx$;v5!ltEgXFF***>9H^;H(RsPufJyDp?<w&hb2fx`9 zPqzOMeor&+z`D5u_7+DbCH(qdFEC#0j!pp{;q%KSe}g$)^WAqzM&Lg<^*M?H{NOj? z^zu)qaBtV0j^OTrpDIk~QPMl`O?1ayjsySeMm|h1$8(bY`IfBPBjn-_{cK@H|5>!! zKCuNJQd;2WvwiQ;XX)1!o&|0Sq!u<c-G#nCTJ{)IG<Z&{V0||5WIeR5WZ&UepD~tN zW_b&o`<$w62NU#)a|+kkUiuM&wAS}`@OTqPJ_mYgzVaf>xoWgd!PgMZ|Mb@i`~^Xz z0+p>jfdoyMeQZY(_Qc1SzI0p1{@Y}&V3ttKJFb;We^5m~YW(3*5gBrWSXT3WUw9G6 z`Z=8r^<!><Q~Od!1Ljfo?()9eiroJf8p(@(@IC)h%k~EUE#~@uKn6OXQ?uRab=2h^ z8pS)Weqhe}OlWz-H{2^Zw*N+k(06|({VpNzi9MU_3kE8{(Pxe07SZQ*Nh_Xd7D2vh z#~=0hEAVwb+?w2L<bnCqvXX%@@LECdwkW_?3UxD>O38T=$3<+<YlV0cJsce0=b=~e zPLVtt5B4D<-Z?VgXoCN3)<@XnKK8cUUL;*P?L`#kOYG)>&zQmZxc&+)_L9F_z4Y#u zCy~BH<88r-e5#jSbZzO_Ke*@46s3$0;mi52MEM^4MrNOD!tuR?#pu#DcVj;5R(R7x zoa=kNh1>Svv+7!WQ(soV?|OUp*xNMZ;WT&J?ahPU-}e2jl@<6anM{&>crMk7DM;l{ zgAaey&uG>SJxYv)_pceAJNE*MYhRJ;m>;VoS%&;1zbkL9eZ`)?x=YENlK#YRwzRv{ zd*CDFZ|%#U1D>NN?fZx4_1|xirm<|ytL(Q;3<6GdR-@OX&;uTNnOItcf0sS@bN>(c zk<#~!p4&+BAj%K)O>cL?SK7|@OAUU8<P@uf^YzfTcy1<Kv&H!|cO$~gQP(YqNB73C zk7O}!Bo=+XtFeJ;>2u^MJ!l*j^ugzwXvew@-jX?1w0>9?e)S3EhNQdbXHV=_@}q;^ zJYU8cr-;3#r4d~3ZUzt|qctoH*3g&6rd4}*0*O;w`wliGV4nO-U4#ri=S$pX^|auJ zWA^nV9L2f)^E1r95IiK$tFjL2?;gY#nQLdWq0{;7{FcFSA2_9warZXvN!Le?6Gmhn zgseix&Xp6GPZ-wQ*<gmb)g_8e^4rLN7MGWZz_}5rtEUtMjtZ=z&JF}G>F0lHVFWll zze2c}9_RG*ZH^*Q;Cty@pWoTgF-doBiG{<DS-tp&?;^erJ`R&{1NcymTwk8tbpg8U z_hU&i&G0L|(4SCQ#J>8UPV<A9^L^Ykq8Gmh`D$J-ukOP0dvJ)x)>_`1NS1GX{}nhV zz1zUx40KU?xo;C*tT>mWd5oT4FmFl!(zguvtPkajH1%TamE_uCLD7oOe^=jbrF_iW z?GZ?3GYTO5++L(!0w2s%<K%5Lf%7BD5l&9$j{f2#wK4h;j}uh7uaK{CxX5s7*Z_M4 zlcE%d@%*grri_{l0bZ#*J$>^W`k9PjTPEb|O_NZ^J;q#0K|F<H?;`la-%tG4yaEWG z*=omJU+5<bC3!*kT&7bKA09sjUngs<7$f}2=Y20G9tKVv@c1n<UFM6uu@ArLS>W@Z zWIK6R3wUsk^H_-&c$I@pZ4o#>#XG1}TEX8ks~UAowZT`>ab85B2!EbFyEplj2k|7E zBkjZjeCIA!kqJ96ulA?+eGqitipyGG62S+h{#>1QYefI^m8XFRIK@p_@(0Tl`mjUe zT*}}*gNaTa!9wIe>txrAjbpw^Ucu1M--}o^6$nrz0}gl@A@cxymo&$uKqL6OjmM?8 zgP{YqWw7Vwo`&xuejsAx8uGO3ir7|x3uOw#d}L6UTb_Cy4E&1wU^`>8ixfWAp~%Jy z;60Up*h?|ve(?@q&>sRG8~S=wR5cWQmSEk0IrPod6X)AkO?`-wt~=_}<le;6FAq~| z;A1V;+SxDQ^||Lt0`<VdyCx3OeVf7jd+$O(r7m(=%`CJpz!!UT@eBC|o?|wihci!p z!v9&HEnEWK%c77+_$cn@rV5X4KiqdxUsW_!hmp(i=ib~$_<6pS>lgT=ZoLS*YdnoU z_^Pz?@p;^TgAY45sKWoxJqvrP1Yax#k8mB;3*?q~ePQK6Py6ItfX@%`7^xf~veY<N z|2#=lx#2&&ah#RcjNO;;Eng_hhEI!MlW$fOxOA1v?aOZ9J_}ZZ7%RN4_bI>k@x-CN zO?>3h1O6t>3Y5L<2LI?Snp`P$?9*QIO4Py}sOhshCIcSuH4YK9AMT;Q@YKrC_YNfD zURNIUh0b~Nz2WZ`ZBL@%a^~(|VV;D0E59yJ0Q_lpA_`gq{fMxSb!Iv{frrB8V+G*% z4rFX%=HzlCtoi1a-jKrIzeb(Y)sDOZ&cQ6Mb>vpQzZl0wiTzOB@&25ctN!4%o-E<+ zOW4+a+D&oLmzX4NOsjh0PXr~z8j%5yT9N&lIwJsn>1L79pbmTw?kT!IfHzKNyyiD0 zg?`K>%qRE-btPl-L6<1@(j@*Gkvs=o_fqRURRiSA^yqxPyo7U4eM~qS&qLwni@y(Z z;g`<%(bT00{kHOXE?YQohmka`qDdfODk2d43;OM<g4V>0uLn`m_Ty64PVAdZ2-=&7 z=Ub3I`0RF30MS%pw)7PD`S-qE0#<l`lmRJ{tfpRstK4u9lV%{{w7*91JSqC!!uU=L zd_SIV#;=l4pdTh}IIj+T_~dx-^@+3KVPg1hoezhP*I?XS>N@Vng{v{|a4$9tlfSD0 z4zCL8F-pRH!zrs?P=NQd9-e!~4E&F-^~(h2d$^Z+7wLcA!sqn*+P+{s53RQGhF_q! z`0_J8FT936b?fmSxh3$7-45rHI=zXnntH3hk0WowGDL!B4gK3kexm|L%&olk2uqp7 z>%U>9!H>Sx#D3ya40x?MA-bi!Q^5IrTt9ih4`{tJrg$d?-}8>ud|lMlsplCfF3`o_ z-D0?GZv%ZK|H+CLd^b|sYCb2SW6TG2p7P^F&TRMtS|57ktiE1bev9unEsk1^oC^AS z-yC^{3G~t&@yQhMRwrz}1{UJ=la6U!8NG^JLTX9n3G`=o%KSoXvhW-*-RFBT0$&-y zBlQ92#F>q8v<iHbaWr{N8~ogYkJ%PHaZlxKbxV?fKX-_HD>O+PKtwY98`Z^}=1`nY zKu-|n^yo@YNyqvTk52wlNG8L%pXrU=iMm4*$}K052fXjtyX<TaU2|+!x}w3IU})EL zd<S1=n2TXX{;~i4Y`fa$+|WPY?{=Ci!=CVG<xiG@zYeSZi9C_$OKe|}UpR~J>%+9! z`yIez8=HnrrUE|18|4q`Ho&JHkGjbBJn|qe3dBY9V7@xP&wM`_`pk6Wqu##u=pSUo z!z5?nAMvoc#{fS9%cG!I7mp%W)~P93f)RE8f%W2pebDFSH45CgFc;b)nW=`?)fT^# zkq*9_uHc=UJKf+<8g4ay#fcmMZ~K!}(B&F-_emx~S5<Iaxm^QX_5P(&N&GMP4&IM{ zzLk&p@JH`<A67=rnx|FVE%1|i%8%du-ygY9bqOzn|J;mEp|VBaD9w_xcSRNVaekV@ z)nw!?icEgXWQWhQwcz$T=ENLc-I-@Zo!fOc^Xl)N(2Kh1TVxr~pFNf!iyB9s?%QG! z!8-UD^bgaD<NI^TvX|oK^dh#m?X=uVp}Q1PnVjuMe!j%DH|Ky;&z#q(`HTCJ<VxZf znsA(hd!4tN717t#zuZ@l<4eeFH7Z|y=}sKg-lE`Pfj>M?Ol$}~m)5iFkCf$b&xCo% z2ufo=$Frux&)|nTPbOw8#SY)ux0ykA)JwhJ`O63Kx%TrN=(weZ{k$~#Yr4z0?^C2^ z%fa_ql=YN+^uivx%O+GN&@F~#LbzKn7p2I*{Opwud>^zqcXDyRr5#uu)!+awT;A2& zQ;a=PBH!2<(bw5HmyuuXLjKS$uIanrp$?N}2WJUkZ;WR^d9oJx&uAVgo?Y1Awfy|h z(`wYED4Hu*FC#bgy_4q&=%yoQX-;l}-|Bjc{5AMet~ovycm;eYn!w1%umC>q1+TSM z2XuqaGs9`0P=}_?{dnO=c=@f<M7sgG@RDC|SR-e``g(l`X(sT#qvH75H|#wbvviLG zzjIdY<?RLB!`U(4Oyeb>%b5`|r_c}H>HHJBLkDx-)zl(WnedU7J$NiQ1z$tfXU8<? z1g0q)l{whQD#y=v^*a2*y$<v3h5LMoM|%!6y1=h+o%e)UkPdP_o}Hw*k8^mk(QEL9 z0`h2;XZqdI-#6>9PNm6u5vOXcCHsM2*#4-I)!z0c>X}U}6<aaytKj*AKLm4uBf42} z;yy&Ca)#VxZp^JS)SvA>3*YUsc*V{@JlAg<(oAu0*<Y`vYX0d?kR_4SPQStH?I;Yq z2;a!X8{w5k{vL$bD+OhyU4F#m2S;vBJhvwPuZR2Q;5TkuId>lOq=%c*Z2C?G5lhsE z75<_xxlXG;@9ykQkQXaYI78oCH^?`%&GsPHnN1$NZiMc6?)A^_z^!wAPn<TJaSqLt z9j9f$L(iK?YyOX4BjXOvz!#Q6;mdbt4s!xZqnRJy;$F6^)|Nc%Pt5Aexsr+o672u< z?#~<l&zlGb3JIa__<Juy${l{{Q`&#I@mwXZ4ZK)@UP1LOzw{XN$J1HIUY}gVd73de zWU-8MnJKed34QQJeud3(QEwt?ZsAJ78uB-+3vE{Ldk(pu)y+x@Bqk+{!lY+_8^rpU z6Oud$<`9EKqgCifvkC)cz>#zPKmTzeUrE9J9CbrB^j_<)vVykAecy4bY8?F!iNDkM zo+IEF4x}A<!Hdt;{pr4|;300P+iIpL`4TGT>|!_P+zG;Kk2))Sp(gh$?!QR}uO;JS zTP5v5>=i#y`!oo;-`=rEH%9PVJ03pG$^hOSaS!VAhA&I=Q|b~2=I2gm=S`3x=WITU zRUi*Mk8-=C4Sw#5sMH%RO4Of2BUFQd@b5%rTeqxWE-|opOZE=t*<U(d=hDOdlWh7q zUJv<iEX(a?o*u-lhdcEwn2>)o*~{grg8D}l)MbzFhc(!X;zBue3FaMVJGH@U&+hDO z$GN!|?e*6Uef3S+Cr?6fp9fY*+=)a#)3-M=Vh`$=ck9y=HkP;teF8oPNV*fF)Z*0& zsDG-uThveSz1H6NmzzrwK=jvlzZ%26EHaqWxKjpt)-Jh*PL}`oDsAnU<^!&aiaDeY z9Qe*Bc;%Ni@&VZ{>Qaxo5qf+%ru%B3yY}ib52Qf%?s?rXj{0EsE<Q8_eXcjX{j)dl z1N70&?QI#vz8$w3vdR~p#LIILYSHk8&(;lT4&dIM{v@DC^VpZ@C3PJ6-2`2QvHsp$ z3-G5A;x_Hz58ig1)js?kc^P^6@ge%2#Px&ihrZ+Wl1T1Y2|R;(U)>;Qn+8AJqR+Tj zE1tg%ipEfBf8r<Q-$NIXV|4EH1y`*@$fNiiX%$zFe$bQlYBTEBn(0;J-)gvr9K9d( zfj|2A<dF~^&U=)}Efqm|^i3<RW(*|YcZGh>?*^_^juyDxw1v-4y3$i=7|(09SLsJC z+%K{L)W`7out$$>yMV_~Pomo~5P>@X=fqSIe8j)5))eqW!~dIAFRg}u-`<9rwiWfx zo+WWU4EOZf2Td>MPoBgeu__-0oGTX-%wCQ@-?;OP(R2dxVCb2TThn0<j<sP&`#zl4 z<UDrM84u#!?{;zd4b1=SuVD&7pG+&zx8ndS^0-%6Q+?5I1R9p;aJ~k=savrUXW~O7 zdYT^35dbf0CMRqIJ%Yp`&yTYNd>l<@{t|FqlIq&JL?HC4X{)1&lK6KI%4xcSzc=^J zc*&1Ccl_Bv;xj|sA9cH`vucq~vQlYgD+^pIOKWFb0e{I3?<OA91*Rejr9SjCWi7GJ z8mLER)RzYivtbXyzu03_XThiOMBe-ay*h)5{9z#c|Ebe%^AAv8j3w{N*<Zwd86i<A zW!xu%YkdwoKVz?iOQF0c=I!U(K3*4X0WW;%jm;P65JBtFW-Q>p?iZZgGy#w5edP2h zcj#54>Sw+gSiwIrQY3m@6LoqlOi<7wfcUVF@>VeJVU<g4j}%c?0vEo0EQF4#@F9q= z1G-^eoV*c#CHCkI^Cld<iTRx$+%v<t=g;}ut@;SU7ujv4p@;WR^)oJJKkiwl_=_=x zz%SG)+okpJr5^aL&AyR}`WXC8fgE#onjHT^D1irVo?H~?c#ioP%b%4a*}&NjEY~et zaQ^<;&Zl9n{_9@Z?xUU9Z*@%|@ymYTj_I+7()jn}soCq+v)l=qOZQi8aF4u~X);s| z^&t+1-J{3`-=(R1!N^PxIppJQq<mw@!Ml1uWKJKyx3JecJqU9~w0pPiKo1$Im$Buf z0gv?L_xLL2x}UU&D*x}hF6X5@$<ha1oBH($KJe1DhE+C3lfDE8OZvaiLU%%UB<HzS z0rEZelbqjtf_xUI+n<kq^v1kI%V!?+k<;=`DJD3ljF%fnU!opxH*_zgp#Nz5GHmx6 zdXZq^&4(3H{zS`idx<3Q)AwgF(p2X7dt@0do(%9I8m)1pp#LcT-0}MnE&Q#S-lo6E zp#uiCh6y|c|NWr5zp@>;)hPJxQAf;u81`h+0ADL;4r9*2o2blo)A%h4USZ#PlgL=$ z)&ApFH7w|}c6k(V!q;JYQmWGs^SItyhr2_-Q{Hdw_!NEs_jc(It3KcWaRu@$;UMVJ zjEN6ruKQ!pvRi|JQ6RxK6ZneyG~Ors+_4SpBT#+5URan4|6*R%Cgo$~#*t=h(*^ht zF(!dZtk&4KWgc;64|oQ>FILXq!IMZ;#t)Z6r|R8%=UJ2<e7(ew`1m_tg8W9h!5#1p z=iNU^d_-Nz8g3PP{TMt=KC6e=6U<T75y4WZyGw>j<Ne?nlja(gyz!hDvIPh$qEDgh z_h!lf4}IKZee)JIo@1>Y`4`>s_gCX;W;3wg?7Fd$0Qi)mBeWc$O~^seuh;m5KKedi znBsOU_>e>y@i}$)N}qWKs^FYB7lxBp*q|<@a*FBiM9y<jMqQ<x7ctf|(wkI@oV{K4 z(oT52d!(*MW`I9<`2NDz=}|x8>Z!kHr{{f$6T(L-7U6T*uvj=Hf%|?ukaZ>!zFdbR z{)d>Q(YIC&s<eV%;ZP4=eiP<PJeNsJ?uFl_MyTXcojh`ankQ?nJ7M0uW#MA`1aSRK z3ds!WtE7jPT=_%rr*66HoVnmBqy0aT7Qr`ETNqNgfjQNJf92Fvn9uHV_XtD(ImO+` z`J@&1QxRbpaTokLziui$=J)spB@+kdu{W3Q$=52p{*z1Gk98BUUuNOnE1rJfK;>h} zmc#I)^{uo2!{<aj+2Lh)0{b<O`ko1u#69yxj%FbXKhOHXchUlR3SFnCNbuY~bF-$p z1itQv#f@zt@Llft_j+%8xnsVtn^7PA$BE(wg(w2`NyCDY6aE{&Pg#p=xF?1Sge;DG z;a&@?jyqNXzPxA8=3Nr-v>)_;%8x>q>1aQi-wnK3#$4Nm&$ImD*3bX-<rPCNACnCq zqO)IdE}GMWU=3w07ZSrg!}0woEqoa#o<*wlKwm0hq|PVr1|AG(eW!-L?7_%U>O}Ca zzmrazg@adls<O2zKMMVqM9FKB4SA7b@0o3ZJ72sN@v91kuRQ3W_jBez+!I^_f9l}3 zU@xj;0sn9)KXSzG2I>_ZGgs;ea?6xlNbdpHdxwS7hJrtQctmUP&j|dm_XJ(Jjs1!6 zhm6&750UeSG)j^;c+Q0Ll3MU*;n}xhkG7EO5t?>P3;c?`y<%twbcCD23u)z!0mMti zw~^xe@%uNDPn1w#-e-&UoFosv-*S(8K1s+8=y&3Jc@6%ZA*#Ddx54u#{C#x+x^;5m zd4s53Uc`gi)u2OmzQmE*QOc1w$ho{!9#@V&IpUVAnu4Vd@%L)d?z_MRyYCpyE7ZXE zufa(gl!Up>oMH<WW$1&8mp&<9!8{q&nbOfa0YvN@3WpfzC>1ACE{IaW&%^(Zyx0$V zxB&O<uk^@uHIwEG2QR><V-QXP-nqhyi}Z#8<^dQ!SDCp45QN5qCltV0$r}N3w_LGD zWZzrI7xvJVo#_gng4f`hEPYxNjeO7>3~xv9-0bh&)!2eQKh28L$Q=FP<ry&<o-*u3 z5vM8r$P3-p`l0(n;6lX=qB;uqwt-QD`+0nin@635RI#6Z?y9_JFnA@NKV*-NfmbhR zdY9k{UHSYrX=<!y05N{f_G<t>kCjgoNgKH5pSQ2%_~FlS&0Bo``!AFY-2{HtVxKfa z{;m_Z!KeA`39WO7ZW9<IvfnL$*efNVBo`D&(4G}ttOy04`o1+@2e|FV3krv(NccG{ z{d5iB3z;h{?eM_45Gd|?Ylid3*yemI8P7ST@=^ICz&nS}ukCxt2R&`~Phux4>S6Da z%AI}4qn`4pSi$?_xp9EzcpGx;JJQnD&wCRQGmRVM;GyO+dmj7gLbtJQyy26H`=gan zU;=otd+bg?Ao^dy(?y2Qq5HfE8oPf9I;S;7^D7%ocS3HMtivAseak!gD=*>#h?R@u z34hQ>MXLN|iUS}2u<Szz74VNa<@w=s;D~&it1e?Wk6}%h<RifE^;3L$L&@t&YzBVP zAVWV^a^`0XJNV_*&YV9hSKvRN(1P6vc?`d)-_hayFmaZhux`bCd3Dw2iUj0Nj7moC zS4Cd-`>i7;Rp4nK>3U^-_k=!IETjs2PfyT)R?+~znIR9Wa{_;G)lug;EAEL$@~4Dx z-Z-Z$)SZuDeoKV$yesOCQ+LVbC?n)~6w#cX0G=xd8NU0R4F2M)Yr~50rT8UN%ic}J zJX)6K>|^-PsMz+<X90J<5O7vIy~B^7@UoUW_z`tj)6n%6bnV>KaXHO{|L@;OKXuvy z-`AcaSsUy)e=$3Se^g@M)PTa2=`LU5F_qBCrEd6kqfgy4ng>pno*8_h3}5<#t67cs z{1WYtXBnW6X5Qoc;?PZ;lT)o0C$50Uw<V!y2j8{csyfKjguYCTeMhd9C*fE;GO|g5 zc^|PWb5odWYD`b|B;`WAu9!4+T0njM?lr@62Yfkw%kB4y;Ai9dUNM39WWL5<I_-@d zA8lD7krMDz3C5=)bHE23rWn*L!|T!tt2q<`-Nb`$`U2(>^G~paJXXY9snle?Y!-OT zo*@Mq1>mVhol(zo(0!XeXtXLK=QL&eem(FkeVf#qaJ&wiNy}Fkn6dAVxlQ#txi7(( zb&HbT2lYazy>90x;0R(R`q`QvvCrcp|Nps({LYoFI^>uGegBn813diuLo?QA1o8a- z;4$H}Mcr5b8j*#%q*^M%+AHW!>^<e`d-?%#H08f@6nR1yYU~vBLjR$nDLx(<3O!xb z(W9OkeUs0k#dsKefcGS~_2B<mo}gnPX@c*-g=*7)7e1_CbJR}W$gfE<yww1IvG|>R zsfO{$k07g*kspB0B$pU_0C;F;Am>(98}x;mV%D4A{Rnk^|5Go)U+UQOvp0h0As$JX zGgiWve<9sh6W=#quaNG~4*1B-E~l5OL635qTxMhTA!he5_F0s|U!0R*H?INzic7#T zGWZ=it&Yn{?+qYyD?6=eUIIr86=#Re`w{O7XzyG?9#rtY9q;GCH~yQ?jTf<jAK~v5 z7e^8H1^j$(o!yO`L!}oS5AGtDfW2^?JOuNdcb`bzt-&50I_BDhG0YQx`CR|W5c`}B zRdNSELm&ThTSEnT%Cpop+-J7EiJy)xjU5?Y#Ar=UfgA28IR)eLZq$)jHrQ$?gNV`V z@zM>!z}r8kH&5-x+*M@39Z~4-a>2~sE*=2S+{5CeV1|87?zZ<W>ycZuoxJ(K&yRPS zM2|Hc^C<Ri*XtuNM-#PkyZj?^D*{N8ZMiUK)0n)T+2=vzeo}6pYlHtYIqA-ehuDXh zu-NPw58Qox#;Ny}4<UTjDrQv{{HbDv@ipjsueOw#>ToXl+4rfRi^SfteZS+$clr`S zqijSjaAVZ(qX%chv5zM-)=>z&mdffi`gh#eYi;uUXmthhpsYV-A<~0*s+Cn>0-wtJ zVtbjt|9lCv@&N`n@IguUpH4+|qtA-@nr-6-KZMgvwKdM)R>m8PQ<d&GFLJ;4>-rNu zRX%Ao(a3?yEIpZ6fLyGg{`nel;HYOS@j}2=$M{8_c+4ZWmB~<HM>zap+d{83(0Ane z+`N3u5WYth{-SK$CsG;%Us-}McW>FI+=t&Q|Ds1Y;WT`5bSum~anL0_>u#y?VL$Z2 zX!Bv+0D|`uIqxs%4lbv4n6$tviOWyAoRbHiDPg{LKNo$_!BUb-&jSf1q1Wn4;6F&x z%YJa7pVW!WdFpD7e1UCdlfy5;Q`ldaQU*SdlI?L|!aWyP#u6)!`Qubqy|n{7;B(OV z6waIIjeUh#d-KpwYI}T7yD9fSkL3RNCVqb9NUVJOTg*js?xI=qK^}3uc8vr4g08Ap z*=11wH1Z_rGntV8FHd(~`zGcy2P54*@P4ceqde|FhqRNnQ|tuJ;d>p+{0lhu;l?U; zb)z>iWGv9~VIOi={KXyP(eFk}XNRQXdt0=4L$$9P^O8ePek2UQM-<}nOXLFPn$jO{ zTtOdAz0a0y@u)8$D{-AKS{JzbO>)L;3~*@VU{~sX<V5h_F1S$+zscHBPZ?g^3%;jf zNr1a93r<9L_#x+^SiA5s^uc239TRVTz#q}`-rJE4ej_*K@-a^Ii4?ldr?)YO=JQ<V zehT*P{wzx>cnDrDEsKTJ4ttU;H4@5Qu?JLtGnEg#{&&Y7MMmfjUjDarZuj{TWVA&L z#=r|9zY}S6z;o4-jNg|TM2_5J9uZdL&pL%_RntWV5VsUh#?&FVBQiKA`tmgL=AV#< z-d)5w-Z{XtOow_9WbY!)kDQRi$rHKorv!igIiR5KO-QadOsZfGNry2aLQWexL;8oG z-{9B%eDH6j-#+AYsQh760DtJY5$n943%;1Z=1U34gJ<vbwzJ_3AkMLrMvUb969FBo zx%VYK2*sUxW#j0}<U_7FdiEgy{?4Y>MhtQYw03C+;`3N+-u4W|d6(IF{>vf<a5l9b z$L29V;$CJi<2;@h_2Ij{{|M+WZGLM9p$F0Mf7E@Tihb2<mu{R{#XKm_lD~rvKJVN1 z7p`8#zP;i~iWtmg)cAySW#OLQC-b*a8}}i-^X@OrH*p>UvZVw)p&wgrFlLy*e?m(p zV+Wo{yytL);}Udfk>^9Lcpa{NmokO5(Kj=eG+hTiYNNY<fHfSvWTmgx0Q7{v@m{G1 zCZQwq(63xXzvM)bJ+a=1yxgO=nb&V4k4LM%RhA1ryVFa@Jwl-0=IIb#=-ZWtrk443 zWA8z$)8#!(z)utJO^-tlcw#d7{k)tn@#ez&ynn#iS@n8<mh`aa(j#qn5dPlLKbzP7 z=bsMxZY~5LLGHG^yNlyG{31iWBQ<-`-!#mYN8uhVJMdSRBLe*7gpLsj=2ePM-?`tZ zh+K&!huI&>&>x&SqvNK)bJ<ggr-QG%vU@0dFZd?Srb*Q@JYTO*8`yoHL2ihQs|ULc z{45+ae8GpX|EiseUC$MBx_d|kJAh}c%Xc=C10Ps2<a6x8y&W;Ns@09>*n3%mJ`49H z#}9!A%Ua0Sj6dd6g}#u9K0m$yyx-2)+QX{o$5s2KSZ&%d=djGGq9u&IOT!O#w4m>b z`)(h3j0Ag8o<51Zg1(yZ)#r>o&)~;wV6n`eKz}E^`|2&6J45+{^F^fKWB4i$&I9)* zHTJn?0B^`&&Shl@$DW}w?<wm~xNpw;t1NrNN5O1@pcm+TP3(tO9pS_0osF5_#P>br z-FFjx!y@GkGgs*DM&29!wczWoXfl!p#$$f;u-?haVdPFd(-9kJ_ar{bq&kVNVV}U; zWTqQ(@Tp~|Tqxa({N5S<TROhTTg^0T?)roM-(;eunktx2Tj?^M)^#T=5=+I5agTa> z$f+CyK5N&iTqOrC&WnHQR~!;RoSEBDxe$o@czw=%FK~_Z$Eyx>O94cvQd;}lXWqn0 zY~G5I2hJs>kyQmV{97_#zEhQgXEe3uHUI8Sun?b{7|<8}61>6hj=CooCw6!Wd&;XF z+1|2Xj%mV`^TL-nPvT2Lh4}n2JeSn|Qyjn>W)&9>QN?2JHQ)I9Ciw9`C$Ic9Wkb&P z@A`=n@DI24SDbkL(vRTD>Ft_`_9B=r5&ER9&@GFM?5&58zbNHl(+*y)XpwLCE#MfZ z@TE0d;8B6c4y2(}=pSj@^202l-(Qm(y?{QEX>MPCFFxmhvH^YzJU`b4G?kZL0M}Hd zX_JCa@!r+`mmK`*RC-;CCyxi=YpS!i5_xi)tt$+~Y0T}i+g%w2zU(?Oz_sQEU%tfT zFFW)Bv9qVBMzP<oxaan%BcbR=4@n&n&~hc%c3p8X2d>VtcUis3fOA<tqrt!EPB4;p z9oUbY<LWxmT~FANOK8X2uXG%93yrPf_v|n?_nJrlD0t7mLrz$%<W2ZS(WU>7w<e0R z*L5x6XU{$<HH&*W<m<X48}63_uc*TFfNMJ&S^_<x<5dMm4!uwgBGSef-EYofE>e0g znJ@fAkH~u6yoAyBq`WR@TmsLmJz6rKg+6lW_AN^E5n`k!eWSp`Cf(tK77RXwX`)Dd z8GJyZLqq+w(f&jY^XZ&Vi@?EV4_FUl4tn&>xjSTYz?Fp}Cik$X>4Ah5X;iK^q4sC@ zfW#yC1WG?Dl)He3Cg0lQlnK5%)t+nMDEuc;8KTs}@Ol2TAVR^<hd$w>{{SA`f8V9& zIjDP;)mO%fZg>+`F)s%zz^m&fjMmrUetG8qv*5#$JJF+j(6U9yhiDHv`|I;0{OFM> z7hfYMR6WpBa;wUl*gnuB{Eg3tAp6aJa($mWQ8Bakxx+!^CMQ^WHR5^BzWgdPsSG(# zB47AY1o66?hgDa$;G-~Liz5^FCK|;SV=tiosE@QoS-*87w8BEi<-lVOv;~fSM-CQo zywa}>IOnpGf_z8^?itUm#h5|lpHgo|b<%=gJo4O17=9OjGqH+$-`t6lb+5Fx;b&P6 zPK|i<(U<sM`XH%U4fyB082RNrm_t6XtK|&Nk=JX}!E*S|>2o_?(|*IAR4a;}OVGy_ zn@;_+bAUgt$6K*(0Q))R`(h5@^GM&dYPdrS`sfq0oDuM;YkZ7{PpDxoFEsMC5^}E@ zwL8mR)8RfcRKDLW0sPGE;FpAZ;80tw%qIHxS7CK8qu#j^B7FWYtsLP?IrGY#8~yxS z?<z&9HJq!T7bSP6!q2H7Y~}&KU`4}H?{9i{BF7-;*Wy#?uhPP^V(swF<ZGAKSHqXq zTEuG0gg*b}sLStU<el++REV>1Bj^<$-V8#YpjAOC7@rRvp_?+?<m>-?H|x@pkgKp* zrKFgfialmK>(#|dfX|FnqKDvzxMxYn`Um`paeX;c{vhT%Vw*P&yfCjFCt!9)3_Ow~ zPuaL9=9SGF%l^VoA+Ek8ss?>zfvr!x^9tsNxp=5<|AG(b!zK1y3Cy$f3Uf`d;`yrO z|Kf`CcCN(!LkctcKUVoawzv-%cC2vQNMOEVQjW6jGV(ek)ouo0Zs_Y<YNagPyAK*! z+sdJjDHXU#H7J9xh@Yb70#EQ<>Ywy&ChReMbYwoz$PfAGYK&B<|3?#B$9m$SL(VdJ z$m6-o(Kfra1NZov&7hItDfp2eR~G)chxgC*^Fs*g{nq@F*#EhUqgf|On@cc<qMxj9 zjn5t97IcRTJcv9EG2=~1=+KgH?k4PkZmp+BBdX^~oPU!amG;DgXx&qpaSZ3E)3U=V z>bf7Hc!}lVmvQ7U<Xvot{s3RvV_y~u5$M^Zba9#BB@JkQ^7@&B|KGZkeX<>S;@i2F z8XMSO+?@h|f;=R@e<C}lG4CvOW5uTdJn;wTO4()b@-o(s67FMOqvoBM0`6=7G_8D6 z@b@brwJcS0-bCt0i5Ftv8$Hk1sL1sI_a9GDyN&uFPwKOiV?Xxkn#8-DLw`s0sX&Gm zc*NzkOrI_Kg1hm|x5rQ692i*r>)eGs4>YqeHBMec+|ZWz*GTN`x#~}9VGci8=~*^& zeel^Vt_g$iZ4_O(kQ%WA{vylYH9z9u3wkq?PmXg%b$;KrwJqlG)H56Rlt71H9?#;^ zK|damsHgfJ{;?wU2i!(DhZU~N$r|wc7MDG7m_**^qFKRCbvJ_j!N|*yGk7iz4190| zUJtduRvcQ4bEDMitmO&c+SSmy&zjIVQdlp<!*_038P3xTpPtCspBrL#(4VJH%!mTF zWUcCC@P2Y7zL-6zzAWHHd`!)(dn4;dn6olUPUHDbxu0$|aTmS^S87|!3CxH2@ttPf z4<2u=(}<TJbB84Fa(ke6UzF}jOoJ}YLT1;cK84TQ)0z5mx)&is?A_c%9otJu&f|}{ z+r|a?(h|JxSWd+=sb%1|2lfgGL2n*jx>DW5<%RuZ^MT*^k>4oj6zY4$gV@>G#(o=m z+R6#14=exkbA@6gNj>oAaw^?l_eH()yEj9Ndx$cqp7qWp{5z+4lx1SkAJ-k>4#0DN z_q-bI*(m50F)d*-DR|v!g&`W?j~B9&6oqY2e+wCI{!E2FV<lx^SdVl3X^`hUa0s`w zmyqX=|Mzyh$ecz0#Nk+Pl?puF<{_8r2OM_RtjuZ@ICM`W^~vpB=!e4}I_~jsC!+GN z&@~Ez@0^G)XxIyUrV%z-g8hkaXLE?=8<=0VkXAi{{v${6)-UB<$kQul+cOB9`uLNX z&!uc%;@YmWDxZ|__xlwphH0V8(rKPf1Ygl1wd+SFr6<wKQh&cZ9l1IGsOKEv?>IOm zth*)YN@S4T6;Hys?-ATrYk+$ptl2Z}bs%ys()Br5!CU1$*(y~*J>)nYvi`Z$3v<PG zX5Wv&XPL<gfgJnOo^KvnN`=qcuzRP#m>(g~Evs`3_in1)50B3V@HH>J^Sh;lJtXz% zV*fO7&n9I!c3@AYb~pc?D)f=r^IVh;@u=r|dUtxjo3I;<er&vky>Q2ZU8$feQExjv z&Itp4x0UO#i^d*yi)|BadgPs+l(XlCzkk}OtuPPubT%}|<~jJ!+84dA$FE~f)R<jo z{y6fud`ajNcfi+oC%JVCd|RMqEwl7v_@l0L#Z05`Wt1YAn88=)_5PMIM}HX_r)-;U zjC`A?5@%)`|KD@*$nIf=Cs8~poSKFlbe_60@7?gplBHN&WOW1IFLmNVFRdqWrcdJJ zG0gkBsNJlkGxQ<^vPF-6xa3CIldOH5UGOG?it}vl3cx?3C3fNgbjynL16lE#ZbbeK z)(Zlm@Pi9VzvqP?ATP^9Q!mGpsA!@Qo8>@`F~{H4X+h*VWd=SqfnIkz{KAIg4*2HM zHrMspk*BWqmO5iAfXE<Uq16MPeVEN%T73yQDfhkvTVT#`e_{I5>IvZD>76N0&=;KX zGzyM^US%Z07%2(=%8|!oqh0D=1ci>=+%Wb_o;i9|b`E_(|27BtS04Cd=MSr=SHXv~ zL&3NT{L--EYf)=e<Yy(b`%+sXch0dSZoMA<kHal9LhZf;-IGLyYBBI)w+8f%Zz2zY zsx?na4!$Hcn!ZEm%V?|8MvYg&!=62sO4;d7bbBiek5_vVmmhyk{7{KGiO-^ITtS}1 z#%zF+t)d6veC?q<nGE#Ah{NPJ@$Z**RxE_n0_S!*f4^7aNl-?OFFck4pZBd|Ov4J# z(TD)k(ZiVcIWW>tN`YLLf0|RSbl^|LbV|OXUNA{%h>HI3AndzrE}VrPQMGl{_<1w* zTGnmB-`Hox%jWSPMb{n9WgA9Ac8bhIG9x5puQJNYF8edGH>oH}LWGdLm6Db0%E((% zQbbZ_h>YwJMe?2g`mV35`2F7ZdG2w}xzFv!gm_MO%p!aF8S4M8$Jfnx;4>jMH0pT> zdkkV^)|klPb7DfW&<)<sN9KoKS`+pVp17PtK?Pr&#k~O<;F0o8pZ5mhUVO;V${Rh1 zI%>16qw^R1Fps=W{f0RIbo^jSOt?Ft`s^?7$RR&sCyB{Jxh3!+xlKX$0)hV*zmOlq z9M{B`lhF?^V?TLY`G~|N%!@5(Z=WH@TtJtyU?+5-$IJwOyP-bS4s>@Wy@`Dtdo}hS z$9&N_J?S=j;N47I`<YpAKUBiFSYm>qrxc;NyA%K2V4SLnL%$QsKBIr_5auT*rj5)I zzho}dJp7Re->A`?KLKjc6MY(g5qTT^U{i<Tc{lw0f|2_#Io*k#p8u|0R>OQdX92?; z9q<7IQGGAe^=1?|n49q4b<=l|DeJlszCXH5yHKC6D%}{H8^K&V3wz&n@Rf1}4RP#Q z*vAw0Y!?mi>4X?FbzA6}b)}w8DQQE;*Cub92Atc5r6DF+33%mUS^pB?V}j>(YA2v; zD=XmqsRx`X<}#O>^CWPIw}JHJHt^vcsC;<@xVJ?;*@LpT@QbNj>90}tB>ESQ=-K`O zk5avlZ1y~Gh^sM%{Lg{2HuM!09L8QtA)0&6GSJD(GWF-9PvzXIndEB$kI3R%t5Sk_ zLdF!=&*xCb1oyO4ga4^Mu(X$|4}Q<(^nIdH&`&%3*^&lc|ASp!NE&@rIE_uiG2|Cw z<f?i(_>j)8ms^xNp%XUQ*%S5<^K`<jmB}oa_l-FERH7VpaF&*Z74Xut!tZBIftv*h z?k7F%jy~G0C*2bFMo>I*az+r(#o=s_DIak4zyQWGn4@srN#%da5&PGfIhLz{Qz+QA zkWgLpCgdV1n3<uYU}5DRC%p<^{#7g9Qbs3&Q<Bc_jT`id){RuW{^)C(9gMWHeTfZb z$J(>dXU5OEiJV1VzWRWn?6oIw4GLS$PU!N!H!wY~mjYgP@!K8+@K=074_~<+2EHd* za4i7+KD#T4c<Uwji2Wz(nB#^1*64_JB=EFkN$QV#T=Bg)B@cE1Z{PQm+%!2AzC_)0 z!XJd8*SH@naNY_&EnI9XB>CWv>bd+s>mlxvsO^acei{GsM)eu=|7mZX{{BXNK=Ol) zuSNenahaQPVTTa<6v3!pCb*wjrTnkLZo^lnSjFcx_@C-GH|4EYy@>A@7gjz=gTGW7 zaY{+>BYXyx_9Ss){?W#&i3|PVIg>{=y1P9H|I#6{#{K9Y%NX}xyoS70pgLc9-<w$6 zco$`F0bEFSt346tu>4EKd1m0-yI+WTURZ(NnNRP~u^fDUhI7ic(1TqQ8Z>dIb0hvM z2~Bu~JbGev*;))bB$vs=K}*a(8pzZhxYCJzrs@&`(szN2v3T-?w?S80zx9V1`n3=n z=>}mH_+;#IQQQGuuK)|g=}Qo=h{K1y=Mh&nZAiCK&wQR&?-xQ}d3pb$c8Q(`ak)M- zQil>c_h9e$=N6#X`5k&}z!GzC!EZ(DP?x!@s%a!9LBGXv<ZU^A4^`UOuNzn03A$%R zXI6B;e>dK}CR~O5&=jNflm~bypVzveGWfdCz=FVj>?eKwp!4S==#9@&T`pdRAM8CN z`;Cj>1HO9f(l`NKo?}#{K`Zn!EG5!*(9P_9&EvBV&-r|r^oKjN!29m9Pq1$Qcgzj5 zs|!UvyJ;p(kNRhqpmZYFoHMaxvA%s4^@e$ugfT0r2a%oanK5hWPLKyLh^(XEkZ$S9 zu_oZlevm0?6X)%Z!q?k$;PnK*-kK!42mB<j$H|M$oyarc{Ijlz{XN7jy2(uVIz3Bv zteb`IGWAst$9>>^PueLz>NpdjHoV<?QJ-#$ImPS<!Ou}r2*14se)(>3<%3RNqRrUN zNf>qY_lZrB^R<YFSFZ+|Gve?47#@1<2OnaiiidT<u7t8_)JgVxnA5ha;oPwXUwet) zMv;f1Q=f5EsRqt<M(S9^A>dFg`7TZZ_&x)}c{3#V{I{lrC=LQYxxh=8{ttJNy*yo7 z1RRh#BzamCyh`|>uD&uA_KVDCbVR9p!{@zlmk{ExcDHuFz9IT~WuIpS$>7aX%k`$= z@1GyJ(<T;q+4l6e!Va7h2D$NDndnb$8IJva;spFHO2i@sxJ}A$9-&5j&bI|p#|e55 zLj8rA)0N-AeSY4zOoT6-k!Kjqf57v0xQI0`IO3kl);$d}MSuCUxRCP!c+J6u@t4}z zKk+nu{>Z2=!Eiq!>lFIHuGyQBS*M^&5%BNaS>Q%6MO5V!$)S!P*%#vS68UC|)1~5} z6Y)_sk4Y8v<_nUCQkLp|L`#Oa-g8sT)!LnVm;#<|YO%|!{Q%B!S9C^{6#V$^#-G_~ ziTSnQ@C)f%(7hH<@aK%eANtGAqhwD}Pk&;6cLw<6O!X1<Fubq5v@d1!&>yGipGeAk z><!%>iyoyg`m4eqNiE>%Q#YJR3*KUXjr(8w_hr!cnBK@=q=x@6t-ZWFaA1qf`qP)t zXC9N}H~h!rl{qUZ`lZ8X*QDv;u(b=Zy`;u4gXd_H$l!kx^_ZYpksUkmI}-l5SP2Uc zV)})KO&0nET}#)(VRJvC(Q83BDFgnm6hB$MXMmp&l$m<<1ABpAtz8|AhJORSiA!EI z@|9-P`3HNkXQcOgOuZ&}Z%V!{<~-<59(kNU#Ev`_>~d8`3O*Vw!-a;t;Me|Amup#g z5&jQkN-l$^VEP!7ZzTgg94XDY@O$u+XHlBD(uH_<d8GQEU&Z$K15|9N)0Vq-XZo#S zp20Lh_TN5}i%&FsRi0ojO5SJrdp6?Br<}gKf8k?3wvT+2+KY%MkyJb&0{oNy5|th5 zboqm)sHV>0T#=l-KQawo@XYJ?QotW$`AieOEn~kE!{>+!%)M~iH+rv>U>^TcL(&Lv z;ljrBZU*FEC%Zt#zXqri&lHU?D}l$Ss@yICpW=Kazd6YicpVp6Lc$)L2k$F6waBaF z#oTM<hu~LTd7GyJ`DjYs;u9Hg4~IQXyBNaZ3(DVPeRK->{QldVr3mP&ByJWku)?>l z@tVaU)J@DYJW(1A-b6`q#>+P77+NP(zFoKt9O8^l&~^d#l&anKb&3Lxr>RZD#S33$ zr`cLw=+)Mm-&BU+ewkkX;(Z)-ii>0!!xhxaT4&O;Ip*An!z|H{snK^0|42K2D%+i) zAm<k7hkjaoR`^xVBI?$WrBtpz=s#p;*jQXJ@3y(XIb?;np8mK<{O>;;;kuC@^q4br zgAP&1kDvVNEVBsUxzVa0v;X<m^sk&uMZL!pk}I?C3i^tqPthKts2km0b8jH8>K#p! z?>_;(`WVB0&0_e0XXkJH^KpLip!i(|KYVk{X(}Fo$Dd+OtgSSLpNFLJSlTa7;_aiZ znwBHbsT&TatX)9d)D}A-TLS$|pH`td^5=I`8>yGj;TXk}I!2&QpNvkrJopa#_!_m2 zha>M@TA7dga}#<kiRR`H=ws(JH^u4OF&DzLrBwYHb0QX|H0^)TFEbtES>wX~6a60_ zN`Tk!%gy+UAkMn^&NQXmbS2EPll<xnF;6b_OK}3{Fy}(2jR^F1<qZ)!&rr82YxPOS zs$y=SugB$tvo}E}bw$*l%a14s(iOLghL7Bw6(dC_bYCHq_sdXsUPx4PPeVVZ-|4%1 z0QeijXQrV9oU{JC;Sx^pF`W85=HGq5$I`nma;G>E7B$yytFpltZm8=~0`e{ABMzUh z{Fwg{x2$smUet77O+yWFHHXIST}~T(zt>;vbbko_kSJ3-oj>Y&+mIOz)ZK2awanLX zA3i3CuFl;Ao=vjhCU6=3Le5T-*zX?1SW!p(Q{<1_m&_;3z_ZC8Z|rar!Cc)g`@`jk z<BJ3SVU);Qx+VK99soyRNT$2;nHG9$%aayL=tGZ<`h1)G<Ux?hQAwC19=EzR8o1!O zMQL!h%<Tn^c7ohv40><UB4MwNAm}I>9$1JY|I@G81<0b_X87-$#o<rDUv^gT^`7w~ za`(^5Qzl{#I9+?)8$8=m<VmiB(3i0+X6jn{fUlzK|6T+g-gQ^%(Aoq~;zv)}M<xyE z*(oK<8&N0yQWD>%3SZ?u+sJq+#9320hK{dIUc^$cT5`%X>b;Y3ojSXa=VJPcHXpkZ zJr~%L)_0<>2>Pl-lMP=o#u(wB(5?KaDz^AZ3;wHHckEUL=J0G<PR-<FUe_?~pzufV zHII7>yZ-Y=Ui##~1>95qs&H;!1nM~vce+UQ6U(uA>l{x!pdX|zE_{l8^5z%ab<tN* zyw0qBv*|({mA%ij3LM3y^9IRM68_%ODH)fG(6Q_rct-UYb5d+V)C}J6jjXqDtp(of zF&y_Wb_4re-XxP!YGMv+heMwS4fe{P$vWnC*^Q_(p7n@s!+8}q-a|$Xox4Mi9tUs+ zPL<Xk4e0Jf^Aah4VIJn9z+t)peE(#<W%WIn)418mcxL@GaLZG^6?)L`Q%{V0JO04l zub4~)?ncb{2-3wR;C?8m1h@qwPDBZ3JxYciQ0~@W`>J=qaY_omsRL)%n0Bbv%0RxZ zpviCm4$I3~R57oE`1Wp`brqlIRfI~xN$8^uYx}$Q0VfYpyA$v<6!#*UVsLc`b82Vj zZ-qKxkAh+(n;`lg0p2_8AAzGSa3(LFLmc^!&Rl?Q(TynXcvEI}%ad@~k<rk#je3_w zv{Szld409>mH?jbGq*~s_zuh;EYx1k+zp(zz2}7iaD4wqRkBu(d<dg<-u)Lvu-8dW zwICL_Gz-bHh&STcXir2j73Mo5X!9Jux1z44ycl)+fG;6OeI%Xd7wT)RAXbM`XQE@O z@S}T`J3-mHMd<{+?d=$++wakro&8Z3Tyhwn`vc4J1kOY5!V9+S*U$?n+}n?nOx&C8 zQi(wxH5m|idTu}Ji`jzZ7dYqE<>L&Rr@`wN$8u|b0nVb>KTn0<8z?A7uj`3=H8xTz z0dvx)9r~8{mSE2DjBUON`lcIU^ppF++v+jA3!4aqUfRBvr<fCa(1;-&O6aK0vIdIE zBi`~UbG|+-fH<yHAu$I2-2V3?PTQ+Ew-Pc=cBu0cJoZaioPy6pSIfRj%h2Qbd|(mf zgf6uImsmy={ANv5#7gm=wrSkyP2Qr9B7GeA6F889-=A@PZur7#I@Nx_{1wUiy}SP* z51KB>KiYX5eM{_5=Fy|RM9Ht20Ws(d=8e_9zX6X|cbn1HV<&tBo><*rL!TwqVK;ky z2>x<M9x)n0Z}jLvxq6r}{0qj9PGxI=CzuEd(Wpk>&B;@j+K2sB>Vg8|$;kK7``_L^ z>Q4N$+nV@=_?Qu|B~>bdIReqnJ0)kJKYhzBCYk0#Bpwsj2?&IK@bH;EjHrXApX7hK zv<vgs2V6-dzJQ<kO>wQ59zJ0E!xBj=fyac~726a7C;fb7cXclK29JdDZp<_EJe&GS zgy1~CiI~vBdwHZZW_76_I>Vuyo7Dy0@EeVO-GF%K_k!!dU2QMIvDK;jZj2A1Vz|qm zMGHJ$?iH@-TJT#JUJ0au$B92H*4MZKKd-`dsdiSxu>;r0Xi!JjJUh+n2wrJ1_Rn5& z=$4Gj92>8@LU+EiA-inIok*XlwBPLroja}fwJr1`{`qfDl49;kd$-5R#TocASf|xU zlK2q@?h9*)=+nb5Z57v*xx;_Lfm@!-mH2+%k!7aR3%qtitsVO2ODk1%O89q^w^#&t z@!aa9gqz=Df1l!U`hs_;7t>b_tIQ)X|4i#p9dr%xxZ`wsTs!)w$#ln!74T>s7uYNt zun%_1>`WMN37_UA!z(k+gwIC8G#{P=<2tRGJb1eO5`|4IEbw>Q{4V{^4^!*Z!Vfik zezr8G>g&Mc2YS11pY3ub6mHH2k?sRO%Q3_72+vJTD=vu^_=0MLW)`zGaMS_PqwX8% z!?Szz%z=OQ9Ov!Yx$Q^zAB|90+lJ3@QBilMFZO%%N8A&D&ha_V38yMMKjPWK;q`u6 zynnZRb2{){cb|^!udIaMeFWwHTJ$w9EB3liuR|yDs;SieAoRCaYnwNq<CBZhANwhd z`ZtNDI#3ev!-6I52>RVXxoJB0df>6b&ebHS$GsR+Hcin-_z!WZB;!8q3^jQD9CIOC z!91^YkKz8mGct;UZXx=UeAiqze6M^q<-_}+!~d?Rmz)G0(=3NjAo7Vq^mnlq>>IkV zr0#JeAG-WE>kW?hJkQ;ftxwQ_FG}8bkQ(<c{@vlAJK#}XXnzo{Jnv4>jx@jGwL{)< zCif~vd^sJhT{&_Ld8OA&=iPJk$uSa7x@VxTuDSBJp2LH9@$I=^>2A!6C+E54p+8qV z!j^mo{jcSSm&n30=B(r|$z`7M!+yGka}uZ@l_#b~sKNKrI-I92L_eZ^<@l8_F6>`0 zGNKiM&S>nN_ht1HsLy4E)FXi_tV<r04u!5bBTYq*7x*6cqq=qTa`<j1z_5V~c$ACE zuR!!`Uw`$Jg@O+=EPEotf;?@ss?WG|6X#*(V9zIa;NZJ^*Vs^B9U63f6vvKv>iC=d zBG|9+;M#}u7<M<}a6eb^pf&cS>9L0z0Ox27<aW%2Kf&Y6GkkpD!O7mX_1J%f4vMwC zdQTPjEfM0A7<65VvMIC7tnd}9ZaS~|4!WGZPhZnfx+DH5b1MJ`E0DQKq0i_+ygPB= z%p=qp2UmJmDZtO|W%8tTfv%Xv)o`5~I5O5KD!5d+5wj{BgYUtAJm2~o*3jxmyq0ch zrqF>-U_0@}nI(5(Y*BsfB;s1Vx3*Xi&XM0Sb}P>w^rc@OL|w)F<I9!Bt?o+H$KPmK zM}^_LI9m5o82xvLSnoEg3if68Fp>Ne#2%~JThC@+LEogjxVvuvbD)oVUW{t|<7Z7{ zeWP*zoer|U`iMSMqt0NS5A#}sN=n0fu(#sousV|~bTnTdRMz7DXm=i=h{4ZO|8i{y zt26TFSiDbR3jFZ$^w=BGpFFeRo2ww;lgsxf)&%*{YamA4<`?u~yOLrWWqpY;`ZzLW z#H*7A^B>1H(QoGNp)6Fuz8dA?$p$>9+J{vq<1eE>H_zA^MFt<j_q-;@O}z;{8mHf8 z;2WQZYFRsug1_<jT=lP>u;Gll?)V;Y$%>aU^Q0>wJ8%2OI?#paHvVQ2@)o+lZBk9Y ze|)Uhe{HVR9t0H^r(}>Z@(p?8{Zi;a_FWQ+j7Hs0??0JD`P_|gI?FO2;tPFL<Zkx_ z_$(U9My}P&f#)8sIaJi{MuhCW<l&O(N%+>Vs$N4~;=B2t@~%JXmUffW$wcUZ$vkWI zSMVGej`QckPn1u+nsRpd9}ZbBRWFA*&<A^TbAS_&S8eUORO&;-q`2)jg3iBytRZxS z8u36oq{BoX{I!DKtITh}-7Qll-g#r*?)uHD<?C4HEc2fsoi6Tg&2|5;ud!D)+wDd% z_`S7z6txk+>oZi@J&%wAXTLM2&2j)d^^1M)jBvg_#H=(ob-EA=WDj0n#5puF6?<2N z`DTawDDf(KPwY3{t`|pMVqwh+fBX{nvrg^72jCVg<b5|@zr((cBVHCq2GFOGeq=Ic z@Fbp+`MztpguW@@$t3B0=)&$x%oj6&4>q}|ei`rc?l)<kEe1SC|LC2zc9>&p**LU; ze#$bz!Igd;I@j_5wg7VU*;8Tt4#GHxmrs>##Nm8#^d|n>Cu2RCK*qM>NKie9Q}t1T z?~&NHvz9(|%4-oWCPm=;6<sy^F2H|)yhJS;^LckZJ?J&D#a^eAmsuuJZ>UHPE61He zAAWNE$XW1QZDf4s@1W1wG`_R`d<1>{ZL{r-Lij4NP&L;Af2k|tpJrf(uUNEN<HSL{ zzdYNiX7F%FyOkVdq4S`tk)aHd0bi8Q9`qY?2kb#S9m|vW94og;$^)=BX!V?a-W?ZW z_;-^Ibr|aK-X}SS5FhJ(+*sDyeTlyUNgEaD&mXw#DPsA7_&q}RIhYi>82jorvX34_ zQSlD;e|==wxjOa5KiKEmvg0Ew^46EIHHuGX;Pdj~fv@oh_Rut~UR6uR97|K+sT~%s zL@49>1$r}IVnOP_-RWNVZPw6*Go$Y2o-|2+Ka4q^){W0?*62fyJuXpwi~SGAKP9?- zphp<q3QRVHPb%5Fl3D0Tz0%TK|LKb!PQ7hAvkN-Gnnm{LA?Ra@mA+j;-ndNWe^1*U zb^M#3LVHmMY$oaQmuveGN*oF1(lW>&Hx;kEd5V2}y^%U^P(Km+e#Yqr=m&jy)CM`B zSJb+DnJyN3kK1z@_TYE#U-kEMA&1|lTkG4S@Ux*3z03Mh9rHDeACG@Wf4|Y>$dPdx zK3<MKy&}M2{T%ukMHjrW&+`IT=`mm8NJ!i~=^o_itM#F`?gLlcD@3U-j(ycEshie# zuSGXl%AH2=JjE*M@_^%fd*Gq%j<~FxU{>LYbEM!K(N2lHuJ*I(Hw{1L52~+HGHPQF zP>?&zXKUyL9LKFmgy1jpWNlQ-5x)J@<TS-j&|5sW(lkPyzom4=k{No}aT^)-5Y&ff z*bAx8?SYPp@?g8n4R7M;v6M?>sBbD1R8QrhE>Fvl5al0)@6JRZo1irOmk;__oK}P{ zt>^*GEySs4lWTq-fWv4`&~WcYf7j(*&cqAc;a-MR=W`F}@74+j&ddRi<Ibxe6?Y@N zJf`eN^3YeS&`pNndoDY^8APp3=#Y_zvR7dqRwGK5Uk#qN9Wn=;Q7@fOUZ#1Ee(>0I zh4(xS^4(sFqssZf!;~*-KL=iI$<O|7dj<G%fQs164&c~nzd}8KA@5VksJ~b8C8Vbt zOR`?0o;<*uta%sTr`dE@Q!spS_C~8_|LX&rv^ui7!0*&KRC1q$|6lL(`Fzwxsy2*V z+@}#&MYQ5rouJ#x6pTNSh<^T$#Z>k<c()dkq#RrL;Ebp_#-qMho?7ba2Tyo|`}M8S zQSkRe{8I-}FFEtP{%qQYIC4IP!K@Cx=pNNOpWgH(zUCOFO1gvJl4Sn)9DFy`Ey0O5 z|MESD8N=@>=!sX!OhalsQKvg}tex>CUeAqvj0111$MD0GyV#uwEjnN^;Rn4v&6fO} zD)dpeX!pnWfd@FSE&j&{^DX*Qdw%z$UwnA(oEaVVR>>U8HP}WTedtrXp9KA^*p2JK zsM|Il8S3sogYT8g72%A&)YwE%m?|Cp;&XE~`c((w#nl^*wb-jAep2(E9OjbU7cz|8 z(6=?}ku>~8yuYMesQGCV`y;!$Vm5a85l&ak?;A;g2a?pk`w~3M;MZ6-S>PXWY9l7= zvZ$9CmoG;G=Xl~{Yg2^xd3anao)-O@<vk%~H7_stl5qdri8wGkD3JRU^O<?~oijU7 zKNVRWxF=VEI>dvK%oP1)RuT=VD>ve$lc&`u3-BZboRXJYF~=p<7tjozq*7Q&OP&_` zg+IrC*53lYdAE!D-COusrzJ!m1TQ1i6U+Y@b&2I(ql&NSTM9g9zAkpb4|SXE)nC-@ zLo>2ghghM<7Mh_qL%zExBpH&wgnGhTVC-u#^eOuS<9_u3KlaXltb#sJO~bs)9`%mB ztjGRf1?c$hsnE(+p|8xZANu{$gGi0MegExq<O`wG+_Jboi#%$2`^^!DU$dw^e}?bL zZ)JVn1HOIvaUZ*c@%wCB#R6R1h^PAw^V1r*63J6VJ1=%aKfoTHT5ATMrW?jtw2Z(z zHX;revUn0l3Rw+lNwH@yXR`l0zSo02p9|+>+=!#iYW0E_fj9Sf_w7B4KNs+K{=x<w z{^zaZUDwf%=a>AfeFQyE>NLfa@Oh%`ro;Fs;@gOCWI_XQF-9B40b1xtXSOo0Us!`b zXU+NP)A`;+p@_zoFV6LEV%>_t1v(Wz_y4XR@&a!?I(80yRlx#z)E(U873;5pQ~b~! z920I7|KUme+#cS#pak7)w$pomK0o57)pP0a9^C)>tcT*@S)5N>tu^ERv86xVd>?>) z1zt&y_0_<yX7fE~nT2j}^||sT@P~73u8lI_v#707=FFi(r<0dE)>;T3)Nymor7Fxh z@_ne<M%}k2G3u;}Ik4yCB_R({KN{%ws?VDPS9*Qv<5mRvs$efsGE4YM&p4Q@P5KeT zs@no1l;Gz(GTt=fedTS6cZeF{bL^UYF|!Z+WB4m0d(;6V)pETXqR_9>EKTdj!f*NT zQ6V$bS5-W5s{P1E4vU#rUnBqZ?ria2dw_nQDl=FE^*6hD%6?7cl{!CD(nqi0zciy3 z`_mWm(BmvB3kOk0_?wYRkHgo)pFhWj0d-fvPLnMfKZ3;N5d}MR1T>azBat-N<LA7G z_1}J#wS`x_|K=0_T=PijMO~#6T_pLS9Cb*U;f@DPn43|ut4*)Q+>w5R@1<7MO9y3h zjG!kd9x7<Rn1Fe5QOA8Asqn{&=lwRTgWuQov-VFc=Eq_LQ?DT}e7TZ(Zlo0Ro!ZUu z?+P&gVwULq1-L`2$<BR6i1Rz76LS1%k;msvo)@P<msqO1DOZ3!C1Ia$4a9j7TX*}K zgOO*{Yo>15Q^V);lj)6Hy5M2&b)NRc&p*QP`CCmW@C2*yt`pFem^1LuGM_}h#q(@E z@F8?Pi#eC~-i2QJ`<M8Ilh|ATsZQzlF7O9d^--_Pz(Yz#3Tnz@4%fC{<x)A~dbC97 zc@__%QzZMg4(3F-)w;!Y?8E1*`^g;*z0|=*yNgo5Q*?qic+O{GuC6DX{W|hL#gPos zzxu!*&ihHkSO6#bMJ^yN51mS#>GZ2<;I(Trj7`_DFEBNUE+6`oA(JHP2p;&*s|qG~ z#DLe@-A*z~4Ii$2<6VisGgNjAR}M-*$5+K>_;eh+7R7eP1@tu&Vr5?%e<8m7R6SFw zhQ8auWtiCubt%uEz$dR<iB3h43wEem)KkO9(we~&>^*F>8s$ZNEnzBYV}#yVlJSc) z_>N&o@g=qm=!85!lBeFlIS-OAiCG7qq&oQ3g$Z+zZQRC6#jZr$AOB20dp9DA**{MQ zydd3-BfWAj<^t5|=l(MR&+MS2!43TSr)k4E4d7>%R9;y=^U&?kpF2(E1z!W>i+pRS z&%~C@lU~W8|40?kCj)L<GWd+OjSAoU>%F!g{m_9KQR$H(?##G8<={N;N%-XK(M`s4 z9u9mf$%cC!d5nUBp%VT@Zk{Ktpj*iotkrM=zB!zjw)-f4{%6YohfkPim}QipprQ66 z)+RoMo(=aS9yKn^G$DU;Y^s=lLfmG*^vk9ix(=rvsyw6bm;<gn@KbovkC3Ao@{a{i zCbj&u=G1fe$#nJ_Z9M}o{FF6Z*$zBvez5ljFXl7HBE%>zLI?R{DxVqkcadUWg$3fh z@4>PIg78mUZ_G&?MO?Xj#iK8a?mQtox72Ed`a9UF{aVl+yf?|5w}ao%-^~g83Vg-f z{vM;!^W^aT_6U4k2t4-Xt?iNmJdd>$X;TT{|2k?`^zxX~WW1<zz%c{+r}_EjGj05c z4Dv(EKmNd9cO~_W2%ZnePXnWS^_aiq2u|dGg6DemW<r|~_Nx{#iI={Co>0SBG!*?) zX-}%o67F;5RI}6*Y3LZ@sHiB8dJz}8r+Q^^4+M_03%8=aX_MrdnKHz^OwhW^`W5xb zX<J3<aNzO5PHEzAa9#$l3I$r@eH+PAgd;B;yth+$8+?b+`@|n<R+v|4%C!i}{^z%v zUick#vZJ-;%nju8;S-g5ovE$_rJ7OWqaHsZL_?Z21vsT4S-I`MJ(^(_22Dq~(66el z^z+5TZ{S<v*1=}XKZR@Mx3>ZhB8ehv?}7iE_0yowu6{&N{jK}}KFoJVc%GAShtH<s zugiMCtAxt4zjy+dH*~ZZ&_%y(e?c!oga`Tmg?n1vUYy_hjg&Ub&AQNqG<}ASqP06i z|Mfv9!ZL~CVR#4pD6Xl|Q2oR{2F{#zDfBN~Dr9U158a5Re2PFx=+@p#Zu6u7uPZJ2 zx-!+^K~UN(M@`~B%Gt7NIR|<YR#QRQ`_H=)_PlQ;_NgP^f7m?m^bdR>x{3#vO@Zh3 zDz?g_e#*~ZiVEe1o~5aDOZJ=(Q8M+cA?O->+^BN~rKU0OqsD7t?f`ypT4G&56gX_b zu&4;?M9P=hc~f5SJ$QS^?&)XvS$;j@HjQ}nNH|ofh0K>IX0n_O=tcc9C6}Ow`|X+S zB1!)Z`Vo;D>j|9anS^ATH}E5PUwc|(8onZjBaVAoEWr2lrQ##)t9YL#_t{NIeF;}z zmg&AhFX$EqTK5d0-ry?tJva@0HAUTXT^;x<iC;KJ2_8Z>s#DejdV|&f(jRSs*D&T% zpU`gfAt?VNE$9fs9MqnPcaq?X!)}slzY75Fw|dX)_AclRwG}mV(|w60OTHg+BEYkv zN>;R`v0rh1?z>toe3NBNOFrE7B{~EQC+j)zyi1if|9-?CfqfYap%lPXSu(5MW4>?b zWWif$4%F!}-3N>4z#C3g`>sC1o|5qa!ITu7bE9EOGZIh2mHNBPTsm-AYJnK~`|yEV zyJFjiKL6ZpDfX2(Un2OamxqNK_>v#HC8~$uXWqRKL<^no?b0%h6!cpZBr=EEQ5Oa; zb(p{V4cs(`GTaG2Kk${PcL{K%t{)C09C$w|_N1NarvK)=3=+L%kk6iGbqK4WE{-TS zu1DRw+b>go0CoJFVWr5;V(eSgWw*Z!Jpf184F*2&1Mgpix{2bv58U6sym}3N>ySby zFK~6aua?gOfODk$=Xtec41T-Hng`yYk6`|=9Z3ZpL+i&sJ0D{%S3kx1z?E+7YpWVc zPiBJ;wWHp<yF1(v2cj~*;l1o`D5z?#0Y9gxdN}qTzTcrxPd*bbqK}?|yjL9mH80Y$ z=0!ihiwELP%=b7FXZyg{Kd{TrkFW6}0>6w6StY|y*s;a?Ht;@{S&^pe2VIHSX<iy` z;26993W;dp9v+W$Jw)9AKFWeUTvs2yC!W%Z%itqf!foic*HHhb{S|2b>;s)>vR^Lx z>*S5R=F=ST%d)rYGJgR*xxnvL4&e7ceDXFdwcx+~_3DlTm?K>hOkNhl_vU%vA0GD# zdgW|=!yU(=*Ky8G_lGVZ<g2dfD*-<ua`(%6j??gwIlfCt4!nEwyTGzlE$HYf%`93j zfftg!zxc8l`s=&4Q#XL$S^7rlbED7hI4MQ`W)yXyUc+7s4(Lbn0$v<LU8Q5tPGv(0 z-MKmU4_y+R@4HJf6dIV5_1h5~4}7AsPJ(Y8_lGh5s*l}S=!+twgB8(VWzE}K{4N4N zS@&0&G7A2dzuc+h+L0H9wK=-+In1rXvgN*b6U+x+nroXwKafTv(+)j$b4XkEGkG_{ zn_T9L{wGg@*1L~$N&s`S1L=-F;OiD<gxJcFFE{U~UpTOZc>!PTA^KkUZPa<5jyZ(A z60gOFXC7mZQU2gAS#``I7$)?~ApS8p#<E;Mon`n|Dzy*3tx~Vpgd$XMe|}Y$l?GuR zxn6@}In0w_@|58y(1Xw6`l09=3Cw3)_;vezm^Tq2=Y5$u7V|up;zz53q2GDIO0X5+ zzBS2++L?j3yE{RC5A)G<igBuU+)-CJ*E~!^KU=9NIP#yUFR^t~#PBu?aBpv4;UeUX z1tK=V3UzGVBPxbxz#*^5f2?lYkIz|lP&f0850N9#QAZ)`NzlyqXP-dcX8RI6rii}b z+tJ4l6AlB%symV_B#1c@$H|%zTlh;7l|x?&fUou%^4J4^^`B3P4MSaCvoWTfaU48Q z@`1rr^e=X<b@!QNu{W=)CdG1>8{wcH{%O@8?_V-*ff+s!|Iudt8mI+6cBIXz4fV4& zDMKaoFVyK@4oT8;;&b+@yy3@tdQ<*5rwRIC#SrQ2P(SQJ8uCv01wQ4MSrSpR5AmqN z(liVCKip)ErrR7o^Fhf=LFm&h`wtOH$QQ>GljGaIyAx{TkxsI}6{LiGFDq_A7tXwR ztX3W8yl3V7ny()r`Tl!i5%i2VUyHt1Nb@67#_O8gfUnS28kSqnc@VG0!^K=weThBU zGdjWasE<2dh1dCj-!J(wn~QuXU6$!Tf9~I&F3SpX@F>F;+82Xgc@TE*>g9x~;49m% zT{Yu_`TxD7Z@4?%i8IG58i(*bc4nO9nnpb#kiSdjTPybd=*LpOD~0|$gPvIydOZ&( z_{k`P59NC@T~!7gFM6}04Sm5Ws<D(+;B7l>a{n+rLHymKXEb<#K94&rLKA*7p6^4Y zzX!t)Z~2Lr8~UIW%~Q|zBK~%onWrCY0xtY@bCo|9`h)Ls3Zu{g4(;GH9!H-zc=c1@ z3hK!ve$#Uiz&U*~&THLDb0*ZylpC18fL~ZT>u*bi^OUf|+t&uVyqmgj{w!b*2CKu? zH17NR$Koksad;mNhMt*cJ&Cd2;Gpnc7b5k`Q3^Ur^g9Y~Gh^_cD%i(A*lhxjTvZ`U zfF9&!sCbqsc<(4KpUmQ~z^8Xp3o{}A3G;et9LLWuPdm$d=8^|NA9A(q_($wneC{nP z84WyUw__Iz;yrP%KYllG_rFY%CwF5WCgeYbMBQBYd|T?r2Lk6SYoAGN1dg>aU_MaC z4PG_NFS<#<mvE=7{;rGnB_>4HZGn10`tl*E6}*=Nm*(axfwws7l1<nA=T0cCj!e?y zeh)fXWj&OGzq=Pjm4`d{hq`;rp$7QAkC}h)q0jss-<=bWIhM1nDvW&Rfj3O*n4N)N zO;ESqSSdC3!;*WcM?v58)GXw~crSPy|Lp(xp~pGCU*(2P4E9?}Fh2?03A}h$Y4hQ4 z@awy);B?#){Lz=L0mlR2L5x#FLQOG$$y#{V7kaioGPnO2IKx+V>SherDBefB#CpdX za3dZ+nsVe>gLuCe`TeMm&uG)$3POC$4l$srgP-cAm{ulm(|qNL8VA%lhZ|WsJP`*> zCStpu;(Sik(N5lm9`f|y$8GWbz67hv_Iv{R*~J&D2{KObi)v9_sJ8_Ey?k(k9eBtE zNzEcQ+<VKTDM!}elO?Udam0oh`_D?5vOWUWo?+~zsKf6Ud}@9A^DF4JYfeh-5P~mZ zpmF0)%m-(1ZG>)E<KHj+$LoOK*QoL}QV#kEA*Pn@^fdT7bpI+~<;GmX*?H?f?AWKA zCcz;(20cILhQ%%PZM-Tuj|7FFYt7oyxCB0*x_ztG4ReH{?yhIXf5Y#A|C_ftaB)Am zXa&b=;O!BA1M+e2)w|zuIPFB;borL|jt<~a^P?5NBcU_DrFzB640)m9k^P@U>~H5! zyC{wM3&%Sxb)S$2<!TM&e*h2jak;eePye~uZdU9>3cY%WT2dN#_!m2A$hYKOiL~}# zwl?5>=|mQ2j$xi?-%Dl^7u1m)hwco2!1<Q`v{hjy3tdX`RZcqO=@tY1BJrQdhhdcC zE;yHw^?X`{F3v{@W9}qyQ#$H%0l5VH1lUR&lFBeYayOd8@IC6#)l$CKbJ*+TbBO<8 zHgJ~1?o?MC|Lq$!ej|l*BFQlwRF?yN+F)vi>j>f=g{CUY4$Qqh=QESW{dwG4Uwym+ zdM3AniTkqg+_hiD&cX+TDIw8}6z4ZwvuY$4d<OTuWnFJQHzGU!QF!Vy`aWafqaPo6 zz<-(a^tGet-*lzici^7Z^|ep(MIkTAdBvXZ#XPfD*r!@m%#)SA^5llkoDEG|(KqD( zHOjj`!ZYA+X&x-!_8IYsvogC2_?WyKQ_Hp%bkP(q+s_Nbr+8kt$86P&s9z4ATf@A| zY<EY!#$UX@4-Jw_qb@|$J-gy2R^Y0_<gf0Pz<=@i0lVB!z-Na)r<Vv~zKrS0gvKoP zN`GAlI8y3LkTh}%FuH<=cvhj;3LGOy|HOMc2GkK$u8i9GsAJaua~og<Zuqb{QJKbr zc>SOx=P&v{ufJ@MmccXY*Ip=%g3hz!aMX;+AJidE-(OlAqkd2jjN>B#eta@x>7PDQ z+OnuhWf=9xi=Hb1z^lh@$S#rtXEA;lWmO&vJzWcL7#Z|ZT;9JoXLQgXKA!H9(}k{X zO2X6v@7Gpnf5U$0z#ec;pGYr3+>mrxmTyPDVH+)7W)J@=g{YlB)?A1~p4VGDa>3u$ ziLG?n0zZ6ab>%wr4#u~72JA2U5hprC-cJH|%1Vw+RQ&EraPQNZsze=19#+tI0er0l zzwYm@!-%^AO^UAQBfKX)ax2cd5%JHg65M_x4+ez%`aui)Lhu5)IUnN3Aq{Jx7WkL! z7>iy6j<~PUDVSCT^%8@E@eKOQuZ*i^<)`8Iaw1Ue2<i!P&(T-r1MtxwtC*qRhv%ib zUH|4h{I9h-E1x@KzsU?;mm2cjk?E0zlgIy^<HE#P{M>3ON2+-R7ox{|JYW#>NUEI5 zQghIgl5Ys6+(`2zRQ89PT%3dMx?MOi(hq%nSKcbuDCQ~{U;N6~@*pOA+x&9Rf!7@? zwoy{Y9=S7b9Rzxy1M#Vtz60F<c;K50_h+zod6MRtYAW<Rll4@mLck~gYPL|lg?zKT zt(TOEJzUqe^iD$u5VY^}`lbT>mD;bLd76#BvapoF3g?}|w#!lr_y6Gxwb^HL%(IXO z@yKH?hbr!*<H;KMrvB1V2}d0r;+Azb=#)2+aj4b08S~-&@&>``orp`j&eJF_VIOAo zu`7~KQTHpYE5Ci>OZ><e2<gYYO&a*Boy!QEUdANQ_=FGfrqb4VL)ev2*SKbMH5|Sm ziMwya0^j!`iK~|3!ak?}Qr&E=fs0MrMgN-vy1=xldb0++;bPEwi<>)Py+fSB2YFgH zN`E5@eM9hrE``Yy?7#6ao-PxEAESD@LB%`p2?e+8@=<5s*&Cu3y@0tCw_n@!z`+&o z<;ti4_nS?R?%~%(|HQhN>kt|0oWRn(Zm2_NM1MCJFat+U59hpxycnS&wcOeUelTz8 z3<-}9k;#{y`wV|i?pToWP3Uq{PiKx1h*xjAP23grfuoih2M2Kj9~9?#tbw@Vv3`ME zd=GHBn)t#BJm-G@lnctp&$|2{Yzv@+ju=RB98f{un|R}HniTxKW=$8qW_c17XLEn3 zpT+$X7yn!I0y;wb`e|hW^q)nF68!l5o0cCXG$O&5UN<{1a>J9Ds^?J{+lC*_*Xs@B zN8m^O<L>2?<M7q4O`zPB4E-tV$g@wrZbZcwqh$ISAA(kA>-CK<=;I!J7!8BY&L;7* zuRA67*B<@CC+rSiyjK#B?||o=sTZ&IRtB!LAY4cH0sP9z!M86PJ&6?dj=V#s;76l; z;^tBp?%70;^PW%e&l%!MWy1Z~nMc+4_6~4IP2qvLW$dS}fB2-*3%bI-3*Ivu@FiuX zACSa7P)l4nNrgD`K~h#WRRevza&8tq`sV3FRJ7;mfX@r)2fE>V6<Q2Z3?aXDyiCu| z24A75@x`qV^{MMZ<{%UL9h%{N_94JKG)V#|&wRq?a*WrV!+%N3){?7$BWJ4o==#qM z_4iT%x6Uo#>{&0xG|#vbuDZ{Je;;!tt{;5;?NkeJ%PmJ92b`}jaVGrA=*N=&GUsM2 zf_L~xr}P6ltJZnuvaWOPMB$6K>&79j#8J!T|8$^#p~<cvJ%YWnDfHRP;sfwK7qv>H z13o^U8dkH+4?He5;H5ww@`&ThoNCm&xe21|W_WK&+N<%oz&RU_R=g133I5W_!{A#b z=BKaI&uKv~@~hxs+zk3Q(v(x=HanoB3A81(!94qR*ust%s=%!$ty?$H$F2Mnij)LS zc}vae#PzfAGw5fHXZnl2jF)qhu?usAP0tH^pwH<PoLBn~@$7-eqSEXt=93@Tr;aqb z5>91<Otd&pyVU59{s%lwtzog7susGyD4{%7;G<>(qcn8(=*J5>Y5hHM9^VwsQBz@F zMfd!F<L>ZvI3GA|{}pkp#bfPSIeb2DN$np4o^z+<wUQU&W0`3^rG+!%q{SVZKkA70 zbk{WabKr-2c2p#3_Fp{4UZ+8v_gP_;oGSQ_>?>*W!h0Y2I&)AT_tSmdoO2O%mWlA^ z1f2`$cQjJcDXxHDW;MP!i{D$N9U^+i1-_MH$2tjp_&Thd_GCg{%}eb4or3+r9(=yd zJea4vnmgLLunGPz`iZLE7V6q_kKVt(2pw(JgjIt!e6oGjZO8`Dx9<~?UV#2vWZ$H@ zr7(2<_R`z=z(3z7P~~az!;htt$}@Kg`-vnt59Q-Mp7M$E7=DR<FNs4l!XEEqUMG4s z9(7OyLoq-4ww*To!_z$I<3(vdKZ(RV<L|etGEd<@8f4~r7;~po+RbbSZ-TGB@mDB4 z9=ytxQ^vdR`x2WcIs?fH;V)JaqU~P@|A)_=^wq$%O7DbSf4vv=6i;DYMhkq}O`bG% z;NG9{E2%R?pC|6q!=i;gvnTMjb{+2B1L+}uK6TuWYLdV;=+6phBZ7`z@g>reww+=S zH$Ox$x!pjViT2=X@%e;4f_mm>74TuP^h=uYdvJc`r(ARY0tXfQpq~T%m+7G|EWb`* z-r>=+kt%V_UuGtjepiJ~Ro0)SjvDyhbQ9SG^u0`Nb24=JeQE9US1$k;dj810F$8`N z7QbXQE6@*JbsS#!fOB>EU3xF|7<>zS29>>!ohPKPIK<7iU=Pv7Mmajvafz*h3jF9l zmh5tT+?x>phO^>l_hY~0sUiJ|aPVyncBw~#q4VfTX78g$oG;$|n<NN4EGs^04Ecmv zc`o8TaQG9}+d(g`;@-F#eCm}){!$n|eEgsn@z|c?{V{ud{~B?woFeQAo~9TvTmyeX zzjFT;&RbB~u{-v4;P0!?wJlt7C*D8&vUX<zeSo25qlq*88bFrb{N_e5+g&!a3V}Y$ z>u6Xo_JjWBXmGMdoYmd*l|O)bR;z#R^F<Bdv7*bj0%Y)9W7d0SalVp&OVaos!#s#; zew*nNcjChK>Y<aU!$|k_S(`vt|8R?MOV88;IC0$L+kvPPhu?qRe-U-oR$bYB%%^co z318Zcx>HfBPBJ3{dZ^65Did7b<>?%`uR#CPziW?`(k1BgcQUa`-f$+eYw`w`vG4wq z<(Ow5@CEhA0NXq<?1!Hc5MI&rBzByZ?h@;FA!@jrr)rbo7vf?ZdjA7-gDYD)RrtLf z*`>L>^uWPp(uGEF{<^Mc>gveBr)NZ<W6;~3sK}I(5I|g(ih9e-3cWnJ`i<&tJm;sO z!K#rf*q=DmN`CDGbTQ29hv}|(5YpV$w9MesE-j~Z+2!~WNrIyr3BaF5NN7?t5!b4E zPR2$CAWyTTQXTvN|ImPr8+p(lJqoaNa6>=8y|OWJtsFcKE8j|LtOwyRI_jq#jlIyu zMW$u=_e0<EGenr+57s{y*NneEu3+`wj?cJ<@d63@Z-LL%4V-y}Jbj8nMSmLgQ%BfA zaWyK`BfD*@+c1BA{AuyjEb58f;q=98wD4V^%ldW$ed6oCXQ#V4QCBv3kL2-V&PwMH z$AM7HrRdq^jVmJWq>3uAfG>$^{zg7|1o^1+^j#q-Z$jYckc%()YyLprAo*_iTD}aq zd=+&?Mfd#a6TnBTCU$8&%7RaX%q`ItX3P(SCsN!`!hUNB`fJ~T_xbkLTKvOBxbIPQ zo~gv10KbMk3aEpPoxZB?y#gLzpnmebEcT!q9isQy@FL>4OVT@#w->3y?}t_T5sPX( zq?J1`S5#nkomt6`pyK7Y6%71gL#$BMBo8>KfuZRN^fJ-{hHt4zv3E`9o7<B`UxMV8 zl}n2l<}N->O)iK+*H&4Q&<Z>;O0@lVt}5n{JP&`<1b%+i!C`yL8Tro8aWo0}{-<ni zq!sFpoujtyBa?Wp*IyKl?sX$B#SgFVfeyl^)}i+t>ch`(O700QVo$mzB{lyj&J_nE zpDu8^(AD^wTdmMJQKYwrRCp5`^cUOxH{A#k*CP}+fjhX0kK0(F{#^ZG^@vsveR{BF z_`}E0)zJ{+O`X7#mrpPig}|rRXzAfQ^hXcRl{35qe&0QBp4%@6Jh`Lk2L<BCk0kpT zaUJlBd@t5Bp^qC^4{07sfR4m+OrY;2{C-A#Nm9`t>b}+!FGCzUD4`^@#DKhZKwXvD zA9@}3-B&D(-3e`y$P*6?z$;x_NeZC%CHB*<7|V?N5%0Gu50;?5;IK+{<pHlcd-Lh; z1B%#JV{{?2>ka&tl3dhg&*Arc+!Nnz3>}~Nv1idE;O&mQi?DeO{P=}@^y(krBxV~^ zewcR@F1vXzfepNvyk_;dFL>Ye@1=@)(5>t;)!BjbzxSG7l;B0+0NbU1ei}e8CJ=gu zSpoZZQp=A7As^_+4fB3Oo@68L4;8~t;wt0))abj=zhK259dr*8>>MknIT8QF!!KNi zZ?jkUes5-P#4o2c8fpAJ7X4%c;YWBr(L|w`BKE};2kd$VoPUV#=5m!4aFIV_&dq;t zo+kwc%TX^FZj7-NF=B4unB}Wcya!!6qsvF*eTlHWD%Ca6hq$k4n4J$pKS5q=$7BQ^ zqF<3z5c+8c6K#?J==+#n^{?|@L!EYTZ=y2lD;2Xm?tOo;-^OKnJf0r@sfVrw#yrN{ z0?(uYZ4mm&-cqB0Xm3JyCWT{58v5bx@hW{Cd@nZc3kQJDsi~{%<wRbpzP78(o&`Rk z<(+dE5#K{>Ozym}_9P}k^tm@Mf0bO-Sbh{Z#*u=hm0ak&`wPxoI28*&;?#oDN$8iR z)^!&T0sm9i-#Dcog!+Ud*LeUsp~tK>qh);1@j0&9{o704NTPb=t_N_+aaqm@oU?$U zF5__M`5oC_Ykru(yz#&UuMO~P=Kzk_vo_ez!dH_lcN}wx`Ytv`1Kz~9ja%KE!0Gte z#}`|?k)Nf08xI1Xj=Awl*Bkw?YpMLt>xkd~84+GA_}mXWpVUY|uX10j#i+>$aWLh( zl|AaFtn|CTZ*gNT$D(c03UReIj8evR&69W*^PQI#yl+G6yo1*p=+~dJi|j!CTK3JW zSQv94Yjywi8XN}>&tuco>x=s1JpCu;aOl>~CfwNi;z@)(X^*yp&cfhs16dewdX`f> zE?SJ<#1R+T>^rE#&prBR|GF1*9{pb#L*R>{s?Ws~FpR!<yWV0an=jEGY3%9^-OA6& zn#SG08BV{S(cXpo(CdA~{<F3ZF*o&xYAyJmPgLpKDa11|M^C?w81!YUWVXwVIKMmI z+C2$`ZhyG#;U@S%ZmBNLvIO`H>{c3$+XX)TL~brE_*VVDbH?Vqn1A`)XseBS>U{Co z-d6P86Z1{a1e36b$mOB%C*(CQJtF8N>Nt<l>cCgL9t4d~S+`~+_CP%k+am}b;TMZW zek1b8%{WinL#Y4U^cB<JV4up6vGeF1)GL!g83M`|-7x27f1<e`c+913(zoD^{l)yq zg3+J<O8#DZzuASbj-K27eH{3c$d+IO;z(VU7iCK~;^3zgLoVzYdc3ozA{X)0)NVa3 z0C;-6^l05C{8$d#@S2JOFM0Pej;#TBUTIaJ3>W(1&vD+OQB|(Q6RozeqljydVj6bR z;pbM!*S-;##vI@1&%849Pcm{J@_zuYRV+VmsR7-{Jj;vd@092df7<>fGlVbqPXC#; zotUf12ws`kjrS7hZT=f|d)b>GQNjbjeM(8&gOKko@5P)*fd_GljNevCAA0LA&+liW z?jN>)Z!o(AzZ#Cb?^EDG>|3O+?I(w?h#l+re?F-5s~^u<;T#%8F~2Seg#OT-zq<6k zA5m(1{K~6L?2(UJu|Kc^ebbeYJ>hi7+qHMvKmYJ0QXFeYb1|Q6#!U=uqE8!JGc^9U z=W;<TuAd)y(%p$+VDdfYJ>}+Qt0r;Jx1xUcq7O()5c_@N8hp6e-tq0jpG)ykR>nhD zW#%cN?yHKvWZ!2VsmIt?t-7)^<_PdVMz2hF8R(R5|L)nZ104w$NtNGT;2_qLm-HWc z5hN#%t?^t0ztwc!O9%C<S;28Sm=Y0wl%a(w1;C43g*~h6F;9AQdL#~UiDWX*pAU0G zm#1oZYJd;i^w(Yzf&OxCtW*04`nasT;1|QdwRtE8d=KJ04tllzZ2_)-_3T*YKOXRK zZ2tU{4)ozShcfPfFR^E@S<u29*Fb8|rMtk{%K3xpYW_lJ@lta~yn-LG`>y840VC{v z`ZaFwkI!Myzb!uxo@8opAes(+x1ZX6yT`a+X?7Q>1Aq$!bnVMsn#R7Co&=V|$fM)^ zOsVuPz)xOoNIye;L8|;;uD%iYq)dk*jRWW}{pb9X&*1yLdFk*t)1CNYZ@wb7?naEp z{5re^f5P8h?6ESa56Wc<-MLUFeeC}u%vp<ia(B2=rzP|T`LZ%%*kg6>)sXqsF3b%s z?!GP)<4PQe7)pDL`o<^Io+kivWkpJCErI8-*Vs@m#9#_|oFCiheQ)?gWqc%)+W{VZ zNswi=75n2>6BvG?AL-`m%)X$7zRI9xqV@^;prcltmcYvcA6SZzV{Ri>sZhxV`lO2g zjJ<2%tDqlDbA0`&JCSoYR_5+H^qU@yF@N|mkDo>?g&@zL{cd_UBHWFrela?gf_Swk zb7~|R{n*ay+oH~>m()(K%KSpVRNm-&pe+UZSXp!1NDBB0AInNPi9E-0#m^|g7rFpS z%ISV)?EQKwG#kbVzI~r}OgiFYp9J?NFZAEKSx@ww(GQ5qXnovl@FnOC**rzzw|nPD zmu(|-Lkh8~t~<=2ccm_HDR)7Ce)~%T`3(9|Ifv?dsH-A=uyRy;xDwJ_e7DZ}!Z*n{ zn9K1E{GW3KyX0`bO6hNGHK%wIJC{yKFcy0f_r4suL65xDu~}Oa2b@2o_sGl23gBk5 zuYGqldJxSI$8X#0#{BE`4igJw%nzH0$#p}I(ir$xmhm<ASwW<e=>wmy{>Z@#UtNhB zdor7dN%%88lWeEKpF5DLJxftS-u+F^YT<_Y13xO`HBAqqn&Ex*B<f0zD@S&9;P0EB zDf!w4J*4)RnVt;HVbaUAhJ<4-TCUP`Zj%OldR{@Y@O$_SY#%7jfo`4eD#M)mCE$z7 z&yV?{uAVP2rkCc&+()q4;>Z@}N$Dl#bn(2uNk4RL?Lz&u^1Ucw9`A{7e^VyvXWm|( z7WyL0k62M|$Oz&+&IhvYmh&X6X+=7efIFqGRv%0PF8yX=@!ipDzJyhGaKTg>c;uq! zQ{Qp_w3Rr+WqLe`zob;bFHKM%pM@<g@W8(hI1~Q@ulRE!aEZ4J^{Qg`4GQ=H?@kXB zIE{PMpYe0(4tP_~rHj!A@%(bbb~l>>Pkr(@@>XLZets#T!x9C*xtp5Jig<phfA%>g zq__~HjAu{kW?)YIcA@j>`|wi;rcixJ3jY!fj-iWM=(AHkNR0zWbxAY&*sShGtnR%& zodF)V-1WIcH+1q{PqJE=fFt|;RP5P;|JM7Sd!l)NU5Qt1%5K4(xK|zgYNwG$W%L+B zJ`k91(OUZ4fafAoX?UBh1%Ca))snql@ZtQc&a2;yd8W##pAD!(|5HvAz6YL{;BI+% ztO7VA_qnWH$g|XYVt)NaU6V5UhGMo2^Jo5hJ$6yR5ByZLa7Q!xl%SN>iFM4KA3m(s z`5*3W_LG&f8{iYBoP^Vazz<s1Z<>LxKl-<6#B2ihU2AsdS@0B5cLgkq@P2vpF0M>R zfkzXt%u<A&rr%Zf>wC<9g<I9Q3PyMliB&InXzqarIq;0BTLHL)o&4RSRIWsPa(rxi z67-b0x18tBc@gFn8RpX0fe#6~FB>sJcWz*y%7%I?D>}l8aR_~l&xcR5w_S+7$DhBY zUItDZ)_<}MeQ80h^Ld{pPw1jaAB{7>=c}@?to}Z9{vj(&tOc$F^@(B5fAijZp057c zfNrGBI<ELVc;wCuL1un@P9Ce<%0Kb{G~rEcoiQGSwJllw8+zcgX}vo8fj4|vG&uB> z3-9}V`uC5(XDj#geE*gLUNxF=u1E#nuVgqm0O!}x%YKX-^G8CLKkj&f{M2u$7~Lb` zN_-4d=p&@uiN$ZyIldRL-_Ww<sa7KVe66ORaqK|7=Xb&H=Sk@JLX>Z7;M~%%q#b)a zfjRpXPLd;dUp1XEf+qsp39=BSkgr?NM?_ZqzJ<NbHy(Tvt^1DsWaq@1!_ikR_H~6Q z47w2pidEr_z<m@lPL*z;?tNF7Wh%7<ysN|H?_wZ)j_>Yq<p!<>Z@CZ5`2Nc@m3`Ff z?!?NJ%G=@+;9aDFXa3>vO8JK??*pG4&l4T3K|RR9yi}(K9Q#34)ynn}ccQmUJ?u4f zrnRo85A~43FHJi+?L6+Iqq$h7C-Avb)$gTEfhWCV_sdy~b0=zJg$6IUV6Huc<nu!+ z=;4+spBJExo2UP&^BH}YP~KTFxm)-=x|1x-=!e=zL@v4ChTdW6XiJwR^lfsYDlxp^ z<#+p&*a82J_`{igbpZP2K+E$6!`N%^T2UfZ7<sKxxbCEsC(*Q@PO()Pd!M`K88VRf z!dI&t`EgH-4?LIuQSL@i85wQ;q5@yK*XO!(DEt(i6-smTJ%|sKreDm^AAg7lsO&*K zW!Nl9uYVnTJ$6QBGoerS)@<7R8w%a&;~RB#n2UJbI%<9q@#XI2d=*0<#4phbX`6N* zLY3oni4k<C<<i2bmzdz28O?CaBNKVnlH*4b@EfsKU#mt^;K0VAz2le@bq^A7FZ+mk zVPC$n$Q#VlC`<15Mjj}VpBD_mdDMQrGA)I37xO@+^`C$C*#{F_ZsP95Rsn5n;d}7? zE+?#WP6IEet5bit23&1k?<6JoN)yT>&SH}ATNyrPPmcPiRr%ttVZ@^kU&1&dLlL*B z<11DO=rYM3>dT^z&z$M@N%4Wc`;(2$2>4q5wY2A~uBbz5JkCns^B3P=>oURn<&sF> z>x8)6N5y#A>9#lFmdctRi+k`mh;M8GczLBKuTviCJLj1<A@=B-T}xHYOyOMar`x}o zj5uQPitjuFczBU^U)KoqnUl1xr}^Cw=cU?a4pyW8{BLY433`gdruVK`hNC_RP5!!w z^F#GZ+ASU5hh6^RUVHF#@0RX|y;MMd?<=kP5%{LiDO$3_(1$Y|rldP@9C?7OEy3yr z>R?+;OrRfkK7IZ8zHI2OFUd!C<D77Ol9nGwoowy=r9K0?(<2NI8#<r^Jn-pG;MzG) zqL?EyePSE^&FanE1K|Cnr|PVC?Lj^Kaa_j>c=yM>a~Glo(O+n)s9!Wheq<ljvlBo) z&A!4Ui#p`koO)!?EO=@+zpOb`%ugl!FwCQco>639e`yeKlP-Rj%0}q!7d2E3+o1>K zj=Svr7XBH+Ki#rRaGy^HB|J0nMJ9N&<#fxB7$P59rg8TqdKX$QYoJ~yU8Q2nC~_mL zUp`8TMc(x3t9nzk3O^v?L=8FeSHqGwl_ut@Ya6vvzc#=hG(*>8y7-@;(_QuH9PH0{ zeubvO){{6|`S!8mBlP>pyYA(U;#`paJ=clnEvvYFHU~WFTed7_dFXkBB`MF?$G{hc zsX${x6TVoKEgrv7_q^J&YC47I#M2}{5bucivB!E#@F{fqY}MnkI+)+w<X1NWkFoI5 zTDZ>$ypqP)<FPN8FZ*_EJLH}pA?;1QcnG*<@wsbG0yn*gdi}886VuLwMR`^l1N!Z= zl5USi5}+4QxG8ZF@yuRi(7vw%_g>EULnHi)DX34L_b-8e)2X2K>vyoXdwGD?7k{4Z z@W+4wdJrb@uO!jX|I1pZeQ^H{Kl}*Gxy@rZpTkS*{o>g7c7RRg=}FXInb8h?;5{S; zTSq=!#pkY7527`Mu4P{wO^z*ix&Jx3?s%^I_KQdvA;~HVNfAleQbttDrbyX)Cq-lx z%9gzf31w%bj8DiYw=EG7vO@NZp40Q!@AZ4``>yZz^L>Bb*SXF)*SXY<vgGR=2=})) zmwrybmuEyxwjX&ARBLloW~YGTGh;$M>1~J)RGqQ{(CLr4q&p`BfESwN?Ga<ebDf&6 z&OMAg9jVo;X2Y0&BRx<f6Y5MbgzjJ3dITI&QIlW!#*uJ{dcdS~68q*hPJWt0eV%X^ za#fzU!Q5(=f+n83Qy71+`!Mo<xO4xDDnJhU4(-l)N94J_sz0WD3wucHEGlL?;Wy~g zu1f|lcA;3_JPN)O3oE&^bU44JCF@?-Oq>YQ#d{+mq?ms-Z!H-HE;tpU8?J^r%}~1Z zJn6j+@keEMl^}4*Pd5><oyVceRx}G#_JU8?h?z{EgC0ngT>c5X-3EKwiALyd>=KT; zB3#(dDroq(=m2!<Zgq}P@bM)x9<kw4z$d#V(nyi}vU{1t$BG0xAYc1Pj2`aEPoz9< zzze%-cRT6e_x|vnQql!Hg9q*LUS}upMqRm5FGX#L|NNt4<G_1OjAZYd=!GsNHsSt3 z75+O_KmHu}Y!eMbubn$-N4)rYkk8u=`BS=XalYfgL4j|W-h(G%*P><R@BzM1K6YXY ze*g5I-ox4W^UryX^0A}epr4gjF`B|&4vLiqp;*j`lKlEOjdS{>JNv`X74*555(1;g zk+b>d@9W2Tz#j}leysuM%Z@qm$de<#Xo&M-!EsxHf9qsa$^-bR3Q|0IrO?+L-!JwN z@6F}93=)b#e7*_|hajAHx`UpLsuSqL6Q~AHqCfaZ+O{tr^I!~q?^U=l-#wpsOKc?? zdFoH>9JMNepUciFSrlMT<n!{~r@&_j?vW8O8NwXYGtEq0TIdBG#;cLHY=}nYM^_V} zqwT9A&HFcRTom$Ddj$Q{y{LIhA@rekTs9wta1U@v5l%0mo2D#GbFSZpJ~QpgHhcp* z<Nf~9VN={|N28W*!M7wJ)!+G<(w<l#W1#;C-PD)u*co!*g{kWPk)Q_n3bV(Ybis#k zhmQn(;{q<=oF1sheR}FtbHP1Y=sn5Kr1~t#%TO51`C<!w#%x~sj4*WgQ~rlFF(*D* ze(TS(F3i{N@^-(ZWlf|W%e8w4|5Bkkowk!Ra&M2^u`P>6pFOBC|A!9wfmz1SGRkcU z!N=F`clcwE&)8tAzd8Jea_{8zaW8MJrvBLBhka1W)VvH#Rs<u%l)pI(_B}t86DR<# zjdD%xaM%kU(18bvFHyIL5}3Rjpyy;+-4g$H0J_7E>w4*yPQ(sB<_iVxz<d8OB|4(- zTFAMaYd-*=;>o~7xq2(Y_2M4V|DXd~uY?CP07n_@E@s{<W=q^(&?#+#?}F=R4DoZ? zoG8ztNY7Bj_Zg&kf2+lssIcO<9$&(|!CA7#6Q~y~Nm=1;ZSa}xcZ?}I3VceQZR5!X zU+?^(R&qRdf3GQOS?D=(6+a@b)Y=lw)-yITHkeO~Sn{y7gx@5BmJsI$uc^l&$|8<E zIU&@a7Oo+eV$@0OnWqyW#U9-ngmZqVjbdM~ttD|P!;Fhk&XSNG-&es3-$VlCxiW3& z1Fxj5^<&{HTS#yTS5!f+#wJU5@k98*XpCgnfWPjJMM!-De>H9)n6&_2ji1bzxP|$E zp+3(1&|>JwRpq1-z!m+j^NAwBF{eKrldb{IRbIcWnFijZ=}KTfHR|<+dVQxh4dgj2 zcQrC1M?AY+vg0@WzEvGp;+QUi_qTUFld1#X^5mZQ@TYc!W>l1o0ksXWX+w4KFZhWH z^$f~O<hIz0_}^V$>~m`~68<WuhI|iB{gq_!FpcXLyA^_vkA8^TunG6nuU{=T7Qc}v ze`c~j^O+^#Qz_c9@CJL~I)zvM<#eC!JGv4nVoNZSTGJKkBcJW=jb$rM)Z?|H0qdjK zt7xP`&CQ9=@42S7tOdWP^S2g3;J%+d>4ppkai92n<89-^yh{6__Zp~w^mMvUXn=3r z225QK0M8P7k11x)S`%r!In66~tcl=&OGVKh&}Smrd4uAiyMLv)cZJ8AsB>{T-=2!P z=As-ia}4_)17#H*Igt<TULzp@o;Nam!{l5A_KMFwscPGSeHGMkeF9Ix1A6*$7gM7C zssAT3Bmo|}DwD2J!<rDAzV9N5{=JEceQ|KbiFll2+w}u{?DaX%G~RSOBLDlq+Zphy zF2{_1Zq#BP$nW>reHU;)=>5^0l1J{3)u`0Wf5>so;Id<1bRe*GJv8=;4Ixyi&Q_Fw zT;VTzvghpaeO%r04Dmc$Pt+)DuVcO<psaQmsTGkPa!@q9(S~rVY$l(_Jz=v)hhGSv zOHRl!NC9;uVS4yx4DPktM`c={qrT=kdfB!-!Cc#_z3t3?%tKso&&tNV9my|fv4nrl zkX(FM6}X3Cz3Q9ROM9Y>CHUn!o(K6I>cN_Wm{%=Vpya{dA6${UE-MfJ#lE+<FF4|! zdUuZO+g0c*yHn3y;z3T%5vt)^LfE4ag5<z>?5Cwj-}7e{^<L4Kc?5nNGXErQS@g}n z&U_?F%HZ!Bx|TGDeu3}A)kAF2$e}2Ek}tu5es5i9PAnZhcr7K49Q;mp`!XYYgTR+_ zN%T*9{qyk$)5_yqW^`KSRwRNyG%hY#L_fJlt;=nA6FxBVOF~%}!JD?dBb@>ces*D1 zZTTv4S-Bz)457b$9KLHu?hyD%>6GSDHq85S@6liTi++Rss{>P*HL)$Npm;{rig;T% zwdjNM(=yh6j}Lx>6Ko`x|Luu04$t~<@DuzkajPZ|aX+c@SLrH)A7qbu5kK|`{6t?^ zbZd+i!K)MWN*p{Si@dWwC+^)BYCHcjz?Tsi7U=Jc{zIOLHG&!a*d_K$zb>5vKkz_e zSrq!hnISGlap2?uA(p%4xHrlCE|%v|frn`qduuR`T+Nh*eXpUz#~GQhF?V3E=I1k> zT4~sWsKT1QfgIoc%>A{2@E>KqiQfA0(T3opJmtnj1^;t%_UH%H(V2;~9&+$vLO=O_ zTEBv?Dy8OB)+T&w+;tzGg8!;7eEaRPx-GGC-7tK640xzWFjP7d`C94AoKg53NpIgg zDqO^VmgVJ&@K5lYSVr+H@qw>NRB${BKJrI!FJ;>fd=ACMrEX974u$S9xuY(c1;kZP zY1<HW!ly1zYh#YdO=9GV5BkMR^-p&uAs^yZ10AD@GyIJfna6wJ6L?y?^w$8q<}INs z%lFYQRjp-oY}gPq=>i($N~kC6D@kKh;4$cvjP-z9whi`<$KrGBN_ui!1@%?u`zepT z-))F|#qiT6KY_;&T$tU0&w=dFDFG(TBW`>QyS<8Yk#~1H=}aT?<oC+41OxBrmH98R z!B1dbJ;FQR4u0&YuE1&Vm@HZC@#^4L-L)q2*7x8&((RW2D**rIlf{Fy-q^bvleK%H z#F2RC!t|%*q!qE}`46`$3i#=g#3a8p!*{`RXMG)Y)sc~oZ54Idb+!FxLM(8Yx!mgL zcla9Wt##}>!6)j_Ha6hD>o*qhKIMizXnUSA>{^3ASk&3%ejWN?e;vBHO((+gP}D=8 zMetT8N?cl_=zqub^Cse;({+%Ku0`NE8N5ku1CMZEUGZ-1ZurLAj#IRw?vaG;e%)b) zzB|lz2Y;*`!C6NAdkgg`_nXx9a3SFFTCMK);5GKpiYSg^Uh+s;Zmj-K;NIDrA3BY( zAGYA}{X*!jk3-FN`9Mde3ESM6ISKtDe?Gw66a8Eiu_sI({Qy&?Xj?z_2BjQtcZZIe z-^F{;WdZ$+wkXF*F3g4AH)8HQ0UUq-$j0ev%)@<V@DX?p|LwY$*b&rm$7EZ!^bgPv z^gCFX;6I=aoSqOuE-z(Z^Xa8j^!>i#hoXVc&b$vkbe-LqNI4#N`3m&U)T^nBoF{M} zrQY&ZU4=iPwUhah5%RyB*{2Gf!9Ru1`E9j35ZbbXN(Y>wUverR`Ga~odYEVUQZ@Fl zbUnK?b`+mWw&?C(^kI|*LPAR>nBQUgV4ZRud|$-`PdI*u$s1NBj4RNqgx^R>u>jYR zTs)j`0lK%`K8h0fagT1P4`x7*I+sAYwFCO2Jt@6USuJ#oOUh3KsBwN2WfdYv;eTz> zq}#;{UAvx}RWbzgCH|*7TA*7GcUQ?Zok#!JqfAi)oFwLd(_7rqo)E8!y6$3QPlyH! z{k;!9DxLpGd8sV;PjQw0x9@?2d$<_Hpu^P-u^Ti)ho?Eo5)ufUP;PgxM%EwtOgIZ` zF+RsoB5__De)8@=EoNe<Ta4e@C|)GNU)j%{bO-l(RJr`im&MS5>{i;6p>KxXkoWlY z6mx*QzDGK6|Ma`O`s8AYx?tP+X=EqP*~=S>#n4}`P43=5i+a6v{Kkk8@{Bl66z30n z!^d%ZQhqOVr@Xvoazpq*TN2MxyFxb%JF;tK1~}Q=i8fBI3j1ZAN_Ic|jDCozl93ty zvOqH?qps7~Lr2O!#hL^>N$(=G8~nFkEX|^*Fy@`~RPujjSrSplA6$!(up)*IlSqbr zz&t`1dD19wmSvJ?3S~6#F#jKq6#Tv{dlsl^zkx@1#LE8+I>D=1SJkg6=(}7MEhIzj zh@cRr3({`LAKWk#|Bd=0Vxc0`hyI;}r(i+?b--)o;6uH9%-g&Fq;fB?C(g%s)bWvn zf7`u!dKLJ%VIbwSvl{XjJKfaB!RKY9U5LJqxlfNb)4PV^EeV^+i~4@0@E2KWe?5f$ z@X4OvK~>P3+9x@=HsOz5VxfMrVc<a28O*FHso;I_ozUDqi~f<DtT_?qeT$u5_hKLB zc#5Pwxk()f#jvFTAqBkmM{V1mHCYpj$y*;@Wgz!OZi<!<b(X^1M@bMor~GEM8Y%E_ z;iw{+@qSyPX2aWe3H+{S)k_ufec-8I4MaHdz;86bSs{S?LVo(ZjL;t|;&@45Ni+%O zA9%^@%4m`2;8>Rw-~isSu4+YOKkn(dQ!Ul*@NI3knfT-0YRQpqI2Pzc7|Cww$B)7% z`rG|e5OhefoG&DS9?;cWF#e`sM|_{8ds&NfDCKF(%|nK~jbYVKtC#TKMU~yNc>%ud z#Ig5nIA7;(9;)tt;6#u(-FzWFi+wa-MH6?yw@UFmJ?B35F0_SK@>y+S?sWfq+D_E{ zRiP`sY4FSBRdly4?!g?BPbOzMd_8r(1&qAtLlqe2*QVZLF99jn)t%@IN~q!}DYUWI zn31=0^Az~T+{p|xHq5(Fwea48j_&v0-+9y9nA5(>8ENqxyq~yzx-aINJHv!b_zm$M zJnnz90DoX5UB?(-hYe9Jy0JA4-BvF4PzO^vbk@KrPlp}I@4V4rs~v=UhSngo3H<(V zkFURaqmch6RZ7`&1oL?elXf0o90{+)@=fJS;QQz=Xh!aWPH(!sHn0MnzBtkRP7HW( z4dsj7GsvUd+uWe^AD-XYpmSY;$WxRamE-_E{#fvL&k8H@ccl+}kb@7l@c{4Szzz8N zuC;Q#!+mGHl)`6<-?v19Y{P~YeM9EEVIlmzM-1x|W^rFRR9d^YrrQ&huOF}ZyurP# z!b@`nc+YnDz)L;!*-rMn##WQi?Pk|sos@$gHu$yT1aJ{ea#@<oB%Wh5A9oCRnkujE z-L|Ovhb`!;GX}BWs6mBxEfDja?_zn+;+`A+7Vj|Bh&h#7+kqD|&{-V<_3Yc>Gfo(z z|KjOD+;|-FQnng?)19-63bkg0>Gt;Jbo}#`?ckl(VgGRG8xBooC*p0qbKBWy@c0Zd zmTADNpOjkS`{=PZhTfT+#Lj`(zgb4*d=a{`yD)S4I(*KoigXgQm<u=}c7KPuJ;5Hq zefixc_F>V?NY%WsCXU5(Mr{G_{3$yh{pbMvLdhe-jNm`TkId!@k3)w!-<K|j`%&m? za75M-e7+)~SGu?-WYq+}i!{Th%d_}?1^D0x4fE9R4fI`)xTpk6G1s0^Ah<RJ->mEK z5qI1Ve05bu>cCx7scN+r%}&IZckM-0@Q>0Ko}x5HANX{++Im+F>Q#rEJi+Kp%ukl+ zoW;H5zA}($hxbMJ_#Ia5HuUE!I;#4ZUs@G<C|oB4e_-Kp=700&`xu@*I0k*zpv~*} zYw#{v%KW!ugRmcB(81HU&4K6&6fNWh?{B_#AVl^Ya)NjHyssz4d<;kA9dq<+M;j0R z<VJnZ|Mls`A@u7fohnM2#IT2x&br|s`WU9&A};*bkl*s~r}>%lmPGU!(w+wR!6ZJB zW<<}~6FXk&x8}f4IQ>gvvIaV11L<eylj!%@D?c!uM7?dIxTN8S`ZZ_GFS5~$evD0M z*(446!j5^8hv4(r`oMLF0ynmVl=p(ikBj_7S&EzsyWXqu=0AXMZ(2TfXtN<UYD1mJ zp;J5`N^y67Wlc0CM3O(p`SZ^;9yy8rJ7egfh!6Z!ZVRUxD}b-u=v3GxEx<E5`d&Ky z8Tpn);b}Kf7mA<%9hC)td7L}-L4pKy6y1ouztF$D-Igo+w?Fo5yzI_8^nKE=5`-!- z=hR9UuO%f8pQYV6JArdLV|e-I{aM@xC&i18{)haO=?g`NZeibpqk4xCbm5^WrPMdb zTg_>>YEG?;{YRIg+DJ_?FYM6%%eD@A4_-clmzc4ChAS=Qm4qe1rSqAS<)4p~&+pu= z99ztj3v@Z{!M*f(rR5CrPs~qR|NR8K*>&4RM^PF)*6EsG?ATMq)wG*ur!;U9+4@Md z75p}%oKhAsz$uZHw3^y>1jlKoG{YD8zQw}+BPHP3+>WSn16PL({kfmB1pcR2b32_L ze#&Q?R6KaUB!+Ls&f36#rhkuIu^af$lcOqy$AM_EGH<hlPP9{PDP(gm_G*y~zE?+G zb}k#Es)9aP$KChINCQ0K`?81zdgQBRJ_+}Q9@ib-?kTQ^zM{9md>goD*ZJa%LCh5o zc2Z|CF=H-IPECf&3pjfH(EbAWaIff26y<a}5^CG4+yC@2&hJ&@Uon?@XMm6O9(0Jn zNotOr$X^RDp_W+Kfjv`7vBYsB@NQ+imE5$LyFU}n{{0YiuF^hvHT1WRrtcE(%45Gk z>dCq@<j9@eo)o!^dRRxsV|{hgh9EfaA5japCG?4X6+cjaqS}6~mw}(->)QDFZw}yC zXFb_H^c{<;Nk6-6u?OVtvWQJ6=8LN>4)b?g5`wc!CG||m%VZw^`UUTs%pvj6^LP(} zng07m@c_P^L%Zwizkq*a2)XBpzrRuUKeDAN{O=<Ak!Qf$m}^`+><!<V*rf)Qr>E_R zT>7++$7SJDYdIFP`2>DJff4NxDktQ#(#mv$-;p*in<WQdWPPlPPEZTEq8|Spc(aW; z@ka}aUGN(}V%Q3AJB+-7kvrTY&<QfU|B9#{0)MYEs+@=WLXqbE&=u&M$KR<~F4jOF z50>Mgbj19OL3pNGw+#{Lb+Ppe`mfPKZr!dWOG5QAYt2>Q*V($7T`EtIBbV~9#T|XO z;05K`am<-sh%3`GudpXVQohT*V?aM1_eVg_7CDIjQR!4=LwD%z?uv$ADwN!#GTj|G zHtp8X6X2(}8Wfj#cUTg`x1XMu0`8$Noib(P!0%l4$Lz*1{22SyKL*=Cr+Jw7{0{2T zAFJ-dbzbxV5%Wi??cvY4!>TC=UQ0)gTE{#A^~JR5>t|K)BvVX(dxtHFr)C`b%h1&h zYmiS@ox@yU#P9cg;CV*b!qlzsJ4e)iqftX&z)dR~)cz2;Qf2JdN?Wn7(wxz3!4UJ| zck?dktb)(T<%(2;?(pq(%J?BZ?2|7wF_y@JUx1vKHxIbS<=FaNsu3H4g{Lt%OB#EL zV^gkh!`IQ!*GY5x6L6(anN-LX=q)0|vrGbf#~y5EE=RwyX~HRY0Q;m?<;P=ye}>C_ zd2b4#|GaP1HZ_L(a6b91m9!IbIo2$86vCf3?6JU${w`)F^cH0n_FAoYosRy2diW_f z_L~lJg1mj++MrJScbK$c88~pNmn33L*P7^!nGoA-f}dP(@SxN<^3(q8r6<9>D0{nF zB5e+I@Xgbl?-tRYdFh%(0`DyEWIMKx1bOE3=NCOM*$~rD^KVp!z^~PKq3kVm(kGsp zEGJu?i2L;MNph%rwY5^!TD9P-A9S8S_|~3~NgCeyE*EumO8tdWw-v$v<c)4Kbi=zk zkKX^fg1HxO(-1P;2VAxbtJlw=Zk^CQQi*xXl1Kk}P2!x()IB`vPGL{n{POOe66$T6 z-Hz})OZ43=ey;~jtO#yOm&z}ym@hMHdGx&ybDW3U9NSP&HhQ}sBp87w-8U+G7x!ML zh^zaD&&Uy5q>AhXe|u!|44;B0_`0?9DPQ<c?oqZqp5Dg%;MV)JZoL0QF0WF29dc-5 zba@q{F~2krDxJ#tFE7J?XWF0>!JTfjDJzG%?))-~qz3Z=uVgZ=sls<Ovvle$&R0;b z@E`k=;72a;Ie6jTi(|;$9F;}x+`VD1&0*A;n6C=!XP`4Y{JSpef%C<3B1`x#a`c{l z<tGQ8qxt&fWXlEMDnZKA#X9gilX4BJ9s&<jbB~LFuFKfso!Sn(phM+Jb2Suw;%kzO zN2q%lDf{<pf`4&dq(0OtgnXW#E`ew8{_E@Pus?vl=Z!$qj0bdxilsLUWRf<7exszK zJNPrwW4|9Z!-sHAb-9UC5k6b%D=jjHz!f#_ez&DDpa1r-=oZf7Hy$qG)ziS06b{c9 z4ubb`7mTffkLxh2{Ap)b%%4e>F$TWCe3$S3Ya@97|I`=Ve+?YMXY@qlfj@k%XFZ?E zeZ>5R?EyW_BJ5kdP~9znzyIaS5R>ya@!ZbV{;tAv7mi3itVV;r;@inpnfLJh?@jiX zdT&X5Cu{TV2A=7^E+(;xdbCSU=TYZLoTtrf+6g20t}3G?FF<E3q5W}oiUzp=2hW_p z@C&$JqvM3jc`IUsJ0VPt7T;H|I8_|y&;2TYQ2QU~Hur3GPt~EHk_#%f2M$h{*5F~S z1P>OYus`%U_62C`)03s*emJofVw#40HL}_Ic<?N7$v@6nT4Jwvfszv63FNuBU}F^g z34iixxTtV%nf98>8rtCfe-_3q+lam?tMHNJU*tiDkpBPkhc(^Fez<K*2us+?tD&zM zQ<wLVvbG}T_KeLh+`#;ei0ZJ-8t%($g`G0K)<k0G(^FnKm@DjiHGP2^_~h*^>CchS z4U*XE{^j5)+}P*D6JtX#QHUvX<N0yi_8mP3{(DEUyE`R(8w}SSD4&(XCvKlr-qMM@ ztv9dZ`F`6Fd4cLlPvBo%n)9=pE{A_uy8MqK^qRvxldSi5p*~)GSmQ_mf4|?f==U7t z@W@cGa4O-x((JTp$9?!Dp4CVRcqFPRiq^cuijaI7vl*X+eHl4gm6WC6{pi-3ErACl zchk=AhCWm&Mwx#<82ta!JHvC}<?GpUnLMCp8Obw}r=njSV7{w+`Z;nz-c76W;{5Gs zxZ&B1KJ7@Y9JK*(;}Ff^R}8n2<Eqrk^XCwFqUTmAo#2TTwsJH%?m`DWeU~Kf9O_tE zxnMT<WD`gG?lE)R2U^M}-JpljE&FxM0guTB6w(yqey`$ur#@)oL{#YPUJn(-9!;|w zf2Z=`^V!M!^*!pK#fEf=>lDuA(4}?ubmZAwp1IVt6LVW)VXrH9B1dY<f3fi+eg~e< zhPjyg36R_DW30hEW2>qlhS!KUG#k;ez%d&;^BjZqF?U+FNj}L1e{f_WdE;Lz!m^`j zj4r~F7;CE)8$!Q0ZZovI8hVS`8QPPX;4#;=W_4M$kY{jr$RPx}!)$QW13sLmfXGQN z=F7-&C;cc_g7-|@%X?h|eejS)X(2su^o~l$#9Z(POy57KKkLH%9qvQ@+Ya^l!9;8^ z>J8(vEsY?~`yC<0i#msZ>$(<15^>KSUM%hvdjS9XY>tjXDfsDDO+Iqq?sDg^G)d?? z(o34UR$9Tkf7+Qr)Y=eD;)iy#iC7Z_8vo_;)ItC5dMx$F9Q$%y<I@8<?1-nN<6o*; zz$0<5u+W2lRS;l~d8r8<bRh4f1bCx-)pF5h^c5`<WaDW8;6*LZUz|c+Shi8K*(R_* zTDeW_u{v^yXqZ*~q2uuuT=k!fK>mfH?_?`{9VNZbB0uum5gNyweS4Pei6x2N5K3?G z-`S3><<szyw>>WNIB829bUK{X0)FaXY{2iy-{>2!@>$fwkEK?$k5i$>iKtsl*^!0! z&g{79jYpO6dHB72Is)F1*7?}*BQi(gXw<3qqIiBho?2BkkDT!Rmct*z@9^b;)Oe31 zcq>~)ncKS1<rk_t)ZxF)j^6vYlo4}O3h^G>_&s7<?GslL;n&RgFVV>W?+@nrDJ`(y zcE>rRZQv@k+EZcPm$1L!iU0IC>H&$`8TtzW@Rjm8asCD`du=UQN#+CQAu9%(XVJHL zivR3!#eMS8!%L+#7<_hMt?zB%Ch;q_@wUy#!HPD`{(!z;y_~J+W~nv7{Na~cEQK9$ z-|yi0M<(E17nYf=_JM~uB;pu|d6XSFZ*DY$=jS2Kd@DEt-lmVM>tB8>>5+T;`n@qn zDzTI6D$d(<<(`zjZutGnOO)wUED7NNhICm|<o|Vq^qsQCeR`VP{k9H#ciz#uP0+_& zrjkVKasO-b=MPSzk7nQ3=6*#Ad)CgFZXM9Yen{W@eHu7VfxHvrPW%7O|BqY7>f!%C zRS`!7Vn5}~O3L0G?47q1KTd|eE28v*u`cF^m!CJCGLOXP?NGEBB1hg*jls)C;7#kJ z)_kYg@jK-ITI&#ozpc8ZwQ&_XVB~n%Yj5QFreu#bfFBigEk1Jub68C3f8TiVBZsYv z+rRTU^5IgSmr?1%=N){MmF2S?5t!X_>~bXLZ$#EbNAW&Hc;rO<1Rw5qFlp2ee?R3I zhp)j0<d~-(`(XG_f6IAw`nNy)f!@(ZQZ1OrBJE+YD2K1_lU#8)d{2r$%-55Fm-5m) zzg#VZP9lE(tQGu~Y;>ic;#rWJv-D8I!WDBYoYS;U)0jVA5wBzJN8VsRRfZq>UCCDp z!5r}Q7qVO45Qg4XqFHg}={Edhj9Wox+2Q-!(WEr|81u9B8WnCgp=(R9uFQHNcXZ<E zXh0n1npNV0<Fg%!x_(lUXFE`5Tq~$z8XSompR27GWRN>}ysC){KAMK+NAn)ftckC= zWJVhJ9L|kF7Z>4|dFXM4Tn)U{r{d%siDdAyw^=h{1Hg;ajyl>FVJ~aQd{k2s=1Sg> zO}>JT^fjy|UIKbRiaYfknuktA(0;|~p$_m0o8<1#C*UvFqdoFc5PeqxOV<i1@`WR; z{mun~ck1+c6^8!*;GEwzE%@T^3^G5q5yoE4=%Tc1F6g88QjIu4FZx>D(K*G3dm$t& zIPkGEVJ(^Lu^0E=@rsv0uNRPuV?)w0my7+tWQPj^;CCMz59B_bfO&O^Yv;q0?TD<{ z^GjyvyK3ob28PYC@6lE?w;6Rx;bMRjkB}9y71JyhL<yW}(@^Jxd;eY2%3UwijkxIZ zr?bF^|0H83xdNWyX}?q`74!!;3+*QwTlR!f3}Zn<6Yk3^WjXKt(f6Juf8KZx_Y1#` z!!Y<*;ags=@5`Y720dm`!QAC%66WyiE8uI62a69*V-8Crnt~kXN#lbyuRJMoX-c*Y zBFvnL87<j6?%)?z+VvkVy2Jna%hBiq`tQUwE!j@+pQ;O76Q^-M2^4+OxjG166kFaV z<7?<Z4DLZ}1@QU3&tt0+L4W?1(L$=kg*e+Q;QLt-xW}J=fgZeP^>l4tB<j=rekl$f z%snuFX=*O>0snViwA44$j_9{DNU_Cx`&e+KV-Wb5zi;|b$2;)pHP0^fArECar6R|q z3_SQNoz4;w_z2{F$K|P^Pddt=R9S}{la~Qj-tYrF;<_T6YJzj>E3@$KJocpBR7vr& zgP)4zKT)$v3xcj$>C!np<iQ>cC6NrYBAOPD4%<OD`w{&{JQ01y{9^MSzZJ}@d%gZ< zGX_7hLbM_~8FJn`nYBWIqiY6hb3)<I;(eL^s0Ti&jpTP0iR7po-gJ?Ys5>fxopDsq zt$XYK<Jg7!;;B#D$$#@E_Vh*;7Pxl`c}R=Xfw%TYuQ<A0z+BTKwU>?H!4@ccwZ7j% zU#e*)W`N(lbZ)Vi4$ryQAocqt)QPN*tB>Sqkqdiggb2>T{)YuDtPO&HKkkikkf1Yh zom+1`x(Rqg+b@ViA3S3H?JScR@M=u2>Iui&#Mf0;KXW7Gx2PUJ+?0oN#Y4s-1%6%R z6x&6r+xQ)RsHYq~4F2`)^=Wd#nh=e7n-PG1XL|XsxXW40DU`(12IAg5@y<zNCwQ9b zKaILa>+wGHs=b>_g^oz$|6R%edVu($y3J_#NB5{TyWr1%+hODqu4hdgxZ~0k2)*!N zy>=O|Ir<Qem@V6N<Y)NYVc-XUcj;}$?t7?nJm)nAO_eN(ZHBR>zwjN-)torRjQ9B~ zO<8vR4O`sXgWCQo;Az4-cE7udJgyr3<22w0DW+?v4RAkI-+WSg68JL7pCM+SkTt<F zBwutF=bx_U(ZS9-@ME?&kGeyrY3*oyR&mvlSp3dKDFU9^doyu|BzWv8x68qc=j@57 zP8Ycz@ZOy!dlEWO@A5BvwPZ%!-~IH9AtxDp1LDg0u|B}ZaeCX8@R>9g6fAV%eQ6<i zyV%=+Jg}F02mdl+KhE`oyR*>G>F*4G*uaS#o!^D^0&4IpeY4|zj`Oi#Sp0aA2Io4c zC!7(_t4McGk}v#amw#yl%CTckY(Vp7LL2Un4vSx_xCeVD3d((fbK^8hKOI3|M%tn+ zH)@4>H?z1MtH8rXdbO%-ZNPtz*2eXK3rbupDh8mZaWr|8*T4rQ*StFB2|wJ9=?9@K zIDd2dPl^7Ay78=~=6(f*GcihY%PI)(U)1g7eb%Aa-^`+X^zjkQ&m3-<Z3GYWkujPi zgb93t5&7e$mzWRP8lc*Quc6oHT!<g=vhvp>9~>&-4?gD@s0+^3DTwSqH*o&8fZLN> z4i1EYL{0Aie!sD-U{Vd-e^$=D@&jh@o1UyFlm?HV7=1k@+Y|mi#yy<6Pmtd>`R zc!Z;RP3!UCqu#|W4t#uRO;G7ja9+oAdQ&>~@dN7Lp~DGNy_@L&!-w-(P|poMk)=|h zzAR-B;~}W)W@Z*2P9!=JT4Xv;H*hZpe6ep~1wX488eDuE=e)`!;iDFCnOd0O^K)EQ zg!*^G#z}k3@f?|LDe;7!_~%8(6#T5!yLL0@qJCRt2G9IJzaSa5oBiMZ=OX)Ef`&yl z#L>L|hibX_o?d(C-WWia$-bUOcMkeR$hhN-1^5Cz>60OmIF~o>3Kw@E|7e)<+U^7J z#S1kRap9i0Vj<PCbIg&TlJqaiXSXAmsb5#!*$bYSTSGah3O*$DkEH3ihbRp8yqX06 z<ZpaGS?3M%B1&lrFDHP{eedWe(15(49+}8$2l)LWtX$<^BVU+r>f12pmdk7oP&}@H z?<{n0OE>!eil6^w?l-n30?M=9J*~jQeIB{umIXd)eI)T{F7j=c)b)^bPHgS{S-fw+ zhA`fkG1|sG>|#UK6y$^Z+*NhzyC3#ttNHb;=fig$*Zut(=CXLW)9uQe;Aflu+*c8W ze2&+jx&@)9+@Z4--hzHT7<2d{-v#tH&VRd=@%_`imD8tsk!ul>suO{}k=_2$AI);) zj_j8<mU)EtH>otx9XNw3w9{8^5xO6VfN|M<@KM(lZpql74k>+}`=|naPSM%ZcLTrY zvfPq1=B(WBrv4Ry9_sk;3EACo{QHTajx69SOW!@axmaOMXayXpZa-#AaFqpV@!MGu zB25V�QZ7b)Z&6ehB(SV_(J~?%(t~iS<!Z(9=yDdTPNBY-C6l$pDAfX{TK5xoA&( zD2jbF6%IYPm(jb$8hmSo%<MMa4}l*4A7P&yi0BF`?!tQH(x%kh>WBWFapjr35bk$Z z^Q$@1A`XO7jtZ>{zSl^Gsm=ph^c!IUV{Ly>r+?UP2pA*3LBOn>J_CNU3Sat>c;u|t zrZBD}-;NE<zCH*1d>-Z2{;!dL&@OU}y%v4;i74aS^}w;#*9rxYqadN+B&Y*C_uTWY z3FRH+;KuiCl~6kqX)Pa8UNBn|AKbF<@!BKLVDz`I3v_`WrMcth;1}P+GZX5M_p0wF zS(EZ{)T6nL>Z79eM7?0}vj2n?LH_oZ#~tV-p|v;p+HmiO5AI((0)NDLBfmP)gE;S^ ziQz+rIM>QrgKyaEiQygn)Vdy+ckgz6>M;nODR^Lh3;arqx~@G1-eW)ejHv6-8Lsf0 zw_`)SksG#a6u~*CY|gcu15e~LdEcx38Tf{<%M}g4uat@FCkG7B58d2q3`gJO`Cox& z^C#pJd=%)@%fUGcB!5DF7I^?&lbp%8&ldMu-krpG3gycEVCjuH=UrJ|E$GkozTu;$ zS;D@qmgql1dho}DXd9dTM%~HZ^CI~m`lY9F%rY#%*C%I!B0BKApY^{puCgT>;wGQ0 z{)hU2K$Qmz*zc%Y!YTL;bKb`uOqhY+GTT)_!Un$1$KhM(GJF`V3)viFr1*1V>=t^i zK^NqVm{<kwU*X#qc~cL((vjwr=@myJHH<hYiu2AyYnm$p9sm30mA=csPaXSSk5HnI z4H8fbp$miGA??bTIv?`a5=z$nCE>IE{MKkM{`r-U!Y^a}!6)?mCv|5B`klNxj!)o2 ziaASK6`l(J#<w;eg(~=^{+xZz{TY4F$5fRG{9i5axe2aTyk~bWUZ)B|-+p&wU-|@c z#CxBw3*wxKa$n5r#XWFh;*it<7M$xO+37Mzyk9e+H)9gP>q)8^EXAM?{`ov2a3}8R zAJ<NPl(ivh*A6|mg`Z8PU|1m=c|FOiTL}Y($Y&NlLsFuQT&}T`om<w(p^R$N=xxNF zmc=ijWzey%q=ub*@E?5Vm%T5~J;3~}M8bU!@QA*V8Q&fi*b}e$qG_s!;9JWOHmA)% z-bl5+`e-Tig++_$Nxa8dzmHE1G9V{ni#aL)cqrVx;_@HV1w+}CBiGTFm9L$?F{F#< zCvuyA6ZP42<?3N|668n?SMcpOM~;wM#qO+&*mu)qdQTTP|J2QE`JaKW;~dAmt_mYZ zoTp5V-x@hP`AT}m-sqonk4ARA1TJ@fJ$@a$1G_}to-WLh>?7H!Rfs;v)I+WydkN1u z$NXIgIr^{~!_9O{e4Ygz!e&3_T&+p+L{RqySGEmiTfloJK4>;+$Nj>bD>Vb0OI0WO z+_D8ZgR?oQgSV`R!I1<;vk1(?D9f{nZ{s~=WNWxn2OQ>`qLb?FOr&P)?wC&j&(UPr zmvR_6Bt7+Q-I_MU<B^r}5Ao2iPA_ONks#MmBcZruFY;r`jF`2>aBnyj|F8z$boJ9d z(T}{D0VXC}b7RaYmP;ACV&0mXDSU){9`ifrhEv-zz}HL5KjZ>WIDO%X{9)+cHs4Rs z^uoXQg(`zF5V%^>-SLqk`h&P>CO_9=<TdE121%a4{#fZ<f|MiJ2l7jx{|4$qU@u)k zDfGmN!?*5o%3z<5YviiE2mJXtU*uvR!}nM_sd{D<d5#SJ?W=ciZ?BkzJ)5^BG9B*; zJV%|oS)_UO>lEg~&u!<5nPGo=^v?0(ZOpAW8BT2<2cI#y9ej-%`BT~(8Ru}{sA(uI zTK>b6GdGw0$E-0wGLaQL4d21!n)|Ff_8y4_IxxYHy1&~;j>;Bu@tL>$;%aaYze+9b zTLfOy*ffqopTIS-e?kxU4^8C$PK7q?M<IJz-G%#3n%B1EB7XPDF=<mW)FJBcAs*d3 zp_e`6@i6<1`#tzA|1zFWLO(avGkmXr1>2MxOW2P_f9m=P_!zzv6z!9y#(qQA+nUR$ zlgvCzsWk9YEGmmQwPk|$armyB$>~Uh+M4e=4*k=SJU%fPyj0}mp5{3`PbS5Kszs=) zySF;aqj3*r%RP6FN1ySDZ^wlV@DbmiKP8RD9FUvLGj<ho_{=IPyZV5OBP@kif1!_m zA+1i;2|qqthwe|+04JigEp^^66a8esk=|$p^dEVyM;kKm=cVxl<tw8<8Q=ema~Zt( zEv@9ORp`Nmhc=zQAdl`>w?r-K+(~uUS8SM@NPm(edlNiVT1e29SV`y{pEANXAHkn+ zd-#WmD0tMr&iw`0FDjgLE$y2&bS2B8CHgzyD;rOf2sR^cY;XRzOkVhJpB4=0pzlv{ zk#-el#JtQ7>8yMByy2shd=l@mN2a3h4_h;S-&#d$t^a^a1H>eGsi4>Y<?Su#vLhDe zw*=mxk7_){%Nqf|v*7652|3`>hiX};ufDS*&UZLjTJObkGqrQ^40a$Y>%B)RmZ9%y zl+d5T`^5M<L3%IxiMUg)ZOIp$iFnF)Nxi_^4qrsczK%jynxI=^#68}9tfj8}1ANif zr;K)dguhi{MzlB*e%<C*pVm?LO%*c}*uh`%hZ^yG2EJ>{B4v4xbNS9&+I`s={VJ#O zvE*=TLQ&&^jSGAX4xZI}8P_o{PgTvzgnv)CE;+nr0eVXRvT!_jKK>a-r;7*Sk3V$P zg#ezXYFIRE=(HhtEX(g4+7BPJNHX`@!oNKK*k5Yk$rpz9td?%zcPjpuo8&}vUiXV4 z13vZ~`^tD7_q^oVGk+W4|3^sv`n?<Z?mLd9r~(%}>p56jdKdHI_o^N|!0+k9dY4&u z7yMRh4<?je;(I+;mY*jF9v6-K>Y0JOgRlMDq&3hP1RF*;Hn0yW&@h}l3G+RbDZFLi zArJfWn|eV{=%l|&eSQ`^<SXj+5&UzOj4M8k>&S;awlw|_b=dq&mB3+>fAc<<ro}NQ z6&7l{6qtp5Yn&6Aw$MkYQ$D67Tf@(3)3(17@83OzK1UPeF$kS8{r+1Vxo~v6S|iXQ zpHF72F8gBcpZL3VA9b|(t`@V1f(4NsdsCCr5k3=U%aIxQhgPi~8Tc!}AM7Uf;gmf1 zf2xf$Y|7{x1Cy7tfuo)`&EMF1h<kHRRq_ItEwM#LmK>3ToQQ3+d0qzaB`)%PXN16C zwo`SUcxy{ca9S8FpzcYeyGN+QUoBAlO_cVHJ(2k4z`zW6(r&AxbDy1&$1UA_clJ8= zCbtxf|N4Qs0wi-$Ku7(`$}fKf^)}^W`FD?>=m!+|roN{DF9mK^w86)6pVVbh9eR|| zf!ATSM)0TIF84^meLVYjE|sPd``nf6>E-0X2ge1})!{kbx3Alwi{IN|<fx?55AZ*l zrpsrVY>Co_4XQLp<c5l9Uw-x)_o)Hd^+!K3r?&gXY-Tv}De{_c|A|Nbvoov7-bnak zPI}oQL!Ss;e6t;O0rf^@gZbZ_(7?fWi4XC<T&1Tm-atR`Wxi6gAGq#7@qtGYqS!lo zDd<|(Irwg=nr!*#pr>|P#g(lir|sO6Ik)rhsWxA%=Y<ZVo$k5uMh`v~GdbeSF67vB zxW<d(J`QuWIu`}Jb~JQBvK;kn<ZY&)VmI!K^`DLQs4uT*zxnB5?n1xVV?yf<_6)gJ zhgKZIevX&^{1M<W+Gi#C3g_|fkJ8R3px+$X8=)Ba7yfglu4x<K6q?{UN>wKKB}?-H z$lKvF+ZD~a*blzqeRMVhau7;9s&vwlaId*)KZwQoxYe7cn9~E^)G%#@^vu6`;Adn0 z!1LGI5C2qvzqjwKnd8-;`0pg5ejY<T7+By`k-Lw1)gyF=(haPLm3>Rn7eB(UAAd$i zIKhGFp`qTJj=W6afG|ND=vN=(IC@`&WA5YX<z=R$@a+v`a2?wRJ#B}!r}MBA@mIyI zV;FTbZ5IXWseC))`n+Y77lkb$NoAn)Z%^~o*HQ0q=+AM>;`_q?fLA?3tNI1?Q}eXJ zldjX?wKy-mT;Gixyh|6lNH7;_G^E|Irw9DTEvZXqfhR6dlYU=?4u9^I$1IBg@;Hq5 zZj7S;*i2haw)~3kU&X>{VrNOLKTsZ389@L4_U*lYIk!ELQ`F<-wnUW0<v21YD}rqM z%0)j-bAo2=1br>^qgOsW?jrae4CYp%0R-kSIelgM_k(Bt{7dNp@J0E@ks@<J@XXy0 zgf_r)sV8MWe7J)1?Jp-zdDDS-O0e5V=)>O_Ic+g}06Mpe6A5dd9no8RdUKQlIsz57 zvpMk7>$v9M8{l!*r|gTr0WT`Gr|9H6pdaq-py)v#!1RWfJpU4Mj+#GC$sY&r5obpK zm<4k)m5J)dOVIyzMij)Oj$9F3m%WSr*Dm*Fr)mOp#f)piCE%IZ1!ejhfJ->+ns`-! z^KxHojGejaMDTf6*w@}ho#gYjcf&bUHEl=;1m7;K#rvB&6aMFrA;M%9`&znt0+i5S z91$mVC%*!IT<bLT5OkG$89Q{o;W=F&yyUkGf7p(JJ7;R)M?If=EJY1?O}PHA4hQ<n zQON<hb8=3EI{E51QPiCp{dw6c-~ok#*~4AfyIuC#z?oeibF(HXnKPHcYu%n#TQ~(D zvtVe1K5#)YiM!MgcsjZv?_DhDe=k<ak<_3L{zw{jpax&{O7oR0#T4#?FRSXSd`?8# z>7=W_ej|?~oSm{0cs+?PO`+WkeEUqetg0D!sW+0YJCV1LGhkFGw~V~XA3xoGKei@R zBTnB_z<Js2S(vEb1s)|bax0S;c@|``25smc%d#7Gm5U*#Nc@4SB|qk!j)i1Ccm_V7 zA$I2KhBa{_(&E9JLg2OA&q(%x_tP4f6tn=}ls2+RNCWR^Myjh)<lw$FPY#}gzxU$W z#<<4_a`|~OW7*(qNzY@xC62x_A$?R<svo-6EZfkxTiD~4pzUxPe0pu^8};8Gq1Oe| zba>v!K2lZFsUq-a53b+Hy`hNr<8I2@5Ig!G1NMTk2%M`IbYsGg9f**6t+#IQGd)l> zZZYpd&hxn~`hPxLYrEy7tH#(T@Z#(zvsw5DWSzfsngWN<ls>hXz&Ure_Bbno`^|lF z`%Nq6#jlqbWUg8fFY}ja{(x`PPd^&RVTSJ^snJemkA2wchq>ytkvn}=LCOX9<SYLY zvvK6N?&RvZ>wXjW@G#3hdf;tG##31hzffoQlXOtXAeTPC<7*M-|1SBwto1pId<&as z&w2DaiEC~x#xHEphnY&y$ypOU?FQd6l7JJ!DlYV~L0=XwFR8wWKG^3A#}N3u7eR;o z*ilEm3$vve?*Xn)tHCTSa4G%hK@L{r1E_}g9fR&*csSVVCVU<L5yxmW-r2w>&zo<E zdu+fUgivGxua;c%$qu~Dxr7&%59zQE^D<Xmekk6r-nspy_Q)wUS2dLNz}~6i$sGmN zR>b5_A$|+I-$BuCe|T{ItDe-hIu<}bb$_5%1Rm`1(%IhvHugkq0+U-*4)}rS>ltJ4 z`M!U3*5n>O_s8j1j;V$4_vy<!Y(SSkd9RneYZZL={i%i6Z_shHb~j}KXDxY}tuey) z`|gj9Qo(cZ6F&6R&&{CwHU*EB@i`FHl>c4oibC#7=Bh=Q5cGI$bNPLq*c(8lUGo~a zBbwuI>oh-ne`T((U}z+q`d@_kfPb+|Z+p^)zF|hc@Ah{*&r(U<_t(I?v-Y*<gaJn; zzu6hgsD*ph>Kdi60{jWiBvVCrUN7pdD4PJkEoD6+<wV`rD4MjO|BLx^n#og^@Q08p z1)txmgM6EVf)Ph?zByjx&Kv^2u5g+2U_9`*)~;&}PNdk!)cbC~z#8)A>}rgNUGTH> zbFjptUW-@herd=1Xv}mzPYt?DN-tZJ3Gl8aVg8y1ybJZM+`FE*KTj!d<#3&a-*WLh zsrd}>_vat_o-Nql;;5e?ukde={Br)3mIL9&KF-;We&$CVi(W8zO1X{FFUsJptC)l1 z$pw%zd}CO|dq4Q)JSj=4Lh!uP20!oYLtk$gr802_{35sgA{lhswNnc+zr?_s6p?0^ zOu#3Uyt*U(IPj!L!}h_?$er37dFJ<R?5%&#Ci4qCw{dfuhRkXBu5Odu`pt~@P2*S4 zUVP7=wu0BcrGQrrU$RT_!u^(_6f^=}ZF4E?w&@0ZVv`i7T3#X7jeEq40rMmEZ{|g9 z|3h6Qr7qnU=s?UfZX4gjeRkn^ua$N%^d}9<Y7z8hjvS3#DF=|Fd)$rDwB3#{l{k{+ zm;j&BUJHuSX6X1)qSa%XI9H=deAKA72QAobpDKYTJ$AF@eC$8m5|dbw=|C7=eb2ua zI9P7ocz8dxBk=2qM=H?$7^Hvp`+`4S+co++n+3e$&Yn1S^piCoi<zatBL-hOPbxSE zd@^{QL~tkO;iZG`gu6q3u9r(Yj&s3h>7g{Jgg$hG>nAICI%+~$<^}LAy>MH8)O}l` zr*&kq0_QyLXW(c$d?r)R@9-Ue1RS>WgMT7?@=AGkELtwv5u_jTE#uKo)bwA;%RP_$ zKyqCg<|p=q>ftKiuZL_25Ap7=ze(};F_$c!6$1|xe0Eav1a#dyZ>d(`w^e$7@S{6F z=JvfCn`6+&X0@8z&!NsFoiO;&{=$+V72hE|1Dr4PnBvA+)G^9VO1gjhGuQr$sf_}k z<4kEoUtSIUS<yLz9Jq1jy4d6*@Tc^D*`KfN0{{6zseBE3WK2@R_zUPltFfK;91o$N zh%u0$8ONX3ag0Qu6?sDRZfcb1o9lNS+xZjEi?qC2V4xMepp}Zg{0j%-V0P+}E$~=U ze)_kx!T+7vcyhO>&56hnlAx!S2X8Oh=AZcv{-Dq~A1~m&fIOD1{7a~h;cB;z`eBcF zQOAW6@N2)^(n1`-*Yf;QUh2mEyvCcjcMZSG`(9zMJ=d{Um`q;aG;oopcc%LhIUC}} zVO@QiLd?^UM|U)QvLgDk<9HOHlb)O~)jswU{<Cut*8g&Y_@8bleO-o+OnpcDtc5*s z|4iCn71TrP!FQW7>b69o02A%MJieSfnH_F<Rzz$=H=SG}e4??pJjBokuR3oI>6bVV z$}c|8sNS?C?B45%u|W@*yO61}h5O6sY{E&(cHs33+{6F)azSS&Do)&o!c=A~VMowc zeLAGSuLgSbMDp(`L*y4$N2UAYJ@b*@TK|Z?m*n!(=TTM2;dq^-GY4F;v$?rI`zZ1~ z@^d^#;IEduCsWIz2j29MV~!F05*IBB*@XS!k9(i_`1vjPS7d&XP8`J?*+PPZeI;-s z2fcd2ZuH+judc>lf={{4)&7k*-kXmbu?H}Bw)k80z%S@*#?mYee&LuGrgFORJr#b9 zNWSU@;MYi6PG0qcz~Q_0u)6oa?`m*yM7acci}VqzL-pv-lj*W92|5s&{@1@<!~N=? zcX`$XypLf(yo`1a_LgvNT}_?9zB~4_(i^A1>m}2wcQXS|jxanJ47MY9hJTZZK^OG2 z7PG%X0>9E+3dw)C*M=U)`ai@ywm<)#jyZBpo=0VGDV=~m^zEwsHznwvMtv5&;BkW4 zw~Lg|;k{nFW?L7G_czH<T>1xm=IOi%J1dbFb;bLU<2m4_{4gsrYUCxKo4C%2d+#mp zo5Cy+%vo-pcy*--JYwwKk!s)t9(t80W3uSSsKi(F(U&puQE_Iv+7o*towh50pB^#n zPJFqJy!gKhEcft!O^<r#1c2`;-O%u>VSwMcPp03i7khLLeyuVAFKj{0A2Y#-J#UhR z=99n`@p~Dagm&8!ZX<%OLFl{ltRh@w;Cmjp7*JYohtKo%Hse%)J#m0#b?u+OcK7au zr+)>(>+RJsnLK)%c>mgtH1iMipg*V8_9DmfUVV5PvlMXkkq)jGz{#ic`wy;wXC7;! z;%BXZ&f8g8asm37QXXIGGt}?z_V0R9qmc7Zqxh3#+>)4xk80I|4nv;rYLMG!L)_D@ zosdD@8t~IQ?gRgX>&&-7BOdIxJH0&kFSom?$j#9NpQn$nAfXKX!HvrIZr4ifh#A$; z-}m~^&&s$dWwK*0{H{Y%cTpEteR+J>mEkAU*%P$`_*IR>zdjRnm#6WhMLG@irm>H) z8O4~l;L8q7#r^!ljb?O-!;Vlc`h4~+@bQDKJ>PWE--~W*m`vil^Ym2c7Z+g8OGndp z`~>z`iCJ)!gHMPy@+okVbRzV4Lp<Z5kFWn0Ry+ni=|r46$!qlEmL9K3=YW@7{yvnb zkU<U}g9-x|`lOdHj@(R)!(N%M6^kohfL{YRXbOQxwAa~WgdafXzQ0R|0{5Q&TZ5Bo zzW6@uia+)c=-cZ4R(F9n*K4I!b4`T)zcW^~RtI}ZRX!W50r!74IKTO~8ufXM#q1>N z@B;U-0RtCH?6H^>p`*dvarWKY%eCM+*!$0Jtl(T{7$3Y_0e{kmOP9-_i!kN8Bzy2; ze&OYF!yl$jM3<f$X(i^j`s@RL{dEPNylrmjcMJcXRF_d^BlLU4Cp{sk&ve!*1*hOg zctq}dPc;zp3AZ<E3h^BLh(dn7hqi>&M<<qi=v&5ON9##}bJUV={CWaDw>$5%sl_wo zc;DF<pjw1E<foQLzu>;*TN}6|V~qS|&CjJTaPHHxd#wXv9Ekp@lMCsi;DN#<M`>@t z|9mI@ZR{BKzRtX8PPmM`scefee&Dm090T>AIgndX?N)dZyzhxwfr@DGZzM6-W$5ew z<rF40RDh>?dvkDejRW=Ycaw8Ga)sBfzq+C??@W-Si<Ff>H$G7JW6~i2`Q24wuZ7Sz zxLDq5x!CDIbo6ZY>N|jMY+xAb2A^1bCPqnd8gm|#Hw~0tqYn|wdEP4w{gGl#?B+K1 z+qTlpd*fVwXn1k?7M}wlbNQN_4(hs(HkBqj?(qgMwpI!JeyiMdhkAj>BgmS+I^o<< zImN|h!q0cAbX;i@ea|0Fo~q1o+}C2-47Vt;&xT*8w+;J)T*+i&HICqXov+;dgE~xv zxaEoGA@9+c<>zW8&gC6~DKZ;;Y08>nHugov2W-vW5QdMq_TH&R>>WvJWH){x4xdX} z97l*T<|}I!mJOj#ZFE@gf5K}^P_RDR--|juX=J1;G>!Sd(v*uKxWDi0REU3$^FSFu z_u>W}<`tg{x9^Vw&S!ftVEq>Nh@0A64*KeXq;A*!Kk?q3RC&4ki!E}$@1;M8Lcg~Z zC>r$)`CNON#cp@vy&jtwdglv2g`|U`H5umAwN55|ID&p{=>Ef2L*#ELI<x-SgFTWd zGfrDh$jkSX=5v7W`3(JHM71P*5Igqk-(*7`ho8K7YY679qp#2Ij>kT&<NDtS_;?&C zSjzwL*WA-z|MU5Zx&5`!AREj}ld5EIHh?Fs$Uj&${|@hyLu<(_{8;T7KX+-rhtB<F z+OMMz`BM@bGZo74`=<YTGy@zR@i<eS4!Lkod=B@~WrFYWN;!~^_mw2xaG@6XhAz`N z*KrMe?vb$xNpaMdxoqX`68MGIgNw*a@H^`@X=y{>+#?fo&rQLa`02B2gry1oPpRGG zU&OJ;WHt4(w=a0s0n2PB=+bhsynEMWQUAVZkF8&`BQA`ny!$?9LF^FD<l)Aj|2;mf zCk%MB?Dgu*4CeGlD9ubuP=EJKl{}3>{rS@MT=aXm4ROm`XIAQlJwfJd=%a0p^L*_h z?+?_qHqIZv%D!O_m*?-Y9=s26Oy`*+q|v7gbteV<bt1mbx<@o1->8MJ!dlG}xKUH> z`Uw~07MQHXaD||+X|3uZH-(RGXU1q83G~P1XXN4Ut%)1*;vw%}+7i4Ol{d>QkQ=07 z8rTTmdH+JF<hNM(jB?GoDfS?jyrxcfuoe9#Lj+5Uu@jNH>DIZ}fPIV^i@Q3H0GAw0 zHyU(<A0gpJTC^tS(n7sjmWnaoS}JaMK-ZGU&s;T01<ubo-ktf;0J&HlYrnIh1B%;R z*)aA8E|~tJQi6SX;cFEgdw7s*;F|2)^U$6+t8QX1v=jP3*!few=r6)ZKbl_piub58 zoBJ4W`a>P^>Mfi{S~C~L52(+qhd!-TpneN72k9}ZpbrSt{`CVsd_GObTWMQ1n9o>< z@kL*pY?Hq)>OFE5OOEGg4m%TFQzc%x!_c>a0;`s9!bkLOS!CV|a{<mr-tyO45o@f6 zrr!f^o$#!Cc>(z8*2fnYDSF_yppm=C=YpK2;=3BX>6kYcFiSSaJtFHk8Y%|8iFjh% zObHy=eKxuB#3uIpB*r8bz!xyF`b1+$9ym_+`wuUD@bJ`(62B{KiTPI2onr3Db-es& z(GAa~REc$u1Nxwg&T1?bs6P*dsaw=>@9n!?c<8$s{E@F{Mv|%Ei&NXY$hQQ%cY<Rs z#nPU5Bxm842K@GIt-sF$J|A(WNIEtboL9?VZ?6xbFFh}~!34hAezQt7uK;^I1FKDi ztKfJ2&+)&PFEKx_Ik=CN74NU})!9Vgoqp~V(<R{f7m_<z{^3^xfsf{Hz%5bz*KK$t zz_*)`rTu=1eW!1!jiQ%r2-hDZ8;y$aLvxBbNPvHf2)U4yo&`PSlsV_kYnZcV{<hP6 z9^doNv91p|U$?FZEW875yXG4(s)hPZeJ_H175J=ttBI=43H4s7Ys@|pzenDOXCuH3 z2Dj&V7Qs`5Q@nV_fqO50Z9(Jeci`qfzYcxBi#_ir$Vdip9~gT#Xe?Smm+$=hmj^ue z{CCF1BHVB5UhI!@X_0@>%5`>U1fF|#N4h5PWP#h~@0<s02otxX-)n%wyBhuP$SI;; zQm(J9z*lB&J9B;l_nn|AMXlyN%!ja_rcYW#znk*Xx^cyZ_`F14whg>>y!Vs*9QOV_ zH6A;7SrvJWUZxfYx#7p(DX?Lt3IE^H?<ZmznA^YLB4>zmd{%Mx1?2<e0tlApE`V1s z-V)_mG{YQSvAXlddHCR&o;#G7W1ho){;vtX|I~N)<?Ck1D^2Cf*C>F$gv^?s%Mf}{ z&q#|5`YK1(La!;@Ph$CbO&8(+P$?v2$5e67ygKIG#KF%C?>_$@EzYTvN`P<;@&RdI zOLajX`xVE#dL8$oMmo*w@3>c_42)*F{$j7#<+dI_3;5;_`^@m8j@?yWD=o1A4@TYD zsXqtZtYP<QzfR->D)?+s4MNWi_@&$iJj10*T`B~9>J#lEZ7#JfQNB|qOab+^^sRx* z7gq2ec`1Rn;s4@J*YzzX;KSgwo{oF#K;#Z<{Ae1pC33sRTaCdBurkV9c0IBsWW3eN z#Ae`wRDQsnLyo@3@3Ti9&htP)8+VD06~TGgc-4>&eK?uXBMKP{Lh8p^W@9otf}tW< z;T0Ej9HG4*$AFi(QmQps!3R|tC<)O@Iuob&8v3k&2OiN#*>Kv#dF|e%Vm<=i>V4K3 zV`k{w+lD;?`=KM-xl2<6j|#L5l*Lfm5_jKUH>_U+4_dUh$P&0uqsCCBn+ra{MzWi> z50M)%^QpsG1N~!}kh!5A?z8Up`Bl`5%fW&zm(i!mib+2I2>-W2<d)uH@cESqH>Iu8 zpkK1T9gcyXMrw3sSIZFa<r&fg^KYz)t-1EaztGQbx0A4kLHBst&^%oj16{}c^LaXd z%&+C$5PgQ{YAtu){DLm@?9L1IubP2__^VV%p=T{9?OV8vKCC%v_9Y|UgXVJs=gc|5 zw~=OthRuU-Jnm2LmViBo(ObNxYq$sVMp@qjFU~y-lgh{Yq%CC?NoQk8Jd)S<d{S>q zC^y|o-$Xxd!a=n>)n`rg*S!?_j{B`wcDwO-6!4&*dT8^U6(K0m{mH}>^Ul}xK1~A$ zs1Ijx8Or1DySA519{CkNE|?w8aRDze#$OoXg}e#Xx4X^oy}n!R6&S+*zNz|Qn|>es z4W@OE{{&eRR{OLypX`UP%=yDon3fg6x<BSu$p1LH?szWuKbpucTZKdtA{5G~kTR2z zS+e)uqEfOmQbw|`tRyNkq$hhs$&ReDB`Re0JN^E;uX}It{XWm<^B(7%_jyxcu8KBc z;12R<#9tl$GI8wXyH-Ve4*b#VUmoMiSMZ%%GB5f3uRc2bYIOS?`uB-MdD@-8=bkNn zpIXFzyPw-<h-}OW*qh}ar$>Eq@s!)OFSxIr%v!?X(9eiIbWnhf=(Ph4*$?!K4|19! z9{s}o)xUD$-3fe70TZGG^|FfRdiV;yU%{7w^`)0~gsf*cKO5qwv*I8}UO4cstf$G% zt?&W3dbR$B0N&d>Nvd4v>zfx}|IDbeBbcvC{92p>&mR50P#pEcIxS;*S|{{ga`j_* zs9$B|&d;{g0e7#tBOLb#{$#PQu56wJ4s<%OVQ$cl`0(rZxih$rq;BOW!bjn6uFUo> zU<r7ix5z062I%&e?Z5ta276Y1Nb}YqFKt)&_0Sdq?|5b^<Og4d&!oJZRNZ*aeK${S z?ZCb7W}3Oi<v@_AFdRKK1iW@m^cGz_>d(uL>fL8iCq*ATYrPl#7%{93ujGKIm2+Ne z`|U#H3BELKM_yF6OQ(JH1Gw}xUfmGrU=ICltM+?tOVl)ZyBi{22^S4!UqByeHN2a1 zvJCpuxT4gfb?_IA{1#_;(UDNd>-ZX&2z`jE@9;8kGbJW1OVMdOzx;9K%{}np6skPW z30#)%7Pqbp-cv}>kECnhYa6L2O5IA}%kpC~tn?;yh3DFQG?8C3CFMqr9C0KD%-7zj zL^%>8{+mjMz+GPjZXU}C0glDUZWIolbAwx|WFQFht<`d(!%D!TDVxe2FxR6oJfpoR z0Nu=9i?~VP+*bVYbOqoOPV%Ww{Hup9rABm`qHiej_6{P^0nW5}wk-fU>Vs-E5z{G- z#NUiy)}O%h=yl7ICcyIu4C&1j;raK^rJ0}FjXtn^J4!tOx+Lk~^lN+UiP0gIpKLbR z^CHdsn${G)d>6VV@=?dl(ynS#rCAeBLL<exz%l1;f1UWK2t9`Cxv^2`AReDOc={C& zbXeA0mE$jLi5MM^EFm_`^`8sAm<2pYDOX2AydHjr`>do)ec`v&-1V4m0eHt3k5qZ& z4>#fNuKUQ#^krS7-N36zM+R#LaL&}^Nt(2??THX~_Cs-~Bd+f%8>T})WkOnf<<~TL z;^O5*+G6AZ4!t|YsF%z~93+PZ!9#>b3r&D;*We)8SC9Mp_-&jH6FcySqJG_$9rnZ< zEz01pz~K~<e(d)_9Uo$-9(e}!jLOWzZ9h?WVpsdo3X3MpUle*ulp((a9skiKDv$bc zp@%(|8@`FhX4S-Pp)+-5X5SjbzC}kxuUb~<ElGv?whuth)+(Am?u<Q0ALnQReh^_r z#{=Chfq$C?edR}9WEsC?^9*s-$ZT`|!65qJ;nk#I<msg2iLTDza~?e>U+h=_uAt+& z@Zc!?zaK}EuAnbY%oZNuMqR7ucv!L=_(E$!**9%PTcX~4Pf}1L^74&<a^5K5er#gX z3jPj+!Q1eWD~LnEZwq@^F|W1x(}+|O_|S!0LbG(Z=c1WUjHn9Xn=whg<hcaA#x~v6 zb`^Lmxlkn|JN69TKc89^4V_~rH_=83o#WrvLQ|Ka-<!WA>U;_N?6(~y?j@m*9d}Rv z1|3R%DQk@?75sW6HG7MoW8yBJ)AL9EEYQ>|jR7B6Ieh88+AQ!~k3kz#;PcU~w{H5b zpf32_H+gR!a}`HF?5jt8_mVBcf{qM&jRU8PO2A8;8am>A#}V^Ae|Uriu^%hW`96Q~ zb$jB_sR=JK4O`;&!C+bWgV5o!ds&A(#W~*@D!+vJhJ@Jg@4vjE^Xu((o*K3#q*;$$ z2!kKMu`*{{8PpT|rv%2sZ@?$fukb@e)4#n|foetAoB3X2TqG1Yv^hhp(ILbYqgeVn zTGaht<KiDBqd$D=yLVOWraK{LZ!&XD-JN)@l3rN>oT%hU(Owzgj75Ufiv7ULIN#a` z8lpet_SHK@hq^6MbEuR8&+*;(-|cZ<JSS80%ve|W`NvqwxSw(+0?#N;+(RC|kbcB} z{4(xy98*5`P0U#`mMb*yfe#ZRSGw<x`}p&UbV)CM&)#m2v%nqaZ`f(nTy`foQ%;q4 zO=7;baY*;aJvZW><3eEBCiZ<@yB@$dXGctX$h98F9#|_A($AxKPLn?}MD0*#{jpB8 z`bzCi2(I30OSSMI$~5BjzmPf*GHea$+PJ?vj-Mv)1x`+x=K87u@vLX&v<nNq2U}^_ zvIB6qGhB&={LnLMh#URY76A^brT%Fc{`S0LF)1^1m}A&?ac2(Vh*PEtv0n*u$k{f7 zTKbri`0v`X3-EgW&V}eV=p#>ac~adq!QL771|??TAMG|N;a!-|NZ3EwW_sR%Sh88{ z<vImkmXhA6`vP>;2Pn5bC!xN4)ZOtG|DE@=Lgi;K^zT999Ho5Fn=O4}mOF=f^x^Gv z{r8yP`1D`c$Qt;O=T<4n6Ual~Oj7S3gfHuSf5T$9Bf-5SPvY5ROV~`Bj2U~NZ`meq zr9(W@@}%gx488bGvR*Bc1MUQcNY1q|P1LKCuSh<0BTp+GZ%BUwAC<KqH3eztXIj0h z@_+*i?KQI)L0w<aIrhb?9{WbzPON6X_9Pa971xy;;Frs2TzUlhw_fs&hD6|=S(0DU zWDp;}{q%Tu5Ph0+xy5fL^na5k@^Z1LfB1EFt(h)>C-UPpTR4sRtLFnMr~PaR<-O4Y zg|Uvr_|CWjN5q@_>YG*~;MwzqvQM)jKd$F5p3l3Cc^v=IZ#BS4JH-xko$~_U|AYSf zmu?3_J4NX4ISxDGp8lSOe)J{7-=8wj+ri&q<mD-I)YZ|CJ}_Qq0H6BbF58w7%$?n3 z>#+{PT;;ykBE7&1Ub8Q%dcoH+ioD_>x1Al~W?Xk?Q3N`LIV0)xe9Y&_7WWGwKUKeD z=aN0>Lgc*UdHNfD9g}QQm%Ik*9^cmI$#c+$hqBHE#6h1Rd+$3R>aKy~qS62I>qSzo zvv;8f^-jL`m>K!|ScmOH5!Af_CQS9?4NmY`e)Ma%8GKN5`1>;i;diax@PQWdwVHS8 zX`i7^D0RGiBnkCrGyk#JH%8D+w7I^bFh+cvGJeL7_+G7Zg6}cjS90VD&$x4L1gBVp zV<zevJ|m&Tv*&>0a~$tD_7y&Ix&qA?QJ?EI)0KXNK1;bNGq8gUx|3r~l`C<WJCo1V z5Bu&wbdfJTD!BpPNXGdRuOH&bk!I=Xe$1;FzrCuB_%`3gGnb9}!Qo4f!CIOP!6NzM z787(Q9Ad?ai}>?v6W+c;RoE*~@aFV01Nb9s@{dOYFVJ8ej9|PEe}Nazm2Hv7qeX|q zcCjNKk{gH}x`a8M1vb5ZKK7Mzs+FVYtL;Qc794<oNc3wZhowPhGi{J80X^E0<}=OG z1b7dFs8f;PllCo*vJT_kh{cVc*hU>cFFYZAK@9rQ-%nW$-LPN2@mYK#o}+~m#Y_lz zsv~VX3({lJx7Krn?t))PYUx~B%3B9wF1Xg^$_jX)K#RCx;4)Q)5!a<++=y1cUynaP zPeLI#WV%ZWe8X){$!9#^f7yv4d+>fX^{M(w-L`~<<Lq>bC;r~CMvHXd{^B(@ry|m@ zcR?(o=HJ{`$T`;5JT3U!7p|@}>$wp#Ocy^70Posgx*_UP1>7sbonbflYBkQKm}u02 z!y5Nqv&UHx+%rUJ74nIPv}Bz-c#i3^vY!8_?TLFuXAW6H_rF@qSoHTNe5|;SbeP<L zpTC5AV_qQg#&s$F`dn+GGvhX0%zay;sbJshj@`(2MkSGRh*NAI2QLcm$2?Gd_SPtL zFQwl<aavBmukc(%Q#sCSA_r6d8mA4B`=UX{6ZKB3M8>rY3G72-Uw%W3LBA4`?865g z(8(7OA~)ZHAH7a%V(<w*Y!9u<#|*(ADji9lN4?KWHN9qj9`gvEtyz?tz)6`g>IQrx zLwkUQ3w<b;hFBh}GkB>WCzE#^(4+hlMxnpI_a^4P_z?J>OX@#$QO8C(x9-{yMSbMR ze0HN2^Wm9sB+S51CLcO}FoUnd7oH36s(~ASSfM3<AmBnUbv;q`0FQj<zbZp*I|stW zt1O2GeFAIx{vJ+EC*ss8|I>NES48&TOb<NZLZk*wFE#_0WToV|69Ig_hOyZD+#~c? zwG*2!n!!`O>`Yj~o{w#o!A{i)_&Js7X7NYCueI%iaezMjLQh#J)mLENdI}a-Mz+Kv zd;hz0&^55UqkpA?x@g?Cqg?wH@YL|xB~{FC4gb~^oyYyrEgSk|eIB~$1;x$7;I+O^ zMShRIh`MWc;HfXbJN0H3EXtap(;{`d_f-?V4vTD62k<>~Lq3wby#((mpwM#@I+ql6 z>-hvx%t2|KH4H&szL{lUE(iXiuJdoI?+(Oo4RPb(EX;u%ll=Vz{uzaDWahU~XYee1 zVjlp%alhdz#ctG1Un?dQcKh29rL#)xufBoDN#BfQM;}<0809E03jF10)(ieU;Ik?e zABD`@5#w92Q6J!A$~y97M-}R)`uAF*WvkdvU?t}FnH0GGgP+0An~?A5AD0>&gkO%| z!Z2wP=EH{*ZkD?`6ZE8KR${fG#|k(eR(=8dhxH1-d<H*Ju;n9>^$BxQ<&@)=SHWM3 zHLTpp0dMjBVYMH0t=e?zD{GkVekxea$qn2qS32?~FAw~)k~tL93^8Y<v^YRR=Ri!q zEzinIwI(L`4Ib=mh0bqJlO@ki_|#PVeyNVU)aCkBkO4RVwf#^^mM{7<{V2tcD{jO- zl2O@e%%69*kKE0J{_I&^aTVc&eSW-Zl+uWkw;KA#+Ma{I?@FoS+Xo!P?+e>$7H48Y zQa{5C`dOzA`R(j#^rszx=l|1mB>0Y7*+i<K-@BK)|1#pE`rDN3#fQ*+1c{b?Z@`?{ zb($mL-{3#GE?hT{Je8`#u`((Ff7MU*tyTNrCv)tZj`vFkVwK5rc=H$Z1}7`qk39ju znx?+ax5u4$$)x!GCF&<0LSZLWq8s6L;(|m^5$Xsx#)`Z9;Iqb7tSfTZhM+QKSz=tq zdFHA3b^-I>Pe{v}1CfurQ~nx<qmNnKFK0#rpWaJ0w|eTKQ!!8^e7y>62}kPJz9&)V z$cdZm;vT_1nim_F+uwti_Ij`4bJvmJP-l<0h;#94ll&yFFY4RaGd&i;*qhnd?=y<` zFUq<9eaR8<%hSj5E?J;%US~Kd;e~m-DjvoP8R!WPIz2Lbia0~ldA$<(<@re7DrYnB zTKDF9iCvDw=XXKMte4#gV<U4Z3-}L(a+&x<9Ya4u^Zbtoe5B?lDvRFcK}WWo|L6kn z{A%x;$A3akvR}x0$3LHWzFUD;In7WHJ(OdJ$#f!4)VZ$*LML@3z5A-<ZhN9aP&qgS zef$AVhZ@hr=-)2)9h<|?;WeU?XR$~Ah^&jB;zIw|&@-`td+KjraDn{|o}02e&sSE= z!@Nzo@EW+(3$Ae%z7p&`QOcB)!hF{CV=^Y6Q{0JtU6)er+>zfs6JJmQr_s*&PPHBH zM%XKkunZ$!a_060#DUk9*a~7ex{CTBL5h_$4Eq%BD;++X0$t?OQvv&N-c>vDH53sa z)a0eaZacsy%;*zaBKk_!FBO~L4%riC3v*}oowg%_3Yv`~pu5xxOMdo++<|c8D!a7> zAFBYt)zThs;3s-bb4zOQg{vSZRFGF5n?J}Kr3LQz-zQcb<b^TbC-Q?@z%6%pXJw(! z%Q=<1wlBbuct;g>rx$wpR<HAC*)iX7V=2JV*9`r){^pT2O7Ir;6q&Z*HLu1SOXWiU z`;67&2+cdpZ(r>mZoh(h+-CY68P5L>Y8%aN1?c9^bXJq&Io5=j5B~PS-oZK_vmJ<c zM^4WB>PR^ew>2zQ^FKmQ;41LqSRnX4fgi%@f#@Sk4~rQoz@K)~MvVh}Qzm`Lj{Bt8 zr<X*3GQtu%!brk?ccdfn$YrxfW&!hRkz0cQcxSe_mxsB47gK&)Sds>>_p<DISJMpQ z=Y{Ku**Jf}^-791d!Z}M_|w&bzJ^PzF}@eN^!Rf9n5WUmS7+xJI1pF)p7XF!<l7M! zz6z!(0zbI#cvj^YbX+Vknl38w==(JvZT;DT@9M#*R%a66T5Zv+Tc{hPYx9$C&g1^) zghb@o;#|6RlWsxB<mgHM=MoF}{AwL8JyA!Z!8C}$TN3rd+NR))7xL({DF%@U@J=>- zLfgNg*Pd3$yx|D_LLEbg5ef7}{d<#sGQy|s<A3Y*LC`yt>gdY@2RrVd+b^hqKI2I| zQ$HL0Dq{Xz%R>FE=XbF+?)1O=XB8I*d?>Tx`2`8^jLm-Xf|V+m?_XVe$cZ=>Px`G* z1byK8y@ezDfJ<_gRPawGIuVzyHMH_oK?gZ1)OsxI-}!0t%VTmSZiw3l>-2(uk%?V= ztcd$Q#1UB#jJbiXaI)b%%!g_}WjiT{ImK_Db93m!J}vTZux}v087+)1LI+bYCL4MS z{ZFQL>PLU{1I>FKxS!p2CNd2S2B?wW%F-6?by2VSYONbcd_p~G9K@Z0`@BrLnB|PR zL7uGg%t7$B6Zd9cy*!S3iIw8nZruB^fy|N$;Jae;jb~|4H`M3$%aS9{gfOzzj)0Fl z(@*Dj2)dhW?(BW-^}y9_i{nj65vNuuR5?)pl8LNVeSC{O&n_M8H=r;2{GrOe{yypj zQtQpwa`6AVOMB&Uzh|f91hVly9uz*eVHd*O%IlS?Xyo_UzgLGI-@)G5?f?GEDZxCB zihh(jaL&XQo2$d9I|UqcxPH)Lt~j;9?MpZO=e%~y%7V{Gj{D{LWy6M8xl}Z_x#9%; z|0b_F;!(nh!SiG2pA&UB;-t{W`~Uex;RijFZB@CyJckRx+qW9M1f9HbDpPRVL)2U8 zzE3CepsU~xeOF%&{pD>Rei8J62@7&|AJO0Sc9|DiJb|voOCWo*-GfM9Hl@@>zAd^= z@6SMuKJ*$9^cDC2LUQ|?FSws|bkp1lWT>;+-jixJIuMoltG=p{4uo2XL^lN&aBVFk zlVQ|{H&0pBhVFx|Q~HxrXaM@xs{9Yp@B!o~`|+9E3j38_dv4j&ftOY;rI*=*J>8#$ z?>1ZkKY2%1VZso&r48|uq!e@CTh7gUz)SdDSN6^D!`xe$A+bve`yoUd&*mP%+z0d9 zJY(=Ma;LX!7Q_%A-zV>Rf}ekvx=zk;9ekTsP{wWGTSINr4@bK(_m~-5xAGQ#XxtO* zCNiiqkEhdWU9l$^8zonD@cgnb&P&#pVLo{O>(jo-bJCmZkJEj@H>ef;d{Bx$?9>qT z6W|N%yj$(tQh1JQ7Sw{^J<@em!Y%->qr4fE-H1HvD{(&J7x=Cg{~$+=CEzqtnjfy? z=kKTP7@h{6T^Ts&dej@fCeOaB$OgI*+16qSBEU8Nb6Md|eT;sE!upx7wg-`U*maT* zb;`AQ*<XF&wJvR&ShVlMpBIbr{Cg4ckELPdb}aChpSnloz^~qo=-poj+)5`UJu(mH z;&;f0{efcO0VYGm6TU+4eNG{r@sJzgp1JqL7I<-62Ik?XhcJJ9_FI??`V!4hwr)4X zH>n6x3g%=yryRc4nP%jXmwX+|z?I%poNGvz##~-e2+Ob#>dDEK%TKJJ!@X)YrlO4f z!=cxl*<Qd;tTA3jA{GAq3RGUS(9gXv5bOW9@1ce#O3J_-KWCu(9547yN2Rkn#PA&J z%G;GQ!!SozzN>L52z)})(qU!b@yp%T&2hkyp3ZN?&8kEHt{g?<Ux9jFHk!L0c+6+M zO5Qv&_=Cu}th5o(aoLJJwEm5`$dcxwo5&Mgw6CR~q91;iBD{St0lZ;x`w^{j)X7Iy zRil=%KS5I2b1$DQVfd=XQ{|Z(@z#hzS*Z|v7~|IJX#T_ef`R|f5oY)o-l!;*pKu`V z^89(ai2Gxf_;8UZ#{3zh$0~=T2XW+4zL#gG9T9QV+Tj!Os@`AKyE}2eH^rCFW+^%l zR<EyrFPz5ni2Go9{a@YP+_~HTHRdtYCM-Xy11FjGWiwEK@3V@v?;844iU+OQJN$sR z`z80j_yyg_w`|Tu=*VAa56v;0$J{w<GNmmm=2VmiZ-ip*uAZ0Po@@klgLl{6U$;;< zHaLbFe8czN+rC!?_v}Ue)3*J%&!!sZSI1F*iOHY2EsOi&;@7A33Vo9=3q8X;=KuOE zWK93aV7@ncJ;MUJmqfPPtWV~kf0Dmtw@U#$iSQb|!Z`HT%D!iVMV*O+y&vW{tkIXd zS{j*oVQ-L6^>CdVaJG#vE5*>At*#6tGebvbaOU*b4EpV8$BP@Y<Cx2|IIa5z`Bl4X zo3t38TRhsmRa+4{%z;pfp<FjY&Ps>be;$4~a&AUB`gk99M=Bm84~Dr)vCZQg%hEJw zFwCLO5*4us1}-`yen(jcb<Zz~@a=tDcEpRD_a<p@FP=Zi-A8c^zJ|&tJNE#OJ6JC2 zFvks_W9qcsX7s@IWKM_&K*yIZD6blJ20W^WM$9YR2kP}~PS3rV3r^~x7KQHkoM4!3 zQ498ymv>n+qmL0`*4>c-zOngrVfa7)kkS(p#>X9@|Ff=dX~uIA-nbA-;QOC<J$~ph z`XQB}{eD}h+gyw5Zn3+%6JLK$9N<8ox^YDOr?Dn{%U5@fD*r{Cd*eV)n~&$g$7Lo3 z-um#x?x?TNF_#iD+Yt}Fh8u(7d1l1zQK>h=7NgJ=9c4S7X^A=Ws;pPpx8T!KCqbU2 z2fx1;iYJZSpr>5UwKTx_-|*q!qA-IlR--w{7Io0L<^vZ|^ws^#W1eSkI1+08XI^!o zZeYx?d8`-%+{fKcqZ_=*?7cqu<wEd6dOzE^a-o09J64$23H`C<@@E<7+-_de+ok^$ zK4!}0%cDJ*8&C+X59LSxK2dg38hyZhO%^@c|M2{#pFg2}gt=~8Zn7)Es5ew3IVK1< zVk$Y0;T-a&?(VLG=fMY$>FBw|L3h|<%bxsI7Jc;KgISp)m}AVm82qCh`p(DcEpo@< z7u%4{-hn*(O3*xBIRkqRC_By;3<9T)r8UVWpcme;IC;Sxxa9Sn54J3TOVF{E=_5Ww z?pZfnfqtUIgn}di&(Uc`nt$Ry>{~u~^rfaN>OO|y%R|7C-%c0&WqS?YD${`E^so(a zZj5C5T97@_6gfLZ{|G#{UvHkmIp`RkoELDwxd@;r_g}Ze{nD0crgXsl<8)L%i1?h5 ze%Z*)9DCkA_3u;z|4e57>16J1cVa^-O{M^KUo7AI8r^*8kEBfoN)4Te&eh&4_l@Ac zS$Il|9C%Up+|`ALYTzSIN1E8<^UmHUtMB^&-<kn6KN8@h9UF4%J*a;Ziej6aQ729N zUG9r+{-<mIRiTP}tl{o=z)TzZy>R-ZN8mpMKd2{FUVu()b290u68cv@Bh?y4yg$dI zBYzCti8FPk+V3VYhtET(B_OWE*)e|$7jz&ZAHRPmfVt^2<F1MtsG~?tJE#;4FbC5R zqaK2Dsz0KZ#{&H5P`Xdz{b}$N4bhtP@0|$~)9}h4==)mxjaxkN{C>Aj9asN}{nUr+ zOr9cc?_0Ai$O8|YkXW;R3iZ{jkbZ7E`Xjy`UeQ!O+?Vy#Ymeld2<pcR63=i?TchSh zd1}GaHr%Nt7NOHLWT_3NMg9CiS}6+q5(;QOOAolY5bf0WT^CTV>gINE{>6O`mgcC7 zM%^u9cL1EA9dZ1%-sWEsJb$LUuZ(q}Yg=B{Pep$H)^Yp074CQc$p~v<%uV{OvzI=D z?x#QdM)0M(;8jj-{3tjK|KfKAN(`u<KYh7xDUbT_*UkYS65yA2u4lw%Orh?g`%h@z z4D}PE{_gXBh(AB~JKsW`*(mMVICcZ`6vH~6W$HLbmn1{Q``}|~`NYU@(Uxf8@_RK% zhJMq_|4Yq#_y;A01efoGA8|wG;QBGlbz0;#lNR9|`-p1f8rl&r$)+=_&f<K`{5~H? zjXh>td;`_h&|7g<lTm~J2@O~H&|eIFz1noi^%vN;Qk*UL47jVew}jZ_Ebsv%&Vz63 zvA65<VtGRabR5ijH2dX|Cyl=>TSD)W5>wpvk`whW!F4@I5PNBp<-16Mx29VOKFt;b zE;6{;IS9T+Ov;C4r!3}wLY@q~z70Kb#gJaeNBD0TlmA-z>Oll0T2-<hMjaC~TUYxG zI(X^_#k{+r8{9=ccA5(Kg`BeaDIVnG8E!X&1>i>P!8}G*@C%|>&GAt~|2bH_6@vQD z<iLOL6pz72#^gv+IO?g>w-0G@KY-rNxI(Ki5c+t3pPC^l_?59)ji}fGClnaWzlb@6 z6y=+IENkG)1$SN!pmZi$_cV&8e6b{YFPv*qKwsJ~z%Co+0lna5g<@%(!^l{#8|8?j z19k^1Pv<!i>%Xqlh5@(vKw}mAUpwj{>-w|5aQ|;`aIEYHzf`@EtXH80{gm#>lRb&R zuiur0EM?(7Gi<uHb7NkUkS=5bo_dYBj;v4}d$}I^`LhRN&YMi+>PJh|FGUO|j^Uo^ zFf5A3S_7Zba5&tYY)@Fl(tCA|fF}(vGt+Lt`wL$@(|ZE*VA7>`#eLyxS9OK%0C1>+ zXq#)d(y&+R>RoSx3-F1LDN-c-;LpiL80!4zM$jBwVRM(qK3E;o{rd*c*Y(FV#2`O} z+i6DGf@hdFbd*fl;ex(eDgPIA@P1;aWM0TQ6KRU10+t)Vd!DlL=^`#1Z_@Rs+wV@8 z>>=aG2X9ek&gxTuJz-oApBz7U5xT)M^lC+@(`ro_U&OovKL2tcWzQ+-$=B~0z1PB? z$<83T2hfig*e>52Mg2qe_tn*-IPY&ya@B1O;(XhATPQ2J6TUmi;`h{Gk3mTr>2j+B zL0=k7Uo#Fopg^Q3P8$AbS2Z%1W1t%nW(?N#`G;4YqtRf3&cj7NF%JCr_{0-qO~k*{ zT>oaS0PrUM9Tu|tF|WA$uV$M7_HMzZ<6sW-HM&w4=QW@Q+Wo7?*8uzZ-i40ogE#wG z@^(-g@nx`=vQrJbWPdqrHZ%H=ObO37_UJF9%ZJt8Ku1l_Z&qH5{RlKV1MkkEe{Iko zF_#?yPknn~B<6xE(HUK%<a-h4D62WI9D0gqCiyp=;J4Jw@_v3Cf_@@}*4X$t^0%7+ zca0O`YRAQXtv*LWvQ%b0h7bEW<O_%DXAzg@i-t_WJ5If6V*Gv9g}5Nv<o+zxjZlqU zr!$*|AHr<=QE>;%v3=v^ed>Zer+;2a<w`jca?A#Q)tR9~H@H!f_!@Hp@6w7QFo$H^ zT=n2SHTcn<ah6Iv*H3OdTonw63vUWfcVBcT{Io^b(srRgJ5o9AhIo~l?#Eg!4m^t5 zslgh3!J+#B{Vy>OcU%2_!43EbFka7eV?%wmp%!Ibf<EM}GG(17;x2>KWrjiY4~BIK zMVhmShrM^pgdM@Bghe}5vtV9Ri^=9Gha+*hWvFHteP~q3M6nX;>e4n@2L<3sy;Z#a z-@uoVThJ(T{eX{;X?LnWJMew^lV7F4#~lmn)HhASKIjS8Eba~);^@kF{5bp{7jpDJ zii7X?HcA<K{Eq{nd{xtF8Tk0nu5437@M(hy*Y;)OT(5Mo`)ob{juSK&f8{;+s|P$0 zM}QXyh*x$}W1du%{Ma{J%oPk#q?@ke+)6t>r3-uKLYPudd~HHKwukKDhdl80nWlej ziqKCU{h8tZ!V~YIFg$A28NLoq*)MLnLjQK{%NSn{_>P4C&N#mW&+cYYCG-mTlSy!i zg#dg2CwGg!4?)}|(`~v1oN!O!wz|2fBT>w<z{DYr{qYhnzrF{a&spY1y|jk8BQ<}9 ze!MT|?aE9ReE(;9J#O9p&P33F<!wf1@CEE5Q|-d2FNN->IRpYnjp<gCkA+XI%6s7; zdI!Q?{6n%z5%^$jnR!cd8^XhjlqC#!9P5uUv6Kerk**%3_GZK0)f>x_3V45!a+fmn z@i~TXC1l-)E|gcVF0%X;@Mu++F9X1H_B}UIw|R{|H`TvMJ_5RzTQ=2fB#zJ_J-_oi z5<J!}*L$}^v1j1H1LGUbs9Qg4hpe7}&*irJ@!#F(^C@%uKB9j3&Ce))F&T4$ic$GL zJmHhNA`oPPdT(uybqE9MfVp0`pC5sb43krJq@fPUwk@>?3P-(W%Q6u+3p{xb<K8$G z_y`>8Y<yq{o$qi$f(>w0@nPBd*T?OMj#j=eV&cH%R_SIE9{~5%dLNvLKIazYLfSBJ zfky+}f7^~?-o>|jxp&TzaCz!tL!Jd*_Sx&y@x90cPn6o;;J$x}IAU7;89FIHv(YD* zM@Uy))!5WVUoqn2dnO8TCw)TbSfd+Z=am=yt`GASo*I#_PGU~K<MFfU4M)OIdq?#m zJKm>Od(uhFQxo16?xDy7V&!#fTQ@OhnOEFOjr_v3=f}Oz@YN!zd1qx{3%^qRq*v6z z@DCeIkru@FzpLrodlSCp*HT394*<`~3rkCFM_q=U>btG(LYKx`m|y~3H{W_(FBR~} z@uk7WfEIh=`x@gHZunu`SeDk%?ZSMrFv*wCI8SbWt||xG!Uu6?SLA-o6*=Ea<KA=! z|8gNhW)*p1&xgjtT!=di>6zcs(3j>~OwWy00zU}QJ86SH=DlOjpaIU&dYy=1&nNi$ za0MmXqpyBL_vT8+UFhiogIQ;cu%|AZikAiV<E)=IRnt?{i?inWXZ%sWI_}>*I18Vd z%BOFKlI)3HXS0mIyJC;fR}r!ioZsfhmEWG-#NL{`r^c$+!N1<w-z=t&z0fIV)djBG z5pPJ})-)}`r%7-;!#EK<ch%Szq8PeRiZiTXhtVHrE~UETT)p@tsk{^CtcA7E`h|i$ zvB!VULwWEU<N-a}k92@vR-EZ~!E-pnr%3q+^*qD)9{UG~BWp(n7DwKp?s08%WczDR zWaT7@oiK-g0QLK_0|D4aCy)`;Zw?>Z*r$<C|3DWKQ$|{7fIQ`V_^lb{=&KI?DoJ#} z{O($XvorcPyQT+jY&+eE7Jc)JV|oAnf7tw?N8kmWeq~yKzwu0a8Crz6yT!`y74QrD zj6=`fs6jtaVXnRKtRHhow`IHh?!dRInSL$~b%`bE-cKE`T?mJtgOuk?oe4z&nuKm< z@Gzs<?U@qb3+fc#X2KsO@QVQLCi32^A)mNMotO)=5-=)3Tok2p6Y9fx`}G~IrV_q? zYUnv(<TEY1*VnFe;(X?8b$kPE6HD^LEDHNa6^G@#neRYn(Esgt-Cy+kRr>4u(T_0v zZHuChMtvr4yZi6~=l~uqzl_4?S(CM$^}>1Fxm)eAECcj`GkXq5M5Erhw&wT+-|J`8 z>!Vb-7xr9>_tFs;mHTv4ZF6l2O}RDN!<e(k{_=74@hSYfaz)eiSzBU{UKUwv7W`|9 ztHceE{~xW=Ee{=XAyhR=x#-HAi8hjnmprl9k6g`=pc#q1O+{D3ADh4*ZC+Vj+}Dn< ze`9nggVq*%w`Tn`EunL-7)(z>{nXF8hyNb(u^^+y?y1M%pT}<+BxnJ*jcPqx2VTyV zc85RH5$r9zaqs-EAJBWL^LbPvUyp=4_5B=1A78-uv;%dy1eF{c8Gir$U1?04s_@w) zo!nGHJ-b}-cWU4_^l((HNv6Ee`+7W&J&XFa%)*$Y8}(D;_vJe>_<j6q#);hMTex%s z+O&tEKdTU6&d<a-PgECYHG!|(0MEEv80K3fr43uvvG;3d97z*!-jn1sQYX~xiSg&u zJw}K(e4Mp+>&D=#_ww?E1k__$<UeL9gb}~ozy8cw1s<f;7$^J{eFV!yL<T;umJDgn zbKHB0*0mjUz?%-fJ>~izaOaC%mEpEl=!5jfJ{^fge7fdmcufbqO8K;NANZ8q#xIuS z<lskJ?^iei{|ls#72S*b7~WjaHjrya<S!lnP&0}1(yZ}$Y8iS+{#@-=<oWQ+DIcHV z{oHFZbx20OO6+R$ph|^4j9en}EO>yc$&a2&f$x_j-5EoD7r0z+_>>`Zq-uMZ={3)z z{~k!A@I>8HmU$|7-wEWYxf>I{sQ+uK?<!Oj;`cu<@*J;1{ids{`*8{TzV9;x+T6sv zGPlhRZRku=oki;VQ1_AT4fe8O!5&IYDrtoc;7@~-!+gDnCp3ze^K<at`dijqfa{hH zJ@?vvZwvoTTV`)Y#1&zYJd($V;|q-?<SN*A$0K)?E(<=AQ?7p_!0R%2e7rovjnAp? zwp@;SyYg=RvmkQ#xyU{}5(7S_lEZ|D$qhVOvJxdZ8RDi^1KW<@*mD<N`r=s?_AOSG z<hg%`UVldg<N7t=ORc3tqVd4F$$bP5Fk=q&;V2)+E%4~)JbEe^(Kn?t-ERUfFM6l_ z+C~%fg|Rnn?g1y)<T<We&jLKnLsQfrIPP<c3(x=Y8xMyJW&ip1(m1+hDxz;yr>2qF z_YLv7{h@aRa2e8&Myjwz)U)y$cSOO5k<8rmCu70)zCeF|2|TFJ75P)QfD0*KEjj!~ z1pY9@TE!!CoR>s_TPCKMN36d`Kk^duDjJW)8V6AyM9x;zc0>PM(C=0C3iEVvM_JnL zKxgUi^<EkEYLjMf)hIrPp&@V1#6dg4cW9e+#2WsMy@!-rwXpx(HaLq0ym;V|#|?Xd zyYbOwI(ufo_xNJhk?nEhBf2BgYfOlno5wzR0B^T_dhymN#5I*!kN%jQz=zdbYD2#R z|D<hPx#tL<oTj03d(daukDljwoC1B1XTqEt-j}~-R$K3DXQG1X?P-M}_?;gnozbg9 ze<&K?ZVY}!>W$ciqd1>CllNa4JdM8ad?^k69@Lec86~^)P^Sq}lb#iIAbk9`*uI}| zAs){CZqNg77}_M+dKGoTTM;Q*HO!-GKQ55;bAYdE5a)@ZVeAtZTBj5NZnrlp>XFt{ z@a&##GHgAVV;tS$G`kCYz2y;~Riis$=B$4q1$8`4>rp4!AUonf?8mN%Y|Pbkojaaq zguZ{hdDa4TZ*JqdhW2gDk1{Q%hGG79c9m*pApG*VAEmV9H3Ro*2y#ul>OutidaN4Y z{QdZq{BWMbmEc~tNjikNg6ZF1gZ%K`p0s9YHShHx(ukv^nwW$B$W0?0jXsk~JCq^@ z{qs?xmX;m5ni;b+dfiQXqD0cvej0Vs{8Ix?PT-&J&psO6#OI@W5irht9eIb1iR|hZ zJij%er!x`YH^NCda}Du%*-!WEVTF&1clqk~xA>ly?~NRfgPw)wKMK`N@C8>Cc3jef z&XlCUnq$?8NKuhwvB<~%$|OpuXa9i*-Z(x)4O~b|`5@E3{OywDHmZ+4E9U#NCRQQn z&?DDgIf|n0cJG)}MPHZPHQpx&JYDjEN6y7y-~@lJn+c&`J*lG4d@Bcfd1LyXW61BR z2O96{0Ee>@q7@QG9};izFoBXD_59`efG5gMM0L=|p#Se%AE0mf^#=PJrd|YyuK|x^ zk4qTc#(f^YmFFS>{Bgn~xCnU0KHAY!2Eb#TM{jg7DWZ<P8hY-&Bm5BxzddI_+^o?Q z6&*S5N?c5~t#V+3zAY?7nl=jlIKrL-#}JP?D_Jh(qmJ2o;PUz^`phy`hVNw}*vnM4 z{px)*_9FEqo)~<9z2m;ei`_c@>6{PmJS~EF%Ez$c&<lR{7|X7Az;Tr+zlAaDpgs-X zI5mR4VU9Mw)7}T4M@y!~{;va}^(sCma|C(u&9l#!j4;>pS@WD7<}iAaKIjhk!l(K| zbO2wiGhugrTX7P7(LtBpbUW*uiQJyO(&ze+k6d(f0}=Phs>wI}Y>;Pe$dQ#PVQ-`C zHJJ(MzV&Q+Z8q?8mf9vQr_jH@jGupf#vS@?lAdf5=oo|kNRL_tVE+Z_Xm2WXA_sTM zsdJ+bxX9r5`RNawQ^^-9Ykx6U|5)|Y+xO5T)m|!p^a*iN?M9TLnIjRgf1aPY4)Z!@ z#>#H^z3d|T{M~pCDI^b5q`!f$t#wYkg*Zs<tWW<H`LJ}~BZdm(^-vcDQyuUlj$f=Z z?w>||($4z*EiG`}aF;$gcSnN0VAJ#*;;7G@!taGT;0PNte>~BbzOr|AEa<i)R0lPe z=|7^bj?9REDC|P$KmHUfRR({T6;|5&;7d-p-zlV<!G4)>D_!bM;DN&t6i;wpnWMEC zC*EUEkV@Of&?|U9GX*B%=I~|T{u_D)^~gK*=*}`{7eYmGD4QI8<mSWf4bOD=T6*$) z{O7+LCnDaZISo8UT0hkc-(T+Yl})Oj@E2q1;Tl~<-dLfD?2~}cAH8{m2nF89QSsRk zdpE+O)@QU>7&z1m67|!MfcF=hl$4d=e5JkFk)MI*JUF+w7r2$cA(^4_cliH}UaVh{ zmz8yMukB94oKU*v4PWT5w({sR=D88CO<YD#hJc^h6<4|UDEv-m+%!qsp?|1gT4l0; z?uPG*_eVC&@3a(l-n$MTB+K-5S$qy%s-Mwmz?c5hQ&$K8Ugh?g&+GVO;HK7r#{L30 zzshAcyEV}d7*=!ZV}6m|T4;|v?iYXIXV2P5;J&VRSPXg57h7u{J<^JJ8aa1GUB{7# zY*!8Agx*7S%C^S|_o`vyf<^pcH~6WKessrkZ^<G#`T}^OR6MQr2lQ3Ky5lmsz=<2k zCR&})e{UaW3OMKBPB^H$8FgL3eD%6}mMiiyGd)dzdae^O6_Qfdp^d&d=Q4{Kc!p91 zqU;0k>SC?Zxs=23kz;u-c$E?SWzP!{@&sFAJyW*8G!T2Vrj^2K;!&Rl9pMmofqlp= zNoEn^h&M6Xe5Jmab6Pj&c*h6c<;v8PH{gF=Q;NOmpod9Mb-7D|K0fo<s<<Ev^3}sx z+Yef}*JmP{ZmnXj(>mO_2fSsnpv;w@cn`G$?@q@;uVr+|CvFIJIZdXcAt%nWcH(gA zzj@%UiJxr-=pQcGy`fa<bRf11f0G{u&#GtBv?t>M_8#Xcx6mLjOe~gVyst-JES+sf zOX*H9mXmy)amJi;TehVy_)itBhkP_A;nSUM`IHPgFL#bf`ZxnS@DVD)Cp0iGo85dT z1bV)S`2pr?F3d5XVDjDrd~<7;!ch_QNy$DJYgnf236H7~&j-L!GglwmP<f&cBiV29 zn;X26>h||Woa^+=4-M+Yh|kAn^-Xjg2{-o?xdJ@j&DiI@s<D_a=F_aHABQfbR{0R^ zFU&JU$_(>=gnuTf7y~Q%wDN9qNdZ;p<;q{WP(m+e)xUT%9Qi0|iGqbH4f~|kf`+C~ z09QGD)9AuF`2DTCm3dib;;-L3o|jVKd8n*RrBEL%T#%Sjg<q8WnU(h`sPBX;gJO%- zvDa!{{MU<R>`$@R(LRj#%aFGf_>l_vZ6nRn6Sy7Qo7vZOrocbantw~~{KwbW==Y`B z6S6n1Kh609e64a!^9kyZCt7P8$G4!5(s`&`^#Hn=^mKo(1n`4&Z!;T3p%=&u6<`bl zUvNb_csK*RuYH~p1^UNxstI<<&~s$R?y%f(z=>E$xwka50iUE*@10cB;5Yv)?N|g( zdXwXmIO$j5F1ots4=dOaa(nlYt>gTDe*7TmNj&tL8@CEf(LaQ}wr}xApVqe28}%Od zqF}4(<1-3p;CsfclfboKbgMn_J_X%+N>fTi1oo?LzHHCN=Z~8`KV6IS7oyKXu{eP_ z1FA6-3H)4fiwvsyUhq4~f0_L7{9Wna9y*V`=wDJ+4hyuw|Aepnzu(mkM3G~4B^CO2 z?ittp!HV!buQ4%hx&uCtZR5A2lRMG>+1<$z_<@j&NkKn!Mx_y3AvR{{CoEHM?M5E) z3bM-2M_qWLXrd+QEOaaKJeLanFlWo#IwTGL?PG_~ow-}!^(|!*3veDa_YaeNRB<PE zj!C((qYsX=l()<<bR*9G7xRNt61wh3Cgb@N_C&fGiQ0d2i2qRsR{Bh!_ZgEa>AU1Y zY$+{AF`*x&@i2QFhkEmPOG%eIo@dS=)#07si~S#3@jH{*5yPhpLr>y!=5^hwy$<|p zsxl?zn;hm<7A#HD?>Q68JTgnKfKR<mzpQqJ%Z{j}GHiJV97cM3P+JuG-}85P>ezsv zH45$F&_?~LlpJu)v=VdVck=2A&_~O^8Ay}C`PRGAdZy;6D?#EBksWpxyNdHG^3L7D zT#E8@+b0gt+j8u<e}w_~_^MA^qMQSv`A6x`#0$iEezKJs@I<l;?mOmD&yG+$I!1x{ zEY5qQ@{S(xJ-gXv#E3sP^)#j^^&WJjPvY}<IDkhTu{*KP6#Ig94Bm}Vf=;|PgVzkW zyA132-%#uUG3yF$Jb3`P`u3&X8syc*7yR93sAJ@6***_D<Gs$$ADH1noaD8=6^ec@ z?~vN{Wl1MurbTi`CG^<hA~S`@(XUg*M5V4C#`ocke^iBjZ}V5%g{nsQ`z3`ehoGPA zmUy&QiF^`d>9kg2j5^Qr;7Bp>l%`Dw_URtno7?vpx3uB+c*R%!k2ZLMLv;T|UvMPK zPyX>fdIoh6KhyjN7wG10rNp;0LO1>~>1Vtk_$}*mcQT-R^5$-E3PgWcWo^n-S&F>2 z6iZ67f%-IRJFXOQP<MW2{uBIuRrMxf2B0hEA)GIs_r!e2r7PcAKEYRW>vc0{3-+u^ zrU%!8*C;-9?T<eGDHNo=)_}fotlRglYA$p+-R(ia51<3~cX-KOj{56vy*3N--bMhW zy)5veWSWxEOTfAK1p}I24`5C(_gYdrC(f0P0M`)us_w7%uNs!X$E<fwfaN0e!!I74 zbUg$9-ebi45I(=m=KfoyX_zk`<(v|>hws{0N;OL@^2{}h^SY=5$*<}Nf5Y=kHVMgc z!#&u_nLUyP9CU8(J*l-F_|>bCZ0qQU_I^lO?UsXISjCMYCENqwVmq5k2I#1C-XtxW zVBd*+>|A#~cnsHH^>1XMW9nVHd~_L~v%+AK3%b$X1CrZ{nD<t-x-KWG4ZLT}tH-7k z{$~1aREw0DLs$DeRe^k2aoYC$waefI61)mWkw+Zn_x!g6-hB4GIepV*@bDhzduq?X z$2z;8G7|G73bZ~&WYBqMzg_=*dIG+2FGM#b6X6F$Q-1lwiX##8NmWs((Sf)avSc|s zfO&k4mKqfc@R#DQZcnO#|4Xf!$W~#0M&a{rmi_Rz2$|AnMSVWPd?job>LKl)WL~Gk zfE(m*IL>8YPFwlJ!&jE*8%^h>sRccVwzZA*HT0X8jtj@x=>xY>yn2lB2J+9Cva-`C z`dO19A@MHEqs#ru91e3Nl5^b-2i3b0QA2+${`nA;baYwd(?GXMm7ikaiuuvI>Q@8s zzB(MrD`WBbM&*pnpI!s*R(kgv7vix>$+5+B%x7$R7Dl!C0N<@=Bs+}yaEUK5_Gtq2 z6XKuxlDaYfx$lu$9P<9*Ox~|i{k8<TQ^<~~Jj{VoK5r4kJe1mkCuzb(;FquFlK<_k z+F*)TVK4^1=2tjaZDCKedGbg}U@pb9#<4^hyy}l$|FNUyuEY-|%XZ})=<by1)9QX> zPt|Sf<IOGLyZZdQW|e_gUdm030pHI2l=XGjzr8>KuUgbqv0t&4o%brE0}))HAR0x1 zx~Rv5yy6Y&^rc{)L#^<$TxAM(M;xNJd@R7mkABNgR*3|BQhN=JdJf)y@~W_DNELkC zUTX+tf(L0dI=!4_3VrI2XMe(>Zw&~(&LM+yEIrDXor=0=b$O%S3cAF~pNlma(B=GL z3?Zw-K7|V2_vcN~w;S(M=s!g5L5y0=Fy^O2KXGv-Z{dp_@wv<4-RPhTLCSe2=@j^Q z<9D0J^Qgn0@4YtOybk{4oK8s3OZe@O`<zI^bGgVo@U{pzuc~6aFKH3xiwZ0%%AjkS z(K#e{5$AzQW9J@`e&9IK|2gMkpPBueSIujv8=r7org?+9gXf15@1H_^?oGMA&u8J& zlau^JCkeXfdJ{^a-KcLh`lbR*;T!0!uY27Tb9F|$LT&II_c#ZL=Xco?xxqt~HWJ`B zu5@laJ_w(h1FH9b>f-!MRoq_)!(6O}%3jO=fa{FQTF@0>pQ_Ze$HD{fgT7g`W#A7T z8{Hd6Bk&h7>nu640hlMb)KM{L44xy3Z-?F{>Ht$`U+;D7Cm?t26hc2NG;Ay?j<|og zWFO^g4$Pa}vbBEe58O+u{>g9j>kHF4w)W^J<NP0t2>}O~_w8^sLf;a*<CFc3BjD#Q zTo#rG{uig^M|2>stL|joe22K%{-e5%3w5IZwqw%wUgRhH*yHXepx0>37F^eY-@p_4 z5{gLpV(n_~%cDb`!ZotX-30kvR^mAy>W(kzuUT)S{ymRP%+#od{xDKSbyP!F`1^&_ znL_XpxiSIn`+<+{Cy$pb1W$j!wOQdM`eN&*PoChRii7VY-8_c*<Hd+dkB9Krp!R26 z`hxkEtm=-L3G7#hb<6d_&$BYHayo|i#2C&q?3Ri=@gSvdFY1b2E9O)FA<$`r2KIec zM|?QeQxo0|ytu^Q_@xZ$=^JSc)2Q1j_8nJWL49?Mik|uy`W;iVGRc4ScdX$zD-~r& zA}VMydh!tb^H$a)LNws>lm8*p3HVaLO!%PEFYMt-<Cv(!e6P^#@@NJxe4WSod{nL> zPiy2o7(u+c`tx_Xy&~?@S6-$hU*M!``u9|=(LV^4kDW$;N_p&5=&MKYFa7xZ&=UHa z_xCHg)RdvK7G}Dxd>=e#R^w7nAbh{~DY37EfAc3g>QAadSMmGCJ}>lDjfT4FOUIx? zpLQ)9uLG`EIK;lFiM@4q1;YgqPpoqKGiAllFFS2`N2effa#$#ECcww0C9sRT;NLun zeKi^873Mpg-Q!!~`|J^xJYo%hAqQKB@ge9A?`PXE<M+|~9FN!IK^}GdxLTItLXb%u z=DNg$J)Bc9{>P61=Q5!aHo&=Hj^j*jWkdaD>i_eUJ8<XT4+`O-n9EUr<{A&YDdn=L zx=S|VNvhqiXTZ6?Nb2l0LESNX`iA2Jd|!!SzhITCn2+=lyYi_IIy|F|f(z(x4N7ah z7=V{Be&T;};yL_928i_E(9O*6=zqftUzfCcH3ktc?477ETOLGRBQ)KYsRNzT)jNS- z%y18bMk`L9xQ9MKLX%72JMdw@Y*QuR*;U{FGD#y&*gTFu=je>N`sCZ6&5#e;A3c6w z0KVKxb(wzv{e^wi{tsF+=-Ufr!mi+XXuJEf=32s^gEnR50h0$o67=rGWEtYO<nhL- z1=K||@;<fL=Vvu2aQ($3{D4a8*7biQZ_k7Xe!mCZYJiXIFMRL!jQ_nUY{loL;$$Q* za3|=B$Li0h!>2l{eJBpN_<>!Od0RFv#MGc<gP9C)eukIiFTK&nSw#y_F~digHnp2Z z$bl%=HPc!yu_ycv+1#{8AN4)oYGsAefq1obfM-SlbF8eNzD59-JF}^DqYmdWCc88K zCZ1C|-9(5Abn!VpT(6T*pGBVEbCZG^{ymA8zFh~7JIk2zD~T5OLGr{dJ8I~Lm&SjS zCWC)I*vEI3+J#7;k*cl@L7&#UYk!3{^jncMG4z=0T)sm;V~O}OboEg0ci@RMW%NO9 zVorpacEzD!;Gi}1iv71x4_Lc6mH#(kOB~EpYuAqgAElggSDYX9v^?F;iel7{BI)K| z$r0~K`6pM`pr?+iuaIa){P>hmWQxy!zM|FO8~QhHE)R3_TiByoZr)al{Pbkq#Blkb zJ;7AQSVM*Qaqk9I@~(5>N9`7qn{Yp8Xm{5+-@=}|g?gj>OV|T<*tz8SDB>+$Lbn(z z?q{_9^Yc{D<MdDZTcZEGyU|w~fpdFI?@S!8GjukowWkcPVSi1~i<gDvwnRVypMz~X zaJ$<c@%*R@^4@<+q!`8L`aBXtKMo(H)@Nnx$OA9dIn^fv;P<2>sNXA%`Q+w`El2Q1 zcWQUd?FzFcdIRHGMv!;RJPcEZ3!wk^xWV_YpX(E;omD-I`uvAVf$JY9!dmQ}auWRg z&a-v2>h__}pCGq62^_7km(3*%_ih*2_cBV<0|#ms5+6eE<o}3w?Y#9ryz$}X<Q4F- zqK_qRBj0Zws&AFlK^@tgkz&@4xyaY^z0Vd=f0e%1xvmSnbW!{rB^_7dPxQ#PcLjXC zE>Y2}oI^f4P&V@-9`UD|Bs&7X=Sj|mX15ObvyL@4b3S$?ba%cLb>9Ym94lzQ8+wi# zv@TMTskX$c5DJc)<JcE*Hf(3Og*74Gc_pMm89tvgm%jd-gkDw8d2-hU@NgS81M>-( zpHcrKsBDJ)S95PSu06Cv{Jbk-gL=GELoYb-s53Do(z5sz@o2c3{bb!G>?uxPV84pz zFZNe>@_Q-jM1Fy0wI}G?xPwIw+;<~($=oK4Yp}0YLu9;P%buuv`AJ#>z9_j*N&VWv zvoVTSZBR8pSJJt1K?={8`;N!SK6<>*q{_xr)EmQh97<m!|3{bI_wKuDOWe7(G<jYM zyv-4%>j#oC7k_HXq6dBJ&z#GYQK-|k&R+32(}Q?bzdUJp2Ks<SH^*-1J`@i(K43td zPQkKTZCe6gg83g`RKPz*ZwrpoBM(KDuoRxwN1QO7IkRIMe?Gxe@igN7<L4rtk2Kr~ z<Ig3NcEEA{zrOwwjOW##6ZP?*PbiJ;;H5g?s8o&3#C#!e-}cJ;tXJTFd)q?zKV#s` zF9rTI;qx-au07=Qz&;B9)h#XP0z$IQraRf(iRr)R4^VW#-%gAxO9J<rzD=%kXcayX zZR}^1uES5hxzYX`;-+<uT24nP=AaJ>#ZW-+ePO3n)*R;F3aYLjJ9!&EkKSLJN$4?e z{G{c_7ccmXL<CW8dE)#C1+Se(|JfgO`l=TE5&9?OC}z8{_u{Yl53AqsHS<jQkcGMP z;EbFkJK&VYVL8QuxzIl}3P&Bb#lEDm$Qbq8z)?bbU)<7$&ULojcWMcHU&r3x4Gjl> zQ)ARR1m5*r!!5ZV$Rq1_8K=Hq!QAMSrdvxo_QK|u6#jgJ=Qckr)DAsg!t<Cv>*A=> zjh*-pXF~UP;Fg9p>e}70o92%YC&J`wOLqXTIC{IGIq8xkL7plray|CnJd<r|<{t3v zaT$Auq|u+u)_8Owe|}C%P%J^8{D$--M?B6mbY-9RNMe5Ab#V-z3F4Q}pSGfC?4g`< zdZ8+BM?{snAKu`FKIA|je}yT0Hp_wqhz2L(ow<<c0P6U6B{UXXipXzws&h0dkmrA7 z@8<^pIBQ=!7Jdr*FhmM1;*qbUMQvOYM=`G`xy7G>_;q3|UhWUhpZW!kV$<S(dt&$8 zCkOuQQl~G$6bijzac6(Um>c29T^{i09&nx@=Ob?W5EtoJvv)&}JlIeZ5!r(0?K^fy zl^=61T0feYg`lsSI>2-gdMP1_szBNo&<lM$C+ScJU8$k_I6rXuUx467MxBVXK@lqn z%#k{-pII67v?Ca%TErbuUpo!<gy;!Fw@xOMou=nbgv9FXF1>>}%BOPQcY)X7+&88D z4SC=0ywjow=7DeMK4;lY4xLb`SD;-C^5~4>WFzpn;$9NT`_NIJ;-)j~0`A!V@>=W> z@E!{JL$+0@ho3ANutk7p$f}Q=*&ak6N-@E91aUh}$aOUoxRCYP>v}dCz-9K`eSICc zk&1zbS3@-To0#(9yT~Wjn`}H!aPFwsy+=<=!`G##&%G4!e2eUdy4o1#EFZd0=NQ1p zt>);tBIqVFqnXdYG{ZT!VLB|2{`$dJcD6M5rN#f5q7egrd&u)p^Ys?|IU&;)R(bgC z2yf(#;QT}ejGYLofj-w+XnyY@?1`O~KUKvFpQ+PM^tqJ4`QCiD`-e+L7yaq~!vH;s z6nV<ENc5kI9x0MjE`-9xzmJ{U90+QqcfTe1T#4mX&%N8oGbB~I-$_Klr;z@oa7Vwi zk#EQrj{GjU+%ay1c$rCh-=7oyvB?RUJpTzpuU+$Jn-TZ^f@Pgm2<qqDKXk$OxZDZH zQeMv7c=*GJHDtfS^EoRyI&hrNj!;nMeYP9;WFqnE+fDF0^oic@_q>PyO!3d}7uBFY zYkA$!2fSqOc7WOkLCmR*EQtu94i|r)<iv^Z^Kb{{dmk3?hdzmCvQSsW{qR}Ts|226 zP<W{ke2r|=(ONsyLA6rktD&gd6CU3u)gggTtdifYh6H=!=3oD}&oklg@QypQkQw>P z+MzlT_u`eGjquYe@H5?ZSzfsTANx_=>m{haMnByM;W-L^<I{}lKODDuv%916BYeW7 z|3tcjPv}iKP{n5EM0|6o4+;dYw{VT>80BvGTDDUDh{4|@D^FR=vIJlA;cK-=2=2MH zO097r{2n4|W0z;4k7(D3FW~^6HE@{Zw-feSUyQSyLVP+A^entJ197FMvf42p{sq5z z^O@akhy(AEPFCXYz3o`}a(V#u75VK-ZX@X9vkc=sf!i;wA02IlPNhAxm+gHs`g{-B z^6abj*c&?2atyrME-Tv2iRX62#T)^3H{@dt2iYaQgW!WFSrkdpfAJ1g9Llo8J~;mK zHIGg}*DRasO__?kwec}p{<a%IaYQuB3*XmM^YY6eobTN~|J#^0!$0?|6<j1oeBUw1 zrQ!p;qr-e&3w`D*HOE<gPMl9|!R`hIcY^pNe<`jObE*t<q}0X0nRb|c>(E18a+PVp z_AK_Qo104>l!8wG6UW6CFX-87!cSD6!~Pc0o{uWP8~a<0;~Su(bk%)v<`w!V?P0h4 zn^%EPd*4x%zm2_A`a$B0;LY~=1ikf*$6PL*snLIe;1`d*Gu8{VAt?7bl!)VV#b3E+ z#f<vHR7^>RcMd#W%j5&S4$Q|COif99qn^4N;9ZQqtp1lT?bUhgty^dIi-j(zg6DmV zM*;M$7yVZ25jV1n8=~}Cz?-$TIt<|+QTiqe$Lz#h(PWyy72Hp;jJIcaGT~ps9Vykx zfjUwBt>$VZ=B{09%%{<}h`1<3YT|QD*fbl_UIvb<?`xTn;7HtiKUVq?eOTs=L5qI$ zVFHN*+_XjDcV79H`F^!0s^2i47fyj*lv2r3cpCFH`r2tG!11KS|E^c!e&h!T(7cR> zj$_lt<yZ{zW!(`UE;8hECA%l~=tFb+M8E$9?{GNg^v7oO!9GPX6^Frd{#Nx|Wd^Tj zTmPjj2YNb&cyeyKE8t7KIOI~m(-|i=sY#>Xd}FsOxcmqDYa%L8^AhmvhIL^M)E{$P z%eU-@u=hQ=bl(Z!U5_8eeB0*-UT@lY)~X0TnZK+n4$a|vCiB|=LOuR1Fxr3A4Z2@1 zI|)kE3!1hILx#X1PBH}k*NW#)a*=aeA9Y#2YgMHWcokpkdRs+hy!Y}B&VPKOPR?dl z2>O!c<WSGsYrx%?{wA9@0`FfBY8vT+-%)m{^%mv~|8mH_^8hZm6nM^j5BgI&lSE-H z<bQr1#h&;LykBLu2f0narAREspW}Hm7EQ?JD`Fp6HRGxsKL3eF4o3O&_QdnCTRf9^ zuYb+n-!`!auE@gZSdBR#u?H(<`M|Ls@bT}win%DuxdXHmHo!G_EhQ;|Z!ytK(iVHe z_qF<*t}=MWqYko~40+&v9-dr%A`8ER4z0{0;DCJd#$=y5k<WR)Rx2TYU(DAXzBvq> z?+HhzP?;N%FdZ`!q6J?bI&7i^uff$powD-!pFfI^s$Q}i{5E7S_@JJdHI<Rbz5(1l z&y?iZICPLREmDsw|LwzTTpfx7o*Gnf{Q^Fh`QO_=@-6<&g>S?gXJW5vG9R59e1R|b zo%m%%4nM^Kefujok4?|MEoh*R8x<LB40???ETgxyfqs@+t6)$U&pY#`>9ctz;5WbQ zUMi3LkD}|2$FhH;2$3WiSs_VCnUUnpDp5vJL`e4DqcTdigfg?!Aj-@hw~Pu=W@h#% zGC~Nwr@wxm_xE{wd!FaMzu)Uz=bY<Yz#9t6&&z1x@6FoNCw&usKFXU?xBRe2jHD-; zjoXeOZkC%UBxAn9_O(!m1#$*X8sDV5iuvvxtvnuGPQ-G0TtX_ILrr1zbtc^VN4Bj? ziot_XIz~@i<p(br>`G|_UGs{^2KNh`OV;e7s0R4H3^YeedfSkP$8)0d4seOC(ap}K zlQ_q=L#;{2;a|<jiOs_2xlTb{F%949bWp6w0&qFW_xQ;7$N}X&K^!ylfIq2;^zMYD zHDO^Oa&aCwa7TI430HC(!q;haYykK8SLr;nTN>5`-N3Q*E<^b9zYQ$f!sq>KiRto_ z>&RhXXHq)pkN01zz<U*a>!H~*4U19W+ZV!PcLB%x1R9nm7a$iXqd?$7haHi)oJ=Ew zb2KEm)_<PPftX`yD&H(bK9Ae3zk>5t#NVOLQ!UUHrV_{Y>jEcftJ56u2JUG$`V|!@ z?@XAprmXjq+7Y+%t#S?m*O$ajcwEK3^R)ksNvt*e-Pd%aGbMocrW}fHp0+{WxT{dd zdH7t`1g-p#kCCPt-Ny99g>bc~Qc}h9m1JIt6a$Z%ERZ83J%D+pJ9kJP1YzFy-1Qx| zz^f#Ga?icR20mAPEi_vOzpLGJ&j$P?;Vi0YDXQ@A_&mP17d#;MO$*JCeYj67yw_sW za39}2_Wm6{kH>HE%pd&tbMvJs$M(Zlv32Ec)MqEcyWoCU+-ZDH$9=(Jz~LHCXT#?3 zo^)QN$o%unhDeX8@nu6_bnh+SOg;Q<Y;ts!^5za0HPgDpy7})uQPN0w51euLF|Bz8 za{ol4wvC}<EpknV$mK&PuRlsKMZwoQqkF-v5%qOl-nr-{atifsaK?c*Q8||>{Z0|{ zOj~D}=gi^zdvSH2(tc;6XH+2eunpepZmQ`YJCN_N<f#9$8udNvLxX`g=3p)!&Y}Uo zp|iDX@!wu6F5{9@6w~;=+aF)i<9;69qmg`z0(q&qZ|aH|FmFd2DQYbD&%aXnbOiV< zeC+o5cjyDZQyjapbjF(aY}Z{s(t*C*$m;wwc&m6i27z3CXW}n~X#an%@Pjdj>ejKt zzb>FXC2$lxjn%0B-8sy=X`Gk420z%jFU_A=@x9B#1CGU^KXGVDI<JKKPiJ<2oKw)5 zu(;B9<P&u6q}`TNXRbkqudJq=0G@R^8lSG^3Y^+v<I?;FevNw}QD@P|d<{C_Yafoh z`_<cSRlvhM8dH%Q0pNpQIn7a!{F|eElrIWiVBCerb3qWfT|X6m$)OL_;WrohUTuNA z<+tjYN>;?f@Jfb^4d``0<y08xpyLPJH@k;<hbdl`c|LLEw#t|0oXA3d>mK1gs0mzh z*7kk{aMk;csEIeoFWRP}l`heSuO?*m=D+tj|3KN%Q)8IVNp-*Ig7Xq=Z*qPQa&Dqj z$a&Mj8`i4Ph8(&J-dF4PUWrP~)6l=7nL|I!%v|v%40Z42-5ZC>e!>UJV;%Ip0?$#& zdHOo=!=q&1l&8QA{PgT51y!i4p?_-l$Dor57+#A&pG5L?w2}h2)R5OrR~GoaE7a$$ zbR6=1t_q%@Ks}PQn7wgB6n<cjA-7BLdw8e(92f^LqPJohs2vD@=Zq0kEd_ksa>k9j z$DxBz8~Sl7Vg69Qb72Ob=M96WS{Zo4T?gajo`9E{m3%RzX!Q>-h6!;%=T9DHOV?|* zMy@N>J|Wb%pI3Jqa|4gF<n2ySJ&U~*N+wpD2knTHwuj&AV_%wWHG91*?z`NSekM`q z2hZaCgFlqO=NBtd@D@2cy)3m{dxfyqHnnSC51uz?#N}Ak(+)&1h3)RD3(z;;sBn?v z@0Yw2uo}IId=Sg+>QdC>=>EG;yIjCqFsgUUcOxIAT>rZ~d_!7&?ZhJ=>=!;JAmg}% zJcfsdU;aD*eK}{eCxsLH6b6sJQ~3(Kx6XIr0N%eMoz#Kmuc)K<V$Sg3d%S5gCslx+ zwboRk9o2w&1LJSyk8od3ORo4o1fMS3v?iO-fTmG1Zq*3qtyp39+9ACE48EhPihRhc z^wK+%JOjQxg`ut45jvrzsK^NF{NEGFq8TI5N$OseW_-kZTbjitBMJYAB+G6!+?&gX zuAdE|#_xD0IGY(fe3hGz3_b3%JlDIO(&&Gzd(%mJ4Uwa3?zGno`1o3Z$5Sof^gUCz z#K@lGy^!HhV-5vB(5P9+X@GgCFd+|~V$7jYu3d}tw<IEz=i+pBTM<ICA4lsCfzMoQ z%6|;M?C$9gWUn&e`!Vqsxe5J?$(~Ep{RMK8M9n+uN0I;WCXDxqFmh$-a?d)0pC*~- zuZbbS{#(w21<Rk2uO*lm@eK7Z#FR<O80XiZXXC*e=s_(5+XHb9*e8AIz9;Vn`he_1 zU(|+>kLdTeSsS0fbNjb41N4)N;zNnw74Tk}KPwSs13wyUdiW?S^f29X(F+RT1H`F+ z3Sq8_es0P<VhKF+C_n#sW$anyYQANp0v|8$wjJjq_{H2zr&6J#PusL;PoWQ9`;axe zZiIdGWH+RXfET1%jVtI--?|o4gRitA*RtL~fv*6%eu7X!JNzzn8l-D20q_?yd;V;o z#D3GMn*(2=QwW`?33COX{p@G`M`}U%zKesI3{ihON0~NWy@W11vNcyoV@;%WDCXbZ zf%+k!=pF(6^ThZO2L<Sm4Xd{)9^yP2mM<|fP9ZNjXuYbk3;A$V;Y?AuAIcXVvg`p~ zJQUw)|A-6u3T4(GEG_@#>+)wlT|qrv-XUK^jr&|wGvaLu{#>m5rV;MzGVfQxw%WLN zwBJ-Ea{`a*?mYA~8#xrVVwFD5Hbm{T1Zj!@@Vi*|P`DiC<xUvI*7PCQ<TQDsBs+A7 zrRz2S_M6a@Yi{b}9II}}(UihpANiYgr8Nz{B@Ul~Mf~}N#<P5_B<Qn53o6vV0@tP9 z{^%(MU9MzDw#6&p*~?LS-h>Tt<NmvshLqSl*x6^#tARWO=?C7mbm0H;thLI10T(`D z+@Do}d+ppFg=64@S6CMQZXmDWDuwacFZez!Gy>-i!XK0`LaVP1URU`+?SxDw^4&QY zip_9;&h+g)<4Fd7B)Rr>%>ecfTNqO;D`U>DCjYrzlqK;>;o}uc)VU(j+;m~!S(gN1 zzxy%Z$zI158HZsX>Jw+j6y(+h8Csf)W`fW0<uI#+uSPKZ`0<fb$eGgfeVrAGd7`U} zy(;&>zg}Ft{?FGTplPR63H>5CmtEAZ0rS^hvCmeMz<+w0u#8P$@25r78`*fwL0J!3 zje)m}wvL+#!8|6n#{&wME*m04x`In}26L<&{RS@Z<;^g8QTZ@qzOO#LQ^U>?{&3xq zD-6&#e%W1Nj7NXZWFT{*&YBQ^OTOzE0ezF!c_lv?{*rsy&r;Aogbq>t4FKLB$Pc+9 zhv)chKXrY$BXlJ5ee8m`2lUicT{LiyMe0dQg%ao&_iz1-LA^Y4>&=beaqy`7_wnut z1U_BZBC||$BusgatCgaUm?tee$c%evBdzmx`Ze$%xvF$t(4Sj=vVLBLUt3IsZ%;Sg zmn(CjH-)R<k3O7ulAQ~=sP8rx3Vgx83EtA{RRv#vy(?eB1-U(|D!p;rm}isvQ+gS^ z;Ek=Bug3U1-vktxzM^l~-Xh=Y=V?o5n#b;^V6`CJB$(4ahgcK8SyH*l1i^bQ-is3f zPONZr;tX6tU$eGw(F8ojf{e=nOB&P#ZhL3fN7yHjIV1VyBm7V1ce1}n!T0G~Pf&$p z?y8%9|3AIkowvMZ0e#zzw3zA&GR#5$ByIFxvL@(zXY(%p06wASSakwEyqq?A$pz2% z0}tl`dFZU(<y+7BQD?4JjV3sTAn((0@M7;I_;~IJ{aDl!#djhe+DdlB>h}bl7Wg8g z3ogZZtb%7e*iTJ@xfj{Vtmy*Te|wyB6?Tupk6Ftm|E&W)KgZ+I{kxoq3D0+$nRJ+Q zmS)$Dbi%%G*EDU)cq_t=G0iUvIozLv->b2|1+U`p?%NgkFjz%H?<q24Z)W+fk2O;8 zzn?xjDMX6=+7GmJ*MJXBP&MwE{c8n(v7y2X@J<@~3uoyt4|M7F>P-b%J7P3silKWF z{xPBQ6cTml&?}e<L0={^e`#N|5d6lm+?Jl;pIFMI94=8}|A7CZq7rnbsRvZOX~IrK zSke6fJLo=?4KMrLfZsfWrSz3=10Vi8DBIMFoQ6}^=#u&|H(ty1<mn3hR*4IHbt1t# zv94+f?Sap)`EIo2L7e~2VJT(!(}Y-Kc?WGU=S%(c;kSSKRs56OM>xMc2Mk=^g8wz| z)2pEXjx;}_dNA_6Gm-m5k9$Ddnz;U<^2rzA=({{E%<Q)C<Jq)S2p`8j!5_a#PqAPx z7&ZUOq6hG(=8L>v0pK5l16{Mx=TZ-~%<BGz-%o2}UI2XV^BsFOMP#w(_l$!ti!J7o zJd(fd29BSXkJRTo30!uK>9Kwl@^&sw?<l#6dAq-b4VTd`tT4^m$}eKS$sIWs1Jrps zE#a(u_z#a1MZ_xCV9w!_^CKJNc~h6=(iZe%Pjc2}X7*U{FZDJ**n4b=OgciM06gjI z10AEy!25d1M!LyQke?;|*T~PylJKYTFqF--CO9WPYNz2meJx|=4K@J(!y%RRm<{_c z*z{K#P<LeC@QI{5qmBx)zfgGud~9<lbiNt+F3dN$6QSF%Y*?G+orGS#^SJ8Id0S#| z7Lji_7i;Ss37f!qe$1_Rb5Nf>gxxs&7BRO{7bf%zI8iVqxyixBittiZ7e9`=5xY3G z9s&M6c>k4nBk)2~yHj{2z>5gWh_39^av~C(f^T#yz#sT$b*j3}o^T5fXzd|GpLyxj zR1W$QwpF#KiOJAyZ$+7F)4)&M&NVxNzBRMT`)Vt2V*9Vw6s0ii;~0Se)Qh>8gZ?CH zeDGD2UR-&a3!f7=6E_=pnThaBx(`~wZGLPnCom6kiP3?47<lhGOCN`%fHUUm%_Qof zlW)2Vgzo@fp(oNLV~^*%x8YikJNheUe~x8V0b4?Mn=Aby=7VbFsXO!V91Je71h)P2 z|NC~Ha)AyK*<-{}DS^E8YYz+FVefKyt?G9}@Fp|?TQg1*_?|6h!&AUJ?;O3~UM;pI zHuUN1`}SZzqokhBv1xNc&S|l<TilK~rS!v<7=f;M_>$hscJO6iCFH_vkY5z=wfsON z{K&WT9}>)XE`9~WFTyZ~7&`Sa5&U$Wot)eCa4X`JrlniS4%8z9_8hIlPDJTh5@w$m z@R!d$$4=-&uX^&kSqr|PKNWww!l%Ha1s&WH;DN95=s5KY)GO_FhaO+>+U<K+Vg=gZ zi~bt6eNqhjRZLV8#(|qZC)Z|rS>bn2e*B}L5zoyqeSZe@($NQNZsFj+ez>L1ui)OI zZhNeF^szPJ`?I+H(@xCIluI3E&ca;2Tw888aIi$L`$#(n>Xu-mH-myR^xq(V(|xFm zuU>0gHh|}mDcY{{uq3+JdhROy<CPw(oT__=-+M$P_Q*5jsD2UCIPea+9ugJFjUTLu zN2>h_JK2ykWS;3)47|BNL}UJ-y#-;l%pJp6YC()96|&I0MqM$!8KN%(9_Q+&|4AhW zf=PJA<OS+i$>*{ADSpu57aejgKg9D{t9x(y#evv;-NSPI3h<%JkAaCr<YFFw9iDp} zc?~cA9-s-bBizRf4dz6UE6o+5T+fc&>yrm!uk^sD+_h(e3%pM%lTp40`iDpMaU%0L zhncDz4iexeE-;J-Ed&1~M>CjFWB&cvh2WBD%$?D>h@HQVbG<+G;mmjd<_~v0$?@NV zy=v<c`&Q`STexB=`!AoYb7gGk$0sXd-)jzA72xoK6)sDa1k62e@>+<2|86oZC}vqe zUd!9sW}nBvJ^a<Hwdm8goR>zXc+s~e-PcLE1H9#SYS;z3mqDZF+cstBw=C1O_sX!h zv6ds|JNWi?FN2-y0XBqQY?o35a?BXwjkfc=&_8?~aSvpHe!v>FY4O*F*exL;^$GL% zrd5jW(O=*f>fLBGHUvNPN$1NW_<3H+npKS9x!8>hy-<ekM&{un%Za(h<csqozwq8! z4$V_5qW|i-_lM=umNl^?vQ+xK8^33Na*GFem#*FA1+Lt7M3~WkVI(S;he;_S8_NUV zw|M5rhj!$pm~CkN2mW}PGqpJuI80?|-qZ^Brc{;9=l6e+x7J$`tN`CuL~!D}G4P{X z3p16HE6`o;D7{MpuH(G*D5}06`D?T$)-@?Mgm6J^p1?fzWtlUrJO}@AZC2=McO&#> z+Udi(UcmiBrZp~<*z-l~W66Rpxs_qMzmXd}%$c#!ljNu?Vx4+*=o3B+eLCDIfc)Al zx<gXn(Ns>#EQno1-psu1(ZN%|l_t65Gac}8#yGalGh#3G{q!rs(CfHQ<(T#H!MD)) ziKz{BNaMh?!WwvhYsaotsLVSOg_dbQ0v^N9{IYs4JNmr2g!i>~ac@(7?|PO6f68t7 zSG}|q=zrL|FK#Jd?)~D9Cr$W1r%AjE-hvMq9S&aEPy_!+?tM@RI>Z@O;dcgj4=;P$ z4U*z>Y<teS8-4?C5-M|@6Ma!q$%@CM@xM6|ujDg@n2#u5=}m-RAxMnd*AcqZ`7=zu zvcQX*Uk6>}2>6|eGQ*xO<eyY`*~x?>k9ybMX92heqUh_-lcCQWG%@;IgucJg<p*Ui z`V@=ki`oArqaR-=X1oPl`zGJT#|t_`*7>`x<;^(%b-yf*)PmRJd?M>XkA8}B`*o@p zc-$kGEH2@BWx2_|U(<%pa!RW%EFbrCgoIxYaB`-~odIXm(|s0narZ2d?-(yg>AD1; z)TjE1fM^He$?fs#$H3X0pC6SCXhO$#rZ&{XePT8p9A<wX^OG08-rZvX{*l~W$PDw? zLM~yNGVsBzE#8W&MIYSE-*R-N+?vQ%4VvHi5;~=SO&)Eu1#v;?iy|%F7tVaC_s8HT zusU^mVTRg@@ST|#T{&w*jFlf^?!Z0xTykK+@;T-(iu<l#24A0iK8d3|&YEB%cyy|e zuTZr$N9u`l`GPM}&=Wkq<}vrlTYh%%zbq_z*nuYue%sx~YeRS`H#Ca81#cTpS=MqA zdkpAL{t3ojo2!N_FFDZf9!hl&U@HdxVKp-N?uGO8>f(1z@LE5<9*?a>J&rjn?4*1M zxk0K=3Z>DnF6G*O(#?QRu8Epco(p+#VntH__U%mYeYBZHeV*OBWJcv<4SwVmv9N)8 zRM}bg72xFxxnZ@B8Q?3erUb&li<6cI?5u_#{8zGt=@((}WEYMcv;GBs=)Y$s&(0w~ z`OaClWp?2EV^mwA!2RKDO%dO_k*j@LD^EiS{&n@5n28Yhl6V+iCtrq-GoJFSJKn$3 zYz)_T;r*c%e7vkFj@%Gy62(Tm9|k&wH-ihoKXZJm&2xb-uxs}(ZFOtHlw6AHcnSPL z)Yp35QO{czh^)R#c#gl{y%9n^Uftt*at3vD_mWQ!MXxRKJ8H6B1^kTsgU4Sc72(53 z`tBI5i~Dl4JC&COe)cjt6G?IC8etNYF~4vQLu;vZ_aeuHrL(8-r42EE=S{?J_{|=2 zkbcZof$z6N#N?B{1<^MwA;ALwzz4;Hi&E%IRnm^d>^%x!{*6boiNK9dr03EnMew-_ zcb}fJ!ru3FvVnB;7nkL8w3BmzW1L33`k>do^k_YqVuAW%*w=l}0O#T3>&Sb&$oaN8 z8CZjU@7=XBfj<0BU3uz)Gve?EvmX_n&afiJt8b*VY$0!K-}ZS^-0wXfim0br!T)u+ z>@q`t;bAIM=79PCE0wn?U%UZdwKpSKhX(IS$al@Jx~MB*+d1`5;a~i-HgyX9b+A=| z7!d<ssSU@3D0~R}>A%c)fPY$2uL~fNw<E+G=e93-BTuWZw73lY+l?jl$i~BVgx|i~ ztcmEu(oX)_EJFWWZm$37CwRW%$!AqE6?TM^ldVkT5%4U_9W@zvzV=h9LG{fR#QKqd zo%!IG;s>}giW{s6bqCEzT6a9JwFmQ54$xnY?4we>4!>EGqHT9Dcm{`r#%JieoUfM* z??}Ws&zxV&178v`y{tEex_&XnfRrBmNZMeoV}zj<Q9AOVy9D|=VHaob{0)0sR`L=U zpv$Hn5-oZ01AdZTrS$9?=m_;%RZQUP#UAh^1*JL@{$K0G{_P)6t`5}p>O>uV6Z~HT zBYvNLn~e$JVTs3%C0g)n#2xAGT)XE;d^D?3EQVkC7~h5Q=}%5X-&g(W63pYi5Ffe! z3D3onZHv(gew%4e!N*Y?$hk;$k~t}bd_G?HE7H*8soJ&zA84Si@5_>O2M@LM%KI4Y z7WC0lflUE#_%DhFd2Yr)w?F1_k8BgXxnm(mAI|5?V-^J+9G1w#dmGY*fA7lf64gx9 zA*ZSnmm_fRDV;CoPXhk6CDT&&#rHfe_^|744f2kj67KAGz$fN&OXwrl=)q|+%2V(G zF$%{#5XXC=`J}0@cgmI+mSTSLUc-i%$Y$nawnU$Qtvl$;e$1`zijJzs^Pqmq$lS<| zIX$-jCP|OOM_X&m?1ytkM;XD;@(Fn;=H#4$tMFY8Uij}1d}G>;S?jHsUvE`ND_v^F z{`xA#KgqA*gNYzZ{0`jWN5T}gyB@g{V;A!`kblugFH-WM7;^}oLbNg5&}UqzC|YQ7 zPTSRMa)6(k&InFCqryH)A!92;;D&|w-%5D;9S9aJgTN6!;FPJEz2WrWWxb9Co8$X( zk2GJF{0%=>-f8{sxW6Qdep<HH+7QMWLrkKW3v&*O6iRzygI#oTByoe*L~EkPSp(=t zlpe$+KXQw&m}t)kgyP)Lr!<X_VJ`20+IrwU=s0rfHuN-@D{12nI;n{HfLQPQ|Mpo# zUmOlo1}>pwzwou99s0Co-RgThH)o~&Bx>+0iu7}qo&>+tGDh)e5p}@SB8!^<E{LM0 zV~WK+x)N}UGlvOt2qvy?&EWqQ>5Hf`Mjw}>r6_BSIfUL&CdW6Zv-bmXKWZPhA{uts zB`^(O|3ONN=4tRUN@Zb>7ye)${cZ{&a^TPp8GlRE&>v28sxt(9fSzz?<<lkbua>&u zcJ0q?3EH!5l$JPO-XWA3X-v@R?-_iJ1MgR-ynSj9^!x8g(XxA?cM0{HT9skWhkHq? zhF%G}a3`J7MRo_mnbKKv7ChSrrC~My1-#D`UUvEv$c<Bu57a>4^4W$WMal(xahNH6 z-s4=&l`HaY-GnX`%q_)r)sFb2M*WU(gOBK5Q`|FZ;H~?eWZB?N-xy3v@5+PUlj)G) z$t%D;<tEG2(AgGUjqGb|;IonXV-`D&9NDh}Z@q!zVpqrA6ik7OvJ2YPNRT^ZW|t}b z*^20RccMK=4L&K^Z9xX;FaGjdgI`3k7c(VELd*}kOs)LT5cXjbcgYaxkNj3~YAQcf zD?+!L>u4kkeh2ZK1~vFEWD806N$*C^TwNi%3mJR?TTh2xAGRS5A9OkJ4!lClCHZI9 zxG|qn9Qkw;zC(SZFOy!KxW9f4t_%X_{Jfg~Ro>kW`>1mGZrLH<b<EuC7zzANZ)T{f za8K+$m2x>0`kE|%;YTs}$IO4L>=3PiUPKx)dmVhM9OHh%1N>v(&OqLg^VrYvM*Myg zcw)W>`-CR&9y87Ay)Vp!&gXnB>2xOEZ%L0!w8FN8OGop;r|=KeC$)OJX#uB{kXUSj zU)jn?ba79?ez;DcmhbR=O^+uH4B8S&&k2bU@H+7&I(3`}oe81zpC@O|09XCu);|P2 zIF!V-(CD;1q4v_+k7~aS!4W6;jouUejh4a71n~9eF8+;nML#~RRxUUR{=%n%)W1+2 zev=1-!ULWb#0b;NVgcazx~^+7!pqpx;^lg_Zvi<}?8=W{VvbPrJF%|z&5<BjE~qbh zVqT%by1^9u!}DXlh9#GwAK$3|=nnn#jcjAgNj!&kjv^_YkCwoz;>nt)k=NE!Ua;#Y z>eD85UJ~y2qTH=Q0(@P*BfHMOI+9)FNyqvSIkPO^HzUAjJ#tZIw&`;qw1^;{n>Vm; zm@=k+3-e)yE`;!tO5i3@0q$uL_=bX*8&rXtF1-w5yl94fdN$%=tiw)3dtwM%J3sIm z#qmco)W~h}xN)W!zc<a7_)je0X?SF}&mDulBG)Cq>l+XBAOD`<T-58|!UeYzmw|`1 zCD)bXZ3$yx(a<Rc%(3`}9u)wOa5pOdnfs(Qp+|7F{&<7Feq~HhOWTInQ2+5&n*#py zj^ZJW9Pp?PUp$^WVBb-5)ABTUalws)5B-5->fdU#K84@Az-}!<h6?%;hfmlE8yiCO zf}#9A@SL6JtkslIcdwXypC7$}d4skeWF+9J|7*SL_TB@!aD!1_J?=4qWuoq$8@|U( z|GxV{R>WtGw_`(Xz&+g(B@*Zx{u@{7sE1!-9_wE>cOf@3L(j;21pa@g0bAoZ<R@hQ zcp<+N`Cot5qrB^^2nsd2l8jd5!Y3T`>_&fQWpDP%?}sf>%&jJ~GLE^>E(t9y@W4j% zmm{gOkhg0iLsn{yyoUr5e=_L*<=dq9t)Uad?no<?#(QOC&`X<dk9<|DkGsZj9s`)g zR30~B&MDJrI~M$?+WL<PRZr-3s!PhDwD4I}JxpY#M?Qhb9#7pB2ZHR3-6u!rHy6LZ zEw;Fb98A5l%U2dK?|Lq4uV989aqw4r*{M9_cv>BJa_<Q8(hqRG%m9D(Xh=b}P7ApU zf@{3h=tm3HbT!kF_hVq!7}nMce+9)++EJW)wt(M1EDD^64Rb-i<NmmpvQJES(INLE znuFeZ5qmhwX2UAzv3GPWg-53p_snQp#RmGAjGW=@d|u3-F>72nI|v>rvaK!({Ma5* z<woUC*x&6Ss8n_l=X9y!;v2kY_bZM*q=t`=r*Tr?w<Yu%ziC6mx4>cHgO|>tPOrqr z1pWvA4JU8&-4%1(zdH?Y^1~nWU)uFnTU}ei-&?<gq7r_85l0_l5PAdS;i4t<gBN%u z`GYjzw;a^DY?p$)kX(t~7r^U(yhXUm$K#(*-3-_?#QfOzQl>MQJ3JN`y}^d>Nt?hp z(v5zm@m#3yV22~oL7LW~10P({*e;qb9r#p~@;5zE57*rb7IxCXClq~dM)3#qiI;)t zA%hNt^1Ga|YrqF{zLTdfeT814HaJxQ9V=KzW~v5zR2(RUG@6&-4`a#^=gk7nZ1Yr1 zkVBtNnip{<3;kYmpZEjtE`Coehxl+_y_ELv%|@TCK5<F39r$pQYw(ShHSW6%HjW@8 z>=`&r(%6Pv0*|2XFTGc72pXM_XLbjIPi5-xaP9}*tJd$YsX!gcd0u)7yr5W6SD`2P zprk^Ry$?o^C+pOE<pX$|7N?#w`XbolPW$IZJ^WU=b~LFO;6u`<lJnM3$NrO2^1Q-| zd6Vg(JrB^Aj0+x9VR?c6fiWp^;JrOzsXkHOg?mYV-jCK7c=h;pVDW+=aOc<KePih3 zF6WQ%q*DTS@a9Q*--j-9OX1=j^j-TXms=OmFWCNh6g5MS+)mkj*%G*CRxGXyiA&<| zi^)EJ?K$RPo@Dm~0&ns8J+1aB#rt2gdr*`MdEk0(%I1C8-<M6{v;f|fWzTbo)6vkC z7`*!;dXSHpG&5pih1_AILo}x|v6u07x|XIW^vMsiueC83sVVW7_oKZPk<_66MY0O} zDH%&IG@_4}cJ93&gg##Q^|1Il5B$L&=2J9Tt%-L}<!@Hk0AF5^iCL_+C5#S=%hPv) zKju4kr-TVSXTg8smEdcWr@cx{(LeU^tn$#C0FS#g4}V_5{?yrF2KhehZ#9k6YB5D0 z=@B8e4t`?qiQu5)r@`OI{;>Fix^;Mc?d2)x4}TjMOC8Z)xt=7mR;7X8O)>42KmzKD z|IXNhxUXB-56gK$cQQ1(+%gP5Xf5?SJ<=}tOIQv3pP}E^m05eN4BpH+$W!}WE^?qr z1a|9t!*`wUW}LB!{mScgk^#`|Iwk^#xS`Le&fF>I0Y2Su%w-kFd;M+Coc})H!w<~f zPpb`~FNdpiS%beT5St}Zn4O4EGR7h1z*o1PXN=YT!QYov+|zOs_p4B$v!fw+&&js% zTj)>x8Eq$S(qeB}s*gqNSKxa(_6|n8r@KDBQE+*Ky-c}LhZ=fqh!e7sG#iWXZ`5hz zJaU0wP0nh<e++(sbdBV!y?8H5qV`CX0{^9@$b~AQpY(UHcENnfdoP|=s(Z*Cc)K&_ z@E7<XinfeHz&q*Ji;}pZzX(i-jd%r~NhBgI{s892y9@k+kDZ2oSI|FBe6S}x8_p$m ze1Yye?&cUyX-SL*r{<|8TM-uX)iuLywuB+&^}GL-qu%V?9_U3qeB1Yq2xGS=Qi&cf zRTCRxTqioI*bV<4)5YX!;8iluCA(J4Zzf#*{30L}d1D?Ko@&s)zuxZpN|)|TyfnT* z6%BlyO=hae1wXnC4dq39)cJfS(%*C75kJorG4LeAH~QG~vjytF>#%bkdN+aZUsdFs zdV@YVrZb)sa}E2%s@rrsoQNG=2|oYw+cyGUrlefKIfziKEV9P_!$Y|m577_k+}b6) ziqFCAp0%T#3Ul<%%%}B$3-22jUp{pUeL>&6zg9W&uaCN~bTmLuPT<m!vj<;&<&{nk zco7H94QmEYoGY&cdf`LBKlREw%c$ph!cDI#kw<#=M&Rd2IqVIM*IAN{H77d$Hkx}$ zTM>0d0;M;AS9ckGPWXi!6vo`C9sfbsJ{REaSPh@4lg|yqjXCV!xo&#u>97rab?j@8 zq%e1}`o7PI7IU&kim%h#Vcyz#%RSo2hG>wxrRUBJea$Ukq8|M23#QI?>bo|?@Q)gY zV)RQIosUL%OrhW92lne9ga0&FgUR2~fe4dUi5xuwTq`t0J#`&<hNpYx|K*Jj%+8Gr z;QQH;cTM>|a3;DO#N7|^VJ@Gnrlc|i^Ou1JG1}|E&kJuPzTJYq%V+qm$q4Ft`=fn= zv%qWn`D`=bhfNx0eWY<6xd4YxrV1JX&r?w}G*ZKt+x3-*?FRlm<Nhm}2RYuao9gdw zTSHgBE+YWm{Mp>YbvE=NgG_@jbMen}K{rYLyO5Wnqf~sh0{?%<C+9Tup*hm$#S9d{ zcZM!E4yPdBgFk)zfD8N(6Fh5j7M8@6`Ez<V^np)HMSi$+!{1$~^XCir%Lo2J;|=g9 zSJ;1!q#6TG6tQX!1%F+gl2t;Dd+3egh8wpQ_{gH)p4OAdr{O9M>v?KJP(+<Rxry&( zc+7#$ryBgmbDl%2$DvER+cQ?~hYoG-+j$gyxX-HPXX#U@H+hx0M^&*0hGNR?-=5Rw z-$;fHs*nTI+!8J%ggw~;@u36gALto!xnAOa``CFwTzDM$5XHq~9UItFtxEmTYzTgx zgSD651=$nV?XtbIVr_{>CKJI1;0-lj86V8tk3Rlcs)F-8{1ytz4qs-#Q|VBgyoLI} z$ex<IfO|jf&BMbN(GQBVxUjo*Lzgvq;8;e5&#llUTmW1^ecW^_Pso;-?{Gc%1bVum zEJ5N_XG^FsMBJemLJo1z1(VVXwnXR7LE?p*1L3{vx2_(}Ut;`sB~8?)?Se|yCwO0@ ztaMHP;{7xDmRVc`UfpayU%9FWb81i7v(Ck1f7_&t;DNi?V|#!@wi<la%Hyw&qtC2} zWAr!Ic6HbjwT*m&_hYahPTHX7o+fx3rNYt^W#|u2UUKOHet5{^`%~1<nQ%H?Few0^ zM$)b;JC{nK7am=2aMOVwE}*kr5;!_x=SCha`XbH#+lPW!fIA6cTiNr-8zb4DboeUx zjjfhY(}S4zcGDy{hS2}W$5p@I3!m5ifa?Fihs)il&vTf>yj5K9{hO$(-8q*TPvBnv zazK(?-5C1=3$wkv55vF7CLI_EUNPZLxqz`XaA2_AOdGcoae6C&|0VjA-`cSQ&w&pl z4=L_>4ZK<6zsxUCg*@9J<40$A0Z)}3lD`HV#UUTYngZNvvRfv4dL8{mZl$6MK2PAt z)X-JbeFa(Z1u}EwkKW4(<p!?)Tq8(A3x50Rb4*gpVQ!AmoaC1u@-0|y#j&7X=mwF! zn2m<sMAz@Wz64#`!nms04t;Rm(^t&<Z3&07`z9yhn|v*tCA%B*3w3+kFN!Q;U$uvc zZwDQG))aRI5-4p5TMwPv4Wa0>^>z+@U9=&-KUhDM<7Gu$7%W-;(hPsn#r@$)udvr< zBrk2N!kWl%+vWV~1p560o>PrD56iz(8oK+PiLw{oB^B^@9ag%pHV*&r-+R(N*W}F! z&h~gs0RiwhWlW<Tjo8acy3VT(+#m9|!Oa;sKtGSdC=~j_TXG%>-azC<o6PNVrUK7; zV5%{Q8RutKT-W+L=Fe9J|M2=_e(x-$(|kGR92Cjl1hvE0Yq6(}ZySE^<t4TAIJY9= ztDIQQM!5c{Ixg3OI+T2RPYn3d7PDV}?^{AI<+5Xz1YQun>-QtF&yhHw;B{%;208yP znivcJSQE;^KC3*!IQPz)ce9{Z3XdQA=mEVuIOF*ogD-MC@5qe}Fu<?pUl8LtgWS89 zCB-7L(4m`-+XN(Ieysfkd%P8VIe$O8Jjk^oI?v2s45UFGghx@rB=Q{W{|>E8<Uq&q zT)4OF2!9f9*yW;=*ehocX8z-lHBrc`$HCQWNi3^J`2CUwkCc)5=p}gK;Cn$Y_dx&D zTg`Xe4<1uDl2$N69=><&<<%10A014j(jU;LTk*IzdxDqeRoJ*;h<m!-kNe{IJJe0G z2wmY<j)bke<=(O*@ZVn4R-OOiOaxu%uu|NKy|ThAXLPo~Uw5tEqXthD9M`&2bpU%o z7%g^pX25?S`(@F72l%E33yOZfkw>tLv9;(R`pp{w(id=#D<~!<lH<AkI$QLUz8`(O zlT+KDBqxG3-}=!aa2}o3^QG}}dqTQ3A;G1|p6FqUS0nN;*G4OQYZvO#qV*AxZp<gx zTkG~^L?O?{BP4nu%$az6_1lauaQcn<dR^gt$fw)<^z82>a`KAAuGgY&{HW@_$LS2d zP9@Q~g3<x~R*hK@^qrjeB&RO$V60~P@r|fU2jU~FWksPod<<Wg$9+Pp?S1VLa6Fmk zv$VN5<UXD9Ut0PPd&?OkPHX}<`hAP-XSc8>)}>Nkl>D?IuCr?LPhEq4A8R{Fo{k(S zt^JPi;m9+Ht0cIw&t9fQOGg)a^?vogsq4V!!iRtDSGbOSX;fHCh(2N2RFj(*{qZx- z9W;X_c9<*iCwB2#66$k;$Cz~Oh<b;(TLI7)#;>=ZP<ai%A)V?GYP{zUok=q);*gW+ z?KQ8~^e?AVh1l~F^Gips-L{prCDsS6Z5Z%Aot985VnIEsQ&$U^0IyS$<7YCr20f=s zgV7Fi;VXwyY5#;H|E`HF;B+wR`|$eR4>s6ikoH$062H^@&$}@}@WqUz2y$EDoK}v- zeJq@Y?%QWm%XY(xP_Nsql5xbD@XXfKr(m=sye&?fI&<J$jc*&Xz{e46YUBMBzEvqN zPGipJ$Zw4IT2$5mZ`$bOzkdSwX7*T<1oX6dTDSK@w3ypGoL)D4&w?=jR#w;uox0wz z<<4H5b3guGT`$zTj>UpwF5tHw=CqsC;k`Nc&MSZyJb;!_6w|B6=sT&iLuOi#19s(% zus#?3JkxF2dIa*9U35N@fUn3Kqk5SajX5`Vj+Mel%w<Hfw3=Q(o~qk5q5EUd&x}d+ zw`HBM-^q~aCU^(Gxq9;8Z0LVXmMhLDalhQI@s`2;&6r~pcXHE;&^}&i@%I_#{cqaV zRL9}>*7+snMFRXVAx<6-T;{y>{DU6+w{6|`XI5LWe{koh;w&TPcA`q3^f_Z6&XV~% zW(DM<+1^<!c!r$Qm%IUKKG4_BEeLc#e-@lRo_!TKJ^k490Vntnl7_z%k??!o?j@^# za0-5Br~8z??~rq?Ffu3t9OtL<GV|>--1EJgCyNcxrw^tkRzc_CZ!5^*tc1_-)Xh)Q z_c1>|YP<BGIsD#=nJ-0gfBpTPA8wNi{86=oD-Lz1AnfS5oo&cL*4~=BiTt24SF&39 zZRq(SAz^xh*bCSivTlSvOM%m{{h$-(avK^<iW#hscQGJYBZ7Gck^zM<;Cq+ZtMc!` z3#|6ZtiFG5LsW(E(BGZFo*9)Rw4)y2A;o*T4Q8x~TVlhdmgs|3AB9W~3*ua_ZbTbm zey&|bHO>^j*Twp|A2)FyhM2mU22B1t2Tg*4>)6|SPm=ExzV|k33OOBc9-W}Fdeu$T zU*$uxJayo^Ze6~pZf{N8XQJwEm%+S)Oy$Q`{C@UaozGb<EQmdi9#5Rcdsgu-oR0&2 zdY-$n`*Yx)wAtbBBfQvyK9xGiGlAR%CBM5g$AF8@olV<~`oB-)@6jyqy=x8E+Md0& zfsfWUV`-NIQT8<@@!@04x&LCR{22s4wAQjy%V%5Uzi)mSd4wExt=})l;nQH<wcK`j z6}*nMii-LbC!%8bt%jL2@?O-9DB?@tSEJ<Iih|GhL(7Y+rs}8%!NpAP9I>bEigbZM zAb7&<mvoKw*fXov_;iOp`s`m1X*d>eKi%|_PdEzQOuUkR<R|8cl^grF#o;egm(#2K zg+4P+vr*wE=2bWREdJ$1x=JM8_>6OIaOtrw3x4-40kX_x3Fw|_9v2+YUvte?-+2z6 z$2XhfVKw?zdj&hWiA;QtIhT*;j$0EuH+=RffyZDxI=A0O3q1JXd4})UQ=rkfPmNOq zbL}J<CR=z9%)%YmA7|pZrMh;gLLca$`*S0x$eHNPNSrsawj-YO>yZbHp-(V8a<mJ) zfJHBFrw#aGzkpK)UjI1}H%SMFf9^-_Xj75=aX#cY3-d2p`(ocNk3<bG-sgf3O|<*L z*Q;8&2yw`wzsh>Kx%3qL{QSYaF}sm(Uld|sb`to=jIXE=ev3~FUMHWA0k;oE+)J5; zU-VqgpIe8JCrviecr@IZc=6z@t9KISyDyknEBhi}t(e0>>;dLV##+2d@@xp{MAE>2 zeDYDoz$2R+@Qc()9ifLl5xBN9q5^rOx5DSI?S}q*_>xV(%PZi;^CO!v=udXJx+u<7 zqknI2A1fM%pLn3fowN%%8>a$l&IDlpckzw7AiRHHnJV8-SYQq`TU6y=u9p3yJ9~@p zoc9!!zcy~fT(VH`1`l}Na>{1CFW_;%ckYSec7)GegkP}340~GIUUw9rFLJWHd-9kB z=H%DDSX%<$TxGY46$0-c$ltZ&0~7L8so7KOX6*^zy2Mkhr*V#yGq$})9f?1ja?z_N zFyA1~l)KLoeNglru_!g<(v6uW@j@@#Z8dQ&^gMD&G<l5cGoUv*P+t=R4({#{zv%uJ zyj<{$|IDh8`=jYlGLPr{O4piY4)+S_^<&i!ZJmjVOGk4kzhG{kXV15$*T5GHB+r=O z=eak1cSsZXr;~Y6_tP}^=)Hrxn()1qn3FkWaev=d%^5z6e%WMn#`q*YpXlLt4*YYL z1X+UIgW5arLAKtvH%oOSe$yPNm6dWJTn4Y4$q9$gbmzy2R^VdMFv){w%djumn)!Vr zANJ_-Z>s5mPf0#qnY;x4Q=ETPxm3l8_;%%8#KV91{dZ&uCGHXS7gFsX&?m~VI#fSG zU*jZs$eGIx`pD^@#}Ar--xDtG9DW7AUv@-R*E#Sy>l5;^=rcsdd`K&x2mWCzm8fRN zeHd>y9`1nqK9$DmW*hEv*YTLe_xPR+ce+`?Q#5%-lob{H^X-^8Z79KS6Lt9c`)k-Q zFrC2jEf0Qrf0+`pY$xLGCE-X*J?u@>d;cs5_wn=VT+Ft(-&Nw53@dP+7drbhk9>w+ zm7ujz_sN#vviU}KdmDRd>?IifuGkUf-;T5x)M0;aeO=8y_}QFK)O!gIL6?+UHjPt* zk1wrIkKYONL6%~P6S#*Se!FZ@@(%sLf=2QYDSM)gpj@WhkNJRs*o53e$p2E1Y0W8g zA{6Hv-togPwp{plt^)dT)|j_s49-<k>#N@m*e`W-|LTMEF6h99PZh>RkpmJHI3ZOF zyvDclko#@q$msAsk($Quo0F6OHUaa0m1+~t7vb-Aqhk4o8}iMV_LT+0|6)lNs_Kf| zRuav=CipQtZr)+O2VaW#h}Mgw0}jN}@RK`-L*ehTkhaN@K)#Y@<R|kGC!&R8GfNM= zq6ssNf*YR4{8(3Q8SaONLUW?3sqkYz`(T?09=S)~r$Lbu`Q9Ry!~W=#8Fbqc(!B7z znNv$@;UB2^rQG-kb!leP!8zcO10fpnYt`=~e8g#I%)T%>6MbV(#8uyex2!oxUI1R# zNaAb6lC?AO;lai&?riWfKgWlQTrpQo*1z=+C-0*fZkUE2><WLt)U>e^F__?5nhiZC zB~XczlLqsVVv-|e%*dD8Kw>@S<dy5qw05ChwNNebUo(Xsc)Dq)Gww^9`Rb`&+^?SL zv93wzyF;FJ?z6@BdvIer|0(*N560VP4&(W$*jiO4^`npX?-MaQk3M#&Uc3+dwwiO^ zps*Ek4CY0v$ApmI@yN~Z2rd5m)<awtjyMOer+>VnaUv+sG2G?@FOYrT<A~rF<l(jq z-PLx-91>gY#4Hc`1nrX_kEet8{MGoA1w2*E_pzhN#rPd=(C~h?w<FT^F2DG<zruAc zK++s}J=-4_lE^&Zm*359HjjQyir6USJC6Mm&z<UZflKcEu5<hkyehe!_h&}vYJqRI z-<&xIKlq=!?{!pw^L@ujo56>dP>=iBVqT@<;5}{%3(R@89Te?g!+y+krerd57h*{( zY3=~}89LrdTIyIwLRzxkVj8?`gogX4&bP>A8Z=ZebFd}qUjC7L2Hxay{)2COT~P0{ z=i`kO;REQ%In986=g91>hR9AQLf@lFH5Q+5Mq1_at{&jc%XJI0Tkz5R>><clkq;$k zFG&hq^OL!7`4RYD>%-<B-wr?*Bjubs3?6*w+=5dwcqRcc(^SJ+d(64k=jM>O5GH+! zIua?EBV#+xt%AOF|M4Hy)V9b2vJXFWd=Yr<c1)g_74X2fJ;}@9HCEb_>Dqv6f89Fi zG%An0z|(h{Zz*F=EMevZJ9H+!TSqDb1hAJ^GA8HD3+&@``@xgo4u8c#x`1WWBbyF+ z^&^S+dv?wAqzB;d;TPHa8t0&~Th`K05&lE*c=km2gN$9&Kl9=quDQDZ_6IZQ)qF2f zhk#EqIr=TmUdB9ro}$u{CiHmsi+th032J^mJqGAAeZ3tSESjOew9DGpQKRp=UU-Y5 z5WM0>)WsC&B78@3Nbf<n;}E+hB+3JP?q3)2uZ}02C6P|;Lw)~`O;Z|vB<i_2lWhDR z;ZJgogu-|9=KR�vG5BY6kKg&FJHwoBnqM??q<6X_inN=Bbx@KX2oGxXi+ze-}C> z_1R+H!^^1Wzg}A&_C?O2qUqJp5a7h?dtUlJupy`pDgRRa1|3JXMvWEvqvYWSnd#4v zCwuX}{pc(BV$PiMNTI^NH!g9BLIC;XZ&m)Jd;{*vC|7-Q+n!hm=;dNUKalZXL`<=R z6JdJhg48h%)H6;hrc@5(o7CAPS>d_tSdqDzln?#K`ly{Vo@?uMz3wMTm>U@4zcw2N zf9%>xjmKB8pXHotZZhuCQf1#ATId5SMqK6l;PVqc^((Im_Xm#!d9j;5<}B>%xU-=L zd~B~=W`S<E%+Y2vgFUAQslT0olZ>dzXPgtmb5<jGe*5kNPT5}BDTMR4zdqAb@FDJn zhO6J!fukSsRXb~<-f$-zkF~mDL-3xN9v6XMjZ57kauw&L<g-fu969_}R>RH-XRuH7 z#z&_4Zus4F62IvJKeV4C<M@Xw42mDWV!Mib^8IJk2B_?axeIGKH<oRPPJXTxH5v3R zyZ>u@mk8fgX3(X62KWPWn<h)aYra46*G~sHL;tuUogeCArPNaYIOct3a!;(vFrn{y zeX~SG-i~;you!yx55DO*+3<Qh=CLw@qE6{z&)}0Cm&+K?w<qSBb#P&RqlfYE>wM^( zLiMj{@ZY25G<ea5K7T7NU3L<B$;6xIt}@S2hYm=*yFrc55p*lh5WEhz>!sP+P2>|1 zp(lsj><C}C@H{Hi^O90A&nNPj;||#;E*6R$sj!D<=EdL}vurq;06e60t=RoM{v0c7 z3B!~We4MPeCv~-PA7;L|>H^(pS3$GjSKu%;rXPc}cd_?!P=xg;-jhSy+FM2V?~9&a zW8t?z|4jSsX4ne$BC<rarmbWDndhOGoTB*N@vm6_?X%b~VG{5m6nwgmzd~CI>bd@X z%QDo<4~BtbRN&o1$u=`?&sm{w@D=&*DfSLi{SN(Xj(aNfw>5_j`qb7H%>vx_KIhrJ zQt-PLH9U9CW<j16+Z`&68O%9Mo)x$a-;N7o=86OQ!(M~GpG)9tc{^A_CyRR2VRs-_ zK+l1&y6I#x(+XVtjB<O31N@aQ<L7n*?Bxwizmby)p6A>#Q&RZb+)uDHv%H1xqe)OZ z7X9f^YmMwa)cxSR%lzH9F?XlP&*s*Pd7baEsegeB8pPXqMZK^O`QSoz1Mt01K)k+Q z1aeXJRweoFK$j90txY3CE_zg}^ruMNCu?NK^07~GbH4L)?I`@_V!m?}&@mJf=buIv zq7UA%bN+yS^_vspBZHg32|13b1Mv9;b0<`Mx(8o?hj8xnAIz0cmUQtf1NTneyGs6# zPiW%nS0gYtX1RO31oI#duRg5`hd<6(nd*D~Gx)$NC^=5PM-H)1K-a(dXpP%rCW)BK zt786e=_V!eVgItfk;nbpGT!;56Z6tz$9jA%o>>wD8Wry4M$n@YI92;6!85ZOFiwtO z?z%RC*P;P_E8R1p%&XXMBxK=wBifRXm%4a~uhEM5vr^(MqK<RYDEBG^xSyuHjI{;t zi+#_H^}Jg2(;_($wzyX#$pQwhqR%;fDDL#Mx-${N>e>_Z5Pq9ouEST+x8^a`III9? zhM#rq_{8T#Jkm^jBF}@|H-8CDji0z5c$+6w(1+IQeA<!;{Fif~e_0d#%8BzK8qZ_l zQ%z`HJ<f;U(R|mXO5os3?c~03@ZY{pOh?GJk&k5KXZZe=Gm(5&)k4e%dS|=f6@?ej zCFXZ-upk#Wi|t^x7z=RM+`hJ4^a)}-A3RFXzcoJ_Gw>C}+zI`4LDpz|FZt-SW=-r3 z`L4Rgb_V_V9@*Fb)xe)bbu#S3vL#`ZbvZx`b;<g|TdRCm><!Kt{_tHII>sis<}Kt< zkY9dQcEKO_{Fu<F&0o}6w>kbR*5DzD(&o>5pwoZi_YMq49xRV=n8q8_!Bf>ghA~e; zR_o^X9sVmj|DQ}Yz+qp0(N$REUXPZe5`D@6zRg^&zZi9USKr>Q)0@aW_6^=qq6L4# z^S|py3Z03GG}>{$a`3+SG;?N`EQw)i(vhq-E24;bqsXQMpO4|gm60{z5F75|VQ2gf zRXbYNG_X%3SZ$1S2>53+r$<ExIGL$tG7kN;bi2ys)A(H6u8yk*N}Y+pZtv$yAHnCo zVNR+V$6RD=Hr<^L<Sx)S+gwH8-qBOb?<@@8{%%$yjT0_J_TTe5HQ+~NgYRrI??oQ? zzNaik_?-$S1(g+X{@V@xqy}*BzN%MK(^$k@hESsCTB<el4Vv5UxZwl8a`5}_8q8&^ zuyx*Fw<XleS60peSDU_+n{dkp-;=+fvqq1(p+s`MG~lP2O2*M)%wJtmRE(TT1-`vB z_unDlt0JDd$$RL-LT2@7bHRI?^oX?>1Mgm2?fzW{{J%-tV&YqAMR3qo<_;IYCuBaa zr1viuRc$iK59i6M`*x|eixVN)NqN~(5_^3dn{E}o#_!zqgOy_pzQ(op{3(&h2UjO6 zmC3?9jiFD}6m+%GZ`;qd!OM-^APu8>;Y{qMmk<6?g#5;83)+12p+g(N@wbDZ+r6eO z6zawMwaMR;Tw_fbD3X5`W_2R24$-?cg1`8>BegjVcq{0cHW&Xm`dib6wySTQ2@cB; z8rvlJbxy{!F`$q8Zl6m|lZ*P2MO#>m`{GaG`QEp9-We$k$z18sHAS?(|F*$gLWPV@ zPd@wtTIreR=Abtmp=<Yremx?#C^B^pbKIm47F};R5oHp)_GCyoVGqiMBr=@SRJ&GB zhG^*OCi{2ZCjme9bT!Nh_Zn}w>Hd(X)<m0Ten$^{LMKF%&9H!$5Q{qcE*1XL{nVCQ zEVH)6`P$$+9E#3_wZ1n$Del<=hV$IAT);W)w>j<NkrUpql;HzCv4^aXvojv^IY)-? z$Jk&V;n@;%5StxgHkuZ=3;x@-G8%p}a?B|vKl^!&-I+Ldw4_H0b)IY4WZVlpvzfyg ze}|{YBfO|L+5rAE=BV!2J9W%Q9I_kJ_=I^4(-F=T@M5<=l5Lo)!iV&^sN^v8-KL<B z%eSC!1VxnJpLz=)fI||+gD>zoxK14@YDL~gLdD(_cTguI{z`Fj;deLoF`$n`4#nO2 z!<}N_n<{ngwiVbB#pi|H^lQLpFz2ZK^Qks1xi0J~MozzPNG+!<e9axj!acxGVqvf3 zs`oe(O}5oxM-A{^b3VM<D}eL#A@PsT0cT=2d7g243C_2f2j8O>_zC`dN2j=foU!n0 zA&y<x-%i>R)QX(HM+VleJ?NKANXj%=aL+ogk+FGNSrOF5%njW;kU!tWv?-i~Jz_;- zcKyDV#OhPy_>oTd6qBZyKkq>fX!-+BN$|ejKPVI}O`wm&P|9_D$GMF)JXm3YIXT}S zmXnFlsjmyZD!@7R44?^92ku$RrTu*#eMrdp!9C^RYiPoI$6Ud$9~VCBkdue`FZ!}B zNlW-oofouU;&<NuR+M6!4nMB>=F$Xsu+6?_;#P%r#PtK2ml`RsH)lotBPGs%^zN1? zPvG0WPT7~9(}45%MR$Cg61XjB{Fe~=zarsJpOfJ;J}mjx*B^Mt_VcKb>?O<{%XmbM zR>1!qo*tJ5J}1B0-el|q_BaaAn}&k7T%T)JJ_bH$h6r=4g?~cvHc7IAHhckE$~1>< zF(<h*=duFcUx~abpACFo`g77rU!fb{EH!Dn;0vEejnkS0@JQ6x7Yr%j9}E+Z7Cdst zd#20WR^A6);aczXZ{V%GLd%qC^jWXDqpY}S;gjv)*!c-~KEbPTWkSLZbIr|*=l-4l z+nZ;;e6}H)KPOjw3`TxhaC8C{_P_GIlT3Yx_nbeJ*H#wubVDxWF@LJCm-?sM;XD2C z1*x#gyMj+;`mV>}g1*mRtjNw8ev)O=8}1jEk^7hC`QRnyj>5>q9*m*i@@MmG$j19U zo_Fym=huIEWAw4cL%3h&ck~N=KrU~Vw}?&?<{y4An(^V@s&l9%Pa3tvT&$6LFzO>m zee;KJ&w)QSNSuPEq2rR6?D>g)%YAH;RD1+`ULJ(6a|yvmC8OP}$q!vDU`)XQxmCA3 zgHF9a;y{=NV=Fa&_c|40u43RExB8R=H-3P3e*3$9lG%Z{-tf4|`XxTckD<%0s}@9y zRR5=Q`28Jz5*wDT@K?6(aN~-{o>=mo^kL8+LKh4&f^gr31uU;rp$^~p?SChi8uiWK ze*Qmv)b^I&TOa-TJym<^%~eaHoyI7G8T~Wub^s;sF8F{lt{D1IV4nuZWAU;A;68dT z{ti3fIjbk1ADAKc#;=<#{T2F-44(k*SR3M1;{H_rubB6~tZw%je97~A;ocJT*%uEm zM81BAxpZ|&I}@D$wd(Xt9_Xxl<qT7e@LV~`=1=@ZUwA@*hq@#i{laVQBcaga<<5w2 z8v;LyX0h+)v%_4>X`4TE@UNW+{Kc^aoZi;$+iV1$m+6eJ$s(-_K@1p0e9J`6YK8&3 z_A4i%gU8lw4bLryT_J%1_p<$ylq3_}8*FQf@zHY7FSZ{V%|h?I-f>{Q826EHT9f4G z|FFL_;=h|uU2xx(|Hxqn&qN;+d7%V2c#}OlEEe<pak_To%Eow4od(t)z?V=|nkqtX zgSlvNk0~L4<V9sZm<fMkOOQC^I&?y(61~1!6#^e6(}~JCjeGFDP07BoIS&8DXi;cY z1m;7X=oJ?EF;_eNS~Uy(rRNA`AOrCB)8)zts@<3`D)81P2OhnhZNoY^kN?fD61=$+ z_?nigCxjgP{)SXVUcR*@>=ul>B*4oGT_MbA5`dQv#G8KEga6Kjdy;$GFh6TdL<&NW zGiu>DaK8_E)cFsk#K7C9|LPSzbKI8rVJ_ejf%CHCKINxWdDQjUXvW>BGooKc#QL|u z2gkGok>WYFH8YI);NI|2DzEyD+=&<mzEfZ6asJ($PECtL7pW82yAHe(sk9@Y>KFW! zU$R~tzYSidD8+rP6!q@y`c~2^&U3XuygPV@l;npt6UQ+h(b-bjM}qx*Uu14p0=IW` z9RJ%=iGG{6LixTQc=3UUO{Kz^=Xj{7d7#OG_?dGuFCF}C%dZNPqkWb{BioMz_84b^ zcY66+@MY-HCM-7@;G5A|)a>1h=YLT5y<K}d{vMa$8NM9cue9PD0`Qln`&7F|g<;O8 zBUicQFV3m#BU!usz@NQLLw|3f?@4>}S^)R=I|c0%&+DL*x=il*44(Rx#_Ec2pB3@p zZX~;Np$+jkr-AYg?oTS)XvJ{@<e7_3`j~Jz5~I;YO2c@+nlvIAL~w2nj=dtYkj5O_ zeXiuAUC1Gtjs9dAj6AGEQmVzLF}HNX`yvDGi@-d+FMf=;H>p&VjqckLZaUgt2l2j* z2w&i}$NOZni;k9p9Qg}8mYc05m`4pu;C{B(mWYniuyWByA96b-JO3<nWTRPehJDai z9ZFTc3t_+8-VJ-PS@@v+syav}P=9>}`h<7GZ`4D1LG?HK$avYL<4;h}XriC%;qw=> zeX#01iaar+Jw9FN@2WBj$uHr#IJ1Pm$O?2I_{KxzL~zgDUCjzDL0up>5Odza5B_C2 z+DdHzzVQ~0Cx+--KS{)uDBwPcGpy2^umSHj+e7yN{BT~ezwtIHd>aBD9doQU1hcgp z=@{^JImI1`VDO+d7VZ6a&cZiCJ{cQ#6gqxOt2vLi9dTymyX7nB6X!T{uC;1`$B*ZI z{0V#ye`&!jtuf?b+>ZEq4gQxl)o<aulduP&&{R_I5b75<X>J7WE$L%c99HPd&mMS} z_QM}@ZihX5f^go(?VM_VXMsmyTdHG~2k&oczAg=1LsIHmV#xu%Y+kF31N)m+PR%m& z{6IgO>NL{~Tu@i`hba#{!+(*wG;4Cm%?<nDMc#?N$)+eFJN4gu`h$KC;2`BA>6<mE z*H(LFtQqn5#cz$e|G5kvO0YGL8s|S#^nnI5FV2N6+r0<ip&UEKGz7r!H=5*}2pI+6 z^i^IaBL;r6xVs~3@WJ|TvXjgJZyr`I-+y%&xt_FdHqzmPA>ApY5(nP(iT}FK80tWv z9@j*(FZ_UGu97s+Gn-5V#5^zuMdJ7$8-<2FQ7<^9;Ux(C*-fJ!h4*i^aQYb=@EF&@ z@x-eX4un#g!u=Eu)MfIvKgriIN6fuSL##p%y}_AVeh~St&6$PS&`+Ea6->_|*Tt(d zz2*5?)Yrx>N~_1<<t8&|b~3_O=xr+&T?W771dD)_7;+;X1tpYjBX@}@DTWsK?t*Ge zEs=&?yN9vC%Vsu2pyTDMs?c|zN-~MC)`7<q*8ag#hCIS?A&c8&*cb4r_jNPs1bypC zL8~zQp3YH|eO~`lblve-wqew$$WHPhBNa-BkeyH=Eo4X8yss@%Mgs|1DIu$*tdPAu z%E%tcN`-`ovPa5y`s@4s`s($1p8LMWIp;bTnNV1mOeltqqCqmrKw}DZappjz&LZ?{ z$}4I65YN~gq~tse;jctqaUQ4wE?rNUWe5Nt`pYVFZ5{PwLBB40Dw(*QT-tf&H2i{O z*`HS9ey$!*a{mE5?27BDu13s18Kj&IO1gu+CVJZ<ef>#9Mb^NI9VhC6wEHopLbyLE zn$IYp!&SJ~dvDMe^B7wWiyuOL8oVOY%Y^r9EBVH}M;iWRb-qnG`20YMrlh~Y(93H% zkH_%CSCi^+-XU}B)1mtIq{R;N69J>D)HaxJZzsjHBfg19NH=>XV4k70?@nQ%Be9e7 zo3u6NDKqD3?m8o`{9KiNxwREII<3~ids+C4QHU<8&%#%g=etoeo=bE#cRU@l6Y;d2 z<(N9~3CmAEp8k*~6X6t8gVckVBRSUdw@MRr+u@M3`<mbvzT8x<EQX)X`Rkp5Ux7n} zkhXgOpNo8D@}L5J@P$n0Q5Nt)=0&AOKj2Sx>bR*`9`eXl-L<Z_0=U1vw~~!8SDIs} zDr@^6&Y9lMx-&Spb4L@tN*zNT)T4Vx{|x-W?R5AefzL}+*J@4cgEvYw-AcIu-0qaR zah*B#dUB{gaj1aqW5uP;6LpEacL7I>i4#$uUU*x<@ZVhAi-TI=VaKjn5flIP45cPq zJ<v%8Fz=%tD98P>6{z(`z0mu1|DS{tz~3_+g*i&WTZb#}ox^!PQ}nLVJR10&^*~(( zAMk+Ah9l;J@cChAy_<u34~A-2LOJx<e-}8u6~i~t!LZ}~LDV1qCu0S4ala;lAC>}N zi=GV}zJ3(?%LB*dTtuOZO<9fH2mP^bnUW{-Iry`#7@YFWz<y2T3h84>(7{I7Qhn8f ze?WWa{uK)B`_k{4d|QaQLb$81ogoq8f(q8o=u?>9hkxGgjd^m>z6dol?2D~%Q5nj? zoQm6wq_B)VG4Q6$dq*hpPG7&*yG!6xc@tLZQD;~M?3wsZOCq$>_<X4Sa8IuOw0)Hh zUZm`FoyApK_#T(jQ=&ir-o=nU37(#B$z!CH1G+f-8GETZ`2K}FYq|ag{^6HQZtb)K z@7;LO^)!bY_Ef#L9>9Chy1zR90Xz|@{{~fpF?0pO2PQ=kuXPlT7E_}?tqf6O;Xz(a zjkzrE-vS<K#Vo4%i#_pTeZ_2V7W~rMUj31X0AJ0Nm6id#rf|ed;tc8$ezhj1q!#Q2 zF_lqmiG#0`<BH2=_%1!lCCH)Iu^0Ee#(}S0u7uxKQk}>;^d_T5TUMm7ZzNpK;_L-7 z;VtkY^B;fKLEfL6fqWOhsd3S35`L2PT5q(FpIe%)ti*Fb_tRfx&yPGBk<xhV1o*En zTkJi4i({U1fNH)n2Xk|?y&TrAz~`IR&9c!CsRZ#Hx~Gc!Sy88}j=nHY`-b4;7<AyG z<=TU1pi`;f)sEmI6O>{x7mXe}6N#U@%%auckMWCb?lj`W_&lYs7xcGJ#T_{0Y2h>d z>Z|3?Qs}v~1P?FJIuVWS?qvUY@Ld~P$EBc;4A3r?e}X*svWl>O?uLD*qAUWIz(>2U zOuW)yK)tkh><0<;+);hctQX(~kG9F@4qQPWzVEU99PpWIF=tsG#yJwPd)u#UQ$&BQ zOsjASpXXON6(jx-{ou)yw&`0iXX)$^HnWUAE3Bk}9=rkhD+9kP@F&&HGHQXt(2xIq z(ODV{UyjC!*p5KV{e0EG?=K6VA#cl_<XC4yX)W*Y%p=S_XMM3%fL?TeUuM=PoNv#t z)Cz~os7Dudr**ZV(|MWKtG5OJe|x!{Od#scKC!4<s1vNHR;wg00{0t{{C=$(c{O6} z8?UiFk=8eSKl>EsY=p(cXVL%MAYQMhp`UbHl;g<8oP-6nDPeLQdInO#sa^EghZ-lG zGkz0weA?ja4fx6>^zEF#+=BVxyY&}tLVwYHZJfQu)tMNY%1CiReGvIWMN)7O&$ES} z?-}Ydy0tNl6Tnsfe!L>c3OwjYleNC*S28hDRj&9Lc|1GVi&7qc?~Y+cok5@-5fZ1B z(pG?T_NI(K4t2{@FNxLZZb$g_zMgYofj;t3<xws43E$Ke`i$X2`%YK$Kh`<;Q<MC5 zgtwvIJZbjg0C@fUo0SoJ2jSB}O(D%ojXeU6AMAUZ(4TB39xytF=u=yeHM|Xb0m?3L z1);v3chk_2OvGGp@0~Y45f{YvnNECfz}&MsbDZoa=w`drwzCNU7ogH{sg6bd=Kpe_ z33%|SP}$sXI@ljmr|Fz;2fd4`n~jzb{414%n5lqUj%1B4t=-2QY|{MLl_tzr)=FN! zW)A+A$>Vqf@_+p?Ee<Mo=!3SqF^cSlKKmK}^Jw&WStH`J#^UfpF1Xy^=io{((J0(a zbpkJWBzMS06nUieCnr5{r%N_-L)xyuIh^unD}mb{KG)wL#o$VCwa3TU4Zz1Oz2n5a zd%#ikM!C`!;HPKG7S&@3eJ^D)@eTLLwC48rZ@8zWiDj<V_;1U*xg+JcC%2*$6<a@J zezTmVwwMw;g0b>mX2g*o1wBqv^pBB~clrZfk%_K7pJW7pD=0k+ihLD}eRB&w`mb=F zbDsKl8RC4UF$r6;1BWm-oXI)+2zxyb_PFM6!2iD@YqkLMqNV<A6#Dpmt?RaEeTc^# z=9QA6trBj;J*p$o#YRrVlejOt$iLt(;`}(W1Ni5K#>ThJlgOK)E`Q0gn3L46a}WIv zy_d<;$!`t7nIgWOD|m@IYFzAKfhoSv$kByW_(d(`UoDlQb|ZR%pNwchw>w-MxYr`b zomf10!1hNY@>0S3sd4aW<2tv0_zl|;RRuy`yf~kGL*5^eO?4(@X$~A*)<9o$xBvbH z;QK!dV`~_?utzSor@U7O{&PM%{d@G`&(X8)xAh3--Q9WA%FqV|QfTGN7va2yRlS(O zbG&+NbxKtk_@3;kQ~Z(OVLr%xXb}NU?q?{`w9Sop^1bne;dS`v)o&Aae1<)rb!K9( z9iV#|68n1^=Rlw|nR;yt<_YfFT^PUONN6}|r|$y3JTB2xn_Q0id&jo`TLttNe3YS4 znBP8D{w~+!DfSC>S~C*SnBzY8A^a-p4wZv4US+pk33}`INqz;0mv3vd)1lw%krvFQ zg}$`%=DFveQAedtm^Sfj10Qoso#M8HBjJ5={zG{)<|k=vxGkWEh?~A={u_9M)N<uo zD)!&mi<u4$qh3A5k@TXv2A?OOKB?geezU2@gan*pg)27okC-!&U$Qe{E)G22lScy| zZ<C33gOy>MVeAR|dOY+S`f&ySx<9E-*z0lBXtyQsW9B*wK@Q}3|KjhTkKY7;s{is1 zKON>y9}QJihC&a2-bXy^3H;0Fn>w|@6MPrm^Ehn)b-qCNc3mUPHOlcEyb4@+H2uth z2ya({*jS~mM;)~Fqy8VyAm|$c){ceH!Y{4Zolj;b@at#yAD7}@<*uDbvTJ}|W~4yX zV+ZumN6L>~2ac5c`o7NNWZ(nA8XbP%4}_^Y*?7NT&VcJlJljd=qwh~#=9Y6LPD!_H z-MorEG-x8u?gN=HnDV1$f_`}Ug_5pYx+~$i7`{#E5`6hbcGYrF0{0#=&fE*UQS{?Y ztJz`HX|6+>X5bZ+L~3?*34rgdJi=630X}l-`CvHWZ#Bc%dyNpx4ZVBbTyYLO>aGQ? zlsNR8+YgA7ccJg{G7zUjo;g#IX#e3Y>W!-NMvl3dd-+*76N*0Gk^e@t68Q9hzeggB zabIq7N9=gYjd`VqjD7bJ=QGl6)T5ABBkSwFK1TmsOkbhUgSyeuZ05GkSM1m72wvKL z3w8bcp+B(!&{<16G;c^iKRb|`nzV*~^{DCRt5KML>!C3?tBiSF-ecF}5a$liOzsst z0UTYa^ipvgeD^NVIz=sE&SjQPdINo`Q(L^6j5&0$B3qB2ht8$!njf{5IC#Eo^lAo| z;G=1JegC^T=!mX<H4#AH!<y1xrG+@1N#*|R>rd>9xS%I+1-SR{i;cnz%+Ed8ebN7) zzyGns_Bb`%%bz^2E*Z%{e@NqPRWR;OMBL0u;ljOB;-UF)9_KmmL!Pkm2z)k6=oFrE zqb>@k?Tqk&51YrE%EQLcfsF`fQ35Bnd7H<zJs)vktu8I51%2%3<HArp=N^B$^icGJ zBbT3^v~?p9uA<+0{vysiT~hMP+krVXdYL|B8&~38U`xlSFNsJn=-b(Y{5x0_BzSeF z8}ZTZ)OAWt>=%A+^WkT&9kKf_ht`0d0}(Z-$os1o`oM;W03|c<I*0u1%aHd~0(kWb zn&5vrvrwB<jQPMdQV}!yztFG40U{6o?Ug!u<?cTmV)lWn%QEsg_d?iK68N%#0rP*p z^2V)f(kI6eH+4wIwxxoPQoJoB2A({GkFhq<4}N@i1lTI@T$x-(CG_Q83D)=T59+^1 zJXxb{z4Y-PA2)T91@~lu)nbAheJrn3(n)^cXFHqLb(B$$2_&Q#+zJMNe0+4lX$ig| zzXX@VkiSNmGlUOAcUHO1dSm=H>Rbn5$`$0rmAzSi-W~w1-!U!CgSa}uo@5^U19+bB z)u2S2FO%i_;&yZ{gvLgM<%%KV$TNBQ@-Gg=?osMp-BrLN$)98E(HA|_-J88V67wEq zhF^4Xt_0+|8h5AJ6CbAO>3y_-!@p4)xWnc^P%$Vf({eZwx6ZcIKLhUQUEkHKgMB@! zU(U}89mG7<7d=U_bC}b7eV%O!bH8@+N$ER|fCum$2|w<DxU`ddgvAVav8D`vXDj?f z8eV&iCBxTf?oZ`5;JQpT8R22l@VN+&3fV71CLYu-O0>GdhsV|Fq-Haomse8W26!e) zLiwQ4P8Z_wC({Bm^mkrCmzP*iVh)h`>lU5w(7&u-%(ZpKzV&D&`IQRvZQE(fBCN3| zQ-O5+Mi%a`Rez0q0r(2$==yLG_;q{|{^p_QLg)@rbdF)3<|NxquT|7LVW$tTJ1Rrh z7dss@coIG`t=qN7gpf}a>C&ilf!FC?R6nyqA{<u?D5~U8S4#YJX~tYg=%nc_N7SYM z%WE(0GlM@Wk7{zifjN1F%KAm<wq}3$tGHOgm)<=7jM^>|5wFqtz706@sO1!8o;rN5 zt;j((@Xtyb_$)+gfj)bKk&^^`dYIY&4r?{^&+|%0k2(R@5}y$=0X|`Vx8lN4#L**f zG8d%N(Dw>%Oc+q1ZdO~6V*}4)IF>R#G44!66el0phtIqFcgEQmI4k#QA?0|)LEpFH z-0y%FPgP%IOu%#D=N55_K%aG&kC{zH4sold`5_(ZnT?00IzG#&cl^pTQh0HXdKpM3 z#lfd{_gHx~1OEu(G)opk|FT6PQXTi#kTU0IUnlhIS<^}f!ts7j1r_%c!tX)1s%@DH zJilzub>V8vD+^6IoDcvHGxywMhlnHb_70105a!u><&=Nv<9zq@wLZ~Dzb&ov>qi?e z`dOt`^$6&8d=uMg9%|!!xk%o35P)7~3y1880_sX@FC*y)+~@sVT8T8!A6b-cvp}CB zW_rV^8@$iRU2D5d;5T|cr<~)~F`r`mj9_B~4ndciciRX&#Pj+)6}Z>_62qy9lIUOg zT<iBBPq2OZy7mHfg>?MW3w(!A53wE4mo#vIKk0N<{(jVHHCd0h4+G~3yBx#e<A}a_ z=h?pFz)>U)i3)829#CDfc?a?1j@N>5RTTK%5nU?&b54Y(8NbXw-_5m<H_8=_zz5PA z%lqNqFzH=?@7hP~6;hKu7nn~b#(O4Wg6l|xPEz&7s;!uJe`%?#hxhh(rueu36Xwfk zZbhp4BR~G<yvGJQKQ|lBA9d(Qc(+i!W3k6xYO&`pN3}4ovHkR4W9WElV20R?`2IO} ztZfSUjBZP@*>m*M56nASLk2LPZ{gG8fcx=>S@C#aJ#Yo_S2{-E9bbR&;4nrX5y)Hk z^|&Q){=<sJk{$39QRA`eOa(su&G<+PaEL=6HeQauArZrUN*=F%I};RNf6zA2f-lrs zcpmy1yoF)R!^w2$@!X#z^}C}E2#mh2VeLTB_?1qMKC&Su-d>2PM_<xpNbK4J+~DRy zG{*t(z|<tovB!6y?@zbqEr!lMQ#IpMRUh^#2gPl20IznN<I1i>Kl$E1tVeUynYb$Q z+G`H=v5Js`nBa9AA~no=sGc5kDc=Vg((s&n>TZAba<U`Xj=k|~MgOdR)!eKy1-Q2J z(YO-u_Y_akEngu%o{s45{?(3qrxo@j0(jiWwdSeLM(nM8)b!p6d6PeONTweBXHP=} z%dM>>;#Pu&R`VR@#S5syDNsj@AI~zljkq;)C!6{z@=<!R=6`g^H|}<Y*9v2y7xuZL z)vN)ZIreYCzNmK>cX&+-wz(41%iWBcnCEnAN;=Gddj3}W?mBuV_$><hMQZ$TA*j0> z`qpOA*XYZoy+J;kDLb^Ee**cI<A?l^7Vz#rwrWbiuNi-o$I)Y6G{w-4^k^r1j4dAT zrBy<l8I*eO4L<3Fa+u1y9(y8dI@m*C6h5<&ib5QfBto<?<LXR+Bf*7WbRT(DW0|>l zA9xI{Cnf&WB_x8UlwB(W@o7_gawr#Z==2WWHGAaUqrc8l<N?nqInBOnKO1;UnLAM_ zsEa3Pn6KUd-uHOkDAWLbL3iM<7zb`=qFU43$MvH<!P~HWebfzc!=6=uatgi{5vFI@ zP)Bm#+`Z{_0d<m|s9gp0K0zDz_A>qfZgDVA!0#k{G?bY?(9~hhc<{bVrY(43wF`8G z0<Oftc#<Pa4)#ub2xP2qguYG1>&9;<<TcOlve7uFk!gaVCr~%6@*K9-#=NTI#uEvb z7uZV_mqr?$K^-nSM6qlSy<e?2k0;LY$h$Vq(@*ewT&oN@5#vnwyQ`kt_5nV+B@72< zphw(2SzhLM6!qP1;f!#^S(5zL;q?{Ze4L`evNX`O-M0Uou>l<f#o2jAW8hrEjn0+G zlXt@+f~l`VFE>q-pU`JV%>4cP%@uKvF(`%G5kLRvZKarx$4P`PzdeHi6ZWjB%$xs! zescCnUD!>2;P{VDy-FakXTI{J{6q9(+agQEP9lCPt0-Q1>V>*xky36l8T_wjYqXI8 z;_Fh+*AsEz2M>-_=M7+fy*Xt!r6B%$@urK+W!$5ATXB!wWa8Yad9>^T{KW(Oj}r;@ zgpGUWLqqgu0ftGJs-Z_v9TOh@#fbUbX!hq0z<F5myA=Z80)Gthu+7gwpDr9ym^BXl zh*bOJA?W`E7i$ms4q;Bag!k@w^x4`Z%?EBc*M(Q~qkTUCZ$8yC{ZbJ4oGH(=*bAJG z@&BqS&_68xW^HPL4%|19N3j-o<0W!(g=e@c@w%L`=pEv<O}`>nCgvBkel`nO<DMC) zcXX*B-W<7l;7BC+^al3v5%1%6#E~r=jD2@7U!mvR@)JKN`n;`7%~=P+E7n#b`4{%x zWrP-sFFFwWyMFHROZvBubZ3MjKCiS?udNKveR$P<^YR|x27h)nly{*oTYqLv|IUqA zzp>P13;cbai_^2-2|B2$-~0!_e;Np$I`5$hy>7HYNet$BqiS<pwejyI=I*TxFhLh{ zgUx<9*nv<}*h8ZXyne`|@KJJx9ib(mHhNqKb9yO4pI1wuV?WT)m)8ZKGK)DW6<1fn zmFMlw1f0iVjn^-apx&30`J;D55pxr%L%*}*;a7UiMBbQ$IOk*`Hvrw1P>-bKqfPwY zqv6WGaj&$EV^8NQLif9nn;v`sy0fj}HkVP4JFV;r{2}d1yxKIUu*SV&SC94W!Fe$G zrm1oqeFR1OFJoWi`Ri(;r;Q%tUhaLcLcbNd@ae+l-m9pWJw8{m=DH9vml`?UanHnL zJ4(Ia^X+wkE+B&gyn2GR%;N*#fu0{qWNm}qdvd6}9r&Rfd%Jou`Xd9cTZN3MXNOpF z3;PjYu2dJ0)Vpj67io=EUEo#^*nVzp_j4pHANJ_#v7q0&eDUa!Qw~JxmX&wTFM*?e z+3F#jKq8{6PyA<u{G7e_1g|;x(~*NAFWI1<Zl-vzJ48YswO(}V7Bz7Dzx;Bxz?-Ue z$WX4JKW?&O-<yT~u+5VkOELI<&;FJiytQPHxt*Pv4xG@bje2CpPr*M#gm3!}4M*Zz z{>A&A-*8R}_x~CLFY@8R(0fJX|D6m(yht?mDaAa9e_f1vp}KYLUIg$q=Il*7R`6bJ zXF?)t5m#RcPZ7Wu;^W``8HN5v-dKS_?icvy+u1Bv-eX=+Z8my=3w{XOGey7WV1LXH zHySYt^iBLqk1TP%M}@*}bM~Tc{!FRu2>zZr>TMUOXu?e4!Lcj+n0G9m_Vsv)dHRr~ z=B`N+QB?I)kMaWiY=Rj6%7CwXL^(7*a~l4yvkVvRF^~!8=Cf<BIKf*aH)n>2kO+54 z4!NXK)OW8kYgROHpBF3{w@BC$qBnZ29HOBYapqdS1m44FyZf8ER_L3~=W#pYz8U_G z{F|cVLIkl&?VBsXK7r-M%S(5F`!Cmikia>)7At%t7yTP+n@MxzBj^VW_m&yhqJH2> zr|H(f&&_GpS@R|lz2UUM*ZhD#{CWFw6>&O6klM0h66f55JMv4f1Ch92!$!3SIB@yC zzMIHj%l&;kz4-a&Z*1-jBR*t)tlO{Z1Afw%^^@Z+_z`_}Nbf{k-KeMVvp_!Qx*aq& zfq7hii_T1qW0(VJ5p`~Oh<cJ{Yp~QU%ySC(y%mK{aYTxGuO{x}r3zoNAL<V6uMb%I zoH38_ed@Rc@cp1iLtL$SsI&az0^23v=hDOy!-#vLtbeNPU%$@7d#8I2=f|pLnE%;6 z@I*|MJPO|ML5NF8=Kz27L4G&oox9L8)(?-YN5Ze;gjQjjKk92M_YN8K4?){A+eRm` z2V{)b^49~@LCYUMo_qrT8ufQ67Rdkg7tO=t7oY>|eL5ZK4Sp-l$AaxJ_6Cmr=^RC0 zWN}b}R~_@A7q)B;goyyhc62>?ksJ7%Yqo0mnmv&x`TOV4A?O`MbfRnV{?8kfP<O<U zh&yg$evBf}Uu544xdLA!dLweqoF4Xf=w7`Nb{f9BS0hg_0*9euUEI<SJ!1Dehm1d% zyKVf;cUTL3{>CYBiz~o=TYX-RH~{~o*DiM4C`5ggpR;X_0rRYvzW(V3zOkkzc7xyE znRx4y*VLs1yj{*+S{>(aqp#`w#hXq<VgSQbPCE7hImRCf0KP(h$bFSr9{hwQ{cH*1 z$(<)Up*8vN5nx@`qNyhn>fKot7J|U3b6cEada++;DX`ZVeTb_awAd=xODOFtxU+>! zRMX$o+al*i6!USaaDwO6Zf89x2%XTIGOD^lKFk?)4AYnYM!is8>LVorzlH<P{d}SC zOr<rv-FO&vR=I_}4gTF>AFgUo)L)M@8<}^(f9Xlab1A(B_=`Kn=a)Q3e)4~#=Ky^8 zc&ELCI4|~)Z%TPi?|{GKeV#H#bq8WGkn7?(JkR$>3Gq82*k91Nef%pyB9^pRwib%v z9Ba9mC1?OY&07`w4Za~oc%b{1KX{Ej|9y-^-rvQrdEN67c(@NSQ<v^K5!>Eh_E}^A zF6%~)+>ZQg72*?806ykRJAX#IG2%yw>y3nc@P{(-{xSx>R^=Vlj?M}^59b0dYkbdf zy<~e<=m7QBYPmmMgWhW1Xy)ZH2ZCHcd$#5d=C#y#Z0E?}pY;^K@dGcLFngWLHvxZj z`HfOG=*2gD=KKbc?^*kn&iz;dUN*Vm&#?qw`WCCFd5E93m5D*EahS8*?n?Q%2EOTG zmb0Oi$PY~wxvsA8)nm9X?xW&Jbo@||;kbsmneL=$Kj2jS>i%IZG9+T>?vUDGOGm;& zXZeMh0Gaq9q<5hV`TwbvXpqPp`i(qQ)q7FEo3wtV|J%dM|Jl&=-#++G>K|w3H=rA9 z>yey43V!v^vE0C6;1|5ksuvEBi0q6^ac$@b#o0-%FKrNqPG)p<b3&J)V94ZwbGo0_ zcu^fV-_DfyJ6o`)rN}BQ;^;JV9;0ainfRXDs_55C>VS6+<s6Ngw<n5QIk)GsVh+o< ziS~Rr@Yg3se-}Q%-~TuF69M26<yzqf>@c5GbZWNA4SiimhyFxVsXbvebcu?)7(R8v zm%j*tH>3Kk-j)x(*zjV!z#nHa!SYEZ<TCJL<)<&Lp2s2&|MJYAgI?p=UM;cb*h3j; zZ5aOiC*svYm|bTh>Y&aKgFb(7u3tRWYbl3*ym{u~voXx$=amio^8wk~E;r(*<wTge zO2mqKV86`qrPyy&?nKDTa?7d`2jXDh;#DeN@H*?KE$GpIeYQAygY?@T``x-LVy{DQ znDJcQWej>cHfP1hzy%-4)A#J8!=8a}W8I73e@?l|88HoE9_cr!WjEq0O~40MEe$*3 z@fXu2u6y9ot8a<!!Mz~GMWp6#gAd@Epk64RQ+RClom0k`SM*A=xd(sHJJGS7`*8l< znkWM)fWMUdXc~F|{zzWWpi~9VF*=hwnhrjQN3SuAim*VJ7;Cxb`BUgm+!|iJM7(oh zl;5O+o*~+*j;RCvr^`mi<s}2;KLvZwPG#tQn4W6cfxj5IdCboVyvuYhrMeK#t#_IA zvy+n089lGJJ7ox*RHpsPKpS)$bfe@M^m*}Wmx%y7H{#WBc9l7P?oqb%zizLv_co4x zLfyuZ@V&IO*}fNg>&rRbZOP6=vFmT9kPZ?-$L{de!h}SG8eFp6g?RGLXLLYi)rHum zG8Wr4g6C;D71abkqkAjAhI+K@2&KOzj1|C>-S7W3;6UG-t`Vy`4_x5Yr^#(IA-Kow zS*aY@V{>w%z;q1tqK?n6<FWGC`*T8TCjJZZ&^Zb2BdGgKpP939twIOZFRZ?vKqia| z_D?@V{V{5+Ja}``j<7#Du^O~wM<{RmxGMxaArDocyd3nb*EJj$`4ES_{d+$7-?t~2 zZgR2K;y&1XKf<>Ry!*VyVTTChEuZbly^nwwuJ5c!O2K?;!}mAmRYtHc!sy7(cg@&C zrp99sfc*EVOzv&UKIqb1gyUx}qt7XhjadxC|Bt(0$t;4tyYu#wDfD~e>RRV`d(bEM z7_M>8qCa#}q56kQgqOSXzAOiCto7<)5ifj26~r&A4`3ehQSXjL7vNCEEu_8ApbvbT zdc`UTc+F+wf<E|d{NT;_^a=QVX?}E1nlZkYCiS5z#Kpt8m3)j`h?@!v9N89bgyZ5e z_3{bqH_AO-+km>7>wySOCwQrak`@tJ@BxvZ4G*XHK?gKHYqt+NgM;rVZGRj@-0D5I ze?R;^b)(y^jaNAkT}mP?|AoN!z9IR5v=#c@3#@CGzhU3JrGjYbv>p8CbozP;<Q0>e zeD=Ta2b-N@%L2}r64M^0gmYWDP}6(V9k|ux8t1GPiKvm7j@*MfF=Y>rc?<qtvahY$ zjrWLi$1}1&TEMUO>a)t=BIx)B#*`E!!J}4_=cYg6+<JRYAO8b9l|uKsS~2EY^L~z9 zMO{#o-e&RT1c^ve<aP30hyI+kJ11@tICRJ{39<_A>(R?a#?XDqyJ}c(2k+cJR9(x> zkA8w_{$nOH@QQE?fy=&_>)QUItwR_1QDb3?wKaU=57xha<OLo?uGCBz_+f&|I_+$p zE%7X1H>W5ae0hAg7|o+kl{mFvAnuR-wU1WX9}c(?m1aK<EA=@NS)XDf^e~4ZeL>?r z*FETDZkXI>K;7fOHB|Kud!^oXgt9UJ1n;ow`T0HS@X+xN4FTN0bEFhnHd@RDo?qSG zy9M*o-8c0+{h`AkMs;Ko(2tt`btQqH5DM0`bSs80CZ9@v;j|M`A|l0h8gl{m3`Is< zx6x1gnY}55U!O|)iO4;gc<%H~PO_Bnk5T>>>&gS2<-BrU0Pqdf)kF~?GS2O9+1kxe z><N1C^)Lr;c=xJ;ev=72r?Ud)G1KtN4jkK}jXYeeeb`D?5&U7=zJfPZ!0!qT+GEs# zt4~fVrn5mmX5<&agZ|}4a%kLIj2rP>sK5KjW9-}Q_C0(Y{lada=c-C<zzxnv4$#uW zf4*yY<V+v(x%1P-@FURWoPM^cw3|f8io4zK9w8I{44WUucDWHcshl5cj=K?NJ!2j5 z6_`UeJs8ijihuufJLl7F&P4mqZyQU9pC=a_l^^_vIo<Cf5-;IDC1<;Gy!t%;p8YP_ z#YD_A?+;C|1g~(XCwT54;?&{bM-T5|ZmNHVJa;qAkzg=CEAgVohDdl{rz3*+adCp; zj5&C|i-VR0|9s|6JnY|wNdtGf?$+DBfc-wjQW5!hFGnvO`EsNmx})5OPIl&)SFj!b z?}j+yVQH<EKKc*AXAi?jHxW<$b>Ck+Lnip^y!tKiKJ0}rSwAf!6QX7jw)1bCi4~h) z#JVctt-_;6Jowz~F^)>>7wC7{x9pR;g!!SQSL+c{@NN0(6UU5xpnjdEI~Bapmrw5= zG3SHF&KI0YfL_#su2Xarakg))nL6Vga9xvQKQ6_ipU?mK_<@xx(f5<7Hn;(Cl$5(8 z3-en%e}67UW<uvM+jP4b-~V*cSIJhyb@EuQpr$1F089IytoqPfytDlx2>-o5^%18> zvw>GIUgtcW<4VX-r)T}e{L6_qzi4+N9`kt)9-{dKK3C6`b4?dG#g>uVCgAIv^qw)N zqK^8I;(tK(5&YPaVx<BUFbC5x$eP0fouFz$hE6?nn$3orX@f4<!~E-eG6(dAjmMLn zaes5`^7j_$lL-As7j_N(#C{=y*}?f4`im2<0?(dDfA)d<#AV>4%dD)r><{3p^Ghqd z=pN?AN*6cYXJS6}ty@SNHSht|&@^2c;Lw{&vDGvrqMu#%_aO8q@#>ZG?^aL;wPz1( z+x(|D?Mfm+rzhXWsvU*+a9*b-<r@Bd*3Z#CIzQ-f{@Z?O1^8m_YnF-6qR??MX{-&& z!f#}vX3P!sTEN(l+achIwQD{i!SrO}&vWf7taQ*r@ihJsMjbm!@#Td<GUChCI2{w< zqo=)ITeE|2<dmL%_^+;b_&uwM1$ek5s|Q64KA%MA^H{$d&$*sSAf5?)_azNE$+Pfz ztTND60N(TKl1#oL{O?}<a-<BydrW#OxMwfEcSb^8|ImgjkuJN}=pFhQi_*({ZP($O z^T0|^*?~-)HH?~R0*>Nvo9i<#oikx<eXc^M3c4G2wNLFz@JkVQ5_4dLufOiKY$H|R z^k(hjNnf3DK16mJ*}_j~<-^OF1`;7gUAEnm7r4g$67Oa7*ZZmLF0~4}5v^0KosPhR zErLS5LloiXWMKZ6Di?cys`eh!yoGvu;OvtU_*m)jn06JOz`V&-UsjSoe4{3Joc@aV zB+B@mJE9)?<}K%`CZK;Zv-z_msEhq>Hj_)_K=2CZZDMncFgNqMp3;6Db1f~5H|@~x z<#*dnTt)rp8Ey67ptl?0Ip5%L{sQK-)RKEBa1SVbEWO`qI}??g4+A#ZQJ+X!9K8&@ zworN5i@6@WH^-AorcUf5IXu&O1$ob1_1Q)X&Sh`frYa5cYreKeixK+omW#}z!l)<t zw`cf=0H1lbQ}9zc@SG!eT>=k-KMdA+*B-zQz3^U>+0I4qtGdIn>hsv|;(x!PITrO+ zs?qvPDEbfXvMI??65(c_A;Pf*d2qo*iv{|YNJ;mk&P3qumv&7sJ_1kqE~LB`d{md@ ze)XH{c7)HXM=Z|`Nkn8yo|Ho}=Gw~zJGUxeZsgH86Fu;-Cq`9?H<iJ+&wrb7@r5r{ z%V^FQ#NPu$zJ28#*iST=GU<nSU%5(7c!@suZ6)&?A>3o*a+@$MDd^I<vV{{7Kk~~o zLadq`2<e3y+dovO$G^$XYk_AHx6|ErE*N<vJg<Ncac6|>jf(CO><4yHvd!s49W@iS zZ~^bdj%z{R4|&6vu{JNs19}7DuC}XMxPQeBQU@lTh>vutU&F<K=dy0w!uJvWTW>z{ zbpvl+zQkWT=#TiXQOg=*34hEC!#%FRVVov%#%Q6NmGiF==6r(q_TTq;ReI<=?oPj^ z0B?R{>y>0i)W`Cr-$vPb!P8kDY}t)-oq8=`*X6@*1oPjtU;|(HHk&65s-hlcxj<H4 z$2qlDu$`X)4%9$#q-+fRW5+s$OGoWLo{3J38~GyUX62?o>QM&AcR}3j;DecVMp0od z?xcjxo^HgGDTdcUH(Y_=7jT+2{=mGQ+I331Zp8JM-8vtZ;j{Fb<jV+sG3N?<*o)`D zt2Jyt-(`TWLj3`&0Ql9*SAMzZ1^hfTBvnQh`MBTz6sJ0Hm?zf@DLV_n`~CV}eA6Ai z*KAxubdj!vSTzsbk_q<iHXXAgKZTxz*L6#um>ZFOV%lQ5%#ldDzS`!6IB{UtG%;C; zdY!O0m1~7QA>{Wi1L#(~J1)}g|ARiB$xU)7+nJcsc@d|Ed(iNia`F%2>|^inY+Bsc zt#|hGn_=E$apCP{U3=_rE-?H)4_^`U%AZ#IG0&DAs43r!_xC!jV8|JG^v<(RmN!sW z%6kn5a|1v0-Td)X<u&G$&vQ))AijPow~vbeZd#WGr)OGsqU2~wHa*^}_1}+WMX0mq z)u_eS2T6o;2CsT*iZgNSq_4ZGD&`<EUSGTj{dUFe6cJPO8B+pmq|qocAt>hJrq&O9 zQ7g4e2L1b)to8TioDM|nq?$S#@DWNM(NA%}895e|+>C+$a3=j0`lSv%$iXiY^0wfc z+ma~1$6*gw(c;9xdCV1&{xhWle)7<)%g6%r7uJCpl8fN4K1gNu{@4QDU}3*eKjLFP zvxo25ap-g@w$A<D4V{*0n(J*lS0ZP%?bEAJ;5PPeUaIKY5qEob?-z&yAI0`@<FYRN zuiKet#;;;ej$cD$EuOPPf@9(jF5m`|XCmaUkcs(F<DZ(6wuG<4u|B_E;5wruiUQy! z`;%ntTKB+*I<IexE*1TCTzrAl0r=fKHL<$P1%1RDzu&Fk9cR=k#ygR}YMeqUTT!3Y z%1lfgYH}jx&fHCuL%(}<la4+T{G)x>gW6LX*n>NBI+q^$gEPLv!iS;Pm6Y*b?FD{Y zaiihMH!t`^y2)%+*ucNP?Qu{Mbwhbmv33gh0zND22k#tk?w(KayL|>eX5A!ZEroh; z*WL6g+>4_AjOWJS^-JYmm|nX9U5e?BiGiJ%Lt1&K%tPZ$96UGYKZ*M6X=#W{RXlhm zCfd{)1I+Q?H7w>vJ<aftM!^>IH%D?+nwX_X=o1pkX7HT$<i4}{!3X|<_T*y~+^_KE zhrcX69WWPKlGB5{S9m1j-a!HAOe<uX>~U{As1Nh~{fhq%&)D(YfRA#vLU9=Q>lc+X z&-G8@eCt@GRib~hKQx~F3w`hG-6S6g^q+;d^LcLm#k|J5jjfyLkD2tfjeop=&%*L5 zLmKi(=(Ba|I0xXc)9FMg_^R);E^Z#E3u0DuC;Naqtp&TK+{OF9;CW5#2@m{_ZwV_b zG?EF%{`>mkHo)l?ht!1b!4GIrTkJRD==I}{Z`^^yPLJ3|F*ah~n|o~==>+(^T_+D1 z9d;sKyFX>%`U5}WMeU2!l<3=nHhwK>!5{90!I+T?>a&a2C9P<{Q!C#reqicEl*+tq zVYmr?=V{i2>_hl>{>e~I!~NK|m&fG`__V0s^gc?pwnWFhWb+YO=n(YQmx?Q)t5u!w zVRFH9vSr?T1Gri`j}R9F;zQAMZ4V_m@TND4;{E`q`*Psf_ia1i8y!zE$iG1%1X?c` z$UVUC@7l_BfQ)$u(xWZRKQTw~Mr?2jd|0-fqe~L<=;Os(r?+N7hZM5qPcJq6+yybE zkNJ_Q-a{3>tI)UI*c3Vmd}cpw^P&H6PQHz|8<rw&k!Kw+(ulq`hL2efc}3;MJ^O1j zz)8$gKOM$?n9bpos5#)DhD_d(BcD-!%g#0SUq&B&lAY88p7rffu~TU=j>K&bztS@_ z$S<G#F6)3db@ECujzwOju9v^6t%Ugne-~*M;AC3bAB*om7u7b@|Kusomwl!KqxD`# zV!=Ge!vp$x7oL3`skm?6T5^Iz@4$PzlyeH8zc5JLI+F<9pYJ;@<-K9{M9nYrkC}z= z2kKvLDiU%eb_845bktyPtWICM!8v;(kgq<E68<$hsYCAnrNh@MC9uBJ0{fr0o$@Pz z4yWqj#!4XauMYF+`=@YzX6{w|d@qLlBVk0xzQ=(`{@|Mtzz*KXfMaC?@jiN6QDO}} zba~O4UwQSQdu8q7VW0;-9yGwEzT`l>lwZA@zXZSMH;?BdU7#Zl@O-=bDfZ2DyM~m< zfPW1;b|M%&%k4t5rH`n?ICa~sRs%`IXDgR;Yk%M`$3Vk#<_vrtrF5qrpx-XwOqtdP zU*>s&?DGTt@$hiV%#*vouMgkc*Vh5Pz09CpJLc0H8o%UU3PM~wd!+DN0s4rilWLzQ zk!L0S6(1f%UeMAi3)>3+8~yg%-MCNDzn_+5wqnkL;2oep<3@~UC3n+32kzMYD4pRI z2|Q_Ks#Y)j<oS6oGsXeGd%X9V=p*pKOUj3vQNQgMAM9k!!+Z1o>RAe2qT!QZ(Z9Vs zeXhF6v%4^_E~Zhx=LhB}-TFny($H1>R;G&uA8|ta1*sqL<-gBywXboGH1;b623<m2 z`=tKgIdR0n`<4%Hqb~`Sjh|{BgU)}TQY#R;<tyV`LJcCY@1f^n=qJ>-^%s{-`Ev05 ztyhAL9bJgcz%zL*z;z}Cc)mZcKz+hov-;Ntbr%z*jwyJq*Ytf0XI7jEkDV<k+tAOu zd;ivPL%#WO{rnLJ_=<{Jm}sn{zZ9)6US2|;)Kk0X><OGEEOX~#P6cq`y`D>ZU&6QN z;dqrw5cnhZMo+;i==Gks<?-i1M@D7la&R~F<c$s0rnivS3QKI)(f=r}59%wXf_K`p zTFDH4vi-DD^?ow)JICtTZs0aoX2>tn22l^sn~f>&$NcX^(zp!zxYYPY=@!%jDzabf zdr?1Kamij(gdfBnLy6DL`S^SvruQl3&{du@px@pOT}jg~H8SD_H%#-3eX(b*i1w9F z5_svsuwS45IuKu#KmF|lzq+pXx#dSUba%5OKW6afp@OoXwcrmFA%27P-@d}+;-A## z;SV7lY|ryj5V*HrnAO5z@Op1w&x(!O6IEgUAs6_eZ+tB-NFZ<SvrG`A!S@q%FEz9S zE<mYU>v|X8V<TBOZ3J;ZxlnY`*&TkgQinJ@n4rTvku$J>b0YrcR=#ln{OVW-J{m59 zKdq&#y!8g>z%DtKDhczLuLHm9KzE#fuA;00IIT~g_J{+{U)+(5eocSG@!jm)Ii@&= z_wB8+lrZ-t_Pvf8&)Zk3*6btd7MXVc!L;}AFRW=Y4u9!D+-$3?EJVJ~H*oU^qK3XU zzAnV#6ZGSvJs&^)!%;{X%j~Gf+=uCNx1_ofE(s#lJ5lE!JR^VIsL6$hd}qj`bqcse zaddt<-b?Kc`yCMl;32D|#w~$2s!JcaV0zD<nE#$_D3y=75XXBZ2H@Lm($yv`UpWy6 z>8#F<-^0FN9oB7}c>fH_lIkydFyBt&CidA0^+L=>2ip|(T%`BCTzrT<M2_^%wua6` zMo6!LCia-Q?^nF&0{lG3qW=Q3Io_`?>*Gfv(BbY<EjYg&c-ia?AL$L~duwiM6RyZJ z4~Xu5=qfyaEEpl-5TxUjGnVK#GN0cFKY+Z-TC6y7rV@HGMb+JAf#|nnT6w}zFF*DC z)#DThzZZde#RCcOT?pccA=9}Ld<v7}BY0oeOa=9{_Clx6XYg`-7QRqbtZvi7@R78z z3XKF0m7^e3H2NL&BG){tTO{fXr^Hci@Ra>NK>-Z#0aYvAwoB(U-unynX89EGMsEyr z{_U3yW(&%@m4^4eag^Xq#P`h63jBwEmydkn`U*c7;qDKPm;OUuFOoIcWdt1hyTZb% z1bkcn6Zbib=N7^xa4cH{dg6JfJ<ov)34OfduLnF*%tY>}9_|_2{j4EH#LI&L%C=wp z?FnkNERP4^7m7FAXiX!5H*E7x_&0CA*l{Rl4|EVY|5-;+4?(w=w$UyLzJ+Z#<lGVi zbUqe+#@YmYxoeg`?VAM7dGgB1Tj)1NY1+4kB}1>uO>4*v-K5WJli6u}eiEyB)|+VP zEKE;z?)Z-RrL+Q?Zw<J|@5#Pr=P>{Mj9;|nD|j*cY5^Z_@Qz7|@4GUwFWzWxq6PGI zN+QC-KJD;PTOQl_W*_jg+$*_HwqY;8V)ou=KA3AMxW1<ycxL$;{`@iO6(^1tQozl9 z>QheGDFAn!U)iKu1RnOeT=w5SzJ8VU%6;H@239BNn!MlxERxN%Z_a_RYEON{h4ZfU zMv79i1is$;h3ombai915iHHKfCASq`;6#2>VTjTZ0$)}aJ?X0gUj>!yrDJEx?TDQF zW^xmF?z~4@>C-rX178<5{`(7ct8oUwcLMty?Y{Oa<9&F{Ub<n7eOZaO#g_=ovG)9l z^_c~JVt6x2LkM--mK`jDdpzxk!j)n}Dna<unr!teg?{qqCm$1qAk4Kit8+ZJgr8H) zqiBU@_?k)-Y+X2pz9gCR>wR##WwEZe2l~Jx=$XlWY;YjX@A#_u(~LyK`fo7j<U>dE zmFBkq^r3zA=Z<Pi!k>Yb#&!<8L~rB9k!pVIb*9hC={V_3$T>2`#6_V#q_|6cw}}M4 z|0c)&-Oj}Ik^Tk!IwxWa{qFdF;NrE*KS^bXmk~Sv620hWE7)uK8ql8~`Ta08tqk|~ zNw{V>KDQ|PMA07jb!6Xhyrl$wwc~W&YAkdn7nOYk)Pc)v*W3CZn<maT<HuKS+rgvn zUiYGb-ZMGOgz;Jq^n&Ua7HZDHC$pwoyx=N{=nU6y5WWpPhtakLdJi)3`RvKrr2z1c zCP91S0x);MZep^V75);cuf;Z8z?X{`KJ76Aj#b^2E29LTxW@6VZ$&Zh<X3#)3V5yF zdSg9?V)XZooaL{BfrIg%ZyiQ`r|r|Us|7!Yp106+PmTkjo+K(Vy8vEm=FT}|)bD8~ zFYG^ffY%h!rBqSG98;v)c~#&_+d3~?$i~ml%FerDi9DY2K*F?H6@H<Y%wDd9A^&q| z8bv&WULvRYLOS|z21enMI@BTU+2>wFL)S52kX>Ig4&M>By;F60=vPCX24s+*w#Mge z??>IWuwfnK&_pKo9ta!aOv8Nl!~yCD4&Y;`%tP&=#|&Wfmm1iPICsa)(}M!@z7<oF zEXbFWoMwjR_c4b<EhyXyoz=8c#V(E_e4pP`DJj5bDL87Jl=$Gg93-5-WP(2Rm|pVg zF1*JpIW8h(=*_q|YhI#{csnGmE{Q(pxzwAhnn!>aYlv3T!6%}dLLpyj06w_J9g3mg zVTxbgz0-*2rDQ*J&MyRWWY?`dm$x8KxzVU)2&3*Vb70Y!!@0X=AU(kazeiPj&rHO( zsu?<|DAa|NPuaDZ@m%|u%a-^Up)Yb;k}CWI|Lpl)R>i>OXVV*d+3~%$IgdCs?ZF-p zgXZc}A>fH_Hg8PV*b^V6Tn`g1=;J<#2y=iJ*cEWIHXQYll}I8M8sa|lF9)__K3zW{ zO@i$c^jLZnK7n%3y_X0EY)ivj15fq!0wz16V6@h}9eJkqNr^%r>izmhHH-iJ@VB1d zU*sEuIk|g>gY4t6-~4^&6epz{@tWqn{hw3NSny;m8RH(VEm0Pp22TA(pYQtw>Okf$ zn?QTi>jl34w<c-bh)zupG8z4XZ1Hd1pWv-xw$g4UBEP<*u?eLIuE6-BK3W(0rj54$ z-nySa9?H(#FNrvyc8<E8d%%WJ+gv)gI~cl*BG+!Q0unL4oT;6PI)!M|ke?UAKJVuw ziT7_&@Bcg%+@%dXn8%6nCJW{&3zhfp_z1pZ$T49R{D@HfmJF?r_+CAGJ46v5#8YCb zt_nhzpd~%~K_2<z+~m{8XQ5LIZxTuw0iU%_J6wf6>vO|JpGNdoCe1cN{x48>p7l_2 zJBc~#lW|;Gxg?@kdhNuXYw-2nuX&~#_(=N~RXb%l%<V-}=v>BJQ{4hnqBC%YV7Ee! zgYcEGI(nleLJR(^$1i>0o&&DFN9(67;=N&7BEfwSx+;^P-*&$c|NS(>5{2=(4}SGC zWI*rFqe5!Wg-)@=JVyT>eA0qC9$Cx6ub_W$&2t&NkcgoDK`mF}@UJzSpFF6$^zuR) z7to(;ANs7H0iI&w`rw~SIFG*^VluxYf3)1m%*Xsqz{M->0;uQ1#Ivq6<KASkfA9GS zyn=Rux@2T8{LPM?alMJYzD50($9p?F!p}62MGJNIZ_=pY0_xS#p<=q-$iq^*<F3x3 zzd1Hiw76i4{kWeCveKTo5shKD6u2c(XJ3_|xhesjTcv@xuL<_y#1$w8MZ))kBZkEq z^-k)G*3)7Zc8Cj;rcZ&3(iXj%?ioS9wYu;sV;DZLf&uZlC*bQ?9Ve&jhI&miG0#*S zb4yoEZng=+58_zYhgZh%%Z+6EX$@Ym=XzUYxGCn=CRiM}&=1KsvE&E=pGiN&@onlN z_Vd~dXSCdePs6Q2I@WdIdTh7$&EX!6dl>8vy$xKi{A;Ww@PsE6O+R*<gFpYilf3sJ z_LX1k?8pILz!k`@cPSXWjHLHOEg$>^Tsa<}FM@7D&@RXUajAkkW_Ad8z_09iiGuT} zH;%vY(E|Q>r&OA9ZVr1}sgLcDXhmJmuBl?4jJcUFD~o6G{@;?Z-u?}q(+=|{8ocl5 zF~iWzVOQdm+hXg`q&+dHSJih--;UU!>}meg3h|g(oX!??h?Vx&2(NC$%ZJU!MO5Hp zS4MTi=p4@7lEA(9+L%k%5H2A@hw+S>^qdao&cvC@p%?FuIrLH8BNgbkzQ5~U1urgC z$KMl+^AI?-D{u^bSfG2=fe+q}#A9-lTNnDfC*23>mC~Vq=f8TCd;os+%GL5L9q?WK zbeOtT0Qk3}k!K_Dq~8mNb&?stFS~|~v;W54vwQX;_qf5MMeectP7OVV=GQB%D&XC3 zUs+T~zb<D!B@u`7U@}l?EtLoy;jtGL6Y>;YhRod>=wle=0|fViUpy@mC&A_DMp*QJ z@0GfO{a-FVDnu-Jb{3am8t_C!V(7)zH27<tIM{j-{aMc^$-yIEfGbNFO(-Tqzt%nf zxe{^uL~n!MKHxD*qAL-*6EGic{7vfXHPks1i5>3neLeX1x7Q=!X(s1IH(j73ImQ~n z@DTOVNp7KyZD!~*^-BbW@qQD}r3Bgt!5`|#f8J3$;3IjOeV=|ibdM~WQm2FAQ+lm$ z+ukntn@@U`S^)Rl`1@By$_sy=Ve<PcJYSs&^>=TIF&}O`CU!N}nb_`DO}!s@#Xc&^ z9)DG5Lh-+c^>@O-;|xvCh}Ag~Jj|!q7oU)b`c+3y3R?K8CDMr=lYkERan^&}5X_f7 zSF0L^zTne-)?7+P`2HNMu5Z!@j(4EZi);lRs?9f}<~-&aC_^*G>%rg6Rm|9<KaFwV zmo>wAUYf5<lmCnQ&Yf4)dlWe3vs;@7fIEn|2YDY-g+C!%nz@r7^gs`6U-yE4y-J+B z_a69{bn`Q5*+}G@q7Rv~z-`hm%Waa3p+BtcGb=~@to8mCPZJIO;@0)$JK!;z_e$!f z_rtd>K&*TPxNp<1<S|?DC_a|qUmSsRStioVmwa=^{xO5W`}jTUjvQsZxPtv8AHPN9 z+;u0!S*#j=A}?<Ec$Ye$e)S4`nI(^N{98=A+!t~7Qti`gMc_l+WVC~SUP6BU;HKG2 zb|WSub<XpFrwN3wST=aMDJk-+<*N?Fcit{u`;YMVtX;V_g1RH?q!By2KjNA&v&=oj z5#pOe=%N*L564Erj-!8bj$FRG`IAIc9yF@G2YkbHjgN>yzesmvj3>weJjt5X%nK*z zk6zy17JmV{<`}E8h#%lJSsvfjC;(p9=xzOuA3R?bIev!^bk!#Ey!&v!5=*S;tL|XW zli}LgfBV=K9bL}FJ;Pqxs7t)!z=7B<`Wrbl!Y{%iW4q)j_!Emg-NR_%PB_ZXi^Sml z<Qr2a7r<AU{f~5&qXzK0Bix0#TQHa9T$HgN@n29mpwb>c$3@`zf8wa8<>xtBe&9Y} zi%``9&SL>t^G^->kVCgU<i@YL5)KMBXFImybLURKXvKZblh34cqD0*~8R_VcI8kfj zC0qL%-*fJ)KE*!N;eW{f?J4lVPtm3ugwFJ#=YRM7)bZ#0?k`fF1J53Mgzf|S;x{hO z&PJoIzO%H`Kz<f+h~3zO1M^>3?DLD$@cx3|ODf&!M7;2MKKa($jxe16osoS4K9Lc0 z92NLI`K0yKpWlRE>$Nd{rY6UKHM+uE=#2I-s%du8VveG`=k*5gkkG;V)sE;x)J?UQ zMZNy<DZ8>B<Go(7jm^vhK9O+g`SUV4+}EXd>c@ti2s16Aq|3kqR*8t2M#RsbGENo0 z(66*pUGtVKgrAJuqkC3*WP<hCy-bc+)R`jfLo{lLdyCuOe?h)jPGI(SyaV28y1eGs z3+O22{F^uRU5Q8KI@%|YuWJ~Y9yojkPG=Wps}xNpl$svsIRAx?SlgzRs0NSYw>~@p zzA?Jw`cu<wz`x|VCcAjCH}GA;;T7=Ms96uaT!%jA+n8!?I`n;Uo?~fZ;Af&ng(9Jg z%Dzimdq^HSx??=C^tRC1x9?#S9d{!BJNegzIrZOugr0?(LChV7oq10BgFYqyxqkmC z2Vx_BSEK(?@D~nupY4<eFX_tJHPe86=6#lWvjlTa25~WU1HemkljmE5pjRGazNCBs z{I?QQrYhoO;!#pTmnQm~t+ZpisNg5@a(G%flSFXnOp|P)T#4N5J4>a&KkCnBRhMZ2 zk0>&UusMo4cYZso0Px}MyEo&rkS7_Q{1uG_z5p+zZO2ikF!^dc4FI2{{Bb-;h!yjR zZqi&SC1m3MY=Y#dIP{)3w;Vs20=<qi<*G3qd>Xu+sK?=R`b#SKeJIXpTmSKIeFsrz zSSY4AD`Os8tePa`i{FFG^u!kr#KA!?Zeu~reX73L-*F%F_Ebjfr!AlZbTFLVfZn<C z^SVtM3-G_cfj{-YuZ?gnMNfh6y1cEcL>{=?^2DR*m6zZnS5~s$s=E-Kyk!Z0&_`a{ z(>U`H^L@h{@->6NKW?W@iwTU_6EjIowzm&q|JLL09uv@!nDwOb4Ijll<v!=}O4E^u zV0h)gi8vWa&txbO>q;zg8g-n<J<H6w5Gh`Te4)dY<(Y|n6}h+jrO{WkzT@Db1OMfx zEx&V63;k<a-KG-sHqJ!}BnjXmXT&)YK7!9XRjgE1Glo30J=sY!l0=-}>2vzpeay94 zl$v;p1D{C<E!>5;5ZJKw*wwS(?F%<#6ycAs6m2zT2fq3GX(!4M;IQgTp9|MeXKwx7 z?%oHS@JU1f^*-QW!HhmOmf*`PKct5%;`dw;<^RGsg?lOQuR^5&-wVO_--UoTMxFmK zpoTn|&whI|5b?(OEHy1R8|tXHp_QrVH<U~!Ocp!f8=62mCyVnyt9N#a33Y-(Vgc_r z#NDK=C-&-rZz?@KHz|sHA6-h-cpdjcNc?+OH1t>V&Xl{|j=B@a3MWFhE5a|;QS@i( z0{kp@v8P(@M%_+Lj{F0i%l)X>wkZ|(kUV7ht&e=!A%}Kh8T*ogB$wZz?rur$AC3a< zMJ9W6cpd_-qPWk-5cyIpQB^q#d2NWrNVxt6`g97#DVku^2cf6Two60Dl-bx(y#qc3 zZxTm5agUDL=N_1EgKp)_@d^{nS=@SGcia<o%{zWe76Vro;s@Kz#kLjr63DK9dC~y9 zh?kxH9`<I%u?FVS0M}+u?5U1#b|tF1%rB;q@P3ax?zU9{&UmgxTy{VD8~O;Busrm~ zylUL`=!b65#}3@f2JdClY{K~mJk9=rqZywZ38@i(ieccZTIYUM*C5_>zPonnC-VC^ zf0o=S%qNwZ`jhV9K2b3V%`)3!j<r_dFDv?*WXCZfalD5&!%H6=M=+mE^*e(?8NQ4Y zCwUz#;FJ17YcBGWD`BSJxgfX?dtmlU4ou^`pY4>B__x={ojEsZ;D#eH>QM2A&I@y! zR`*itkx#x9XkE_u1$>k7E$3`1naEj?U2udhC3`iVQwaIPmc#e$HQ*fy51a10M8QW- z`oqUc<jZQ4Jql{H4uoH<W4;Z81F>@GzKAs${&pPWGxb&Y`{$0GX6tn&Qdd3O74hfR zl;#fYXURmQjx58Wt9HOQ-#$rw<v^V7x=>UnK_)nyK1YYWa3#LRFCQ8?0NgxG^W`UJ z=%GuGFl2oKzII<QOy&&gP;E-b2bjlx#Z<&}PRyQ=qy61fbsBvsub3~VB)*^cu~&1i zz|;6|IcTQ_+`c2KG7Z09(!TqGd%Q8nmi>08BJ$6v!`&x`=YaoTZdY1@K8dAiNY<^8 zOvF`86QPI;Kko0`@m$u8*eAb`()kYk7_S}|MIvy8eI=04!=F(kpz0y&xPedUWh%hc zH{FYj?4^PCX4EaHA<jy@h)NViKBahYWj6_NsGC*gwoe=S?x4JeL~873xX@Z~&<A@z zVs$!hK%Z9|@kqJ?@%+WSaX}3FmMC)eyW_XXgnQE!GB5bKZ4*hy{EA4#T>J0|L*Qh( zwOPyOp#SfX<qWVueO=9|*%0~Kg>Z~)xPBA(P2fdK<6T{dKeOHSwRq0+FIrJr*%1}C zB)&YHKljr%_j~oAPvhM6ar1=}apJEP6>BYg-S&A6TxNDBW*stvbfO&yeKTJ|zYcRM z*_-p5Wb|*^%poCkn5VgKEy8^P{_L#|SyNx2w-Via^G%dYY&Wl@-SyFdV7KTAZQ;QA zQBw*XLB7(}G>u_qf*%C$4?1Pwea}j6DJ#%}pQ;zNFVx35K5Q8^tA;$re^#Uqcv@+s zPW@m4=Bx_&bmSNi2Qq0MQhA}i<vL9z_Ym_yk*;4A5y!T1Od9aeI}s7id0Uz+(7(-z zuJQZ;{^F>_&rt>+1&-gAYkBZ#tu#m*An;z@Mwz7dzz_XTx{-r6cqqd*Jpy>_+St<Q zJ?NH#$$VQBE<=B|_KH0TIMAB<QVj`n7oV5Pg5N&_-*iRz-s?lq=T)bLCgZ$J(hX?y zmDmtElpNOv?cjgt`k%e89sG3`jm~?ZFXFzK7(I&q-MD42fD3tPRY9w32{=!b(3itX zuIMZLu0~NIZc$`Oq~@YtkAIs?vxIu{Qd#fQzj(f>X<gqW;?UP!%_n7BVUBOl<xhOz z6NKIx$wZ?b_*Ilu#BL3pF2@eX@XM$}M$Crp0-rjonb0Y55A|TMEcHyiE1|unTP+2A zXRG*EbJ@?>zt_Sp$+!>kXD(k;5#Mv(t*`G2JNl1ZGG&iE!P9PecxefFnMUSQ;tup{ z7S_|%4d{P`T|E;Q%7L5B$8?t+08aPBI(->&gu(yF*kmU5+3({_N<#m;`{wNE7<3fg z$5eb%*3m!T^=yz@2d=_*$#n<nvusVnsn!eF^I4HvXFv<Q>aOJJ_qm8yuO1Dt?Ex<G zl2g{S408z<3(v+1z}pXVos74EpGxb^fU}DZ#7CwgzE)=3$0pS;rO;U{^%S<92Vb~O zR<!yO1V3QH^-Fm>_PvA})PJBt9WzoBco%g^&(@l;Y4B#7muR>XP=~i&{dn{=c$_ZF z)E`pNv-BKqNV&NSbsc5xl`>Jx6TMZe569m({n+_GMb{nA<sOAmqGe?zNo0>GWMpJz z6@_e4*?X_dCXyAQl9kaAS=nzS*_ma8%&b&q68E`(-B0el`u*Pb`#tA5&w0*sR)fHw zOuD>g-Xo7W=J@Tm<1;w-TjvCB;r%&>ALG}6j>PGt+0;2f#8biIOSRG1H+kpcYD6vi z{8!^VMuD5zq(|S@tsySjEhZ-c?-wUDnuR|_T@bjGsDrr&!>)Z3CtleRK|{r@93jBZ zu4=}5C!y2$8S|Z61^T7cT8#l+@M42sO)kfvUM*%%xjF<Na+~cz?mXatVKG9M0(zB( zx`_nzeGAU;6gXmzb#cU@m*XzxiH8J^=%T)UAggT14LpTvk(^BqytmCB`9$E=oS&V2 z4tJoJ<YoGHY8&y$a-7j0Jj`?m3$^wF`mpPtL-$f(ZpEtK^8s`K)G~Cr6^Ne&Xgo** zmotucyw1ylE+@CdsJRYtkEL!yGz-25T8DL=alayYFkpWR{sf_a1$@KMf6TlsBVy@J z7=0N!Oa~m(#KYk>>VY{L0aK%`2Z$G>pPhIxUlW%xag*aDcst#q(C8-2^@sR`7XY^! z5)-v?(C2*qRs3-fdH-@Jo9CTdc7%H9DLEzdT}rzg+h3={$GM}QQ5twx#hg5K0DN-S z%tdEfcI*LlP8XJmcEMgeO4_Icz(HeN?mI7GKT+guQfA<jk?@PYwRr9?)Kt{0F<0ZV zIop!U1Kv+8dDP$#>Z>nr4%Jg(4oa?syAk>l-Cdb)pLSwjuf|Zh2=ZQqkDBv%DtN&+ z0a8)5_&$}xx=yHT3qr5)-!wtLwU^6tDi!<rNGf%z4*<W;(MrAso~`BlJ}rgkP(JM# zG*FGb=I!e~!QeAbWtwCJ=%QZrdtMic?~%EXOtugCfwA+w^&tE@`xR+7f8zH^Z@#M$ zL!3L8Lj9H$c=Y_)8Lb@X*7Dyk9##v6-s8#m(f3}+uU)*gh~dQfZ>KVZyV1w~aQc@2 zVf1a(;vEORLD!kEHWAkAO!yD%IqQu6&idD>zJ-6NOYbUL{vWqn;!pQ(KsQsFv0!=w zxJs>Xfu`&*^l2Ted;afB+#4J$;%9Rw*7sexy9xe&f`-BM73!pk)yRF3$fE{N@5RN2 zK|iImHIiuMPGs0J{9*$CF)rO7^~W7L+rZ#sWGm2PBwdru0-yT#*^o@&BjB#8j|b*> z-3e*BtmefT=nllXEhZK*r}@6Q(n|$?i^p;#xi+BR^XpAIJb<}talLrM%Wg!&3nL~M zTI|DN;pDC&aU%XPQJdV<M_wbd&bf|wX#PP-Wq1+z@1+L|ADIKe_u`4w9>in$Sm8E- zHW$L?hOBeaIPhYS)*TA?Gb&MJ-)8#@+;6ydZm<dQd0yTv4{`3Tp_u|Z&Tr$exA7J9 z|08n4cx()zcTnxvn}j+_N!Dk-1kR0?{OdE1=xm8@8|Np#AD}<JQ|iSg-pjwcl)cly zX{SGA9Ek-V(|q8fkP7%-xntiMOi5gc-~w*TZFT7IzH-DJM_fEdd_Btn9&ziw<%9l7 zXJSRndS{;)_WHP%TvzOdZ_m8Y_T5VGbh|~S#`Mv*@7ACfr-yD%w*P8+4Dg8Qmq_aS zcrOKsZ%&Qd65i7vYi&5~h{Gp-v@tzJo+2*v)S^C(h<;`n$%y=<%-LPn4&P3rBb7ZD z!S}I-ONwD0WX&Mw%}H9s0XGX7k3`JHQj}0hO(Tx0Md|7zKdmHCE#5Cezu~UjzbWX7 zTZMm|%zKLckxJu*Y@_bPjl@hH#WwgaJttkNi9@~DWca`;!-3G*CUv;&2Y<r{+BFHz zsJs4&-C0-1eAS5g@yp<SNRvkY^hY}qq1WEG7>Ix;_;RJ*A<G_n-r~D{m^l$rO(!co zOY8{BA{xa~)UUV5K7QN<{rD5@(USwr;JI&GcHUcuezK43brt3eruO=LP66JCS@i$g zhdw&HZ2q@!Asb>|LF{kPG5D9hJ=}J$%AOEESejsl`eKTQ&LAK6I>+d>vhS!pVMMm} zM8@I&y>8<<d(h9=VyU)>LcBlYryc(rc|69ygst%>KF3$`yeAK^fAO$jy~Hl)1&xh+ za@OJN$@hBcXFv8zjK|r{zQB2`>0jla06*mz?-{9LN8GzgIbD1Y^Q;wT&+)&5ACfi% zT)-{ojMa)0s<2<~5L>Qm6y|l@Zi)R}fiJk$>5td0IuN6QLB#zz{5<t~<PG?e?Ns@G zW*z*ddq(Pv;!DJH5!Zo#3E(9bmFkm!VP72IX+{_H+2e$r)6QMMT!R!%(oSypU{4D^ zm!@?fsBVl%o9Q_a<sanyE!r`6{#|G81%7T7$Mq&m8-2fdUJrwI%*}7Ml^%!A$!+&a zi0C`;0tTxpJFeOjoP{i|iRil>t<s<kDYYe9jcYfQ<>7li@A+&Jaf)A?Gm!`L1<dCw zHtt8m7dM>TR?`bQj8LwBTksVstypU{nS%bSNjCgxgbUFuXm;7E0=~7TKJR0I!>XI| z7iW*5pGNZc<0kq<sYiQP|M#Wb{??!2Q4XJ$hbuI0&>`6fbu<j&UaJP!9XePETx4n+ z{y+eAxzxVLt#gPE^7LirgI$P2Mt3*$4UtF6WgZW5z;7VtOv(RqDJ(X%;fI5fANLGy z?&`$+xl_fFXIYqwG}c*q>gP-_XziYnMqStB*j5{$ih5P|?S#S&_^_>|o2P+4^4X}% z`HBC(CvnGc%R$uJw4;Z#fkVjGuWT%Xw^}RvN!y$Xo>_gf-2bT~ktOYNJPdUiNAxGM z&xoUr%U=qfjo1_Se|%Snfc|%pVJN)rBlemGU3}=e7ra~S#;3?dJHm%}#x%AFUHdx$ z-h27*shb>gWq?1_kYChZ(sKB12w540zk^ONsFnXA>Q__Ub}e6g4wK9#1D<Wnhb$_^ zm-jdmMj9cyK8V|IqH?G*`{ART!c?JdjQ&u~<_bAJ*CW0$iwN|K#(tS3RITCr@pnl$ zp}#b{IDX0OEBH;7eHUJ$9-S|H`_};cR%h+`)KGEE3BQ?$x^oYH!WtK1@^`xtNo&T` zGl;u&KA%@NQGbQB-+ym|_)>VExhB&B_%?3OXlelB@KrtHFL;zRF%rewtmtQarDOO# zi9Y&1E8Pyn`4ck-21M$B>u)aGYO$lfG$1#rhtAAN)=MZF-y_lI!|ECIW2kiw@9{Zd zN2IiF+~N~(Ca4uEY^s`(Z%sM#`Y^xUBl)#05`CCtcSp$-S@>(g`Be8h_I<i5*&cFt zC9H!enyKZ$AJ;b0%%Kjn+ps@J37v@8c6{$wE#TB^Guk=8<ytSFDz>BFe$?5mIJO78 zgI68f%{k~HA5}~%nSgh>WnlRyz=0SLmDx@}zAW+RlKTx_k5BS<To2-T+OM?A2E_R= z-z_0B;9Wh&uTTA*q02u+UPwg>f3<e!zsqHAgy`45mphc5vG+k*pdWeV!w_e~#UD<D zz=Tv%mIU@2>mIt&f%72j_;vp^QQ$Ah)Y+}C*b7O~T(ZrKc`B`J{SY1aKCC#m*1&%` zVaVh9m^|V^=#X0o`X~16b4#cE5fAQUe}gp}anUAV&&oycx`wJh^ag=TY2u~z(Wif8 zW>=R5zkss-Sn6=(xyZ5zlRclnD|(9XIQC+1h@y=o4Rjh2I>+mT3a~dtm5`%1fPRdZ zH^&kFfIFHPi?T_ai5&Zd+iqf*^Lc9Tn&OS~z#!F0&4&C|qP~zF3Z37;M3_JFxL3cQ zalaAfWJYh=QQFuM8fo7=l_cPE^snX65_nQ+zN(tY9oUz#@kdk85;}Sr<xi%u@Wo-< zaag_!^NAWlX7#{LVSY2Dd+4!8Mp8Rr+YSB+#YvQn9^h|li6!PEz&#di3@W;q8`$x& z%ij)trYE$Tq<Eg($+wFpXW<{Q%=01n7v^NQrBnNX?<(g=1)Ffc+f3>hQ=kvbG5W1~ zEe^WPw1r5|IOOAdh8ts2@X<a#%Iv)px~fe>p#wNilK*<1WdpyvF!?y9m%z7--tUw; zf%&Glv9C=la8D>|P4>%S544|BsmyEaqcNo9`oic)G*UWD#G+1<q!!lKK;0aa$nC=h zpPbV)rs8_Q|D9sd;;YDK#+=oQC&1H^<XjRwzz6*MeO<Ju2mk-`sQF{SWx+3hyeJ*Q zT*fzQS@J&U{k)|mxt74|=xXQ~usRa-ovNOvP^Vv34H%DdgC1eKFGTtwp4ZoZ-;W}1 z*-Gdd*!+Tjz5uCr4E!4wq=xK=5fA*I*IMbJeh~e0H|0g5E%97om4gBPBBZV23DcOb zU%l3}F9~t?u<MKVHSiSfZeLSx3t$eiU0{8)7<stUh=&z*SOd>(UryBP%<q>g-N1)^ zV#;(KuK2&7V(cey5W0~cQY#wJLqx`%3k|aS-=AJ~wj8)gUD5kQ9Qe_rWNN)Ch-0Tc zUl+MF!w>2Gz8sSMh|`y|m;TWsE>*^+RX``h7IjP9X$kwImQxS9B5wUmQ#v^_itjt5 z9J9gbLS%%IWSFTy-@WJ76|G75hDLYmMBKxC;2-syJAnHbe~InmD{vz`n;uwn(LiU~ z*r`B=xvGyl<l;`F&!BmH({dWPKAcZJtlSQMzGH!v?zPYvM|yss2QSASb>UMT6ZpC1 zv=AN<S3)3>aWE12h=yC}f_D`59#q>q^5}vm+;i>m^-3o~FO(#49=L8th@D_uGw?aj zH>U`^zv`fs@`%UaWdjo5hy)>S5<~1Z(8XAVEo&{JzOOts=gg0Mq;h5K`-m*~zJ*5S zr(DRZXD(feEXDks)R8YFtGK@>)^-#i&(;e&*bOTp?l7+Bq(^}t30mP#On|S}*2cs$ zBj}w)AAC03a3U_;e{)Al5}#KpV=Dau`YHOqMrL(!&YLLjyu>+QuL?`F2OoN6X(N^v zb(Bc1Vx5-@eEh;r_NkCVzmmRO_`iQuLiN37Gw`ayaEvy3i~h*#CW=AC{n;=32Ayz! zDPJt!2snef+v-l(EiLrz<A~L#c&{%qE`<3)Pib6mDnl80QG=iJ3Ks+B(!M{ZJjf0I zG!A}82Gp55zSh(QpToK8S4!d|FxRK%mHi%d##ztPXG8Tcmqo`hRILfUqQc1lb@1?1 z=Y^Qdu|Lw5uDT;O06cyMeYs~KeDi82z1hLnRZj~a)8U4W_2qMx$KLSY`TYH4Gw`ti z*@2tq6X9e0^qBiGOX$TYS~802(I@X@41G=teZCmoE$uDva$bMR-WRzMUtXN77uG{v z;c~0L5j;xO<8_N0*6{y%$ewv{0(-0X(%GfUqdztp!>Ruh{M)eLjRN%Ji>oel7SXyB z4t{pOhI+xf3tjLz$_joX%3$vr?#H<wtBn>(m~(vf?bjdR8V|9T36-VLgB?`;%W>6> z=$W{#d>A?+q2C=n`yx>XkzKp<SrvQ6%tVWnuVFr4vg><8JbavM6a9GJL1&jdDLBcB z{5A1SrvT62cU$><BI-p3dZw$Nac&(BoOv;Z`j|3o(~S+foU4|rWK+O#zem=Z7=?hN zhADR5dgMqv+@|x21;02jH61Kg2b?ctz)yP$bvRqkHI6CNd%U8fG$QVZ3%uQ8@3DXM z8M{bX8+bi~!F<*p=nQE(j;GpSzQv<ZSQqz5gXF#7j63S}>x>1)Kfvo9f7ke7FP?*u zKZ#721F<uUIYSct(zDdItY*>R`TxmP9%I73rQO_PKY>FfrA~{>SR-GoH}8-F-c&3o zVEe0KOQc15C}cqY(XgL~NS;Q#DYz@EgnR$~^TnhY@O{2zT2X($qrb6R!OnLUIQh%N z#qZEPn0r6DvSNjKr&fmtOghkQyV5wTB0iJKvxIs3!sjUUYuY|u;Gx6ql4&yFt!Kxc z)sA7_Q$XY;`RD)V?^cSK&>ynb?VW50g5T1Y*vmTTYxc#Ky<vI+JvgW8Np~{%BTPtW zh=cF4(4#-H2wp+qPnnP$aO)kp_Hc@1Cn6;`f9XXAbhq;&_Gfd^m##5CTc?6OaI?iR z3aA(EcYZrxB?TU`nL6Vo;%=3_uM}A!cy$q-vz)`wW2J{u?zBWdCV$gx6@6tNDHqFG zYBypcWas73dAx@KneJ5+)TMGWsaG8B;GdpG(JKs{or=OSS@fNDE+jSV=z?D7u;@Bf z8gQ7H3u|W%@@8bLgeKwzxA*s;GUx{W{iDD77rJvtH-ShB)Y*HYYs7j>@IKd#ax)PJ zSzFHCA7Vj1EkEm~2Hbv!V*7VxB>Fb1--LHl;_n}AG#3JoCy{9FW_rni7&jBM<pR&# z%4cT2R};GHYM%^q+^=s5&#dyi5yx3gv;4pl{UqIxxRVCoLLbrP+8Xc^^<Eo!J8g*u zuQKZ%G4Nd6cFDP?QU52>b%#(wpL6Y8b%FtW2*xcv63y)hg+ojS|DrBp$jRsbhWbXC z#YZaa8usR@YCS0ChmVYpO5KY+*c<WNSoSaY5|3j)Bnf=Z(85PgJHem+GT-m}5PaGA z;gAag6W~$Rl~|wQ_q<uO?8;SlCzuEHKGK8VuGx3Q>Z2e0I8$eSIU%pFtkst}d_aBu zIHrCUdX+Sj;k%bIvFG*1zh*_?685LerG>HJE1Z|=#k4W!|K>Ki9Fr|^pW<j4HzWFw zJaro(&}~?pU>MzT0DgmM+BISE@JlJM8$SzO2(M(avMKZ*YdzZr2AU4UVJfck7jS+; z$>nv~x!}9pd@NuX_g=Bs^jZ_@82y<L&ygWVg7jq_+Y0!Eq7Aw7MDSfDJCFHI0+)Gp zssE)r0Uw}>(Zrg4@DI{$dwDtqb;V7A=8QV%K-}bW8&Ln1*10wQf4}5DCZ1Tw`C^sm zS3xr$d&NZ0SYsc<tq>i3?{wtb_u5&Tz!!39T`4S5;E`W-60@jFi_#N3uR3D>^GSaO zJL<!BQl$z@;1lnoW{js%&zhdHoV=a}A1$Flo;vh5_Xw7)e<pP!I=*=ZlhnHqkIN)D z*Kl9HZJL{N7XXjeMib?Tx0x5@WAiz&FQ)z4vBNmmnjuGJFQDF8I&yx!`aE=odDq+a z0w*```NO$}=edXBtIz`QApMZetfmO^*1I>%hw(YtlN)G-p`U1}reNCp1@&#Q@GXx> z;Aq?5xvFXKX^ge2ACkoU(#`S8CG;T*tt>50Ltn&eV`sN_33HiUwk_`lptHT1&h3x+ zKZQKfg6Kcce+~b*_>&L1Wv@#j+Q^S9A637vp^wx$mE>a@jlJha)_t2Qn1|(VNiV9v zo{ovRy`;!PLt;0qXLQ|&ydA65_0W+H<y|owokHJzjNj(}d_B!3!|MfJ^10`FuA({S zZ@j3>E}@Rzj=XvFf*typEajJk|AIf<U1h|Eex8zUIlIAr_+pxCG3e1?UZihlZ>+r| z@nhmqtm-u8<mH}T)tq)9+S*p-9^pNGKVI$k*$O|W<yId?-YuP$UwMP`5+Jnq{YUUa zkDvRhwQ)l4Luz4$Sz<!{kN!xjIO_PTg;rBV;Mw0a`&mO@HPMm5v5ESY!({eW>P^%+ zVPUe%;6<7ja?StmvwPEp4W9sRzutR3(;xUr&LXc_6L?!sspp(9aK(~n$+awJ;NJSz z-7J34yS`7E7Qpw?6wfh|8Hb*`vo$9GeE@Q&J^Jg&6Is_JC7YTs?^(F%n&^SJBl&|> z=oadl=j{Ku5D#PDi=TO513r?8Dkj+6nUG7VrKRvkU0`P(Y9a|;1xrQTF$47fX`UaC z1z$HDvvsn;6})uBx6*wtkT;&*dqRr%7`xIN!3JJT^3MHg3*b5ahPiP0UJv4TW4w9% z6BmMAJ;E)&2KVt2Hgg=o{$+(>+2=ms)mCLbkkNtPcqmwUW4}9L_0^hZA`rfpZvz{4 z;=V5J5YhW|8oKu#QqMvj0awa&WPY|sKiXh3$MPuhh1$O|UN)Sg+sjk8|AAMTXX<?! zg1Wd+-~RO#@Y6XZ<>M`=cSo2<lMqjm?`g~qg5L^EFYTZDjXpzq)4`=42jcE%LbBr+ z-h=aW-@Xapaz9B|jwH;VMGZaJ4?IHmCN(}O6nV)rmNqjL{vwJ|-!1}Qcm0#D+yS0% zFYSxM*G_iCNrhdz_X7viB=IocyN~DC+w)KW@moY{s_QQF*V4N@x8}hIlC4E}gyP<7 z(Y$$X{SJDRb+-)um)L_RM6T0<Ijfm%E$v?T;G_gPtywYI5j=qjBji#pgy58DgF4<f zi!zPTOVpvY^EuH+#(_hRljYVq!uP!5hPS#u=Iq3CepHIO633a((&$3Ju*OCfB7r(j zCB-o1VIzDynV%le1Rh?SGN3xW1fJ>J-@?h`z?pgXBg9Z=_^9k#UBFyW1AD0aZT$Sr z^@|y&!6R^Iv4_s=f*!oEMdvB*|1JH3yb9dAwXiKglNIPj79@8m3c<H?$4~1W;1|U& z&b?CILcUkCF^Dw59B}xm*9mLPuX@-Uj0vEg8kBv@-2=R~<!0->0Nsaxc+92awglP1 z7u5CpF<076Dz<zca{yITuEkXL#GA&cm5YcQIwgB8n{jS)SE4O#-JtgvG%B(Lu3T3$ zZGA8eTuT~%_Lr(H^3es-I~ACFTiKoZ0)6cc?x2wH-_FEDM4Zrt2H>^Qg04m62@ghF zPTe!`MYb?qcrA=ME!R^5r%}H?dhqqIeIxiP%H!)Uh*OS�WRD8!@dP{Fe8pJ#meX z?b84i=Dzm@+A{ogBM$xXNwYS#C;VdX-Y!EOrZ^Gcu+(Kw42Dyz>;>Ms;%W8DRNIDV zi==#X5&X~E)m7fYQJl+meZl{Iro~USC|`$egtq!yK-~lQDozg5kb$SkYMQwfd>Q^V z$$<;^P!}t2W~;ZPx)aKL_tzc%$Ge{nj4|JUetR!jnn*EpAT-QUwHfGRJsjOhhUc$u z|LzV8@&#qKMp>_mBf&4qVCu=^Mo^H&b&)`ywX4SYyc;R@Y?1n#&p_X#uT>mH4qpu_ z+h?rnhkz?`V$S6|K^JTETiQngI+v-PlC-Y&1pP;O`Q-O@#0R3kM57YAH%FB}tLVRM z4eA#7B)|_;V{{;g2J>6@tkf?fZ~U?-Xd-z7{<VsPZ~uG5>%k2tL-?SKZO5lQiU&{Z zAI>SAj{P9TW<R_zZ+A<}>-u5nME#sf{<<U2{`vXOU1J;m0i@)wT4PYZvV9|08iyV? z{Y}{uTKG|X;=G=-=|VjB`BTmTJ-}V+y@zK|zdSAfaK*$J^C+b9B0*1`h_H@|j&0Nn zygu7zu6wZ$aN~4Xq7w91VfkcfS=jqkT;y`D7j<2hX|7Bs^g1*;2SxI*=eg@}ZG0(o zZg1>Pmh}PmO$=JRSHk&eW|DjEgZ*zx(bv?#H(xAiI+a5M{L=E8F@z8PDN97C75bYE zjn|eLfqRL`zJuZa&>!iO6i~PUomW$ONjmbauxLo03g$+>&f6a|15R(>qVA=IeoU0f zYPuM_K1KM5*)#a9zZ2}RHbs5$ifXj87<GLtLr2g&e13L?w9UHThoAYGG%4#m;3*05 zF%B`{oUlHMMEHvRFpDX50zZ2#i#$&pd8Bz^u5IT@^qnnhvR2hGPZh*-WbKn9u__eU za1ZfiImY^EuqN`&yz}y7;HJRRsodEq=tD|pG;Y~Cz<*kOe9j!tN4w2oE*x{+s%FXe zFTtN~Fq*{n4sdAj^Pd$$*w?{S{YQE4|MTae*QUKuhnSt(vb_esu8tJ>Ti_i64B1Z= zNu!^%Ye8%y4f=1U-8^1Aj)cg`7QI#h@HgK}X?m_W!I#GHVKd@P8z)tI4n5*<_oRY4 z@_DL2ht$yu>;bs;{Gu%CuQZpM^7O;#lP;4y_y34KMpVds)fDiBo^@yaP+zSmwz-(% z{R`?{h)MH>e!;ApcNO{%4%z(<vA(Xv$t@pBVP4FmRL^p^Hb7s%Gd9p^f%##BTN|gu z;77w^QJD=s<Gbrd@LTk09SXut6iXZl`=yiAXNIvqn`vRLanq5YS*)$wm5KiLq;Jts z82W6jSZzp#J;YJ<qs-gzRS%fd(0K}7S<c&4h9LNAYJai3ihRMXdek(r1O5GXk$2ZG zV$YuKg-Cb&z4QC5cPbpgyv1#1inb2SGp-M5w~>LDH&9gfm3JU)l*Mn00Dl=5XDv5i zzUWkr$=F#X%yF-(`8K_V?@6z2mkcB39c^U%m~lRqW}ctV2Hz%dDcZLm^W=ZWm#2TD zU+~^t>RA=~I%65}M4u(_B`srUO9^;lGZCd@z>9yH{2SPxz~3~m_V*ZciFIYlcW$7s z_PE4T_MItoL7XXE{rG#ru3RNy2*mv$wJ{Eq#Qq2JX){S4__q;8H44z9jBRS%m%)9t z$-cY!<`v?<n^9~G>Y(#`gjXl>Q0KmpEv&8wFZsjDL?#dCB*=92>=iqLF;B5>9r;-N zuZa=;qAg*)J63XZ4mz&d_Tw+%2XKy;>MT1G`n~mb+?w}rueM1d`@pkN3Os4J30}zk zOT&rA2<U#vFDN&$gGY%Ny1TV(PxLo1`_3TWTe;Vc=!jx2yEJs|3OC|s>aP4&W#rTE z*+wqlcm48n&cB9VW=-yQ?U_Q%351cpO2zMc_|eNgwcUaEIvC$LyaPIpY0G_!sHdsu z_#Qd0Vn1!@u%R6@?z_-zp0W-4{uEzR3q#;LvU-Nj9r1i;+@YTiw9q>zF3k6^!B2o| z=IUmqJwX`$Ddod+mA}$y&=L;(9(X)s6a9t)ib;QAL7YoHKh|pSZWoJ9)f6!o<e<59 zgL4IS-aFaAb>z3=pDQJ9<d{>pxbpKF>WPt?2Om<*z{kQwP<|Eq97)x4mGg4&^Gw|^ zu`<HFIxUqo4n8l2QQ_}XD)_gYJFltv7QSWs_@B=rFW-!Ckl;dG?78sES{XhJ?$e2k zfk}uzpC3#7L;T;o{Uv@h8vd@r-z(k(!AF@)>5rr^`ZV1~6U1NI6C2wP6F2evE+63= zVMkx|`&2T&4GZ#g`dukeUt6MpDSK4p7<|xt<Y#-4hnbXz7L#(IF9>+DzqAEB;B2GH z)HmpzLq;Wr`LNfda+2mA>c9@Y>22#R?1yd4Jm7}sxLPvPAdf!2>4a0HY$|+Hmk*Nn zd7{2{^gljE0e_2_^)mzM$g5f@1Jdfyj}ALIPqsoYc6#?>FY>XTvEjaQJcmaf4wE&# z(4A+`EggU!#^zktXMObZd#+{|CX@oFg&nmFoWg!LUXCk#8sLRi*l1nA8+&);QJF)( zVsqx8-#+96yW!4D(;L{^v+LfeMeuZ8RZglVvCy-eyF`2Y4(c=Iv@f#2hr7OzAE!Lw zM9hfOeVnGi{;BB2Vpi}k^Xzfb)g<mjSrTQ-uVLVV58(%cI8iS!5MK<Sdt_lb&|b4? zOGrquc<kD3N7P4ijy!J$ziIlA;{*0CoYwdH)Q}G!(Mt}LGwAmO9gfzCAF?6J69!JE zf?tm{$+YS6MICHa>?F=-OQd*xIM(nM^QQinA5@fMFB#eJdM|Ko<2={lz8L7`SLG^& zfY14hqJKR$!+cJn45O3*_Ehj*|L%$XbtNo~Uo?;(l-(`4l>MM9xLNd*{S)-*D%+%q zN9_pX46T?t)JbzHnM0ksG1pQc9HYI7c=S)?fI&BS@SvBYnaCfhKdu<8rsKYBemx(I zy0TS-r;D}Qffziq9Qqx7S=Rv-UOwn!{Un4A9!LDR>&-;(fjYjAWjSIusRKb#z2+RY z1Lr8P&?SK%dnK~{Rvzo1|G2o^6-o!5w<1Hk7<=bNWNxJ><326aD=c62M%@^#t8)(V zZ^Y7+SuE6<AhUa=vdLjjoRuN-WvN4b@ABC9UkLo*-?lAtfrk#=xS8pP=QAI-IA}L! zLtJeYk^YOgcFf$k@|-Gk{svxEoHo!O4law0h1nB=CQ-9K@Nt-ODd)SGj=94}+VOVq zgA{kF%2Gf-poyRHX%*_HvkaAwNl{<T8mtiKpzHRzI$F4ugZZGdyd<+Ww#4$wp;-g) zR_<4q-RIaa$2hZ#mlEgZwm`5}1M-mnKzEkNICLTp#7vpLAkQ^h?q!sN{w=bD`xE9P zK5?iDeme^s^j9i71a-dRfx+ZR)O8&PLc+&A@qALtc1e@C5;u(N*Ol<z=_6|S(lPJM z)3CR5t{!{^!<Mao5#ox$rfDbeJwdc2$GX`PA^}|aBq!l>woA5(PYC=8^9f7lGw3t> zHSS-1h(D`5GrWmB^x%Zoo?nkV2vPE)t8|C|ujdaOp~hUBNt44(@jv#&+kkO;HE(w! zm7Q2}0M221{(?T|i5p>ki|Ld$@U7^;Z&45APl`3$x`hGYk<qJXE@#;h$A5)ZkAa8$ z{PXCYMfi)p&^S0b^c;HA#2EP)Mexu)%@J%r;mh7pbD|D$>#b0Q*~TIG6W59`UpGhJ z=dB6*(^~lMJV`J3;|9HsjhHGc_@{~&aaWbgaSjij()E7_Kk2Z`tV!q#c>S)Z(do7& zNXx$+h=TvmfFsMf(`?X#R7e|T;#@A5H3V)dz;CluWm7lA4)cow{M_ZZ_f*X<9s%ck zdDSXHR*JsUp~S(;Nc6Ahd22<k+Yt7&#-6V$orzb@7pg-X&@Ym{m-+S<@?^y+xlHsa z%70`oJ@LUj%qe4ueUG4XVd*mZlZ*cN&p(sSxh}-mSJQOe8W&<&c$sS*bwoZfv+}>r zHRYFigq9KZBLs(yFb(6qP@PjfI0C&*#`2m6@J{zJ<7W-Xe+5TBD|`jtOB%@=D|8z^ zDG_e-9}zDHy7W#z1rEzQIX1lqc(x<oby*br9%D<l-Z%IMi16kgP|t=g)Zq7)KH_gm zo0^~F4&a8lQWa}zTjGv%(9$a6-<SzUu{P={u6nWX3@glaa<HBdi?SzrPn$*PazS6M z+ba19y6bO-l~RoNaQ^5>Ck_pQUot!<d^{QZ$^Ho6QVXylg!$sW&wW8Zu(Bt7LjykM zCa=YOM;(Zb(E(;U)HkJGwF;lep;y@RN<!iOHDbj`;D#4))YtA$yD4^H?vA^L<4uem z(eOdZOBHoNuI8Rl=O6#?e}5ADQ4#&NiSG0BIKN92XD0RDxe+m!G%4&yG2fUITQ|vs zy;vjDfA!BoM<sX5+`kAuOecjzn}p!!waMMkh&)`vAtonF;B$X3h$%w9_W5@bp95UZ z#Mo+Se~1SBe<X_!$|}ImhpYCZ5_C(f*<x?A&wyXFJv{$C2)++OryQ*@|L4?EmTgE0 zpRN5QX_3<SUN=r<K1+tK>vT7H+aUIR?kfCY1^tSP<fLrc2z<r$yhm=8x)Is~m0|fF z&cwKj(CtR#7b)WtT<iz1pP4`L&3VjMtvtTE<5M&0H649ZdOY8Q%a=_)dbtv7EoM(8 z4q~o;_`AZMY4qPcIl2fL)cxt=ub(ix5DOmBZ{{B(9vS=GI%NgDOkmJUKlJ?uNu7-S zv>b@&`*O2Z=znZK)T+14M87dkX!U0W=6LAl;(jy0x3QK~Yyo_vi1f3CYHnxvqRHM_ z!TCEg6{7PSxannmzD5QI=1+1ns9H@NiCI-$88Yy*bnN@9UXi*G=@tyPXUtHSf7sh1 zxrDr&PN^~h9|aAGpnv~9+7b$d;}k(-(C<kdKi!4%c+b0qy8&}GVr2&6?iT;!<=XQJ z;2+E_^`zKPmu&7g+d+mnC)SkoLAw^Zs4utL>Kid%`NY&aUJibVG;xwgy<Ldz=Pg`9 z=tp!HOHd80AkH6V9lptgx%8wqr9IQmga}u~+dIeM_mODSQ{slWqZpXD)sK0&HToYG zllH`j=zXcW_ox$|De?}lLT_mt^2!^}*EN_;s0{u61+muGCh(WOexCPP7CZKvO@ws} zK(DuM#kqrq74wR_{I~3{<D9tsx=sxprP}tIS~mEBp|h*>AFJ?u)p{j$rN9fne!X)~ zz9V6hO<_`m{LnJJ!FPE-_HexqZL9lhOPs$gU;o-3dh$*apQR|^&nE5o0n~?2CJy%= z^9N5;Gk$Vs3i#hv{jL^c;NkA^SMI12@~n5ylLKF9XNVt|k%rDiErGQP^C}v9>ksm= zx)Ujlm;Fu;I1(v;8M>c=XKm@SA~QDuj~NtwGusAyTi|C|H{e6&d^ItVW$0W2jD{Yf zf0AAAbTJ3@qp8HF$7L6R_b8uV+6leAguYCI4fv=Gwe7&%Lg){oW0ri|FuyLyUUnb6 z!qRkiTLSvEg4R`z`N+p9qSL{NhtPl6-DF_`y@6VzSCGgW`o$aRyqjq@gl=)GL%uO| zaDuM;cm77-`<kJiEbcFd*00)&;8*`Nx0%iY{|uD2Mb@`F68$Z|DTGkx+Wsk4k?8^N zByjfXEbv!qW-X)45%kXwyGtHZhQG|#uLzwC_`pRTlWYsNBh(lw3#v9TM^Y}H&k5bx zmF-AA0~y3|fgy(119k*wa^xBx&TC;_27S0c^jx--LYaxs<8U1v#v(vM^KtNpN#Nl} zR)YzvRM^kz(U|b^p)H|W*rRy*FZ4%WsZ35hhW=b9`*d9&>gVFSdv1XbitGPL)3RYt zyq*iN?t#80y6k{#D0KZ7d6UmA;C?rbzkBQW2K7nnw-P<zDOqEh8C}Gaw;z?Zc0w=K zOj3QC?K$fAx+#sDF0RD*kW_>z`1~#lrLiCB==bj#U^rxezA|^kMMd=E=>JOlJUM~A zvm%7z4EUn+$3N&4SK1Qqp78HuZv$R?#~d-si}$Z^!%PmotmBuNI!dAIaWtd<%!+*) z{+6WLr|)9U>p|+s6X2DSM`aI-?_=K-^Ukx3+0eDIL=B~v<2<DWt3;qrp`C8gkmu?~ zlo*rG*?B_md^EY11M`uYKWf>3NIMdi(JAq}??7)=P)OST*8#p_%qH~YxOZU>RqtTG zDBEI`dZRmZ!e1lfvY~ruPj`PP58g6;nrq_)JMwyTyJb9dd&<3Z@f<qXi%s?6cQ@(< zJ)T_$m*SiWLE0tn3rfhh2X$K%(7*Opubj>TZ{)q%AY|$1LfF0N_|bvBs|wR0CWWi; zcaWGQ1`rqec$S#iYtdJzKhXOJ=UQ>xBtVq{e(2#F2{Sk0+xP8}=pc_f5uFlLU3nS0 z9Vyb>Z0M=(XEIe&3&SVci+R-`1bvdDUz-mgj`pRkhMM9&+*}T43HS@1EH|@j7kC^K zvnMLHH=wWN3r}0e_cZ)@jKK*wp*K$CW7K!-OFk!0BE1ju;d=J;bO!J>R_G@cIS9Xh z+p3^|(@um=ZE$oXaI5tXnLn0|_5{z{(>K20T%I{W9hff;9si;R&&pHako)dN4L?w) zZ)>PnIAR|7dG3JhZCC6K_O%S*L;jK0nGChUT!<F+(~~ctXZdsdR#>hb(H*1_zYFi% zK_u@P8FY891|L2o-T{vA=zFjmJXYKv#rh`-@Y}U+$#;aVi8vYaz_uSe^eKXe8$6&$ z;fkU^;<o)?l|LWoFmG_}@3XNN(AVhfW4dMxek7lx{i3-8@#dXSMfOiS;%Xr2#Srif zqwG6uyqcl^w)(b0763kGtoxE%4fZWxZ;&SkKf2?gS;TO!13?U_cNxGhr=;fYk;jqn zQM4jC8j1X==Bznn58S{!^y#EC1@r|D>>AQDm_H2(&9r?0eT3RwqrL+8$pi*9^k9C4 z@`%2=q$c9>+}E-js5|KG&Ijn1*bt&Wx~`u@UDH(U8tqAkJwV;ftEcsl&n4faR-#Uy zTk_0RQ-H2(UAIA`3-M=rf32D!&UsQ{x&(N;>n}e%kOoht?9HyoZ;!pMXVwm#{oqWb z4@B>!Mt;7)TK4%d>e7twLeqKRk>8rmP?@2w;hnJ~lER^vne_A<wLu;kITu^_9enmL z>iL&(;6KTI^FJ-2j(EoqvU?}=)87T7g$i*`N7p*D$?b@~lKlPvJg1idtj>>ck53!> zJutu=+`*N6rW5+`qZMeVy#yXG<^qqfIp$hIBl1sMZNM+^RNx7FM$BFD$L}aaT}2<; zqL&OFh$>#kAnPgSuTo#JWJ+PL*@j$E@<;5Cp>**w1|MggbX39`dF*(62}_7L`kB$W zcf6jWKEE-M8SDwa4i@5e$4~U*B^yt$9>DYWtn{wCiMqA(ood7}%ttczIrRwRT$Dff z&;|Y1={-uarOSvTs>gjbj$;00>Rg$IpbN3Fd@9W&5BbA@*R4ead%E6GiTU|K*XQ7z zm--SqhpxA=QaiyHx(TEtsJjtGnU~w|a)NI)5AG`#K);W)Xt`_|pI7nO>tkQ+iD%WE zB9AK_35zq~-G_in(l|>r(hA`ZIYC@5v_`%#yy5ga6Fk-3aWSq3_C#o#_Ky+F&CO_3 zh^8B&juOzgcmnlu*dW%o2qP~Ai_8r|CqmL|c=8|o7p88c5>d7P`*pXoh+v;goaOK$ zZ4CTK|4{meBTji_O7YxKKs~V;AGF5}zL}rct9~FZMJl|dpq;|Jobs!Cho#|H!G5Q` zashSJyGf7s0qm>$A|+a$=t|sEm5<tudc*6EcvUv)COL<r`%|`{2PGd0*pz^8csoaj z2kM2H?;Dycn4i48E;1B?Jg%Z`nyaS_UFfTi6b%gEzwe9M9+X79>Tig+hCh=kH|fk@ z1im}gJADWJ@Y$I$Q7Q0HN?$MgUcV22Sur}@f?4b}S=LDu*Mn}%c8%p&oCEfa*&ED& ze~bHZE4VGemYB9pD$v|QzaWlHfEo8I;a7nYNf7pa_;gcq?yw<r%=^#1jj<;<y6Zap zQJ+y962Hir1$>*g5pp%fj^H*d^Y%-^-ud<Nm-N6bf?IN4kCWk>w6t~l<{bK#%ugxA zCxDlEw0`|g!~UgV?Vu4)2jW*v^|k+XPler*^KppxTtjW=WPp=-Pk(2)wB|<iH_zo? zaKOF`U)nuS2<(j&`@(wyefN+T2PTZv5PzQBeAGbgN_czaX1tCA-v8242c<M&-M#oM zU&5VG+v<+=$^gEJ=iQn@-X$U1C|tokeV06t%A^k6Q*m19>SxSz-PysD=LX)qVV}&- z$8Lm8Hwm>g@Mb|I)0wG@*zet~LzT3GxtdW!M}sr)Rnp{_-&cfq@}Mxr5dEQYIaXnr zEoZ{X^eA5(c%{9sRt;F7(~)P_zvKZw!G|3ia_V`G1Ua!b&OU~Ekn;GAFL-Yb)i$FH z6wqPTYajS&1-(Xrjdrdq`g`Kfzo;iU5`MB}cfH^f7Fa8~I~_dc&au0f1c6U}FU2#^ z1FyyWx|!KP>q_`1=d6^}VLsC90sAjI_)qEoT)OUpdZ(c>tr>V%ns!S0m?idQC{87Y zf52RMl-c(H)aQ@3qwD=&*kh0O^fSc-_=21}^qmrXZ=<wPn|}l5^R6uaC_#VeGWW)~ zlP>fzhU-hd@X=-Kj<Y$^fq1$9urw)jTwHS{S{&{U#D}QMNB6%1p5c=7FMNbNzepXy z8IE(k|N4q{G<;41ISf@C!B>A2RpxMoA5h)+7%l1tiyr!qxh?MCYiwVdE}&0LJ<t9P zICJ-av0XUu?!0_aD|MJ7;mzZaz|rDB%<@^dc7dn;rf1h*30_5BKDFmVAM{^G&&Fz= z1AnyXm&Zeeeb<*-?k*sXY1Ol;S+%(n!+&C1`R(9;M`*PuLDxZlQ$dB-%bwV8_L{o9 z7`_wvpGlfx?Fc*Pe7zCiy!$;IEv)N~#LkG^+Sx?tTO9Xf2AqL^IeWnMN!%A3m4mNa zW*rFj^{lxC0=`a%$lvNC9xIqPd`UI6BjSZ__W32Fe&frQ8NhpHwa%+4*oH4ru7Z^e z;`PGh{+HiN(YF-)6<=TJM$~JWEb(^X-z&8qm4r@W&C|+5-V^+hb<IOz;O*lz#%}GX ze{b7)=dMWMc`9`HQeMY@@3W>k^8q@5w2H^on4glM;R=1XjJe~A>1^{i;MEq1p%aL= z3wk4$r@<r2WL|mfhP+G0`$|-LANGrO#F2bLeQY`&I>cY@LPY7b2;Sg<57MdM2JRo= z2h(ECStJg9!<l31CUnqCv*`stnM7W>dSQC~A$-7wuWD05=f9O_?9lfHd&euSLj~~O zs>P-Dmj8v{!u-kTow)x6jrqI}SR4t@L9b`w+we;@64HLxZ%+hn9G85I`t-&=lV2^s z?I(m@N$$q^UzYY0cc6E}KI5EEN$7J2IZ;_nAbxY34eK6Fvm@H0%C6iD$9#U3$q91Q zQBChpvQxgqoL>obCO!7?y}eK)th<5lKihXJ3%aA9p<T(@R~!jVF8!iP^l79I`U+_M zvnMJnzrKF~JbpWERqe=K)TLEwj$(LTts^6Kdx2*Q_Opm8O`=}#zU|Ifg84Ewcl{gc z_<M!i6#m~M{rM23^u%-Y)drvaP(fa;F)X;t5Qw?UH^=itdBKlLJQVf;j(i_<`pUCs zIDd3sk0+aeXW|<4jj+X>K)%nwA?TQ`TIv7tXyg95Ofj48$6Vv7d3*L8<Xac!mS<ep z-=@NM_0kaLmsx9`%3p=Pijm<K`&ZQ4^ahn3&~ucrkCG33gTGLDN4pZG6T!Kk{Bb%R z=FC?4qD=D94-Y&wD~tQ*-w<7`>262tyeo6?qX6Q#d127PAoT7@E~LGNE`;mk)0J@4 z4K(Z&indMgHDNW_$tLGOyy(gAJhuxvs*V{Eivl~sw_enkn*#N$;m$UNU-pC<r~Khb zU?N$0L<%+Ny}bCCr}>~`xTW*CXTJ@>{ddnb1zN<jxBH&^Gyo^J>s)5p=|GH}d{UtJ ze}6NpqjO>!=TNGsU?C0sejy`q3cugb{Y91{a5U9SO{9YX_GeG?GPI&^eyi*2rA_z} z6}s^hF^B?p45lV<gP)9Vx-7TVYeS6DeBHr?JX3yaP?>TBec6QK*klDKLS0Z?paA*r zNX(wZE#ONN5{VQwJ@liPdIYC7p?eu`NU=m7=X`aUtrz%6bIvca=%YRHlp=;j1Ls8b z-Oin651<1PzsJuCzHi5;28JfQ|8vxV-nPJ{NA3EaCPm@7-?x~_XaU}cXPNSo#eF%P z>re=uHQq3X?b|Qt?@rbzSRv0)N%M!7)?m*)1ziIT>W7@BK7pGDpuZ?3`obD9ciS`a z<w!R8LhIBU4cdq!{Z4kxvrfdvrj6QqDSP7fy`u47arVUd+Tjf<{QSZar&UlNc;E2q zTLMkk^Bi+$X}AY`8OfB6+g{9d#Pv%az}&*G+YYD26oEgqcn@_V&zj%VS22UGo_722 zZC~KIT#Hkiw1{`6i7%fX0k2A#s8PI(er4u({xLb^cTu5_bgJkto^Z*^+Y6lJl{qZL zP7S{f{`lPw;xXUu`eo7=`Qvky2W<-OZ#^&F_D}R{_$U^=w$8!VCzvifem8vJSeOp5 zKwp#WQfVb>13%h|d7G1OaXzLFGngN8C+tZCE?joT9<`u^11*k@#HsUIZ63CcgzA=) ziC75Y;f1(_<UTus&dyhg0nhV>tN;_+8wY}AP^>G`34M~5kD|9}kpC_oi|Pb!7aC%I zx$p_^=inW+=ir%Uk5C=yb9W-l=v#}-ZNcCFJlo9u8GAKmJA-6s;b+>oDtDy}eQ|dg zx0$Dyi>toU&x<;#;tOeIS1j}q`vpV&%W*za&KhcJz(<C6XqQPN_N9=|cwAWpudA1E z`(7^e03YAY{CftUhmBu54>4gM)vML9v@r16T*021n71Z2yByu>;V*RJM;d{9wEtXa zc-)#D(HrhxL<8O~warA9g%bHpT)R(=<9{A}c|sJtVR2jVothHp*TPhkgQ4$`r~dhV z0&)Dg1dsRQNEhNl8ozW39qN<b9jVsqcEsMswz5m86J(S+B4YM}PtBDh`-8ldzW0T@ z>Q&UGWqZ=*Ixt7KKkKO%p9}Hi{$_c(3Ve3W{tf*@-}i{@=-H-toDb_p=1BAzE`9rR zs+1o(zF!IJJ>kIP&q<F^;rWpFe74J;wkKHIwB0`;ZzW#RbUw4!nP@i6)ivA#-$Zi0 z_7diB9^1AU4Ku@^`seQ3rMQp#s0`$Czv5i<m+;Lzu_Jye>lIsKt}wGbOF{V==KKUM zjy#uwZqqkxN)vJKRqD~Bdf+{({#gtqk7J(foBqTvW$4;Wc3--s1l@Qf*L8jd@L!rl zpA-5Mwr}f$KaxO?L3Qx@7!&YYvQ+GiCiv<^u<mF_-%8GMsv-jYCRU!8b;%OY&(YaS z<$@QK&mPym9SObkmDgRJsO!#ZS}gD|z&DMyz;GPT{r-i9&#hI^Jvj}}xZuCv*!*d6 z2Ym0l!21l7c<<*2@(Rbl;(6!92|s@bork9>r(`hd%8(%LEab0i*4Oo{I;@DlJBH~G z!53mnB+2cFJLX?Ze;X1kc;C@oqDR4FEDuKK=wEOpf+(lHHKXn>*wVV60zUVdX`S_j z>(E&!NDLi+jk;f_I(ZOv038YINDufx-_LXRxbdD_U!*g0qksO`cZ=Hw@1>$&{Kj?g z$2TjP2Qm@==4f_HkRxARwK?^xmizxbsn!d3!=YP}7vi`IouA6%KhjrMp%Y84e4007 zi#e_*(N#YY_XOy#e9wV?-F;hBuik-}lRtQ49rdJG=TdnVc$iNoPej?!I1$sQ*61#5 zTN8nw_=N(4Q9sFMO4j0g+3b92t%dk-iFwN3f(m%yX6&m6C(yt3bxzJioNey7e|;T% zYeCljtdbPW<y`no8}S!>@F%vM6M?92BwwRMgU|kfuIxNl<Vn9H3gZ;O&2N;&iJRC9 z{w?I2B?tV4Te~Z_$l+J}AgFIO40Sm5*cGNJ)Rz{)pTrMgo@`XzJrMaqqwYzc)k)~x z^v>4Uf|v9!R5iMK*?|zK_lkNS=tAf%l`kk$z-L;(@DNQm^zZF+*#L<|M(`Pmn_}=s z%pr@A4~HM~xmt!#xIag{%0Dro9u>Yiz+@}}pW2^MNm=sX6F-jA1w!X>wfMG6`)BlJ zauhs6fOivYD^=eD2R2RQL@ol4t9A7(i=A~NW?9lNGoA*2Yiyetjr)+;V_Pk`2fRe^ z@=-rc_yP&7rhP`<VG24=TC0e?1g;@Z%=^*zU%w<qdlvUuQ}8#5KF$qf3Txf)4-6{o ze0U5#rxr`bj;js?(<>31AP(qnoX20TA`gAg_h=K$#d|s)<#rEz+m2T|I(ggB?-Ql9 z7!icOWu09z4e+xJ$#C=^#OJIF**#LIUoFB`OAZ91Uv+Y+RSxq=v*t6A7g2{9sX4!U zr3N3VjZ=;^Z|n%`;0_yUGVsPlY}S6pz=5ij{eO4C*EQn`v)Kjg;kr|H+XehYji~o- z9eZ2C-C6vHkRN<D`bG=KQ2)H5AAb1+&r|B=QvXiy6Fc}g%CF0N5SA+gtqMx+L{Z7y zUlj}Z^KtypO1=Q!$oP7O*mUg8Nl2jDcmn@~f1V_NaGwQ@MVNYb<6haQXOW{`xu>XJ zeVN&T2#<P9ZVCReiL9z{{|yI%w>RNV5%ki}l~^dRL1+C%_Hx|#xC`+&?Ye}z1@OsR z)rkf4H*f3B&YXz=u1q-ioE<#D^W9O5xxf*F8}5Cy`3{87bnMqEA4kHdtI>8Hy3+ol z0}q=I;v95JzRduBoKq@gsQF<{ypC4qUu{J{q20)R{vPgY-38&x%T7d$e%<sc&O3{_ z&{`?@;`jS)HDW8Ef4uK+xo^yh$j-Z_8NMI>IU6er?#S~e_(uZon}DbLoV{1#66&44 zA_;+?*cZvM*tC%Zf2-c=TS5`o4=m8&V=M^$VlzeQHoniiOAHI=W9YxaLyD!4FSzVi zuHDi@Ux(g=Eo;h#IA7&Tl`D+?&_7kqQs|nhOahbL(1+9TtEu<_9HKVOeqlGxy=&Nq zC|=B~@p=z3Ho_lHfw?`ac0crlGv^by$DvcGJVi2&y2$R-=yn)2bl}oDSpht#XVU42 z3gFg{e@ik*z>~`_3fY7Kr=N=c#wyW>I$lF7iW9s@!OtEdsTcqJ^m@-3=u6Iq**x#Z zISjR*dUy<R(axMKpcH-TU4C1UuYsGaDabQz!Kcm%w(0yzv?Dw<nw}e@A6X(;>*(eJ zJ&y2qPf~dYBJXQdbIN)6C^=k@*F0=T6op?abp$SC{~nvd2A-VM?);yjY3QU6$6l`g z4IQztfj<l4!6QlCPCE1fk|u@KL$$Go)j=|#2>NKU(i{KCF(>wP;rOd)^dVl&B$=}! z{?|8mTXRdf5tCaKy(aI0gZ`*K`Vr_xaMlL+?!Ak-Da$>S^Kr;)B~qmG;FHb`ufHeN zLY%N+2^>T}`L=bCfW$g{8KT}FQ-;pPv+B*0qm|Gpe<JU28^-?J-4iuF?C^zbxvBS^ z(*r(dqDh<J^-Ll!v@-f*{`8eOcQFTi^zJt=fB%C%<y-3BcFf&0hVA*2WQF&B&tOgw z_w!sF&mI<E%%$yOxl)dL>W0qByxa#{f@IL-+R#7r^{+*A2B2S()75oFi@@BtV8!BR z>`NQkTTpUP4f~60w=IM(+Y@d=i=kq`6JL_5=4pzc-zHBuY&wg+!PKRt$I;*klEm_I z;LF+Z?frG7%kU+8w(TEz$c<pywQ`phJkKtxs3mVj=wjZ=KFmY@UYz)K*%3Z{MGLgb zCtf=f26KbC4-PmH;v}x6e?#E=eX}#!M+SS@>zyk2Wr3##?exS^_u8yH@T|r8S|O_U z7|<ZkoJ)Kd#D+cHQE{F%Ihda(xiK$>zUmbYh811hBm0`$fmSl`t%#5s<Ie&Q!Ef&R z?g;c{{?@9Budy%I>do#?z_+F?AH6nk&p+{wJf1p$`0<;Vcm^Kex}mIB5az+2vHoMv zN8e+8M?h%;c%Cz_pX~QT9pfSN%0~^l)z9YPyDjzMdpXKg&VJXPkoKQA?SQ^w{lFCk z1wqXHRwsV%sd6D6KJbz~3?0dgLEJbObTM9L76b2m;0s1WEC262d=OJ!wc3NHV%Z!l zYC4L2T}l%7M4_Xm*{4=_A9b)w2e0<^%ka_rc;I$Lu03Jyc(5{q5;~ptiz~;04-zSN zJsS3PBSH`L>s}whIsLjsKhFssLEplkANX+oYPA;2B=ojPD$#P_%WL~K1jx`&b$Rbp zuLEAwO7zX8w!`q9YNlzI5&=Kw^UGryx&WDt^@&VQTVj*h%T8zu{^M|f*)f2*Us8cE z<`;;sQFkx01FzlEDlz{I-ac1}^tk6Z`dIHMlx2}0c&VF|0vj=}9Pvkv(i899?w~~# z@Xa;%7@8}&F2vTmP^~Ua<Pp~XX&L14Px19Kzcw&G(%jdm`3Lig*XsURYr%Ksxa)=c zJD_K8bi91?6Y8h)BC>aOKzG3$dw<md`1A*ZjbAVHiH8qKP?x(A=}~<9vQTFeh6i@v z-|I#MuC<&~VS!J;bE)fhjzDLtP8W0={G!CkBQKZ0k6g{H%%?~MZe#oF@&ETXtACTu zTLYd`G);pFb-pU+x5wP50~S?|ADSNpe-->ZNTLZi){6cJUjpV8{cAhE2B4045v2N- z3b^-6TAADrH-bC=+0S6aoiBuK&^sMhVsBt0jSup~2b!Blo}m7=O{waO)CaEr*B(81 z1@WDJ@T)TF&yu-L15@N-WwXvb^WYOrWtsNcf}g1q_{hovUOJ^Wp!Vn?58`a_MJ^K+ zN1|DYZo31|z2fEL#jAPnMF=}slL`Lo*~!U=`;5>hX!TT)lz{(Ck8x~PA9Swusg~z} zTZfam*79AU$Cw`};d8`3b(g|MC*a+2)tunse9V(Q-ZCNGhTiNFCG#g2_>tG&PH)X| zC!T44NN30ACFux0!MxXlaOI=u$*seCF!*f72Y*qn;h06kcJ$|b&z{f$&uKDqv;OQK zdqT7JiQ5I-UzXo>DSRH-SCU>Tq=UM|GeKIf`kXBh^GUB>4RL?Dabef<F5neI(Xjo% zkK!~ntwJx+4`FuOtUroAFcXn*4?ORj=~~w(D@WpaMpK)G7T)9S%AbLj=!-tA@%sY3 zOvzC(7ds~Of1Y>m)C_VW_T3t}##stquaA$_DGH#A-1e6|aua>SqkOUK2jSa#mU`A` z81**Qky{L&(9w0Nr0!8f4@pFy|NU<VLN0;w&_mR7SEt={2m3K6+TOumED4;YKNU9s z{@HZ?)3`Tyn)V}?pKhXG)@qnFS^3U|II=r^Z!dIhGqUd}1nvT#HUzzB2mg8HQP5vL z#NUQc+i~wsyzkn0`Qa(>;8R_UFOg>>j#QbF<9u9LS!+q@0FQo_^7r`~=$rq%-bzKD zto=6WdT-jD$Ud=coJ{UcXl4n?uS>ySX6lGl>l4)ZouLik@#s5E+S}UWeoQOZTq-F* zKbB@J#033=HamSr0o1`8cS3f{OgcfW94|O}1^rW1kbfrlzE<yRoX6~l<<HEoe|8~0 zGpK3MqHlFoL!OG>8hxznezk5q_keNF26Eu-_hLmQVk`CprLRe&j2V2R0*Z<olQ7pR zn{s>saf;Jy<}f|<QU3;F)EdCw+!xaS>RExjurenS0o;@kaKu|$8GgHieQ7Tu;q%2O zcFo5NpPxv-+w~p1#GY3!f!Oo*qd}lDdl33s&0Px<;HPi;Jl2Z@Khu1!&s#zPxXUYR zUIzD2`Pw#18Ws9-fmL>rc%H$!rf${16DvI;XIK$mY!;~}g~p)o5vycX2j3+<r`k1y zdPtpge{_v0e7u{^^DwE{5`i&Xx@34RZC78v*TOu_jDt|T6?FAy{mW%ik#|fl@bL0L z=k&cXPR|N>M}i}pi4J{RnbOFQGfSvXm{s1%sKPJIwaEA}`Wq4_;&(_OZ%Ip$MW^HU zRn=>_8oz-)=6Kgoa*QqUIYR##^MW1non_Zf@Gpr1_WVB)*F`iaE5b$W3Aw|X11`^S zkClENn4WVd?kDpeP_6`@5ybw8)d9~lHrGqf)`1|;|8SQLIvMfbN#REA_QWCKLe(3{ zW80j`!y_iBFH_ns8A3P2EFCsJxf?z=Zy5PT^Won`KHnGsJW2ZE$fIrWAj{W1UR|33 zu1RE)``@qk_q<a@H0oqcPZu38#3{8e0h&&4|KBUH8PRqg@#_QWxlhm!{eDTSn(2>z zA-z?SFnH4I3*42{-(85C<W936m$4t<AJJEaI>|oXo-B+TICE>0g)GmVh??|fqg=!s zwA<63V(4vuTYPp9{Dr>Bug@R80SB;-<WYUO4&8^mra%ThZ@>ep+Y{la3xuib1;dbM zEPg-zKh9)LD}GBuAA+lkMtGnG^JJ^<nGU>xen-PfZw&X;nzQ3lA#lbZrS2U&@Kl^1 zy>)LVKyTf=yd<;_zDmZW197Nlf8H%<-?!#Sn4g}|s@ufgrBzdL8xO=CpS!33bYs6% zMM7YK8s>hcVPX0WzKlJebe{!-r_OoGWhe+<xq~s747#zZgx^N0jQ{)jY%N-1uL%7; zpH&BT8^Sp7^4mR3@SUMDW2l3!f76ESco!+=uh*wGRBvDp-b3kNMS9EyyX(2F;T#`R zj3ED5=tAUf(j+Kij;Lrt?Y+MT&a-f5{3UHSLWM9r$j=D<CI9=Z;<xZ0Hm|J<$9vMx zq|g73y!~YSr|&5ZH^P==%7+Vl!sn*uX^tHp#2@Q@{w>sQgg~_=v(P+r*Grt^kq@C? zcIWPyK>QsU>zMOHz7L+z3jQPveURb)Vg*Cgn<f68Ux3Gy)cj@lYPu69bo}a^zVIKf zo>;mJ9sC!^-aAcw@b55Q)&AiRf5$z$2CiFyul%jf+8zuaCb{>%4sOsFz72UqhyG@j z?PsHe3|ry~W#^fY81y$BMwvtxkbmRu&ORK29->=8o^CJrfFrqTMXKQWO&l(M!h9FD z!q4@kBF-M{8Mu!Aj_C0T#c1$>`;utA{-fx+<FV}Ds0i6vWse9Ag)%C8WY18tGBTdW zretT9NCQc-S7kSZqMOV_l$A=Ntcr%6@t*gu->3IiJkNc9zt=eDT<0o){!(NkeN+4@ z^!)jadM?l%r{Ckw{{Ox0PzzFdjl5!zZF<@i{O=+w!K?)x8@H+0j*w(eBI4s=+SFRi zmtXMSzRU=G%HTxdxFqoZo}(sL_}q!dmUWpcT<}q#e!<R<-!uMgU(#3Tto45M$v%cY zfYYW~f$b{d%3)t>IT83BC8gU)Q-NQ)zJp*<KtD!%r+Mog=tyoybt<KUhYw3!Bam;G zg8ST>Trj^TuT9r^7yDzGL!BcM$wa_Y8dE8M;BO>Bnm@o5_PD-38E_tY@YRG?zn|#q z^ovGLD?vxh!$_$rgnee;hL{$CH#|8#DKMk^Kb{~rR1*okN*IT0W*_>8tNCkxdHji+ z65pjLo!y9yHZQ&W0o==B>J#yT@W+t6rBerfYad^GZW`+9vFQGw%wEhxQ|MJyV$bwK z;dCU2Eb4{P{$Ir}pmXGH`o^#bzp0qbWK$Wu57+lj3aC$>ioE3P+lhUtPh9R+N`vP< z_rOFEeB!sK2km0Nc@UKT<|lZ8pICG+J^BhA*<zUsUH3L$f`7cVhcHCn=CEyYEYO|! z$J_Bn75(kqTuv`}Z}c<Q{R-}4PT}y(mOrnouoqR+)M%#|^kuEa`E%!eiMu-Um3_t7 z6FF{oR4fK{<n!tii!Y%^RrTk;4E#pzv*_zx;rRJ}*UmeuKv#0%uyPOXcgbn(+=jjI zOR^~5p_C2Zo6nRteGoSfyL4|zd69|SPlWg4bIdy`zPz$=1w3etKV>88eJDF}`l0h- z_AAlg(tr;4AN2%xBz*B}sIN%|fu9m4MMw&I5=DD65<jBuR#2Z}sXYvT*zf0<M#O<n zeK@2nLWO+?CfWgp=riWC0$S(51ItBN70}|`jvI{0Y^j9qg>CEH$4&U!QN<Q#Q^UV& z*Upy;=-XG#c~i*Ho6WAi4cLu*kzF7ZC3y<|Z^D6o^$OVAGb+N;F%8|r(PMgDv(R~Y zUwNUr>_>bUaJqWG5q0g+drEIJfwTS*+)(QW-o916#-JE|FS+XI0_w)QG?PK4Pci4b zS>eiW3ICk$F(2f&02dp!OI>9m6BZ`kAwJ0WjAxg>=d~kFSjR?Rbb=32R!vAui7)X_ z%sG{#3UeXJR-I0W)4h8Q98JI<vH#6%iAG)hU`xu#59q&UqS_C<MW5R|%1Qb-1RS@x zYL(;)eX3f2YXEc@?+*DY-&@0b{2Xid8t+{=k6ArQ$(MN61)(f8bXy*pzcYbbKJRRm zJGA0K9J%4ISA7$B1CyAz#9ru#W8y_d!PgL%Ot*6h<D8nr>E{4HdFg5&a<3Tt+LMp2 zQn-gP0_^+}=+|=lx2x?zU0fVy+y87HeC@XBJyO6C4E}C>bK5|E*=LZxCWAbFNbb_c z9Qa$_6F>Y9;r<*Qef%l~^Wsd;=vd9Lx5<sveodQ1u$JsN&!^!|9N%ZTn6?!@K#i>l z>&P2>&NWBbAs*I=L=^iVuZu6eVB*t-9;d8;H4O11=1*>1GH|cAamH3!&?9|xXS^L- zhB-&?=t8p@<d^OwcLsa-SqIElAISvHr>7CEw2c1!PsiJ*4@vN^^6g;Jz@DcJZWf9& znAZxWbh>O09%80t%jgk5g6`PgnIouY#o0=y13Zy$?)Cn1e+J(WDSn;J1mru<aAz}X z=+Vkn1?v6rz1Kd?{=ZjaW|do{;wk1cz6Kk=&p}<lBXzx{-J2+RF?KIC4s-fC`qy_) zL9b?ePJQ(%=8S$NzEi5ke5c-pgF<;81mlgDE8%7SM1KA%$3}-YK`&NWcDEV2XC`^N zox*+ub#$AIJ&iB%TYpcRDC%L)AKR=$yfDvGwd1oP-b;4tzXRGWXNhi^>38m^BkN=8 zpDd_Ck5YN8_p1x$@><=Z@5T5L<Gc>(@?6ModKEtnZAk=o4Ao)w77t=u>!Bxit^ntX z-e$B=fw_e*vDx+s9>i`{#yOVT*i*^S$jJ+x7(3?$GrwHqiGItI4bMC=Z;`OTFMxTd zMNV=fd`0Zi2O{gxhrJK+syJ~CI(46QsjJ}2qRs4RD={A;RzbhsdLBGG@7NnhaqwMi z`EO4hM|`2ZtJ_cmd}k;t-yXg=hsAg;iox^hEVx}t%7ad|Gv{q9aM*`Ru3uA&$b=Jh zckJ*meEvfA9(aWFd6086^fi2qKV6|yEu4VvR;bWDSQ<K~Iq~EG4b1t}P3mgBgYHj~ z-!MHDaix4+tZm(m_(kTfS~tWVLN1Z9l~MSg^cL0Cp}wc?B!8oQ06iR+$VfEe#*Zms z_aWdhrBM$&VpDyIi~l~I?o@(4$RLt78~4e8;c%8dGxF3Axz`7hv8PV|L)uAMPvS#n z!U1zO%oFT2919P|UYq$;H%Ue4s;}KQQ@e*cGJf_>9&pF|KglWscy9{-ba$+DyA$XA zW<wmR;hQVHa!aZd`iXd-$nSSBcWa^U_Xl;lBb{dW9Yx?GhS?o4mr!4830ZV~#C@ck zIxLHN!Sq?Si*F8es49B(-$RivM}MDo1+VM5|CV!JF6xM{`=g#ofCt+p`ejug@p@N) z-7(~eOUk5#&`5XUd#A1ZIq0=ET6BeU4RL-n7Uo1hf~W13RNjhvv!~<9btlX<IFp#Q zKA^6-wEgI}NqgvypMJ7U?Sg+AqoHRM;=QAM>IH|xn46Bs8lOeoAibpXeeo;mDeN8c zLw~0oyJJ}d=iR3^?qPy0_}{R@PCDSnvc1)|I-#DKm;J3AejUDuP8$pV>sfyd3BMrM zLpOEk{puQ*FR`wC?j`XCIz<}$6q^C;qt=geFue``fIK%F6D#bEIOCV^l8kw*><&v^ zyypbdA&N62n6u;?h=}m=CPa&O{@9Pa^UG3t)B*kHmY1)4>?Yt(H~lv4I`r5a7RQ!e z3825C&x||9fxf6m{iOrmbDz~5n;>*y1^Z|Q$I>y+wwS+%TMoWm{()Ct;62s#P(E-( zyp}sEcX{0r=hLC$&58x^x$d{a1m53HXU9dpBr-9%bwr~beY;)?dzKpXD}NIxp8KQT z+;Ycfgs&ET;4;faA6xKB^Ed8!L$53;JoEma9-c?iy5Rh7^y{jxyh9kg2@&?3C|}^8 zbTme@X^7`TzZrvQHsSk~e<_($1irg>M!mb6FuxdbH~R9bA3@Cbzo0^0@<B)I!x79i z3`R;EK8inIyc44J{V2|5pPn=sef6@KoWLy3Z{oW>!u#4W$0@?6DD?*S@w3X0;ttG_ zy(g^cb;0v&t$CKjfq3;+L23Z}SX<`BkNNN12|Jz@9lJt5;;Ul*w<aU(0S<S1%vgyy zEJ!-Z2Hj{h9p$`?6@2lQKlyW_4wSttFvKX0ezW^Z1!ouL*ltzWFW(~*?<cRye1-mP zMRG1>|8wA%E)A6j!Gj)e|M@T#esMn}FI}=_htCLwO^JFFbl8Ts23lsxgq+|^6BV5& zQ7m=V&*%a6SlteGqgU}Gm~#}rGst@p9MfE0Dn^L&(@a`gap2j93eSH?0S-^PAgzn| zxAo~qy|d_xzQ$|Un*rxCc@^>H^fB;Twj=KjfZxzlwDY6{KlU+I!}uV0;;G82Pi*LG zFB+eD?}_@wBJTI_YZmwxaqXV=iGnVh$N8G1DfW+;W#;_I$J|Iw*tR6_087j6@diGa zqi*Pp;zXRZb=~{oyB^}YT%)=We$F`$@3IQaTTMC?=*yM+6FI^5am}UpeH>D6d{^Cx z{d*Yr-4Wk=L}i7&B0Y(MRJrE9QTTHI`zWJ|IK0qjbS>qmJ2AN1XoVa4lW@)RqDG4F zH&5zll?Fa5!!c%la3_5HY0mJe7USM<{BFyc1uwFz{KRW5<n^y4QBpPLYwmlWUBetf zW}nt$D)4iJh2Ss~mpk$86H6*TbOPPWeWU>N0dh1y41b~i2>+seGfNP@<l94xJdNNZ zd@yJCj~B@6lfz?qwq(NR`xlXHH6P;k-GyB#s5jb7NTdTT@FCCQ;-5jCuX!p!e8($P zm5e`DLrYM<`o>iF@nN2AyicGP@$TQ~Y4tBhFh?ihEwhEv4?4Ve@ww-55B|_QRD(C< zP_ZtFH3si6qi^&~9zOa@3XgaYH>252y#pS?$8}4YmnHD5t-1_J9;bi<n=ci6u>e1P z+ck2~8onsKT&kYn5wC^BAMrwco4d<V@jB|~53*I~j+{h28$n@VH{wftwmP1=Bo4oo zGyMfDe7=OU?%^hLRyX42yn(_p`p^2o1tneZI4ZO}qT2Ak*37tL_GrYN;Ci6f_aO@P zx8j1!w+rwKFxa~A<~8_%eDm`*_&pk@%PGcy>vw!8N`80*apYST-7B2?ht|7|Qv^up z2k-D4gg?hQcdApzs!$I_zO=lAd}${#vCid<d!k&IKaBfxVf4@bEj@ljklkQY2k@L6 zjvO&!!JTLt;Zfr3bthIsXJt80xDmT^Ch0dQ!Bf6a=Vt<*Vt%Ic(d0)D;`8qE-+oW9 z2UVo9#slZzMt@V7;V$T{K35nA1LvR-A|5#}Abw9Krt#xk^7#n1-UUA;Fclwrjsv&| z%j}{XaL2GStI1=CC(;)f{AiIsZ!PF>hM|u>n0?LHxzdj?>z5N_M;+_bI<uV@aclnj zuqh+*@e*s<HXk?a>A7z-e76g{_RuZX6)E&nCp)f1nv;pE6wl9>^x)@pod13aa|&Y( zdlsISL7#VxO1+00dC-foviBtXImT{oO#OlX?g>*WZf(S^L*fq$STP?Vtohdk@ikal zLi{hz6HCL5<^9(1NBQ|Q@EY>aMslTHuLI)aF4++GJWuF~-?24WVPCjdWtDvx@N$1_ z8#oSp<%AHUQ8aL|n;&0_CZbQT7RZrS!M$fvJva!R@X$7{O+#T{!YJ(4nb6&yggjlX zyeaB|Pn4v%tV7sW?9=%n0`=-%XPIG{Sm>TCS=~Z_1G|xD%SV`@SLtv$Ec*t10e9KW z!UyOB@835QqeQ*@yhd*W_4wv+%x^AZ;5i({iM`9n=Vy+mzQ(!SE2CPJa1Z)!#Rt)9 zO3>xp{YYm995kj*BCIVEb4D7wKFXl}c_=R3MZO0-^rnQwD0H&bJSS^a>9F6Ek=ZW; z_@_odc}*Yi;x7J%w5ikh-VC9d$J?QI@G2VLj<|DaseR%V`h(bZN*;bP_ITW}+bwg* zkMOwtnK26IE_?6Y>+(@J9}ZuSM$Vy*7<+CwFbf`pb?lTr^2lJb+DE@V@R`c-RXt%0 zowy0d)t_vbuLx{7y3mceC->2TJ*aC>1WUI)g<d%S@Mo_~WAtrmhKWkp4?^=zT|yf5 z`7)>eY0qZN-H#3W<f0#VockmE0r2exzwvr4)Cap3w$m)5ZcX#scJ~4F6$N9~9*KzW z!SPw%7bM8U=7^$G(;Li_Nu<uo?LmKbq<1jR6#Fje>2kJ0f3k~4$Xy%pvYm4yoXi0K zgIyeETwd5)dDhLqxD<X=B+Dip;4kcAl0GXYz>Apzw|pJO+=su>uyZ@&$?Yv(WBB{J z6|6hfXs~}-H{qN(o@d$FxSVj{BBbYkWN1;}Qc$S>J%BzjSMuVmv`NHoj>agbMqk+B z$4iJM!;fjW;)fFO<A&yU8+>#DL<qNQQ3v?5lSJ4tzaj8*!yJ}d&^Lcg4+!=(#GDcH zA@?{9<c<5*D%H66CkcU)WXw@)JPTobn}^T+g5+cu0$+%IJ0|K;C!3o*JFp3UHe*_2 zzc_G<yMAZB#}ttWy39t~YR>=XFFzEt^kEJn_l|<gd+0Vr6;DW`zipd&!Qk`;K4@G? zR5ajmiD83_aeFY2^~L{eb|Q4Ca@m}%ny9z>B6gl<L>%dhIU7!a|IW`C(};6cV3|x^ zyaru{r}m+PLhuR6$bHf*k9wze&kioknXQB<9SXh+pV=5bl|<kg3$D$oCZAD<c~M9u zD&RccJ#disvpd1NDQr;;{65Jf_{qOooU<^&SI!Zr_jfcizeYd&-pzX6P!qV)clBTF z_}qhEn(ya-N1y6xXXga`H>JnpvUVTp{A&!OSAcVSyUKDfe)1w%-+UO_dDDYvnopAb zA6I|aYtXw7`grg8=!u_8s1rtJvX4k%{%BiQMEySOW47m`_7?FV4mF&5Qp)d1Bz-V{ zq;L}Y<GBE8J)Gl?z?N;teB20s?@O;9|H8d;sk_n$-e&NR@=vcX@HZ&)UedcvCORwD zHiuQw4~UCSiVMU4;?6bSq`m0hvbM7Syo9=^Wvy<V19KVbDJgWotA@$HQ@3q}KcCUJ z?i6>-lT>MCSp&C-RZY#HZiPPXfJgJm=g@7QTU;3d4*1N_DQ1WsJoXb^SvmA)<AM#L zH*qffOAZ#hBYuB~;|Q2cLLbtRU^6aCM*QpA>jNFD`Zs<rC7hRg;WHg?>hQVOR9h(! zxBZV@|Dk|6CguFr%f%_!tFCxptpt67N2rs{gDCWOV_BZ{)bRJYr<rjMdi{3OkG^T2 zJP1`r5iJ2n{5jirHWK%}nq4qTm*0;NtTyiANBt@HuUoGle4Fp%iSKc!lLeH6t{t)h zt|uT|wh#EKdtJg7Cq3ZsYLqekqu{moYqaoUz9-lqz`P&tKPt|mXyFC$Jeoe~IsANo zjo(6>Hhu(m1K%LWeasU?Skg=9U{8R~cCz|O>@)E8GtoicKrNua?T$L_XN_R{W$1}i zWREsv0q<)lI4eZ20N+AMQeH0lmD+H%ytB}=Ts~ZW>k;mGhe@v*wG;XlyHM#@^(5l> z+U>vnJkZt9-8-&|dQ-qr^JKRW^m|22$7{h4YIG=BJnSJ6_v7?TT#;8IBu%R3_&kWB z@(ca6x#%aup6gG7s^aeZBb=#@Kku%2U&n-gF6r%fyeRI^S=;aJz=<N7N~?Ge_!61> zR$sh!gU`60{<QfA%*_f+Qud-wy8V}@dJXmWp<4T!l&F_&vN)9zZlGRk`@7#?1pQWF zhG=3oaPPDOh6xVvpZ@yy$1hi$3(quLS3k^e@Ck>lv;p^6m(Pd+KH|uCEYbcHd<X4Y zr*D8q5bk2#x5pAZC#!bwZs<Nfnw{06;KP2g)%JZyJduak6iSno!S8<jDYzHso5m^a zV|WPS?WV!jO&%}e>{}ky$LQOfq?aGD%A<d1{n}>73*Of7cw1m2=4`^K$3_v?`EM;W z8eKsDtY7EZ7)vG&Ii%F5a(NRwy-&>UfNtSsw$ZzjU6}J%WV$~cO(Omrdb>nlhPvcW zcaSsUhavS;E(PjPe_F$Dy8BT7QWQOvRmA)Y*YOhD9lpdbW1rB=h?6bmWS=eh(1Y<6 z$ZvcFu6_E5n8i2LTbk?=#mIXu&-f`yGQgi^*6B6okqI%r-^nJxIn|?ug%~Mtul4H& z%Mo9MSUTg%QD@H;p1-3BoayYGipkSQ&;x#SqkjW_-{{I_>i!Yb8_U^Vr^ms|n?~1% zSAfUu$mjm+4jwl6;@`bTp-a|m<DYcE`>?$9x-J^~UY@_S@^C}_&r%Sr13bs<g~mxP z)VX5M&OQtW|5z4UQt&DQx&>B?g(mnG?b3YCO~k?{t=7}6-vRwhXYhv*NyMX_u1{cX zM^Fj(*!FXRhY)3Zp<n{M)TDdt80r`4yG-dihy(n?+5Ly|pud%`Z5-7`-*@l!&si4C z-#@SF$xVfCZ*O?)DMRGh@R$p;(2+4#UM$fBuX<YeW~Kip)WIwUmX+|s@HFzyGsF4K zddsf=9(*8AY-@cb=FW-jG)*@#Z=o$D9$%S(zIM^5i5uVZJ!hS(A#_iHH)`~R@%^ac ze@3&ef-iEmWX^4Ye;V^^5kufTluZW7eTXw&w+!v%Ft=mg{AqEp2Kp@8*S=fxF(0z) zJ(=Q+7s0M(xBto(Z{lX1F!O<1n8T(HWR2=_BT7H{<abn(iI=BpGHZAH5)@8LXX^w} zKc_MJ8vsu^CfOxx+lD$Ib$`ZOAao8ha|QCs*ayzF<JT?xJprOI;yo+;b9(a&;=!|) zS^j*s4LGO$Z@vUZ;3IFc*Di(u7vbMN7{~~n0#hS%iV^C!BfX(L{R5tag{bpauglQk zQ+L0&6Z0f?Jgq9`(gH7dcj42cQ#fZI7vCH}oOzyBWoZL`X0|}z{|9s+P1K}g4banw zbnKT_Lf@%#<=-7v%+oCOC{Jv*LT7hry0m&f@cv4}KbfeXg=gRRWJ<ud;7X-P!Y(`y zh7ay#HkdDF^SBX@x>BEY=-IX%IIk^Ukrz*5U#a%J+2ozTF*i<|H$R3S?QlU4w+-e> z`Y9yy4r8w0@K=Q9F%N=O@au3De2^!eRcVL=UrMvs%;XpMCGI4#n4jJTeSFEIH3>`j z<&JGowp{lksQ6Du_)>cj3?oi&I)R6b+7#|HL_Ij8@?3`e(U%Z9rLj8YOeQYvpI)^? zpV+wK?EbLBm*AYgF|a~F9~Uj3;_?`E(}e%qU%(a1$(xZ=h<k;7Nx%L{V_wqw-|k_0 zGVxAAK-(bLn@Cr-;BH2KXi|9*bEN=&*w>`K>t?_|Wxg$x^|LQ=;-aMaduw;%Fm2!K zLEyyYzlE4iT>);aZL%JYdwT9><8B$;%N=3nF>a0U|G#)*>v?bJR(_TX{qN5^$~nza z6+|M;N&2e6_+DugcBw<aYs#KKV|GA&%i7|x)1d<K;{<)-U*I0Yk%jZcz>~{4D1W>} zz4Ah6*F^Va)TO!HQHd|1-%0077=Dd?Uq$zv-wj|+xuDiz20GO1O{v>dQ6CR^$9C>B zflv6Lc&r>3^2wg9eSa4bAA8q(=8d2O7?<0<CkFbw@BEvoyzn=2?%VhceodsMQK#z( z@GFml1*~{4)AwI<Tyz6Ym#Cp0z5{bU+L`?B$ZLM{W|{N`=tp#dbhN=E@6T<qo5yqQ zmHd2cbpbf*l-0_(E#{yiiq7xUz+9$eyOtLl=7ZFe(>uOECs})KaWn^W*B>a2rtotP z{qmy~eCdz6lQlE_KF*t~n3uyKaGa;Ej0@=Z(`$d3?+(R&ymO~r9e@j;$)LX6i@w+R zwvg1k3ieX<bX#|pL+>A<a-4q!dw#bqhnrxpROSJRvwtt3&g*b|r1=T;n-=e6bszY` zfAU*;k^k8h{@w0J-8LM$>JW(fjIQ8%dcPESoh{Kuqj*j`;nwk37J1Nbon?W=kLW$) z{mBx)&*Id(8Hc^lG4-apX5yS}&n*7t0=!pUyzo+-CVp;-^)^$?6;SUBn3VjAeb`R~ z{U*ww-|6#yy^i^r+l}vZJF!>H?)pLZDtGjY8+vRq31mW5E4t388S_pXXTo!#o6IP% zxK|HcC**SJ<vYMd2Sp8X<bXGgTu(XEj`%lYL+niKBoh^+H;2ceo8r>g7gh{D@L;H3 zw)#2XE{na57L0y`h0B?AU-U6<_EKMX5}@n;8E$=b3Vk2tYmHAYd<jbRjd$r@@DY4I z@_h)pA_LY|qjRVyEkqP$;DkrS>M}e&j5<Cxd?rd5b-7WQr?Uxuul(*uY^}F|&qSD2 zMKXi8Z<;ikl)zlDW6xSD@<L8|VCHxg=KM)45@x7dXi}ar@Zg-69n=*{hMpjxQNvk_ z1m2kG$Ue#?<SoB3N(S&VY{7!2a$Cv7d_@QbiBVToK3DjkrzxlRcaHo4owAEeq|Y<V zv&`@dXD@kT4_vU$<`G{)^7ajn-hIfcDVJQcZGDKESdG0Y>|VsxDZckKtB7a6UBsEu zFU7RKlF&zd?QVbTV_*e+O!<t0PA~M?545|oHK70el)FTQJYI1<vs7aV`I>id&Hy@# z#_Ug15Bfcb0}qp~)`S7ah#X)3i}SI@uM@}-4&PvBBiZV7_?M+Qy7;pI4`D03;)D2+ z?ow*rC+0?E@XoPGU&B1o{;+)ZG|UnF47o1r1U_{_q&+?h_@RLT`w`$GG^?7dp6HVs zz4zXj0grNFhkWr%U+lr?ei+jJ9r@{})}aaLN2-er9^D^AUHGn_rU&)b_<X7LJLEa7 z_Y&p=^n~wIWaH~Myooy1tGiuLAO4vP$`89mCYD1aBA52!=Uxx!>w%s+#hupV;y?7; zr>!4UgRd91<iGJ1eNV=hNFoQg-}B=SS)5S+lsfTx(x9)(=wLc`JINb+1N3c$Pmzed zN{3HpenH<~ky+OUKCI{1<n_61H==xq$6fLk^tINM6Zd|S2+;urgYg)g=c+T@PN;{( zM;D}SK-U?SS2e4MxU1eaFtSI;kJ#Z6(pgWB`HK5{N{c<=BcVK9PO}YqYuj&ma=>No zG`VCxkwN`H`;M9kIN}A>H_w6&0$;hML{5F;MhHvZzHin8eI3@<ACbf!pzy0-?x8PD zPro79rtd{isBlPIu7ZaO>gy@4!~DXF)St8Hqhv*7wGAUtAAQR9s`kNrTKW3hA9a{l z45<lC>_<Og^uDv;2jX<Ear_l`AI#}wt*WZ}LKjBaa?=7h`tk|SF7Rk9wAP|G55m8e z_SxM1_atK3vbHqI4!#I0avKMa`VrypOtXRH6Z*ERZ@9N(9wh3d@I%CpPlAj=;mDV- zC?{hgfbUI=DHiPXK)n>K!gQVyz7o@a`o9Najyw449l_t&OUsyAdv_DKM)X`$Ch)L1 zJK9I}n&268I}aw|d0Ayv2_?Ws*0uSgdP6Vv9xK{wdgA<a?^`Jw3c&ZED`EEozChX| zM7INfpY%tLA_V;DqY;Nd9`FxJR;(Q*l!#vetDO1I&^I38$@HGUd`vO9?bI%BVj#DD zEO9I9UEy9`ua}<0tzM#90QiZ>uZ02{oZoX@#%+4g`E5^Ti{os9o-wV2zZcKz%)1Zo zU!mTxd#BQsfaf&lDws&6kGa%*_Y)1ysAEOjAILZWUm949P(}R{clCANVJV!4?S!m1 z^y@Yq&p+I)fgg%+mDFD3+iz-fn_Y<SPcCnlC_P2S-eN5}rBdhv9{()VhAt=1^;6uw zr`U__ZYWxfd_(YWJXJdnKZdSb-p9?+$1QzPnS6x!#F@r>27QxhL91^H>b<>rx^YeL zZ>r;abDt~Dn~;v)w#f+G=JQVbb2||C=LhKg&KBW(GPT!+x}g6WyWf|XNFu7Y3J5;d zBokXcaM^5LM1CDS;6o!%B957<PjZ3>5vN;hy@>BGPR@GysNsL!Zl{*rW%NxuZ&r+b z#`pSmgUwDAaU}h`bEppR&6n{dr*r&>c9Z4Ubo3AG<&1kIWHB#%z1v0ud8_9&t?@Se z{JV991r<2Iy_WBSqI%KaTj_pKVg+7Nami``y6Nk33rYKo(dX~W-6i}4zIGZl>k+Q- zMN`vG`hPD>(UWI6-qzTk!aw(GbUXCVLPleG-=V`~kFGh7yh~4~*=#xu{jID}7f}O$ z|Lwxx4QzdhPx<GkkARmsb3D-aX(arsJ`yh%4Y8lo=|}rA;<cyH35l!*%#pl!V6Kek zzOXIvySEAE3#H5S528-zHuHK>s6--Em}~<%kGc_uU#&R5dgMwJn<yqc$%8+i{(~~5 zarnjxI9!VaZm4GGUH;_&o&)DM7kS|4g}bsoF5r6(2h%DRK_AuI`%2{e0n9&1XGiDq zxD)p112^wLcNci@+^&Np=xs6@J|X^h2-{Y@+yeh#N}BxSYtTFNup7Tt1KzJ}eA?py z>Xb(h^LBM3PU+TMwt!BRJ6qB7iXY-hr*Tpy?!($q|1UT0xe>*WN;6Ae0Jr7%ec%}S z-&a9aMZW&X3+m5epGZRYLfRYnycToS;&(P*<GdL-FPS6&H!>l->)HOnhnH!xp-KmF zwo8=Z$tmzqL0go^f!A<PoeSwip5VJfPF`U5Ci0)OM()9URFI%YjT%1Rokim^ee~ZK zD&tF&QSZAnT@{M@e;%MrZ7!@3`PoKufDe6RQQwInn<>mU$jh<C6q1N{>Vo~5*D>!Y zYD1p6=t(G12$ny-1HVfV=ET#eKaObL>U~{7MqPU4Y6<w2ZQtIj{*T9Sbh7P{T7&Ob z-Rq?q)JeXF8rIr6+zH8qWD43DGGQKMq!AK_Ing+McS`h0(*JhOjE93iT6p!v7`QVl zcaXeyl{;}o+gxv#8T|5RsNC=CBF>TH$LTIYx3pxW5rBNUKT}cg+D_zmi)(3KirBBt z<4g*iK|DTx%$Oz$dyCFqNjLzUr1NmY&qJ#o#Nm2I>7OysLl|vLyhC0Q*zc1X=SCuK zULyJm@f>-Fdxt)y<9w?h=iY&OfW$q*^Z&jFhmgkcPnzIIq~<>tMZwR*qxai9;zjZI z7ZTRczqo1MOfdj1&SE5$fpf_kRv>z#*~tGrgn5wC?lVSkpg74VAzM&X=m(COS9 zzWLJ;I4h43lTB_s&S%SzNznuJ)r&=Uub`h6b)t+6#B=oG`Lb`&)SVdH^6R`HaEPmC z0~NG?fd>o>(q;h9Rde>w_>I4=L@citm)bt)T^yYi(@|Hw^c!1kX2D#@O3|E}lN+%< z^XMb9gFEJRL~mK*oQ#H8{Je<!y_fBH_?1vM;uiPCSEu+fuj1~LzV$iu#{OQ_>Sv&@ z7_97i&H?;%=4fHH8s;J#x7y^cyAa2H*r*T0xe-%p=c-(w_e=CXOJ;%Z&(A}<JNr7o zD_#8FuMM76ym@D6*<aNA?T;$^D!d5BXA?zx&`10$<vU`a0bD+4w4x3;Ue@(5`*UP` z32*5~46f<O+dl>NH^4tBiAJX|emi_6PIMct;(f^ke%hk~T|}O^vZWUA$l-X-0eSGK z0t)$0{|=G~+Xt)PopG;d$+EQ+!@x%r)h=z<M4#W~u!DrW`rzm9o{~S94=pOGEkgc_ zZ#5MiE6042a(VA*@cHefyZt($1Lis15^Se{dMuK2c?$K?!S=w%ZNMX{|9EV_F+n0q z<{M|d<2;C`dD<-cz;8d<ifoQk0>9Y&bTNPq=dR5xQ3G}5r=v1;pEBHu7v(pcZBXZ0 zgq-?2jQYTD#C{>p(3kibEd4jr4g6750^f1yKNyNaC1-$tKm6D7Irb~^n&xU1HTq`0 z>$N%Qz}uF18x}4jUuK9E<_k3fxBIH8$Ois!N{~U_`vLO!y4{uLelk&>tUxVZOd=Av zxHMOwPoy$Tv}`v=KTP{*crWT#c2l3YR&)4tcZhP@LwB~z)A9XHoF{=q=KZO^u}7j( zAaeRL@Ko_NWp(Hqx(X&mL@hA)wg1o0jWFmU4W<>Rk&jsYuhW$#pwD=ka5?~W$mxZP zTz4O#PZLWHwz>l!yd!%A9#exKeY6&R<T3WCs95AgE_)G$JU!GOEAal`U9DsdK;A1l z_Nw%UAF<7_QXv3w??k+Yt%w}%=TVCz`>w;^=hGFcCDiZnO}r&l3+T(0Bqlgrpbt+B z3`yOF{g)4^ex&e{h(YJx`%`n6tA6F_ADxf;usC7qAOPLlj&UZEE%LVDF8^WhM!pR~ z=3jhJ$CS|USmFNhJ&n04;EK88WGeP|BJde{?GSAG0duAPLoe2W7iRU1A5D>gAD5v) z?MOQO-MzVGrvjj#Q7_I+<bjTy5FpWFZu4Jd5LFIzAH84ya)n*M_pT7jF~EIWGH(mL zFo=5X&&m1FPVl2mS|)!d(T8$YTUOYRh?q+|WRy_H&g*!5H#-abu2$m9I{Jd}=1lvP za~{OyD0%-x@OD<;^%oDI?%u)I#V%xx`SXj9S{+lN|8}iapOVA;rpE@C2F~NVBj;sI zaX;MIO^gUr_;NhCy$}Mu>D&wXD6>0=o9_L)roAxNTbPtTI10bUvl$dz;Dty}W)0h$ zFsJclBVwxle;=24jcISpUyQ4SPuzDW7Q0WM7~6t9<F@hR`|o4kYj?qgybuyWMea_! zgS<PGD!L+f9{wBu7X1EhxDpkiLN}$;faj&k8LL3ob+qGX^F|VI<2wbc+=$<mByqie zdhoe-Ivk*DiRV22%jK6D{I*)PI3J~<F7jIIIs=|UyJcgRya&AZod%XL^hI8EzV=de zUcle16HBO|BgY=&bw13WO9;(e#(TIrt1Q)Ul!SSiYpYk#U-R!@AKwIie}!H?c@A+@ zXXW@KiZ|%%p58RK#XWk^w)ygJIr=T0wo@~9*oW|J&_Y-Tb97stH434>J!~dPo6(K$ zC7PG&jQD@)pu&{i8}K-~^0R3y;4Rvi(;j+Z@3Q*90SXK7-t=Fys|v9<<_!Zo;|la& zUyhS_um?VM-t4d7Zs7fbR~a&(kFpmZ6h4mrpm}D(EbTJxk!_(kF@k<<>*|-8BGgss z-dyFE;ZM;{)h-_k{q86E6s4!GL?IPvxEeTj+YYr@HSo15KKy~gzz<*1j{njJADO$^ zq)}i8-F_jd?vongBia4rC&b|gt?LI9Bd~|!hVOk-Hu#|==EkN?0I!n&cegeOzOUDZ z*iL)}Z<9T=^~5z#!rk!SmEsZ);zh;wF9Y~F$u0uR!L``?^E+-y3b<th5A_Ch2llTC zpR2#C;!Eu4Yciol9oT;CbCf$P@}`At*6vC0J$d7XKY>F8AFX*?hktkB5Z#O&@(gPt zwfh<5*&Ysdk6_db)fvJ2-BGugyb&*N=z&hqrua<&6Y6p`wxhL(d!*1Qx^n38FZxh9 zcBx<<DD+z=-!ynq@oV;m;05dy&NaPfLf`g>>YqLCjlm7o%Wuqqztu2nQe46OXjh|F z#}4#kMu{IsrttpdO7<|m$LGA_?^lnwWpiF8FJnK6;28=JxQBQUcG}}PGYNj7>Q8Qd zrbV9E!(SQRhIzg+-q<DNcZ1jA4>8<M%>245_do8qE!gm-^*QKnM5SU!ZUS!`eaPhm z-X-Sb&P`rZ;7g^pBBQ7yUL_x6S4SP!^U`W$FYpqbl=~5yH*mg=|4Wdfg8zth)>kXc z<5@htGkbg<K7Y@j3iM#k)W-L7?d%|QUtzm=<J(c!)EutZlLa2}%{;vUd~2SYU28wI zk4)V9`*f!}@XU~iYekGq$me?&h-K(xvmcv<{@nr{qh@(>9QeIb$zIwh-2bnkiyYzb z;}hODWp*pnk8rFHzIXSw9}!7xr#1$!5%kz2@&*Au|C^ZV4&dkvrGs`K(7*2E+AEQH z6MfeWq0RlMcTKMb-D8ALo`$aVVNUR#ulb*aayNSr!uL#mb3O4OBwmb_bfRzKS7yc% z6U@)2ef*_r03UMw{+Wdjh@(~=9RFN=3B&1ilZ!Fn)g#VGQ9Sh`yv#CkKigr?g!YH( zOJ;rqWu|j<VjJ}01A9m=xOb(B59uo&VxCgspGZ|ZbS^SW_g+EI^j5Ne=K^$G2dMa- zC>_K+mJ@{u3*u|kgfasw?%#M>f67Qb=31Mo4s1C~A|&YCZ5-;z#J3mk{CdzIxQz*L zaG~x|-XnS`L>c@(*OsY1@GzT{OKzXd;inT<baVwch6S%7=krtGp_JF<vS_dm^fRgO zJ@g<NNz75^FG++#iaJBKJno~b#gTjH^W8o$R8n8XeIuI1M8R_vwWwW_N1ePq_;7l8 zADK8t>3H*RgDXKhJ<GWh`u3w6Pgl9%H^rA&mVJE)^9CQtIvbqmBU`i_Yw!6IHa!O; z2f)wVXMFWg9(vB(F&6oDI>2F=1GxF{xvFnQT3&I6UzA^>yx%wM|2RUIWP|*0mmzZh zIp|KFi|phGqDQ~Lm~Ykw|E|cSj5wY!;CI)Ec&ip)qM(9oXal@8rKxw;RT8+%>(5+G z%Gi7E;yA|91)b<$rln*5JP47jmqLz+TY(4Sb*A#rPcBhAwjhu4Ic#t^12<pdrd=X* z-3fZlzb4EQz693*TeB15ojftycxN2@0A7@{J(q#MLzsO)${82Jw*O6=LV!E`UUgqJ zo<m;{>77h7k3EuK#Y@J~PsP~%D3jQazV{S6cPaARSN=K?4jK<)Va@Z_l{$B#tZdv& zJef@RWuHwpMciEwy_hOJ37zCM<{PO3$R~MxAyp0FrHvL#{y{h8!dUUjD-ig@!24aB zfw))S1apE=w^vS2Z68*G9<;s2gW@gl<|L2p&8SN#wQ@zP>G8eK3ig*=LcZ1dwP0-z z-^P;mq_4p5cYaloD#p(}c~JGDaFGWQX}0FVjCjQO?$h{-eB}4q-G;Bg2Uqf67~hV3 z)SOS|7DavYdE|X$c`kek?)}~-EQ9$P@0o6CZ8EWY+9dG$E%1NFMTftmJ~&`B|0Tl} z`c8>b#($5!h|eyHR|eXko7r|-au#*l8O2~PbLc2zSGPGBz`vnp@0T13<dKL!imzJ1 zBOeRWNESQ}okrHaFE>$#@-E(75fgSJ((A8%eG>p5#mVDO^Psob`<e2~S3h@RIxQ>a zVioFR&*VzkH0XwfpG-!%fHw-B@~w$MT(f9Aon+~bJvQk_x{!|)?hc%9bU{A0Kk;^V zAI{-IJ4-k|m+*tx1%ol@<BF+GPDy(ZomxHqWzd;yS+l9Wj?d#NW@<yF`9I#Dwv+%J z<Cs=~gD|HDk+X3!{s{7$+xW%cd#F3!P9)6UJ_a7PrE5qU_q>n8`=Zzoc%v)lHKYc} z@JX|3_xJE6GMFyixu=i%Vo&V-06O#~+rQr51V7R#wRwnD0DFEJSstdH#6E+C?T>4F zJ&5YtAC-2w!|y<}Z^!%<U*fc;->T6^=*7%s$~;jAG?~qO^Fm)*?>sH9@Ev>f4rV$D z@{oysiG(||%kV?w(fn-??n&%4Tj=Bkj{lDKK+RLkF%**XV=n{8_AFek62d+d`3r6u zv;Ux%Su)(OssjFMxGy-{iA*R+GWBw@p>9>al`aeYI$K}7))~~rPfhM5WgN%ef$pso zO0O{&bAvT~-yRatQq%u59C{4f(2=8Kh`&X@beHocpsyBw$i5{ObHQihU-7qszjTeZ zKeY?{<4)i7`v<<G)rKQf`~STElKJfLZ~Q!0lcn_x_#u*$9p=z?jj%Apxq$CfbJD2U zx=JRp-%(MdoCZ!j%9Z=x7<Fdv`T2U_p?p;9S|z~2{<K{Pn3aRi{_WUb@2P-KD4zH+ zh(5Wf+)+qq)|>cFGnA!^KK<tTTWUu?Bd?OS``;dhE_h+E%SIOcL;RrC4RP>Nj63t6 zeS=<F)Z}sYcl67TRc4l<&r2EV&q%`gj<63`7(je(XjF>MC`LbJmsCan3%+#=59!@K zaL>EW^nFIXp%yUjIqZo3@%Gyv1K4Y-8u&Xk<}BvZEQ|ENZAZTp|2wxCd0TZuMV+t0 zjTqGpbY?;SCEVw(x2_0YO|9apHR_whEBueXCAbh46k^>}cu$OTn-h)Dx%;pP4DeyD z%WfpCjRbw1>FL|6ZQzOLc{?9);v8>AcMqO(g>M^QW9>ck(~G08n8YlB%V+LAE{48C zb4XzM19;<<#VY3y{_s1{oVoCs3wiMTG15uY^(l}0=~K1<7d|{n^4Nm@tC5OJ5x%Zp z4n96Z*^fGBEV$%1@R>_y#@gL1;P0g#cJU*>-Q60Vu4D=xl!mS%67}oWc(%VrtH7H= zyH7^{_9l1*T_-1=0*8qkpGb{{4@+7It4#{_di<sFGTI7$Ug>n+O+1H!@SeO^LEhMp z_JKAV^?OBd{4JXS@Le*-ap#eL6wCM7Mz{DA)a&1GoZW<<T$cT|9^eWbw`N7JGhkn7 zQJ=$p4>IBV@>#nb8_snI)0*KM?9JZgyw3{#`js9PdMWU$jW-M>o?>4$zvUNKZRk%z zL<f=s_d<{4d6R0Z34B*;?b3Y}Jc)ddDKSRmHT!qjGL-Jv`*fbHzXG13!rMOmbsu<5 zx;Dx+%p(}EEL`^o4>muZU}o&(iTyy60kpt}_p>D`B_LiHPL#J)r~tnWbbeM+fVt^A zdjqPxurJeUtFR&R`oI#CZXNWDZ|3sct|Kp|HZ2=T(!r0x+M%wafJ{{Ojk#H~dJ=Rl z*K`^m;<?^<zZr8BKB>uq<y+3<->;jg3B-f%q81&P2HxD^RVbkV{$5r+GOl|H^F&TZ zno@`0mvqTKb}Muf0v|-OrV+o?#UAm@yaWE>V7N^f`>}&rJ{Ie5K;L@A>YIEv<`1+g z_!jxVzmOJL)X(_C7xZz_1@w(F?|w&RaiOo!w=OLn2Y(-1Bh9o4U&t$idwY<VxR35j zGdckMOtwtiurrBR@Z6DidmZ@vdem=Q=rl}3gxTwFW8O_axamClx-sHsY%%WP_E6&B z$^+;u2$jP{)`*v8`#yzJkcgBo8}>R6$i#xs{mp~u-vzlZ%l^F%y|v^BtvUEUWxra{ zFJW$kbyu~n82YyG$D`AM&!JmCmhZGOgSm8yK+4E%@D1}ZpWJ%cjd0byb?7$w3)={v zQCie#4%XkIMDKzp{j~A^IO0NP^p&FA+sGeWVTG@!aX;S^OX=RI<E)p?%Fki0US93{ z4)mWorMcH%T<|37t#+w?$2q-~zwhM)>Z(Fs!j>I#O7CNO(wBgrJKek*#Mgs(UruKK z-VgqIul>XOs4wCoS+~Tv<MRgZ*J=+zU8~AAN{={nyGZTiXFTV2Uk6H=4m{7h3csu) zkx%SHA23%!_x0}lh15gPC8!Xs1<+xgn7F*rmk)n`uij|qc|T&s+-USb2z+i;>FF7$ zeTi!mGRIEqcoA0Z*MH>g#N0}^XvYZhYfk00L03xPRX4Q?HeO&JmAWHDkdH*1J=7=n z8T}iN&evyj(5uyCtls4YpT%2og_>Id`ShJYRw?T1K^;$x_kQ35`byvU|AjBn+CZ8% z`iD&JAS&_@_GNtQDXjqyYv{gP%5ook1Rm`@kW>SoKgRecw-N71>2~a6V$gk*yt&YF z6#1gaerZU|i}=S-=j<1Ty&c=7WJvYi#AW((oz{t%14<NdXVvo|<aVybi30b#TJ>k2 zl`MQUI?t%w1`fB_64GM}{G~Kzn2os}desmA5~6N-5LXjdI@?fx9M=2HzZbY`kxkRD zCPnNC&J&(+S;8Fp)zuS+84$mQdT;K<ec6{EJfFveI<YP_gB!RCb=&G`pZmb6UaD^O zL*J=9`gIQ<`k^J_V;U>;HOsnhjKZK_*?-G3K=hj*;W9Q@L>Y#Cj@z?b>ZDL#9e$@7 z2_08~x0Zr=A{qQD^Sugg#M@k&7iSCMvwlQCOMw>qFuJy<4q<+`**JKQe;a&hM*noV zLw}U56`%7Qc&cTv%{|F+_*A&kbgGL&_xMCg+4wB_gLRwcEMv?msAv4F2cDu+efaKe z@Ei$xe9BvZLsy-2bfQJSS1Ty9BclQFYR!iy8GS{KXwu-nJbXUE6l+$*_jTvbyOSKT zm-yhhmsF2{AIlm$d_es-#xo!@3EU|*)=*Rh=j=>KggE1nCo!N!=<J^dPOr3WPB074 zXZ0*aHuM4GHHjP(z#}tqgv__ippRQ;tk)<(9o<$`b^bZ>b4%r#?kVsMS7Rz1^)aW> zr>n9}0ytC&`*^e$=C?2Y+Z_kp#@necCrx=VfAx9TWOCS@$jzXeXupRz8e(?9un>9H zLa)pbdCK2-f${?It)ckm%U^I#Kh4&idf@;69NCHP+|R(-DE407{}aATmac~Sdcb2& zsr9(;hMv!p@$Mf}=-H>}D!1D}FV*EuuaElR=4weq4?pIN(#^gdUj}dLXj1I9gn1nX zX2Ww1n3I1{|KLP8bUf$miw{@;mp#$ebQkYmWv6A~CH(()QVpxBRk44qubgoOe8r_9 z_S>pBml<>hmWM{MhyM6;MOMUlnY!JVyuaY@4;*Yu1#kJB_+HF`K54IZgpAa}|9gV+ zo;(-De9<M^vMZ7Bb^fO#UW7h&K-6W|^mXV~nDc*MMn5cfsIe#jc&>?L=-D3N*|Ac` zbCN#beKudvEN({K?^GMX-{4CebF;jwjq~DdQ%*^H33w;-8viXa{M&S8GTS=Ad-T1W z(S<%{cG+qB7wA?5`X_3<s*tZ`=C)f%;JwOq6t~deJ)Qd%qiTbEMb)7s8{<Lju;1!D zhIy29uZ6ro)Jrw7Q?@}*foIimAMAUC{eP{Q+O4;Ii7z#$DqMi0G`5U)Gd9Do?wv?) zGw?y5Ad|%ZeI-S{J==8-{tL0!^cyr>F-JTV#IdRlJmvFJ`K@!%E3rt5vG4UFZt2_q z{=EP`a3ny}fC}?f(&X9RGEdBj<O#pF1a4|=p{R%ZkyEP2TY-3fYTJoy#go7d>GxKc z;@pLr563%yMBnXEGxz=haIJ`M-5O5lcQ+1M2gZ^Jlg-NOJJ8pA_`FZiu*1C0Eq~1; z;0K$tKT_^	Y?)@Ny9=<iFzraXOQzgX$mo`He%TLhoo-i2uIr<reYIDBvAF)|nrA zkw4qq|Cn<D*Lc42S>ZSQ^1GcXlTbHONPQXCKs@M>x>`^Jon_qHgxxn$@76MRJQs!D z@KVUQ(NS0IRU~n~zJC?^<!e`lZ`EK<$cfKxVh;1AU5V}f1onM=f1Km{5BUEHh1p>6 zm7%3-=F4%IuVR`y5yS=k^42+N0`>XNnn-zl2H?$<$ySQ{eFzUdQE400%e+?vRB!iS zZYH~3HVSxi!1h19(WpCbC*0z=zYBQi<G;HtP;an>W~qLKe@#<?_S>(}=jZAUI;n$C zX^z(O3B%8s4*t|+whMD?)EVyL_&q@mw+-{qhgCde7x$Y0URT}!d8G*W*~E2*KlZ@W zbhkg<hdJuf@$~O=T9_Xyye~=%KkUdg_5Rmvh|4>k(LF|7G`FP=_6B}I_I`7H6gW)s zd748})ILPm-`DAe6yR@n+^Al8>p_$!S&_4#gNmDav+Df^`+l^X?aI)9(&!F!?#F%R z4XhLU2Yl+*g%k33F9J7IqP<TkhJ9n{@rUNn_uO?fqcVF6e8sm^LQMzn<J+RKG(P7N z^{>rY;IJuAE}!qgduvtNsw<28dz61u*8(`w3BTz#w%`?q7T0Vj(08cJb>HvThfi;q zS~ZIubVDmoFRd^lZXA<;yrSht3_E+Bu1CC%cI`g(5BLf@xwS+66>$78F)^2w|MxuQ z&C>XzKDZ&j>y|cfM5UuXQqXVvu<jKPM&BAGCAirDpPK`V^^EFasJHXxJ*#l;Lbvd( z8~{%$V6glu^)x>Ji9`{fDfkVEmPQ7E|6_j8p<KS<Nfc%g7aY+qvUyd#(!k%#xp_Uk zJrw6;l1|Vo4RxuF@~6mkZ^DSwVsC(c+Cih~q$BbKyV7^zO+n~rr_(j<nNe^5n%bWO zKBUq}Ff?lueDSX+n?g72%l00685HV8+;zHY?S;BJN}RsoRl6qv7Ahw1g&*-uBeSN# z2YMn&iJCL0hlCl~L~lHRf9kDKx;UJJdC><wg-7rn-qbDHoJRd?5d6Dy0k~%PLHWru zWMcHR(feER&|8mwK3k1=U3kBy$sY9{mF!$<TNmO=%PyU*$-v(oj<}{WLzn-N*C_$# zab)MO(DGW$GxHyD(m&@%99HwX$$u3*uF8!hC&VGOvuV4=dx1lDH<lVnVSc0QSB_)^ z@EoPo0}MYfcN7yyU7`%%#Dhzpk8cIf&i9u881g0q-w7T`^g&6>4H>?eL#5QoT@EaQ z@7{|kle_4*FCR>+Z<IkD6veCT&yT&ne{J5sy$GLtN8!+-Etmtid77UZ^ZmtQJ5%{& zP)~PH(2~aRob~4nV%E|BcpR<JN8IA{9;&HCJX!ZYMr(`um0TjA-iCZ?*^r<&9qUVU zPLICwMSL99VfXz6-u#e(;L&>Yy&HOkyr$4^)E`-@Nc@3%V)GE`DDZ{}`3D|F&@n9c zQx4}Mo|NRv*6i;D-{L=&x&$4v&pua*SO+p;^>}ZB0P-_AK5)xUH4lQqs-5u^;=w&a zj=u}}mrLUXy-F+kGY8Yrc<3h{_SchWaqk|JKZQ4tu~)n7iSHYnSM^0@AvqEF2LxQ& z|78$(c=e$NgXo)k6AkBWfp3J|oqLfRhPsx=JKi4n@8PKWzxm*u3O<xvzJ+?%@>+ZS zKh*t~Of_OH<UNVU10$FBob@GmCXUF4!`EKSg<E1L&d-JUjexDtO>9tXw&>+zUi-dB z5D%LtQL1~SEFSqS$KROmB<iS<K<-!T_o3(G=oobGf-a(7xsXO1^-%3-xiIu!%#yNK z9wD!%KlN`J!E@;tntx>q9O+a~uTwqlYxP;4ii=OsC+!mNwh2HTuTWl;eI4~n487wG z=qKrayLIe;i}?AIsz{;~Iu}d+z@5<l4>NC8Jw#sZTpeiipTOKgy-M?k@93*ul&EVx z1pe2){=+d4^DcB8Sl^94EpPYv<xbRNr-H(dA}%OuudSVl1;3K{sUV~peL>`UsTKBj z2^((juRVf2;jHnkn#i+T%pyE*A+L*_BrV%!!slYwYX1iGmQ_bCe;0oY{wOz`CQ1{2 zMFkB9o2$Y5aKBBaKwYY)UY{athW#}y)??QWfTy4P=YI4h_&3IN-yy{Rul%`<EYLCB z(K6<WaK>EH4O(ZX+whsG$-deW;YwIO;x3C~#rHUAzw3psH^Iy&TJ~lubW6XLdhQv5 z&sABRVk5Z{)QvTL{1)&98x7C60o))f^6r{nE%aF@Te1Sd$0k|$l_}prTyZG=RRMj0 ziMn`;B>IB$F&#%wTf?87mG}M};yL{Y13aVPH>-6iM!^<+bKj}>BIrk&xqe)l11|jV zW&zbd6}+F>_ad#BW3{S^4BrM`>ilcf`+4O5_r@J=e)QU#`0}(_+Ef>Q9-dQ&PvCqe zs}+1UKZpPIG1x%~JTz@+CF26lU8TLy(F=$N6U^&t?C9rdJR96cxuLUH|FUS0zNtMf zvonjumngpwepQFZjd*tIKyqRR=G`A|d(Cti{&v^4@V>yjnm_?(C)ZcxzvMQ{ADBPO zS21R41TNClve(f9_s{W$9m_Ms$9U01tK{dvu_ba{_dt&qz#+{mB9HwH-&OPW4da|& zlnkc?Pc%T3hCjqyqqu^N1w}c0_B{^EG1GVwdyMlMA4>w~KUx{#-2tC+zMn!hhcIXI zuk<Pt>eMSAYYg9C!(83B%He5tAL80MX1xUHaW2d<n9rf_&~;7!SciDypw1*_#(@4j zJ;0)ygndm-Nmdz%KP)SW4vT5<ll!%4KZA4RXRH=zz8!N`r>>DqF|So^7@qkL?<IR* zHRq5T{5LN4lx?emZw+s$rQ15{Ir84$4anyko5#DTaPA(LZCl#@f8Oo7BxQ&`W@qPz zEKfYY8GYG{zyAP#kz~Bj?gpM>TwG@faY55MD^bx1x&+?F%1$j`Lf==+zgQA^WZ6yb z^%DH<i+%Oq#$)cs>iCMUAbdTn4xhi5hPm|x-y6q5fTx(7U#dpD9vZRL`r`mUTGq2K zwQ>KjP?a&70lZn4$akYs@Q-uaman9-|9ysGBMx<62<MiwO4#S1EtJ{Wi~hf5G-_=X zIH3Z4(lrG=GQoMNzTLb5eePw}^<~sGer8XKn9o2b(tn<dixz#;3S;g6`>Xm7ttITp zfZpx1^wZ`9^lOuB6}Ot8=UFUOaJY#+TUMZObPM)PsViN~W*`wH&gOAi^pnvNS+6J1 z$2}OaTYU+><LW_LJEIZ!<5quI{D6D?_O4^kZ{X_cU5>BofJ-&^$NIFB;7i6cOx;|E z@7*5S#r_U_xpV*RMJg}iDbpf5O&NTVr5p4*>d3^7vG`HZhtP$yoNg4o2Yr3~a>Q=* zeZOdKQ1`v_Bkt)wHp;>r6>~7}Ft-qRwA7dgGcoY~mP@_m=!*keYw~`<7b<*@YRGTs zC{^k{S^dAKmWujF=jVF#mBkNd9zb98)+yh>%A7>xUu|I6ivH;keVWuW@Nk<FM}Ky* z`x0hf5=YkC{fGlaR5>?v(bsg{q4t*oPUlrU%{1YGa~oe7f%h9RNXqBNzxyiXVP^IP zK1Y+kVrGH+&CGez?YRh_-|G9CWbjCK7nqN9qOK2Xk4*pb4gQ*)(Q?K3T-J$3eF3N& z|7K-eHvR~`Q<&$HUb7c*&8Wb133aRYbVAlsb9W+`#ACv8+Lhq0;1YS~=0`+VnUWtR zVgIAhQ%h$T;BPlP4m=b_-BY*qg7P6xqGQ7OjW>AOY?9aL5bC%irA%$n{)mgpVbb#G zlXzoTUi<{lef3|}(KXaFGrBo(4}W?R&n!eoj46;Wg1Ao8fv5VmbxF=N89LFt=W;_v znE$*!RY?M$vG0R~>2363MOUA=7UA<7Eh%s7e+NEh_xXbwxYumn7iq*qp=V$26slbT z&U1Kz!D<eDp|$MaVm<hz6b|g)q7A=75?6bywI5NF+9%8-?@vg{X_b&q<J^5(SN2Cg z(pE*#JmCh;`MZ~Q=so(b^kMgNj;OzbFX^;}x)Xe@KX+>nLl?gyt~d!D@e1RqW6a9% z>tg-#<ux~Wz-uw091SEQDE+hOLGYYycZUA#=7o=V7e!6Dohz~a78(%LU#woWn)Cgb z&k<|S+R+9*#o3yRWtZT~QK!<ZlZd|LQWahG67=%^H`Fu1J1@9QT+S&$9i@<w5RmLb z5Hs2wE$!e-n;fs5L*MvQFus)w_>ZCRm5nWnWJ32{TlxoQ>?Iz0+kYIq?DgNL=n~L( z@5nWJu^oKGJ0oxAW6z)~U3*%fJb?W1{Kt)?GU$KK#>-wm=|`AEPSF2x#N7Y-U_JdV z=vl4HEo6DfL|0T=Ld+KUAIAnHxS<dFY2B+zkpsLh<KR}mNa&|L7ksAiy|rr;jSG=? zxPDx$a|^(^qX^SJ&<{S{;ZM!@4$R-u8)cfZB2Q}^fZsCwZ64FIzhVX6yT-QY+wVqD zUOc(A0Q}l;d?ls*2>e#9rj(@+|35#NQ!_z-G$@{aLmPMo6%&83A^Hq<nn=-A;Ex9$ zUUe`#;z9J=OC0?H{loUkD;~aj*pr!Z=jswI`k*L_1H0qgi2|)Z@jEA7iTpsTZ;I$U z^Kw?bJ_0{^o>$5qi@Xzb-KE73c_r5QiQ)<LHyNdqno%#^iR-8K$xg^3ZU#EJYuUOH z4>*Wrg)|b;e$|?h0eQ83o@ki{fAj3k1LHDb^hX;566xrZbhbG?Ao&2dI8kU%i8<t! z)qP6a=E0Y2W$F^Uf%(XS6wfCoFz<OPo#RiPC!t4oZ?)_)bhUfFHObt@yvv5bPDS9T zDc6Ng(cxZGjd(L>6@%~n%Wb#`d~#ymJAw{6tr4dSKYz_Y=iwc0K$qr6)aS+-?)StV zQ1j+1H9;Q4lTE>L9yfPFWBMx(6Y3dB32S<eeosQd`%R8<H|Aaso1Ldee`kCwNh13o z@@CNhySp54)!$aKgP6;4WRJK?4W2Ud0}(yc<xafrHMoB_6#F!Xms@pf$wUwnL#S;z z_7qb6kgNiZQr>xCP+*TIaaG1%U~VV+-LS>b|L3bk9EIpeEYRiYI-d8#J$@d1@`M!f z+-2$aLBB>^iIAT0eL+EFB6UFSO%-^bM?vX3Jkd9V&~R-?A#ObX7DT^>JpKC*O;kAI z!V&4@;m3D@<957>;hw@g!QyIFe3&=(TP!N72SLa3c8Yb^U-T8BtrkAOdG2@1&as90 z5R+Ls`68U~*<q)2D7cMz`KZ>lmd}VEiLdnd!KYt{tkOuih(1=Uzv@9h@G(l^_*O>v z^xM9@ax@%zm0$Cxn!X}0K3e$lco%$mSY4jvh+&@H#pZG->ig2<t8D`4FR9Kvpzc}6 zT)f%MbOZFeS*MgjzG~rlpRnH+nhsu4Q|19R@R^c<y(-H~UIg310@Eb;KV{)==5w|1 zu@<$I+DXFR<k0D3A^%Zy-SJ%RQP?ait7MdHm91fm2n~fOQFiuLM3k9XA?qSU_DV>U z@uIQ{A)A&>G9nc2(_i<~y<L94_x*m)dCqg5^BmyQh<vL9XYl(Mek99p+{S+TL!SE? zk+1i+Udau*gLs!%>OqZs`aCA}W8fBeo?`_8z5(E`4X1w3nP8q<w43LYhz;RsGS#N5 zjlH0$!W-V-q4zRqSK5twX|Cs`sUqUHp7KhQ^H0<_x~xan5Vs}j)RS)lck?LnME2wP z2ha08yHXGTf`O}pZ^E#TXX|P4YZCPBUj2CXy#U|OmjBWHEGHtYf8oMY#O=GrZV#*W zg0DL2*>~{bKVGiI-UfVkdU1VhxPTKuL49WNW*=}JyTd_BoFD$S?67EQ%mET60^QBv zC#K7eNCKaf$1?Ff-h+AO4ynYIbnpZmk9sa#b|jWHns*%H#~k8Err4u6FZXY)WS+qJ zwJYOqp+$eXfm6Uo5O{5@=Q9g0c*{~%d!AI_`#;rhsMQKxiR#=N)y)HL#Ilo!1hM5t z*#9gKV8pp}rkFe~VgNk7Nco!{{*c_--BI>u@cDHAJE5kG^I<Edu2+Hgud%IZgmdM1 zt?BPG@NQD)4LL2T;Lj^1?erSB!!X$+d;326t72q2X)my^;DNO89R}zC%gVR;U)m8W zbGsZefcqDQqTdbxw=R9p7p?&>^J_Vt>EmDUJV)59T^{`F8y`5?R}S5@u-ftr1^m+D zB)(k}zCld0^2|T#KpktYUq9E0e5uDkvWoa|j%V%~6Y`j8I@k5=H>gh^jSrD<qaQ_Q zq}m9*48^<EHJt$T1It9|^3AXZ=742G8vJVfTeT(nP`AyJIQi{Ug|FWpKl*6A&-lAr zjepWn@5?gu{_{QO9Vb&MfiGL3m}p=>=6rAcI=jCQ_tN8uln&c(=oK;+3u&Rd*}F^G zUR(tIx{}O0JbmyTJfgc2)Qa<H&N-}ue%Pwi27kCW_Gfk^Q_taE?5{4rxQ0H|nriBR zC~(L7GqQ*B5#O#S6wmr&UckrQ`Q8C}_<4x$`aXgDM*oOC&OH)1X;^f$2Dmz&yhwZ$ zzN2>~=rqUCkMwb@d`rQHxsjKt;v{3(SF1Ae=43N?HSbBcr&*W__IG$7$!kv>e=K#z z-yL|Wtk}j7{JpiDyC8LqH8Hl#QQ{0-cdTijQzdvybqe-x!I-~j|MHxz5b<%HF*>Ld z@ezX?kC@VIiDlD##~;z)M~5Vmgd)LbvVT+(=0IMcm1|F*fX@A+&9@Zj<K+B}9yXzW zPFZ2uc>wuNsd!!diY@AtM%{IVTGUCRqhr3f{}LpNXH(G^km|nPaq1X!@oQ9?x4=tA z^l=@t!F$Oe<FXFK`^<eKal>EIm0)jPiY7%rt$SM3jcyHoC+|8+U6#-Xep$Qt2l(<p zgKq|H7jUmTuYVfOX=LOZ{dINhGhgCq9MNzl>S+zQ@__qa`zt+btO3tZ!;+?nJh3yT zonhxb>~qu+f8q^2fMM>l-2ZT1eoDM~p||Kjgn7K=f43L@e=*b9WgT{eukkMS^K9_j z3>+u(vq7EH?#0u~iax&Ju}Afy(BqknlXe1Edq2Bmea#-edWy>@eOORmd^!+NoQ(d8 zwtVL&oO4^9S+?(}vpvloL|;a|Ty1igL<X2DS0W-MZTg=tZ+UXEh$B(t`Yqry3wTiV z&of)5;8n;B4AxRyiS5L5%)g&F5=yg;c}a*f99@R2|8!u#9h9c8?}Lxks3q&YVd(0{ zwf7WxpiUarS@Zxt>u8rfv2zGIxMgpRS=2k%bGwosnY$9b)^FJZXxs>zw7XJ;n>ZKC zEKy3x`vyA6%wgaYPWPua(E<+{=rxowa^YSSRRw8U{d-U81rvWTZ+><Eh2AH~`+wzr zc^||3;S}i5NB!(9LEoSO+}C;P`PFN<4@*Op8|~P4l_P7H(540+bTTIIju+z7y61Tv zoZt6>{*^|m=#R}@|4n6xImulXotLp!DfyfDavFFQF$RmGVn*m?&ejRD^}%0l_T=9E z(EXe(Osnf=z`Tnxy%Z_xNP8EWM#e{&FTSgmm4ZAa_attD#tHsZV>gcNZH3O=K>bA% zaFvLBy2Kse>WpIrbP0^`+an(Gsvw>}BJ1LRCJNk|^Qc@4@kQ*fjGAya&asWsvv}|e zPh`eBFRMBdoKKSkrGN*1neLC#mx52~ayDxqf&S*|ozBQpm?tcG(o*oto@n=W*rN{o z7IK<o<FN#EHD?_g-XXq8{SHx#vvng*UZ#8{7Y2TfrB3PLD)i%ry@LC|NBt+97xKgp z=d$9xO$7KsmDZENk56FlgQ^s_GW<Lrg@oz&l)Dg%eow;KaV~evMjk7UMINvgHIjaW z{Xv$u9q%A7a9$Njd=&~`vh&i(ndtj0J!;CaMjt3n-JFn4!F)z5)0Ka^)Yv2Bwe#Sa z9d_5&UxdDiNu;`#f(kyf72GFt&^OG?92`+)hOUWSPkkBl=r=vwrFYL`u2t<_Xz?oQ zL^_f3?LF9!6`!BcvjiQXoM^Tv<{5ske&^u_ZjSi6zMpf(hRAmH7XGjwdvBvj#kNsr zRiEQXvuJfBa_`5#YUYQIsD{X$=R?2sJX;v&1K@=dRl6!P(TChuGja+#2ghg<V}I0> z<Bg#)Lb!)YJx+>;Zo)6WgsX|w1h}?a^OP~(dvEY}VKw05c$*AGrb=hxX#X^$nz=pU zoO+Vi@&SBJ9+$Y-zjP#?Q=81$c46*gj{A3!FL?gOOH#V7(0|9A+X#WaF)oI3*GeS% z6$`x6|Ma3vDc+BI;47rZTQ7J4`Z3<I1d)G!;R-jF1hq%tt8-CCwGW^7;XKRs0_wmD z`@=k%;F&0DY51J|F%SK&kgkRTKD!*}?oX^c5NsA1L1T_~#K8SL$3XZm)h8H63WCRt z^1PqDjQHGI6ttBe13kHN*VwJ&@Gl)Ov=rxpUZ(3vI3qq+;O@XhDe!!`|A{Pd^kAQ! zRir{Z2Yj<<^vkt9F&An5DZ>VOzvDkRluxz5XW$JxMcleA(R`h=`5W>KO`}WjIB->x zmsIfURrITmT8=F|gRVe{&fTyD{dL~ynuTfjh2{$uC816;Y!@<PoWnj(De1#oI>3cz zl)4{RA|J6+{(XKGxMtyuHMNv8k;7AKI#+={*!16`l?><)*Ijd(pwm3D)~fD|x$xTF zfqu=am`h#0El#3?yqaCq9rXuu8k0FxZ%`-EjnHnqf)2WFMa1z_Hhfhdb)B?CJuSlH zwy`n+9b~P~b5<5-!ZnFUWRwc?jYE&k%|gMWe&s%Buz-7XwW%{5y5J`-ve@*Yf7$o@ zf&47^sCJXW!Lx{q%ZvvZ`v={KXT0hKGi30=SRII!l!d-k9Q*a6;om8--}TsS;0Co$ zaxd_szt*Crg`Q!Ky5I~|(?8$bJswhj?${HjqAvx~-NJi0QGHDTeW%7ttD+>xlYeD5 zEre}QCrId#kbcJAvMAo$9r(Q0B%YVQJ`G)s9Ce%w;(tTf=1{!_^!>Fa(`mSWZ#8z- z>!o9lVZFY9TP*r%!(<KPj*i3@Ulnf}aH=L&_)7Z#_w>nqFfMQ*4w_ltT>F7@s8nxZ z2mE+eapb?HNbHIInp?F9-O{CDI;k%u*pEej(=P<Ltu;UNaao`fVf%QVCtVJER9b0c zwTr>8Ubz(b20S(;Rl(Dn<k&a*cQE!U^cA0kMGME%;djQFmKX~B^Ijx|A{qS|)qYJK zKHy%{hJ5P*F&E-U-^hPvbJz#`l1s@JI*e(}sBgw;u7o1%H;a#BsN1H!>`L)_bY+iF z_3_|dQGAzKLZ2X*Vc#Z|h7%E9t*0*R0DqXtCE697*YMphrW#OZ&S>*0Emxu*_6?u; z03BFByGej#6!@k`J%am?A4S1qT%g2!hDlpND&leX2~zJ-=tO!Co_WfEJh5<=pZ2N} zd>D3q<@=~$OVn=i3jL4=PW>~eIVS)-tl3&pO9EY65~I9v2KHhuKFj^*hZMi}Hbn&R zf^kzG2U8LDy6%k?_Z0??({GtlIS=2d`^Cqub;Eb`^J(inY>tHRp$j$tbdhH7G!!LK zhZ`*g9johwjx<unU<l{suE*7@Aqn<Grsx21Hwbes33Mbwf1%s#@J*hkawRU05AUuo zvnQf&9uaLLMW0`Tr`G;Gcs(v^#=D4X*LPcv+wa6Y!A^eHyUw_0ALg7wt1!>B@$w7< z{7XWgY{}n;zG9#}Y;`FUyyLA2Ir9Ygn<lj!m~}$@Ccl#34xA}C`EF7FDEwZ#ez=>9 zV&6;M-=>pA@U_V{^G=J!{=KW4@=r;C4~$+$=P+UZHgKoR9PV$t-?mP-G3FtE%Z-Vl zz7`Ze;4vS9`8tX~VHNbHt#5zX^)LbT@%h?I+g6xYr{mV-3~?bQGM+IQ;vO(ptW{a= zN4y#p)N4UM&g$a6a1X>8HIwm$N*8D1iPrb4{r_Q}UZ>@i@geMOR-t$3ISjw>PQi*m z=q%D4-Fzd>5kEfOw#;k>9u-J2IXsKMudR2i7X30|F<E~R)Xx_V{nt6_j`PJNC+9$I zMMQ<{4m5m@Js@Fe1(L0(;~1P&(+d&bXDQ4T44@Ac;H#?e04{9INN>i^J&;zJSB~$` zb){$2!wK=vo`yCT_?JR3C->U{tadRuYJY7v=0Xg9`F;Xlbgrq@h5ZuxN2hPj<o|@9 z#7sVw5c+71d%eG(H+3aOf5yj$qYp$$n*C!w9r^fe1AQ&(zuf{4X4BN*AKJP)X*dXd zvhXDdR_r|(_q#I9c@}%olD}I0p@B}y+;5l3BKVx=-~CvC2l`)K4DfD;KhK6<j4<xa z>#}2vZSr^?i<hN$Od>DExyYKNz!$;M%4y>oe&3NMlcZC?2kY<7)1m&bzqhWTL<@a^ z@)6ogsDrCHmbNMg=wjPi$7YS7zblzsktFPhPj>P5jDd^aoxMMK9C^=1>?X;$n*;Hs z`JyvBpB?I79=7@`(5pnBA9uw)Ob{G1c_RV;Rz{_be|`ML?Zctg_b|s@>@EE!1@T13 z>X&sU=IbSdl)`ZS)l{07%6ySOR`{G3!Mi^zFPx_T3chWYu`}!t{Ha_u+toXeXNDbL zt$<hcIC8FJ8Mw@E(^H?0)Q#v!b~&nsJkc6?rO5-|S6`uB$!iDr^r+M(SMX1i^4}w< zU&0S&;fd_bHgv4}n^dm=A1{eqdmD~=xH`YX^Nl<9*WP?-bY%$j7So&EHmdN=eI}Ky zrHJ=!8dXRQp5a}EgrPkA6P8WoU(!Iw!NgbUKtjN0R(M+M4*1sS+bkM9&^zj@`X%~- zkD9A`<#h*h7bE`JsXEHwcMj+iX)oXhbn2J9ANcj55fwIFLBz*U>T~lB(6N_EJ>84G z*b(Cgxn|(mQ))kqxolxyP(-xJ3Cy2g-ofNGOM^Px?D_7+27JCEijn?y=)@M@@oM1t zNcw#3VufB#Fz0G#aR&Z<o(A>o1^6meZ8H$ppf|nK`kYO`p73TZxe)_BO@CUOAUmra z@kaYz?bmh8y|Rwcq|RWUgm{-mF7#aD@+Gd)h#y5_RqvQlk8CZ>CWszHy>-U5fdshh zG{vZ33Gl@S{XyNwz)#s9bV<#CZ!gX(B|Skt`z`Kid{@z#sPSy;>Y{>w+55mFf>fA? z$P0RHe;l~*O29it#Mf&SR7z<MnB&~#SADC_kw|J$DN*=>`=__k_60nWakV~mF!<LV z1tl&E<fDbEZ#Rn7u;)ysXKNk0$x?^t`asmH`XAe-VlH9tj^gGkhS%^T^shWx3jEA> zL*+FW&cDsc`b(nd0|qAS>pFzGa9>Elr9TbmJET=7{{9RdQHWE(BRlw8dM0cbA8{k* z-hQERwzem-9pZiN#A1#_YVM>A=3$!RUq|b0Vb1Fd#WPVV#6PJsou^TM27RA8c}v5N z`086Wcp?pT@fq1>dKvWD_h|E`BVWFne6-wI?LaUmS1bOTGh4MdZs;(Bxe}YFlH4Si z2W%2mR#USlUaUI^&=`Tg+EHDo27OW3eA(L5Quu}am+CK!eo)ZuHxAEdu^(lqquLGU zY|{N^;qVpU0kvYxRiH2Dy5nfVQ}EPH60Jt<Zp7C^7fr`yU5N?W>zXRab37g5%)i-O ziMfRP)uGzhx6?67-T?lM)%ecK@L)GW;^Zx(-{?Dz(x>b02Os69M;5JKhP@>_MI?Js zCuMr8hE4;Y<c5ljm!YqC>a=-X#uDOP#OCN-#D_b(C~rl+wI^PG+xP15CiGa9g_+jC z)o)~KyRtojUqru7?w~+Drg6|Vd<t{&#)+H)h&M1F=4d>H{_<(ttF&{No0ht8hfuR4 zjxboAHU%He+ws~cVh(+f9j8{lfY&?pcb1!r5%r;-1M>{tr}~mkr<*i*J<TqU;gj%_ zTMUi#jmJLBI}D6rFQ5yp-oHcl59Ya|Mxrguv3ES8_`M8p)I87R*h^pN82G6f>SUk; z&%I_|4V}XN%K-~dl%cyAr!D)Z3r$>UNMXB+yhdMM`63)X!xR+NQVWQ?Uo9T}c>(<A zDL24@`d*Y%>o+;@aunHveOimq2gaTgRRK<ZI}|3SCj$OR?9(27)C*oOV=Ki)kiW&B zruh3}50V~>dQCgd{j8Yfz!&J@6|QM^f#=C{EVf=n9Qw1gA+Nm;`GU-cXA61Na_i}8 zE;IHNH3(!20C$e>|ImL7|GxF^@%iqzsJ}y>yiLI8APv!bSC6?0(hoF@EAX$^c0J^q z(Bek;1oIWvJciEcjQIRH;Dd`-g1$5q+7r7dobH^*-w&c+9ol-0ew9%4`xv}er)K+= zZ1A}ClHa%D9zwVAJN0y&qAekyrS;2I0{(d6Ern-4pkMb+u-goH<l&jB&qKf&?rRs_ zvY_w0RP`q$gw%mZGL=#NrVX9vpSxw}M6uV%+;p!A`VdnJiON&ZBWbs54JVM<5n+~% z>eKhohj^TP{|V{>ZpXKFJT>r9+VySz5AMUtJC)UW)PdH?ADpis?mB2+OBqC6Onhg& zpqL1~$`Sfhqf^++=I}(~T{LjW=#=q2=#WcOYaHJCKo>w4a)AVR)jwj*W*Bu;N&J_c z0(ieqr`XNqD;$Xvulk*Jfd`G=?HrwIa3zWq?r+}4J&3wi+k8gFnYeZR-G_&K;J;Y} ze~(<jK0dpQZ)Ly%%&MwE$AI%6XBQ@=ps(Scb#b>2_@~|Tak}FQZiGsV`vrDm=x=A7 zVlN{fC3)m~syl!;;!>0FQ?MbN0>!4@1!FEdq@|SQ8uX$U&McflJgDn1i@c3I6z+B{ zDXbrTN0Oo9Z^fAFO3?Hh2cGg&<$ICy#GVL{vs?Y4Z%bUdnMu|FJn~a8-~$8rH`#Aw zLL$)FkP~@s{5WUJrv@T(&LdwM?{yi#Jq(Vzqxe|>b5zeN(t}blfAy7>v*xff5$$9% zTV0Dj@$=jM^m)$2)ZdyGJK%(ot2)VdhoHxIX*8}(!CU}MxSz`k^hdeRgB*-)iF$U| z-Bzc;*Eg&F?zhAKzm@onF9%$SH>Q2IS1_0K(k&v!Srhs|@3m`%UGVV}UbWbPJbKFI zvHY777oy>2!)DHY?0>1#)U4-3e?7I$s;?T)O{mv)2L=4u<o~ml!soZMIgqgS8af{9 zS~?}*v%hDgE>|Gl8ZmutPeXn`vymLK7yd=EA32{|?7==scD3hnt?&b2H;$fia3gr> zVihwm$I@7;!oU3=;*s#z!GAjS>~y<K2jrQb9!GAtro)fT=#)7L_^zu-hW6!o(DhL> z1V$l0QhT%y{qsp1++|wi`40J3s!*}975&x|-p6ARhhE$J)YfR&68-lbi;JK~&+IJV zU^D=Km1t+UfVjKXSjKK)??${k6l_rk-pagK_0wzQ*(<J2NBYcAAH+zJItoGGbKcWK zdCP_%y;X2N7X1uKwj&kHz{@f+Q&Yd9;DglR_cAaCeB6auHS!@x!hg51d=2U{GPT+v zu5m}Aik(0CYAJY8!&m2X$B<XVk7P%m!5m2D&N|X68-igff6glcI<&WTxifCyzkX_) zE-^b3j>>BX9-{6yqV;cj5&&M(_?9dKbXJsBSIPEWN4=vI#Yc%b_T7}XQ?&nrx4!wx zO5qduFd2jI{@E@Bw{Ux{6rNL#-euRzcs_>`w_UpXpikF0f3zSI{7zU(L$``O(X`Jd zBjFr)otj<o9uDxqw~(Fv*Jq0S<m0--4S9NET6y<hYhqQDD^mx3`qXRG8<O`O2`;rt z#zaNzt1i^g4&8=+L$s>1bO87C=WVfzw9drA%g-&lA39*K{AW_*Z-^7w^F3S8CEVQ` zdOmCzI<Lh<(f^F`9&*Msz5sV*hMhCl!@h|_N<!wxp2NpRCm~7=@sZlxUh9`H_;9~# z+~nvZ%#{tRoYJu)j*Y+bayWtd`dLlBv?lgQrOp0qLENkJ>%$(Re|nVC^Y4t||6uuL zv0KWXP(Ng=@^;&i_z?ZyP4gGF#Nz2Do2x_6LB1eu{JGbS@P115_X^^?Bw3)*CFISG z$gC+|Ud(%6;~_p(g8wxU;yG&u{Sw8U^R1rH*CnNY>%gAKiKzf1GB3;#+}n_rXhEKo z-17hJV@;?A=LJ+kS8d{QHM0SInjd__`}}L6`z;x1QT>K`G5&{Oo*VMgE7KvidhF4@ zRNh554IOFtYRZ1#gJ7?A)>ZUNc3RcVY$E@UNp$424`R=e_VXM6_JZ#XFWVcsg!{p# zR~CkQAbxhO`W$!y=@Eh6m{?n4&vJ+CIZN~($j*8i1J^$9={7U@0^XF~r!O4(YVvQ| z=jH2=$F$2fq=8SHXm#s&c7RXTi>%c)gpb%0veUxQ%`LKdP|A=4$GgR}#s)wSd@8<0 z0XWv=zxfBkcpq%<<NT=_!8@L_`(X-wQNy!nF(L391D$lO<lq}lDp{?bUWQNIfmbi} zz*~x>4Mt`FpA>RiY$`kjUf|-58G~LSgz*x~Di?gt_}m_R!aV3MS(|8Si+?<7V(jhF ze{)`$Ixk;>Z*RRhItjgA>xry6MRGSnK!TQJ)DHR!6QMVhIA2N%k%5_oPQ;cVEe|!` z@3fQx#ZK_FpIzN6RBr(P+*J;}5Q6%buR7p?9O}$?(~EVe$BXTc?-M&@ON<p$E$jde zifCc8>ZSw#!^cgzcnm)Ek*8bhkq?EBW<>ow>`L^F(J5$s17DzVqQwSv<=nXSEiL#$ zE{{%7M4W{Wm=mLk;x728n^E$*<2?&U2bPA%L$}AfKk_8@jCRpw$G*osQ&(RgA3|Oy z^Gx(#VL%?|V7+g11$D}{>|s*il&4#XqzPBCf37<1M((l`F??(9WH@wg_G7y$$bhq+ zTgdh$0v|hxX{!4@b|hT2a@xo6|F`#KpZlc*9hqtcg%us@puCN~m3q`wKht~}(4Ux? zj%4H63w_wn8n#y-;QM-o;`OX6<_pXc%X=!Yw{Pfjm2@cd6gMq<%7nlV?fh~_0KcC^ z=ajr*m<=)Vo}4Pu8@l>CbDGuk(0QNN_4NU+dDp3zZzt?X@SCQS)`Ax-Ke)`fin#XO z&&z)keRaS3hz^6D@WK1w{OGlW6Lf=@BaS1FI@N|5nQp)j`tetf%RD$|zN;%6!28eK zA8Unt#(Z?f+l7a~rCwT`oM*M6JG!oRo>d+`;{lT9^3veH-v14AK|I=ed6}~Y`;dey zt_f<QE>&OrX?P+8dKt~zIdjmFuo&Da(L}tQ*SmKlrysiT?+WSCZMK90&Ca9o;ES2^ z_j(IYLVx0?%N@LBOZc#iw$%WiN^%wF{@I7QSTfb<2Job%rGt_hW0>O*>Df~DLLR2* z-7w#RKK+>OJ<0*(JANi6|38?U_v!d*((Xv?{43i+T?*fhZimfn%zyd1g(WqC-xMV6 zjMI4HK$ztpyRG&c^K@2kw3tz6dI*&8{kjZZpmkNlV+;LF$NMWsnc&-|9=vT^iT&s5 zf%o-Fp(~#3W0by(I1tZt+6nmR%}M8sT|u~C=J5v}f(PXM`K(U$i7Rn0gktT}btmk1 zOZsS;23=n(RqdP$`p=Dm<u=e+hPMhdo>p-pysweJV0UySz8zI{@Wp=Kuc<T%&wJrV z@Y8zGU=REuvhMt#058_W-|^ptpXi&2nbz4Xqn?t@+pUTE|7qTt+*RoD2HLKWxUiuw z@yAMUi4AqIfUrO11Jui=T`RW{pG%XRxa5JqtesiaM3F~TzsLMB1YZz9DOB+hK9j}= zQ}yLnQOAsBNFRh=*(Q@~?-v==ALYLr_VPm4y|<3t2=TgYFT3)NlhAuo6~t=$I1?B3 z4qf3#-@;b+G&N-|p1<R7e(ogrd>3UqUChUQrdN`&+UG_Tn<yvx10T{-I>4~ei6HGe zuFUrudjDOowmG=mh)J;qS+ij5iQ231Xs5X=LDQB*s)BqdvS-Q3iyu6Rwch6u@YP30 zC^O@jQAZn97h61sU#Z*=t(Q9JQ}#^XoM3`(u$=40H_Z7Ft_mOLaQ+kPgAcJD!{4un zecXrquJ~X%-|`aXzz)?V$?)R*`%ff|qOVD{`_#?^UhqbDv=#3JLMNTZycrBV@<33n z`%5wS5RV4kSyzBwxh{pN4Snvm(qTE}yU^u)m-J=5?@H8}Wwqpx+7dIf!GrU_jVnxX z;R%MAPpBYMR)P+!MRg*E68R(Zl!a5^5yYkPSLW*K&V;fX#pxS3#~-8{dnCv0iOqu8 zt<&JE*hz{a+)yXS5^4KvE;<wP?7PSFwXwJ8D~Zr2^n=bDB{h~FaV4w|ZE&<~LDz4Z zGv#A}J;B@04n2R5Ix#RLob^5Ya;T0HF|QEMISog-yP<c!x<@4*c=EF~Q$Y~+B)l+) zXR059Uv=ozK0QYKJ#TxD4>;E+`diz=kzcGdmMch6kH)G7bM@igk4`+P+N{L+(;GW{ z34D)2Qv4KMxjnJ?r)}db>VQT2q1Q@ypK0VOcXM__7xJmBHzo%Cp;~QfBgFR!`L=WG z3E(I9X*M^jL*L`Ms;qVzzL><Nv&_iXuix^;3W5(@$yoUQvmX9TJ7_mkshx;8-;hPI zXLf|-z$(om@=h4D^oAzzShlk2^$&8;9Zl6v>NndECnWd-Obc*-o~}~<^PQnupD0ng zhIv^-G9INS^q+0Y@>{#1JC!bE-UWQ2Uv>S$8|43_wi=tTHTV`q{2`Hd0UwnYG8gFy z9ZSaLZ4Wddl1rX=uI_Rm!cCU5{|kiA0Ex@(JoJfYyFC=2Vy-)VjJk6T`6}(Rk(eav z*_^&VFRf62wB4f#=7l~ehpixN06eV{IooxX3^&5|J0q7d^1H#sTc*>vw}Dl2pSZ(p z34WK7xv)y~dvfwP+mXkdVkL`OcS5Jgeg1E`BYavDN8dAoSIIHgby`P1{M6BH`*s$b zZ;P`elZap1*Yqm$pfga;8cY+p2)>VpOZ?>p?8DCeK6h3GelSL7zFwCEZ!CAXOfnUH zR=snxFHv8*ON7Z4KZ73n3H4zu+?$9$A4@q3fhW%fI+F_GepT`vGzI^*|FIRbB|hKt z0?E~O=y82ksLO)TAGDl)ly&L~^d*|V=Y^mXV@-H2e;Ik?=W%AGd;3kJK7x49BW z?<?7x-3DK<+yD5rY|J-RQcRERcP7}%Y=r|2FqiyWPjwIUD5WnuvSsw42OCnDnpp$i zL>;m7<}U1Is7pAz34bc?k&qW|q1YRB{u@(XFML6EcS-+A2fxep%HvoV^glFe=br)x zGm)3IxucHAyF*#9E7}$Q6kCa1G`2*Uk9CWe4)m9Yw6jwXZ{6gYPIO;|-ucB-ZAIX| zf_*J_6vv@k$$Ih9SqQ%KKR;*19)Zt8u$AufmK%h3@W4ms=kRA%K1dc#d4mW#Hs}z- z0bP9h>Q6=?#LdHL0$+{rJl&GbebA@MQ03gWrVm~42#32D`h_3koKI0Sxe>R7HxGIU zfzQdjdC?#5p*wZ=azE;3*Iw=RS>Um-0EaTU_wY-2!7slTdwQ?VbbeZR2R>QBgZW;! zGZACLwH5ak_~Yvy+BMwUp}}`I8-WKe`0guE{(yU6o5uBr+lBZ_dahwtoD1Q#)|Mvr z7kdD1h4A`=7uE3$N*t$wPXDyw^r0Tq*#%CUZ@|OUH*h{<#Lw~nBeVU&1AYlVx;)a+ zXJWZ+!<r4;VMk?Y7bk?iGEFk6ML+T&xxF%lfh!SV8us-a_!&KGt$?fk=wo-6+0aEe z5_6xY=EKl0@H&-E!xW17AU^lO2o3mo9Ng<O9OX>hU!OZPmx+88u3449gt?QKFEZuO z{}OO3E&5kSanN|)u>#*);n(ue8a(DSY5a&dc)p=Ni_5X#*K>}UG1-~INAJPsBj@mZ zJ}AkNbAUg|`>=M<%FKnhxysr(eGI<H>AS{D>M_6lV3;-HGJFbj+s*3n-zV17J(DV+ zqnT|Mi(tM%{B|n0SdVZa7~Wkpio^Y!NPH4%kN5H}w(Vl`72xVuodeY&u0(!#s`RzJ z&^^&Q$XMff<;vcZzl1(oR+BzUF&BIvhjy(>{J`Etu7~g6p>EGpDg8`X!^e+`Uya)p zbE?FTX1f~nyW%PhTi&96X_~F_XUAU5jmD8l^k2KVC|M>taDR$;B+h~tip%J1&P2cE zRBbCmRuKBkx5)L6qhIy-0N3p1L+r^)Y|_mhL>~F+@%(`}_7*v^$EiI;KhT6vKRFV5 zF$1#Zg<R~{*_KO-G)G)`k<yiBjd|KZ8gVV~C%M-z2!x(Mp3M5ddeq8=m}-<0KHKF? zB)>k$aXknAdbHatE6~4lBpoQIaCIfp5Bi-pQ^6iwyXno@U*N4Aga(_mz}I>>rX_;! zr@Bt{x#}eHx?_ssPvn8J`6Cxj96<kAt*`jwUCfi`ZV^4Yu0&Obj^`ZeT-&KPWmA^; z+`MXxmsebgo9+}<%F@us{-`Cdj6=P(a3Q$@yq2k3v!NIbeEuueY7(Ac-r^%&)$=3J zXEzIZKJGz0T=I5LRRwRN-kV(qeByEMxrZF|ZCq;J5kq+2@q4~Kol0{i$W)g-nV}2r zb;x5s9*?;q^Q?@>RPcA_u9@iRWA9E+P)Umu@I=z2%O>J=Gne{*<H*m74D^a5h*y%b z&(BFhXJA{>rfDq({;TKPNF)0GcQbS-r4dK<-~Mpl)nY@0-r8H8j_-ffbf@@POYl_7 z`K_hy*uNz|TIFI7JaC*Wsuc4@ji(}Nv@r*EtheCa2RqF5x#cobd<AZ_b$&6xg8I)r zpG}e!{w5Dw70V3m36kQfTT;8+h-_9j<%n(Q`8eKeMc1PKA!qTa#CiKc>2*K`{M|XC zx^L%wTjEz}o6HzF&hwBNZ~JX)!XeAj{c#8KaN$MKUEm`YN3W0$)3_4Ml*SM2`SIRN zJE{7O?6F^@pzpCJ{2NZRU)cTzeLZan*>!&OY0d@_4<~_(FCD3Fj&vo=o;7X#o11j} zbzn8|CUCV-zq0ZQ>P6k0{T7+7#PCGbiPt8sguTKK`QA+A3I1$~w`=yq$;vvn`oFkG zP6k!H&<mWlPg(q`U{5^#b-({O&S(1I8wCaQA9}9l7}r8iL2vs*e;N9!6wm3Rtp)s^ zw~b==(VsJx_;vV-HS`!%pSD;+tchBe$my%S(C5E6S=!%#^D;B{?z6lr;Y9XJZMXn@ z{vxd)=O^ePi|7>lj>7LODmd%-59s!oJ!b=;Gv;cis_{bJQ4!ca$!7-~6sqeZ&kp~w z$0~mwn4mw)sUu8@@BO5>#Kd6&e3|61Ogr{{$*%q=JC1z%pX`FbWm4S747SUz$j1wR zHvj(GfRA!GTlJM&=o2KKSl5*VE+QHF`V(=S`xq9wf;Yc?c+fq|%8j_+Hu%v!8GEh^ zSSda;yAppzUC7n&{}u6bR!l%=W6sN?rhe6hxb1IA%L&{`JFjr(Stx$a_05TgIW`2v zAxCDOyLLqCt9%K;G{hnM*v+Uzz#G%EL^=2+Hjlhl!r<N7cthg)@Z9?39R@2-IS~TP zrhzwDoe14MJ~!lnSAXke?tSD7J-39GN$CjYM>u>6B5?l4*(>CPQ!tOlH(qzq9{hdt zOu8E4`IvdVi#z7EXiGgN=(4bv$M(Whh@>^aww16y1#y#%bml<3Gj!fcrsR$J@XHDQ zaQLPT;^X#i`TW!H1IVH;yt)Ftl%GNI4id~4T8ntNpdOID!sbp7eF)puP*YnY_9t{T zS<K$V+@vnsWa2&e7tlR?<}D8V&}}N;3LN%9chvg{_>$6jH;qE@7A{*J;-fb3+pW<K zQ|EIdW+tm2%mW`+L`M#GE`nDxV$G5N3SBe{`=nGJd^Hw@IPVF#5{K#NWj8;8H~vc} zOu-4A*f6{QnI1br-?!+V?{POmnRZ9VF2phMk)Qn57oj&hV54#n{E~2a)53{cs3XP2 z4ZcHXPPJuSKE4KhZ<M3fXSsj=$3uzPYnY44u~q(pdX+rX9_0nTAEhnpw;5Z)*HMS@ z?kMzgwnp@iGO#a>hs^zi5%!5MntK_bzeL>`JGz4j{Giv`@;_dZ``BX9l}glM`!ByO zL7f|}@z%}&^>S}O!*wm>lO18TU!$>4E4X$S4|5>y>%@D*d%EzKv+s%0LjSY8YqlW( z`PU}y3cc<ye*X(E25ac(xz{Df_adM5GcpaOH$lhU+B~R$yySCV$kz(}=e!fM0<Yqc zUuzSyC+DGKUG~(F8OA=v^TgtA)UmZ0we*kdz`speB<hZ%A8MKL-VSxxYFlt^9r`Km z*Rns5g(I(R{7zDVZj6+}Lg)b*=3SqEPYOo7)<49j)d{>awv^U!3Gp*a|8I9Mc#><p znSVC5+=#!2BDe3n#{R3=oD2st-0KIw#f*OgM=`rCQUT9R7+zp3ptmP-n>Ms$shtU* zpX(j0m<Q$)%nFqg!91dS`%(XDdxFNwoJ!RcdNPV`CE0EGfXRI7i3VO-jpcD43P9Z# z`2OG?;52bTb2)k7Q@0<^V}FqEzv`%;9}@&#JeVK52>wzq>hj%e>`~C><nw=yI?^=y z(V)qH@S}dUZ^5)3-@|FHg|@(sU??-Ymh#n^n7l&!@t;q_Eh4a-Q31Nn<Hx(gJuvrk zRIt*A4*Qn(Y4F=aH)GUu?+gR*LwU7k+A5_B@l0l=^Bn4<BaXI{a&mZ|U)n~NRKbr$ zt;$m!!M+atwcwAX==TSNd8P26jtn)3_r&{C=k97aoQVE;zt7@9%sYZzT?lZ-yvmQu zP2<b(TM=BltS1GYbf?bdPvBR^>6y~|;EAd09sKy-qEF7%>*q6ozFO<yoXR3Q;#t`C z_wqXE=7$)I!ZaKRYJu^I7~s2^`nMO`I*@<$zIne+!=9bVVtVBOXTrWerScK_WW~9p zzhC3~mKNlE`U?E!^UOIor~-TA?5}5P2RINtbew0|_dqY>+wbL%dmiiD`cc>${oP-` zranX0)X$goS9scnC_O&z8UbB)UOrFCFX+CQRHC~IbTB7n9`jBI^Fv}!ZktY?L!aQ; z%c^n)JL0p~xCDn7{D=!rd9}vb60D@WCqAR^9`w}fLZ%n+M11IZdK38hFvN1b>Bl_p z9dRxDEZkSs@6ji5e`QwgZO>>q5?6Q|*Nwkp?x?$J_@Fy<!wqB=fj_{D>+bqajs5CA zbrFvW3W2XG|IV12;NIxZE3P`Z5W{+#r`w#NyL~t<&4csZpYr0VBPr(GXDs(bLyz5) zFXUn7h<(Vz%+4vmH?;gz7p?-&{9Z5MFapjv&n7qbqXN2+pP5lRfvXjyqEwHCVU8@O z)71ubP@S?q9SQ2*KQg~7#O;9}qZl5hg1`JVqkcDY5`OW%4?lJy&ng$$7wYzaZ~gWD z;9D)=kn6WS*;1iXy1TtDiO(O}HWZocWkZO*nvckng|2hz5MQY={1JVhbd`Zu{B2;6 zunk}G&c^R&?%#AJEGt8;zTmm4I}WS-ya!!?19P%pFy;u)RCV=zM1Rs_#@Ouw<`)*L z-|hx3J^!QaK$x^6F?~&F*A|{rM+Mzqb9?xGJY=MzJ_Vk0;>Geg)V+)AN=#*C@CPS; zNv^(z|67G*5T_oV8@rsf3i79M!>d^z_~nz<(qD?6flrU0y!)@CI4AGN{QEZ%e+~9% z9S4uL_ZQ_fFZeApU!f@lVd%gA@Ui^Uf913N{B)KA`e;$=#B)Dfh&|nZ$4)>mdH(yZ z7gQUVpP`7Gs6k(NJHzdUK`iQL?y}Z}UijuQo?^cbK8t0dQjhFE__K?>*q-pj9Oq3o zX#?;KrWMCO@}bY!KOcJ|7W|Xykhn}wwj*&!D<PGP%8vMJ8^k#RK5Jj>8yXkzmMhvN zdA$~>Yc}*17T}8{PX22}o)OPsDurIN26f<B)oYKyk37^Bo4W=*EtQ+1gvv7ZRP}Mm ze-pAN4iEqQs(k|cMsr4}sOemZg7D8D9l_&p*OE*4jiJABI^5(2`n(wzTKT@a!MEwj zOTIh#Zp2Z$7O7-C@YJ>aT4f$M7Z<sN>ERneKYvbWA;OjL67Lxg^nmZfVzJ!=H{{oy zZKjWXfj@}Z-R;1Q?pfc1jWE9^@}{($2k|jz$fEZZFMK=}^%M)i9~5})prkwwek9&& zgoP6Rq^b3mMvqXxe;;CBJ^`NyU-=mN!|;!vd$LZqh`oBd&($O%FJzFn8_*Nr-&VR> zybzC`n5!HQLto|X;B=Ap3-GQ7gm!u%?{x2ay`%^p#FhS5T?}y78~)t5sdJc%-Ta%) z4jopqij4SoVfZR=G|-F9I$|G|@WgEkXTtrx#_7GNV^dkUC(h!}R3|NBo?w3Zi)H>U z?GenA8-MoLT1OxM!;^P=z;C~e;1IdVj(K3Mmqs<c&;dyfP6z)){+^E#>_hxK8frfy zy=+T#tKXhGYvw@EeY`rmRD(J*D2w(b@^GO@GIe;8C2@9cASkODbMaG;E<C|KDSjNG zszHM|q5GY5KoNc?`-HQ;zOg0<rPsc4n~sEI=*>Zd0>bLrL*d0Mh*R$$XbECIut<S@ z@c`=li_H1;jL<PKjt<qVqkf8KY}I4c1&`BS%W<R_`ylJSsI=ien1|gU^;5=tYPMdl zW;OWp<gBt<P58?(oahol-nu=QI9mZe<`+pdmHig*@Eg*?f4ZnMPt9-eqaP6^8h)7B z47!Jj+O0o~@U7-N>URNs`cn7A+g}mq$$6X9*y>yeE!LHY$D^2Ic)T1e2EOvum=Q%g z^2Oc>uK?F5?A4s>&(T94xMIlWGK+)@ae`%j|Gf(E3NPAxRm(89`NjQgJijx+BDc)G z1f43~{>rymIRCWqM#=p}zz^YHTswB5E_<F)YUhZ4Tjt#i4L0~>P0vhAg0JQ{Ec$wM zFZMdx=6+?nj&tPO-YZk?NLc(4EPuKV9*l0xaA!X9{i$aHUox>DMA0=!%iE6FX?ePK zJ{<FiTmElC4?w4JEIC9(33-@)MYzQe?^ko{gF5^t&xcdCOCXMA)w(3zwZc9I=HJps z+0pN_F7YMD+{PE*<mIIq%vtWX9_a^OKcsx$$$!I^xF~0;IuAZxN44%&m8?CXba?0@ z=Lwu6R^`CgIBy5G`1F{Ok3ZTd{*m**JZ;HScFJNqBF4Q<!Sf{Qjx#qt*C2kEoz>vV zE<;^k;qb&9^K(wIN#9xffb)WGM$JpZ$3e&-Y#-{p{z}!l3_K@hlGzuEBlvUn)Y*Yn z#0~j^!A0=8hIy0w$vN=elv4HHy8heKx!z|6eFFU%f7V3s{B!+TOf50+{iyoy3r)H` zQ9Vaqd0GPZ*eIXS4Z%F=3pwS_m`ibYShR7+z1kK1I<>A8d9l~6csFzye7}SD59Zqv z=gzL|JtqKtWc{9E1Jpy)WHc0t-~mUPn)JhH;TO!k<Llx}_^eib-2QJb=7!Te9~(ws z9$H=KDGTZl$F#SeM^R@8uNWCdj9C-6K5ELG>V%GXKtfO-d0TF^k@Ps~r>Aj7Tv4dw z`(mcQJQN0>a)WKBSFshrr!*Ps4gb5d+sskhsQY_bUna*5fDcik8oK@o=Wk-CpZa0= zmdo;eeGVS`pi|Hrn`$?re&<;RpW~>vKfhPFGLO2vibHP@@z~~*fyWmf_&WF})X$ng zr)(5I{ulSE??pkuo+HrfeD|o|3ExT%8&Z*9A@D^z^t~a|1AJziyYPuz_>EN8)eZRr zk6zGaKMtLAfTog2wK)9E+TA~T;dAP(`8)H-0Qc|Tf7sz0`e#AUX#VXFrMZ`4@NcfE zr)Ypd@+Rt^eL`7H`1wOOlK(yt#`#~EvMLAP`d?VV?@{piTq6n2bI{4glP~b<sb44d zdTZ0=Lx1+v@pRiW^i>YJkt@9X416|p)$cxVSp6SnUMk@7n-L1e6`Sw{Ae2+S1NVA! z&pI%m?#b@D_@cWS^IZjPErDOqcUF8ha}xESoKtiYs|(`POMMGv<k6;8v3gf&2jWNO z0g-+I?DLx*IGx6TzR!p2xw0hi;aJ5S>{Zlt*Pf8qpuTw<x3#VG4s#4PRuoJH$md1d z_x|8sp5ckM`lJRv_T`%c9GBojI<PGm?1z0hWxGC7)1$sxV9J-VbRn#)wq%ETF%LFw zt@gbiy0kCfbc_)fI#hoM+4150M~|uRK%b<Ts1rY43?GksGFz*te|jx+b*-UC@W0!) z@VM57a4}d{wqZm+WbX@kNoMf1-cBkOr?3b4P0~mI5%9fcZ6*o8VTD3d2T3uvrL@E@ z)H@BIw<Yo~H4mVhzv&&pGGt5KIi$a%9ra7Q`|1gQPCKI5Q01d8aGH1Jt4}iMS1U@& zA0_bKXBpIlt{$}}ay5g*DD<(9?tG+%I^x#n^>dE#qR{DSTuJH6aw5peN^{p&YzS_i z$uqa*&<Bbvl^{hvF?%P%@dovWUU<|>C-jwf7I(MgUH<29E0VGU_%wFuWm7oj8VW@| zK1#WSy=SJ4|8bf+6Wi*tM}FcSq*Z2c$l?5l^a$Bcb3&J>{>g+BI+-UwdA5CkAN9sX zxOTz6s^MYXN6|0vKfij?_$c!J4~{!#TWbH}xpU-?MCe5Q4j!CfuqPP$CKyz}*Cf7N zC7(r|zrSF1l+y_OlkJwo1LUV|$FUO&;Bz<58Mw?WfIrxgF7r>9_hvsMF$lis=z38t zXE1apF2bb6DZqQFB|JU2SAUDu7Q=vJj`*7nZC8Nrtsk2!%7<@a3H#*VpV$YfXn%Ab z_&!t5HR_+w+($8^!~XW@S7$x?v>);9*R~MD&~M<e^Z|13THFVFZW^BV)`Z<IIV)r6 z`b*bR>d8OY5tWolH}2eXf}ZB7;pTVDhsG6sN&%nutLF+w5e0OSO`VoE-vY;-4_a3e zw<WFy&`y$(V;`YUAY0Wn%#-Bi=Ud}@P25dB)Pi$tba>#(cO!g{eaAajD1j@hbFcO$ z0e>Xl?CD~0A<pI{SP$31*M=%K*%o!`g{`Fj7DG@E-m*AzbO87vJ+N#Xc-m9<z)?;3 zRx~_s%@+fHEwrR0iMeA>gi?zaTDo9gQcU(Jf1ES%@Uh*`am+*W&s6jn0*~`u*otCu z2A=AOe4&7U7W1C>`zQt<0u$@Q6iTRrwO{$}gT7=XdQT;B6MC$E{*lpT^bsO$7i`cM z=sI)X?Lag5)WcU-k{1y#qRZ_9p%2@wBbUr_8u^4FEK3e^aLzXuUK|9kJMc`Jt`~jF zD>WCnYM{H|k?r0qqTxiWUMF|d27i^5bNEIO`0Wd7cULl@n_~~%qb*m5@0}hrQpyFt zb-m(&#u%K7Z~G`qv1e0QT{!#*_;E{pUi0sdp*y^^^>7w@9;8zrCI)2VIbXG@qJeH; z-ld3K8vGB*#?yFL=zEv8BNB~(uP3s^@?P575pIG{OOGYn5$DRQW7;Lbe+jDWeZ_!2 z@Uet4Hk=F61c8pgTIBg8tBxngd&h6d&5Zy*shO?oJEOmq`D&MZInMK#>f92?b?Ehd zd=fphq5C@frX(y9d1h{*MxY)%f-ARaFX|Pu$zTVL9PE*#iwqh84=eL!_gXc0x*Nr@ ztD|?Z2gK-s><83$%gHZy_>Y1QW7?5NauWD|FfOwIIvJ+_ZcRz>K}Q#}$5sjFPWW<K zVfzQvWt=14J(JMS(jK_5MvppRK#6zu0r++ph*Kun6F;rwmo5i@|9H4ap|6OzBX1Nf zj`K#kuyrfj1#|pLZ)>dXV~(Z6<Mlbz$0bS8qdL$F&)@qv6H;hHIPUpSeFQwz`J7=D zW$09sqOW^@Znq;2+i>(#Pvf2heA1xvw<TmhSrud<o{GiUWSxXQ=6Heoy*_fxXH%?i zk%5>0+t`sE10K7x-YrYs&4$Qme^J(K?u5A{!ENC)*c&SB?<8&td{e!Hotw=L``BLu z+Je8?Y4#z9R119Elys^&@ZMi}MzS}+`BTOFNA-|@b-s<c)Zl$pD1F_-1U-#aO4cR5 zJMfd|XDy+`=Pl}b-t#&hdo^z?B*z2CToj*gv_;*1hs|w%Gtr57Az{AnuPOQ~+GGKZ zIOk;MG#&r+g(5xsULRtEeyBD%d}o;*_V<Lwl}UjY#qy#x@PI5OpJukk;8$TLFGm9& z#wDmM`@t6aF-wvqe|o@+IR52kwniVuMr5aH1p46`Ar|g)w#3|8sL_vI=(pU^8ruo| zjd(}(Q6uydC>nev8IpjjgSdYGK%E#qd3|{HKSyE@=Vb%#VCZdcNeP9bA9j$f{uC_- z`q%%BjC1PQ6JMW>r@u*nZ)rL=#i?tk=ess81(QSn!uaSS+b?{cU8fJ*f=76leoW&z zc&pj=mr_I~;^B>rPm1`SzbASJpF(#da_GRy5gqtp=iig8S+gY`FW#Pb{T+HI4r%f{ zUHC^XCy(cVkISpLQgs75P}8-G)&tqV&Bh1m<=|T}woqJiw#ku@=3Mez#XVBFLHjsR z3iy+vK+7-;am9M~r2%f->l#WjP4p#?WhgfnbzlzVT~K^`Bl^9m^F$f=sXZ<mH2==! zmhds3c31EiBZ71+R5<?<Yi^0qQJr(F*W*S1V8OBA%E&By@EtE6&dEiba`7o$*ol2Y zrmtSJu0Th(8j?2!+^E~ZpOmN!-+(E5+2eR$uP?OCjB|oNx5=KefG&XQ6+Q2@li26k zyvdXF5p&sFyiPob&nMoTQq_f?t1wCT@ow<3B-fZNjG(*UGv1)^%La3Q#dqp*X<dov zo&1R<LE!($iBt#RA<ZL^`Zc&;8oXqDwb6L5Q&*P%?fv|6IQYnczqZ6HvEqvbz*8Y= zV!;Va(Ahp{?|Fd!HG};q&r}KeZ=1e~?!Yr2OE%aP1Q7RlmFxvb><NqR(jB7rf&b1( zo{8^qC1|NbPJPDv-XVCw-4N$0c-qie`V#z;E@k!K>HvN}5+M{Mk3Pt^v+GBj@qJeW zZpkC=v>DTcq(dhZkrGwnWR3ceb!Clv!;a|mEa3bj>O}A>AE%!{y(5@<Oy)4+QLg?# z{Wjhcslh`oe$+SoIsaWZ(Q_j7{k|y&Aa56^xIbM*JR%p_9qfzzJTRslc@XC%USn<i zfg1YK{9WT(=rdfU?jJl8?nF57df2=Eh2A3TjQ)G{4^;ebgta_}pY}nqj9pgXt*h%^ zcLVpSv%lY>n!}#u8?U7-ub}T!RmJk{1Niv&VO)HOw{O=vpPZk8zZ|LE(#ap_i{@+P z@t__Skg<y6!92gTgon;I#PzIT7xFadiYTuu^2&h!mY$qrR8zupsN^NQT#z?z4X2wS zK6}cURIuUut<Ap@nS|egn+(a*OB}!}DtV^v_<i&_tB)EC;IC)2NpZ~x`<4%V>2<5H zC1e;hI7g5le%Yop4I|DdBnc;<BXIsomo8QSr;ph)cr^{f$HT-kg%)~`C&#Wv+{wjW zjv2`#g?PT@IfC(8t^a&ZTI!`f!PlECIk*HkICuHoxEbmQp-%&Bd^9(RrB||riqMfJ zzccHdflsO5=b9;sVemhW#+pXxXVjh;rX4l`@4|UHvF@1z;n!7|W5|HMrKRB8(s#&% zPZy?tf*;EYJEOeZ0$zE{JtGhO3+BFi^qHI3TT)Z?cmurg=t{I{h97WdUt((cHhd+z z`Z*aJk#B}7h6j4l$Nn1}qrMLPg2P+)A1u(5XL+8ht^<BQ9O~8^=SVC)Y>&#RfqyI; z9bpAue8<Kx<MX#M|Eu^{j1PFh=SZlS0&x4!*p|<BsLxwOUk`U9KZVNYH+|*-4i>tb zP}v22fV56XR1wZIwXgmwJWt8{Umk~Gj--};L~09o*LCf%W!7%&VP<!nX2m>tFhMg- zuZVqF)B4R(Jn*9ypc($b4Ls%L8g$4NeUZfdP7jOW>!Z;aPx2mfLN4}-YVb`e_%T!R zXbJl8=rRm*Ape$qp}2&fn>C{H{NJ9;cVzokYEcJO@$(0Jox$Efm8hyahrqj+$T)I9 zM-$u8{z44A;f?nHT6GBEfaCs*;kXa)@5$P5<2>bC-E_%@-}iG-zC!}|oM!iZt60z< zUoE(;b^-ZYY&_bt{5EvHB==d5AIBUUcew4P)9`nB@+Zn1cthp#qM}2(8{vG#?V`^D zd{NKPHML!H!~EiVr?E)Xd5V-2WK4()l4T7=vWTaDL^{>Mqtc8>wL3v~vvkDgv)C%; zn~g(nv!IV6{W~-<0lFWGmaLoP(C^hxFcS~K`}lOV*)nF>6A^Svm%~?qqxgnqHjxi= z-R3h(gHWgK`#?7Z{BkNy@`5Y$w^>EaJdwkg``j=H{);+0`B!Z#+j;1_k4JrAL4RIf zn1@3Oak`0&BI#us_CIZ&k7pQ!Z>NB`^3zkuzsJW<OoIRHj1QQrz&);Bi(a||olao@ zU+4<r=nal+H(4FbJ&4pEv|zyRfA?;_3Vid~D654*^yikwB$qbDfn(Ip{bXUqya;WQ zhm<YmX5z%?biZS6Z1O4jV_7@mqjTt#nJ09j*W~8B{y^_4J{Y_Md}ggzI%ls2?(r6j zgn5fIQMV+n*9n{>8I*na%PZ`KF3VSGyn}PQTXU2O`lG*7dQ_DP_#DH2%x4g{lNSTo z`|)%3+~Ros>mlMxO1aE~i<mpMYyDG<{Z`uXOjbqrfwS*6mXL73=YJz<NgO%}8m+}6 z580fEJ_%v-bS?N{FcxN)gWo^W^->_o5a(~jR;BA1bg4r-8!W+ld#^sQlq-i%fVNV{ zdDJ`2zl!S5rNCdf_qE7d;52GWnVO>u(5?G+=RHh!B2KNGNc@E7eL{VOMYaq5zRX`O zZQwoFGA){;X6*>3$=2JF+St=_v9e?0J^CJ86{q*Y_v^XtJIXNR?`oH+PCf=V;^u|8 zu1h#af{WyZU$SsN6<+#Z0A6=|@Kw3e4|(Ci%>8uKCsre3Dj9Q#YbAH-MI;cfsP24n z_X4h1HP?zrbtNXLH3qkpp>rQ=jp6}cJb!oegxCelUG;6ma+*S4Sf_Dp2XrOQ8@J!n z8`u!`-d_#`yW%->-Bv7^M_!gQZ0<vx_&w6;&4~AH;=jF6+zda@+)Eh@m*B73X`+y& z2z_8;wR0ZuvVSiR*Iw*jtx%@E`T{tlbnGNeH5cOD#E_<9J^I&lOphrqgKwj2Z;%8} zms4WjOon@IKAsw9*94tpX$$8sMjOIntinJ*3-@y8fTr{s{4FZv1*6_V_wZI}$z1?= zV#F<kX~mj|d!8KaGXmd;W&xWd^#2%2t@&)#(HA`4enAzyhw%W3yA$}{`trVp^;GmN z&g=_Wf9Xgt=qz;KiiA$8*T##}7yHhhz4zEnjXGI~{O~sdbx78KuWkln-s3Ze(A*g( zqE4e^>(w~=r4RNErZG8y@Ac}caK!VtG`aNl9`-rWgl-+^gRY^K(p&B>@YpQJu80TF zJ+zp{8sZ%E=HHH_JqZ2S(vS0{=u2eK{K^XO!2Z<rdiv8t4#ZcV)tWYD`0Tw6(CtAV zNHt%G=f7C++rmvwEcB>f+*#Cn5h5Q3h2}AaqfZ*n(@F;3W6I8??peP*vGeT70se~) z#C^84{t5~3xWdDt5jU-gAxX8zKXS0Q@|NU=2=K|*=MqupfgfW&6z#cPgZcWca#aR< zTVlz~;x1#dBk@Y~T>Uom5{(~%gBXDWCT?5|2*bRN=qB4yKk(2A<(me35myE!ib@i| zs~ucXSd;><I#^&>Y;6bqg^tf@%3{o^aZ}0OX@D=pg~N}A@m#uTrsp=L(Lb9jNc05W z_8Uu)J&SsmTQQjbAnIafQTqdo|Jf6tg%4)(9)}+fOVh&;4eTp0lzmQr5Bt7$G6l<n zSK6D>`_20|d`P$Zw~T;GsYUtS3sk{hi&0x;<lG=`a$Xy}5(PXYWx>{Z9P_t<lEYnE z(Bm0&7{ww^U)Vm%P%H~R;|W{NYn<ndxuStc<VQ;d4)w>f;F;$)+%7;bZl3<oF2ESN zb%hY#(^}x!oUYqYVSncr7jAo!$MA*gYNNh+8{fxZ^^svT^r2oH{hd#-FQf46j+=<9 z=RY3ltY*c0<_h_<>21s}UaaCQ!}A(0&>xG&_hDU2S=<XeQcZVES5VBEFid-0;vt2( ztD`Gn>6-XFr|;W;G)Lc1{l~V11NK(9jZx7|!)JG_$0R$(ny3iMWA|(ZPipLaQn(zx zsHgX}EF%w`q2L^I!+m)0?6`(F<}M$HQ;+wYM*V+oYKZ`E@{Qt1_QZYcU(UGuTl^S& zD*VNh1)_1zZ*}-sKu>D2O4$>TgSoUFnre01b_DMfsnT8O9A{(Cl6p*I?nEWhOK#nc z*m%aew)X^d>jg`xX=9i}&lzYCqXe%qBI-Ij0pE#sCAPSF^fg>QH>-lLo*6o^GrSpd zy=9wrY|v2=gQ|N@0>`IfFSeQ*d>vFhsHbYde^1v7^Fm*eT_f14hq^8Jo4LWK1WO{u zHRt_gD)wRBK3x-k7JcLW$Nc(Z(T6H*xAn$65p~6GZ{At>Vrj@n-tNPmJ?Lc8cYr5l zN@Xr?v&Q+nBi$VW-o%O3;gJRQr>Z4fJvj*+J@(*+=|T88#c``@1;Ss<M&p=h75eiz zU*CC@!au72R!sA%GqE`u+uh#}9e$5kJktyCQDbwos%Mbz$Mqx=*Z%oACx0AWvL|YD z#XDVpVSeHqTX|>_aKKyc^MA6j7sGm+5Cd*oKW4U%33WvH+e${!e#|v-Kb<Ad!~VGS z?+PZ!N4@Q8H%w&gi2dbb)jrzjqqr~7e));{=5`5g^M~Nw^T!@7`#ZruJYDZFc-8sB z{^Hj>@V#ZoQE1!^d>=k$t%3I{cJ6mgRl5^$ICWJw9r>HFbccWn;{CTAUSEnq2jUvF z^_z%s)K{k|T{nvCiT5%$ywnoFn{9-&^o>LR@n8FfGR|vGwiIP0;;zZQ?hC&W&#mr0 zre8-MCubRLSbK-P-+XTQ6mjs4Hc9pJgwBBLDuq4u5A5q8`ExzxBlbS(1jNUpPRd$8 zm!g3FRgqN0o1AsTJ<ns|L4VOFi{oE-R07>}o`g>G82msK_Wkk190X^^D&N%=TcU>D zBq0vEXXAs_m$F(gzx3=F^K>lo%+ojhuQ10&?7m^}A8@iQYm6oP2K*m1za;(uPUkc0 zr>TrVzq52)wxAsRf|<?%9z*aC43qn=gV$w=)I79P2RJoa|76!A;D_iG>OTj;XHk0( zjzQ;6K10&<9=zBk4d)M^tKn<unJ4qlcjCU$k^$Q;_&=?4$~{=X+?Q&{)P3aPP^sEo zV<V_TAI7kJL|!>ApZmhR3;lMRUe6Wa)2)@^9aG-muXI;_(}NfPpQ7uI=dy33WRpFT zt%Qt7h%z%PBN{}Mk-b+Tq-@z4rHo1>$xcRY$tW_Dl<bw2GD@W9Jb%5P=kto+@4mm| zT<4tYTy%VjUEgwW4v$q(>4P6oT}rtSWsSN`ME9Tn8R%9&UEWG$q3(~rsGngDeR0>% z;l0kl1C$gF>?KZwr;nekln8P~KYYl^Mg4YsQQ-?a&MSU0N8ZCY5BMIv3_JmTqRf6U zcHw|4(R5D7#2fwz)t_HE+y)(pX}1@)hRF^@`~CYnCV_*)Sq1!Q8l8yxI0l!<IXu5v zuV1n;n6E(9OMZLRk<f0*6k`X^klVFka`!iKjBajS5dlwX^I(^_sF)ie@NMuw!(Gf* zjE~cdzK7@SaaZyR>Hv4s)?8BHJ4VTzg$;k;qtpo2AEM}680EPn1%7zL+N$dRyeqBy zN*{QskW1A=mK3LoJh03?^NGC9L`oU!iFBO%epw%dy>UMoPjNP>g4f(vD^7D;0_W+- z;bO9W;GM^dv<bMse}3qs)&}2EayaHUCGd5vA-QQk{F!lc+J}3CU5N|d9?#p)U~ZWF zE&&1XqWd`$mr88Wr$2P;L+l#-B10rHTilpm<@s2zW(58B?0MO$@L3+sJ`(l_yyyi! z$-Ex?z2@(wABvligU6J@<b^t~Zn906jt~9H3z4OIZ-AS$ek^a4AXki=li?}w-pq<r zU<c~Dt8JX`*ak5_XF8DaJMQ!TTRfV&&_S=%(@t`9qYg-Y>9079{hkm+k#`7l9-|jN zeZapzKgdO9X@>j|si?DYzRpC;Jk!_-)JxBvEOpX&;~twVqc#(CBc6~oe4<7jUdkcq zKZE;$ZB1dl<U0CkclZjKy>=vG-s+4oqaH6!8vP`=-<=34c*J}W&*fCW?(&vx^u0)F z8S^utKKxLA#()xa0LN?QdDLrS0n?hzs>pLFXORlq=S8Sii0RVkLXY&!dScT8A1AZC zhIiQi>q67V5jb_Qn*K>B&Xp9wT@4SU;b$+q>GceJ1aq?d3Nw7Q<a(s%_B}*jPVcA+ zQ!4blZ?~w&fCK+9HJT~{?|*RAIyeo!`q!<$Z%(2vub8T)twDWvcKX6`(Nvs&H~rt+ zfFJB3&V=mzf`0!W%Z@UrlZPZfj+_R*Inq<b->?_`UvXnjH|gMiP&-F=O$c+d{*CJE zX=8otmR%o1y;aNz2L<qPkeuE}1}gaUZ(6v^8KCcgQ8-!z&qZ^KtkLWv=37S$ri@U# z5ak1MB9|r6_Yjj;A*+O3m#*VgXaCnvOPgG?-r)VFO<p(#eDI#fbN$j1{C!^Dk9Y7m z5msv_wp(5zZ)cL^?WvF8E&HY|hyvu<%s8F82R^LvV4YJx?vp<jnL6y?Jqq>MlRtt_ zjnn5<C^teL|3%VQoT|uOmgJMv#rdtZN67LX>Pg?PV#%cNm7IMQtJ{rwF(cHc_C*(X z+C~n!6r8&pBV_SsuA)!+cVnJ)5qvSF&!4S?z~5TFoHWDiL%6@mS+W41`oZQQMJqo4 zooh68gDYOd^|~YfJU==SC%Q*U@;AU|hnFAPw}|tu`JCguVfe0|2Wm;2KwU6y*1Cjx zaj0Z$zb)>Q8@I2UCG=x{*tN^%ogA2Znai;ec?CLY$nmf3SHMRW{ht4Wdqw{CI=9|V zH==7#u72!a)Wh|es+XY$<RsLLYHB(WIxn~<NiM^GDHV6Byc+q4){HA#(4`&LJi2PG z02fnytNzmgzCwI*Ac+QZ3t!#u+z-FXPF`=RdAwgy;~n9;z>%lk`Iia7_rN8>U781d z;6k>?wNh$VBJ+aX?po;0DwZ`}UzEV-<fn}duA>j-L9ZZNEqqAod>*a9*_9I0J7+ML z$l_FR&fj!LqBH!5+m-Jw#J-F_tZ$`&Cts<hJSjyE>DaJ;8F1vk@lW!c_?+jR;y=>j zxl~o;KZw1Byb$vT8Q*Qai11H#VW}Uzh^Kbf15ac9?hi1oxQ6@g1#37<l^}4<PlI|+ z_+fWcQtVd;|GUN}z(9$<9cvbYD)+bW+hkv3S;aoc-XFKv1sw89#?QwR_2xY{-RQ%} zjghK~c77Rv9MmV%|2m*kN}V~M`DGOPV_mpmzb$y8HqX;3zmUTm{ng^N2j=3X*Xw6p z!Si~1JgWrfp6IaNz@#e9t>el;x34-Aw;q{j?#1&ut?t90Fz!l_pRi{t$in$kV{r4w z6DLBh?p(|+JeQLhk_+iE;9dUe+$)!bZ-jKHTXzro$U9hy&Pzd093?0lH<9}wva7BE z_szjW8P6P&(QlHqvtR5FaD<4)1@$wSgVR+iZ(Ibv`uLgbzq**yto9(n$sNyEt7NtW z`d6u{s*@`CzK^acTYGR$?YNTZ(Nv0gA|KklZ+%66N%=~H8Sui1!X@Wb_`)L#S%pX! z+=<II!oinU;5)038&h9JK95nz+9&8k!jIh_k@4d`e<k-~8~1c`@gKn^+|OJSKaYiI zcoL#HhsJ~$kUN;NAlCt$R{N-x>O9`-1Q}~vKrZ^LUwt?!f%~Pu-(mKW4DxYUJI8Fm zoBVwvLp>~xJf-7jPEx`z$+dFIGa|&1*!zWr-_ad8Qa!zbp}<4JPG+uExL>|H->;;o z!W>6mjdly<Y3#6hFLMYwf&PJ}d~xtAbGB!0Upa+7z;Azf$)PK|MIOv*dxpH9n4$@7 z7Vu<W|NULn2Y+!eQ>b~58*$X_G?^QCR;!{bM>^rFsY+(mliLN}{N9%1`ak5mj2c(> zNn(GTeBWM;`{HjEE2)n^c*e=&)oI{!|6S!;DnMSvTPm`P)WAQ<RfB(LcB3zx;(<8@ zjVmGb!{~(n8166Apguoq<Rj`-Q&{f;KTTrYM2ho|+wL2weH8o-vR970??vv?Tx!Q@ zocF<xtHXkEFYm3ZY_KMGCGv091bZC?-x8Dm=uomd5t-G?AqyO!+w`ebYU?tQV|;m# z9{i0qqbjwHhBIL{cCKC(=T3X|-9bC}?N3B=YKnlbf9y|vj}vv?Rd#Zvbl@Z!x62GS zP)Bs!ZZ7`_-H0W8w9yK@|B+z<4pqEoQJFf*Dcn1(o7|)NY4ArC)JRmK4(PC>asB^1 z7nNa4t%okK_AdIjS{VE+oUQ(vsMm~}zC=di-<Q~SXZHXXpPF5^+&BpQGvF{g`xyP| z_EK(7T%8EZJ=O&*c+UzC3f@NDLOu?~9d`k&i<tv?<qvS5d2lJLB;%eR|9v`+c?0tW z3D=(z;H#oDKM&Y%0xv~u+-5_4#TL>!V1RX-9e2^lu^WA3{QFJKc+uy3bNU?p1KbN~ zg^EH3z!UQPbPilz1XspJOa4<&VxHrO-g)>>9^|oZg?w=)?p#kBaX{{b(%X_5K?~sG zo{=4az$g3Z){mwECs>j@&v;)#zQUdd+TnQK{C_pP5(?qx31y}0#`!<$65uLy(i`(z zSvn7{yCL_C(dZiduGijZ1nZi45|Skp`#c))em~`<hhG9Oc>8zW0(27j@#HN<)L9(6 zFWfv>=0prT_Y3pDNApqMN+lP4tKDOzrSxs!ztr;n%z|gJ^ZqRt^a#1hk-AHU&`s3$ z?l+<XpAeUBdw&Z$W#yF<bw#MRFPWcvw;R09iws*Gh3BYKJ}XW?H-S%^TcOzozQVoL zx35!P!TtZO%s0;kJn6o8`OxFgV;b&~|0;yfiBm}LGdJd_UH&&UsEK(r0T&h}q1R;F zi+}llPE)mN;Dgy&<fDZmYJLtme@tdAvY&zD$4Iq!qww!i#MlpD{ivU0TKd2L;kd=K zr6sJpznr#4LL~4NQ}9hh_TjlIU%EyMy~SUYgpTtSaxd~PSXk`G9JBd2=`nlgAmx#K zE|R!Me8N5kqHgb!7m|@<2Jgw7YcA*xAMZrrBj!Dr^Kh?2bG#iq*bf1+6y&(9IE8CY z1BVt&c=3F>3_Mq5x$-3l^#^;%%nkT!Sgpz(4;Ok9?2fP3pO_$bsNR3;RUqoO4)0^f zBCsEKKJB>=Ut=ZxvsK|q<W==^t<9t$zf=FsY{O$bpY{`$6}Z<<H;x;hcY{t+%n)M~ zjebxY)7_ci#b}>s-n!9^bHjVp=kt5`Jt{R_V>;Z3pqDusTuqoq)kw18av%IR*MY<2 zkAUAp+2So&T!`^6Rg<FZz>~K^$Ii+if4uHghgvLrR<nwKihIzv#5~h?7UxXPLrqbB z9pt?yRxt0%MgF7l4W$b71J7nf{p$ixAE!zZl8k#Z#MGGj0oKRYrw)pdbT}sq58tN) z9yUC3QGfFSp35@>=K<iV7`DxbiRZZgLMci6@f?4O9=3iPg}ejVqm0VefkTf(_3VQm z_S{VLL1TRX*9T{neO=+}-m&1O4&8u3CS7g?^Pmg&)Yy#R-hA<8OwGt1IPds<p-t#r zX_{_}La3YN9-4e$FhQRrWA2w#;4IZD!4E3<J)2)M`O|s5h&%zkeN*_m(PIKJYRDsE zWjL`%#Pt6>^sKHL<o9?aK8bxph56P!3e<GKwUlIafrY@~yn{OrenOofVYlRe(;av! zTEssb_~B`fsoMs4Vt1|`!eWW=tD<;Khc0`mJ$rC174=H_LQtKhH+(aZ^&FbW`7R&S zPKVy&#`(U(AqRZO%ZOY)=qow>;=i7}#2n4y463BJ;IYDXl^tkBzBoPK+soi1ds0aX z_M*R}pF}NqFLblqkkO^N)9ABP>$-LW_`YVm%=ahi*}tpN{95447tL0tbl{t7aJW>+ zn}+}2Me*Hr2b|lZHkN7q(0#RUj<kfK-)G7#LjpXFwD6<mv-_ZDmPZbDp$_<JeK}vc z9Q6i=`dlJ#hUJxxJGb|H6GN{5%35Wile<&b=Ek9qCFHVD2=LPKbm6Cjc4xw=UwiY$ zS6AX_gPQlp@2FGu7Wx}rh5u$(g%Z~}^xHCVcVE8_9bYSwh79#x)}#fG8|n#(N#)yr zm7EBM%ZVzPz&oDnr(YFlqVJ_$FXBuN>IL_joh-9hM=A}Jao|y$-#PyYz7L*OFlm7z zA38ndLsN}h<d|r&71N5K?@6?x#}1z_(kLe;3ia%7?Ex-6=xlt9ZhM!kpo5>8f0zw^ z+vYph>4(UPip^>EXd{6?+~S_uANZ>;B``La*unSPe$smseEg;ILuTRJ$QuqWFGx57 zz2vx50_jcoNA`r9``W-~RLW`b8vF7aqoCtC-21PO+9=lwp`YD(Tp@=6=jhc+-h^N9 z)!xYTHKRZt_rq#Mxkk)YqSl;R6mTX2q`CXbY>;=Mel8^AJ@SXSAE`M)Pdy#PW59*) zGrG~F(F|Ur#qGXqazA`UPxeLsUoTmn&=s(+!~N|}zMCl+_;JC%?dl}vO&v&X{{;Os zH>P?a4*O@}rJ1EFaHd6M6F(zx+@Pn4xNn~;VK+PD$`8LmiI>vuQ+qJKC;08PXVAk3 zY}NAO(I0U7%j3Ev@D4kwhhjHp(cg8UWJwd}gfPE2>o;}G4{}iu5Bi6GM&GN~H?Bet zOcP63aL2mcxGtYlgF2mbD%YF|y4L8gP`_kPLfa(v%!ftnrw!KSX4KEO=xFLbfLC>} zr9Q5Wb7;Jc(RJPtc>S~Gd$z;aKLIfXR=|k~L!U<u1K$~!-(`r_aVOXqG{xp9JkV!f zG|KeCnV8<G(>UYcLU;;fX`LtsKYqBN<?c@SRuuWxb9g)mo)`4uAaIBp4O2=HMGvC> z`5}(|@RQNi@{@34{`ncNfydq^?u5TmV;dJca;K7J_j{rKqxIUyeHl1MZ;##I2tVW& zREQ3yt)UP2b=*}~JYU)_Vr^$6&QGVqq{o26TBv=}_A|rh>XcdW9Jur3<3Chs;0p`B za0{M8-MJo7_=EqB10lr8&nz~EIa%3ZL*Wj<y{kJk4`83}ABZiP#(F!xNEtWBguYVd zL;dvf=$lp^-{bTK^OC>bT$;yv4y^0U&c*pH`apk|3F^D#(i!)zL3g4<XUur#6zY!9 z<UPutP^Wq2%TNMu=x`0%4pjqpBy_knf={@_AmV-=_sMIe=r@<p_n;@`laoJ-`b{_d zR{I^~=p7ArXao+?<nGBehaP*|p-jYt#*_G&Qrtp;x~wHOVeuz)sXxt~Y|1C0ud>&3 z?1hfLYf@2$d=L6c=Gmfzt8lIzO}Wa3bBxln=7>4^aLK5w1^G~S-=}p`cnMsuz_%r^ z_!OU?*G0VWtrPmAwZFdxPH(#%s$JjfP0-FfG<P|Jx!sIGdc+INOJ#7n^ezrQ{O`V$ z45(vIXT6#z18$$6BbW%(BTjk^mSU~&9ZiXU)x&ucR@{93K77fxc31gwlaaT5{;y8~ z>asFRM*(L?@U_l#Oy*}WPwUO?iWXzc$%xXfoxFy*;e1KlYXAEnTAH3D8RHz7W?b?# z0#1}^;IIXrFmPPVor3?x%;H3s19)#SE2-MdWk=#;Npbd?Hu$|atU(kH(Jx`f{r;gB za_Lh&e@XxcWw~>U{QibH_Q$i?-CdARHRzq4(u)3!X!3s*_PAGMH8tCz8`>odQLG9f zKT*Z}3jZ|+f>-535+ly9=sv+AYD@SpJ@{3p$j~2pXHho<_u)N>`~=;<*jLZGoeNR7 z3eW~oaJZvB__4L4!_1L5mbShmgIr(!`~z8r+VC;bN81>ozUx_>porQDf6X6D{fjs! zDr>}+<j^lep`F#P0lccmb3yrk9;c|(lc^B>zY63w@6W%3Z!M-X#}dA&v(n@P{xwcS z`_FUn6IYxFQc{2Bqsus_m#5drQ8zW7nyhr-^CDQMxwei#ze*kwIhg`}YMlSv?&xLs zNd$P0lYuAspk<Wj$pzh^=Y`Qa^y(GcllEP@UW8Sf+?*xw{hnw2*^`fuAASA6q3_`N zl9zrl8bODWQ|r5wRDpVH^60e97JP||+7q9#ejj-Hm?ncCxZgtiR2qC>uj@1I<M4G= z$h|wA1KihfyoibID*6ygZ&B?y0^Yxss)D}8i=b)c&k8O<onUGF%O=Z-c)DYGfOj6g zW=i_ME;Qg1#82vv;pfIbHmd!Vf*;OyNkLs4yy+3Qv`O%__73f`ZW7S*Z%P!r#<|>H zy2yC)5d4+O=3TF;Q9t%qY+fftKh(yFKGSIUfC`&-*BZfZC*DvogZ<W)_~Ew})<uS< z-1NTJ$Q7mjbgIq<zH*(mt_wV_#34u8OID~$uP&#FO@MdWPM-B>#l2l$OL?0S=ZNvC zSCQK|H*fH+cX7J76ZS>Q9<8RHL~>XDUI}6NL1>@-;KR8q7sgL@6#c9|3SlG^dN?1A zKF$Y0&!l0wIg^faV#&bvSP=Li&7G;kxt-30vQ5iB33~Kv_I}d#LLSUno~wg}ap1Sp z;GlW~9xvNz-y(45L2H&{Z?Mi&cmA4c!8w2RMEk?!yWsQol-71XbtHzum`~SY-?DjF z*~LNcs}?N|kLiWp)3jKz*@1epL-F9XZS*%fjO&<u_axSNeRFR6yAv<wMt2+l4mfCN z_Wd%AGtsWZdgcTj-fL)3C@1t>cC*lcd7OXS5j9>r%fU-h$o6I9^TeEg@#!)4gURT5 zv!z0;n*?9CeDEtW#~e!U1LvAOdJ;4V|8kA9sq|JB^0nHW)vWj(34@c(qYr`qR+o#E zo*#e@@`>MHHg=rHc66FmPB>>01h0?GqCau0t#=0ZUz(cU1^=($jj6x!9D?r5c|<tH z%*_+L!02W}Db{oRkK4bFp?<!1)Q<LsBN1<G7odgp#KipOR>m{<&Ln%yR<3yx)W4qQ z^<KyQ{i$le7`XbBvp!iXblu3Y+jiG+{!K19v3pY>PyV82kDxMgu^$WM%mcsCDn(5m zL+-)GDb4z53he(3CjDO_z;pf8-*kY-C0s6X2*8(VYyHAGF&X-Df$n8G=n``-F-0ta z&cq?9!be4@`=0H;-`|{zT!x474WXOZm(n-yCxZ{o@{&E1hv%6g>#r7o^?bT&V4EF% zSLNX)ze>fRH>wtxsiK}M=-8ll96;ai2VJ{FVRyo3^;kzo9`u>R6K-J<=wGOMy?W)0 zJ;5P&BVQZ%BP8LHX&352-z9(7+zIqek@2Y4MM6(d&<Resiu=@r`}Bwv@J9Pv@wU<b z^8_9!eS8HR73BQ)-T(FdD}~yn^U$^46<R9ix)8fBy1l;n4Sc&k`O-xa52Dha@1G~? z$&C!zKZ#_>9aQ}lyqg^Q$l;;yXVYDYTOA{z<XxC2a8Wh*C~&VB4Hs7%{79dzWjXY5 zzZYEWb-q-E{S{i(H!g{}k(5_|v%zN-@kzz4AMYoxzaf<qbu^Pxt!Xv<$NcndD-AqO zM7(Bts~GmP^JUihg-X;3Kc&wR3*gP~kM(Z8fbO)^B2G8(KVLB|*@t~(w?kjz1pHO( z&aBzT%i*tyeZ9gp0{_p7X!QCj@)qA{T%rg6%gr@UaS=QeqX>WGYt)C+nRi>?;QX02 ztx=|de?f?Pt2vq+^C+j1P6k15?vTG}DaixAe<LCKMw}yY#!y@2M<~wc^DFOlP{+Ls z_!#oD4f7BU$Sb&n(XV>1e($G7@SYDhv&!JJP@D4p{uJv^*o|GbBo;m(!<NQ+_#%E> zx!2vl1NZ;V-;VW49)!i{^NzcOGg0#U=GRc*AAWirQcBdV1FqGIiNJIJ_8&}sZ3BIZ z*1O>^KELM9^xEO)@C|?3Vv@r;6jHF98_`D}wvb?C9nP`G^qf{z;MqT?PF97^BZtqz zj(K3oow)yN?d0N+8zHHaVVj$ZoZ^q$kIx|ArCW%n$rW|jnz;G0mp*u;(*4nTz>704 zGvaK-q02;QB;Q1zC4J0h*p@YX<76Yr@%w>$N;`+?&ZAFeF8`L3DRK?_0!_?to@)6N z@!v<EPoYoi#|LxJeG}WvfA7b+JnG!1e+E3m)~=Y*TKI}QgLij&JHt1ueX!xB6Y*F= zcH0HM?uTUOem4Wx>=B*bw}JDxs-)9UaS{D{TAho<ROkb5G7u-rgb(l8P$#cH_%p`@ z)!5zWBR}ZpX80F#z&}ad^u}{lRKH}bs{`IpBmX`1B>Gl&=T03SLY<kvJ5msQLat>@ zvpV`AN|UC3@WS`7oTuzm`U`xt|6$5QWAHz4(C!JselWI7O@Dy>HpSg*CbNM#R3^F= z_s}o4uf=9w692tnG^mjaUa8eBNB%5y?=!XgJqDz456-czuD2ssAVTE17j&9l;TUt$ z0rb%f?s>EazSd&hnq*3E_&KBwUCFEg4{PEsebpYh-4h-sk7@p|ulpXpYL0zp<EL#8 zzh>M-JncH_GVV9a^<k`z#0$0-X({jvpD#)csBD5qi=w~RigWIa&zJXMWAJ72=D#w} za3f{}&gSiU2wZ)JqWh<|BT-~QtCD7g`G!`S+jo$^e)oP_f*5@7nZ2SnS7qUgZ(hIj z=rHP+j2u%&ZuoMpsnE0Nf|s_4d%hDq@=NEM-!shkTyLew4u(1r_w!D!@3F-BVWxa& z-Us;s-CDUz@Z(Bsesuqmh5FQDNc-(S+><pDMSr%z(-b8xXoL6q+$7PZg1_r>kv{6V zHGGW=H}iMLI}>M=YR@N<dSPBuOBS5~a@xOZGdh?euWdK8!Eq1h{47pdQNTkCyCdf% zjJyapFA-l)5-;Muvf!>c;9bqSPoFvk(7z`WCwS})`hD!Qf_|)^-VOBVR|6l$nrJHM zVgg>WzqtNhD|jdFecOHDS2i6?MZy)3TX8SP*dFJGqW1+od0yc9>|_7<)sc^TY5V;* z4fK_tN;-aX6S?^{hZ8OwawXColH;maFh5;ZxHS;<7W?b*wDCL01K+FvObtGPUQOML zKj8cDVY@LJwF~|rnbTLEi~i5+-)<f)!nyo!%4t0v{(CF;d(m-Dgy_s}QsZ?e<Zt%Y zTd*P@B;4%L)!*osb}N%@gKl!vF6^}s>bKt8KW2~fp?-cdPDTOTHTQA7mF6J6pCKJ- z7S7$qpqbb<)RnY%$SdfzFn>pa`CHjh;L4?S`c-D+2`hwZ`*FfAck;tVJp=rrK7Q*Y z(WpC{8rf6=ux>NU72nT6mpL!?=>Pfj;cZSw?ma?Z=G^t^R~InXmQ5n97=FgfCkN~` zaqhPsK2}im13L6n(t$A4YmBnwniXQ6gdc156b<yq>J=l4ffCI5(b!M6jPG^jbS?cw zoNsef{U;3h;k%qzj%K`sI;c&gLIHjyxu0+Rn{giSG4K8p1YG$2li#dS&i{QCL41~2 z7t`9pN86#Nf4`Mz*6)LRE;d;qB@})nb(yhsdryLLP2pD_{CLqMF~R(JuYo(M<x;$z z2=1{J?vg1y$M7w)aQG3pG;fWcS3w?|h3DHLE95-A)N>y@4?ljXfQ21!$&S?@+hvEG z2<Q5vxz?!v?^xa?7m$S>5`AwYG8*T*50~ACCd|9BU(XQl#{L%&;{1(sws>y_gDL95 zl8sfvF1#0$g9ZN5;9bQ3@u{BX$NfwC>A5U)jCs!njSwr$6T8Oe?1H{Qy0TSfDhK$A z{Y|<4*D1bUpd0ze2c7j!Qi`1(=FM4%bC_Dfe?UXmv3VE!=3ox{*k#<mPy1?{fa5>M z#h=#zkKDp9H&%>uuFy0s<r&uNS(CN-?KRZldO}wP<>7-V3GUvX2fvNY3lVjkE9{$u zuu6<4q2s~iqKdk?x2f2{{-g_Gko+R>JT>O5M!H?^GspeLyth%o1GxQLm7yK>&332W z`M>b>iZR_Hn}ANxSj%}=X&QQ)afbfsBxhns#60GC7kuW&?p*i^e@F61!!x`k4n%_B z*)!C)p&NaWK7M$`m8fU<E_Dj`t0Nt0;Av;fi!<^$We5M6d~?i?!&vW63mhL7Mk60d za<aqxA9&DVYkExv<OIna);WvM5pa36ua_16m2*oh^{9_FG+*_7Fn1+nZ_4R)!pCgP z{klsT_kj+p`CH>)FXGMhi?8St@%IwDPLD9bk07M`nhm<v0qNn^Z1@5SCsQcMcDfL{ z$7V>au+NtC>h6@10$0as9Hzu`XMU{8enQxVIQpn-O5+In2`BGxal&WGK~Ylk80-5e zWx$Occd!p~YEEAQP7SGS8vnuupYPL2t{Mr<?b;V6a~XZyQ){{^kNS`UJ7aNw1APLi zPiAOru^(&$;v=3d;a)hZN=Zc^&oM&z!Kym)m--Ko-hJeVJOr~g4}Itc+K(v?a{#}; zeeV0y33KOD$J#<)p)c3d_U10^w|<qNh&k{a>JBFa?)bnj<-EDK8S~E0GdOUvg74wX zzn0GK48K*}hQ(F{_&<Tzlyc;CJb5tLR*dtwfU)r@{W0_*IMzf^;rRrYXpvqOLmtv7 zmv=b$>2x-y30+U{gFVNitZ?s}%NbvJ4*rdbEI?)dcRWX4-VGt>L>K8D8ccwzZoQCQ z62v~3;=Z86?}^+}(;*f~oQsnZ9M58ffM1=<OboiQpAtxvFJgTzxs$i;#&h93e&p+G z)XlQ&<1KvP3rps_HqGde@4eA%R*ZW#gE`fPMhxftW8O}3_^DdIhyFhM%ZX5NzwWT$ z0)L(8&9tEV;Ag`P<_5rb>YHTVDKc~=CPyCzlcXSL=xV@n)i^#!{h{L5j93@1sIH#H z&-pk=jy2vvpYDv}cLDJBPj~XHhaCk!+F7|~Apt#2_evBQ_?YQtqkSKq!tZ>yKB{aI z^+Wg7gBth2tJNBOZ2A9wP+rqxN=5zQTU6%_y=1U7O!7%O__tRLUrA=5n+9&VWx@w> zF7uEI?=MGU`lU5*1$e+~c^Ua4!!E?1xSbYL(3zywlk-WP;9Ji!el*bMO$2@D;u!gc zeL&Bgo{4<GV2#%JZfQ?~PvWotJbWT_Oim9n@xG*YhH41loTq$#>*oLc94RVNEmK%8 zFZP{?j)Gn)`Qy3D;8p0W(FKZ@jP3+~F<q%J_!h;qou*yj1wNdVEYDO1FT3+1nOH3F zf3UG$#dqYh{nF`_!~1rLcFedb<Vmb(A83;fz?`1zgL>z1->l_(9Z<pfU2RXa(<1-O z*S0wE`e_%!aP)Hr&ntYtjNwxfq41OZ(VaN}oFFW?t3m+hZ)ScUYaRB5OO#8p4)~_w z9c&E-sAu|aKQ_|$2i{9M^H$FbeOl6gsseEi2PcQ06Yzo0EA%$$HPk!v3tDNW@H_n8 zcJ^xw#=WrmDk0$m@(wbp$TV>8l%9yEa+QFe^32q_J^Xmhl}nU5A5pi;sE8`z_q7M4 zOM8RoXksb4XSE0WBuZPs^`HYGyg^Wo#9*FdbWLv`0lu9iaFR_MxhCAB!oxe9h@>lb zHY^Xh6F**;=y}&7uchcNjm+|8LUQQq+8su3Vu5aAZ4mtBBO0Z92jGL8xT0|V@=4%F z39o_A<nUjTmyy+DAMIfbRJTAMf-KW1r(s|4T}2T}9?+p3#h5MQao&gAds03)2>!dy zPQn6wvQ~PdgoCUn;T382T}==;cRjFds0wony^3hIfG<uMSKgo2MXrgBjYX6Ket#c% zZx9QfpMO%$^atodlNzT#_Q1b5yu9q3iu&VeQY!Ne<R38eJls1DzMM+-=$0$aEvbX~ zjTeEhB@aCqgT9mGO14%29cDa<rLOrN@)p+usRQAE8xmJbYPyFxT)}Er{CV+n#>s6{ zsD~2=*nB6%F?X`GroMp$xgK$0s)JFeqdk^vQeVJ#<a}eG=oWJ0HUm<=Ll+-di+%nN ze8XP_xA>|f=+|rKXifvKG<~lsdA!4oV5H=rN(650vRk||0H5kVlM?fU1ISS*Do`X& zyAg_pH+;5b;A@d7b-oQAxXAa#4Q^}PE7g@XKYqFp$#?C}{sG>rDr$dG69|8By?jX( z)>V&ici@&E=1^pi>?47W*~fcRR0^NRuKM5MfAyF{xZl{&0DQvwEtQQxJMbV&Bd&w5 zF&Fz`LaXKh^x-`pWpctkm)+1jv1W*S(Pu+vk0$yB64^I+ajt*Sq@ieqk6`bc<<RQW z@Zqyv-`>naUB}EJMpcWPAnNIepSYLpUPp>Yi-1oq>rG$g@ggQ<Nd7&-K3JWU;A}8~ zPR>~*zkqzh44R&KMSAdHvJtF(sZNB!SV^@!@b-H_`43W*ICl<x6$=OMQ0-h6RLg~* zXwvd12lgqes!f2UI&|E}at~snk>@OaVzB#>Gr`i-cf%R`=t#5YISC*5aDuvXN`InW zan=6u1$>eBg*Sc$6}abqGo2i~fPOV2(r!iIoT8gj+;4Ht-5r!GNPFT+SUi7y_B(JU z<pF(f&N|G6t~qEenv8x<KPjsJ=cm~Ob0k>&g%3S2zV`AHM<RD7P@M{Rw;=W)Ndx$? zuN`O8s&?SHe`}k23cY}b%5*CT_lCwHbMoiV9S8QQ_f;K3jyul{$?tN=Pg!>V-UnX_ zQ$&D{OQ$DsuWWhj3H;k1kKcIme?CRduZTU0pWurfS*i;I&(hV`lDC8$Ww)#PKVCjS zE<}%xiQpJ~NKyR3ep&zLK3{3RtM5UaDlCa@0ng#&lfn`93wq7>9ZrnX@IA^V(ipwO z{k<xm<ky4uxhA1A4PAgHsIxNh1m>9fz4BUY2XDb~t^7wG@`DVo`*U=mA0gDq@Ei7f z>gUdh%fj%daHti@V=nt$ZPi#iE96}GQ~hKIPq6&sOXhv>^XKoqQ*+x1yzso@NH_4E z;Z4?D69(kD<Pmc5YPcse?PEweu&(x6)&0DS{Hc|;qyOXoOU)<u79GL8ZNf!!5$DAO z6;0_qGvG<);};p(;SUNIdw=vW>X0jH$^oc1AD35(j$t3AS|+6Fh&U64_R>swz>(}U zCEvb`W8TSjhNL|&{CJzs54b8o9}c8#R-=MWn0eMN9e$RSf1?L)UIyMYliV4o0$tVj z(8GE?+}F-8zH&c<PD5HE(yop5q5Gp-13dhCPRpg+SkJ1~Z{wdW!-r&;#`X6J`foP- zt#p8Q8EbXc0!`hB@UsGAKH|ueOKM@fh<ezc*59!iIO*s2O7q)Nn1grjV#}{{@L44= z(AHyJpNrpFq6b{JePq3a%o2HZZQmFD+>x_#=a>I+)Xh$>4S09XB2VJSxDYw?gB70n zTPuF3gKf`P=YuDxALCDNK%IGzXZ&}YwI{)7w>DN#3|%&Gsi`&#{X^I2Z6a2kiIc`% zZy&^Z5lV#&ISaDxguKg-B!L}R@9&SS<gvRG3ANhCsBzAiJIdOI!B-NMHKt;q2fxWJ z<z5x=xxopmd)=*o&k};fclNpv-m@_y3_o27WgVICB)}_mUg;flBDf!9`vNbU!e<%7 zNwVCJ_3juMri?n?F({xR;E5YSzwo%9;TCfI*egUyZXv%k)ohm!<}P%OY+1MAymGry zlgxvE_w6=6AGJ34H0dEu`WE=S&yv#|AVa^QOXQaxoJ;>&FY<8$2X4wu^!;4N=Nr3T zdOIBX57rdX2FC6Lm1~xtP7Zj}dL>7PW0<SG#nJdA1ak|Uk88{ufhXDD9wY^S@`Z`N z9AB5fpKUW+^Rr+-o4vcC9RnUiDCEnAI{J`bi2d+EACX;GFf9Xg?Iic&T@27i{p1`w zCC2gn9#%K(SwfDBo^RNlO7umG)x2pwg}%49`xHfh^FoDlN>#ugx}_@d(7SmN>y%5S zBB(z!x)c;&!e`~_VzE9y10G*~v-k-g`aEofa`!`rRuDW9PPYs1+t7<VpcwuCc_huR zMv*soR%l10G<f(rkNsDHr!#_fJ<junUX-p8{qGv;<l|vU!+PF?|5L)yIT3ZA!wt%B zsB=Dcs;QToBPVddsp;CXH=!lDpOo?!bmyEYS2onmPCaVG3UE`9T$$ifBKB3w!|+!R z;oqZ5kiT&UxaQBSYJxfZwOytc2QPRK%D2h0za+tDVOi~ya1A;n_uqd_2cVPv+UMyN z4_tZtV)kQS@I%#SY#rJ091Yz96;XHmynA}#%z60wUe=Ua<6Idya%MRRbx0)%iBkgV zW@FMDe2Ks}H~A_;IKda$^>wblLOmknvdbo+#)F70zDE&vAM>^+MT4xDk-w=gM_+_> z<W`?{WS=c~7nd77hVbD(7vOnDTY&t<!NUp{!@vih%bHw5J_GHJkeU$a6-Ui<Bn@tP z6N*k#v|*^X5?QEsn~@;j<8%;(ByiH-w(z~GyS<Qu*4y*+oEJf#o9FGPh}<>(Li0WW z)SdiP4@1D$<;B%yMM1|o#WS=xvmf^wr}2s`_?nG0?sgiiXW`jt*3C@#5sy^XYD4$j z^YR7nwhMAoxm(LFy@cQ3X#dSO;D?4Ae$lO!qRveAsAAiL`9T^+0wcP}iIbv#H3Ghr zmC0ea6TI=lTNQ(7S=`TO3(F3mUR@m={`CU)CI8v-oAj*6BVR2HGx>%b=_^V?Nm9U5 zL5{*-!0QP7&ba*^@6GMo?^Lz3IInE~8LYhk-=!eGyGaT2AWzGlZURrg_3-ykd*}dv zBJQ_%g+M<ko3m4wK;I-co&GEE*o!&WM<X`SZ}aW6`~9P+kDA;i{i4D9BsVs)f~P&` z^lp#M9PWc_^(5}lm7R1mTJ0E|iPzgID<@R2E);85`N8`oR_-LvYXgtj7G1}P^K~p^ z_WV5fiN`X#eQks>?|OoQl^p9xD~>^G?<e5qr?!6Y4Zyp^&GGr5PTHQ9-${e|!<vj_ zF%Uk)L80V5i>SX(-tVqAi$cy)&sNQolkh<^-@4(D30y2F?QUxazxI{b_dS0wA8<0% zDZLEm?a2f`^&Q~%X$_y>t46=RL6+%r+@J3Qa>@?~<9+t?yOE>rk1||jtI@#zvWz5i zScVVlMA+$RH~hVGg0(|W{^wh|1xtWe7}UDGT7Wltjwv?3euzH#%u7;CbY295={N3+ zR_JSX(zqoI{K58W=g*_S8_&Pe`+igOAavX48=F4EhmbxZJ&yG*d8|%_6?n3FTkg^) z@V(P~eQc+o(<KiE^k#o{B6g&1hgg1vzfY-L@E+=>B89i<CzQYk9pSuFbr3lGTKRe^ z^z8HWJXOWuMYfc*q`di%GiG0VD+u>!?`?6dW~?Jus|(jD?gHQP%qV7oSIZ{lTnZj@ zB$AeCk4%BbkJd5ui@~~Ky8q_94Em5-gzKKf<a-cABAGj<7<f{S^P1ZQ4n)$~Us30D zfJ3JLZsyE-LPu^*4F(U{USJ;S)((IEw~%N-_&Xh0%%j-dorv4Xj3>KsU!*8W?RW!z zqt^0ox)9EbTQ0ke316IlO-Dt1Ut<2*u4f~Rm8d5k=uTdjfseY0skI%x;k$0TlZk(x zg#LoWH7XtWpBYG=o*MNa4i_xlVunw1ORZyv0PyI$<VY4<QRKGo^|AF61po1xcZYot z=JTn$O3<@|#~(9MoW=f6<9T{;UzQhgNxtg#nZYORXuHw^JXh@%F{G61NL-MTkDnQK z#Qfm5`(Hv=D6^uSZNhp=caZ-j>WR5PW=EtavCkdjD4pYQuFp8B2IWuK5pr42MyI=x zqZzu$#`_!kq;tl(`z9`g;APDL(*fxDwK*QQ-l6Ydl`&oneLv*gfl7?A*pE`SG4#-J zhjNp*X~1u=eb(iUs&^p-j6R)E^KvItwRWcpzC(Yga=R#%JLWF6z4LQ}KWlA!*7R-# z-uqM5o&ay;b@Eu%%7{XT3RLVmT!8r$=ELV%*f8%l;tBoV!{CRVo;-XGf74HDEdz}f z+}{?<qiPMnBhfpQ<$<H>B!;f-hAtEIJ}2y1qcbtLvv|M)_2NY6r{>4;o`ez~fAeNA ze3*B7+UxLh)0*+F#+F`$`q;!X2fWv+kd3%Eh0wXCIGI}wF^}SQSdv5}`h|`JX%_Li z6BnK6FY|%toV%xx`_L1Aw~Y8o3V!<8tGC=$`S5eF_=a+2BZo1at0)nAY;Cq5W3wIl z>eKJdGog-WyY%bOGQT~c_-_68>OJ(M`dpYH13nyo<8|gd?t$&|XWgA~UpNUYevAGA zo{Zs0$0^k5j4N)ZD_Ou_`{wa^g5T~)ZJ*=D@Bi`gdk+op^s|cnANP`b67*G6E#j5v ztNwhnLks>F3QYx;cQ~hl%e8MUvO!n$8jpBA4E}DRNVc*JJQl^W?J$8HHIANF1!_2N zSh*Eh@P5Dl^ecJ>eQK5KRyN-Q<o|J4&zL~Jmvug;6U^>Nqy%Mi6$YbDVy3+M54?<H z7Tsqd`1l5kCbK?by=*NPPfXmv9GP!q88W~v6;y9aUq!)JwAL3B1YADB+Zc2lIiCMs zc@NwtkSAejo;?a)Vf$hKnMZl9M0||Q%mzN+6j{g8iHGQGV9bbOnn%9M=Xz6e_)VU@ zCI9BD>P1BI&>y{h9dmQ~hVF1up|3Z4oNl@W`hF)1&ASBf66LA6ZKs`xBgx9VlhB_+ z!?xt^#v`XeysGhkeSW2DzV}Q4d|kyw8q^=qCtGKfeHZs_WJ5&dnmlyXxkECxICr<0 zj=fYyy}Pa&!tn7Pc+gizq{?s(Dy0e^nT|zY#Qf@<^EvR|?akZvg~+k^e&hP3v*24k z>$@Jpz1Dqr`D%Os<`2JVd)#%^o?xgapOgU)yl`0jY4k4mb`QT~FV%4-loAG~7bKB4 z7?GqZMTQ*deYs3^t;m}fET9QSUw7CiP61KiRjS8rOz*OQ6Edi_=gDvmJHEEyL|uF` zQ@W-^8osKV2FI9O@!y22GaGcTV?Sp9yuy1kRQ6X76-NEwCHx@}=fPN5@=338PvS~d zh_g7}gL}qECqol*02)neJZN!`#?zWDE_x6orBNZLur6!wgxq1qITR+pr>GEpFjtcg z$2h#f`i`y6x?+!dXE%*uVLNht>(uN-%#gRI6d7g(Tx_&i<lAR}y43m6j5zAv^gk)I zPUsi4Jk0uFIM;!Ihu_#w&zabh5`D>233!@6E+hrMy@rp2?oFX?g!Qb1M_CDUljYg1 zM)ZLm%iU+0g8teJCgB36>!>T=D*lXj15S1kse1_@>C>6bFWJq&S6A66ltYn|@F&9c zf)jGJp81Wvp+%jtvPEx#y3s_eE_4U>_x$dLHSS07rJCJfalB(sTu9?!^#Y$};JVS0 z4P0&&<C7Br{Q1H7naE%w`fr5Jm#%?N^ZR5O=z;a*S{dk?9EbX(I906@-&>En_xuz1 z3^*7yz7$1Z|4t0#tw6u}r)k6V4!rS}nAxi-;Knqi%0|Wi@phx*ozLiRir7tU(vJG0 z?h$1~rXGA{jUVZqz`rkx)123YpWp;b#r8ko?P_+R&c#;rT`VG=ZyxpG@3pY7U<YD- zD0`UlDso~PFJ<v_;rt1c80p8lmdlF!y3PwdU0~a5`v&;0v8I&+rp`qD)92c26D~xW zk@3_6+*fy~oM^XSgNHd5%5VG`--G&G_nNx{5mBeR@q6_$F+0H>J}Tlud>ZRZ<iP$P z%h`XR1b#YEr_j%*)SZbh$NhUk$l&L77|2rqzv>f^!)$cPnUE`Tk%<KU=GEt|x*Lo< zQc;8XNO}k4lAN)kf!=3ntmD~<|5cZ!kkUq-GO=_2*cg=?F?#D~V9GLh#ojzW$#1x) zJch$;BHanzRl|aUVelRC2ZBF`I}_pR9d6vX|4ZKuTM0s^cL~26JdV0q<!DL9GJd{o zr8}q>zM@1m{qV2ApBrcBuFfU{??<WC9QcTP>C5*6-@xldzc@vEg%rAla`!b=<eONj z&YU#N^(2-Xb>}UC*Pht*=VyT5<jIbG&?*jJK=+)zJp7(-U*+^{fUi60s5RSd>O!dO z@P8e5ANK+2;~T+m;kzt+zC*mmnINxGlDGhWoBxHshSvt5k6+CfDGzWbV$%FJLN5bn zY#+O4ZVMk9&AdP=>ZY~2={>f%|HGth;<I+U5FSe1WpwaAH%oW~lD&YR;*ZSeHD}yU zO8G4j48Zm0WkgtRV*iV598%yz-?H$_ycZXsPj>$~#0&nP%Al#Qp$qFw@K%>1_`ZWO z-0Ktj(KiKq!`ugFLgEbd)j;UbM|5j9%21EgR-ZEX0(`h2_0mOx20HnNe*&lAD^QBx z6880hFSB+`E8wjQ@x?bT?gaLCrE}tW1@u?VesbxM1pZ`j=G_y3^`5|zu%JGJdQ9?a zZ9bl3T|&9zZ}73%-#3|LQ3pLOG#O#{1;2Rs@?O;?%%NGP*7)8C{O7LHNH`&XfM?-+ z?<(}l<u<zn)a85UtaJ|H{gtIty)a`1-<YHG@oB3Y@$Ce~lVaeIa;^xkNaRVxtS{e@ z#Qs$J*j1c=AG%03iTsGa7op|$J;^-+^Vx#KT_R7z_i%<hsbK+rIiW#EU+7--EkDU` z??v9FrGXe@7j(JY<M9;W6PUYcmVep05K09nUan;VUuhomF5d<Hk1yp>6W0GF{yg_j zC*b3VavQd{^CU(~UZhOGr@U`Z6^r{x)J0>_k;+#v$1lmR{Bi^OcSE(ZY|-Du^VD*( z3wn`L?$o(_)Sqo%g&!z^2RhdCVJ-=ENR_g|MM|7gt3A*4>VeZg+MlIwc#r-wrQx0} zDfpINX(xVVgFgD_8~4*M`2I&cE?TT0mw@_T$u|e^7Ek?qU!(p>Cb|2X1U!h7WN$tF zH2i2Ccdj*nH*2uA-F}e)zEWt+hu}gE?gRgQ)Huh2A8wEI0FS-0WLS%`2alPUnw0+t z=gXennro;BEbI47|4f75_0O1Cd@}U^b_Znz^z$xJe{1CgKdZ;gKP)|geAq|Dc?#e| z82D%+`(hmkCuz#!3*d1Y{;4m|{Xni-jGUh7Zt&$VTdD=-F)wdQ^tf(;6Y=Iw+tJBj z@WADU8M^(b*BcdPpVp!uEx2$~?H=$6+jsX!+;i;*l&pNcz{|F9WTkHbe|YTRi+zLr zq_U4^5q+HRLzEWwqb~SZEhPMM!i~r@8gZUK2>#C^w<;dG?Fr7li`Q(R!(6z(E5iiy zO5|TqZ{xm{PUim6d>H>uz3y`c_+$n3yp<n#k2+!|6%h}BXLjB#%{z>Bp>C{Z2;C|r zg1n<g2z>fOS~gSQumYWhbXoBIrTa{)KA>*dq*D%O{q2Mt*vEBF(81bMD;b-CtLxYL zZ@4p|zIqao+K%&w$MEZ-BN^rj<#ZY(gAeOY%@WuliMo}#yLSyZ)H?VesZJL3!luex zkq^*k_FJ_vY&sBI)FG{*Q_x$pq^JMSXPA1lo_wkr`JPK_Lk>Ndqx15I;Lr?km5W`D zaH$hfW!*~?(SUv;+2>k?j_yR@a^H9_&RJ2(@wqlFPvX=DeVbu6eCeOAc^0rjw;7k5 zsAfX0L;BvHksc?)&$Z%%EY8i4z2QfEBG4cG+n?3T4u0=W!P1vK&IE6rVCpt-jJ!YV z;3?o{=h>#J5%gD{9Z<2I%tHQ!T|SQ`DbC%U*&YVKgJv{q3MX)W|8DuKpGk)MG?Djx z!4>$z2WhU$!Pl!GsGs15dR$yXfFsfZ{TQ2PPYt`l|MBZH&*vgMzYvk&Eb#TO?=lJK zk6=!P(U_=VvMaGNw9ZG3^{;zQf$t{H+g_fHmESgw#NFVW?kkup678k_QuZ`_;$MAj zHo-$xDvMwG_5gE*S|`U>)8L!l)uJa3zfsxk%FQWV@GgCK%deUMKc3o|)T;{I&3DDw z5bNoBeL4s46#AfT=6>!3?|;H9)2tf&s#o#N5Np)=BLOFyN?9?t$X>BM0d<UB#Vww9 zz$0w^`^c`nM87pHBTF%GeD0ta<&P96;`o-L=`wIINw-GN0(5B;igDhNdPhR+{PE<| z$xcLD&OZ7~yjPELqD`U2oiJbbGLn1eO2l&7)=L?q4~m=5Gsq76w(1zQ9)ABPa$SbA za>zOAWJtIP{=3aAdVec;IF=QQ=2_HHRjmG6&3GQJk7`J=n=ccd6}+Zhz$F)al2Z9` zJ~>_wnYy-!yoy+#8s87-%T{6UzYSbyEkN-y6TH^O-O7P3?0=HoR7$b?z@JF$BqzIw z`M&&@BYmNF-Pm3$6@wmZ6d!k0%o%!K^tJbz$IxF8MG<t+6Z_>vifYFX_>eF1L}`H^ zh#I{`p$C69=Pd^kU*Mt<d!3h}=x_9p{$-Sc&$Z>btM&{z<^vM??{mTbeAV!HXQmF{ z#wgEx3iexV{c8K{S@1FHe8$3fZ!VVx4hKRvo1tuwQ=fr8B+v3$Y#sTYHM!q^dxKZl z+b;2>4SKix^;c!!8~*O%88`xc?dzV$v}@}4yAm=y6wnX&{A8UQaqd(RS62FgOZVI{ zD4)SS^>=FO<Qj0<LVsY&bvq~GKt9QlN*n0gc3DH#z(HL*a%cFkj$QlJ$#&(!w{hpy z^tv&4g938bc<|ZBQ-tSw(5E1$`6SM6z>zTR=Go5;pQLB^gK|d-;D<XpzjRUm%o#*} zO9w9JHm4H`kO1#OE%5yl`uZ8e-@P!RN1y!9YrH4HZ?O#?3R1F0ZpZQD>&@DjTjHj* zD;IxvW}{N(iUNFHYb@7JYofk(UyNg?K`wuB43++2%zvglb!g8V^yotV$D<kOixSpM z7MexAMfl%_PShDuGp-gZ=e>wC``uqR12=Ok_?bVBa3R_fc4S&{IuaYd3N!@3&-_t- zEVZ$W94*=@wGY(rhpSY_l(oWF$%9@cO3ag?-@m%Gg7ek0Z0K4mcu{6CZf{@Id%=2w zy92$58=I`<b^hQ@&+YZ%xs846mK7L-_esI2|FWF=GVz>sUX1~L&#`|kB3rS4`z|(^ zI&Q$n_4R&)!zB9Xg-Pr#qtAT#rSd&%apaDx{3hcv^CW8i=?q7`#Jsuz*51pgON*Jt zpD_BM-%{6OS2pxWFTageM(|bkv&XK~s>5f)LY}9q=s;X(pJ51Vf^VZfL8Pk?bGg}U zPLlWm=V?68n8A7d#5-B-e_XWq<ID$h;6%lSf|rj`uMNr=EvUZ7Je!DWlk9U?H@+Mq zlqK*Ja(KkJ5B~q$MVcSLZ`Z=C6i!-*T;Ut?k7fQsm(yaHt)6!xzE67=a6LyqLv4kr zNICigdCA5XO5h*U2>E#se^0Y}v6##TKL5`V@7{rjdW(LCTyZzzz@fP?k8m%da<AdI zBzUgZmTFWv?{S{28*+DJzcGJJEGxu5B@+|NXYX|<OijPA8>3E2>+&YGy^lVON3EH= zDZtxDdAtv8LcYbi#uaZ4%mb>NC~n%cBe(;8x4OX>tzszed>ZSE-Pf|EnhtY3+~<GF zM7j|=1LB1tH{e(JnKu3&IYw-+!(K2Jpubu(^X5bl`Xg?ISDfoXF4=Mxe@vGf;rYq0 z!t)69dVAGKmqxtThptK&Es$sBZZi@Lzx3)`N#U=2&^OM#-Q^~S{6)<$EfCbiFzYXa zw|L)flNk<qm$1J6XwrXxo>g2v$nb*{b8zk{J<0%Iy2Jl{`y=>M<+V0sinqX%kQ?oj z%5o!~Dn2**S&BS0r~7tM@H;sFp8jL*41X>26?$z;_;_h1H1qbNKR;Box(9gvNuSWV zU>bCh1ETtGpofc(GJNdEIiBafch0m7{p2A6^0YgFNA-(u`h(BrrHS(S1YEB#qv2Q% zd}bZ~_v;+)`Ke!tW@q6?NR<C0U5opu<6WXKgiiR`g(ORCp_7Tq=qq5I4sX7;-Or3U zNr#-A=O2J~R{UluaSORwrk$S;AeXB%zi0D-6#D5>?wO}ZV%~ki>?h3<+=r5VyfNTC z#Exk_?YxV*6AR@I119#wYW|_5UqQ&@QRd1H#r@9ygxe?r_50&nw=WfEyAzM1$OfD0 zus<xFeGP-4n?KZkD+B$UQs!2EhXdwg2Y$}6!aaM+u~6c?3f2*KPk0v2;ThSXsaoWJ zU*+aF5I}BEoT=`r`5fR%?3B23_L4vRQ6kK{E|@uB9!%+Ev>-lj)Y}q~mzX2HaCuJ^ z75eF!$`^@?p2Xoh+5B0+pT{kFn(eUPe~1{7(7lIVb!k?^YQ%*&G9#^c8aQG`{x9bp zA?W1W!cyv}_eMElsspgk2g)}Dm14k;D^;avY(n?6di8wuIp!~m{pd~afNzJn>&7PT zt0La_oL<2Dq8x4+3c!<;v)n;H;UB5_mYn1bUh~TNrNS`OhYUt1raGXPyz+YxTRw^N zbC=0@0UP`~V#6^3BX~b%0hFo0U6<Mtj`ZT54=VUfr+NtZdTi)N1@=pS^XlxF8~C>5 zb7senVjuLL@g)6%{-Q3`m=Z%L;tRR|zaS0#zWbjVd=s6C<rCj+WQ9>@td)B;AxBxr zy@OE=c#d54`wd>;!GU-l|KFp?k;tjpC2r?JL<T=hS+Ih>mrD7T?X5F$!c@C4{F^hu z97i8AxeI*)97HoG>Kqa}pF6)LkvF-rQ<V|V?||>^)=xut?uVZqoVtQ_Z`qv~GKA;& zD$L^0Uf_wVacLQ-qr~V6KYu*!PVgxjcd@^LKb4Mq_ag9(g-*-o6zC2{17>Ru>FCpt zY&3ljooiqDU&HtCFPuzfcW4?yANN)LYc}9j*&TwC)3N_21^VlXpubs-HB090hF^?v zMDPgu8~3T4YyScteYJ!`kSlb+%Xgj_*JD4acvtnY=m7tBcGR@RfsZOoKb9*4{&Y<` zIu<y*N$1wk0C4-pX`NPO+#h91&y4QY*%K9>IsWp%L4zCm^B&ic1N!BusuA?^ur0nu z^?0lYd+(X+c%B;7?S~sgkc*a=VaWn~WJbrhb~FQh9AX~d=`knq&C%P#2_(>?zEAj) zLQitm%5xL{hr9~fQe9W9OBWvNAYKNX>w`s>xytDOy{CCSDINU?)|<byQ6H2glHc&4 zf<GXWHdGxxi`-7hcYCE#&r?ow8Qk+C(r+9#U#No)X72PRTn9M6;qiPcd@vI3GMSX9 zOIe;tGj83+`ch8YF##Ss&&of05bu*#>-t@ahp5AhdW~q&uh8YW&Jl(BuI`9AeTgJ^ z(&0zRzb}F(>~}MG@d&=7X>Bd#cK8Sw0w(XvqmSQakNGq3Q#C&ywOf0l|6Zj`Zy9)7 zLbUDc+Bx9-L<3WbBH%jZ)8o>(uOI(wm3oc)-h<}l&Hwuzjx(Ro`3>AP<X^MrvL^H< zc^Xwo;1N>s?9TfWxVO@nM+dy1qubu#eu+BZX!wISAHmaH*q`%>uf~<Q&%<GHzyZFh z#a*U~LXJd#>QON_Ez}!bQO`sjfdfy`6tC>_CdP>g(eKO1DKdKQ74!*pbkCuO$v*IZ z45?E@=fel37F{8!51uviwts{)p8Ma`@eNbxjW<3x$HHg4-5sF3KNh^{&Rc1ZQKx=X z%^bT4UMHu5Ngx^TQ?T$nO{^%+0q$D2!;<jPGb@fgEN~>Y2Qw4}xG-n9_{h7p+vp1r zA#FS5joj+kon(#~@C9gWD4B{NzedD$a_BogPu-!gVep&Zo$ANFx&wcvJ^RxY3IFrX zoQY*s7ebU)CxG@Da{CwL-am8zu8!YZd<XkSYAQM}3ikw;hd`~TJNkXid^pst@xC|{ zm@~kO*H#e2t#~d!cYps<jrFD>zUwV1@SB2~@_Rw_qtN*l2?{Zwzl(fsi}x#@+y0?$ z8{oD`W@~AS$LJTo{#)h&`XPT@pN^F)b0T&v3GeagaU)*l+sXvqgb!<Qb2R^-1EGJ_ zuJ2(!@|BaiM#q8wJo(7u@0UaOyqemu65~K<<j*x608f4Tysz`XMd;%42INb|z;(;C zV@xIRxh{&$WLKg-ALpZN`G390e7!5NfOAMJ(2&am{q|qSkB}zexktN??BGT&i}ZHv zaaZKh)b4XohR>jCsn6Tm27dosvKMsp&@;^rJ=0b}T~GZYh@}L)-j|lakHDXNuWJQN z4BUt$xsYE2R?v-k+|18;pr5(stF|8e-Ej=h4-ID`hf&O@Jp=q?9kuTE-%ZTdO*?06 zj(RZ0#wNzj4Sk7TkA_H}!T%_KO0-iK{T8b?^IR7^hy<P~k=M{cyKYlj{sE4Cmttng zNsqjHM%g<a;C0gysD2ipo)Jl#FOTwbA*>3SQ&!=_@U809NCbcNi#(mqGz9zW;c~zg z<c18^KdGEag+BSJ{l_chO7x~nCnrH)Ag>&{J9oyFa3;4Gdkwv*Q_pXh)d0DLmwS@9 zaj$spitWxghwuN_gjXyMIR)*^BVFJZ1v7)E#Bt7VeXbFFBnRE?`6Ze@;FbwmKCTOs z4n*}wH!g!V^lRu}uH2!D{_N-4bcfKdKvPNjK=Ctp*jTL>_khPQbga~Tu*N)*@g`Z@ zgTOy}w;TALU|vn%uE3lO==UNjTtU9*2eOP550*in<)2G6YN+qnB%k$8VI8IKdH6Zs z1ir@c!J7`?B~!xMGKTQpiv-nIv#|f8MH62R{{_GMLSp8vD(cqeS?Nsd<2SC$cXIZF z2Q_-S@wOAWGgj{wQ&!;*yw13BqZs`i(L=7);5DC_q@I-i1HI0p>ubXsoVSmkT{RhT zB>u{`b6>(f7`eu>WV4R_^*H_~`9IW^e10+7@X@pJjcN-AqMvL;W>^5anqcd*(LC^X zN-N_Y_i_F%el>D3s6&p_dHvXXx9y41Skul?@S;EDPl+5wefVKLFGW?^89oKd=||wn zWtN5&7NLtB37J*AsEz(y!7<tx8Tj8VW(Ymh-R}p(6?P5aT+=Q()9?X#w*v~6vcQ|K zW?Qc5aXJvC#UE-|a8F-w-QK0nfxg*j$NWn0HrXcwzSRc(-)F2W)JPyl+C4qGW(hgi zavnBEQTK22tnoNeAP@J7gbD}hf7kWPRRT}IUvmu^<O;&?^6t86l!PZip?BlUqrLF? z>L|P2(T0w!-oY5=jOTIQS4gANg?P@*&K3&Yvoe&DzX<nOl&G{Y`D@H=iA%I%j0Z1% zAnaOjF7!XmeM5IpH?K;l&y@f-kkI73*+zc=jlzE%U3WZ|{TJ4oP{@dkkSHtJBH7uL zQAUUoW%JlGBP%kJkyR9FiOdjg3Q<O-l+0u%A-m*v`Tg~N-uI23=f1z+bFOop>s+Uf zJ%bv)H%vD;4Za~BR9#kR6-6KVU)1fpf7}Qi^|WX^^cD6@f0FcF#QmX29GgadRG-Km z<wJdS>aBg(y>#%emDy|o9_T+&%Xh99L!Vswm(3S?u(>{N0|D@TQL@4sg}0%<@T2nk z4?37YMFC@TDmQ{&B|FlO4SorwSG@~?H;a7g)zU9PxADqg`0owi`PcU8zH-RV2Ws4e zo<k?G8m-2N-y1A3!?#H3MC8QX-H=9oZuB;7d($}1bqM8o2E=1+N}U#GoX>1ci|~SH z@YysFXzqtEB8z5F%=iPmciwePfl&uS#=fMBubG6t3Ge&o_#8=VN~IRL@Ev9F3;iC0 zeZ>JxC1>d2LsI0-*o8g{qxk*<TRzvF<z(mfBTj@Cn9V*Eg6}|?81LodsDIY>I>;ja z-ratG?;X^00*@6HmX2diO6j9^0P4fE1GNo7y6~fKd(tI_dOY+<Tcs`dxL9Y|<NY_F zAM5Ix{R>_{M6lq)@EFePtGpy_@S6`FG1@$Q316Eh9)sIZFP~Wa8RCaHD?D;YofmUl zdTZPP`M3v#6Q?UV5r520<5`jw9f+p`daSF^SElga(g<<{PHM<GI*jMqceo;*w-)&M zu)!BaWqabYaFRC-`l;zX(qc5I7Yg@T=3W8MFnvS#)_pbXKQR!rynhb3y>F2tnFG40 zsKE<|I^2l5?;gd3uM_mCY>d@7XEl%71BNV}iMY%)(=6a7%j9PY%61M!y5H}pX&TJ& z)cp6AO$h#p3PGu6L(bT%NG|blV9U=iIzXir{iovUz+1@UHvV<bJ5VnUIUh0mweCnv z%90oYJspXeh&Rr~Vc45E>eHXf1|94d>hC+Ez~?w#u$@62;2#z8h3$zW5uQpG%H@ao z-LHT8RDloNBm(sGWWjSuyjyq=KKiv*!aF@464BenZ1V&Bjl_i)`P7GzXLtS$i%^5E zpqC}-;2NI86SF37=or7hVhA?_KWez5Pjv`=S;q4V)Xb82ueqP}pCO*Q)q693RD=%X zKl8zG+)K8OBdkVB_C$@{)i+l^U@q<nDVCiHy2hI+a)poZd-wBM(}N#+DJ-o|hW}ph zt$uyT2A|(3M`~)ykr-i88_`GKJ^E2w(Exb(eA+3ypf8RDqi|+jHJ1ayag*uo?J3Or z&6V13`6@1wk4tf6VXmw|l!EFe^sehI9*)h}bNu8QY4Hl?J?fnrM9L7~B)v7WDxsgu zZxr@Cfqq`r)IYJk$oDq8HdI!SCobQ3*<|cMxHFy})WE(IV%xzxgJyWoJ>gu<y{L0v znXl(7p}$<@dFKJ%Bdh%DsaiV{aX3{pj2V4QdkR`r4PE#PNuKoIO^&%`%@EZ+&_{If zRR5~LxfBhek&-?DUe89>zYV;>kGbDc0^HE&f6x2KcOLn5NW!Xs5qe2wqZN7{;9~wN z*UEM5uYH_U(24q~ljHuiyU+!By9Z8YDx)8Aq)2veF6Orj9#z#{BoP@c57z2_!#C>X zUh-1lVE4T{T+V^t_aQ6s7d`;}tk*}*R`ij4lH5Awf4X2k^My_o`p&-mN6h^;;p1fW zWtv0}9K!QPAQJV;YHgj<$}I<?XW{B?>pzYJnMd_z!YKNHZ*=Jc!jU%}9Zm$q!{0pr zic5C2GqJ5g=J)Hvz^!q^s<!RmjqLB4zr6!}Qm2gF^|ROqbLe_3J^H_v&L;x;rJM<} zjh*RBhu~KuVKI2a7JKW$=bw`hpGvd6SkL1*zwxz8jS}}DG$*(D+>-*|Sz*e|H3>a= z{LBI~`oZUYMs3)%q3?_Ob+zp*{HrqbW?Y02@9E}pwMx;CH*!o2DFhC1yg=E>;!I4P z%L}pvAERV=_ks5<dxG_Bn&|FL?4=u~h<)?`@$C-1g)DFpX&`itw;p?s!_KF5qJF(l zWw~+~c=~PR>Bol9b-6TA5qEANZWqNq%tar&X`5xc4RBJfjQ0MkjmTGI>)s7`-tr^P zJANBsu2lQqwwG$ij~|{zk8Xp$M8RV2Kjb-$Dr=X5B<#JryJ_Mo=0vz&W0e2#8@i}h zgWa=pm`kakW>`R;9`+9ly3+#PL<N1*n_7E9e|hK4^D3AVO7HtG{3hc5$Muk*GU$tc z%WvxA{XE<DqpEce>h<H49Jiih@8fR8?`uCW7m*yAn!m%5*rmsp`WWZb_&b%w3-poH z#cN8v;(=TLn@GBXe)8Sh-P0aM*q3wn)nM6M2ja@|>8m$O;e)Uyy1eDX$Gn$2G%5-6 z3Sw0x#r@!ieeC3VWt@p!l^hqQXD`7Y_cb|<3;YS*k6eF>IwSZ$mR+iET!^1q*CmGV z_d1p99CH2-{l|><-xi2>sd5H-V!BR5mA$#|8sd&o@X8@;;O*;`EGz8V@aI_g7<+31 z{N93G86k+i*7Z9ARa)>(cVu-typGRNf4ym92zi)O<aitSE#4vD3ITceIc&STDIAXa zss6a0k}T%1vSszXyqt-BUmmin(O|zp<ucv!f9QL+wq#uX0$=l4&+e2C2f|8pcfb^Z zd2Je!H;W<ml#TWr{&feq(q!XeMk4(1K3sME?<)3klJ-(EBOkCQ|CzX|Yfqf&@ZQ&D z2p+Yy>+h)?7otgGsAbnK^l5%-4=tb$nl=5A#Deb=rKfm51E0gdv3Ij&*@<XB`9mNj zd24TEk4Zjo(tyJR*BCQ+Mi-Gm!=KKC+t8iMwuo~{Ir>j`fxqCcR*j7oMjqL@_hMuq zcvBe@w)f~a+<Y{?tp$8`iFj|mF!;2g<)-{s`2OXL^*Y)*BtmYT(qx$xe8*B`cjHkf z;$hu;ngb&6^ZL_QTM7RH4Y6m3{4Y8YR92$K+*vrkk^i<y0#_QS5;QueJ%}3$FV9J* z0l!7wu?hp;&Stv4TNM1wqhGf&!g24O1lP76@pmVlSu$`LJlUFivZ7F@0skg6<mvg* zjc~30ebx^6FM40hS&?Pn!Rj~xG0fL|)6W-n#yP($u(Z+tA9UM}JT+0=u7rWY1Gx$4 z@f9uJkhmC;KVF_-WWe7aN9&gmhCZ10NfsM6yl+l9#$11S;AO>MlDfa)$LxCBIHk^s zIGL*_-I0rV=aPm54a~1ysYtkfyv&}UY%A8F?Qtfu%ej*xMWB1Ud6r!keB#7+eoKmW z%rOYjho82<9H~LmD)VFL{dg&5ZUN`otkrS6XK^AD!#R6z^`KuM8EBsiJyg%sHxV_& zZ;GVz+rQ(_H~7rat0Qlu{&qQO3m(o>y4`^Zb27^Hre~{K;d|ojqw9&fq>pj=x#(5+ ze%+R@pnOas!pUyYCICN)lWNBX&@T*;yQXT5K2b~J$jc)M(DC+WZrVG7zYCRmwdJ=z z+qTx7O95Ug)gst%C-zX@o25T5??@<#TqZSkLO+{ZB6Cg-dj7aZRX6;zv1U4vA9}-G zU*_HxqyLk@7RmM}!GUnK<|(pI#5`<3KJ9_0u7sT@>&uIm9EcoirC0pmS$v1;FD7yU zpL9C}rsMalvmPsm&2}NWIN0k8`J9L#m8qTr)baOaX1=<JL*G=UATT(Eb8ZnoUIJbx z`H;!?Na$xZPpLY~FgX$(@8<KzQ6E)W-&0GR1s_m(b6X1d%ToQeUnB6xJ#?u?SZN9K zltH$iCMBKVKbWSMX$Cy6mZUAT0zZ_-oz8xUuR7k%EE@Z9zBs!MJi>e2!$?IX&H}tj zlNHB?zGmMJU9YqW@WFzeMM9X<IpO#6sSTdz{%3io*|L$J>hq^BP`eUrwdYl=lhNN# zXt_j+gukpBty2^a{@Em+6>=8&W!=KEP7r)&YKTfOHR_+G@s?1;`Ry$M3ds@B)&FLW zGhsvC?lMW=pA6r1vc#_Ez*F{Szt1MF;vCo9zL^WZXMMZ%f?-z@aXyEc?KtiOkFeP6 z-BbtS0>|0x%a5@)DK2twM+EqPb@l%9dGN#V^x$h91W%hGmS4)|Oho4M$W-csN0aW@ z;1h$-kN)FFzR0JO7lyZ~Ku3}HG^;HNI5YjX?l(zg@U42`Zw2w+*A4`0s6f}L<0ve0 z9Oty#S*_%Qy***LE5xp06F54=cRaoh`t)6Nzhl62C&*no{|5NBJ}t8{1bF4WOyq+k zJkPk^a>_N-hw0PbUN`X~A22UnHK=tYd`WYjXPkl4MXbxb>fH%zx`lYd&)6&2wE5xN z9~Xk&`<59U`r`Y-3%Z5TcW$6NLCTB69Q`%_W3i(y1ow&h+liR3mn$DPw`;T~yre}b zF9XMwalWtlz8$>ez}1|!Q~3RQOgXa9iM=&9wf5@9yz_F;eof#6mYd7l=cM4P>%bxH zw-<cc$mZ;$8xF+LcW?7VOyMIo!bS1%2k@zukG=|cfb;zWi*LN(+i+7^<@p=T$xLq- zUPnK~L%$|Z5&c=RMZs`G^tECiwtamo4`2GX6z!tWlXgF4;cdtJk9=27wp$gx21c1o z!p|It@8>UO-9X<gRq=*i+Ke-i>S`tH2Hdfm`eo&9)M>mMwmmw-=$9U6=UJ)49@y@m z-=9ZgZ;8OIl(9}XV*2@`)!U-bN98fRba`t}=uLlbJcIi5!Abz1K!5|$s-5O0$AkUz zR`P9z6~Oa6rfnn0r^&|-dVB&OCPBKD<5%NOh^Yy%B$y)4=k?S!p2B=`gKGBE1_xqE zo~mM%AA18L%T`}pfsaDc?$3cD=sR{PN>g{kFMt2f>~2fwnH(Zcs6e+wP8arL*#zfU z>Sc<aGWsEj)r)SG_C#6oh9qw)^hMRS+cwMKH{k1{TD$<=jeew5eJ`HBOiz(UG5YYz z^0#@qfzJ{eD+>;yAL6;p{uy(|zsz4OjI|(tJo~;_5siI4S^o4J;DeaIa`C<u!(5k3 zk-8;xATJ*T*;toiUm@Lbsr{%IbRCY)d7X72&OLblwA~k<d;CdL2K=2YCP#gDi=l3) z+8L^kc)Dl%g_V<t>)}uG=cFdFXQ|U6<Bkt>xgEthZ5QBY-kM@9MGZYv67g69{PNpr z;h9h1za~7=Z=StqNAU8!IJq7COQ1r_E0Qbr(L5%#RD*AD%2c_RS9X~YAv0)?G(-Ne z>uXj%>OlN7ImQ$$jeT|0;;VeXQ6)i9ghV8K`j`2b3t6B~yH(k~+Z=g@iH>D>8|s7Y z+#CC*Fy|gG?aZp|Ot9>cVj4$%K+i4sx!@1<rP1x<!8*_{mi)LszkvSj-;vC*Yw&rU z`9mIA??&*7ch2rdf8|DJF2`*;5^=F1dHHoS_9J_S1ooj$Fz$4UIt_j{J2sfE<r{Pr z{zm=0KJbky){NVJ9y(3DHgX>1k(sFXYq8*4%Tl$+!D}q-&eJ;yT%&$+G=ypjdl}_( zQ)2@iphN4dW8$?Zx?AZ3ZlJzwD4bDg>%)ENtax3*37(0RJ(B{QdD>y@au51LC)(|4 z?|sDlzE!2g@SH2*wUc}G9O`q|^)rVwkk3WJDfadM#`hO6dVTl=KF_mbv3J26#fvla zJ3j#*qPAuvZUrBDrCqg;&^H;*oa4)rz<FikiGB<{SSo|fNB5`B#4^crOw9!SnP<C_ zA3%@4Ut=MrLlwMiIC%?s=obGrpIrl-6Og(y%on&e`tcV-4)j69F9i%1vN{q+XAcBW z76CWMMQjv6=aRm>EJh>XKrlG9lSDt^9Q(98mk+_G?DM1KNX+>fePTTnhj_dkJQsW( z`U=PV+TvT99)v=e@{b45Mex(i%-s_q5k*-?6@qYH<uBG<5qXXMdN$g6n;GcqQ&5Qw zAunkO%l_uT+^H+$B*n8h52E%nJzI_}^fLF0qW9x|8t44!Z6e2<$%F>k7xXz|tC~s& zaegPlq~k0baUZgs8l`dG(=~3@yhYtJ|5Nv-5%}F*R}Q`P;&dX&npa7#Ip9HGMD0kx z{TCVE{X`NzAKzV8`;`Z<ckjt5tC(EiDB80TL$mN}cv_t84?J3%h1GtD?@c_%_j3b} zyjR_=d<MMxZChcBht}xVp9_ks-h?mEbi}R5AE*<)Tw+UZgI{hrCDWy4@DYw(q&K1@ zLix%w|0L86{y~(B#RlMsn0GlkYT<jclCc)lLl2Ue64HIml}IRjJ-2fL@#;&Sf^it? zH5J{dHsqPt_b2OKgI^_U_|6c@jD3<OYA<Ow;D^%?v^{he^v)AT-btUKD;hQy{sNtV zH&>Px>v8bb$Gt^e!TYwTFrOZ?0IrhV2sw@Z(k!jdoFRDmy4?=Po?+j5vs16a2Id9K zgcU_TA8{jY>~aYAQh*PV;^A|5fS>;MvN&?>2VQXe_p`bZ`w6qSk5L?RB6@s>bx!Pn z9${9b#K{LbEq8H0k0apy_rG22)r7ytskSE(vo1uj+vf$^6Tq?ij|4U0{FKiOmwa4? zua25ga`SQMbpB4;%qxP2)XHPsjX4mTuO|&M%z>AwOV9G*UOQ$*jvm9G%b>T3tZoIq z2vSI$8L=m%<ImZdT|++nV$Q*h`%3q-^%Ea>u=IOjq_eokOV@6wk=NpVq!kEdszA?G z9(cSMb*<6jo?oJTn7`_s5oiFemU+1Usf~am0nzd?w_fbmV1Ic$ycGL@1ao_=_rN#f z)0cZDHynwDE<VMyD9pX5Ye(e2#9lA*+E1|XAh<JGXPz%Q6MOS@IQyVCx%c&KiQ%w2 zagE_x_qQ<*;+M}~Zc*^|=k?#RMAm^f_R;Hll!H9N6%<L}z0lA59ZUv~+pJAB{U8<b zo_eA>7SEZ(bSHBQ;);=O75jB7=y}U|eZvDV-!vy>;D)*+){(s06TD=8XzsP!7Vt^1 zb(MRKes##By?+>i8@0cB&{tDH2f$Nu#`l~P@tS>&MFMeoV4(HsR)6{k=W1y^qYJV7 zNOr|@<YT7<?OS@?sH4QwTbFoAgoyZ$h%WGZ1Q+*%A{opVy2O0AIgPpC?>%Zpz}u5; zWceG%5NH3M<TzgepWi!5LjEz}y~IZ-_dY=Vx$t$ElMH+C*xVR96QT25=W<CvTp1C$ zv)>zWGA&2seJJ>`j3<X`zXC_RQ0qPa0{F=C1m8e5>c20ieyxzB-qfl)B(aF+DZPf? zKnKpZINjvb4L9P6hyTpSkI*aM`&9bMl0<yXR*xt^oi0}7Zhr17e4CSo-l|uF?~5<v z{0aPS?<;59jrw82Ge7<iaKav{d)c!UZp2|b?ys_V?rDpfhZ-2&i6KVu-{kG+n+kKC z+3Hiw(koeYUW8wR&#{G_8;-=3>0ixOIrPnFGd=aJpc7-VjSf16e$URr`}_u|zg%M! zn?Im`y(B31lN)<iPb-|zIqgnJRxO2>BsvkAq0)AWis%PKP(P0ZFTJ6nDdhkhM|b(w z3nw<{R=yu?kpT|z8oans51o&CxkTI}WAJumdAHxp+Y_m8&mQ=T{Bo`EjlpyHD0!sa zzq~Px=UdvKsP!HF&^*!aAIst6c*!O647&?)h$(x{EeG=(wK<MlI6o(I_qVbGAIV(& z-0DvS{B~uYeap8<_LzGgqX~RCNW7%LLzu&M(j2Tnzw1(u57l<m)!TgDOr86L`1)k` z@1$?=zo24r=)iNC+sPrmjy>3u2O1N6zTzAoyE&JLyrpyU<b>8GH)4;xz+Ec*d&=zd z=bH=g(>(8U)C14^O-bMl4dm;Gr)RxZP=}O6DK$12z=zXq+mmI~Cx2AAlMbR^;@`qO zd^vgx=Qd8=#kpGPONgn!JW9*7Q}|K~_9zJU_kJ=$Kk4*1NhgFv-0Bs5Z$62*^79F! z%?n4O@G~97;!gNFQSY>g0q?IMCH_?%IL+9${c1-Q_)^J`OHTh`FICIo`&Q7Q>j(A< z>pZq69v?my)#r@wO>?<13h%}HG>t?M@Iojv740JMSn}16t2N*ex<clCS&(;kboQ_s zD`5{}^1~iR=>E3-tX)5YpX1~f8M%FuL^$o-vq$t0_MuDc*=a6-`XzX`bUAcet<gDA zKS$xi>L$;+VFUgmYo%gF8~WW1`Zs5`qi=3%Ug@Waxew26H00UXS9vb3$iE7Di+e2k zr_Z?&{7io24CrIoJU(nyk3N3hrBAw|H%Y{)C7oy*Q{;~exhK4J!D|LpCCm6gFXLOx zRn3gOM<?fhS0<p}N%z3yaysT#=A^3aalfmMw2LtKLicI8GQG$RofY-jQz<)<-`P^G zt>S#We<wfFuL2xPcerbs68LLFDNeTs^|OsoYaJKnul31^l@j2GaQ$v)^c$7q97kn= zJ2`@jG==cIcB@XjzVsURTgWk~3H{LU&6K{U<(U6qO3yVFME&!*u{sC5pNHUA7V1U( z_vchs|J{ZE>#x5H6UayB#813eI*2(Znct(kac|t^B}|Lc;G=k&V%nDrdSrH2DstfY zB+225oJja0E2@aSwnBWaxF&7*3;L_k+LUYQ*e9-`E8LF1SFW&;;TZht-DD4$Db+)t zJSOmC6!B*?ns(IjIrdkXB{J_toXoB{!SNEh7oO#>E8Co0iL!>8r4i^t8S9rDB~c$6 z({u&V08iN@(mKDhMI9FMpLon|^lz^HO{!+Z{svzCm~ebvot+jR`4X`IXXWIr2nG^i zNHL!&fc&=dqp{ZP^_H)Xg*~SNc+Mka95?@BK58+T`iQtYam(xHrv&8Hjux8b;C##t zh$`J@vB$oY&G6)Cya$zY9@;7#n5TSlt@)KO&SfHvBR%SR9qJ8nIeQO6_x+xGm&F~4 z^8u~FnHS)L)a$HS?&3fw(eS0$p&qw?@cQZF2IyL7)BHyEqi(q1z7PuhdvR~Kno<Px zyksihjlhq|j-C9>fqvXhXS1Wr_+CDNf(B1>p|6dh(5b1wyr>GFas=M*L!%M5(~0nN zv*Ay@1iq?j#<Z6X`PeFfx{~QJ{8}4l1&pEVd#+{ZbRFl!-`|`F(Zzn*FQar_xL+3i z8IpaN!@j}XEc$v7dqy|^+74sRg2wfnqX#~Z-LG$nLOGbL-4pxt63)es+yj?F!IMi- zKDrzzfzMsJEo0pcc=_A5=^@~hjBuk{Q#hYK<y!YRk3u(7=eV*x-VHjEft7#gALsp0 zw@ijkZSul%_9v*n3><t_4&KK9k6pV&bq#w)_S!buGa=5tmN+H*1AL2tn&)=pkGBaX z>mi8e1Dp4{^$);DSFmik825gAPs|RlWYnEM)ycMWF42pnpMPG)9J7quxPA?ZNNdhE zeMb%6UP^0QA?kv)zOOyf8<=mpHZU*F<4O>hqj&XIf!BT9A@mmSpI35R{5QK3Vf0$# z^zLcgzx^lmt9GM4N;lj1>Wq2Dr(=6r=D=h01|~X3q2FsLq_i97@R?uVAvNevPiE+` z$RRI1`cHyo#{lp{fnR<<@X+^bY8Gjgm{VXmdcYKY$ItG<^%Q%7Cr_npPuPVyI#TF^ z<5ci_U}s4+9Y-9TRU7WC#=f1_oZC$5`1`~>oGM)}6KXndC|99_5)aCk^!tT9eJlB& zO^yM_yoyaf4?SY!sasxa;0^TV`P^zhxDczQLc~5i-{-VNJb_Lw#6ue2dK*gMPOA?Q zL%{LFHZ}Y;h~s{{PI|pZA71>3^?>O%=rF!|NwlMX67HS%gZiX9ex8_Uh{0TLt)X2S z8Hu12I(SX|J?3XJb;UR{!1LE>O51qjoTeukFI!`-^#apT9ej>@;|n!cKEO}^1NoW! z^KJxjYBlQ50Q{Z)JhY_V3H+Y<=F`f$GjUt`&I&*BZ}|0*f@{#H7}Z<cDL{NX<>HgC zEQ>xT$MG+kHQ<@+`y$n$-`3Q)l<n#apR1C_Q%iVWtucShf)89KvOF4pC|<|jjkGt4 zv^S9_!}X`?+@arHN+!F8cp7TzQl!J~2wi#m^zSe3#I~z#@h#}jTc>l{Slz<hTB;Md zwg-u57a11F+Tl#d-dq@eSP0$u9S-6BHYB3Ni(Ts1EatfMA3rM;1zviewd>px;_lVN z4?g($*Mi29yP6z{jM3|J)0ODE9r*du`Yh&n{<|hf0xtR7ufBgrpflm`MIze(&SH$x z5(t!rpLD2%>NmW{6^ox;>8K|X{0yInQF#zIbDfXtp#Lya@-;RD=Sf6yIP+L5e359D zJo!=Q#2ctj<k;bPKCgVJvVu6RVgK2m6@0APs~jKb-zp+)CN3j>C?6B1jZT2yoFuhG zybSa}<HdbP_F*38348c2=-_X4wLJa`epTsuKzhv)@MiR8w}$RwZ?};)tELw8!YxgP zV+)SNc(nPcEFbK@>~sC9df1s@80m4p3;z98!4!u>G4S_h`7>@Q<hNTKH3aHTYc87+ zGXv~jtceQ?-wPd@s?Rnf)W<w@!i>hZ90~d#-=gTE9EihBL(hT`XZO^FAKV!ZKZl4! z_8|K$-Tb(*FO55Kd1pc0B0gu6s*i{ko}04UrMIl};1^sw)b|2cjlRqMaQ-!XVY2;3 zDJ$V4B>$$a8GX=(J@MDY?cgu`LC%xC2<P{iP5m#_kN$so|Fc59oK9<Ht;CJIF2he^ z1dcwTpI)LY1D_av3W?WF@MW6LzahixMJz=gOlGM-d>D>*JM{v6S#DQq>x=NmS<i@2 z3&&pI2+_c%K=?t|FjU-2f?wIUMsATo%oF4oYw6245%i0a4e_`~Qx9~fx$*OT&tjjc z?Z!UQa8b79O&5aU>3{de101o(S1$3vcHm%r&l6Y`N_do)pSkf7eUSj$@*XbC>2oGL zBlb8F8n(Ng_NZdsk%x#L2F}{;9n-Pm?M$5haHsepIrdX^kk&VVqmy4}O|+x0BH!)r z=TGZM1RZ0^W&yw1JnT=Fstw%57NTRxgy$A~VVlYa)bW4j`nULVnwQPGPgW5(eoAc| z1b*&uSN)`fIPw1Tzza{z6}w(L$HFJ$Nw5ZP;}8We`ZuuLgTDxS-75a;J-Z8hrW;%D z)_w{3F`{&9zDGdRpvS8O@8i4t@i(Z0S4vD>xAa_<M|SKPl7nCC>a}0($p1oBXC6si z#re(mdsj?PB2q+453%Pt5v_DbRT^_02{AK?ZN0^qLy|f4^u-|dlJ^}+EJysc6HaL* z{)2BItB8Wx0`kJ_8>I-;-O9HPS22;G-+7%m@B`0Ps&ra0@fG&Dop}|Ym<L~r6XG<~ zDbUx^Qe;-4|8h3S;e;XPMwUFiWUZjvoAqS9bATK3g@SkXPNNT2@5$Tk4gB#mdb+Cw z&$}zHLc=2n=aYgr!+He$X74kzoWSFyBEL!6rNHMuvT}EP0nh0$)i}2c_dw0Bd~XwU zXZsJF+m4?T&rWRmO#$A@Ma%FNbi;$%^(7snn3HYlva3d%I^#8F{`3!UkJsI?vu?Qe zmyYkGM_#XbVLbN~pWi({D3CoG^(Lpr#Yiih+u`3Ke2BB7&+mVe`3hdDwCu6067-Av z-wrULPU)Pf<vCBcbx-XrO1d#O&DA*`i@cEkC4gu@0NtCviVijI3v;1gTZ0jB+EqUr zQy<LX6=*#!gKpPV)cw*I;DBbok&J?F^oio1l0JaXtoNm8yNI7Zq2D39<?m&k(J{QG zlPNuun?w(sdEv>Z4o4$!spcD>i4^PwIdH?%FBtX8cJXuc@U0M<HNAcm{kRu?4{tAd zq3?R=j_J3v=+~G$h~4ydASMTrd>-Mslxy*Sh(O;%GIpG7>I`(pF?O4)(1UhIteI|i zaU!($yLEdSLf4Qs?lFMRz4SJrb$1v1@qP<jsX`z9`8mJLTYQMiq9#X+zz?w>xc|Dl z0QI)g!5FU=@ON#)Uwy(*Z{0sOe-QYlaplwb{lGP$Ew}u0hvAzyEgl+1=}JguzqkGa zp0&^69MOQjcT>x~K`H!x3IV~!pTMK51FB&qKHzaDZSSzXg<jkLphh9;)4}xozyIO) zDAf-hyp{<aa(8ni9pdGrF+-2vOYGCSTB-Nq2<oaQ#m$eQ2fR;t^osl^)VpJp4?2KP z{EULG?E?=MQYXEyQv>sQuVNKhWze_G*whXKJ~av%SEjuS9x-j`GZ%1*qAcCnEbt}m z6hao?nZZjw^^xj2hkogX)9rwA)O)@?Izl*q>RuNZ*E8^3o?6!JMqX34<rXPZB@rk7 zM9M`bIS~5~O3CzHfKRE0cA!tEJ@IAwoZn&aAyji*KNr9w{%yWA>Yk7J8=J^wSxNl+ znFQ;P=(8}=Iz%wLpdK=j;E+L{@UJuu;&+GM-OnkYT>!XEFqDG768bgXjB9d_oQXf> zZrwIGKhzptqrt!@gDN&9Te=3-$DM}B&>JkP);e%gppMVk7v+rp-bb@)^(SY+Lp^2G z8N_@19$<3jCV1G7-DPvPq3dArlTQt0!u`HMa6Zn%yvdy?J?lw)?$7_|xg|)%>dIQD zRuu5^8D(A;oa2V44ySv8yM8|A$<zivev+T%`Jy!DtFaa}EfW4?;t|fG|KJy*^x(~X zKI~gR|G|U$1aR=Jc@y$z;HrJs#^{ehUsg+d%pZ8jM6!tGGS1TqRY&I(@>b!1gIq}j zc<w>7&)Lg({z`qmJF{`G7pva98;1^#f9eGt@ULgZ6FF-1uS=gDe!fc)_*9~<)iMwL ziMNGSyxy4Wrx=Q=qsF~;SJLGC1%8SD?P4T+_7+9$WrSDZ6YdqQTLygjFy?mE5%6w= zwENXW=q*!@Jbagc`1tPdnqvTbd#rDHu3jmJ-bZz>kUHku=hK8{p8UH+<X8CSD<Iy8 zGBD)SK@awc{jlN5QS_aCl_&SBK@VCd^?Te6`d5>-GGPH{LNm=pb@mSG5(a}ET2JwO za_6NlT0pnx{FBKZ_;%@+WH=@A<qlfcIIp|Nt8)6MGSA?-&5HzZbpqeI9(=ME2)*Hl z=5o&>=&;zzCyb#B%t;$}rK@ltTCTF$-H(Mnh%qzEdIfVPntQ4kIx#05SiGNd9y-n{ zAvr4CH$Ah`y5Hb0)I`6na5*~?CsxCT?*k9YINd4~0WTKG^5ei^)M0Cfc1-IRz;`r= zJHx39-_QA$wWbe=Sg$tlP~Pc5e9cO}{No|!yX#_)7Yl($J2vt9*8})Z1f?Aj`HVdm z!|hEP;6Y;)y0U`5LAUklO05}mIoh(Cj~*eu@(o&%jUaDH8<#il2Y-@TcGqD|7Ctzy zWMucVVQy~h*n-JB4}z+g;YfTV^zSwjH`~0iS1_S~?GtdLkA-}gTZbEQ;k0dA2<oq_ zoKYwKzc^QM?ygNgp%)C*Y(D6Uyca4NX^T2deuseVCoOyIMY|gCz6HAYB*W<}=m~GD zZC95D-aBsNZK!Yudt6L(uTw!^nC$-ZqZ)80k-1QLw9t)c6V9m+RRGRUR#2ItaVF{y z*yK^c_e`O6V%l)rk)Zf+?K!0<^m^<0b$9JBe?YmN^7a(?0x!4muvW~~3;v$JIScME zOI5}6J3g0gBXfWa_PFj@7@@olKF8J|iBp_JM4e}kWC!kk;hWsl6htDXFHROI)otm* z_*1%Z4(PeX6SjEWKXJXPw%0v~%jN6NPjIiu_7<MKk9v9g;47|kRN!ZR&vmP!k5H-f zT;%+FXTp}UCQqpY_^Ih);kczc!Nxv%&%?r%@QDh#As7O`tb8l>fduFY{RWJDpl7mB z`)XK;{?+5tKZ1i1$ApSIEMFt9zEfx7unoc<mv2*L`{Aq6^?=8u=c7F_IXSc(*aQ8= zp?d~t%+R-Q7&+aApM{AiohZcD#F?Ley|U5&$ZcQgIEXrmsV%^$vl4uN+~BTm)E!4v z0(SkS1<yVEN$xn}-lxTI_msU(#8}0r^-aV}#w$0(bC7TPJ9c{BkHY6aeu~6xf_`74 z+r<;T*q81z*?XoKdJm(JAifI3ahgt@cM8B4qHF)EuR!lpE%aPY5c3$MU}5V$sGCo^ z|ECfU-yia^`WVb5`s?H<KEU@bQGI)QFb@0HL$0J2pr2@e%G+cO@%PHkv<FJyTZVRN zdn6;?>F5?c4~5<*e0GG$If*^2q#=r9(68;MaSx9E2i+}~l~9d0>L?krKvC2e>Ap0Z z%IMqadw;X*K)+{#^kJthe0=^GO$2j+pD<G<{d2zwoowt6rm9oGL3&5NY##9-dfq7N zf7^5>xCBGV8W5knZ@gKfg<n|qo#pqz^{5l(RrOS%kEvffnQQvUiMV&xpy43y%l2MP zlYYd_p6}uxirO#-#Tpr7+l0FH9QmKe&EVnKOxL~xN5<|w>?i*b_fBw;b@nj!g&CMB zDu7?}V!Azkc9$D`o4sm+&LSR@b2_*6IuTlS!JP}hO?31Ri&pV@ISa(4pPhq#^}i88 z>4(s5eXMUchQI05gOEvn)T#V6@?W37gT8Oy8;2Qw_+0+mSMw3|x!FBclJIuik6oQt zMbj|vL+*V`9PgdE>aBpAIryVLEg#eIe0Q34<&=E`4rXp%UYLM?Q9Ip1cIc{4xAe0Y zA`kxg);mXw{G5^Ery55Ao!`IGtIxsXYC8RH5dhC{VC>FV3g#Ge%Z|FLZ^QFr$bIQI zj6Gn-dew!%ONGlDDwyE>h-%cj&7^{_-YNK%4mw?B@19A%e_MWcpYJ^cAH{rtNu?Kc zlU_%h<X21JKfd-A8#?d|?)z$56ToBDsO@9|zFn_7H|oa@{JYki-yUyI<T)=FZ|N^W zL{_E9(T6*%F8yf@IO7i4L`@>zTb5ZXLp3|*|L*lg#Q}du@^bFi+=YGfq**ps)E{Tu z{UtMJfwP^d61@AM(~h}0V|*R`r2jVd@t}{@^DN?|6zVbS{)Y{Ll$bv`VDa+pc?W{u zUW=+&8G4v<raP}4F@Gc<Drby3xN)X`f6-3p@Ln`Z^5gs;_0?cJhCk=dLr90z!N*%j zaKD)(`bLLRPCEdnx!Xt5JOkgzvH4TI4F9}sWviEX6uP5Y%Fu1lvvD~%N3TD`zBe12 zY5_g;DGOs-9-^-ong7m$9C(Po#CG}=@K<x><INYiudC)`wE}XO`>J?N&g2T7b>Q4F z+Jlz~b`tf8{#@YUFH^_&9tCer{^{0ESG+G<CEg_+@I$^A$><}nFLsGhX##)0UdE2& z1g|rZzvwt&{SA8=lUJ?&AkHLfXh@F(zcIBcS^Cz&cWYvLyA=BTc6JMPf}*HPpI&)& zg$MmHCjsv<k_#bS9%)Qkhki!#$2_qEeX*aFWv6Me->KTo%@X|#Ew*8|wu87Q|NW%* zdWQYK5u@ElhtU_Qp!(GJ8NM)^@w^mU_{>i4{Acu=&8E3uZtZ=lPqw*e$$|Yrf_LsR zppIcS?_i6v#N1x<UCZ+#s6%2VQ*|c66a8iys2IS!{g)a&4O`6B-afPaMIrPiW8o17 zkAO2nt9*wHFjvDJlKRY)L`b)E|MR<!IxNm)qXaxg8O!493B1=J29u0*<Zq$BC7ue< zDNTQg*WvaBpLz3O<~Z<f&^<TvhPw_#U14TUHR9b*x4ix?oJ+%x&Z=|BPjy{i+6xiy z*cT6K*P!2|9OW4MDF^*2kv3QPqn8N@gZ$Xc72vyVq*g}gaA~yI>eQgWV$3)^a-Q6g zAP<vi`$mtw0lX15OyFOCQnY7>@?cNp(PgH4s9R66DzBdT3cVgDZz5?0`;P2lsYRe$ z?h5AfW%mJoNIJ;ufj;sZE&ukbzz0iB#t$FiKA-3<j2U|hojGq_N4PKMNb5vS${_!U zs!=o)g14Kg{b=!+5%ZX=QcRVI%QfNQPi40Hr`qqZs2lYKQ-4pXFYdSQS!V$O^h@;R zb_byzSBknr9()7yB2#XsW{xB7T`8Zvc;A&EH?$Br_zyam5C1Y$fd9$WdaR_-H=6JI z@9rtwGv*N2WDd-u1npa=*gzaIZyxFoHiaJcSjqmn2I!qi#g2I*PBcmxL}i7bA6;_S z-V40I73pTGX?pZgzirn|2d_bSfl22Z`e1_o)~h4ntM=_kT)7?ZPMC&D5#zw8JdO`l zc{HKdewufM3^?m(!%p7D|ImjSTar%YL!51ipGgper-4CS-B6k<Q8#NiKp?JsjcF4M zMBMsAmZvp2fIO@#MIP#g`G#nIF`rM4#Glif%P-OIxcA2U+eJz2$)booxQV=_t*B>b zg?sTR^KrAe752-y^PiPJj(LF0a!oPt$7PRODsO>5+B3yNuY$gNJWsj*VdyF-$=j8T zJW)q^EBgB8fY)Re`<S4J`yyDxJo*m*E`39C|5r!CFwLCn9dxGxyz^~q67aoPSFqa- zd@Mfy>hWYL`1Q}`_kBh@2(QG$`wCIFUen7t$hbx#4lGYM6`>9$Nwaui#SRgz7kn}D z3H-6GVjqtHccuvP+0*<7{Wo{qw<g?UjmM*^ufY4{jdrZ1fwwPtNKu<z3I30tX4RD% z{fmOM`ODx1*9CNX#1*0E$t$TT_J@A&kjMmY7Ur7*6PGpdo>p5oqyjL<sT(#Z68RqW zy<_B;Fz~S6-m@1afCK6T&oa{9!FzlAH%1@4%`;y~{_&&G6LAZqYy-c<!%-Lf1h`AY zEiLIR;`jZdEd$$i;mhDP&P5T8y?Gx5zCQr|?EdkYi|q$=P$Vt+wNvofk(obR2|oVq z>CPaDDn}wvW%%H=Fb87xa67qb5dPeQCQ*4!+)JAjw|IT*oe@_yQ_RHP5Ahw|U8oPF zK9;1M^Kd6T)&8-KIp91-g-){Lyq}lvR+WszKAs=-#TMi6TfD>`Ui1w7zH!OXXHC$* zhrOaKN1W6Ca8&tbE^xGQ&g~HJ*?dxeIWK@$;t)J?isQE<q5h`jeY!B_k8Fra55#Mc zz%;fgT@sOa@{xor@@znR@m)UPmmL`qrBU~=fBpL;Q3%{+ck69w(ExOqCRTg5W6p8+ z`m&|+73es;dH!8tKpp2co8|<4?Li?1<8ynUCwhJ=ox}iNF}G7S8^G1BMp>Ss$RBrg zc8<^QM;?8$F+1_ui6E{hl9p7#Q#!|}9(;<rLL-LwGvPp(6xZ=fxq>%zSGsQ8fqu!? zTO$vI;n$IL?UI%5R=>fl)MW>Wh+q8Tre_6TPL6=-$|L9t<aKy$?WIyVwX;872ytg5 zJ$MMZx$8^4Kd8c>w|;!1Bo(~lup9k8&oKCqZJvEyhWd4E2iK0~aA$&dXL0W&6Li;V zb&NdZ9>kG5m39fWsN0{YvT_60gtSr7%7Mo~C(Gyu;&mUl)1~lN$lp>~4>M5D@SmrB z)&iZ*E%sC7BdELgTnttk#_zkF<f!`#`2L=?QTI*MM=VMEZf@zC)mOr3V-N?{m!q6V zlfg%Ewr$VF=Q*F~?`?y>#s1TYx?&aR5pK}icH#WIW*Prb3taZViF|Ud4SgT0cH!w9 zCxSA`Qd?I5e0ztFmlK|+N1$)ta29Y1Lj!YnvOV#m@LYX8p5s+rjS$9*_TW=pYPoR_ z-}5{^Sb_8UUQ~(l1@h<Rn=9%ZVW^)TTOEw3btlZPGae1Y-lBu`G>2}l0T=citJ($J zka9zHmZ!&_ICIHW+LsIGHG^t#&KG)m_df&u%8tat^tt|pCCneZTZ>w!!dy=Whq!ep z^hj<azMl2)kMa7it1Jn+iyqT`xriS;uZtI>PeB)|blRP>2l4!i#NngpGb_&*N@ww) zZo0IP@SPDn!Ie&T&-a+C`}2`vj?aUj5pXo7fKSw-*??LN_*8S%39{90<e9(O?=~>E zQX=@$TNdYJB#hPH=Nt6-b`BOVB|V583%mFIrgbCaUUYo-?}g6DeCla3>M2d8zEl68 zyB+&NxAXzepSmoUy&Ut%0}J;jUL`?a;4j*7_mu}Rwe<e(mR@6rC<plu#3_mL_C|$6 z4)Dj}Ig+ghU+>HJW6bb#W3h}qHkQzb{d*@lgXf|koZejqyvm-MY|w-}(=I+g5Gn;8 z<?n@Sb$u>`BL7~Fqc?#A1**cHm|(6*FD!#m0dr1sH>KvEAz#IBP8%;_-%(w(c&Gtz zUD-t{r+(~b)mvw1O2hMhUX%Lkm@CnK!Kk|16S&tP_oP@L@SAeu^#Bhy;@gO+)0H7d z?6)&Xd|wD3sz|S0&cKahG|}I*6tIu}g&tS10{EdIaw*DRPDI9(o{8d&3-)+EG)mrv zxccw-m+-sT^K@1=|J@DnYRq>s9aKCB_5uGtGw3tz8#fC+{KJW`x&OKTA@+IhOZ-$p zql>%|lzVUX9(<2m?ih!!gE!yzA@T#h&*-LfhKdRJTY+J@4%8F6nLT9ks86E9R8!Ky zCv*g^YSov3S6h$JwKVf0YUUO{DdPOpd}V!@0lrXZe)`R!yQnA4bzX4!z&GKNE3YPa z+lKIMf(g*UUV6GWbEp=+2VBm#59=YGKA72?s|Md#Cv!VJ+*iFvg(94Y->-`Q#ogHp z9c(1a<RR2mdJW=flT0|L(cV#afeY*gD#tUupcm3q7y6b5Tyf<@&zUcnySN}ncLKV4 z^A9{pKHx2x<=m*a)S<UD>|u5Y!2IFCQ;|oube4Lo;Rm2+b}vrzQoZZ}-vFVpr!nw> zxtE+T_lraXrtGgKqjw@gbjUjyV{so7BqiM!&>y#C>~KdMVT~3u?yv>_*{AVxe9)e- zdEvlA?&?5nx73M$p+zFj9=_6|*atmu&%?h>UeHk;<@kT!+NE7=vfwK8^2-f|pHN@( zUy%6lv>g37{UeL7kHDvLS#H1|d^HV(lcy&z@5^d=^nM8R%%>LJWueb{LnV}}13b6A z>V2mAQJniT5r4PxDU;YV&pYrLhM#LT*{9KuBv+@fvA`Z@A2XHHcz=vf8olGLU{Caq z6%B@K_QbA7XDY~fNth?;G;2(DA{P2mb@afezI$u?if1SIoPeMQYGu%C?%V$B)HM&n zbS*DB8Tg%oTqju{dTv^glCZU}*ptDMUF@rj{hKMzulkI_H+y@5#w7BR<pI%S6=Jx@ z9Hdp2dHjCe^@J<5z=5Cbk4|NRf1;>rlO)5u-_y?u&!FRdOfOQj1U;D-ziGdFgA*Z` z_l-YL3ib7_#Z({k+q@ENH5`wFFYLIIT1N&vq$L_#8;rTc3k|#bfs11U$%T9F0ta|< zN;?A=o%(V;i5K4^Vxgu)^$~p1{sashNB%YFjEWynv?pS;dxxYSIS_+4Jr}CsyPrj_ zM<0rMi|j?=^K8^Z5vhL<h>l^7X(6!V@HXhcIjd>h*U+zYVOCoEfI40y_W_Nn2T|9a z*(_J#PDnV4TJ8a!rRma3i}1m7w=3D$@*6SjUYpPu#M}{2y0Sd<RF|^nawcXSuxG*F zZchyQlNJ@1;@vT4cl{GtJbdWolkcAB^@A?{r-f!S_;r=q(8=TG*vlv6Fy*ro=f0)I z#PU1lQ*LEf)q&^u_LiBk5B;HgAs5HYP*1qbJLKg-cek@N_m>)Q$6U${-$Cf~`<_wW zmxI2JZupt@Iwd|=#&gaYWoIH(G_<uG^?o)Nce$Spe32xKE|0Zg&SZMHtMM9iqUKYK zB<N`PIw|^XxR6JdthUpjZ~VcVA-N7XnR-WuT?TYSiyjv~Q{ekk37s7Y!MSqP;_M-T z&u@2a_@;uo=tX|F=9YgeI~x=K1oS*%3qmnld=}pkwyZYbuM!(y?oV3a^YZgF-6m1D z(|=m4@Q3cYE%WtHR`?0c^1V_=J#t}DZ@<U__RKg@2bO@Jo~P<C?f}luFuR?ng8mox zJM*Dk(}?5mPh@(1g`Y~SO;VsCbQ-kHw3J?`*K4nTfAtpr+0~P-KcTz-wI`C3r5f`u z7v5yQ5CvZyWYel21pd%>wP(8o`ZMN+A*;Y4nL*3`TYl!@v^=XR=-+v4Ki;5z06ghH zfan|KjiTOt+zU$JK{D=#T>y@zVhruKx{tYt(m|?-LVH3+{<MM+bRc?mSLR*+coIow zwC!KeNBHpMC3S5G<|uR*uXs{=5F;`l-j0qq6KY1kqD`Q4kbfdj^jXh^puP}d@~zs5 zDE!duZ~^Z{n*7yJyR!pvZB*Z|26?2y%hbpO^9PkomBUYge*~?Rt<DOA7k}iidugvb z5k?`A+Y#nL95y+0=;1;99+#Doli=a!d0V0u(O<u?L;BAS;A+3nX6b{dt2wKkPnkc* zoPP1AufM@padZ^f$~Iz8dAxoE4SXmJ?hjjppst%aqoR>e23_RuimCpiuEf5uEQY8+ z@El@d2GZbNBa`~$W!9jh8{N&<v4MG&%!L~&CFlc^=`j7#2M?*|)jJNn*t@5q{<H^l zNL8fQna|*x9^9`$1^&4BXtQF|B>HvdlHc(IPm#UKZfXxkzxUji7wQA{M3EKavEHo9 zgxMk0u@c}W1)7769Juck0i%JElHfB+vM2@e!Se^-%=QHCi)oW@jeHHBA$L~x({Crj zF*|^?#a~m2&)HL#yAr(;Cq+z<=WI?y>*h|tH!??Q+v5xH+wFMSvtWSv_Ud}i+-t~p z!^dxYMO|=i@0&L7^Ul!2j!q2hb|CaP1-Nb~;GXI)KTD2<4nxVBO_u|D>hP;=(hlhV zy)PY{2F~*Pb)Am~IEvPOq%04-M+1M#XPcAI<L-W9T_5C3v>6WyD;A*MPfpNt!?|v~ zpgDTu2Yh?}b1yAOg&()FZ5;U_>;nton0G}#pEu)Pf#_j3!qDmA^#s(Pbdr|#9|BO% zrd;29y3>_NeX3(Qn2kB)|AxvQXu!v6N}xmb0iI_)^V%Uk@MCt?t=377#9qncUkcaZ ztE#0t91mS2Szpt+xXb8g^JG-Sga0X$Zx63Se~YV;^~D|B6X!+kw|`Jq{Hi~*Dy9j1 z(|B>-q7i!+WB&z&sbSA;Rs1kRG2-8$F(<i0$nW?0PVbO&AhH#EWg1Y=$vvYB$pdc7 z5_)iTff0TQM&e_2;OQRLj(c@kVSX~M)gr+PecwIj6V~w_{6<W!%{~FomPz&R8t(te z=thxkvDlmRj9oD1H+Y?kcZ(^<p#xg6-?_OP^BYA5fs;2;H~&x^l^4Mtp_5B*r_ndH zbuLsiO$6WS7b4W|1-;;%8jJhXz)$}q1?T%QN4{U@T6)~pKJMc`ij3fkp>1k%uG5(i z{m+bNCJy!3nMtun(90;-zY8xw-Szu?;SnzAa)gM|>R{+#LUXAP(X3%Vx>siMe5o^` zH0oV;iwyg(K3v%yi1<rkRrhXe4t`soP5i#UhmWxPtNuL`(A7S-jiw`EzBWEHRtWsP zX3m^!6L?@BiwMg~2K4b0nbUQC!iSwW-L(7_^_K&~#rpHmaV?Eim*MliPuj*g?~Qpc z3T<2YN$~zl>>i!S4^!?%$16jzr``IO6q~9eVY0AOct{Zbn=9YRr(%$gT+KfZ<GCqZ z>iBl261+gg7h0vS4g~$ZZIX+qYa`eeemNpe7my}ye!6N;L>t_FQj7jIwajd6x-0T) zeDdhH0Ey5hx6fd}dH+$-=)DLXeEh(eM$#1a7t3tB(nbb8<$Kl3gd50Dy-&k;7`hOr z!%oJ$M80-7>=HN!ot@>~;n1VtnH`zk-q(Q#yHHhK7sdiz{~1d<n=TU3pGwE%E$2?i z9Wmk4YCzxN4bzN7Hi;06W$lxI-(-gOpBj@R=-cYkI&9+nsE>)AY)r(yA@SJ8tvPoM zCbN_Wi1&Oa3TRglcl8EG9XxXp7v9o}Qh@Jy`DdN?JMwpfXc=j_(21CA!MHpf_EJ<9 z*6+IxK2i4U=PBUl#{*3w;k3{j+P`@1TIWO@pEv9(MLw2|uFcaxd|Ft4bMZFx*b7He zs9Rm2yO>|#S(Zb+5d4bbBlIV6H?;d6o1l-`TPc_ad^~9~DZTU&{!TjH2IVo}nX^7N z_pjpbmra_v4_y#rbF_L9@Zk?OuUY{X)Hh7j$L9sn&!yqEymHZv=qDYC|C#{Y*DJ)v zhyJkUeNAl^=mY0P>V0Ry8yIV*39om6ryUN7qq+^B>)b?@?SpPaq=b?MSq1nV$JbFt zci=Y_eNZ$NIP&t;%*&6^EBl*e+6(U6@@c+KyyOOsJhSJ+Av~Y)fzqWC#EsG=?(6C3 z2eS7x%JXYOw-9z{ak0abn4h(E@<bj96@8-a!3CVYyilvb=R_Pdeq^9<#+?X%zI$qt z20WM8<kcZ|<b7%0=1tUTW>w#co{Mem->EwnivG-oNS$#lzSnwtYv@b#*PrCXUnh6L zbL2i7?FU_`3R8c`A>=V*k>UB+4d@4JCVMZtIS|gQwY*pFfG4}p7!gp5eMK(zjV9Qe zXCpJLypDcyT!y+i3oH7!#Yg$1_hAn+t5m_w9K`py%Lej($VcRIS60y%IxqWY;3aVE zVydUc6(#tbQ)z|KMWC<o<I?-OZs^bmMwNRnP$%)5Jsq3@4oRu!n;3w9tj4?QAOGMZ z($`kLeiHhQm+${BpMjnvZ*k&`75etIKW*xGF>f*Xwe*TUc+FG02`cCbq~#pk8RUTz zXEW6rn$gb)Jo$KA3wYL&ulAETpF#&d@wzd?@4ueNc*u!)XxD?a?D+YAeKsHL6w%-A z3aZut9ynfbsk|6@>=>(g)CE@TpFHq`jH?^-B)?~cX0Ac+@m=|&9O@Uv)T9Y}XY66# zci?YRJNCAgjT>rdIul3g4loG-Ps)maKh;M<e_`oSTNre_j}CI}k+g9kvg$0;=Z`^8 zEUlHC<pV#9xFdc?RiOJSSD7bazpR^$_?a~DD53FA#@06IKM5u;IXE~G`Jy)-<{iNv z4Rt4q|G?Ys{nhnz$jF%>e)3*5LjRp|huGi99{A6EGnQYj#^-2ePttM6_Y9=q_y-(k zxqkgm-5KaN1sWeHLmxOXq1#Ygg?>zh`U8)2oFkJu-DbQ$e$w-QQWWTq%>*sf4m%NI zmss-}_Q6-6@6;29G&jQPm)ky1@KI?6{k4?92S#+()6Uh{|DoSlIH>{sOrP(mJmif5 zzKFGpW59uf?{sOYpj(J4xON8orm$=;n|3sO52?R27cJoT-Igynf^#DFUUg4@0sMcH z951&4C;W2y&6Q+FBDT%uuKk%u{x8$Xi8+V=U-?SxaW42Hn!h6amr$p^*bunE0)K50 zxhEdb_vbz|jp3Sw?wGte#}dDv($KiqYX|a0^y=Pb=n@{jGd|uK2!FwIjls|2oQZc; z4nZMB@N4i79whfC5sf_VH7}O1?}U+OF_#?p>8#}M!%e`W^&Fhntf6aT@%{S^&wXnB zT~YBU<|)^Cq>D{ZKmWceP#$Pcn7r#>dW^n<<FUfX=g_~E{9UQ+c1E6jRB0X$ex%>> z_gDlY{IPFl@p}QMk<(0ZPWams-d}h8;kCzH8;vlT)<y6Li41fG;_w0IGt=P4ecokp zB3vA}UV&NR3O8`Hl5{uuWff<FoXz{?xFq&oHJ!>?DnK4#CVjac5C7sLJr1O3`2FTE zy_XwwC6vqZH8MxA2WvQCQv`K#%tudMDcry5VBUOrJtx9FKGHB1_><1p_j@IHWVig5 zxdQYPHzg)K-@XCg;FBh{k%GNHRJkX%&*3?q^}cIh4u2A}S5ZxfL(T!!WGxxk8!NRa zc?^6=rRn74Zz=Hm%@Mn{Ujk3N!SqKX4*mVg26YNn=oH5U4=#cCAQYUH40XWI^2v_B zMxUUizAE88-tQaXKks>=r?P9FV|~{KzLrcVlp(|(x;Lr=GcVzDltWpSiFw*>b`LL} zUqznp){A&Q3|-!4&f~?mm^18MW%-9bZPs==L9P|(F2$ziOaky+5}uP?6m}(M?`oxa zgI{Wi5>VB_`wTPvXPT_zOdO^p-?sz!Ek}=STkH+wg}IE4eAK(@bT@|8P*1RFRvTw< z0T)<Z`Y*BHk;tmHH@q$lTz`nY;Ke-p^Sg2a$q*+#zI@7m`UvVRW|cGn@K2>YRbg5? z5fAAL>fP?3KWv~IRgAjs^O|?#dL(@Cdjk!&@SX(^jfe^A%kmzz*Q#Dlgc?h=#(+Bf zQCuEM@C{+FUewR@dxogvxffX9;XI$&FdS%yZe_dlgona2<WHI(xeut}=RXp!wg+`| znx*#H2z(DGUE#fr-tY}|<6cfhT|=AXB`S>j^qdHuP6dzsQugNS$Pe~}LsQ1iVKLP0 zyqzCi*5OCdAlqu;;Xu6a5OUMRK9ua@FXt~p=hI$v*XIE{&YRd!^uz)9b@%*!7(<PC z@#&+NJa}e$HKt^K780Rg@yj<H-*YMNQ<VkuP#f3%^3UdCpU+8^g4>bsa|kQH?yrhH z9DC<dFW|h4j|{fyf?qph(r#W9xi#-J{!s1|^oZTxO$LDr2X#^=rcr12?c%?E27H&H zqwThuRLp6fZ+~A3zFfRYXEyUV=F~U#cXld5FVIEfEB_gKhx7BIr-LweBxadP5(Lgo zU%dC9BzPv}P1zxH;Am-DX>agKet#3YF4+S2q*K=3_zr%1Z0~~uz>#w*Co}fU!^h8} zr;;7~l%gZ;X?Z;7ObbeyUgW9LK*Hm=GCu#Wm|xnJ&|&Pp{h<JLL&Isgo|{RS!`fr} zHOCA3^yNKgSiw(Om&D7sGeBQ7aI;kgc=Jb*#a|9J@bZ_I5C6t|EA3aK$~He2;?7IK zlc%BUsl8~JrvQENPA+3(Ues?#olm|k#W^UK?z!;yF?f!S-MvTmz|VlUkW%Xq`r#C5 zIop8uENfphQ9%bn^IrzfJo1C43G;Lm=3Z=WZoZnq^S|}_TFT2m@Z)-r7*+>=m6f4T zIR^Z`2X6&8Ge2Rzn0)g)zZmuaQa1B<X4zxEF3(39=r=;`Hdys2;QvU+qp@!a{K=b^ zv@h_Dy)L$x_w6HmflODmth5~o!DnV#%y>WH-_2XiQI8#QsS&z|_d!hZB->}=`LjO1 z$Df0J41<BET{$sd<!5eu4*US~6CTB9l+aD*D5W`vxDm}4v}S|<!Ecp;heiyzI$6g< zbkq(0e`n?%DQY<pKK#DJ79v~o1Pg;^FObLf+dXcY1wQSxj?-|2PGDxu#>WixRp;}G zl<+P7Y1c46bgK$8^|GA6osvU)1x#`<C#7JWoqQ7fyvFgELEsUaNurMv=T@;g;lSoc z=yJI^8TygWCr3tFl_=2fJuAa;6+HCqkeAU@(1X3}+4$1C9epF?X0N$D*aOoZ5Om`% z&O-+&c=N=T4`l1!8Pv<4O=gejet>`eVoVnc-h+X##lPqOVUBrqweuD)`g|2@MSjp7 z&4jGc*W<kY9lRo6`3*YZ*iNH$^mG6EYaI1mhX3L{$A233@Shtwz?Fl3_K9EjPkDfs zI(}cu%?|yieItJabHK;;ov?Xyk%WA*H<Cw06n+WJJ^Obbz<zO+Xl>E!ZbakLi@AH| z(LXK`+7^a*l=RtWS2NSr9+)t_Q+H9%js9^dMIDh>_v1oLKX{rkzzTB2xloa>quWuB zE~MzZ;Bz4En%tD(^mZo9eIh%IfKz&e#1k}ST(CEkp8MT752D*Ntk3i?`m8;t1@2h@ zFO)G`KRS-NJM*<)6o_*VKL`lk4R$47O3zoE{|VofOis#p#P#5v>tX9Y(60?OE0Lj| zk6iV4Y{$L1)u^?c4Sl7o=!NQgyTPZ*oD{3}u_w|)7@VT5T?x0ESKp38-?TAg>)KQV z{O6WJzrG7T3o6R#I)3me%Q9DdXKGJ`CO`b1t_(j<bL})&d~fb=zoMhFQLj6;>uZ2F z<dca0=7~8*PMQaIuY;G&i2m!cwKtdHd}q?|3ivTA4(U<!(?b2b^py~|_nJtIH5K7` zGPu<3BSCNA%4MOHhWe7I-<xWHcvoR@;$sT>nL+>lN6~f1<=DT`hLIFWDh&-qX-S(x z+FMIRJMA6OpdIZ!BrPpzNqgRrL`o^Ns6<6WG&SGz{`G!-zt8LSJoodxukX3eIoG+| zs(|;ZbibcD2c9GF8c%2l^k(X~kK+NT_s%z2yITX{4?FT^D&sKfyjq-DJNPQ;F%zSG z`smMF)79!Lv8OIgnYU#F_d<e}dGb7bLC;&u^zgn!$9%0|)PwJ^q=Sf5#2j5qb+)l5 z`1f*Vc~2G0JIJ+nugIg`UhRHNS^@ut(qWZA0=&f+rG}UI^Sj<$RTQg6KCt?I1||4G z`vU&Tp2a=#>_XU$yAqfm+3qdghVH?<`_`HM_wW-xKjHkn2lMf|lmp!0wX~W>-h66< zAGu<MZ4J8R@+p!w59mi?Dm~l3@tm?RY1=G$<98UndbbvSFSoAC7LTpb@8;9pIP@EO z&_GtBz4Ud$ty|^rMfj{Y=Zy}<sW=cK!2<h57wrid4&4it$S?Soxhul%HvCS7&at-b z@a^oaN*MhPe#SQ9)`d~{A{C#MZsGZdK3kisgr7Lk<ZTNl&b^FXS!ZH9^3cwi1`QVg zcPuSsnzsY5F=~8}d4rssx|aurBOD0XM%I{T6YymuHPwsdVeZkT<NVS*bh*;wgcSPl z*?&TG2lbFk`$3h<?<nTulgt#D+;Be&Y&$Uf*%I?-%6g6R+=wD;e?Gx`_<cq)!V9iD z5oN1E{F1vJh>~n&D<v8DirOZ`tjKZy^0kjoq8@IM-rN0s8T)*muod?Cqc3(ARX#@` zC-3YzE;l>is*KZTbGvMbsF?;ehfmo1AW8Ym4tmRW>7h20QSjk8OLs#^@aIEpIC`m& zJ3et!FW%OL;H$}cH;R7LXy5AtzUS<TgGb-Du(ATrHJZuJR%3seNyZA3kppspjEl5` z;9C$)-uf91enPc;K0w=*SpHNm%!Yce@a^(L5UPZDznZKSc!)R;%BRe0@H=%$Jki#4 zC7z~?$S5Afd|%Sp)F#X!U8x+tWhe$;u}h%PIa2gx6B<pgp%YBM^8I@eJjjCjJ(Ey8 zUz&l{%ct+aH_fJ%Oec+8h+)};%NKyBtj)Dk_k%aoOMg@aJyew4WHkbRuVh*Gm9?j? zgsjEC<g#0sQ&-3?l!H&Y{Bz^r0P5eosPQ>fyr1^H4W`^N=)c0LJcD(e34iKbrS$!% zKdT;VN28D@ojD{X*9x38;PCjMDCVW*w}Re?qrNfsWR9VJ`cG`uxkQ2gc$nK~ioFH- z|EfOnfuD6gF|J4=2_A!*?%8ELFL^_Xuw5CLk7(CX@<RRm`a{^x=Qeb+JDs1*UZLNb zXNjZ810S~5wOo{l{*Gh3Sr$Hl7|%4z8t5AJYc5n*fP-S6g_OlZ*Ks?tN-v&--<iJp zN<8qXE&J~~JHhu&y5Bxrg7?anw)I?*C-TSDzVa^QLI*o^X@`k5{2}>F2L<tawPn>T zn(M>Aos^wE4L_V*fj5(@Dg4y2)z@XOVBW#|1kV{N@PJySszzqWi|jZS`4n};DVFsW zF^il-Z*S92`=Lj(t;9rHLQh})b9_k_zgyyDS10-pb9$YAuNKUyh1olESHs7pZr<)` zg1J4yVkI2--g^CSgHR)Kk|ORgEdoc6$mjE12TyX7No8BL4*E|)Wq!jU^cAyy?|*fH zFUbD+bO!$6OU_%bromsxzHP}RGr+!g3fEc*)Q^^*pW@cxBRK}Eh%xko^;@1gN8*u} z*|Aws^~#lCf3ir~9R@$1Y{|=qzwC(D;?G&O&pIGyh3UK)ekTF;q8+aPkOy#Hu<6Zj z?1i#$n<B&eUofUus(r_fs1(ZFFv0!Y)pjY_SRMUe8BLmoDgM5=3cKS+;I~n*X}=5{ z%6~Y9$5z*l7%trYM2GXeSThw}2j7U7vS`O2;2`Om>mM_{Q19JOKfA*T{ludE&-5wu z3m05`yzrij&hMrw0A6%ASNn8B9=;FBUh0-m<TnhS^USS;UUFechzt7Dj`25P25Io` zdWVlB!+-hHT7l+tAb8#Eg4r7b$Wcja{qaBzb6I;v_|`U@h-WRe6{mlKzh6lFk%)cf zU*4zFR%6a`^iYXpKlnDsqu01JF8`mW%ocj}?hWEhsAag782lxJ5eYTNG3R@yxi5M* z>eSqZ?`;m`rL#7fPoKiMUXSoD-n1dcp0bxlD`9U3GudB}yLLq85mB>}74(yq$1*&n zF?ZSZTzBb%1CgyVcIA~ce4v`tqG`}Wc3IT!vN?eIdistbi>M8eaZO)OL>Rh4v_B^; z`cba)EW&R2c#eGmGz<8iESBUhuULSS<~V%}nc#aATNb}HgF0XNieeqQwvLD5^^{a6 z!s~pewlDfJTXN@J{P4fhT~42KkilLElS#Gz_nhx~v~heI{y5kAp<s%i$fcX>X)y;c z=&7_vs0F;*!)lY_%lN*G15JG-I+#=a^HT2PBy^c;D-(5bz|kp|wC(7(n^x1<7Qk1{ zon_1uH3UD&dZ6p<0{pNgjGq?I;V_2C7fRzjao0ZGuL(T5nQ0RL9sI@bepY|VUROfT zg!*eFc(4~@mxOtt-x!O<?(s&yDtLHlPlFcnW3x>z1ZIH$O1>jm=nG#>N}R-3)E#Lp zmptAQ<b5&eI!d>Iza1(hed~+9_`A@p&OY=Hvn0pgzOyGr&W7K<4xV7Q$C;d4Y`~A^ z+Rw!WFkka!<^)9s_8mBu4t^<jBCN}8cDyu(@4oa@Bi|-`0%4)$PQ{KyP>pm8C-84i zkj1B<57=W`+xFVQ0ec3mXd7y%p<j}ldp-r8BUk)WT?IeK@c@nY48ZXhIhUp+pP+vd z30B*gg6DDAW?=U_?A@wc9}^qE`6#9f(|rehBr>MR4Lq~s!+lS7f~SwpF?-EBgS>~l zJPCJ2H{uwVa4!QF@`VacwhIs26Bi!RraMKt5-~STRK#+y4{QGq!tx;Ui2klt>gQp; z@Wp6)(Ov8za&d8!KWIZ3Es*ejes51O(2{wbM13^9F7vIp8}m{Rs`aeFFL?iEzj_G# z?Vxe?>NpvE6@yg7LJM+Y!ZY*yja&$;wVCuk;N^S0-5M58V81Kd&g4V6@Ly*s@unm~ zx640VnKzI9pWIB%dLHma70CBHLEm;wN(|A(J!ExuQ(ovQa$bJ%zEY2NBnB)E-O>sj zi2FsCQ^F4-AHu<AZ~(Z5W%|IL+6L@_O*zABsR{p6L%%Y+4}5n^xw;q7R|+f?{$vM_ zXIkpP$_)LU^OqdelR4yZOse<pMjh+E^&>I^I7o78*F86!U$XNJrDTfOOQ&qKn6!*O zrn)?!P6hKg&*EP?)nk6|hRNbI>fFcn#jMUAM`AfFi%$SPp_V9ivS8pjf!kjr2Bk3< zNV6#t3m)`Ojgg}-_{p8~T~$)JhfgL*X?=!XWA7=5$Ts*?-Ud)LxH}PjOYI{8*~kG7 zmDVxT!JKWj`4t}Y7Zsz1#T(#(Os^T{risHJa7{a)CJgf$6ILGk3xV53szaD@|0x;X z8#@6Ut?seo&>P&FbAt_=J$T=a#@ti5i~dQvsOwlF>K}`)tYFhi<S+Ufxt`0y^9x=J z|927kthUGJIq(Y>JC%-vI3X{Hv|ND?b)lK7*PIIHz~@EgVGa1bbdPX#XWw-oh99ko z9^`Z&Vt>EhQ>un@TVAOp3BLHC_TI1j;7e}Mb06Tt9Ak&II-8mcc=nk)vvm0VIjEF! zDpry2Xw}ql1LyVa>`kIP1pBh6ZIg<jR~VWfJmBGAPf+fOui5SeuYWOoDoz(Zj;YB* z1N*T5P+FBq))9MIFZh@}!~4#y%>U@Blp|3hO_~viI^oZ~cR?!=`bj>c=Kye4iAxku z6m;vp_ZN>ZqVE3e;H$C(Z&<ExV9KQpf61ndn=Q_1MMTAZExa!~UmX6*3jdQ@7^^28 zCH#WNvrLEi?1@^XfR3}*k>}-O|0a{$mB<gdA=-xiA;jkKQ)A%43p*}MTUcU`^MTeG zF6cdhF%K0Y;K#Fc7aPzCgda#x<-uT@J>fuCT4HnAk@)RYmbb|YJ;defw}<aBhZMTA zWDP!D0r6`eW+t7n7k4KcZ5zJN>e|Txa$6#U>eFh^HSFaH-Ft0`3i{Ed_OB1l+7Y8Z z+<o52FNoPUGIt$5yqrlZ?sJsT0n|V9vX4XOYJFeIfW2S7yn!>JH__iJgx@#?d>BDt z<5+Hi{jlbBX0O2Kg(>`?(5c1!gt`BqZhP$aJ3cjZ0Xc0NasIK;%Q~OU&P{l`5=yzc z3%LQn%_@VVoZm5z#Ccvj3-><_r6aRPmpzgB;=uUgnjI1OX!5Ex{98O~LG2UpgFkNn zHvd==K8TJQ&eS0%LMOnbXW0)vl^rk6Zv%g>&4h)Hf#2*oCMs^@2i|sQ+I3(W`jj5C zoF?)Y=5KjisI0+WmC{h<Rq%t6r>n=g@IJBGTA8!s{r#&}a_9v5q&q>KDc*+m#9fBM zjGxe(YL>*CI!W;!Cn-fZLT~mv*B>m%fj&B0_O?4ebeYJ&*i|m@PQG25$4(=M=uB=~ z;wW<9)_8VYEroA@JHB!!=2_f~2j@e<|F3CZ*e@*%97Dpri)<bKp-LC3B=Ac%!7o@h zT$~9ThTNpW6?;NT&G)HKi4(zYSz9H5`{>x)PrcUlwuDc7P<bM~1MxDvjhy-g_LrS= zcA{>=y!5>bUG#LAGj2M3x5pH@drw(PBZRO|_p;1e{<rX}nQ6&xZo_AG+0|(u1NhU^ z*SXrFkvDtA&-TUz@Bm$&a`fQY{=JjmOzefPG&9+?0Ju=-(}%t|Q+y7^xZ)X3^r4T! zyOkB-=ZsZkzo_C&a0RPg@f3wGit37q+C!Whv2J%!D?AV8jUzp4@av{>9J?CqLcH4* zWN<tmJdLeWz7d{ZZt8JSQCr|XzQQ->;E$_lT~qP7kGUCA>Z)D;-(Owg)u*7-ywh=z z-Oh3)h<_t5W<)UOO6uP&j=eKQmY2qcz)R}<aHe5AfcX+rlG=KG%p=jp%$+>|zIIKW zjHLm2AHl!QKk~(W(ETN5=mz*AAu~GmMb!DLKTR|m!Fv<m-yH3+CGJGF-Y)TXA}$^J za`*3E=-rRiT?fJQu~{$f3wvWv+}HlM?~)hx1&^~k?Z1Hi=xf<5t((|K9rGkbB-)OM zK1v<pb_?gMG*<Fz(*HSi9M4WZ!Cqbc4GF1j_|dAHg4c0ASR&}P>fOOVvwK{akpUjN zdn~zE0C{vhRN?Vu&P1`SA^A)Mcq@x%<>9C!cj!EhaM>VtChnEx5c-vqNuTex;C*{u z%ej!Dh51<f9g9OH$jgcTllLdekuY%&iah?-jz}S;pxCp|mDo|LV`K|`wOqS{GyuE{ z(?Rh@St{fR)kHJDhkkG}l>fKOL-eH_54yyl|17OBNj_CYA3zx*D!z^PVd&>u{y5|) z4Kq#h^MU_95O0(QzsGTP&F3t);DdSU{*#;!Jl9v5Vuf|&^;gh8Vn%;V(M|64T)~YH zV~wX1cnsV)V3OLCgSl<R@=cuy%#T0UOe%){bF(|)Hz)Aw1qWR-Lo?)nvPCjmpg!mZ zkuxNGLe84zQp#KKKpK3lmRk7t4|$e0SmHf3j(9NQP>6ZReG2yWXP~1zUFyz1gIuuR z9z+{2a{MaV?i%5|A5TcteK7|<*fmGB2mHrk<-#3S+&g+X)lo-ckfW=`ajdKp_5GCh z-_e(tW1&!fGHigpilL}O%FvGZ=o<X{!YXo@sB^*uf!Fi@+8UXbfFHQ~Nje-j;kB~Y z{t*&eLio4ixE|gIUjwc#a#`TcA7ZVRhp^B5GY?w|1^A*4>nL*YO6kv)n}poK_lx$6 zoo7H_`S8VbHyQHA=38unz>kj5s}|1!$K2(s_3_yWes#28ljbevdU_>xO7}YxlU$h{ zvZy;^TLWL0W^vBe-5wQk!9U++Q$M|eeU}D#RpG$de;V6de&Kw?{Rvs@0N+cYk&x)< z4W4RbqvDDy@Lx>Y<whaoVtMX0c>}*A`MtJ(!SI0_RG;2^i66L0wLj;RJ@(lPGu|i$ zFH#rLs+%W{{fsP80|Xo98V0_;_(*C??D2KUEXYP3Qy95s4IKUblC{$n_$B8Ce!02M zVqSK8#wMp2_b$zkXpT|%JKu@!w}*~x%2GNJ_068J=C^zzunT(~OM2V?pr3DNr#+T{ ze(PD7!J-=UODh%UMnPxfVLZ#Tyb8UkM2|_w<$pf!e7zDM`d`LZm+1HIupu0!?utvn zpO#P0S3VE?ywm2~VM%;`Zp}OW`tq2INU5%ryJSmH@lh@^LU&>QF<#=1_cYx*+~G9t zkr&~7uV`zLOA_%@e~t}0#F6B<gl6dATdzeU)NpU~Y7DOcpP8ht3peLE5L|ybO`Kve zFLWm;?*I9E=h*VPD)cQ30#%g$&{tpP>~S@PZ?`|((KJ>J{u2qod3DsY1@2<sJru4) zYFT)n{5bfp{rhB!uQ(7UBl3^mf&U4pkW6hkY)u@SnEV@tbEx=x56u<4Z;>e$)#Wni zS4T9uoL&IWC$tGffu9Id)8ToIyq|POL;VL*&;^HtZ_y$rj)uOY@#O;t!a{UV{lh=x zma{&H-ii9{@6BhD8w}odP?l`|8T@M$?__N`;M1p>7|%gJz>q0!e>xWP-X&RE9r&D0 z4c$5oZ*h)2t3R`W@5mQ@+uXA0K<qxdpYa@gCEqM}aOGkS=hE9N++FxR``?n%$a!H8 z0;R9XIL>K9&Cf<zPV9%@QuysogZI2OD55I~e_qPHao7~R=k}h!JC4wQi>~RDXn~&_ zqZe_<{kXk3@va^JJ>S$fH$TB&w0`ts%zo(Ane(=zB43dkRQQc)r#$lFT~($#D6wC3 zPmJytyk~Ly%>5*NaPQnrez^mDN8z^O(bN0EA4+8Fhg<_cLpt!YMGXCiD%tEZ^sgh| z*>6P)U>|Pf0|f{0s!>csLH%yHCu5Irow$v;zXu0;uD^!v<6wL{GTf1PqnJ^V0=%Ij z@#$g`{7M3&=GVDh(D&TtXV~h;JnG-O99`Ma+oyK+EWE+~RVjbJa@3J0ll->cU$7@e zjB?Be_aD{9aBWD319553p8lRo*n4w>?XL{86S2F#?<vDQ`0I`D2j9d!xc_KUsw4Wo zgA#pYPNMK-IqWKIN<%)v&?y7&YP<)n4QJe2p{vv-^tfFD9^#Mh4C1gSj^}f{I4*_f zc%6SYCHjGo?jXw-@EL8ddGIs+MIY(JH18w<UG7&-=U!Iu6E$-mx6$wH`T9b)Q3(A0 zhfE4Z{4;MQpV=t~x~_8>OEvy}Ug16UUvMAzJQ+KZ03GWW?TWW$D|{`IRUOBmvu0=C z7=FDAIrX=)j<`WLcxzkXFvo6BFa;G!$iS!WPcIx6f%jsJ@xX3Q@VVra(f5g);N|=W z$8~+|37c4_<DwJJgh7DAxh5~@dPPSw1%9E950c9<$3cG&O;ldk4}8B!{>mEnSb~EL zX)f+VHARXa3gB}d^BnDbZi1W{weErzDb(51k0}2CKD>LzroF*i6`GRGt|nO%2cm|> zEim^nIKISK`pt&m6%p;tKwT>`J>c&|3O<0Qcz9%oBhfs6b(|{F0r|3y8zb0DWOads zItMs;#{I+r(Otk%QBCaY=IG<?wrtMh^Vyf(A|HT`5aXNA@CP{AR3Wf_!sdTID#3Xi ze30?^JJ+4SkMJx1W%GTGxgdUF4wHD)m(NqPRlMkz)%2@9PoOTjFr4EUa3Dero!d$9 zzL-r0SUyEA(fb{R))U|rd>I!idB;)5n$vc>gTFfST!HEeaGJn!kcs?L_)c@H&9X<4 z2Q?*LMFE_9kzPc_2XiG;yD1wFqMuL6)2#Xo{<<?}BI_S~L3AQJ)ILDZX-gaKi8jRd z@-TVchWglFwO{!c6ZW_U>-)U(#(S=$xN^z?IU~ug+A836qq}#o+`)Zp*=ngxXM#B+ z;eS_8K$k6iwd+ng_O_hWGE)hIA6$N>uk8ABTVi7`(VEqVz0khh7e$@zh+Oweq1rmA z8!4O4le+)Uu}GPBRbZYi^L*a~{A4@tol~O%PqXtbz13gv!ztr3g8OiON(QaXKcO%D zE6Q`4oeDneBI&_|JX_+q`R`$N=%x`_1_yi0v3I=9Fm)R~L;Gic#-Br9-Fm4j@WB~6 zW(j{nLLYp%Bo;=8pnFav5*C4nFh68v=YA#){CiFOASL{@7Y+P&&sbm%=#joeKRf1c zTj|^O;@{t5WNi`;aU?!ESv}(Hbs@Tv#7}oY2i|j=qFJpHIq}{v_Dwwp?@?v?WIYaj z7T*C0RuS;cUfW)>cs@s!3Pdf%?1_p?uRde}-;L-!PkxE#^XKUHrx|}&B4Z)AnSlhl ztEWuHac4KesH#f220WuaN$>4E=$zMb1zmXHkC|j2xnfTSpYse;MA32R3hok@$7$_} zHP1=~O8AI44?pOPfRA+}rY4eA4!@_h@>E%=JyA5m*jtVIPPXc!oeuovGClO6Y972X zx1y;i?&+7Bv8L+K?Py-No;4=m)4x67E`;xwN}lL$t&9F@*bxhs@cCUW5+#633a(Ws z<N{|Vi(37-r{zo>X5LJy1s@b`SL`x$!J5ctXt+TN-1qGM+$|x@gK_P9cIg{<j<3h~ zRR8BYieE>B4n43XMC2|0lv-mx&!49}1NSDyW4Y&bjL6BX$o-lKo-NaTPa7jE{Nxdy zzYYNxtTWR+$i+QT{#<~!^BnkO&((Y?<jmOeWnEz@1&+C-Y$5@@IVZbF`8fDC^^xR1 z?X2M21d7)jz@OOv8cY>{4{K^Xp3(yNy=#PB`Qm%vT=P021)ob@!$tctd_)<hWLZJr z-Ok2!>BK!p-({X$J?03Xnqr>n^d8jRMLwAx^ohHM9{&7*@2B;GuBM^}csxl;!-fHR z>r(Ok$Hnl`m?SYf8M_e{7uHG2l&!J%``L1>KklnWivH`^x6bjVkc>0co{0QFtx17< zZ|=w7<}i3Z|7P~iz0i9@gUWse08ib&XUN#74qksMBvfV45&M^Rd+dhZ7A8gFI<f&C z;P3OxCF1aDGJdf$42NI1;8b1b6!L*p`gZR(Mjxv;cKNm_d`Pv0T>M{g4_j(in?{4* z_G!2%wrx)Ys_@Z`$HBjS=iTov9w)+wc6u=q{86SMhpJEw=8JR-Lq^=8?-V%*?e508 z>$|xTdj@)WIQ_$oZ8ywM%Abs$!CZI5k&B)8p?jn#{VhX2N>#hVLhL!<;70#=bM*I) z^Gc^RL|lnoH(nQnJi)%tgWKz>%HZQ4xbg1A-1?-Zb*ET7@-^SoMP=c>|5hKc#uoy= zE@^JPBKVBc4JA#-P{$dL4u4Ec1HU0^G4>BW$XaIiYuoy`pIfzTJ^;ThP3+-hF?S&% zVs+;zUSppA!yWy}PpHRkiO=l*I1mNdZ`v$z&kA>Um#2XDPJDDvbQk(x(Tu0IQ-bh` z{@eS(WEDK@qt7*Zz#&4^i<UZ=uXxb^H2Mkd&*Kg52^{D*m~<*>3ZO$J_g=|LO2Xa( zO1tD@^qJ*-bk)7c%UC%^aJZq~9%g5Z9csrpdvR|oRuH%$E9-~D5_|=*c~2;=BhTCH zP2dc8gBMGcEg9$oTr^gWjU0vUMlon93f#N((P6eV7y0BG=f)pHABhtvU-kl?xEZPR zVqXLD;8odFSMa`Q+x_J@XN0-J{>pEWm_HS~$Nq+G0drK}_kLlh#&Z<-E+7S*_Et*3 z#s%{WX(J*FwRmogH~r}>fd|*Pi;a7M|E4L8XbSQC9|}eNVhRC{Cy$W0gSqBf&Esbj zNZ^0dRMTD>LSJOMXqbB0iKq?`=%6+NKdEbY?T?W?k$1&C=PCN<su;eT`|FXD@ksfM znHqlo#tqUQ)Z6ivJm~{W$Y1vKt560nx$&LFXBoK7DJcC*&^!1J-nbI4=bQ+`W)CMj z;Ks*8w09KH?+wiiHu8gKlQfDS{#A#+Ps*yXe8ZO5Yj3XkRs#K~KFdA@Kg?_D*zPh2 zz}{-w)^~xI(9fNobJyW@C7!jDkFEM3Pn?ySCNK>C^mSSgALs)wMvB(-z^8p^R~sez z$>hiMUvpEyhwn~L&*TQK5Tc@)WyJf>=5y8-KC;=tmVeem@FQ@hWX3sQenlpCrH%$V zPh{(l0}0@Rs60(C-hh8{)jjn-^y)AJ;zSwvK2q^K%heRjF?^W|n{@%sN+t{0ndL^T zKb!6hz&We`D!oW-Vm{9J(t<8G-mj3h44+Kg<7D4j*r1c0(0uE6AP;`$tKT>NQo=9$ zaY9nD9R5=J$?KH(9H&2pb2P!v6+FK9E<X!%3_^!O^1#QRl%tiqg!(KlaP*H1C-!2g ztiRy_@6%Ms9PtZ#Wqwc%ADrTMC1&Z<#HuOaFE;Zqn}%=3_T*RXR|NEo(YsoopEwXc z9-iNxfX6;$c5i<&csEM<($Z6;(Ea$lN_jC)%OJsSA^I77X6MZqGd!Q+%jVitet0h* zN7F6A7xrdjoTsZF`%<)Gw=IDmjZ+UCbpkI{8%QqwP!@R=vQzFw(3!GlWT{r6yG>_p z`~JUAVn2tcmn7;=Wfg7WG4QEL)HEzVJFu5bO-~@?EchnUD|F|zkmFwRR;dQ}k=((r z6a@{Ki`jNd(1$K?g|>mZtkRvRVxiH034ToM`@l^P56myoRPTDH1)kP)ujFMG_?Gmz zIZUBX)zweldk37IJQM%HNeT5@=C;6L=pKsiV|X}#10VL0cRfzQ9Cd)s`0WflulFtH zB$M!U*_avlqF*A;Yw(z$FZLp3jALnpZ$e8^;G8Y`Qp=b1&f4Iawl)L(V!%6+-4*42 zi`<M%ovSa|9f<A9Cwx*kM;e#UnX3f@$59>n8`}gQp2kVL|9#-zj-fA~Kv&{8p?Wdj z68T~~dPTm4W3F~B=$HxkxVeu*Q)7kb%b(r6<s%1w;YNw#S-h7ruFGa0I^he+tG#hg z34LFZbX7EThN~8XnUlD;D0P>Z3W3kd=UxSKL$|d){B|Z4I`vuMnoUaJQ@T@{&3AF1 zAD*yGeG2~;x2Th1%|UnKoqn1>*@!ddT$g0|xq%D*<c$1;ujQ>lvTWvF@M9z|hY!pA zpMPQV2O)99!UV;O^c$GBQvAopw;O(h9CN=vu5Lt*oARMzb$jBe<5{cY;JyAmXKWn9 z+ymX8V1Xp`A&fLuyFS1leg7o0WxAmo;jVXw^?WjXc~$M_91Veo(+kd>z6}3_*D2Xd zN;`so>P_xgxINL9J+dA+g!yvcW@@KU@NHU2KYu*H-kh_U`@He}>}XE4T?GGXcC<t& z1ATz{Zr5_BY|Ite@A=oBi1((`ws%_}IjsBGhf*TJqh<SZO+7&V@um5&oj$0e#a=Sn zsB6+H*Hsmu+s7R{|LY3+=?5{At{tdn6ns-NVd&2if7LMO;QLwDJO1oUfL~R1mNOAN zctu=EioP!LOeRM477H-<Xw&`qA8?<>$$8GOAJBt$e|mBR_19pE;i#OT8==MgA@BJ! z;6l$+hv}tVi38?Zd)dMB@uyb)aXXGZ&(pl>VolhWy?bLX3HC*lpSbJ$oejCc#V16o zz}G#_@UZ%R40HA-ZGk_Fpew7>e(^pJKR&JB52>5T^Y1#9J0<N#OfQY;oIebF<aDvk zo6e26{r4sxKX}xXOxvU#3h)y|Z`XaJ`9GKU`7|}~c9pR7-abL-U3u;LjC{6)Mccl! zkxH2J>8E{f03PNprK#>!)U9Q+0J9F@rkl~!TS>qhOgzi;UijQaO@Exu597Qs`~AvY z#=Upj@pOm-_UJsGsh;?ZyuQl4+3)dto9*GUAJ~N7<wLoD%~4lEhyE1*H{2u4gTl5Z zFR*8HV~a^Y-I}=KFYaRG=S18#<4>zN03By|KWP!(N6K7M#&zgl=Zoe)N9{r$2a^G# zbu)PSn<j+J0`#mgj-RgQabD}69u_h{E{4zw$p|0#)U*`QHg)uSiuu)~_<gQDmvO&} zc?+fQo07FlPDH9U_s}wQ6PFU#Z}WoauU<x88^e7b|MGraW}P$9_tr;oNZl2BQ_I|I z)VucmfvwqeIL~)jJAdQ-Xdshs=__*~qS`I5o;i>AV(s^t4B*;hDyCumC!o(-ewkM; z0sgB|jd!92FFY{Z@4M5DD2a_ZS04(T<4>h44*W0sC9Iei{x0I)jkAx?kLt?W2ayoK z<q=M%yI#Ss-!#v>l?gn|sN@_E{r}mkuLTma$Zxlx)&E70`ar4a8L5F>mrymv0r=T( zs71aeI^e(hP<%Q5qyurn)PkfPz83T0bAPk(y*{rWCXd3ot(keTx*vRkP4KUkSa)~i zf2=74KsT^6{jpDO&7Kg>F5JlwgZq6D3$F3!#!E)cmeD_6FAv|85y$*%gJd)%bZez| znSsABXG?w}%qx!td!S!2R;UA?E8E>mmHrKX6I10}0?uu&^u;Y19akdz+eVZf?uC9* zL-PN1tVQDym$$#12zsXN5}P9I#p%^!@c-aKe2HysDms99;**V)di0n#=oiU&Bk4fA zqEA!#GX6h4zZtI5fE<zm{jS@x`0rg#H{uU~P7#(Ba6JL~Y+uHPCV06^k>>?Z58^!z zdMu%XKHXYf<cEzBe1l?J+co(2_}s^u?45D$SgH;>xMDBPx#h@7^ivu9;(rG)AJ$ji zZ^d>PIaQvA?`pyy$kli)cB%@`!*L>8PZRm6KBYz+akj*_r4plG$&N(b%Hkcpebz); z@=Mm_55V<1#RKc16BNYfW-DkxH$O%{cT(4d@QMhI>V+=C^HsQc6Mc*2`^>W?;Dxu& zhO)1LXVoNssrLi;g;U3M&axi9F0U;Y@*n@_foVm_6(P5>A~10ic<cAf;=7&9=zBSH zvJWXBHzB$H03*()m%i5ANBC=fgj((`qrUh~@H$m80Y`iGOKnGhXG|jro^^&^GyUp! z=0)gI4)YYsGj>E^Xr0cfLvBP<$L8?VcROP5dFAtmab9!P_rA|XKQZ>0B{y9Wd?WYP z_tadRyNKgYj{_gY+eum-dy2ia=~bURf%|mY{z%O0V}AbEJ0sFOJa3*`_xGGZ?#W$` ziDM_ATV?ZbY#l}Z$Az*t9q+-Xjc-xLgWn*}8;EwKaU~vgoR-i=eYss&)5p6DejAf9 zRp}A%)+S*im#xuf3>l_K;k=S<XH5D*2a1Wh{MGUn=33);PQHB(oF#gl>>%n4(~i(& z?@i4A*Z#_w@WKA3)gHbLR-C(a+VPLW@VAz_UlRhK!S=yn?Rk_vp`ia&$zalvxV}%% zu08~L9*g5?E2HR7W&H0eK>u6km$2$e1pl1d$8APn&)&g*w#oQ?+LGMp^U<fwGTcwx zhdtF~F07)vmTd^{(QWxd;3fX#lxH<y@7a^ek`Gcs$OE5$8uA$DtE0-QEf)BJj^Rc& z_apeWne+Zo00(!+7#i=wJoSFo66uG>(U+6WiY(8fK2SVh^>xO)hMDMne)vVM9pe*W zdVze1G^N^;L%?km5zM>NFc%$gq~JV!oF9^ysyh3@$1*U}`98<Kv;EQXHlOW?-B}TX znf%!6^gi{l^gHBgC^%B*kz>Ec)z;-%7Vwglqx%2nl^nCr{M!ZH_fMyR#Y>zsSvlt{ zH|Pli%u8I;s3U?g3>>?E;eDUkKP!?79kepxcl>qquRUdwRvFl%=<IMNpA@+3Zpw;( zHTuVx^9|?KF(=cB3O9rMznHCw#Ra*vdaeDZ^uf#N>g(N1cOxSI1l=oBMSomNZk&ws zCT;xUI6d&uw}Qwj%LV9kl|F{QRPpzG2u}#cIh882%{FpEec%eeE(4!Hal2n4Z<!Nu z)2_qUivj!FM&b`m44{5l^_)KLi`?${8TB*x`$vCfn>oxO|6Q;b8#<w59WavL0#Cyi zcT3Wt1Ab0FQU}^Y|NAkHPM;A5&N=mvB`yT_Wbha}r?N9~;QL9*L-1+x?PT}v)<zC6 zQ8{W4{(AOk!G&^a_)AZodeU44JWO7rTmxPE{_paITgbQDGn{Em0bZX7GOZFo9gU3R z6f%f+AO@`cSvY0kuWsOe#SguzB{MNbI{E*+o%HL{&@*B`>y7;H!*U-zE>HOg`oYPi zR=Nsjg6+*&?Nxo~%CQFdE%0?5cd`hl#{A?#YC9R>3gjASm3HxiZ&jzenftfNh7c_l zd%7nF=Q!Ok;w^lvqg9$guN9Hk{JJhtYqukD+WpGr6-VTq?ppl04!$;z?%PFjSLEY= ze75sMI`D^S{|K`!c(8WO*N@s<2uEJW(go~ci!IO)Yczx3@4%=@C-6BF--wQMKI-$@ z#)qC<8^Y%+ZIbXs%=LV{TUa1vPt-WN#tP~=6Plh(zd!zPAd+JTi%)1c6ZI)c@u4}G z=iijGTS^0e*1YpOw*uxHjXqyKzX_cw<o(<P_=3WuhP@;K$QdZIkg{39KYNdr+)l6| z=C4t-6aX)L@ZI|RBL#foo|9iY(U%9l+V;`Rh7aI2+d|78<c`XdH#fXQE_6!hi=Xi0 z@g~w9rG!rR<>PkZ9_W0TZ(cf@zCjM@d-)?5aX#&uZ5vkB{?D^$5=ftRA{Z*ia^4(p zBpMs;?obDgjW^tW)d4)I?)u?_H~It9mL+Zl{QFwp#E;w{LvC4?+4utZybYSWk5ua5 zw-xc3y73vl*zIJEXZT*UB}?IVuxICZ&Y#VH&d9A8)}hgY9@lu*F)beYIO(u-`*kVs zP=Aiv)(OEsvahDd0{vV<WJjekd^~2tW7HEusM{yI8)kIu2+_=tMR`x??Yj$`qoFen zEEKt<?f~C0*ONTO0KZOv_^Cxl=qJ4)DZ@tKS9vo`r>PtWhvq}KcyJ$AJUkeoI*R=? zH@u=BZGcZ2)M$yqz2$IfUF$6Ry4D>gii*IOT+cMR`DQW4w?6pqjt%yi_UQ@p;P=to zEZSkd7yJ99?h3r&L_U??zYAY(p+Do2sHPxXiE824F==t^pKJ?pF`7jkdHsHj|F08a zupAo72*13+Ioa4&=;p_C#v9y#dn`;p#ofVuaYnT`Fnb-o++ZnQig@H)ET2)^LVq;5 zJ`?PR`5c2K@nO#=@azAM=emo2FDEaV{ub^Vijn9QzN5C-OIPlH1GqIxdg4%`Dtv*f z)<=aS;E%4!TBpE#<0G3JWuH;kUQ}MMbq9a$M>gABfqr7<ESE$w?)g3nx%dzCm^WzZ z{QG~d#V3~ZN+)q}AbYwFetwAggik43o9HV^ME>QOopK`%J1d)$lsXa?zR#b_Y&Z~% zxG|)_*Yf?{At3S-d=Eqa<Q(wc^xKwA*U#|t9$tTu2LHwF)>Df#?$F`6?F#MZkxPI2 z>Z@b$!%_X5|NR4XhUM4Hj!tRxfqES|EYKY*Y?oLTF8~MJiXKcwy{sV1VHKK(KKp@N z?^!hZ3ljG%CDcR37yMjZz&-Rj!q0h9F$X8i;dJW)&RK=f_HZ+FYYo4054`s)1x4ni z&%i77?oFh=g}mtMtl%HG2fQE0uYW<E<mB)_w4IB2j{)vB58!H=Q@lTDzTw`UvGOcL zKhpi|l28u5_tka(7qK7VFS;SZwBtH_E&0tcI@eJD-7V}x-(%ij#F6X>aLYRjzi%<9 zKLf*B9^!TIKWDQwL<vFn;FUKvNw+7ia{P%;K|au3<5WKpU(83+j88d(-{?%E3}IY? zzd)qXc@#Xpu90_G;Z686mt1er_rveJ{n#%Db%Zuyh(aCw1Ahy3nmpd$qK~$z-@YLC zY5A%k9r#KX!3?9dH}JLC^mkT|+7bT(lKDPbAoti>{aeF9Ct{32o%7rQCn6-C?$%NZ z{12pTXB03OC^g`Ff1(pUa0Tn9byQA7u*EI$c;Lg`G-jew3#bo=F80@qxe&I~l#(1} znB$z#>$iem%}lZPm+mjr??3xhb)~>3XUTVq;`fM{5|T8jLe6!V?Cth#^#2vBC30u} z-<L7APn#3`jgqH@D6K28vB)v)aS}QNwXEC#<~#yNx_N?+;Qe0edfW2|xtU+0ZbxQd z?wRpPg~}=DX8kq7yuc4dDi8aMaPC4w^aNYsL*Wd{i7EhpF{!0XR?Ut5G{Z0ZPQA4w zDo$j^41Yu&JRrM|3An3yt#`S(4|t-;jFo%TmN3+;%VWfS>pvE1EQtPOf{%W}0z9db zfBM>69rQh1&aY_6+z7_;n|%+Vf9IFX$`(TZ7|9zJ3q-&7H`{(;2LE1qipN+G9dw?+ zhwr`Suy_34yIS2nz$;XhN4k&`u@$|8`XBTs&AxY5!KIipd?da3`H3yYVoz_j-FGII zngrHw8sQwBdaa!R{VvbU<*Hc*_8kS#+&uyw>(!3MQ$4E4fpzy(+yGyALbor(7=2TI zL9G-O?uF0dKGIv@t*X;i-)};{Birv}X6^#LEaiyfo`c|hU&lyzLeCq!?r>D54*ug# zopjzb_>?;|9J9K>r!aevkL-iK8ZAN^;)?lQw?bNV@TfGlm6IBV&P3|O{jKM~2@5Z7 zWPU~6Z1TPycu5ZP$)l{)H%Ne!7KSs_fLqUTM+wq8*b~?4oIiwBW8Ph3qTP26yx9Gr zLbH5)&!uSzwp)&be7Ek!fQPtO$et7rOM{;oATkp1=PG}0lQ&<259AQlxxL5%YUSCj z9|2t=B&T+hQy6n;4^_K8>2dy34kw(R!2K+Gk?K6o;c7w3->hsK>}^C38;!jcLmngC zc>miRZCcg9n=c>pR~zK`KX+NGhXMCSEN>B=6F&dDq<>M7jcx?Hr%c}3G3a%DH$pNd zfGe}A$TdXaE23HnsnErquaD6O`W&FEUOLJB^a*h8OWW$HILuMK+~$ytvnTFsZoT3G z?`tD;l3fFQ!H49^SrvZdtNU*G4Z*J{yRbLvCHS;2h4gP$Y+MOTnW!dxS7#z?cVi0y z9bKA~oZ;Ae_z*`VjOp=tFa8-XN@xa8$$U>vY7n^3rqr1Y^L~nAuBUFq<DYY@8@n<0 zl$PY%zB35lKZ3Sz?{B;}?CN>rM&Q>ZR_fi}V*fAqnDz+pde{)JnWP5h(}JU(cH?*U zV!7`xdIbL8Lry>U;k+H8ak(mo_jR9N@|`Q-o8;;168>VY$nU1#nT&btr}@`)#T$66 z{_x_JcIZX}e^%z(+u+xfT&+F?+!nbecv3tH_2f_y+fh2aKld|ZZ49v&@W~~2W7Nys z_{RiQ7jm_Sik}D=Vb2u%<F^c`%NmC6MJ<!?os_D7RLjRcpwd$-L%0``YrY#*f;W|B z4#`S@&QlP%<L4;qs)1t`b0qjPeP*$vV#dH3r~2GJ18;tc&n|1gIdbHGo<V*E{dSb- zlN9vjaTdZmq@kz#9P=MjIqF16Q9FbW02jJVCJxKv_uHsxUJ%QKk1wC~VDlLI_4V85 z>04Zg$)+tCW!#(h(qFQ-|8^v@v*HR8p)Z+9hVI-&h4b1&xwatze69MVGuGM>`@`>c z@WJ2ZNcvT8qzwGjlS7{aXrT{>dP&?11mAMz9gogG%sU-@alRS2@w@SE^#J%i9Ql6R z*!bBHt2z^-nc!!r4=zb+M51nweqVl#`hQR*{ktagRD*Y!Cfai7Bl}MJ6#fJ572(o5 zjC(?iMD_Z&TgbQXr}X$g?<`bMGv<yY-mmh|k)#Xo@nn#cUcz&UpWolRqz}E~64TL6 zGt7PZ8KueV;JH%pTUvu3Cry2t@e;n?t>mEt{CICJ)F1ltjsg5)w!dJU9DGIprWLB6 zz_(}Jc8v}EjG$8fDY-AGkM~AS9p`{gzjNr;zG(--Me-jt3;6uiV%|@;zz?OFNIA1Q z!B1~-fGbh~zR0k@^b2v&+jjFO>Y+ZxhR;vipzr?n+?!Hm6gj2G6^{Pje*|z6d=hl1 z_gbsZM6*!0ihPI~<inX3Ud%Xz@3kxGlZZMg^8ehg-8hH3tah=yAr1Tp^`_p^0w?lo z1Lg8U#<A~8>gABA{r~sf&&gBhck2W{=A1tST&26i%nI*S?QhDfj9lo8m*-2!QP1P~ zcne%HzYy{%u}L)){ODZ8HB~V?B6Y<uHRrEAv1-@;Bm(E!b8GE_G5qF*@0qUpKu`O2 zOhR4-{fKPXhJ-nM?x*iH7hGyW&U{<R@NVcct#Jw*F?->6J1Q;Todg~*iT~5!P2^|& zNSK;H-JzrVLAwQBKD?u#R{b>ks$)6UO?1e6T3DeJt;4>Ia$CNS$;f|MGK@_|{fSEK z4PZZEPt--)+@?wduJ2$C^%=r^!uy-a0{dNw&Wf6sv5DYIWDOq}vN;p>39s_ofE#>B z+<7=q*JGPH6eDpjOnhH^ec9WYh+Hk>`1%?-37;45`P3tSVB<ym?n(G5`43$6#ODyM zy%0!WhPkpcB-MxEqjYAPJAD+q#2593#GlBSp}+O!n$mmlQxg@2tMJdhY7a^Y3`S1W zlkitj%ixcN?pAp=*%1e*0z^H*pUEUrj7I5W9(!~3a}WOi&9%E~AE7txrXWo+<Uzjj ztfp@ZKIhni|E1H=JH3Ahx*u~z9&y?A1TEB;5c7OpbMSA%;_U*`=*z0hI0i0OK=+s4 zcf;!d=I7>jhPQ;_Tt=MKO#v>jA!8MPiN3eXLQ3^1>d9)VipgnwPTE10!ZMuec+Iox z*O_tt_C(5B<s;AFogGD=H}JxC^aYm*@QUXM<uVq`d57!DNx|<%F6>lvw-E2=Ub!L@ z@Lb!@`CF`)f&X&C*Cz44eaJPAH;lsG6E)7heWBRHqq>7E2|nTYHY)3kVDxP?kF%05 zB5z8u_i~^n@+dZTvVVyIKKtoLSN{#TYNP3RF#KjNR_afaz?;nvM3(o)<Gdbs$>wdv zeL6|^Cha2juWeJDSF%K2Ngz)QStW8j-wyb5pstZK46l{|?~9jY{T93rJneeFwioy0 z;6wXS`!?ilvc^xbJVW2!{35{nfdgU0(3zPEenwyBcK!r--UqF3OJWb<+)gznC4py) zKm5?}9qLSo=kK%KG|2T)^-)=PjXe-aA{@)eYaCu@2)5UOo>9)hAFYR6w+ek(Ialnh zAk$jxL?0ECZnD{c-`k{|thV7P{0((?Z_Ods>Gaca?H7}nS2iAVkwm^(OnB?uvrov6 zt<X9v=L0<_a_WKIP3*UMDHa*QhP~^7i-L_Mm~Ybm`%NVl`kg#&;&cS+V7hu-8*rfQ z4!U|KVeDzEQvUZGzD30gy5?b;s0S3MoW`G{jvZ5Mqy;~BFS*O<#tY!t+-oz67Vrbd z+*zdoF7EnnNiM$zf4F`B1y{UJZV~O0!Y|=xDooxI!5saA@{f}N@T2dIQhZMlggNxX z;uLc`G5<TerV}m>JR<g5c4EzzIMQL2HF+NRQ0e)?K$8Q(+RPEbi9UD3tZGyVxIJuX z`_=^X0iMMTcYoY-Tq&O(1@FeanBN^thWnLb!}^^9_-!?*o$RTRm`f@t%Nn=Edsdm| zAP2pzI;C)T<2Ue4sR<<}alqd*V%LxIB9BJ&Uc@5_>;rh=z>pPWOB}m-SkPb=d4(mZ z2W&CVM5&S7ytCGYxEyVz@Buk3NALf5kpiBRtdhs$Hu_7J*^Bi;@Ht#fHnxg5hB<Cl z6%#Vx@u?f<E0|BC9(u}dvB4kfTH(>jSL;Unbv^2TVFT~CqK)4N^xtPr8Vqs+r-khh znfrg9=JVWbrghAb(3p^BZHYJ&t4XX42iLLBxSne&CkgWp%y%k3*Fr}Pca5N$a3Xq5 zdGp>B;&%~kjwyz3L;Cdac`NLfpr+8QABaM|igLQR037r6`d6958pw~BDYTcmhQD`z zxZ|c4aLR-hjfcMj(b&c+a2q=4`?O0dqVN^#@l{qR&V#pdVyhiTzd!PDjbs}-=I2u% z6SP#28$(@vyU+>!e!JkiVeBbduzkPRu?BtxA5H(A?eKlXa~QI}uqVisL%Uz&?|%|J z<>Z3Ct(m20#kkRx@QTkndJ=qpT~QEa)m7w<apc_d;zBOh27`SP{2uLs-`pN>V=hbN z*0aEK*caE|?s>)-IAmvl-<SvHP=p;;GJyZLivms>7{eFODY%aoe0_AtwRgJY*emwp z;ZzIoU(StWFMZ%W=?a;jOBY;;Tf6igr=A2Z&{k?Eu|;0ilV;;6X4FyY14lw}p4DH` z+8b6o6H$R{ft=u<Ol_Y_iQ&F(y6o**B<oC!9=y3f9s1MT%zH_)Kasc0`bt9&_ghT` z>(a0#_PKp0^>n!GO5~09N#2sjT!728oE`Azz>{r}X7m{<3^$*WqaTUUQRcTi=te9I z2tDuHf#>7q(*GCp>RIv979!J_LoRXi+6Hdv*)ZoQ@jzbP<xgHh;2+g4+}Sxp0bG3~ zHR0_8%!?&5M4ts-yvxP;VDlippG>VZFZ!I6HwHNl?wE(2QCp6Y1P{O#k`oS|mRdJn z^F8X5y6>*$E}S!lwu&u3M)c1v<#t(R$U$r0ZEb|#D~O$2?shkH{QaxTYxw^0XSw$# zDr0`kW_sp>4RDNL!s=hl(@X!7<{sd3C4MWg^EHg){go~4w$Vn;qqnngBR<FZ&yCf@ zTg+_*(s(2_LC<gtI`+*8bBEXL7In$7|AuPP_b=uVqR!+?{E-A6)ik1b4ju7}(<=&1 zi~sW!#V>7aAV+h>%xVMvao<Sg3q=f0grpNkvIlU9#iu=<D*UJyMpug;;l8#!Vs)Pj z=To^amsQr*mIyc<81@eQ)1S2U<&s9|e%CcTj$-cctVX^_DSRjwdP5Yqo85@)D)z!V zORmJ<Zt8=#fm4+vhN$DLoQN-dA)$GAz73_OySXbd7vg<^R%6JOpuZd}k(>q{RKWhP zDs;DTRzf5ax`N25s?}cf<x?|{{*1#Hm$}NQ;Q_uQkB^6^`z!K!Pmp|Uqy)d_Y<K4j zbecy$%nOb{Kd<?tE6@m@xWMa>V`d+Cl`wKWPE9+a_0!d;^SE#7`_yyvQK#~l%($|C z!~gW@TT+xa`1pT6b&N^fiLTL?b3Mp=`NF5oati#i(nsTDg)L{|=A)j3U=8GuJ-qw) zn>z9|`Pda#aGyPs>AXyW_lQj`%ls952X9A>i!bB7(A995_&Wxl%F^cHYe|m84(CLr z=tr)^y07q;1xxrUqRA)SaE_a92?mVgcj_g$9h<*nPeSkgv{uxAedBN0#=zzKXH=4% z(H~4J$!><y!*74*%G!82-uIM;T!v)e1Lu5KGKBH|P!?`kJw|SOB&CAE8ThY$%__3n zLH~;0+n0s^EqgWcAq{XR$(#Ij%kRh+qubGT1NFR<{;5yLY0RO%@vBJ!ZeBMSUSt3s z9Ga<YG(=vX1j+OoKkBdKvb2{r_!Q30`iQ<3<ij;P59dJN*zHH}E+Fql+@vBKZNR-) zbbpte*aP4r>$y(SF+BfG&E**~_=#HPNgeQe&9zO1OwWNA?tLS=gAP2>H=(l79?Y-j zZIP^m0ROe>@|3n?-!{$3gUaC9)JcCHtb>2iHblF11ov`b=eyB(@O7N;48ni^&qL_G zKYI}MzwKGw@ugnO3v%8}8@h#jx3x#6UcfUW>u!|_s8=qA-<d>O!P_Z3?XD8Ue4qaN zU<DHN8IM*iSW)*C`ea|QbtB(qp;O`*_|Nc5zxM~BFQwG`cA8EFeoTtLLhE;No-J9b zO?8lG*7dq?wHSNbdOBS__Syrt|DwK~4<A@}elk6DtE*FsE$k2RxoowpXz`x&C-c#) zHP{jw@@9M8PoUmVy7%5e{qSwk65FvGJWiO*88QjzX3XDqR?2{%xZ8hVLBWBDcB<5j z&&K|j9Yf{@wKjxIal=QtfA9&UF(pr)bs!G0Q_p6!;+~l{EvZ8PFyZg2(Anxpe0|VG zp9cT>{UQZFKj;_jT+)f*@I!2pIc2JR0e?~$KfwiFh(&BpZzp`wJya==Q<a>EgnNf4 zcZ288bP<bl?|={f1ufSY`0K!hI=K$~j^_<JB#WitZ{nk`vjonpn=QJ;8HWCa;o(M= zJ#Z!;P2O6Y8<Ff(DPYkK9!Fd5^2|BpADou|!(ad%<#NTW=?+)oh>iS7xjf|XCk;0} zw?{v$d|SoQ1bHE;qB4A_ub;b5*a@bBr&W`kQ$B~i7>^5=U-Z}!Pb2*#jP_z)DLjYa zKJXZG)kiMhH`p^@)Ayve3U&ESUidt4oxES4NE+&wr9FH15A=<LE%$Yw!msQ{p>S}# z)ttD?=-y0%Jco9{Y2Th7wnUJlfrrK~oNsf-ff?x3nMj;EjQxKWuXDpb+rV$jawmx% zxhvsfo%KZ{(AU2C2#7)Nf3&j1_lpZW0%@E3Fy^*gfa@hkfeSXx6l6YwH@G8c-G341 z%lB0!ry%O5t-InF>f5*2eJpI*n5!K;G%3J`b3&{5J>n(i4wvU76$s$EogOO#mw-F9 zUj?+_-uN-Ni%bspgJjc(hm!Z<t2vlr>6++B7?CX;`U8F_<l!@6f9Up$igW7NNKSNi z5|{L1kk_uzFusQbxH42+I23xNG=EcT_yyd%ob{od4Z!Py(zgqOF}LRN`j;|r&n<Sj zA}`dHMSGs!={C%B=4tNJUBLbnGu_ks&@X?FVv0L_6m!z*4{rXSSIN-m_st3V#mRpg z!qY17)2DoTe7^{IYyD~4H2eV6bY4SG_hT;i&Tq#}US~p_NWW4>kG@F0CP;D^Is}V| zxqk+7Q9h<q*l8fY)w1GI3FZxM7j(POIsr$!k-V<|i8|=%S;TtAjwld%;MvlN=ilyh zfk?-EMccpMN8tb2Y*%`JZVmdK>cJlsI@mus@##hd`njLFuSXt1|L~smUOyIRO*mIn z*#E-wxhWB9l4t<lX<_D-g%9Qs6ATQb4?r)8-*vp#1pC~cGLKzbfNv;D{^l!b^uvof z4W#_e#LqnD(db|s!o&TUJ@Y=y<MkSeFQEVa{H{Zp!5sY^pO;j#D(1glvvElraU)tA z=+0TO;Q2BiCULogzQK>uj1ljj=&6KG`PZ07dAh?#OVx#7t@A7F0N({CXXhMrm{}t= z!d4Nu{=?Xju4tSq>P+smOnbunVz~5g@V5Rx?GhiXz?U6Q;%%t}JZMuCHM?L#@O)kp z;M2m~ug1lhZ?3>e{HFrs+2G6dbWKx^1Rkq<q>zGpIlr23)ATr=|08juA9l6`cZoiE zA_@2{2kJ8a7UXKkPHgm`?+ZFGFTHZnk*Lb$kg$AZMaVM+>Kj6DEz1chzl`5?+@FMI znhAcXlypHKeEz|gI~87kLmpgAG*24*Ub~}g1<!IKhi>`ck;7$<g!7eIbqUlHS7nx+ z1)JCl8Xc+?jOQJAVkX*v8@hY=){R2U>oLE6a{3hd;<TKV<$7l9KmN0ry)FPAVCk}S z1m>3VKW9Z=!#U%+HkQ^3es^jlJ3-eCI^|ixOmg@~;)DV>twW$2w~|lW=ps+~+$sw# zaOUmxDG9Gl_`3G6_3lTmkY|;ct64H|Bc1WV6kjL8K}?9b>oDfe9t%$y;B#>QED88n z4Bxrw{;yfkhuK(+UFGn-=eop&X~C<B#P;`#U=E63_l{oeEc8H~PQ__H;Ga)^rb*~W z+GAuscAy^4ZSQ!m1N`+W*5Y#q`e8z7SKXNb=ts66d@n9z&(n}~+42bX*c^ZQvJAiL zQIj*Xk#@k#a<iG@pV2oO2~nHECo%qRiu?e0m;5?ExeM^|Xve>psTao_@11IfAEb7~ z=Uk86QTSlJVq>fNfK#OJQnc2e!<^%wYHouYa_}kD!}OrL>DZAnhMsXGMrj0j)ZW_> zrC~W|lsGWg5vQv1ycYOLWx4$FW8{QvvR!N$$Dda{t9cu9+CQbD+_!;Gb@zTUex2n^ zL^t|hy}!$Wkgogj^(B0vQ8B%m&ivRXS0kqS?-lZ#0=o_PaPQ|;Muvo=&nflPoGrtB zy-@M}?8}=r#AzEH1}-=J_sL&<tU}!jGTL8J_Rfy5&6kbU+wV*$P7W)tgd;~H<lKod z@I_r$L`s>RG3Uy^O~Qk7$sc9s5|6(2tei~KF5r1DPN~OUI7d=q4{nsEIucf7WNlW^ z`x`Ga?jrpRJ>uleGulTmU%8xVqz^oh=<w^~nQ&*qTkPqTurSoS^!KV~Wbk{QKCe5d ziQK<1<9|m7kq6VgNvWY^M<nv9dZi#|!oJJzW=sp_>~5q6%&K87u0T$n0=%N3XcXgf z^o4ToZv;7f#Qcj87n%A;^dtT+UH{(~HSEIi(Amw6_*D|&wm;U9_;hVd_kAz+b{E%| z8{zpx@zE89;XZg9pRCCU9nC%e)3Lp5$PcKQ+BpVa?yW_p^-fjjnY<>~4}eGAXT1Lt z1N=qwHkt3|@cb_Ihs<m0gMZd@wP9RBK3UGS!rFBB2-+^4Rui-%YSjH1(r`YqXIV+; zQ1`T$N$VE+;2UW2p}d(7o;doY!pa2pMeaF%K^y0Egf-i38+dgr@`tDxp4&08Egb^= za-0U&W*N?FJZmJ=(lg+n$f@$*sDI1aw={RXhHhG6@{1-N`1dN=`I{4%Q!v>+#SWZ0 z-J|g3DC*Dm;xJ_yb@(149e<bK!QP(`{|?>)%<=LB(j{C*-MVYRR78usjG3BZE$B0| zoQ{U(&Dcx&rr<T(oDHE(s~3@f0`sN1*?E7>uowG;QzQ@YsO}8Y^*qeA?~7>s=K?>K z91~gOH}om(^m+t2@KR!J>zjJ;SlLF(7l(20I1P*aYes$KHruQHMGpRy)W*sCi<k>x zeIPFE1%BUe=GQ|~H$wT`L#t`jsqF`cnfxZ<<Lu(vNeSGnnt0%(CO_uH=Bm9S#Np#F zqsa?aLf<U;dhaDt?4voR{jLi>%&DgMy!?B3Ux|agdiXtfWHiIJ9k8Fm+wJ)d^y@xO zD<Tcg90-;6iysN_RsNBUwMU_chpsJFg7qY<c6`425BbfMX8i+O_+4`J&P-owaVA<% z)PFrl;zmeM4v7l|qK{YZ-rOaRc~L2SxicNuvoOYbb$t%=T!)F}hk}j-hgd*@06%`` zbr;L_Ow4nTJn!iMKeW0`=-&fAah^LHy2Xh6B*jdpFyL{C^G>8a@K5ZYqjBO&LLbpX zFPJBS{KY2gHxFK*f8~h0dRiTQps@STW&A#z(o6e)yayk^r&4imFV3A@#&Mm0HiQUO z4}Udy%#v{L=&Qh;{|-DAWoC9DcvWatyrFkZQNMh*2;Sf2kFfSv+?SN*0&Y*h)0xnY z{d=npzl^{Cf;;L}&f811H~j60XB{CQJ|}}uV(n7VFU38`yjma_4L$K^W8nYuB+_E6 zt`WeaWD{5G!*bz^y??THKRNn{E2O)KS?HU>%jv1Wr%cc6MP83!Ppn<AMjLeOM^5Q~ zC%kd*t&IE#(8K*OGy9x-1oJ|p>y8cJrRei}lG}Ko=Y_8Qcs~pO;CXvb@><MwQZ|n( z<6KR3{A;>^I=wt)ctju%_2k_9gDU#aXF~6<B-o(do{2J)cZ1$^V%RgR8G9_Jc2lWw zV*cuL#vJbn<ad7RJ+T*h7He%mTQ=%&M`?LZ&rj^flQu7-h7aK_m+g-WrKmG6xm@2l zK<C&BnK+V)InG64t*7X-b2%O{=RN{Y5>))=Qx*JG;-nl6;LWWz7BUU-d)&F}TxtS; z-eiCIWSjtUsvdKyka**sv{^d!xC=gz%#JdHN$@i?dGCGPklVvk{{Dv!biNZm4rgvb zj}NNWQf6@`I_g3vRvMwNJ95yioWmY+8;bh_B=BcTNRG?h!TtP4axD&g7XLk+ca!(P z&$hM{eZc23dFEG92>kFLN7o(CW&1`eWmB?~Swbk;S=n3m&dA<d$;{5kD2fo8h*Bg) zJR+H8BoacBm8=RWzw`e7dOx3D<@<e}`@Y6G=Q@|6qKZucIrjUmOwYz-!@u#gx?y|) zbT_`7lz+gZo@hC9(p3gJo74QeZ=w!4GN1SM$U1x-R6=QPjROzA!!g5^1zhK5JwNpp z_B9H9-DgLReIWYM3;KT81HTn!+>80KAzisi9X9Z6cjFJ-L3}YPq}+A;us8AjlyvuX zIqXf|WT4xXg}k9u%Fcfrd#*(t#~emIh{BXb7G0d9b4uE&&*0ay-(V{(aMhJyT>I8f zU+O`4#T0B^+~Y}n(zxf5hv#!$Vr`iXIvV{W_w@<zSc{LmZfxVZv!6Rm{U1MH6VJlr zp6@}N>KOcEDvW*L#ir!<=#gg`40#gq-Wc!Ni!k7R>q<TPTpR$Ol$Xzo<8OfXw3(6_ z5r;3g6cMPq<w0=KTw*DG2p>*91JZVTHzM0pX8R)I=c<Wb%lB+|B5}9J<Fv=<kL9Ox ziA@*6KQu0^mkfJ>TXT#AfG70r?r;zk^d`>8a9-6x9i3P?okk5jWysQIrF;kWDC`kp zT><|!_=~UJamk0+<9IV{DG@$@q2yvGpkFV&rJ6YcyvcJ;Z;JY?AHi{C*t7xnk9YIz z(3L75VoID=a?Zz_;3|-#-183gr1KY!a}LmzJ{7zc3w(^9_0r8>f8od0$oMdOe*kf% zAMpPTPwaPN52677<UK;^?jHf4i7)pwHu2tP-U!Ie;Qo9+t!Ct^fP3rT*JhQ8e(^=y zF@^`|53Cb=9^f2paXKh90ar5mv86bMyr2^Q?=-0;>L{|h#I8e_6GAkaR`MViN`2K? z&`&1)8Llz^0AB9Q-!XgS&0ShAv!l?Dr3x7hSXsLhiV?R8o<?F$w%DjAJ_2*;x?aI< zJcu*Fw&cu+6FtZOO<Tb4QCoVRLK1b_uf7kli<9t){mXb&8Fgx9=ib6z^ku)Id=-0? zP+yW94%0!NE;{eXeFEq2>!<1`f%e!(+P`~320Xdf8FD{UobRyg(;O<8%kWdL6{li? zJ|>Su|FahM0Cdov(}7Qy3F-dj;oJc9CBJqaLH`{dtEG_wUg1MozRf(&i6<@DzhKn2 zzjrmzt$n~8-GkCvdGzN-dSb@A!OOgT-|^l*8+k1uy+N2Adj1<N#boKoOVzUXTm9f8 zAZFSk58jOL8Gme^74}MeI52LG_iRs9ygzx{pNQkHXXXBiy&<9$hC}G%v^@GW?pa{I ztv}H#ZpodPQ>E?v`2c<%D`pd4FqfhhaCEh69{uE%mdknOz|p?5i>P4EBt|oo@n-{k zSevQHe30*51ZqxPCGj9mw?4FV_z3>gH_~qs&xMaM@Q4RL>Ix61lMNqSi4OUCKMD%? zhGdq^7YL)jk9@JUNC*Af)mn=te9uowbOOT7?gZl%OG!mr?8Vzln)>E3_Gozb2e)7@ z`DUkRz3dkDXujPcL$eM1y?AhJa}#^Ylo-W}=Ut)iySx9b4&twbu)$OCbcd<ZoWw|g zQ-vibf7*$<kvQ~@4D~wmif@Kqn-5XOak2ZsKlH5;swvFI$glejk#0=G|DbfAiv{?G zy5l8pJfV9_j+2x-gZlZz5Ko}<63!EUlbsH5n@6>Sp)mv4qjP*OV|EVaP*@@pR}p{B zxT_Yp?gM|gdbWO39z4Hd)uDIx;I)1Vlk?*IYP4o7GSNUUAoa=2W5kaLeh|cBp8_3f zxYM-<cpi6pmR?!XcoAQZ+B;_~11B^s*>Q&ne$)m}N1Ik$h!{ni1Wn+;=~Gv;{7_F+ zO-H<}yWv4_JM*dg)WV-q(PfQ;0(z8xp;bn>&(BgjWnGql<2gvi7oxx1`8c&F8vYJR z-&^x2&~GmsUo{cN?~7lXIsORek+x;ljNHqWu%>_Ps{9-Kqio-6yA}cu2puu2R094X zRXMvC{oPg7Y=%~R?h69<pOq>CpHDb&DjvMfLywxVGY05itmbVCpce^|*Zr%6d`x!x zeS5?o%;yyd$8w_n+}UsKcmX*7;jhml96sZG^F_TC*a5sE(2$=g$CFUuWj*jZ2JxMW z+MZ0<pNJTkr_DwF?@m)GSgix^+Qh%5nFn19<)6IoiNGbbz6Qv3f&b4i4-P{-<T>;p zY_uQwT-mB?0{tp^t<ard4dgwdB-{l0x@_C=lW)O~-+NgczCh_pj3l(E?YN71y)ZyS zv+z6I_szfG9eu~?3Sn;OvC90st>)gMeo!9Dzx%?CFlLkFHIRqi+L<fUU>o{3lj3Fv zKIFMS?~850AIVo;`oK}+fjK9GJ#SvaxBtMX+uI?`@$k7yK109dd;4Z+Kdl>aB}JON z`UUX6FSg%yH^3jvqS!OW7<2D-+esRi;0Jle!0HD2)@(*jgO_8-Gn<YUYnZnW6#Hgj z{06=$CPmfMz-!V^b$c(uM>~}55h=Gn_?_QVXJ#&W5NQ`?uDE~pBK!q<1%AZ&6Sk}@ z6xX^vh<oXuzSZmp@8n-b!c7Ofsf_*47I^OS&QC(aQ?Wlqy<WV15I!t(HzfO@FA}PG z_{C%ddGg``>Tw-^;`6Mv;z``Asa(F<sa(A0qalC2J8%xfKP~g4?xL0ZrTM)Kz6Gsf zU!u4%5Bk2%?3e|78r=Ne@wsB2@QhhwRV{qpA88v`#^Am(-fb#>0Uk8_)nhrlCmsc} z9?uNmW&LF2Gsp+Y<;}jYPNV)T?AO0V<wx}1CpU?c!JhF)l6Q_=hM$rEl@}ZGX<xDr zWdZUDmBXWdto3e0uRBu#KjvfGHtWm_s)2{!bLV3M-z(~Hq05Q}`rtB$T9SJ3-kPsM z{9E7?Qq3Uw7=DTKH2y`(^QfyfhHH-eg6{Qf`re0Eac%>TFP}&LSd^9XtwujBbWlp3 zbI6BiHx_q3Fa^FkY~aJCzn(;p{;z8i3c!hH7rZ84!H-CheNjvS@xgk>t03@b`>pMV z1QB<fPPDSg^+3-x^SAE5z0flkJNO4yeTa89BjGzxH%mDmK04*$LqxqBl4ZGr`8u`S z0V<q#;m)38-pG$m#4)`Lb@1wU3dz6V&x3n7o7YycN9;-b%SrI<_eZA+EuWztu+x{m zJ_j9&(6qwVJ%2(~YtwS+59+gze8Kmk!SBzFY@P(4!By^mr$ZHdXTd+Khrrnei=^aU z0#E1`CYz5%-()3Qk(mR&x}hn8MGd^&O_lvJLH+2LChb~wqMv+i#n|vm5%<8P`{D4o zGhtY#7a{{(fu~`1=TYc`H*6Yd{qY`Y*u<_sfqxQvq0?^JIrM)Q#3Gc*(KpE+ZyAS< z><oX{5-l(MO?tH)qds9z;5^%{GuU$`vMF~ec*>J#@28iW2i|$<$CXBL=y>)BR_<28 zIpH5m&OQ3)zrI|4`&qCjVRz-x@ORv!K3lIZXMVtc^iIz~1;q6~ZVR?7z)!kd=jJ-R z(eEF9@MuyKdWq!TrV%{HrSUIL=AFQA&#(0r(gCk%mJ+Hh0sfNnOT-R(G0je=B_Hry zFSw2Eo*agr|MkZCj;EePVgBBHT{ZALxrOFO(PuFqi>>|7UpZ%IO}+L3?1N;FNPpB0 zzb03sPqy&?ax8EmeUl6y88_9jm(WcQDkki=1Fxui+xz*b3H(>qv$|iS9w{F`y&lr& zN$7MJ<k{xoy`GaWef$sejN6Zge>C_IfxDV-ksA6D?e>R%h=cE{HVt#>o`B!^i`yb6 z^TF@1&~Q&(Kz=*^#?|_ZJ7F+clRC%}K=k|M9f`jNpB9d{&2pcxr?Rto{x9|hT$|Un zcx&ZG%rGnUP69`gaw`#;LSEeB2m1*BYv~2MzP(bYrw=z?`4S0#kv|n{S;yRo3;Syq zJ|YiDq>{8H2|!<3W*pK8Jg=hUf!8C<%OxmZJU+&RxK-vq8-#er(m7*Q{TOkL<^20w zI9Inqmkw$}FPE@#zuP?)`cBq?myD#~PwCgj8BnjEqn5csJC1mprdN{+etzh8^=dHY z5hwSpY_Rj8zC9mxz7uuJ>HD(j(u=@j;`Bv*I^Yu#DYNs<ge&3A{NAkvb*(<fIhyOF z;QRE)Z{%W5K{I^bG0zovUd4+COVF#POuW7~g1p%mlo#xn03QM3veQxEO}CgehqsSo z9yV8yO$F~aHO>6sLCif!IBZDY#kqNJJmbz7=|%+T|J2~dzu#5OUHTI`usU1OzlX37 z#Z)bkXrA;X5+BDk6xU(CW+KAmPIMsgFY#XVx7T={_WqGKihK!;%80LvFL58`g2j&F zJ{~jvBpHLcYNw#s_5KX#?m7y#m@=U|`{%Yvk8@p?l2=53-Glh}>Kl_a@GO$uo1(9d zcoNY~H_MlP{O2p)#o-qNUr{^HoPuiTCLXq3;o*i3469t0nc*8ITl>i_2s#edzk#{P zXBWbsmsco2zq`C|2l*WOvJaIR^!E{$0|gp<W3ZP-Y^{CG622@(<e`=h*o(~IBzXsO zZmQ2snCoAoKMwQLmC}T7rsMe=N{F8awfIG~IxtrnTA`Kr3jGs%-2<(+(1RT42ohaJ z9%c&LzjqS+Qcb`MRqT_Xu?<tPg)WG;v{URSa5}YmIpvIA_$~~6HqMCjA#Sej5?j0G zPQ(h-DN-EuAtwK&T)mIy9T>gi@#j|TSH9%;u^RQ)byICU*^8cpS^bclJMw`?#YlG^ z7xW4Z<5jETI0rV#M=otbZ@E%6zM}4hxr&Lko;cJOg$7@R^wGaCJvXz*`?$qqkn5rZ z+^F69jS%X}>*Z?{4FvQ)mt9}v$Rn<+m@oXr90_l>La1#vbk~-oddDJ=cfwuR4RJqt zKASNz8sfR@3{v?czdr6)9=gT||7geEGxUzA%TCtZy^4JBmqX$HM?ZJMgrbSq5C4Mm zMJ`){yD-<TwzIBy9DdNM|H`f+KHSY@o_*T`y+A->`-vUc*1q1sQpgBgmrpo(y%=~| zs=St;H-6utHl-~Q_+_5xA7nruKPgS2eGq-3)5CfX4l<mV_fAQs!29&xP)V!;mtZop z;Hnx0{yXPdLW=recaPXppKjoVIkD#+aKfKUDNFwoaI?mZE$ce;>%_%KO&a74`BR=; z-RLK71-Gk2<Nvp^Zwj-c4ziQ})tL$YsnMS1=b1o%VyK9NfqcV*ko4HGs(^S#^KbEN znHhL+y<PKq!096B-MmVH<0rCct>`?(+=giU>lj+_JPK9Evw>H&8>X*jaU*`Lh_JM8 z<L@0Im8*na??`*^);j8wXCjhoi<q-1q_SiQeC1A@+xnrZA_RY<vPLcu^g}f}y9Sdl z1rl^!Gwl%{u{S6~$}}8(vEo2ZWIXCFI&Y?_Ja@$B>4_sB;j4Z4?eL9w=v1;P9aji8 z%(X@h{qzB@qn@nV{)G&<@8;*nT0P*q_bhAK8-hQ`Rk@t~27Q~CdRLx1bRKp4?01O* zpFg_({R7@>XQM<VeHZr7rJeY!1>CQf)b7r-3;aOKq>ip+q3$b|^W$8=J%~2dzJCJq zRyNsk!7~1Y4dprWTGYWVH5Cij>yZ!C^9{%DARqHrv)1#v5ecF499*No!E$ZC1^}m; z$f<f)cma7=@g97Tpw}KqD|Nvf+t>wh$8z9`nrixsEb7>^w_*Ln@*eu<WKrIAHSAq3 z8Oymm0e?K!C)D4mkw@6){u;xV*MTTH{=gq~%})Pa+quZ6p04|!Vh(s;nreawc=w&x z7FXta@VzdNhrR=jN%e%p!;Awu!97uGoZy#&_Kb2}JB9sW9a_O`O~8XwPo9>Q@*&<( zYQLNWt{KvGKPD7;`o4>Wpj-%WhPN_zADRacON+|00qB#CC!RabJmW<aBn8riqfhN^ z^HY<+xlw%jW^Dy}7%h_3rAPe8hte6>8xa4tHBDmZQNO+pE-o4o!(K^KnWEz{?!?+Q zoBhXcK7^x{VmK2y@CcEoiv4&#LVq~RO=RJ--Pq3h6u4mVnc8~pCF}*`DBzUW1|B-; z74-vg_iX<4p4fTl=N|3}N(cYCW8O1tT^TwQ)n>j-Uk}29b*ZnF27dcNdAA#p-#5nu zJ_+!{pTS0}YV0!l8JYg3t{L1Xn%W7mJ>XN#Kbm!+FXG@NPZfFuoX>vgcQ*RP1=G%t zPbt6`+)8r^gkF!?j{53xycb%kQ(@16hf$SkHa$Is&wrS!lrIf?8r_9@4l7~r4y!u# zTb#eb@oCyZoL@@8(Awk9@B<?qJLWOzK@1Ti=g3iq-!T+aeh=RT)4m5TjQGCuzj9B% zipJcN=3lLys_>I{W_I9C@*ym#s}h!xN6T`wge11WW4>gOBnSQ*(zBiX5kCKZ+`^Hu z{-{rdZyY*0hWXU>&}<vT=UBCWTZbqxFDIDJtO0($_PyY96Y%73TG=Yy&@cbk!`rg- zUwt)NskQ70K2bOL%QEV=Q!(c>R&D%=M>mH0gn*xOKd?OW`XT%YEo;h?x52}R&iC2S zz;EMChV%1OH{!kL(Wx9V=ph=av`K%$cS!zx!~l4yGx5rI%kVjb=wI%B&WAaM!=cS@ ziZHKuQu^c2C-m8mdKCh7po1u7o0T0$A1uLYZ5M~VBQEh@>7a*Ra`GFY%5WoA;}YXq zSTHXd7Id}ZKRn-QUzsEHES6`21s#x2zqAWJ>5f94DRlUpgnq34lS4rs75D)1uk>uy z;6EbVWxu1odwJ<mePc1=@h{4@Mc_0oclL=n>Ozm9JpAW-I_7@#avc7GxBB%<S-uE; z!cOJV3CXkAzf~#W@Xf=Q2)F8ZWw!1`u(?@CoI)H-Xz{fv%7YJC(1iDQ)DtH~Ig6+n z;WzQ{fzReF?nA=lJ!jM}+afmhR^Zn@rP=Gx2t%K=Wq*_hxK}1s*0cKe(1}z|2ecw@ zN40(UCk4Gr)pc6G^T>BQ<^&`E^LtHnxZhoeb8h2pa+-tFi+B{xPId(6vU=-vLuey> znMyc9SZ#5?oC*|#%~5x$otP`>!`!Py=cCam>;oTZ?_+$6{XN3ELQSZbzt)QvL!d+~ z+n7`D#=YmSd(zQc2i<{N$Wk5+cm{{m7!z&q9Fp6qEW6!_HXetfoZG&{SB>{R^5?K` zD=${Bj}AUTM_tqGqHtet_U^2g$GqA^O|ud5+)m|5g=WOHAhxZQ55RBJX1q!6`omAd z)ZO7iHTDU7nR-?Uo|#;*xxMBn`n6=mQ4!RyO<Woz6xXodHNjEYsTjB|uZg1nL-_Mu z&Jj7I;!6~)c?hT@4|y59JuHSgNN@d=S0{847lq_p_v81A{uI6O5%rc_NL9erZ}b^a zR<HB$Io7V{6c|C@*S35}eAgi2o^551MGN*TYZPo;c@CdjVG`$Y)T6Qi7vdM72N;an z*x&*0b&Pkb^ET?*(u*a%Cht(+y&Yvq3&LK_h356hyXZF}849{lzbIcd3a%B0E^bG2 zvPn3e|JrE5IZEgs`(+Qy#sIe&o_xPJ2EYBEESz_Mrx;L({c%SB^`l!O%<ZKIafKnV z=s+myyHI+8H!pyznq-lTnz$3MLu^}q?ZZA0`8w5~`*DulEty5XdlSO>tR6FM*l+k~ z`K8b;_~h2i{+!PO9yf6J!gVQEV$+B1=ky6rVq@`Z&Tf3)+j|(q@{^&<$nr721pZj( z3;oV|<Ovb6jdS|Qv(!XAUBq+vTR#YPevt^=<Uk*5>NC`1M!U}~K;PN+JV?Jd7=0mM z@PM2M=GaXqs|~!dSE(?(S-KMEKl$I>7Ie1RPqSb6Abv(#d`_vT4*)+HXj3naczTj< z-*xa;h8hxn=k)@Jv9ZtkoqsV`cx#aV)O+k%9htqGgS=nhZsG7^2Kpne3G>#|nD>5{ zXc3L`{U^NW%XP$sr}WncM*}e*FrZ^W;e-4B(6sEm27GpifzuvR(0jZvHxvTjti?=Q zO^>`(l+RkPG8aG`Iu*hDvB{r^^d3x`9m75V`?ke6=mhfAXO$h0*X?&H_s&xxZo9o@ zocF{0Z1uC)ATI3rTZ%gK=93$-r-jLp40yp#5epyXYSdTTZ7dHi`9kl0gDzPFdm?s{ zCW@oZSox!MP31QB-N<m1i>tzSuz5ZD(hk%sm#A~sp8e-b@|F6;Hue-OeLYnK9I9y7 zDOv*-_;<=H+DqU(hHocwZv24GVM*o!V}~cv%j@4cQ;0fozvR5%GJM!is4LgEWAEA_ z`5rp-S+OT}w6BO_UxB@~fhg)kMXe;QhA~fqorQ9rlp=g{24-ud0#T>0MV6T51ONQB zOU@8=HY2&=Uys-Dn|No^lZbvGHc(9O0C2n=J{0raRk%kt+xDKod-MtEy-$rf%Fh+q zly#->6O<1~^8tRKz9=Z0<BfZusX?cVyq~%f;%8I<e~iPQhnM!EF0MYw+tKAsh&V*W zJQMUIm|90oA7?_p7W3}FE$E-*54=^>H1{O9<C157jKVjS=WqdID}0OuB{Xt?H%Te` z#+Ro+@0H0f&U+hvEBjo^_8|W_EC~f=uHt#SNDb~lUGKKPY7ZG1_UOh2+^MASBAnMg z&%G*x?|*Ep!7AqRB=es0{rCcYjqGXjf4qp6PNn64{&SPgMaJaNz0wjAS3ScK&l;$8 znrg9E^xlVvxt;K7bKJL@in>1TZx7$$F8FaR-4Pdz0S~3-ANnp6I)RcRiX6;MaLKrA z9;O1GXHs%Y1N_j(@r&>B6fqC`vN$jtytQG>uk-H6$NhH=MRgxyuH+$US}yWRMmp2T z0pPtyE2#=o&~J!2cS-)nc@lOS*S)<9bBk=*t~1~<Rs2tdbeH?%-X%UWM_-V(+mfha zgwEyQNCYYR&J&mU6|aFG(YgBQ<tWZspxNA)67;hJ0*@{PUGyjZzKmRwq=BCBUfaLu ztKf$p<R~gs0T2176u`d^`hb=#<5x#~37LWMz%Ae^Y{P{o7r$eEIn>nQ6nI9_KI#_Q zKkzw;EdKrxI9-0m(=73F=m+=x&Nr~aT-Es>g{!A=K9%*q396xv+*V+86+xf(=hD12 z`nam7#vRk_(C;@s=4M;M+;lvvtql6>SCx@x-LpK2Q>90r+y*}PAXtrThXU%cw>$T2 zDY+A5qIS)>7l30%*i4@*#T<Oxzwf*w(35z|@_V9Ri{9!p2!>uD<_epd!hZB?Mon+) zY<%D=|9F80IBSxk!CkHMn9oo-f3p%ea@!_jm<k7UVk~pb;~SXc&GaLeaz-8b#wyDG zH|EhQL~lGSgFlV7)9s~T=*QDDx1{O+^A{01+=w~zt=sbz<LIB6H^Yo{ktbgi--+*q z9{Kj45>jvE4YGm;$#zcYtcNm3gn&P!+#H-Jobn;4g(w4(>##TY+3brOE5L<b_Znom zqQ1ZOBV2dNji}HtT@%IcE4iVv5GxHH%&jK-7xXc|yswb54nX(lvMV(KxDidV{gp4! z;cloj_b)=n7Pq#Tcl)+Gaqrh_W;qh*ykZmw^&Yz-A59CyhGCAK=HTgEe6C>^Q?dl) zw^fF)ui5&Diwc(E<ET$#r$=*?;H&y=OX2UnaNw3_R2_bzZ#pEQ*x!ggH;03nDaXZw zI8nAcaDKNZ(OngN;UoH)Sw)fNw>US?F%iQ9-KGhTkhg=f2T{zB5FmdSI3zDA`{r}R z3604n6HfTwh-E2UU&LGkb9GOf2Kw7mVs#>$@aH*wh+iN5S6_;WX$tZ)`PBY*yx{lt zM!QP&r9&UqB&}|RbGqGQH755KeEI=Huf|mL^UV8IVxfB}dM#Q&3x7GR>4?>#1)u-y z932Vzh*gu1W98t5Ns2fN=m&fVUd!(jdw@rLWqDIeT?s!c);s&QnW0NuGFUnQJ!pAP z_Ah$i_-D;>mb*yt`3E-1<I|vzN-xXewf7(zt44mgf#>{cJ;j>$7w2}amX2Qycu>-m z(N-ejkL6<WMf`jyxt3EHaF`n*2hTcw#{Pj3mtIeQ_({nG)i?r&5Y>^Q`-RW((eZX| zAf8{|g3`W=?7%7Oqq9o)f=`is)^ZBZW0I+T`N1COLMANK989nuN0@bUPbhSI5~W3d zF-N(eS8l8YeZIO(^`Rf&PcAR*tT6{~8nS!r?x%DwV(@a^R1t7QljO552k;(P|7w^o z!1pfG&ii~E@ZHxUWmheczu48+@-6hxf4sfVeeStCAsqa(RG0_PooPqq055QZSKJhX z&~ufTZBgbk;e8$%O&|J&c~&d#Zpj4T8i(wLS@YpXq4c*w7Imw84ig_g{NY62_{IOH zyBwq9Jd`-<MP%K+d^HGq=<&tq2&PsaLc{L)w@1k154<KG>VyDa-7CQ=&IkYRgFW2+ zS*X9_3sNUh4~p|h{8+_vsY&~*@d|jbTC5qz(Kh&9JgD4$w-0%wGfZd{`r%9C`pr{_ zTgy*_<o35hFZt8SQz{br&Cs3whWg;|RR?NPpsPv9sioz{y{l{b#&_Tr@HGb2p<WU% zB3FT&BOmzA$95Y-Tiny$xKC0MQ|`or#So!zV;{n%n|Ez8%#%38DKfkI9}ac1sLcp? zK6jjJ2R-y2)bw`pWWakrM%|`-2YmL>-WT6Jz}x1U8F^L!zuWP>Y=K-1eD~q3F27;a zAN+1(z0hf!XjvGj05`~Q{w(EMjyNBqe^@mQ^R^{g>3xW+^#`O4Un5VnDt?sEL;b!} zpCKv<cy{;n?VdR`#E;J3?>^%>7&8l)+kJsQcKl(NoJKF=qVNZXpBdmK{;;w6L$Bi| z`bc}<J?J6S-@9Gf5B#D0!u@{KsblksQszzYtq=1a5*Ge%@5$pm?~Y^6MofL~0P>94 z)0CxteauP!vUjBdZZJo$c9whyc{co^`0n?ZcY8|rH35Eq$;?*`CI0{idNkL3J`B2t z=Z!kbB<PFv`}p^*K@TCT>hFCRe*DalpE{wxS)f;w4KRT}#j{}VY+KB|^?n^Qgl~?y zZ`|7}(65k$8y%m5PJ+w!8^5C`_M#<ecHcqW70h-hnrQ*&u{-_kJ@8)iF0zHxs9UYp z6G%#d)6~yy80Dk>Sr6DhrJ9PmW$lUO1>nhX&6i*QfG#TGx7fHvp9f*blYDSQ6u!4_ zY&1)6qJKDXMW(v}b=`z<keeC!H67~@Z%`i$HcWZ(06#YpkbV1m3;V4^zf)`;hkuWc z_3H8>bWQd1if0Po*XD2es~7!Q{oy^r5eweL***I*XhZRH^9em^GVr~gk#UsCMW4Ad za`wn$%*T$IYb;;!Bv=kO{jH%5Ao|?24ZbD9Uo>j3npr>m&OB>o18bniyf~uxY7Kr3 zf4Ul&6rs;IJ5cba5kAl5ZJ%$QhCh}h)#7Lj@Pf8WoT2aC3A4H6JLKdz4@c-L{{UCi z5jpF=4%}ffw#KLzbw73RiVhPc@~`K53*T-0eb!Nz-xj_EnPriaLmF@*`BMA752*Lg zxa5359ec8_{B`;z=u>tlzWM|nVAon^stD$@NoDs4%8C0EKJSYI^UvVi^af=cy}};C zkg%3NufR)e?&|vve38dLIr_nf8$t0j*zCkjPeP2GMgAh{F=x*MoC!w%`Nu`ZHnzZD zEK9BZ^ep^@X$97g;=Q}d9V$)hLO(vI6?F@FinP`)itZWqzb?hl+jRoJeNis|))ae0 z^`)cU122gCeZ{hI4E;sHSZzlSd=w0?sr>_<BdB0fWXpoQA1O!o*BN~Yuc;M@7WO1t zYhRW0!<?_;Csk(5cSNpp5ifkuKkswcOS27~TK)0KQ+@CmS=A%cM?4Mbbu$SFMxP!R zmQwrze&X+vCP%Kh5Win~|7k>>AwnZ6ri=4cUa@zPCma48Gq*`v7BR<tETo;y6Mn(Y z=V?U!(I+aYEnKgKPsy=*Z5`kV7xeYbZi0^-_-D#;vL1UJ+KV_9%AjXZIC6a!c|^Ez z;8*wt=7}rgZZTng$3u9Mr$QV2#=Kri)@5Jfn0tYE0P3E^42Iwd{5;2If0M`^_)nxZ zu*ScE-eqWnR!ITR&B>$a5bpDH+9$Hjj?f9MM>OR_*DE-jS6zvE_)MxNDV-(iE|;^m z!<a*udanK?6Z#agOQTHQTW-WgBF#b;ey%-E{VPosbYp)@{T&d8v*?D3UjxS$EGcLI zxQe;Fj%_+Q<Qtw^letUe@bai@Qu<Z|-@$bgTkll(HkG7CY~Z<g7Ti~RX#;%eTzzG= zDsTX<Et&stY(Gi)Z$Z=G5w+{uSLcB%yev+$MqS2M#B=(@6!e(fdEAA-qXZ>8p00F2 z7Z5YGwSYJnD|g)aqC0T#j<Z&$n$gGbKJZp7fgW|Ka=7;h-WyM9ro?B=%P}XvTiY8z zL@np8&O$Ha8vEWxas_yk#gob9B<#h=|1^FW_*q<CLaOWn^mH$-iHu6&e*Dvr&_^9l zsVDD3i#jz^aFeoc)0L=~=~m<cepaSST=9VpEROqBEuR4T)bCkd7d@aS;*KlJ1@5CO zZ29dM@<Pa0a(<(5cS19CI(l9dx`9QO=;z2UnU9i+%8p}?!Mc>5wG?ziGM}3KaqkzT zjJ77};Sc%lX0>E5aK+92w#otUeH+y!H9{UMJelx70(ib|{v%F)2F#VeuT39ETv%8r z$-93Byz83T<s+5gx6EX9l_!AD3WUE?!@2$%U|%(o2VKC=;{GY%*S}fnbOug?&oiOt zT*bXgB00-;47i+LRTYmF?q{i@>8%If;1?*6U34wqpIAF!!H|OUYhx}!Yc>R3Wa9$$ z^?uA*7FYjxc@XE4w12?U7JD`MUtT$e`xV_k62^&hu+Jf`V;ef-5MpbD^t>OD#JF{x zsS^I~T^HL9K7zhi!YS865%1BXLb4Y4A-Q$hxv$y4T~-*+9*l!Ns&ezEK5+9>zm5*4 zvqF#KWj=4qfIZ}78I*onnD-|?`_yj^xGcraMUfEH8*6l8YZKV(bGIVrDe92fR<)RY zyL^Z|XO<yX2M?lqlUk_~`khT9r34=X_|!aTE_;^<zkt!)97pI$8rHj4gixoQYE9dE z*$uwpRcNsp_S8LK4{>%v9;PDh?Wx2)Y6-F-!YVMYwoBb9AJ3VtmXobF8T;RAtUTEt z!q+L|5Vth?=~W)l3rwiPB~od~`M?9(rQV>iDe@;y2Yo3SM4osOwxK(N_}Io1XEY=W z-Q(w5om0R^i0FSU5!Bd6qVVHU<3a2bQ1SSvjJ|2t!3Xlv$YVzwy|<jvw>C@)mG7AX zp2p~U;^!3nSlO*43SYVsOWn@8HnjNno+-23$NSDde8Npx5`7GvgNG<|IY(0F^hWQ2 zzj=9!I|+64Z#5Z(2qyTJUe8qUIf^=JS@f0~@WSgK!<m~%QI|TdNWXgo9J28=*A(K< zeKJ|mK|A2cW}nq6&`)iuEFJR$-qcla>QF$D7m<=p7qt^}@oEQ;9RE%Vy?VjZy^*ot zwKPX2cK|mSU>`QW5{>!E<U_kv7J!d4Y-p@?LYI*;7|Cad{?3C45q^q!ItJcGFJ0)$ zNVm1Kpo=}s(<Jj$5ObhG0U6b_@NqOaUHsk`IzcJ9UCT#-PkV-v-^ubOly95%6#l^c z-&XdZVQK)8_LH@->=^dIj!*cpvbz&DZytTgIsjb#SjDm(;&Dgz8!i^q-8K2A-%HM5 zuJB++ro}nzQ+2dV^nMK<JMTt+Fz)q-ZdVB|GU#^3DI3cieTj4K9zRIXZ~4Bz?2^CF zoj7<i@Nf{~9JAeR1A$=7VV9{MIf;3B$K8hHM!SJGc5len;+*=tVWW%&j{Dq4%U&FK zL~FHvzfoWSLATPsC?Wtn?{hU}h#l(m)Y4CW<LE<$W@m<huUfv-=3HX*B5ph#HGYgZ zEE%5pgu4bf?a_}9RMX+pF)EVy75DXP%?|6&s_;R`Q)g6|_8{WaO;{YDM^GKUUM?mJ zUDaxv+|>l=8DDqzUipc9@HXmT9`ZAhlzz|TCj5509=SdNIh~hBZkXVUKCR!1iUqtW ze@m0aH>E&=@5hhv7pPl$q}g0Qi(`K2S&_I5c#**RUFxblsIR;^=SByS$2GsDC$Zz+ z_?f4@aDm=;;@dX+Kk%mWCSOxfPnPTa%;MjKF5{z>h<rclwIdw`|IPOW{vGxXfF6$e z60OP)_<vvCwLHiG-Qd?J5$%hpZ)MIgxEpUk_eaV$ook1><+#h2csjf%&;HTobI_Aa zF=Y?Qc@XDy<w)e@fP=OOkbSQ3AR=}(Q@37*PyAqO>>coRG?HtXt<cqMEU+A2@^vQK zv>Ay%>d-4pdY+5>3B8p@@6ts)FYj(sugOUGgi$;hPFDy1(k^Rk@B#TUzBP{*xX<RT z-36b>fiLEK6WxjT{O?b5>W_8!Ckq}@tV7*+XK{f^4s}iBuFnnLIst@9_U}7ghk;vm zGuHmMr~BZRV(qnQFG9Swif;yZDNFN9yCTGyPp>^iJ;2K?Y^YpggYJd@1kZIF@IYnP zcNa!A!MDBdL!CD6rO~rR%}2<KOt+i|$ls$+e=DFjP>MR<#lcF78*}fcPv(_4Vm_TZ zfsM$6FT;@l`np))LgX(Sgz-75%{ytDkzXcLvJE~&g69_4rPfxAzSX3)^MNUFCz`q# zrXlo8R5MK);HS!RikEi)AGmS4qVOB~iVwWQIhBUMvx1x*?(1T&_vNOK4@A8P)d361 zQS^V?v+F#qMczaqmqWb^aM}baKix{?*)vZP)D@?E2~+JPx8JyD!5vI5pGp9q*70^d zb^&{otL`0GyYENbeja+f4t-AF%-J&{;2%nOO-wTwp?}Rtm$o~EzEVACc1{HTE2Spx z%=7R~q<&JU^cA@0g`U~v%U%S-fvA7%`S4|B<i5GY27FoGD%5}j=bc3U^X)b48&ePn z*$EvT6RFGLO<(8%DMLqQr_nF)e7C)}jJ`I)Rx{-u@KbGRMoj{FnRQz7-5PX16XE{^ zfJ;5o`4aRV=dW;-SB@WZ1)=*gC0>ie7yZ00xpW0^fs@yUZX#}13a}sXT7>?I{%Uo` zE#L-Z2cF(|;!9kc;bHNCPT8K-S#u=9k9ha+ToPpfcv%y-(Qn`<&vbVkvPFK4c8c!4 zREYBva_8^bNq^$9sa}E+@OyRP>F5*BQ3wBu(^kWKGA_L4Tv-TSPjp?Bx!RNXvukqa zpIR^CygwD!ogKheO@|Myq2E{SGh!+NuaGPLYO$XIbsWPNb%AU6Jjnwi&wxX@(ZBOI z!ueqs-PISD=SJunmcJ7f2_V?$bnP}!ze{%qzP$@PIA}9JJrea4#jfsOZ^Yntr$O>c zANb>Vo<|G~@NUxj4?8<rpx=DM85!@7xfjKA+s?l+_pg+(^Cmy`Uefo`Yo&tcE8Krf z#Q?g$X5XSD;G#)eT2!&9Q|;qtG=H4+CM@0vsC%;Fb5=Zg;szd|;+0$g3G`ThDc1XQ zfp468BL0L9`l!);2`%%<K7?ZE7vcTr<LW5yhD~t!6CExMRxTpQoALT1-~M6_+F-5L zUo(JcCN<>X2T#YG@-|-;yoy}h)zKCb%nO=o3pJdCzHQUYl@WaOPRq5R_v|>QFBW7b za<Ip1ieEPcd~%P@fTIKOfKZvR0`BkdUAaxSaTk5;!oxc5&MNemVY&NuE&*>8Hgjm) z1U}`aJtEkRJaGD#n0*NDkxoC0HSR&m*{INOf3Yv`M*g|9>+shZ@rZIV0#1;4FXjXr zc&%tRm9bR#dI{?h=DqMEA*Z91#(P*{$o`#ze(27g&RfF9s8>Iw=_a6_F;_PFkqMo2 zp^>Fl1%A%#4A&*&64bj?1<DV45ch-otc6dYZ{@pcNEQJdSlGmYKo<C}-JGs-y^DR@ z7moKmlf(XmC%+YXU;AQC{iE0?J@jj?V-lxues%dIN7bG{-{j2~``_NNhw_qSO5xZy zKjL(W_d+0H@ICKtTdY5^lX9~3moog!w9fezYa>3{j!w`5->Dv4zdIa_=O~??th$PR z;;u3Gz*p2mii1Jf&_8u*)fZ~DqQ8k@__u(3;+!NdOo}-1Y<V_mH~2OR4Nq#Gckn;X zo%cQooUCd`z1;6k;Gau82i?QqTcIm{oq-nnJo32qOdEL<G#NdM|Inv$Z}~5-UWG2C z@KD%O=!k^Rj5-Iz1rScWb{~o_!;j=dBjuew%pK46QYmL*jyHA7;5p8Dqj{Qt_J8_< zW^=nR^vMl_VHR3ezQk{;OA?&uy9dq=3ZG|#o?EHg-hMy&%cJK{ae;5~d*Gbxi~QVB za)BmT4f^t%<KjN}JT>fpX0M`e>k`P1X9Z6Al{(tD0DVDXaI66%@E86(70V+E0feB7 zb$lA)kn){<bkbVzHJ|Y{&&3|KPSxBP^9<y%D5osbB%G&uKRMl<o<y=manZ&KbmzNS z7Mh>~P>uYYm3|fZ_sTQbF6cU_SzMnjQbV6P6Rh<Ry2F9Ocin4<kM(b^Dym~%ZKE}( zN_7P9>4nXtE8ZvQqc%n0RIY;-s|xkl>w8sTUJLJYbhpz!_0yQcFx_$P26zb4kvqpU z^^r#$-t$^Jq5u5MmPg76|9H`19ShW3ivDT!{m296$ucIInCo!}pw(~d#(c2X9#d91 z@E5zE3H0GP>+XMaerGQD(kJB#6yKoZd3}Sba{-@&b=NP?70i45xFRWi1bgM82QB@m zfxkQYd@-^`{i&M~tnG>ZbM?p}l@NcTaoVqlbwA>h2AOoECHx_+zEcZ~qpn?C$zBD1 z`a-QUIGD|!2y|2V(}#TSZg<~A9{lrhO)K_p)YV&km8-AOPcQ8Fer@^({NOL;{Mp9) zoZ5VU(76u$nwIO_Lp-m$7rwrY34$Li^*Z}y%mv<$2)JeoJnE~F+vttIZiHEd!1D;y zGgFt9S59`o@1eZTSs(q3$WN)CkD+t_F#R>>Ya#sIgL#WG|NFdd>xJ~F_eSoyseL_( zIg%^0bGo=ko_AD2>T%C@SW=TRBc4R_>{7YB1pgRP(p|RbKT;PGIeF#~-)4<`jNq%E zaJ7?v4(D~BrNg&dsHfj;)IEI1<B2_iv3Gy-A|K1T4^N%J{f#%fRfal+B#u5|4sq^- zV2rT_>fhRi+iwpiBL8uk2woEf@AK04u_SQCR_<Jm_`T3C9`L;X*a>rwm!755VJ<KF zmRhzt&JlTU#QQVQC7jgG7t#a%r7uT+d?ExofHK$38<+7tzH{t6iGROY^kBLb>QXJk z>+G@M^>5jT)Mp}2MNo+q9g@U8Ki%uLeBk-wGuaneF8;T_;l{faO85Xs&zO)RzsHOW zU!+Ifwae4AEl3Och@X$Wjvqqa(*D2^51n;w=j3cR@(^|S-aVP9+w-bB^JMY+qYq?$ zP#s6VaXV-|8v4+D1uZTIoL?26JbF9yxi^y*4~43D5H_<6WV@r_-zBeh&J{Z4(gNmy zLSFFX&Q5oPk)QMflk0*ip?Cb7w9GjYKm;8Y+!GAm(Rlk8eNa5&eWf^65^%N;%E|Wf z_VBqLsbs8{@Fi+=4wAXq;yF&UzbFKc@_xH(Z>+Ny5mq+Co_GSf|LjoxCgka}2jXtb zAZ|Q+>G7}M)syJTF8$;h10RCGd|4hx%*{x}8OwQNPmf1wt8R-Yao6H5b1eG!2sM>i zwORN*^GwYrdq5BV>m@h2GkD2Ps$(o~;m61n#b5CRy85E(hrdy$-p%2Wt00AcSX8d( zGVqy#LLYnmMSMTwt&3H-k8OD`y-$Zj&tm&yld{E);P~Cl`JZoADBoGO5b&~tpQnBn z1^5u>FN)=dT4AoRAi(@Q^n?CGd+S$5@Vv63mL_Ad_vi~_XAAnU4UX5F)XCU8Ax840 z1^vK5h0~Y`#GVGn$Ng6@x7E?Z@>OLI-qY^O9^r_OxwaNDPtaFT*#$gN1U`}fDW>m* zG<0eyQY4+_n1_1WK5UFS@k0t@|A+u^h9tKaM+c!-OwhGtKITiD=g;bU0ABP(a>+T( z8t`a$uCa4yz<)2v;vmOQ_%Vp4gbJX~d^0w^=O+4~*OUxL=?2k+!h}KR4)&WVl0W@a zh<Z@;$KaL2`1>4}D#*Yax;3<V_ZWF%ok}a&7ZDG_gM4YDPWV5)Cf`vNG4%cC>#~~k zya?^kpQJTe&<%`kDseMI&-{!0#Y{Eo&=JP_&vj7`$Y<ZZhdP>OX2Q|sCiFneYr*vt zs2ljzqYJk&H(|AxOUVLr4>yW?9#3MvWLWG0+YEG&sfJgkkk3!v7F3F|#`~p?zd~XO zJlak8f+FfpZ_S^ka?pjUxgP0JvWMSAR77YwNg#2<WAAz>`pA|?ozb=5z?Z9k@6|;= z&)N9lmlG>^q^r$(t#5$K>6NkEPxU0$0{8Te<6blRaWJSQVGmwBF(`N)I1xt^Z-2Ho zp(pz>_&+@ljmPK8UAMsVy|b~%CjyA~D&10dqA<^XS^Aq3ct$<<-UW7l=sacU^8NF` zGk>HPI7AQq`kel!I(_W7`!Xl~1@lLWe#=C91?K;UY6hp7p(}g2FT)mbVzD!6P%F-d zSP!{7;rJf>{y~y!oWNmqwS23nQ8)AKv00Mx#awioV0;LkcjO_aEt+)j*J|Ot0`ENu zdY{Wrxb|ZIlq>ThC;t1Q<@e4u)QyZALlGE6AXfCnUJ|H>l#}F`UyY%^+FZB!po9Ar zN3r+D58!66rJAOIKc^a}lm9>+Gq_&(*d6)Ehw0I7a_~`w>wk=f+QGYpc8Teto|d?b z?V@MFKRM-VOM_25Wq9-KF!VH{cO;%aM!&23-FBG`{TpxQm*~4m==1q%YMr68q1<z& zG7UIhLekTFRNwJ?z4+f&y28ix_oS^O`X@sjrrWQ7;k+KWsW-C<edOBkn9E!2Mc(gp ztZWDPx#0sZ68nI6I8HvHZ~}k!;``Sz2Jpy+Z|drLkw1sF6R(N*6LyD1X$yf@$Fw0< zXu=QMZNHVfmLD<lN<;KA`W-ewZ$WF+4Xe*)*lU1iGPah4M>>GlWtCq!83LaEpkjP# z6!uJBYa*3r!G1<1uGCC1;Ipx{_n$5!&&Hg}^+#M-wqiW1dKdoU^m5Br5l30r-mzcP zgg>3uhT#s>H6;h-zkS2``RAGA@N*w@R3gWn+68gHUOoEE1)asgmG9|CWf8ZuT`nsh z`)|&}EHf(?aewHMO+4@iiSy^P%>^;1Y-YRH=LYo9G(SmwQI{s$Xc#<f0KYAIEZ7?U zt$7b`6a-gbKcj8cE)s4};)BzZOB;BfDf`ZgG425l<usVE=z{y0v6CZ90D6qdcil<V z*t22rEBXr~{8zdiUiBvX6aHNXr{bZXQ@Z!}w4ns{JyV3prg?!^-ZdH!h5k!4x%@Hz zPW1czk>nrc5kGY=@S9FSFMKzFVxbg!y#+j!f1XCY`m?Fb4|#$5#}dyVd>C%7%AE*( zfqitEFJuj*{D^B|CTnWym<L&DWj-?oU89G-YYKEzS6^G^8{z)B{WNIn(SmPYOo$>S z&i@I1>p$PRQD<>SzB>wiKr;jNfF~>Vl7+e6azoxyX^$?Y!5pWs(&^WVrr;afJ@2bR z*AQx$`Y{c4ESWUPg?yZkimJefYq;l>CtF;7kgsg^X0l}qV?Tj*YTqp4rD8N&7yE!4 z!Nojq$GhH(7`^oJ{uKIPZuXL6JixE_aC~Pv)ehZ5LG=mO0#ED_s`Fob<v~=^pU>+@ zzIjxq(E0HOeB=`YzZ1YYGR)6e)zDy$ErHg+%ocmZwYyX=8el%4>96y3=u3|7>G>l3 z1HKaq6^BW{Cu%a^B?%9LugU7S-T(RVib`6gp8<{~+i=_|ZZCA<Ca-lBO40v1S<8qw z!-tGm`DW|qPiWT;-%5(a+&&voM1lQ&*LIKGR-yDIMs9AMoq36Qwi!<~K0V~8df&Jt z;3XZVhsi#HAKiD&kax2Y{88oj%byB}kDk*W8T{}M$l)00@dRJ3<Hr3T-aQumXg|#; zaK#ETEi&YRQ>rKV#FydA(_R#`r_zI<@E!geBkWGdQbhkF0pF2VW&dpHC3v)en{Lxb zJ&E+*;~%!+|MTZoqjB&v@Iqwbk)j&#$xB#W<g<ouqNFcr75Yhotm!VP40l5N(D{zn zxUXJgZgaPBfB5L;lXXv_J~+0u+d~C$RQ1cp)6jVcJ#EUCc!b|S*gekp0KQoywZ}ri z3*MUeURneEcTmig^ac2VGtxGfKCuDU6UuhBd4YZ9-2=AHkCC@d=a!D3Z~d2k&F>%T zFD12?F@C=Sh?3-B3hM^UoBIX1x8VMqp*_Ydi+GSGPPsmg{^?KSei0ee!37x`l=Uz1 zdqTQTMJfgmrC;tw?VrUw>enUX)FZ&<L-ORTxPg~9{ww>-51mw$ll*L~4<WjAKRN*Q z4{uoPDuK^^z4*@gvJ~)$zh;UV+)=;nY2hnGUs~94{KJY1ctMF*iMLVz{Wcoau|)r4 z+#36I`7i2`%I?x0=-B9}9=&;r{1}$WzPAea(d`ZWAGRKtj~w$&<TXY9Qc$@6iq3<` zr1_UAW{v#~_wL92w-+I6X;9q^_2b{aF~jnR^XnIn)F(p^5w^9)nSg%7&})s><(V5% z7#`z44%|TbLwmY2bg4O2N$0Es@Laa|rZ{M@Z=*+^%MrMi&<xg<e}v9#bv}b|hmJ*f zo<qYO`++TaD9tU=H!)79-bg|{E9hLla1^@w(EHD+5El)yL#@~Z0|`O1f%~!renffq ziE1wJw>O%Vbj0Wa3Gs!(NsF`4sqvjv-Xy{M9X&A^1sv#Rb5-42%&BxVSrSLy!sla} zJ%9T?bXyhGWon2+Av2Vnxxg`WXw4KIrZ9)UvO-#fb9h&(o--dfO=*fc^Ap7NOwXKi zeCR*C*V)erP$0fE(q?C2ALNmE9(y+Ip$aPcC=j3NNz5xZKGMmAzw*Gf6I*@Ak1ow3 z!oZJtZB2KMfLHXnX@9vJfBxO;@B7bBu;+5m_p?!`FP^(gyF{epeh$+#gzA6?X%Eq} z!g*i+p|z+0T<zNt$I<KH^_))xj!r9k6A#+xO)e>6J~w?vE^I&afgL<$kAS<Aedb`` z0S^-sn|g@SANqpJiY2>{uLG@4^ShtGzQpMIx>I|wCq!j)G!}I!L$VnCIO+uX^II8S z=qGa$7TGh|;R~*I=c8gA_Akq|CHY~`GnHi58(A*Ix0hyL#DISU*^Hgc&w}62dYzPN zEByWrm2;1wj|s5*=CBG}?%w#@nQX+Ptj+b&>!|aNu$$>sh6E5U7bq+nntX|&g-DkA zAnZxdw&Ob-0sN_whA9P~PlUraDgpS!<J|bdEEVABo!9?7v&8&q&fJFMIn42Dn2i@e zC*N?l;ocL}6VFL@bsORP{rYJWDYTBgIsJO!l}3o$tS1eoP$%#!OI+CWawi_{ES$RV zAHHM8VN!uUeJxjattAZg?zILo5%eum<E*QtK0bs>!*4a6$M6@T_t&}T<3-fe-HzM< zZoy)ed)R#+e8os*6cmgxx0WdO{2%I?`E%E+j^f<KL<&aScf!2B?&9t{>~4f6*G_W* z>?ag#qb&P*6MB&TihXBYG2a?)e@`?Paf;$@j<=XUG2VVnf^if2Yx#&>mKNYS9OkxX zuS19PgQ}H=4*Q|6s&O^;LTB^GOmG#?r`(WvM-lWFBvnO^mxoZNG^M@Z!Se_#>FAm; zgCFs2Up9SGf6V<oJ<tt5F**I=@6GrgtHSl~M91OBAj6wQb`m(4hosS&aPW*9)J-JZ zh~qatQoG^bZRll_IEQ>lKU&0?OyW)i@RG6dp^u))d`MAi0Y1~ir&;+P^r7afiy!d$ zccp$PyL1ovbN%@9bJnQem408<-~iv}#nF8r5qqAxC!Y=CejVu*J$YUL`u#n{9EVWH zie8D|AAH}N`0+vX!j?Yp{=oL&%p&loZVh8)KQO=dR(fhLFZu_)&kY*+=qt88?YrTp zYh60kZae@UotoP41M>gkqSpwSHR{rcQywbt4gNb6r&E#aPB0%g{bOy5`Zn&vg?yZg zg5*=DMSx4@_xrGao`e4Ec!J|NKA-E1`^U40Zv|hQXWtls?~v)5N>oJN{5ss#1RTd$ z-6&MR61bIPEB^-a%;S)qZnPKR>o+<%Zi&3j707jX|E3!eNS1H;@hj#{zH6OQMt?8R zzie=20rkzl@{6gchthmxWnO@{8kXrw7sNdm<S~|>Lm!zTGI7bCKpn`wbN$vs=%YD( zOE^g2OX{3XLWMX*{%D^sCq9>oX>zP$Ild1k|Mo}p!@Me*0rNY6`+q+8-U+zN0ov2P ziKr{Pra9v}QC}PmpivBd06kS?u12L3c!a*qhX#1hftoQ1T~)yE;+<10q_A%{S&m5q zdPDgy9+yn!Fo)vc&?VsDNq7%l++PJ;DDZR+mB0}8&+5$o3vvdpZU329B^CS<mkenT zbY;EQ-j?#B|B@>G<U*z8PVD(~<ZQJCe3%&QHuz+q%c*j{V2e28bhYyvKl)T&UUJWx zcGOLj*6G!l-+NbiE*I8OL{IvMl%3O_#Pp|a?Yvs>iu}8+_M;9W6Jngv)CArX!ql(5 z8*?H=wM!-`_N=STY`NRu`)`Tu9g|0V-k2;&MLk!RI}&cj3*Uu@--InLqyDZC^?V9F zq212$e>VD<-;$nkx+ma8WHNSW*Vlu8ax|7#7{q_)Ck`%UpkL8SNTX}QeH(Di`2`)$ zxvC9U;wp45^WVBI!)La<bF9o6=lg9Uk9}Jn;s}>m&{@poShdUTZ9I&5v2mr-48<PA zB~o7L=innVEMDo;fsg0^Q_p`n4SNT+C-(06hx40rs+<FH(H}0rM@gXzi}f<(#eH5F zKVo_ipL^|Q`yz+38{yr0vAby<J`1w{u9q(Z7gh)@%sK(z<$~l&$~y29!LqbGz%h4y z)towxIK)6Ay2>ViKIYbIiyMKM@BF9qsRcNDi&IXx?mZtuGyap4ZZ`VYVNs5tPk5hZ zKeLHh@Gi#3UYrLnD>|KXYTpm|mLEC1dlhwCYwMc|4c-7^lj33%X&!ui_I12_-;VpC zDk0Jj-N#;oLaHGdKY}aD?e81~^goO8Q%As?`TClW&Pt$e77NUfx&)ut6@kyOUiiKg z!@3>1@ZAa3KktcnxMcpVK?i)?5LdFr)Fb$Hx&7|afe+Qy;i8nEz+F#qXwrUDg5QQ% zmMA6imRycsVFaGvTg58p#Aw_T!;i*Z#sP%u{e-n|=o`&k3)fhIo9qZHx;3y5`l(ly z^NrHbm%PrLj6Lo~^c0pGrlB94DjJpWJnl{$?>an}f_gA%Y~j2|9iCUWTLm-T<8>jX zn6`h&qmlB>3Bs5geyY%K2fk)S=IVsk2k1~&C$it;_nr22(K>b?K8yAf7qjJndmBwV z*aEj)*AZapz&y&;bn2B%_>H{dD?Iq=Ed2is9&d3_LudV#UEg|_55di=*{|jAPqZJj zI;Ca}U4;DrhoTqulkEM|mI>V7ad4*Y+{S;t0PVN0A>YbAmU3s{MqXviI#>kVOT6Uk zj&7X$gBK0WIZ<CtIZm7X%m6N_p__Ri5IPQO@rkrQm>2tV-MtlmZzgx|mnQJ4mgac} z))5CxIF3CxnS~DjVW-o6=x#jOo{Dhe{D`aHNW904csCKgPpujF>K-HCJJ5|;PYfJk z2A;M~cHCtB65@_1*EIKzK*G7=wsfs}AaTVuK|#C%cnqo8{nl)}_lO$lcHH0QKf_|V zo!&%Q{4TlMm>2J&T;Z;s^(V&shd-tXBCZ|I+@p#*=3a-lvaDtxq4;K&Rqp`!F5B>D zeTZx9PrJfiJVG21shxX{=jgHgWL{MdeS_QV%aRE2B4m8Q&9iQV+ZS$>0;n4*e|ReV zr%w_3mvUMgdv?a^9L}8v@8UoC)`JiFz^44%-8hfp9=Da#a{>wP@#=PK%*CAJ7Sj<d z$3BU^r-@hbc}EC+Iuj-IKVwH9EGWa5@b=8t&qnZplnPo`KM0=`U8xIkh}#@y2dAIn zb6nrH%8|u$%3JT7r`pCo3%}$z+Hb)1$R`v`fJc}X*m|A}g)W&*=xI9U{c|0eLbEmk zi1v4q*|#InFTbPOO94K_EFnf^Q5<pbS<U4M%;~;Y@pI%y-?!$}pKgHpoZZ76r<>N{ z1HPo=R1f|2@@Kv2t0k!aU-G0f#d;I&r|1@DzQc!yBg3@>{mJjPkKAp4FsByKUy@4= zox!mq?=G#QkGJ!=c%%^fEnC=HY0&2;4L;ef0DiDidw{F175y7ehjG1x2T`8K{NqnK zaI1;O{O9pGzR}9ZDkx$9PvQ-2X5dgx5o7$ysIS~je2&{9ubWf%&92>tu4y~CYEBjU z;^L#<p0!{<*Y8~(QYr9*x1WAV2E2JkyH+{#uq$zf$2y=q4gNw_KmTMT0>22>7kwZA z-t(GHkhC)NTy`zm16+vre7Z6;cd?&*KQq026#9AE)|N!vm!Y1BH{82CiF=15480L= z5ALXtr1L@jfAeA#$A6zgULjq`0=^?o8-D6G=%+b_ysK7$i)UxH?f^e?je|<{3F=q< z=L;HFm*FE?liYFRB7D}OeB5q!dlGsnO20}(5&y&*CikK*PdXkVLc<2$k#|VN{H7<N z`IC!64sq#4xa!4?$H4i97RIF={oy}oB$--^^Ff!<Gqeu>nNa%w`?2kjuWH}744ndp zd?dUVh?9SwlnBFDH%sfg&u=a0%_Rvv#cJSY(rcgJeDonIBf0t&fg=>}cTRRky~3Ih zpBIDYS2IwSZFd>{)A0qxTRoV2Fwfa5bP9M-=Aj)|a85h-&Mv9r`&_zo%B#H5gXq`F zKJ#fBd`+IX(030n;uX)akQ-OAC&g8Ncl-$S3kA1!j1GGdKA*%#9->|$p&g%gTn28D zDkC^L3ZK~NEFl9?=qXOmrm}uRo=v)AYK(IxL(9kRf&3YMhkec)_)Q9fg>_#D_5_WK zN2hdvuUP)d+<XG~(A`Y$7zXHvZj4Drr=WhNlQ!zf0Dm~-LuFBo`su`G%U|FP=T(bZ zrpN<`lVe8$$iP#*4;dlTPX<2p;?QadbPrcZ6;H9(VIJ<hJVhb;^c=$a^Csf-y64bj z3GgHXofer>;A@}FT;$o_51fGhaQGQTf1<Zqk(q@Oac?%TEI1jsqRE{Psa@dHhfDS| z07rZHYcJ=0^tr9aQ&mfF4`i^$j2yb4`OQgR7u@q}eJ44X$bAX5%#bvtTFjRYj(lAx z#<`@mJ;;H6%|bn@jUDeb<zGfFC-R8I?+MW%^m~JO6+(NVQ`<Kse!nCR_pw9!ym2D> z)`zoAzMJqtde4%cvD=@}m*Q073qao}_~D^Hc<F!3!!0Agm+Tu3_U!1z^KD<(+z0-6 z*g=~#<{ETPz4ngjdcY-CnFWo3b8}U5r_`gLpm=_}#vbv=c-ecz#vVA`{`|Y_crW^K zKJz2a$e;4XH+BFAh><3-s=)ILKOoFmJ>pI5kIvav!T)F4)vL314*ubxok|jQz?~cS zZeL(Re)%ve-uMe~{oX5uPZzO|uD3$+X{kR^F?&+#HS+rO_4EE@P5y*|f{<gB26S^b zS(BA2;H$D(WLKdGJ&(~qR<XYi<~y&ll1F3jxvo%X_HFn|W=>xHTLzrMLuPJOA3g|Y zEid>?coJL8N)_}}&@)#BTxv(Z^5$ZkRRsE!@b9MP`77wx+?4LhoWWkAw%s4}pnFnw zf5PrB4L|&#-3#j1U5KU9>#fGot^~`1@NY#tXNP}kBonyT8Cx$(xM+aCco+-CTtIy+ z-f)`)yy$f0kIy~Zz^}Ol4gTAE=9TFmv$h}i=iZx-UV6Sn=E?mpdy$t~RQ0nWWRbVN z96N6fy(9JG(kQ=O*hk1aB*51Nyf5}Al_KV8_TKv+Mb{mVW&eedQ7R%?DbYfbEh}V4 zMMkn3vL2g^L?M#wEnd55nwd#=va>=+*|SI)+2g(X>-YJ+70+|u-|sosxz2U2vp*>S z^AJqA-szdpiL8CSNyd+UTVZRb(TFqRAx9r?s<th0rMu^%_=FvCP*L{`(*)|=0{g5Q zJolj@-Nh!HOGDjrPr{M!4_<%us}{Z_I**t17V+m)62Dy*_B#+KG*y2!Bk#slva#Io z$9#;biXLkda7nGP)YdD^wJU1BdsK(Me(z!3wq(@pfp;a8DA4CFl$<DqU&XD{Invv~ z$C_;p%&PrGeX#5vqJ;cK=OS}{#2$U0Pm2aU=$|Epu)nFJ#9VKb+_nPreRm4((LVVa zzS>djVwsuHBaf+=t~&wGg(aA-{<0^`%bLT<!0$*NI-fi*0G~#^g+FQrcyFq?TkODP zf)2F>HKE`QRxeH8E=K?K;L58TN747RIqw-a0X!#8^d;?t{vo<VFi8e;w;Ddlb~iES zF_}M03;w(3;{%O973k-(Qg3_n0(d=0(p?6Afw3c{8%f~p-sk?jSGEgvr{0cpac0;f z6)bk)3Hsyuk-I;=LSCmMb(=p!eJOr#NZkr`h|-R%y3Q`>JT5)V&eVafiLd7*{c-f+ zH)v>XY_}xZueg@ILmhOF?D5)NGT`J^L*Gfv`DsPIXo!byjPmlMyRj<pXZ7fPZI1fv zNRl>Np&0th^MVevX25fKzo%7A5VzAA`zP_d=BfE^?eT@5v=^7q?+v_{xhu`C;4|n| zMk20!gm2Oh-aq}#=))JtY1&O<|J?k0y@A8Xle`v#74Q)mFq~JZd<T8kLXSER^mK-r zgwos+;+_2^tCd?gFU&V|9fQz!IWef927EU_x%~U^4?E(pk<*qM@W`e27nx6WfJaW? zWn+UsT%6(zmx(0&_EyQ3MWL6K`g}>u1^D*#14d&l^bzxJ$_hRwtcksxOSUmM|7=r^ zw~BCIdP|@2NL68vhDfE{82W!~T`?S?I?(^sIy!}*pEA>S-EKGTzw&b`8!qrOZXH3c zCGYV$ybjX7dkTLF!(Ydrq3=nTDBznu2VSw~t>6&!jVYJ3>glkDkEHqDAQ188Nn)6# zE*tpC;xmPmz)>O1=1dlUEQ#$(n~zrCfVclx#QC5Q&$~CLTIbV0f4ig7)Edw)`5ZaU zFay2j!NbcR>!2SnFk#z5zqek?Jj7WY=ddT5EN?I3czo9@t2TVE#jtcTPVCQOv&ei{ zhdPAc&*}^KL<SA<kIi_0l$7_oA0S?;W*&$b#QpohY`t<CI)R~Mp+_zKfPYhOkLRL4 zs1+Xcy#T%~o;UBQbl$^04sT6<4r%y1Chci<fNsP1)NhpwXMnd2B+Kt2uO44<<52kz zytU`~10~+jx4D@;H0LG}RvL0|+Q2txy%q7#b9N#&{iA}SQP&Oq(k63vMjyJPURMfn zWocVUtPuK(E7$$cYv6O;{P>xce>e28Df_ddpfBs?ZN4rGK1(hAiNit%@L-BeMrRHD zxeE?1-GiRfJaXp7EyRHtqe)+v)3!w2ha3B+Cc!h;UvJfU2EFt2HCqQ!<k`0rLX1<; ztqt5Ef}`R8BhgQjj=aj)JEB^U2%Y7V_oXzz|8g3}ZA*txw*|I}vRp>}T7UUU2>#y6 zG4dC4IG?i*1W$T5IS{>yYl0Eiu}^I#qxQ~q#Dm*9zV7DEL|Z%G<n<~$!uQs^!#>P! zT{&d({XYIY)k90@(GcowBNzE~#Lo%s0gbB5b_8jsU4TfFHKA(RE_`VQ_l4?(S^q7} zHO8D0{^!@xs&U@!x(a-Ngek_ao<sj<q5cX@7xeN^v^p)&5AZQ!3hOe3?(4+?F<RgZ z3YUltN$7o2_hbq2<9l$c$fW5*KTs6rbyy!fR5~XwH67||u8E)=edx9nMr{fV5#Rhd zZ~s!B!yLvIFH02oTbG|u`GNN;t}+ohERTNGtv3gM0lzA}*UvM@`RA8Tw|s!QTz*?V zSEw@fNakMS@qkaag5`>oSS0#gK1cnd{x}l9nLZY>!<T*S$;{F?o?FYg?!xH~=%u#x zl+mgHrwx*}uHDD}2eB1dD#ZKew`ZamppSaaacFCU5A_<MdXcLhd|bnS3%gLySl2w? zW`O%f|NF_u^fTxSocLO&h2NvDmsy!(g?&rygRc7EjUGg4Yt+x#65J=J`z>EUf0x^! zAU+Qr7h6-S*mgT&?|)P=?a&E*JN7)CjM^GJf+1xo`fQ1BO=oW-&-A{rjc_~)UyihF zDpN7+1G**DFW`gvjitLQ2)tdLxX!R%H1bJw5dHlp&{h4}mwt}Unouc7HT6b5zp-+s znfn>$t-dfOXM<mAe=lcwNg2FgEMv`(5cF_kirdrh{))5ilvi*&5j#I`-K_`CaNTZx zCJwlAGl9Z-7Im(Pv&(dK2KX6X-qlZ-GuWkY<3}C(@B^a^x^`=rm%aPjNKng#*!t$< zsp$fKH#T#o<|cT32lbx<IInSBzMF52oC*J$54tqq^Y1vHYA*v0y_C3GQjL0X|8I}< ze?AFzGJ2=Y!=RTO{^;$i0o}$Z?cflj6LDSPQ!2j&@TNkK%Y`NA`=ze7e^x+WwK&p4 z4fWTHSY4}QY0ku3=gF4f$H2X_cI4ch@MY2xe{<q8_?ayOmTKtjA6f3sNlb;GNA+uJ zFWj5yfFycfk`=LM_Jp81?w?YeOpgod8r7#}vC`<{^js`d-H!g=i=Vc1iiws4cm03c z<0j0BS}MDmX7qz4rtABEz!%H;NX{B-+CSf{+qPNAi*%Qlw=ZJ8AhV0+dp`@lXRi3- zF-=?Iue3TPg$LqZj2qeLA?UT7E>A2&_hR+BgnnWedNT9t>&tbhR|FI$IK>@^9n??j zq#wXfsHb`EaWix;za_02aNhS`|00?efjY<8t?io={M}lZsETIcr}fO6b{YApO<6ZW z4s$X28HOKCF5`RYRcvM89@2)e^lm>%B4{EwvR;|k5l*z0tJ0XW-?qESRu%J-!zssX zV?RLeo1o<U8#;rtC!gj$!Tj{MR<)+AN$6+FchZ06a3-=Fclcs+CZTY7M^|Vi&hxL- zqp6I*&A;mUA8^5ssDb%I=P2}fiZ%M1z$5aS$2En)&pOrA6$*1f4=2I4KNEWTsv}>C zZ8&e2M@jF*#xS3I{P$2zICMTvPQHV^@arIpSv$8IdXsE{(8GLI1k29zHDCYfas6Vw zgwda%{>Jg&wm{4wH}IRz&ckQt>Ou1?EzJ3ea@`H8fe++>W#G%h=-<3((!Y=T<Sutw zSN8?*cCZ<}%Yk{8CaGy#{603%w0*t1q2muaAZ`bI6+cn@^eg&^(X`!X(iOoIvhft| z#2gVRMEgH8{C-xyzB%%2?18D0dQOUjFGA)5PhCIybA_SaH{`MRYL2-)8hCKsK!?K- zdYtK>iG4n(KbglkmPv@Oi=9lPv4~GR(Qj;->@b%Vb2)HxCy9vbpAY+h^GA%$J{X0* z@!^@)JQ+^tE;_~)4Ge+1m~Cluf&UM%CB*#A`PT=`6HCM2<H}6Xb&W?Ku0(a%^8lWQ z<k?YP)K%0IH8<b%+Yv3p4&o)yn|7*H7+GI+Ciu3ZQ<pIhI&t!dUz00v=I>pUe`(;C z&FRyyj()>lc?RA%RXZYhwDDCcxgAk=^i&Iv66y>Qxr7A*^Gfu=pQ}XC|6MudSC6=| zOy?+eY|x%CozHxH5b?Cx+iZLf^po<Ofi6Rom{W*t@Z+1ZBKR89#%lj!zk695#V_Fg zFLUR2vGaj%6#N`n4c_#?i@#rr;5RqKer2!&xGaQO*7xcc_#(EAPl-YQ)}JN+${u*M zg8${j4e+^cS_<K|z_Xqf*B><VL6?!5pxftcL;UzA@b;)E{F6?c%<KZ5DQP-**y9WC zMSRoc`UcG5(myGT#oVdr++=4P&M|+I`lCo$@JQC@#{yqtzY3?w^0X)PB@t^~dKs9< zR5~5g0i1fKI^AFfxWo2JP3_tH$OEM>8v~&0H__ZkVmp92no{v?nVrZdLWyMMPPW7v zU-Nn+3vjg2l)wh~0w@2yhd30lPkcMiOqM3*F@5*C{6N01(2VC7L|qosDlF=Tyti<w zLgRiO>SXchq#fH4-!BWv53X4f9s!J(3{X$GInV#s=?b69-{rE-$X7L{vMajiH}oWU z#s)W964$1;8G60JKGEIs4G$4#6*W^CL=HF-dVan0tGIVht|cT<7upaE-**bzJw<<@ zUHG^84a}*sIMnMHkch(KQbH7QmFX_)4LL{nyesBw>GQ##<hskHP;=mhpPCcxr-0kJ zdvpIBg6~6<+-GhXE8^@S<IkKTjsz8p)0NNvaKQJdjq|woyX3qiqAmd^7LPh+;Q37} zSyPlDE(w3jTliE4e82cqq4Yj{0Y4@xe?wp4OX$S+efy!$FRL^w$NT%kTr<@LJe<{C zz%$~GIa8me!)|zf!rlpb-^$?=({hyjR3nM#-!HCL#(?~r)Bipn{n$3Lke&8EsDql0 z8BN=vkD#q2(U^w)jg@b&FeqYf=JSfHDc;|^0sZk}oFm&l&*L@&;3I`^5>pwD#OWg% ze5%6eFYVQw+P?~Xoz^u@j{fX6hNEWR6EM$4`64%V5cl$Fck?e9@S~sH6wg>%69bwJ zWifdFmWdhB-`%XC+x8VVW`RHB;GRu;=sR|C2eFZAt%wU_Jye|~IPV{slf#GM&!^w_ zIuAVP_>~_07~l#`*Xih!JFvG$n~_qj5&kHLPoL~e!h0xk*Eo0t`|T(`A1?-<&hjSn ziOWk{;y(Y@MjFlw{c-7uno%3#uV$udS_pL74_*1jktd{!2DTJu&|egC`mf*67Qb(Z z`W^Zw4JwEE9AhmA-fk1=luqn7v>#ZEV?bQ_dVq7X0y>V7>VY7<|M`%LuXaPgYm~RY z`pBZ+B6Lvq%(MeRf12eBN!o_^dgsc;%7ZvB*2hwqQUCvrInZ~=8TIc|o3oU7?<TGL zE22^NigDdOu8e$0cd(|94twFY>-_eXzYASiuE(`~{tko{-NV6^@2G?Ocx*0f!tdaA zSI5~rYa*14YE=$=sAk((#u9MNp<{oIhp<QBVoW0MvmdC(XXdF*4p|ZQb}>!dGZw_$ zd`-Kv9sJlW<3(7fv4>LIJwXuhQ5ZHyl48)KC3jV-g1>vqLv!d`I`m^Klew=j|8MNo zGhg+=iuih$n{lWM`wUyMVw7;6dIrT?wM$S>Nd&2g+1U^mHFkM*0cS^*NQxh7fbWp` zW4Z|w@H5{Vg@g9n5k6NxQw2&o5F=iK9`k*+MEXh!sUraM0LrP7OU2L|vgbtgu3&CN zqPd<Eaqf1GKwdE;_OrM9uZu;Xf80|#+&>H7eAmI0?T!w_lP*t7HPoF89P4V9;5W@z ziDIfn;KBL)`&otHSBFG-_|Qk2))Sauc?I0&Mif0lA2;J9omLlkX@Tkv)wvMVHCw;b z*a}d;1!c0eApQmiyNcgj#C+Gb9iNAgzyBjKzHOkgA*>DyeVAnjzuWg9B<m#V3CRc3 zZ>`a9zNNCYNx*O6(n7@hB<KOwA4dm1fY1DfoTb`J_-W}!$jUF+5h<K0d=pmC4+M8x zrHxt=kp(x1z!B{C8DYOP1H5Fs9v8fbIG-Gqy?5U^@KxdZvNd<$`^Vc&v4Qh29@2eO z{Vw*=Q8I1oGesYUcK_c+%o$5Pi~pd!WJ?q@?QUWE0e{$$eLQrs)<jX95iP3<{1Uh= zzP3XTUQFJ9KcE_VX45nNtiaz_YFaM2?y)C2ug1SS37y*ALb8j&|L_gfVBl})Z*<#y zG{t-HythXT`_f__*1%kTuMhOy%q*3n9O!fRkgNG^Vh@me`Rr3>CxY#%<=KxrFt@3f zPyQ+fz8G0_JCCC-n6sQ+;Ya;TIeD)n197TyGF|%OP4K6`Pmmw&up?GNDt)IS!Ru<J zJ?F%HUanQ=#Rs@=?QDA{)PbYouF=)4c)&mN;9t4VjrN2PTa2WDFXmiG-Ip|>le`-f zSo!!G@=qOmRu1q3W#})956~AixIZdyuCgJ{jt`%l55GwS*6P~c`-^kWz^5Al|IY$9 zmd6j_yL40Rs?>k7Hbm#b9_n%2_v<s=U7T#F|98hQUynha(+fA&+=4&!wi7%~Dd4A; z{L|EcV@1UUm8U)fe-CW(Y_lX0nS4%Ro8M6H9$02BHOIcrLl4$Qz_)oWR{J0AgFlvt zX0YEa_?`C5$8rZa5sQ+^H~N9=Bb^L>bLgTU7yrY;0rP*`Ptd*a{5K!-l#ri@g3hm2 zknatC?}f|WZ+0YG65~A+WF_pj#8BZ<2pJpj?g^jOM~IKq^JlHz-UHr?^WS{Y1%D2D zS-LUQg*?;#yEEC~Lqcoy@m(PH3^3)2Gof$O*u<;7lR*D9cX+BFdT-Uifz|_vN1|y# zkr$<Gi0glHI|RVr&g#0+ymm+Z+Rr~&e+zuyz5=uV9H9F?AliTEx()GW^s<k(1^8Ao z^HLUR5|QZAAZ@S-9Z-Mqi2Q!cwe1fc_>1?vTjxTj>__MnNTqQfKVyHF#nG?hW7q?C zWT)3dUij2C{TA4TI#2v1d(p}?=E|#+_e<dC`_5QU%1A(mY*(|p8~4{_sU`QII{ct3 zRoE{ZVJ=$tJ$<Sb?t>TAX(d1O8+PU0Z{ornz_-cgO?PnqHV&R;RmVMVzUOjN6n)aw zz3OKd;E%oSTkSk>lIObZb93;oQR&Z=$J_0R#~-;QJ2x=T{J}_n1$As7`S~LDZ{Qng zh5Goxr;NC<)ybpoXbQ+`yj%poeokFc=X&@Kv<a5QzeFCWi_6zoM}INnzHTe{vb0<> z35`<tju^|6Ipg`!XlCY>0vA;UKWACpi~VYsR$qERhqOmBVOk&hA%^Y;;qCanVZCpn z`HT=}jq~5Mf^XUxL2)+yHFSU~BXUl7{ukYLubLq*5LP;(qQDh4KIh5|kbkN6d!Exk z+<hDrqkh8-K46?@>TKa-ah7(YuUrT7HiJep8OZBanN;RZzfpf=?1?+(h52JS?_(4s z_%=V;aWfaZlB0gZ3*945#J;sZ6AQpA@wb@%?A!<4o7#Ub7Pc@Sep4uV_pmK->ycE7 z7y6AA=|4*OKVzS`e3X=+EcPe#h`v7p-Tl@`rL3zje5dCF4t9~?@ACebMiJ`VHoaXR zS@H9Z=9f|?vqE3PdeoX6e0Hx9&Enk=#Qi_5GY_B}=h!=XgVg3s>~W31{vyGasN_#O z&5ZNIFS*gR(M%$EN7Oe?Ye5HQ*m*Yxaig!bLindM_)})yy_LO=gn-_FcM$I3MZ?wz zC-gUMs_t0My#ilBR{FK$4D_M(<L6&_K!2JYAK8hzp-9pCvBEp}bZi^f*Ne9$o^A** z3;H?{=D!*plYtW^UfX(z;k-Q*mzMeBhrOibmKVI3pu_)hu0sDH^h2LCitV;z&N#Np zn-9EZe?qqT2z=MgIe6M$frkvtF<^fz3OqR=70~|>-{(o?i750Zd3a@an8v|Jt02Fu zA%{f#<s5l9k%f35l&i|ikNEbyjItklCgk+9^cKCqi;AVPL?Rz&e%O(t?FM~i(6Z|@ zdc=2+uZc4&HpKTewwt6T^sTod9KutO_smT0?ZNqc_v$ErH*^D8YTqU}lB|i*EBkHk zO+)8yU-t6{zSq`crvh#~rx=Tf_jhq#9~O4}eIAB=Dm*nSRuSmmZ?wEfHb%dE&x2RT ztL%vkD(|U(IE?SR<=0%?XSRCF2ebt8N(k*Xi5Aq6$2=z}Fb6hq?hc{E0beLZ>rQvX z**_j~5~9#+%#n7@wSiyWsrV!K0y*OQg;xee(1plw3mofGg6?~MHTod>1b<}<YubQY z8zRGZF$<wid2!OrQ6F;&avx;vkk8h#n)70yUt2FqI#56ceWO6d(lpMMTQ`Ga?7#cS zn7Yjg{j;!)l%1J$*w1?PQk%eD=mnVRg)FHt=bhra)!GWbpw;gm@4`30_^GPNsD%SD zdRMf)q1l>f;-+-bhJM_koWFnIGKsL4Gg^+r+(mRwEYm~q4PVrfQ=c~CJ;YR9wY9Y+ zGC6`y3FcZ8GNaXrX5i`4o_X%C^+3PyW#;q%_^U#VnHv+x`($y9w@2KpF#oox5WIo! zyTMW<EeZbzt@{0E_mBwRy<t3Y;J1!QFs!oT+`RlXudW2&0)C&l+l`OlANFfVoT=Up zen!&|Zv#(AADEsvy9QqAe#BR?U#Q=;%XIGl2fgrvx3qVFS5zi0asBrO_mAoJu4eF% zoAnn$M&*Eu)z)(iagUf+_Z{384!p0C*z*a`%~0YI^L8!lopGaJuLW+h_jq2w!GpR} zTUj*)x^Q_BakrUb?C0!zZLs^59if+a)Aq+v@Fkb`OBcJKU+^X$v$ohz&|Ni>_8Gi) zVTILa#4-DMOV+)JD@Pd9-s+x)ugKud<QQx0X>ymm62pgmZX+e(qp|R>(~H{mFa&&L z=i_51Vr+=atJ+%I!)*v@o!1X~V&G$c=hF!$=snK2Tx{;mfnU*!bI;Bk1b=${k{5rK z1MzWvF_r5H_V%T9C`B%VZypohv#S(y94c11X-|M7TH9_^M%xf<pHuJt4gx>hD<AA; zkGQ|DS%e=t)QqFlv=@Mvi{rU{(zav2Qct<#UHHO9y4<27!(5Zvp0f5AIH#r(R}Re> zp#RJ<PmvP@|NM!}b5W?P#$R^b&>zCwNzGqdIpBbu`@?!pK6Qq!c1P+Y`b&KbJxjER z%d)+`%O5Aen~u<>l~p3XD;Dd<(*pmrrNmfc-i7OEcUQt+JHqVw<S9GoYxok@o+o;O z7chFHB#(N)c&;oxoeT3UA-~qwz|-39IKTTF?s0;nl)7Cy`~Y^mYp{NTIU>Ku`ffS! zUkLe6jv4XWbxXo~F&{i~hnw=g7MypxH0peOE{}TuEf#I?UzfvLL_R=Ycl4r&IC%f% z$@e-MsIMN)R4j)AH?&8G9SOc*P0;S6m^_tgO+?-P?}y=c;5Z%C`Q=vZsmhg^|Bb$k z&J{Zr!ylNNl{#A_><WBCH(^>)2wX5`lbV=`d5+Q(({4HTM0oJ_ut#pFmn?XtI%{!$ z2b~%CfeW3ADvzZ-L7n5!XS+_0I^_N8r9SB4J2xqQ@pIS_Z^!5)FGj#uCN|Sq-U4xk z>zBl90q9ko`6HBYz6zWV=V<J8BEpn<C1Q+$SKs{!(*qv6uy$#kq5%9>@RiqF%;1Uh zS2CFq?`y@yKYrGRuDgb6nHK$fja0YYJ!HryFKF(iqArNPWK{Kz5`NA3xqH8zho28) z{8)9G6a07sB@@usF7<2ubRx`!kYy9S&1?hzkF+$}2Jj2PQ+KsGlF%R96fPA*zfAk0 z(yGoo;2FgMR-Y313Q?sd`YB@$%_V*BPTVi0ljdVFz`+%weP>U1B7gCR(WqLG2r9#F z`^jTA#MbkBiRJiwuS_UE*_;5sy#3itDtBA#q4bT+e+NF}1LL(kFXZQYmVfR$pl|eg zD8LYYDT2+^`#j;hw||0?RRH@%L=TU%4)6G<;~;l`2Hn7q@tA_HL)OF&`%cGR)X6%F z|G9T^;y&Ki{NVxo;yH2bt!Nqg=!um(ZXJhC;qkAbr}XF(7QMggjQd~PcB|A(75T%+ zdstD!f!JpEIipe#`e5l^mNM{nR4<Ejn!p1LhI-v9XeAK?S2EddBhGZq`^dbLfS)$k zgHQ_GtM5bn&kywCeq~S`KIf0Rv`~A}U;Q6nw6!f7dFaRoI!<rsY3IcGjo$6Xylkq{ zIj<=ANB!r|qky@M!%vqxB;bE}#X0D6keV$aef^ioU2oJ^Y}NZ(*@2g9UMEXKe@ynp zxa@cr^nEYyok;{AY8<Ej><u}7jxV=p1@uVU;{`e^k3+92N0@FrArb9!wI^o~&tyEk z2|pG1P|G&0tX8A{{q=Nt&N=WBGew>0?(nUn4Y*)<5cli(p~$m=@Hdt}<g(HMA4S$e zS;ps>8}*hrY9ow($k?CaO7OwU`jV~PdEf<Zad_#{qVA5^C>B88ij?A06pjY3nK<s8 zY7771m|B|N1nAexjw^H2U|$P$<X|6gvF|Q2i9mO2g0eZLC}#<C;8{$PvC!LAar?>C z?*oti=E}KC?C@WdlbbsOUiMWYO@2r=_-gjcN!c8>gnacc>Nwz$^1)W09Rrvz`n~L0 zBM1Neg~UTuIR6~A-Ayd#;X|QxBytG(celX3fmGD{B}bHf!$hIaD>pFS#p^_T{Qj1K z`v&GFj<0`kvx6=@kNi~zc#&gq2}j)Vy|Xk5*0>*{uXHN;@1eusQwp=*&MQH;)b;W= z^9AVc8lStC-$OsYKbq>2G<d)%>!#wfs4qk)I!~aksbn9CJ*bE0zSwf@y)pdnuHA2! z&4a(;ql4BmZHV6s&Q-kNRdmn%G9NmQy%Go5U;W$XL$Q?j!P^MDN(p^VCh|&C)bW5r z&|Qt~R%3YtJn~kM+-RmB&pS?llOFw%Z+2ERG`CUbFwQYQ_-jEpJ|4fXz~De^9Po3L zKs`Dc+OyNr3;1%OC{~Eaf%p>DcyA8%&M)89Rn@(C&hg>TlhL=}eg1)(8~6TD6Axp6 z0(9doB|oTfuUutP161arzfT%bv;?oRk*2I;d<XS_A{(73@)!La^M7A(PU$0SMIBIQ zTYsscZ#Vp>BmOHfco%gX)4u8p$OoopVh!b;@LVSo#~y$O6}KWE>IJSXo2&Gav%&s$ z)%Bk*YoX6}cs^l(_#Mx<{x%W$t=3@esmDF|9dpFqyo9_!ZZ1ukUtvjbUe1l?J%Rh> z`O#K?2Y7%3R-22m@Oxpb_mj&<oifAAWdgr-H_@%+IXOHJ_3#+wNX#=zeR}q+61p(^ zf*tY5heyB2lda>uhJR&ErCY}wPoNNs!$V8LQ^|B-6nc;^fjh6ipnzVb<;sVepU^p9 zZz+pi!#?|mm;U3<uqA3#SF>ZlSBG9G_$)aB9b}Wyi4=S;zHCbIqT84QtG^am4m?Sv zyLiXD1NA=-nb-RO@S08eJ|zqAXI_cFJ>Z9aN}00&MH_q~$->=DZLr5PFe`OU5_JGa zQ|B(=g1-`So9u(&H`os!|4imYoaD=$e22VWce?*s7kJnr-mS(5&e&ghCD30o0CD)y zL+?(^+p)N|SUO2#epXfWQ{*EOp}&y1)>jH#mbLuu5BhV$1(~nk6*&=dH-ZdnNYJsR z-jbS2M!j?RTtqmz3$c3Okik8C@0qoVgnY#3|7_0JoWz{gbk@M+Gdj#cjyucC00*X6 z@a6PxKu7E0SI1|C`S8iziU;xiW~v9xuc6Lv*VOqT2wg;B{`Nc)c+(T1Cr5N}FZmJz zY4)KW)K$G2zuaU+tS)!jH{ss>diikWY!dpb{u7>jz*Pr1)`yo-f0G7HFG=HkiyMa2 z^^u^1;?q>zjl8aSroHzy@=#;1NR%D$KvuG(>HDkDiDoprkJMsbAms+l{60L7-9p{F z@wvLT)}2xiR~-dLgM_l7JN-%77%T`KNN~gOVFlpHpR8tI3Gm;~g4L@Pod}f-&KLC? zB!ZgOd$DIf`Z`3we&bO1N0z;E@UsGr(sVpydC`ujZNJBEgFXclh9=~Jr<*RUpUsJe zF0M7_s*fyq7T$(xYA5&vu_!${fx3cg!9`n$!;uhik(t;jh(4*AcEb$xJKNhSS$*%= z5?q+f73zhKN}M8tS%XA8Wtuy4S_$Xt<S|xz5#T=owIFpH^rcQxbnyWn?kpwyzOZCN z&>p8!eP!-M?2lV5H;uI;Oz%_Q5S9SG_M2~3V7DPCA9j`w-^aeWcxGF5=z-?=tm~T) zC&Dy*Yczqo8E?kTkO9w4N##lCfv3Fmw0l4K26#~gqtzd8uvZ|f%i#jfJ@>_;A@LRx z!6(V7Q15~Fx{;ld{~3MZO5VXG{O@hCU3!79;0H$gllOBy>M^fzDl61&hHOsMk5D(} zsVkgjnzJId(K5A8A?|3;((gF=-kG@bU#n^CFy@F_)DM+gLl+qHQJ#GaKhLV*DjNs( z)0%|n*#npU4VC$IVFLRMb;2~9)-jhy=49H#1wKH`;ho|^2SP&7E8s2*_IDJ?+LZuD zQEgx1KKuxNG#CQS`HcCVs;z8!oMW}Av5hEJ=pz~Dr*#iG6TfTE59>X*BZRmjOIC}) zCsL=|QTAZI`4`hAiDTFg7{33$G4jI9mnU22rb&dGkcNaYGvbVS21VQj+~2W?remmk zGPc$dGQhX#ckOjr2X55<5yQc;fqrw#*!|f*&=*gHy|_JPOHA6&ANs3`ITRi@NwOl` z^ZR>l&<Vj;_xWo2H&6Kd8gPCuXuw{GUxzMyyo7z#X@{uQE<mSu{|LJn;`#S#RoQ6t zF~Xeu!>wO}U$6}%=gEb?@YPqHbLhkD5<KS|ZiV`Y{nM(@sts{cI85#o;u7`J<c-t+ zL6;#jenkrBjg2fj=4K7@W@f%a3Fa0|b~UG)CBQd{{9<Xnjy1uh_UiDzJiVFACy=%W z_nlREZy@eR+ffQN7w|UBCI>F)abSPCi7aEwS6kwRmiAZ#Gv>p_<QRHBpdXY{*H#@0 z-^#<I;uVYdxkcOwPw-ssb%b6nXM!G*N`k?33VnY|wZDzvl|Rt(F%}de&RmmCx##FY zT<JWk`Vw{ExWAbBap17xl4^R+a7)6X{7a5I`eaVeW^|9?eB8?lsV@Ytd*&mLpg-c8 zOSQd4Mmqc%YBQNjC`m;3_ozqLM4*FS&oQbhu_2^{`}eS#ps)Axp|SFF>}Mu1RBOYh zr#f{BGXd~--K4kl(Sctyt*Ag1KL1z8zC&qvZc%m%DdEsr&`rmCe7Fn!{-Fiee&jXA z%8E0hSHb)5wVxK`hu%(k-@Ich{O-v+J36JEh%=nm2Gp)Vk0JBA>Id{oQ<TOW8mNcF zLoS%{V7`sApE>d&8|G6oc>SW|P&bQn^)NGmhu-#keHnax-t#D#XGu;(Oc1luPVk>R ze`AL)=7B%+ESJcWLfreEELD^X-`R8e)baRS4N<}A|MtMA4xZ3o3WYx4oE(!^IQq*L zs?rAva36c=W!@$McWggh{Sxm>u59t5C-}&2rw_uy;1f^n7g+Q%!h9UN$(=xH+}BP6 z{!SnCOZV)y=7XLnXw@Pm3H=h?wX3Z$MZgVY$9AToj_GYoHdKhWCY-z)J)-gZzfn!j zs$uSbe3Wd;eF?glyqTj<pc{B>O|{?!o`zTP&Q*7RTVlYfTZNqgdJazo&bPq-sb_w= zln!97NIZM2DHM7)4<=>(bJ(jAwx7EM=Y_1yE4L1PfI()VtoBmqH$`faB_G14o9x&_ z<xc361OpmsxNV7qbH>L4yAW4ac!N}=(3fta>v*(ABE<Fu+0Cy5r;J6<ngD;(M7xcC z8OC||{d(00z95LOT$D!WkBZo~djsF=<eU3E!S~r!8`NBlKJ^EEeq%>5=*~>CKhx|( zo&Nr(y(IjbB-MqCRe_U5*Rq)Z*5P}(7?C`tYzXbB{I3(i&?Rp@W%S0s=TX?MC*^?s zd|wvwvQV!WTh#1a0-l&-El3pD4c**Ur^!DZ`n%DdW1`jA8>5(1Rho`|UD2bXjnIKJ zaEFlxYr%Jx-LK<pGx`9^404UhB;sRE_0R9X7nOI-)r<U~(_2mz2|SK`9UiyWSI?IC z_$-+?U`Qe^2DZ3m<GJ_E){+)>*b^<iLUEJ{7!4zd+R$Nc`g`!>Y<=`K7I#+)W$nTI zINxQ@W6+&7Mn2Cbf}rD#qiSUCMZf1|j#@4HZi9^vjVX^JKhy-Brx^n7Pt#1k2L0>) zoysZ6hTt!K?|(>hMEq3cJ%0`LM%&Bi=%cuwJ9006J1K&`kcgt}37q?g4&7}o&?!#z zu>7UJ4?nPk>vsN}&V-xx*;`z|#n$9uc2c$ACA4_^OTOC^d*q9&yV0jS;@Y$9$c=vW zjbVCf)M<lH@4tw|J)Zf~rF?~ie%7?p?vNr!qWtTTjBC&jo!iA?YKeNZy0xcb<30A4 zcyQbe@gfm-D#pB2#^7rkC0z7T0Q;7|Ij@E4LZ3&*JSvBLQBW`3I{|*qjqP;V<$nA; z^)90@==pmeFMOE&Mj}*G>}wXra9__FzW#c`iEy6?NwK&EU8Y&yUMJ`a6hw`K!+<9` z7@ak*h@hTsYTZ}VVNIM}G8=#L7(O8z&AAjqj)aQ+$QRF>B!ZvcqH?4dbJ{=s%g@ci zC*<TiKW*T(?qHp#4d&nj^gl0T02fqc$toq;VgHO+>t;Oa&m#?g>{t*7-ZIilx3i)z zS*4Z73Lis`@#nQa{=;13-XXgLyhmTdCn_P}ed{H=5@eC5mw)i<IDl8C7<o~(i1Vs8 zb$opU{B{gkd8vsE{J2OusT;ss0;giO&I|+RChP1Ksz!a$6YnDd-zdG~=OgaXg3mLi zIC41(eZCs<%`;WV6H^&%9}s6pt2sR-4d4sO!@J!PpTF>#M;Z_2ZG7&|QHFck5~Xrm zI~Oj4H#T=C!r`yp7H%w4I`2#zy;{7cbrt(715Wjj;rmDipV#~bUA^+fy#15tKMr-e z|6syBytDq_$%l#d#Lb1_S(Xs+x8ZtGgV&+6w;34vQDRSYxt_54#}m?QyPahZyf*Ul z#eqUPJM0gvEjfU`PW;);=m79RjnX2bw<3|B8rkf)fZvkZkDH_c?=tv4np;Kxm#Hzv zQ4f8gE|b$`VuF}wt9Z9M58RwFtId24dhQ<wG!_N=(5K1mt35c6xnI{-_wQ5CH~nDT zxXX*Zpl6hdUO`v3c=EIQ&HLClP{RJ^y)%47vqM)N&x40BUwx<e0Q=huPk1OpA9^uc zCG>f#Eg@@>Qn?$?aaQ|O<4g+t4j4XGa!}y8P7rp($Y(A_?!&pjJBIbTO%CYCwI&xh zpT<4X8LtTXHwWUUq+=opd@TObe|^^=@XHI&)2Y0;2UF$`4B&eZ9_A`(fcKR#`-$}! zaO~80{zG>!+$(+6u0rrEG`>URe!u~Lf*jW=KEV$!HM*Ob1@l1V292eAP+#y$NXFq@ z1zvD9Osa%Fd1uMJFl*?`?Kh=w-NE0#@BV;6AHLTMhlDMWcVfh>u6zgH=qJ(XEmvT^ zP@!#mB0Y3WyPDO`LoZ9%IE2>XKAxI-_HzaG$f80P#pB!HtJ!pRUkC3Q<487j5&Zd2 zg-m<#Bk*_h>E5#fe#ca<P$&oW+)F*JX*%H8(>_Op|M|_0PK-LZN7)d0Gggs5B~fQ> zvNcO1?wp;74Nd{C$^QCbXF2j*fA8_)eaJ@z3w(~x@O=u3p0br8kM5<6Ff%m9b7d>| zbxRF%JtuAN3;=(9B{pYdkbm5#Ybis)LoDR5J!%6F{qz&DMd0%-REk>1R-muY9IH|L z9{$%mA2o#e;Cr=XQS~#yx8SO<orNXv88=sa2l_;YqAI(|;#~;VT$k)a;Dr?@+fohi z^C0}Kv4y_Je@)Lb?<#!7b{*o~o`G{2Y)PgakNo`mMU6Rha!OTU7x?3_?}K^E$p_Dw z^@&?sp*8exC6k)XpOLp^6qt9R{$GxJs(V@veZ7Pyq1XJN5C5aaKl}y$ZfR{YN$AhE zwH>*{`~&?tm3(W`TlnF*7AFLvo~THoU)h7_Fm2uRt>irV&z+pQLpU#A%H=%1fdANY zb1bQ%9q-jMep`nec*gU_QNh5s^Xg|bZo#iG#y?=KI01b8A9KIeeeg39S3S|cNFu_2 z41BM^9AMA5iSk+GksUpi%%9K?J(E1CXpDT3<(GJa<^$&XhN#&CkdLp)_%9sWX-By7 z1&kUX&mJBSQF-d^K>SVF{ZU5%`CUmf<9nq&d`vndbb;e5Bqu4Rz-Jk_`!C3PqW`M* zU(_i0_w<!O$$M6ggnoZ-5W_g)<x&45|9FhJy!+%&#T|(1_t&-`5kelI?F}}Hb0o+c zj2@`tx%xdS&e@Lmvba9DVFkRf?Stfi0Qz2&@F}YMiayT4^bM(X;E&RsqO0-f?`y_4 z2)IFqdfMXgv^Q|_j@K$%Ti{7b>ACKtz~`{^v11G;=K4dH_s@TEAUeqow9?LizaHHi zDGz*oE%R|cH}qS#&uawySp<Hc8qkuY0Ny0}*D0`1&b~&0QWMWBE8W)iOfY;gWL(Hi zpt}ktpKKy;050ZsS^SJX#ofangV=wAhiG4_vP2wzbokB6Nu1{gg&!{@BF}7NPo6u` z27Hms8MFZY^r;cs`zyz>r=!<BQ3JRwzUJeX`7%r599IdOgbns`8a=+za+O3pSrZe! zA%W+;^tzvO4s%F<8LWH)z!#~!`8mF7OT7N;P3B&TIR9D5eTK=2@a{cyrEU-AFzElb zYmV3xUzMZ1!z-Z+WG)cbzJ&Q2l}vt-PViYFYfJy#Lw)tizHI^Xi37Tyo~od}%l<4A zx@ZYKcDz@NOd$4-sJ@m+FaaM@ec+>N7xLI-zh7<>aQT%|u3MAPTXV8~j|8sQ_Ee~K zlt90kw(`zRN*AK?yhXPp&Z&1I=ddh3cSuqC^KokAR}oe#NfGD=BsPvw#$w;sv>8pq zTg->ccSjYyht9!dj`Iz8vlD`jX=B2;&mSf~ahKryx6+>!X|*EQx3&zPTfhe^X=pGj z$BB5#Mp|=gMPA(Af8n++^lx%kmz2OivPR@z4nlkq<fYVL!=G>NpwT{!eC%1uH2cv7 z_n~mtFq<ak|2BqNtbRkU7n2j%(*{2I=jL>^6#S9wnJDz26E?eUD^-R0)?2QuI>*!S zKEu)vtHBTMJ)PZ|DDb5fF7XdOhM;eHUNr5W|5qMYimwUsh`eycFsT^x0(ZXLW(1#C z=$>_WMgjNie%Ds*zkb!4F+Bwz=EF2%tqfzJ&)M0VWCNTP%)a*K80zWX%Y~=Zx8PHG zL`mjb5B!9MB|eCqK)o;OIlWwpd5|8d(C91RgUGX_7{SNThGp2uT>#2vPShHKkM<3w zcV)`I;Y;|uO=Qm-{5_p;=_c?s{u7SSZ@^dD(qd7|(VjRhy;Z7&^U|<gZ2S~6iTG1A z7U38T-osyrC_!BB^BMfmXbyb$_@&Oj`SPCe;TsvJp)<bRR5iVZJxBt2t0q6-&qsfX z^6wYu9<-m-8R4F9JS#R3#CcK5mMNJ;y~*i)G$OPNePwZ7xp?62gBi^p8HnSq7gN_6 z#gNxK1p?%9;2WbSoPG=U%Wuv3eHflIKa>1EW9ZJMpHGgoS_Ai7i(B~u-Pq4E{_Q>l z>i&DPcPU-r-^C{Xn~EEC#K%*u?#h_!y{VrloJ1masfMWS+YY`cv@d0&-HBjv8Bh!W zzPKWklc1}Ce$Pb;-o9LXpCg?E{?Oxfy67A4Kz%;zN!pPPoZ9XFt4;!+uV{Eis~`ma zr?$E_GnC-fQ<PqPPKEv}`kLk=Cg@^q=t^v%pPJH}46YhSKe+jNfE4nRA4Sx64{g** zo{8`6fm1KAuH1TpdwHhe=+9Rw@J~vq%YQZsKSWQ?^W>+nujpYk-&zRfV|G65>Qb{K z?k%^9|H^<~=ToB05%9yS^<PGfgQ4HOC$SN)j`^TAR#FHL@S;TB+F?A`uXM?GNQY6E z#B0n6cfmJVkt2}$2IdV`xP%s?Z3+I6|L89vPJ5A&f>|zMkIhD#TJB@i^(tkf7Qo%c zI(5!j&=LIAqPl3b4SR)VovZ$Pi#R`@J1P7V{v3^*1N3^R&%aZPhAd*w(zU6;DfD@) z&0IMiQNbr+%EQhLb!G%fBRvuGNIt)~>z0@;iF*%kc9<frG&aj5hhmOmpziD&{cnhS zk4}*o_dri_a+`q@H+<5CL<&{pFlYb1Ciklt;`~{sE9B7o)PB}2+rqu%y_IfNod7+) z#=w>>{(DTJ0i|OB=H^eG%dEohYvH?ElXL`rIp^gTQ*yCC#9m-`IQrx)0!nmN6xcT_ z()NfJ`u7k1Vdrn-c{h10TomDl4r}%P>P#5sxy#;v^F`b?&SC#tJ%{}ok)3}YgaNlN z4n%TeUP@4{aPBqwlJ1%@!<l$b=PpW&{o9LnzC)$yA$a}$yVe<13-O#yPmlf6$0WEs zj`2a=e`+-G{w~y|%*Xl7RePb6=L!>giu3Yqe$tm3b2=4Ti{44)*kApt?#EWJH6cd- z=7c5U&DewV{ciGhM45i+6L)j?AF*}%Sf$tzZWP=M$5D?+jGnFxdISBXg~ra`1vtN{ z)*ocJp_ek7Ra$)oomE%*zM2y_Co};oZw(P&9fwWsQK4^GH~4fEybizgBf+F4)G2NR z#btay_M%u))=%`q7|jgjig53X%Pz>QVLntmI`8@}JECJxI#)d6YwP3C)h*OpCgDa= z3%CcDu$IgHA#_Q%{N>%L;Hx4K5O+cq{-TYiF5iqtJ{P3j_U9@3ZQAmIBKW)?X0E@a zt0EC??$$AH$bo;(wVzGp$Nulnl&jgmJ;&Te_0IrbTWoXuU5&ij6M4M$HSnW|!lFcp z1Ng)X7iISjIT2@--WKo|qMw!475WW)re4Vnan(%{v6nuHFAVRaYet&s-#&K7+{w^8 zI432JN5`%QqR;i;TiwZICxS0>b#(ywRWS0lO=*)Ik=}c&_+kh0<X)!b0Mu*3)Gwv# zE0DL3^2NWy9COXo#hcHAaZe(i+emewjuf+&_;edMCwfCP7x8(uorjY)5c<$_^&<!6 za6Uyctsc{m2+^AkX`jX6*Wea;V)!ZiYAQ%Kvk^xc)e|bD>Kuvm?7baA=-aV3mk)}7 z7dO^2In~vUdC9%;Csu(+8RxEalY0Pv@m*if9|8_OaZTd}cxG$HNWGnD;6WQ1PK7)M z&T@5BP;zx9Txp=z7Q{SPp|DTY9qiGIm5NP_1&^>}UkKOEe?B8BCYo2#SH0f7rieN| z(nYKKF5)pm`An0<HuM!l;|lM`V9ucW+wv4X*Py+wmcSod!rEPp^RylKdAqG;D)brl zM~7z0h$27lba83~PkSoUx#Gb~=z|;74d0YtE@y1q>@Rrzx|1gyOE1EYshDPw9Qm>Q zo1iuqFYcS8gs%NK_~@sVhZ>GM5a;ZI=`_&SNGRAUeX<3=JPi+pqtL1S`k<+|?Hv5g z?zWQ$Wdi?P>HS5v9eRN>v8z6;@Ol2wb&Zt`afAGv$CL#0t-bbtH`~#7b;`;(_fJnn zEs?MK73YNH>uYlcbz)i)`%ewT^%J$l)V;u!f!ss%FR+K8@7S~M?+%25SKyz2e0FkN zWl)Ph>bG1DrH{B@JGxi6u6Dpr>S#O-pRN^AHTU+X1>*AdeM@Tp&IL1>bJg>Uz&RXE z5wgdySM=p<aJVk&UFW}|X289-XaddIW`H9-{hgeHZ3*Xxj5fP~bDmM|%X6v)E}Sx5 zqM)@U7|(u>zU7AVsns7ZF9Y4CvdMra@+Yg;{Ocs(4tMIk%%$K(Zrc^@3&y>Z30}2b zcm};sUF0?u_$u8`cM;a{gkJtn>S?8Z=)=C%ntCHIN94VG!~^|Sh(l@0G&|yfu!g_J zKFlW$pQO371AK7b!zckh>^Wd1I2n;gE}KTuIm<zBW1-rTs*3)v_%cV25zc!cP4_6? z_wddVig&x<x3F2Dn0pre0~G}^1?T{aV+*3D(2rY*TW)6rFVDkup4)c}eZs{39h_Xi z0lhX863?OUR3Clc(+quPRG48vJ>Gu@DW61-{><})`!-Q{?(e3bZFhyA?{Pjs2WsHf zj|*R4-gYL&&H3MxzqKX`6Kw@oNOnYX!gO2wJNT*&KUCX?I>1{wZ|>1D>Ni81BEL`A zvnaUl%y2SzK;`Kj!nZ7mb;dlE|KQVEt!1_Hot#8SXuOyefPUun@#K5lKG2zWM5NAv zml3a8e{F}lj3OZ85lagCtM(!Fe9qX9yXZvTkGlRq_R!yVOVGv3wec<@zxU}eKYfe( zZ}0_wZW8c{cBwR%J^HRk8D|;Q@j0LLGW99r{cl*;I?9-WhtwHb*II?Ixc;@!Gs)IO zcI|}&robVd^!s00ApUy{Fj@T!g|12_hv6$d`jnm<jj`&;$8=#2S)j{x;hRm~4&LsT z8T(@2UCcjK9C=o5ih1-wYPu%en<r|*#7#5w9WQlHWT8JSZ7Y~dK97At+JTqaz=M8} z{BcIG0Qr$r-`_|LJj>vCOIj7Ud$2%s3%FnPwxq~&NfN=)a=la|!kS>FocWNG1756u z=26l#>W4wsWfmXk^|K={wnK+8{vy7_7IntQjcYep?SM0%_`VOs_X)Qj`g@lZ?>)O+ zxbA=p!6MW5S_ODy993X}A#f$#?(&<6|AP@d#7W@x3PTZEALw##iZ<S#hfaXzsz~DR z4)_=A>G^fT57cKUUF$2JBTJ-pt7|>@^`H(0hE3>(45+WE@4#L}<<`YSdhmap=5|fs zTZb4zCFfCp>|lSE;{kqcDZnJ-p%mtfDeNSN@OvX3SS3!0zz@1wq+1VpW<0Wn<@<5? zVf7>&>-dWP0d22qaXoZCPwt!b|G~cX1M#gxMwm0G%6ZHt20vUH!|cF#CxS{-nMDV6 z<Mm4(49CIm6mG9%P{sF9qs}YKN8UAFidH|r1YIWQmkjT_@E;Iuc@c^DXGDAIMlNt+ z@V*l%3Hg{)e!%q2&&!EeU)ld{u?M~%8FEzBvDiDFTv^8jycK7dru-J?n$StwW_%WT zrblCxvJE_FXSSJ1+&>?`o(Mra2hQecdCR-dzihP;Yj~e$=g*oMV2(rXn8QaVM(|#) zI^KVQ=d-%+U;�aW&%zi!R<9gOt&`SE%pJg+IOisRiDwUVh~7Uf{Mb`8t2`J*L_2 zcv9t~@1yRj#$#kj)LFNX#&G|iei&F9+W?>Y_8n6&o@d@z-n&oG@iy}Etvq?^NCc4G z5Y@$diTY#4*#n$#Q{p6>gbsK|@=Fc_y_om5c*sk;1-;f2%I$9W|1Q%NyZA3dKe3iW zsSDo`K`vY2&U5xe`IQ##@lWvSsS5tOMQa0pRKpP&7e_+E_K@-f_yl9)stTVu@K_Ii zC`aycCYpOSr!tW5W}T|;_+0}|DW^8L1l;Mbdre*AAp8uyjp*f9pck)r*YyK>8}6*f zVIFCybE#NjrHY_Kbn)u=f%s9|VMmtp0ei}xtf_|}o^r+JhEj)Nzn!wQ_}^?t;xJ7{ z%4Q?xMXYX7opl555hdTJbO8N?iyL$T5zq-#IyNf&1y0-baB0_W%rB2H)fl`64@r|O zL$!dtkg2Z%)bKrjB{z?hV@~+))E-$C8O(o^*LTQ**K-Toqa%g-W!Z?srx@qt4{cAd z0rZHWzsN4@=-Lx6G*WwG5oc#Qv?Fu-5Er@XRlJU2UQ|Zi(90b7F<DKu9XP4)(e2sK zy1)lcJFHiczq_-BS^o70YL{hI4xo>G@V)=X(S9o;AVEy@>>KQ%h-A%Y8~YdMFFoQx zpMSSQtZ5$3o4jv?Xxb#|wq<wi!{*Q<NogG5d~8n)OFc9?f%mAT`1nKvcmdDqS*h%s z4#cNVU3W>yw`WTmSuRe(KYUMP)jrf;ll^tm7oe{@xR1P61h~a)2SZAd3g%6}{k$iO z=USz}oy<A{9<%qvg<t8;gwrEq#amCYZz)R0PzZH><LeqSecZ>$Lq|p;4uBt}Z~fSX zehu+nu-*)xE6n=q?6eL1J-m*vvfw<wOt7!@oB;3rC%cw03H~YXcn+K1fiGU&u6$M= zCnBV!-Cef}{*#J%FPgx+S!J-teunP2;&h*3Gjz}j#vXSRp!?>CjjxFDLO$%KOX7-x z-@dIA|GlfgGq02)gba|+UUo-bR|bwYrk5zx`-fMS7oWAG-`4V<Yx8Zy3D=A1bkIu( z`i|-pA+EFCtUPoN`Y5f(&L5@EBcELm@9KunhrPJbK*xUUV+(w&R6v0`e%?akZWqo) z=L4$}=xClB=R9{of3(j|ZK4f0#9V(QHVEgFU(z|_Kh)1(O0}-HkYmrGy0K<3?x%_= zr}i`ODBJY7uG$SizeKJ%_zm%}@5Q8$?lAi1HRpd<{lI>bw_6{4_JXhL>zdy?Ln0PN zn69hsfFJw&LZNo>4^sASeR-IR=~0?2DZu-Zo4)tZsK|kMWAbEA3-ToqE4KX4*PTzX zl00G*x~+1b77Fz5?`YoPiA2ATu{!6#L%c86$<6CL*WtVJF6DBa5$51O1-*>NIlpGl zz;tyV^2V{2eM0u&%L6X>dV{xe&?+<gf%@3REBUY{&ZX$v$vZ)9HU$0Z?nSjm8{!;e zqMgD!Ya(-NtfB^W1lhifFnJf~9IosMI6Mx0&7qdJ&tt8L_R??;#|ijO7fO5ff!}oW zW8`kNfY1CP>o1DJ@D)D4z#zs9KL#;x>1ObF$xO{1s;PLtcR4!ZoiMlkzNF<E;#|<3 z_$<ym_`5st2oJNlU=Nv0Wlt>nuUAb?-?yP|FRS(ZYHLTVi}^3LAP&_g++I!rzn``5 zB2&o(_9$}JGP&a%9?^Y&cr^xo803$I%PBDznb|NGa0z}nqJw)KtHDEmqUgH_UE5$^ zBQ-bp&A}Tx-&aqd&aP{yce`mzMD!Y)zD~mayj{ZKPI$jPI`(FUnAc@=4GFqM2Y({R z+6(K*Uk|t@-e@$SzDYjN*a03~bBbki!oZ$5ezA%C{wv_Trzu+*`S7>;oo8b-i#eWR zugc;g;FF?yWllEup1zj2$=hs4P<r=>_TZfLCse&DXFxsStuE>pgndXEBhJ?a?FjW% znv#1>z%gdubyR8L<8|EA<(Uce#rL=UWYk0)6rO&^C5C$a0M*Z_F)KnveZ9*M`E*ZR zMZ5_QbRPruY@2FM#I{Uz7Oq+3HTFXbAr3A?eB<KZx<&8?>LGhQ(VwwTJfEb8y0^u4 zhGByZeTG|>OOu#4{b{P{k_~=^;c;XvFYfQvR282iz{OJy=Aq-#IRCk2Gh&E$-e0p- z&O&!@`(oEa7Vun@-*UBIqkcE6`?~iG_<NoYo?(}N!GF2U{o)utcTDNwNP#RHVyE_i z@U=lF!e`0;*%spA!$J4s?a<@XMOcfHfVV2QnVQ~zhkizH?+>wM^nK>&<sxx^Kip!f zn<huxie$T+j(VHzaCx!%GU8Cfk-Ga4B;sB0YGvybc$81l&l1t^jay`;7X*J%cWO6> zAMnuLtgQn#u0h{awEfR7WyIm5-1Xv^&tnLmbZJI@v)6y>cp3e(mr{K)Qaz{}6I+W? z@!zlfF$&oA6Z;Ogbw+a_zQqoGGW?tk|9)>j#`ys36-(-^(6B=N)?`9M0iAtSCZE?U z;6yKex47(0Yl7TLbL9DoJu!Fae&yF2cz!k)t5?vc6r<dEuF)Fv`=QZ&yP@ZnWqmcx z9f3M;?I!nU@bC1G)}PKpH`f?+iT}xS<hSUrlTE0HRe}bIJLp?zT`T{6>KNh$^TLA% zj+pl_@VWmi8FiZ$r!(0p`1!G&iPkw{Ma-&hHp`+82@^3~DNn@bKG9uN5skj&`*5GC z-T1vz=A@6{@8U?QBI~GwUYoo5$s;~+MoV#p;JgMe{Ja}+1Ml%^Q4~ReI-`7kI1l`n z<&K%B_fbDyb0TwDvBO@8E+RFr3c3Z)(=105kS|QMqrA?*S3S1<+QJ}kkdvoRZ3c<B zed=3>F{KSrw)yq@vq<RmPuo`8SE4`ea^_Mm`frRyz2$=ysAD@zldKZZhksx}Gj$aE z1M`me*J(j#Ta`jCiGF(S&y@YC@P|0&EMc*C75%WSyzL?1;e&FNUA(u<i7?t<F1ZvA zUB+IkjNS(5TG{vq8vEf#wGdAF0RDkCe}q-98~SjnUk{Gqd9sdrOU>j!H_Md&HUl_| z5T@vlLBFHn&6)2Sh-Z_Q?$;CW=V}xJOy4d*zp!`K|L8dCoca86;Viu0n;Z!}z^!G< zJg2u#!7ufuVYKcM=;B-q-n0WR_IFx6qC%Y(WSHQu8xH-~a`M!lVeE^}wrCc`UP^{t z-Pf!U*A2dn@Y_JQZA|~zy@(TgWtFadzJh+Fk@BvJZKu)4ReI{a1Nz(e02^h$EWGdN z>_f@u8@kBMUFrjW6L&;>NL|nxd#HYv3CV+Z(OrM>6Ysl0Xgk>*=v9=~vJ_Vrp)*qP zo!^W>AG%Gh<2>+i&ik58NA!cwM0>NVpR^}JZN>g;MxM&Jy%zSi1NC#>m6bm@mt*d> zr&_?@rYN<9Ca_x(%G&2Yv;$9GzkAT$XBGFZ|H<S;H|7~Bq|6Rr{_Ezb@23@<yB)tA z=Q~v~$J2i7lp^ATnrjHZ0(AK*&%1xrq7I?SKTuhYzLdkB5xY~e&{LiJvtGXHKs?^J zq*#T1YL&(CkzsfESIA%R7i0rI*!$ff`x|_B=d<_GeS&YO)xKyiR`g#K`JI&zS5tI; zZcCAYe_)XFyawup`u8GKgQ=K<4-HIV+l_s4E{r2L&OitCE7OS*I+V@!W8aswfVUmT z`ce@W=$&sjAHw_UVVlXf!9F+LzR+CjC+H&_b*X89j*w&%zIU@1|Niept(*bkcH7&C zZKyW||L9lwWx-cP@z1uv6L!R_915}hmQDok?DCU~x~P*jscOYA$3gUSs0yPV_-)Eu zu3v+G{IhsHC-79NT>aWl|6p&1t?|JCcJK^Djid1d=2(hc+kODINbeMm@Wp&uR7zuX z+!+!<zO(&59bOW#--14jiwC~%VHMJ!cj0^wvmTm29^uGV%)YsXxH!NxCgudawN^0C zPUztudaRMnUWEQ-W`l;&AADW>W$je-H&PcBbnWr|?UkI!($lg3n45;39{NOwjp-y` zBlz?BMZW!uIwOr+AfMd?zA?%9XZ^k5L#X`9yAz++!@RQc)@=u3lET02D*7`*U#}Sd zk^x`lYS$j6g}$fgpW;XhCn8|;rB&2R=qm>=_a}IOw^yxl2_r+jsb_yEG#B%#HhcmU z;4$Ts8@^L9IS>}Z`<cGr-X=LJ`;TMZB=(E&_0AOs!YtCOU5?J4uu)<97J3YN4eNv@ z$q@MX4qg6l8929AB<7lgANH%;lsWT*=TjN;=wt82{TycP9s>S}ynbCb?t(pWb@v<> zzY};M!9+TH%#qyEsTUqe0-yY7GJ8AxP-^GQO}7r(5%f8(^^aQMr?3BRtuhPyHZtx% zl3jzpA^YS(dc42Q7>R{fzv18V<Zbj3OPud-iDS~}14Ml~E3yr`&HKzJl#(Lh7bELO zMHUKQbL;v!G0c~5UAdD)h5pY4fjoO>KlCfsq`eeUfp4znQK#!W5}~R+)!N{N*Ty<) z+Gc@^#92~roI*V_7r8iDj=ojT3$ueO=tqesr(45sj`BeQNu~kynB8+8rzQB24b?O2 z;otKO-U@Ew#(V_7J56Cd?z89Mm_>#&VV%%6D!6J*T+^FAc0UdKoosZOCyJrZu)BKX zBMJLWm`8q$9z@(x5?lRi3Z7M3-}X1+?kB!2DjB>V@r;0M=K$yiX7|6!0uHRZHt>}M z-1pwZtXLDD_w2F~<wzLjBAi$E%*vyWC;s}^LG%SI%-G)wCu07LiNt<T3_ih5Cd*tN zm@`k6>fx8g^UIkm{pVA>@;m1c8_ws3&l~e%%yUI1*<Kby-F+d-gpD0MD5sgazZdvX zZb|a`Z@6!E9#ya8v%rgomgG3JVjk6;`qSG*Yr-u2Wz!|#)?brO9=!Y{;#}_4D^`@i zn*p-tf8T|^S2*MEW+HTz26kGrs5iVnPl<&>_p_*7K$lVjo-Wnw)2~GI;U?-Xw*g=C z5JxyeCULI+=jgiQxoqF4l2K+twrnzrN=6CEjLeM6i0t(>lOjdlY_dnFkSHWFN>5P{ zg(!Pdgt8)8ztit8pSQR0eV+Ti#yRIYSBKT}3wZyfHd>6%$diB5B|o~A0LS9ZYqLU~ z(-KOGX+}L{Tq;q|76qN`Nm08d)K?70INn~faV4%9Zy!=<1|MG+Y0qK_KJZc8agzez zoI`J}j*Ftcdj9hHN)GB;U4geGoR89%hR2)nx#?aAx*hw8Iz>kC+mav7E4N6)L&RNL zqmKN{eTWzCJCYRWe2AeVOGdi8!1IY+VX$|BFNwT<B)=K(o2U)WU+>}1cKBwTCH{Nm z=$W2;A>i4J{3+L0FbC;zw`dG?mGX{tp$+7_$T8aoe}KcONgX)z5_Oxff9&%R^nVJY z1`jC^9|mg2bW>69iVxp%y#36DV4Mg&D39;U!)C5;iN07`^}Yr#co+t)%#vm?_<_>z zraliH!IIRYU-#6pFJ`^`%a5a|zp{NVlop~slvIDBs(?9DudJh7s6*z(ZH(ejr}VMT z2W~^%)9k@;^ZgF!G8UN^E1@%_BYN31$uRGK^nS4KMJK{TsDzO*6nMf0m+V!0_$U<f z?)(iNAz7x2!D<+IDNS0RJ@~z!x+SkGy5L7Hc1hrp7W%*fXUPXk;73ves$ZclwV<$z zo`Q}!OvQ^T1#@tR>Ay^#Lf<*186vP=3EsM*$o1cz(R3&OK>q_c|EEcz8THWX**!Dh zLmkA!J#l(Z73SoYlfFNe$N6g(iD(H1US&NT-i_yVfM(e6IQZNomfciOx!{ZR@}sLa z`hgvE8uw$!JPEQ(g;zSDKUod_km_^}b3ZyqsJ5)(bJ=p#T^smc+`F=Hb>LKV?6Rg0 z;WO8}dpz(V`o?j8aWT;v=#cb<)fX}65zCQsXAJ$2!e+#Q4Dh54YxD1^@i}%lH_ZBK zB44mA-}+4tU31c~oC)IJ?AstIK2P9`rBAQj1%6~D=N%}h1{|GkPE#3uoVeo?W{DK+ z87-xF+7JHmc2Qk;D(aSBj(X|gPk}Q^H&U9)!rwSAOVoRxCs9JpzSE==dNHqiO`W{h z->9Cf5%kcD&{X}_yqF5T^7i^#FFxSxe@}$SMF1yGmOX9=J?h!V=Zq;y(BJ;4Gs!~T zA9t!UDQ}2G+-w)SF6{%|((c0W=3eMF&eEu9<LB<)lrym}1`bNDRcUq;^^}hj^IhN# zy}mA&_M^_)dvkqgod)wm?^U#WKcLS2#@f^bJ~noZ#z}tTAFj7@L){xX(}1Nba)@8k zAGGLyYvH|j#s&seIuoMn<8pb|-3Y;#PBxz$pbO)(d#(k(hyK)wdDe@Vmyu=6p3s3_ z!+tS&$k7%051VhJz?ENIeS7bPEqouf{kLhFqc7JwS`fbqe@xOVvI%_dD+cjz=%Ghy zJ($tBmkWMw!!Ht8XmNfmIV~P+!S~5(?DxC~_Q}_loOn}!J&CQ~h0TFC3}hzUu44g? zv_YoaiF*Ijolb)RJ>UkvS`V+|p5z%Ah6vQ+T%I!Jxtjrgl;1X`bAUvwkesxNWdG^I ztLk37!snB>*()y(zjQC<vmVsw=gaa!B+23Tay&rhh!p%lnzyS7<6c}zoXWY4xU*(_ zpeB(W`fi0fRhnG%t#`7Ob0x6{E5DH@9XQWWVoXT;40I3cCs|mxVgDqVJ$(i0QGbv0 zQ_<6ix8b8RV{@Lwli6YAzz5LD)p*76!bfg6wfKSp@?JqtyGs=CmA2o?ub(U8K1EzB zyoS8OZ+id5EaK0ptk1Wpk$?1e-tD9N;XsILhD1-L;~dO6J#+!S<5-}>)O7@TOfz!- z4Cbt~_wsy=(RC)QWynS=p|{CX3*^p0-xMxkW;|KtM(CBb`Q`#I_RhPo`Ooi^$2RGN z<W2N1TPBZBBktFF+^*h4-&L~g#l{8PGU$rE^-B}XRl82Hy+9p(DdBQ{#4Gd>8t3Li zkss4)ZalXGPc!>4Y^44M&MP^I%mwvh%b~H+stxqfk&_(U+0b*Q6K?{*Csy%S?|%S( zasT9e>Ob9#?7NdTi~GPczxRCIvxGboCZJch1z*8ji3Dljv0--}*F@thV~k7OAzt{C z?;6X#Dh?lUnVN6c2jR2MK+p36`b7mP-95@o;2+nvX%0c3X1Uy9eY_OUP2ySgeehSJ z0huh1WL*eL5}V+9gf}tI_={b63qIInG-q5#fuqd6W+v(2UY;JcZAD(7THR&(Udn|C zuHm@!iWT!-^}3tqFM)?q9iUal=ZapC-ua>zdjq-#9e&)$oKm_G`}#ZR9^E`Cll73F z{#Hw9Xrmq_3*DSXKJZV?ZTPVr{zBVB?MpJ@f6IG8u~ZFnh`+gmle#gVDln)(C5imx zEhlpt@u(nEtMHyU_ADIakBFhizJ|{Y<ZGBGI--A@tM$4EVO;#aU2YNiB9_rC9DL#} zmz~ejz%QuHH>k><g#KwSlNZMT<{!By95t9+2#q;G;@_T^t)+1%K55KnD(|{;7We_n zA?ij`^eJyYWZO^z58nRy9_vl;bP;YWuir1BzNuB$VFXSq5$T~ggm}tn<#5&13i?wo zZsT?6Ew&~fyX9;C+kdc0ABQ?-AgJWSDBdH_dRp+YdHA0QkMCsri~egVF*6f&bw?++ zRV2>Ch4XB7&WHmWy8a$Dv2KK0LPB64k1Mgya3bJSAowE(cIQ2Dn3w%HGeyG)-|fDX zkeQp#L_)U8!Z}MPf{mYVa2G%Dbe(V|<q+_!)Qc<YsF%7YXt@ufFR}f)tLlIs=670+ zuXkrV6R97h`@T`YziZ!y(kAo<l*`9I9RCF!>Sgl!(?Xbc<xq*q2R^sI<-wzn1niHn z;*}6KgZ}`X@1zCl&7(bQ%&VwdK3<Gsv~B}m^2XBPkO$`1+cZL|@cE@gMc%aY!_P6i zIP<8Y8{wcEXgFJe^CI+YLfHa)*QEopLve52lD_bdO@asVoRaM7aU!ly^=?RZLBHBb zdXrWR9s3c7JE79x#oteM_4)uG9xGyYo<M!{@{y802kM*R0@he=+zYmqqEzs}*Di6s z&S7>VIG(JssE#-j3j!v=vdHiC$1m&9*5Q7=I;!Pnf;}Cb4N-yA;FW&0-YU0&9<C>T z_kju$5ui!mT{ne!q5Th~qOljM;g8|!A3WDhjstXq1K4lU5OLP!B<k8Zp&(E2SoWcZ z+G`)c@8s9JDx(Y7<8<!#9v|dy6I-{@5S%;5ZFF5XBY^*&vHlvAXHQI5pDX5ozr)8{ zNf|G2J|1dY`MKf#_GTV_T7kGMkoBogE*1Kdq$g36;MW}AE4%Q%L0`lY>+TG_ztX#% zTpzE&pTcua&KCId(}H=b0pQ5(29Fg@5Wnwa`mVYNkO(Q@37XIcn6bu7y5bzIU`gd` z?A6+@^RnmO37q50hEX>e;ZJfh@#hls9IWhv9}6SUf5?P2zB`NkEWfSOuU$r6G$!sk z&5nH#;_4q5nxN}u6cvnH$DEa$5B2CJ=qnk2=eLEx&!A9Uw(v0adT@Q;o@$Nyba4NH zZS&}3&5CX};(0%OM3whk8v4t7X%QEIBc*(0*J-&AU-Yjm_P>DV{`T=#^85`SRih|- z1=P`}BtOOd1}@m!?;+|rhVyy#*izUr_$SC&6a2<5M9wX%L6#WcJ+u`%2HU&{<=eXo z(v*;Y{LF&Kj|1oVEgRa1b6eGvSg#HIb74s&nGyOu9ck-rD_Pig%I1CN3h?@JZ*QxE z*dsW1@TKkEgTQY-TRfOW9*uaqQ_<xx;*6tUB7wfkV($eC3cSyPgR?$N;2VB!JIDG9 zctXXl<JZUW{M?Un`ZQzC%RO*ScegqG05`o7MFUVbjW%0;M;*$sq$a`Qh&^!Iugy<- zI1#su%x~QL0UenugY+Tvzxm;b0zXWlUuMq@Ydi%V(1k-GA?P0-1PrKIpfB*wNIXMw z#ykPj&;6f}Z#a1iPRxXoh^IYs*EUhFD^cHhyBGD<cM5)aW_@?U%v_wx1^x5m7tdy2 z`eQz}G>F{d3*yM@_|dTz>@Szq`Fk046Q5p~R4Mw}?)j%j`+DGa<j$p8NI*BfXX9ZF zaPwx3s*8fq_cCd|?>q-wPDVJ7uD%*`PFIAqi&4KB)NZj;VxFep=PCEjIVWQBF88_G z7pNyV>oPfUZf`R!r!3cF&%{R6iLryI0}ry(-eQMuxoE4=9^5Miy*h;o;EQ)g?8^Uw z=bL!VW}ANuI<E|wibKGE*FV!<`Z5GO&Z<w9YY691PHs^e{q@ZgHcEEm=oe+_YrOdp z$8@))bNiBrL*KLdWu1VNmUCEK0nh$%_sJ)3?_%$qa!|mm9Q^0D-fz%j?qaq)&XX3n zK}u?E#HEMeDKb1O1Kv6jyG4dAi4UmL$;d@rk;ls1y8~y~ah^;1Go=JQ2$u;#G6&$K zaf8RU8M3+(Hm|d9MC1N>aq6B)4Tm0rvnW6OFy^X0SDa3QeqDQZrj8BgaGCmKJ}bTw zG0a_)K_1X$(Q?Syf&Y8N>fm?_xFFY!S%nLjU%lt}K_0m2x>;+KpBDDcwlDWSiGohA zCg9{0&bNB3(r0ZKFW{o?dqTRP%X57*uz3UXRKfFQ5jMabw#;4{Rby_4i6tpQ2>MM~ z`GS9X)wPHjSqfWc!k2ydLTDl8(HwTDray2XOnz&>N<9L6eY1LE9rIf5D`&=&qR@v; zZ$xwfr%Ex^Y^|(D{Pf@dw;uN@A!%<G5BLJtHW#zI>aN6``+xVh#{vHjH{i=rfWI+~ zkFvD13o*=m;HRLF3qj@<=}KFGd>TH`daniiZ0ujIFDGzbQ>kuwi=bYj_V>%z#=e3V zlLa*Pn0E+RJahFK_y@U9PtTh`e|&d)nt&B_pYDfGJ5pmV{!&soGvecIT^r>k;C#Cl zWy_Lgz?TZdu~nZ#T_0w9)*A0s)9Z+%IQ)KC&rbFE)jJUahH2eWsF(Hqiv9kBp5q47 zRbd|VMSC<qnDG>0uf>l$mWNPhP(&#%aU+iYdgn(ctPULmwa!A%FU-xoei}3J9sAj9 z$0xGh0%tNG9rMMWY45!fKg^K#y?F#{7|Fp`P%_nC{z)Qy?#A^bK6N1qZy7vRLY_A+ za(wZ%89JJSC+ppLp=&8RnH+++-1^J0(6bJ6fVaK5zoQ@fkf2`{V(Uia@0D@OBDur& zU;oz|Y4qopRcod(ceXIbX-n-2e)-Iqg*&Koo|nn!aHH>F<sNLm7lFN1(%3ew0KH4e zV5i$h=torf6Uu3UyEj$o63}1Jtx9JNp#NuHydE4J3_LN5x3OT@lQ_-jnP`sZ*e?Bo z-1{^32l+{zsHOssuVnO*H5s_ed*kIhb?|ZB7>Ur)1>dQ^xR{T6Yi8=NBJC>T`*|VO zW57$h!}?Z_$GZ@>_Z<nXDnh>}W;m1KN+QNA%iRv6-xurhXH<BJKG*RG#T(!<UesA? z$HKASBfN%JLWhLCvTgb$(cnE>r0)l~W1iEq{#8die9G?hFN{3`PHdN=Hz?*stQ_Hb z)?<jg^OYniW&)mNLj=YI@QJb#-}9*zzH6+{)f`iuiPNT9e(F2WCn;-2($zW;ISk_M zPk}!?DEBvQ+yJj2LROoGdQi8hq2FT6kvO5u&-)xWu%h=bwILTLLUNmDs`8`@k=ZNN zCfe>qL_Mui`SabGU`dZqqnUIh6tuV9W6Q^UuG#Ob@D2D}TcirLUBKQ#y`JwT7vNjY zDR;~y9=aRHb<T@Cz$I0*{OqBVF;Z*tOGkfY(PP+l+8KFqYGSG2v@>Dn@6P1;AL^^( zftS(mkXMK%-h9lj+?ApuHb<O@P}%j@g1ay`xTnz|8o0wZw>L$ZD)6T%VH0k2fzQD~ z=D^+@^jFg@lV4szzp@naBJC>nU{Ian<H`cgq`&1CKLUNDsd#AQJ?O=H=KVPl4|ncM zZ{kWu-FDI>zYTHwaKNsv2H?0fqUx4<sNcUz-1TC{xr(b$IXe9x`cpy4Vv-7cvoDGs zyUGB*^s7UOI^r37)Q)Rk9|LEqkx={&UPos2<}C?J==-wk%z6-)gQnW-Y1dqdmtRRc zIH4noWG-KOlaION>V0ZYSv?5dpOsI$>EL^(@q<b97W`&RHkKp;k*^E5pML@$Qqi{l z?cExD(ZA3VBeuZlVs0;SdU+C4ThTIW=<`h3z33UPV~^I>kvH?e^}an^4!!`N-$0T| zFoEAYXl+tp^$c|2?VfVH_<Vibiqrd^L5Id$RP{mz{j=TPj3%7V8hyEUN47(kbAur# zK--;A&hF=GLj7E{Z|)4I5d8T}!=Dx796VeY46xzA{^64)q&{=#l<6kdYCO=l)^k1o zfd1ZhTvMJ4I7IW#1PU`p<oD?5yexMw!mj2*X!%q4K*aXX^3y_hS?N(xyaL>E@bLLn zD(pR8j-^%3b0Sjb=uhcFAE@!l>D^_V+tU1Qg&0|!ietjhS;yhi(?TL|Ga?Zm{~RJq zg}>BPtIgG{LiFnaPp286zulC+#Orz7g{ZeRP^OUv&p>BZmUs^P<d)JNyH-Ij{PAW@ zp&$PLEscxbsOKJTF8(rw9>rq)HSf7<@DYQb>@;v6ZG}W`nt#T;@lsH9>Nx6mIV~ge zLiiMk9?Mw4JX_893Ep)DFXHzVL79qd;QxMKz8tr6BdouiqhDEYCNADm@zPHR-lSx8 z#xfHAB(9<ZdNr2__E2g6fJNwg|41Bc0xqii<VwF?DCV`~Vmb~2H@IF@6aEDKc*%)Z z8Dss3d+OSDbuy@{9U0lQ&|h4*nXWFU3!NED`Gc1nZiLE+!Q~m$W2b{Yh*W7~f8^i7 z2Q)K?R|$^F{RD8O!O4%(?wCKiX}GNW7yWU7lXfQXL?(tv&1FHv*SdWP*K~nPgn0dA ze}R2swhXuRTXA0^CttKL!au@rfAsDl%!%EoTK=}+Nqk@BD>#O@8ksM1%-axnaEZu# z8uAkz^Pq!bFZNco_!p)4!_Pf}+k+F&qs#qV$pZeKl4Hvp6ZAc%<Fs5cILBp_5|$q5 zAKvbh=bS)ZyG!%ft_XQB^gNjdJL2qjhUg@XAZOxhsF0UF{KgW3q?Yu6(=6E14>97r z%r?cajlaOYjy=zQnIn#91k7@kFnJInU(I8wP>19xSy7x2BM~ppJ32mXLSJUtP()XR zI>0B==qld((5p80X5@<pVuhwXxOeyKj3*;0!F$CAIYwBaehtZtNC6J;$l)<d{;(Gj zVLchY&;#Cn#ZdV^>g!@o!wf6%bCqhlPM%|QBhGX4@vesBy>?P9ej4y3bSlfg&*Hph zIq}*LU3Vt#nfq$~P=OCvRLGT>EAU@YiO4PF#GKQ>C&Tvh;CYf1OO`%(5%IjoP2M99 z99H-(_<kRJI(E2JeRv4GeJxNb9lSy7`}@mxi=D8K(<Gu=3HxLeeiv);Voq2kkv`=X zc)2sI<z|VPpNsy@`6>f*dRr1YWc1hzMseqC=)4o5=VZ9Rf}h89>YDfcYmS78aAhfV zFK~+!J-Y?cpr<sy=#@@|J=w>PES$T7J&^bAY=vO|$+4wwPECGCLdtLQNKpcO)(bY5 zenAg@{tjtW5`5b5hc{6!=o{pegO`rSI}^7v)r;bQ6L?bP{aoA${alU2q6qwFGIH`B zIKyvjAI%e&{yFr)alhv*F;6vVQW25{UE8lOM(1*%PZ3$r8KOj;y4zJicxNT*71q7Z z9mU{BZ^UH$ae{9Gt>S}5;7)QeT_t|Fk5Vy(QkC#w|M6?Or*RZ|=7Bq=i|+6nIlzDY z3_i~)%j5F-RqV;EIhL3JK2}a>MbU``K77@EE6g13L|KQ~_muD87pc`V4?@p=fte)c z{SkY!j{1$$UGX5+M?Z4#B5rS+;Zmvbz<%eVHHByR+VNGDCIPrZdS|Q@`*G|+2;JDF z+z)-igOb@uF?V9(1iQH7YY*b0)mb^(H2B5#gfgfYW6wd_ovZPG;Um0yZTmiN=%jC0 ze7!`5KF>WT&ddj&|Kya#qMjr1+_g$p@Sq#9Wc+rAays@^?EhR(hyGMVlgrQuea1`M zE2eyiC(b>NpD5+vs~hj#u8urg!}ELj5&D5weEg4v>M>6h-tc>9Km66G`xrz%VgJg< zZS5zKN0ROqr#;HYe#o*E?xTTD#M&JN5eE2{(B>a92{Farv!9^3x!aXE<X=@M^VXG+ zI+k@5<Rvkrdc5Zq_M6%bT}m_6g&vaqH=Xq>XJXu0ZRk4*dsef|wC#}((kf|n&bOo9 zam~H@fD?Py>dP-Cw*YrN-?rZeIBKDbu;v+U=z16e#Kdedw|HEowgL6oJcD}ddu#Y> zt5)amgu;jLo^)^{`~uXCA1-3xfY|MOEOqe;@Q|IfQ#a#Cg!F#B@G9t2tuBjCtR#|% zfoE^;*(@XfZhO2V8vUyq+ZTanRnSFkzAUzco_m|$CT$qzK3k|UGRXp7QiB*%g0IG| zC;rc`gLkHX@%Z-jYRqW}^vN`DVQyv6@ZOCC=$}JN0wbH92$pz0u7A2UzKZCLL*Ofp zm5#?ygy8(dm3!Y2c8AZC;cORl2$GMZM~nm9iOerDpIA``u}g^7Q&GAQ`_$vMOW?e9 z@XL?v-iy5vUP(@*KbX(eE6rB|&XJzX-B}chb8P3|Tv!V}<h5JD{2jzcu4Cc)ns~0P zH%#*m!~aaz#Zle^bGiHaY26rsmxXOsl;omL3>MmA1^=%6r_9jG7QC`!oy)2L>X*0L zHZR6e*L88OtnWY{ymmzYEb7gneOtL>=tt~i#J_1|dl0W4y>+iug|1X>wn{r1=PZ$Z z$WGCja4NbOJc2rxe0N4}b|?0}1o3WkATK<;lyRlv5O{3c8-YsDm;AR}q922Jb^pCU z*3EbB#GwPl=M_`IPt4ShzN5t7Tg#w0h&Z-sA=}-Cde2*ZsMl%{{(8za76YM<L`5AF zc{1?z>9%G1C%{qX=(QY@Y_M0*Qhxn7@Fy=*@%i3CXX5eDzJ_5J@XVW}(ifN;N^88S z!GG7D2zY9mpx=S#xIfc8^DyRr(sxxT)`9ojVC%X^1-+C(J1qwt=5mH~@~rKh2q&}B zz0>F~X9HV)et;hP7K68$vJv)CRqS>Pase*YB))16A4Yn6hAql2_|}DcFXn9bAWRQM z`zGy09qXQK#X5sHsPDT+9euk(?f3U`z>TH9vTj-`V;;|R*3tpz`mh5FO#3|vUd19( z@mXiWW727d(Pi-S`y;hG$bldIS)aE<-mS8nrWgYbN+=h2`4_npv`xEytr@uy$4_&g zK7#MVAtu9C^Z`CmJNyjw_mGHNt2F}UR>-Hn%i6A?k2L*kTqy=zJLbyS<D0<Q)pqTd z>;ukac;ShxGtP%(#|KI4>%h-$7FyQfese_%F9r8G5z8)m)zP>Y&la^8D8NglYr7{) zARlI*wQ~PA*F7R{-y*3D-+|4n1MT=eS8qD^ej{@w#L7OuvA4qfV#<*0;w1Q6<s;>} z;Ee)LdZ>^`kO=<pD`NU@!6!Wu<M7zRoQqNMV39B8(8`l34IX3vW5n;;H$l)PY|qh9 zM?JRJcDq3fc-Ji#xhsEZ;q$?kqL-=<oQmg<XBznET|5SLdWioAPc8m1$GJM#SSh>- z-1%&Id$SFA4LVLiinn*6Ly%i$6~dg?&9uxnhtMw;taLpO!{489GmM+cfuBRjl;+kq z%<YBlrYyp}t5FpDPYZD>?xe=MtNXyiL>BC^7)M_+A~;5euZp|J4>w}o*^?vTg$(c} z0ZK8V{R#X%Y#v>!O>-i0>zfqh>QHCCTF_pq^&mVfGqQ(e!ME)?c;4kS_-fC~;YJR? zV~+Elk$nw5tXi@uO`k-V=RPn_cts*&rSy_H3S9}IKYW!>RiTFp<&C+Q3cr7YI<}u7 zzy<ExejEG*pUGrivCJRfAsA-`n~<lw4p3avrAOb>aoK7IbWWBRXpbBMKh3u{Q)LAA zX4AJ(#b_PhPi*m!!8Y(m$``X2P5=*msYU;&9DbW_rWr@Thpyi^;X(`ltg}BA1u0PH zyHhv0DGa+33kP-|H-Y|h=bS)#;eW0~xx48pXCL5&_rf?=fE!7ezC8O3efPE#9OoB5 z!6$U1yH64EX~cK#v7r&-4yWqwe?Ebe-hJuCsKZ2`SDEcSg}&C~u>Q>g_+KiM|JZ&5 zd~Kll<We~1gawT*y~N&PhgheBx4|!(zY`iL6+^sJYp`TK4Zo~~Pb=Z*FMhsNS$~E) z%!Ete>ZfNUqThBrB3l%^;-QDx^r%O<&y0)<YhgZYyvf?c9(|wAiJNrEm=~Swv&p`T zx%fS~PkL^FS8<3Hnnc~4RX{)23|xX<f>D#H9(4-!1k2<Ue!dgeoJb__uKV&YFSEcm zH_oz&+5mIxXQg@0@4@{L``oz&9sDOdpQC=i9f>}{!>V1-fjxB>xo(3vTXBo|MGAN> z4Ql&04S(QEe8fN_8235&LgZmVZ`93CNUV?Xb58PvRAyoiM~`e_c0cYDx5$a4!)mx^ z9Q<B;P={TnZ*r^xo^ol2RdXQl)2GB*?q5ad5zo90;(iZ3`_sMZjnK`r3!B(Agkru- zh9^b85dMOL3bs~=4@<2B;o{A1g#EImTP$>ZYql?ktI41*OsRV|1H3YBqo<q6%!}~+ zmD84rxTJo0gIUlRa|ACa4HIXb2=X6KDLr3eKA?jlsRVWE_e0-fKH^?gt#1X_f~WWB zIQUW+`9`RH>%dp&hRp6La8LW-`&#-MtwVRW@c8FXcjPs-D)0Alx$x<qy<PMJ=Pq>V zmBdH%uP&Z!DW`D1bVvT~G7f;R_J5<4r-3UpD3kUxqkp`oqhZ+4fO*-VupXNWz*R4j zCRB9b(@|EvlZk-twEkPmt{F#SN#j7?j$~KDQjBLpvlhH}TlhO}^eOh-=LbJXpq`$m zKh6>h-0x_d`G0snE$-vQ&!f=SdGLN7T)}*6$H%_@aT5Aa?lav^z}a<&O{1fMr%8X0 zHw0b~n^of@dl>T*uk!fxhMh16m*2{YI@<GK#J=!a%!9o-x+dHJ{n(WT-b1z|BDzj5 zT}1(S!FLN<CiHJS6(^*lp$GiJZBaA*&Vvw;aKF>l1z$b7qYo?LZ;_weAM#)VdLXO! z{#^Ju?rY*F!tY>iUTRlvu{Gwm7;l{ZlkGz64Sr4?WQTho$Sh_S0{@S=_gf+GQE<|d zHT*LMpMts;zp^OIxgAyc@YVu(KrP<Ai2-rML5V>Mywv>G?<^J*FQWBUnk+l|owH$b zuQz^UUT)iqX8KypnYObTinF1QFPT}p-irO77S|3?0O$NqXn_3NkUQp`U4;{&ONk8g z-`)g1tf2jJ%P{bx(&Mjswo|$jVJrMxM%&RR`iVJ3AudxJy^0=1{>bF<&Qrv>ayH#= zo45`0k1zj(TGK;k{P9!QelqmAt;)Zu&Vn}%66??v^B@)pK93^AL9$WZ!$0wS7EXB2 zPgP@H<jkwtJMfhXuyg8^oCYq^x?9n16S^q*UTrtTM<W5olm^5Dg`k%^9aO!DM;AlI z`fg&Mh5LD<rB(PDN?An4^I`7V^p$xt_*PZd!hoX=nBQ7I`Qj?-G#*kjxqu?>t7n2G z5BR*=$?r_FRLJKEb)ES?aUSaC3&k*Z$(<(I$=wND_LZHaIPT*cyU|>kzrd$o<yl;W zf5C%^IVmmRJ;!WSHSXcLUhKR4asYb{I5qC>N(FyWCv%n49d-0)v4PIbLY$Ad+D|^v zZ^W6H59`hX2RtpYo9Y+7mZs7_wZVL9K{MZ5ddz9D=QMfT#(fLfbwCfiu=HCcDrWq- zamnrN${v_Uq!J&Gu0);3m%HyuwLOtGAiR-gj=D(xgw0v>LpML<=`nUd-%vlEtOC8# zGmjqEZgv;Uz1utun}9B#uXgJXH+;n%NSD+RpCW(uIHm&MewlP#^WPj@%ugS`)L`g| zSJX*Q51_ukSa;O*GxoL`(l+Y(qFxX^;Nc9MP1<Vg%g|*<LYzr<MH6u|pN(FA-~e!y zNWyCuct=|O4Dru>h|4u~KAwn^XLUNBes4gW$xI4qLBBdO8M7?E6L{X4t2G@*!N0sH zk^jgE{PxyxxOX>vZ5JiBo__`(O2zy;cMb2|xW;ax3A*jT!BuJK#cD=G*=4~i3CC7x z>MR2fXh;d~Kptaen^e;)g^%qF%T6kP;93`YomoU(2$|l_dO_3$EL%ccr<lQu2IXe9 zqi>0C&3YRW<wD#`<nrEq8hhFLleW<}1CJGI5cz~UF>_mH>#=%A;`{mMnm%LjV<OYk z%Q%kxGMB_Wt_dO^)Fsh$%ApT!Xp2=`bs|1=S(iybXLO=zP*foYzH0#r0g9-z{OBLw ze#VP_O)V~L+7mwWu}Lom?|Kps*57@*f_ov9{Fbjc4Ee)rf0V?G3sLilJF!00jp(c* z3e4^}W4_ZP#}9nIR>Rh68SrvlnG%i>;Mhw_wsH!|`2Mt#3~Ts&T?sjYQGCGvGk#VQ zE&qIdeE9Qs;XHb(T==IK4$pMBpNsx>;-Z+hFXDQ~o)&lRVCc(+HrT$S{*_iU40B~f zAND|`c<K=PR+rI7S;&X)k9)I`0e9oSd|i7D{J`)D=1qxW?7i<%8n`F||4jWw!F$Tk z$rvxL*rx#hJf~6S0UeV`O=pau8S;_FI!hk-AD0gfH$Fhud0%~FI~VYdVkM1osh!w6 zZ2SE3LoFBL#`{`c1Kfvm+}n4W6{GGHFf{Q(J#>2M#VKB#i<_KTk{mOrv$Uf0l$OAc zxvQMll7SC(-@+xYv%oJnK9HEuC#SeFPaE8V&i4A{up;!iWW6Mbc=T)H*;Zz;g{b!h z@9asydt@-kHP&`<C7fN)xdi2+zhkNSb6OYsxva@~4pTtyH^I;#!i#!oAUSA_0(-4w z3k1#g16SGIqC#N>{<l{&w%8dz$Em@0k`ug5*Zbod{_vqTw=17S-Jba+wpRBB_K1pv zTmMMFdDc>pP<O(-sO^Y_P7LB!C;2T$#KYt3B`=TQIT|R`uMLc2A6iZJ$Wh=gwAF)2 zQx|}*k=&XJZ#xsu`nn_Jw1HdMOuzW&hj{P9hHK*s%zv6D$pzqE9(-`P^F8ig;Pnft zebDpKvfnBD4ZcxlSc+ou42gK7wO(m^5A$-jjfDU6!oJcVihB;?=s)c0g4S7}-{iKq z5C$B0&dd7lQ}jE%Q6t5k=ohGWdFtP}h<&$5nwaEY0!RK!`tt>SP5;%Z6K4EQ#Ooh< z&gZf*zarGj=uD3Jw=_q!VdNv)(btV@s3R!r8}d_-S1#sl-QGff`_1#dQg8<1yR*`v zNZ`#Ja#|w95f_4cTJVe%2lmK1iwX(iyl|ee=eEZ0ks0Mx(~trDj_yH-KPUMAyh9=m z?>z|l1z(jW@b6+FSEqH*uUFdp(W+*;6NY84Zngt|q@iRuxvqga<GvRuRt<aNMhl$| z<GFb1Y(2Dre&i9$*3N|}=wVnxgP0QGkNwEt(7FunkH$?uvRUxBq5|hXpstS?xIWVy z?@B!Bn%($?=ePHDcvh;S2XU(My6Mhp`2Szje|an#IQfN)tW@w?Y235MBY6L^S!;WK zi1`qi++pc9^<Kmsn$q9=pP{c`APG~7U>@>pSn^U1_?`tK=qBnOubQ-{oZuz*9D8z+ z0s5|%GVy}&SZAWbL~@qtKW8HB0*m9>FW4J?Z?8=d>HzQaZxkAUhqN&-CI;jF#4oSj zaAd;V&$SnaPPan8w%X{sS_PlzLi_SI;5h!;d0*VY<CT7y=re}SB3N?sC*@%$;sA>l zRW5Xxyp+nOWuDN3b6-{RL?5WOFK|)}y7S67qr62*=n(8}+Z1v!2lR*hB^h*u!e-O< z;uP@d^p*RXHHCQ~roXSN!2^&S7Z~FG5ub+G`r|~ApEyhFeZ0H~L%|&59@MoLz2C27 zY=_S9kj(yCE;nMz#K3^;zB94)Al_%S6a4$(e)3(Ye^$1x9dv(%x<BGw$Ik@ld##C` zjhx`)me$@4sJamL$yG1h)6nnz@eGza2Y)Ufj>JgxFIU%}y^Y^OzphBUkHGWzRwkTS zX-y)$UKvNV_F!L#5p(H(=-X0zx{d@hVs2OJGpi-eZ6T>VJp%l5TR@uu`)kZ4?&ngY zhaTX~6nR|kNAQIOOa{;6QQy3|`|M)4BXNT!y)qSXh=R4cZ#W&iXBe~5an!Yu>pJ`M z_+7!<{&^7Jfq4gaboAiwow!?UPjJHD=-42)L?d`9gNc}*sJj=YcKo3O|2yc=wORKI z`pA9BV+_pLC->{qNH}~b8=ZBHQ~aQ7N$f3~e~x*|W0kKu`=MXReiOF?e=kST&Ck3H zb=2ZedN1m)(!0mIMVg$5;{KGVHt3J4;$rlf9zsuI&nnu6bH)_+HRK<U*3TV3Ifg#` zep=EgIn+V2Y+i-uCDHe(-*PY?aVPdSO6fNKhOf@W9?i%Y;DqEw6nn&ggR);~^U4Q* zU-5I8=>+;Up;piRn0Kn_-58`(M&Cox%sJ+Uds6o*Wj8haMd<c?9>IM(v8Lnu9{9Z4 z-Im=m!T5RlM&Is;fp-nIaZ&|-$#$LgvRtMIQRcc5%#Aq%)tBVO)X;s@mG9zWgg)h< zyKHfqjT3RhXxo$kKK~?ZQMLYF^nv$vBM-=W5Ui)aj9Bl)bK@AC+rZq_H6<$_?ivy? z=dkG1q=$WGX{O$bsK3@b6SmC|n0riP5pX<$-^(k_d+x6*v3F<9pj{;NOPn&RV;bP; zt;kP)QG+iG?a_xfF!!NoRmXfo+?9|?@xAc??=_`%c}od=TVd&*P)WqiFUOb!!fqp9 z(RHg2dVweL$o(u~>PhGYP7dF`51%Xlp3S#bm~Y?`&tQihB`ZVJ-1rpgTWMOYZ9k!B znS8JmZH<4Iu(QE|(Tiv*qrTG)97Nq<j*HFA340m)=L~akZg08Ta=b>Jcc-w^BOScp z!Imo@@{!+F)#ujLJcwZdpXgZy;I3S(#w>WQvoGq~yU>^J@Ba9A`ZDnMeeVX3<2~P$ zsw~;H8+zWt!x`s*uN<9O%q8Q2&hU1OZY+3RkDY(&qo`3Ybw+2LLY=~s(aGzI_wE=v zfAdKV_`Xl<A@z5F7cSX-a;?N3x|UWlE=L!lYP3P?H|n)+{)^?3hUk;TvagMRSAKJs z?)k4?@YTwC$DP6d*y!{eOg!&NFc#hl@r7=9i=o;#U&o1vy-JfDd=k%@CB*#;4eIbH z$0I@hj>PB4fENQNu;-G;f@>T&^1`sF#yj9=b9~)JL)ysOY}~#^xQE9)%?DVoVIS}x zS3iH?bt?1J_LquqFFM+pqH&McFFf^gevEUf({ZUF7JDF*`b;}?Jcvh6ZOqh{|M{}p znHU`e{_0)sX)}d>pJdKOjXHr-`q^`4P3$T9lPGKx27SXC75fP87pcGEXz7Fp@yG0W zpSry(@pnRCUpeXkukH^vAC|D+nnKnl?FMjr@k^dxHo$ZKtZU0aJUVy8UY)NA{+6#> zXM+au9*Gl$ok`GZF4ZaQz6}4Y3%ul<I46hJ|K8)f<wY1M#S4GC3Ou)b_iAJS`nc~m z=c2)%sT8F$P(T-+y!9bb>Iw<|&)XKWV_gWb<O>f&QFo^+s~Gi7qYiTE5=udTBTmUk zC3O>fPCKqBq(d)0d3cNTXc@jxX@Yz+D)|4ADU$5K@0e)1NOh%-#PG+oIv3y|EI+R7 z=yiaf+Mzc*k?3Q`Ys5V-)F5sPu26U5-?!%TZNb5cSY<fHnC1+>qI(W1htaQjEh{J8 z>qC49%qrqTJpE~xzvs1<Cz17<_D2gp@C+fEcz!%@>E+!f|9odFX1E{i5`j*h<KpS| zH{f;V%$$Gi0?v^#m_Km~JYm^^2kK_PKO0N;?<+)o|9PU}(G~b1(qG*ZECQakH1*v< z6Z9z=^5rxS;a4R-v6l(?NMPQ5^l2q{x=?Yy3y*-?ntq))Pv?cbdpdW`oWVzDCunZS zz`x^S*Eb<=;O+*0qGiBa{!sI~Vtya_Jw$7R(eR(IAL}n6^fk=o&7CqA5&v#!Qk<Gb zU%dZ=RsUzyxw&znySv>9`-+m4HYxOr^&h?eYlOa~g?_=?7X0Wtu8{~QXJY4}58tfg zv1jbTkH=N$M{RgH+~OTkKkO4ZQEUOfpD3A$Qs8G^36II8aDN}Ey%sRuhdnuTR*ouy znCBiB_Z5hCBpkhdJh*{*iE5P+hZgw!b5N8BW9E|Rn91Q!L!1}AqQaDo^Z$mMv%kLr zdXfmGfy;kzu12kL!-2~Yxx|mJ$?&7R7TG<8ddu8{6i_t}KEPR!+VdBD@1zfzeS-ec z-Y@sDs2=tkUQsE#F5^i&dmn1KlNx$0r^CIU{)4WlXY7nX9qO?eHkxmE&i;X3F?+zr z@cVa3diA4^ji*SU%|SjQrFq(;AN4%ZG?`!n9ASptgcbP8U$TwVY#|aM-<cP3BNqCg zPwi2Zd$CU;QUCRi2GoNzr*2=Y0<QaxqP&F+b5uX5E!eX$A01VBOba-M5Swx_3(ohE z1>YtT{A6}ZGkS@@*XH2PthK3L{5grd@S%b;A)>2qq70t?=M&+2E$GRVrn@-CRFL;6 zQbaF75AM@*$L^gh^tG>7d-tJUWPczOCIsB_Xp*6|l%p3h_5D^?_+#|NipFKbE65Xb z>QQFszmMiTzUqa!ANq&i{N4et-0@)Cfg9&{YQMG7b?9xcMx=Ok8l!H^%-?;|26_ZV zJIcCY;5K_6*INoZ;CZ#F^&-BLjpo)#12_B8LVveO9evKVf#tp6t6OPIwEw1Jzk>E? zN4K{Np>ttmEFOH+ry|Kls#x&O*GAZQC!wDyx<U30df5A`r#@OhzdF-(_GTyUZI)c& z^iU%BDT?i}@`%q5BNViU{ZTiJcrvLYFFBSnAE%vzFLhtMqa73Un3Fx{-fKcXe|3sg z*B-c@(#yF^%wELTki=3?^yTh{v?v2TQQtc%=<)poZXXkTiw1dj^=;#>YmL}1J}WdS zgU=UhD!E|Pf;?<dR&GcM{@|PQCpW}h;ZO9;OXw$jgZQ%&5YPU0eA?{KgPu0P=rYf7 z%mWS{-<wU3y^d5IF*^|tw|H)p8e<;nK6OwB3-DrB^@c+Q3-HHt&mVdA!JFXTb^Drh ziz{KYwEt*Fjw|sjP`;sKC+>fCtw#^)(_KxUc>SO==w@r&Avq1*Y-Z~Yb>M%`H+Yn& zw_)yr^)5}6FXk(f50oYh!l%rs{!;?tr^Vg3tir(a?B#jN?gRhRRNhzOfO@RPQ0Qea zc$FRg%zLL)p}TZVAW|?_<>?=y>v{(|G4@Y<Ovooze%3!#ccI?0?7C8)2Auv^lGPFL z5erl8{!Gm9Gf@ehqT+=v`J;+wNCBRMmg2-7;0Ui~#AL%6;KNbK9Y2KgexH<2wHtam z<LNtA@z)SnrIUZ`i^QIx4&U=@!l+l>V&5_s0(U&TCh-gNRiwx?$$vfvZIrPGjaZP6 zDJ4fr5eKJeUE4#op!>8O_`EIxT~=tN)_cqsI+n#}@qKh4t`-aj@M1oBRFh%D4soye zn5O=Id>--O?b@`+*E6C)T?f8m{{Hh-_D<k}7p7>vTls;T%bl(<22W3MwQAu|0-o=l z7V^*M5ErhUi|G=EK3A#mweJbU6M?L4pF^-OJG7MJuO0jqzSJJ|X7VIP`-3+E_h25V z|AEyK@>vDxxJDiN7sk=5yqXB$)6eY9Id4G6t57Jc3x2Y*T4v?>0`#{utyD=x@ZamK z6Mh0dlKGx4Tk<XFT@{#Dd%-)VrHjt+cSDcAi)`d0c(~E{7eBi8k%&{X%37<alVmnV zs^m>kk34h?aCF6fd-pL*S90vV->EuRMGHTO4Am<t_eeyA&Y0`vG3Z1>5@rX3alY%a z)CQMaiO{U%hF7TL&F$nIcb7nS?)SRua0l*PQDU4y4d$1cd!)Vb=U3x;)s4Y_hKBi8 ztD%ofFp;DF=U?;n=lwb=F6_JdJLj{O4!-V7QbIHGB+vLU|4%2dCvI`%LM-|`Yx;w< zBRI#A+&p3O_`UmQyXa0FB@tR&5>xji;ZrxcQ~$qe;321&4*c^G?-BfK;X8yl-}s92 zP6l}FdBu0rQZB@tv7Y?|>Q?5xd9xQcFekC?=Nav*sEbwRZ(PT7dH8MYa|k}?`L`(% zXZf(NVN}U>1GtQX#C!k=cwt^nT5&`H_(mn}X5t<6XGKg)JQCPjIP{_?>VOyVW$K&z zbKt%#rD?A{!{EoxZGEH+`0931Cysx<<NrmG&%cLW=m_P{GopyI&Tp%AnvdZ<Hiez$ zh8}S}YixLX3HAZcC4ZSl9U=QDbwO>#i`bdt(ESK__LCUH^K!G88!Q}nO9Q-WW!I{t zYy<e-+1vJ2s6VSYwi}IWV;}sX_E9I`(AQ=v9hrV1|2TVpc!PM*COzlS#|M4QYc<MC zsPAicCfwA*Ju$fHoAVcWy=kna<DH@l@n@j_V6u`ELH5D@6Lm8_?|Xl~4D2^gpkz0? zeHJ<{C;0~-a8GyT3{)LJ9~Km>xkO_Q9ae&RSE4HB%XqYMQ$ND**uE?7Z58sw;fQmr z;4kS}gJ<;7Z`e5PpcOw2zEs-hMJ?uD5@H#+_d<tCzF&v$Ds=dq=Y3W!@N;LCdu*fe zoGd#8PVg9#h#@nfwrKEusX5tH#?W0<pK_Pq{O(H3mPN_Z0Pi@(xL+vwA@<9Eusy5- zy?#pDlbO+P;FHcq4BsxqynAlBryTG#+4@iwc{bqQJ2bu*2Ow@VMd$8-FPVm^n#7JD z&{z0BVa?M9Z?5<Ky&(8y{z&31JK~V1lLnb5=1))l&~#`6eo}Eth~i8ed^@!lE&u5N zm1Yhm{=)ZX{?6Vp{RsEgVD#9x4CuJ7CqC|rhYpugf&V1<@%^jWdh)oR4@?|2_d-v+ z#M`m+)os*gm1mVL%HXTc+d8nW1wVumbK2f=^uGcsZ+jJhZ}jR#KO^@do;*>Sxz>t4 z#QxgDzc=A?lU4iq@pH_vkTc!hg#K6Kp;^<VyRJkJPb-Th^dz<G);XE@a~tmCO*H37 z#IEdv$~N#Xvpkh2vI3sdD&&zMr7-x#NSW_7z@LwY81wLe_j;sPnEsDvw^!l3E{}UD zQm9UK75JNBVzbYY8SFJ9w@LO-#NNxmd+cnl;0LU(OKF8ZbBoT{z6bH<5QDF-I&hWm z*>#NMG~UFGcKy_2HxLhF_~(9&!gq@;83a4_G87gl>Y)ymSqhd>^#KoX>0|WDPA?*1 zcWkQGNA%G)=1pJGXB|&Iq?+u3ex<=b>Ywl9@0@d|`L_XYqz%eT)`u^jq@aR2>Otzm z?Q^;jsOzyL@fPrP!(0|iS@_3sJn*Uig}(ID*RK<cr~}IsLU+j{Zohpr=hnjye%sFM z|MS|)10=mn%q!*aocgB3fI6!q?>YZIyr2HgYc1e`oy&g4OQ7ENlk1Y|&W2Cb=_yau zH0W!Sy}opUpEQhjDgQTbmeH(mNy-;IRK<zC(ZCgGg?f4xxv}3%;qD*99_Se#EoV~U zzHI&}Q%gMJK-db>8kzv-i1GDtZbyITNqvDxumjKVz+GnKBmAsZg8Q{Q&{vOGyVfru z4-Shm311`;LZdWYA$Z?B&nMJKdeCz|s(4$8I5aMLUu3rw`s15+JcYKvX^uSfuK5E! zg<@F$yI|m!2cM*Bzjh_MQg{UeQD3MpTNC#ryomRe5k{A;k%-?HDX0F;Yq`0+>25;3 zB)3o@9|xRb#QXArpo7SVDXQg^FQFgM3V8W;4e`|Kj}zTD+@Ggn+#*{pg!H@aOTr(} zPpHH@@cY8={^xA+FPt;K?>yXz=v%BGilznOxg1YdZ@K>vI<mUwqu+3!vt9>JMF7__ zq1erJ5&!<s>6HT$$ou0r>pr*s0FNWr@lEIn{ITLgy;l*>IQ}~~IE=Z-&&v{xH&KV> z$IKr4_7%V1ppiy2@DYyw$AzJTu0$ovE{U}Vm`8iP`$HWYaD4Zi>%Olrr}C}LZwmQ+ zsAS)G26(QY1`Ubx@b7!Ouf?$waq-XH{H0r>(0|7##*1Li^^YXqq6dWsQS_?2ph+1z zAxjAxZs>)EwaK-ePhu{jn{gox=Pjo=@wNfpuilYoy>!6y)O_a~?2tz;7k<n+4}I5F zJ$FZ@6x2I!U-K51V(;PMc7a^v`N9Z|f^){;!|4=yMR4BUwF<sz#X0icBb?=d=lwW} zRl6AH=+uoE#~Q?u@Vgzk`S&sRQT?Ot#u?0Eb@h9HM%^L!DDU=w5O^Y4YZpd8=w+(y zUrx89Kgl|}6hDIbkGHfDItH$U{vOJn@@V*lJ?3#X2H$l~kC$5X5qw7q-A8}bL$9P$ z$9(iY^4I+8+ioT&!rq6{!FCJvQ^jSAKJ;7f0+l8B5kL2){k=_f8T$`r$Cp3;#vbSZ z`YSBMz#)=(wN5U=$4Mj9&ItYDun_w>-f8epg^qExh_mx?|DCJ^u6#@5RnlM7)g$5* zyeq%J<H#KK`Hge`Yi@x3`ycF!yQuT*>Noh?349G=N<w|t-SnMa1pS7@j@R0m@c(>a z!rTQPDAq0Ii`BNk`=WLB?*xCO`zG$ibJRsgt9IWB+;k<H4Q4h@0OwJpYn+MpaUm>L zA5G2UeXR9Z^l<?<asH&R%f-u?ICX&1z0C;y!RGUHHq;49B<0LUm>XKAntbUhkA1fn zay7F?Fh8Fm^tch{kgHEO=bWEAk=C~IY<2M8yi0}qr;}bpY5P8*TYSjV?vLrtW<#%4 z!L+c6I+&yRjPL!pe|xic7BRR(Qe|CLG6z1y?XLIvDDVg8`+jh2Dq+8jeN_lM_P6rn zOtI)=@1;nf>)q5P<i+t{6zixT&0T6-Y4H8uoenAGn!wkw7M*ImM?YGp=j?&5#B0i8 zIw|yLo3~FMzHbRX6rKfp0(wxtf$7t4aPGegJ5E_)F8*_rP480zxZushVP%LH=_aSi zsetRY95Xz_0NzhCJc9C2CiWL*h~5+P!5pKr{PH){H!4zO4n+%?kBN;q8D@<4P1dh^ zH^7Z3IXY)}umbZ`ud3cPrGr;!B87iMJ{6h%^8Ot+=1Ys8uMM|>uV}b;{hv=FiO1gX zb3E!<-BRlYTErv9@YxIw;Jggv=WmI761BN6zdnb4z$U9y;lp1K!tNAVYaRM1TF=I# zCzj!l5ID}igAzDGyZj>Q80vuUdHm<{T?pP1Kd)byBULFs87)KUMdUaw1eDPuzWI%~ zXyLxM7=BhI=tu<Hs#U008}{}c9_M32TyUQ$;bZT1AyS93?R%eKFWGPd(>4a=70m;r z@7sa9C{wpB9fvO2R5ZmBdf?ygdWY13)4w{PSi|)cdmGl0q<8p0&-s;7rtm!83x)lT zTqE4$O#U`O^k3rhU)KAf&$)7obsrh{PwmC;Q*|}au@7I}=*Y%<k{7IPiosl!-y10x z@EV~8BlNa(@K-$WNSAZ~ex~MWhp3X!U%t*}<L`!FvLeI2MVxbOFXiAa)PD~rBDvb} z-gjv+HkRuEPh?rPEzkgtJw0+xXgmC?11=@2qrbf?NZb4)8vWYlZ&o4n&rgS&9R2^I zzok*K^}K?)@5j}gNx)a1CFG=^6$8Ge!y1!!9yna<DRL&{7p~9S8aQ;IuP+n$RE9ZI ze$9K2IBZD7;q8n!u5tmFCD#p>Q$&BU;eO*B`X$q}H`M#Opv%qVb0~xETD<UEc^TqW zv!`5FY8?6@28U)!R`_CByi(J_f5$nn9ot=jIRMGF*bLO~lj0Bar%>1Ra77ntqrZQ4 z=Ag@lwI>mxWcz1c2KtY|q`>ln`29=7YX6{*4iMOX=w1%?saTs+WK2RQ`)OG=|2K5N zL&*!7C!tr<y?*b6J$%v?RN|DuS4Nh%<U7t`UM}%qcIs)w*$;C(a(m#LW0?QY0y>T0 zOR8E6g5bMFUVBuaUbC><*cSvp@@E&W4>X566V8(H{U3pgMC}oiUq)V3Ih0;Kgt?Rf zffh5hXTV=SKfji@0zANCYX2$Vs_D(IB+9h#d-3r6H-`6Eq{@G7JMQnO*qhWwar6bd zE6H_Gr*r4INSUBNkK=PpI*+`+_IsOcx<7FHTss@`FPKO3p46Z2!2G}-+f3Cp<nh!z zC3Va%{WtUV%(4pRxJ0P;g=|ASKi8ewiu@k?kjm*O?!n3q(wVcC&>JuuHddg*{@gGv zHY)H}_6&^EWq;t)vGcycWZ1vDLo~881Ul`TkIZuuP(Szmcq{<ig#ORgF~eBkTc^0M zT?m8z{mtC$b9U&@lpPQ39&;vkT%0>*f;!3nw7Z*YChG5ym~v@R_&hr<I!IR|E=T<l zJO`cF6`|pa^T?0w<`$~8=<{A&AvqraK7O8i&yku8=mKW_R~nvRFSVDVM(KX&r#uQD z(FI`++GJRX%oP3@$y7hDA|B2hQ!&g$zW)BX<fH`jY~*iw>@}hD__0X8GKl^lt1YX$ z0`<<FopcBKaj*J)7~ZFVpVi_SjdsW1zrmc|P=I+QRobQH$H1FD+e!R)Qysd8BT)xF zL%%S8K#P-ok2`$xgnfRq;`2W3{`L-a{STF?^MAqj$WjeBm3nv)59kvolHhmsxTAnP z2Y5oYtoA%Tc<!a1!4};y_&pd_k4owS56QECXM;RK3TE&$2fq29_HBqI&Rh9(5bM65 z$YUZp2T17O<f)m1+tDx1Ts#=5b>ErzWwzLJO~n=XgKtiXD||t<Zf3d#VejlyvGhyj z*gM!!yk-bq%I>B1h~8!Bv^_1t__8stP@CR14t>+nyK8c)(1|-I-8^Is-H_#s99^ss z@V$k=Yr(<LskhpT)W0TSUikeK=Uo?~b26imdmHpMB{3Ji>A4aO+nTH0kf)Bl)}B^X z#eSz_Z(2OSZ_UcZH$Me`uzb*Gdn^0_aw{{rq)&Lkm;0`3FwW7BGd;;;sM~K#J@*gT zOCsd9MG9Q10$v&v(P*BIzQDPbS6vhS45>BtBjCd;Ux@qDj(HIw+*PeTQJ9Cap*1@S zUbnB8Jwpk4sL2AQXV>Gg_f+%|^@BAR;&JBOSv?NKQT5jk9vDNnVYM^&6Y2mdiOS#^ zCwJn(p2Z?v^x3t%ly8F&Utbi)Cgsh!5h9G~8Ji)PN7mT#-K4}^TQ{@Cdjj}V!`_Ze z#C3g%+msW~H7#DKW(bnPxp~&rGjJI^QUJ~Q-KNe&mdUZB+pxDbEubRh9`0e|NnO{t zPtYT9UDjJ|b|D@LZze^f4t~G;>*3o1@Y^wCSrVd$f2nJ7*h$Qto*~Pd7FEHXR9ThQ z#}V#?OagmK#a|cfpEbR=@*FzE7#hmSE0{Am@HgZgJN6T#Tg0b>&)sCc%1ZqJbz9Px zdv%rI;RbxWv=CoK^45!_!6%JwZl4Il_uC2*y%P*xN>n4qn-cwNa&N4R$SiybYWENM z4Y(4Ex^LTB(7#peRCZA@K>s_*+<L4N-!GSMXDW1~8b=3qL?Iq9QPXalv<J`aAFLek z2705e2MNL8(VQlQ>@|Uly||j{C;k+E4lUE<Cgs49`?6-t`w&m4e6M`f^(F+UPwp%~ zkNcT^A<GB+iOrq3%(w;UQ00?1Q*pl&8qBPQCtL_Z`}T01EBXf4K_MFWDH`gH59xmc z{zXaG-vr(|G5AW2Ao}F}?E)`t@pDg}<GE|Q0{>k7^U8zb=x2+Cq*Zsj6Jj}M*$#}t zkEgfReH8IqysDwd9=aJDwQt=;z}5LPL|ZNUu^(Ycj)DD;E72=?YBdBn$mJ+L&I_oE zVsB;k-I4Yp=&O$milRQcCR%!mWfb%JlU<sbH0V!$9|?)6haYiJsZo;!;`3v_f}9O} zj$WmrzjAn<XIbopaW6`qi-hr^pD?auuej*qNGvwLD!8MJdgvG5p?wX|yPx)Iq{nmD zPc~sxW&_SL92G?^<U}ajAOH39683eKH|Pgq|90ilAH(t<_#G8rAua2;6H{SyM?e3> zKIcu1z3Zq0U%caCdg6__r!OZi474C_-}Ysif=|P@dcmYPJ?N=g@`jv%8+;;fxiIUF zJ=o;>Nt5Tj2wT<ueSiNW5xNVuZe;g8iI<s8vI!xW*Els3;{e>HibAG9jST)y;#U+a z-8_g@Uvhab^wVtCOUZ5I&cxH~l~;v$4<BMv<N`dgM<~~UYVm^$v3fB4<T~oOt?cST z$_4mz<nX`V@y>;aj7^A@TtmIG!$fKDj1%Efy!P(5Gx#Fa(D!coo`f*($jEUo^jozz zI+88H2ZfRaXIQ!sCQhxMv^dAgJ`L;Mn1>GNxO8Uaq$jZ`d6;huI7`hp_Nae-U3!p0 zkVgvk;zjzN4afaxy!anGZ9e+W()-H1cz>ZoJ9f*Wo+EpE_wO`#!rNaY&nl=xhkN|e zj^K|@L_>#vA3N@`>(FMWSSI#O)zGlIpq@B$N`kWp`NTpuoGD2II>zobtHd1W%j(+K z*UB+JpQ|m&`~&_UHZp|)y{Pw@S~ic6zz-<fYwTMDF5rAGfF61eE@{D9`AYZ*?oi#( zqJqD_`rDicVc@?7CAsm(;1jLAp2FFW^K*PWQ|mv}GnCJ^#qlCO{r)-AmyDl#d--t? z_^H5+w|5#Op}UL;z1DpjbFSXgmJx^>f}d)u3{dwx_AR--)CGSL_tV)L?5;$Rd}5}O zwFmJstN1_7b!WmYf_qc}eTU*7t5Z91j@p$ZtvgY-bg63!3xIb^dS~R|1iarRlVe-A zE9#_{XoE`p{#&iO^&aRWzWsf#M2UMDPMPPBABK40%s*r-3LS%;Xqk5w<_biu3&+rJ zDz**F&qHsdU?LtQjQ)*IUpY5b``^6&(JWIL@INW%(v<Li627jNx}R|)viU<#UhM~t zbtxpL=`i*^EB!2Vv%?%-Ht(ix3iby?J-KE65dH18f-uAPh{G(y94DlJgM^<gw?TXg zq-KeXF~|JI>nrWI0-cFI;iq?HaXyc`*+v|>iGAd42CuH5&Yko8?*$|BRai^xlgBUd z{V3VDo1+hLh+Yk&M*jFd=4nn;K@axy*0m$hC4~I7*6-O4{$1gv;*yOkaWx|}-X8Jo zy5{B;>n!LxcK;1>x5eIB4QYBR8~90GEj+4t4!S;y@QqdEXYH1r3W*=^zp)oN6D#LN zIOZ)jD`HO9Hhf}p6uJ~L3vENwJ($;<_dFZ|ynK6ixdVj_=I6d1aOwC9y|-PX>qQ$c zV*A$juM=?|#7al0l9o4gYojxcA_t&jy%U{MU=JS#&jUW4SAly9h}@@nf<8?>FqIOY zgS^r&W*m8scYS&5E_gS=-YFiQ`<U1LU6`U%<xEV4lP!w<!knkMYaSEo6Q>|GB`hN+ zlso4>jG?}&S0#>SA&=#02A@*P!JLAcrtIZMPQ)D5xY1MaL~;Lxd)=SL{tvE}ZgBzl z^gnD&@kBlUMxKE?5c=)3`WgRnJ`(oZ+MZ*NfX{BYmcZsV#1Z*RWS4}2SI?~0G_qno zF>O@5OB-?8`0gEJoWFzC*Us$+&Up@Nw|u@r*K?n#ju!QhuYu9GJm~p@*yN_l*xd<I z;3evP=ts&XjeSdK+zBoA(zIQeV`I3OHBw>WK}fmI|2G2shs(yWVU`zuFSeD3nsCns zpPU*B0<Orb@li6#4m$p+5W{?S=&Cd&40Mne?v(g*Jj8wF@*m~Ue}y{qtiQ;GCg?Ur zXrxRJIugz{e1V#0!87@M$RFo|uTuB*M;gjbgr}X3%Ks?3?szWuFp7l8%$~{0mZ)r* zDP-@Jy=M`k$Y@waMlzC=Q5lJ>Udm`mWR$GPDk2$`xaa<LKlj$<_j}*(_ZjD$=R9;I z&_C{9xUcdIz5r9EZXdu`>P|$)l2Zi}ulEMKUO|0f>|m_=0ez7AaKPs`=tn*)-}F&J zU34$ogR=Sto<q&F&T%}ao8zixUB=!-l9{e!WC(ERan+0~6Y%k|b&GJ)1`gCXKJ7S! zeLbv!(L4g4=#y%djLhLr>Y7wKcsPi7!d3b9J3gP&ZQ2qZ;J4QE%<HFtm#&6NiNC^m zJMEBhY-0<1lt0$4{CWzVS+Gcej4|-%Iw7Yr@IRtPSGQiy;yrY}oyZBnTw3jv=)M~C zBW9xk7aO4GdHpPD41JY<r-KjkJ)GBtuQXOT|1V#<zp@ws-q2O%a)Ji_RxgFVbsa{$ zm5SrLCkLO+KeNmX-{5OLF>LGP0R0|Cqax>3_-nl0^iO+={gnr%1|OUH5OSBCop*u% zJkntNGOr&vV9&)#axw5WMPhp4jnG@X|J~)(k9ub8h=%MA@NlKqCABgC?6u!R{vYP+ z9=u`*;Da73{nqN9)Hm=i3H^EPk1*n|vPD&*r5`b@v=sFV=jPvSzI7+yxh`ke!YDCE zYou{$-A)RAXdCzR&Y<qPX_~Y@#yE(W{pMKz0)MZwx#9GNJbb;bMa^G8{HRjU@U$NE zA!5{ueyDc>SJ(LJEQh?>^`K!%33<b;^0neTaP8d>Z@+%Qg1uM2dS;`rKU<@Gz(w~4 z;>)|eb$et`KU$Io>-72)Lap_x|1$8LHiw_O#A4oU|5QFFc#z-usZ^5<sKd9CG|!Y{ zPaA{zCIx;^&&P%#<D2M5+Rn5kmZ0CGyP8{`i~e}<Vsr%Ju3PV;8~^hi-$e6`yMXKK zx5i7@{_rPAPP9jgG6Nr~ZFhSGUec@V7+--j^ie0Y`(6M)pcVhBC53)Aa&$4YG#q$! z&B46S^qAK_;&(*iK77Z8RQ+b5AK9LsPwcgVuBXs<ED7~sk#SW~CUj}vy>lnmGSG*V z=ZNk1K%M_p-uc~o@bWnlXO)+sr->;1YKXcxit5ne6m#&k*?v16F>;u5d^gi>N8|<O zR_ht`5t6e(<9+BmI0{)jnAm|!uXD|CLTB~Mp+CwU{9CO-)fzAE^GEV?_kOAY-&dx+ z{Z$J6toGc-|9fm6xvM(qZDYQTp|MM#1-!#v5Aq1$PE5ydDq0lb`ON=un@8PvMoMKc z=oIuLODexj%b*i*lI!6e!@YM@i;t0quE#_oA{5X2T}EVvfIaYXt86)5;JPuX=K7)3 zh~opLcFZ{EjQ20?uDJy~O5EMs3-|k!?~la){d4kescrhcMqf9jBRb89eH1c|&s>oo zEWhiI(}J(|`SQf>>>_--9*zoCmm^M@<*z4vKt1!M@>Y8u>bQ)<jBmyK2+7(x&Tu?e zx(csb&%tkKn9CeHwuOD~Kc{bNHTe*)x=6;ZqMy=_ml(>n1MgkbGtg{|IYhl9i7luP zt0^ZeJ>VN5<wjd9dI9r&zgVhSOW+ex(dlF_;6wEEkK3-i!(QdFw(&b#$mbsMulmN( zSEf<jmBzWcAp1FQ?ml>}3uEj|(3iFa)HfUD00$6QR3z(zZm;p({1Wh>-S^iD-lM)D zKM*Xn^Z~qJl;)i;J<zeIwHQR1fgfn(x>cv@M;N5>eDuKi=(c?q_eBOej)v{)l5yB8 z5m4&jqKmvL`r@i=DCVck9wzNb^CMa+E|SOkKxbU2T)8^|dlT<u?+Hfzt$bnJng#gY z1z!dwNVkY2il>`z9)s_#YnJ)|{B^PH!1&MGm}mF5556yr_c}-FcSaNb5%h5%Yg@3_ zukp%YD!z{urD3sHH*nyI@3%Etd@%2<$DRY7$Fxr5@P`!mLa;yGFwcU|*TrA$?07$Z zY5aqOp5O&%uE~m^4>{4+u;&2sj4S`shrwsOh$A&=>U;y(_Z#EyHZKeuz?STZrU2$e zb}=>WWQK29vSxEwJmyy#&5y-HAEc;#aN;I#i-Q3>POGqB4_SUhjc+;TD0ij%_M<Lc z(7bU|P5`*F{6|u23grET_eJSiz|C&Urizn7AIF?Dmkj*)*fYn_VdR?|VvQt>iNHe- z?%vHd?L(X~tTg*^7XFF%rZc!@ke^$q8LFQJ5z80!*dw37M}}0~+EEp8e=FiA9q@^m zkljL3b-=$brq9Q;VSawvLuZl#^GtUnbD4m9K3BZ$5rp|4#qI}cBIwKAs_G4+OM&lg zUA#{F9p|RHJ82ztuSq=LkQa1OTz^0%PoiJ=;Qnm&gb$HdVB}~5y!g&fEuO3D*gL&b z(^BOT<`dFi_Ff1Ek8;Sn(H3>(jCIQ?wn*S7Hl2Hp!~_v*yChi{v*2S)6{hYx4gJQs z(pPRcS48{0(*@vvypE`~9L2oMCGrDh7Ya~k->5vrj5*T?-mzaLsE5B!A1|yz+-W;H zNzXRoMf_v9*=>t@=GxrFu^p(hlupdPG}#Sbeml`PQa;4f^;~lHo$&uHdhq1~;*wI| zm!F~F4Oiy6Ik@rOzZ`Zn_W-WbbCx3T+i%QIyuFyvg*>i$jN{ra#0lpj3E2U1%-eO& zS(+fu%jXE4a{(@T{>6yAvY9tg_g?0rALe;T)7_5MyvAPGrg&aS;O6~qg5w<v_<qjU zn#_HJi6c^<9zBL`vhwcGoEtv>wC(DHbc6r*bKIp<gg#8YFD`Bf{a(tmYU(mJ_-9IM z1RXvMoI&-2>b5NQbU6fNWZ|5sTg;J(LZ6-)E*y0RxbfLzC(U|*4^bH0G+u>%!LG!W zIll#S@5Ot0i;y>obFXvQf%j=gs2$~$3C7&T<7<Z+5x1ULwivhg6NTO)0&j9Lk4fUW z=3EXQFUhGmcpdwSKbLHryaD}S-j@Ll)nLNW)XjPh=i^Cq2m8nk%=f<#VIIRdlU}*R z`V#fe&w=qrOt|mgCYr1+U&nJlT&)y{{?h5ih=9Nd_CuWh`k*ry_u$F%2bad6pKkr} zV^1~uq~|w14`F`l7`wu<Eck-+k_kWgZs9zcj2h64L9gAt<IE7gXM|Og!z}93f$G2` zv(VWm_O~?uL!G;~?YDXX_=V>sW$MGc;C+P!=zent5m)lQ%9g{QVBvddKxha0<~FzO z+nl(+sXZ63;{D~SJ=z}wTxrj^JmnVZ?)k4IY3k6adOQoQV~)o@Ca;_Abr0dkv9|4< zh`9-V{j}T*<(@<_YmG+C|9rGkyXRr>Vh3!jYBkM)H>m5Eiamthn=8~{iZ6gj63)5o zej2(ozkI*(Ud-hZ@^uE5s4FHY?lMGSE<!}UU#%Co8iR7)Rq$fJBgF6Y<2*QyiyD-} zZziW%)*%)Bem}2Lbc!NyLp{S?0nqUdQ61SI0Djn1b1HJk8uJa0G`@F&$4jcUxw{<W zOH}!tqIM^PKk9{^wk+U@lU#x?Cg7XR%75s<jR)|>s8sYh$_qaP?TDwW+L$*x$IBvM zf;e4YyyYH?{52c7v=`_0ZHs?e;S6x7j`%0J;B^G#*A?}T!Z%7s<{&@%|4ep@0iFH9 z#Aw})`|i+hgc$tfI6Vy=u#@bbUMBG8&BHnOv!R=eusC;z20X3$w7ddzK9NPe!UvKO z2ipfy?2~Ywt8-n)81Nor=WT92fDW)q_}Rl=)Fa*P)Gj=DUg@vavrt!+pRpKat^(hG zbkXM*-iuVb!_6Ww_&&r>{XB6O{HM0r$x<uiN9pa}|9^f!uv<vNCiXK+=Z@Y7ulAME z?V-4%Cvjgiu=B<>_@8l!3HyFW|H`RibDIS7G|5Njt<itnQj`B_vxW0EzQc$OeQ%72 zes%+AF!A9vEvLZ%=0JKlNQ`4}ZaqF^&>w_uK)gAl$O`p%_Z5-OZ0tK#Od;~FV_(S& z7LA|Y@MEa?lpcvbGFJIe>92h3ozS<~sJj4Polk*oUk*bj;<eC6oe5pmVTGyjO3YEd z5PVq&d^{~|g0vC*=BsH&Uy8sWqFdwr9#P;2mMvN3=1xJx9X>&)kOSCD6PO_BUkE(V zpmS$|C-m~Sq`&mx{BjoYm{zMGZe8zcrbd6+xm4Y$55D{8NJ`thB>G^=fap)iUn9NV z`)fYI|KRNPkcaql3bo1UAHZ*8L~;!1-a?;F?YDSS%Aa7bKX9A!80x3sVnbHcEBE)! z{q5L=`kiEaIS6<TZPT&1fI)x4M*ZI{^Huy_-pdq+e`Ejf%3%SGTFim<4Bvc@{`95O zht$Gk@Z#i;)gR0I5vP|kR3om!=TOPmdJ+HKt*$%Q-3>l$qo1=!(05l2JpAwxz8#J! zZ$|0ir&M+@yT;=v@cZ|f!Q-gQwAN>Zxt~K%XXQy+>xTEuZChX_4<5w5!0Tig`UgV$ zId=!nQ}C#A0Qx!d`6RndoGV+M<0Vg#mmXEWe8_&<i%_knkCEp0A?7z6{S*-IkBVE; z=v@Zibh)?gaz-#wa`4040&u?lHssBd&_^)<&)P1*yvuQ|1K~r^e|^0Ftpj;wCOWX( z0`+9a_`Y>z)JYDy;+w*{&|Q}QN{d{9Kb-1#vUxpxrm}863Ty!G=5ONmojrtz-nhC; z1$~Qjs&gf&A<pm14AHy!(3b{(yr~coOk6OJQrNSA`j_Hr$WRY-HT2*6)As_0({OT; zK88N8pk26+5xTeBoA;A2$HgD{{`q749_<54vHH5c#3osSWj%Nrku{QM@2xRE{q)qa zJm`q#yz}HJ&>s(f{o#Et!y9_n=88+G$LTHT3?fp{#|cWjuSeeyvn?LW3Y_l!_sq6g z=wn{g_#A44&YfLjPU#eIvk2*xC{Ezn+caT61fhSJJDz!%4t!E!_TA2dWAL{(pnNKe zJhkgiqf7<f``zDr4D1j`A1KQ`oe9J~>!oH#aRvD9M0ivO;9R->n>RQJK4#WvwpS9* zV=OI^!bKT6gdQ9ACcL-9Nrc;P>tG^9?n>nb`qmJy6K9qJ0*T$Z`3sSa&^5}Funa;k zyhHQ!(L3NVG-<EzJV}lH1*KNQO^Da3!X%?h|NDmAA59PmgC6E+%O!g`=)Rv0n|w8e zzVvFu!Zh+!c|dZdd>ig_^V=E$FYIyRZW|H5k9_s{+RQQZ#SW`sWo@Wa*!AV8^8UYv zhS9TZ(5D=C7GbplE)*#I$lD2XoH<<=4p2j<@xE-@G#vhI?40_p_t|jY6wg*Y33SEY zab|0K=#Pske7%%k1Lqs1$=QelPoC(XDqn(gMWj+(6$&O2uaj^0eL<gZ_0hKh@m*Da zayL8r#ElUDqvX@@NvTsSUPC@!wL4{3K?;0Yk8k=t^2VFEAZ=IpJG9y__&gc$Av9#^ zc6g-2XFA#YO;I%FdGvTraAAL$Mt<Fa=v%??)!3TXL0ubRYOpgAe_nj|!KLyGh<D%V z($ebSTh2v#;ra>m0rlQX(x|H#>|`P@wF2Lr=fBk-jryot-vgGgM2AJnpF>61tC3sP zmWy~;wYphGg8ng_NBQPQ<csV}Z7G{k&|_>iA1`XcJVhj}7&&<C+_3k5zE+^_cHdB; zKzxr}ks}?~MjSkM_KrI0_d8xpP3_3zqiKe7*TI)m$7J0}pvL$2Inwof6Zli2%aXxo z>@hl77knG~x_66=HZOyqpQh2eeti)6W0wG9GjtusLg!z8yyOF2qJ<=9yC0#rd22mh z!IOCSLZZ)0#fwm}mMeJ%JjvQFgF6rRL2v*2XifZivPr&w5O_uv+ap#sRM_v}tD&~5 z06x@j+NxYmV~%k9CNt@{Hxay*9TZ=KbG!UfxB6%x@$9p@>`vT=uYNO%%E+e<k>~Gz zSoR^Ja!edIa<M<@zR`n3^l!tYE2IMF!L#<;hFkcfZ<Z>1!|RIsTBRz%{T}$Oo^y3A z@WsA1r}kptssR!qHRk9m#MaN6Wut$6BGKfw37%u|h368bJoJarDY}#&aBnWne*Ay0 z#G8dzZ1MKcXM3=dyn6+msEMwh<WBe@ngMt`iM<!yQ)TN^@Dt9mw6ehbu2nV9yACnn ze3fyxt&nF1t6v6;)4(^9vQyQ-5A%!$PZWfZ7k@tds<(tbAVafkklP%(7*p$G|NAdx za2C~_Cx;)=TZMO}?Z9>W6{$k-_k7%{INDF){514t#omTb+P7p`H+}HG1qa#;*1-ej zy^v8~!Cs4Yp|K15fNSSJ84k?$A{ca@T#0>$IWMm4Uv|JXB@P(W|0?w&o}4*U`Ut$x zU{RDyE_kZI_O??6cj51G!PUVCdMf*gtL&VJ>(3@5e0Dg1FW7lFEa99FA;PiQriJIH z*+VJx4>+GdcEzY3o}aA!uI}M5_?+!j6&J<NDPdW;IgflNyX0>^T8H!3xhz#Hf;m#w z2thaWOB${Y^&{vzp7j~u7qNp*fcTqbg!6B%5Ivyq8~OT*8I2hFfRF23VhXrF<Z6BA zN8SZssJ=V18~7w=aNxduz%eV#L#{pS0WN&()DtuC^Z(j;dyV>_SD9(uw__FGd(hh7 zc@Fo9VPuy8bjKQxOx*<$->z5v(+$%>y{Go`UjybsB&qz;=JC8)J}&jV+=n>%XvMfk z2YVA(em)#C2qY5p`^$4PFdw&(wL=4Vuw;l>mIQou78N${W}iSmd?mQEFAsYkep3HE z`o@cx{}}1P1s=hAC+i+n;DC023Z9gq@0~c3=s-#0L$u|TTQj2nQD~xS`Z|Gq;_W@D zb(-FUgvprc_YCM%^7D(7!GFZfYdh4xhwoa}r|M=|`1sfVy^^qvI+}yyW#t&&+ZBt? z6zDILn?LIuLO<w0)j{&u67$N+JGN^iz{^ox;tGrbk7mU4faQ%RVc{7Tet!)3?@k+P zAMlJ{8?F5|2Z5v5wVt$AfG+AospE+$@N3@D_l~#2pRoFVWj{W*&`&4ED}UfS;cEOe z=oil0TzPaN_V@a}N+jA_a8CAKBCkVTeCE75XG13VFQ!W=0?7Z5_w47@!2P#R=GFbu zggt9c%*j=y&=LBkwDP84U%^LGi>H*RX9K>Qy+hyMF~#&@{5kk{(?Y#5@V%nDY!a-c z5nnbow-#-1FAXmB$)L{i{Y`h}daF0)LsnV;-(RP0MaJ6(9>va3Uh@Wx4<TW*%}2%J zLwHqvZm~zba_Ls+sTU;RyBO;_4AN0=Zs*6?1E*s?Z#buhI7A!hI`SBGwZ8UKeMZzt zJItQ06(dhB2h6Re#Nhk3(XCCEc@vIZGxPf<p?Bps?iv9P>Mv}!ymTD6lD6T|@^D|G z!m~ABPZ&C)%w2DH8K9nJad7<e1Ad78{Jw_ZZCdFI>3**S5(6nqOg}E7p0^Ik<+ubL zPHXn$BKUr7G2eHKk--E57jJK~HuhysYE#kUTvxMI@|(Lr&!ze9?{y{UDzv_}afHJ^ zhgG29$#p;Cueb9FN5qG&IyYq@Px$8+Z6`X$qVIj`lG=&5&NDEUzh(%X3XA?6k0|z} z6vWwSqP{EsnMMBRN&qo-RAtT`@0mw{RkX7ezTqP3z80v{?8)?FGZD|kY&Y~a#=HsX zPYkzc4*3$qa~c2p;Av>%U0TfFV?L_Qt3HbGA&#<`ju{|sM%F3q`4IxWvsw1{v(Q&o zZ5s(*f^Ko+vOxFHZ_EwMpZ3VaIeWmJyY^(CA91k#Q#Q3C=08O0M5@Sx2nW;JuN3C+ zC)jvfWpo?3U@TWrG3vMyQ62+wQg>p%B|Y^d^aigvC0)dk4^|Tm<^pPfHz|1W)&~Oj z-fMZ63HV={eonODQ{Wz&-<dmsquF!rw~boEen+1dznGU$=TD{nYsJr>)*?^2X$_pJ z^pKcpCHjv?hq<ypVeei+<H$~a=%xe6ITUeDX_d$8;??0}=`5b9>j?jWred!_;G2R! zC#Ox(&z<e^8$RoV&*Ph25i5!Qql_nGHXC#Q*XSBA>ID*BBI5_MyaR|Gm%_ToQP+q? z<!&acVNSdDjFaLv`be$q!U5o!OWcw4y{MPz9zT+HHp0C8svCdK4CX#bdwn}_KA#Ew zZLq?AZ}M}e{%9WzAxOCTANC+loEq6qV^l*OOR-3tz6pPUo*$krTRy~o)6j@3n49_= zBQYj}xY{9N*Z9d8d-oKt-Eu?y#I(|W&oTx4`6d75e_w$oF`XA(!@Ur@W_q@V8^15~ ze7H39jhz<!?<$UB4;wjg`~v#b=QdANb41Wb%W4jg0KaaUy5|3G5&5=dvMUKVHFun? zmvj{7FOQ5o7kP<3*GIYB`&Tf*d@i%-bQt*PPf^LK@8F}t@JW((2=7P4U1`M$dlfd~ zx#WLg-nXk#+6{F}gL<vG7V5K#R_XQ>^mX6nDuY;|Kb&v)==x9$`_fvkzp?=CF&Ogg zUw5h>aXCVv^PVl@w0fk@Hv#BFWMpY64TFfpD`#Zyf#+N$<EWn%3?gDeU4BOaUl1_0 zITwb0SE~K`Y|kFxKD(7mZZcsWr<BtFxjp{*P}!>o`qBC0_vZP4r@s?(>F`~Eo<;G! zm=631dr2PJ)*>#Rosl#Rr0^y@Xmn*m?ZJ;WUi9j@2Ost2O>M37*f;p+Jl+5N;1%+w zr)G)1M5jws$*yj1f=c{@pz|ZlK?ei|_4vTYR&LUk1aX_{M%p(a#EFdREz=E0#5?H= zq0-2AQEl<@jaM<xOflnOO9?->LQ&>D(LRK4{Fwu>cY+AA&6F#&ia5vZYB~<zp(k5y z*-EYQA|$*X8?^yX42T*ilU)R_sQR~P4)ti~&A|HOz_IoJ+S^v{hMxTC@w*QgJ&9wd zG#;>p;&Yx^iSG@7PXjNV+DY8Q+-NV(W0*_gV2L5?`sPK*Z?T_03cX1;y`yKz5_F$W zcAgzK1z&HOq`WeRy#glQn)Mw4gkJ2p`9c|R?!OaGH0aYOH95GrC*cov<gw6M_?pG- zeqBH^j=m{Cx1kFCz`k4IHASqzS8dAYRgIvJ>*?J~f_mO5M(utU^3^MibV(2NJtO2N z6I}4`-Mx<#PRRri!c$6AsyNrC^FMbAkYO*+@owKuO6V9)#}!5oLVwvApDD_P@A0ox z^8HgELcS(Sq6WM<m#Gh@VlnPb+@BiXE+4||%auxh)FV_P=Q;oPw~6DvWkiL~_flga z{z<PFQPNvJwCIlgM(IsFTCd=L^r%3XdJ%jX)xon>6qt);6<Fj(+^jG+v}eZW&UY_i z3v~w1{-&@oA9|7yn!eT(G4PFOY5OMl5Aoxs3q=}vF!4%4%Iy^D7aN{Z@=WA4|5C=% zli(XJoh#Y>zg~Khfka>waYg*4<8~(W@)DLU7oS}NZq%o8t`~LegUxOpL2~#)-LL<4 z1Nfh+<+9$(eteIE&C{37Fi#wPC(Rl@3c0^?b=W!l3CU6Cb2_MJ6o$80j3@$$)VCZl z9hK0vtn!JfLtn{s_dbOZzV{~^w*H|E=mg0bBU4h~9}-*YCHovYd+vrKTIeSVH3ZAP z_4yDL@4It#@g9np#JRPlu}8^&^+W}D(LkTW!LB4h#E``?&L-fwPj@g#Nua;@ASAoD z8gc7lneP%0<{&uj(tKDIpzlixBh#>ep7bE?(oi|{*XB)mVU@s1@}1165zl*16brMs zc@s**M}?a)@BXgfc+y&SF!8O8y(3%*@z8OH%}Mmf0pDs~owy7g$<X&7SHU;f#(Gh( zcETr0>vZH^;B86z1x59EZj-8G<|5OmzoQ=onB9ktP?zUy;{SRoX)dGpkAQ33v427T z4R{Ct<87<o$S)2HL!$PW2d{a^lof=!T-dFK40|%HZsk*0;k<r|7?%G9{#feX9ldVg z(egXnZyh9oFG<2g_O+exE!D2HwL~ACb<^y`Jp8nry(IQp)1nSPk(?Yhi@x#Vor)8* z*e@#}7+VQlPRDgl2AySZVufct!wCKt8Ey4zkyoHAtvmeY3+j3IvbVi_&>Pgaygq0T zd`DD{Z{!L1^4|}+6c%tFnCsX`rqG9fJKC``F$+GX#yx$RcrT}Hp9!1*e(}nSIqvKY z@Ij(;JefNYhiqHF1$~G9)p~XJ6~yzj;bVVAa9?kKSSWV~Zn0*1yR5es_`i~#lTs=A ziG_ahpQuYuN?vxSWq@8T%0O`hzprXTDAhF$KEIMGAI*<>5izHGQ-nTZ4^<M;H^G3q ze|auE{TkwcE8FWe8N}xswOx;Wao_iot}IYOAN4#x_XXleVecoVvV)l4v^1Wf15f&f zhC7iDxck(h?@?Df(1#dgJM93zKEzVe*o3&acwbfcAoQc^{kGHG;29r^6w(*tK1X$G z52>aG6H5w57Y#5kE7>@cnlg<3%J5fI;C2w<!Z*%#?R5aLtgdi|(ieKD-wfiv@c$j! zd!lGb4nD>ffsThifp^tVl$Uo6CVs89S|5TBti%f?eQvx5ru}a<ZvuC%k9yoVgnpU* zfKmt*lOMsvG!@K%{@a~<<FX+7(U1DStgLo=6EEZWUIZHBc|=BxtPlGV{i7aIueq_` zuKmrPmB+wq7~ASD;Q7pd+@x)$gkQApAjTiT1IagpDnozPRPozM0r!(W*(fgpdTW`p z@x~>{W2CZ?<BCbp)#o(*N=-%_6{{*^jD#PcLtVut>d4%sL+AhJD-Dl!xt{%qI6AQw z&cX?OY1Zc*{(+vv_w)AlOCG?9PM@ySf`576=%lcl4(4q-O_g3+`x6n`T$xq7(YM#X znu(I}CJZkG7KR7GSEDNS;TLB3R2>^}un!9&q&JU6B_9Fb8#kMH19_YnyUdWE3*J8a z%KJx%H%xXbXO{JS2-a65`(x1e^vW=5=>&Nb%;}#s6pzCHM>hOsE9&8eD1K4KOyGYU z)~AnN!5rL%z@G0_@HwGS&U34W?~upSlg4V`P4|pB+?K{3c5ZWFAyW7}y+0sniuf(d zKl%25J;so5eODAK;?kQ$2Ffrz*Vslc**s5T;pfTzN89ih-ZyD<B^h%QZ-ZlA(|8b3 z10`LRz-x8)=hO3Mc@zJxxE=_&h`D*H4Qp=T-}$O+p=O5Q9kZusHCvE3eqWTc0l#B^ z^<xMNKHmkI{oyV{!1E-wf{ttX67dX&C^8X0<r)Sa81SRclCf|PRYe}xzy9Z8r5E9r z<KK3u2e|9h_(8*YPlA5s4}WwwaK#5{Ui83$HYV+s>#&E{((I`7{0Qc8|GDnj?Tr3= zo9YNF8Rj8eKgGJ?{<-w?ird16!J0PtkkmH#;TE!L6H)Nu-<$U}34ur7zjwGPK7^>b zJ9th8@nO!7-swB=s8NmUTI)~XXPfcn^?PaTLCt?$tdb30*oK2g8S#Hd;!L^Bes5yu z?r>Kc;AKyaGS|D}^A3F%h@r$k$z2*6GVr_#EyMUW!S_o~`0f955_3z#M`Jy9qtDu# zTFZM5d%d1X{Psb=u<xJt6uBvI6A3AX;8ys3oz$Cg+T~A_uUI)4L2u;MB)S?4-a*=m zEV$(l=8Xi8-h2g~Ae(<@@N2}kizlkMlETq{ZtN9)<cE1snd2jwz%LSGleb98eF(KM zv%9{?hvk%NY19OKeP7B()jETRvU*uWF996l@O}Q;JJ6>X`Y!wagbyW8MI&{$KXJRG z@l`nRkI!3<fhKI;gi!jetG{}@iN$_Nu95`YgGlphs+O216E$FJ1CBp+Gh>(xb>ZzR zA>4ln?5$)oy>|(Ghz|2iLp50t;eGp|kJeAbg~Y{oQMVA^ch-nlUJ4*y@ogHk<Goq) z%qJ`$eiGbjFVq;k37MSlua3w9cR6m_*ALufaL|C`4(8MdMh+Kd@Z8n6zWvp`985Gt zH|_U5jX9*~h_0=8=w=oIlFWL6BXoUw#sa>Mi2vk$5&hMPE5T)V!Q;04pj2k@0S_;I z`ua1>!435}%S_avP6~4x2@OV_-JHwRbTfb$cr&i9@Dy{0A6R8qcfr5s++yQ~G5pN` zo^zl8u04C;bJ7+C^3xDqX;Gm!kwGeV`X2D0zaruECrP01*4eedk?Bc1BUcceLjOF) zdT=1M8$JRaCR;S9!-7BYjKmy3eY*RM*c9d$q*(k+?uf&`S8zAmAo%s+)e~p-{(z2m zINhxs@rf$4*=yzvaLOge-y5mu%UMq)soV`F@)P(x84D0MZdKZ<*`jaF%PF*S^&}3Q zEMj6l>Pe)0^eGQSeCO?wr{~A{DSFT|WyAs9le}DxKOg2vCNux_hJeqU*%|c)dI=dm zYfma>`1G}0sM(2mD<#SYV&llCynkXNXmD@e+O|sU!1okUR0vu)1D{3aT<#Zdkst4T zkzX4Jf8){$?H%x^(Ch2*@acb~U88wv+n+EC-owiPJj*29QTO+G@bp!0m6WjeFpb<t zio*)Jlz!pz|9y751opXPD0mUItWK#;XW(<}I$_=60v)#_d(=k@f8xEJ{tLCp03y9` zsF57J+`}m;$rMKLp33?+qG%8&HO_ym2HxP<q3A310)K81ll=^ze?32FEe<$lf;G(+ z&lhh(^wI&J#}hu#VP|pO0}mi~_9=rY^jOOc>K-nA=#RtpTAW6|GF5KqQrQVUdh(s? zI{`n!&9dw&4|v<Jd2Ty;!M}RXW#-;0@gnG$HX^vtclF8ny^xKDo^@qQs^I^h!_?MQ z1)edA?#yZ$@JK1nQwg10_<5JB4!?%(g?uwT{hyaNVZXn}_}B&LaGshNp2q#obIf@D z6>*3vRgbm-xW%?Mu~WwlI0bcg$`~DdFxi}|PCxj6p7GSW;Ljl9!APw)cPRR}yoi1W z@FUDW$h+MU=dX3-Z9PZ7qPr)VhJw|X*m=-%=zKbSWZT{z+8Bkec#Ka4C-~sOI6ujI z%KpS!`b)x63;uNjQOb?Gg9usIb50iJ@OeLakZ4DpZI*4<y{HSF&nD^2L^J&Uz9_qt zg3r=@t2q13I2e15_Bc$c!xu{D5r54N;EXHBdv5>0yx+e&KNOR&AM)_l0gg`io(cqs zzNvtpS6I{v(@AgQ2DRzV(B=SwZoS0jEpVUMeeInwYT!Y1AFmm=`VdD%c+PwxhrV#H z9B&=w5`TBfULuhPo)Uh--3fftH{$}~03G=B(ldL<n1eU>)V^)m1l{jcCXXoc?6ETe zyO+SHm0B5b*r9(f67p8pMt|U3wlLdS<V!@P{X2Bxmk%*<)IU&59dq)JbKX~V0dE(K zJk;O>UzUy%!6&Gf*dktN7y-xKr4uj5i@bl?IdO3E3-;W04Scsxg|B&x!UH}D^nV(~ z?<8<unMS?1B2fQCnX@JTkE{LIZ%p<{0y>csIeiU3e2Dg%qL=p26Wwz4nBF(yL1>rB zGcsplUcW`^-%rHFSmr;rq^IGB>EvYc>>m7jj5=NwdwLQR{KXfgkdL!Y*oX%X!I!2m zK%czMp9r_LwhC{@9JOobv#aQP)IAGK@8fya^Kw;OuE*#0STk{*`Cq5Oq0fKQiy*%| zeP0N5GzI&sPE~)*z4>t*;FQK*RQ6WG+W|N?wvs1VghB{0*~kCZWw6ggS$@W65jb{I zT~X~BKcYXuV(~{Fd|*OelZTiizuNI^-lIkR({^cP9=K>^&EiOq0Pe40PF%YR_H~(^ z&|LKjCj6eCZ=z!kCPL`-V;=zjRJlyfy~hr`@0-v|zrou$g!jhkV~#akE%pHQEc7>& z&ZSq<@wtEQrs?FsUUG`vHE{{(@60}^8FfLgae-9DkigtRoqmQP@|l1FCHekVe?rOf zUFkP_%x{P`nyvhW5AEk~^vNR7U-f-YZpC}75IU0*I|==`tjI5p$N$eEDSgj}ZbMAw zg8xqFMpMfa&perjzsvZK5{E*Z<K*uNoHn@UD{;qXkOySLhFG^gW8YS7ZkYu37d@2- zon^-7ys(d+>~mib@jQoLiWa)I^7}%I(}>e;0pwF^z}Kv<o+&g1Z#LFH&@ROY{5dY= zn;G!78w{=#zbvu0@OkO_EO4xY-|yIVV*ae)Y~&`bfe+zr_StPn8GN?N!56cLi&k#0 zTQ;s>&dB5ysR;V$ADdK>^Km$5hiA*e@f_Nw40ATjp|4G9=Vp8bJ;a?Cvy%5vm${3d ze)9zN3>DWsTj1_*zj(;2Lnk;?wbgu24srNKjGoyn`XbZk=>y1f24Y7ZE~6g(vz*)h z2>idaiiV0cC-%FK&a%p|!EeYVB7%trdt@(OtnzvhOxS(W3-qN!d|H(|znus_b;X_~ zSTPfy*4gP=-@%94?}B$d_R5*>P`@8s2Hfg^{Hw9oe#D9EAtE8b%?TY!={o3D=z8>i z?Zq5M=+(OWKJb;O{$-RU9Rc05@8(3b3hD>*%R3bJc_R<%9q>n8@v}>k?j&%N#F8J2 zUV6U7oPeF`7tEFXR$()WUV|^wjs5v0CjyASj;hAW6!57(q-FYr3%Gc&BDLl&@SFvd z9=6ZWN5-+~@vOt&(qPXiCh(e}2bl`=@%Q>%F5lCD-ip0lD2WDrQHoStIFm2t5?cga zMXIs4p_o5!0iU0*p?n{$DB^JI3!`t3y@=Nr%*@`0z#qy%b1f1)M116_W~FQJH!1v{ zYz-VxkDau6w<YqzVGl-W)Gy35z2|99!@uXE?KdaXSq}eBpL)BBIcoZ!(dWR=jO>d3 zeHc2dQxddiqk(5J^K*6klLQhO@8^#3qks08KRlrG%$tbQN&hT>dud5`>x$TW_zX|% zkqUc-^ZAlz_U2L4L62i6Z_J{vJhrksS|7e&rxaBeps$?sJ6X2shdtbhIR{nqp(F02 zBGOP7bQ`KotzzCR)hOk#(jfM!o#Jff3q)QVPK!)CjrpfD>h0FRP0BX5n9l;g_<Y>N zOAb1kYMCMS-!{;N6#uzctc!UN6V?YtJm9}pR*p#;0Uy>q{c9Ha{wnpmQ48E3cc;sA zqrh7OwRuj5%wrD4x?A>=lPAHamQYI%o>$%DfH^<%ZJ5lSOnqAHd*~M~tOCxgnZvmM z;U4e>RZq4Ao}<4=bt8G)j`>aJFR%Zx!<SD|R{Hfv^qn88i#vf|vwMHbGcv=R|F;+O zE2vMYyHurlXVLd-#B?$NAMXu4qxJ{=r^0@_OA_eo?&`Aq33o@G*I}e;0ep2b_G_9{ z73zM|OV`s7-xVx>CENG_*W}=RcwGqi+Aqz%d&nnDB9vRNjez?_3@?@+^(BlWj5sUE zkSCL<i!Y9WuMFWSW~#*81@obTRPa4<y$W8LIClcO)&EjK*SldeD&-Ddp0Q4C>}<L( zvA?O+LKS&7Yw6KP<{i-O-%h_L(B)4Ehpt{5#l6*_-+3wK59W>|KFNzvA&-hQ=64}J z4Ab9{bPGZKHrRh%7JY$cQoauPvL`WDcWX=>-#_Q~_sZ5R=x&Y27KPEDoMIE4DU%H( zN>$d9Nm1Xck#{+e1J9j0V5v#1i1U`H+W7z6kYJ{%JpWtF<NvLmx(U2=y6D{2!d~pN ztcZwe!F_9-SChL$>O+*XG0_Y|e|6}F(7)Pan43}gNmq#HO~uPX9rxIqAc76VH;dp4 zvWr15yaDqdd$^9vruh;wQ~MGc@g7BklvVRa5WhBS#b)G!2%Fo!Egh@i(RecGTaf2F zI6mucq=JWGyxKMX0OytB!$>sho2uuBCDL(@b(qHQ6ox=oo~f~VR0{fDv)>8^&?PIn zlm8t6551wGP@a_LPnZWtC8c_yFSPjl%oq68<X5V26%F*=f=ODlh<l$ON#^(99E~o% zIq1^>JcfE^FBj@O16f*OXUqxRj4sWk83dj*_2HDy1MK-rd2u!saky&ZEl(@rlqDy< zOvXjLpN7RLVdNz@%kq&3Cx60Ey<6Dsn;${LQd<}34!nF*`EKrOAHuxIuQ2o=;(35T zUT`etZqJm<u!9f3c~EqV`yO<{Ur&aGB7Pah7}M5)x07466?-|1xk%EImCwMZ#JMue z4)#G$LU&Ey2zW%a^DmJT&Di%SZvXs$zfy-9N);32Rlmz_j8d`i^Kns{a6`T@X^JIn zIRu@mNk|WYy~DW|CK~$@#~CCHimX`S1M*KH+zR<W;PKwy>F7Vdvy!vThe9v;=#y&k z5$yNw{vqy$yq?5&ImH3Ee#+C8y#MvN)r;4~d7#fZwD-lu&9m@RPahz4Lmu7bu2;Cb z5&k!7%sgMf16h%7)~Sqx4`XO>+(tdNt6H#mr=}k<(r+D713dS`bb&;QCi;&z`Y!V5 zUw`ql1P-xy5v)}_K5r3Us*^7KX>ml{=A665eHn9evDqS@p;Kn*7LYlX3ZKC61EsZB z(O0;3ZGH{+Be*%r%FEEVlxn*spG5pEtFaiF$Imxm=KY$q1Uxmxr}5Gp;%>C_4krAZ z%@2q9FTcPZoE>t!-6w*H`}3N@O!ywu1*3biM!<^%Nqn}|gziwAvv>Ku7h%m_l;sWl zvuNP*(;gN0dc?5`L=e!?u?5YYyM%q`E2OVzjt3F;t=&;)=;7NLAYZ#8gZZ#9>sc=J z1G3@+-8{HgM*@1s%`CB>%ai#ldlYyY+Qt`(X6S>nx^I3x0bj28GLz?st8_vXC+L8) z&@=o_7eqZ2s5mVZqXmAZuFpgedi8-{M@PfYLMQ&4%(W&F@%Pl_;wT^BYjY(uJNDvz z`UO8Avf+m_xOq|m{jt7Z%324`q4VKViz61O`zF2C9rZEy7m`gEnu2^=`dq<S8}lcr z#Zu#Xn4{A<{B=FYmncl^-ZQlqI+CR9KdQ(})T}kv73Mq%Uy_%y`UUX4%3P(mkpO+< zwF;essN<a7!sBwapquoGUlRq7`|{Pco9Z#>zQv751vQX=mt0<M1NRxMcv5i%btV~a zYo`J53d2$zQ|o2u(iHFAdJaD4`1fKli#D7;?azaDxMvnU<Khyim#Wqy=xU3BAN6sl zPyE0>#;)^Q`d<PF$u$GVG{iMF;RKgXJLm)qWwc~UFekJ0$6<HM|MPp==be$i7==!n zEbhlVkNvNtW%Qv(a<F!T1o2bEx%Dp233)s9>ugW>n~^1dEt~ctroDLIeWijvD%zAc z#~=Lj)e+n2T<lHYU$r^Mh5vt$%Jmw7{m20q@9qR{Y5eI}>hccoGNFm=H}m1=n(y@> zBM|lT+I5~Q?=UasekDE{`h$1x%^ptt0k3(SCAt9hR+ZnQz?BjBYPb%ytsa6txgsIi z!UTO`ifFtIe*g7X$G1wsV`&VZ)OMDFFTJ#r`*C;Z?u8RRs$&o0Gpf?53*S75P8$2< zct7kdsTWB(f_bHm)v9L0NcaQ_4=LoMUTq<sE`5ORhi!P1zY{pkD`7S_iCpk>TyK<E zfwvmpS>^A33B3%(h0r<p=+KU>FaCW2eZ9<HxfjUu(vA#E=HNYdaemlK$qjrsDe?Rh z%z2fF)ty_yJmMRX`ndW5%!^Cg1|BoS&xy%%cp?HFopDY6P?#67{r+?RQ!~`zL3!3y zxEJ??^==9PKf50P;*BTbbV$wx@#_pBL=xw&f3bat<JKiZR_)lo96|k%0r$*F>HRaW z$M7rKNPW<Pb1L>)Sh6(CgUHvU-KIqRnOI++yoWxBq?w_v2l&R9YucoP6WC`YDY(-d zefLz!=(+*Ui^WgttW?D5?<9)<Xz^a1Mjm;WY(q~c8}DI$7kr;?NWK`i7s1<b*r)(F zLdEBA(NyUFl!a*csU%UqjJ17o_#c<GiDA=T#C|S0(uN|bAi^v>^GEJs+#6oTr=7^Z zGo5-TrqMSaWNooGpN3APE;eEp>h9^82rt_a^f%=?t{SYEcM%(E_?CdZSShP%j&1+% z1NJo=lYqa;wDQlwQ0(h@ED<Zm0DbpYxo4VQ;B96&1x}(*5J@~&&1;3Z(tjsA_X|Ov zUK|=C3tvDUzQf&Pz!mKCg<n`JdlO@K&Eoc9-bBTdLw@fM@Yogh@9B;O5JHK28B)>b zyp;T7wgkLq_LWV^!B*&m^3*C9!jMPaKTkc0{;I^GVw@JZ$t9oK2hwTq>sob6zXCmE zc9FR_7Zvn*8IL6cQUA0b6iXazh97g<rPs>nOTERS|DHr2nZzMO$8^?%Sby}_g9Z47 zO{_|v0webEGVJhfw8xx+5NEg|>UK8f*+WXN;U8K##kK?Wnf<>nlcI8{6L;mEk+^_) zByC=;d#LBg)pyhKVotfLA^!;<`j8)LMa#X2=jO~tHbGq2TPCJ7*N%FI=SRnNWyI}0 ztJ^7GNdt)eZ!$krzlXk;-u2V}`i<<A`-AaH@DG}&dn*Ebr&`YV{VC{+j!|ii-Hh-h za$5KMM0r5(8OthOgM6;;a$bf1CFboM()c@&Px?#;X(Bnmlhw8QUFrZXH>)I_o`>`H zp}_VZd?P;j4oQxbpw3rUT2n~yBJ#gafB3@(zVfs{)}vnd0O*{vs6hR5JNaY#ZS;4} z7pf$SaehXVS!v`E_q84=&t9+!B5vEPEB`zT{=&<Zdo36GHcS8HZ<vROwIQ_=!@SdI z=EQ&_`n|S2lJ94r8@u}@>Xj3|&r`R6Q)YV5H7&4~Rf8W|$m^xaL%m1wr^?tC_v3f; z+s_WbdxD3T-VUF`+{4khR$t&CW}T{8y9msIJ|jCz3Esja{*nb9>XCN`**08yfNx$} z4fulkrRRHsVG4L*?R*}73h?Son%V)C)bKBu7z><whkjRPt2KiX{O3}yn>+YGUjH1I z07slxQn6>J+Tq-nq3qVea-2NsAr&b~p9haG_=Rm0jjPa|-=VNjT}(ct`kt_$qdM zN1y$))ANT#5c0giXh;Sr_W0b(P~O|<Lu64`YjAD=*LX9|=YAVLDZ$-=r?PyBLlrhA zomoBvnRcW}FX~_|!~4rp=y!el^f=tAP)D@?NIVOiEoeT8*pr92TV!IZvj~1F(01U6 zZ~)=Sm%YOs&$)Q|_et-s&}{@iEfy$7z4b+9S84<NA|$!lcE0o>d<HV+k09UmtZs`w zaD?8{U4c2e4mznjO7!`6z#mo1Qxk5$Ya&$bb<wBmlpVI-Wr+I6mGU(sHRd<YiM!3J zpg*{>nPvi<SgHPED#fuN^jAOKs!>NY=xc^`IYVz#&g&*=2EB9roj=dUp>wfge5INK z{(OAmxh(qYLk+*)C*i*7a{c{K)!<2VQCw+_LcLP2T=2+wKk(>=AAIUKf9t=O5AYUY zE_$Y`<ARkBd~XK)1&h#!Pu)6t8}W_euGbXVG`^=(0H<g+bZ`zQO&|Tmc^H39-gX~& z|6x_S+i~#2DI#?Z+y}k7^P8{(;7fn7AE9%HE^u@6X-f(C?}q`e{z{|1<v6#UboWpY z(fV63WdJ@ZFU-GDjw9a3=&}7tw1)2C+m5P%x7g=SYt`kT51llXq4k?g_@O?%5aW)& z$8@FO)6-<=sLkFSdW>^*$}BDZ;tX`O&Se*6fCJ9NoX-6~3mz@rQ;@L-^PL|fL*-6l z4(lG1%}GyhLhlO$O~C;0sH)qKQ-CW6-F$phcmVr7oJKbsuR-6PXmPd>_p~cs&@i~p zk1*0wk3Nt1ZP+)J-+_LOwAz#|BifHRTi|gc9lF)keWF|0;QzRysYad9SI0-PuJ-Tn zCHAuNU3iAi^W~a_6vvtm(QMs)>dS=yqV;b(`yJpvmrmU2cAM}c{_(${d5d#UV#Zh- z1D$EKyjG9MN1WF!jR*3;i>GI=i>aY6uDNM(`5@}pke%6FfhJyr;x+c<=u?O<2lciJ zdVrsk6yKu-4nNHrl=;vD^LKwoCm%rfN^+=}{vr5d9<P{m6Z9`<Ph4Ht34D1v=j*vI zB=94YcA{GV&uLJ=;We`fzxr#<`BC_MY(u>~)VOC4hOdu0%3vN){QNNW5%^+qEr+xz zU=FO$v*HUM`qyiLc2bC2-8<i#)-QPxBK!fttg7f!2H}VP0R8ap`|p2)Ckn1|7~XvY z{VVy7E^8I|!Kt~QRy_~AA@r>%3I4wAqofUX;Iuo>Z>7+12ND;TLso7B_xZcr>-`XM z=;FSqU|RSkeVK8vBL(giS{Rr6@`Vra$K!|N0^VbqMKs@QNBD96QP!<Ozg`#q%BN)A zlbBu>ZXz+n`5V$aOFZ-;ET7)(3Y>)hh(taivke^w*K_XY;2EA$J?y;Y0R7jO!g)4H z^zA1LuTP?X2xghMlS>AjOokQ%11aVXqiC%y@Lp^b*32JEVNOM1P4a3Q@V47R?-GTe zUzArn;tqXaP;_K@y+Hs`@~H4D2kN8g6tbL!3h;0n$@}&8qL1nPSe}9Ww5y=gjR)~9 zFj;B$9pV3Vl7D9|;CxbjVmTbXf;moS{zv)XY124%57r6;M|1B?u=PiOaWSW}IRHN1 zYsXIz?3nlOyGQlwb^y_Pd~&z+v_Db6?`3=q^&3}qjLY2vc)vA6(myzX`)a5QerAU6 z2aU+px2S)Ogd!x`fpc<BN2KiGfbM(7+;8YEbh9qPohMOWz1x?)%=QrYipGTCg<>xv zDmVFG7!CTbwju6b#LcHa{p+spfc}8#*s=AG*mpg7oxa8#`*tGuq&j&1?>CRe`#|p! z7Mv+I@WGE*UQT>5i*vKS$NM-L`mfziza$oAp%=fOdFb{!e6v(u>!t%Q{ZTXgQ5W%; zkEvBhE)9E>YwoZLBHo+JTCcA|hrl@zACtHNpOI^CUc{j8;d+{Ti_$iT$fq4PlKYOh zaB}Zqml62uQ!IZQU<N<$eOJNF6Z&%Iw-ExDy@<1vE&O9Rhlw&CM$f^2O1aRL{*?<x zJriX;o(}&FI{V9q$iOFevfEUmPtlS)G{A_tq_w6~&&Tk5?r@J<+z9p|DE&hcMsH#M z{jQzUE7T>~4&srf0=PFNtt<Zbfd{C}B(-K@KjN5l<;uTcV%nNZxiG_*Si9Zv<|q6! z+Bo+mkwQ0Ql|EwQ+=O{4_aj?onB!SkV$4uMeKXzu()dmvd;@cenq7hah&$Ln8!5)T z&b_dqb$qXBueM`Vn4fSi+-2b6<4bG_CHc((*R))__NJ;A{@jG-`JNq~gsYeZdF7-x zk*H0(^uZ5%zQ*M&Jy*~-6*nB<@rLi*)o4D!I^-uYH&RRZg@np1y*4-uo>GQh^ep&k z?v@Jn)JDwx{dwbY1NB`)QBOeAj$q=8u)9o@4)!^<nu`PtfrmPCUuSU+@rI?eLPi5~ z6L-1xQp}<Ls*I=U-5-Sh)LVcH{O?=S_97OXLur1yBkvH`oJAismeIrCLG9l0)|1fT zb?0^lrh|W!jkV2)!o8O7+mT!dp81w)pv-w+f{!>NoiYa<eG6xw9_pau3VLJz`))D) z)hTI2Ut(JP^%hw(bZKFEtgX<cW;^v5X4s+r(3PEEt-yVVlc?R-2;8#kUv8-p<}yb| z%*%k+JJ+Of<$-tRS8?@dN1e6X<VZvGD)6H6_x_sc@Mj5crhSXNR=1lhh&Bx8kIk*z zz!7-Hr=i@p&*69E!X7WM2Rw_b!O{}qOFWx+ffVpFb*}B@WSl=6^1)*lOY!|BzsB;- zV-6<cJByMF>c*c_-em*OX-X@_PM^nocvaTeSz7$P$oevN_+EHdk4L}5Ju`7XrAUsr zAXs1_lqiGx`@Q!2V&ISbLS*$uzr2Wj=f4!`MT1|Z(`9Vf8BCDMm3oE2Zy+|OH$y=I zco&z)<pl6{J<nq<8+X8Wpx?c(DJY2G9vu5|rU!n7gm3u-3;4MS1?S(xs4wm`7|!g0 zE{F-Eli*M6YEAqER&j2{&&p5UfWGI->K~mh_z8s<Q>!FEr*t{ht4a+#-^v)tHOvWJ zt_|^S_JGcR_VSgUG~5%Z11*Ao;a8K*N_)H-Iy2$ZMdrt$kMFGEJAr#OE@+`4^248a zy+~E_*cHA|9Pct`@f=ICW`a2M0|@)j@<#Jz>^o2`lI8_p$j`6gy;li)hnMN;xu}6h zMb1{{&H4~s*KX#t0ss2T^J&2g{ZK`*{?u;NscYtRTcpsfm3`9h&O&|ERJg+M3wVXR zL)pCb58zQtw|u`*0!M#7cAwH8^AYWD?wGn`UxVGx{3Hg{D_4`ZWDz$>QrNEfBcGgW zCv#$9#B&L~uhvD6zF+kgj~e_O{#~v<bO5-Ohe4JisTJ_Kc;=<z1Hkov@AEXF0B>6r z-b@32FWGc^MK=yS-*leCVd!leXx7$EQAg<>>-qHSn=g?pG=BPDIds`A!q@j=zA<@x zTfT-BdVG=x<g}H@H`*>$vj@?yo;vCoTp2{rMo{`MqYgIXCOMLifA^z)u;$Q+daCn- zA?FnE(}nG$L8G|GBztx2kAqkE@aoO7a0oGblG~r^S}@VVE3n7z3BJcNFVk!r=5wz{ zFzfRA5r#w5&bxkLzI`a{WY!tX#|rmbY=Gx;mYA|p!S|2;8AM+p1-|_B-6cKnWPcu2 zyI#HryjxDVn(>Jj(fA}&U^yOs%`D7!oH{T+P$?GoaSgb}-G+~ex`<n&rOh9@F=tG_ z!`gE<@C-GgC8Py<{&$+qFAac)dkr73L|@S7a%hVVadp6_S#B@z3M$T@?t2jT4>Tkm zlt$lpM)lvJX4Lh&0y2}=q`iqZB_^sjkvGLhv>tpd^Cf(H6dPXd#C&IcU(3iWa4y9w zvPR(BbUV7rg@8A04~9L$LJ5N6Z>I8^s4o%3<=D)41A9}0&b|5c6m`?H1Jq}Vz(>ci zRfxV0As9w!L`Q(9XO}7EtlC5WC_8XvGzvbTZ49wzP+yUIvjxs#PKQm`?r%mYe5?l# zkolhhPL7Q_&!GRi++V$FhWFcKyJVfvhxm1ntdJ3TJ)gSfnn6Gi@%3!cnIrqrPwU24 zrz3vRe^PxRg#IE%EO+?w2KX-`@s$X0i&{GIaslAF(qD~@ING6q?cX7I_Y-t;ckKl^ zP=|55B{XD<;2Z=Sa&z5BT&{hc(+}LvvYmxil?FV<xbU0^{{KHGA0!Z!z68r*<rsY` z?5jAY@8h27PkegVS8@eD^7~$D9I6e5FOPs6HzVq_(Y?O;g5CK2&4E8Y*MLU~tq@y| zLml1kV>-wLoFyuDDjxL_-%>c4sS)~dp|IIeoU8i^FFm&j_!v(eUMeO7uCD$3hbis{ zb<mNza5?bpj)yf5<zPPN{5LWK;CbDR!fW66V(&r7A!0%k^9^dX%KLdS&p96SJaQlU z?NnWpu{P+o^oR;d;9JGFw>O2IuunwLlVdOfc-uwyJN<}L#cztpp2P(c8VTed=3`OE zUn8s6fqvu-y@@Or>R8&1e>vNo@Qr^~yx5Q5-?G1HNdoxDDCcicfqv){Y0D~_RZy?W zT3k3k2s}spqGhTM>b;OW1`+UZ2FfvQlHh?ZW(W)SM}j9?(w>Qg?(!wSmiFFe_yr$X zcO@Cb{mrmFBDnzmvvv7z67WzyPo_*$4d~b9Jp&Xrpu5&8Ficp)eu&t~2e&bo$dMt= ztWX8r-tL43&MnOKi_O}qnFH4<JvsfZFo+oW-thb`@RkZ+H#RYxV;!4^X^m6p*RGq( zKN|<Gt{W#+kME_Gw=Q8k3xB3BAy?VK)4d=S$?($hAS$14hGk)%F}jn?VEGXG$j=v! zM53Nu`!crp_!0Wym@ACle2BkJa*7Mf(6@IwdBr@0PWBs_g&z8ww|7`7`j9VQE3v-) zRf7EGdRt#l9=Q0az2UsjA#3eXS&JL>BxpVTGSa~VJgOdxFvYw?E2p|6*HO$}b!p~L z>_-1Y|0i0d8*|1lssHL_BTl}mwI2>cpV_5kkq`bl*I%tpUNneE5N6^W^2WT8Bd>We z&O=xFKF?XiZ|>7qo;U$7{CvLP_6q9nreK~3J`Qif{XtTG-aF_}WZlvufRB$+@BPcP zAA6nbQ>hEA5hn)EMmaPiJ}N{M_JbeikFX6D2G67ursYy137*yd?nfHbNir81=N$09 zH2mo#AGiQtczRNR47}SIrGJp*Y4Fbp;_)M_cs~M_jI-tFXKxKpB)`YJP4<s527Eq_ z`zf?Hj>F$x>*-KZFZM!PoZ6d`10S4y1EfvH*vFEhctE-bxWw7FDjQnxPo?zJIBW)A z3La+RaNL(lm+1t}H|Pfsy=&NubD`Yz>CC=A=s&1T74lFok;?S`J+X+nhKv5KYTz?+ z7`v@REzyT+4e6SIuRC3LL%9R`jlr#b^PF7pK{@Fyu84WU2QGUeY%amSh?d^Y9lZ2% z=T@JL1kRhwlU4`RseWV{1<!h+591LL*Z@xu>D%kca31%7K8c(be9=R-hwbfc;FHfE zjg*PU`O(h~iNU>HDBSdk=7sM>Y$LVeGvLpANP{MS0;dn#Hu6RvEkp72iDe%0UsmYt z&2K)$Ue}qQ&&J@(N}jao2|Va|P0!8rROCO2eE!zYz$L1V^RMIIC9h<+oC7ZYD}A9v zbpq#KD?DyeJ&-u9VKA(W`j<<#LEl0L`NP<0LJ;wFp?0<X0_NiLUoFFD9Q}!MpCW0K zFEQo!Xo4x+hd5-i{G$Z%g-Y6<u^oN?ZPw23W=TOryoE!Gcs=}gQqv6Fvf#I3Gi&<! zFZ#3NhSyYefTIqysU3X|9#vk4K`|0Kx#h4jC0F=Mu>?k%Wc}~Y*XDByaX?DnUrP%* ze<OoCE%#M|i6VQi(mwEGB>9!=1>MkVn&wAvcj9xAaXh~Yoc(I}3xB1^AVQ@yOq(5_ ztLqu}LCI3=OU<%uWrz<VI<D~^znBkS+#PF&rR{tP)(zGMC*<kk{a4a_fx{W?b6Nj^ z_|N^Y?p7W%;&k7oiHbJhwj9$PGQfXpYQ-1Y46tuKe!0K82>uarR;xOF&`G6=q@DTf zO+3xc>fAjB-CO5*^HShUeG6(lOSm6`xuWZyub?-n+`0b)^p)qd22<{w_aij26ByHy zG1p6W;~Jel<{l!8o=*Z-6tBA`Uw#RGA|KClir{lic-c*Nq5c@4<*<A98GSwfqqE$2 zu1A<@+-5V}2^M>n`cCL2Dek0l3m}hOb<MdKk8^5K{`sI5E#{VVvaCs;K<C%hsXB{# zGnIbpTiCD{VK}asa0B(zF+O!`c4y!!$9Ug;w1a+hvo785HSnd<UPiA?%tiVo=eF6y zzkT*Nt!^Oj)}2GC#$PcvvnH2%y8`%C3CAZN@UL{udqS-k5KmM!Ilq5E9+*~%CI>&c zl8_|1e*?Po+FC978uagHM~VsLt;63>6qX@xOOOcMb`gOu;@Kt_AM}TBuU7UHCg5DX zyJR)iggX2I!@M0n-=eteb?Ol4?_}xve4wLzP2H-%AcFYhB{{-Rg*+Hb`tkwlB<6}W zIc@04OYZNtkq57NAU2402KCoYn=cf`N1;3YL{egfKIGgDfj7GJI5#Bcspo;W?Ecv| z_c$2uqx;g&)+N->x<&QpKf;eBW%%`D#H-Gkg6xiq@I@rE&RrjaenySmg)$F14Nl9q ztk6>rA1RV*fPP|4Qa)W2-)H>TjyWO3{nk4FIudT^|5NHql4P(ik6u*z*D-uwI=f^m z;9G}6bgObUFz;vaORe|~_BV`6(sBUj^<E!6ef|^tu6V@BS<vrUws>^z8Nr-fHqW&H z@Y=m~<$sx*@b|yAahIgS?^{@}gbDFmA;F`f-VMIB_nt+P{==NlAPx6{M|l2S)z4fp zNAg_eQ{IPW?601@5FxS;@#+KPRR$XD-?&3{fMd&_*x6+-VjO_E|9TepXyipYS=kw_ z@4yR|M^D~5=11^Rs@mGsV@@EKHOk2WxK(kN#%uHk=B2XZe?MTJWB5dx(q-V#8TL09 zz<Vwl)T)014waHUCq#xkHk0^x&SV*V<8GUm`+U&9Kbdy0fqsu|g<VB+0r<3<yRxV_ z{7U#L+|PkO&z`lqA2$U(%{OwA0|nr7|D))-<FQ=Ba6-u*g|cOr9Z5=2HX$V|vVHaz zkqF7GB&$eP*^!m;rcg;mM2U=yY)T^IT<5RzJHK=Aeee4`_qeX>zU~~+!|IIaZ+RxR z8`8ixPp`%5vOV@ElIx~)uVH`YfKAWE3&6Whu-}WEa3kLQ3aWU9{%i50z$Ha9#8ug< z`~+jf&!9UthZGP`zuvX{5(i%U06E1c=p#Lh4s0H`@gkb^O<C5Sg4ZbfDX(n+-q+$x zh@B+Pi?CfzoPawK7OPsdVdGBtmbZ#u(}eCj-cVv1@vBNmfoD7PZi)|n-)*|*LI|_b z%Bntv|DmuNHIqL2d8O2qgAvgCM)|j#1RuN59BOHSzKN?=SMZKMaCti;ev@4IIWW%X z&?;d5{p-t<9H@tgynVVkO5nM>llAn0tJ|5W&67}P2H8inG{1Ku^aT_h8|Z;Aose9d z!TGI>?2I`V<V;ZL<a*}NK#y@oZrtMr=4kUiw1l3*oJ#Fzgoi8gt;h79x=rZ5_GaiM z1J4rC@|_k}!v1BC{wi~AXX0yk)$Y)5(D932dLX6lNobF0i=Mp*Jbs{g!S^qo=Nli_ z5}Ye@14Wp1VSk4%C8K2^_@;i2+&=Jv3;rf7CeYn~q_273#f<o-lGOeP=PKyT<umOE zP(L?~X%3X54occO-8c%I+(7U(ALbBmXYQ3^MV)v!C;j0Q^bu(%HiecGFbDn1i(>B! zC&F-$rY1)bdW%jaJ{jEKwMLg73h)r0se?O~W!#DI7MTyEJn+BetC|zQy}~8#jF7@T ziN{KM)J3>=)~({xRu55!T#n)F6^F0UlZU30;LZN*Ngm%dhPb3MeW~?6_IK1uZ5MqB z-;E>on+D){$V%+pIw!G@`C<yyIB+L{D0{2-c;CBMuPcOBBah!cGP(hMT-2PS$pua9 zkxRB-p`8bBbd14Xa~=2K&Yc?zz<s42)rda}hEI21!8A4c5zB?=;X~+aXT`p4KKzZk z`Ou4LU*xNBooyWbc)n}{KDC!`Vt#L&Da=?7K9ycV3FHdES1CrxPiUhLJ3~F+wt~+$ zKR0y41M$pLIAE0nKBpDREGNLXwdnkqee)1Ht5p`&{-5BN&pL~6O^}G$$MFwX5np$Y z_0%uzaUo99nub;)ucq()`-`y#ac%Q>_`zCd;&T;YM#be!NS1c>S<67*<-T<}@w6AA z7Q%VVw$zo7%>Ba=h4;by%O#xxd~cHJgXC8s@R641XZ+)Z`O_uk>$=q7BY1<lCZVq# z&wH$-4xEd{;Ysu$d}MeeVyohMy$BI^QQGIwquQjd%H`nvi*KDUDsLbW<A##oa=v5U z3mbb1!H@UO?t5Lj)0_C#RId|&eBUl;=jH;Q?9Y|conag#;)2`UxXcgiW2IG5_k}J% zCr6<F5_k~uX|HBqQS?6pZ%Ta<u*adN><T3n`g4s4wQ3&hAyK3IA%p(tvLeIc2IA-# z-2pwB9B1NgeO*Vh4DePSyX~KY&^PJCe6m448;JRrm>~^4s620Ss}B10vvMH{ci|^V znfmeFX~cm($=mIyqj&o2P4B6I9zcA)E)lrwZIkP}tiaF8e_hS%MqD>kQ9q!B_to-( zyG2?Fb@t4Ti&C_hBaRNzbE3h%f?u(vKcEXQ$$dHa0Ozp!KFzZY@SHqhdH3F7jy|?c z@Omra{C!#1A+sHLPx21~(jPbzxzZUeCr#j6O0Ro3_yGEHE}qFVz@e=c4fJc8!PB}< z^du*sF6#4C);otfT9mX!Zw7p(wOD=mE%LvF>3Tcrl5IDQ$%1_0U%{dNjs(1Uuvwz6 z>^FFV*uv2V(0^%%@U=Rx!G~0GdVQ)BJ{q)<UMA34ziphEF*HLyCmXMd(1u@!Id4n0 z2>f)LBc;Lupl@2)<DS8SJ~-jVWR{2{aX;d9?E7QRm?MoE4YY;dXW51t&vj?w{6d&@ zIyLk_G=HO<DoDh(3W;NHO`(hYWbmfo4fqSG=JUG9i*w%#PH~%J&!x4TQGy`!JP-WU zkK^ZWFS~Wk#6V~Nob3b^;%)x>=N^X2@MG%LQ9h0Hy>#PR?}ZglqCO+pc-9y?exo|- zRCdg19L;|iigWvGg~G}GIDC3`NgqkO44>s|d$igOp|9Cp<olG|naGn|nhxs5`BR_u z4)4UA`@<VNZx>yOgt4A#f9MnJMV6Fyu|Q{Ec0k+<{ezw6RN7*<7jfK5>hl`<V$WkS zPqfiDX&Q|Px`J<N5Vx@mcR~M2RyHzx2l?RG`yBG8IESq>dsKu_w`;3({=&VNSyul< z349>X;(~t_>QiQMy%Ih=U#gF-8Lq&KcCRHX@#FJkYPK4_>4&dgk*nNe^jn6`R!23y zIuT8;EQaiH-$c3oxNgft-KY9xAp*R`W!AO|Tj<p0;!GdaMmZAqHuk<tUxja`-(i*c zOYjF{5tl7Q9iIDH;pnQI3*qQJ84`RRa~s316X{tl#7ZLNwKDMDE%uWZN72tVZx>S+ zv<J?<^}K=ahcl5_S@X>sdqAo(6wb2gqmE~Pu$jexIU%hjXO3z&V&`|!_XFsM_lWb% z%|ZA0etsz;9C(qyshwNj81Vgn+Uj1hLEqTvC`y4k+hnql+5&m3Po6%%9Q~VCTkkSm zEcip0E|+vo_(d3OhRbaNe|C__I%$nOCN(EMWP&~?o55$|7WM=zD3B9)F8c<~ly67g z(Q9wx7X9o@Sbk5Y`V77!<cZ2s3hsMpk(Xs|3Gk<%zbdW+$4Yz1cvJWhbaI{AO%>2p zs^&+t)O|r8Y%9IfG!*p??X4wx)cqBKl9|4UU-5@aCXY}$5|&X8{(h*pw0k5BCviV> z`yZR1MLd{Q6!a>igr4LDeJ7ndi7*IhaGOHi%g8wWz7Ki*X|r;{UEoO9e>IIeDq&vd zef&8qaT1}huS;#n4RJiso~^AA=PCZ}sa<$Jyf3xpM}ZTJlUzq^#W0V(ze8B%Gl^ho z-rsZ(exX(F4!7;bF)#o1iVKS<d}L$(y33oRU;ME>&=vaK)^E0fx51a_sQVempgw;p zSaF(80=&YxONUoH;7?VS5Vo3vdAoDF#y{e|y!%IX^YAI~;PG)CN~qTs8PB?%`GY-6 zd9SW(TB81^(Ikz5-)?UY_a8%^xH;3asv+w}gt3Sm;p2dhIcvfZ58!rmVrRm&zBm*A zUT!?<ox}cCQS-Z2sLyw8O)vdl7rj{9*gAs#qww0}Zza^|TN(_%?FLRs%kbJyfe-k) zMXB5h;&{Q2KvgG3FM_7q)a}nQ^wRZD`430}U)TKiqXs%ct3y*|3$ci+iF5Ph(CycG z96ay7)0sGW<ztiHWAN!$8-kX0V!q@#4V(D_eBE~Re11R&euDpLg1$TaHJviqIBlH? zq2Ac8_G;XhF=4^i68QY4x1^gb@I7x*W>XnE6EuDjudKT;Z@^nBcn{}JTx6Kd<|*`U z?bEr}(N_&NEqA<z-rw(T^nyC#?oy-W%3<_*`#;yS9D<%=MY)yv$UD?=Cq50{0iJd} z*lGU{==)B+QTMb1Z@cf55aVIwhkA+Y0{+&}Pb-edPv&CIhVz8XumkGzN(RBi+xYou z(b4a-z*XwJ7vpd~W`shwk&nSoK{BeZzZTDj?b9+tJalkH+jQx{H`)vNe-WF84t$uC zTMc?i@-CMVOE&C9%BdnrATJmWIJr%hxf3N>2?~xUF^BkY((e8k{I|0V_b%CD55wIP zEsn@L^PiuMIvS!cUtnq7%i~GJ@h1x!<6e%Qp<j%z15VUa!+Jdydlau~B+Y+89}%CB zlKu(v_78tP`-lF)c$<`uC-{V#nC9Gm^qUuL*Vmd0;H$;^g=4!Q;)kV-^bqQ>hh5nk zL+kLduzFhKb_8)`qCm%l47~W|i1v2yTP1vFzS%u<BCO_Ri&G1*-(hvAa$7X!{-fs) zX5B{}bNyG<SPbemb1QpO8{kam-+bl*9+g%f?)g7X-?HQ8;rSCdA48NQBgk_-Lx+8P zz?*!i?<v?)hcAv@6w@c@Hrgv9_8tcwm}qc0w;%CO>b{!68`M|fA0Ka-&%%c>Y0csh zza#N2F~I0F>d+r5<S{bPsmW-x5i|#!iHW3z7MWizgj=27nRY7l@f}hW>Ss^~1bZv7 z;(RZd^jRhVzfWw6c^iSa{Bkc%w=M3i!>1e1htg5!Qk#@VxB~b1e3i%@L!Y<eVMv8@ zQ9o+OP3Dg}hvVZ!)F~$-dfr4r^EmdW`oB-#<%qaV&o+85!j9++5U;kxzw4%K{VGJ> zY;b>6P<awMO7ShB;BerB;gM&l5-_h%8*|+aIHtbr+JcOnGa;*J<Mo~m`}xHBIZmNZ zJ|%Kvf`0~kQFwG}6u~1J3zUW&p@Xkd`}tdLdcetY!em$QTur7Py`-%|e6;lGqQ6Qa z&S;FxDqJHG4L@75%b<gZxIVU@jtBEQ)OWMwk>4eDU+ic>TxKIbf6!VLx*Vlebt*S^ zqNT3lMizM2W1KhlQtQAMI*0U<BLee5Wadi0P(LIp56kE$!Y}xou7p+`bR{KOXMZAo zXEVGhE<qh`bf(`XaR9!LZMqD`(3wyqZR-77$No~WqSYTG(68nyf3I=GeCQUVs#iPo zy2q%B#BiP?@4R-+Z~~vbjWfXuxYo`J{^7(*_%iRkb)AL;9;{!oaT>aQztQC8fHUAH zPHzORaKo=rUYMNk8T1`npE{25pdMR0T6ob8e!p@D9#6-^@1pEOpdoZ6vBXdqMTrZ1 zJ)BcWx1sM0Bzw(I1s!aV*+4o8KH^JP-rhpo+Bv>rci01SQ?)7PnMpWjizgRD5T~y- zY3SCLB0jaKoU{V|G%}mfpm`m0=rUgmr28?4+g);_?Ih~3W8_atfcJE$94?%J&d|sw zYK#FoUmuGi&;6(mTxB`jZaSkrxo*bySPMF#-`&rLp|4uJk@wsL`lI+)mHRw!A9q}i z_EUN1Mi{7(uQH*&e%rf)Em8?QVzFaf8|vUaQIS@OsP7bJB9ek#urKLy_{cnP#l}LR zLzYeO)2}&HY>)|^Yn%3(EA|W+ycjhk$KOBOK6x-A4*QCB=bq2a!#UV2sXv7CZ^oV% z`w6&!p9WvgSQ+M2M`M#mp5c7$yd7q`9dq72+zaX?%pn%&)a=6jd;W2IS7Qlujp?0} ziNGzRgeOMpfsfg`de-Jam;COKDEBMGxvQz_Gv;65OXWXsr80&@818EyrviTXdDMoF z?t%+JBQKYuU5CAH+o+X<QEz*Uar}_U!Tyuj&8bxh2O?b0Xr-?n_y1p#MLBSk<5zdS z%pV0l;gPZyi}<)RV&BbRCCtBtI7@rdqh2fBE>cM6Np#b4CQ+k*tZ`xI*#jTHjz>l5 z&d>?^kry87FG9WgVOr^%BK#G1+Zi}BU|%Vjd@8(sh!h73K`qo_e2jTC{=Xav-tWTP z8yDcmW7{9Febbo`ue1tTzlD7}e-7_y;Q{|~GQsbEUP7XI&w_I;KKI`N35PA@h3Iq{ zu{rEvu-m=;Nh<iNf_Q-s$k%-*)=~yqpy#1(EOgiPB+A^I?!7=BcoXsBwI3zs#}Bkb zFvcPd<uuRH216fQ=_vGv9&!G>;AS2AeST$a%KbXnU%M6}zOUMYsM*DJ=m~U-+sNj^ z9QuK;U9}3+?1um4*Sk-%!0S^<K2xBQCK0A*`x0r4+=yE{92<F|SMobpqZkBzF=_vS zsZ97Vxa2Kb<U>b%qp&QR$qRduU00hXIpG^wFC+C1dD>crCO*ppdbd~NF#-6wo13Ta zQT)bp><TGg=f~X6w!j%_;Qu8Qm3<fS`TIYO7bf7m+OD*AWhFt!xb!giB<h~=Q)PoO z&;t~2^z=9{co71`G26~k_>IrHcqoAvKfNKj_d*@?IL@Pfq*Lf)%S>W(Q1^dl`q`Y0 z{%N$=FI*3GTaK9gXTA@vMCij`Y2shu??R9p+|B^rbi9>rt=N$mX;-_t-Px5mUuooS ziRZs_>uoY0KX}0tecXRn;ZGwrd)(tLe9Wn8s5#z42eo(hdt{j_k+JgU`4#j-HU0Ti z9KG<3^8TVni~KYioHe|>fW06IO20>+0#{}EJu5Z~J@bKYYGH!#wdfW}cP&7k7*l_w zh5T}R>Hu>;^cT~la&@;$=>J3vt0YlRF&@}B@V5o`r1R0~ho~n_CPj~~_(89mrF&cl ze2Qeg`@8En$J_xN%KErpS+O^67{A4wqg;2f1^gq}`ICLW+dC7XN2v7U@wvmZ2Z$5U zXPvd$)G>bzA34u3w-8tODcmXTqd|SgOeXTs$Q?SamZSRe=ocfs-F;oqf0v6lrE!4Q zT5V=9-vK_2Qf1C0Ko0ve`PFuQMm^)>8&D&%5BTK~Z<RUppG6x5-%oXW68FcS{PhF> zvNW-6IfEB_dd<11_H00BnVhP3T^f1zfSqwZ>YRloj^n<-h1$qePaDtzw<XAKR?Wc& ze17Qi+z;q36h0oIO+-H=NMrl_vIp@b)0#eB7W>k!t-2~ELvNeP==l$E>>|wt={Wp7 z$-Xub`+v>^%W+*lW8j>>+8>xk_>%}(BX>=!UEuGZs^3roz86NxaPiVnXJVzuPVpyj zvDEp8(a+)g$9>*$`hWkqTPBgg%q55qUrhuRr+~APwV!T$4<2q#LD~-fo-#vnOTVGZ zirHov?!6uQ72^KmQz_UVvs9M$Ki~WEE4>37bj#V@<vYHoflqzKAjCice+l*^Cl%By zdYTkTe+8h&{pNGx1D;=s|E;TS9eAHP!gqUs|DC5?cl`Vs=fL%c`Dbq6&{yv)z7IxT z{lu5zf%^K`kRY$tFU-3hd&FjN9=zM?&V#o)F$cG0lOl-z<_NbwBRk?-RrLegjXj8m zmd|3JAm4dv?>?Om-h!;gQ-;?SI@G<@wW%YX#C*JTeFpdx!@S0w75Kg>q$5|lQ2$yV zj2#+={!{5jbD8uP<p2CC)2U%R_X|-e^$O_YEH|UDae|=RWiWh+-jz6*`g&V7&e6L4 z17$Jr!dG5>zvB&Gh#Gh6WeMQ>2WB05WAS;y3x(WjHBsjs3{mP*M1Hz5Z~PN=Y2;cm z`R@tzxpb6IHJ;*o4JsIPq3+#iQzh49fqvr$wXPQ8$F*qsUH{&o-jEVgI$!5OYzXm0 zmR*5<<HKk3NB2-qMrC?EQ3r3ZKlkXNIw#`f!6n)@F}#QDZw+Shz!?vubN>7Vf0ruR zr7YY}<NnK*!pp#cwj0NApnjN;Y<SnghkizFe&55_z(ZIWVoRfdTTUG3%D4@@Y4hQ7 zGz02=JH5|6C!lw?m(0CN3mwFf1X|-R?0wIxzp@=r?ejk*|4{TND>Ch-=Wj!wwufcM z72v`mBS8Z;$m>fRgVSelZr+CuzCD=@Ke;E4V`GTF6kJ}OY?z}9?#^QfLjAHsvse5a z&Nsz9s%HjO=pSgi@?&YRk5avGif;mVLV~QZ&p{7jz)yhU1Mt@yHdCp_?WmW?cxtb* zc@q8pXAAkh0~ao1ND>1MvW@%5)&KdmV$P&zK4j2w#TXG`$lEdgBNs}6H=k|$`Yt>i zI$oh;oNS%&r|P#bD1L)|PgkxI6R5jGcsKtVy@M{k;%r19KG!6NyS(g9)R7g5)?DBd zOEg0pNQa$?p920av%BCA$)3x~jq|!>7j%>ldY2ZenywK(cjDB`e>bjSZ^Ypv9?znI z7wj-!%&<KHpNiZxsze9u4eR{bt5xhoWNxypsUZ%u6#pGD`H8uCN)?5BvQEU1$gt;N z5d14#B%2%2=UwuovM@lL&9h~b$_#WM9!INJn?q-Gls}6!cm)2C?14S4D!_RLY40vH zz$Yg}S9dpbT`UEg%G1ELoW-T2c7y?k;Nu${01w}D$!Ee3_koV{7z67g=-?R*@0`Bo zNl;fB2%8{}pW;@%UB`?0D0f5g8F!px?cl6`1HdT-ExpHafB2o5>#`6JC6?2}wGLz7 z<V|mD8TeYs+%vYaAO~;TFnQAw@w8v&a5Dq)v-0IzPX>XLc^zrJoeF%Up3I3w5pl9O z%rW5*aEvn&{wrI#z#k$H8GZ(TVEuSLbn-BKa7%}?t$^n*eQnQDf&MZvMS;@}`SqDj zRB?1Z=Isq<R~r#0I`m9k1gTsIC)UqTALU{{5!vTU`d-*S(5^h&m5zP4C+Lpe0Z+BG zZPUXW{Wa_41CuybCxUZTLXie>L+bn({Wa)?hhp`#C~p97bmp!f-ws@rULmo>2lMvB zcO=;F0$+&aNxzoqMZ~roa(ak5Hj6!A{H_7!bwZ=g_Tn6#iyc1XvKPJt-v{W`@_`d8 zo|^H;y=gw*p`x0N{O_dPA>0X`=vhY%t&|Iq@u774ObOzkNofx&^o&kU3q8M)x02@; zp5M5FxJ=$-S(Asj;`_2u^(b)aY`c)(?>vb8A4T%+`hh>Fn2I}$xv$RTu;pavN3RSx z)W<&s?#O2Bx*t4ewaM4PPpDryU6MHVL+>y{Q7LAEIN?hK@O~WtFFEi-Ca4(xx+guN za#6QaX$I1Fn}PpL&U}>V3f<B>8ihgV#jC$fiA7vOKY!o--;@mWb)h>?20|ZD`LL7E zGlN8wgr>~&6}S)r3XB2tAK*K+CEIZxbILyUcaI37jyRTiDQCLPnQ-q>JeI19`0<4* z>JC2VkO)owZQS>jU52D^oHq@d%EON_e|g<f)v^cmvq%@&JiVwRano1f*{ed#kxRF% zH95oI?u&uq$`km$NzJ}`#Sj0)wEin8sIM<^be%nnzQrtHh?iXhJgVf^7c@ViCs{T! z`;hHI$Q1oN*<gnG%)jMa0^RTvzxPgLV}wL}Ry*{_%o}qx;)$mVRXmB1d6R&6H_S29 z=qfEEFU4KE(-JI;dMkHL`5$<_XOlLsi=lVmm>j;!rj7l<$^7MO(ZClffB43AftNg@ zsVWX!DPHbAy`C-ls|~iKTN0?_@8)mshytJ6>bBWpjXFTTZ}i7B{*JR)jIbN_0ETjL z`wU~g%W3Z^A=KBezl8Q{Bi~m(`M|Rac)8I(oshkZsMA=V4c<ULsMswmqpb&in@2|> z4tN=_>(M?3^eZ;%?PLr_&cqIVl~`{L%&&~F?^8s*BqOb{*97OQJ%evIk00_0Q;4B2 zKKGXjtHV#|fqw_P+Dp*@A3e_ZvDFZNXQxegIr?+W#6W9r<k6qU4V*1^p|4^U{-ua| zLNU<Db_97}|A)Zk9XY@qB~KrosBj{%&6}(hIEQ(i1<NM#Sbk!m^hP7*tCCkdBEY}2 z{;HGNw;Oe<mWR9z^nOZI0cNp>!21i+X<P*ExkJG4teCwAk+JbS(*wG)Bkp;#jM3O% zE4WoRjXvGcv)R!K_wCiXU**lu@Ii6-VAkCW9h&?hchXn<p2~uM2U19cI(N1WO%I6} zy?rS@6z8Jx9gVOX@=O_XX^AZQEJ4S@r;nJBuS!`JC#Rr8>e(rI5d88RcQ<-N;F>)7 z9w!P1(Ra&ndcDVa)tBenv~a?F*l@^>Ux>R89(h_YGQv+<a5aY-xW%f}k>*<5i$lT( zjvC_ka!LOSyWveD3Mn%uT227pmf04egrE0WeSb?U6ZiJXtVXpibZi4;6oazBLm~zf z=~bbhj6PHSsg^`sdlQ;xhP+bU@`A$X1?Igy_cYn9z&D|T=TZwdbVk`9M4vB%-{s`o z_YXL4f{&J4q9}<tmLi{Z7jdoi>c8(I_PB@P+F75@I1|re9YaJ>FYa@?81Id`q*ymL z;G}>TvAMHGvVYZ;c>X;<ckKcA%e2DOGte(MAG&jEtra-%hP$%YDb#t5lDjG1x)5WN z@-1Xcs8@5G8{Xn`TxTWU*(nO2>!r3NA7AJ_^utmbQ1|MFv&71xuQ*i29D36Nxc17w z>EIa5=j<!C37K{$D9HrWuNdGx?%U4Oi~6oaZP0?I8aS-L^z&!ua3BATr5r_moF$qb z+94nB>>6T?O~*OTkAJhkg?T<~Ny#d7#~zT#Os!n(*;2f2-hw`pV6GTyCqXZ>jcLXb zx<zg>Eq7Ka;A92{iYm0I2mRKct+W3h56G#bfqR)d=%27feq4O#8Qg!=h0vZ)|EO4v zzgzgNLKXa*f88smuwv-oqdM=~qt6gh87>h8{(Itv{Pj)bInz1rG*Rf;*9-Jxx4Pid zSrC_&jPKW&s%sRo44!a`<-<Td_Ic4c(=xBZ*KBdJJ{~yq)wYDsix#Ml6*{h5gdaTD zxWW1UmzZl)`??jj1${4_-On!t$e&!4zdjE`2X!<eEm{<PPq4$fJ?<&{<G<_ofa8(( zFdJV%A3`?nbpOmB)X||KCVlZP#Gx?e)#OUVh3oXSr%!njmI06d{sZ5cc7CqwuQKMR zZNj87kx!n=7cm#}LKh(!&UOxc+1<t+!d!^cGW<XLGc!Di&KPFVS>$zbn@cI=q0m+P zL{|NC$2tBZvMsdFiC8HkrGEwP`hEO*@uf-ROJ7@whv);Z?l3kT6owv#w%<O;7k#0% zb|DS&dgcBXFLKvi3DMSXUy5iw3Ey`qi}Ud5)cd=;L4*uAn!gpd%O?1hecm5FuRsr< z^<?t}@_pY`jo)<m{A*?wO^+;47hF{y8q9Jcf|Ml+sPT7qB;MeR^uT%kExezBheY&= z%q&|1R~a}IRC~Y+ah8nZE$1if>qvP*_mkO!Xxua1qj(VaiP3F#XEJb%Q;(RG#4yj| zqNh;j2420}Mqv<sbxYF@KZHL*4{6-l&WU<i=IJq?*La?C3O)5Zg<Ob#)@&nJ_Q6L& z?>?6s>QB<WED7pSC!*NGjB%P0x~dsjo~P({1i$L`rvuMQF0H#N>kYo(v!CbAt4`>j z%=_)Pp)O*1s`XM6xYr)SyXhx<5B574+d|iWD=#yd0IyDj*B2VS#N2p4i$Q!o;=$Jg zB3{rD1hK|@1?`4jU8u&{NC!Obo3AA5C&&w_>rVDG@Y${Ywl$Xr9E!$xniqQJlQrr; zdmB+F(@#3>;Dnw-bb`Af9(?s^T|l=b_RMwet2YBrw^-MnORMZbNH>b#^#g8TI$>rW zHjTZa^1<PQ(2KesyluC72J>e5dz5dd18+V>H=?RVBJ|ron?A;zMcLa|ZI!s+LmpoV z8$74<<XZ*SxF7X&;<qiU;Oi2Q`63^@#qDk%zb5cwx*G*<6awfY$z$0TMsSX$<VF*L zyEuO|IN=OlXz^g}?I2CeC*ON~kP`n)s63Y;&IEtOgS+Poke@YP+K>JOkMLCsM2Ixr zM~!7s75Jb={fF1ASn$4e??z8=A#eY#dQzL>i8_hy`#InYl&5k_m>&ZVVF)}EN(~&t zHo$!b&*RMRm*0X!y@(1^=1UJyZ?H#fXOVM(Ucc`;8+i!c<G8(@4|o-+w>xWeQRh4{ z4H7BY3m<RcrwM9V&|UjjYcAKqztdOXS1`Wch2<d6UrLBe;_|Df5f5qaP>0{g{x##G z{4uj9(6yHwNxzGEo0J->X938^q-3eXYOe50nK-m?(g8dV+qLg^QNLYd-bP)XhB-Rc zU2X=Lm+t!hrsa$i_8!{lSXHwCN4kFR=@;PN;{FEt<Nd(TX=CaH>wz;2bse=_M4V74 ze?dZ>B{}!X)2riu{rLO2dgR6MKi#@nh`TL;hvW0^K%dm$MPG{ft-HesF@hK2e~{nH zJdHZ)woKod^XUI(8upj38smGgk4w2&LH{UnrQzZ^_<e}DT^mHcu~_{iZ)Of$%BpCf z!4P<G<J}Aj-0#awxr+UmfAFIz7D`ofA(;FX1tVgh<Ggl3rx4$Nob)Vn8!K>rUqLcA z)a!<OZDloZe>i7@+jR2b-yZur@Ez)&k)v|+w#w+28hm&uZ@CajJvNkk-b1IW=#!-n zoWSjm+CO~-5^=7l#(BNNnTXiw);O9*A|lTu@ZEr)di|(o$z?m#;c{c&8Cyw&T1E0v zRrLKrvd2f}fV0LfG8|gR-=*Cn{??-%JZttrn{fsB%Gn$g;YT02yP~Hu?;VNIiBA`` zrEnnTx^MKKaE4F3q0!sO8fSvbm#@SId8vqvDntQz9od$mRjoesogS&m1K?-W&!y|% z$2oE_35-d*2b`>5)9w+MI}u7-o%~aUM3`^g{B#)lwGB#f`)?222-QCFT0QUu=l|JH zJ#vFjLJ=iXDD*j6+xo-RWZ=)Zu#xy|1bx(jwcmkR*q5$R{J<#|`n|E4Jj=J(v*%Pb zb_%?0M%d9>g*GqZ9XrKu<3v}YwMeO{`#yYXs=x0U9fqI5-ZFd1%Xq)$hvz=81D_9* zHl+vN^T){ADk=$maYI}Z(__pvT6|>6#yv0e>wV%VhJ5<*&CJFD@VFs1cT=G!zWsWz zQwO@4q(YzZG%*sfqN3_~dfbH=){>ysz~{d(OLl$b1NgN^ZyjCHpNL;vE!FXWZ#6Ng zDTI2;QLg!G76<01g!G0J@V#s*ZA82$;3Hn^Q*Gn!OhlUHdur~1Zua+|Y#(iW4m(Ff zCFC2%h{{ew@Si75@3-oM$J`!y*-P;z_>bivl?`9a|2`!zKVygabl&LW<;X*8Q5pw% z;g3P0U7mUge3+Sqy5lwOSJql4<tOlOZ4>Ut+Mj?QA$Lz`tp@Jl`i<#D1LpSm=3a83 z?;X0-&Uzkvi1eohwMUmR2N5~cL~{^$OMfi43g*FC`1juYjQe;`M(@l$;6LMo79Tv7 zyosKu$ebG<s7nM*(w#4XAM<#nIJJ#Lcor~)wc&Z68w?gaZ4dmCs2JvMfPd&++M8yh zo<x4>hbc<LN%F>foL_NICcjgr&LAJi1b5O80mnOUb+(Pl!G$;@UvWojKXkXHrkZ-M z5O?ZyYl|_TKwq!EU%VX8&ECCLu@&{E_>tB<xPMfEPFIf&IultHCoK{e{@=&-#Jf!b zzDqgcP7Z0n3%iv($iT<H-KTcxX*u+}QP-8XVgBn`LD-5_@&EgGzaO@JfO!2cW+>4X zb1g>kqZJ+K>ryK8)PWl=y`0r>2OmmMRC#vcoY!a?3vMBgc5r%}%L9)lFr!vllM3A> zfBBr%5l`Z90nPQ4X3T%7{?^?Aynx<5i0wiZcn)U1ssZqhB~7oSIKUqj7};)ne;GRY zs$&XS2f(X$_{S9EdA^w4c-2wwMkK$e(zyj5>R5ctHYez3DirGuzL4}Jw0?Ye{0(uF zQ{G1D87ug~x7+STv16a&HNM=bTI@Tc$u0beIm&CrU3cH40ryxd>ZU+{konMVecO5H zO?Q2pt#d)&%_wEjZ-#!ydA&+OA9&D%n9Mjl|C<JcvFCB{pC{e(Y`|lmzfrhxq7?JT z18l`RaKD9SP6VF4?M#GFp4NWMhI(C`>dfmJ^i`DGR*s`@QmKBWx*L7-QtJ!PaNs*6 zE{pX`ICoEeP#kiD4n(yv>`*K88k;xYzOmU4KM4MshI{|u=iaO^?$-ib{{E~G&3X7I zeB`TbG;$(7_NATK-U(b=F~u-<#)W7!J=$ww;*5R8U*;RYgIN^XEG@l2yvg98dXM~C z<M(vbHx&B;rc!VC^I@)d%)@s5hdYtb{6;Gh{G^?dozwq&2k-x@ma&iaB<dU_^-nPU z&pTWR$ieeZ<|<~9K;HP(K%v%wpA+m!9ti=y#`sZ|;-wPs@+luOZN!tcv%5F9aL@8r zual)H!*5yo-g8~_hqb?kLuH|3(@!(b+wlecPW8jG!-xa=R<d3+xJQ?_YaKJeeWou= zaE~cPeC%ZMpa4H9OBu_?l7;#5IF(87d7MjCw<lvkz_DHx<h8bAF3hEZc1;JrXT_!I zSw4J9GCnu$w}lQ;KBNA6i3>5GGLl`@jQF5%_)-%&=15C-Z}j0_%t-~Wnc@Av+hi)% zKaDs~mwxOX;%+kc@r}GQ*mv4$KbHO;d1C&~wX>9%7fe{$D>(^&jyc9cW^wT96co8_ z9jFibi$-L%9Ehg9<ik&(n|rr%mHHp<p=k5T?qA>FkCFdq?CdQ3l?OYv-wKC*R^#G) z1?md75moQ257DoDINE;=pZ~1z_Ll<aV~dMlen|!nY*+GD^4&1}buAW>6>Wf<zQ}v@ z`Y-C<?XSb$VV-4QP)F-?<b!($mr|K=-VBRrzc<Oj7b(KTU(kz0Z2u+p_uL`)HLo6z z^2$NIRH<io5%Fn#tFVLG6u7zVB{OZze{e4}xJdY6{^DV;M#vuUy1jL7qBr2fe6&V` zBLn$Pa`~J;=8|H1&3@8CPZ(=zmi8>%k+>T)r0Z!3T!(){XH^>WWj?zPa9+cGxwa?n z0eGbkw(HT^uGl}MVRl)N54xAf_x9*K#(f{+I@{q1-}}KcmD%Y3S^KB^W^fPA|Mu+b z<wakRJ8Gqc`fcS_bJYKPzKG|63Wrd~?iM~f=?q=Z+3di78OtQ%ctgY4y)#ZkN&kfG z*a7$l{k}_fm)n_ekhXDiDng&z?)@*P7571Q>QZhP{#m_?VeT({Aa<UAJDLqVaqU2J zObg~@P07Dje}^w`^Q)r+;E@k(ueR*G1>8h$d!Moq@Y7VU{=>j6r<@v{*nr<hyhyG* zejL7lQ-0shAio;t*i)G&K^Oo2Tz1AL^xOOVURlzEM@~Jfl4<8f1Q~9r($?VqP|>oM z<2~`oePK39#=Q=35$DJADSn{1_5U91Lv4Dy{+8hTcy;nzK|RzOJ{uWo3w%OsRY+UZ zlkk~f=+y_Vz@0jN!~GfdgxTsYDF>5?{b}Bc2cWb0VJwk<1^MC2hkrsm_}oJBnkPlJ zga2I8a7_LSzj85>wZ{YKuj-0iIM$sB^4&^)ipGwFa;N3#lY-#KIW=~h^MDV2Jt%7; zjJ={fA-DH;!)GSqlBhWF`%{iI%vL7Y&&@_AV1L(<_@^3bP$KJ0eA`{@EexDW;oyGh z@8E5<Hr8|})8PO3h3%)^QPe#gsiQlo9e~I3@t%b~d)sV`Mymt%7w?+;CV)K3mup08 zP=`FW<-6MrIGTEx(K(4G%!i%mn=K>(H%_a1$T$F8Ux>O$L>u@Eeabf<==<t>c#5O+ z;Om-yd&l|-%#S(Vf4OuF{j&mp>?rcm>seaw?+@T-BGpx7b_jjK-anKzn;t|rl}oQo z4E7~gr=QhEe>ZmL!iv8Lbd0{|GfYQOhn~IC`{JWBAxNs)qz(c9Qq3PsiT}^<UEYgq z^!Mt$Z{yzM_q`T$=qY7_j_ZZ6jv#pT=z;SFf2)z#x}B0(hcU0vR-u&40-ukrKT8VQ z&?9xsMv^{x5u%TSE;QW7dvm+`l5x_VU^~Q1XM^`Eeo5wWC+5uiL$}5LIg9!FV7f04 zZh-f&iY!0e4ZdE;+;X%PI-bB&FBj1tv#&grQb8YnO1{Bi4Cj0_CBDPW0Q2^Ch8msG z@XeW|-FIXL^~RKJ*R5z0Ve)0I?hkk^CM$z4-YwYgJbTScSPK21K^M6;C-81Lipweu z&`%|?We1xA|1Gm-r$apDJ>4Be4!rGhl2!jW`a;g!xn^bH%vn<fCO3})*XuY;x`ucy zP)_HvhWoXqeq#UCgTQ@e51tQY#lGgYsZ%`Qy|t3sJ=ws6A7>mId*zS&^X99lWjXNE zIHP<<=ra`a55+r&qVIXj`E3XKxP?#c8dJba96yPc?uJfuQn+GxVhA`VujJvuO3W=s zIH=L153+oE>WFSLbo=)+^>Wvo2)Cc@s%BnJ1kG3Th^Zm$1^RveOm#Q*%9WjbSMrNQ z>{Ix3?(r6U<LN^#_SQNPm;T(Mx_l2h=%R(|9n#K(<K-Cr_Hsu8py2cg;KSQ>-|SI) z1)sF2O!=f2s2j#P%C~?Ei{4q9vx81M?0(wePvEIPcL>ZEJjPtC&9bhV8u&@m)qi%- z_lIvk6t<53we|^HLNM^<k>_exDzq@4!7ewu5B-R2-^f_>Gw2u#f906Vpbpn*5zc^4 zmq$H+a1-aaDEBBcJ9y1YjOBA)sGoa2?tB^R0p7Nuk5*t1b06z@q21736uBq;vM_;; zY1pp*9dNRX)Y>a|?_s_``1yb;1>#T$-v>Rs@3im{ht)XvI|MO)P=<c)hCX{wc`NQ^ zJ!|(Rb@YvjmcyQw@I&znt9<hgep%F-)O*jt&+U6s&Nbkqb}mc}g7E7ZxGxe-e((Rh z<QCwK&o_SXM|0ab7w8G^sGQDrB(}N>BsV<ZPwvTe{x9CIQJmgYt1%}cHHV$$aU1+N zd}sKTJW+@4t$t6_2p@9i$NUQX@Tn4}X>|rp`H{=RRIiIfJlg)LQdJW9oc)0#J9xDM zlRXWMyMfC`|9z?w=0!}!sQg?2K6a6nDb3B>lkjva63i3;&i%Ld#{CNDjMZ%3{@wvx zm~Ub^WCZ<v!2z3}S(uY`)l;(PcPAvytsJ`$;7(AuRvjM(4&Q8fv#uKb0<|1N`NJ6K zH`1$9?LR|*b4Tdmjq@%9ZGGykTi`pjY&1exfa6?tz3J4BxHcYcTfzW5UGWN~&?0m} zPQ$GurpOC@_NGb&x#)B3{jyGi=V`tq@M<y@_q<ljjd#rpdX845tGLIuMB#2j;9wpp zd;K@x<LAC#5O`6Ey5__5R!}hJd#@&0?1yfXQGFzV@*wzxD{mSn!CQ@Q;|mkPz44-K z{VT{0oPm9(U%IXnVJUoJxexUsues4HSMb<XQf%Kpqn@i`DR#1@cO#yaGxATEgMV@R zTbQy3c=LV9Y1J9z6=(Vz8R%OAS5;%I@%;qP4n5zv4_?`T<kqE*es8qJq29}dC}~`b zp=-qc%%Nhz3k=ZlNO@OFF2SefR*q-fHSEn{<!n}^g?^N5ve%e|ervm(!LP5VbL?No zvm#F!Cr`xj%R=wtobS@74Zp#f;=h_<p2WAzeEDmrZ`$@b8`y)Nddn$h!-4ZNBj$2~ zpBH<x1Xus^gO`4&>X62{5A$O?MOngeE)F^?Fx%qu{bfD4-1UE5p0e{;a18WF^go10 zj=B-f?<jWtKi|rukinXOI=<hv{)h_l=hFkxou}*3UmkiA_f!k_ZEfYs(Rla?{?K96 zT!mlFh0FHVxL>_b*l$Pvb|LD5Cix!elZXi=>pl__?#o_YrUF0It&(CT;i0JW@7U&^ zj)oqvZnrCK3Gzmh`^{POUw6VOiwPF!>h=x$Xd+Hb@eKFK07qm0CS+9&d{AK<TWJ4X z59BFn$5_N?!Jmgpw(!2Vf=^$21N{c;nf$VQsleq6o7Ns74p-_BC33x(pR66BxQ2Kc zv1@qy-xJWyym{Xm>kD3RQiQb|&s#`(^_ep2@*#V<=bmnuW3GCrWhsGt%N}Lof&4}L zHFF~dIJ++Aa`|Pvmr9?2Cwl1j*A__y_d}p>o@~%w#2mz<)X&*T=b-mVV*YIti2P*f z$R39HC)j0QHl+=|x~A=&7%%p|2xM->pl;;dQ~syyCHPKL*Jvgy_;-g{*?ycwecWLt znWO<;E=H(k19`nH`=Toi>d>}b4n+*W!?^a4!ky3`T^5)ZG*XBEz@y4)6FK<Q#PIK! z>4(qiodVt~|LZ-Zr(X7gCn;jj`pT4pd0%$5=1SmFr_%f`QKMh^>zZ>X-UWVJwVit& zR0D@r-~QVWae9e2_o{ag=3JlgA2`b8LYUQ^+ji+Tc-tz5s;qzbe)|WKNvOX#ZtVM4 z4t_xLVVyNUbm21=H(17*kl#z+2=QEXhwlaoyAhoKC>?fQ;P-Z~a!w@wf^SOu@%2<w z_|k5u-4a%Y&zXOEx6ecPdFG}18w6p$a8!fi|9%NGUN%M*IEP0bons0Fk0Sb#_3)Ss zi5M`-9gaXfrfv23&t24o`Ed!e6=s+_{2qTQtP*=2Q_Ajc?IU5|-at}b9C(tqb@s<l zpS@iR=W)|Se*MIEh04<z`;|g>Yo-H#4)u=ITt?rSawnRj1v=$3(!zJtuy4+B=W9Vl z=t-561$7Q%PjLGu=?2tel&7gb(Jo;RK-$8I7}Rxwfg>~;VZdw7#MP++4}AT8Q}t>Q z_Dzs{#-njwWf-qT4h`TwdS;It22XJ6{=C8x^6d!@P1${7=w~{VE*himofC{qG~Nq- z_zzwC{4?m`Q(n7@7=q8fpvgrJ+~t1G@%ll;`H`f^2;bxAZ)xRD9eM!2TM6aM-H4}2 zm&>QbM8R*f&$bOvV4i)xN;_Bpb3x|=p19q2C0zTG6?Op!uKzZ7m_HHoz)_Vd@k_u@ zT4XO)0Jr<D>VD7oE$X9)nEm%ZkcgZ7fu&&<xToXqz5eI364beFW-nm=;PCFvRp@$u zi!`f0Kt6nOe~?WI{aI89-$E`O_Q$nUe<%gs&3(0#j#e7`#hXvaO#<ieRs8ww>mYRH zv}_95yMPm??i~#ZhM!Onx!gtE8-3n)BBKkK3w0Zkum{iM^HA?&68Oz8Z<yJxa)1xr zvr8`#^_EO+e`z!73q`SBuPEqvl7ETHvf*>w9(H<h7XDJ%MjRY`&^2qQh8Q_v?;V|m zPIt%w>|N(%RrQ4K!)8|ZD5W0udv;#o8~W=>aCBH6mj=#LPAbn;cYv=^_6{b)E}Y-& zXWmB&(C3_5b>4xw(x<Xfe-?dF2W4n7?1n$X#c%o9xyTbW?=;U{#k?pZ?U~LpX7H_F zSgGR>|GgbtIFrI0iH^qbTDC9t#Q5_ep;A@UoAZv$a_zwTGjAN~M7$IDF?{Zp0ruj$ z{fdbL{(bz~`im-K_?F)+38}>W(Mk@jdV=}PgWhU;+QC0>l^0o2;$DA{{-yXi3j4WD zPHB9@|5rs!_4?UBPo~yr%M<2A9BnbDTj@exI#6y?>;S$`?RlZK2XtyoSFiS+fxk!^ z*S9(F$ZlO0OxKVf{b%2stD*0;4Sl209RfYOdT9H20_L~&$wb^ugig3<K;WAb`m&&` z;C1AKCmA}={gT0(c^5PHqAnZGPk1C{;zm>!EIRrWyAt&73_D#Aw|g$VqxDBWr_Ypr zT?lx(vy1iZS2XCmjE}8t1%O}YHWFdzh0clLqf9RPYhPOhWgnc6FMFT9UipaoxbUSS z1aam8WrN~j=+b{@xx9JB10Qe4-zih}@JYS9QzwT2Z+7y#XvTH;4nB$=y8)dDU7<qX z{incx-50khV{R!Y@2x6JA?71}`h4D+!cU7rlb#EB-nDKqk~(}koY%S8j;Fg5va;sd zTF_aO6*NtB0=K>8U@nk=IL)(-{Ib~~p4+`w$JM{Vf1F#IJQDZIl-HC>3VO3<ua&un zh)ZI|VRUL_&`tP%(tZqF#OF`jp7VIV%_D!R+I)e>D&JpsSp|L}JolJ00lebtTR+Nw zLua?^FV|Qr=CQaIm9v<^lYVg?t-!hM9n$GEKpd1eVr3dco@O<_n$3xP^=#a{R0{I| z3-`#J`GLnixpJ(i9(uLI2HhuKy@ozeRO^L5{EAqM0$my9(eF`Zy^uoPaQ6$holGr! z_0*4EFux1E?wObi^1!1$WE{Nx9nbf+qPlLp7Ur~!g0308fzK8#{efZN)&rVl)!+W% z`_fibEpGQD-ae^|l{Uiu42fQ&6j|K&*Vkh=_G6Be_1^oxh(C7O`8Ohxfiq9|^!I{? z$fNq`$200eJR5Afm=0c5%<_GC$aDBcrjg<vf|uJ?R^i5K=0q6LMW+rTuixP1y;3=d z{M;%YJOVtHHnI59!41ssU8FTPh;k;_ABsmvjkyp??B$Odg^|BbGWt8d18?#$NQD`F zt+_RsZvg}HWK@)z!FTkzc}FBUb+PZ>!ld~NbY>ajcg)zhu~+FS|KmQ~_o`of*2|u* z@G)m}DF7e$HE~~3H6Q#Cx=%Hw9*4g2y!+Tu<Z0WF6s4W0D~>dKvfurIIk#r|q5$jx zEUg~N{ek#Nr7@B3iF`Klwf=+{aDIa_QFS@o69xWr;^a=w#E;+mr;~uI4|o51Q)=c# zjEV%P29F_svzeWvI1QZXOI>DI0DR=)Za?MZMIY#I;hK(n?RZ-EXf^8O`x?c9HhS<g z`E0Fm5qzZ1;<@`iJ2Bstm?~9af_isZ_oOd)Pl`PikG?O%k9>4r)k#<637viY))$?K zL)jmhB!Q2+U2wLdd+$hClMCxyVFg~+Ch_D+7W!hL8MQoo|L%KwSHe|rPRv<ksXF1e zdf@^Mg&Fuy`&}-T=!e<M``E(8!CO~F@bk-g6Wnx?UBUODXM41K^8)%-vuHWiY#QJJ zNn~@OsGChc$#3(=^RlVdGx9*+DH6(<8Hv6`Y&twhJJ+4KbnC==8~W;q)&1v`6rcyt zen-*?McsVx%0Yc8#A%0{F9yzf5n)szisHb(hnbWuD#6<XQ*GWmj{B03e2(Gr2k4;N zCf<mmZkyUcO#iLJbKrmYm0`%4i1D*4oWuP;wD51L8@iNV#|_3K>Ai>nHi@oTGDqT| z<E-7GEid9g)-%x@^fT`+G&1wuME|zsFt!JHLYQ6Vrq?6PCBIKpFTuU8DU;j1KMp?d zpC%T|P}gnlu5UT@5;{2bWg~LjW08im=-t3m7ykW{Y(?K=UP?;{$D^N|VB#Bzg#|!% zNtpkVCz0y$$DqoML`=@mM^gX9{kc=RaKsn<RN`uzJalU-{FR@+W+Ol87_8?YA6=W1 z6Ir2fCIVXmcc$T<i(hLH<lpN-Ft}N`DjbC_V^*xg4?G07>PVvq`XCbdqNp@<2c?_z zh4UZb-}U4o7eh7lzGt~)7^JZGC75$P1kd}Mym(RUalF5!O#2zcTZc#MJN9A!>O8Z* z<SRSiMwb1wBbC@kf7)%459itX^Xrl;k4Xfl_RV|^%pV;6D#`r<`J9JKyU<1kd(Nn2 zsy>2$@GqAQ<3wJs&B-jkfqq@2iy@!`^9Snzw8z39;d$t7kxckK3E_hM-5GY+BkZWJ zoBJ00VO^586D54TrG+oo10O!c%#y2U?MbxL#M3OS;5~DUg_6pgh%(O1kp=V@m26I} zp9!4zIP1p2HT1WP4sL#(*mJ$&W*`gPZ1D|8^GR+;Vl(OC;CeRZlir)3+7=F-i<`N5 zlNRFraPj@QG342P4wbVkUPNaj1uGM9f?Fe_Z}XnQ4|D&?pKbNXLk=nQ9r&ERmx`~; zFJo`1>awf}e*aRA<drE67vh%TmBf;A=!#++H+PD{uOsm*yS|<mu@qZzfUJr{?C`HV zQGz+h%>lQp9e(he3tq1Nx6_@tokpjvlnmYZlxJsvAmU%1W_B-hH&Uzz&a%v+U+aad zb2Q>q=AlQQB2YgB7;_y*-E;Z!7poocQ)5>y6^aSKykY$NGfw#4nUU9&MU=odHZs$C zIKnrs>ZqB&9CQy3UO_a0&|7L*vN*)TM@W@p|4l>0@qjy*Hs^t39W3t18}!6pnI8>H zh|4c34UUp&qrS@Mr=jXY-WRB4do)cV&g-RCB;(#)HZh63fxJP_>)5@|2fDNfo#K@9 z&`;>}_E|s2{F{4`e2$Mj!KHsEaP=d6ZkVp__5jZsx^E;;E5L<#nep3wYXExR77;i7 zWcV>8O=L+5!S`ajn{p0x1|J<7NIO>H&v*0XNz+r{2f9q@XYlW(Cx@nnz$Yk8)^Ql4 zUYt3)dU2f|J`6wStPer=s5n?u_^uLp&2Ff$+XC^r)GyW!eesWk^_1?j;7vZzS?%+N zUOng7^OOe69VEOv;)?HU_EEcO7`%+YM>$1~GR(97(bJI8_agGMW1g=H0{@>s!RH+a zT|d?2zXjamu=!Kd_2^&gEUUBlHGsF(ZH~%M!1rR8U1cry>FyWTGG7M|Ahh!Cx~x3% zu~MC)J2`Zw=>{eAj~$7)c9S7G{CDOo7vWcJ@E=gfQq$B$pH0UYH+~HMsLG4H3E<7$ z2Xw#f6NV3yu4LfwF%r?5G^ls&l^Zc}mGx5%`X=it9?qkPOD)_vCu~rU-|u;RNHf_P zej9;$69ukB!`Feh`8WUHf1j7y;9CdJ*}l9b<wAJfq~Vc=9`wsA0hzHTXCkwrOuz*? zb}fV0f$16&@!qz)vFHtS25&Yw#BR9~%dVV_=TUbFTD9bl;T)&=_|m^beX7SPsxXGS z%2(v%gS&L#JyyO6KFh@3k$tq9ebDz&TE5kf#Cg?OPq@vAdD&nxw=AquBUtx~8MOq# zKkHqZvStH(g1_F^QELa!8E}i@>;=q4jUK(}i2O&HYqZ}7{eYEF#ET@vhkFm6{u*aQ z|E7BVj@S_5tyfplB;r)R)vxJyz{j*=%=T0&q7HabSHso>emC-5oCN#@GNl6}Y!NTG zW7Mag&Z53h3LTdZ2H$+|;0zOZ6h)d(UF;pu`3-q{Sseo2ct=TIiW}#wKfWjizpvn@ z_TCHVgKzU`ZIt5qSU>%u){Q!AIVeZ_@DAWKQd1HV-*H}#H#8Y1I1`@Cd-x2-NW|?9 z^K`X~=u0wA(EqS@C79fHd}ml85p8j2Zw_PL?dI`~G)dqmVed~8f|%oSC{4Zj+z9Vy zXivwTH;5ZTLUy;oi_z|njL7VAB+S1hJJgRuM_4di>xaI5^evgFuN~&TN6!!L0Kam* zW6fp!3H077PJ<WAv5(}c??fM?D`B;}mytIf_peIG(HA_8*t@5TgE)U$CqwC?{*VYo z{cMq4{mw+{pr2_L_#1;di_3YyvGjW_e>kJ>+3y(0<%>F#oImw^nh|(ZB}vU3@IzH& z-Lyi#!SAo%qyCLL*W!=QeBe9GW7JPq+5lJ94}8ur0Umn)j{2L)F5ssJln;OM0j^*u za6pU=_+g@=TKqZG$L7Ur?a(t&mF}64M19MDyNlfE0qWngXU`4ed~}Nqjn|+*ufAjC zF@bvg@B6c@^QikC*xyP|Z-d`Z+YiyE9{3-qaFxEC!TF`&a<{F6zeRHnlOpi-?W{W~ z`A$QxNoAi=i~5B+ufdb<2ll=k6Q)kzhq`=CQkn(0$ar$Rh#}(XLWq!qZx(zZRFqOD zfNy8`44W;Z?i8rqxx@H6c)E{2%G_ts2X@gY%>eJO4I>F!UBW)z4>@zn#^4Py)V56k zr~gQH&%y-r6k3~HOUuwl<rtbR_ka&~`*T2^5q(zF-~PUx8Q5DZq(AmW6}t5HvB-}{ zuy;&k)Nf-0x-Q?lf-1J?pAUV1({LO5o2;Cj7GI%L_6qDfhkCcU_UzG-Vdx{2W|<G@ zdJxUQU#7BqFxOjsN9rH)Zk*PIwG}S-GG+3*Mgzz7cY0ni3Eu0v=${`wms|<Q*4BGU z>A)T1=#PCy{$g&US<F&E-oNx-^cHZwHfg!VusrnVE|twMpbsQzoMU2)!#*}z=D>v! z^m88`UDP;+{J=M2dAt<3LxCC<KhA~hGq;f+h)Zv%e?DM9A4O}qb+s9F-me<6fA<%G zld<pWqJEFQqV{4&Y8v)K>mOwMnFjs&O^?bdS5IPbHeBEgxeJlD$AKXlb@i88A)6sv z@J>ABO_BN7o3xgp|HaLn_}zOXHwn73($a)7y=LeX=8YTLXi0=`db{a;yoa+nf8seW zqEAt^IqtO|a}$Q_0zo+6@q72AmXaZ!S3dn~d>(OrUq;NFIebj`R$HG%VopeKka?~d zc&;FichUv;gWtEd(rpC)TF=XT3~|HzoU)LYFm#Ydm=cF?VSj+ehX_i<_ePJYAaPyb zZrwQw#R1rRICENi#KM!f`62YPRvG%I_G%vf%cvKd?x+MYxe*)FL9?Im{>HD89D4e| z>(H-s|4M^jsDgCnP1Ggxi!V>LB5zBTe&-GRi#~^QmG2ZK>cp1hMBzouBNaAYpe}MD zd~O)ugz|)N3rZ9J@&Y)^@oWQ5)X(=ev&!#*FShs6pO_9rJvFP#DvvtfYuPt&7WXvb zcDpM#6ZXw|9GY}i!5%o3dDDKxRsTnYr72~ugv6&?rrfwMove0BKfv4XZeUt>1D<^F zZ)i+n5#~|-9>B)d19isMnIjpPUogGB;eh@)Rq<dbHS#-m`Xc+lMbr&Pm;8i`@cF$( ztK;sVe_#nR`U_o?%g}2jS>OgEGGenjp}7BVG~KtmfVUj8(S8lQmNDAqm@NnVF82mC z8h^%IT!qpFTKt|z#onC($ZOvOQrHT?_q<$O*zxlu^sN*28JWNb`T8@eJ^(k9lj!F= zf_~zi=GN(2QRwfy#`29(*Q|YvuA9Yt>ciVlw`MUvWzXhZvYLu}yzA`AO&-i!hZgg= zMgylvTj+Pk^Gph&G&qO%vinV2#5msf-GegiWBlL=uanpO@b)6!Xg#}au7|o^VVA_| zYuH1S{N-L6aOsyqFE;<jS=3Hj@7kk=y<l7F-?rsq&TigM#~1oi4u^G{8_@0cnbRbH zM}6dVXO)%K1bYr&rqY#T9@SItK#2i#bUy+wGamy_CKq@`+6{40T%NJF__8yhI8&-D z<^g_WbS&@NHTbDstx)6Jg}R_3ASVia$>)_HuZ#Bq-|Cd1cmX_ClXF6%7xj{)BJW2V z3g8Lad@p(N+~iWXjJ0tt`Oi~Jm$*RxNV1mk)&sA%S2ipc_wl2s_}I7`_I3T;6&Qv3 zDapZ%6m!y@xWF7%n}EJ7uSrEJ5x(Dk{;E7FpAon2yk#CV!@ipv$MZCB&$R#g{dC4W z;B?%~PS0bW#D%Bc_iiFzv9?Jn&5fasj;quo9Y-IeLCbX!^{&z@-sL-K;7{)~b5`Nr zj~rxOcnF-?@u8ttQWfglF}jd=)D_H=TMg|q(CIqQDpnSuJ|5r-J6DHzwwK#J8gXsP z$v}!6ea6n0f1I^Rz!Bc_SZMY-5<$<XTK7UP*FEksDuDmK_f@w1Kj1*!k}ob!$^lP` z&!liyK;7b4OI}<Izu=hQh!;#aH#=0P^+nu>M-?6mtEgv&C|A^;=#U7O^KYd^*Wh>M z)x7l{=Q^ZU&L$stC7oI3<(Gq~Yv&>p1%bzAdx;uHcjMfbOm}BHL3bW_jzb6hW$k7& z&76`OVRB@F_9M=N7ajHLBro)V&nB)$4uCKE!*g1I9Q)7LFAmtVgD>S>|F#Rb&Vj(f zZBbm%LtHs=S(Ogo?~qCxH{yo%t2PzxO5nGK3b$*$JcyT?j6b(rP|rL_=;p+8$d!N0 zB1DZi7o6ir9|529o}U+nj|1O~Hr{u72=iTUi(4<E{yNaD6@7Xy{OjZAWygVI_x-u< zUIZT%LuRR0a_B3FMY>xu?~%V-PdxeU=uAAxUE<6_J!U5op<;;oT+fee>j?6fmhic! z+r{D6*u-Cc3pfJJT5iYHW$ZJYWKLlQ9vZ47D0vEaVKCR=z9Ha*r#m-;+J9iL(4Da$ zVerK3Q~^b_L6|2@h;VepJfg?^mnJ9ZCpC<wN#^A4#6tt3r37*C(f11yY;OPSc@ppK zPl6svL6m3YE^vk{t+aE~*bntix?T-?N7bzM=lLTpe0m<2?=Orw?e_*r_pf*ogC@c^ z67N7~&l>PiJkyoXl5giGiNjyccSBU8$(@KC^l%D)h<ON?(p75QpCf6(zp13qf32SG zI|2UU_vAkH3OCI6yTxDG0h}*5=d%a%0Qe}K%Bj8x7vlM)k=R=Y{`c1~h>TtUE_GFG zk{RbN=AWJ(3(lM6$jP#K+}ja5TeVH-IYf%aT$EG12_br^gegb(sMs8%J3a+H-?fW+ zyHM|@e*B$njPsk#dQE{F=iR$~r05{@lucX=%mobK;nF_3RRntyR_5XK0i5uOF3k+M zyNG#wuF#uFOPH4*dD_vZ3m(9wFrnZ%eCbZS)Mmxp*q~U};$#bajN~G(*CFnNPi<KL zzKwmx3S1xKw7iL*jz8+w*`X6)^m#f_gE?=CN_Jo5um3o@?szQ!Hfj@POGZ{mksXPQ z$V^H^l!~m!p2@C^Y$3C3N{Ni9tUIDIv!xWNkbV>?+k1Nd`h9xe<azG<`@P0F=Q@`~ z9^J18-l*3zx96RtM;w|Pd1knXK9Vq{<v0jG2=#e>K{fbej5O-GCE=b{GYZEbj*7Im z&<{XIbaE|!#veLfmEU8EuBcB9RbF)5$LFR@NI$$&9D8*GIPCsIJvnK5gX3=od^wLt z<({Pju5oK5i2-pU-+yuXV>tYVe^vjNuLVD~l@@PnLEtta0ilObuZcKOw1wdQ?V>%P zZv{QZ4?($W)2PcfEY<vOBEC6|EKk%8LD$sr`0Xh2r)6Snp=d9j+bz$;df;rMw1%1c zs_`B&HuXs0+Z7|Jyon;<7)nw%m%!(QCPo{bl?H$E`0JDFr(B3V)C-fG;Hie46%C$p zx)Bdc&mO#j{AJ;w6=ww9ioX=U+&en>7&Y^J+5^0aEVP3<;}_;yXrAA6A%kybq(JAZ zUEu$wg>r{~IT9n=L_(^8Z?3W|Jx@X(kvnDhmrD_PL}8T~cHnvQ*Ds2GMx6i5D;vR+ zXiqS!mfI?z-s3hq-hAJd1U>DR(<*e7BTL)VOE6DoF~DOeT!%TS8};cDz;~pILt;p% z`{k#O$kuUt5J75`ucuI_hg!((uG$XXuhJ&x5p*?ApVafz9fi-j0H?6+G2oRu(w4r` zBF-6~Hf0s?Anu>Ml3?@BjkvdT=3~)2#KSK!XGziUBXW+~V5UI4Uy4f{>V^-}(F@WY z=&x+13)IK)^R&rsltWU`!}C0_Ui;%l%yowS=|cTQR&-RZQ~~ov;{5Zu_P}EWO~WMc zyv~tsUS>sn&Uk(~s1@g2E3INOWE1#sXOYM21vg@;Msvv%zBu-$zBt`V!v2CSsdNMI zH@DcICg==ckE6&K+c!bzjf~A0$c`XyYtm7;90z{QSaGo)dJsu2Nka<oUl9}0Yh8<Y z9?q8zpFfB^>G5ozBzTN{FJ*pe*LV`i6)8=}0?@yEolu$c#P7XG{~tg4dg}_IWEOm{ zlZ!jus?krTjg38WamPN*sI3~knty-JrFkEXxrqFXl?3qpJ-^kBZH~JV$;P7V&!Bto zY$<!=*zHU-iK(_HA?}6VF`1{s{Fvv0;hViXaZea-Wa@}P_fIz&k)P;B=zNcRYmUBt zpY_E-zi#Nwc0Emri1oyN;iv8X^2pEfD-jOp|0fC(BhMi3STT8h$d&R!{YdE~_!H;J zd5-VeDv9{xmC^7Vx?u6QTw@DV9z-7zo*u#ML6mtLOdY{};U^CauIPe}*(KFP5&lpG z3nRljpM$ryydEYCo+R_~(Dm)$vy86?yR(ry5lvy#k0UR85=XiX3eICrpz%%f-%Rv- zJ-%_A-_V!pMv1r7v0@G(v7_`Jxf@}St96nVxUrm*vC=L*#P@_^DZjhmBi^&PN&yd{ z3%2=D=7jskdS9?M4?3j52N#6yIuVbJZ?8=1;9RL`e5ri`UuepV8DHds(dk)VZp@jA z>U~{eF~j^we`?iB@Qc%4PT6mT;a9$^MK1zzeXcfT+6r~wmD<aZjmJEQVzO;4SHauV zvBh^KK>xk4P!w@+41Ry{BhL=>L7y(|->~`&`k291rt3q%V+H%4QzDL9^<B7g6*$10 zHQ8}>>>D~gGxXuxM`uEv>_6SxTA2TMqLcet2KRKg_r7>v#AoiaYD&<LAJ=;tZ|MPi zV#h+W-*xzDm}#6kjXd#*IzXl#b$IAOGPO^M9>icDl~fhJ-_1Zu-}q7w;++|7<3(HK zA738zbnqM+>mgZL53xryDsVIhb%tBAZG!;`{(fKBMA$z-N21pHA-|AB41WEky@GoD z>ohGTX9w!#Up$;s>A+RYxmY)ffFoZIuCxT6bEfxERW#~fuh*GOLx{tJ9p$Sbe8}VR z$9CErKwJoY!+8RIz|;`Ke?iaiy`HBXjFAT~S`=043thz*uDS14(j<awb>Nk_Fz}>T z0_Lp~(6Q3d@H}6_=WXVWDo0;65}WX&HUT~fOZ)gqd$G@EeBEpb{&4iie&sNu-ygs9 zX7<b_C*u0O9QsTH@OWKG3r5gWvVQ&^EgONq_xtbrdE|lLnaWLjwSa>f)LOA?qyP6e zNUNMioy+p<l1!&7QCpyUn+tX9UgPSUpL?JW_--3lmjnG)_}wT+cKFbH@@szu9?;w8 zEpzw^_Jx?6*=q))-~0X6><;u)R*&h%Z7s1Ei>$|fixYK~W%-d*=*eaeuoj*A3LJuu zcU*TBI@;22r$Z3$DI%p+q^8j)l)n!Dr3n6`YHi$Z7y7X8K9&u?fD=4&D)%TuzBah$ zptZx5Xt<U_qT+zhRKm)sW;_p5Mj;Ok{Jzx_r&&MALpNjo(_kb9JOqzS^9=G@uj+g1 z_t4SD?9wg2$c}xUHYS&o@%~!>lkBTn$39R!J)0@q+X4FBX{1WjSH|MEMMPYP6=VAX zY?dZE$VQc8Z^N&c=FdPwfD19IK$C0fK_a9dP=0z*g?TxSL5URLPEzeVdwI%nPTsvw z+p`UPq2<q+re`=W6(q%a=!Yx*l#k~CcTKLy=D!ZTvN&b78QCi0246_ZLGYT)C7F@j zrtlYif1g)jH|78&EAC%;h`k*7!7cOAn6sFfrLOFPPLy*jT>3I}PXV=ya?YqD-1!_E z8ZjSu)amtM=pFXi+UTz0{%pGb@IQp_m6EQa@a-%7_XH|dh7kWOnySk`v;vnq#lU+4 z?`<2$)%?*d#F3G_Gc>3_NZa0f{A4E)bv#K~gTQCw_FmIB8H1ijGK7Oi5d9$U2ZKix zsMDQ|RZpZt7sz=yoPHC2L3hlRI1XTL@!`wRXz1HY-kxA^?L~bQ+~DQ}9BJz5Zu=Jp zT?pDn-vluM=rIB*WDnJ24~E+%+9>#Gh+i$&)F?&$m1FAvE(HFI0(<70&%?iIUz+?g z2k<z2hjVpgU5MB-c2;80sc)T%&AyF2L_aStbG<=-QO(q_=g25@l55>ZS32Q0TW9-W zPX*2mXLwsCba*w@t$Qu?oC&I`S+1cp_ydG<{=6d#K1Enj^)~84y}17l1<GLmqt(U# zN>InR8<=%=O~Eg%vn=6~0^*-;veP{F>3*EP#wCcl*ttk?-f@RB5yPe<bIJ^J*!Rgz zr~`1W-1K?Wq3@-?xJ=fA`s19A?8Fn~6aSYXIxonON5x4Mp`WoYW>k6fj41Byl5Un2 zelK6j5mUiSz`@yU_p<?~imdOvFpvEaI&~%wDS!jMxVTv0jlTZ(&4LJrO`NZZH^Gdk zXa0n~V{bi<Jvkg?jTxh;FNJ@-tonui(Nd>iDH3(+Vx9(#3jBb^Z>^=Ll87DFdmg-` zgN~s2Qr;Hulc45;JyZ9fleO9R_U8-ujeMKyIXMYmqrL6Y1-j@{QWd60fSaaUm0TMy z13uKXByv&-df<a+$1Y5eh>2}hN51RBU$p(r%L6OuE8-<)YL5VS`(j3&fd0mNp2~p2 z7oT&Vh{x0x>NmDeJQpc|dnGyvPvIWvN`#Ad3gfx>@_p50hAxPdaC9NegAh9I=;V)h z_){su&>;Xi&)19MiinGQ4>&lgqW-en#?2Ch_xwVTx%Q>83t@Cn_<PF@;2ZmIEXbqY z`}pww;I<Ipbb~>aE0_b=wA{AQi#eRO!tDmuz|TmL5#L0iGoCh(=cMWdF0AvYY76mE z@|w#H@pV_?q3j{LE%-PLb}!jZ;=M4_mWcSEUbp#Z=6k-ylZebJsCoyUmpN?nM`Sj9 zl~{gAK1V%m{pHjPgKF>xg-xt>r?4-Jw*K+PiGTjFcK_vJPUyzzAII*xVD7r3TXeex z_$z~mATKt|ogDps+7-`F-B_9ZWgdS2sUI53<fwD!Jc+Ft#9IfW1Y2hCb#k+_1LzM( ziox5T9&#Y$?Ms7RkU_sYIr3-gBJz;YW}IFk@Fwd(o1Fx3o4+&}n&8<-4yCkAqHerI z-8jt#y?yIx)#vw7zYQnMZ(lKjUbuYUrGNc+^p32;feiSXc6}b^8G&zsS(-#T^a;|D zdUuS#m+NRPd`?H-dF0C{_x`)kL%9ACEOSFX8DzUShyHF-mD0lybz&I>SCAa|LWPzN zw)i>pYt+%nPZGf=1`NKLhYnDTQj9a73I6U)o9T1Gm`h0~)3ewCJ?_c&2Rf)9%KY=J zO_{Kt*fjlK)^E%)j|%M;hrYF#GWe}dF3#`0Gi|D~@cX;%pmqrHUe-CK(ETiY$6`OS z)1&^Jqgss0Tf;m(YjcsA(mx;NpmQ@XF+Vf^;Qd$N%L!M74tqF3Zx<U=O}7U+-P?}j zA9g}7{a*jgGH@&o^8K9gxvqrQ`4s!ve$4O2(yx<4_mrL^CB}>I!8;P*R=E%P!6unS z75oOJ>84%Zb?8YZD12r#FwZTvyTqyzI_qK5(BfJ6>s+rVW%j{WW?zG`jU@DwYVkYu zz{8vNTCWOrfKN|-I7%4e_wUGf$PQlhq)&5K7UFYz5Wn$joIBe?t_%%wxSwyXC3pUY zZ{UKw&{^cSkn!Aze$>&+hiIo=fGe=QNbZyqb0#Lw-%ODMe|VgJT7a4keAFYu_bD~- z+c>MB_z(B731{Xd!(6jP`D+o`E7;F$s>i;C{BY%Muxu9U_(02X^Mq;e5s|KCzo7Sa zy>a4Cy$y7;QSQ{*7Wj9*o<0*<g8UZ#xpCiLC*qcksok(CcuRjF0hWuHTTdUmn!tv7 zA&2>`J>rc@MwY2A@?KtOuzfP>;+R<ek4Lubf!j6l^CBPTmyieTLI1<yGE`3k9K!m~ zTIm7A$CEY+Q?wfBvyMOd@(wz(%3k+NHY5k4)%7dQY@rMMF^ii{0M~l=@I%=tVdz+P zkZ<y!er9SaCO3SBKGN$!dZD=!QCKTloP>M8!0JZ!K@WWreQWeV^fBAXgqT?WqE2wO zK9(rsMBMi}+eV5f5kD0x9gZ>KJbxGO>k~o#rfM|p*Tg)<ASqGm3qB_s&$#^w;2B|o z>95hxFXUcm&xY<g{d20F?+wh!(F!Rp^<i(q5r!`RS@_bu>r?1ocEbD+^#xl`Jcn;~ zCmG7ImyXwOh8J}u3<xB{@n?oN`l3tVD=+e06g|BF+{?)2r*jZ+!;g0qQ{Wf2#6U8h zItt&Jn{J~;dz=U(kBt+1<=~TY@i2Q?8t}HB|BU2--vp}uj23|&q&Q9Ll{fGc@l%vV zEx=9w6i^*mT7iFX+FV5uGxWqQId7%J@jUW`?DCLbCQh^VH39E^x~a3~HxAv)aO1nK zcKrRKXeC?h<+##K?K%ydL_J{fC@1#5jb4A1;acTDj0$F@unduiC`ZoZ8pPi)hQ(_i zlAxnGJgRxA2YaaPe_t}ibBx&Sc`Ot>C&R)Tg@`14{%SpfJ_GNqS-0VygWgXdQT~n6 zRm?@(l)CNMfKGLrlv(6A_(&g9tNw&|bm^PwLq*hE7B`H_><}lz?KfETd7*#pInLW> z|8M?ir}hWveeC^9V@Fi*UieET_K0G?$!)K)*m-B->FLeeg7_YV^eg0-emfA(ty(vf zYw`VN#^>bl9J{A)e5l^<Lfo=r`tnT}dZ+TaC%rlFWvdtF%SSymE8gSeg}Q7sBJA|9 z01|Oa^5c^OtjNpZ3xng0z<--J>b|3H6|7#esXPXpW`1S&Ul#NcN!MP#L>w9pjgOeK zbtU>-Y7AvxITCKwdb3;LUsRnR*o&2dClBgPO<)C1WgdPw20GU=*$SP1J~7$Gtz{J8 zKcn>nFT`siZt_xRKbAtD{-Wm4_C_ZnKWZ=2uPpfZExvM5Gjss|u1c|d9zGKverN8< zga34P_@q8~sbeOa?m@U`)Pr;_uh0+f@ILwL5&B!LZ+gvdVlXe@o_&V<9G(MZeFg7D z)YX4%b}b+GB=lr${p#^OL)*`Me_G*8P%L)`8D@k3qIz3%ksNh=M(ij#^gUf^qjpXB z`MFcc4Wj5r8ufYCT0Ox3w6Mr~;Js(xU}dI!0N&%{jwxgCB&XXx-8zK0JTQIj^O-d4 z;X8Y)WatHS@nX%CbI41~hhGnzgRUZ6MpN%I6@1{*wWz)WNAq!gETlOFpQ7DV9Me~z zgSfhFicQ*+Fmo52?O4J7L4C*X3W&R3TYHKcZQ%d-C+JLN74YKl`HvkP*n3)N*^_b# zK8^kn&f<vI<@=?cwzEK2<#ZPU4$QZ>7XNq>hrJ|;5qzhVpv%d=wIwbIUh>|ZY#%-B z9TAPSso}tWGJk*Se|$&3`J|u<e8sklsz@i?L_Ku9mF2}S@aS3Eow>W=A9<sDd+}|| z{j=I|vp9GVcXUhMYCxCqz+QQG!fEL7HcH<H0>@Pp*ykVcABpJQcpE0&;Y{!hnWm;d z&$>AKZLiEKbk?esdoNr=e3WFQa&&hlE`KTcFCY1DMnU>z&n4(9g>}WdzQKoXq{5#L z{REfy{?J>vuhr-8-aYdZyygh=xe(MpOGhWPBVJ>k@327C=N#mN2a(6aV$pA=UZ^nX z0<NuU;j~Q<_+GO<N!=8FVm+L`GpLJ-ybc|>ssbFqo&FFX@QBZvhKB+e(bo>Rgy;>E zhzII4VHa>-?|=Hw^ceDZLD~(M1^9UF_;36~bA>Bm`Y7*sJU&<Pn0xDG;5_wwQcl^9 z&_~tn|L*|q|A`%&3e>3g1+SP8!Kmw-!xT2ZN5jW2y-33ydXkXZJ;p<rtNoMf#{B9g z<_~Ej-WO205YajGX%4^vPUYO#ZzzoYP5bY)-6w|*c9&W#5AYdR4T<1S51>!_Av1Ie z_*01NL}~@<=!zgtk<;I?zv-~a>z(P2MBl@ddR_F}`*kf3CI%xPWbJ%>3OrjK!)mP@ z>crH#xyeFD_|yMXK63ICaEI4lhE6a8-(Nb&6^XpTLVv<}1#@`^d<L1Hp^rOyW@R~8 z5ITh0bbsYiu>X`o%)kwKI7fi{>u2<rC7(=psWo5@_QH=AH39Tjol3C{G1&J&ADH<j z-ide>__%w)&Xri%%0Ir=jeO;OKK(f2qG}i4XU=B$vBxnNd`Ca1C>-6D`2%=wj95qg z7(RFIq_Wf^z9-kB)#IRl^KNq$UfVE#G&7vPa~t?{KCxSF_#UyUQUVfU;J;M5BJAP& z!5?mW`a+Qxad^x-|MMg8MDdaoyV2j6Ge=x~ybXGXSHm#{&|l<>d>Y><!8r`0i(16| zW9zQ-FJ23fh-|_)g%<a%Y}uzE3-MoyY)<;`dEod~G3?U(@a>zk6Z8Y0$MQw)*G_J{ zk5`loLT};2f2XM}(bt9OTXfd&K;3g9-(cxhJ?dN$Ilf(ZpI(X|CA83Qi}uv$N||8Z zFK^TO!WR<ZpeZ~g|AIvL?ugww>IlE=fvaPyWq7Y#6Yu1ZpX0;5UBz;N2My|p--EvH zX-#^2trO-(pACl5HUPKke6s)Y5^!UoddU}<tGM8s`fj%oaI=@iqyKTCzU^D4P{i+L z{9;v8td6<#W4wvgsIwgQWRcar0l!NgIj97`JKcbq8#xD@2<iC?l!m={AM~4+hx~!x z@0?5eiuWd+&^Mv78@`B#n<ZYnhJKXuQpi6)?e0frc`Pi@m1k~cg)sncNuGH*W`jLS z6SL{(l2OkzUyBQvMck*~u{=r(KG!#CLq-#N>phfPe|f-HorzriDFi-6ZS{aZ^2)cN z3sKUiaUV>Rq6{t3f1T({>?wwSZn}4WoF0kz;lJ#0xg7p+W@GdV!SH8UiTb!JANuH` zG8IqgX==E*V^x!Zw`cq8yFrFM<FaG3ItSsip6>JLDty2vgf?@o;yv4bw31taj)?tF zq)s~GhQh_C7Y*UZMDEv8bs2L7*Vrwkw{U)gg#Obb!{^l;XtFv0{_v;9XD;9UxR<gH z`YchHm)IIn<wu|LEjexOCE}s-H9nK$xw!A^tn-YFh|_{v4o^zJe~Kz6zWV_^MNQF) z5Ol1ACksB9wL=dP`;<I81@&V&8^fXv=3--5W&Ay{uh8*y?7O2L#Ec;Kua9{DK6avU z<PV|0l+^V++~h%&wr9nkKZ*0eu~Y5|@CLKS$=m%isH00Z!xQu|pT%XC6ob0#I?vlG zMGg;Q%Fnv1Q69d>y!1&PG?+sht7NOt20mL-O-nI=e7nXZmW(>EWPOf97UxA>o99RJ zzkA6$Uo8imUa;cTOHvp1Yi50`yeSKQz}McH3-#^!aDTRHOFWkw8@p9_p-*!r{dXJn z!-RGUX`<%ezT2xWX1#F^!aUEd4C8!Ey$||_&;MYIoDoI86ZyH)plbm*N4~$)ClmDj z4-efc2mVd<M`u?l`cHb*O1jm*;DgW9C9dc=VIEg)O;HE+Y}~$M+336W8lQ1}HHbNb znd1KI8!iNOe56L(mJ{*&_;Kz^Hq7IvjZpiZ1Ady{FGCRv9d_f^=MDHOsL}Vu?F3#Z zs>3$k4_@=NUabaAsw1(NMQ!^#GVo^x-FL+?r+74)SDO)iN{-_5;o<G@FF7@N!U6eK zI;n{B;|Aso^oBP6?O*ydL$RtM>_ymmgo!Dc!>{xS^^6tjrTe|fWOC^^=cMbu%tU}A z^m7bTS;1HJp1NN#@NV;rjt@6bUj~Hi()z-VKJIFkD0?jO&i7Roe)Izb^(2)B_(6t% z$jzZ^*dOa_l3hNA{bf`)b|s%d9BmCd+KoPOp2AS-Z!C$Z)-fA!x$i;9)x2kBy$L;O zVs>2*{$7pGt+KZ!PQ<{*re^;<-Y>`J(Yrn1T{7~%T7!qU-#l;C0UWrkH;nezH|Utk zUOg>LMcw#oASMm*H7U=x_^~$hYOgZpxAx*5%k=+Jx`+PoBwg|x1L`oru*Ib~_=yXj zsaFTSNqH`AETa_sWoE-oDa6smvz^I<nZU)W-3KetKNpCdVlsS<^M8%h_6>E_cIj57 z;7af;4)%AG?VX6;&Q)z;%;#MGyOXv0ln3#xY<1Y^s|Ud}_gPL9I?R_Pr_7X|Vh&@k zva+M3CsEiH``<a>RwAzw&G)LJ&fVvJTH%H#@izFXn#iyd@`zqVvI=~Ur|M?p<KRQx zx1%)77XBRHKGnNG&-WoV=b{+i>(6&gy#M@<-v2U@6vG^6NH%GQPci&C`Z74aNPrKV zlX(*ZyjDF&rgr|YGhy6a)-K%cOkDEOlh5~ne`WMj#|zZ11jU|nui8*QR(<92Vl@Hp zEH|-`6Aqq}{=eOPI7eC9+a#lbo7T~`e_zN3Zk=d*RC&;uNXt_=z!L6G5V4K#oWV=J zD2nmB=jlP%tzR!<hAwP5cV2$N0(m=<j^p_e?46wbl06SS**BWpGTBMsM;C9^J_QdU zZxqxVjpuX1t6=uICUhbiHcIawVQ+R|xp@(Rc_<3G`yV8sA1EF0qp3r^C48ps(lC5A zYPt){5LX<mtoQxXsk$r8=pR5I(8>8YEVmcBF3*(nXSAV@q39{q55(Nxo`RdviQq@R zue8hkL?32;HqQ<HnenN&rdJTB^A`oez5jX;rvkN}seqs17~<yqx0k|>m6rDd^8H`Q zZPCJr7f(#&1o9jZf0UUu4?w@xb2?_v%|p<YOy=mGRC6MH)($!Bb4R?0tmHRW!+zUN zhF6rpiRLW4uP{l#Z~A%WXKTdQsm#fsuG{$eTjJjFJK$4setPf02<Qs0exloa41Sng zH<Vl+^O=Tph4Jy=ai7oc?!`G{GD}upDg-VmDC83(>q&g@U8^LHK{pkXA;2OJ+>Jh0 zyxbqppY*4nKs=@Y{>1MMd^Xy2PFEgAf7;V&{o9=m_3Hwo%@{Lu-V72KS5XJm4SyDh zN1Y)5kbh~9H{$ut`n++}v8e`S)sNAq#{V^0S3{lrCu)~c8SZH)&G)50w)o%oZ$<c^ zKe`*f{+<K4;@XxFPtX(mz1zx#qyP_M)Ubmk<_7Q$Tl3KON8oQpzSAXN5q!gS2gVWf zpXcN*tcpDV50TH#+6+9;^5CDvdGwD$V;g#vE{Mm97TK3^zxmisw>4m{W1ZVir~v&x z<4ucI3H)5;nsw6@BYazWq5?DF_rtB)A<zKa*q1zy$c%u0RKI4~=K$<$`BR*jego%Q zek&>AG4@gIxB6H-M<U+7|0+~a1^=LWZmG9fsLNN+b6X^XKVeG$xz7=PVGjZ(D^ZV) z-TeIP3vgc}(}Zm~h(~YB*^|cKxDuUh(ay(|JmCK<^pO{OBCnl}C(ho1j-Z9*S`+%+ zKogOUR2$%xEG@Kl=);X_j|`jY0gu+Mwx^XrKX!Gvr5!*2B&lg~{{Z~T2U(ty#NZn? zJ}Iw-ypnu>O^1^b=Xi^1dy5x*er>qYOrF61>UNCw(sO4*vg1Km8HX1U@wi*@Kk%CZ zFBe>F!E<*Mx425EV~;_@lEt_k;`xIC?H4!Dr>r%&YCHp<{EYhS9L^WNu0blNGJGm| z_btyUqdvWrT^fu2*U&%V;l&2j^D--iJ8`f4ERLxJD#CBIA#)-E{d(<nu9FNqa4uPE zlH;K#=f7^bTN`z4Tz)b88yV=|>mGd@{DS$^ON|!U;D<jOSf<J-ITLD^SN)s70}SiA z4|rTb{mS<~C-|{5@nK-@iv#K@;fRnMnG`OB*TpP@GX(T%Vk#v|(AUP+X&g3GaU{l$ zjG8I}@48dt_jCY!Wk$kR)(qguCyrIF+%Se-`&Ok*=RWYN&%*Zdlwgj)<3=dyBm7y1 zWfNqV;X5lV9tq=NBIf?+_6Fn~6SsTjCg6+H!wt^d!`@wkZDx7zII!1@`V~2^zY}qM z=1!zx4CdnQT>D8w1HTU4DRFTD;8g;<^>tc+pS;-i-j);k&e<1Pj$FVccl4ym@5OW2 zrxvn;cp4Izqc4fy6C)<OG6CK8;r%Q7+NFUnZfuWVLtZI2b0(X-3*FwGZl);U?LPPG zA3sfjUcuE}<`i&r*;&<ai(AO&>`TrSxF6p|m7F+G$M*+yTU*_SKV=!Ce6=}==v%fw z6cY&isah#m6m^!MY0M|A@*-^Ij0MZfoC(|Pqg<&h;JZ#+=bXL)Ulks+$5e~XL?X>` z244xpbE>r4a?k}cT>6nAxd{A0O5m<bK6KO9zgBp*yAY-{N@m`eGd|!>e}~D{jW|0y zrTiOzZ|kk1;9+g}`$b1<-!Or1w&!VnA)F6KhR4qh*WjNJ!0VK;4Z4*t3cdy4H(whj z$Bb#a67|2*FB6FCpU0@W%IGlf!~Wqp;|u8SsiUhhsJsa6#*H_rsQ0G}g!YP{f4nNg zXG8`)!bg6#zUz3tDTVTztiS`Nrx%_kB0owkx#gGl!5_~<xG@xQA@IY?A^|+7t6qke z$|cb68AOE)07uu6n@zg?4ETG`vY=KP_&c2ordsGjbL|G1ZvzMV;U8XOgMMKB6_cf< z9Q27HdDkwWeo)z+@N91z<|(+SlxeKNQ`z06`C5W_KAb*ef#-dr&`(PT@4^3qg!zmc z_{-HpcievC{;k%#r$C>n@;9Qc2s)Oy7{{qOJkK4WkDi?c54SVFpzJ>SX6dxIJMN)B zkscUqP*!pzDn8uR-hB#r`gk?%N(lTO%>&EoZ<2@$yKY&(z<dq=JO#fW_$_AhM*&`+ zk+-Ur<ehvSi1$;DZo&!BYm;pwFEK-2{1LWK19fXiuk$XpN2p7C52v^wj@xVJk9UPZ zZ~U@PDn1<X>;db3QRrSu?Fx0~for(Vt~3;*pA|6X{$jxg{6}>8A|L#4)>mFBaU8*Z z?sa*;X$s_R#t~0l@D-LRAwf6)#TlCo(o=k|@zCv~{qRv$6ByB+w|651xBNPM%b{OZ zu43Q7IaPS{MOOxRiH5TH)xSqDXR_yTlgu*ut@Y*m4tSn_tOArwcrZu5@*hd&7Vy-c zRUcx|mzDFFNBQFXTn@Dn{TT@zWSMMn0`vjVyJTv_iZO5FyF<5e61snu)vvWA@KOR1 zD!Y@hr|imO<5=Jl8u8tKHR>FQ!^vsBhp?AqZ<um9SuOU{Y@gcDh3=t-URcx%{f3RZ zu4`PdBayb{xkSuBuke*V`m;6W^9-bQ9J;*-Wok{UPVfvaM}NOK(EuIudC`W$n+`;` zm2=`5;GTcAHvB3h;d}KY<H7w8s0$3K0*g?8nc3O5mj494U=bYd1wEc=^q}@r6~x`w zVx9Auz<DIi`dd%B5-!_Qy=Q+R9<I7&8r*^Z*_DB)CY%d_6Y**G{HP1a#I$d7gYU^Q z$mw1M-#S<uCDDz0uYaf2!yft*?sH9Xzz4mYW*+{rL%+tB-D8Y<a^ITqOK2td6s9+< zWj&bRq?M#1zX!aZ<=)|^z)b{He%5dN%LDtK{C?Sv_($37{OkpucYv&9i!JsMtOzIR zzs4Mlw#~MGI&oHGl7kQWdhe@~A2Ofgy(?{HlB3?^KOyF<a}Ky;E>(d5@c7zp+5UMy z<h`*dvO~Cct1nH|v5S&$PL!ZYFM<C4AnEJR54aaWNz>MM;R_kctA0`2kqCX&r@sii zOSbo&g)#2^ctB;D7UCt%kFn+TKfvcbpD*8-wIjwacMQr*I1r564A;rw6SS^LJH|o} zT(LRtoCW%#D~vL(8qe*B51l;g53QVu3cfh9u77#~w#N-GKfpiB`*oAVP52vz=e5{^ zM+@wtIv>~SOythUO02Fzw<*E*+x7wUs^42pg(aXT)f!0)$9!q4seYL&H}>_?u-TW* z!zcYvsifn6=qN7@GzigRucV7Q>o4dNpDLZo`G~q8%}7vD;v96@g=agB5f68dN7PR~ zvnMRqtt7YW<KJDb8a@$=dF=9h5z{32<{c-6?r#F_u<OF4*GCUxbu>G7CIJ3hqJuTV z$iMgRzUj}pj{Oto4a^MkkWZK|wfqQ$j*3&ZCBh7GN&5H4UMlEpoUAJJpcjt*wUN7> z3OJR3fWldve+6g56=PoL=Dwt!XGZ-ro}{v8QXlvt(<S;60}`<&LeJ?&4uAZUKWdXZ z!0%As5@E;hwRp;Fa`OiG%cHp|eaOc?=igg=Jq4V@r?;jZ{l*WERf+S+`=sFY`;IvG zJ`u(D&SjB^C7w9Xs4&b6T;?Ww6$Rgp?$iRlLg>jm)cG^PXYjL~ui`01{Ty=TcB(FX zlPoIFmuWzs7|U?NNX?U2sXXqgA_9Im+iOo4>K4EAE{9V@u-{T|J&Lv-ILLv{=^je# zy^Q5j<p{(c>6_%L!wT-`gJy<DI>Bd}<v!rU`Atz*=FtX!_u!)stAd&{k?Q*CY{V|` zSk#^>cEcWo-s!*XVPen^_3xC@23{SrM3yzHhv&)gDE;|8=-jUCJ{NHtbIY{X((9c( ziS7MDy{YI6^CkJB;>F;L_BA-<B>EZ|s_%xBn9q{BbZ_!J;#hF~ywb%r%%>>utX-%> zyo(mEFSZB%e700I;tc%CL+T2Y9yk$itoAQP0soIS<lIr-;zERf*>RPP$&u(bxc`%V zH}-blwh^#cLSLmAai{4&_<u>5NQ4@~XXf#%%)hshH$KyimZBd2n`Wi;m)?mOek;lU z0KC&_UQ0>`@Sog;=K}Q;;PZ8KbNVcBi1gKsQ!1!CiXSPFTdJVn`MgJzn-w~%qsJz9 zoO2>Lg6U7EpuR1r;hVXRd-_U8+%xU<zj;s-3(h$3651M@3((*4o|9j+90ngGbz1ih z&i7HBz`MOT&&;OFUo}Os2dm2b=D#_icZE^!W}FbOwo+x;PQoYP``k-|=dQ%otsxuB zE!2N`$`ks?mwTfxduZdl%2reIh#|h^o4s$zJL5rIuG-JmhQ29>QenLqb+)tkeae<+ z@Jq4S<TxabzFUE7UTVOdc>6^BNY8ET_qudL<)1I8yt#iv8ZCTr6!(00f*!)|-1)D^ z&ttAA>+6^U@bA~YhMP6ur2=|<#~gqw88laIw&1?ATbz_y0nU+n#&dr&;@7@o2Df^l z=epK(ywp4d`Wy3^d~Wa<?M_lB5A%8uft}T2uFvrNB!-_!e1RU6Kli-~;(-6*XY)DO zk4|tHSaa?1B(kE$?*yaY_)v1_l?{Am)QuSwX%Igb|MZ97K>c^d9@2f((Y-3dV!q+1 zk397rzBWJ{)hONM^oCx|{Fg?p41CRQS5K<rd(_tLeo>3(@7cbuFvtkF_6Bth8SeLv z=*RIY;CsunkHob7K_9*Af)MFG_GYg0G<UN@7qjHMjSRTR$IFecnFX*nVbVOu9QXRm z_b*b}s6%>I4-L;`*%1daZvEB59`M->j{Oy%;8z@^V@%freqn7<c@#R1Fuluh?T;`o z+Hdi({;C^cSulOo0KBJB+`#}bDNo{sca7(~Degh|dt05?$h$hGZE1QA(7B~P5;+9_ zr`*GoT$-roZEXBJpOA<bJK~yHUc$%Ftu>Noi$o~Wwny`EITB9Sqtj?xfV((Ni);_H zBlaF^t2R?ZUbw}1K!gH%)Y$OKQS>`7J9D_jjlTUMoDpt066^P}OQxc5UQf7^N@Ls! zhp^YXLnkn|?S3FRYYhFSVe-;^m@B~&ANp6X8T>K@H_vJ0G5umoHwtqHqUIuXEaeaM z9Xn=tCsAir3NGK^(}W&rb%LW7@hjV2pRcbR^Mm^CLQ`*mPmo{uG0yhS*V3E+t{383 zIo)4c@S3r6o(nm^OGQH27m_bP9~8lK_5t$tSH)FcYV_p;SClR(qR&1;+h`CBJg0>@ zY4X_>)Cbf@*e{S{zCq!;B@OBY+bWxfuVgXL>QQDTkLNXR5q)Nt5%Bx@6rJ<6nDbdv zG<~HB-HPcBFP9SFnk_;66~Kp;vQ_u~0<PyAL1)e(0A915UxK0)=hL*MCrlM{qHo>w zyZL}KwCpL_Sb|@k`LT-+pF%$)$h~q`8+%~ZH)FD()3`q-y`2s9&b<BIj*=Dl%vcnz z$3dS#(?1eC-VGm=lAr)4A^5#{%P~Y^Z+NA_+7JigRwQlB_E1s8q2y|IW8C{|H_yCp zML)rzt=}PJ4W3<HQ@ZI6_TOmVRZd}rKf{Rk=8IAA-P=PcO2eTS`MH>xtc?9Od5K!Q zwup23{jN>zh%cYpG~Oh^FVXjB8|7~BE-Vv)6_;HJnVp~C{VH@Lc2C{dwXYn0XLWWq z;`n(6YVpARiSWA{tSQny2K~<B&o@WOQ0I6E-@OZdQ}jw74<`rqSSRjo>~2J!-<03~ z=`r?c=`T3Cx<J=q|DHi=5&OoLbL)KiF()>CLc~B3`{6#e4RzQ+_va}t!>ow?8)EXU z<>>dLxn&q)#i8d5RWGjC>qN*i9ayz*w<k^}5k2}t=<5Tj(|=ZY5VE!oV$Zf?f98ea zOit7luNMuSjkX*J!y(-xUxYEYl_xZt7YP5CDsy@l^e^rOzYIy9z-f<-e6NMiQobo4 zjb0RR3H|G3`rEN@>&FF+_#@bVaYuFMiZ=4$q1FGyQD@&-c#{%a13q0)=hjnM=+3lj z)PI9tj|?S$Yk@i}=}GOlY5?N5MC_ff(7zW*TzxEwcvE)%-dsQQ5yx7XnV%rfC~)hE ztL(vhs3O@s=yoSotXvMfehlCJ+0xj5dUhq6^Sl`sfgd^*7jMJ)&`3E<y`AJqa1|f2 zcfovto_SDs67t0SJD*$2_#Tq_%zZmPVPDINz>ih%c>Bj1c^2kypLpKWy(|WQF%)6t zgFefn&@J>P>iksA;ctz=ON30_zXV@%1<y~j+cFY+Gy>&S15B~!x4Vd15c=1jsUB&A z;3uZ0Z4@GLpDeRypNOFEN&HC{JR3tI=-HxWC&9O9RUA=O;KjY?F77$o<x1=kYuma! zin&0AsFGwZXYg2|W<JPYEE7)yFOI@*g@!q375%8!P4cM7e(bH@wqBYByr-m=CnWYi z%$s;m7zI9aB37zKZVNU7cf74JsU?PbVy@(Z4(61Z6vfozfk&r!b6zk(od5gxbmI{4 zkW>o;HbLC8bsC!Umw-1o?bw^5DT?<bFn>?`75dNdP-EGb*uNEi^P9~W{7>e2>pzb> z5M!ag{$^3aN2L6knJDlWDO2a#1HcC(gYG?<S8^hraZ$gyc*coH8mzjLi9V7dv9&)e z1Myrp)IAG0zLo~f=a=B`WT}s8`#=w5&l{}1@D6jPzBa5K;6rzBd@Kl$!o0dp_3eH+ z;9WF**Cy<-hiUXwyAt@nyJzXO>VVskXj+f#J?2f6t0u2p177NWH*HrO>i$B3%gIZK zlXH=eT$i|@&tH2nU(|=aX<k-7md)@J>kibYpT>L}*Xc383wS>)`N!4Y!jIhRX3Fw; zM<OEkLei^v>^UlT|M8ImcuvEgD0{@Uckk=Jrv3ol+sQ6@EuTbCu|%^)Za}{iO|$y) zKkUC$6dsJkd)n^zXU?z?-@{>3q6Iq3bCjVC=HH>;sQBo20{QyyW{UwIeEg%LNrAk` zJ4T5bJVL-fsCfdL1K<<crx#qe=nS8ZUa!f+`20sM?dRDmkGPrVJ=yP#dH(w6r*>!J zo_2W-<vGAtvR>cfH$Erb#P&`_=z!~`60WQxj&Bzyvp6K{Lg=L3GwK}2evEb{9;*%L zz6`yk44qK-Rwbq1n+DHva`00MBYcCB7j}8D!Kbi<dASPpnvIdbIjTDBZQLL3<BE8r zzo%2Us~h`fMW`uH7da7uubCQdt~g;2!kyZs5X`q;aW1QUj<{P+@#PfwwG_3<$U5MW zZ))uKv?A}<*ly2t0MEV^7Zhp*94yR5LxnlWk=S}>y%ORA{qqFpi-b)l;?Eg>lXu8B ze1c1xil}Eo-)dhGLLNJz6B)e|^_oh!fcg(|;5U<vlRuD0Q_h@W&G!H<FQXFiudd7K z{7GXC{OZ2G-rc+e;K<is&OSt(;$N8CzJmUHs36Xla~3#?4GCN@_J7~9TQ`9Y!}wN` zO??k^DrO8NUzeb-VfGQw$9;eNeE1YZQADg}yB|An-X-QER_>~(>&^>UL^45_n*VH3 zg2s_Jqu3+=i{25wkFPs8I>6siF`jcNbRcqUqNRWFB5wCc4NCi=-qX#h`iZ(J{(^Y= zY8!k<2dyq;+(F({kLz;-->kqHYs3is*||u*`#p#kHZx=#Yz@$Jk(7S1+Jkqain%X+ z4f*$;%+YtynYEv>`7jsiNmvz|E=+`BZaC}_$(a`M!Ytr-%whOApM8~`N#{Zg(Y^~} zMZfYWOQf^l4)#A=n76IwfgjTo7-1U4IpqmiTLb@d=}05<^b-d{zioYtjtV@i$mx+S zUEnFcHRPuoz!T8b|My50`TOsMpT+9nt=8JC7NNrnA30(fi2GL}9b2n;3BIdWW&9r> zBN0-RJ~?Fgp2~X+;v8|``ufi}yZnJZB4F!nu!sY}lWWnWM20@!gzD!1{ow2Bvq<Qh z@5&q|e+|9Z&CXi>bnv9xZF0HW(C4eoQ6#nCT<H&r3I7-XPChQ~T!4FbG;gPRM<w>- z99+HI^#?vpf0--AfXl883|1UwfG<mx$jM!(XNaF2)IvD_in6wqjal$z5>C(zx{f$> z_-?~uCh*L?loYJW@KKpyb7@LOKhR@vFah;rXzR=8mUp0&O?^%O{5SSZQpv5%2cbU- zQ>#DM>q=C%WXtDR;@l)!9c4F#-%R$S-2BU!1M2?MJH`b(u<gpnz<bc0^u+Z1^H1-m zt^Go}0{r!B+59aVM}jl5>AQLgiHQGI?d*2Ng~%SW6H&S9NPO8^c2mUjUw0`EUwDLl z7EXpMdk{zRNEJ`&+pstE@<U}h;8OP(-LG`N$8*=XzNv-0_gejr&xj8EYO)_5*p-9x zN!}4Gz=*wA_eAR=U7@poVD$bNEBvUI&CZ1@LLb7@^!YpbKkAQ7W}VO-mW3+FKLOrt zPN!v{@)2?JU4|_m-cx5rY<mp8XT=_R$NFI8s|LT2+(Gn{iK?;Tmpln$vsn{g)I}dy zz6MHkLT5<cdgPu2_Rst3(7ZBoCfG#fl3Brb-ik6j)UScL#EstdKdR_&Q#+)h@tjAk zmJ3U3QP00^`$kU#U4WRXpuHK+B^6V-9(*oeeLpN7vk&t*Z;omB>Ovnw><GMzcrAS1 zO}qho-GY{w)ATpgRSMf}xlnhm){vZqfKUH;Jo;lQ3-2@3g3%Inh(h7rK33>MiXZnl zdE3MP`1h+jDwyx%Jn&^w6>*{7bS#$_xO2hAO_Rr%JK<<9FI+?Y`_MDm?k(n*c}sVN z>mES7V6$@NJ%o6*B)6{|KAm>e)?ce)F_)LsRdpG73C)$#J4T&2Pn*(}LA{QIXzIjB zBNKF$pBG{+O6>@Lo(zsIRT3dFsudKA{PMAtE@+Al@$=*X3XW~4cfxs&X(+i8@9J2r zAFN}qMShm55hwNnYRDM>+n+2)k)d}Tebn)n38GS%BOyD$9uqtWAHMT%DUY)PAM_2A zdPCt!@ZB_e$BDjQwbO>I0QZA?&1gji?>RtOD|}`@{NQRnaNVWF@0nYX6aNcbG~##q zYfBHJf&PkKvpD#D_NV%E=zIAEo|9=-!}r6C{L1nV)Q2K}0y~aE-+bFFPuLWDv_-FQ z>wp)`^lAyZgXi2KH0r~sgYWV5SC^3#{PSN98GM7Du}W3^4>@#$>5->Y8i8Z<<~i61 zd;yOuXS~}L`NG9cNAO50=65?OznprCdDn_Xr4jfTa%sG5I)=Ew%wAN%hWHa$LQygg zJ=5Qlp()$(=lrQ`HYHzIB1==w;UND0H+65Wj|RX4ga*ZK9)OO#+l*5b?@6-EkBa{Q z^de0HO9#*=e0vql@@)uptFV?BBkIFsi<Vs-KA2y)zabZX!<p#*6+f^BK8BHH_k(zR zeo}qOvYRC4757vs)4W2x8uYHWT@F0d;i!?~Q25E4J^1fX0{mJMSZTdc|4@YF$N$4= zf4g0x>qi`zyrC)@z2B3_Fv+GmRP0LlIjrB-2!rohZ}ghvE;r)#5e9pEXXvAjyKdy} zf=|=n_11LM!^|A_9e9uj8YyQ-ACutQYkmJn-68lH{gmuf%W@&cc!O+BfGbGrvn2&n zpg&i(cyt`P)Rfby0oK*vlb3F0MFV$weQw9+x)sb5sJdMV6@(9ab=l26%#k)VmUFk_ zxeQtFj*<h;r<-~uXU_@nnYuni6Y5~!tTknU1K4+ZG^5>j!<i`L>}hQ_g+8qA`WHu> zr{rA2r+&cKvu`e`{PR;F$X_qlq@Yd|_j`B+`ZW=cnch0|Kc<JaJuOd#9$h&3A@vF9 z>BU<Fua-f_>EPBe0GzA!nF2M15$5iEih0{{pMCgR$ep1ZF-ba8#Eg7ntfF*D(9xZ^ zP8{qq`RYm>I9$`SwS_$vvU>#mf#ZK3zACkjephbw+ND+CjH3Ln6Jk*>s0!vi>J`Tx z5ZlXicI?=zCQ+%?vIlh|G0-eMjy+|~)4boP;Cp!K%_q+m%yAU4b$|X3x<8pjQ!;#> zC(7ctlKFs3^wLwGR|C#X&E@fu6X#pkBYU|B_4n785|oH5fg4PLj=#aTH7Io+zYU$v zqi!pveBdHmG1j|L-}@e=*Y+z#-A&7o>4?v3`{TZn>qYo>F~9Jmy@|OKrs<Qi@7#zl z6V6s@CovE3Qn;8MbFhal*gee51x`D7i1AI3Ct))5ef!zh_`NnP_n14e*M?z8b|eG! z-=}TW*S9byDSa()wAGQI=F*Mby8$210E6PZaS!4K+x(cUuLlu()QUZ$40AMo98!$v zKdQ|y$nc@h5Mf{9TImJOoOnKO+fmHzsPdm<V1qA%p1pg}Q{dHKJfD6C{-WH#aw5tW z^MJY)f%ozK9+MsT8%Yk{g}thYX*=e&HsS-$qTYFOLq4u(2k`$7Wptas)vhL2v+=jV z$E~lgLXaK0^-`H59jAbU2|JlQ$2nQ}rud<$7x(^|_35g1%$<@Nww?jsZj>Yckqur) zB(Qln5WI?Fi`wE$1oX30+kGU!%LN&$SY?BUYo~X9(t)~R@6qAgYxp_EW2UohdhmBI zPqBz%#Gdeix>vK%-<R<`d;IAjiLlC(e%cP)ay{(w)F|{aCw+Y0m<5usZ}66iHNH=d zYHa*6a3~(jabH(|H=?7&PAn3<=GklWL??8l4AOW1GT6EhS?as>)SfyM`_`F16+A_J zyt(mH2=O67l5Pk)-!a$tP5UeQ!PxXY@s0^DM3G69{I)-+>jH$L>A^qvaL{Hx1)svP zbkP6bJPt4A8x2+?#LM=EkP21c6?(%Z%W3dgt}o2zUV{Iq|9ZF=>e4V5<1_Zl*ne=2 zWupZ8><YV&EfarHFIeoAAU%ODqM|Hj&EucHn3~PWW$d+|kmu|{eb0TtUPR&}@Mz9; z6HV0h);4#JGUC4rDZ8CNArHwMO?YB}{;P2pbLhQX#C6l9-v-DZ7yTvEzDuK@cu{of zO+4z#&wg3$;5YW$8NK~f4ZUl3uIdF&%=ahU(A7Ynanbnx{1ABSWQFeO&%pK47dzQf zc0$+vd(4X#{p9#qguJMk6Y=#>8*gY4=HA4#?EEIM$JDp0PIwBq-ceh!wDb5LRd!c7 z@=;$r>Pk)i&z{gY*ELOX1AXn0;1oGY@J3VT$R9#C>F8hU@OwA#$i#DI9k|z{<i6== z5O+S^U0<vF34UHCDVhB+`oIK<!dW5s2Z`VN@T&*^&6M!9&4o`NRqT}<;GBlcql+Vm zk54S=B_+;a&Zpb?$>Jr<jmu}3kR!fd5b-IqXLlrQ<SBTnF{c<wy?*7E1mf_j&<6_e zuVJTys}sOq=<ok<zuFT#Q*%e!&wI|qnPa5`eD#<wuz!BgU(<=Wx1sgo6B+gtgmh(n zUIj1Aq2yGDe&|xh5mUPf=nuIjB*%eM`KYBf**(Gj5vv@ZwyV(dTxDz9`5ibDpK(hQ z;?br}$aQJx@Eem}6e)Wler1u8e}gaCcaPUUmIHbj?hB=DWr$b9v&G`Rh-=T@QJ#0l zK6YQdCnsdxiKr)IqzrB70NzFHDJUZmfkw5`toXeu+fG^r<NTGxTeVYx&)C(`<E@1_ zxv-f+2(iH@|G%`~Ow8z;3y9sZJPyQUI9)sw^cM>`_WLJ+I~$oQ$SQk67wPa=pwb<A zyTwt5zR-)1exfUS1UU6ftmk+y>V%}B$ZTzW`2HT3Iml!VJkq_X)p*W{cyW0oLg52+ zVTDw2e-+^G-*Quh1bmEcotoaw*o8PH+;aCl`tZxVZe@Yg*h|i5Ny&)3@9H6yriSNv z=lk_7u`<LhKei<9A_w3APddwi<1BpYf5JbBKIiMTyNdXGdpL~sTY<moR7f1C1Wr+6 zzkh32AaDmF%Fw3(dL}jZX&&(1=LLoQ#`uv}cw?9tPT_M_rOpNU;`0}rNVY0-Aygk^ zz1^+jNsQFVWyGRy|N56>yA$fAz&YiS<Q?FJL_~k3bCC#PZ7Wy04ERGBhu)h3ZkV4+ z&m0H*KxlxuY8d$Ga}yscF7SI2tzWIZfGbtJaOo4m`*?eMn+LZ8-alWL>JIcb=kv?D zp7COjW1UESGx`~m+M|B@IPZJUIyC4a&Yc#i?dL>&aC3CRyoU~c1D&TXxFH^f=N#Gl z*aAG}`;6wM@6a(Z#_rR=xw|EOgHM_XzQhzqVrfL-57(uu_|JbkcPY1pufc`*sO9zk zNV5ace(59MW)F#Ynz^;M4?m|Cs%X%o0e_$P=j`vf;e#g}`0PIFyuyi?lQVqiqs6Rt z<!O?L$PaHbOvyY6ihV9qYiXG0Ee?Cbehl$WYn`th`O$xWe%1ae^udnVe!64OXH3r; z1ssMS(heJHOXOEiFSR{l$UhDOn))rq*eB!vs{4Tt@bC*vL(J$CyxroBnV&lm^^Cls z3^vfy3}5}b`!?o+-CsNl7eSn8De7wb2pxJ~t8tYh_7}vp#JxbjZMZ9LpOqcX%cUv9 zkQn6m7f}bokpItQ1+ScZ0DP9dd0$F8?&mdwXOldb|F(7yUV4kUsDpa@B2ee~&N5|O zg-+}?m!R8r;E4L%3?3;s*Ap+N`_;kIVd1?|4Ei>+s)ush7O@}nB8$!07Vw^}3U{aB zmmzlIF{L$dUFnCsK1Y{<Yx=aRKQTmodhGPJ##$F5Mowj`DH_kCVecpx>UDF~SEq!5 zqXp0Ll4%#>c|3PZlRbyIqXV<EvUd2nOI))wz?sHl6!gZ>_veT`SX3H@|J0157FjfW zTOESh+|VCMx~Lj0f`7cqWS>QM3v+7GeuBS&A8B!1d%zI~-N4MYUDflL52~GLw4Z_A z`>HG79WD6NCK^fd;ruXAhA)XLI1*fzlr+sRP&X$YJA8o#^@BjvLQ6N|kl0_=5iRsJ zN$iFsdgzwu3eM!ApQlfge%tUJdXa*~d|l*~6RS5q7=~a^K{acwEBa<7M(6hB4cvS0 zRA>4l&|#@RY)*ZRJWg%CCG^Xk*!f^-AZXK(c*r+beN_tcQ|msvE?S}<I<tTNSq*SN zy+(5P5htR#tBXw!`PZ{C-9H!iCV*Y;Q2!Ui>4v$uQZdXAPCOmjuMfP_%vC@adAM?1 z*6{Hm%&kW7Nc~!OBv@WkxA%bm)HSm{U-ytiC{S^CC*ph+&K`NWg#6Xky=cb`e&fX1 zW7>)MTs=PXW!^sUu`ke&-$Z<O?O=MqxPX1fgHt_9v)J#!Q{4RyJc)whvHp1AGv`tQ z$Boc`9P-z{)sKIN>v+5Wcqepf8-Y?|vH1T5W7rnapUWq`U=_wa^cMTMsA3KtpHi2K z_m>mV&c4LmP=!2LB#`+Hb=(}6t-=n}1&eC0J^mDfPr6zh+lKeqFy$1zSm!~kyg!)m z8}~mzUSp~OdH!@n(49f>cl-FySw2Es@?e*huN_C-Z}>YSsvo*mwm_!q@Lh4~Xufs+ zA^h)J1!ppVe@2+UqHIDP%3EospAzLl2+s5~npe0IjE4rceZ>BsJKY8j&yn{8?dW5& z2l2hGKmYR&|A-%N*isvEAl`&K|1`(E%|Y7m2_G8tea<c8I?xe0hU+!0NMn!9xvnHZ z@H8ZaqaU6)V2-Eg2WuhvvL*)ok^QJE-v#%O_Sxg!O7>PR1Ha<W=c4!#iSLtnUh<z$ zo4?E8xt#0pCpz>eQ<fk1<<g7HqtKmP*WRGqk31o~u4>q+ggw&_avR@b-cyay=KVC{ zi~5cKB#bdP!KZ$g!Wwxl;(NVqueT%cC%u|@)FmQ9>o-fD;rsS{dez8=y-v|ZeSQJ> zcW2$Si=jtf(lVyq_P~ws7zr;sJ_P^%{556iJm_I0$|a`<phKZMCv<8J@h<ST%++Mz z)B~jl$v?Oelkcq$9;SwF;*!9RGbf!0&*OHXX_$L87`Bbh1pbn8&!w4y5B1*Ve0yph z7eYY!H6ssjs#7D`0+D&(GZZNa9`se#D#0htb>RL~cE2x$UT4P-J40y&;3)bYBaZZ5 zM01=Q$siT;t=j$}15>E0Hw8x8pywM8zuKjxf;gb3z@7}=#$xBOZ7OEYMEMNIMD0aS zqMXEMat?Km&Yg)v8ujQG1|#O|q1z+GH-%0KIT4Ya$<lTwz>hcopb|lUxGkrquNZuX zy5n<h=M&Itc#jt`qt2T5rgzYjL;o!SduE(72NeU;Rm2%h+Ajemz`JC>M=eLoWB%Q~ zk-81O*vz`4>V;ph=VDjO;Y#$ck_=y76dr_5HLxnW7xnpE6(2<+bR?-NyY+nCu?L1y zwfBJ!@U2yMY6k38%uXz+-_S&zu2Zh*k9l-P$_3g_MJ_}{rPz!v`iY*x)3v8;;P1FS z*jfa-HM#`}dcRHhnvbME|GNUcK$gbc=+~GVIQ=b{*9HB^bp!WDxSuRVxePz;9f|Km z=kjG+__iz$T-8p*zbB{pdF&=|=+q9#V^KG2<-Pfgy2_#Hql)%0=J$?#+oF33JdkW> zPc-=TyE_JbfAQH7nR3GGqKwd?-<z6hgw9kz?Nh*p2;RSi$(6gv!?%17oX@LqB+A>2 zQcms$Us`6PTBQb`FKz+*r?;SY;foZ>o^>F8zLt%bLqBM|CD6L01U=c5?w<<a+XCyK zTU+pchos$kK0D(4#;wR+K;N^~6ga?7fw~|d<iEZJ_!fB69@vTZvtPLL948;X4@YUn z7xdSR0{W)k<bZ>*63r3N$v&IEPZs(Zb0km15>DEC5!I33&UD>|t|~vcQwQ~E@8gbj z=VItu^~|N~neZH^`f~a-aqk#Qm;?IZf4E(hdr1j%IQh+gW>4e2M=rfm&4K=!HnC<` z32=mG-~U`BcP8R`oO{IAF^}<z&EEp|t;)3IyHq~>1ih;V72aU3Z7qji{5kef7Ze-| z(DWdTY7}0+=7%p<_sg&wh{N<$qg2~|0H={__6%8tUUa6|!;uDh6R%41XE?_z_MzO* znxNzT{Vq4z6?wKuA=#@P{=0wQ{x-|O`Bd2YkMV;Oq46lfClmGIiJVsh8_<POs7O?7 zrZ^BM_2@P@?gOuEoj=*x3BUC0=7@dih_8?4JTqS*PHpX(tVG=H)>7XWM~!~@neOFk z;5i4{8_(onJ|HHR#qifh)X~+(A@6_>o=j?ZdP5y}{w48O#k9`wH&b3Cg@C{9eRS{K zC+x|H3fo5E1zdkX^F*sS@QaS%sD!Id1b64sU=8Y`_6_CElbx7zQ{8v49XQM>ac8^3 z#qft0cshOyxcLEwi_MC5;ERev?;hEXI;G+5^%nFCN0*0MekMb2GhF0ehWxOLU*1Qp z3BInjb3eaXLkIh8P?@L#ug>0^v>S8BFGj-NP9V;h-xF9<tbuO@ql91fQS|Kx$a@^R zT!@SlX^W+9@L}<}^tEjmx>6%yw?OFqY6}M?Z7}yY;ve|H8277mznV#y0peaw@0vQ! z*}+oHv(~_|RIbQc&bmOif37B=?f`hmK~pZ>7S!Lp$vY;H4+GlzbrW`?&a_Q7&yI%P zW%*GEKk{|zYWcOkrhoH#rFmC+kRO7W6r&3<&rCVynT|R++bQ<VebgaA{b6=>d%cKj z&yJCM_hT<6Q>l4_J$%TGMa~~Y{1dh-Dq;Zs@H{RzR>vRb@Q|Q>E{{8rGIs0b@^kPM zFAdZ8C&NEypuC2z75&)`$<jW=lgvYBCpRBqF2pV=seuFk?taZ`gX_?_w=vn6jYC)D zHj*(d0-VlDhTa76@o|X8fE{!<!WA-tlXUKcw%Gco`S)&w$!xV<*8{wN;}aL2w8F=7 zU{bDk67yBBmMm@}-e+$+ePCe%yhE69MnE(6XmWfo<4MB&bmO*95`(}UA5ET>kHfy; zJ=$fGs6R`0Cia=W2cDQ5LQlg5zX#@Bd^c^N_dIGka2dRZ^t!3j!yTv}6S;!>6HzaG zi**+T{<KT@@kiwb=%`FS8t((HwQ=-P%XRPz4f#iBXZo;@b%lXd1H4{;WP@|hD(34s z272E?r}dJ1sCLyKym>{^UTS;jx2ett<#}UYZKBT4@6gq$PNtq3ru85akKb+kHxHs` zAoO8#C+1(jDNFx^{)u}_>A(lX{h>E|y)?nw`9I{0>YPDcY8Kz3@Y)mi@z(AA58;Qr zp}$uW`RANxt5*0G;G~U<BZq+_N_6GPyaR3!BjE5VeLMCiP*!hzsUs1}In#W0f$&!! z&S4f^MI1P&Nqq!$1l@FXX8;d8Ta<|Qe|*Y_&D_U(=x+t6OiYe0dk~D1RkM%(;qKMH zbP5m`R5*|Lx{84R*m?4e%1!vgxVzt$fi8t7Az>?-AN~?M<cDOd;BWi>+tFidsGp@h z)wl3@M<4J|$^!R%vR8ZR>0=V{cxhtL&l7mW49DzOyx+{F9YQ(4A5(V>vtOyl9K6x< z(aXiS&(ed%T6y3v_1!|%P}dtZ?9ZWwf7>vxvF0%D3)vo_|50?^@mTJ0)LxM-$x0%! zlZZ-IWo2Y$6~b$e%m`(a8Kn?X_KswxM@D6pqEb=`MY3m+d+uNNbMGzQ_j!K5?>Ogt z&-Y02EPUwhB}qC@fKN#4`If$jc~P2+T)fCf<;SnjPiJDk$e#C{@nPU^8&r$AfRj>8 zYHCy=AAQni?XE!HV49HFdxpjdy7iLyYrtDJLK#*!2B9BR8c<Av&q7>#l04Tz%yaUm ztRK=uJZBuOJ%w}Yobf=6lhKptaH<aKNb)A;CO>%{2Ji4XW3hS;^VOP9ixrbDU@p#3 zNGS<<ux>fvuk&g6&9t`0@Bat=vC=PwyD!maN*Y)v>Ed&xS)F&ob0`tJbJYfYYocy! zh&KKiKbs?LDg%Dzt<2QfWltir^;+(I+;0KJb%VR$Eq<P#Hxj;$bHn7GTfg8#_zaF5 zs0Z%5DeGn<Uxj=2`$0bsJ$|m;TlubkZbZbdr8YU_QGK~!=kusvBD^oZ+}H~}R(gYj zJMtv!B>(nw#A_CncLKi<r*t&m7tW+YchJ5?5oLq<W2%$UH-Ue=3mYGi-sVX>aWV90 z+=cq6<ZP}q33_6&rBBvg&^^5Sp{jy9R_*Y{3$}Q~E5X;%%9ZG66Ibg(5pO^5i+MD^ z4gKng4MxKd#I+sII!9iEZ?#i)6GZ&C>!A#Mz2Zvb=WT0D=Rq8#-;qI2gY&d*u59xK z_szmwn!OtHFB8U<YTek2A#-tM8}O9<OrESJ^uXU8BLwE~IpaGQTO32Z2?{yb?0_d& z+U`GC)8$OeXDizBBd+SFKMmRr-O(O9N-mxicj8QNTx@=n7m;8o;FT=|oH54RTOIh* zrCk#ZMY-5xxSG;_3UhrOw&i_kz~_$}zgFN4M88d5q4ePq>ivKJntJivpN+{z<mSQ8 zs`#4aHt-rpHpuk4z&Eg|#{eb7{b|1}au)tf65l9`{vmGCowhtwgt}Ep{qNinIpBC= zq8V++;L|zy)#{xR_H368-^;0k-Z%2Sxz{C6BAHN}^r3PkcI<Vk`BaJduJ<$ToS4Tt z@ax)LXME0T5yo@BOmUtAGLPzx0f!gccu*?=o?v=yX&ik`;>y9>8zEjqR5AUU%n#t0 zk&`D%nBb!@L@iy>?n2yL%syy#3iGR@D*a5#!1GH^iUlJ6O)uKY?nQlQs&A=v26*j{ zNw44HL-3gy4bj=>h`xi9TErMUUP5%&uYkjd>(gIq?0^gGxV03T4}92#FDpe2_o=qn zH`N1tixk~I*@c^Uu6@JvDk@$?W74N$f5c&$GZRMvDG)86#P!%0T?myk?ka6Tz@<k> zvqsQqpJth^>)j3AIn{5eP~iFwN3A(}5m!@7%g<^VfZq{syCVZ!<&g~a75caEZIV4* z$BF(`;99fdVum}B*gkM#P?SXUN>Gk1Ag}%1m9u{hb@SU<3Famh_?pq3Ibr$=^BDg+ zF3LE-mwD#FbSLV1rBk==FrW{$XdQU(1e|HadykC-_=ofm6A3ILCk{uvxaub3Mp$wO zo<1`Ezb?6RDhSVsK}1*K6!IPuSL=JWQ<(qzx%WZg1=Q0kb~ceb$kW1X>*Ph4E4z1F zW*6|-q23#lP5$U_<AO>r3_vftn6loEI`7wV_`S!7cXAG2szT9M1-O|sTtwf+b?Re| zA9#rs?UstK;0KNz(qN8#0Uc{iR+TFF2vVaaWjpGU)7}lEr-0jpQP>{QQ$*dXotY!3 zhCMbFQY8$?y9KN4%NI?+t4uN&4gbIYfiYR<#t3lffQ*98N*|&_#-t{q4E<H+3zp3Q z<RvG{w(b)2H-9y(gqzU^T#0)aiacECHotu}3w0t}G!-T46DB8>AFoG%Bd#m|<M(tW zem^<QG<n#EC>x}`$$ba7#gc5E6bU|lE($azlHP>bQNHjce)z5RTzU4{8uRzxc$BM{ zF_+U-k+35WbJRO8&gme2=%_TU96g2kug&+hfyvPA$-LoJ6UMpunbQA(!IStBv7L%{ z1@|&DU+7mm;+4so(?vVf6B_{;IpwIoXdOKMq91!kX&G3g2t6Cmzo?ty9>ns$G=VwP z1x5{=x5lO5BR&<u6OA}QopAPc@O$u9+%itdeO|<&CgsPTiO9dc=84s~S6}DOr&uXK z$61_9#(W5KYRl|#ufY4JXa5^KRpChl7??f(gM9X=Uc*tE0r<<et-~D0kw<Kw?^jjw zAv6cLG}ECYR-Lk=HbsBN{%TxHVAut|$?P+)hS3lA{JF?+9D7Xmv-cLF&RQEv^xFd7 zMHZE9CnpG>c5yUUz!wufm0Eq)f?psfm*@ognnRAys{&B>DxBZ^n2LLKFkkj};1J?% zU;EAQ68NR8e0SHD_a$1?)26oJzSo=+e17OE_H(XB**S~Czt*W|Z%QD1kTPWsRkUJ0 zbx&}aHNJ-xX+pSg5OrQd<`=PO@E^h1<R;+r*dCm-{Y(bE>4QR=5a<Q3+}f>G!U-R= zf<1om(Cf^tzqtJnIQ@&v6$=9rd{q<=5B=^2&o;~ZxCM2ULu$$@?-KBbr83L(2IxjF zaZ@j%pS$92YepvqJ#@QI>;1RD>u4G{_~$TJ78d$xPZ#C}<oQ$o<RIUzU@hJ<p5yu0 z3p%J%XC);1e>4C$da!eV8~k*Y3U_o-81%{NRK-$=bCd3Gn(ssJw6%QYE)Dwft`ff* zdJWV&@0yKMwY`ay(#--n^c@Y?slFMBcoR7WY8BG+&}F=FUW)00pP(!o{r~%fc{=Nh zR3_19#oBIE`*;z*WOod`0B`40?@AU3yw#~WU8)_=DSP#aD_gG{kr}7rXQ%H;#1s`c z$wH@mvGM$=kNA5P#to7_dce8sd~BBWaNob|zuW_Sn>KxB_bL22A~-D|8S$Zf=cLyf z-iOY<<W4>GsnypLg(gvtZGULhbBGM{BBl@4wz5bB$F>vVFVQ!+NsjgxJp*nW7k){+ z2s~`CpnntekFCE%C4WMX<HqZ`l^X}$%nId|J)wB7rIy#a!=MY!wv_30#6AzXr`&Po z@R3_RIu{fVJqB9Co4F*S{f!irRwL@lU_Jh(yU@XfUN>$B&v`#HkS<{wadh%+l}b70 zBAZ3EXo35je8M(81%D{j%F6IH=wle|@82^Vhu?kl%*0XPr7^Sxed_2>SN3^1b6xu1 z&z5#|5%p478bkFOcmsDPJJn0lm{&+DJ<(teA3QIv#Wd8bzTcJO#Y%Awe2oX#@VOtW zRxOahkL+;ruF!`w&cwp&i;tLpp|1&8+O({P-niJ<b~ktz&*$G1$WaenT09>XVuCoV zomU^)3_aS1HLqyYLs8P4l&^tD&dF<#^Fnu&z_M{L8GX>V47*Os7I&h#hgQi3JZiJ( z%KTN-BV-rG#s~ZGUiv9}zo4GHYVvgB0Qg8-|CXFCPTUKj`fEK;NyJS-au?_4$XgRV z9u&xbSx;%Uzi~pmnYi7zjB{(Pc1-3U^7G3H!x&%W=RJEx%Or1j5hF)S_evq3P_dpV zc#iX2R7+vA{2hAT<74VYdZ?35@R9YS&lhUd>pPA9^xk;9^3F8uBbErV5VV0WmTakT zHt>O&BjJ7#4&VWI(`II!gwC2P>J3{N&ZDks36G8sA>VxTVkP*Z`(lwI|M&HVnlYQ< ztKhAsQqw1Gk@qi8UwnbOX`(xc?m7Br#$RNg{_O!T&K=0Sa2tDsryr4%33?KzQe!d= z4}$+uu|3uL+k*(N=X&?m0=m4~hcDBR56yA}1Y)N>i3X$k^<g#Ohd<V`yy!?o&dc;t z4SjDy#7=`hF&;mM_SqR8@X<a|Ztwemhb-#*Z>Itd5*G5%i4D)!m`^!*zn(i`?P0@0 z^9=epZ=1)(T*w=hhG!pb2ao>OsqUf__}7soHpX!DD`eFShf$yBe|%KiT;M@8wH-U_ zM~D5LTlv=?<2gHfQVP2nBMy$+Cb@u@30vJ+6D|V0cz5nDCkg1lW!Ij|;au|MZngf& zaw878J-MDUiT#0&?dgvy5ho+fd0pMWm+lCEGAIgt(lHf^L<h{zCG}5O*x~0LIoB}T zkNd;lvMckWGvOejwA3Q!MLfOz;)5{qo*KJLv|6kO!LiSyLZt`#g7So|P4Ivu+7^*O z)HQZaznSbe;43yE#FPFR{B~e-C94i_nQPfbZwOCfUUy!y9rsCT?}JZ6i0kr=+GD<` z$4HI7nI}fw3F!;32ej?HiC$9?_YB|*G~><29q6B4FtkoyM4h?nKk*<j6@S00o6=?$ zb-e8RK5hJ*XWPRK$Hg)CF3$M(GtS?^fRcs{=vjkbzWz7Jj5rf;C#DO$$p?epvL)2h zihf+L`F#=Z8|-P0{RFPU5+EnVg}PYc*umHgoO`Bcj*<7=2!Dzi;pa2J6Y_ri;=2Xj z_`0K~EaJt4Z_tjyUhF+$4AQ=V{H<`*&Myexx5eF?r`{ar`p|(&#W3^@EEUmPbHI6a zYST&}e#$$XDsM!dZryX~QyuDsc(Fe9UpR+9Sh8mo_P~cGh&I2@75oW3-RAa0%*VC} zOSdEbD@{C%YBvMEz7)<`j=J3NrgyLectbBP8x5{}?9Y+Tm(@ak5<1j6vWC3;hHw1H z0_HBl6HK@Lh=*@POw5Q5K6iU8_f`!D>T%z5>=n?ngz%5|Qm?uYi@&d(i$;8DLnm_; z{Q}8FusI$)VHMYj3<=y{PqIr&E%^SC@0H#T??gYfbmX-CHRu{AX>?2Qd3x2!0!?wB zoyle$kKXYh&gxreXrn%or(e64bPn|>-^mwp!qAWOZ|HMhfqplN+a?zMXK=4|U;*aU zF7MFc*onMitP`Dl7xnAB-S)rlfOlvuPzJd^Ks+q@lC;H-ev?M3xbYu!`v%47XM~{h z5t=hupKvA!ZhP+keMADUbkN7){>g{QP}LlVpPKv9F_(S5!~prkmh@*I!nDGc@VJJ4 zaoQ|`<&-=2bcV|7qn`fc5D@M(2tUGj@oRy2{%<8Ko{`YcKH8mc5`#D#^^&V-yvm(8 zNVUgC`<DkX<=!C8iE}ujA=4Ab;zM}Q1Z}p`f_Lc8y~*>}oya}CP)>{b@3h7BZ7wq2 z#8Nc*&dVpDZ;asXsFX)u2_A0rMP9AhU9I&0zPibh&8o!-=)|~&*1c|nr@JN6z;Oum zM>X$HW%Qr4-Ht4$P*?s~yF1nizSKQ=f6nfU&cyVGiya3hfm^*{Q>H_nRT+7_wmJ<y zAl|pr<u2w&8Q9yhW}&a*iK7oMh7Zf~vil+Eac|CkDe+5nCca)1e6tI2>|k<}dYll6 zFuQ-1=QaB3<L?FAhv2i=Ddo)`DB?==oextQSOVWR_PVgx6goLJi}0INz_p*M1eAWl zUf!z@g8JEgiJ+OnEnjxj<9&+d=C$B)IMQriUxeR<ZAnKt>WUJp#y&&T=U-mU&XV*n zAGSIBBTWn)XirV9Jm%5E*EZA5!4qA5IeC?YJQ3CIJ&}U@TCy`F^-nO~=XAqX)iQX* za1~a~i%tY(@8O6uccDM`PaA&x2|n0cOMyQ!;A=g*@ML8-=G^&p-u=x-y+ZBugc9|X zv18x23B*0d{aL@A5r?Q$0u<ixyAlC|du4KaF`qg$<@84fK7QFt4G(Z0wXSo%s!fB> z^ITrr$T9F8qc=1J$N$$i=|n}LUw=koNOD7eTND1Z==B5mr+xpo(GT6*Q|o3O%LCA( zOY3y~?+bj)Y@gnr?U?tHNaIu|gKm?Tcj3l{E1~pu#io7`bBrl}i-e%l(Q}kE6!Ui> zH0_-A<t^}D?lni4p-$Hr`Y<Pm&wE%oBV(=!_=ddlZ(V)(dPf!Qbp?+j^P%Sa(G++1 z%d8anw7L`5WP|uwNAVtOk_x&wflC{87N$hw-q=;|^8W~ab>|1hfUhnDiH?nC7J19D z=LM~m1aRV@5tBD=z{esw-wsJ5E?Qe#vEcWyePR8{hxbAi5YF854>(RhL3s{zANyj) z^JaUUiFaaWFD1l5w^$g#_6qpjqlWUdH_y@k*s)5z+~Gm=Wyb!N1%I^sgQS%S--AnB zM<i@fKfI8oVmYJ&oOFntlNor}$h6SR-|wEpRnPH|Px!tcQ=T>@L7yjAHQzakxm?+E z!rt_Du0(mqo(P_k@LBj!?sOTxIck!;<ZS47+U(C}*4nrdE{5a6ZWG|iU#7A5K}Td2 zs5rFx80UU>-UlZp=xSv-nWZrgVpd#w(!UG)Nv2MokBq_m;k~zf*CL^FZ9nwZ82Rw9 zgofhpGVs;4jeDsPx3wd-tKYeWek?<l_dD{0(h85}HGFR&gV{t|#B;{%ito3OXK7-b z?f&1t`G@<Td^-5lC*Q<=Y=_Sn_s`9-P^JI<M(PdYf#=ieq<*_x3|>voqQFoUycDU% z)+X4M*m$V;<o~_R#DNitDb!uY`J7VJ;G_5N58V|8J<sKShMh);|799Hr)6tB2zJ*q zEA;rD4c{x*wiuv;sg#gEv>$yzqX7jGgm|7k;ZOYn`>5WnSE!)gYkm>Sv(ps&&$t)J z*8hUXxw0~~LmcN&iuHiqH|TM=c`QBfbGp2BE{z=aAUX~V+YRi){Oo(0$6vmJpXtvX zjLid1E2_TZCO+rFl1W;k1&I(i-uhDo{ZhPg5iN~0^czV*IbN4siCap&L3i(gSJ}^Z zdBz9+*x}FL{YrywZS@!(A9!k(_qQ4p8=>$2CN^|G8a`S#nXfacz~|^!s)iwSDMO9B zbGyKo@FplwW+U$2abnMSg?i*r+K-=X#$JStM!-lW=3d{<{t{lHf^JJMjdAf9d}G(e zOm6N&eK6d|9ixnS>ckh5`_L~@mwwLU4DuvW1>OnJPC^G3OZrLyTtBBJe9IcYzw+V{ z-V>-7vI_(4n$xlOQm%>W9M11i-fwGt3)rJpET_s>fH}1dr~W)H%;iOe?3}xWb34`+ zbOt)Dj*gqJegfY}F6&xg#=ZPjCH~>#dF&^R$z**;i@e_x`0N~T(}fi>mN_+V;=Fl} zGz<FeG}cmc>lIJpL+L(-8RY5PmHctm&hQm_^(e;gD)yB%dJE1+lZYMn)Q_ejzb){O zk29p>`%g889sY!Pb)ZIYrQMtOkZ7=dj}?496bo4EQlRtmJFiI`#D1CQy^{5ZpifD= ze$yKHweQb$kKyysXNAm*y#ZdL(o$@n832A<q_rsp@pew|u30kbC+cQ-`EoAwk%x0m zY~Db<oRaY(1wK5ReY(dF7vsG|JmtNojJ;-AkGB6f41LMGm5}fO<gW>T@<zmaYGsC% zNt_EegQ+7W$a_SSJ~w+i>eWN13Nnv^pV0GNJB<6mvS7L<2!CO!T%nhY=v%lP`lRv= zQ0MWTO?JVbH@lVlMP?u7E-CI#j+{ontwCqI%7b|PnpKGfy4SA4K8-BkQYw!|MOPYq zh$pPpl6*<fWidn~oIssfnyqI`px)nkYW)uz^u$)Ji&M>cn1c`t)BXJ%ewQZZYL5|b z;(py;<8KF^SofA8ZVml!ak+?^C2*t4_aExd!xyWzzQCB?hiJ=9dU+D(sgOcyqPZUW zXR~)JLb{k|WILXEMB)E^4z%UfPvHY_>}Q0$GM;nSrs8OaE8#zuVfP()OP#oo+V~WS zNMq0__}|yI;daYx;Vt;ZaH(uR3Z1~J_l2+L!w@IFs&3n+M<PNNcd~3|!yo5lMzhg% z;3c;xMXSg$k1~6W@yVDgakrCc<$u4Y*{6=N(*Ee<XbxCqy1=LA@&3|`lh_xwxe(5D z5&dLD!gMkv_%D6ynVWhpgg4KgUo7xX5H_<-s-ecbN!DMf5uDRElrj&#Yk<dy*L!db z`FtXJ>_!)!_pA2ucoOt@+hTqh2Iazs#3GB|d&8R$e4TzH7;$58$u~?Hec0stzn(AA zm+BfCbRP!Jz*S(tzaM>A)3ehmW3#xQj@j+iz<qD~`bo~ehtHKP!^~9`5;6bzZPkAC zsgD&4X1iYkztYam&^r&`ynoq$u1n$GWm<d;g>IlcMgDm7B<63gZrP_ocSm*TYiRZm z?w==Dham3#CB_i$SS`e5@AC}j5nneMrLLwbLQnWHC$9~CTyMD|<veh-r#i&alUC$^ zDJPp7s9!9-2AX!@_Xf8V+s&b`kgs!0CGcFXzt^c{0=`DKK9#bg2YN8g<R^Xkz=xKC zx~vc2&wtwMl#e_?{d|wyzykD_3EaF59Kc__>?7m4(7!hb_+^*45mpSma?SgJi<CY5 z++GTPpS7Tk{*nvv$5@qD$Ord~`RhxLU6|LB7STU^9KM7T?a!M=U5L2piaU>2@%gNp zj!wpq2u9z~R|mG^{rmj2lEXbaeIWJ52JWH1<*!HSz{i|B#SZSpe}8!ElW{ZR@wUBh zPWK^y#HR#zi<|`xe7Ll(2=`SkY<1*VlRM#;&C0xA1$|&e{>#yR_^BsCC43+Jm-!f7 z`gL!DZi4EY`$_C?(K4tMDnq?9aHYBNC-5-C=%;TAu@7a&=DYVB%%g=5Y|vF;@9VqC zy|IICL}K?=RAB<}^knbIW6&Xu%G|HJk2(t}%GmibbTg5rm0!NVhvryjzaM`8za-{J zn|&l=>UQ@b8SGJL4cEF~9ta=RZ{2hzi0{<H=i*mi08je;?!>|0*ne|mUepfwwoV(> z7u5jNyX^`l1at(y&sBG@sG>hz^`1(-ig~j=Lb9)bLpU@Dw#5QxtLumr)AJ<}CVS3& zd5fR(Rpdk~wJYkIOXr(66LHR1G-L9i+rOAi2nf(1PYWNOD`v(%?jc9|nf>Vh-?w|* z2e0Eeym7V~_g(PV8i^10O~~_kE%Olk|4c*gZ#)K1a(7{OVgq>I=3}BE%h>02B<g2g zC-(OqdU@j%@@o5Zo|hkZ6}lxSotk6bgn{8+8=ITZ0fdbwE>yxdJ2JP<9evn2Rd>Jr z_1F_2O`Xkw`qVS8`uo=j^#A59>nCt-qVfv{=<mTd-Jmu|Y8ZMJxx`c^RrncjQD~Y0 zhcw%Emf<DNhp_;MnQu67uXR%7an!f|yLu(dJix<@GiVfoH?^*u%n^lO#zdAe!)g|M zqW%tdN@DK_)q=z7Wk&e$M>@~08bddv7^;_xyvex#<Xpm8_yD+b*bDjs=jq5(wn6_& zvHST<9rW44`7*E8JfLSuQdOY_PwMeC_MC7n&Y7LsvD4O=XI~Wk){OHlpt|1CS`9r` zp5GTK;0upga@7s>oQQqaOa3xR&~dgF7dU^1?-OIlQkbqA;jOGlI3O;xOK^Q3Mm`Kt zoplfkg&z7Y3x9PK=4@gPTG@NR|30*u{VwY7jlo6LkYVKO-iJ}QL(rEm9icXQ44>2; z`a_!FJ9d+OW@6+;U9e|C>xHg6kzD+&TLb;l^CzYI9-<Cjurn|@C5C;rPq=EkIp7z3 zt79$<amd5!p^7f*n_F*ZcW7jI5aXOtL;sLR9~T&z4)NhV2kq-qx(2_gUfZ^92hpeA zKYcl;#D(A#KG0r;I#K=j;O$p7hzF+&hds2A$EVl5CO*Qyt7Wej6Lfj|jtP7iI)nML z=((B53+RW{ju(&MIb@#GPt+{Hd~{-3)F;eW3C{#H2Wev7vR5vHz7T%nK9M5t(WjTW zL_drIZ=xzM=l9Ceosi9aIucTkx<o}&&R7(F<`B*3A`S(vNtKx){vA{_dt3{Bs<ue* zh9K^N;RugV$4AU5dve7;76<-H;c~gK27Zr!a>W@?zl(4GEYC=TyxDrBy%T)zbg30L zPXzGaeOnLLFTuzATa5Sy&b`ggs6%YfNmqT)JgADk@B1asx{Ihs+;$op$)N7PUFbAk z2Ho}gsw_=GoDb1E_<UFY8}xn2bAgMYm}`3Dr8gakJ+Z>6c8#cKty(;stVP|4&aTl- zPc`ss9d&$M_<mzL;W1y3zY<@m`Uf*Xhskk$ZORjKGF>k(X5f7sSSff%lEU1`ogaUV zq@fc&lc-j-4SS$`irg3k5iiT0@0$S*a+Q20;^af<Xlp)RDFY73)^p}ExjW)DXTssM zz1Xudx_mA^8~nLL`NvBn5^%7dyqN~fN%(&9{h!ag)b2xbj@+F%GBWL(VvadD??c5! z&`FOP?pu<A4mf(3NMOuy+#{O%C;z`s4~6tKdz7IUm>73FMD0#YYd5#;3&Gr^weW8z z=)a>c8I3;l$GQAWwd%wUJ?^ndO&joz8D~F7+;|Fn>Z3o+B;sz~E&lFf=$B?UD2}HT zq5m*?^u6dc;>W}4*l&1Fizm}-_h&($)!3oxf^+IJ^I%gS`ADnth)iNKc&L3h+!>H3 z)ELx)G>p(+KD)1)03K-5c6UJYUhGl)XQE6m2;Jqov078`kK9%pG{14K|6M-GzxNdI z8#aHI56I`o+v`2X4R9a%j(k(EN1yy7J~QMyc=sqq8$;}gpP#8&Gy?zp)s`df3m^6Y z&0gL&jeH#!X|&agdI4zs%}5#4ReVwf#i$#t`B*aKp|91+H98f^h&t$F5*tMld_JOe zuOC5OXT-X<TNk|S)B6<uS^DrP?!I$?<stk!NBOIwfh#U-jfX@&M?CRheeDFixj%t> zxqAkF)q@!oX38Yuw`KHC7vxvwf9nZJ6)r@^Z+!uIF4Pf8oC|Tw;5Q!?tWW?i;kYrS zog0R^qK8y$ZJ6J?)^sZK|2?#ywev%GlA+VAo$~9^L4C@ib<Nz{jrdg?BC}@-b7fZs z-j%gsZefUZxdqS9^y8Hhc{%XBJr`a!Dgei58D>yKJlzxjF02!Jv~>}M>;}wpXulJo z`3$~k`{m)9AW`Vuhwt93c?3Q3R_fX5Q22_7i~Opsg^%+X$CuRO@D)>RF?B3QUG$Y_ z{~B=8)*~4&zoIXwXKyd`L%d<Ws%WsA9Q|mu@$Q*r62T{#K_;hzxv{h!tug#PikR+a zPQVlEESp8|ut0xfbKIO<8~%F~vnjQ}qs!{fQJk%W&X`g!hDsQ?RDl1}gC>|CP_^iM z47`0}caGRidc=48mXJLBJU=1rG6CS)Su{6#XQ5+Nxa`T8gFF=X>bI+8lpB%yVw)v5 z8T=dG)eJW+gO>>Zo)v<=b?IoH0uSmJ1&f8{z(x<^48>7_8R+L^+UKOpbD+m)Iij^) z4Z5142**V55{Y+LN0vX}d34exc(TApTYDf>1$@-ZcfL3+#GeP$q86(GcrPATS!fh7 z*I*{|a(Dzf{IfkCeq^|xZ_3Okq06wGJ8sEOjXBHerQ`2W7h5#2bZCM{yK;`=??4`S zvxNDaK%DdIC&?yikcTBG(l*$dP%m$>v^t}o$@O{Iss0Uo%){J(K<KQTHcCu-bg+l+ z?Ktl>)R~e6ryrQG!G|TB?-XYQ^dqig(+55y{sr(^kAN?_)Wm$$=@8y;S5o~)_)lB? zd2{j)aQ)BoWUna;pg&hk|F_=(`YJNv2ds$esnTL}9`n$V?>K!@8g-wY{sehVEbwk_ zMd>BPwUVO~>&ejbOv|d!%}+qT(NtkSw+3J9x3*=|z&RqDI2gi;p(nfNWIcm8zo*zz zC4Cd`i`h1W6S`{sKz>UK^oa*rLci4Hqn}h-zWf{dXVWF-PqB#C%mOq5DNNWuy20f# z0UT*s?W5i_@Gz6d;mo!tfcsrIM>pgG{-gA?N>B;T!yn81JHya}MD{7tnZb|s$F>od z@4#iWDa5+Oz-#OC$g76H|M<eAaz6Ci=5c2W!|0viEBsbh><7N@+S|$_5$Gd>vWhLR z_rrisP+-qB=so50?7ha(@AGTklkLD><L?~f57FmaG3?vRjyUhu#PIlz1^5~5W<xzk z^f?(-?^hp#FWSAW(+oHdy@0DR#~suKR5vXr;BO=oQs;CT=V(5S=KBwB__tWm<sJe~ zSsUyv--A9>Zms3Ss**RMox|WM104f1qxGSy7vS$N%^a)QiFhY1Khci&6`T=yFcEok zj7+zl5r1#5jYHXrFZi5>IW2c%%we5>Wb0B4{N=#w`0Yu+9i%^hJK9bnZfi2F)Lj66 zS+C*Cg?`xgB6(?&E9Su(y$1YUfEP1-_W1pQL<Dv}J9OL1o5-8EKXn)PmEMLuY8pD8 zOTqmM+o4Z9>8J2vbppEPWM#p9s4p!}Y06rlevWXK<t=*wd^TNZ>N<X}v0CUk4&cZ; zi~kHJIis(S&iui$6S@l7wYt~%o?jKzsiV#CIj?DY1aKn1A6)0615R1?(Lt&b?^mf* zTGRr0PygFh-g4x{BiD6}stD9!*|wuXsQbHO@-lCtE-Vv1D0!(0=VS86a<D!AeOPX> z88~=x9_DGS(C<^sow)QIbpy$f&;J+VUk&%_z#!&*?DOvVi$MR$A+B2vezo>NdsPZ> zn&73Dl0d|H!>Ai0IX_5*VbH$&$Ex51VW?o}-U*&}W3c!d&U4o*%6&Az3GP+Dik6%N z4^osEwu{_}5G)lBD*;|_yB4Iq`Pr4w$ozXfwce4KOWKzbEe>5o`)+j#25+MA?BB0a z^XL;qk4&zNLbox}p)ueLob~5ZzprMfPc=n(f~dTa*N?t#|3`xEN>Y{d1itQ$-|F{y zVGnJA<=>lAm}j6q{_4y;@KmO|(KOJ7um)#tokE>odi$-*8Pu1(&U^+=7qIV3>XVr@ z@UqYU6nTfd@Lr<6OjF^$KI`x&-*yN0{VG}HXUxePsBE46D+3<c;%w^cY1GgC$9$zo z$cNS3uhXFO9aSQqngnh!cs!w5c?@yf*Q?+h>PDIE7vrpuubO^J(rLuPKcm8E<`!@$ zrrkd?-J$1bEq&}ufp~s}JWACRb?(~J_^ANk+MPBDf`6RAi(KR+=l+U$D#g-Aa;P(O z`of?8uWvb>t)U?$2fgI{#rV}w>_u2TJfH9lehiv3T31kK$mGz+4`yMX$~XBL>7&rK z^=1co^LP*$eqm;b^CY6OWabJf2j|y6h&2~@_0+`9K`JijMsvl#9T*1A7@(Bef_pPt zDBW^z5`00&zgJ8z-~$l)oBOFVe4_-_#p8jy?scuEdtUBLm@P4Jj$^Js?$n37*SJu3 ze>GE&oW|U#JMWfaKKf*tS@Qq=4ri_64MGL5FL}0&U!fm3{U4#p*g4ew3pF$Lm^V~+ zV03-U3Or%B*t_4>i=Y|WKhZJ{->S&?x)9(bG0ko_*S7&L7+l`S2M&`mk}DA_>rI$U zy?w*+9{2py>?a1q$F$-$WdS4fadA^UGY^n&h4LS-<NwR6k#jK=0_UpL=$`&eg1@WQ zMEV!tLcz~y86IIjl0uMld=c=qYRZEl)ab7`vS{7WKfmK?(li)={^%!J-beUOm+1)6 zzDh?OuKoOdej51BVsq+aFM&_c-7y|Xf&ck{z-jtC;KoNZiS4@3F)*i4JlFRjW=NFX zet566Gvah})R+@zE}Emej{RS!IM>{PkH7T!@hR^SbQXCvyKcS${;@z?@d|j4kML^u z^bX8<C5!3j(Yq3{vWCB_pqu(z#e5;g06KMB?maB1^Cb8J<1z}sXFGMXXo8pGnz%*s zR|M{o(kT+q?oK=u<vm7m4LUgC3Q8se_|`mgpP$0HKYh%;rwRS_)}En@;)r8Ih1*4` zOOZ!+I@+<LudZmkBGGV_M2MCpmFS=@4z-}FXGMI{Z4`Y~RSAFdi1Ss>z{mPO>Hg7$ z|J{4B1ADu&k>7F$_yhCcU$f^VV<GxYaYedDA9?sLCArLM0dKWjjrx5J^*E3A?$L+n z6JLuzbm#vHom0OakH?@3_GBxZ5VG<i=2z4%2LK<=(-{;xj{Ei9DsQ++(~EfYoY_Dv z0(f_&%-L^~cz^jNk;&lM#_9=4<8$EsMr6)z_Tv1#lqat)LLJ~h8m7hH6LTuE_<-k; z{b+-m4Dr9(B61`6hcof#GOzc01y|yYVW06a2{+>Mzak^nMfCR*v0SovP6NefHHEz3 zmt@B~Q5^-Jo`nI;Jm53jiGla0im<1>{N$oUGxja{Oa7tGbR+&9$}Z5t^Zay{ShxM) zO`H_x>&Uu^y+Mf)hIH_=JhU`7b`bcI%e9abpLl$MyWeX*B#C_>&8u9wY|ts$^Jwl0 zhp$Flk=!Wi^U@EO`~uVAyS{n5`U{>z;@lmY)B50LW_+#h0#DeXdtHSe=aY7!x9JS( z^*ZN}_i{&k2t{tX@h#w|9LAJKx1cMPYDur*KZQEs#?{MDpp#b|lrwh#|1Ui$W2A0{ z`p1g!z5^U8nBDS^TOe?2Z-x*)YUrs-9+Vzb!u}WLF>U8h&=0r|By#2h@5&sO__7ne z=Z7_p^CiF+Rfk=||0epbiuRNkyx;8p66Hel&Cji_R)3svhfi|swdh;m<F?Zts&w}x zUM_z4@&I_N?XMdR&aa`*dsB76H{6LZ@~oUz?8kcyaOm*Y#GF9a<5%|^vA06r^~$n5 zcwUPLg-FCj-=34cEyx>`!j!{Q-%%G{=nIZ$$2^E{|BEExgQWJhxDSZu7RvFV`_SjB zq-Fha*a02GW#zj;z}<sA4wh?SPXE$3KQ%i%kDP!z7B=|YIX0<XX}^K9+S%8Bhi}QB zkMo&R;6-+QvGMl@?zN}j&UEK#Pr^%IK)lfz`ak+ExdO~l-VzJda+$+C-{QFXp}XK$ z_n!B%h0c?vYcI2QC-A*FlXBS~z%%NYa^-5_|1_F(TL}GW)5Z(&T;MJFm-+i-kvDoR z785veZue{?-BrMQ3FR`MI)%LYOO%0g5AI(tr|$F^`iR2^3pbe&uXhH16BR*S^y%e= zhX?E7%X8#>P9N&4iyvk7v>-nJ<rcPE2Cpg@@u;Q!7<>uuMrbYK-cE|w8&4sgnpK_A zKdtOaXx6MhXTk4vrMfL}J_dOHD=d(;gzwQIhx<Y3he}EBJ$i6&CcY);y+wZ&drH14 z4|+0_%AUIP9Ug>~$DH;9@I^;>ZEa$IV=t0Jm7Cul=nlCXi`Mqx9O_)Iv&HB7mQGve z2EDcJfzgBw@c4}h7Am3xE`-Lm*CXrSF%PjzSpQoTeCDytf*Jj8<cFUjftYhIRG7FP ziag{wq-=Q|^FmL|hj^pcp*N*(t$u_0(y3sw;R)hd%w}+*66*G!;*mjg_?%p?dn8<6 zxe^Bj1s1x0!T(&K_*E|IwJ(NbbJVwile>)l3*zx1ie`fdzA4Nzu^FpLZn+TpQ8bb% zYRK0!cfYxf0RPS3HIlRrpNf3OhLbtaujLB+y*Pt@pdgu!<^uFp?B;78xQ~^IM|cgD zoC%&dSG7N0&;#)^sWYKYz7#VtW5Nd=?+5WaVTU}4JX3+=iP6wm|774*3MUcocHL0A zFo?b4gH<Ih<iNi+8dbu<H}Pk^Pn;A*oo#*jso6CCoS`{cJM^(-!B=))XG7lqPWAg~ zwHx8{F_kYy5_K8Tn`v|sz5&LvS}BMlqx>|{XZFKCN$cpY`@qS^pHeCOV#FM&J;#Tk zL#Uq*xP+_b;JH5+$WPvm`oUhsG}i*WN^s&@ChC0S^gkincOy<af6+BYKOjR{;A7Ma ze<Ai)_7(){%X_h&ueH62ooV)xf5u#hvYPc~T36^SyH#pm0$(0Fki~ryI@6()ofjW@ zfM-=&Y_mliV!I#qpst8Se4nfCm*v2`BI^=GV-xBdFV%owpIiy8BO|9s`{75?Q1{T_ zqBoJK6gqQ1-<x=KzP$1ozDMQT4aq^^N(?>zbhfB-59+vCFQ87Q`$uY(M%_hK@^+HE z19~1C%DYKi=!^ffg+Bp*s5U4rm9l_3pgB+YZ!`3fZGx|cpcCu3!hcC954eFta@nnS znDZ3Y(8-c?A$om^KDGfLTrw+nt;C!`Mkb$_x}Gbcym7fMA3B?7zjcnTBYtVkJ@KpA z2R>_m=naoW^nFKE`dsJGrxg<qj{^Vxd1>E*KF*Wj(LBv>kKKqdSMK*RCGG^3!D%^O z`0p=oKXLEZ9Umh3?1Sk)+khJ-trR{u=}nZLubK2fzRRdP_@RFcdKo`{m)p=Uq*@*k zsM3dSkoK5u58ijIe+dtpIB*o1)-xGe&@E*MM;!sr^+;%NDHU;(^UFa4UBr!=<fe<= z`+bNVvlI4#s27_KJbu;D2j1|a8_R()_<fa&n9nc(ABe5oqm8{-RyjBIH8@=fcG|Py z<$F=*nhFebd%6>SzElOJe?172;>@`#ZqQq4KV@D9Z>RLEp(EG{ydU?Dw!QAYnB%!y ze`*QyjKiFK?4_<mo5uBnyvNXgSZa{}K)p0RD&)q2JQvh07nJ<kn<xq-)h4&1t|{5^ zxsM6=;q@1D2h_=G4+mCaT}edNW>3b`73A3`nVNHL$m{#g^G~Jy?_ZY{LoEXzu;Efu z%U#fES4fa^0M{QUJX^S-@1whu{(7gI3n8<sZX^hJ5m)p>H52G&(?ZQ16zSjtmag3* zh&ucDiOqf0itwSlc3|`B2`6GQQucE>;@|nt_NxE#;D_rVpkrX~N|YAZUm>#w&&eOe zR`l1IIC`8nWI4{8SX5OXCr2JplXh|q!S}W2*=kln{<vxAe_7TB{()62-R<e%`?yAf zmMuMqcSXw@a<uSW&EuH3?dC(Mugbbu0#Be~^JZ0SK>sLjS~7$B$n>hNn4klA3CoUZ zj!AEVlhU#G7jT7jiDS|u+i{-O&U>4_gZ`#TnUn7!`1rkxy#ou-iL=nZc}k1<!>2z> z!e0R&(=;cS22QpxMAJ;U=|nuWe{nqtIDY2&z@w_br!)3v$Mly#pRoUth6i+*B&M(% zl7HQZ$wJ?W8u0e?F5RA4{@`JrhcNu_=S`8kW~~f7LhWyEFQqB=AJTkHcn<u@BYo$v zPzHW(z9H=cFYI-urIA&51inw9{}f*g{QqBfZyP@gUv66y3u??8_ga5v>PO!dQLd#F ze3(S6am96L2LqSR>Y>yIAG!?pGk@To(<YYo0nja!e=hGe#r>zd;4r=qx&#eF2Oqg6 z=#f8X=c$=tK5H^dS`RqL5c8@>3m<eQLTBCN{=$E&vr8`#by#nx{i90MQ9mEnAJ;sL zJuV5%-`(o5-#NW<>>+qKa<RVXXylQufij0TMW`2z)f#`{o?H)$bE8Bb$oRgjW|I<r zVZ1b@o4?S9$AwL|LvPqrYe!5$r)cHNllt^Ec+j}+8BHVfi4A_O6{t5XFJ74y<0lbu zaU)&5;Co$|x7}?=AK7Q6?CXoV{>}JZn|1Jq|N8o_vGQWCz}(~e`%u@?Zq~ER1Fye9 zXGg}0K8IAR`z^!4k#JZMtJolLzB9P%?(oA`I?`tQ3x5*v#rLbpBlK5!+U@Rz;18(9 zxY($ru;;}>o&0zo;_-RHRbZ6_J&gQ0M$|u3Yh<iR2S~`vF+K~)@G;w+TC2wBOx!bY zo!~deo{!c`4yM3?WYpjBO=E5(wfSM;Mc_@g|MUbn{ZPN^fA&<w{af=}C25*qo=fH3 z2{%*do)j~xpKwDbr$oPU26Y14TZ@-b*aMT@9l&IT{_DirN{9^fT@UqDRym<3(m#Fb zS~KD(qyA892Hr<=^1(tT;D2<kZ8om=ya)~n(i^S-@Cn+Yoi|TnzHj(kT|y^`&`NVS z*Fgs!h+>cI2fT;Zbp|4*Um!27Ik&l{<9sId+?G6nx<R@8{;(}{tv5&t%fN?qi%%c< zRg8T<b9qt0z`=rp{}?;qdv&Lo9QzOjUAfwg2}@Vtl8d*~ml5xd{0dCD|I3AVCr}rE zsE0&cos+B(VMo2z-I*)l1s?9ZV)*}iB|g}F)bY9COvwGNe!)%&o}qZ^+|Oe0DMJ13 zSMOoJV$*}ifAJho`W{<R2}S+bxBN^1agU;{IGBkCJg;$vdW|sR#r)b;74%I5)w^01 zD#5>QoOn4!ga6NZ(qdWwyj^k2lIN@|!S!g`IRp4z+)@50Kim_$YkvyTF?XXb`-AEe zaFxI0x{V+4d?Y+Cg;cU3e?Jg+TuVefbIDone;vjn1$)zW;Of^XSMH7P1fJVxO{$b2 z5#fUFU(A6A4~9rZd`BLOI>8Yky$qikSs_I};8Q~SFH#Kfee-ly5B-BqKJ=HQrM@AF zkT(pvavXfbolDiOv~tMPf>PY=c9@4eT(EzE1fO%Yt9-GD1G^cb?E+DEcDeA~5u|`$ z-aAdvIn4K-bP9PvdlbI13v0?Q=zAVNZQqgcz=dElTxwM-awh(cPSLQxz#fYmsUIxA zLN`^E^xi}P_`vzF7zc7^!dIQLeG&Q_`_{wbL?V2Ku4q4Jf?mhyOk9wkA@DH8UEwc) z^X(!_ImfgMd#UVM8D$m0YuWFpHvWk@!A)Bx_eXe-JBRvzK6D~Nt9Uk&*?}|uR*5?l ziMVZ-b9N{CL-z0UyM$0L>^>|)mjFNIbMH69^xH6}ZX?cVfpaAFtWebDIdJ@Tn>oA3 z(6uBe$JZYR&dJH<_y~DngWUJn>qN{g|CZ<@NB=LhTUJyM{riDm+UnGuZp52@?OeC7 z(7ivubN%r&{0cKBuW@MtPd!fl$?F<E-=rO9;B)9YX&+}8K;Llp9Bb1q@X8-|^{U+i zK4(gPXHfi>H=*`);>MnMJkNuBtQmpVR%EYPUDQWC>?ORl5A!D0BaT~Fz<ce#S)y#Q z6Fg7rB;)rx$QLfJr47K>nsU7Mq)vs-ijtwu($txtGxE@S0KBU}$}60}@3Evan442{ zCI+%6Ro`Hq)B6_NW3eG`LSb*==n>$iWd@Fyv+(}ywzdT<8G%>P{9zkujr~L`=j?t` zLjO0kA*aQH-*e^JP4+V`#PJ~6_tZns75I0~`+^5ro6fd*JOsS_gW1_-_(EKu`}Qvf z{>fois19t;#2ihljo6yIH=)ioNu>gQ>2q}di4;k9LN4~}oh{&Ap2Dux^<RC6_jHsx z9ObBc5*no(mE4F<a$#>57xejy)1R|yu=i(-v*1}j`olr}^A^BK%U0thmcD?0dZ@;% zZ{$kQ)w@MIL&tuwYw?rfgeS3nv(DLL4t(TpWy3bqg$$`LM%tFqZwjv~UE}s48p>a= zwIjb*1U`xR><8Q@rTg9v{QpADDApAce2sTRe>Dd0{z31?Nj32I8$!D%$lI|ur$Z?? ztq^;<1rjbZp<elrzrG$F2i%c+_spv##L3UAGdIBFd_E)Y@CW`hqunJEV#i5D<C-a> zQyF|J75Q5eh2X<!GrcqhpVRSUj$-;cF1S~QKc{gn*~xSbJ2A)X^x?#<c+~r|23He~ zlwnRfx1ldX7k$Z9?}Tc5_y`&lkNy+I{F>crcQ`%vG6_))D-582U+vqKEsy$@wPn&8 zzgPU|Y@59V{MLspWU6*U&ux39vH2x*n=B?v%;1YIrtV=0MIA`<LP3F4{r{eWOWt1E zsFOb#PCNX7zcDGz=K*l<ihs_hN|-TcTKV<eAo}ER2EDd^;PzZfrx*>R;m?t}J&cAK zI7CiR(#1vaevexJ=H3Nfsq!pdALsb3`(>?R72p9(TGDSV-H4!ko9Sy(=rg3Yy{OOf zB5wI~cw6CpKdo2Gy~6~aR`+PfPv{WL;%hGiU4oxkmz0zVJMz8Vk-A9e#m+vI-=BRE zbA>!w!+vM5r%8`m-VORU)vWX*mr#F)u94`7{a!@bJ#SimJom=D{WOZG!-tk980x&y zSKTqV^@bn6kM0^n4S3koPt-3=A)gM2QJf9Di03q<Ojm>Y;vLmV*W<upU$Iv)$7W-x z$@`t3j$@ANaR$Y+VH0nnYHL0;7WtaVYbhoJxcJ$QjL+?;U*X{LF&}Yq*tkPvGTVjt zG{k6aj{2rxBAREp0z6AhuRsI`c(#u=?3v)H%evLK-@$n}o#Sc8ihlKceRPrYKg`z+ znrjD%puVBszrni;b17}D*WE8;9#!?#V^`Eyq)73^MoH|CWTD8<DRU)W?6z~+i8_}2 z1&MD2ydD=e`O&<AKC@hj_ux+892eD#Sb%p=rG-Z~7(&0tG4e9p7d(oVf5C4v<f&si zFT^Pkr#QasID-6aYOrlNNz8-TMgJx52JV$3GfPv<1<Xro%hU9&lZepkly1G~&v&<t z9uHN;{Per@20`FRB7I`%qT}Gby53ro48bF0oo3yKbHAgfYklV+=7Fvkgjy*%;hw*v zZJBT(W;PSGE|8pn+bZ3iY=^&@?c#2MY8PU@O!A2~?pgPR)dS1m8HL1+(^|}&33$LJ z^uY(_r&8SS12^C^bm6+wk1_aKim?dAjyMr3EiYzs!4KS_Bp>QDhyL1)r!P3hooIad z`Wu1z=dpzZvzMJ4F_l@zaUFU4nVeeT1wqV_Et*<x6NQgVp2qqUOZZzIl_?6L!Tzf~ zF*@7OH+(b+p}wIAf9%5tq^4_t4>e86#6n+ouxLD(;}>*$^kcnG(RX`t21mx71m2y- zFsF#TCCC2xf}u0~hE_{$)e%2(`T2-fEdTqOb_S~Uk_e5K$s29`uEa2rZh5d2IILJ> zc#b-JJrC^Ivjg{*XH-sMkq`Lf8<TehgQ&+nhN^v%;kUfLN0W8Lk+|sc^6VPwwd#6> zWV+qhv;1qC{q1=dqUAxbbtOBA@cFQt&KN#=Cx0wC$^u8eC9>8k@Du$BTX|;|@U0zY z`;|q+U5Na8+b;_%&P2s{%u)#Ae}3L8a`Jq4f^FaNokGyTa>&PUe}vznAdfUx|2gQN zEzdA_-zE{(&jdQR_)zchbsV+UawgawHFn)Q?M&2i&4^#ZeEb$gg8lz-^j36g<nSuy z2H%^-WB`vCko?*@3!U5TFyon!Y~0rp&(R+6Xg#K*S9vo@MAr@qF=-~$Tbee_68rF6 z6l_!zY!R2t>F%9U2YzEQEG5?ty&F|jk53okh^(bl3O#r-hmTcR>CV_|9&wB56z0Ja zm#?TFb|I$qn`%eap!1WuK<l#?IK;bWu_58`cZ|67DOwS8N!j5d8i+$@=6W28%b~Yr z@;dE?c<L8=^&&O+^NgCDmyrp;8H*==pSb`WoQKMo;VSxs9b@)%_*|=k{}>hdkS8vO zHZG$6`(634=Q}m}EOUnBKGe(pM>%iAz6b8GQd`K0d(F#vR@q4sIKgdg)pB#-K+y^v zLL1mKreMas@3j|^E}SgXql0>Jp4Ey6eR=8UDzQA=``Wh5`Iq1~IK{0OB34irrTI71 z6~LFjE=K5`Iq-!22f4Q)eiBWQ>w$65n>USbRTM)nP?@LRd>8&B;`d_tQ8%yz|BWdC zZ@*bk8~s+$jWF&#MaF@+`0T2d`O$WF@VcYtxaWO{1oETAu{P|TE>M=*B?#TN+m1cI zP*-oVs{MX60X|eM=-#1C^m%ubZi-I05@aJXSFU+MM@codq%no(HR^Gj@*R8?e(QbB z1AlH~6hnTn2y+@H`Yd0Z;bTg3edS;>bVv~nx|<E|MApFWogXVOuMqalf2<37hMzpS zHF*B@Wev=uKj8ahMBXru`*tesh(HA9a{TrOEzp`_{x$o=1;-}nwyyj>lYzc~ZiGea zUM2R`sO+7mLfvppY|YvN@uuR{_~Rb*Z>w!}vMRs@^wo<`W&xK|UY^-Kn1{M$Fn!|w zYZpTD+gAq<;DKZjJI7C<?)qUHZEpG<{sN!q#v~CJ{1>X9>D0rQ^ApcR@)h_Kq^Jrx zz9A9YKhxwT6gU%_XU&WKI9xGjV)5r3`cXM~`e8poU&6sG>EtQo_iTmVL4FDFOT9}; zzMclZoNO9$SHw~A#|PR(&@aXEKO7JTj&-tUKw=!v;iDftrTr{$Kr8<pf6@1DmMAn8 z;QWVaS<fh6b0@yAoF8WUgU|D?R=^WFnx1eu4>o7SJ5k9`Kew=_;(TL~cogOnuAfuR zh{v9}mVnCvr*Ym}%@56mL+^3*E6L(H=5GR$#pY>I5ALpbE{Hm5;O^z}w>VcuJ&X@2 zmM|yqn|53O0{HIriHEG{Q|=Uf(aQjz+cRqPenb}hh2*=by+PnJ8jt+>+W<ZFb`4z` z)WZfJp1sbYcPC0LMpuollL!%iddBV?^ikW(?79l!mpZf}V*@;kFHe=~8Te%5C4XtH z0pRGb2)Qe$uj6}~bpOX8a|0~4-T+5qBx1D_&_9*wWuJbO58RMF-#76L>coM{yVf6E zh&A>tF9qml%o97BD8a*N6e}6BE1{pKVNyu3bjJMS&u<3EhxgxJ)6w*V-u+P1u3P26 zv*P{+SEHW$%YW|O-w^ESJJ=ziRg8TEg}3kd8~|VcMsv-35%+4x%KmH8z;gvs@0$ZR zn(uW;xL$yMn|E$$`~uF+vRBJx)FH&KYQ=6P55mIaj)Mc85B3UX?HGCjezC^v=zZWv zA|^C`r%^8_lL_Z&Lx+5DAtYP2(UWkB9IdPC@FIS@d+Czn{1}b}O?<}OOx^N(Nvcu2 zuPBp);<w?C`6<*g*$+Mio4*(`AEN$M=#@Fjg!3Yp5bgw=$fF`cffYDGEt#^&90&9c zw}%9bj$$6k`w$~30zMRU+z}@W(N~`K&EZA=Eo~N&a8kq#^SC1{m+9d5^KZ}jFkbl7 zufMOHwnLrqb2`fmI>DWe45OPN;76DYIaC+%{Vsif?ZS@u@oR0}Z2&kG;ZHyA=Sk3S z_WzX*@+QuTq&H7#VV*rAe;^q;dzR~ZU)~%=pYe8kisBLIZ%Ay5M=eRjI3M-&r(m3y zmG!(aQ&&RGtN3y*bcA1DPi@l;M%=$M_?0ytIGm=HhbHj;bcG+r`Itv2V^xr-c>>&8 z?OXC|oO98F#HRxbsB^4rdIwN<n5*lKK7ZyxXs*%uu0e++={ai}=nVgy{%t=ykD%Tv zA72&%PIq`AQ2PXQSmtKi+nyZ<kKrwJp#VCqNDGsAD)9H#nMHQtO7J1wtKRz~4){iU zc9U`lbdC2OsJ_BI__N!0`y%i>S5Z3)GdkQ8^V^&Kz)_!-7;(E<IKyvXVUq=TsLZ5@ z#mm$1kFlg(Jno41mAYff`7L;)^?}<}eE7W;>mCO85yw2vo_N{{os5&n(QSDDt^&0S z)vC}niu}kQfnGz|h3ET+5bTkBLhtb&`e7}uC5}XD#96->4hraEN-nTF1u28Kp1WU~ zg}B~+BRTr^W%Sh_#g>?XJDIPxUrL>X-x}x9r3J)Q%ha)ZH*k+@DJDBN@!afxey={@ z4WG7OLCku+(DUqgoXiIuPLz1<WQ9HOX$!grd&K$q12O%{h%5IZ_w8-Ryy$}c&Y5jt zh^Ou*Z?0zJzi(gjK0XXw>n5wrAN-um)Z9ZeyD|4HqdsAd{?1^Rn}*sN{QANi&$VvD zo&cxwl=2ezd%9U)Mv<3jt@c^)w|EdmUEGmxV}M(xWsT<;`4FM&E0gmy=rbuuXLkB{ zWB$sCB#(Q2QKvO~2>qVuJvFOtoU>c6JAP3ZK<6N=6I<8^96Ly7SM(~L$6)Gpt~Tt0 z=r^(dS_Pe8Ah9%wIp3WrbyBf;@ZmnZZ@s{sMC9JCi2dJJ>XZ2RS08Hl*NEt)OyP5u zcom2_UPb?@z?hS6gt~X^-y|*Oos2Fft9v0&<}m~gd;z|taYav<TL=DV%~Itp&`l;X zWNf>Zg7Z7II!A^)H145U*jA4^FPgu3=mB`3srK`y8sKw&<FmHe3G7Ls6Cbt)Kkv2` zpJM{PoA=Xs&H*a$OFWgLHHb%-@(y)(thmBI(w<oj{o5jM4THWB=A;WAXy&s6rwZ_7 zYhi@XU+~1BN+EFd&H{;wpWcM<n9!BhPhP~9aeDt8>Wu!J)KW>zDVbNM2Grx;Y3>nn z6$NhOQ8VqYfj(YM_N$^W;%=Q5Pwz)vPonRBoot!03$f4X-r5P|BS+fXL*7!DqvhLs z;chnYfe;3IGD^&q*~MDuyCXj*`%QG>-0#f3AyPe!@9D!XteFHqcA?!%D`AMYqE&H) z$X^-<Zl1Z1=Y6NMQkQ2~&=Z|K&5d-&DF4c=8&b_EoIunY0dp3vcnJwVQv~V{~ z#{s-9!^<ZYtk^SCtjQ*6>`5FOXG{!(PU*>&q0U{X|K-xh90?8J7ja3tItB1I@zDOD zJp|rCl<{8iVfYQ{KTM&1;!L<5|MNZ;Jj(CmR9k+)1v+h?SRMyosM%5cG3p-f(`-dR zkSgY$9X;Qy121DY3L{&ZL>xcW>BAq0Ir*4pnd91C1eq&Sc*TC~eeKIHHb8&xzI`!U zhabL$zmrYf@Ems)(ibWtUtZ928mW-QUKAzuF1wwGe+Gfpf;*A#?X*0(xp2;XZU20J z2cGHHMy_%vbOSS^r(>p2=hn}dT|l4z>~6f(%tzFt>9;e<B{9#nJ~_d<4qUC$f7h-% zn8%51Sjlt3z9Q%7^tLketB0*>>NufS?-9{He#M<A7>OI%4j%7ff+bx9_+Eb1(smm= z)ZL%74NJk(om7_)+mLc29+=P6->Y{c;?G|yPxT-XvW35X*P<^T6F4UQ9QB>3aj2Dp z5Bwt5K7W=AfDas(+K)isYhU-A&pnBH{xsA1)h?XdsO>9H3xPMPHNW-0{uldK&h9TT z-*hK}Zq%NbPQm-T=CPd92z~fqO=<mo_%|5-Ccj;bJrqA}CWD=zlU;3C+ysvKRVuNA zLlS;D)}^!e!2|4_R9E4L4nFH$d|P}dd_&l`DJHqQ6F*Pcreq?{w|t8u1@xnT{`Zb^ zJLZGcc62Wd0>75HJ9a`t4S8TcxsV>45A;>CUOCXya!>eNdV_x1QIKwaX4aFi_T-p+ zg+AT%>K|U?arATU<qs*5uX`UZ-5mjM&G2?pbwA?%G`s1Q4dh{!Q@VdruH)a+hcr(j zp4^kLi=W&?za{zBX%c#ivXg1#C;6erX&9yUM}E>Ei=5j`L*1}D?3_v_@JEq0@f*x| z?&FaT25-^F2&Ki{eTsYb$gD7;8+gy#OT_hWn0s86&)Uz8d0o>^O~KD3VrAP}e-L;c z|C0Qd!I)DJUbMf>?u0x~?MUv8I7AS+UovRGw};=ja1edc*q*5y)?w(gi+o3<!$^es z#NmEl;MJeXTqDg9=c;bIlEoiGU)&=-oeDll({7Z(^EP-_4w>vK)Wb!`-J2wFpWfbR zp{fMWp;sm)DhvFk;DFv0i^I^bTwP`*X9RDuZAqNj1NA9wur7ZFc+NKw!jd?D)xXTt zOq-pFGqH||2fRFpv2=~M*KvPCj<-+5ATR$I-6Y#g#GbcZZg~}7pwkeIbKRAWI@m== z?#>u=khM9!+WS#IJ|HW!f$lK!%FX6P=p;@1&;E<}jCxK^_x2)isjohL^rE_$|E1Xd z#^IVbas5D|)l1~}3X_hvd$B))Bb&G13wVkq{mLtT)WhFiaevLc?oLR3lM7wd03OQs z!?b@7bR^^qiSL06^RJ(O<4p!1?}O^qA5r%N2%UaCf;#Kf^Pb@6oR~j!Hq&0l^E>^u z*5@7YLL(!|57`Hylh38t)h^{jtXw^p?|c^bPK`!1KgpF?+!plV=qLCjogaQP5{*3( zUry71(L}#Q*QizOk3E!PF$>|(y@^OE`(_UCcZPRNsNCWAF2ng=D5)5AXxOyl@BeX> zsHU4L$XhO^n(RjK2dD9SyDV0L_eK4;cQ15``W1(HY(_DEHaI3b#|iyhY(!3A5Q(VS zsxf?S3cVD4)sbgi&<#;_6;uMZeSc@aebq-7Lho|r{jgH#n@)8$e8oP9S0=2b>ga1j zUpj?}b7St}QX0qYHTaQ5tjIrB^&&2)So^Cy!yKg6YN|eX<DXe&4-BGxi1NWBF4g0> zZ;@30w9vo5+GO6MM<1edH^*)oILD=fm7~o+F#q`AKZ>q99?SlXW|tL-h9XfJp^%7V zW|fl22-)L#c&tM9E}11ID?(N!WrrJYRz_rGW+W0qlm@-0zuwR1_Y2Q+-{0>w&N<h) zK9RoToO%ZYih4eUE^|TNdnfvZBk5_(z9zsG%9p=#<2e}6GjPbNkqPsQes$c(NyNUp z{wgt>;fvYkZe_;pfPQ3Tg7zNt{-V3sz7HaQd_7XQ19-lw?qs1p^2czCl+wOs>|5m3 zxn-D1AvStOj(#|a`2sTighvj1ygxq>oj{%p7};VYg}AL(SunfC?m+lP?u}kGcOn96 z`mfjHyiPtoam`4AOic6t)T>0lredN}zz1C7nV+*acfA8q_2x=zH~xO01nv1G;5(EA zo}PE;uWiKwvwztGA9(5^6sL~4yyA)!OI6I{aJ`?^#km?jwV3tg5%`90+lN0UVBSzB z>33c}^upi1N|A97wio8VibLQ1w{3@cFycZ@73(Di=pn=h(u+Po*UVxt{NAz`z97vp zipjYD9s~PCVnVT}_v=g-9s1a-nc=Rkji>{{RXmSDCrsb-@Uxkl6G8oS-v7S?IG2@P zHb=u9h&@MxM`O`Xy=C4Z^y3%i=cjiUFtWnOHuXVaC2%x(@2r9AkAb_i4)6Yn{9G9S zKyn{+%O_>ACJ24@^&hF+#lUMlzja<>`+_>;k+n2=7W`h9Z(srXk%Y>{)J=WB;dt4@ zRUOekBrI7RfWBrmeULHG68QVk(xpb+2jk{*y<|D)N~#I(dMWI=tlyba3LVf4^%&0? z%-Qu17jdg^pwEt?$@vBRJg>zu!4SA+Tzr}~Kk`8(?Uuw~@VTv|_^Y+fn0u-2eDa~! zkvOoU+4i|Gd;{Ff=~jFw#M$WbwpM+_kIGrva_GO(PX2uO4ftyD2gh$-H-OJ&OO2`i zbj3NZtFS{p>TFcIC;{GUjd$&h^*Ho70y1<q(1jYVjmICu`~Ah@$#nBCd_0EI9yDyC z5aw!EUY*^Kz1lG)12L$lr7m3gk$V+;bX4s#n1Ks87ZtZ0Cpp8{^`&K(7WNXGW*yT~ zgMN1VmpU2L9rIQ*{YN4YuZGL!IDR=0vQf$<*5FahYqo3kXgL#fuE`flQLpsIY!MO# z-r~xW@FWC!-%-CtF8iy%bE>?1@`Xu6+&!&w`F-F^ZhsA|gHDixEs7k6I3(JiP}Pb) zH;`Y=cP0k;v&n=b8}(Z5;niPmQDox42$Z#mi%*PH)i;4pedw`tN3b6F9k&)$7I+Ft z??BEq;IOe%CzI>W07t1I-wg;R5w@zM3$4I8N>q|1U$#KMuf8hI6@oeP{)W|K$D9co zl^y-L!kGUrF4|Io{K{mszqm8X6?yX{bz(Gha}Rj$A6~{DAtAl|XIV}}`{v=hQ`)XX z-{Pxq=Q`*o&+jN<7sdXkZO3$8;CqD32%c|(zUY1Qx|9s=&90Qb<&kLc^jB`TMB#H> zy~wka1pe>K<ZEsZTJU{3?e(LGM|yew=dU83ohX`&TDpWe`*W6~V-Dai3ZHFc+d2@Y zTrbIHz-LoN-tOj=0pHs7g(42zE+9SJW|tZ28wSd+e!Ra4`{NJq=i3twocR&M`q0BF z>5sK{*b$8EPm?~7!ABpi6?yv@?_>Op>yIq#4{s=4H$Db`CCzvFXUw5%l-&PcJo@?T z3C1>E@O6xh(3&Kn9}ZRGy<QCbeiMg4$2~guAN6$a>_flyBPe-WKJX*c>5t=X$m`db zcU-0`#y;fsdkUK9GYkq!x=T^lNNL5no!{k3SnTO7;&=dGl_LTR;YHX>(=ip>xgC3* zcxD@Gj^eyoe{4}fe3bs4t`Ty^jW7~O@49u=iI_LI6q>~YJmHCDO)}2GHr9i6DTssL z&T_a_(f}{<Ehr<`A|E^EhV0ztK>TJtp1=$o&9?KEeiZ8BvkWe@{iypjmRT%J;KyWr zWZ=md@Cgl@yFT-%A3R#4lzZ{{+1bA=@5cQ3gKNevRH)ax-Avbugq(<wgL)~e8sL4N z?))o>=e#&2de9vDJ}>y)+vP$RbvIo#6Z%1|DxGIkHI78Ko}Fg~@Q2i&HwRRKFRY)j zI~xMr_N0z=8Osp(&+7`WLZMF@r129}W&_UoUh^959{k><NA3|@QD<C}N%;zY)ODo` zThG43IW#!c{u6z+C+}v{VD#&>^GvahBDn8HXP8tTK)2S~EPkFFx`x=?HyOwuhCH3Q zOM5V<>K&ujsDOIUsJZt2KiuGxv&=W}NBpJ!YO^lDNt~x6PphJz4~liuhTqFVu*%CI z@N|7fUp9O`W1cAKzinsj;DZt>e=HyM_dP|OTo%M9`H-(ELu(F%hs%|t<v8bmirO77 zD!LKkcE7nfalYp5{dqQ!@11F8C290XL{Yq|;M^qq?^doTvIxQ7X@|Vtyf5Z8Jev;8 z|KpAR7Po~4gO~LwyUB+*yq2cMv5xo@-aJu$hQ)!9<X2ceg18hAJ;Cc8@K1-c__z{$ z;2M39k68h9W&I83%UkikFNX(Ie{>|`2iWYgq4$g8e%!<dKIaNw1na89zq#f6)w|Fa zzu~-?Jp{buqO6H|d9@v(XDl~QlMbBuoY!toocn{^?y4Qog$-t%tMYaN586uQ#A^co zriYL9=Ad^@IaF}(Q5^Qs-_!oVG=_K;9yc$B`jknio~9!M^WD=MKgBPgt~hbFpWFcd zqz@r94#+zfC{Yeff#6rH_8*YZz<K9j6Kg1jPS$)Vk%W4w^^eu(ZOhQPgeY~LNB>Nx zF`Bbk-jx^;Z=#<Dp3&(tVZQ_&hCB7RaFn<c@cHJv{WZYx_;_<tfRo=H+sYp023_80 ziTU+k=s$YDeLD%gLS6b^M_%;N96N`iQh>u}9pazngKlG~A@cL}OgEy%>C4&YhUh=V zK6z7KftR>vzux%?dlxCB<SyuO6{ii<wZCD0_?>%?80v=aXJ2Rq(Ag3FGE*C8&=*EC z+un#mz9_1B+3k3fLUh$1+7+DTK-_+zUF>xhKJ+aq`pVEVRBjwTys+j%oG;|NQ^bLK zDyXPM2>6;ix9AyRJ2%2ddTUI|Z|M0p3XZC2AYOcySse!dH>yNDnU+Q0!F3`h*#h^S z&aN#u26G}TebiQ{_oer@(8fV8`qKMH3Lp9`g@>t|_w02c=7g(`9e_^n*7`<8{xtX) z<DTLfHuT9JV=dH(8^27Lx=RsvrhEN6gt4!7XWzB{UCHqEQN77>vI=t{17;_%P=WBZ zXkyd^F0w?oLy4`ELhuTl-0k55owAAG_SXdFuKyd8V3Kkp9{cw<ZbCh%6jESa4c^nr z#@;3nxLrk;lhLLpsGr16u@z>Z?szFcdX0O{^kAQ)q!fG$$j$uL(5vf4pYg9oUF_k% z|5VUEH)3R1&0`99(*4E*10v8v1ih;FN+^Jj{r5ofi7eC;t=rt@@bA;k=_VQ-btIaE z3`M84u~*Y}En?s@@Lz?2>Yw}UFfVRf^Y*eMp;)X~%vwnz_8c#e+8TiSW|2|TW(9rr zLf5t4)6g6KjcRoSZnsH+QPh+Pdb^9)L|v%BH{3i(`yd5>zajEyY!vje!<6aaL#XfR z_#Nbcm)pHn)!mtk`aJ(=O&)kWsS#loPxuaXN6D1!j6;4N*sNZbjCl^OeOKLCf$Pl8 zoh0!7wZA-h<qlqqrZlxY=?LP$<}d4tT+T$pfbDEy0QP6wdve}~pSxiCT3}BlbU1`^ zSB@`qJ)}*4=n*F)qrW-++lwOLS#S4V1UQ+!9*_SgGVx@vdSl}xnMg}smh}#We*M-3 z6AttN+qNZs>xqD$47sEHy&QaCY18Fw;M0)K#5Di$Cwx2t^ywvl%U_mdk4y&6dCq;L z=1~dqcAs9@&KCGI{(MgN6!V%oiwYXTG|=fM>v{2BcY-hLP)D9K{2+yQ8AqXB^JwRF zx`90Xs-9dUz7F0f#B_b9nJclNOL%*b@IKvkZ*I9~Pxu!Ns8rBm&u>d*Z3g%)DHV-y zYUHW-2y+r`5Si#xYA~an#y*?OSyx_0+>h?T2M0=^=kq+$(}}*3H}<=LMJaHQ&b{;- zHqcMaiC<4coN0^`vwe%X<n;^&es1tek2arHUi5&^*T{2KP2i;?joUs%m}39T;Yp#O zQRomdM7Y>)LHF@su5+3nIB1MbDt82Q^tRj{FUin5(nTMuL%ymC%8q`$$BnpA^>*p_ ze&}RAC$XqAAYN;~F1-H-ak6AzmI3(uS&Ha#|1o!BgoXZs2l^^UhS0AZDHNi~S3=1Z z^M<Yo29`nfh!={2Exy&z6Z4(lk`n~K*wSw@V`lKFX^6k3i8@l;<e9lK?zz2%4|h_b z8?pXW{g>r1>eP4p8yr!G`99Mq=ZD@yK=h5;^==Yz=_~t*U8~TCP^|0UxI4h-viDa# z`i`(K-A^?K$%M$h9aC*MFF6nE$0H8>+Yf1XBP9uX)b)zDKNO%h71b+>4*+kOPk)+0 z3A#YnZyHi^PQ)qWIPt_=*!%g0=V!?rh2Xv!%P{&HIK<-B(Q4!+8Qs&AJ{RycX3=fB z;I-ZOw4MLWHBb`n2p?p?9_7<}A}kW26UZ_6WQ*U+cu*tQ0G}iJMxlLcDs+yj;kRp{ z|IrD4=f2AqaYOoDPPz<q(($bU{)i(ZUq81E(I9_{eJ&jM1ANyi+~??K@HHg^SS3cr z{#@;ET|42Ydg`|q#Ts)Pw`ScwT}6C*Bz3#38G2St0Ty=PNd3io9sHrYy%4%1K=w6s z8tKP8H<X=-(#%6S?daP?`;sqlZpS{eVBYQB>@I}9&z<?HVBp9dBgg*v4?b1RIzo~l z5sH@_9sa8WKarE}_{tW3bHP^2H-YO@EY9w~fcwRz$z{Y2|J|T4Zn}{y@PlbWb<`d3 zZSgJ@r9X$hl*3Xq*c<qYFRQN5MJK}Rxv$vQ9Qa1qI`b{b!;iu3>Kj2p%sI!k#S#;k zZ;FxQ_x%VTxompl$49XDN8%O50q3rRL?ul#gL|{-XABAY?7#N;4#$DB>qZ6MJdXF3 zWMf>!h`y_k!b)+TLfn1L^7lLXdx2pctGq>Lg6o`f#l4%*r%f0bym<s)!tK{5*BKH2 z2Sa|`(1w3YX=u<s=#66Ec?_r^?o^#_dfq<^{m@rKk2UN;qqUxiwwj_4ax1#}dr*hx zEH!F40bg^hWB#aYK_+@PUk`ru6aDU{RQaS8H-ck(!`oQsj`waT<jqH7&v!H3<&L}X z!EhJfD*XlX*ltY`B;fm*cZV7UfTQ27O>PPSZacX{os^=D{nPRlA-ki2!)7xVu-HIP z&023^CkdUyl}hc168N^P(Ws~3=j&sY^+(aSUEOK(-*GSaEq5e6>*$7`KzLfVMJRr* zX@n;UI9E$#D)T)0-|L0~*BG9`k0Ou5@f~o|XRF@T+nBH?<FTF6jr+jkv>TE`QUCqv z*E~)#2Cut`I^muz>bNIdLtAkVT{KKuo}m9$PrFg^h=M%`PNN?zfR`Pd;g4lEfWJf9 z**-zw#xX^&_dHZ^Be*%&Y?Ovc#QllQ#itJA_gzzdRn7uE-I=(|yVtO9(d;1eU+|>@ zi5sEUK4PEH{NUZ+rnnzpnMsMI?!@1bYKdL=z74a>6#Hx7V@}NT>!ZHeXbSq+9RfW} z6LT;J;>5o9!(-D_@JSK=BIb*@_g!^Q>)Hh7VtTo9QV^GU)Q-_!`&T!2+*b0!9HQZ< z`+w!v;X}G==(`~e-@pD^Yr4~@7kJw}C!k|^H@GhPMIL)O!??a~NB`z>FNnwHD)hk& zTZ<PLaUZ_Q6{q~byn0!<jLV=S!N@4mvW)npRjj%Z4V~0&uVd<`Xt1yTORm}m?q$mt zx=ocC(Dwx}eX5EBu5ERXnl=Y}irDha3V{>LzW-bK7`Tp<ta9kNCgkhI<5|U3m`fNo z)$Kujnr5CD;^XZ`<gq@vkb4z=j`D&YJ5rz@Zx?92RRo<dEm!5S1JIK)Tt8m^6!VRd zjp{1<!N2qBc3x7&`wqS8R|ediiifXU5Ai%ixNYHbyDOndHy&t&K6b{)%JLzd8*#g` z_q?yZ3-RiyA>Y;a@LRZ;d*dhx`+{V&ud(1gu)E$F8be)wx{+sxOd6T+OZWP2e-?do zJQIT%>Xw0_trKm~DgEdFXtnDt`1$c;Hh;0F=EG){nro<w8k2ty1tNZQ3jf@Hff@bf z-10+XG0YE(NVAi{->*yUIr3f-^Hr1xn_1MwL6?7!*^%GlVl#hKz5#EgM9(alhkEGr z+)bM{>`yVO>ODY*dE5*YtYC&OuYTZzY4C8a8dp0K@_}!yCP!v)IuQS*p5;p52L7^> z*>HR(`o}5hj}oZsI&Lz}{RR$DEt4abiRbg;!yBGwc&;U#F;Vu&v!3DuzN_8v$%=em zaHt)8K_7M61$lddHSLkYS}Xb~Iz5;9LEsS9tol1u@b7m?T$!TazkgdpjzSL{<JtB0 z;1HRZ5a|3id<wdmYdnme&@uhw3Hz|c06g9szHsgvZUooB$rJlf9~}1HcC#P@xW}8I zz1qO_pN&jp1bl`6Yws<gTJRb1letkXp6F*7PIzYH9z1Ue(s_Ob{>zFl6c$m(9Qg3z zbtnGLeKt+j*%j!PRW2Rccn@6ZwYi~Vr7Lmg32C%O4t(kJOMN`0=>MmG+wdW82he&4 zEkciw@M42O*vgI2E>x8*OhA44TO^YS_hB%H?C*g1db5fv+C<BNU|}4vo<$rD9DV<s zrofFjHg5eQh86KNX8rEIOX&N*j{6vjAaBa0>Neq=r|qHpaRHxOz^QyGGzvJ0Kv=3B z^ahWZZ6107cevhk-(~z2@KuVsmGd3!`#L~xaSXi5UY(w)`*<(UF6*|=;yJqp83p~@ zXLwqRqvys8%yk@oKuJbF|K#`B=wX}#fjfURV$e_9*HLEl&=)?KeXIY^&oOOoqErv@ zNaam(TnYNaj_=dTcEH2Oua^vdM;>Zz7nivWd~PW^`DSn;c;qkoza`MupOkZ+xq^J6 z+LRk1iTPdmgHH0|;FnA9Ma+J}`IZ{e4ETh5^W2X9>#!H{_RoVcZ~lWH=7gmx#R2+< zs*^9Oc0m`yloEIG9hrFJ-lf?L9fQrS!DdeI8_ru_gg!;y?OkWj`OJs>HDWRIx)b^b z7KNHdWB3CGwSH|!-<i+o{c+^Ke|{<J%9azr`&G_HcpSuDVsn!AAN)NT4@2{0=yEh% zXg}%RA`uBUv<GOAcMPZno)YLEk9WuuQnwt4tYa>xG&te^6{{6^FduVc?*F;JY$p>e zv2O3y&=)wg*xd`Tf$u;liDgTp1L4f$@kmJkelA6Kk_**w4#YV_o=9PSbEtc!RT6$c zp7KFy;PJdfm~YNN=alS5d++fz=r=nl@te>`4#YR^8T#c&*hU0?ZbiS4MO2^VV+Mb7 z-aRxN^)$P=f89%U%rn#v8asc1KfMOoJ{!1+Bgb*iJk&jjpLE}I6=J?%-9J$w82di? z1dHx>!GGh$HyIyy_`5zi^=ba!JcRxD_J8;q4;R(Ysug&=&sKM8P=}9Ioc@x4Iy$(8 zk+OUZ{!=Zled#u!zwnYMSbC2AahtC6Yobr-vvZ2u_6&H|+TAZ~h@<CDD6adPx)I|t z^e&;Ov(^NY?HgP$Pr#Vo_&gEw$_0$OjsuTb)$M-f)DQiAz)J3*u?rzsp5(@Df_~xo zXRE!F&IH@c@3{`t<%(*Z4s;h0hhx8eAAyf%+yafedLMYNW)}VK5+|bKK~UCP)ZzU1 z8TOoq9wTR0ljwmtJ7V+PCb`R_m^*P7+nKKkAB;VgT$z}s&D7Ijig1I@OC|4~Z5a4t zu_F_^?nB?+zg2b%75LE6oF~J;+Y1VrK3qT@xG<J|<}BiT_T<1TD=ozFy4Ajx4(Lh# zM&}8lZcg-EQ*@tmA{eMUzZ|o`Ty=$*XWnn%(=l(m_6q^;I;5O?{}J-5=9<t8+&|v@ zkR^X+^kpAkj^(;zFX|DM{IEvk+nlwHrg`}I22i`LqVH??$r{8zfV}`aP8MDi!`$_V z==ay=m>cUW&KfMkUXi4Irsq(HTd<c+>D9nr<l)@~{@vg=Ggtz(PNN=>FZ=6^^SN#z zdFxgO_PS<7t#Ynoo@nP+7n`TZ$734YnbPPReBTia_+C`(OG=;Gz$2Xc+MB-#dp|~& zSL+2Z7j$9NTh<+OG^}s3$~sYBxO1<xr6c~w_}<!ShUZvu^yR<36Ab6_SmH6Kb5)>{ z=DscNfz$}e3w@jj^Y;43j?f<n<<Zhy#oqT%{D=H<DTMT3(h9>v?2&F1RzBo_dvrbR zV=L+ar-ffcMkM$_Rj<YyRq$u}t0VRSb^RfeF1a}1q;VPNUm8B95b0Z;%1fa~O?*`Q z`v>qbm0@-AIY-Q?mFgd!=|o)q#ZR&1#2z52kG^_E@WVLtUQ!MDeegl)`UpN}JZxF1 z7jW;h>rR;d_{S$7`oy~zdz!CbrjkHk5${v@E`2BBkC%nR5bCTaT0V-T$IgUiZEVly z7w|nO`#b+n9~GLmiLV>?Q0B#!UFtaB=iHL%UhG5veuVC_4Rj;NcbsfxL%*Dweo{IG z_3n+yDV`PJtHIPc)(3E|+}0R3p51dJZc&LOjo7&mG$W5P`(B~`VUNp6c>sK>?`r;a z_zTgQhkxGC!yfbSCss!>HzT`y$Cp#+|F|5cPXt1DSgo!7@PIe+aKq=t$wQ6=`2g9) z1AOG+Em?<eZE+_4Yf*nl0uEiCe@pD@AoieeZeNdeK_7X1R=e>8d<7zv!tRK<5|8|B z7Ogo+#I4j{*-y3sPbB|WYK453^+!UAANb3Mz3*pyq3;O`RZ4LHzTK9flFYjmb9}OO zfi#xTDgF8F`X~i_dR`6R96$DGUI||lfnK7ZLFK~C2>jbL<=4;cArlPQN|sUR<AlDI zzwr<QFLJ%M!t5j7TZ70V#{lBBR7p}R>hm};;n$VmseXJ<(7KIy?m;6k=@o;0LZq6d zp8L30Z%sOhaSBmqS`kuo0sFvDQFBQ{ACl0;w&$`j_>ML2%bLc}Ki1s-?G_B5N{gK~ z4V};*F>khTtbso5V4jbCG5ix`U%ZOl1U_xy`jRa^$D`&IPGxR<k8b*&`ajsK?x^<g zW*O@4zd9ACfH%#QasHRsh50|(d5bHFWTNx!i1vZo;G1v#;we6b=frby?{j+G=c8IC zA*i>Sqbf{?YOue$i_h&A;+35Oo0%eTyDXj}aUBguf^(&ngYE;~!*Gd-@q6f_`;LFS zaMX>sX(PTQOYcs+zEP!9DeO%2b8g(Hdw{*_Tz~qN?!vcv&1U%s`o*5?V_Q2}F>iF0 zZEb%U@U_&N*O(b7#O6%%y_=WeCsQ8D@eTLcHE&@w5p}PXR^$<Ndhi+hPPCo_&$^BA z=7}cgC2X%JHGcw+qGUE5w(GbHVPa2{6@@sXnlB(B?gX7w!{KTQ^5TV!Fcaf_PJ~)m zwl-x4{1N5?HLnW;M_?;B{RFt#%K&Mf_uy@x<_B2seh+_V2gx%Ac%Ro!?z3z)1U?q% zKy==~+{JAs^PTA5Gkl(3jOm4c;JAPIiURmvclque<>*sF+yAROjn5@$==i}8d2wDq zVB<M(*Z%^__YUA*MOws8-Gv{PByV03>V*~}Z||Be;(@D-3sW2Luy@&acGjYQijh6f zE{eUA-|eZ20?^O5$nTdp100MTyJv9=^iChS3#A+JK5E2vwBvg^I9G^KqwdL7uQ>h< zI%UIhg(}+T*iZe;ZnHMxC#x9s+7R|dGhb_RI&uMiOl1!03(*vUfo7V{1w6O{lNf*2 z82mJ+9)7h)pGwVSbL$!QS-z2@VgBb&F_QLPo*YFXM)Maty}?I~{WlZioJ=N;9^dNe z4t`1DO1;P(0pOcjq`DKRzxPEb@`ZCa6UH6$8IuCovyrDZ79s_|jI8`4Rok$Cy1k{R z6?hgkUp##@_*hksVZr>DnCA}Ndd4Hqm2g<OvsLp9^6~wi_;9@c$c(i^Vq2is{Leqw ztRFg_BAaAZ+^c782g%*2W9Dk3?yVHVH)5dT)jsr_H!an=KQ5!b)+TK+QKS$<Id5+? zf&b073>qs}q7YPce{;2);XmWw?QQ~GgZe`yT@dCSevg!O7DM+>p(#nIeuVzgKF>*+ z1#{fqZlhPpB*NZ`{?@`_G7%cjXzYyledVV(7ylm;VPF%XeHMNk`+cHHHT2+faV)@! z`8(n=qtN4<bl5jezEE`sdVq$ZudZ##D_!>v{+zmxIh}~fXPfCAh>zR(4u}B1<GXa- zz!-U4#yZ@8uNwUMer__Gx#B<=NHHsS>AMlGuDv|gJAhvdi-j$XVs2jjoa#m?d}h9# z(_#yECT`y4!}>zh|F`J-UIKsIZg*AP41K59q3QJmoU_aCB`ZUK4?plXWAZ`WrR*kg zW*g#2-?@!F6x5~dvLZEm5%*p0l)$JG`0Bz^<E}gK5r}Kr>I_^vlF6Mx`4skZzchTg zAAMRlU+Nz-8R#`mz94_~$9@ln&pV!?o^=p={GTc>bm$8UVU~Z~iP=DwqwUeq8Jy1= zkK@AJ<CQ1hgIt08d`&T{!ROh_zDE5v1U}G_$ND<JZ$zx|#E7b)4zD{NXb7Hd<4Mx! z?$?+n`4rM5h5nttth!Sa&!N{_=~(}aBT=jqb*tnd<{#huv^)|Be_qnly`%6C?={!w zW_pDCcaTxw(ux!DW4P`ni3)MKthD4(8+7xhLLan3x6r7eRcI~%J*19;`v&sBXYMq5 zX$~ji?Uq6H%W@=wv&#DOSM)Krc57RFMxRld8#4VE_^1u()m=9_oL{!5v&SyMFU3?i zbq%~zdHT(`vNYhb!GQy*o4_Z1y6VgU-rm50!SD+3(FGOy`{#hS9SLD$`{W8gz8!bl zwzHCmEeh9|*U^V}n79dWBF=Eycz4ObH)_vx)v6KBd#$|z#dVrYOjeAYNeM%|>6Hzt zl!pIj`s<v};lP8hbJfmao=8kUM)++ic+l_Jemj5@8T3{U_jaT2`udJ;h8Ma@)g-xZ zWb`BMwn>$J*wa3foyzbA_382x$~oZGErW*CGGypPM0Pj3p#B^896Yz@sVkx0F#79P z1_k|tG%0=tc$cBZy3nE{Q6hWgdW<4)7t(sBT@m&RzOj9<cN*W9rBJ>74eGqioNjAg z^yeHR@7piK=UO7?gg)wqv<R)kao}(2^UI`taV|WLZTBm1!u(e(tD-9IpOyS0Q*kQj zZZA^TMAM>P+LitN+d1glD7yPr?!o`<Kq}W>0SBUC(Y!DV`Ca_sVe(}L^c@9k&FOj2 z#f!7Vl>>(;q?0h5M_u-@+*_+0_0g8={Cw*3(4$lMo(@6BKrUWb7ve&Hnylr)44$bm zBhzsi_jg-SIeQ^^LX}so+MA`YpR3m^w`CHa_t!6LxiswazCB!VmkmBe{qZ7V(*JPm zL9RcK|Ltk}FMKQXY@soyj}^NCmv4RalWiOFp>{$Tn;G(6_bihN`lQwuxl)tR6Z}|^ zO=DgLKK!<0|2F6;vYIvjJ_jyqd-FG|)jar`x~7FEWaQx|8p}Gb;isZiSAO{x;`W_Q zA=|)vm^pKwKfFXC^oKQ4sBwOzDH(2LOW?E2Vi|e(|4&})>ezUVJ>t#rH>rWkF3*r# z9#q5s-dZGa1-M{}yryY6=HSX-&U!?GUykkFCO#(&Jzk(!rAQ~{ojT7B9Q8pQd3rKj zBouzl%Zr><Z180sx6)NG0Ux^ZQBAB3IINv)y^*;+@h(I16h|?hUuRO+3iKN@sZKA9 zfDiZm*fFgD{4<`0YU2y)mE(oCv%ls;hq(98g9>i&ORKLs{kLF0Qcqax0(dv0w$1CY zqK<@eX;-}vp8I`Ax-SpeF&}1Um?ZxQ|9`02H9Pcip5B@wp1=jPCMM3+{d6Iy3t8Rj zp{Ksy6qdvWJd~Bli};8*#agj<ksfniVwqfQuWn#(>P)Vhm4FMuBtCR41v(>!vKQtL zC9t37Hq(^?H_VUZ(u;J*pkI?bFB@CnLhLkDq8UYhS(J7s&hrj@Tr<Zhb9H1QaO%(Q zlrrc~yL@HU&<FnDGUhd%hfe98bn#Dr%<*mTJ{?xX&(ExV5dscH5qe+OI0qc1$d2=p zANEYPEjqq5A`v306-jZxXBrMl9gczT{n*6hj_=@~{G>{UwpTh6EXMI{N~r7n@^XV3 zjL^>=FIgKo0R8CS^qsA1FpZD@mB;}c<5E}DZUgYJ6<V$Pv=YEmZ4Ag{z>kBRvTbtw zE$W+=DG4pib9e8x5;8>HlTY8$lLWowU813b?+<)l!`gEeTcAsbw`iKChHi9aoSzo? z`(wq{m-4*m8;GzA6yU&u+k5h+fvfllbHxNv!LO`9=g=iG&imkvyA>>`Yjhgcgvrpo zrtZ9U&=~Ux9?Usmhuw&z(o$2ODd=WiOnQ6Hpnp%?=Rf9!y;;kFTu~%fLak%;@IEaP zF*@WU8ZzQS?7Qk^DpiYmyK8eL?{4VsM3uNsoPn-kRgkan2z0o=f@P9%o_&&ID&%&d zk6XXpyVW22S?}Lu_v9iIR8tXiJLFIwXjIo-J`2Cs)>rgHCb%DS=@IlS(9er(GDrqL z(7G$)isVlxq9lM#Nbo6i;AN?Gp(2=HU)kLdo#I4LwHc1+^8#OV4&is+4nA=Y6^m>K zbX=7s6FZ?7Ec41KJq?~^{~M*=Q1}dOS$Ax?g5UF0`cM7%WB64#akP)6LeHjYynj3T zuSoHuD(On_cMMOGwBpA7KCFFw5_w@R{<m*dE6(4Pr#^=w@Xsx$u738y`?}}BM@Bzm z9lGh&t-m<;5;K#JTA_cEuqPc}pb!$50s;e}r>?&>eRm9T)M~3JEeHCbLmge?Ebqa8 z$I>>)LqE5Ts5!Y|;6jLenRuNKe#Nw8@1<VkiJzDIGYW2_zS`^l@CWdH!`<eq`AJSh zruGnoQrNRWJu$_@1l_cMl+|PSb<9PIo$o{*o#ky%)QG1LH*Z($p47lx%Tf}5?FT2K zXL<bUyIk-WbxQklan1&wzw>65b|BvGIcfhz!kMrt(~_^<<V37wwixI*gJ-&F`tkZD z@clnNAKdZ*zJr6u7Ct~9n3gWT<@{aT2a@rLrA72vHOEVY!CUl*uWVaD-*9#1N3LrK z`h$VPi^qVk?l)DEiv(Wc!RhCo(SbR@H-e#+4_t`Vv_^TQBbYn4UyNKo<wk5Rzi`-r z&5<aeP2);X!2JFey+22#5yw6)<aHA0-<9Hw0xE&S4RuK0MtwHU@KIm~-shOLv7!O` zCDrPUE2#{q+qUnDTmZhL#(5(u1NB4lqj-x>IwykUnfp#3INw#r#6UMO%$wZ~&sY5A zLgZ0?jBG}~->>aDPLI0Gg`2+lM+$HQa*6%;7yKR0K&`tZ=-8-AhrZ=up14QuJ00$I zl-{_jAL_bui9w1nJ@B*VC_gx&W>2gb{UFFMoQX}b`8@oXqT*dx;x(y(KPJ^g%pugh zzI(nb$)P^1tS*1(0UgnNR;bZ8@Is97d-)p}q3^Hx*-eeOoOXX9<;Vr#3*5awK0@E| zck<~S4d8h9n9K~g!M|Xi(tEdh%<HuspR$R7&;GRv-WM&<Wv8*Tbs?W`;wBW-x1cWG z=kd5Q5`4wJ$D@~Vj^uLNzow%O`=ytV_gBV|$jmsBeF)FNd6dqh1a;w}hbgUr1L~xl zbx9rILRqhQ&-ewy7tmpez83eCIJkPV^%Ty-RFFkQF8sXq($X#rz%Mg6Uo1NT_2iE5 z-Psf1RfX1SUV)d`lXa!veGvWL$(8F8@$f52*<thmb8>#pdv$9m&=q;7c+$K8?qRga zh_TOs5K#&rJcsA$*(9Vd5Qpaz^`!8VDeA^R;XPNt!wyi($nP$I4xpd+-t*_sPl|=> zWh1{?_|#6G#<_3W;UHCNjyfepj;1#o^FC=wshKl4?-BH|Q^+fm3444?(9b;mx{Is$ zJ3e1!x$|T<_%@x*TO09SJPvd$bQil3r2e@PJ?N{K4gI{hLL3RR$9`=Kd^qPx#F4+6 z;Dc&@KCMUH9C8NEPS7h){`A>;|21%~hGxssR^Tl!mgU*ekLp~FEf}_ku9JBa_xEq` zw+bH{jDWs)KDssjjSlo_F#ULrI*Q*xQ$Ykge729}%`M>Z-4nRW4D+Bnxpv^CJ0s4+ zzI#<{s9z@Cs_*Kab0tPo94qq90*{T@61J8PABU{mGjTXC!}K(oDqWbTGNN)yA^~4J z8j+!ic+%=D@%P`kuQ_6z^&0WUd|f_Q5AiG@q>eDV0e(;|lWaZcMvN^;P^{2*<x_2y zJ9-?x7d_u6Uov1WwQpaO9(*b256r!EF@g?2^iEL36p08_i*LGK0zI=K6{q$y<lACC z=?P2Z*AvrjijD4szScpvMD(EnFG?@;Ku4r|j=uU1^fXIecUNrjd4H1@4z9JJj-QPj zs6u`oJLy>L4&0}MUDrhsd|Y&!Bu6&t*2lpy`4@qs(Xjk&3dhgw%IlvMdxHA>D4mcA z<`_$DIn{D1!JkF9yEWKBcg>^6?=1*?)7vEdGPNtw`l~IP`nVg>{nf={RR(@{ZyWV* z6hnW`M!hmQg+A&ozw2Fj)Snx10)n$Rry1#2hkDST8-&=zqK-R1Fe`f=xU{F-_ZyXh z;2XaU=xjGb9AmoQ=YjnESS>)d^%wZ%ZA~uQ4`833wv|@}@O`QJT?HNqsE^`rJGKEY zt7<tPX)b~NCzMe+H(xxj;K-dJ4^WpKEGB9PU5Po>)yis7=vodumpN^Mey@4y%`Glh z_^MS^j3eHzU;3eXtO@=XCogZWriO0`_mv*ucHoKy85iH~gO7s7U0GJtM>>H?OkJGt zk4!(`^1}xGU&S9cw?}q_(|Y4O9$TCjUW*PJ1?2tc90!gl=u5h$ivI&&O1|Uv><oB~ zBb_&uO3_bf-VEs+!THKD?Ium%#NJ8HOM|{6PDD1JRQG%VboiBvUlu<Am&<Ka8({?Q zmGCG+9{f}5%%%1u6IWthrtjoO)G^D`lOo0J;PZ=&$!VEnLh3{NUjq8&vFy((4leLD z__e7|6>%b|bmypJF8Brt*DNRMjTV~^;?+23GtWGF<sF>}?x$C-{Nr_ZT+|h+KLGr# zUA5@YOU%ipt3)}nyAnrxMMcMe<HdZY?f4AbnzQViC_@nV)n$tMw`y17VPRCv6nqwr zOZa~NhJLHhY=D8l97pga^~h@ALc0z2HTMDs5j=aVR-v6jyoqW${n-clg405T7^fTY z>IpgQ2;OrWb@MxigU;|bu^(JUe|hEPmhrYUN8;17nGL$b*c)eJ61)vQ2(z25@0>}8 z&&YAVPQ@tT*tNr%eDE<o^YxkFoC@?HI@dl81MksTS}b<Ffce?%A1+adZ-X2f*ELb6 z`YT*2jRlVAkm}x|h4_7JgZt_4ukg+GuMF($2A*o1bXo)W<h5*x(7q_l2lY257XX*5 zaG6eOLEN}D_CeL65IAS4=}a!_8iOn1t^zp6zrJm{sCoo-5tD5R^M0Ibn_9C;Eqh{I zB1-r0D13?af;iU1fol{zr@w-8X5$oKaT$E<O?5I~!!q)P)sxHKz#;6|3pVFkkf00Z zez=4_*}Z@vu=O134EJxL@8LJX-RQ{3i277zLU2-dGv>I=<aho8KIpZ4--w|D_;T!4 z0fsBUrM3?H(azz#J4n=pop&XSwg3JIR|Svw<)z+_A;bmR<IxF?*c<-b_gP*Ia6mt{ zJI&Cw(U0uAUib@hXF94_VTU?WJuYGfy0*R#Z+%_BTT2ERNV%C}j!f)T&+8HJy_;_3 zSD0WfkN<;8)DVeSd{Ak451-3YQne=@IAD8^QxzZd6@O*bwDr+9yij0WjqgQ1Z$9_@ zI}dcby57;YO4wtn!>L>V-}zrnY?ocZpXzE*%Wp+LYh>^`a)SwVYj0*#PPQB2TdUXg zeGdDQ`56fT^x;|*IpNE(!0TxZ>qQpeS9N=UeqtSQcy>9Pn&F@Rj-C3AI_}}E1Bd<q z|NU|D^udv@=xa-p|D1a6M(m7AypY5X-CcmBu?pgk$3+=^elF-?4ZhX-q3=Jkmr21j z9d&$BuYk-q^e>l>^$p^@JPq-QRk@70AjZDA5#T%RRhu8h`ZyEGFSh3{PGcXlc2C=| zCh(_&`*$b~!>2fPtg{n+bW?GbLgoqFpHp=*G7`WYx{X7RUjuLY;mk?9X7H(Tn=OM+ z!#C@9O?uIHGV$VaA=T+^(3dfl&fHLg4s9jlkLwN0H>ou@%XosfVBX*IiWYc2N2H29 z?(cyMn@cO#p&!=Ix~h*j?b}JVVcU&5b4XBtz6Jif(|69&K>r|d&@F9$GI)2+;Ai{+ zm|MR6P$19`b?di}=kxbqZrplIsof2Eomu1IZ{Sm_mL%2|Rp`J=zDqQ|f?w^^6pflu zocqBPt*5tLi1g{b@+ZGSug^baWvvMuS-vGDRm+j6C2IUH<9v!LOE(o}Ku>%3xfzWQ ziRhh+r;i735@kFVvtJUrANeNJeTdIBSMG1D>SO*wX6Ed9#JM7q=zdM$lmQ2hE307+ zqdcnk3J0ERTLkxe9^e_qd;QIx(Krw^wxXMo_24Tp+fpyCL?ZYGuDc$x#J-TXL38gy zpl5!!Tt}0Iy^}u1TGhaby}Qre5dvPxl6tFv4|DwYB1A5Ypq_bmujp3=?!Tt?Y4fEF z67lork(JNrD|ZZfQ!=96h%7@UQ*Y!Q`rQhn1y8Z>c2W0O0&pSH5#RW`<M6*ZzN(#n z6Zzut#dj1N+`nbD4L54=7OFe@TQ=;85%-d#ZOA_vclMw4MEw12<Kb^u0G-7<!^(2> zy^LmTk6odE9M@}<KQa&9>6)^qCV1U%drC8>)k#D}@XV$-;0~>GJ5(A_e=uqEF`FYF zZTn7M^dEI2!u@-6SD=skX(lV22)~cw3%lk!z&oAo)V!k844vlyuPoyS)a8CoNtHJ6 zi{8@uHo*|*({C|482sPed-vZrvtZ7*;nCIdM(pXm%k6o}#*L7?WUAZv4*nDU($ZnT z6<)A4mtKROsLA&GBW}c1?sp~?3)1M1Tk68^0592-Ya4L-0Q3l+dSWaD_<zZoB+iG< zgnRBjmTkr0cV@$EL(A}fWd1b1Ttq!%Ch|-bpU*)1YYVSB{5F)D-J~YqTkIa8yyp=9 zZr6)B9{8Ls?*0286XLPVn3%iib?gH;nS8$Cy&e2=f)B|Up$-haSE%0w{{3)gB)b%R zB_l7UhNF*EbWXIj(Zk+8L7qp4<>8MNcy*TM6N$K(GJnDn^L2_Dfl~Erj)a8l<chcw zbY>MyyPHrSetZ??nf=ijeTSdHA-tbE1#fv(;ct>|EBok`IB>0?a?=P?<X7XEG+p$g z^UBAjnuDB)@5<NMnZhx@FcHK}4?L-NT7LbT73PM|ap(=BpSzR$hHX2}vzfPBB{PpZ zA>wy^EC;%8W756IbK%a!PRrVs^XTum<u8O*IibGreD))!AN|VNH@le<!Gmn<HCI!i z5Zzg`@6J3$oRMvE4L*qcZNGU*8u8gbv+DiUZuG~h+e{0QpN?35K1wU%NF*GRliqjP zo;bU?^G<h>E3v!8A*&R;QG=JPt$Z!;Kqsjq4{ESa^4rmj8By%Zy5gj*lL|d_)dBtF zELXx$XV-Y-dCZwgm3^R0lZgr|N0S=7r;WpT5n@;Hxz{^4{e24^YIICltv-BowmsMN z1;5U9)BRQ_=BSSux=GcAKwqyG_K;x{^o;IG8B%x;RH5m!edtR(u9`n71uh=*@mQ7K z8R%R!t%eGLFEdX6rAhE~CNkc?)d}eVUVO>OcntW*iu?IXnJV@~N3j-f6?Ez%iY!wN z;9+lHlpA?v34Z^X9~KN?Ujh5M;rW9kBJ6ol`dd%b7iIj1>?1H&Iz7E_ITh#N)`Zf| zaKtemm4-1d%roUqDaY6&FYs+YbwU(Ag|fER2H?S;iShsF`|XB*_nvB=1$%>&mfuXT zlZm>Ql<yt%PDIz*oN#0c=2iY|x|oG?{D)j8a~(Kcjp}gnXI57tHP-M_80LwR78FjW zoC43_aQH%29q=Ya*~^vcm^(DS#?jacKXl_C=5!*^PoI64Tao}Bnc1JqVQk<vsSYH4 z6C@L#<a~ae2W~Y^l~nYIg8ED}R`TvwSK^I$Qj7}l+47C-OtuIzv2~kNgwJ8j1vIH? zN^i%UQC@nzI&>W6y0$Nsfp>`Cr=puag#9C`*&IC3Nl1v^7B)I+M~pj?Xu5TriQ0X) zt_;E7%yfiVZ~7hl$Ea<&4@qLaVq`@p74eAu?&VgW*A!y0S|-IFaqpo}{p8Cu%q2P> zJxV?doTYU&L<@EE!N$ekOW-||N-iV~;U2ZzP*N?d1MX$oXJ^q2o%xr$*FN$?r(`6s zs3A-tc9<Csm*YLpg~)8M?gp=^SoZ5)Jmz>hgv*5$;rkp@7#=%}y#WWWm^i#45zJZ% z=ELA`BB?HZ^v2xn7w(l*%V+SP$gKU#3f<ULBPGFc3g72J?`Y%+oa;Ihx!bAecZ8Jh znzv)Gdt<3?B=#+c{bXQ`ME^mS>Nw(f#EsB;x<_E!J9i?w=7GttUN>Ujmgwk?4)~Gr zRrY)aE|;gO$Y{0?_(xs$%ti1e-ONunNjSI=DJ=S94%$w{JM*kbEo11+Z{+tfcw!Fo zVEXfB!ii`~6*LGz{qjn@%#jU!*1>BNth6oALpKjFP-aL3Z-L(7qll-U+xuK-F+WFn zMd5MafNz0!h~+HmKl8cse;%RUdX_KQr}PMZfWq>7vY;1GG45^taDqfM$#r~S)WzrM zSry2kI1;ySnANpgAr91)t{n$1IJ&OVV2tNZOa57FG6df(p9>zj=<mc#%kucqmv7#o zmXd_}Ys&FTbm0RRqWQz``)oV0XD=>7D;>PHmUF@h5fz+!r*l<mGpJXNlrS104`p@# z-sjW@ep3#68t`+!ZT>R-)JHy9e=*yt3ZLBohoJ>=SAu;~=H1$J;Mx=!j<p*ugtbj- z^}RCeaT?k=_xvU5@Mg~r)x+4|rbwBk3j<C)>a!YxIJ$}F=;)q1&_i>#@_FomPqkqQ zl?~zo4eLaRCwR4e)g09#yTLEn{`l*Q&k@(0ow*NltjjJkRxw9Wx6y_7JVgAQXj<H~ z7>@ll2J`&4fDgr&>#7w*quydTc>48T%o&E4ONRmPK5feWzybZ-Y~9eG?qT3Iap!Ni zAg|wcu1aJ!CKJ4?zWe9F!*9;3+c<HXO!#~vCvkm%PUpXs#pw^gP5uUuA4AWx#cQ1$ zxsLuwq{hk*Jh|92|1Ll51#C{22+qm{|N8cmU#8$cJ+&EcdLnexw?pkOb3q4Ny6a66 z`UUA1i+snyNBp7gO>6(xm%UEq3&i|@g2Y4t1-whx?<dzjY9W89(~O3r57J8Npi>A0 zfA$~mdOiFOri1xYb^vEe880v0iuxvFq5Ew@vMV8~5b@O;d3<&CK=l&viS{kG`JRDC z)2lF^{QJ}m?YjT3pR<@V>9RBX3ICY4at99W7y$ku-#cE=jr#bVw*vKF`19`7GdVGY z{3bNfr1S%E;<d`=#NXfnW@d732T%z0M?vT07%7;m^6Fs1bLp($6n8>@eVVyQ_4ZNl z(c;T21{uJgZ|1d%V2)1RK$iLv@PysF%IbnVfjiB|ypg#N+>Ymjizqw%%R66lf7lG) z%W3^dohk|;9G7*-x)VNp=_^S`H@gz&W>ZEItgy$h&Z*r7JWA-IJjV$S;QJ0V@y*B& zKU6eLRdzzZoDuS_&zwXk`52vMDhEGnY;{`$aplVs_WofO_`_)mY4v-+U;de6k}}Tg zZsC-B3aF2IWs3ckpbvW|x?6u9yriw-Ug{=)%&nF6GS`*i9K9IY%?*BlZ7j!A8GWtG zL{^Foa1NT4Esf{%fgfHwM*FK8x~BRai<)>&A9|fj63(Ij_+uQlRRi-|lCjK6VR(+7 z8UY#ThwbG>M04?X7exf8$AH%xq#ar-1O63Ns{H0wK5)X&;4KdtpwFlqkbJg``fDbO zh+KmnCh*o(D&$ko#EcrbXO4s~s|eW{xM5c2ER{a${i90j<Hu;hmmi$?bqD8Z*N5Nn ziQvI#b?)3>L|(GUNe=35ArnFg-mAgB&^LQri1p=lA;JqShAS}t;(CFT<_vfV#r2<_ zBtGyrzTDp@QGf6qGj1<K|7qEgdQUeE{AN2Z>k|4(m4TIu;@;qWJDJ4AaGzft@_Wn% z+(IJ$cjRRg%-Qo$Y}%v|rxuIX16F~H2l@ZX#`m(OEBSH`draESm~k{Jg4gKJvXK7* z9*1}PuGcvCH>du_)<N%JeW++}YX#!&=`&WzkAVj=FXk1YzMRgUea>bBAEGyE?o8E= z*taulFzE|Cdh@fYtpm8fk4L1qOwgxZafq`BhMsF6yrLcVj;-i3^<_8I*Gr8G>d!Ez zV4<D*W(aYU(~eqv%$1O=9BZyb9ahp#^hCp#pvJ{4?Ry>W%j9dpx3R#rdhXf}+(F#h z)LtIf1pSNJWxuLJ@Go3*<ZJ(H4_=UE=`Z-~kAc$a?(w$7$kVttnRq_Y+m5kkfQNX) zb*Hfm|9;c<2?gnk*b6%38A`Pk`nh|HnYovM(|8>2vw4oajE}lJUYo#AC8D1y5B}1u zN$WoU{1xNM<TB?7J0kj1+oc^Dm>;uLh~eE1-F%(5VEMoKx67Y*w$Na2Nt%zS$WuI* zbEI+gDmx<Nn=VHw-fv?53$m{m>SsX*r+Mhcd2&Rz-e@8b5vLlfPUE~to!gxry#ah> zpYMZ&4HEICcG`g&J`Fm)GK0RBsQ=VL%|403M|-hx>FFQf7O}eKBj8J08?Ogn#eKG) z>F!8m#vIbfWB**}Gh0d-S-o+7wEZamjb6Y!&9p{QFzQfGd3C8O8pO*jYwFC$Q4hDA z-2NZ}b4wRW4h8`?;qo+qr33i0#F^w<@5zMa%Yqx4>EQ9tA08HuCle-{y{N>FVUM06 z=Rq^z9r85nP7BaEl4e}KO7Y_NaoO92Y_%oo4?g}mf_Y^(vx3)?!1E;(-apa@-%h%# zN;by1bPo@pPQ6Das?SqjrUXDAqRO>F(ZhWozi~(caZe>9-Kmnmp1Ur|)29m&|8|+g zP>sR&c-(%-iypq}V&vYR8qm9OQ%D@5hzqVYho%hS-)g>DBM~~muxZJs3%Cba2Fo^z zN!Y`w+mm}>FZP2{@9;aANg@<py?b9U0zaxVJF+BzKP|l)344#cp?s7kpE3$ubn%4U zkqzh!96nyM25uIZm?yF$7QUEIhd=DR0iWhlzsqde&^^@sNVyGvMx_@i%<Nv!x6E=d z=@^2qIDKYlrWm-pRim)_UHCy8y3W+Cz~_l<kh>drLf!~1tBN3arWMDUTzvm+hg#?5 zcyRB{ocL`Xz>iR=Ej<nQ{gKpi%n>7JLh#c1Z1ghxwhMgJ{W4J>GW#(~--mwb?cvTZ z2T`ZSJTTw~pYk(Q{pcV3yx_KH?GGP15*I$PsaBzH6{YQ(I!p&$LGSNHQTU7OBC~Gi zMPG9|sj1<~oDE^Pt|HF#4*nD0pC(oyuA5LaGTKeik2J)r34-6+To|o0&W8C_o*I)W z;BwDewp9P^aw1qB3h7Axdwz%dRIJd)NJSiy+XnuEr2A8e^&$LC%KD0aI|3gmcYZ0C zOeQQcJ<pR0;IH+1{eaBTe{(I<wie(=IihN6b*h1{XAsIG=#yHewMhGKqfh(Xr7$Fi z^J|mNvK@MMvy7qRbNGEF%0G{;t-$Amd{V><@tsODOLZsi_36v|Vw`LdPofS!xrVwg z`1c&uw*>5wVvzWwa|-)_>Iy&IjzisdL;KzkHS&ODZ>nMpzE8|rzd0Llhry%AM}7bo zd0TAPU5fV+`|hm=@@?b;amBb%GVv};HSCkQ8xi|=xa#m_oO|O=rH`k;*BP_%@$Lp5 zda}?*MG=3GrO>(@xYvFEv=4G*3SsiLS^7J0kVN&}jI+S?zw`ZgTmasR-raUw27Iow z#e9qDC-_U5I;TZQ0(ULZ{+pWzf18@OsT4uzS6|qC+l%-WJ#nC22sof|<A>=3-|Yyo zSnKa`$djfGk&=ACbJNdUqCSIqOlq@zdNug89LboPrc^s(q9Kkm0`;=@vCdtbwj?5{ zH>hUmEOZZTS$Q|C?TK8TVug%a3UPdAOZge-OPhW2_EqVlF8BJ$_4XBoIP;}hNSYJ8 z$gT}Gn?}s{(q9s)e+0j3O(vBU^hFv(p71Z|yHB0mbN2if<UNT*!fFG)VGWXHAJNYR zJ@|EKKYXHMw%ltJAH-hq0SRCJv+zwkP2;}Eig^|30~Ulh^bq+j&)4x^!-A#n+mO!^ z2NSoqYXSeL-7|OueAEMzF{2UGb1!qZ?mUHly!K^Kzg{`|9@k|JCg6RZB`*{mpr4k# zTJozMegCTE>jL|D?7{e0$vjqq{<Yd@-T?XXIHhhw3B1MQU=c<}oXeZDQuF_KGiBG+ ziW?%pIeq^ONu9DMHgrmlm43D-G*(R=-r1m!Vi>$g(+9q?R^ZG@_|tF97z7ufKFoSw z{W%Ngq5GlgdU~im5xIx`Q&T?nJrpx1T;J+QP;oP_{9J|)t!CC;N5qf+I$wKDJ;7d# z!$N2E#4+#gtjC(G4F2j|#V$GY5#j6o@s$UlUu#}}@?i=4w^FIxE@EED$ftWr)X$ly zOVD=leTv_cTNe6C8M-8;ivPSu5Z`j!$jY+N@rgue=YTH>k<y}Nv;bar_~v5^N%(+A z#-5UHbtb;l-}Wg5&K*aZs<(*+AI=)@tRRbeqSSeLQ!;!5Klb^5y$`>nE3S2STmS8i zjuUz$Mkcmz8a)+@pWnO4LH6aq{-PwUup$!txU!9!&f_^;?+PlJ=YxJ*e@9Uo>Z&~f zbR!KPfKSS-$FP8RJoiL<MI#P#GuIP-oCWTXTj%wSW-ok}JH1|OE@2O$Ky@x53*Xk7 zX50Jlbr4h!msGSP5m7<UgYMa)?us#*@Cn6zol+K7ABSGrDZ0i|waRT1*Qt)l#< zf)jBLJB@dGO^reie`~hl9_kSW)3%4!U8pa7O#0gNu}?tW=K(G9i)P`**Cy1hCnScH ziu#d{eE2Htb%BSTOgMG+5`0*sr7D{zfaeBPo;qkvCeAOa{$7L*XISO9&Oe>Wa?V{d z?|X>j&ysuZPJ)LFTV4Hi3;y~?R4qRh!Z+~OpQpRZDMUs+Q<MVYgl*oj=u{5ypbsT! zq7Vmc1~`9Ig2(Skd2GpGfO!m6iFaXdfu}yr`o#DcalEZA@=2;IF|mh7xsD!l2a+_G z7Q|eM=$$quE*02YS72hbCIWwK!=W2*kUuO}D-{=kzqD5+?Bhh9+5L%grR5>?Eh`Pd zCa2)9;d*ge2s(gQTSqE>m;?7Pnw}N8245Iz)$umq+7pk9Wx9bo&2XzaRYl=@u{qpQ zL|^gZyE&II@=lQx-yoR*d*k&+FJ!P|E~-iNu#zAC{f}G4%BYL^`n>q{>g@=(*TNbq z`QX1d_h@LFVUJwZ)w`ci=lD$IChd7dAyQ2La_@yN*|zCF6RW@hwl$60{XGsp{Grof z5=QuUg4UL&@cRzF<yjy%;a+-r?Qk^1`CtkuvHcDGZS{Wvw#ZW>j|_u{jU0hrOI!=X zy{t~%`Y{{%H1E}+M5V95^K*TUukV7cMI}c+o(KDW&;S0tWfQ)KD$8IUFLWHTjOV@3 z7f*j<i&0&}9vr=#^$hs;)$^Fue~N*QTsEl98h_`{p6fZU;AeAyX8JRC+&^9<Fa9NP z_N197J@kVlf_t~mm1;XY7g1FvTGT<?huBAN{`;KDt~6@k<sVbV^tqETpW|0WyVKd8 zh+Dd|^kV||x7N`tk_kHQUn^s?;8&aWUe!2e1KxY~GL!8&XTmx#Gvz1vzF+mO=aNu& zjmMs<?axNvnErWrQU`p8s+e^F?tStAQ`U=Ndm`yeO!Q}E60!8fYy9{m=JyXJ$^QgS zBPLjEvO|VKEN?$q=7)TgWv;Dn^>2PnxFC&b2k;3tyFb3jZ%vYWjV6V`6AhBCwV~cP z|AB3nVFdUy@9j#$;bh{1*xIW<`3{7Ol#3t-_|%syyEp=>pwqNr45L9EnqM8fapR#A zVKixLc%K$?0=v$A*G&T6@`qDQW*79k^U9^twcxo5UTY2nx)K|L4MkeU;2WdtR7SO( ziHAFNQ}lpS^GvSY+JDlC;Q8~ww-Ei{Elxd0)-^ou_16>XxG!QNgCWDf_1~NjO*%D* z{M1ma9aN7wt`iI6TTriz8VM>NWq`h?m3t(*1?M=c&Z8Z1#$RbYsTp<uM~Tnd-(xQK z`}sAuG<sKJ@=Na2Cmy_~sM=IE^hpEc>GoJj=&=0CH0%>x3E?kXukH_HZ&~`eo-p94 zTxYW76A{m)8a;LH;kj@(Rj{3*0}fle_Xukme62>V*#7};8l(`J-RcfMD>)KhF!<Dm z^Yt&)BQb|C&h_La;@QscQ##c+pN3Q<7pE}j<T<8kIDk)<%y6hipneo@T-*2xJeHE! ze}?xYc+tu}MGHOfAPPgzd3Iusheg0fYBzjfyuUkJ1BVhBDiYA$kGv5?q!?<VF6(`p zRslWYe;%h+Jl33vkRHvPvMS8Q)ECyC!uM|BG_W5Q!JK&XF~4`H4^|(aZS%wDQIZH6 zG(=pzlP6|z=r@TFi0w?+TMeGgrEx2lJaFvWY@$tgP9Db3J~0B{+100G9|OFoZGY^5 zsUCQlBZo?@!QYA4%pDe1!`?!BJs~G)+_Q-Zqwf#VmqZS_{*fUQ%@f_tYWC<On4HVq z6CDXXZdvX!-1~*3C$T3+P&eFpQ)T?vg|Lzc965*2w>HF);)nim^-Sro2P1Sd2F)kR zaXzG2jAx?Xz)#>jX@J;+JZ)ObeMTSiV1p$OUU*>tdC1(b?kCj!g*5DUL&=ys6^dgA zE+Q{B`LfOx@yIeOQxABa7H79!W)tcI-(~U{G0Y3f&zmTt9#D-qWK)B<;(Onh`Zgo* zIHBV374)m0uP1(TeU5W0_+`5f`mA&T!A}(6;AQ8-QYw<*6Y~Cm(Fwfo6Go1Waocci z51-_@!;Zbse?RpUp|3e>^xqwSOVmjp*^9r{lL$#BeNLVR@ZpWGONvnUM_Fwt9YP-^ zY$qW5-=rH+zkYjBr4cxXWUJgX;)HbZtKC$%2O$%M*_nu=>%4BeE!r@@a7RE_0(so< zbH7NOu`7|;SnTxyxPb?K;-Wo14@+!(o`NoXB;za|c!&d^dFd-8i~9bR9ABU-_|wyg zP0eBG>%aNQ_qCN^PkVyO>;-K{qUbn(AnyS3|N6zoOFyxfjzJ;qI&`ih*2nh#P=n9K z{<*pq3G}0TJbRBL&fh*A8*(w;mEiF|`Yg#6{p;oS8=t|GrN5Rdl}^E2)UGF<Lg2AP z^ec6~orJDqeQ0YmbTv$_W!?6eFJgY3_g^F8U`@p`tF<n8f*Jw0t<Rx93LbJ0H$dNa zGUbyE;#b+QMO8K8oBfxkW*=EG|NC9+R~m4%TpQEXBbYC7Vv`v>w+XmL|4l(==nJ`% zd8F%5FIoz<-w6V)@y@a~dky`_7S2hf?f1}EU%LO+7w<uyrP`kL0_ODjW+DO>aBi1g zv{nLtpDECK5-tqC(}!kh*(v{1blve>wr?~u$;eDdBq5m*vdhYr9T}0mrAQ@0L?KZm zqq4V#6&@>6WK*&=j6@<4-t+$Tem=in>FfJE_jRA^oO7KE{;!yo2}<z2EE{RBI)Kk} zi+jEeCtyB~Ba~en?|T8XuVUyV>F-0RrCZ?#9KEB+h5H~XsxiqT7rgF@{-fKK$g8+P z(I2#m^EF@FQ_YO~eEJ-Vyt)tJ>o$01ObGhKo#e-jkC7v=dG`+S5WnwJw!caT@jd!n z@seQiAkJ;pu_r<w=WQ8~ps@j8dUZf)n+koo<g&l7IqKa{r`=B;Lw}XY94(3gZg1Pq z-xZ8|qQP64<SF)<GuG^&Mm_PUd~eAKoT~8qLZo00@~<u*S2(5&pSX0MnDHWbbt~(F zV)#lt&NGBQ!Fw&gcV<`Qeph0-<Zpq#E9&|(bwCCe&ShNXuP2-EjRx0Udwmdf;&k8M z3_H9Jxx>kns9&nj?abftdl7d$pPw{lMZUf9-OFcCFJ9MdWs5@R5pA;nJ%Z<Jy?Y=m zsswqR`l)#b@}Ub?JtWNn4mH2sq<AI<{^H{Wy{~{*1tKi{8qp8uIE#<|??cFpH~XGV z>5IK~8hd8H0I%AVOO}B5HndQydWF8F_@Uw>t2*SQ2ky<zHUU1~GvwHaTxwP6;IxCs zv8O_NU6>3%$J9$u>h%@)>3{us@VOnlw3*4smu>tUlED`%f3TP6ny6vSI`l*5M@N{? zVegcgfjqMY{IBfgPS3wNV(v{wq!{@F&kJ?`*&M*RdL8wh3jB7C_J&gPb@+z<h_Kp# zmsaDJp{W&zuIu};Zyoj8DAW1a|GBbZ*MmIiqOpf>C6HtR{!dneF|lBr*M%b=6JH=_ z-SW_-^U2`xyLYG5YxsE)^brlL*UtM8m6T6kgl2=k8{7T<9`MZ8KdUrrXXNguWOIj{ zfRCf<u~+nS?5E!~bF~<{LxEZE;rOF>Nn%uFMH!j<+1$0qzum11KnjF?lDp`AW1 z;zgA5@X7Q-cM`AJC*QY-JWLw;^-)H5f?d>h{aGgb!OwQ(^P>NW)nZaQ(d<s_^4enh ziTl5eSvK4N`jmjuiNZ>4AIz(i#xgcx-@LK_pF1D$YQR-?EiK^TpFDB*;eVn%z^bwb z_^e*AwX_6%5!EK~w<g{dy8A=MoU<;3;}9)J_i606y06Py2|oB=pCCDpE%=M4yviq+ z;2-mf&G!F-eqzhKsaFQPy&&0Zs<-IFzlG<K(_qh)MzVVF1o%XMmTblj=;}dpriUxg zH&rnu_Jg-PK5<>j_CDsTQne2q+rXSfXv@UT3FPEwv={^@WACb)uh#@}a9KqJ1{!ex zUN9Mt;uLctvWMRtIRt+HdRKX>1`YIwvJcgpIOluMcr?%0<32EcyZ@W6E8)LgbMMeU zSK`fKhv{R>m_IL6pz$|?ZtuBgO>7FfX}W2E%xm0Z>!szD_<Y6w!m}Okp?7-~3YCI? z)DJk$%!T^jXi?&<igPP9#-5VuiMi+4*==pSPt60;*;m20u>Lb#TChRBA&AKo_z^xD zPSsDQyAyPJT3_QrJcz4>y5EoC9x6*b`u;HdbH-ku9Nl+<rxI?`i5N#8#ZNLCS`FV- z_~6U<*O>pxjh$T<#e7PaVN7Wr=GQZX7fs8+-y};qS!LmT(2#3Wc!K|Lk@3;xMBlT| zYj6;Kn?gu-Qa|=vnO+m3?)na&M!(rUuX@aHT>EbG5cui(E<p}v^eyz-a}2&_u0(#5 zEVaao3&di74LcuvwzkSDJHpf8w|9TONN<Qd+{)y{0xRTKxEHH8M8khs-8EpJ;X=5b z_`%8B;zf9*sY`S~m;9a^?H_U#erjQ6X@2;P?nOPkr;56BYyMx-rY7?56V5!_Mjf3q zbA8u2j5$ArC%*p<BbQS+=?~2}AM8uK?yF6puToLGoP;{^&Q&ER1%0L1rKoeKZlIs8 zG4T2c-fKU*99bm#UfVy^Eq^z$XM%ZGeiLwnSN`Ba5efRBj&_DN=vBM+G%lN`!$&=S z`>oVG@;lTfd}mSTTg6lEP6pw7Cwn1T?c+`~_7!Dz;Qpu(NVq?6!JDWa()A?8`Ixp} z4OGCLqRduha%T|!#kCT;m%v9msg8&H#$m4lt>-T{Zq$dqo4N{^b7#`jJxdMU=J&(P z7rQZsxLCp!W_%TU3)S^|9=T#a1Vb!UjRA7zm@<D~`Ud`UqFd4bBJRb`Oy+eT`2Ug~ zZ9mk;+=5ulj=C=JE0+t6k6_;MP&4)1P2lbGnIAa~Ke!XZyG%O0y>Jdw%{DdR%LrwV zlfJ`(`Ik|bZ~ct$$*h&IF5z6{DTP)&Lme5QaMqVY{)z0+bH~gC%#)2j*O{1iB{&U( zLnxtZ$<@j|QGy=wOV(|JQyP0CM?yG+FMANe`|E-hj9iGMXjP+8ZqzrE>wh{v!Dlrx z)@ziFJP)}zc1`Hzx@EH3>hMR^Y$P1oL><+kA9PVwMIEi}W|&*SK2sB}fqTlxvpA-- z$*uz(=4#LNX7D0C{9mabDPzBSOa}AOdp^X$g?~5ip90Q4ZQB|Uf;wVu7^^h}-p8SB z;s3pe9><1xx%HtFOd8Mlf?s;%#&4Kdfcf8|ue<3{PjmPE`S9ur_!Y9$C3{2YGyMBL zJ940Zk}>s3!QQgbS6Uxcpf}Z-_h_&)g5T+<vfO+Ee)h|owI=jwB8Rmv(n6n|NTXil z)Bs=XTX;<&2Yjx{mO=|Nd`jfMDX1QUM=NA;o`r9W#834{$6@#$0%uo8!Os}QON_J5 zxD#Us=o9iHp<7d2jiseSzSMfvF0F4a1iL~(WPA^D8ZvDeeZdQqs1MGab%&lip~Y9n z2K`E1(!<UldyOJZd}Yyx92@$~Zd~I+j7Z<&cY{8{`AsLx#t8evC!XxsT8FOpR!6D( zuP5fcUI}?L0S}fWEl$fJ|6bUUzf2nbzd#++4)kqa38Cj$({TQZPH#AwK_?MmG|>Ye z#-Z`8BdHPhkDrFxkQH+8YE^PI*?kE!dur<!z?+|a2PG=d2dRv*+R_9eCx1gIIT?KY z)WjrPR5$WBK02SI%m;4PlFYG`#(v>V`@fgKm&8X_{uLhvA6T3pV2S4=GySJB8$JjL zz1PPlz!xOw9e%7agu4GV^XoDAM4gKtbDx60Qs61)-uJ+<hxiSy7VzS8ZRdtY_j?cn zCA(Ra1HB0G8NZrGFTtzV-LwwId(eOE&YHm#a{PXDu1f{E5vQ9+ibUM;Jd4g%*Oy}+ zqFzvlAsTwKJXysSe*YBjD8uUS;IYpAWd8~N=F3vhmP-@-22OIX#DGV&UPw6XK%Yr* za@0Kte0U`tXWAuS%yE@z`i4O_PmG*hF2lX1dv@Y;zdi1MAMVrlJmFW3Cgta;awDoY z<(XZ{@I7w3GPOegoa%EDB1K){j8l}6L_fW_OvZ5aF7hm&-YVk!4PQpp8MSpg_`p>> ze*K?A(%$DZ%?<r2MVYKD8vXwHr}wFD0Dp2kYrVEF7&&)W&#?zG!#|)OpWTBxn7V8B zo-*cs>aY3oE;e9~_rnpc^S1CSiN7vuQAgjk&iSwzxU?oZ>>3CB2F_t+pOSDtR41m( zymdzZ9JLlLyae5OJHV}3135=m%p%*EQ4cB47Ra%>62gBdv)93EF%)i5SJWVHvzG4* zZwPWG*z_F!&%t=pQRq*L{$ovHY4a5Pmm%}Dg@$-vPWsUPSW*IC^wezjb2#P~;wB<z zaetaFq?EGbdrwQ>we|wPZ`R};rw;T-mWDEFzTovvlQBN~Kldo1RLY7P{8{3upYLkW z57x-G-YmoOD;-E?XTrHGcwOVDPl5gHata>t-EM^Hy#D_35#WA`&Y%k5w-4F=9Rv6t zlX~SYs4Bvb&PbeH#rrAI#4QjGzW%4H<-q3%^edAO(jFRNu1}5D$LcWV*W%Rtl5o$8 z9Nn$%R|r3@`kwU%Qt%~Ip1-gY^>EeT7HxDYaD%&+qb};w=O>mD>#uOWs-oo|W@4^C zIcDQC=DuP=0xo7wVDDi1ZsVyN*n3W99cC?ue)afs$0+=M246pw4FiWb@BLa5h<cp; z_ORGjyuW!eitSsN`!Lt>CDHf>zoq(L77-m+V#G^4xF{b!zkN<8xsi9^XtVkJqdE4~ zXT^RkM?d}wi^T~C^b=EuJnPk<N3CxX&%tL)`yA!_16`bCGLllUA3ijOyR9j)s8e)F z<_^HkeCNbt!pE`Klzl_CI0(91=I@$q@ZEuX-$$AIBIk|2So_#L@aI&Em8OmGFIQZm zF<t_X{F>$uGlBnK<Jc<OB<g$i->FHwZ?f5|x))C4UcN=ov0E7X-xwY$2jF>I)AXL6 zM4wd4=bT6-5B};(FyjjT-Z385j#JP%?kclI=RwbF3G}6N1y5>jlIp95ekUQhx_;0F zc@1_ILrTUz#O}XA^0q3T#PW(3n;m??^>yx%>jKDsn%z~YX$yaao#{(s@a*^EOxvyQ zVm><G>99QZfoyH>v%G`-^8&p|{fPt4#H7+-JuCG7>naWFA>2O1#i;wy-@qScU3qY5 z6ZrK=|K9r5T6~|c);*P_;D-v1F!RCv+)!$wXovde!?(x289K!6N}I-^O87DC4;}Xi zgkNSsdxlgOx(lhEWGDEbv(ueCscP_xj)Xqa!TY%6e6S+=B=`+gvcD$qu|3hPo;kJ& zeA90`V7?D~EM-J$u0x0JB`e8Ku7p2P@W})XvoGPjb2IRP2IiJY+YfT%`&ZiiFUjx` z<}#`l4spY;bna#O;D`4vMC53GdmW80VYxCG^6?w$P=AQu0eo*X4=1!+z{^GMKF`F` zguM^zfBmMuLKpZO!Ib|G`Ai%F&&Y@H9Jz1)jdudRaJoFL2^`bu>Ry!yd}n%NgxV0g zY=h&?+`7A%*R7=2`%MMDk0QkOD*ETKI(7cX<M8F%#@uE$^&m#)kJ=0!LH#_t*Pm70 zowyV9SUAGOov0A<y!1`ah1eC;tJ?+K(pY1Z<_7#PM{qTqLH}{G>sWf)DQ|+lX_Sz! z!Tq7MIZ}c?r0~Yi(83DLSGWn--En~a8&-B@?Im>bcdC}O&;eh_o-sM<=0Uub%)3?k z|9h{!Lxz+AxMHdHVKQ(*Fe%ei1^P<C!lA3L*5F?{<kCcc-G_)!h`zK?ggMkugRi<8 z&>us{a$4_TZsQx(88h&{Yt9#9Rlq~Mf5vk$`2g}FC~3XitFU);<khl2c(Dk>qRd;U zM{{4)ZVgdjAK0#8wtQn>;=~y3DauUX_ux{RF4S3;vnzdr=ueIr*{*dQ#oUm8<?2h^ zUpg|e6lcZYXOfTjkbr+LN-)pN&knltC$<aUkHepLsz!?nef-&5F&h`5Yjf@@@A(YA z(d)R>j%GZUbHbyK_Bui*`&hzk16}iSkf+K*1^m&=729T&?u3gP-Jjxr$bq7-b=<lG zzf)@`*M8_vb8_X;^#-`d^eCwX;E(vT&{fi=g#Ansxx$r^*th)QMhgq-*N;Dgzr6L} zZ%^|J2!cQUf?z~U0)Bs$moA@A?Q$gMFDTef(zp`SlM5CN|A6QIBqtg!;CoZnz5GTN z_4WXt+K)Eucd(aseu8^~l{7WJjSlm&@7&|0egXGe93Og8j2u)FW6rlc@TsWRSzKwu zJ)Cf+)&PBZ;*LwAp&Q7Jxppl;<T>sU&d_$U8svWVxJGP)e+=Qu5~c^Pdd~POrLqn= z`P~g>kMTK3(syOO#QE1|8V{_3|A>n<h>v>?IWvj;j^A0qV_Er7j{|>lcZb|8oWMO> zQFohx`hOph!1HzR3&GU&b|=A$%;vRSpT>Mrt?;Q{Ch*opJ{t-VJAofQ<?q`Ie3^IJ z(x71g&qaTK=Y~4=j3#`|c>^3>Oy?oW20c4FgE9Rz@Zf5z$V7WI=5*LbFL$DD7_-Yn z(4+vr-lhF{IuJN5Uel}({Ntb5fGf-@$d5gGI)5!2`7FVV2GRH2iQ<=E{xp`sH)5!J zE|&zlx_<JfY1APbtC3XYIONX6)SpsFfev5MWhsE~*_ChbjcNz-#0pdsjZR^{C6q)( zfd;;-*C&GO7oaB#)`aN-&(WObQaOk@lh@sY8ZM~c7CYbh<rQKN$|tE4SIgmZY~UXG zh5nVz`dUQ?`VOvVPm|<v4=J_jv~1ze4WHSM`3?9vhaW_6;GD}?_NZ~Sz|VKuH}ZD@ z?oad8c1iTf%1`vQ68`5qg^cdf0T)@D3u&n1y)?>jRq&<8b6GLD*mMgzmD}9S`?%+& z4_{cX3ilyWl&CKApsqal-H_%z2|g@mZ|oBE@h1@%UbI73p8aLOb%!0F<7qXkl{ofp zYD=rR=)za|q-BbJ0r!f_asA_Uu0+NAt8|x9w;r=*JQxDLRua`S;zd7BSE<)j0v$%u zi6JI%0(^l(Y<HGF@KIXa!~Nj@URR8VSOI?qnw@<08TypGkH;NG=sep(qS*v~j)nNU zeY?On9l!lXFpv#-S2l0#{l>7Dv*u1*Rt$1rc9qZ<2%z4DejMwL#oWgqE{(6?UoNFg z1<s&<TRwlnTPXm2YKunnxeM46<uv(i@E&-|`6i8@#>jnJE1NZb44lwL)ql?jd)D5h zT=Ru*%--L)td$FWX7nQUF!*T(A<77sH^8$IObr7xK7=c2u=UJIoP&W(?s|Ow-r%=v zyy>{_HiY+9X2GxgiItg)3Ui=gZ@w+JfVT+wotF9#b6!0k{4`!7&obc6L=PMMWN~&` zNAUN~P9}JGqhID~J|3oooEN6qrY467@SQey_?gTw4}b1D(+l*0hiDb`H}O1W)n$~l zu!rRc=gy%K@XC7~Kj=xK&on;7o%#ZOo8kJ-hzxh+GkgBNvWouOU;1txH-{(jyp)f1 z7PvZ}crj@yk9{A!#M>75c8lnvZNA2UhuO>(9|ZrrNkXSr9S%K8s6$Eh0_M)SqQuwC zFjr=D<aDd0FX7eu?b;>a=l;gbgp(;Q1jXB9fmL|#(yv4}?c0eQYLN(M`Ektk=vvfL zh~eJ*N#SP;pR%xYpMn?qnyebZk)%ZYyZa8)=IP-++2U0njYglwXKHBh0DaGWBi7$| zKNvn`xwlB6Uo(B5K!twzJT+&_lD{uuvUKRaBKYZecDFm6;CUvjXO+fvk)IHe*87dj zhbRuNso4ZC?wk2RR0Vw+8|Nj#^}q08sPmV!!(aEwK(S2@e!c7~&-Mj_=jXW?z|obB z`h2-&-3xk-!lw~}9```^&F(brBFwAkiE3!~V;@10jrk<%jE}LlRUzh*#Zu>9njQf^ z%lub;r5^kYn}|3so`3bUUihnbz-gbFvT1<}m6=32O#|U$k<^;rgZ}ArNn+b&@NR+b zH`eOF!-efn5}d{RP-VlzR)=%%@Pm6uejn;;cZGfp^jSumXD{~Bxe;W%e?tE6V?Vq( zStZX7zH7X>DFFAfsM;CjdU^bP1;yW@=wC4aoFoYTSH3smOh7*NwA`2@tH*n9Z2Mq1 zrUY{|KO>GLBM&opMRWeO2>7M2WA$e{kOQs3Hox%)Icx0_g@g9cY14O}QtNOfOn5^w zIlkgPZ<lLO1#YA(^0tZpgj@*OQ%_^zH^0*=s}=bi^UWT&qqO0_Ir;G1m^OHxh&*%k zYnOcpn{$;i3gAr_4ydZHIRmHJmVT8s0WY$U)A_9mb%>Hn{}}wbS5lT4i+*Ackx+FY zA>&8b3fU@4;rEgle6dN0<NPm5-qZoVRQqbgtyv6tHzKKwwymy&wnNvs>n6a_R*oYd zN--xWaJ#q!?`vp=Bw-5tx@y+3gK97MQ~j7p+5_0vRP~&}0s3U`xmCJZyg&C8>bctZ za3A=7V5vm@7K`4Ahei95<NZUhY%~u)x7X&hD)e4i%c8fAJ;<TiGqPf-=}X)mb+Z-r zfFD1rF@FQ+EzbX~auE~i^HyNMz#aH<6N+Lomx0Sh-K;B6?=7!nCd+~!i8*fDCVCTo z6+aGf3FuOD&2tl{tbwn&41^_o@%)4*7RFrQ$Bqn^I0ir7Z^C7g3%sAeRQACx9q=}4 zec_?d7b<yZs*6~VcOE)Bp^f`#iLQHn1HOP=`AUmZc%E$`B=uL&M-&QwJyQl;A$9cH z3HkTHXH7d^kX?bk5K+JP8TzuYp?enUipa;{m7z_54=&<(%9UU{%<1Kr|C3_yA!aVx zoIJ~q{jcT{y2p=Vuj3BOuhZv|_pmPA;tl+-79-Qr`X2AMiGCs#aBX5<uvyt<>@zd< zax0z%PM<qul7@K(izn=A`9YXNp-^{Y+=5=BAso05x_a~*w!@=tUW5X-u46s$dJOaZ zsw{kt+6i{G(g4h>$m#zc#q;@<UXb_y{D-WAw}ILj@Wa_X){QdgPo$L(YzksNf@eRu zxIS_#N59x|Sojb_@2y|zgBR~u{Pcz4o*VI`fA(tO72uLjdoJyd2cPRlTr7n?Z`yY< zBO7xbk8iLrIpBMCEn`Z);O|3JGj!&Zqu(st^N9NXeehGsyRKsQB5~i5@n<mlsXcQN zQ8{?8%Np<5djN+F=nhJ)w&9$qE8eHw?Mp1Om@q4#e_@tW{8H}se;$_Q$|n=##1NUc zg3_Ri82;P&E&}IVEUWbg`s8(HN!}iur$#n%?qKj;(Ilg{PB;C(x9DJ9KIV|tNgUpn zLbur~V6bpm7J5|ZOhI4_^t0U;7;@f#w++Ae*dO2Xd{Ohkaohuc`Pzl~>EWaDiHntO zfll_;^P?{GuPk!K?#nnIPh0Ly4nd!`b0M9vy8)gp*Y#Eu9sa#VKfYhUMRX>g_I|~= z+R18SoDP0<sbRABdY3El^!0j?>@eQv8Revyy~q<`4*bSHh5W|K4~KN1k1u{6VQP~_ zeG;AHe~o&XIme)FOb$H1Pe<gL9dPBfQnx(Z-y1a*(fcK^uiWM0TDTx`J}#T>uW0oq z$P@k64|X7js;_Ei3!?`ye(P?L5O6Hdr2^#@=mV72EK%p)0cSehnz)JgS7+j&nh*N< z=L5U^Mznn4Ur0Z|80taz4cD#L<Gv;5&fcaHK_3<RSb(<-pZfq;S@0Y9NgL8rRgpJG z5!^vJDFc6u?Doqf)Zc+BK}w%%K7^FXUbZ^;MCig-4|kGy6Z>d%D3*JXH~iZ5+fubB zk$-rtMeLm`5y46<OX720FyC7~cF>1-Q($Is4S27y^ZIhuFU;L?h2)q3U!<30c)pVG zAxf0kZ#`><{?}=^^1mNk<8%if_dVz%H<$U6dBOAgUiJ7Ci~dmaio#bj=rdypK9TIu zZ?ZPD7%Z@l<;d~nPMl*FG4Tye^mS)5{g#%&XGe{5csJxDmyWh+Et?bk%a~<JrzLWA zQj`W>r-N_KB!6Q{3H>lB<I4-&11h}D2StEq9xhD!`9gPUuajgA2F@Y0XsLdTAfJBa zmf6x4@I|D`mJRCdaoWFcJ2-rZ*pGr=XA&_#dN=iR-#ZWDc2<i0Q@kHyMQahX;8k}% z?6KTNos&x`p-H{(N*p{9r)3MB?#V7oA6jwrPtmt~XOf}!&X*U^BX8s2$pOArJjV)( zv->LNf$v#I!<WHF*XrNpD+2#^;_&miPSnr%=3dq|R_t3LtJT$o&aw9ldk;VE3$7IL zCo;ai1cL)p%%|VjTbC)$^wkUJ;BxxJxgO|Gs$TovRAE0ze7ViuoxtVM>i$|;@C|xD z>*mDoC;CT<LTA8(kQ2Z1I|)46rS~b_9zUH3QrhlzOZfbrunSK+fNyEen=w~Je;a1) zH=Q)%MocE8tf&FU$W>=>kAk<i>u|l8Kni|wtT&Gpe89F!)351km>+(znXnsu4^2o| zaUwo<@xjWpDCkRjO<g7Sesm+g$))v6qCY$9V6yPM%Z>2V36owl^dWNYx^|I*7x0gL zd)OAZ#&jwEX9Edx|2!X`;`avMb3L!*x+Csy!BizaX6!jwC|@c;e;%4oZrU{lfBS_? zzIRi+2zFf>(n8>YNSjS({+sAWE`FWKL%rG3d|(*~A6WT-Kj|~*ms9p1!$jdfzGtw= z;Gu&(nh8;len5{2PNHXJ!2LloGw5MPfqkaG?R~SPkPCGFUJV)Wo;Kw`+itv1u8QXx zN%7vlSN+SQhkXC%c46J`p!W^0AJNbTpWmwMgeT)heEH(@{G$r;1RZ`1hTcNH$;IO6 zUic)R3(2`$#r^i<vAzXA_?H{Xho*eNyVKOYSD%bV-sX{UmNO+jL^6-vKrj>XR{xzI zDb#`Pluca7YQ*!LY7<h!d5Jq=5O{_X_j^vhuljG~Gu0hvmSlh~(JmP$aTw>rW+3C6 z9(aSDZ{31{pRdoWr3EQsuE5OShrbj!btR`I`8)2R#+}<Yp(FiL@6qNmgl?GE&9vl$ zx=)=~<b?j9I$R<6_y+d=te)Jq*a<!Ofc0BlLF{dP9`*C59QcE>qhHIwAKI>k?vF-4 zR$7~CyqJr={e4zLPk}da%DHP?;4X6KrVp#Re1SfH{|rym81}l#)iZwuPm>eBn#~XV zSSU_?K?r<Y-iZX6P=4e-{CfO4F$dqj!kqy_+!IZF=`&228&4Jr?eXu%p0k1h$>yi< zs~fCJoJSw8VOF5nKaKj-w885O9NTp~g89@*cjBYYVc!r<{Q29m99qn-L^zixeI@#h zm3_JF)HpXi^<QeAquyT+Jj!bW9>+@o3lxDj+^SW|KfDDFz0hPAg74F)%`vnCyb+xh zKe-qB0u>2e`zaC3(MTVgF@!JG$h#}r#>1P?WV0@&i9oKB`XaH0`d6SYa7_hu%XWcG zPpbxV)x-0N-Kb9nsbsw>&^Ml#eh)|oPLDhkt}?ZPb9YkK-W0x!Ij22J3+mWIc408K z73awGk-+6P+z0Pvi4oSl$i2vLD|*-j-16|Yn5r)N{U`5)_OJs#1$zhQ<MW2ES(kI- z99|cfV3yTJUz4eo6bOF4BSTe?B*2UK<GcHyjh-LD{n>&=+Zp@tKBv%`qA&kkW%!r= zD|`ZsiwfGvujzDDdiq5QeB+AQgpm?_IEg~sZKIec{P0#?lgE`<OBV@vfb-$#GV%0W zE__frbguiJc@xp67RE1T04Mt0ck*-u&ux5kaTVvzygJe$4)>~H4{eSNaH*k@0k2sR z_M_Aq$cZ(h-~M`?>UlAE2ak!)40D`w$r_X2-!cEBzIosb^poo|oBpP1$k#jC{E>SU zK0V6v?31`xx`ooCdB7Lw2NXIQf`=B2Jp15>AaX=wn)!Tz1FCM^$Yn{v|L$F?+@S`1 z-d4j}w17PjPt9q4=aEOVkD=(%59~|o|Csd-b!^L4_QmrSUt;Eayc!7)_5!mGO}1@; zA2iuGaqAoEU>@h<H$0D=)^=8zAva>?q*R6;_?rmE^{RO2LmnAbg%OU(^`v8)5n;i6 zRL;?gCkA*AI-Po&hrs`oR7q}1;(7VnuuDO|h}}t{Jb}+qd7U(CyaD?Iquo2N-NgOr zTU_*R9r<|_R+1lqe@X2ZGNpj;*!6!F%Dh63J)5e*K_TdY^v2s9_}+P>18m}eJAZj< z_2ddd*O=D)IRm`-cf;tfA?5_HUHiv-0(EP-a;1zPxHBjqIDZy+L84vY+ximf1cUJ4 zINn2Biot=FK;%RO%y;~2f?luN$@B<+j!f72ULbh4G3_7Zhn~6-fdVSWk}S}7uv`7; zgl{+Y=$Sc2^m!h1^*m2d=N_)BoMi{E?)I}fk!6PuVZb@8rwHDnf7ji%_*wWQG#>1D zV~&6S(Dnmq%=3<ZCJj5ui|3h|FsE@IxYO>uk)R~<$mmxWm=uwJ(AqB<MT+?V&Epbc zqL_Eqkj;1}gg%Y!2?wJ%{Ib8)b{nCNrHSTn9?Zr4a7$Vt+YfxxFRH6dz`5SkswHaR z!xL-I>^vS0-Opl$H5z{5e7i#OBU+w>PDSF#Eb!WqU4HWSrIC*jG2$Ot3Eh-+Y($Y3 zeEp}+E*IRtoU7g*spxN9=jL+uLw~3LXrrF)4&M0`$<g6);H)#{l^pS2M7iMZn|vA2 zE7IfLB<~{co+I|I*dh1}lf$?KULyxLru52@6wDEA`PCgk|9)$L*Er=ie2T>8>(FEH zZ7V9-8dl-noUyI*2Jfm?`zQQFEPO#_IvRg)u9v-(c2*gB5n~YvwZFo!FPG(=$|~@j z=ItM`kD!0XMgIMj8H1dQU!vU(?eJ}xU89aRbS0>EMwgxX=tBJC4t2U8j6LTj?0m}^ zPQ;#qE2ERQz_YPmN0bHnnkQ-XN6-hAUeC0Dfcu^%eXfWy6glo$R;81ZK17&9=I-0L zSF#UCd}(xoFO7C8X9@MHdBC_^5cBy1tG#3QfkQ~rW7w>8;YU)J>k<V2XjS{EfeiDG zMYo&p6I7V%9vzAckcXbR$22_ye!;Q+8@b<UT?u{v2R?%6H)9vc1)8J4dr$qgZu0Ua zUi!<(mI{C;df&b!MU6f76oQwTaW52|SA7$Yb2k%m^x^>YwjT?W|Ax`8{dx2tTFMi- zMm+nDH-p#9`L>W)u7x?pPoj7D?tn)!g;VGO^r<`<p1$kQyBsce4Htt~)QM$Zy^TE9 zx?I-|4QE1d%VNK+HF%AKrvqs0ac`fF=u8v<-t8qRHp%xO;$FR#>#~L4fMnI=@Er1Z z=YDJc1Rfy&Q>WKN?m~RtvM@|ELq5x2e|HNF<i(#p=q-vqK>Jd_viCf2N1a~92Dc}% znL(TA8;9KZojmftP`9~^m){zq4vV*}AHHn?9BoC$wv~zZ(=+b77wTWr?^}sR&?hq@ z&!<Mi_aps%?1&`?{2%lK=OgjwneUGZlXzoqO1j3?aNtPuO+}JRY~Xnes6+$&k#8Y- zDewX%aOUOkl-O}!;-6-hz=v!nBI)#YLp^v2b9JV-O7J<q(tWg<b_mb$!@=yP7ntL4 zZO`zyk9&@Mz0@<-m6+3coS?;o`SA!QhGab-LUYu=_hJzIfQ;3@o`T1D%QO9CRR*}V z`DTOR4PWfp>D|(;L>^3X$=V+D6$)BfGqNJ^%Y?N56PJW;@3l=t9Y8LV`X73qIpjvz zK8;PR01rj+x|baKP4Hd5D;DS6h->k2cfV>wXJYH&Y%X;s&IE1vzan!dc7JuLS2%&a z8Z)x0rr;ke1kZST<NdPf4Q8*VKrWP{-0}T4@jda5CjSASnL1Wuaq2X5A)WQO<LDcM zCPg<tI)I0-&b@F7_^a=w`P||@@TRG}?KgKK7yPDG?&=iI>)!peH^^~LQ-XD5Pax0j z{@pc09`FIVH4Qs7z_aafW~NX^zox5j{lX;j2sKF~gT8wZJrd6b>2R;bxDV{%KwT2& z+c3`p&uyNo;$MUJ@>@8$$xkQDm3$dXKWd6SC*#jIelQ~!SE_sFPBD1jx&2oSQ7<0( zxx_z!kAL4C-m|<ffn)Y>#l(}sFZ8B}YdaJ?g}*>nAAGxEQtnUGfs;5ke)0tY_xZm1 z7pmFqLr~egGBQ!Xyj<$|W?`!*_NMI8Xn=lk_Cyj3#|(Ua?yHRVtvm=uK3Wx<TIe@n zL#?NGqu&-XDmsgMc$|U4m;(Lh{ZCijM4=b32e^07gD-jVi#h3U6mmCK9I7AYWAAWp z$Zt#VuO7K43Wu;)bSks7^Y<HkPYb6WlQlpeI9DNN13V$m?-95747%s0`QZTI+s04B z_ba*Z@5B$u6`>DK4!T|J2Y=AU3g-^{YT(LaKX&{+hJH7tEQ9wE`prUxwG-gCc$ei~ zn#sX`+HmPD?F-;gmkD7yoYSC)k3$~lpSo&OPwd-)`!_(sCnyf{x~-`;_7-kLjYTjG z`wraSY*OR-=x<WRglCR{k5W}zP>6zGed4%qrz>zp&%Jkry*NJ#rsUjr2YiX|he&gB zPa?nZWz44TDD=!az5YivnDe(=)VYe^kM6`->5T^DPx<em>RiTi=6zXc`Vjtm%jWqL z_&)QsVpkmBAn!QDjCuG1@Jmp`ov;|}b#0YU&Hw-Xam^g~f%8aQw$69jf<O6S=$~`Y z4U_d`&$Jao-x^2{Ej7UJb#cU9GX}b4-q!q2@N^t3+CSzWqaI!J;Txz&UDv)VPzT-i zeMPC$8u})xj?c3x^4P~!N8#WHoleGXbV41^g`6veNO1tpEO%b5O~Usq^N>g>#J=rh z`U5VZ=+jlIB+sN_PmzsB;!pIiHarVeytsEBHmrM<LWiUN`g`py{2ThxXG~Pn-3XE0 z<Z6R6;Kh=MTQ3~Jo@nW?M}33n&s#G)&6F@NNHQUINCP<S1>3P%;O4{D7v`+~co1U+ zfByDXg14AyyZHn4e2eqoAz%2XGhU}lDecExo8IK~7I4r3?}ttm;K?S*cOSLGITD*_ zRjfMdP8^+Scy%%oe8V#qK7#<vFH%R1v)lL(JZ$$KnA2l_?_k}My$Ad=0THYj=x+p0 zsQ8e}WA1o<JLIMn=EB_Ld1mB%i0j$Ey#<ueZ&Yi37RGz{hlK7ODf|-pzH>vKcrNFR zd441SZ}Fc{t`_cbCZu;Vh~|UO@HTB-&{G8t?SIO<up4@7nCPscE%FDV7PU6Oo4AKw zC38mZ*T18`wo8GV8=7myZ8hP0>OX(tJ96y}WOv;Ai@y1%p`#ebZR~Y@*`m>gdF^+v zPbQvz?n02Z?dXeN^&qTL51hYAhn!hHdx|ICz65_w5*uwA_?4;RazFIVTe8n13-JA| z@o&<qC3_IN+XlV{<2_v^_l%MPU*D~6z!EYIo%hrei)-kwsAzZGfBF@BQn)`@2!cmo z`=^^{i@wh~{msZca)PXuX-e~utK@!d)B6v;$K!r{2AsGT^Hd{~*y?aDlpmius)8Jd zsh6t;jhM?3@pLtVAGY30r}Dh457G7E{w+Psd3^udeI*^|XeZ}t>rLRM*VLX<2AP<b zrB(mYv-p2Mop8VzJoE5~OC--17lJwA>}?O+2a7|l_H}*G4JGSd);~vI%sS)f;DY&+ zgMkSY!kByL%(lBg20l*psOQn$&`}EF&+LOgByi-rd?4^PUx@D5O=nl+<n4Imi@AxZ zXQ>%a>iq~h#)Ed>A3}GYi!_mP1uh(#e3sOS`K&p!*dg#+QGq5|`@!?28L|59f{)WR zJtSHf{i!*hu<wb((5DR^RBNunSD7;Fm(7NK5t7`hU5w~^<|JZVP)CS4_vkd7AM*Uw z{?Zi>f^9~$>#>dt5z0NRnKcgGjO*|&^W*4~=_W5Uo<fd+`r@~jd)x^2ndGdKn76nd zr<5(xihHorjgle}KBkTOBTS#s2YO~lUFAkT>B8EBV&L$)N;?ZD)QzPuu8vOJXA2ph zKWc&(WQ$)^Y(V{Td;gbC06K55zTNdo;8y|Fe@-Fz-b>%lhPR{cJPN-i)Z+`@^(qBN zkU92VvlY+gl;D2e;0!gm44?PA9hSMFn8*KUK9rXOUibdJ11G?nwQj~-h@*#p_jp8g z$S3$wW~BXSfqR3ViZm_dV2|0`omR#@cwdC1Wo&dY9}~21-|7@}sXqI-g{$twh@n0U zy$<vgM-I0ie=*NCsJ*L@0dw|CjYARo=%e)Zi=R<Np6-K!?Z?~DCx)j}cyJClR{|uA zz;EyAPkSvQj6HKpENrKwy@}SToT*FTQJ9N1^%*U(|0%dH$^9zMi{Oipb)4U5`}q!r zMffO&dTb^bfkRX@ZcJ$5e2`Wj96{ZF#-vPaZ~;F)`;^J?0eo7z?LY{8038K#^W^B4 zoZ^qjWyT{9OJI&|6!#@XqTH)pC&3fF*8lLu9r-pqa-pxl+vEp{NQ8lBO~0*ZUz7*` zQAG&LiwO9X%lO5tFjw?9bvwTgc%*oK`2NN(<ge&jpGb$#c2B~=xanxzHwWK`ys(3> z_)VF%jxF$?{7STAGv?^-9hq*zpQ{_p-}(#wQgM6!z5@8$&yT7{>Lj6;|7Kg7ZASfP ziW=&{xh#I_YSBRppLO4haZwfIh+QeDv0On8mn!whv<vnoX<TV>nL|E<aG_XlryD_7 z4<5L^?m>hvHqdqzBG+5@Aph-)@Lz6nz99onnQro|^IQl2B%WBig*=^iPen%<fqQTM z__qA+xEmpOrDkU%?s5HhGLz(*;0023I=QEiF9DNK;sZ}&`W1KfTlga;URLV11LuB| z-%8TMy*L-XKKursZ|!Yq;V$%B%%qerDbvt@96BXhydQd2P<K;0c$w!P@3oTfq0UNB zY;J;QkdyGfya;|)RAyen1Nb~K=Hlpib`PSiM=5Y`AMmDL*czR*523>5=Jg0TRqsxZ z#@v1AepjMXwo!lS8_zuJ#d)0)7c#TRL*Fxhtvsa=eaV!I*z6(9+30-lxpfTlVYY@P zbMRB@(GEDb0xwwToY-bHcPE$(+5ho_Z!ear@;F70JyN}cndFC&liD{)pOOV%s?~tM zm@$42>z+Ja;LWMU^^Vzg?3WhrW9UL3B$b>@LjD8&_?sKg$!4L)4MnVbcwp{SK<&r| zr7N*J)s$x#ct+#s4xYQ1tJqPULzdkOUMRb{yc_+6moeWB%?ro{XII)&s*3;irdN&y zVm`fHerqlY{P&aI*~fdpx7~0mZ$teMj8hY$GeQ6L+r9HQ_-F?5?PU`99SWN-jfdg> zt<uN|(LR9r7wVe3FP8B4jve7Bfu0;BC46&C7I`ilCYzU`D}3%f<vH{o^F%@??3kd- z_Ndm~vXX_~vcu7pj0!oOS(zK<r?Fox{UbXA^vXg`Hkq@X*oS?dtI|ya-y=E435O8u zJLMqTvxfKTZjiBY0C3Aut%N&kl9<CzJHgX70DZk|jiH|KBwmuJ)b$`Y_OB~b);#Lb zcABTBs4wR1nm0PnYr7L#{(%qG{Bi&E82XkkBM;<t>dP_s5$+t4Vx_i3&Lp{C&l_ss z6``FXjNmnxcK272f5v=QMgVC#z6br}^sWZvR(JJv2t-!`2Wv-tETIDK+#M(~f$wEQ zk~{78KipIM3oce%@gbzccb#FW#kmL^|2>T7#atKiH3@UdHR-o2LtMZQ*2dAQ-gF^c zHN|Qb(05-|E@h5rLw;@h$${ZbS7Kj@Wd{@VD`o9YW9caHs21Vge?Nj>8~$E<5BzkN zrn+nO8hG({v9f)Y&^^;@d9UMKrhD4Wtf0<`-fJ*=D+gUM$GSLL4D)VEI?m}ExUVm~ zvfGDxSVrgPV1)OZuHPi8u?P4fuyeoz_=x0j5cAp&=)2zW=WqPPd}jSuS~~ckc5UT6 z;Kg}vp*Hw9f&QQR^GY09y*sfk|Ccfd_(S6Av}h^b&wE}TXGw6bpE7#wI*Nb)Q^ks5 zZ@C9y{g3Uc2XLEA&4gQn405nvPzCx^dJ^=5vMM*Hpi_KN6SJxWuWu^98V<ilAYJA= zxj6hiDbcoC@Uur7=+xrJkP{dnx<3iNCv$cMIVoZAj(q1Gv(Z-?OZj)*&IT_Z%`lTR zhCL@4a|TuJm`Akx!dC_!lT7Sc{<)v<zmRz6ShykoUx%lb56{J?#(#5}7C-OMtsQ+5 zs6+LP(eF_wciymU&8CMQMEgT4#}4}Fa!?=F7v!<Aa|ySDw|i1j{kPi_{Ycn$_#oc9 zSFV?}^1x3%A2w9a-^4zLfpC`7v(TOXNccU9$3E#F2k&jpVn6A8;>MoC$VYRn=sEu$ zxJTY@El2_L;SximSJW{deEsor(^U93OtbRWhjBg^ds(e{kmE(aPnH3^nsV5eJx?ZZ z4rK?VJ-hJyMgPq8q3`41zObji7<$~=74d7&aqiufW_vS`cS!Te*$_W3)8uu?&OSFn zmU?oEKz-)^l6w6C8T{xT^Ep|e*aLdjAe>|yd8XQ?OWx4;ib!tw@ZsK74~~+G#av;a zx--+|ArFEyw0!vg{5LXk^+9(w_|UFfyEvoob1F66W0Q$G$#9N+Oa^<CsAtt&qTz?$ zG<nl8gIxOMgn1R<64}$m3}mQJE0)Z$uaF0OgY<#H$JZW2IhW_*%ism6+@tmjsi4kr zxmElEZ&`mj{;g=453zh_e}oF=PIwPA?tB-G^Pku3@2CwuZacrH5bw#3k4(Ef1L5;M z-#9nK{eND--<$l(*l$%LYu=CVEAEqGWU~i+ry`$j@7W38+H30KOf}?|>E7(_0X}Ak z4;w5`^CLKjC##!hfqNTR+m8T$s;jWs@4@pekd67;34h1D1Z9ELY53VbXs+JwMQ)bB zw12rJe0NWDb7J8ac%m`Dm3;=fNr@M?e4;l&d62a@1HKdQvNii4+!JR-M>sRX;foB3 zw|gZGU&7OUU-|G}lW&w8bl_e(cgXIy4)FNvdk0@IqE4I;G$Ne_o)+ij;Zt6O&T&g& zXw2V(xHb4?F$B6&?gB&THROY3Hq@KAM7tA@t4d1xJCG9*@2ufCjy$o`vd<;{VZKgg z`%<nl=Gw^oNqe`Uw{7h5JB<4F<k(e(ren~RnziSW1+XujdhfnZVaT_YQ>9f)!rtrS zchsK(_kJ@L=m{moygbc3-6s`af_X6aLoxV_OART<a=7v5N>x9Q0x$ho7oET3gt?)+ zm%aYBVXr_j$vbo43@7pAtFB?d-*F}}uBfxxm!d4W_xlkqNR{_corN#pCk?aKYv?d{ z&GX*g@+O%4#abjBF&A!oZdn2S$`3Q&6Z+_zKAs;JW;l(0UQvf5;w<>xurX6ZbMOZ( zUO&k9A$LK|Sz#8q@06Bu@k!KaOKtj>Kk(o9m8+SNxOca<M^X#mvw3_`Qzy$DJWlY+ z&y{fG3Ey2!E-pYH;o#ip`U?4mimf66@TIW%d(!&Zg0I%uuXwHxe(v{DM_!A<Z}M5w z*bse$sMOZ3Hc8;Q+dDV@fM>J0JFE0~9dnukv~@lF&?oG}enyU<&(GxOu|l0+(Pqf0 zNB{Fyr8-p*IQW4C`IFy!;Ul@2Z$gc8;;=%ZRl<z@cfqQMv>NeVbmx?RhF|pyPx+6- z$gQgEdO)aB!}oUTanmaL<42S#)sZ)lllDCQ)`&amW1q?QM)V8RD<wf+<l$FeJ;1#* ziTjhWSzdn?xlKtF<$w125}HnnpKqg%muyt!zU)T-?m2g#7I=xMTKbo80{3+0zg#8U z`*q0|a}VRst-W1-CjSTf=C|#Zdx3You8An@8A2X{6aR|_)KTRg>(~cIp2V&0p3e^n zynp;j#&<D4bY$*9loI-zO(VCadpIYHN_lp2k9`P}ZK_4>Wp5%zt=-|>XZRZfe|~sV z0DfICmC>;Td>=_=K?8g+LENXJQc!QB*eHX&w81wzSUu=X_axq|xNHUC-pzP=uAB|N z((js88v3Y5Qdu@Ms#!R{HXp4P@}Qp-6wAAy9td3>cNk8__s}3>Y*PsSp|Ae?Tj=-7 zwlmer&=-p`w|F;8(N8@UWfd|3AIe^k>F@}-Y`y^*70Y=4m&VGtbMd}p)=^&^gzgnE z$}?gQo_;btIN<^AWl4XhC=cxS2(X-Y;REjcVPEA7zV*_UZp8;f58}kQN#=Rr%0rGs zyOaR-dCb`u9rAT2I3Lv1{_h8P%{p`LHr|iawBP&11n~ES_1=A}08VOdi50^8Y~VUB z+XB3A8>{I{e;?oT$_C2;d~RuzF+M|lo-`+8i|5ew{anZ-A1k2_aemXhzlgoX_l65y z;Ro)I$%>@G=k>QRx+skMOttOajH0y<ao?um0l5R-TZN9m8NA=Z-nCqz=)cMK)V<pU z95E&IP%jDlp?#gpXio!Q&_3>{;lO*Q5+t?$?GHXjGs99^1pGdQS&e$=<CCZ+_sPp3 z534|X?*F-*u<CRhM(ks`$hyPVMG?<`DdKrr?*I7@iDs9;+tis0XdXBPf3(E|$9<Pv zh+}(v><$3GpF0uuzzh8c)tgC{v)?=k)g^W7Hs~?w3N7@`yWx|pXQ3m({kAc<S?8ew zzHyo|-W>P1((c?>PRGGJ%vowAy#miOu3%GydQB6?`AIPi&&&Mrn#>pEDrB4T6JGd! z9#NW@2cZ8^Y<o%l5j@c}+fB~P;LYxoaf|%M`)S&un0pYuhU8ZkZQ$V#eHL&~ID{OU zN2io$=i!@qcK1FH-fK!JsiSW;eTkvehK)-*eTj~fj=Xx%9se>XPyYf>XzBMvCJpDT z<-ot6)^6bUr|)}b)?t1*<jn*n>bzGx=~+qqzJ!xV+vo=P=)jzeBaHA%hf9@b;XW8B z5!Ffq4h{G%L!YOP{luNBckW>>^?7v?>Ed<xVMR$4T&t0jNPb9@89dT;-6#`7A7?^i zb3*8e8{UW0d-BQ9r#%cI6Z_xC`D~zR#vXlF+n|d}b}ag(%a;wcjGz-|bszN+2ftoQ zTh4=iWImYm3_~>Lv+f@MqPT=Qp!-22c^!U*HIKf!T6dx@>Qr?D>g1!R6tejdu7qaB z)j_*-?86Z{)34QooS9Px{M*HW&vL%+$i)3^{zKK3<v8ls(taY14mzb#tCC>=@az6- zy_7}B?G|dTcnp5U>wJ{V$)oT`?oG-V2z4O_Dw)(?IzktGTAReR3V!z9KItjcLBZC? zg`aRgO<I&%p5KW)-sbtiMp^7Z-0(Vd2Inotdd7r`9XSE#_W1Ycx)T4QhFiGuFjqgZ z^L#VT(LYJnA+=*Zgydt>>00R8jFIlwx+#zseQk0*D-(W-_x`*sQ^;9S+%a5l>_T+D ze^>e_68`F+w=1L$V_y0i>t~3`gu*1PA$Jh++INX_$t+^eq-?-FYs^{n{n*pVE{XrY zJcuq0|IXgI-(H^`uoo))SBeSv6t(n(89gQN1Me=XX`|k?$&GDvT|{5PkUTAhTuWV< z9{vCKqRMc|Og+WE-;t=6$R8Wd#Hxt!)#vEH!yB*uW59i>?%+|Dh38-T?Y=D=d=0eW z(k>O?*BN=~f8An(E@{;fz;Oru?g)y7c;tt~B+wd?th*AyRNg1O#Zg}?-sdH@z#rgp zJ<T7uW~Qjs@r5<~j#ZC-tJ>myEW78v3(xz5rB&`qFXqP|rhTHr`AUz|JU=819@ik| z!w2YN38{OQoZH}6__RDd$%VX#-Ih$+@RhbVSaA7(pE$MhR=x%}kwktm@Db_^{TT;o zTAT-h{#E<fG2~~;XOY?i7vH;P{VEqc$gRtP?n>a#MqZrcdK`nk-ROp5VFdDq8lMF8 zJaNZdG;N_gd_HsCELV;exDXLq!WomK$RF6)zb<tNzJ<Zl*FN_lheY|%sCm}^`AwV# z?Z97=^-T|1NnDA`8m@(6-T&_sW{3#j#s0!BD`v}kcrV8?{@!rFeiW<kTn++wkGk(E znrtFx&QdUg9M8M=uQcU(^u4>P-+#=-a~%`9d)ys-pX0+5Z~C^uQ^`C%b`3rZ%AXE{ z&PTutdic$p#l7;7m|ps41wU-8xPd6nMUdw~9mQv!grwAQO)KEo(EV-aBEGm0PcN_c zMgaH5wKCoQiT!%d6l&-5NPGyh_CF0az&|c(SMQw8g<fK6s&N|kME#kpdk3=Mlb>nw z`G2p{cP#^Jap-4H^NPkz+p)*&h#>U|=!$PN$v<VcLGPy^(X+zO>(7?zm2QG>^tAH+ zT=044M?Is<;k!9>p!60A>OrfR%h7kJZ*$3?cdbR>IUDiT3qMEh(cO!URqvn&FV*}E zxd6W4@e7Lu^wa&WB{%NjK9r#^9p~r9eBlJ8bsl^rUGz%{1`h57%R|a`TR-TWR^gHF z(Qgjg#dq;GI1_Cr$C-jJpziS2n=iLw-jd<GTE$K1ai=u<n@5oM8YWXzU4=R5BGqRh z;0MpJ9k?!lennqMYem!ods(f%*?*!zj!D(%WP}xR+h6MavOSL+I)f6?1>mw53Vp)E zrqF+lj)eVMb0LynCq=4Qdl8|783#`LcoC$Y3&ES8(NEGyU3G>pcicSYrSm`FNIPTW z8RY04-N$dDfx5s!wMRGfIs6{G<wuiDkOQA^t}xpNIS_JtE$Dt>A7UHZEZJe?57B?^ z8OHmgRq(td6ZL$cZ1RVC6!J16+rpGfk;lIIPhXA>b1T^^(_I;OKR;d;F?j(0o^|5d zH|YBuR$t#!oCp6UF~DBu3H|((ww^l9Z(S0(r3-}%amI*(vKjqPu|`vHE}ko25+OF) z0sWtIJTnfs@;-5TZ2AuJB_bxSkn|%T>g1W12i7n@?0jsM2R^Cr!%Vb~!OLn3$n&&< zM}Dr%z<dPtIDG1<+ah?JwbS;&9`FY|i2AN?EQGm=db-`r@FRww@^s?s$9Xm#_xqXX zN@VqA?T~A8Lr!*a>&giBA1)qH@c-*U%$}HIn*WLX!L2_6D)7xZs2@qU#k@&HW%I!} z=(RV`&XRs5gI~USQkZH6{y^Pj1)34?TB%nWga5#{FZd<$MhWtL=Ndi;!JlLQdDAoQ zqC1h<_x_g&@Z8;yTD{NZUPM^q?o10B@C+S0y(&?cyZTn5{?F%>*!OM6!6xKV&YV3= zioU7!QFF-8hrl(O4nDN{-o(tDG_@M|uKbhv&g~zdtBbdvzGmu1EF>Dfiu{DWer3yh z?gRF+Z11LG0xo0IRO-2rjk=^_k#Qb>Kl}FCxD?b&b`78Wd`94oAM%k*)gFWcY3FE6 zKKx7>yWh0|H`wNnB&SqENB`<lbCm@-=R0nV3*d9~%hKA2;9f}jGm!o!*_C)U>%TOl z1)sU3{^Cz1<b4*TO;O=~F|G0^dngJXI96`;1M1pgjW5$Yz<sHn;oozT(ARtlvt<Ua zuREqH=J*tS@s7;i2H@!PH^Qyn@9-oP?fAaw{zDxYdRQGL0p2%~#Pl=zvR8}yzR=)a zylVbxch_~~T79RA;1@)WYQLwY3-Bn__{b=u8RkZM>?s9t4_|an2rv%>USkqJROF5K zYvdzA?uT=C*7Zr#Jp8O`cjR(@1IO=o?+C;FPHN5gavQ!}LLgjMx6F(966SB`gZm=) z4uA5PogWdjPw4?Ubk?r$`Aii&FOhDRB`WCu`Cp!$4LgLrSkcR5B=~%$EOJ*=i-2!d zMGIvD@w^{B77s_iVZTh0F2II-KcAQjFT>y)qBR>)3xV%%H93q0ILhD4)!8A^lTgt7 zd&t-gKCV+jzuSSIFB<+~cEI<(_Ee-m1%9NBuPN%+{E!16Ggey)A5-U{>(QOyk-rA& z30B~93DD@W{#6D3ls!UL0$nar!ahP1@6AJ(!18-k@V{~j>R-qAALskbjXVK(H8nSh z#?6a3DD*8>s|oXYi+N+s$K8qQOBD29#o!aC9iY&{_pozkf%aIYJF%C4_pS-#&IJ_a zsV?K*dErd3{wP4d{w}p#<0kTK*R?2DijX&Is+MPV1$?LL)(`48*vqUtE!Pq5LO6U% zns!3n+&cK7>md{BQ}6Lhk$CUB%DYa4dAUO0=eT2s_vu!ykGduq^#5M_Uq|tIqrUO# zZ(M`lRp;$ND=qYO(<4o+_`a7*T>GQ&@06ZNc+@fme{*M=%r7PINH*IyuQ4F!f-_dm z;0*NjIW6s=#~y_J!|#5DbEt<7(d4f_0guH^2irbC-s}azH@k5^KYsA^yAS3OK2aU| zd5;A3?UL#EAbhZ<|L*(L&$|!}Vc8$tp<lm=n|DhvLf+TUpitJUu0&GYr|3%`;7dJP zyRQTDKwFoe1q%}{#KB)_wP)b-;CgvlBPJO7)p2^VdCcu63_ttVnT1^EJYLf5qrizQ z=gRn@Cl>x9-wMtI&nTB*%+}#bI6FM_d!^<=%vpy%FjPg3KY5M+?rrEEx7;i=z)Qw^ za%#px7rdHH_I;BNd)c;XR~ieEV-W7-BYeY+*gkUL-U0C2CqKlWwA29~=o_Hu0vxCK ztA9N^7Wk_nKfYc8{+6S&tEV{N=UQRe^|}E5TTW^5CE%76fjob`ujtPge((4ygFbx6 zwqC<K;K4_sJKM&=dmK69TMis)5L(1;JPy89D(Y?m__bYz-(@I2WA37FW|$NA>`3l+ zgTv^j25H=m)y=sOVxP}(-0H&joBfjAV+ivNW1BD9xLk-kj}Cw6f{*a<Uco0XU%3)@ z5(DhY_9Lg8ZkG!y_)W4Jsj83!_#o82JLry}Z?YIUSdxo;<BRevmF+G>^&Z-;gYW|; zj;VW)0f$<iU@7~C{%Be@J2OoIJc<!r^C3O(69S<=VsG7ujEm1Q7=XKeABca^>xTK9 z^7psR1)T{Rru`y)#>i3rU8g$r!i8W&nC1`QhX-rl$X$W26ZR;IsUJpeZxFrFFE39b zptJ9NybAVh8C>k{!F?lX9aL5W{aDKJbRwe-_I>SUxw4<il?YjPT6zYY`QfwT8GG;{ z{A>3w*fx3)$H*8ehslsrsykabp@a8h`e)MMdGJ)ZRTjAf_J_R^H=D*ejT&X_;>P`_ zwPot_89(>kKSQi=`#+D5Nk_66d_&yK<ptoDmtP_-bZh|!2`05ZgC5k=xZ5uay1~2U zmVbAnktdKP@_HxgQe~}-5jXHaykn@+>YOX#Xkh=Q8~uM;LFS4Yg&U#V>Q+Hk2cDya zY5O1QH0?GA^)k+L|77|7SiG-Or4e_ozi}g|em%X=A%Z%s_5FJ>sSCajLE~-sNo3Dk zY_zXI54cd8O_>7!OYiDI{Sr4qT2R^kFnncwn)2Vz<9_5<Uf<L3$Bp>4;o2|-ez$YQ z$7ce#>*(|Pu10>~PeIj$Rpb+U+yA^MpY2MN^i|bVLg!AA(_xe&ho2!e_V_&fb9adk zLP4l&Cay-B%FgiZ3|yNX#?M!<xe<Q@=R(V)bjMrZhO#NEqckI!OU-BvR=$NfCg<-v zhDmW>^u5{UK8QTyA-TsR;IYPH`NUo^!0*y_mR~`{75=p77u6S$2Nc`Oq6a(}CQjSU zl>lGB-??80wxKh!D=VcnLeKK$`hEiU?&+xAe<VG@TTyC%VqJlr+PD2(?2{{@=Xk57 zHqMuz^IPA;0KEF8@pr`x{Fu5l`;~^_pZFJH=#%sd`g1l5r7G~L_{|e^YS_n3$wkFy z5bZ(~D&>7(3PApRHNC>3H*$9!Ke)wQ#-50FGead?<fOehbB(edzlY}aQAzB9V`%4h zd~_9cXiIa4E%Hgkzf5ZVc?KNEV%{U;i}@ABU3L^X;L`)9r3RsY&hVI~sT(^JQx+xz z+u#qBHi~DS<6fZ`qwhKb+%SLt;USS4@Ua)pDktT*5F~vOpNw~U5Qle3UpVjv@88_< z2+cdlM@zpU{Q~}(AA$Y}ddQJD8S_*nycv6e#>cPD10N(x4;RETLznAkH|MMczNn@& z9eaqJb29xXV^J4^|8eOOn>Tpz%W=(&sC$d)(W48<1)}EH&|7cAUIaCbo#yB8{EaU< zw=}yGN<y3Ce+QtGTaU0%82S>Id)XFkvb~6sx~afbyeCT+oCd~%q5Ej~b1EXQz|Gjd zy$gQyy&54m0-@IzyJU0a?!|oCjpE0yn!rPpn!_J_kSA~M`*#ESRbl^9`>6%!ovRMo z9?*5K=9rNtm}8z%<pmpq7jTwddQ+Q+3n58K)8AW$IYr;SA6@}J|1sv^`F9EXTF>a8 zC;i|;OuR6l<N!~>#V8Ul1b!sd*YKB<mK$+au7WLP0y()YTz-4d=UtvM)+yNw|HRi$ z-8uA)Z=zoR4*cjuq=u0uJp&(py|PwBJsIaCkl~vP`hv-IQ{^A1vthRn-Uu;*-_2>5 z>Qo};YM-_l9dm|$>7B7Tj(@ks$g(k+1w8VO7WY2r99+B<rqzFuBkudqL#z$^*$x?) zL};R4BI0x9Hc{Udp78ZqK_Ay|ZzNg5JRrLUZ4UCw<@hsLxTKK#VmkI=*$H^O_K@b{ z26Cxg_pK&F|C>6=u_pj?Ps8524C(va2zhhQU&E%z@&Ava>yF2=4Wo$=$|#{>msye# z85v2^v{EVAdlzLy$d-}pO*WC4)nk-o@3ILILLwif@ATLA>#Ov>&vW0`IOkmF+QB$a zMg!j?wunx3@E7lR|05;;0^X5Fw%{8r=0Ns7D=5XicOr94+#7(ry*{|llL~sbiL&)6 z)Nxa}vhnYtplgbVR(+4WyC-o6?SANIY94$_69>Os-NN^-4|zO}HQ;?dcn4wXU|KKC zgN!>kY!2|^d~Fux|2k|*T;@MCaqqn;L8t$G$r$tUKhmeG=AAIVQT;maq9gJ}jbZz( zTc{J|5?#j2Oo#@bbIrAhsLuvd1hy;93G<hKTBo4%IbPMBpi722Y5cqg74k^C(}TbS z_~Fe+op{Y9jJde<7|BM&YjrcH3v$pIztFwRaW@?J0&~rCfd}y4Z<|QIvVy(23acZ* z&+Q4-nb1rz3d}nxDBLs<L0?B!_AU?cT<iVs95>vn0)i`F4(D=dr`gy`Nz`+fPQ7$S z-*Lao;g{MqbHYsUgmu^j;HGB-=v)-hN3hsihcjRvv6*y3<|_Psg}?b5SAm}y=`zp~ zgswqfb)eh?eO1q%EfwVBXJ56i3bz6$eq+G@5qP>wyzHqQGUQV(Q{5QklkANHYv<^} z_bj=*PB6s02}ixEVJLi{n%10mv%sfa(opQaGxY9DDdtT_Er^FCiUULVIaj9Vna9xY zT{Kvg&xekD`O~9-%tUkIAj#Rr3)aTO-=>-pib!+f?99Fe$2#~TovCCgN5Az^Cq=-x zz=U`&K-Ksl414F+Kd#H6PxcQeZ#;JZ-<uc_KT8guPM7NV<uBMTaDx2UH{=<o^01={ zLFlj5RjW0xA-=@48U98d<ovS2W!Hv%&+oUDEa8tS-eV<~6JtSac34H^4T49L{%e2v z1@>m9{9tc$173Cb_edyo-+A=(D^b94A5uQ(G!6rw%sX#RUJrj6KliriL-41uIC7gR z(~_Wib}K<^)B=0buT>ACF8?mpbw2L__I$*fyHrBQY34e<eE1#w;?K1uKR`Xj6)~OX zg!6lo_fBHdD)7}BAKK+Y_)+}Fk#*r7_(!X^LdOq7U&k@YMS}R5e&vB_$sG8EWBqPd zc(4al%#pPb{R!hI{W(pX|E=g2=XYYzVgE{~n}hF&$>M-c5#nq)-(Ef2Z_sJ&yt3qO zY)<qh{|%`B4qoy3FRxAT&lPOtKPt^p4}WfW8S?~t!WuarjicV`a{00CUSdOBo4cCK zU};Af^a^rz??YU?mqwk0c{}Bio4E{)nBO>m^spjy#D^bPkcXn5h|1k++=vF>bZFN2 zhNnHjbmmjhw_eQaxkue%L%uS|%kK-t_kJ87*|i_@$`4=Ididk~)GiNaUG4_|C{V0h zr2$?^jKl1v8}w7Yv_8r3ui5cEY`W14bJHmnZ>&)F{w}i#vcHbs-wKh|`UqbR-wQ19 zR?st7MsBwOuY5IAqfl;OM@S6{-gm<JqcdLqmS>E;b}cnkgNQp*r4Q%#;oNA?XkERP z4*tPfLG32^h&QjN&CEo>Gcg}{u)PEGGnzE#=;VMG3jW8YX>UVtZ7K^?a+(vQcD=)+ zzym5ww-pcLo_uHyjOPVz*q?l}aYG3{5i+`V?F!HXcI*;o`VE}vgtrp&f0)al4UsWB zg+0RZXS@Xd_36~iXJaLBKSlq9>0v&TK1W=T9q~k-bnnrlhy(MROHyYd(C<-xp3O!d z<@eol{q<kqmgV=@c^{#lVW++GB?0}4S9+N!d>K2Wa$o)PO}kI(9kP1^zB3}8HFLm& zP970adu)ih@0sWP819#kf}i^VfB43Q+1Fj=wjl%pmb)MMp>8%Z<}75yp3{sv*(scx z{Xqgh6V77}je5sP3e<H^%E^~HKB1o$=qy@7U;duGKS&Vw#YJLP?;-S@!t!kLB8pbT zHR|E|4m#-aT8la<fe&eTKhBD_#GL35^<Ms6c0`oZ?q63Hz<aeGG7mZpyj4<m@IeaB z>)S^i-uxCsym9SJ)FsqGE_0L(0?;Yf)K?w=&Jkee=|bLbPVmR5)r2CRb5d2Rj-hWI zzI?XR9OvQqYs1}p4`B|#_|ETX#DBew#&P*o^u70_`BRSr4|r6wsW1qAjoQ*I8S00i zm_Ic|h|Au4s*5PlFN_@6;h?F6b39Qb(Q5#mfzczk!{B>*(=UtF;@pznO>6Z+UBpi< zb0R&;oEQy^b(}JU|GZ;o$q_>{Vp>N2P0j%eVu$%2+oT2X{}x_K{=omVrMyGC!N;z( zo=CmD7d#A4Tgh4A6ho&!7T5#<*I3!7|Iar}Y5qFbR0H~eCiXplC4dj!ZS?s=YftEG zOifxNo{K$m5~~9Kq1Wdsd2|wU*sb2B^Q_?2Zn-$lpF`bq@_wIEAojJmtA5yzJYb_D zCd(CTN4N;xCy74-Kg#JHC+K|OPvBr&qMeHV{fUzn3juv|>)X%qsQ>kkYK>4!qi?JD z^FnYMI-qA8VztmgbayE;^-H7gVJ}QIgkEEQf1Y@QKXCls3qPDJ;d_%{#UckB@{C&> zX+tgMm1%k_sRp2To>&sz1n=LSFQLYby4Eiuo8=4oYW6~H$#w9htkV(8Za8N=QEQ$# zcppMxg9m2u{z;#xj5b@E65KzAe|U_duP@L)Nz(~@uDAa2=da*j`YOI1AF?2LW?Lq2 zpswF{sDon-Jh)X`n=9R2_&=6J9=wBksQC|>C<86#+J)C!l+S_R8<4ZwciNJ;6kM|B z8uIh+%&kogKkQZcuydXXI?9z>H<XA|@Tuk;Ut|SO(XOihv$+=g5&yiH*f9#8cwgWO z9rPu9gf?pj`s8~4lfSZoBTU)so=D;c-<jDpSabtECLxR(UeKd###apT0p~8`3SD9i zLO#CDrEnfRU(#cfz?gX8HY8;cLAucQ`D#qlTH@Yj)Lk}4yvuq2SLF-%--&nEGXha( z#qMdDFH8b|6rs403f{}<%O5jOSNQ+PRa*og@1ON%9xX$h@C?6f7aR%QOxOZlS^)66 z!rSCc7jf<_&oi9^{-G3jki~-5j0nlEFn32COU3xzb*De(CiN(jAKwSQC|;rS{xp1> z?>ME(Dqy}uo<-~f;>4RbpF&yjdH5;fquTMkYUUo2W^0=f-r;$h!@#fZyxyiz0Y1rn z`?j-G1fH|S+A&%M_@~*v>#NxYpUB4CHIF`AuWqb4S|5C##NJ!7$Ya9&&LQv6XAV8M z#HELGrz6_Gw-fw&?IqX;Pg)Z9!_05<zc3@(1PZ6FI9L!F4|`0z(6^cKr5Fy!0;g;c zQ2W)3K6LSxk=<A9$GsT$E)@7rd<w;tHa6@5_B$ggl@7jyNpGOL33Dt`=B!)Vz#Z!= z!<@*$^WA4tz3>KcZ^J~CrO=!Zte4i-LmfnXkNnGd4?N^BtFlit_{yE@eo-aJa|X53 zoo<+`DrSmjgieBG_-e@zAN;<)$Wxi%{`F-wsd83f&c1!qX>B+1euU?4p@;Cbcx87b zRRXx5smq^OywBZsbP4&$SG+rXRNqe_9&yoFN`sGlaqrrl1##edbQ4!cp=*`$O%5_a zpDnC@<EuLG%J^qt+KH#^33I#U-KB^h9Gm?ub4}pSwj3IX0qi+DUp@VD6S|!_mk*)0 z@N+L@Tj?9a*ShLMf`KafC6yMB$p+w>>K@u>L$J?IeYwEe7rG<W;|6YjP(SgN7E%er zzx?~jq9_9U5S|Q>9^V7JlwX_q#kx6hzp8&)r5HL*s@#W7z-et7nSG9_Vjr4L^95C2 z#P`f|W_y75$33}~Qv!S_)SR=)^$>87_O}vmpreXhyt}=M{=h<$oZbNM|9d6Pif}9Z zunHLH`oKF8T2cRvjYGd$Ke6@B20DZXwZT62c%OfkRQjf&XZ*HhW$yvLgGW|I9(~(o zO{VRih=;--;;&bhI1tRgZcDFIqmH;I)j~M{+<5HS1a~Xqf5l9B19Xd5=7lSMBd(35 z{He9WIXreJd*mBG@ULK|Eg|TT1VSR}%=_TG)g$}v#w_Ze$$c!$^yq&xLjA1`a6fod zU%eUyzJ1rH_7Jlr@p#WfZ(f!;F%~6fq8o(wdarPowT}g1bmU1Zcd{j+`R=w-Jb2uX z3U7=D8-cSZ7FMbV*b{>(k&RRp@KJmBmGSBY8^UDCfHyJ=_}by5$)mcMGnXYDJPO@o z<SDB=#{03yCuq<5Q%cN<k$pXU1bjUC-dmIM0?_4MKNKpF2%XWu%da-unD3j@U+!{) z4n8QmT~`<Pj`u@f(`opru{afLAkWJd{Ek>a-aVXDZC^hQU0c1=<i-2o7Y$P^AN;GU z3`&IJroh*Ua(|Vmf=*1Z?tT~Q6guxF?Mv{l*Q<KyGlV+)S!)&9K@Q-uV$}(yvY0!w zzQgHm^lxvlrjt0gHSr&tg*)X-oU`4p^Z(*L-uk_@YH$kkXk}7^6WIHzS{5$FDFhvg zp6GYoVc?Y%d#Y3JVjml)CWYKKbcr_KbBpl2OJYrCe$ZhL@A-t=>^snpU)r4Dt%X04 zOm}*rnHiyY?o0lwPd2DSm>9qB!smBN)X2C49DN|jm*OS%a>Q~ECy^nJ%}Ivb=>QHW zW0l1%3Lk+kNm5(f*8m4Me=G22uRA+)o&m4<I~8uG6l+hYeRkk|cnSTf_4)S8U$K8- zBVlhq9`Fk(%3Ue%phKOZw$y(C9cbX)t-{Cu=0+IKro~|{v+$UV4!(cZq^8U50O&es zfA=5lH6!RGH_0fFZ}*PYu3OnaFHzEPXb5~^^qk`-Ht0PTEEduk`r%h~`-Hz9>iFkZ zM&zaBaqjbvxF3fer)R$cQ-`8GL1t|f;DdT1b$fGoU!pz1JF}8Qa99ymD?63rh5zw! z!)Fh@#hg5Xx&-(&S(b9ODLwSV!ct_MuWbpVKIdyvc+O<nZ9`Fr<C5)y%hdnjK5I*g zn;IeBOcy-Qy@<I->Uo18@aVUDthU5)Z(E*|=p+u95sy5cxaM%6-d>K(evLkF?t%Cj zEeGtE8ES2n1pZF0#khY5c<R{7lKvy4*vDHz9@YHJ3_eofx$Mp0y#m!5;?6*KAag?b zj398p7=qux7J8_OLBpq9_C!ywM4d()&SmuT6MmR;XAEc#p4|sr>zM1R;a+@i^#RFI z=&44gsmNOqmph7QDV7G{o6#gD+KivOtti1J`VjY_-9OeEcz}9g)eA9J3!?6IlY%vL zAT<UFIwXeh;n*G`2{X4KK8?DaiN0n**ec13t)4)=V^Cpu5&az5;4VLn8t6ov#vYqJ zfqwFuQ_33Z-CdJG(wz#JGrzgf@L?zX2ou_5<q<Cg9S;0xnt|?5f@IkN`GMHuap@`W zprQE720dobXGKm-Cnf=}9pmX3!@ZOp3DdTT2S0i>M0iBjnrOL9=Ddjg2ImZ)s{GrN zrO<Yf?_?$VThFj_-Z<Arq5nM`1il|N9=>FOJa2cqKWq%=dFt-po~Cz*Ke2KVRwCBK z+>*HVWe?!k45J0Dj^Ll^Xbj(>e@WYTBzwsi{Uv?StIp%V6}A;#DImXH4t>Whk2v0W zGqC1s0&sZ#D~-&o;8DZgXZ8wXznl%}Ha+Tr6mAdh+AF9#Olc^_i=hu*^A$>h-&`8$ z;?)DM!7r=?Nf_;hzPVa-?AZ`}<n(k`rqFNH2kZ)KCqaE#wo}A?&6@b!QQ21rpVm6U z@<BeUCBc2lLazh&{qC5gbeAXkph=geGq^t&bYzai%wcZmXIcdla8Wu^G4g(6?2{SP zbfpG<BD}b~S_ggKljVdnm2%+8_sj-=(?WfgGF-HY_gBjC&2AS7_`K(DsF@z15B#;C z<lY1Lz#3}M%9hy?cIi<+SL=YIxeflxj>7(SMfMd5UDU--m@*EILU%o}Rj2+A&qedt z@WGRqJ6k?0)+=a3)Oma~Ia&?;O72if0pb~@ZwrNpvn5eAC**(qC7!o^<mOa1^aNLD zPgf((8EP>!GvWN6JhH4&F$tdX)l;`WIq(Td=#5+JMxPxeI7g&`X9_iz$wuCOptg(4 z>N;?{qu);?;GB1k_IeJCnh{ejWdzAd3u1hR>GjAI_{0^f2#%kaW3MOo@kHNwTE@t* zhRcdD*6`SMR|fN=+XrHL&RY;ScG58Aa-)AuI{aTY`j6aGp@p-+JwH2KrJZm9PFMXz z$xq3i=%XQtdUFKzsro8S)*O7=PW5)51h3=8LEE3(hq%}AU(x0l=wbe7*u_Po&hNSL zz$730YSS6%J#S$S_IP#GpSSQmu}FKlAJ0iuBz>{F8omarujVTV^nWwwJ&c<$U!qUW z(;5Zcv|yZoT?FPr%m1q1(1U&_i-vIqI+4cg$BM6khrCzjO}(!VpWoDo8ST4v#Jc?& zc@ZgekY4^L0x~U#ov&!Ue^X$Ni}X{^;792Ce0Z3{;t+55oH&08^<!wW@a)}6=q>aE zCrHtUzGP^k@z2A&YD3Af9_;Jum!z7{b%74$*$HKP@IpCTwq=Q!@4A(FW1V9j`kY;- z{A~oyh=dLA+sV)s&^3;-4X0TUN4)DV^Hbw|b`8FLbspb$O}=Y$413ShCJVlt#$1!V z=13s=$v!Hh(c_EO@Ue?>*T?(x|17k>^$zy*@fwvx`@kow`D5%|;0&E=ZjA$|pZYhm zf@v<JPg%XkKnLB+>C@_pEr=_5^5g@J6yQHP{Jv?Og1#m23ylyp_Mk1$2dF$nAHEt= z!+Qfb)Xg2kq)$wUvh_z%Gl-wXjPDQrdSnS*;00aFUHJR~<;=^-*AaUe*_bAvN85E| zSB3%b$KiyQTt3ueIaEb&fg3-zZkkF4-lc6zRmfw8x&P(fZwGNdN8782_YKfr-gs7f z0CP&8hE`|H5C`H?-%Jd&LU-TsCwv<E{jB@kOHSyUcd|0r9NGXsv#UF=zW~qksOu9> z)Z-c6mcc3$@XM~U-J4p9yd$V+q9YHUsZ)!N6rXF45@pG=ySOhd%qMdV;q&?*)3++< zFij(^>jWLK&wKt(b7K>5JF6dZ`oPyR-g4(lAz#X;)%icV3V&-k2c`Bn><i<Vk&CW0 zB~Dg~IF6cF5sbN?#8hw&ekeceOT^xUAP<dWbji?%MR`~6KW9k{2VG*>LSL(7@#aP| zH{!D7u0+8V{5_H$y|HxQ07Y{2!N^yKkH(V(>SI1d!@ckimo0JRqjYl?=BfRPjP<#z zO$fQjyV>fq@KGv0y<Lg?`Y1s7)U9*aUz<af!ypHLEelhHz|+`kBHlpy1$FrL4VPfb zL-4zN)}!NThx@4ZA&_p>j40jbxnBVIf&ZPGgiDw`aWu`e%u3muc%A7)L)BwOe826J zW0qw_yyXw_3<Q6*XuBb@f%?NlzQc`A5%Z(OG;0}flNT*C2maxLFYRwO{uQwz_RR;@ zX5u+Zbo(k%w_+an=}4L973j3u6_5F${yAnEGrZY@I#+|4U(*Zk<*JQOK8H0yBXH{L zxStu}dgoifBKm7P#}^g}?-3`4xWZl@#NOl+UxWK@SP+R{ha5Ijpy#M9Xt#Qccuc&d zA&|G@_lO@%JB;~J9-f`dz$HIOMsghjo|1L$cZ@yoNb=9i^!x8w5z9XU<pYu5_}?{> zj50eAbDv+#E<T3;m^!CLCGv{TwQ9=3b}R4#_r4CH-Vm_->Jp%V`N1feHnB|XckA8c zaT2j7rWrft31u6CgRjj<1w7qkJr_qZ&aaTwRxAVbnYJSb+1{LmkKWeh#mnHO^C^>* z;?4taQ_pa+LcMNcN<Xi+W=_!P%y~x?q3))CrdtnOcCxpL{gbW*(PoxA@3a72)>C(f zc4`ZvdOF$P3Oq~c(xM+b7yKK1SQ8So;1lTeDCs`#Ex)u!|4ry5uCzTWueoPKc--UB zO-)2U(E82vAHF8ETQ9SN1AU~*raI{w_Dpmp^8YorCtjV2f5L!!V<n=dWr#i?VWFSm z=4JSQ%9r^>bD%#RUwh?;{#C*5pr;&kG`BDK^lKpB|2^(w@G{<(I6!9iyq6L_E`faP ze^~5^>-zH*ni^JwqpPdgVFGxnsHMs_c<v{@))JbJfy1d-&;C|HUwtN{v`GN-?fwB> z@tDs_Q>Xgn)rq}j!>mFx-j;;)Ue+Mb6f1&#mE_0|=w1VEk_=~~uI^;GtmV)J9!jZ^ zff4u!r>VwZ$}!Z%+&k+^QAea}p3u@MhQ2{?<;HUh3&O(NyE7EJI3u#>pX7k2dUWbA zJl}`;-k$LD7LT#_JdWPrv@>+CRXul%O)<Y8D7SkKdOewQp(_OHgF9Vw+h;JZaY(o# zO%b^7+lx=e)}Xt0^(KmU15f+%xJphIf8U?~%dU?}n6IP=tNz4fMVOQOm;KYRM#LV| zR{-u#|4{2sK_mPqO8cVxa4wl&{n1YfL?3h1*-aBX-!0`khRQrvg!7a}!*Uw*gJ<<* z=cTb1MQ|zVG;liY0Nd2$UwH3w@1&hYY>1aP|7-1y#@uk#je=`Bz+XvTuW#|&5k28H z_bU!s6N~S!7e|7JTs}e@@D}H%cFyJgD)NTN@#K9Dzfr&X)=fUlwIjUzS1uTIpdbD{ zO0nIB&(rAJFoM38ocyv$tOxeTEwC`_Vh(^`eCEzG=#4*(`G2dULi~)4Vv1RW4nX~n zb!!{ulW&Um2_oOGS<8hKqP|RaJ~2pt6rYceD0#CJyv2_W#dO^FuC1~!eJ|~agT|y+ zi=fLC8OFpcaOlUb3U9lu;inMG@TnSc1upRSJ<CuJhlPt~-$&jq*vbDAIGCk<#-&5* z=&vkF_8h>yziNHms0(q&p0s@N9r}++v2@9s=rj99*nKU7v1iHcn@B8tV<}sM=9UwH zH<%8N$pSB8ZZPf5Kt3+Bw76M<xMQl5c7H|@=Z@8(<qztC_q`#znK@CPRp?&+c>wt0 zqu8QcM)*X;5~&w}C#W3pShk@6Z&P7^^e5_%8=FDa2Y}Oz(MhPTpzpl7R8LIs!guI> zlqdf+2jW<1*;gK4@Wh6TyE(({h&^JzO62^&<K%E0RlSBeD!Z!r3e;0B9-D!js3YCe zIy4VE!w<M9zw?DRd`wHpZ!!UgtNq%w6dQ)Q=A%h(^`Lh;^~}&M(GGK~6^!!d&__QL zRx9;s!=C7kp9V~qphxtJO}^{|ymYUbc9Rfr!gQevlzPwsnN>cpMBTON7<gEl9lB4i z7;1r^@F9)+@kkr`+K0<E2N%J+_k8vK@d@uoW38`&3%ZurJAXbza$@d%cF@uw9enQN zIPbn^s9T*g9e416x85<r^?C>5g(S`7{z~9@Gr_bAsFzv8?>Vbo!`xY|PI)czuXxvO zA5!GI+~=_m7zMCDZ@s#Z68Q1!?6JGgf$NHtO@vG$KQX&nOO%A7KHOJ1M-N?Zn4YTd zUt9FAaTgoCfzMD=?0+>P4n0uzQ`>1_dtxlY>#EdF<Xfj#F*jS`Z}jqMxEJ#B5cOy& zr#JARHD!~Vf1nq=`>T0s)QYfO3@lrMzpopUb6Z=bH8FeiLP$X)a3P&Cy>uh!GESBB zkszOZC%F?B1)TiD$QlPZk2&`L+<w&HZ%-T;Ij$STfH-LpN8aLzd8U(@*22h7u3jGH zU%z9%Jm|nXTKJZwQ+Y`j$N=|Rd!)+_JV|`m{t6BF#FdeF25;15koBA%F#*1-F_@?Y zKige*wdcv81Dbg*X7QcWo+u(6UZBPKoXG2*p-23g_(|rhh@U@M{AZJp!o04IzFiV{ z8U^XmaN7V2>_4x`&yBJqel}FI-vQqrO8=Qs6+G|lU7bl^z+?Do_*tDN0q$1AD_)8C z9If%gSq-?Gdv)*)!A1CW4Uzf3L*F(TT~5J*{2;hvpQlO&&SAmDTS676?;E_?<?%U6 z#=iDGYQsJkoqew&(Jz<2nsfN)bGmbe5d9TtM=%)dZg~kj@@bD@tF1it=`hZ=4^zU| z@>}XiRt<2_x`8f}?{>u0v6Ls1h=aSl)B2N8CzTgwNrj#>BciC*+k17e7iY$;AyyYU z-Yb@7+0Zp-xxQVo-#}m7oKtH133G85>qOYl53&Y2n|h%y=D%UG&N~1<+GF>$Mzt_k z9BX+Y1AjiD>u`6J750N}_zzYCx9%IB*0|t;KgV-&v-t<`A8GFE1^M>G+fw&eVairS zRC<feF}y!7k8rI#QPi=wT8=@wMZ}Z**C3Dl<otb~44sw@(OqCaLl<sO#MJlv*Mj){ z$c)kNiIWBK#O_MdrDWhNFNf#(!PACHkdPizw<L~~{<kj%{e-zpPPZodlLJ=<NBI!P z&5NIExu?U2e9zBE-Kd)+CXzYYHf#xBZjEzgc#gdvG-K;3@n1#vLZvn69wHP?Ez-@2 z(zB1*oT0nUarp4`7N0#aWB;_)FwTr<=HHGL)&uVIiSCZ#F4PZqiseIrlecPc>V}Ns z9^bXqD}=9>SggRfa3FY}>9~p^#7D-dea<R}kl(6S9Rr@)5$AtxnD*dv-7IqnqNjmQ zv;CLd6U52J)VaID@LS^Xi{veUp2K`dM=OvN{OZJit{XkJM6()mFblaYk;=&QMPV3o z#@`&y52d5-ensuPa0EU8{NiUj66}bN9;az89knA)R)<|Xc^f(@ck0@+sqoVf3O6em zLjAV6xvMJ1iWqz%7+hp*N9g&qi147_<>dJKbw8d<Rm45}P2k)23ub)Sq~U8_^f5!= z58`Z*bmnEmtB#NcLIL^^;e4jE(x?+(4~j2|S|NVc9IKy*hW;!$!5;<{1of&2bGnKh zkv_^u&JH}g{Ls2j9?t#Z(GZtiOW3a*pF61W*_N=*mH2id2Xo@9Oit;*>3$fVxc3Xs zxhLDGc&^k2`%PM(Fu;Ez=XEnf3HtC8DQ8k+p##w*%amH;#U3fu8ku#}x5r+sX4bZt z5jwX&2hd1jKAT2*JRkTn{b7!3<)^4~H=`am{K9-e=?itbUGV+;wym0u{HG>;LYN}K zfym-dYH29JociBN(!G=L!O$fCLWTHSe(>iRAAHUqI(*M-agKgl`+jV%fd1v3%THbS z|IsAVoy$dBc|qC7Q-h!PHT$9Bf;;vEv&df&+JaxnjDmBqE9MwKa%rjIeJ*neWY_>V zsh6A&-)#q<b_tfd|K^|!88k-h2T`w+7^|@%Ud`pfR{?S9#P#uhQ9jhSQe~vo&!A7= zanSoZfw(v(bTuo~ocKK2d)ht$^ESy%^GCsRl&gPh5(7WHr^fGU8us6^iTC_rc>%ph zsZdf43G@?2asF&3h*S4TOPCNpfBLuoC-(#Rm`QlUvJv)l4-VfdmqdN4oVTHh{IAO! zmDQJtx;FRQld)vXTkhO2cpD4+*lVfQ8vVQf(c4i&InY__>FNKZv?f@Ix#@M_kgZib zW0csVP&RD0BftfG-)4oV2Os)zn+K%NaL$G#qvrKc7oXjzzuK4wKlvZSUP-76gTq-| zXH$SreGQuWH$T?FaAWsj^cVM&^_8nphj%XgFt1rbp8ZrA*n;`EhDyyfdEn~9$zR*U z5r2!vpFUG70shb}Cme+DXL!qo_ut(9IqOxq6zD+oWTWS_y6uR3YU^cYQp^od-6_9| zyp?CW_s#Tf#LpG2(8}B3SMqAu+E<~I`r45`6odJ+5CPFm=su0vqLn%|k*7CTPRnIs zZZTA)g&FslMd{TgwFdCRfz6Xy`2C;vW`2iUgKoIx)bzCl_=;DF`1k>jile?Z<qsbD zSgh~9^U!s4UcS6LixoP%M-}O}F`shoHlJ&AA?Bi1A};G&q5t{tOVvTug4kQkw_S^R zBJ7J4)tfTZOSdZ(Ls_AN%cLdEp#;y%O7`)>733GQc8iWu#DhD19vefLlWST%R)qfC zh-u8l7w?ThDlL%)^<%{G>v6HD55<c_b9Fp$?%LM=T=PZWPx&#Rs}Xg*)SogDJnusl z($D?i*QIqjZT1!Finfg9K{E~bk?zV8I{+V-9r*`D6!&0XUg^S~cZe4wa?P&#Prx&t zv)vza+>S`rJ-wcX`#hf9w$Mq6zR>yI`RRkGM+7sUH9~(fYhH3R>LT!fptt+Zbl~}A z`xKv&!JeXy38pA!@K!CX=D+fh{|U;=$*0l3?9EgcOR*(9mVbQT?F)b4F0yY_sN>B} zdbEk6zMF0DO*yTC{W3E?If^pC0osjn(;uMz^|<nl2lY?lU6TBMd+5EkB{{e!pg*0f zeUyOvbED>P+zn&ouLo7ru14@Xa(;Jk(bSr-WK?tFsJA5AbjAME;<=1=^;ggunG@q= z8^L#z;lofnyHW+5>ccgu&<x<Xt3~k}<G11CLi_h)`zQ1%`Ss~1QI8)KAp6?`9{r?4 z72`qVN#Z(v>6d2IiNmZecd_qQV)*f!-_Y+U3s@Z<K9Bcs_Hw_O7;q=+*DZf>9{zHC z+1UWShl1L1nRRY+g8Ssh-BHg`hub;b<3POD`V?|G1m_~DUrS&W`jzh%@4{Bm7X(;V zE@Zmd5yfr3-udV|FYXJRi$I-~_brww5AW*)U-=hPF7yurwg%-m2iL<R2brOpum9~( zE7*zW+)nps?@{PBU%wAKGlBk@OJ2n132@|)h;!4xp=3`N%$2f1XV`W0<Th~d?iQBM zZ|f~k2MOz~0!KR@{1vGj=RwBOF1sJN>6@0$;@8kuEX}V!U$p|h@yN{Pq#3bAZl$Pq z0sXA{9}^#cJ7SAnHTcRebAm})m^wcZdLE;5%9@Dha*rfQGmFfK_mX?XxK6;gu5sb0 zvOMa*j_@rR4aDb-j;0G7ro{ICV=+7rk$<LBzwb(gFWZ0n=p=37Z=mKitbu!PU_C|d zRtEpP;7`>A?r(yieC6Uv_#zchFl6{3-|6>UqPvAT@Je}ca>OC30&N#NGT>p(9zrBy zz~fbnrwzNHtCBc*JpUE^Hd>9s`e*R|OZ2?QQ6H*kh{zpA9VUIts7`ejJfPnV{`-jk z(x-)N!?NrM)pL~!e0v-S<-Yt}Rpdj*jw#b;iWWrkQ?8PgQ|RM8zw+}c|MOp=mr%iZ zw)PY`9+_<gy$6S0F5+3YH)YvB|75wl4|%Hb`Flo+gMNT#C|LMhXp1;_IsL7<F>o5S z$?Tt>if!@!ckg;q4qbb#(sl~)gBN<+%-6MnKW30i|HOT+OJG^3!E=-h<p`VupW;aR z#yy1*`1HFp?YGeJ=_qk}WkkZK;a7@?V+-b(`Xsgnys=kJqWO^(>Y>>te%TJpo6$T} z^Stm3zB#Vp<h5e(i_{F8;5NnndKQz94d|0P0&5R_3WScQV4a>9`L3q0<h0lg>>v7( zEi#6@T#y-%^&B|H&ef;E)&tN-huQLrBab!g4z_(_iM%QuG%JKS#+%*G<k1X1@$qY0 zn<#t2_xedU1@v=z<GZ=89=0LMK2#5`T{I&ejHfC(GU6OxFxD!AZ=-;Inh_<QN1s#e zrFmocYksde7TAwGGrJb!Uj$s)(TZa10(7nAIYkN3gA6Z7i}N*MzGvKtZvQxNG@l8l zcEsybO2>Wt(Wks-%B3J_0{&8~Xz#WMyh-tm+chzmKeXgx5x$Om(>p6Q=!m)4pcbo3 zUGP<q61NS-zh@vgvcM3D{Uup<>pE{?FP-1)VWu1KTgiNKCm#5PbV<p<x4*GxlYch{ zHFUN+@40b#=VK4!^8$r1%wbeHC6D(azEI~LRi&E1+yhmGC*>*NNsD8OzpufkKBYyP z>Nw_aFG-yfL%n{q+>G<~3O>&w|K&XoQQv)he7jG^g4pwB{Mr%JXA!&UnY>8B&oF(z zk_cQqqTpTVUjdv)8fMpGa_DXs81y&ZL#KKAj50muRQFEpd)p5lDBZ5+Z9e+Ii#vv$ zR6W7>o7SAXScAQr|7|}^13ou2O`r2`4_m?Fe{PfDS31*JP3wCwud*VlRIwj(OO*?1 zdq&`YIpcj|hZxRtsKSzGHulc-*e)mjLHr(CWHNtjMU2#(J@VE8@kYX%INO2vR#Zf@ zA93kgV4S+WHGG5A(qHcf-mccj`gs;O8V~=j)lu~SA$B8wb%pE*@yH~*%un#aIwB&K z3cZ=kMXnGp=v76Hd|%7?SrdcNsa(pJF&}mya*!SPEvrL-;3_@(jI72?LL7b1c6ylC zHRw%wL)5LHcX(E<dC3#FW5D4^*PZduqdDjcP2e8N#>|B<mV?jUIaU(xhB@}SJrv9v zz{Tzz7`!-!{I=iA>-011ZKR1Dxy}RL&Ddp-xd(cthf}}Rfn(QZkgBBOJu&+>cdpN& zZ#uJbanlt(iltWzWUfN5>BxU!NgDHc-6D$z<uLbJQd|~|xcEYu_s3cA$=Ra}*Vye5 z*H{&gKX_qISY2J#ZdyQo{m30%0lp{p@2x2PDLfz6=wLg1-ojEnr6J%>B?7AoSp~qq z9cb74F(*YQZ=`eG0DgndY~ti;fqxe33o<ie-bPHRRp=_}jY{jjVSnff|11?%VP1ON zM<JUM`F-%>ypq~^_~W{{gC&KJuEz@@!TqQwYnlJ7o<tqY)FM0roxoj>iPv<O%!!{q ze~*56jy;9zUK$x+aBl6R4{K+@cReS(aWEb_l{JxLl&E{ozu#nKcxFLp1b9$hXMs=T zoy*JBNAcWtI8Y2#fH&n#c;8`*x!%p7zy$})JC+S`kF)@9k_ub6V1s=tU&9+GDdAhR zbN=+cH>k^Z?DkjbM}PV0H(M~y#X!x6?pbZ%#`kCRPvD+j4YAJNKpY|?F^sz+f_aq} zb_Xr5*b|<|Ck_dsUvplNx_<m4c)Ifw1yq=KOC8SZ9eaxS5nSfMjXt{F^fcQCMg07e zz3#$C;1?su<Et+Vd|yVUr&$mCp@*MqZ|=msUQ$bZ5sLg=lsmnyg*lw32iJ~nnh{B} zg+5LG;OEj)&+R$^p9r2Hr~Ai%bG%UJIE&~0U@hwLPkGE+6d(1lUdH>gr}}kr40TSw zuSf1Z?3c>xW%41nB$OTK(jxpYulLz-X4DIQP;__pN}HkY`ma;nNDDsbG4_+1z<Iy* zs~u{>eU`DB=1Wk=oWd&UkCI^vg84tn@1l60`BzWVSH6bs>hI)mT_EcB^M4=mqu!!t zIFmDt{zgYNb7CY0^MZb3XJSs;5Iau%n59>+APO5U(z~Nx+x6J4dq@g<1Rf4cv7nB* zxI(^D6z3@9;(M)fE%fD@dN1ZsztCRgtl2;v)%yIz?#*}bdsUxL@XAKL+&=uO89YVx zYDiq*U2{T4rP@1bH~QbC{%NzTnDdJcyj48~e4h39LJ#Vh)Ro_hAE)8V;;hNH&53wE z-{sN?9e{?cNN+(8c+5=WAqmvUKkh5~Nv^=ZQ~L~SDsa}9V#flvkXPmZOj0i?fe#Z- zruHLjh)?-E>}>el7uc>OU10}q-r>e`A9b;t4^_%1Pje#4+r5GL7xY6SEuscW;7bHu z!|%5MPZ16$le7j;|6t2w2<Iz^-7`V~d^nR0YvNma;EZY$t4-iFXXx3@_TYOhnm8Ff zK|SSOka_-W8sa*;<=!F0!Gy?PM367`0c3LUju!x5KE1lTmDUpe`(3q{z5u^@dDzYy z{SDiT9=ie-E8;?$Q+BTh_?hf_-{V)X55khfKNIsVK6y#16;{|=Mak-F{02Tt)XO_t z?_kc){`}!v&@2A1jLBmKpR94c)3H7h{S>8(O*Z;zr}x<sr-4uQPMD5}PMQ$|6vKh8 z0l>fPUq7dq2A_4QXSM$Wd~Age{hC_>FQ#mkX#3ip=t#`dcykH7yrkX-?f2j>b`1)D zg}+-|<%gFm+|bQ8EKc5cfp7QA4cRlu-$&;c8ov#qZ*`5SYM;dWjytbR0UgL5=6q!h zUg)CbLZ0X9VsB#hS-zjZdq*DI39bRBnR@5(bt?wG3n>M!bn!X**JNrQ@F8FInSEP| zg|F%}S_&P!PlF33bc^251I!1<bX8apDx$wMDr-%NEkoz`mR!&oG0gcL+K2q+SQ<HE zV~2h8QO<+tfA85kKQuxf3wYhNA%=6mqeFiBXAth;9rKxf)VtR&8K!1p@8_Y>&stGW zp~s2b=Qu`UO=J(pvjy+BBYaQIRp~-+GkEN3J}q=s%y%qQeWJ~YU7M1z{*RFV*j%#I z5l8Y&Yw}~EZ>|0CN#C&q?{VvNT&|Qkq0AiraCj1a09UNj<$(h{IJMN|(v1CAi!y_B z!1J9;$Q#OWe<Wt*)3&c#5J^|nqjL(N`x;#Q{RTSbH+E7No8MyY{8!_FWj*j56<I<T zQNQFbo}uv;M0^#Ut~!1Wb9SxnxdIBvzinZ!%G2x!J~HKZIjCDJtgDI|S-}5vtgW>g zq2GRDNd5$T!bjTACq!i&h&GoAvljFrWHL8scllucUSLO>cq#BSm$#(vu}7QDbME<| zJL=e`C;Jv~UVU253h%jrdg((zY$kLLynkK0w>7cXF0E_VN9cX^XG4UPF2Fym=;N9$ z@<_DqhbLK7@K23pN}h0sU#hEat%(uzb5Tm~(`V5aue)0x@--#8%MaDCp|0rC_$0iE z_Y^Juh}jhRp>1j)zhgJ_;tG!5OTzG(<o_IR9AQD!^XTvWw?F>E=F#tg=uald`xS4R zz%QVAtf)ZLoQO!2Y-&ZF;CA8V!WM9j&^V?MhnE%v@2}%GSXIGm@qEzJ2hQ+%<*flb z`m}J_fWlnhH$f)DZ%h!^{;Gdpy#*ZU0#Bi|H81KsS)t1EAoLIPp#y_%*cXxDYwg5f zP7EAYmYv5r3Dmc7)b4~%!iLo-zX0<MS8UvKQ14LD#AG>B;`^NX*srGoeaGQl&+{69 z+tK}~4#B)*eTTB@)--Szfu6-<p_tzoJs8(;*_5!Si*_YxGa>9aKK2||06#n<l_wMn zocmRo$Y(*sv$Ea$Bav?p-q56GWQX3@qk_fsyES2P+?XL>&y+|~&U)$Fg!dqOt>q$o z2iSS2lP;kjnmXX!d*g-~@sn4E_c+c&?HX<Q59AxEGO178s9*WN{OSs+0q!C)R4ItM zq$Ns$dN&RDwl#Z4dFXeN5}*5xvqPU2DY9||@$%Bf<w<G8ZBxG>Hs^iNxqcmb@f<&A ze9F-=8t3L)Zq|ST;=Ho=k^wvF??Dm4JLIVAz3d#4vpZ3z?3)>q06twe)$>sk{n#@h z=2fP7E27-cpLaj-!~Rj>O0H@62;Kj@m5ccd;k&&`V$lC+e9fMh0PgdQ-Hpv7#F}_M zwxAV^dUU)e*dh$P(^uEl{Vl*xhB#l)oM(nEY-U)rcfg!*TmJIu8tUNla$S-yYf*1p zn)qV@{Q*_mgXH!OJIr?vysT*luSX`hv11(l$WT+SH~QGBkhZRFoF6v_^`5LS%t@<> z6^Y*gp7bDV@i*$%>+jlHA0{I|t#zy2cEkP_@{a0y#LwYZBXy&~@WU(YqU?iCp;$HJ z%HeS<VrU^C^EdF<J+Wi_6HTT>-S-`*Z+ZYfcq^dHx5JJYAgtGGpg;OBluh>v{WVP) z*_rNi)Jdvb2ghB&Co!#6iVI;bp!-zD^;-Co3e9;0?uD-)-Ku8#ZR|-HEth%n8T!`J zkHa_rBEFxfwm$sP3j1N-l9IK;zvx74XAhpwsi^}t+)cKG)uQy6F#4>*vihT>=!2Mk z=sKlKpgzl@{=tX2`XaiVs5*cAyUB%yMc=`L-7>xT40*2C%7N*)EchDR>?_Sl!0)$& zX_$wgf2;H0VYkIx!^}~(WSq}Q?xj5I&!}%Lk4Q>1<2m_O&5RufpS6)TwC(}_jV2wV zQ8DO-t49orr{MRVHbrfXzW1m3=N(L#3#@%G@-adOd#Ey!QUbxx@*A8Hwg4^~cu9Sk zUJv-T&Fvp&(AURyy}F*Hi1Rzt^J^#Gcjxyb8kDo<gaAvqnC-e1(XgSnhwdft*q2l^ ze1h-?v~GL)8#rgq=jpR=&!B%keU$C(bMPWw?Pp}op@)3?SGR~C^&R7N9vbjGJNxO_ zUqQ#w@YJkr7QBIHPM?^1GkkQWtBgWKQBO%<W7_!+`w9H-QU3;x@bbWEG-8-r)h;pr z6##x9ck=fe^c7Y1jyE2oU#-%A%V2ojns~RLC&8J=f`|xP`||fa`1O>#10DzAPb6fx zvVneFohz>5bA|=cozuG^1Ct1z)pt*eWia1Xx+zivoIGBgqwYT%bD|;O`W)v?=qX)J zi}ORT<HZxf#Ht2eSntlP5<GVgiT4fJZ-9%W(5U<nw<QEm$zQ(&UEGO}j7P?yr&@0e zpRF1|oUn0fZ3B-eQWtyf1Nca>fIv3m|FHk)VXJQeIi9cD@%gKWTfLzcYb1}%h}8M_ z{Z3!Ozod`;v_(H#Y+}!D2V7(S8zLg}1@J@1FrkKMYvS(p+QKc=bz(B}v;BFPgXr-$ z`)CPX&i>ldXHQIt)?Jruf1U<jEF^Q6aTawg!v`5QRm>}&yPkd70(w<?e?G5AsN>2N zOL7ha=PqsPJ3S5GKBnt6eG>5fk5-;jm4%=F-^-qP_c5Q6(AVASihSdy@|YI?pZ$ga z*=z71wb4J_j-f7j?yI`*-@YpA$<OZLB9;XCyZ+n9$$&R{lhKEwj}xBTQ09RC%I(Nu zo@3yJW*Vef&ewwnpi&7~n=&Wb_l{HDLVfZ$#ANOf5AvZw#he}TF0E(K!$5h&`L@Xy zU9Yfjxb#X$KISs}LR59;*Whbbaq&s+W!x8y1ikff3&Or|IWZldWA(4`%PTCvA9v&! zMV<lvZ_TFAj(HfBCgpR=h%c*oogIdV2Z|M>^%Ky^c4jAhdO!#Lxvv>d<O=4wg;U8a z4a^BW)A;)1xBvNE1^7(BH^an@K~>ceI)dLW<cj!vsZ<{7Imj3CE*JXQGcey}VLi%f z0bJnFnvJe3aDD4M`gq*i4cB~wxeVZgvxCzy;LC(`$NTMaObFq#<Hy7C^8(7a+J)d7 zuzqk4GtC0<sG~1~NYVH83{PAj1AZ|>&D6+<JTaXf^?Vul+D01x`+q*~T^6UlW<h5- z_A15pAMO<RA^58<H}c>0?sFnVc%G7Ot`)#L`$kJ{QjEdBDf%7R&uH}dhXwUh+~LRh zSji<y!-81OsW(%vhF)*F!e&YtdIlG_*qAiT%X*JA`}_e9#S|V<-T=OYYt@7-5IUsr zADn6xz=v$t*Xl4wmi_v5{sBXr!?_={WWY(h_?8F$jM)+N(e3a5;UTS4O;(Pmr<BR3 zBk91WX0shhtHycSTU8%;R|n6j^Mlg@KlZ-UD9+BDwj{Q;>!z0Qee%xUa4xgKym{%u z91G%<&JLFSLzlo8KdNf*2W~?)8Jb(kiSJ+Mph8n^MsW8{7;NJ?=1<f$Ys1f=R4RFJ z{)jnI9q80HihN*t`S##nFZg_)9c7Wix%jDa>dDHeIdR^(b9!LGoZvW8`$b_LIJLq{ zWxc!5+eH5C2=>4^j=DNcK88M}__tf~Dfnbc{NNBn-(;PrHb>WrIW(_FBSH9FtSK`o z-EN4#cj!KZmYETPj}2**aZXvkyu4fse--6KeI{}`@H_s}8S9dWC!H=ytLU4uyX=_K zpJJ|Bhvv_4F#7tiZoW7};JQw4UvHtWJNiH%wcZ{+sngjpi{Lpg*2%eEMja*k=I6nO zz|&)<8>0?EH`|kJ*PMvwrW2;GuvZKC1b;Bw2!Zp+dFJjc@C4Di`$3{n*l#8?!akyp zdb!aklD8H52S2-Z*Fl^Q?uajr;4N-#hn{BW!(PQj)qEZ@dqShMLC*qs`_5sFgK?<) zLgzLY_t`_w{ca)Bs@IZucVRlxqaSm<rX9spIH$s6(K1>o@T<|SPZLFb^7Lz+-2r?K zM#K2FPx$pap&G?f^oI+{0ZdC|(9N}<%>1$gdwhg`Qs(xV5yvFs*H6qq_qYAGf5#K- zB{{XM!vlR9`)5rxjaVzfTTYEF_84@POeYE~!2^*VVaQ_wPEmU;*Z2qYqx6>|jfPR* z-ye8i(v5zgthqXw7jcTmH=}(gcuTs?d9!NhaUKuewMYjaW$v>7{oFC=Z}#sSy8(Rm z;!thSbNo9`GBWZM5Z^PUTtxPthYn&v>(CwaReHK>-!-Mdk9C+OIYVFN8Efw&<p|v1 z?Su4_yP<Rb%6k0JW$5?~zdAiyvLTiV>{b0xchL6DCRJwJ5%pg?pS9rU3zIW-`+mpX z^xx$IJ3a9JFJxzk*5SQV4QVtYZ~Llc(jORvzUJ7J2mcgsvB2bu1K=HObLzjjyTU)A zXTLbJJmN056Wi<~OPrsBbL`BBYlZQL|KiVg%4$i?<MU{|Q)evygZT@Jh`NXE@F^~) z_`IA0yfsSXy81iBzlMt5Dd;~ER>(PjodCYr(Hma+7jbWR<{0NH`n`jvGRo198h-A{ zphSNb$<bo-D;@JN!rPB58KA#a8>6(q{DwepiAF4R8ODeC8}H1bZ)6TO>eNI&{A~9` zGXVGa^GHuI_}+6tdSl-)Cvx``<M`Yz?2V|HGFZd=V+l?j@B=Qf^_V31^Ha?0YTq!v zTZ=yLN%!Yd`oOOlZirN(@8Zy*9Ub+wAr40lFfrkCM4ur4;(@-I)%4)d4d`BctR9$G zpzm3WsI2ZsU!5eiK%qK^csT9&xqJ`i(TzHX+Ayyrx>oLe8h%-?)I^6*mO$UMBiCB@ z9DID;T*;p*SrV&Gi-k0(V^~h?o3+ARQ;kby*eZo3ae!j;3o{#d!-ty>Q@$haNqL-& z?#BG#<8CV%Jnt`z1=l7If<GWhWpmnv{WM3!SJZaE|J~%KYBO}7hwc{Lyp;%@w#ny$ zNbu`z%u=p$6W}$6?j~gD{L>$r(0qYjKl?=W#R}+2*72>Al%bOq;M>2BdP0`T{0m<S zbX*RbecO0mj)k;e-4rnYd{8ii1o4WmI&iQJaVIn8Q*_L6#G_>@6W33`p^v_0tp=~Y zlka87qZ0V|xiOrX;KN+5z{#t7P%k!}pu2b+`9(YY{DpGF@o=6GD>0~R6{gHhcwd5V z{bkBW<77>^v#|gDb{%nEkN$!)>a+Y8*_Wt&q3e6}ZD%UxRJL+ijDqShU)^UswYCMk zVKDIxNjK_XZI57g@D@+4gr&a>VV-uOM9NahhOj<xXJQ684^OQ><t5CyH-?{j9eEOS zktLM-3OV5KYR$ZL@*!~Ev=YA9<M26oKP5Me^Iy6gFT#R&dbzi-TIDo+=P%q_yn%XZ zq2Fxkb+HZh3a_5#WkY|+N`KA^x{w{z$6RgBLqDiwO;19CJ+z#Ie;%Umo*(c#FjH#* zzieswQq;2tsZQN8sfA9ZfWNN-c;LZ1b*ll?z=cxhuA~Bg5M*XHH-r9{!@xhpoY#&J zn*5;KlL4M)jpmc#K75X)?ACh`cF@f}{@569N#xkOUEfZzC+4q~X^9$|5}T^0rkL%Z zPs%h1E?0xz`Tl^$!=2D43$pD01ANYWweVBA8Tf(1JKCP;uam5j7D<pNu1|5*KRXDV z^VB!V{fOU1MQ3*^{Y1RVb2--m{LA4+p28^R1W#oI|Nc?{+);e)!<;UBnA)fFWxUaM z2NGE#m_vW{=$urrIri()#_xKMzD<StQ?V#L{PjODW=}}M2b?-&-UIn1A<b*N263zD z!?@LT)KgVizC*I;>$amEEyOPZA0za;RqsL1=4L)*LJogh$C}ceN_GUT<jZTrw3utJ zYI-ef06+FN&WBt-;aj5bQ&xgJP;yoyy)qMf2}VhV{_RKW7yBYc(vLai4d%McY3Meq z>ukBs*%6Ff0p!}t@W~g?IOK;uxIQ;IA#(*j%cr@&_itlQhmeggIrOS;<V7>wf$u*o zoLN0aZ%uf8+@>sB#yoUqr0^^BE1^x|EpAHaZz_UIlTn9}Dz8$9g6CWknu(qv#ay(2 z@oD{?&`%ZiL{FyL6CYKSbUH#%-|f;WeE09%+CQ+Bz;jj=RFGRo-Ft3b$;K1$^qR8f z_fk<C;<IB4Z|^1ShoZJ!-2$(xVD|Y;EpVXSH+#75bz=_qAaj~m7j*SP9@PK#cIS;m zXm=^&-q=@Mc0#`{bCkKbs0(wF(rvw2xbN|Mi^p%GUX#!(9CJfGJZa0Awt@Jksc?&m z#{qt7X3_IM)~tzrlheC3TCE9{edN9><mjWnW$$oB9n#c%+v`5&9K?OSg8jg!J~oJ? zJC8ba@zUgqg*|+xR&z@;{or2`-2Op=9{BEyznatT;A3c6*iwND?k|bz6~x@sY*LAk zO%3vdb%KO*C3K8uc+YBs{})yByp{@orD@;$30&V$5BmJzJjsL4m1L@&pMbr*U4hAL z2e8jEQTQ+427Gt4m<O^^@6D!Z1uBH1{yJ_k=Zp7rX6DQe4b+*69`4to5y!*=T#Pu; z$MuTeoY^-B{iw8S(Q!NMA>S{OdM6w@pZUha0?51Fo#!aXXYB~3i@|cU$S?htQ}@@a z@f_?es+h>Jhtg3kJPEkqrv({~Sx)H4T(jah46qmBWch8uC)ht{+Z)4fiMgsWno!Hz z=yy5m^`3vXAa1)qvT}rOo8}AM?RjJ9J12e(QUqad)ishiQsjY;^+D@%cn^1X@26tJ z9NLYbzWya6;H}CZ29udF@2yeIl?pz^H}$HWo0bWYHz{!=R}Fl@K9-1c(39LS{v4MI zJe>I~S@I6xF{#EoJsW{Pi<&uIkJB?Fx@CW<ub@7z4*qt8MhNo~)y-2`sLR+TcWHc! z1b%y~=t6A11<@117OHQH_!WBPOtl8)V0%ug3;;)!|Cp^6kMH}Zr_pIY>K3`3b|x=@ zOD?o-H=e@1t=yqwSZM+MbKz~uWA~9~nEXTchU0$J9xWID0v*qf#HYs??1*v8n*XG^ zq4P5{{Bg$yeU{I_z9;CLx&7i#T|^z7@FrhR4exvU(M)7}8uShG*Vj6$FfZm7|E&Z4 zN4}r9!hbI?htHRGC58q(v%TCAOW;b*6Qwc3xZli&$ex~1hkmB-_6B<~@K%mf3K>G+ zD|VkFON+ohTQycbdwhR#uTPA@=<n)1lv)RXZ)qNQ#h`h_hPdJPOo}$wl6dpQ^D%K5 zd(yj;pR+gOz4`Pt51@WhWZWuRMm|arC1nqjMBe*laiF>ndr?Pv%S_PUcf@zD$vHy* zqq1|u0{2+V^5EogAK-^=x>m1%o4GvIr>mScCq@hda^!*kEGF?}Fbr7|^A<5Ai4~aB z4!yvgjW~SQp;mH_Gx+aRVP%?rOTz5T(6WWyzkSb+mNiG<V_e<s^Ax&io^o1BS}FJz zQ(8Sf4BqL4nZwif1!hD>g;FWc0`^tL#E_*@qMlewmeWQ&G4n6zSiWaTPz;rQDw{yu zjIvDgUP1kB{gzFh0eO%`_nrrVdPmNj_McCv`+_1T6Y6gHp8xi)ytX86q@Cz01b%9E zN^;K#>bRVR+c$&rP@kt5<#hLB&&qj<CoKQwX-O3$U*S0goJzW^Z-%+L$_L`>2QW|E zKblAhojxP&p1wHXQB8~QyUws9t`GNJ5iy0X;S@{CN9arTn4bHo90(r_N^ah#=qIDN zle?I}r|yj^qgF<I{$(!mi5hjgF7<+a&VJ<SiKfZpSAplsA1`Ht&v|ZXSl{{v=F%qa zX>x91u9|KAeft&QOqb44oWuE>7uel(>lu7Mjj~<|3tJGcXS_CJf0+^ye1qOX1<>>H zZapdjzVIn=@J_!N_7SuGbkdW;Jer(}w*>B4&Ffvf-=A9$&cE;FNb^9ia)eH?2flP7 zbQe4~$?)g(Sx!=cN3n34X&RKYBXq!)ul|JpT)_O-lZb2Ao5$y=Z=#OVydQcT|GshC ziWFBSa4!wdVsD(=;_xk-YUI}o&eAh7G}uqTVO@Lk8O|}Bj<|rsYb_*_^lL(IbWK8d zb}#gP!nS<BQ^9MU9IIQnhkZhAqj4;VyDN;V-@}B#o2u>g>~n<f!%s0_3FqCh;q1K^ zsJlv-!}g`5Vvh7c^Y`cY^@qNX_0EgX_Xr9_I-;IccmJHR8~ILJHdNF{0X`fZG_@>C z*2IZpj-tA#<NB=5QC4A|=iu_UsRmN$T$lV_GXOVhud}``C64DWQ(oMObHcf!lY~H@ zZ9qSIoq-#3m3-zu|0^~pu8%&^D6WGJaO9!2F6ytufx3W7bJPb%7blklFkkuP>A3PE zQ-W0`*hx+nbHajSOi}a}MC(hx%31hs|NNT&QE(^l1y|v;m*}&8j^E`RqJS<i*q^zj z4|RhQgU}}p;PT<Ip&XU?Z>nDxi@qJvT5Bq~hI*2Is(3_t8-30lLBA#BQwb}dZv#89 z$M|m{QxxJ|nM@vSmkN9~*~g0IFfX&$LtkZy3-f<F{4#GD*c0xzWV;ib!TSc3Jk|sb zQJmxx^BH|e@pGzUtBK&{Q}*p}d4am?-a_I*^hfv4ajW?OpAU=w?UG;t{c-)-$vnKr zpJ$JJenjm6U2I5`JoHv!Q@#oAZ&2T6-MIRV1oJVJf4@DzbH60MJEk}WzRjfP<#z(7 zGs|E%+WiCmVm)pBu9EQMR-bHPOb1VE@~-YCaEC|cEqi@2?=cn9?kG<S-|7e!Io@o{ z=b4p>#*sl6x~G;~2Yat(_W0|VW>^v*^WDR1a1K5e`<~T53jOKf#JCyYGe7dWS$x4; z`v2u@XQ>5mK=Jq8RwwW~*Tg}pe{=Be&%QLN!FP=D?`_{X_;<ZhX>tb6NzWZgaH4N1 zQHoPw*8mO~^;m3W-i#0rlyx2lP8Z!JF?^oQnmAH3tbKA4^^5Gzl3)D5)vgrI{YL(o zY8Hu6`ipv%wnAIr7IcYb?VTm+(4RjgBkkY>zc+WLq~et&QSm-*{VDW~A7{5-I=_LB zk4Bg6Uf>pYNIr#^Ar320{Rpr#LtU`e-KT;6B5jD45V?stao@g>BXoGKH3~*Ahfz1v zg*;_o0p5`mmA63$Jyd&rej@b7lVSljyT##8QZE1VV*>OYO;>Y0&{yY|7th{qMBhA~ zoT;B{O)NM~&qkte*SOe9T9OQ1fX;nIWn=gf{XW~<p9BAP?XxeUd4Q`N?r!~B0-wp5 z%AcX=3vLe?Q=9_c<r=WJNiWF)KIjym|M@?$+3)R~;zFE!b}?3j6#B>wS1WSx18es~ z$!t((1#{c74Zg*FY(H~m$Qb@f`@R=2_gWJX%D=U%Q{Wdu@6VyR3wun|)ku_a?=Nu} zC<}@~&*;ME`OoL(KT!%sb?{WlJENm6<GHBE>F%%wP8@BV7+Z@y(RUMD-W<`fBS^Ow zJ`6HKFZq7vQgJ@&pg<mm#Yp638UC1D+{?3HdC2&{OXhwyI<$oMYPS0!^J(xyM@Z}r zaG_5sr<ajR&aop-UGvD!r$rym{>)nkbyT(c=@+Aj8+#oMUwmc4oRmd-QuvGo5$;hz z-Pr*CBsh3SF7O-LxsZiD$TM+^Z1Q~9aBtQV9}@d9A3tuup#fa2%WX?h${Kwm$t(Aq z^O!%{e=U647=5ru)YV1A6MDJqa<!|#OJ)Dt>dHg^+Qd6~0P#3Z>Sa&}_;&i@x?3U_ z;JfdpBv&{OK5falS}Gp+je|GYb?A3Klu=*f{_@WUF-w+m9Ddo{qa#hwCpf8i4jyBI z-vgz&@(bvPdMO#6URyMWUxyXXLmdmk^TT7d0o;>@lKj>d%<a2K%k)HncQMx0H}ZH7 z+`UPr+5-4d>&#UL66C{`Y3;rN8Q`#oZ6+nq$21zBG~W%J_S$B~*mDYN!cLG}OY|<z zgQT;X{{{FtMp19p0e8GLyy|ineVlv0va6;n>O51g0vByN!oh+!ZNDD+^xRr=GVF`+ zKQUQ+7JZX)<JbQwy6$)`_b5z~k&!}3iL8uJ3fakMnUTG-_eerAiiA+fDngV!vZWW< zMMEKbT@u-%!hQPde(tTy@Atmn?>WzT&U2n)VrJ(;%uh)lBSl|BlQz9M!~?$TA4J>& zd7(e>b5%4z->hI!d$<UCQyVS~gG(})w_6Ks&xBq=t)tLj8T!*9tF$Ud@EZ!+_rhHf z2Lm+@REI$yVv#5D?D$FeN~m1=NrC=+{I3f<?=X*&Q@Flz?u0WzZk<4;$_+m(iq~d; z(SOuyK72Q_*_MdWzu!3X*q*rcpQC*W{$8(6``&B#{-jTyQM0+hC)7xJZqy0!N%F^L zFyf2A9}Y&B5L@DB>K;#B7t}+$1f$REBOXd-OxHZb-uiP(zr=RKfAtQ}cv3a~zoX-y zuYH3L&<Bp|p{R39*xv?NDFgTJHF7Jqg|9*0oA7e*-+br3IH<K?&eq9b<QgY<bh5KQ zylNc@t2Bv=hfxpze4Ksi1bCm9AO1^xgZ$mEc{M^8`Uc8+$^xD1&=oE1sPTCQUc)!g z$5#wK?hm;?rkY}3pfHtvBJyJOy5t{P)MGEF7+%F8ujblk4bz2TZ=><Gw$~=W$EEz{ zbaCj57Ut|}L%$_e@{&|;1m3^EUzIy{4#dY(&MXs8z~@&MR1DGJ?^%+LUqrncDSzsa zJNk%^M}p~Wphrn(?~gpC0)3Wmr=08v_}V=2#FO%v!+b!M>Lu?;=xuYKvqj(DQG4g{ zPvAXdQgdSOwPOz8z3Q~Kmo32_y75TP*^a21;x+w=d~iLZZGQxd6A`t+vK;MWPxR$H zWV}0PLvRN?d}W|*Pbh0V_M$ih|M9mr!M)%a+VzG9*|5jMA?UW>KY#5gj>-dF<lxH| zFU*IlVy-^2%f9VA_Kl4SXzI(u*TG>{RS@sRgty#^8T~FUF`oHH<cKSKDp>NMKPeu( zde;lM%r#K@c?I};|67v}TF{53IjT}WNrSw3pkFxv@zSv3{-)m_#P=sE5g|9+iC6Dk zGz5Xy^YdSYT>`H-T31wiX$tcpI%mm<ZTN0f_wZ=*z(1`1r-pJnbd5@P^HbZw*GDS* zT>^fNSw8pVRUhIJ^*HZN^luY)yQRtbL1)X>sLFtNxc_6v;R57)y<MO7{jLD7YU2HT zum`#fy@MY%!S_Y|*OREEi~hl$yjEuPahWzKZwKSOq@Uv`D0e^{7-|*D@`7KkPp`aE zDEjmZAFRxMfOmG~UUgt~Aov4xT{aakZ#}o@*oM4x^vWm4M|e)^wk#}NEDrGN5A>2n ze5Nv@Bpj0Qo<qxh{HGiVmlNyc%fREm!)^!Oy=PC%shxPSc^mg+XurlUb9>A&*cr}W zcOb$<MLti*!v9*N|K}>|a^+rO-lMp$h6#aZoW_CgcZL<Zl4IXh*g3{Gcpe5$t=W&A z;cH?Zo4%LPk@!g1n7Y0P&!Tu|V&^d4mz|61KmW}*^V<!4=*w0n1@uv(|C{i-GLnjL zB`mGx)tA8cZ(Jy+%X|;t#?8r3JvXsGt?@_?{|E4>;V!Nj<Bo){V><7w8T8XO&xRYy zaW9@#CVvIrYZ>3cAqad(nYTxEKfeEvbxS-~KlD(in_9Mu|M})@EqS*hA3KSwem4WY z`*q!w$qzn8->4j#QE#1GT=SK}{UQGy#g_`)ryM&ba_1cOZjTmxllXTJgBlq(@jQEv z@FdZD*%7l8<O%6kIG1M9Cl7Ym6Z31IE?<a5{oUzV`5S*<Z~SOkIqHu2n{FRPpo@IU z$dP>iKj;AW33|ILqW@1?aZ_3c`&BqC4vopehg87Xpa}fB<F%j(UgYgO!BdAv@qC{K z?oc?*1AWyKm6~^k&;e>X#_d6WpVEd*{T1?jOTTGxWeWJ(IkMB`^KQi9@r`r;d`UA7 zJr^`Mh&&fA+j<zdqa+}ppE?x%B;D#CLZ}0tS~h>*3w(I%fc9nw_)fA0@|Jr=cs_Ju zf|kYTi?f&1b_3t`lbC(c$U%NcH_e$u-=U^YV)hXDuicC+zmK*$5o?v*F^0G=SJEYQ z+tFvX8Xj7*0srybWvgM)+nLyF;N%?+9d5w)k809$;1?cWGh6))-AK#uA&)PZ>+v|& zu7WtIy?8!=TnPQR-jgcDN1$un<9Dj*FZi!%^6GKa>-#7Lb`|f1UX^>I`7H26_p7@K z9?<i=yGNoxBZqo`=Fb?VE%rI9f4lwweYTSd@p{L9K)>(u$0pPOb3OY_S&mTK5=nhW z?o2iTr<5x8#pgjMR4G687C0hKes+x)cz5|*{PI!oM&=6I%&YJ(;a7jPYkLj;E+gO6 zV-f#P)N4#zsG^_ry@JmjKBhh&OH$H%p}<WPu&ae0`H-zUH)}0;nSHr*8q(k$odV<d zf1-Zq*SfP=j=c!+=k9%&Lf><&U~y&?{!=8nSDA4hEne8D@5TJ+E5!zS%Ov<I-i-Tr z40!&m*h{Jy;1&HJpH-iNpAhxmvG@sjyv2uZmEQt=a$0t7y8_JFU901Y0H006R^$AI z2XjtyV_CI`hkG^Kmts&4hFpm9QbxVguXb|ZodP?;!2Z-&jVShv)&?&G?(-m2FJC>i zd%=-7Q+h{|s}}K{?ZlrV)I+*q9Au`0;Gt{V%I|>>%Qn@W6s@o$=0k@k+)iL_FOG@N z1$nmB-Z!gl%z==OOns>k2;PZ;cgxwtkx-L!87O83FV+_zqYK`|+CW0q4D}RO#_kt! z!Qh)?gLdj6FJwL{pPck{B$_Tfnm3+>@5!N<XlB%nPGl7(>!`02Zw^0D!d$SaI7PC` zJIp_wnHi-`b|lL7`@SdlMEn;X)2Y=$->lGvUmtxHg}Qwi|8!BT>LDS1DbV?)Di5wB zPu<+r*6;!G{sRefa?^|>L2)+EJ178i1gbv{&Gf*xK0@L_xG8v+A0Nm+;&b!fiMjd0 z7IA#X(>;}lQzhRclf(?*V^rVpuBZ$B7u_tDyJ_&{RvB{}1@9zEZMb!%$(|5aY1QvQ zUnD{M0rLkuH**y}O+WDZdn75TKjG(kn=0mh0v}O8aU_FW6h0Vn*>>wx&`TxuYP|8X zC*-^*!opGKJDquJ=K|iQcADAz`D@I3Ru|6Rs>L1<@8@lP$m?~kOA9J^E_Wrc@C|Xf z&QB)onI-z9+(Vb=z~_fde6jan#NNl=rLr2lAN9;Oqh08q-)J+qpnBAukaBn!eenbK zq@-NV-HASFq}1j>8~V0I-p03ILZ?wh?qi_y#eoo(ICW_A5PTS!DH!*Lf|p|a>P$n6 zK0r5}M4~z3M9XQfNYr^pmuoG$&<9_bQhC)@;Xp)pzD%<D>PQ^1_p99ku21GX@lzA| zi+lH<3nJ(TB^Y0|zCek*&bMbZ7kpk#>uIy@A}7LCIn!ALeJgJgr(ctbu0%)W+>+QD z>Mt8Ft;4{Vwd?0~r_uLZE7^)XsR4W*+`y}xX;1v-C=2K=N4<7#=W;bYc>VH;swDU- z^D>Tiw!mjNTG=k@&j!xP{8TU#=7U~w1xL4`&Ph(#CB74U`R=myyAPo2s-w#7)9r^I zmSp~T9(b|wt0kWYnehHKjvO?S0FFp-?jB~vesoEj(0_ZP&A7Gym?MsL?y*gm6o4Mf zZh-s#HTdsdzLwozZbu}&ex56cy7B9Qg0?-9PJ~!tP2xK-@Q&s2*TSfQ7ygD%j?csI zShl;FM*%(yHX5F1in0IADC?5A7v?)dgB{Fx(cdgfdBlXgG&~S2>hlTv=19->EYf36 zMs3{crXczqdEyf%JsgQ}gQ2DG<qibxQoJ24a1(P!2bZENK4<>wW?U+C+@t$m@xs4Q zebA7*_6GL9Z;~kA2d*zJwbJ{E^Cf$+@L^Rdc)qjyJ>=TJi-o9^oxr^+b$o32ANuH5 z<+~5}C*a;&+WP(5OTV6xq-Z*BM^roTa}<N$Zh19J_ix|o%4(|3bvy?duPe+uzhYj? z({IiYxb#yvxvC<5U!10!dK|k4L2@-C=iD*qpt$y=k1ZnK`ELu#0zdlvnW5VM6nYaZ zjW~(?_&iAGjvnHx$G2N_pTB@F_VkWFO^@&WC_=XY{n+J#Q*yNDkl#!M-}V4kz0k^H z+lM`Te-7uIbp?OWpZx6Zn^O3eE)FSHvZD_xSGTt7z9XSr_ujt35c3FW1La%h;2qZ# z5_XzkFU9E*=O*CpuyER|C0`JipSisom4)x9?&{geE11*NBquqx5Az8-K7N%e13xWo z*Hpd<J&@GkfGOg#Wwv(l1fB!iYjL_;Ik;bbnejg0OU73tZrF>0AEFs`EJi&LXJf9? zM<5TeQx#64j+I>YptuG8XYhT_DKYfRX72gYGXfu9VRX7JZ4Z6_Wv(>qkI)Zt?K|iP zyw%vxQpxljd9(Hp9b*dguD=s{N$IfHfh|XD=sEVg#}LV)yRjG1RH#zM5p&x9J<{({ zcQ>3FOIay`Zj$`v(|putyYkPR+<hK>SgzR<lc>j3ZTybgbOIMxw^pAJ_aJiQkEINf zqJCGuK9|J-92oK7xFPcTx^HcYlMCiotQuUc!Q+oS<2Q8w@Q>%2CW$<N-=83Fse9Ui zNMOziv_E4<kfmHq4SoroFflImZ@$!V%2rCi9R7>hH|O4=ev$cDqQah!eFIa;2falw zZ^zxrC8djeNM5cVhP>-ne=k&X9Xy*hjfc<y7h>mb{l}fagWM0Y2R#uNZkLgiCqIF| zB588QOZ2Z)xl8n7!Pm!~9%xnj13yBw9li}Xm#K$kwqt;!F1&eRSqfg$*f2q#pB=pV zge%3z+t6dn2W<|Opr4`9JD>coJ{GjtlDLBTEuoJ;Ig}80$Z3=VX`KlkTDeozx19*{ zCH~9<s2fzo*3Bzw!C$dA@CAjr6Jt&yS@Y-6zk5kz--kN&FRkAZI$`*}l;-PFzK8Ga zTJ=0Z37=1&=TTeeXWi<0AM7NI`Ijt1X@MB{AaOOMq&)x*Nvf3C8E8k4cIo;Ic7s2= zbU=LuykJi1BVAG}_>VbzT5JP{rfH@!u=-&Rp=+1O3u^~rG_*^A7j<O0;%;X_Tg>77 z_hCG=26JgWG!;zXC#o}#y>-OBnz1u^O;LjWrCct_)Drlj#Z%T@ryYqO_adTqf5F^p zlyQ28B>2g{xoj)Y!HxHlG*PyqKmGe6r6lUf@LGdoQi`bKOBPIQG2d;(EXpudXitc} z>I))6zvHFl_09A+>>q6?$g}7GzRz}@HYYI8v}?ejkqbUxMVxFNz(a+vFBJbh<3Z?8 zUrDtD9=rI|l-wZ^_pnA&CQBImPN+#6s=#Yq9f0lp8hG_;qr4r`@H_7KG@N}8x{_c$ zGB#oO=H*o6u_3;CWhSg<&^i$+mE>fs&_&CrNxt$%oU4jG&3Ypqdu{xv^vrQ?^2oW8 zyab>FjVtDmsKGprj3-qdmp#$w|2y>)<^~S9@1Z<i=s}eKr`7Qo{g-a#^H1-i|7_eJ z!+!9bBVo||=|D}2Epctt_&@<4_Dquh_t{tzeaTOhlRZx8GsvlLods??o+BPstBCwZ zxm<dP7IRsPM-OG99`w@Z?Onp0!zT`BX}&@`qW0|V#=&LyX1J(}k6MCfqmus8j(AsH zbVc19b&ogu%5)~q;gRlwXRZbCpO~nw@lLgcPvfGjj1=<qkH~<r7nlpPD(-*144+fR z<{omy!BZ2*uF0Uz|8ce}XFq{`^vwEK#lPY2{~0p8Qi*eYx%$USGyL^*Q-;McH<Lw9 zF~?nwxcY3CChV#k@!!4B$z?o`^LE8weAhjQm!CEoXJVn#-{Uyxi1(86b=;5VCF0vo z#l_>F&}SZ8nV#<i5B=@<#mnfo*%|9e8Q^}rW-L51i+Uj~>nP`PD*oJwJGqe&ew1_1 z-DMo0lb7pSz7veOsuvR_QP4lsb+U&17vw}l6jS@kh+qzoi|s$v2`9o#`H=g5#PhWT z3ubv!_?4Y6;Sl|eJfnCuamxeoe9P{T2>9|l6W`<BAAoLze&eYh7kqJ!YiDJG$NTy^ z`tKj`myS7SXqM$2h%Es=_3=vJMURp^i=UV;6!cfxK>zRB)yU7gZ#xnLltRiEa38mm z0#-PS9SG*DB$|H&(Z5a_yuY~xT<ySDSc7{q^q}Nu=Qifr3aq8=!6WlF{pQfB|5s1d z$1C7|SJ_w#@<6|0*q9y`i~lZY9&@3$2zx0vEqJS;Q(TNzl{t*_E*$vX`Xg|)*!73+ zeE+~#XU2AE67i`$g)QG2eCy->eX;ib*oTtB{2>SW+oB_dFK93?vY*NG=3+d2a1Yrg zL?hm_oW0$XyaAoba}IS!J@BRyLI2&*a3}7LebA)E=asFI4mt<^iJK!X;#>lF1Ecos zJoITFbUd~;M!)#$YPS@x0`&9k<hK4Qm@A69-Bu6%wthNU+++;$K^OxlE%;4wUg{Ia z9H5Tou@5qq;OTR(c#0vf<mcwf=4ha9(asvUp6WvUsAKx+jr>`lIJZ~>pTApf&u%3* zV$SBzh0f>TH3wGbTFG+pd}#Ao1skCw=!vEEItf2jsjiPl@aO5_PAufWTd&Nz^MuBr z`wyKW3Ch58%6r9K1s&z*0^ZyE@Z677X!5*4T+r$Ae<@Ci_`w@#uLa&?G^%dh#vJ_H z)_%8cR`>-ZiXMB4dN5=nsCNN%LSb;9vU~vM0onC3=D5J`%`SC@PJ!QCF8ytjjk%qb zhe!DXod~JM{l~mDoQR+!GBfF$@Nb<J+9}=WPR!o>nv;)we_zR|j$a>sF4+#|C-||) z@|8G~J^Gj@u3B2A#bQsll#>Yuc%z<|6i)y4MX--FWKfX7KX-?@W$iNdynOd-V0?gj z-^#13!52QR-#tdQkgxQ)NaiC9f#XtWl+oNFm=&F{#u55q%WFZI;BlFCYhJalVV=fm zhX9v4_>4V%jJZni@ti2$aXSe6LMR!9AKQWdsP+5PgL?R}7|Y0M)J+eWB9<alaPQ2G zwKXzv&R)}JeiZc}zP5i$uUN4o)L-sT6CD9Blhbl?5cr?dj^omO8#_Y0@cZ5|ZN#;# z_L+4l%-^as5-rd@<_-?5=RnUv)k|${&<j7Ns`BmYnCmET-Q6k*oOG~enl5w>`ueoF zHc!N(PsES7_ZRGlGbN2wL*Stse?L3$_B8s@N;Wk+X^@AWIvx9E2t5Cs=`kBC^tt^u zXZpbREK9m<OW`>RU5#4V!aW?nt$0iYeZ~jRYwv3yk5k;b(RI7RgHVzg+NAdZFWct6 zFOdxMkT&PD8LffW&dNI-2hViFL`0R<41U5Ig>>0YsE0!SE1Ug={f4w<(Xa44)RYq| z`V#QZ*&XM~WKlOndrw)v#eTw|^2g?Q&wuU5^b=dHiC}%=v@`HlLDLjzwFP`|Lc@(n z!TU%hJ*ImHocW<LB)>Ej_~>$C%XBLIcyG;jp7p`r!iOm#Tz3&)Txu=8q7N=<RDCua zeVd!X<{^uCp8nrkD(mo`U$BzgHvz9kQb?U}!UpppyFTrCg1E)u^I1$A?=@yi^A08S zdwct9!?xO7h%#UL+0#<s6Hbzvy+d7TIJt406ZHtE|5H^ZWmn>uJ^wBe-~%&b1An_) z_L%?tO8CNeoh2kc{rdp=W$x5+vA`YGRDtI{;2fv<2hNH_V9xyx{dn**=$|XT)18~f zUZj@3|2S*FyR&kCpScLW>%f}sr)a##bZ*X_;L+k2WI_k={qMG(wPV8`q#uumrnHb3 zw0H{qmVv)`Ep#Wx55fn^&Rtr>*Okydaai|@9QtDR5l*s~&{vq>>2>2P&UGLs$u!=( zmB)dBV$_#GjK+&Uvyq3}f?D*izz4xP^U0oI)Vnh=hY#)spZv7o$!957BII}T%SWg) zFYfgTFGQVu>mG@?O*;Gr^L>fqU%_`*mCMDVF2CZ`EY$e`zWUvkX@AKu7Z>}{_2VdX z2#Y_S_%hlPANhtKJvrt~EYtADS))#%tUNlraS`=YOv9xGMrY#Q3fF;{GFQT)SM#DP z`i&VukA+CCp<n-kLZ@pC^(}q!X%{@Fi}y~twO}4R?Zdjd+B^8tY~<`a2z_}>U$i1M z^Z`-wYIo>_(Pw%1e(`h@bji)%Kj|F79zmXquNpa^_ttO=bpvlM5bNgg+6(VRIBJ9z z@$Tu-3%z^~(a%iDWXVQdQqn2c!+<#VgRTDAH11PU+1joo^tbc{wPLjD(YK@EALd3p zUkmA!89_cKG1<Yi#f&*7x%gt86wDiqDl$?1057s&+F}O0L6-DT#0)$JjfWn09`p#t za-w_W{o#-OUdbvi0zBERaaThcPohzRM!>h&mRMbUd?W#J%d1Xyy*t*97(IACOcXfL z#O`5&V-4!!itPb$Z|nzaD$71CZbuZwD|(S#hCa;h$^rG;(BUekkss=Y-*<hAyT2=V z5vta5J9qd5<S|~Z-$I|z^Z1<)yRgUUK96$@c+~2ZEZO&^PDIKhSuIWxM}qZ1$k2ma z7h>I-dtMT{n$Qou1F!ZYZ@CSoUbBNwicI4DKw9L>g7Q2u)P*e~6{WP@ZiJ~?S=fUq z><76ecFhAg%srL7>NE5r`37eb8_#2J5X+#+58(d-cm6gz^kMhy|JZwd!H!tmG?a3U za3IWUVyd3ZqwoAxZ!8Ub!yVT>4pD?Xp?S{lU_K4z5kFrq5ybakXsg?9q(j|l&Gu~1 z34BhU3cElx>~lzcSHp}r_AKL);xp*-UObCxO}q^s`o<lsdSp(-tK`VO4nz1-No!4~ z<2-kdweZ=vg4by0%MwHU&@{ixw-@#Qh<l*n%U<l88vgiG@QDq<e|O;<{VwR`!~NZ6 z5r?Pm)RR0-Lwqd};vQ7PKHS;?T|+JO4HDjq4nw!g611PiKovU6uko$BaUa(lMeUe$ z?TG?!ou=A${JZc-LU<eU-NRzeN#I=`tyJwo2lzeeFbPQyqHot%uo={0NA$|e53yWv zAYwGR_|mDMd%4jv%?5ty#oOOEFiS_ABDEZK1|ONI_x_R69T#G;bBAhR9rhtkoiAx# zawUlFNG!gDuK`UR-5y5=yubNB9+;z;S)<CC1kXNPl5;&m1A2>?!OB2C>{a^AUpO%g zy+51N1!-&4r*CWaB!X`Ya!DCxT5~6UJJ8R~R-i8__0%nkAJ1<gUXvdER1HPVaVGp6 zHx5dvX$A1*;o?RCs2iHn47MVWUrq7@!j{G{9}vPH69v87SYxL#=>fbi^=P*&^fPW2 z3Xv7+BW^JsvtR^obG>niX{OH}bFhksRQkYYR1{KkqkcA_Aib#+V^7@t{=qM#9)49+ z7xMj#p_@4DldNzIda~%qgFm0cx4lm6hzRn~&8ozkBm?$@ByDeh1$0;x-9~eX?D+mw zTZTWr!52L!jx#+4y8J_P&7WJ~Bj`KbJqRBQN%1x*AMmgY^oAMVfIH8W6|ihMpkK{5 zEb;3NbZH~wpG}_ucdmcC+^h*6K|!8=TMzm%E~j`;3+T2r6zkbh4@R1~8qYGIf2DE# zKap(*LT=~Y0|D7?#Eg65l_5L$Hit3UbcEsGhd+nN9>zY{!dvutcplyV`BVh}-;yi| zEA`@hjl^sS*c`=v#Yji9+FzK<$#2}>eHZ%=w;b%wp?|&iQbT0RW6W!Wcc)a{1s+Ui z=*&dFiEH)iXIA)r6zYFzb9V&)7`q^LcO83T`ENU`AwL{1xkmBN&y+=L!kHg>N;U_M zb`JPSd}jacQGd{#7)pHEashEJfrOSkBi4nu`9nzJ9_BzAto}B!Am3<t+zdSf{fFLZ z*<6z}@WF1c1^RJsADw4?P!oc^=6BPFFLA?%`h}~YJM?cdVgX0w@x7i6xlGeXBVJdU zk|v;k@;xxBtRDHlRJ&nbivu|Hq<P}Seb_Ttdot1d5A-|(^KEZ|+h!vc|8Bw8{&Ghp zr5x(-tpH8qW8if%N&18=!4sXs8qROfx%^B$aIXXP@=`*s0cYYreezzh6Xf6{*Gu#H zUP7N(%lPgF;x%7#sY5F83;nMJjU42)G>2<>lb7KKwsp&>l)(9U^ghu7`uICly=41; zL${!PIfXmVnV<-5kQoAxT+`iAtiX)DI%WJGPq2rO=Z@mQzq-R<OTlwX5_2!6`C6np zF2wujO&vpgUV}>I31&|xqLkz3yBbO8WUGDczApl&Ycw-agU>l5M)vB*J;dWi(UH^b z@agf^Wn{zocz@>0S6|?+!rkM&SL)DLw>nn22l*jWo8GKi0Xp31n%Da|&}WX3h*n#H zj<D?`yB9n3(>d~A|IL}i_YWGsO~B79Qp&FyawU9(1WO!Hr)n?r4nEX?j`>;r=4u0c zVw~CaK3;%6q2MF05F7mEt}F!3h(NE{ay<F^Y505SO?f3G;{6K8zE{HYRBoDUH$gqc zJ2c{3R)>5xNv1p90lo3a_5RDe|K^B1KPA0FUH-taQ&!8FxZGgX7$XS&|Ax%?v@GT( z##K+8BS-u>?3K521bwTZTDk|oD|aZ3SdD?32;q+$AFJWdh0f<)oRgcEs+H)qUD3Co zh`Su(PSohxzoq|)`+ljdBmwz8UEvAm;&Iep86EWRQ3vi|J<!Ft6LnmkO3!O&@Uufy zuh|A1h%15=rM-B*1>AOXrzIVTw@2G%xlo^HM=iNDm7;D*yjSX60(_Dhq^6F(PT7zz z`T8;7r??M})94SHUSKeO^#ObJOtUH3G0)1fFZ9<Ay#HVR3Mx7#!21@7pI#upl)b*5 zn27w`Jl(Y&asxVTgYu<l3d|3N%lsP80e%*~VagzcJ(CrB4O@fQlRU+pJP9Agr|WCs z>8R`V9vj7y--Q3GVMQ|KYvAsj?;>U3p@yRz1)c+6&A%C>CSh_QPFXzfI;jkuu8fU{ z81RH0jXhgfsWWj&*z`e6$-g}Umm^0g;QLiJFwBB^FP*o=eNN8Mi6r%1?*m^KtiZ5W z!3cVbHl_iQMC@r#y>T^`8|Q$+@w67s<HD6+t(3rn5B7w5)99i9E8Qj9K?@%4sOni= z?7{B*&UDEx82$nx%W-eR;5$jhZ*K6=fp|%^kA&3<^Nq0~HBC70LbXzFMa94`p1e_G zfH>MkEzz(IJo2VSCqx0f)cTL6`2xft!G-rbuH3}@M$_L-DQ)bV`zls6+Jn7txz;Xx z(A_e9A11k2i8#j+7p4v#IHgxpmd*n6<X>ZZ-Xb18-u9jhGO;6C))Pah(GQYPe{#AN zdDdh9U{DQsEt-$@%;Lx=PdC|0InnPqOiEA20-mVTw=H!Qb95U1rA8mY^Q|y)Di#B0 zv+mIPn$!xOY}x2%8|uP-mpP_0h^MI&;+rwxXG=QT&OXEEXZ-!1M|~CkdN2I=gYf+7 z_)ZN?)Y%Z`YaMs`??aCl^D({V0(|lnYzGt(ch@@^Mmdp(uD{^8A%*z=%}W2t8gNK> zqED_c56;6t;H5fm_&bZt*Q&8#KUd7>N+#6xQwsBv9H-ogt}PYP2u}Dq>O|<Kpf5zl zCFXb(e93-CPI7z1i*U227xbQCf764DW*Ok$Hm?YY^YtUotk2rlM&a+boJ?+;22bPP zk@y4WLRjzalfV@hVuDWkO&Rj4DKq0T=T7V`Qdi6O#r>n0G@0IwI{nP9FQx==(9&Z+ zwlnxX!M}BeQh>(<DftB|6XC1+<S<LUJ#?T+f11LOuRht{t|~;I^2KERq9~qE?RYeE z*fexwgJZ3yvN31pMP;MGfcoR@Zj$wEXJS|L4;6LrD3_R<>$ZSbnECEzZ|y~2=u!Jj zB5)JCSyZy{urs0V#-uRGhx%vVp;}7^@FCNOm3hq^2@ZYN_y3`O`*kW^#iZSlP~lxA zi~SA${)w-Du!aX==-xUY_!9N6_phk1Q5WK5mAG+Kt0TcU_Dr2F9)5KXTb^X}qu$m{ z;kg1m+)y)H<3=s`?FVY3EvRGUz3f!yA`!>7r)TG=Jcy}<=7@j(*rKwI_y3MSuQTbe zdmQn>pYTw(LA`ZNdDQA1Km6Cv-Z;F1e->S(@DM=#dCzy>NeUP6qu+x+9G^hHF5L2g zdMI>#ejR5rcfse~o`KbQ33=WiZQLap`75=FVvz#z!uiKj+H05_Q40H2jC)9}aD&FJ z%9+rOakKtVVNWc0T+}_b2)&CuH3P2;{3KK=Z5K6hFCUBaKFvqorC515jC#aurZ`pt z^WI;m-<0$3a3-WrE*#K53*A(Eck07vSE8p}R-9))>i@aY!w<92kA19vw+Fn7N2>eI z7{p;c^RV2eBhd3~B+OEa!~c$%OUG&%I-CgS|L%iFNjjR#(RCTP?gr@&88!I7oy;ij zLBGy&&?R*AgFO*Zsh}$Q2>m93bJ|aVEC2YP+oS~Uw2rt^_l??t$OycAg00zwP+z^a zE1uJt;4qgPqn?01Kh<x?Ao3pfwVgGb|NL&xNqzs9hbh~wx~PJ{yTzYYWk=s#IBox* z5lYMpeh6LEhOZxkLQhlj3&ihUm0TPAUh7D9H(@<Immi!;jyNy1$}f3M4mcB}iONy8 zU*P91EoV;hU|(1L8INdI_=xNlSQGBU{aLvy9f`hy*Ryv{8a1xOLd3IIH!?7XUuu8X zt{8J;Oida}s?fXh$G$&$0z7uWjNHdr_<T*)+?YDxK`bAy$otnPsc!ikQow9a#Gb0z zes&gfTO=@s{fPW|KZETs`gSVRrw4x<gTLFmOX8+J=0rr+bEt11AJ>MA*ipF<Qq#T; z_5b1?Wz*|A{5f+y8Lx*E<}G&rRTVsg=Vl+(_UV};kylD0C)<HPZ}z*`{g1cO-M(iW zfqF+e?Q_X-SK^WHaMvv6CTiQ+O75cmx)oLRTw@3PqLj!SegPNlbop7m7y6uy=YOtp zpFtmvI-#x;_m{%`X_g>(=_jE)<EG$wh5wemGQoRU+4m=N9`)A39vuT~@Q;1G=?)j3 zIDuz~F?@~B?OLZg`H2>NglD5>TLPFji9g`^C=UFX68}c>Uc~i;J=0m>v47S_^>vJc zcN*>aPk#aYd*|3yU(84UH7=Qr_JA)<$Gab&ZQxtfbmH+}#G~UeN)5@V*XbvX4hSJ0 z_l*sfuYxbI=-kKjt_k&tPq86^xTG3<?xs<RJz-LNXXrEde%ddxM}I+YobCR?P%scW z^KdQ3CGg3uWCCsN=WvcL2Ye{CfUi<KQKLu=KZ16}le|gD2ixb}g3&LEJd;ov6yibr zx=m8xk%_oc%1M;2IuZ^ql_Kqdli6rngxEyUPuqxO?R0e^C@reT*l{nyVs?o$AHv*} z^`7_fs6%$DG*o*fyAeG9B|XhXzWz&;_3c{(Pg-OrV~=xiNBX+yG2oGC2GXp%rx0)X z?e9PJMjrpOVwQxsGfcN+DhwWHd}N`+0C<Ih)y`=!-yJ^2o?q#ppWXR<_UbI+{HvR8 z`o-V}-hA*&Q*nkaTRZ8~ts(Fo*1~0COaJ0n#KX4N?gWc);$XoR_|y{Bj5px7%UiEq zVsHljY&&+8?y@`KZTl<K&ItN7+Y-@F;B)#i=L7hW7dyhQx^5y)o(WQa`!^i^fQJMZ zdQFgT-V63j;Jjw&&z{-*it`}l&bhG&oux8=S=%P&BTs0Q$)*AKN5_m$-1i{#EXKs7 zFQHzysN@Rc0>3hT<EaSr(Y%>AGnMNxmtB`7|5gb;{W?ne;W&5MG-j_W8}Ys0WhR}Z z^dPc$zuw)y3f$|w;jL2bOfY9(`E3vV+r{jsGXDPXgV!mNV~vNu;E@HMxBm7-rO=;N zKKXy~>JX>poCh&|x5wg2BJO{4WbVmw^h-*4RU7d<R@Nh_LZDNQ$*MWx0^RC;nhO-u z&`IhhY23<1{C-3`bo4F*;%}&`K+#(df*23}T8X;9)9?@t#~%1%#08C9nRg<-XT9KZ z#hlFR-l-{#b<EF3O}*TgkLQ0{>N7ud#0kzZY_~2#m#MZ{y^a4~-~Q{H-4N=FeMje< z<>5QDc=R0w5BTb<bC!WC==*(78)`><dPrwXaQmaKWs&o}7Xp0evQ3rgjXc!I(4%Ax zeYafhaF{UkP^bLnhJY*6t?3w_BTsF=5f9o2KKr#EeV6EQ@V3jBQ*937Iq|&MV5Wng z#{G)t7tbTVDU~jE-@!hHjSso!(6<fwO*ixyIB?IJopm}3=GNL4JHB<nFR6;7nGMgc zpS)$@EuO!2&JiwS@Rho24LaH1a8FfAvlnpg8AgP<IJ;coFZq&!vBZJ67yaFI{0{I1 z|7s8i>K_`VyvHo_s1J^pxsV2-PRcp1ybI^>g`u&oGVtGepTN2haNi~Br7h-@(3jmF zF&$>Yyt~Gw$fW}GdB|Gl>2Yt*?rF(=*9JcQ?<Py9BjyNl1C1>?&|jL@?q7@tKb06> znhsoOPM=CtJw!dIdvWOw`sF0&xqC-Lz(1%_sw;p8x6$<*mB2Z+oDn~!h<f*KNCurW z^!3D|=(Skj6fg5At6nzfv63p6t{bCXDK1~qzktuf+3L=WevTIfU0)IS1g%T?@|*9# zAE$*shz0I@(jrp);sg99e9e|OXK^3Y>GX5JqXorpOG`t~%$(SEBPkYj)q>k#<^$*m z%KfAIFc&IpbwcE4A^40cX)P1zTo(sTLvN!mt@oLG+7|I+w;ku#f=`%taw_i{#Q9Ox z?{W$R59U5hZD?hHxr!W*DYq|<#ERZ};!)@<s03qEk{@ASZd3O3?O43e)9pVCz+;By zN6<d{4!wM5AlpmekYk#u9V@ozL-*+%E9OK!`>v+)$y3Y&J>24%!22*y^5Culubt>n z<4}h8lvH#`u$K<}$cl^iKfR5^Mb)7z%&vs&uc%;WJU4ca@Ws2p_vzg|2D{k7oA8qQ zB{IVw`J2J)e_0+xat&Mh@nOtEWHLu)sUgmtqUFg2pP}^A{1hjtC-HH`_Ra+OJW<0w z5$5;sD@u5q=9vLskkf5E?$9&wEWdxr;tzhRgNET4zL&wFtk)S~=qDOJz0-ueAu~41 zP<sbBs<~-!0_T_f{SSg3{My89%%P<>u7r~5`ab_$2ZB0srX=Ga_=nlU_ma;8A4Yxa zJB{~k5uC~E*oQes&%RERf9LLxnofQrbmhh7h3YckAwOEW(;y$5j3YBv_Qag8jKq;2 zL5LGf;llRNqq!^78oc9lC)CZAOV_nf*LfKC%VS<@%wVtVAoPB>#uS-_FvnSI`D59I z61uEYB0;)1kJlMo<|+d4y(Cw3(t11yI(^~&;`OMXY=24T;(7MOA6$Et>`r{I30O=4 zPq^Bq+qD5)`)Jf(JzNp<Oz$JesSzK-ZHuLqS)ilA@^!NTJeSSISrN=lJt<t>^&Px; zXQ_|IV1yIVe6-?xaGEDk8su<swF7$(SyiOfa33o!dse0+9=DXn8ioAC`}7R2Gpod$ z6Yt{zUI7n6e9-bvmXZfC<8tDtH0sZiUXItzhS0xUXn*taFY4lWYJO$l(KR=2t!t>i zK3cgkd?NvVcsO?E6nLh)<u81nM0*f>**LO8KLKyC&E3wbg1%w1a>p0+RgNfR#?^yA zv=LdgxjKn@^JRncZ}1U0yHh>J@1owT(WKge_k8Pp5Qhu&c6Tmj32GtUw@)g3I~k2U zlu-9N<A)2OL=o&?e--nb`xOkfp}*3P*r7C223%uSr1k1Mbd)mzs^_NB$0iFN?nM5( zW>5e62zaK$o3vbafSb~v4!?!Qm2mDj{QD68y(T}D)de^(pytbU&mQ<Y*ZlY2D&i+4 zjpOIlP3VC0lCCV~U=A}W;JK;``c4g9Y3v#3bMAb*&X4=)Ur>L10s6(z?PHsj=;May zzCW6Qd@q@OhSVY-_lN1piN@p51u9Bv>)yq_l=w!?EIXX5LP^^T=oghfW_T_He4|Us z)AE4Ti+E^vdnM_z6TvEyw)E#Qd?eL+ioWZ@FCu@PWPt&3Td3+#TPgIyB_oon;6Lkn z!o@WuQSZ|zdTqd``SIV~2_j+emAWzFF^l)!+8k7%kpe!aeB$RVS@<N4o%s|+;z_i6 z2i)rezvb&#wf2A?er*Z&6&TJ!f2km{hXVYw%Bg|rTIeenf7xx^K|Pum<4A7hi2lf( zg2ez;)Z?vzPlW32i6g%34=*API&MwJt{9^KM1EX)G7fzc3a3+_v4>sQ`fgY{>R!cN zBY#I&u|N9Z8|oTU^u3Ims3R|d&tM-qaccv6+k}_eERgrOP3%QNai88iDD+_iUao7G z{wvx6|8|YjZnRYHM486xDoNB2k0vXc)A8Ovc++MlAn%+H9Q;{U?n(sy-e<{?iFr?d zD#=*rQQe%be$n%Ro_5WeE*w9P`DQ8QIq2+)6f9rsA}^4)5<V=x9)#G{NA5z<Cq|^) zdl7^<t>|-U)qN9v!#USX%{BNyyxA)}jB|L^Bf!xG`{~JJ&W9Bqflm|Tf<grN#3#<) z9HR&EUibV;E$c!(qZubz8xLLiz@Pgw@U^Ubnw1p&$B~%LOdEL#o;2uU;$Foz=nkf% z5=M7`F9;SonO+DzcaJxJ0r<ux!_n)l>-NN@1(Ei)H0Z2*M;!Z^FxPZvM~G=D=9|;Z z#WDlo516@nC>r^A&m|wFS|RLT3+i(ALwxl8Drj4eJdpQwLbdrRbW`jq&r*QbL`9o| z)c3)MwM0PvDEem4`S$+4zYEW0Qrwxd7P=TKqXY6x*q7nyxIQBa9V2sLW#fO~^~+3L zz63ZE?SresNvLO5j=K$Be1krI`c890;3{Rsgt`TC^pV$;`dJYFB(9|>JugN*qWva1 zW*BoF7sfOG`7#Se6n^2x_e}U(FIVD&IR&lqEv}u&V|HDG+0b>CKJ+Z9Mc>Ng=Y92L zIS)df^3=%(bIyc*G-m}j>RcJOL!_MGF<2y2%JL6@k0CESbQ?I8W>Qx{K@WOy72B)} z$Xh3P_R|~#&rbE<#X#>j&@HRx*|w5k9wl?=!UOz1lBNiO#{=*ycsR!-fO_by)Bu|Y zo|B-j?*~hqZ}wBFahu@#Z{8f`l}DTwjgd^%8O8oH&9h28dvRZr8V?>qT^3(jr#6cH zBI(I7h2Blb-{%ePu$+P~+hn@lkzw%Ty<(4RQIFc)ClX(20PiV=&kky%4=Zqs%9#>6 z8c|;^U2Wh4A6>Ij#E)mbWjepXPndo&sm(;+Z}E<OS8yD7ZlSGD%RA6ls=c{%^(5+> zM9mOeI(NdldMwrE0pgOho!T(^!GgBRD^s1=S3<Bg{K<78Qnd=+1)+X8c;V9ZdUx~% zoo(}{ALIMauEibg!n|V0eTCOJ$D^ereq4f1#9y<<BVSA02=%PNd+wf?lk?iK>r5wb zx8aLz1?ZDR#y*FJUa}|7zslX*je1<^a?8)1;7i>lMLF8Tp})KQwB(Ej=FZi#iv-_6 zXXyI8{+loKflq#qe@jLls@k1zoa8|Cr(ZdxCIkF06`7(hgZ!v<fX5r>nkw^6q!XS` z8u?!S&0O%{FF#$<2ToDomOIKQ2!AN;hfSv({^_C)Kk~)<(sX_Nvy1|Hk8Ufo4*c|~ z`SP86YTSu#^$WjjdQtb52kgs39HYp&ZFO|smGHh!!g<WZiAWnP3FU2uACuk{>kizX zQqJ1l)KS0z;lhJYz`u0o?51c(oup}0KAwFU@u{0U%LsV=lg6oz>;cTjuFyx@g8y4G zYxf9+o-6QaAI%jS?12tubYcAub4NdUpGiu>4<W`zQ4M@p<iJFjPZj);#X|VGg~8w5 z5Ib`t2)=OHYL9NAU({hB^k{I)o%r^t>ki#p^wYmKS6+etpizg*nm*$5;ykZS>}hvm zvh=_ES=Zr9Pc=<5fb$YtOHFkTI9?{?t@Z(N=yT01Pcy{e{FrW!gn^HYT#ug4c#QmK zRKfRz+n!)P|Mllz7ki>r!k9rEeba6Usvr|i?1hk1sF&;m-#U9n>O~vs*K1>r$1v|T zvia%!=MdoRknlgZGU1b2<U$%IgL~YZF#&5ULa)k%ak~WbXNP@dT7BS;Q`d3N6?IBv zs+yiF`qEdahWvjY!@etuUj4xZ^c%j+Ro>DE4sSXqAnSp71<K&DbaLqUz1d8y;2*Lo zdQ&^a8v3yxA8*W0{)<cIH5rJ1F@168jG?=@{gn5)s5I(@lKYzh;;0v@bHrAExe-<0 z>QwXTfN%fP`m$FKxF?;D_0Tf>sS5l~mEpeYSPXPMyzD|$c?p=x(<6=?m>b+ji#ot4 zI6ob@<alhLqBnRx)A<aI8{GK53EQvhA0e)-6nR}}fIpo1(+?++2QP|ezWs!{Y*0Mr zte7<Pg27`lF9osxMuTmJ!~oBM`=!$q@@;eA_a9rR8)vTel(j5iZcL##=`X%#m-E_N zDV+NSrNArA;JIdYHp`g4#kst;+w1yC=;?PSo=@h%e$}xgue%q}$E&|}y<Z-Eqt?w9 zLlfv1YyCLH5l=-}yl#HZgkRiBC2J`+@OyOe-8V0wyKfEt+RlydF%wi}0=%0nZ4f~* z1wKvt!sGrtJda4CpWOp-+fcid8~4&zQL=UNj3ZI~-05LsCwSfy+Xj_*-rhSDTmSic z(|hVxXn}V*)3jhE2;N`!_Qt&y;Azv&GaTvQOQ~P)->)kRetd5WXAR=**cH?60O;mY z*c0Rr$aoO0>=XZq<6f}pIx=Kl#rK;#mr;Pvxu-NuVHP}vhd=e1YTzj;$s4mQs9)G` zi{)IvdGa`&74i-`%o#ot?-0y+OHNhaVah~)C#5)KriHyIPex-OWg<@11>}r|qOaJc zrZt4R$b2KzZ&tyLaBcjt@2)uJ$e-^NevSAYzDQl$h~J;ZR(HY(=h<edP0qytK7@_# zwd#n!+b_OTb<yJfmQz^^40sSiY(@<nMbHsY*)$ndVy}6q!irBic<sDuql6Lo!G1_Q zl8rur$&S5Chl+6?_t&>>T!qg|?~4VMDfFSY8g@GZf9!tcMrH;+@8gjf^Sy)c(cp{? zu0*{kva+K}^9+2xm&W&Hfd7#hKDZc91zm=lcM+ov{3NfP6gwIZAHoN-$r3a0&l$77 zAB8$?F<!wXKNoXZhpoR1w!mMnnxpmQGWsZYgxfSpQQuTXwV!(COk6cPum1#j^7E3U zwE7_Y&L^aGPbh;&4E6sOH3B?uc|3LC40JG;=E(+vk?(4a3oW3_(C!)SHB)vc*uI<X zl|GJn&%y8l3*i1FbCV7R#N~Gt;-kf%p%2(u2FWvgQ>>4sb)fFp@6si+Oos0t*|Z@h zhR?5{^2ZGQuKw@Cg%{BON|7;63CH`LI5BnR@K5*#aI@qIBX1l0vZd8PJToWVv+EW5 z&<`B>W>oN;YyIO?8d0b1dN^nhqv}Q+xI#5V_7?gY8iwc$dhmf8*RrolV18qqg!Mdl zjkS9uBm9_?Hw?LT`_yYYqL06W;y>WFWi~pyo9pmR?JB<S83p~zLYc-@+_UMM1)e0x zYq88VP3bZ48Q2ogHUj<|(h{w2*yTd>p3y6iLp|HB<@;2o$btCDYX35-6niPVJX!sV zFgF@YZd(FAut-gdx9App()Msp-X{fbA<L|A&<p&B6kp>nRqQprpc7;;0{yU`b;MzR z_$GF)>3mB-UGhfYcW8wh;iPs$NFO++JbvS_`xWGCw(3Kzz+d-k*cQ*?JS4Rk`*Pu& zPYm7V?5IHeI>GnWANZtKrh-k-!htv^oZ!%nKF66c@w8i*JN>aPOCAqgeWF_P0A&N_ zj@rM?J;;Ku(8`oo#(&@$e*Q9ILLQ`&^>?9YhK`0O=kKTI&<9;o<eUt`J{hrFRga*H z(N8SYUKB>0`cFbri5l_JSAo`B8~O5^n*eVb_Fkn~P5IRV$8Y-YypF!nq}#q7i7I%0 z3UWCjvbMyWTp*W9Ds=s}W>+@ugHM<`kg|zBU(CfU%U`(v69>!6Ju;z}xO86j#u4bx zpHtO1zqE&LvntsA0QSsm2d-?RzKvm}iKRt8_Ov-A^_>R1--vye`xN%Lh)8h{9fQ79 zXJO4!-klJe8R<HL&+YG~W$_a_f?B>KgU6vem^EY@R;q;0Ej16H^$l0dasH@F1-=gZ z#djqX{FrBy`<4;nrDNZw`H($)n|!$~mgB*{%t)wsBEENf$r<GUCzWLH5n>I69w1$U zrS28#^xLoL<GtWZIYf7xZw-2q&FcqA)_}7VZh8p=pWG5TySD&+`0x<Pp~rYGIz3ml z+OUsGBARQxBmna#sj0ts5eJ5%$gVf$!7o3rj>nM(b+@H-%0dqG%uR8Q+GXh1^?sw2 z2!qdwtVpduiX%}RUqZ74p5`I5U7PT#1L{JnPoIFhyH9*(5KF>bj!oZ$dZs%e|5fpM z68a|<60D-W)K0{$yRVYgfJ>j7E4ELuK<9AJDt62k_2_xF#aKDa_ljG{&w>Bz|NX2} z4sp<z+Ti*w?0b#aAHbkMpx+l@byb)QzAsi*%Pqi9tU+Eh>)`#zm;N$3V$a_2DT<V1 zUs3<hw3@c+z(3HN+Q)m%iO?}|ASFfLUB5<N^t2*$L5@H8bZW5ggLG5;ofh=@omOHu z%b+8D?(ugI=EQWKDLuXcyb^cT=EyobaQ_Zgt74qX#NJ9~_c7=XDn6E}Vjtdp+oB6` z$UoA7<fc8=9t0VK^tU22>|uxzpD#k6t1bR?XeaoE<2(!`V&I*MQsO4!&@UN$b?V)R zEob7qP1p2|Jj|C@QTHn2oKcWS(1`=@o|C7d2x^5sDy2^8GZlOj+G5FVgy7r!!rOud ze6p*Z^GFEd=*2-_E|vlZqJrelAzCZUk8H#?457|VW)A&+81ep{<>o+w2YeN8YIyua z{W7|8E6c1A{ejJI-}#`6vG}7s5X}o*GguQWjXJY9KFr<|I4pR^>ghgK#7)M7B^Qt5 z-ph{b2LcD~ZC&rA!hHXd#z4bSJdc4~wwwvnb3yk5Z{!}u{)c9AO|5G9u5Fy4;^e^I z4ELRe5?{d|iLN<E1wh9tds|8g{RnDP%i_DQuqUZ`@m?+Zhgupl2j-@+pQP(XBoFfB zn;kFId5kfCyOWmGEZBuOaZ0Ma27CK{<W*-@p8w~=Nc$=iaYd~;IdfVD`yhXp#%Z{r zU)FHuGX)>^UGC!=cytZ;j@DT87w*Sg7RmW=;59=3y$&aM-^$<72aT>E?zWvRuA4v~ zWsshBd<j0Veh074q+#x&ZZwB<5qa;|X}5oUlv;`?J9qFQHzaq{P)*tsfsu5pTHfHF zU$c$XfG=;Ri?TFn!ThzVbHZ%A6Tx@yuRPg1N8-4JfaNFf7|ac;vsZQS{yBBMw|n3x zL9;yMkO5uRc(G-C0_uwa<LikIs8i$)65`J>4<zc)th)q%z|n1+|Fn@`j@kWu0e#a@ zUxMDKEAVAo=8Qb@KLz_pY_}=uc#7Zzi8Keo=zzudcOTIY*sSY4JP!OSNB&w5yvThr zM-GNLoSXG1A!l~rfam&TKjNTM<={~?#koxLF_EB{g-$v&Dw_j5_@>z3<;#`e_ped4 z9YG)A;J$Mbgcr{7VFw=4Kk%n|m>(qf7k#*l_JU_G@Hry+ie^xUD_@>3_=bM#4u-QU zOvuAES$^*gfFo|EP-oS%dlKwD#NeQ|2T>^yVcQH`bFNIV$TS7`s_D@V3wikK9eSp5 zOaOZ+q%}L-u%FvF&LC*Q4Sp>*T{xDZ6SN3zk4nW{3(d@u+{iZm{x{*7yGOzAmp6Wq z=E1(jq3pvOKY_dN<|-QjUsv5&+u!AY=W}-72{C6!qO*qStLPu-4NSY6=iQtLtG41V ziCNHrj&#sB%-R!gw5YH0d18;Ynt0tb=63fd`6ymS+^;mG3R|(XC!*!_4`xG;((S|l z^cMKDYl)kiyMbSPJPcEH{(|3lc&?9E3H%#_&#og8@Hd>5<4H%n>Kr?=CwedRL396o znLL1c<7?za9pt6;i8<S0J`e0!d2;ODJbczg<ifW^(BDlxy>}J5r<C!9^CIY1XRi)$ z_1}c=p<;M@89(&R)nDBC-#HP74_e8khhskGgGsgl@&tFt>-C2_-H0P=MRZT3;M;n> zJ^r6BwD{Ch>Z<|pPdaDcWQzLq#n^1p2jEz4H?jIue4j$23$!Na%MJNa-pyeKZzucU zv#+=V5qa;268&D(pQO*OlNNy|Uc31F)tWtFQz!SWN6nECI5Pix3~~QMR8sgRbY;O? z8{QV+(dfHwFU-@}5kiIu+OnuyC;dL%nuiYQj79wZ@OI4K)tdZ$fVekTVSn{j9QH(i zV9b_)o^ClHt@+=csrd4bx%<w*&(mu6#D3_h%VW-1_JJqiijpsMl5`<7Q{P>50&ZSf zf4v^F54a(mg|uH4xN&m-6+SokU<8&J?%1>=!Uj|wm-WFDkOorxIEA^{3*tuBcwU~C znrEp#;oj3k?Y=DIiRT;<yYU;o-wub^sqkLs)x`R>qM_$~^lmZI-kmVAjTf3ipTsAz zZ|wFB)Kv{lUra=?_cm~E%yKUDBex#AAHx5?{k0_D=rnxT-W5$BqQu<G%NAL`0qC^+ z9CZW`m+!f18mi%bswp(AP$S;uh;oY@!+X;`pwhuG55AeSih~z8aP3XN9?m52%;Tao zFP0pM3fd#LZh^lZBfG=EXo+*Ic)01}e#~)}J9D+;pL-^DHi|)qZ9SdNB!GV3<I1|% zOw7nv=NRIjJ;2<=Ok%;meE}<EPFksdG1oJAJxTjB_~sSWKT>!<Uzi+d6`|A5YufRo zn-u$ih~a5JYs4i<SCt&#*HwG|HVWwJIAy2Q+7O?A(97PV22SVU$$$P!1pdU{cH7z{ z@Cy_aNNZn%UcfwK<I)WDSnVYG%o)(BAHH^*jT-Z<8yDO5fnVLFaN(2>c*Amb$}60} zo!-3Ee~<Qn*VF&)_DUOg@8hGrMpX91uID}Wm;J!A&@cIGZ(~2-(?xDC3d~n&)xBII zfJ3XE9x+BdAC(rTs75@Lma<Uhhks)o>&SY)Eanx-+{OYn;UjV6o#!=n>}#wxsd1@u zBhL0J)x3L(z3Wudt82)A4R=jtJaIpjPn?mQ#rgR@t!b(;i+=gUUz1eifsG*fh>tbc z<JMb$wh%nsr<<|z$KtS`<Lg?;ej8_k(kbPmI{m--{4_qAdH6ZlC{iZlJO{L=7<PNW zPiOlEcY!<NJ!|df<0?*sF4JGfn_<{Lyq-uabOn1$VkaHc5dT?c%!+D(J08hfvvot~ z!g}_d%VTYKg5Qu-XsptKD6zRCaTxtBm1D2svYRnayp<)VbR6?aosm<0_c5<8dLgNd z0y^yJo_DrPz&nyz8p_Z~e@HIxK6?@KSS5m_33K2Pl5evVK@X#=zcYL1efS-IayF5y z#C*tzEt{eQ^n}u7FU!iYABDd|IRSa@&zZ=_KHw4CPa8ed>O+5em)mF<@GEss`B6~f z1Syqf)pH(q;`-vaOm{N$??np*Equ_y5GQhl&~I|P^tmGF9QvpN#O@rND~kR%w2aWR zxOraJnMc3);-7r2EA*a3-bJy^DfG`TvA^Jbumk>G60(MT$P>ArO(b4#xDd4qmmC{6 zp{GeaVO?(qoRC1HV}m)Pagm}ZH~fFcIu~X|7Tk$v#y6XySHWxjwy(bDhyKK-;`^i{ z;44V(d_0Uf(Hm?_+d&HO5q+OeUli*=e2y*LrH1pu+Ipo`Q55%>&d_R$)RCA>ddMne zig`t`!;R7CBQDab1v^*(AMK3T@vtAfw)J*o9{O0<zuoOTm<V6ahJ9sDz$e@NW}9*h z;7w(lgt_YQ{wl=1sV^aKPANDa0{%bM`eu{I(u2519DVoL3h{6tk@X2X=47f>7QY`w z|F7LpUj@&1c$q=AsSW!uod;|91RRMA+9dnEfm=xWANl|H3;Pi&>fcl0a}&=kADG7j zC%HTcCU?esP<85ICe&L!B!pM#f&)>r$w@n3=1%1H5A5tgUn-|Py`dI;+!dizGEd+# z(vvFJ9TJ>~H>U0ShoHMu$(Q)Hjk?ry{rTjcTi8pI!L0o2Ab4IOuGW{hZ{`la6J>1B zPiZdB7>L5Xo(W=CH-(ODY3=Jy^v4+Ay$Jkl4BRmgy{oF>-#q!xn0GInh~E~Mj!Q|p z5xZ+w@6;)QuezkmvVqTg`sKxNlS%Z$0zUDxpl{^W*Y2g2guX&Yo1Lf*ety_U?FRg4 zn%Ey4ZZ${T^-ivEz+BIcWnGQ!=g^&cvTxZw0gt2fKp{mCd(IeSI@qM$iKe2Kw~MjB zZ*KdpSK<7AGwrK4Y=nO6td}wEVc;l++fR(Z_tiL&9a!~oCUo-Y*Lo$;FUuMzvDyRv z`tPbxnI_`Fh4YRZcd?hpszCCeFJ6nEZ@w7n3$>U|xmmo|*rz+zG<#70TR${<gSxn` zQtg}s;ymlr?;W+k^HiQ2HJ9<85?|l?_7%_L$!q0TsY2lCwn+;YKVa@=uBymrrz=5M z&F)@q;Y?Wc)ee@dIK!__`P&laTKMMHgw`=PSX}n@Xc2e|Ln8EmXe)SFhJz^{W2m<z zDR*9m|Lw*#-jxJR^rfOl)81jOse$I%#NR;hQzV*I*5LnnbAFuDs09w3ed1r*<47Dz zjyrY`da+K|>&s@}p^K2~?J+2ICccOa_{n+TJoLWL(RP7;qjH?@J?ieATdgI$-H4Yg zwuIy}dm{c$$HJSP*f)_UAj02*=ksH4v&jkULq0BjC1MHp#?O0-4m{6uHs}2}3h{Hx z4xQ!Y11}RBTF3=FT^u4LO$Hs!1CH}`-+?PBo~W1A;e6WFy8kw)Kz)?A|LyTt@QH{M zdA#HRKT3)!W4#yP+3e3+`(Q3v_{4NT-a+82+%H~q0oZqWwsGFu7I^gMg=Hxt7h-?r z7qhKd@DG_69c0kAZut6LW)3{?m`m_ajTz|eyX6%2qMjBsyvnwYK1+n}eZCA*%s;a{ z(ab&$JVY((?ST8n#^QR4>>2iQS?$(|a6r5~awFw5co>$@k9rw;&`%Gs)05%39%rJG z_xcQ7IH8qFg?jF-mh>|p=;kjb`AN=zZ|0{dSlNd<<h6!qMr|Z~4cXoV_(A_IIr~<@ zGu|0K=jo;~$cO#~A~t-e8zS63TipXbxaOazo)v*TQsR#T`rjg7`j@tzxPdw3<%qNz z67=~WhELRg`<I6vVN)3Rf=9b4oiX=VJj`e8hdS%zrQ?)ds27h_ue=`V1y0I&)no-; zu!TRgc-a&Clz27P+3z_McIWQRC*k)c(pGTi{zBc)US;lCiTf)u7f;QDIJqI>u`vam z+&zhG(`Sx^QfK(Nqo~hXRyKX?nGt_UlOyK1+=&vae!fqLS7%AMR{2nG?q#grc1VN1 zSJUKb@(<vZ>hqUHUEPWIA}7W#t~e1%q!jU^{?O;W=n!lL-y8b&NYyO9U()l*Bh?1* zy<R#g@pb^`R<8fRLA)1o`jer&;QzinDiEk*^dKTOza`%pbthgh<hiM`VXo8oKF=rM zz2mX_RF93rPiITMXB+3X+5P!fx7~<OMn08GQivat<&0icm^UUHwk!jGu!pqzUg;j3 z(*wE|Oz0ESu|A2{$i?rE;yIUwdF(T^%k#&;Cp`O{wa@br{55vjU20nbulpi?Xiqlg z5ZiC%9YUTj&r&-aZH#&>fXqelJNP?i)4azo!S8#YkQRYne7Yko+X=jn<ByB^+C%WC z_**EH^b9&c%5bJ0;M<5~(u%83pew0c;|f;Ad!Aft$qxtqIyE!S`~&swX}Z9SH<)AS z=sJI(7&x(LVRTg;I+x<9fv0}ZL;To37yKXI@8u4*S|;S>FH(9VF6jIH4*Q>?>yF2= z|H6?`gb+zGLdqtTQC5)=B0^C}#$$^@MMff$m6cUiLMUY4GP1K0LQ%34QptL+_pkR; zzh6AheSg2_T<1F1xsKg&M)VQ6rHmIS;B!0YZ{&>p{l(7eM86nx()G`s?jLs}(q0(} zo<&`r;+Y!w{2qQkxm9F<ICyAU?Vmx2cgN_>L;MwyUzr{<D7=PG_P>&XIXtgZuY<Mp z4r1^65#6lGpEy^SFHSLn?@$-ke%6kBnxC;Ht<MQuV0>cmA?l^80~YUc|3H6WrFF3Y zbt>ikYoE(Kfy+pF&i9}b`g^=-e@P+w=Lef*o{OOG(Ht7aTZ?mME!r~@g8FfrR_SBl zwBQ(_yOF?SkHnVP#TlS0tX>pWD2IQ)6Bna0`2FI{Ug!7V*Q#b%{x$&5HO}nFkr6>X z9vYlpu7kaBmWk}NXP}EyjS!;;UXv)bZECxLefHO5TkatbC(RX^-UZHYik}d3hW>!# z)0-CeXy_wPsIA6z!H;#h^SBb`M?C8vWs!eJT!}29`iA$BvyHA`&q3@jh+=p$hC2Aj zi0@V_?x)YrtYZ3g^fUiiH#p+`QLEG_DuY*gES$ZM0(DGYl%SInc!ARoO{n@&H$+L( zeCo->o`l+V#&aK?h=l8>t-LL<mrb=GUET!vG$KJv2)I*@&z|QV-a~MR*KZoU@1n7` zi9M+M2cHWS>tutkJ5&FDffM^X9PcXj^<ci~t@`MD%<Ztq{z@NN1b(<>qb-&JUUppC zl{w#mD7@(5SNF)7FezMOwxL0P#)?n&Y&QG?YZSyy(HGTx(Zjg>4m^c}G}R37^SE%9 z{%9QbvI;gat)lN?t&*Vg19i;fXSUf5KESngg;e_yuNUDoc>;Ai<DiiJYvip<EUJQh zuk8u?i%X>!4gy~Z>3N$=;&}=v$e%|1BvzkIFiFC<FeWN>2=C+AlYUb=@Bs8d4|mgC z0&l&$ha((yAm=0hZ026fgC6(cnS(#lV=lQ*0e8U{Qp+hDrh<<h_fWlxxp0BXfy2&* zE(G1fZPBjidnSrpuZ!S?@4kzi7|U(=1dA~ojzisJx+vhqg1lDslqTEllq+FY7*!pA z5%smqfm`#Y&IHpnxrL8XI7i(*l0EPddr+?GTt|=j#k$;p^!?};<XO-T>4ML+wxqZ3 zwkHIYJNfQ{=h*zY;q!<9?-#>2ou3CBueo>W0Ol{{xj&y;p|c}04qR6i0nhGisbpRS z{%WP@u<71?@N*6-`J9gTlJJ$`%A_au{gyBa6u%}B`sau@?G^TfHfinGu^Q+a4s@x- z6kH>Io|1p-u7!TI&ufZ4F8GEz>+71~{i|$WI<_hdz24-2d=Iw+;c+xWCUrOXh6u74 zt{cF2e#x|#MbKxk4SoJ5+?I&YE-?*m!92^wI`T`XBaAMPz1oZX@j{PcdkSz(%a=>{ z2-H!|W|doFz%#ondb`w7pP60@-Ab!-CHT@gYO~R&A21EQ+9`$p8@W+F{TB9GrH?*( zmW=-D(v7n$I2YrsE=sp>zk<IxDeXr+%Q`%7Wr*iB!m-=*?OE*e6uq~-#U6T<$|}Qr z)StH}&uluLht9HURJRd*oWvA5o@ou>PNk8rim2cDUvPh}wnTqe>$uh%bL`(>*7RC| zKZfu0OVwJ$n-@jK{Zq(q8j_{)pTTc2Sf6=JqlkRx|0?p+4D>|}x14%$E^RDd({x+| zE>-K!tbiWkaLVXhcNFU7uW@#Q*D$x8>c#B?9yvqu_nuLIykD~eWp^--PuHuL{#X)o zp;SE1_RvS&8Q#}*&51-PYxrL<d}2?ua_LvN0QW5<2PSh1!k3CVuD2x_@8tr8-YXmU zv{lEi{6QZls6c3*4)N(^+~Y&EyAY49W4b64NW|FU)5VD;_&!a$490*jYGeLnbj1Yw zP_n*V>p=h1!uQiWWhLqqo~CR$<gvjZSF%?89*LDx-^jsJv6dda`zjxQ-mS2Y?KkFJ zSSUwXfZNwKc3V0q1Fyt=ecOpRe}+%+f>b*8QT_F@3WAQn`DkS9r5St<uU*#;nv<}{ zBzpSKQRuceE%u5JBA%Zu+H>-<JJBTdD=h{65k>h@bBR&Z->dCschiB#FTP3{-;X`n zV*<)yl}_kC$(jm6pSo#itZ)MTlMe|-G!@WOh<<+A&IFt|Y^2gi4c=HP=)lh==q>-) zn=S4>VM`oJymDh?1pZQj?{j*QH!Z$@y(fY9lq}^wxgR+D;9H5d0QmnLO<p2emk?)o z3+67BU@ne1*yAwf&x&P)Zcbo6&+?<r(f4(jv)xl6sU8RZykX3ETnh83*Q=w-Fy}J= zI?epe7<`iHW!U0Te~RrX5#_8U5zA+G9241s@B1hE2cLlpXnU3aQNG1I)uHs<2*m3S zXB~0pBiPp_)}qOC3w4*5PT)2c__&zMscS`%h~x<OWk2W<c5I3~V19wUWI0*VVZb+T z!yb8~4_%3Gr}(1R&O+zT++tm5fO!)tcZ*<r&Lx^X>D&##6{<xt-N+|f$6|g|YodR3 zO>VmZAO8KeHPck^Adyy+Ds#S$M1bWP(>`nH$o2pId4m3zj!~+m;1|TB0k;eHo`FY9 z_A7qpfc;gjDUm-=U(m^voiNOTZ}Z0SU*Q2b56?a;eBTcpo%;Oc=4$9|Ua)p3Z-?&j zrCfGuCy9_=zopCGiFh_;|17WzzMzeQ(I;@P50*^+hyY(bKaiL_|9^kwx9s%UDC|37 z-6#{311?DXY52Ae{tKe7CruB5-#q2HdJ6qn?Sx>%PYdv0E$P0)%lQ9Z`Xf(OfD>kS z9rI9pOCo~E8OP6dITF<^2h>dFu*cl=`}q}|v$7G^))iIgkL`}SEkWPFG91aj`~dGy zKU$yW1Nc0qZ7)0cpwp@~98hAwJcU`nt0?HH=5BQ=nxgJrY%h%Yp9gqJe>QL5P4rtB zezxuihOR!;yw3`FuUIP2sc{hgszP6)xq;JN?OjWJ2of<RE@l<`)rGixVzuu{3Fdh6 zRWmk`Cmx-&le*c8IT{zKfImUd#rK8ZJc@tsc&}Z=EDQQR^Q*Q$(8p@CmA`Kbo@J&! zIbYKhdMyFjUz}bz*Dg=?nWQ-pWO+N&?(IRGklAy^Wd!re4nN#?gKraxUI@6e1w1hJ ztMlqG_5rv55`K!$Yj`$O!WiGX<YxTk81Nw3vNFzf0^o6_`nMeRW1poUxn<=U_{oH~ z^<3^l-@G*R$uU7E;&X8Lqw*5?$;PcYD@EE7WT{hUeL0Z-*NTreAg{Txe)Ny1CK0B! zFRuhYL!ES$w|{>ga8nhjI<<yGT*+Nr-idodB64p#%R?Vcc0nK(=cUHtI<+bI7CX1V zEOsfJm!PfAkJgAAhVRvPgKvBnUixn*^aH0ouS>N5gI*jbeLv!Odx8JjCi+m0wC{6& zeF8sve)FjQee^43%1@k)vL#M)ejw$d|8G-qZ;|$yJ8{g{b%!ndS+5OwhW;6VzVL>M zb%_`DvC#c6<a!R?Rl1pN@jB*T$=9ir@x9}9RP!02NB#Nw%C~1cxW{4P>Yngzb@X!M zc#692`15X_B;XN~r)t`t_kg!IHL8`N0>7v0__BfmI%d{bS2|hv=Pqu=E0$r7<#te? z|A;-26Bcb_?1;J8_b#+$d!P?(HBG&K8T!RN-~5M=*PafCKF9?>?D>wa=QSn#)7qaj z)^phsxl-reTq3h4I`-`SlHCQL*B$qq)BADGvdis^5O2J+XPu6Yqdp3CFxfW&--8In z*(K<2_C_hH9K-i08{Ead0lxT$t{uA~c)f0`8=htUz{hR^#iGcQrTRY;ih$1?3X@bT z^6>fJvAi0FZ<VIYUE25-=q!HBs0BB`pDEYf-9Q6#xqg@4+(6#4R9u@$jzymRc~>(q z0QKj-DWUv6+>7|Uox$qvMEI>FhZ5jGmzvY+3ea=i?_9Nc4Lp%ane@U$*@cJ^nYyYl z1zdf<o+%CaJo<-xv;cUpha&~P1o}3#(J}SrljwiY-@8_Xe(KZL<25l9@NcUnq~HI7 zug#Q<Sx=HP5y;rlb`y0^#U;HUft&D^lhm~Q)r>jw-;&2t&e#!(+f$EF{kA1)_e-j+ z?1lfwCoP>AG2AN(B02`=&08cla;g~mgNldApWu6-=kt710sW5saxRB-agGT(U)x*_ z@Vvp?`3ZsG4Qx9zA3z6Qu6E?~DfFM>4IhsU_Sh0>E$JuZ889zCQ=jD~fIgU}+lR?d z&}&3Qi7*A)6WjM1&Ap@suD>F9M6(dSwP8|DR|x1957DeW4R*pk`knmbGV*+YqHYd3 z-tY0z`5Akh>l-&qcj5iS(2Fc5RzNS%)10P{{)Jj@4>#K-@Zl-$j5GY;yYu%jOip7? zGJSis*lqCH9bK(IFt3sI`}^A?z~SevtK4A&A7#5?nAHFsBHxBN^?C3}8$<VXFIL(S z?p5A{yome$`E?xrz%wICmruM!{%v!v(71dLJRMH~dq+Ed&&_LNm(YJHnmRU_l!JO& zMQZOj_O=ec$m$-&=l!{z7-B>pkzJ`hwMhcJW>vRPWQ#p<I_>$tf51=eaUbqk@Y)d$ zGg9B^evpU<;Sc6Mh=Xrw{?+k5-GLy#t1mP#YmYrKK~J~(;K%zc&#I*m=U#HxBqMkV z`O6pkqV8b7frG7GbsKzCe+c(o1b*PAmT3IOV^2Jxyt{htjVsZ)q&MVFk9s62xnzUW ziP*i-#}N!1!2kBFDw}{iQSrEuF0a#`@GDMZZJdRVooKM4H*gGXWv|)F9n4Xe=y{hK zU_bfyOF2o1mr>z=C&gv$h`i*C``cau7aGl5y_|qf|HH?XJn-(Ck>5rg!5_AJrAgXX zV_#>f^99+b*hg$>?0H)SaXBQ(YH<^D=wh4C)}fR8{y_H$Zw>ZDQQqj~z6l&lXlS~D zU*(9ZGM~MJI8|bEk{svYrk%jQA^dw?i>IfuaDGZFd&_R8BA&*S9{jTfAGoH`r_F&l z&letPqzED3?DlG`KwO~-<Jxly^^A+l^$e4C%z^LxaabAW=exr2#3KVI!c0JlHU5Gf zadeW+ZPOQdB&YRDe<=FvlA_5skO!S#nu}K#f?xW2x=>rek?_tXD?S5%62)2DqMxXb zo^Z^t^5K0P2pGP(GH-`@c45IAlO&@0VhlX_!KakuS~vJXM=^T4@g(@5!oE!rzcuKM zYa_0igI_XI4c2}viM^rQ?^2sFqdy^P+~SRRTA%NATx=b>c~BVy>gU?`RZ)qEuPer> zR7LUd*_fN#S?d8m{ptOBN!@skQ3G?nZ-D=mUv?**#`EX1sW(LZzF6d1#DF-{({|t% zzbkYkrp!s_j$w{=e!OZEeCm%6+cM)+p(CH3Th{8b!Fk!5v|xgM)svGr0-V`NZTP8; z4Sv1DiP{%=u%}Hn@wo^ebb}v8UIbM-!w24SJ?$=uSU)P8ZJ-UFr{ndbQFqj<-0@F! zXpk>gwbfJ*$Jzdt$JgJ7t|$Jrg34L!AJj6r^<WCR9i5AecS&}{(EQ_zoH%EpWGvGS z2H4Laviac;>c03F`o^8;uQDHWyQK{shC;5%qg*}g(}?^cP*e<Ehs}sBZ3p(c2iA42 zu|ZE+BB1B#f;n!Q-Y8e-cklgj7naTd-%uDMT#Y`Ar%B^QXXy1jpK;CH*@=0%xH->p zK6~guwtURc2R~J0mC*})=i9xXe-V7j^YOrIt}Ec#k4b440@r!yWDC-qM_=Pe9!VAV z(K9lQa|%5Ay9*5)88PVFSghI(!S7smm&XZ1+{eOe?=DoNgV(2_U;2)^;+=+H8_!kv zhS^l>?1pY9XkhTKJNU=iT@(Xi*q5^BNQA8&`jVgK>|0uZ6VD6s)P!h*f9z{k(Ey%x zeL88*--3QWZ%f`E@F<_}`01XNhtAkF?6y-p;(Rt)Y%$^jz0lV*Uf?B*va_VH6Yy<| zi(L19ggL0g=2@YM;2mEUH}8dRN=>#vKkqO4%Hb7Omf%I4Wl5#C9s{pRC1u@sXHT$~ z@a@+SbRbl3Z(KiW4nOj|6AibKe@;q=9GM4?aA@K|=MUhwJbt!E>_4!_B4~GLrXcib zJ7aFK^1Bi2L!P7lG9>JMn9BFW{V_b<dc^mp199MZ?tnVb&~)6&->O>pSDnfiJ_G)f znI%K^8@{i9zv4YF74TdeK|A=?;OAQsP)*?u9V%73nA~m$!h#?jy$*ewW8ByK{leh8 zJoI_qbzrVfGBf|ZE9U*!t6~|EXAyx@|KA_<ue<EC(`EQdna?ly11Hn1&QIrn4?MXm z?N`T9H-a;Arhnf<_#L}mJiR9a->cT_vLfbh3}+?_X;HT}a4_U_?*<P4b@8N?JoMKe zPBIi}Ll-?MG*~6zN}SkR+dR4pc}aqCYfcUODZV)Qg(1!fNAFx|ZwJqzMkd$|-c@ew zT(yw39kH_~XU`_;(?mzE$a7}s|AnUp?9qk(?!1q!N)Ysy@!x#ooE(XV!RL(5<6hjO z`nNAJ3Hxp9-(9`0jJ*4{Y`^;?{+uRtSO)i7tNJdpyb<aYty$CB6gz@5;NED<F~s{{ z*>M;QB0?M%e$JyV;$tM9Dtg&qPPAs$+!}q?<LZV{KJYg#%V)U50iHjNf79^_c;{o0 zYDKm1jc0$-bv6S2#eYsN*&K!L*}U^~&R^6oAxVr4_&u9xd>?&x;eJof=&w%zw^ScI zegQr#{l=;8idN89=hnXVX@-BzPrZj~n7?3pG#R8l<4l~=;ty^IK0M=k^6Cf;^sIq& zk*j*{#GNh6Q!c;{i*J=)J4Ql>JJEASdj!8vr)_5>>aelcl6nngJEBZgZ~L%5=B{XB ze(jqj5!o9}<de7`C8vWUV-tZ}Eq9tQZ*wC~t&7Us#{2uGQF;C{^nZr@=2edD;KRnt zoIRxM3648_l&;`Ej4s|H|M$p^An8u+KZ(yZ=*}ol8wr2A{KqNV@cv5b*w+Jb&iMI# z4;bTlq%EG*5klQ`qPf<n8hwwCZxhcjpLHRAN`@7?b-?fS$ZRbI@+`xeMcoJk@Z#5^ zv7!{5^VmXt&ouZwo?^;h!2Q1>#NA=q3w@N#Wh-es|My&t+}p!2r?WX{c90o7y7RJ@ z8gORQXjtkIH|%*@P&|AG`BIE@>FQr+?5EKP93psJ36o`siWS6D&hqT3#zy!Aa!FR) z(YGPy%9y#rKVZM?=D@SVsE+~)nQo0k-zQbtsQ5kt{DJwZO@4qQ<_la6$AE`Lk7pRZ zj6mM~M6E;B41cN9EAsyMdoxaErzhN)Kggyw>C+(*a;nD`<j+B;Hr<i0@(+Cl-;UJd z4&dFgM!qwMW8P2NvXs#ReZ|k6(}&f;SG=R%Hv)W<;G{3`Ki<|n%g1Dfb7snvDH6Dy zMCdTzOCCvdAih7^-FPbw^E6V1omsfY{P|jB5%5*I`s}pZn{Ci<?J+3+243zb+w8e> z($L@0NhMjJzaqeLIh*|m=1RGFdXKhYuKuW5_R=xv&1-(<1cUcpA_>G?M4!kquU6q$ zivw{=3M-f~k2=M#$u0BVp7^$29oc>qzK1D~YYV|^xcy;y)PsG00&gb!-!fv4D24qF zTi^>nm+bKq0?x$d^P!L>#5p;t-){x#u@`__Tq4E=I)dGvj|Gg;uW{7ORY`CrI_Rb- zlb#?Re@?I73m<<rmQLdV#KjT4(PWeD;B%zbWw#ArPv>Qw#Uj*$92`OMKIh=ubLx<1 z1Kxu{K+2l;mMt-=X#I@}`Nn`(N!ir^c_`JaF&%NzY&LVb2l>QiKvgFNJd@{_u*Z7H zpMH%AsT1t31Z7t9roeN|*Z=xzQ}GkL;<v(ap>X&<rPPM~15cYv^YIxQaL*;L3JM8P z=$)_7U%p%he*MPm=ynIx&4(xG{+}1rJf(ex0q^e(rQ&Z!@R^5Rb?)-R|9)YAGVzHU zyvs0o=q~6yzJ_eL38HR#Tdg(CJz`6E(pFWEwBbGNe%k*?1wSV+Jp3?lKpOqO)>+_{ zS23+m&w!6q=51W#w1PiAGkwuAelFXI_*Sb5<j-uijEA3qo7p}*AuDqrS_+nihYH~1 zV^zO3!EQ%5zfQ?$#+<!wleN%~4d8(co48$p4g{~x`q+x6BeAuVam5q-w^AP08&1@5 zsxF~>%ogB_p4L+<0~|io{pQnM_)D=Qs3;3b;(WzZx2au2pLIFoofUYfZ2jFAoj*eV z=UN+hr3pR|@mgoffFExavV?v?f9%aeJMkWM^ersku`E=9SF=4V+b)Z_4>ISj<EYmr z{*-mkBVJY}8a8sE-zeJoEcD6`_{k=9i*vqoASM%)CS?;bPe@Z)Ix+;^4D<BKIw}(3 zJ`pMN5${u|ykxXH9DKR^xv7V*@q2V#`k1(&6Ph(xnubouGVAM=p~KK6eWLGcG)BFo z?AY-E^<0_wPWL~};AJ%pM33d8&oC$@Q!frYN27M=vN&{(VTV<3B_W@BMNXxnu3@>v zSWN#4ed=%iQJg^}f-G?7M^F5mnt;C9ho2k>AMU+Rnb5yUCe@c*MBnA$`tYhD?m3Id zP4nU@_>i5I$%%`?-p~N)UVl#qqCI#ZMI86P!1=D}x&`(U?djXnL4Gn4;~4YBx!y5w zbm80s)LC9WBUa_e10zo&=i0ziOE!v#LMIo*Hy8Lk6VEyDk7OzMFz(aduZ{hnV^zEH z>-=@Zi_9>Wui$^CEhNZ@6ToMt+a;zDZ|7QCU72#B?>)+K;Q9dGXM4Gt%M;*Una4KV z;Dvo3>J_ZLL?4l*q3Rau^%+gFIC9|M<$g{V7wFclFR*fnAHkk`FQZF0qHT%ac4MPm zC!Gks9e#o(==)a{NSI`6gYO#QaB{t3M>w6f&HoG@I>9}nmkf31=DJTvCeH1Hau%z( zpDsi(=fCY8;?R|I&!3yZ`_YUOyhxknN?5AVKdIw!A{xyX93I^Q{wq`xGuemlxprl- zJs14)Ogz;Lc#52^s8{o0h=-4KJ{(uVz8m8@ns>$|;%vw2t8w&^+DeD>dr-fUxDP4T zf)`TW(%NSXp6Nx%Jag4~__1_&asGC3ChjhTJ)00B5rZFSw4(4i%QAeLpT~nQ^J(Uk zL|hx|xfkfa8~w^NA3e3v7qNBo-H>m@9P2OZzqP<2q4OL662ap$93A;nR|Xx?Cf&{f z<ORO-0WFttudk&S=8QlO(HI)S+py1(@JxNVzK+lTX<wAT3hJqcAGs7Wfv+~B*f(R4 z|9*Sqc}b5!ubG^5_bkromu<5xjJRixyg%x0fk(UVmwVa-_k^x>=*wO$?7@vbDDfWr z&1rh8Ni%QsF_?XX|3%}TKW&>)+zUQJvH8R?#I3Z8z3(4|qdxxN{h$zip_9FL8I_@< zwd`k&uaR+s9+I<5Vh(lO_PmVv9PB;0+^a)(4!SL&1|~fj?6;?}zS2esJ?icb%LC}s zyKlAYd*1}FWpgZb$N%#&@wOIsac}>H6zmmR!2HmM0nM3JM?y=kj7t)6zQFzFDQ{}% zTNXLK&EEm;ABYh2r*|W2^f+o{?4Ub374_vf^kZ2DZhs#EcO?2f(n<V;`Z}dvl3ou# zXYqx=3G}7CGnQjQf#d5tw)blp1J6VR@q6e2f2L+}lcV3DvyyV?UlH^R2g~R6!4Gd7 zmp!;|8h)D1Z{9R0qF+?JAoc$~7?04{k`mm{^YrmE75v~s*h{wJ&@U0wCX%EZ(H~)K zw{ro%YWsW0|0=6JaeRZ*tP=U-2i1^5CUgLc@4bZIRyz|dc2_4KBR{23pZWW@_ZqPz zHS{?ddJ}d1v5yur_5|mpxGX`$yL%2^otMF%oyl7#;(=fI4BE9LpigJ)P)Tzf!d_6t z!sU)J=y-dosuCSB@77!`_&XJQ-knubJ|oX`^vrXQ4q}g^KY3!i2=-+<mzjP;-m-I2 z`tgSa`AvDV`6>Ez0!@*JJY5{&%Pc=*vLCwriw8!B|Hpk@)T&vuIFE}D-=6~S^Modz zsjU{iBTPFzzNEm1D$uKc5Av@5w6@j%`L`t{Jaho{*MXwc5Ek%>ymxw=#`}RU{`_wD z`vO0@WOaQr#5vz0%R72Uz~3+X8Hr*(qa~8Pyg9^~c<?FxIiDWtzI}J^_ymKmDUrMN zAq+lgnlu-@urKJ3%&DkLHqb*&C&(#tx)P$Sz1^Q(fwM-^tDSMLZDT)3C!?-OIw1W_ z0Jz9id|UDn>_e2PGqt%7JXxY8Bj$AjpEo6!E##{Man$+Ac$E`)*9u}hPy>5<++q)8 zAWk3c(kebL0Ub&AJ?=#tdxGhbZNRJ7(7meC+t(LiPfkE(pW_sX5DVihRp<s^`@W{` zLnHJ-5*2hWCXp8;vO-dnuotOI{*XQ9N5w{73->R87p*E^|NS2Rzi%j6IKV62AHJ2; z0bK@vQhVq*OFZXS%?ae_r+5VlUz3f7PLkh@<!ui5I$EY1Mb^;S2NoGJnA#D!9Ru`C zhoJ)_A1dB{9dn_}mIv};oQc)T?VXP~aE_H0<C*^N<LJ7(c;J4dHTBN2L7%eImN9Az z_%HB;@cCB`=zGY@^spl@e#&>N*7SnDfW44M6MVFx8;fsSH+<v$7N0rXLO<bPpxeSA z^nL5Iv<nBIJGN9Ao&1D(Bblpa9XO|&<6PmgIKQq`-6hEf9f_UB>Yqiw!FOAv|4%Ub z3lR|k0)yavzIFc0-hum(u9U<qXb*pcPmDsBuDKD?+ormy(MP-16nrQm47%sCtt*D9 zs4t8}&y_I1FNAjbTctXQXfP2-IDo!gb>01}8|&yFYnk!Za>BQvqOG+CxFIXk+@Mhj zzE?YAVksZNKhvZ*p#=D3-}R%rOKNSwi%weY3AQ5+Ut0Ja1AHP{DsFU--kyN)=1YgD zBQf=N!qMqA=7`hgQb(Dc2%dd+W^<um_;962m~{;J+}tjAUmngW_u5=k6Yv*Jd$bJZ z#NATm;*$d12$8OfI;t9|cV02^IM+ZQ8TG>|#vi`LFDkby!5<*aBcbsec(CfrPo&~~ zktZ6G4yysDOMSa~{vvSIr=2fXCQIR;8WD2r59WS^1N5vOgHOn<`{&1nxU*96=B>Ui z=CV7=*ycOozb|)qAQt`VzX5w4dRM@Izc5^*guY7V@i)U)(%>Np^O}$$=uyUh#ETc< z{4+@`DpF$Kz?b)A3g9_rZhG9xo`J4@Q@hTv7yC@SEY`I`v9~Q#@@-ZK>dZrujW3}) z7E1IGI_3iX)zC|t=oi=*Fr)B1-VA%s`4ta(;JG~c)M(!@M<NE4b?+UM#N5nd4O#IO z67gYz@|*lT`tGmCC8qa7-?^;0zaMkr58fOrc*G9eDwrRX1Rnd))sL0kd!QRoQXKe= zc)u8Yf-LAN@)5N$C)p@?FzW`xMdZ;fiGY$-aaW=x>-GE+aGTwfXgy&K-Y0&?)jjI? z9`xhI@13w;!e73UuK;=kjfr#XwvL4TcN4bb!I)#W@?`nefX^3BvsB%J{fv>4<ThUL zVUIa~a1A_S)9?O)1BhF}q+N#d8PL}m8|SbCho1R%<nGP8(CatM4_&oK9qU-H8f553 za6SF^#T0yWwCzf98E}?_zpcgS8urOv8oi+ao#`#Dyy@LnfL~3O{nM}izh8+-!|^xj z9hZ(ab<~+#3a-p=5syB{3)LH8j^-2fu48YZ4>c9eeE1&m%I)?qwE<r6=I`SsevH}@ zXBfFEf8;`!VWy+|F$;cyxtVfeRL;b1y+7~s)Zov2R>{d-ltehMPi@VyqW?`Xo7!~| zxZShsWH%S~4ST+7<izJ;<l)z)gzoXKs0~N>|35GFq1boSgECYx%vZ93Coqv)u>-ip zy+|(sb?7yBGCl5T^syQ0^1Q(xQyOp0Z}Y@Fuj1edWe@auE^qN)Fmxn7erl4d0q+&C zYuC4wK<LkI`zlf<gAaapb=3C`-XnAG_zVl?u=<#^YcMBrVPB1iP%n5Dhvc^^$59`T z9A-JY3x2qBVg2cvj>H^?=wV^t9`>q?2`k{IO9#y-tk|FniH#b{25+=;pWDOR;9Hod z*RMz=yAf9&KJqja!2T$|o^Q&nB;s+{6VC@v;M3H4@<9*s_kHq`aoJeJL3QID(g(m} z7ao?41z$E4&GbqYa{w30559b52Hs|%gG?QGB#B)3PrVTQ>j}nfHHdre7s<rG<o@ql z%ia@&y7ez#^xKm!FfV=N<uV!cQZ8ey<0(t1*N?Eu?+bS$rrRR=hH4xMikg2M+G3a! z*xcBW2YuIxHBt;6c$}J3+x2IsG4E5mv>cE77Lu`EFNt&38Rw)Wj5^AOtiZ(@e9Qi% zLh@V4tGYk-ORGbdGqG}gUJ3dCjce9O40z3Z)D0WQK7;>t7G}TSVoS8viPYT2z3?pf z{pQ;*=(!`B?FsZZMT+Bo?gwvqd#X!ujKzrvyRwqsitpiam-_Pn2Xr206`8GhzyVw{ zu1+1!gu_N+uUtQHrl9%+yD;WG)&*VWp=(#U@qtgo27T<qed7cTd=oS!Ej#^PiTQ?D z`7q?OLEovXGzRb+E1jU-`s+e8%Ztg9?L~cWb}f7+1$@qa_RBE`G2daANoq1eK6QCi zNsD^qdwuk5C3wDwm4zfZ%y*6$L`^l(BTva~v#-7PzYcL^zRMJP6;JI&r)${H!ti}3 z=`3_LMQp}dYxYEatNX4HN>{>uQLlNn-<D9WnUAtTKSP{k`ETp7GtooMWaL|dxm7wV zpY<T@>G+UcB|8jX=ZLs;)u#@G%n5DkuCv&$=#c*_?gBm^P2%$=)Dwa&x=p;mOTul` zZ%nqK-{NU}f&ux&%*M1_+Znn6k+Wl0k*}|urli^tgMOvSr@e{M=$HK7ztjo89JLbL z!G10h!Tw&HP{CZ<9|I4;ZQ!+D$$k(h!S_BSsH+edioWFx4OzV-_=V}fk0$85SIy_V zpU6bqvA$0+RtLXVOOvmCw_S)p%LK{To6dw4MEOOy2g==EImQ&IZ+v>yN1;cLPT@&d zL>_rmT+>v22z{WdelG63$hX3$&6S~N7j4;c5|hO_k1xsFi=QttcUngQK82TE)Zag0 zLtS_(@xqIz@I^i|!J06IdbLMIb^`b3W7Ju#1ISz3tPYrbZigShLGKwS@K)OoZ20n8 zB7f_S$m?P+Vq<jva@qjqft~8^@_B&YN-8l)Rm5EH{(T;`z!`@Rw{ZF5eEoQrUD1vA zTpM;@rBVugc&!_~N1mbHl{W9uTt~gk>hw}v2Yl3Mn!+67Y$wA}MSo-XczC5NWP!J4 zaT~1d`~iJVEZz1?%kZ_;E9&h7e;B$R^SdY=dZ5#k^zJgicj{M0BYj;7!6O1r2QY8_ zOJ`Pgfedxh5z}d9#I0{Z4Ysen!284P*9Z85d%%NaiqARCka~jq5#BFJLo)b2o-@xB zqYf+P=L7G{Jn(_P_RGt9p7>ms@`k_2m*alZc^=veokg?q$*oN?H)3UlHkgkW{G*bW z?k?~cuPW%5qY-!1Oumd?<VD}0rHbY$4d%vUI0{Gb{0mnFYv}CYdz%~>b%g|8SCb{v zL<xB$XZQ`(DENW6vafUCpTDxlj_81|Kda6Vb991494CU=ZID0DQ*=|54muIr7@{h@ z9y$`4`!r%z!2@jj_#i-#guVprH-@E5;P9RWy4S$Xg-lVDHHb@5JKxbfKM38Jv;nvV z_&J^&(fhgsd)*!TrLKXGKQw6eOAhhzr2PuD{yWTrd--L51x`#K*p(9g33}r9Z}}!C zz|WWuYV!Vp|M@OY>Cz7H|1#}%qfDr;n4O!>2t&ud(^6Z`2L6cx=Pzw_;`v{iNtzLc z4k&rgY7NdKTbK1(AoLQ!PrLK^pfix0H8vSpg#QLr`Y>r3{)^d<l(|uFevp1j_PPgs zl)mtL4yfCy55<4Di@KelQ>_>fLEf}D<#h*qjCtwDswCtmHulUJHU;p_euD09;A?gs z^R;-Og?W~3AMf#_o*w^B8hmHvO8AnKKOcLA{&EygaY(u=aes}6{Va5@>^)t3Pi{eX zm->BRtKxsY*nCq2Jly~psq@=U_}9tF=xJkKYG~XmaY_xmuGAiHqj}6l6g{%BQHAd5 zQf1&p_;oz=8uOf@vL$XTJd@kM9s2HE&481Sk&nO1_I4#<e%d{fL)`;-RYKyB?kVWt zLR+6P0MF&Q&V7yki*uB``ERd0=0-Jr2L9(U{#tEn6d*1N2fVv3;exzj*#CLp7;qU2 zhlvvv;>6g{lfw=8cPj4!A0<G4`D!3R%^P)3=i0OX=OrHR;_Eu`624@orejZl?^%)F zc|H;6^R45`)&w8+^X0MRl>)~yc?Kkhpg)tc;&tjXbUHhQgXCG!kNvTK^Xc(rTS7zU zh4}{Xmf)~`xnZt75xdPn=*UGk;>SYS*mwT_=ipu#I2hOx|8}=8)&Q>@pfG6BMBE>< zdv#UzD)xH~E0K$Vhi53I-+c@Dea!mQuQS}(`=)nAHed^NPC%ket+yjFUVY7NcM$N1 zieFMKFZ8)a;ZWqk-`%0}AOmpU06igpG1ZQ!y0+C^NDE&yEe+XRF7Uycr5R#&@Iw)0 zs1tr^Pqck?XVJi%T`m9MjpyK5yyYdyr@(vNY=6IXZLb|+O3!oCeipi94+XxQS2hIu zqMeNf_+O{(-oHJAp`)#viZDRD)gV}?ozd@CIVi9Day$0T+qWbhJBInC#^GjrE6l%M zQ(St$j=jtVp?wd4dwF_EKfPL^1HK>q`?HBFv9RrQrhf?LAWXzQC_MzOP}!<;fL`F; z?Sl{ZCOZ=A+Er|)YA^>F^{%kvwKL&8r1)m@D&~cmF5IQuje3+O*Ml+zJ|ORTVmXn2 zgXY*&A9rKE=;?Bo;1A^W{tx*w@ay_pQWvSILLzP%Qt-_LK^OR5`_*}4@De>YGOkbp zC({Zidrx8?`-_@iF~F@gnR3k?;4QS1NXOF=Z{rn;-YI;7?y<?`qd_D1f3NbtH?5$1 zIi7Umvzt3{JaX}T5+n9Hic)owO=7;a*wCdCeALH3LR0~Rn4@uiK5T^h+RBin^AbE# z#Pp)+c1rkcXnbiW?*o4+?EgS-8G1-(!Oral_+HeaZ?#cxpL)VdIrk2JW`#?$8y=Wv z(y#DMuz^l+SVG?HF>v5&AOAA=imC}NuW0ZZ(=WG$yJOynS@9fCE_9Ahb)KK;M1S(n z9VWKI1^5K1Gyf9$jJY>D+3(NUfM3==VHpnUs#zubpdOs-;@g)@kgxwR)!1-=KWrT+ z@%-ry-6VrQ?@johJBV@bSwa1NQ99K3uCps)^E>>2EaH1``KIq0;`ohYVQ&%<e@kek zX?;=82exFjpMfqW!BFngH1yTmntxMpT?Iehoy+$Nan(XM@IyPEt3zyUoGc0XLs_<N zvkttI!`xQ|BlH9Mwp9AQfq#3^VA<F1O!%y1=evOqzE>)k@+1&*LW9)Z^hx%_Ox3M8 z0sOw$uD)hp9uo25^nJe<v$ljFR}yO{`kVCEuipzt+>_UIsJAyq{qI#O<}&IGzaU@l z3u~B5p?Mm>6Nfr7?|5BOzCGdEXS*r^o{)yAtY7Lq>IcP7UJp6Z&nU{Q-m-;%fSgja zBaItT>Efa0{||Ex8n33zz&o40E;*|d4?IZMJo^p#H*%z!s|CE;37K)rT`BOttdCrB zy#l>hM@+goa92;$r+VH0@$>S7Q8{PSBV#{lIWeE|=q8WT%t`b|mD+CXK-{tSIJEcz zyph+>0~KpJ@PAHg+rfwD6Buv9=4OGqHQ$pz3pi}J(|&(gz7vt(LgnOyI+4!g_{J^x z>~o)rXX|!Ff1>dBr9(r=<Cm#YEupu!npA##81scZ-z9C|qAt_0``ob$^GyV~c+?!u z!$04A76I_?^+}?vq2RH+dx9l1(xI1p(|kuk8oGtBf1O{!gGrVz)fJRNx8bl=zRwNw zM4Zobq}<S_FJSc62kwoI>b6>u#(P{hXSc=vQcs!ckG0TipFW=NQxOgwLlxBlW?$@K zN)$GJGYGxR^v>U`w9bTJSv1!c@*d69bz+VadexcD@aCJ~33`S!LJ*f37AK-pf#2Ll zqj%&YpYQb4kE+PCCvwA=$hMG21uZOg?)A4N9y<j+RN;kw^58RX3*?2iuYI9D$k(<_ zmmHOWm+oukyR=XPHy#!-`QL|Q!0LgSx*L3Ec^+3brGoF=H^7w4gSz^Qz)uzm__w&R zb19;JlZhu&E&{&V%}#rB$`Jj5#e=KNtkBEYGOQ}`0k_Hr&!!_Do)X@oPBj5PS!0-+ zRt;XKcwD0m{AY&hk#q6P&~F;Pi<65(9o)tAJs$e;QkQ{KA;4vgZu=^w5SP~ulY$7G zCug=NbMgI7M4gR`N(vSBUC~GjE!V>*WTYYLGxRLc)*rIn`N7AzT1u|qJ)cZdP%n6H zO}sr&bczyv+IjJa-}yS|yB&@`RE7Jxr`nh1A3ge!X^t!@=sWO4SBmpueoQ2BZ;>@{ zn4gR^ujMp}7-H#{po8xPgVXohv(Qb^>2Fgy3x4APMaV;1W$0X4ED06xU_?yeqN*bD zth7&SzJ(p}-uGvz(p~VaABP_EgSR>3%;|X?dYSv}eL3eFfsZx{)DNJ3`K?_LU5UQw zIJMltu0yEjhD!@v<dE+Mq8vWb;k^21?e;{SRqp;Sk>@Vv6(bc$TT!U1-gywF1^@GC zD>s@EPp%Z&uhCY)r#bKX&Bgt$gpkF6jvnxQp2+L15-Rwb^tOI+-awuGIqVLdJbbb$ z9FGnzVh&ruQil^f^NVv2`x+2u<#_I#`;m#g4AJzJ(K+y6r+ayG5PE}aQGy>rRO|?i z5ZT0X#DSAjT!jf`&|RzKzSJ$kT*1`ggH%_X33pGfi9Pwy1r%`(&8<Ptc}b7zd!{RK z@~_g~pOWxtIh|s8Qyc#O<-bQ(!S`RysMQhaz+R~n_RIhKu4R<%Sh&su9lrn1oqRY4 zJz0*9`gl(rv3osQ#Yu$TzLiSba3|v7gsfla5%dW?s7L6I+7n{0A8O@j!XKX};dcC6 z;CK~^N^4=vDQ4_C#QFjK<R_QbYO|roRurc{hq!M}zo<429On?US$#Slx`;nj0(m&U zHomljybAEW()#1*HUZtsF?or7z)d;T-vVqg=S9Pn6r0zBzE)S+L-KL>)rswqO9vlW zl7GDU<~Hb8OuF{U3xG%ON}Hf~hCLeNOjNs5;p-M7?HhuB=j0SsyHX0Bnd^&7U+U18 z-0Z(<+l6_S3PEk=Y}CVDS8F`Z!q?H#=X5Ocdp9pfp~)ZUnCs?PT!3G4%2j&o!r-6v z%J-@{KDWW90;SgjS7Q61`Bz;6`H`obTb>#|*eBHruAvXqAMjGB2KBb6w}Qrt80;mv z<Z<>m_&e)+M0FG5Y24qF5i5e=ck*`eK9|Hi)MERMg(mdxs2CXi-k?8r*|4$uo-=W9 z_O?-LqdmbhUR*VWy04cwWLX3L_yt>gzLX>UGkK0ZG=k67?jww6ly+lI)WA%ZO3ane zZ59aP4MTmK?M#1|9RBQlW&8AiTlWn3xU#mw2dX@_QXIO>8nOJYr8#>-t6<+y_XPM@ z5=E~z>Vrus=@+u>ZbTbjB&QqhU6cEbk+a{iubJFVZy9rOET(<~N%^Q-taG24iy&XS zwPo0#E<VBLp5%qkY4Y@1Z#QuKLimOAbw}YJr84_!1ogndZ{>SL795D7g_q9~!Rz)P zQ+&gP{><={u;M!Oc4Dy_54Q0C3uomCnF8PE@?)K_MLc5Dp%!p}4s(xWxVm15J&`?> zQs$ixzN$J^r85fqp5*wxh0ejhuxBIB4D~$IqpYv+#wO&#vy@pBp=-HB>Yn=JK!ly} zBkKYF2|9Yg@gM4zKjR;jsP@3$MeKb3EaHTlU`x|zJN$IjPgni}FSbpcqUOX;`2Kw1 zetVf3x~#;*n_cGELzvm^Irj>4P;V~Jh8{(I5;1lE6zcbdzQ=9r0oXTx?RV7;ZtMpL zymGxG4L_Go@cjwIl~xYh%ZG3ud<<D4v}mz!=+$3?M4bBowV3+RdH4})(<#>C{W-iX z^?&&lK5x1$L&nf^yeVD$_4X!sel3d&=4Pn3XI$#2f!pO>cRbR<b9WRf=He^D+~x)I zRzI8@M(5>qY6<kojdoCobvP2;AFA~4yl^Ab91h4^f&cUl9Cpc-!5$ugYqocA54y)y znq3%B2N3Qb%He+~(;r&%krVzj##MIlMeySxCoBBlFP5b1w8W2o<g#r1ofza5zL!Z3 z|4bc-jORv!Z-D;=q$opAEV>ai#!P=xkoO+NjS$T6OIRsMJt%YuIxkAv#E_HFb2f&x z)nL9M?9X-aeaOEp6h>0&;EOBurTO%gpvT}92`<Fk?$m68hnGC|(-`vTpKgNAz=xXR z>K%LH;2eFZRt@fvk*0*=Z#<8|w{3jR=y$e_xAN}590~_3gGi_gu~$#Yrtkp#(rSi3 z2)!p^9&u@}74|+!-m2b`NB`^WTg|>iYZpSrUzkl9b)!a8Qg;sg6O2xDogdnPJzCNu z-}SrEX9&CJtvUz&;W4pH9(C-U$bEWvg9~~2$o-H42F&3)(saAvJe$ns-zX0SPh0!Z zM}fnRuuhWb%DQYrC}a$-*-3(5dgev9SVkhw&$o7l@4>uWS;0k43h*j>m>=<ie<yEZ zQQU{UBwEuil*;y_A60W<F#&bUO2y&m|M$)ey}F|l^a{Fu#rczh$hSqRe6F-&;6>Cq zA4uW3g=ERw(j#9Po)H&U#@>$gTB|pIld->+@=C>^JN%B=uSh!J-qdJ%Y<eN?6pwB` zQgp*SghPL&pEhtoeAJFi=t)WAPu!Dk!~Z~wH9H<Sudlm*-wV`dL(06qQHX1&l^;sd z_yhmA$+Sg6e<S?Ju3R4RV0mOTjE~=u5DspTU>C+5gvYb5v)#Z~t|q-y=p!r1YbDZO z0^hB*PrTg#`i+kgUElbe2}hrVbRC=*&4P0j?=}#}KCd)U;m`Kl*@bN{Vh;Xu(Z-sc z8!_PeH7^N#?VXqGAIBcUk6E{0sEiBv(7AhfBnvo#yxFv%4*nkZJanek;V*UZd<(lL zcsu4$+dYZUb2_uKn1Ppi{Lb8|7CMGUSxOs=6K<IQNtnq1ZV*^e(sf9Ko<3~wkQeUP zl`*R1Z-^hO1CjOec>iQoJ1HnNfy22YxW6-l4=UJD8GeHA7w}ht6FkDYc^9pAwi_|= z#+<zz{U5noxsDVS*ke7k&GiQQ!b<83Bi)|h8K@5YQ4qB!l+!eaA7f6f=6ar72F{hF zezg6_|GfRtiSH}km?soo<`n|JpXMg>D{c(;boU4DEbuvzq-U44&S5@mqB6GtbxeCo z1;uup!^T{%BSJVg@3y|gXMs1Bc1Ud(aYkL;mM510p7&(wbN?LhGplr4{q{Kbc4hXf z{Md(c_Nd>F+pF*mu2<mO-Q_^^HXaw<0lh++k>p)zE!5A?tu3=o;k@x&>orTme4&!1 z8^s|PV*W(z9X%8D52m)!N+Q0Ux0uiJhu=uT`(stHz;OXzR5a9pQ_m{x`Iv$D@<zNm zqL130;9c-(4*3oI_+$8f%MoW{v^I<`27QmYuetZxJaOJ~9HXvR;ryht9X<(t&%(Lt zNZ~}_*bBW}A4FY=x>DCvCwAbPxXO1P;4w|>R|7BjI1p!k>h+ZeVb6~2=|=7_=#Kv8 z#5uf&|8wzd;VpaMzmZ2G?YofwV;3`5!4Dh~$g-*Sz<$ot_t?JTUZm_Xcxb&Ja~xXN zj9b&e0|iaVZ?J;TUQ(mY)yEuDh!8_9aPv;P;K21e;Iq$o9yUh&scYcx(tQh^)yF?t z#<xj?d_eZFlPPfPmjd1doPRNz3vBzLgP>TD_`1CfbH@K_rlZ@Te`BqhioK3L8y`XQ z`V)Lpa@NX~@%I}};r`JU&O|wH6z5L7-vf@j&#$8&GIG1#UKqScZ1ox1DDVria!;Z) zz=NpVZ*UWzh7X|o_}keP_y&l-B^WXgM-`8EDP02|A}k~t@#m5b-W#2x;PD!hH>%p; zCz_gcMB@qe3A`hYGCc<mzv*SUV-IvvBL!s)dN@bHFBt!i*CsRjqQtHMUwIy~k-?t@ zlW95mY*BX@<_E-DgV#!qJNE&3fTrp4uNHggGEzcVssBNb^7l&lB<h<D`Op1+pW#=< zYyG-^h(x4v#y(30f3@T_r*@?Xdar<8AyepQSC+nd>7xifW&N&N3V!~ZI=?Sv`q0Zs zDhs?teY~^!uCX`Xi_^u1i;=AG*J(&F`XfyuGM6-pGi9KQaoOER)eK!r;Z47Dz-1G> z#Xfi8C+2tZQi~rg>TS*G`VWX>3>$QdClDX^zd9pw6a5OhoB_gq%$|rz{6YK64*czr zwR?2HF_Mn%>~_EjF4=WKqWjV3E8_BD-Q|RNstD8O5Y)HyUvE+`A-*(E{ro-xo%>RA zejg|N@y&P7QlOqJjbt{>8OC0|RgW|8%b+8)OO1U<iF4NbFXe%(8<7$6(X;9Q=Skvk zq-%pe{f#(X3*Zxqe_yp89fW@7`dvQP+t4xHkGB|jj`%*-_oD>&-k{p1YqScwiryRI z62;ixB)(qVfV#PAqH*8gJo@Kcf!ynR5q~Dv0z<&N>^hQ>WQfnrN98TmgE+tSEI(fc z_4@Rl*JbR$2@X70sXf3u@caK<I^7F?<-yO&6Tn4!i7!O7pOXmc?lQCEh(D+Q3DGZo zfKTb;eOEtm+7sr9Wc1Skz;PE7zMG%N9MQVywH_hFbK$QU^WYi8SFUXYYT);ir05q_ zNrc45;|l-#9?DT46bLnhkG>iQT`}S$9}kn;Tj{hzm=aDso@fSt+{;JzO@)R7lC z-H3B!JRX!m@DF^g`o_H%KW}oU5&d8EUwlg@u1Z0V*8FhhGxRXGCUnHb!0#lOrC&aY zIyqUA_fjkBM49?@uS5Fi&pCKnZjHiEgCj9E1aYSK;M$9J+%Me(ql5{}<JMgcy&#S{ z)pg2HN(lHwES6?<?FIU$tDGvf>@I|~XSnoDKE&hsJ=Q!6(5+Iji#LE5(iWBRY%)T9 z*OYB1fc#~~a4*>IA^J8)%tO6^v&za7-V}gO?%DC{{3PCEbM(Nf2zWogQ%ARsqwXJF z)H}MQ4Zb4c7fF=lO7ODfY_IOeTzHbs_8AMjH}faTlHlD7;=joDq5e2L6>uu%oDFft zzV**NE8xSa#<RiD1z+^y(D6QCOBlD>9a=pM|Au&4p07Npx1QZ?$inx$I+XG@1U!gQ zo&My2G|tD0tENg1boyE+-9*bV7gpK4K7PZQ`1+aoms$gSU@o<e(6(W|cX!`V73Rn| zO0iE9bpo}ox@QjRY0uRM0;{Fq5tjZMH}k^Ri87he*co$+1$({gaUV{L#wk|0Ll5Qj z=}+G#=H^eg<kF2{57~Rx3RepF4w$Zzzq*RPo%;5Q2PDj^gg;MAJAr(8TJGvwGVnkl zzU%ei_j<H9b~LlXXQO|&KN;#d8?jmYH1PXPl?%d4(crVznk_vMpE4CUzK4c^7k)}f zNK-<mz`yik0^ifF_^R)DYUqORdAz%`0X-ch8$&7b$#o^V>C7MSUw)9_=8xxpz0>WO zL@)H-B~>JA)J4w@{1)7XIX9QU?%Kow_ykjE)YKn<zBg7mf~?PuNYdzIdVS21P>L>| z^nkyEQP?)#YGuq-=249e8KF*1+2Z?)d2FqH6c;tk!NVo~<Ifa;UaBS0U<cylcr{tc zG32YX_0JKCX4tdR9^$?WeU<1V_dUarZx#NCttJfMoE%Kki*y6O#G$~??}dJa*&$x@ zJC4Mzt1d-T6Yv?DYF-HkpCzz4XRs`Y_a(+gVWyA07*u;rkKX`ZQyEpHLVdHzZ!P~6 zb^4cb|LeDPU5VN8q4eY&TcTwDOP2-}=-<s$mg-NV{+0Zs75NAL*hccZ9gaZH?RM2A z4*JX0{u`F`I3LM%U&q3r8=|PsZ9fM+mfm<lwgY(YGpQPa<h!9u`#4-(_7D9*D$7v? z{Qm9}9!}cct^_l`r`QqndkVh2+pUiGL#Eca)6yGtq0M*uU{UlvPP)ZC{s^7Q2kugJ z@CCHoIT@_z*LH3{`s>Mz1CgrcnM)Q4oF(Bk|BKmy&{Vz2$Y@C-Zgl8vyN&+VsD2!W z4$fcViqP{1B<y8M7!?p`0T0XZ<m9$1h-W@+o_nF2pD0`rb@YXPW>s9h1fTznNLcub zbvt71?(pW$Kj^c#@^D6uVLm32df2uAx<@~^>xyyUM-tl0tH|J|PCefmq5%Ja{8}<C z#2G&IZI0TAGZU4ACt}p#vo?D;kQ{!+SE`oM{zA_~XWy=6{S$M22l+(ZkcaMOvX$2( z-mxA@NjiQ8`tHHPHvU2M^CO(64@<)zK!)j!n6)b*Y<*YtTsi!j$v?QY<+&14nsphp zh}XY%?V8$-`xutjw~-ATzCcsfvj_EPNo}tl|2gz;&0`%6Q3wC<4>7)u?`f<U)JbQL zeBbZWxgYQC!JDXEw~)UmuR0F@Y=s^^W2~_y6VF|rAz}`7%2K<aU@!1!>RHp%@iX9e zy>~H2p)YXr8e5-lDf~f)@3=+kVQ*auzezUq0_S!;jQEAVz$t?+iz>{~IZhOQeS*00 z{rhswWAt(LowljJTnFFgD)~<Pg&p>cGYBR%!Kb;1>yr%)^kLG^T<D;an3;R<!HOPu zw%%y>RxXJUi85H(A8tbsorCw6asI1^xPAYf2d<%#Ixu<*pD!cn&3T+R*VF%oM=`gQ z*gjiAKaBpq?qU(uBIc;A@9PKfLcck&EGq$ifLZ#^>076P!-CGyP~x0;CwDY5Lf;X8 zyXeST7XF@(V{Qd{&zQ4)2b<mDcevy1ja4T2Iy0!=l--LxrCYptE7sT#sq)?LjVt<x z3B!JUW57il6GK*bexLoGK9Ns^PJXh+y@D1vbL_oEM>h8NEHA%){R}+AAia^{bM$lU zi!MLKoGgo^)KNyn9lf!7|K?8gg>$^+D4xNen%k&UH4A;rtV_bpX0Al-a8rcTUd(Zp z3>y4H{r-O8x;j||iHPwEZMbw6IPsn5l7$-L!*5cL({Ic@bOxSEIE^{onr)%wlgNMh z-Pc{n(eIVc3_S(h&=*l})PcG%`^lvz;dbDkB`(|BY2v(x%P6KI?iRStC>x^gZko2{ zX98aIoGs>{zYQMrSLsR}Ir8f}(F48EJ-+b@tFA^IF)bPRz0nH)v2u~t+XqlL$?h5W zhkjLOUX-^2{@b%6E;4u>exkpg^L)dfd76pNqcM2j8nYiAp}RW}vXk8#@ijL|n8MQC zfjEAk@Td=PG26XQfAdhscN)ECVGXh;jFa+NUa4R{W5#W61pPQxCyyPm4(NZy8&8#k zr<#>|Ns|ElW3A3bV$Owr^GTK7iZ^iln6l!2<o{g804ldk)V2KAM%XcrvNb*N+h-L# z+j#4JJ26*+?DNSNZq3j=xw*UEgAO!-v(`!kef~8Q_x5J+@*EbK>m1|`#GN1CO>O<) zpZS@HYI})#=;7*G6zZ9Ep}p@OZigOiP^<bV@Z%FoSD!aR;0Nj+RGZ4;{mlN<W5s*T z7PF`j;e>v>M#tf8kRuU2zf8GZ-H8w?dnf$^eR)w%k?y5h@H;780|Us*MYqW!Z=s$Q zk~_io6ufXc*S_*d;J7!kx7Nvl56)}FSD+zHoFw~qvL5*5c{$@Q2lN5AH*KeR417LM z^-M<-b%6eyReDDkiLl-0<310bp}HZ&t#|c*+<4@w<PiFW>ua>zeqw(dYu4fyUFiAu z`SekuKSlDn@9hR0Tp3AP{)E35iTK#_Hwb;il)ASJ=P@T(IFvyQ!8iP>;Md#znA0)H z*k;Uv`5@{SmqTUY8(8F1ELMR$e8`_7AN7q%Z-Ls8Blg6R{qr1T=wBI3Y3KEvaVEaZ zsgCP_e{E*dH4l`54@t|~A6^CgH<~S$WeWX}5oZh8WbkM&1LWITv5%9x;m?&M_-Kin zl`NG&7arXB_R1&h*FL$!-6jb-P_53pYPpC9ul};!%(f+#BAXwbe1N%99pxkMk+&1m zUf#MKXHUEsXl;m!#Qe=s`vxIf@JYLjA}Gypud~F{ZeGT7bTuf6L0lRUzpdJfdmb1f zs#bp2mLLr3=pu&fh>3rkUEbhVm}DMj-96zzEHi08NP3HUv%oCw9l0w}L}m1zQPY+v ze!B1~34E>Ivi)%~^x^lGAKw3~m_!uxIIanN$Ns1-o6|1foxYBrRLBCqEy$Obqy@b3 z`+NSGO5pBwPvwe;%g}qI1RKpaLr?L?#pV<E8<Dl7*o{o=Nqic=?=Jct{kQJDh>n0C z0{19Ki#qtr>kl5Q;=WX+Pb4oO4rb3q9#IEQsSVX&yjkr?e6P_Ipa75A+$%7(eh0h} z&$*$O&==9n8_|szf=6$Nxu7<Wy`+E6T9S5SzW9i^l*>ijlcLOfjP=gM-e6UV8@M-q z1-$DD9Owr<fA>7J8hcLX(yKF)@Lc-1Etc}3<GeMhr;d8)Uj&WpsaZSXFZJ5-sowwn znz}ub9^n0MrrW*yUpG}F#PXaAzV$ZKhdUL}ua^m4qjLwoS^Q-13h_IEieY{kIJ#){ znDt@k{)d*sfBgcV>hjrWO9*ue+a->3x`-dqzS(8W;0gB)HhTo%K7HWHnS2dizoV6L z%nf+4FUdNxlM{X3Ur&R>5r@w$lg(D6{+Hs4blSg${?|k2(EAe5<L$T74SeTHEZXvu z87ZN^$W*r6iSzv_bc<1R8gp)1<ci+liT!5$>Yq>A5q-?8+$DJbUo1#t0ho(lFFO|C z=j2GN{dV$T;YL4W?3}(i_%e@Q7UOG(SMqm$&rg9*v`JGE{tJHN=XYxAk_&FcV1NOC zffxLA7Cpa>126Co#ayX7480%yzSoCa@q5L+eGW(h#~H2+db%PnN*#~=sQZ82@G*pT zJAQwf>69({P2wFwZW_qXzg2k+1aN-MnJxrd-9=qvY9JK<7rs}@WnW%j1s@)KE7A)5 zQR2)qormCM#Wl_}^!j2h>93|KE$W-_8SQud(Bmw8^;pY!41KxmIkL~F=W-7`?hqAn zARg<Gom1EbecI%qI6)uWQv?2pL#ThqH69*q#rxql4cnm;hq+J@-BeEG?HxV`H>}Y& zA^$1FxgGVF)!$N`$TswiOk>WA=A&<;!@S=aeBG7&??$9yJ3>C(nttsP@F?L|7@q?^ zsOi@ex)Q{p$BgIBG=hhjcXD&sXGcisNQ8a{z9cVy_TC-&BW2!eFh>{hTS2Wv3VHw4 zL;k(O=-anzsR=MvLQg#DYeHd!dC7}W^`7IHbGk1sZGiV1xy-`yP#JoED<+Mur_j}t zo^J{lV-8GV;YRmw?0*s0vuOq%e612Iy1)%S%9Ji-H~KuCKZXu=A>U*=ol_A&eqtzV zx}}UdFJ3oA+F%(za_Jglw}k%RoAW!h<ScZ^=~`zJaeh|awbr+l13!K{9?b+jU)GCn zcRmhazYXgL;X!#4QJZp-EP?^&De%sn4F!AR&qbjq+AY+*IraSB0@$Ca9Ty$%WJ^%& zd1iaJ0r&drW{^}Yc!+`GM=a1s<<4`K*DS-g@amg$ks-i!lh+O^YPb-aC&e8l>fz%? zruKs?4ZgBT-*5ed4$kX*=8ph6N5Ubbs4Y0hi5QW0-8x=nPt?|L&X0G2@9WfJFqcDr zA;`97KOJ-uL;q29-SJ$vUDz&>nOU+WyFn6#jLcA?gzUYuXR<>g5=qE|WEExmQbb8A zWS3Dw$S5Q7T>bTadh6jgzW2G$HO_U`7e=8kt}HZav?JHrN_x%ByVQ}O<`ciUf;wRN z<mMH_M!cViTScmB;IkdXviBHaJ~xuI*Qx<{^y%Nwq-1BJ-!tz|iZO6rdS?1A)Olvd zXm=?s^iM8U*|Xr))_k5wd;u>xsSz6~hu2wHbkL)z9=sXF?k^hPotQ872&m{{USV5B zs(~4Ga%E4Bd@$yijXZ@k%%FShT8!NV|NPv<W4Q?22TQX|4d3Q5cgFif<RJLOdAn%8 zhELE>ck!~hw8G~k7;SbEeZzA4g|AE3koyz(xML_8x>80<(H`I`&Q+qWV-9@_ooIcT zFY;^DQ!g7F1s^#UrRap`!FJ&FyyZ9OCU@whnuQ#R<YqR~%N-6xVfIOWHS{SP{2PXB z;4w;g=X3{A*9XOwQvc043r{z6$OEr$Qfl0|4PWz*(1F-rz$dT%>yj?b`!^q`YqVvK zJTK#U<J<(yEg0sXQEG%QWxPI)5<H4|<~nKBWAt;XWFy;l$h}AuuzTnLpW+#>nV~-5 zORX!`g<ZgNvTZx#DKTex!$U3G5xQ`sQ8uvydlGkj%r_hbU$FOB&0AIAe1G9WA1?T& zEkdekbKH=3K(zQS!JjK0V<6xTe@K1CzMZHOe_2nb(*<MB^WjKsRyJ};JK96DW3ksM zBT!*m5B~DM_6Oylx8^x)<w(ItM#58lvl{)<t0^OWcJwWCt<yd<@tEJaJYwpIey=e$ zAZ-)#0nF3R5;tEs6OO)TN&?V#OZpgxhJX)o<e1%iR}6J-{1{*PHRxcvwJU-rfPeUB zAG`$5zb9ef$pm!m*uj@H_e(qoZsVC*EBLf;<<aqt!C%B*u=nGuHRL?{k$*S={BY~b zDeosjsEfzWa@u@GesLVFlNIpCW;I2cKJ<vCZ{jjr;CsJUT&N6?0j^#>w?p?A&UMny zq+`fg-AKsOs0QA8=<KUA4L+Urq+Wsqc(?>9%UoGJH@hVBGY-+AFWWnKDYy##%^dv? z+PlCDx=X(5;L9E!otypzKd#OZ??GAUBqqwI6cwQ_ED!2(j^%j}{mkV86Zro7D*0yx zpbH95si;t=V4h9FDqjh_xgg68jx1&`f|dJj)n9E#!kNiB$lBDANRc8TWhllu-k-8F z{Tb#|o<!1aLhq{YZQ*q2b|6}tGIp{tIYZABPkZwe^Q~8_m%f9i70}O@UW9+|kJ_8h z73c^0TXSZFEnNvETe|<4RNz~h^h>B+a3ekq&Kh~OU@l`Yz0he3x#yJ`=fa0v36G3X zp$<PsV!GNa!J-&`$0NU<FTaN$Wzgb*GwS3arv2$(B*2UDbZR%u1NR44kt%2+--_Jx z*^VmoN4K-GFQaa(TABDA{OCxyEI0{lLT{j_D<&Id!n{XNMuyUT=m%7H9%<QQ-c&|y zPtZLV?DZ|NtP@7=w)Gc90rV;Hk#SAs;5qB=7j0?W1<pHR6!CBya|RdZ_x-~2kWOZL z@Dcit0yTl7)dYC?fbGm3=qE}itC@Y2@SOGWBqrk?PZbane>aC*j)#7Qrmfgh$D;pq z0zNa!_kVZolf*va(H5zfmgsi_q~*mr-H1J}ZyllrpUJCPGx89hheU6R@0Zt3#Qn9H zBo)jZ2=MJ5Sb^_U<V&x|r&GvFcp+oI2;8!h2;4rNgzsVaWi0(I+}m49^K<Bzeg14+ zrzZyw=jOZi4>y~p%FX%9V=uwwfVMr=z_|m9o1?q%JYEbEqge&7^iuOp`F-RTwo#f6 ze|06umqaXwqwzW0>xzVRfw!=}Rm|gn9O2Egfz#;kgpzA5xWStwuPy1Dv)B^?A8Pa` zaQ@5G+6vC!@F3PJpHN7cVNVfPBwZ;Tc;xlPoF8@A&lTpvbprFsL#t}s=TF0LmsQYp z5Pe;iUvuWg`<_IBhcxN*N9>dPslqYTfVm%P*_cZ)(0MrhR|}6|e@84ge;Vr56FtFu zq~qupSv*L(E@D1Q-F!GH1b$5?0e#~__+Hv|EXVC!h-R7HqMzQl5WerOef2cQ{y?=m zhQ`{S#OFe@)n|C0w6EnyR0Yw$qFxG=WADh6$X#vhv3Vcl`1CI7B(J9G&P4PB;Zb$s z_UQlQyuR%8c1AAj-S;JAxc5H1VN80{1N;!QD~jY3aQ{&2h`TZLeH}~Mub1rc`3EXH zgFn2b=y7KP&mpaQ|K{0p;N)qp1HMl^2`#sh7^=f~PM&IBt~>+2=gEdZg&5{j&JEuf zN(B$!Jr-|m1z(uyiF>)8*k7)=P7#2<>%sIZ;oottgzbn^t1}03{tgB``B8^`FVEzC zsP<vLMo;keN7TDLyzYO3zyl%M;(P({AKCp4ibuV`cV?kubvC%~g7kx^YjBQ+lNa_u ze{ih}J|&FY%FU<03WpECr*!B?QlF6r@v6UCIv0ALV(gnl4qo^gIOO=g1Mko(Hdw8~ zvU!k&lg}KV`%@K)kOQa>{}~=MmqPy)UFTgLGzXuXTGonsC;Xq>;&(dXf7r>;dGkK* zHO(iaP5ZgQSBWtWK0u$rkn`)qA`SdW-GLz!@c*r4n|z)c#T@BO->F6P2~V~z`{)$e z5lUpuURn5e!=lH$^HlKpFJXcZJlzuyvatoig*aF=PifME`L5virrPjbF@M?kN{;^4 zz+Fk}96k7ym{P`YO7szQjVwpNyZZ>7?6Ae>eOIeq<^=kw%I}ISCf~u=+V&>A(ZhdF znjWSG-T3uQb$<usBaH2N9lC}7HE`bMO%QNxVIt%BcRXj~j4Q>`ZP+8(x6lJ;5OF6X zG<#306LPLkjqTfk{_yXk?h9U+S9kCW=mL+u#basAb`tY&=Nb!NgID`%;P&<&{(W=% z2lfSX+>7q(pY$cM@3*gTE+5}-pL2lwvspaH3ol}dSkQm(9(YL#{!eV^_^-YHA)ish ziarLohQ$6#n;CxJxzqEpG8?E%kJe2-N21=a8EKVFLbvK)R;1$gBqB7Qr~YDwAJsfn zaqKkwvCqXQ63{0M2j6(nAb|d%IzsJ6s~1u5M9F#-K3?m|yiUrWu7ujU%wbFL{IS(K zf)(KFm$nW>bBa0;Urc4N0t&ckRkpf1-=1(2-plsk81e`X9p0dT51A#2**FTg@jor~ z1#{#JtSNU2n_zByY|n|Yi|Es%LV6N-+JJ-3mz%d#!e1Ra+@mFd^RO96wiEr`u#5i6 zY8?1?bsCLi@B{(NV@KP7NBkw<R<8or%RbAJKYSl^SO+AePCth(=ucW^@Yt15>^%5s zCpr4KX`YOQ{r~nP+%LY2{*>f+w%+D<_{N3iJyvz$Gb!ul2*5qX5EYrBi~91Jocm`T z?oR_R<)4pGht?B^I?2(e2s!9pkH$US&v@qC1NiovnXWLn0CySH*=i)%qmRE~T3Z8L z#dP%jg$eKjL_3YnqkWzP%j~wC8*txGj=N8k8G(;C9koxLKyDFT2_MTrypEQsk@Pm; zDX!fQS<xR^sFjbZp?_OfHD-Q<=kq}KYq<(r%=7J0z99@fmgIy<=Hh<v%^#Bn%iy~` z<1KN~G0YkJ_?QfXpc8Z?`RY2|2Cv0eWZN_gA3_ENjg=7g;C&USuoT9gtfj(NOmwcq zV)oA9{TIQ94;-()guH@KuBtvRd+hUmN>+SE3;YdTVEhd5W1YFwv&d`kwP}P<{M(bD zyo-Wf0lZy8-Q>U`CFZI;=D*%V{m>{KR($jrbLNJ|aRD^&`?E_Z^ajGmc+qAh?InDe zB6;4cOYn7V3dk1Yp8RQit!B?6as@<$FLtBfQ1yTCSpeU=2Y&(ODtLV^<@=_6_`Rn^ zD-Uf!ClGhFVTu$%ZuxCpx<78nc^@1#Cqe$>f9tDLF2K$4UeTP#nBXs>XJ-@zA0l}( z_xt$|$a9N3Xrqrh;94~~y>|lrN#8rCAiQt0IFoPUH!+v-N|z@9pG)qTkBig@^al-+ zgnv2I<;4q5dvO05g~?v86~tUzImb#G@Gv(6=g0)^*ONoPP8GqQ)AGB6i?suDIIFC| z=?bWia>u09ab64x`)JH1;oot;O-@IHy;~nVX$JG4BPR^TCUar`faN9&CmHtmxE91c z-*zDWGuArEc^dP;3P&8fb^~t`p43lJmzYH6o~Ak>Cw1Y81@Cw4sjhC65PJ_l#%&(| zxbv7B+es(-2sopRaet(oFy^*`%9g0{eUtu4IWL0w_}=J4HkRDz4?OjQNwIe)eaR;7 zCOi0ohVsGDQs~azFZaI&@8o?Vf!gB*`0mGg6t1nPr$2)Hl@uHawF3+1=s9o?lLqEq zroeuu(+;yN;2BgZn=V*D7rOEEcd!I>H>#xeNLg;^rt&>IDiz&`xX{n<JkU2g)87y~ zvksp8(zz`k@Q`K?k9@5{Une^4V0sCCQr_?veNEt(;0(&Z{m_eNALj6%)q$VA%p#Zz z_ta&#=S_|Yz}<BF+qj`0i*?;8nifTl@0ah9KhHqle4%D>Guw{v9cwS(JdXY>%1G}F z_}Lf+3G%=Dz=u4wHBkbuecmoYwmt{@*ZoFzcB2mw;P_D=jdK^(_i9HT{Qcc>g`3`d z$Y*)Ab5l&*gK)Sg=aVW8o}cV&!8b`K;?>Y*0Zp?DaVzt=T_*gBqAPFi{>u?JOpx6; zEDqm|;%mV^;1QWn+j^TO_?fIP&ipL|UVCR%?Bj*}l+(VfXM@1YIv;%h{SwYm-HMzm zcvmv7=c{S(UAE8d;IoEaWoI7Go7RK8e9g#}@E`CkT%lssMZM>%;&wOyzUz73w4?)g zf2Eb^2)ZrIU*rXi3+{9ygk@7d@J(R8TjRLk2U*P5-Cr7EN8Q{1Avq>!2>VJKHO7zO zUN!TRylZkFxy9RZ^yhssPx5$^u1OKRvB~*cqD{!X8>Ua|SwX(&k0&h-p3vQ8U7n>~ zfzE9C>6QX=MZ(SK72ELlQr~+2^0Z^`;;Ic>5&Fw60b6F{H^6O*TH!6cc&<%6s*~cN zdrI=(*(yaoQ*N30pJn7g+Rt$uuYn)o&S2#tHRjODCl4=Uo?^&-r^FB!_A?CaYokPe zrIzyEY%<c7XuJ@cxom~}tL`7WdG<i}-5^bgMEwyN{gd_)yjx7&>mPRL>+Wnx{E)z0 zFSX#+yCr3qcUSvCQ+N~p{ZMQAC%FIJ#J(<^Gr=CoXU$Fez~jen$?o$55B2bDE1wSd zW!>Y`)93M=-Tq<1Zvz|~b0tgd^Z@)<2U?~Jj)Mnz<5OUK*MZm*{>h3Qa|O%tHM{F3 z@f_w$b&#rf5E1{8oJoeCtKz_69mCJay;>D?xR3kXwC!fAHtusNYu2mvEy%rVxpZn9 z&r5xRa*io-loNkW^&e>Zr(e7#l|7C7!M$T2l@NFg9r;(uY1jkAkxeOsI>^64ZJ`Ao z#z{J6pE~&d)8WDS^d|7(llZxj?{*@zlQpZS-@?zb+b`Ph7JMaAEImWud6!=qb^ne= zy>k01anA|)WV?jr^sv|VoTbm8ktO(bikH_NyOApRqpoKe^<<6AgKP$Mo5av%auEJn z1tndr>!_o0JL6=+O;ArBKa3hcePgQkP;S8IYN2DgPZYk83*Tos)1l{Yk@fdGqh3wN z?fJYBf;#ed^7^5E<jF;al}WJzKa5d6PfdVN&O*Ls(Hl9+X8Jj^#>g`%zr#8!1^#=g ztEBb?`Z%V+WVJBNaXl4%#*>Qu4P$qs)aG%|48Bl{#C_Zy;&Pi-7rKG1Lf0fc@R6EU z1n*b)Sn1ET)*OJI7GfYrp^F^4eL9kb{J;$=s!eit(cgHm2{iA)_hA-cmy?LPzqO`K zR*k)Lb2EEVGr<Go9baTwgI=Lsb86Y%k)UCEb;XzpIa&GLA78;I(9d`~>XWqxvP3;q z7pc+5rC)he2jBnD?la82sQ-J*pWff*!1ED2_s!28`{kK8g{4p6`FmH-af%Xr(W+3R znk(>usAsYY33LgoCZUylXX2fVh<t3dGeLUv`Jhk%`kv9DwOCR3j?-A$-x=fHY7;lO z=a2e)-quE38uje>g<Z+$53K!kzYNAX5D#|f%{#b(-`$QPEdV~e+hgAm4czi0pXu~_ za^&GJoRf|I1O972m9G6K;E0p69h%S!E$Gj*2qE9pJ@)YD7+UPR-=WjN;(|SGH9Ge@ zaX-#?yt{k>=Po*VzEybwJZB&Okhh2@u~U_@Cl2?%%pqor+)UIpCE0Vm=$|f}thV~W z1KjQQn2ZKIUVZB++m%7^u-bQVbz<(8Ay><B1^H6O0*}1p(Dz?F)-nV9pS#oN@B;AL z!b>kdb-b^n{U4NS!JoL1HbrsB!XL35^Rn(XbdJO;M`S)=K24M(g%16L!k6tYhry=_ zs2RkhfR_qaIx@QdEqEDz!}Nfg@VRD-HS7FxBo<OF1=~9u3Gdu95&z~rr+kY}{Q>W! znChm+gnN&d`5NbrK%67aLF@MSs2kaoAHppiiHn?}cd6O2|KaH4G*9558wTucdz8SN z$o;YQI*)y=Goq=gd6=W3F!XG|95heC5p&v0nA2}=QQnKskK2UQ{&^+7Pp3p*G4xNb zt~{fiz|SpwY#jf!0lr@;FGC*86AUzZao2nW@4%Klu}>HKs9bX;FAv!hytjhy?lQt& z;`&G%-eZmgX{x&V9`wII6-^`<9ykyQzq>2LanIVb9*GPrgC76xh=Xwk>gZ)VsyF)B zU!Ecq)s8x}kMOz5B8d8?($3h!f_<fDkITM-UM--U#kl5%d6!cTh5G16ZT3&wKSqC$ z&^c9p9C*0%hCzydFY=+<KBY$0IuTo>8nQZ=AHBe3?@;sy`C2cfhYu8h2T-{G-yifl z?d<{*f1nGSP?iLyVIM17eP(^61#nSH$jXQf_T^k+57V^3d`jxf^D!OxEDjYL3G?E0 zkIY)X-EtyEACAYZ)q-C;FJq_zKc8D=+Nmw%s{Zv_4mK4-UFQ$0xq^FzaZ&uB<T`TF zCHUgQ;0wPVB)+bG8h*$1$W=wmGZouNJBlzn6Xf3<M+f<VpL^nSM8Km|%UYIDQNy?Q zWjbVD0dve*wnDC$=j`jfqdE8!`4l^k96pcpe%$8wf3?uP%%6;fCW1#kV#pRFP3uPN z{m5x{q5?V512O`uIFE;KT~W#jg}%i-z9SR-vq+M~6+37617+R`{Y1ZSY-6Zrh38wL z(`Kp^{j$uU*~OhWrzJlQ<Z*!454>)s`x&pV-TWc1Uk>t~PoL3B$2oB~ppO~Axwqu| zd6Wg8n_=Z&-iTOFqNX?0_ZRA%{U_O~{3Ph2O<mqAhR7NC{?(Tm{8q5hxT-Jov4E<d zQIF^Gy<YkD;}rTDzJjN5OW=Q0ZfzwLGCC9bBn;A8n3s-uC(;sye}ATX&7w`mkx(f; zeQ(>}jX3y?)`K4BS39upUM`-SAd>c-riW066`XQt!m-cd<Jm>_yO={~+%|TK_9Udj z1#c;WABv%LQvb{gKlO2UhcWO{LHp_N-s6W~e?k7><Z0YDmW9zrQ7^vCAAWT{0QF3@ zsns05f`C8D0atY}U$sYh_;@JhLL&}1N!G&e?|LeA`3~@rFy*7ijF=OzzS*%<iTqmm zzwdpZ<7nPFxNH-J`#fcT<@sN@zjWKX?oT0KWLBy9GJJ|7O`Ww>@KKo^t~D$LUi<Ln zcLx~(z39F+kHt|JLa34^^xr(b&H@_`DI?~#5~oNH0SABj>iFiN7<`v)+ka2N|EQv{ zxmbnggzRiuM`9CnJ*w^yD%6kUDP|qEhwem4O=0v8;DB?_Z<#UTdF0_+P`Z!)Rr$A; zlNc%HDz*FX6+J|r!yj?kN8lgQYM%S3aUd^o<hy5gkS9@fhGQ#n-j!HTFPm#d{e9WO z@ZD_-bIlnAJFL++Rxpl@KZ<oA98SI<V>|;tmH%w>iV5}@dkdJiVsFh(E%xP0uGm-1 zJb9a;4}Jhs6Q103CnBLlcozwD)06h)Jsg-nP$t)MEgQBYj#J*3pFIdacbw*?Q6lts z!TQ5t705k(t}N2>1%0J=eQh;(4v{N*CAskb&v}lfox*%*{CBS==}X`Z$;m?;PryIP zpR=t#fpcKcC*X*jE~*FV6|B!3i7LvZWZ!zs0Z}`%>_ZMUXZc|ll{rTu=Z3#;iaX{W zHkr$2xE$ci;kbMa{M9~wb?p@J+b^=H{v5({`FNK3vQZ=QT-2@$ANz(qQL-bh%X6N@ z+!wvwex$&y&e5Yk(YKFXeYdtO3*WJ~F~eijo%Ro^Mvw0x*Io0qP?;0zR5CZ4DtHld z@j88XE8w@Gu-~kQ;4{z8&u-xcKXGn0`s`=akCzdL9)Rz=GVt(6;yHYNy;rQ<!Miu7 zNi$!avLoi2ef~JaV}771>u^wtD?#^Z*07KPIO}<KmrRQT5%HGptj`xGLiCsttH%!L zH%nRS+t5W)J<mUnx@QOf9UbZKGw7?>EZEp_p4A3<jdW2j$UX&=3CChDh-}q<jznkT zxyvQq=mYrP+W$6J;a;&(wfs173OTNxLSy@T?1|1_`bVdMXY5o|tK{E05jj`;5*=xw z^RdZ#I-G#-wov_%c>?tJQud$K;1zA}6-Ev{0`KKhDSx2GffzfUq!jZIe!(k8M;7n8 z5R4K^Jv6G=*Op69m30O4Or~N-B9JrI@^$dpUF7q&e0|#12_0-(`iy8el`FAs;8iDz zK3S+qtERREIlZfOM*sSN`jpm@NbqhUzDf@n@{s$X-|9D*2i@}idXxZk)_@XjlLijV zf91MUd6^-%+?J7Wa6wMN@%BJN2PfilYO>rI8|F^hVinr)efsfhBs!puFx5XMi^_Jw zJj^FQK0N<Yua#76JRFE==PN9{zz;!J1%p1IPdLa}e)I8O^jWQ)Wn+=>jq-Q;N!lTg z@=dGah#vU2HL+i(8lkroNvy2);@)>`rn8Gc&Y-A!#2D^9lDi)M)TmEq+AP%mM7a`~ z6!jA%uBgAsVdjx|{oKQ$ZtH*0m*i&kYO5lT&R8V=<}z|Tc3g1CM<1a4u#og#B<2#H z6(7xi;7s__WQ|9FUz2Iv`1%UG%&K1+?O#qWV)N$#FBa%*q5j&GXTV>36x*(Zg3n<T ztr;flu{ULyCvzHlO=Qvo{u`Olc?$2ugu6HsW^&ZZhB26L&*WG<4gSfnB=`*(=0=Xb zIeG0Qc(G^YW~se;$m5q{%XkJ|_A2?i+)LnZb*8+}G9B_HNR7fXEB|61X;PJO8ocWB z$}23}(1%Q?gRfbE?^sl9uq+;gpF5BBs&l$4VRfK5gJ%HqP&-Q(H!0y0GkqQ7r3@Ya zTuj;iSe(0gGM+G6<OFBwTK)5r?#a7H$%@bEN;KmUt~NX3_NMRmG)m0lq~FvShwfpu zH|xX&=vr;FTl0A@oCu!8FJpci_C&wB(!7lg=9?0Z1}Z;=e`EIU^U7<O&oDl!9;XET z``WAb`?9ge?pbE@Zs7lbr>`EonM5udvto>9h%>=@mRa282y%$~O;n433thaz$Hw<N z5fN2#-bK<Lg!H4Xxpd%Hd*g;0ap3=H8qXK6FfVaki=BDJ4|}D>?ki=Wk6B$gKjJ|G zo_MjQiLw(q(%6E{E9gs#s_eT%%UucaB`t+K@MiX%X+w7;+=#mJs^Pf@$anWC9AgOZ zB*d&Yd-HIfrqk2OvMP{cQ&rw74}C|ewm2*2i6`;pim={@s4J0b__AlV!h@KfD(UNa zgSirMx1<-~VXo2C+$}}lxhr^*OA+Vy2%UHDF#L=4TZLEs+TnwhPg}fy3iE5~IZA4u z(f`e>KD2<o|2=BLZ}%M!g5;S-Tp@6H;>%^K|1?mqbWd<@d~qSn2d;(x2A=ieq)t^o ziadoEGB-CXF=w~OX~ps-_D=uTb+%aubx-e7%Q*=TqR5AS#uWL)c?GFSlW*}kM8Ees z`_!Iz9z_%#GjoEE;FIN@IrIyRW|RJVaZjW)@PAu_p8X^3{l(A7|9hIiQe6jqTHxu8 z?iK72;vgia?_n?2`Jx-QQP1MLhaJ^`JEf)b`1<lOzag1*cLn@--<0hhXBW&r+!19| z;zJJ92;1UI)T!SyEDI-<;O{AJdf*%j9rRJO?iZYg_0YG{V=LeX4ixV^h`#*fXv-ce z;9s>%YY*3O{z|&y<~DHdMy!YBuYd=NKH>jS4(GY-7U##S8JK^e-9@?g2j)SVdv~oq z!s}UmqVty;I_y1BXEpFshdk)*b8dpCR8N?1N8K~HTlm{o68Ut>XUiBou$Rg~Pm^o_ zIXQ0D(k$-49hK2(xqHxGAIcnH#{X|a947Dh>`ELL)i$SWL%vSmc+sAI_!H?%W@?*( zSDo#4F0R0TlymHH0(`AjX7Rr`z~?A9?ta~YK1wq2OW*Y;nBzDlT{Gs6`dZjL?|aIY z5Q<>ks(1{ZKj(_d3+T-a8qYId_adLm@=-=N`Z(gxp8p2XpG+}RTzjI0Ia~KolT`Fs z)!+A+G(%@|yPsKTt%p7KCP#cN$l+6z37a{D*QuQwVbf!e`SRQjj_>5i1tlL%^2T{? zRngj80A4G|A=%=hD*F2ax$o;xw~y=>wkDrK?gLX?V00aFJ@UN<TIxIrTArZ#`@qj# z{G7Trmbk|qHx(H_VNc2Py9)pIfA{?8jPany+(A--|7SkThmVYNTb=MEd`yZt*TX%C zTEFQ)b9LaVt2B*GsmQDL4!wQS44>n<!2nZ5>~lLDo>&51E#}@a$u&HOX20s=!{Mu^ z(*F5+AsX|?x5^5-aQ+%k3P=~CZ<T%ZBwPnR{EY(+bR58mult<~_|WHFxs-UzWX+jy zkeMlZF^+jY?M%^-gV^)<bk$HP7x<#=tjxb$00xoF|E`dtUaG2YY@LLkVT^b0#ACeQ zouRK<PB{_mZZs)mz(4zzQf72E;9ug<^iSUMW%daK#ko`{#=U6$<#ElOIUdIO6<K zvu7&doE(3-<KgHwd<EMRFH~s3b4m&rXYqrt7?YZ=V)7&$O=vkJEzlpIl>E?_gE<51 z-Tkk~+=!!MfnmqsPdsP8<uiR4xm_{jr)E$$rKV)Rz5N89aXpy!o*a19U#)Trf3Rm- z{cXit@VjvjOPff%;XjfyOI^I=K~#6R_qUK>PFhQlbyf}j5&kQR7BbGn3Hl@b+w1U0 zyx#fO7vJ-rxdKKPW8_DfR<`wfKo70REH?)}n8+>4p2P1g@882pqlP?Dd2R(c;5X{! z+}{gz;B!<r6}q9Tv_2Abt405?(0+|n6*|cD2fxVnVc;_+Ghd!j>^1%H;;$3*)2!My zj;$`#b-Cx7l9=b3?WtTow+J8kz^Yyo8+?RxosmYZ_QcLplBeCG9EjJ|IXMQC(8mn& z8g7t*-%yGOA*+OsfYf+C4){KzVpm0L3HGY=UpjIde6Pvs{PRms@VTf4y?h1#ov8|q z790GD4;LG0uqubp&Qpm!w2E9%>x&H8V(?QZUpb!k7d)vb%O4{W`0S}HS5$TY=L>Q0 zj$VdO;fs>K@;2^g3*+5JsmOEo4E1h@56+v(cXLAke#-PGC&kc*P%vv8OU%L^tE?K2 z+E&a}Q9Av4Bn`feJ?#%I@WagGjdEMeXP-EI%yzK}p9eR!>K85#;`_cz9clsaQ3`xA z-`Jt|&UDn>XF=a#d73l_dVwbU{A3{btG`2fip*cJPj{m7q73fU(hsMuL|#U2afJ5s ze((nV6IEe5z~c^j%uG6>?~!2n{&g?@_u004fx5dR(I5UfoDzS}@*s6k0sVw?^w`Z_ zALMv3pLf>NcO|w;683uHdrDdm=S-o1UzBS~!IIvUC~lrz)}X{Wd*fQb6K_Z4(phXQ zqfhs2a(MSr9DK(cm3IuNn`5RW?~*w%2bbCMw-a^o{A}?avLWc)x-Lshw{c$bqYboi z4sV~96g+H*zKqSu?u7;R<@~xo5e?qwZPH?QbuIRE`CdN61zu62HG*Ya1Nn|w7Ky8K z&?Cri1QxDio_z276t-J9KgDesQMey3E|u#f%EM=$c6ogNZse!=iU%p;zn7w9h@%2e z;M_*ZucHQ@I@6M@UJ?AnQ9Eg4QS_~~TT>Ah=sRz=T(}9Ju<|ood38L0#hYFm)8M!C zI9^sO(xVSGP8<ma{#Wgp%qhk>W$Q~xT^?{CVm-Z^!#JUTIGrz10?%36sv-B!w|eg> zXGRx;199La``on;cwfH?jAy_b<RwgrD-OV48ckQr{l^J=T;l?+PoUpqBKi91IPU$M zj<qup&II?b{t96xoJ$o-<xk(y2gaXjTCYL9BX)E7@5Md|0ZWE2Wbh5`-!|?khaZ(} zb^MVhKA)Bt4~Youed-p<zu$>{v8pbrCg6jqk{{@71MfXLx2@BO`>u1Pn=yISk)Y_j zp;3c5;~x>C42lbmME)^%w@q%~;+<@~g(}$l(BF7c@v{>#<FKk!9}JxTlu!8i7<hg^ z&U^I8y)07c+1_)(nJ~_$^q)lkCc?lWMv~(}yoq@!)`j|$@KpOk`a|#_b@c3)!An$~ zsy`cNg#Ltq_1NcD)J3gcxp5zSA5I$wB7m2U^X#iqam2hDx5Us2&i5zFwWqlZ$oFYz zTQs{0zVg#}qh1^I8ASzou4i7vBaz5!y7)Qtqjssz%HR!Y!sBA#ZwphqT-g2+`Be@j z;uhkVm&=&;P=Nk&mvJxOA^2OGxCO=c>mmQA){Ile5q(QDbG6b9`1RxWyOKbkyfJz{ zaRaX>rLZq)0zQkUkLYI?1#v!@NY`CnI}lg1uPz*h4=pe{pI&jdGch1pcI_4T0_RFz zzXae+rz5WoGAf;jkP89Uf<oX;gwDDbo`C)++7--Bco5WcCD-+-p;vmPw4c}TAc`NR zSndJOskxEcVubIj$aB?a8hXS9C6UX&cVceM(;zK1*OjPyd+pSuC~`>^|E%2R!Tg&E z|JeoLFS?h>dyk<1@j1B1`Ydo*i2XRzqc-p$Mkn4;R)K%-l}WP!FZXRZxQzZLbigFL zm|^fq9m#p=M?CQS7_Yk(`ePqy{-@9{s7p-u>e6l-V(!_Czl#~ZJlP<N)56D)L%>i% z<^$YZarBGYHty9mzP}CcpE?o5j~@E3@M-;UE7fOU#=X?Ga8vde_+YNPx#<>oJ@ob& zC%K^O<#2=)X9CY3%a=KrhVSkEk%z<~<j#vO{nnpGpMCzq(e^puELMgyBETKKgL&?o zhVTcRh(E9O4t4M9RYik4PQ+UJ<oq%Cn%Y%gT%5Xrd*934vIuqhPpTUwFZ5{1(PL?c zl7TCYCG1AQt5@kIg>QCaF6XD-Td9vOgnG!7{;eSB=s!k2*`gmcq`bmYVvKv<b|dOJ z-q&?HF(WU$Px<IyEqoWj!_AMWj(>$d806R#3Eg}}a7FO%9`I4gb1n9a9z@-+mD11M zcpb05w44M_K_)$I7i0?kU2SP71$8b^bkyvU8St+)Pp~3%A#R36XVxU-YrW8#^@NTc zT3)kE5{N#9<e)_46?{HfE#BVXv2OK5b28&~sk{_qDn>uh3`#2WGH{j6!Au?8Lmjgw zQ$L>K+!|`dUj(lEo>=b930!mHh9j?DEAr+pMe09+&yQnMq@V|SF>O`YsfAJS>6M(n zKEO9r^)+VG1pS(hawCLZ<dCM86w)AfSo<x**U<BhL_lZX<VSYs#im2g8}R+Dui930 z;C=cT91gHFgFf}ve|YXS@~;`27JotSQ7^Zvy@EZ2n*Kj^?EEkvbJkJv-=5|snyWLq z;*P`yX@#p3aEf=;dTKs&S2Ic}7o{p^BJ=01ZnI<1!+ZPMG?FmC*z)yEwT3HkklJ5) z{5x{fK3On7gzk3yK*R`T1N6JbfNOrF=%0`Dn^b{!Eqxw*Oh_5ItJ=QQjDg65%K!4Z zYyr7<k!)PYj(ZSag9XY2fm<&fVBfo(=S<WLJ-pbWi~7oYD(?9?M<P)L<Z?aq5yn+- zFEKA-X2pE)o+{=lEJ6>Sfc`2#Ybxdf{_~^1d_p|>@j@+eI&0)R>6ayokLW<>$n-Ug z7<D9ARX%Dz1>YJb?L*W15cArm%vK}7@xkk_^}_<dV+NL-Q~2vjIH@NqiCdwsbxN(` zfL~qru7#T({9cq~aulZcUcyrkKZvEk{FkJ93Gc3d`ee}p^9at-@rBuER+ulSf4!NJ z;7ELKRFw}z-~aht$G$Y^4m_9NY(MBip26hLg=Y=W#duC9)k6Qe+YmESbRRj2`@=F$ zo4F81nU-ajww;NK+gpi-I8Rb9A5;3zpl>;G{FMm!QI&+E{7x14MlOZ*+5`h<7Nzh1 zZVvzNNtLuL@XxH39k+^3B3CP|E;tf;L|j+AB6Yt5<`Sc~wwvIO`C$=ky@>kV_{!!8 z_-%GUnj5O%W7@9iZVW$wzktTMMgjf3#k-y)73ifC4GELm&!P9cYc8qGbSCmEUViPQ za3T6;jds2PP849)JzGNq-&^vR!R#sM7SdCq%EiDB5$)dvx8P$oYunGRi+qEgA%Pa0 z8&$(a5h=Wn>jv*>s7c}9KN1;L0-w)so$o)m@cmupP@i1W#a!ILoaMi{gfpZ56)A?; zyO-0ZMGC!Fet46r2zY;xk5vZY<Aj2+3`t}+{C&fL9ul;e=UgG7Ux41=D`mhPF^NB` zUat41gm3$m@8(H7N4v7Q?OlJtmnd*S{{#X5X(|=_zZ`e<X5uLqo`YLvF?uTCKlNLF zHC}{o>a~1Hffed=!qJi2QybW`<q^e@74=Vt^0;`a1$$Da8gyN8K0eyt6DWkv<;UVx zPlfl9|02)g+AwgL(zQ4lWy}em*WO)v3;o-Yp=!nj%&R<Ljfk29Pju0t`Q{Y($gG6! zcfd=Ty{(r+(Kr5f`Z5uJ2KVOaEC1afkSF-y5AQ_uzZ`h4T@=r7FUU5`|MYbxQnj0T zdEoQ-`J;tS8NBN1FOTCF2H~S49t70ZLjQ5GR3><!6YfY59PI^<ZMAj7U<x_}ztRc` z^nkLDG~sV9qVG6#R`Iega=O`f)qSVO{k)L-{g(sgv^C$AdLPETvA?w;AL^Fx%KYvs z@ctG}ZOYdkI1y)+L?kkv!H-55tj~a-;h>jK>l8$;>W6QM3dYb^89L4j!LRU<w^uq4 z_Zt1O0Jk>ukDKF}hul!dWu}H~?)(QmeD+nw;v;*4G~PkE2y<$bi(V8V(4F24a_$U0 zfcgGtg%U;J=05uTQ*`=nL>ce*RsI&>-^jG|gF(1IpUeneZ3d3J^Xb+-63j;x7np1O z#QpwJobe=hKKs7T;C3!I!ZEk+BEwt!JiQaPVnM*`Ch3mZ;H63#PKw3?7v{e0x_Flc zIk~+7Q=iZme@hv@mirR@u7ifeH!3{0rzZlr-#ZX;KWbhSwRsTdzQ$Kvx#mtBFi^K@ z1wJ>R@r!5zj*sD|5Nv@y{n90t$rkmk)i_{$2z|WEaVhJC3hXbYG%cTPN3NP36_1f7 zaEDq?sgAcDVf~R^I}f<usG`9~iWdFi_ld~7bKv3X*ZpsTPg^1*c`OZlklWNOCY$e0 z9Pwt~9skIIVE)8)a2oxUgI~y1Vg$NT#aMYP_{<wJ-mkVkI}_^N!Be>+$VHjIExhm* z&uQlId5c%z`4qQ|3wY7*?jlKwj==Y%pWDQU`#-DNtjY(tY>7)hKG798(f)+467K&G zqju6^w#ZF0qE<Z5i2Ir4p6ld$%#o1ZKV=&Ry)1uMhYxsOZNHzjD+chbnCxPZJBoRO zI=<9H=!ceLsrS0$xlfTc>{vn0vo>=SNj&O8)OLThKIRR+Z&F<|Z^!*bQGY##1@o&V z49s6b(EmG;OI^Q*dnb%nr-mH&p>!fk*dTZzTK(9U6u`aG_x`q_&P3DKXI{UBzBWDf zDD?pF@(ZUd))V-5<g!fv@>A=ATBUx!0x$O8>l|L3vy4B<va&MJ!zzT$$420<r+fRI zDGffCJlpGYirABVq=v(g1iblCgJcg*)Soj{ahm8~%^0UgjolrHLz0u^zf&BE_(T(D z@dNM!y$Prto`+B1=M`#F=rkl`do{?|Fqg<8vQdM6lK#_*`_ZeYC$0M~W&np$UOR~) zPUHnN{`S)?L(X05>A;FwJHmkO;l9VX2iGa`g9OE02}i>|?y61Tg<qKuwsgR+`-rav z+{B!2AnhFKD_deGCClMo9H`?0qS^d<;NQBB^_E?SpLl}%s_~p7aWiJ`MjRD<SU!Ce zUva<F1zPa8FJjJAK3ke~7v`k=FT0#z^B@un&-U4hV%|qO<AYZU?o+BHzyHt|59_7> zx+;q~K+WSVKJa1PnkgzML>+RPN$irvbNumS)uc!tw!x}N*t2ao9uNf?J8WBPm; z7y8y=+nO#aZTLU02b}#k7cJ-8w{hxU-`ena`(HkZI&ZFL+hJ$o4rjg2ye9kyQxXI6 z3GfeGm)B2wVo$Wmehi8}gZ-}W{xhz+i*wawzi9}6Oi#_L(-Yvg&ru4rCCUM(&91wf zqOY0Aop_|c=}ZWnP*{Eme#XGe?0zPETM^Tfss1L8gnk`;hEzUsfQ+3+#EejH-NQ{Q z5^V{$X}v2Kalg48wq#)pb|gm9XX#x$u-8G1#yXz@_$d6p_)a$9m~bXeDk>*p(nhYc z=a~c1A8eyP@CW)YYmU}0Ys^QdeZ1-7gxr7ySK3ZIM}2E|m=69xy%*yTV+(a6Dn<Cv z0m0v0e8hxcw<8$esh7?6VLo)=jU0P8a%Bf6P2Q%UZ;YI}^A7!uwGY*eTl>*hJ>@cg z!R|mT^VTStNn$S6(meXvH_R0lbQM>DH+o8Kxqs(=<XEYZ%^QL*5^`6{4gd}o4h$1Y zg|0G4F5NZt9e!6wpSsFyHzL(nz1pE3ejKw+%W;0p?cFN$8vYEQ^1;wQy}%!L=qAq` zYC%rOV6}JRxqo?YBRXCoz-QM73{!BAc5^-9Rx|)F=Ad*e2j_ZV$IM@6_&3-F2wfg= z%sFT^Y8dZy!~VffWp}{aI>krVb=Lsjzt5Z(lLDS4J;Is>U5v+l7a!FH?7v|2u3&~w znNG!{g%kN4kCrHB)G>cMdhwm<UEpWNSZfn^d-!3gs%Tn1IuKeW>`f;49Hb8X2@mad zC%ij^+7pkW-g2Mrc*TdlVzuR26#8dQhsN5|6PU|z9#wd-37lo<pLn?o`2CAZ+w~~q z&d~kHGe!Ty(f{%6A=I^Y*2<+R7YAbE+HU5a9yjbY>h7#Y-)CygE6j)f<|*})ffn#{ ztlM^bV$8sE*d=|Z<;J<6DvL6-g|0dt_4(0P<SC_*F1!O@^<d-MC%b2E#F)9}w;EM< zA}{(t20e6X`*Nne0w-OG@d`7QO4R9WuXDc470AghnR)OTI%KN>e@Qa*t$Sr2{K??w zh=n4Nli=@vuvg_MU&VQ2dSWkuIRI_O&;mZZj$6tDCXcD%mxvgdI(`Ow{02Tp-8_k$ z>-{?pb%4J-O-8in18)R8KF75Qo%Fo%pGSvruP@Z-#r#x7Kj&YWE(G73h?SXtO9y<T zTD$eB(~#$MIFIw2HuCttR^M&m$9(?0jcver?E5@_kM3Ruc<S_P4du|a3RC*y$8jE) zUgjD{JO|G>PA3rC58hfgcJI{%=(!{m_k()y^M<QEk|I3`ris5khVCvzt@G>MvCyBm zMf~g^qE7z$^?Hmt9l1qC3xe;zV~>`ir>QmijS|krAu05um*rKtl7VaQ+gx&6n*{&- zDlCjj82^3bi6;6hcuuObd<v?u&qC~DHw$>QdS&gq?C9SGqbMBXp;z3w_SmQje9)}b zp+>gf@Qu`*m&@}-t~+VR=zlx^@yq+RKL5u3f3}><Y|fsDo4?i52E3d%5GPa&U)P`! z+cUE${Qd{x_F`|b&nUf=vlVq!qVXi{<YQMN<h5UqB3@^}y)J<U0=c~xc3j#7F4fA( zd#Q=f@tM~z&+`KwMA_UHX*+n^-Pd=J?Vm)R$(gV#J0kG9b$uH4BtYL~lo1<oLq13K z>+)vkWGi{Y%_Ao;=P@C7sW}7lUzarLEpUDflq9#UfXf4R<Z({*djii}su4EO>*N{| zFEye6e*BnP6TYWz>3zBu<lrr`o@BKpA%{Wvo|QpA@N#)t{Z<lq@)AW^oi*^u#%{k! z$1#VMe$4v-?$ssp*)L=lk?W`*s@?4jzgSj><!{{AQp`V&r2qW4uQIoe4*VHq?DQzN zB>0h|49h2wFscXbfH8@*z&m`J>@uMr|vwf@j!54_nb%?9tF5l7l$jNJZ5vvPK? z(QhBR8N@*W-{qUza@+rK^ew@T0q9`4IrHR);6KTF;+kSJ1fIR`{<}}m1=&9f?7M<~ zC;p~gT0$@QbB~!{e$bztQf&TnMPJuYMk}xbf7UGz8hz!DT$E+$nn3uYl9?G-lfUD< z=xeewd;%_i60Syz?}IOw=f*$0U|F1<l!4zjb7*^qQwZ?YVC>FS_$d&=8~W|N8)5pb zH{`uDc*w#(%ljmd^UC6N#@rIQ@znbjjc~4Aj7yU01>r;2!5Te%4`QuNaSsjdp_0F4 zk2e{C^Sb1pbHU%GQ*icJJkBi*)zfpY(=nGL>Q2=>kGf9sI&wM~^WHujpN|eX6Scu^ zUG?BAcuF0-OYwT*O%mFc(C=wBr|dC1kDT$b%<+Ho4wtOgMn7hG5Mz=XU8~^1cpKFQ zT8=@->EV%hfqKz<D|!9vb<Bxhli)psJ;r+lXw)-skG{#hQ}hnc!8-$X6~}n+t|5Jc zN00~iz&MoVIuCMy*sV#&USRLauDuTqF2l#CPZe#f3SB-rI(-EF`)|z~8mG{Q5jMj4 z{-~dd(H+I?tI!9FOnZf%L6<x9EL`~u?y>5L9X8y^3)c$hBam~S{)oQ$I-dUlVX@{0 zKg=h2$pqTN*BnCmK-V7kh)I+d?K$MybbOxr@-QBApMMu_lL&bd0W4~g-S~N|{M72g z-oSbEp)pa=m#!}?7hP1ueEaeSlXX1ya?%DBU%|a+msS3jz8v`*4=UQG=a84Wcjzjw z4SdVLFR=HHIAKnCZy+mhwO#KZojq`r+1JqnA(NO-x))>JAB<d}xI&)_Jg?_j3(XIq zkGWYa%;pBZ^3BpmkC}cKLjKe0pKcTQGTG!!q+K!B`_A_CEM9Nye(wxAMSTCuEU{<d zKRV7ewYH}c^Cd6-@H&?uf1FRjW_k=fv^`Ce;AQNmBU@e9IF9~sk!pYG9^eVuzMRW9 zJ&E1!1wC_($n!LKcEJ*OfYz&{Pq-BMMs3Q0{R!A-a_xsm5p=AJIZ4mNJ%Jmfb2#3V zAP@TD^Jo_Mrz*B~A5tDhUGg?o^q7Y(mdI;o2Oa&&gT>fL_zl#Izut1b16-uA-?%Xw zxqFX3PN$(xR&VAoS>iq#W#ZAD0Y3KWP-mD2U!Bq~oWd%Od-I6e63scx!Km7ORG>tE z`cp517XAWHqcE)sF%ROllxDAgE%czQhT^YV;5%ZMS3ZqlKQxcEc<lu08?OlSk+;zI zDB9InF|X~kGu$h@4RZ-2ViGoP@Vidddd#SUmoQfspm_ltueohW9}YisPeHW^^w_Co z{_cFtqj0GR(2nYO5C$y=cgUmv-gx*t;ja|(y6**vXPw9QEG~OW1HNJNzZ6Yc=nMEx z#y6{@-wkw@ExUj|`<okS)L^X#ah115F&y_m<?G>1wn7g=NuKMl(ltjyM2%hjcPr-n z$h@XnaUaz#(HB^upA=RlzZj2xIc5G}N#H~9NP9AVQr||7vvWt}{c61arPE3m!K)=j zbibBT!oJTNdG2+J=r`$8IK9&yiP987S6a-^ToGw)dLQgSWSeU4=Z2op)ubS_Jqunb zK$9`a9CLacR4H=6L5nJE+ygx>1b;>ShrWC8{jVL*&nm@vu2)r@D8gPBrqD(!CCo>p zUvypvj~S`ubHxbtcY*KO8@mt(g4p?|L%bNz$%If?2F^+9mDMs^;I$R`l00D@)H_Cv zbw%jZg$Yh+R;HNGtPzk5!QVHVD|N}|+7q!fj+2piT|Snc=jC?cp3V5hUwRoh@WJCl zt%kt;sW&e70xvAr323bGpsrH2s;dBZ+BwM<o(8|1J$7?kju-iH-yfVG2R^kc>Ad^H z8hrVo3uP?mk4v}|HV%O2+ePs<%C`zW#K&h&tl|D1Po4cGg!68qX!^4PzxQ*uztp`O z@aH)z_@v-Ge*F`}!3^Dqe4B5_(J=6m-n!owoiVp{Dl?7w9CA!b(!X{dhwpvmz)msT zD^Fw|=-$;wPE<wQ_D;+@cn?0?oee(dMMG(LH~0i2w-2(ygeM`KW%tGAH2gd3Db*?x zz^_3qAOG#Czt11?{5*VL#urtD|M|peY1uP4{lQ0d#&1<!!hY_OC%#@~@MkddQV(w8 z=bv5UPDekOmUy-M8u%=SUEe$&{{&C}fL>oQ(}75NSh1EJgL*3$Zm{_l`d&%w>Dw0Q z+q>hK5-H%9V7=r&wt;zN<xB5Mm$0v;yX32cCj3EX5)X7h$G`JLo{0gU=f#c{opw6t zzS&<rzT!S?%!^W~#B-Rj6u&_ZJ$RS5XvQFe7f~V{&U3v8x>03bfXhMnR&?vHN0{K; zhEUxbLO;xH8-77c2>VtP={m$CF-M_P6J-isd8{kh|DHT@HQ!!XF#|uAELT>!4IO6S z`$<_N-0R#`5A|B`+!fHz?ba25Ufjst5!>ucG_I9@WCO0zwl`09UB&Cs+me%Hz`VDh z2FKAJ@P=Nlv}y;D&v^f=8r3luf;6eGhyF9>b4NqN0}rCF$nl>aXM--8#k?aDyyRy# z({&qsuI*DHb~+W{JBCMgKC*>BHg9K{a2EbP<b|YrqXWS$;lXHXjk&#`%<nFkFBbYX z)RGLGO=<t+C%HZP^`OELH|R5cqQqyT3Kyb-KkB4ZFZ`liy6PNw9`4_uR<Q!^DqiG! z?G=IigqQ5g0;rSyuiuonH=v*GGfFRnzU3Xa=PxJnr*4@0^Ast%5LG@h7S6c;jL+V6 z_!W!$g1zqV{$}VT4|2{PvG*i?a_-3W6m%m7*uDB2pev}f?Q)X_U$T3bJGCY`bcr2n zBLo@dcBzYMibwFiPyBk9e;)gSW}QB10hbxxJjtep`}#$2Ldk>|{KKUbT%MQU6TY*z zt>lXX;a}wIMRE{6clRlyd!rtNas?NItONKax+6bxaPRdT;W`}%Kd56tyN4a_Uuo~| z;@#HJ!D)TVS0#YQEe*#SRltvy7ks)ajl9p>4MAr=VxBd^s+#vOaJU|SC+k~h;_X-> z9T)D8YR_y{20`p4NML&O-yUc1MsoHq-=iOxSuEmPM2;KXUfF?a^!1X>>j75KDOW!& zDgZC?W_~-yhJG)gFNj(Vyy$J}i%cPh;EVQXcM9po_fYT>L=^mP0~g=*<If|C+wlcF z!0!WXGe@xBs3bvbY<Ug1yKlGEzZ~a1k(DHY`;m|J;BTrga6##UxjjQap3j=SlJwwh zKIfbokGKlli67>y3cf`22w#CWa+EC@?MRU06CNV0TYMJ!qS}hX66$W_^5gxP(ZFdH zZ%0JJyokte7Loe+xuU{T4_)yb*(+KqJd%X|!Mt9!ZvnXb?K4eU^uhnd@rR6>V}B*t z-m%^(N22Bk$9F3_@N2Hp?d7GI&zK9jnR^+3uF9c%>WFzN`J?hV50HC$ctpzXKkT2a zY@Oi+4jyGLqn6+SE-*fF>8Bw0n*Qr=OVlt2zk6GNdzT}4GixIzoZBeXE=zyl9i~qu zQRio{f6t_&G9?RopAR*?d>nkEvt4SuBlg6+)4A1y2I!Bxg&Y^r-}-xA4%vhGw)LrI zqYqucDa8}3(;1i}X!}i@5sJFj;Lyx<5;)U4^0`00r-|L_!OfA*1m95=&NwnWk9!F3 zL<8g;?+Xpd!0WJV>MnY4A2=|0D4_{Did~<>&0y3W-*>mKkG_QN9i+t*4L_huAzN$2 zI&k$;zf~W62mR$wIq9q6<K{f+ktPegTAblE30_Gs{Ug;G9q5p+_$?aI=gmGb=rp(i ze<*oJ`A?jKH`R@U%7y4J(z-HhpW@t%>$86AM1JAqK_6b!@93MWrl&DKL@xVg@Q^Zi zzE38(!<d)8nsB&ps11DhA~&}*vm@ciP((%r{Ntmc-m>M39MpS}2c^;fmXE*Qznbky zXc$W#GR61%T%KaNwF`PTC;hd*i`WY*K$6S~eNal%hf_ksiTIE2ho&y><Dys5PJZLS zX}b+BJ%v6j9CY{2>=O1BCpc=H97XO>Y4v9#_@qe!51X&yewL5y;_k=irmeDz;}O39 zsH7T++fvBqvrVGC2mLHARa!iO9dmt#6-)D3$oKr9mVRCaIV*o}4F>RH{<%8vr5pHf z*AwA#s(-N;Pe%IShA>{oJ-!#|z-wM5^8P&VGm#|4jgsNM%zu_K{1yBcoyH9FzxNS& zYEGzB3Vvy;d)r^&%aN!Z2)ZHdOfcT#?(0Bq!-<2<m3pX4TAjN(-#v98dTpbGT!A}G z7VZWxn&bI=any^y+?C+}6c|SBh<w>`a})g`<aZ@rEm67;J#+XOExiZwrPAK{QeZwY za)T-C+n5t^VZJfX9KJ>WP<{`YD0@O;h4QBJSvSJ-+#wkkPTXSy#N>%z4#eKgC2t8Q z@V5TD-=uV7o*__P`6TL2UQ2P$nUfwwa5nq(HPm5?vEWlb%P<Gr?xshMe#eSM{hbkV z46m%k1&eQCUjmhcm01V)HNpDHOz0}Z{goyZ?C_<}_+33li@CqK=Q}<<K%PPIoxCC3 zD+*v4c7s1%56*Az%XTC(4MPc4d{6()?Pq>P3!IxpoAb8TlQ6g(IxU30XP@ah`&;xI z)8sCSYTyk&8~hz3SMVUbbmfd+;9l`u+I;EBi+xKvNxAA=uEf2;<BW{BZ##CSevbgI z@h`dRt>BKnrApSv@FVI{>BL?#^y$~Ueri=+_9SAT#QMI0UhD6PHGB-{{|hKsRM6L- zyCY)L7~@P>2JIqsh{C>cujTsMM(EhS1%Gq!J@^i5cP~$1j_jIiu;EeY+QDHruJ1rD z;XVJ9GUz}o&KXf{_#CpgRWF2<q27NqArU44ZjU3#x_H3%mHkx`_l3W1LT#c<8@VTp zuGurF>!m~7B_?=Y#dar|(jtFfNcP&nb@*_us{};5Vs0X1DMieU+=(#wMBmW?UhJcn zKL2|k>{m4Xaa8jRcnflcZb|4&xr#pmjnS_)8&TgI1@BeI&7YODjU0gm5e75#FA>aT z+&A|kr-Vw6oE7?U`KtZW-fHkpjIVq5$%C(OcRA}F=14Hs1*pFCg^nPZ9<_!0r}A1t zqX^DxVJFGR3Fu%<2Rh7@=fF3lrj5`XL#{4+e6u!m@|>~k9hSD>|Cc^##sHVm{0a$r zeFVPT{z*$6)WwXRfQR4VSD^W@V8O?Qc?-eKGsPmfF9%Ea=HUFjd^f~&6};nsuA@n~ z3GTO>i^FT^o9|Y7mEQqgZ@Fi?Vv2i;$+%}aqaMD2w(Zg$72tpubk`E`oUwlKCTj$r zA9*M7^=~|1<vd~gFMP-Tr~I_jYtNhsS25{7w!oE%{gFAw?~%`yTod&QIM#f3Y*PxJ z=Sp#5p*%9=mig`YV9V)3JiYumiv{0LQt9b)o5}DipALB&GYLQIR6)6Uohu>xpg7b0 z5ay-tGu=o=-AiGncandL_btDuppW}5qPmPm+1-s8s(V`U<Tm_-zNA7Q$$@()EaKXM z!#eXwV)x?to#knHsd^6koK87xUO$cfM?<Ho59cE%>Nh>hPVgLW_*eZM8K7^~IOsmZ z=PmkVpuCUFoiJA4!9kCo^XKpBVO7i{ODoTO=p6ARoJ()*WkWxr^_`?o=As+XY0|Oy z2t3;zQ|&No@Wd}jvyH7c;S-LV(^Y*6A7B0b-wwbZ`o}4(6!Gu9YvN){;I~R2nOy1v z9?;YyCHuvUzU7@1W7R71)`o)Kyve~l*0GJP`F+@Tm8~Eyf#)nppW&DWey^;8c-)uY zIDbAV>+1Z_@7tM2&VO(qA_I3_=tO-Tmf<`kY6pI)&`p&<J>=*N==qKNwdC3$?^qmo z${G&clxxr*Uq)s3pl{L;_5JOW0)J$u@ryTk;M*QJgyrdC-huVamZgs~kr8J7A*2%f zOc&N%kEUYY(0Xy+7w>21$u~o1?V$IH4ZYrmo}2P{?oojzcwfs~w^xKQ$0_?;Cbbqh zy7O`$MS;sDyd^}$7{TL_Bp1a%r{>rQp8fV3Id4Rz#uWO92dgKAUqSy_`ftZ0GJo)V ziho$6^PPxOT~nP6UdV4!kv_|UK6@kdMVmA5{F%6YoTJdi>KS6*jwLuj7iGUB(Fopw z`Vki^Ir_btl8Rj#;IrJM>nqT2&R=XPH$H{jhTXqSOHoI5OZ(X`;r#GinlgXkhkO}| zvSVLbJqU*US?T?Bz!6f8e%BIkZu%*e_@K}2U5KCmg?`YNP4e4S)HD6@XdN-+qRBFI zJPU(A&x$HytJ@KIE{*mFMBZS|o3;4%EGg!;kLG_Y1il>I7>n0MUqsRqs^SaY;=T9Q z><Z4+%bSdiW9Y}oMtU2K_96d??10gn7;<ZNU-n5s{<&GgvlcQ_XQDYuYcw1>9o-Cn zV=t=*(Qxh7ALc+uLMAmVI|%q{v@d0l=eZm4j`XGXXXNaBIGlBNmjH4GYYM9w!H116 zk7TgvVee!)3mN?mCn7UkJpL8l2Z`Z-&APY`_+3JeD&e^uUH<Yy0{s`=qk|#U8+e|0 zZbfQ>M=)OJ>GDE<TXcS+RS7;m6H&d4G4%anpMTT4S;Bvv&lG0}fAFuXQ_G#}&^K;x zcRfXY4&TA~{n$^;Eo^nY3$TE%<JL}(1Fi5^Ed;4rfd^tf_}ZoxJV#g9yFLYc|7+yI z!?b&W2hL{QNwULSROEHh2%N{R@7i4x6X1#7h#Tc#E|z0O@MmMN6Cv5w=VIIDKum7V z-Wd_VJ^y!%%{?7?Hj(N+{CIwEE$^q{1J3!NeDmYh8uWF=tw~oV<QT53P%l(C6Z_v) z@ullwUgMIu{~204;`*nm-YVz@-#X8I`Pa|t{yf(H0exe1Vt(XMICRd^Q;8NKj)b0O z1-mR8&R2QJ?()CTkrZ6%EFzqV!y9ir6;qrDpUcN|^lXshcdLPK2Y8~usiubu?%1QX zbk*?^aP)w}qgPzOYiHbdn$(;{?#OZDg*@c=#WO3}CcqCX&=!>RTNb{Wc#%)3=J;I0 zGQ|Bl!RIwJu$R7v&Jrm3+wURvmCP%2hL<`J=_>oKH^4VRRzl74lmhck`OkMmy>lXH z#Mx)Qp`Ls_oMUIq=tcN?Fu%J5zffwaCf|yT2k~R@!J0YdO(TixdzVDvQ@dcVRfYc7 zOJ<IH^CNN|f}ZWw>2M*|?-1Kp<)F*Dxg1eR1g}!`@rYh3bgjA~O^yxZQ6~wW{>F<u zFgiQ;+wj@ao(OtE)rbDiZ<Qf-2K$kgbZ^h#bDOy^8nOw?)VbTOLsX{lJ@Z-r7%YQd zZoKeX8t$nC{`mF&gZQ4ZlRl(bx)V>IX`OMO$G(zesUF2B__XNAiGe8O?ki1lEP+oh z(SAi$R)RbY?ytYiY2XK-alEUv7tiUlaqaZo(A&$#1iryfZ0ZrZI;H`gyN|=|1@K2d z<DtsKcz?IF+XZgUBDYcBoxb}T`m6jD4}R2XTEq4e+4%nrmp3&cjNFJDZ^NEA;XX|J zpQ7sy=dul>M)nRNBZZ8NP+2L;_(UNYQ6yw<LKN8}QG_xQr4W_9y<|rsE2NA{8QF>G zJN@-t-&OJZz3=nf<D7G!+mo|d@j39XcRK~O&<~E9TD<N8?(p>V&xRw)9>lFQd0C-X zz>5c7FGquKv8Qy5*~$YBFJyQ*=pD}CS_E?j@RPHv?mp6p@BI93lwNqR6*1RMN?L&{ z&{JJhF+|_+;Mv2s_<T1GYO1B7{#K!hH*2s0j{Nq=y%7BSL1R(ZqDc?v7R;X1h9GXl z*G`<oJtE`0q5THF0m9w9+B&$WPIn}^eG$*DUg_d~bQ*f@oncf`7hH%*futNp<k_I$ z_ZMY>8(Me|NECm^e&aR`8{M1G;dS2sZiV+l`Si@Fw=ML_e&6}BDBTFTV^3O^v#{SH zLG6}2@QH{9rQhTI?u69qE$avt=-xY|C*uwQPtw|si0T6_v>3pZxf?i-BIW9mwg*x7 z_9*`p_5f!D{>Ns9KIbgu?ZZ5Ho@XO#EBKCrSK?OuRkjoPE;jzo!{mQH1#NB>!k9mk z_8LurF2&eJ+$90=&ZNK0@u4N~$LL1QSQ_xiza9@3Bfe9Kbj5pT!cXGn%H3$>-*5Ju z>K3R|DtcM>7l8*BUr+x?k9uU8NN|atfKS+|lQVVS-HDr8JJiH+Ph%Rm-)vz1cj|*o z@4vZ()2a`zzc)o)|B~xMDid@KE$7%z2||ZtW}a8*1)bEz5|13<oqz3H5*n3pFK?^K z8sa(J&~dKMxCK4#yJhj%BJ3Ue#8I!(hWQT9_clz~sBf-j^rl!rkL0Dz_7?mr@B3;? zZ7$5!?({Ht4qxZkGtGI;z<m};AOBf~KKfX!NVy<*-GQr720tG=6Z3k{X%1N15(jg| z#4;wKpONL*8EFN5rC?HlvZFoG^80?h&~NAtxXdOK5zh~w?dz?e0FL=3YdX&azo%H@ zhqWa3>&Vr)GYg;|Vo=Tv!25jEbw05QzF##_g1pw}fLB>=-+YGpFwZCYp;k2Jt&6#O z1%W##6LVDkVot;>lD5`pS>R<<5^VlIu|HmhjaeM|SApv~f69I6Z2|%==RxPnua#V( z37_K1mD}mzxDWB=L6+7V@E@U<Te^yS&^UYR&kyJXR-T<m<rIRB_rK0x2VdaNo$rU( zL2sm)<RV}N{QQ;VJI)dg%pqClpArKfW}s;`DMgBYg63OvE$}-H!X$JSe=dHZFVhx0 zvSHF<pe1zFkv-zG3)jF~o$3!8L;c96AkET`zNvphk)q={{HRC{RCu9|ZTa%~Dhu#c zcD2b9VoB%^w4dMl4Bdm=lQ2mqCe(2sUml6XdHA%bm+OyytHS)D6FuS}ty9;Iq{rBU zYrdCNi57mKF;Xn{;;4swO*7VkJNqhkxOzeN$ST}xANk&en2LXtXt@LY%Nxbm2;c=H zN6(wv@MC`D5p#h8c<81;@dkE%oHIL-KYf^UOL~~b+JL^Qs?RS-CL42$t$|DNQt+pE zO*h`S1wGu#HOG4J30ir7U4wytM@R1n+8+wP))z%LD%8LmRK2+~n&^SKQq2=(5uQXu z&c2er2f)kJA5*r-aUism-rZ9`exhm9(_0F~9^d7Z(6jh&$7ZH!sXg$@==&amt-#CT zWM@YaPZa0H7e}b@e2U-L(>b^iX_jv-KcQ|}3==!p0o~=R-_g6~z!wd9Cb;ymyAt{4 z%l^uS&hVYtyrQ*)ev8lYo8oKCwI1oI2#t3m7T*cl2~uM|)NiV21~^|o-SCb&)I~a4 z89HX@*RH7Am?wc>&!{A54e`7$mS1Ai{p3vK{$=XEK8Cr}1Daw^xF;b=TeCFilWQ!Z zKJX;k6Vxx?@(qx}2j`<lCs_sZ#d^8H^d@*Z{)Wcviw@8SD^vXpgHO<Yo9Jg_wgjbF z%V{S%=*c!c=FDt>>qsej9|az<F4UiN;ST1k|JZ~t9!EYry}7Rob+u;mNo|%N*mM3X z*Wc)_E0N(^`5$o+x+5&&=tY0R(p^O18HYI%(PmKt;4q~P(}AzQ;yl?r7<ASK?%K;; z*C~NMlb3q_&{Yp&S|GMGeaw;IbGEA9-wWL8%9#c|;I{iZS9)mCCpwWtv^p>Y*ZWgd z7pVjvyzSq&KOz3Hd}DdI)`7XggEUP}z-?a<y3(~;E<^{f%fL2tF(x^&<P&w!t3*;a z_z1v%#9QK0Ao9b<k>r~fLL7-}JCsPOW3XTQd#yxBJ#ax2+A0s++tA$)s>I%-pZ`E# zI+cX??&10LI=(;6wSD<B;M2CA6^fhTzNLHJTKtT7R(pFd$6+qax6dB1DMh_|gJJBT z9s2q3wtV&JK<I4X2W$@<Av>&^ZAHm}sJ6BLMUQ^oRCHFEANASI^&0`Uc+Y{;nOe7; zkU#sMlyX6bbmZt{PsAkrNK&WH6$LpF&J!VOY>3C_?sb_2Ay4(}%DuxQfPFZ>y|m5% zPa<P~XJ&xDJ<jmW7#;HB<*-GK64WPVVLxS-u@BI`!|KS5czo}(Qx~Th@ZP?k85Lc| z-m*&>-fd^VqkLU{!VTO<;Bc(+%S!l99o`7i0WSSvrRjdBHu4^Q@*!$AcOsgHxr$Z? z^<C!fC#mJ|jbNa>PFwClj2pVnKl<oI5N^dzhbK_K^|P|_sev!pa_<+#b5^{Zq#uaS z6|T^1f4K^J^V%mBKalS~2CTV-qyFprl;z>;jQs%)m-QMjPabnS&-y*|R!jA}pVQ!; zuoFKg&VbMTJtr|+3Evv=gQQN2@WJpZSy*aCTsyGm+y!6gPaLj#sMMeyp4rUawn07) zHzP<ZEU`x*C%WUOBK*U}t&gACgL!^7_T`h@;D5)@=dfwO&u)`7GFJj~`IM~1UKGfa zS5B(h;oez|XEro}|HxpsSeUu&M0{or2zrOUU7Tn3=0(Jx%%W=fKj1w$C`$J1&UGX7 z&!w76NCFQR$*rw`J|k6=NAWnG#~r%0cOfm9r>Bb<DD}m@*+I*<$*b;!%D!WZdoaJW zbad%IJx}Os6!VSw!4uR^%m@vlAAcNULp6rDknxju+wd2Bw`>QlEG@$qyengGHSn5| zAh(L$l+MJqdvVKIb<7E^?f7yE@t*1rKdVEl2Vp$eQj%Z{KBTGFXd8WJQ9LXEZb8f$ z^vV1@g1E8f-F!FE2)OBmyL|PY=<7I6?-FeWZ+0T%^=CW>+6Zbki6G1ipAAv?)&n1j zz?lRs#2r#!uHZ8`U&C*#kG#0zKq!}c#qup-@07>^k!AFaFMLzN##f*V+E+GQb`o{e zuPfuG0??~Z&<%AQ1`m2sP~<#tE4i~eJ`Skw6qzV`wjSf}aS5i!puRlW#b9IPi2f<Q zQ9Ac2bSU-@`fY$42Z^1@GDm)9k~On<TL(P;z|aT<?rFw~?)N#=>E-b*6`5=3|L^#X zlK~fsmC3m$#sz#wB7;^pAMu;+Z(oqH1Lh`<XxxuL9)G6iR)_e0{nP%!(g4KYuDz@a z2e8+|m{17)f&R6slAk{j{0Ak=nB+s~Kkrkh?W)I~h5H5Br+wkGT@)&<6a`+yd?1Dq z&&#X+$r<7!>Z;f(c?;Axi$Sbxp1=V#1)K~P<6H^X9UP)A$Y+IjDu@5=9hz)v(X{@8 zIW_XY@$miVAN<<6$G-qi<7&BBs*Jfk>Q8a6aNpAWu5*Zg#at?lYwGh#)Gxh)Hx2tR zKlPBwq5(W;7Tu=OtuXXgIYQ@|fcu6-CW#~)L$Cd`{CDUG^z<xDn-Rzdb?O_<W#}(M zgjOYOz$?gk(%rqc0Du2)a-RRab0unf8K#$vp<~&j6Z{M3y;**$FX1EdwB0V5ToTj` z<|Hz%J20=+EK-vq2))27T~7}|{CQn$oPIXqn*5c8^T1Eu9+CN2gZk)dd!~Xt`dFh@ z;ph>(Pa)mSlNorf8ijdu)KlP_B!4&c;T)^~JQcazjdSa=AoPk6`_;ESTtA~f@7@)( zn|%a(nzY}Q9M5nfW)cVVq}@CS%@9vr7X|pMX&xM~GQ-ak@IJ`^eCF}<*lWJPAM?*; zsfu5M4@v%?`ENMy(;R9!+dbfyNY=HiOpu?3e6Ew5*b&d3F|H}&eOc-6keCBMEBHZ8 zMARGc=Pm06yIk<<^JASpTkvTN(JbMicO{5%3F}Jefi{;uom8U&zjrB+b0748G)rlG z-RS>MB=sn3%3w~J_l$Wv@<Q|4@C)@g%nOe_h`G*)y3oO+-r_v?@`mJ%!28e{N&Ft~ zg8n&(<<va_{T*$_9oc{9TWm5)FcQ!Au;Zs}1MmjsZwCJe;(kb9_EjYv#N3(K^xQ|_ z4ugA0J~7<`&w1`y(0~~3xjrxBEcASnQ_-Bgc%B?iCrV!7{<)W(w$0VWT+eU6s{7zk zV;8Pl)(&CMg(ACio3lINzVhSDdtvClt4PxuXE4uSwVm*@5&8-zb2rvEI1hKVc;4kg zN6Yz%{4e;3|J=n`^>fgtTo9q!kG{cR<lHWrS>Rd&?{-liLp>8b|7H%Ke|nXQQ&z)) zXyJ3~9v1c>4hgqtOPPXqz1#35?<w}UY`=Hkl)?8b(`xsWMV`o0h@G7WADo$yH->sD zrJRJmkr_If7c*U_im^X@+p%XV4!V&>BfH;W@VzqAQ#1e1p3tw?_nJdoJY+)S!-M|S zC&T_=GzsQ=?(}9-f>$@2uDU*eI@jTr8dszx_5ybrwNHFOy~g&6LLPlEne4Lf;aGdZ z?A7m+k-(9tURxwGY2)X_C781mVqW%vpV8J~<nhZa<I^VK)m7ciLcka0U*+mMe+xKW z#2B>%`r3W*0bdn|fEV#(Pd>>5zRp-aZ3!LPsge7ycjNt3i?An2;pcyA@YFA<0FNKI zO!gD}gS(hyLmhB`54ul`Pk^UMYRYkUqW@!Cu0O_w`uX$-<!%)!<bfS)4{}gX=qHBT zXX6~o|Jcmhnns`LJ}!I84>${X%+K0k=+7Q6MEipG_N45;E{FUxHTX?XDaV;8=|9{R z7ztcs=d{~p#E)aK59C;y;R~8vQY47{y7p8id+fU-(PS+AN&&oI2HgiE5AaffJSML; zP&XV^mAZEAKJqW?o`^E&nlDq9lhgy>dgyWW@jRaMDUl1iSWd%tqKWNV#h?QbxKB!V z1~`{=j@tnHChFbT)PTHd2ZARid)HauhvUC2=4uZ?w`_3VGy-~(8#f0tntwPDGo*Lg zb_yXL_i!n`K>zFd{YSPb`Yf}`Ap?2zArCXU2h@SvZd}`<l*N4FXQS$KimKozjp}=b z^`VdZD=Xa906a?TyZkA{xdYQv#jOu<4>De8X`aCTP7|4!U&uqB+tt)ufU|bKy&E{p z3t#(!2YWW`;B)u+x6HKz?!@kvqcg84z<UXElYh5`{?V5$(7zvj!TMjjk}_waBgLCh z9rd8F<`s6&Y3PI#O_ZC?U=CigocwWs10nyN`4r=O@b^hJ!)Jg$hRi6w`{?UL)R+aE z51^l!{QS{7O$u{snq_R$8JMGR<7znzoHuN1y0A6{zC2XT?Cz+`XK$oS`r^K`{+QEw zj=HVw!v1kiQs@hP?lSvXcoGh3>nEQI!iVza(!+eb2TqmO-zk;gb14up^#b~f4l*Bs z34Gu7e(H)>a=<Hp3BTP7-Y1GQLCvkkg{Uu0FtvCL|Ehy$?+?62f66cXC>izHT?gu4 z75(5>D}K;B0e4!}U-vvfV@Gt1y9n~4jtUA~`4OCqIr*Qv27Xn+uVg4td>MF5Tnw|M zP=Onv8Wcr7i27-Ve9HYL)MLzs?;p;iev12Ragu`+x=5v)pF@CS-B0oVK}iZ<{MV=L z#{!YJMRYAo4RD{hT3+UDxf5xZUJkwo4!l?9?c^$OzxXC4FM05-ug<@kV+8J)GA>b` zhJFo|Twl5o_zfY!u=;EGIa5)I_VV!S=y=bbz>EE6uEz(XW}uUCe92Jg2i^VCb5u=x zfaeF_y!-^X^|ZqD7WW<-?7!@64T8T{?gqms<9@_TC8eUgXa}OBC$#Dt@~!iP&MuZ? z;P)sZ6OYoO@3-atI&O>ndvRZNODX0KrTA#>7dR3TEf(fQT@FNBa$lGZ>aTX4;jR~` zZ<Fukjz2*>Pd;LH$lDxx)k)nH4He|UllkM?;Mo}yYILoUw{=#(e^YM*F5-N9*1`<u zw{1e|pN~b_gYb243J>C>hl)xY;!doi#*wF7_<nuY>4o>W61)ABGOX~N7k1UQ6}^SN z!O`oQ*eA>*nTy=JIOs}T$mvlJhdzXdLMrGY;_<vmwD;~d^ru?66LyHdI>I`ZXOP!6 zITQE)u|%G7q7FUAfqWKJ?YGQ>`bVbi3bih9gB{u3iNFb6&#{jF+w&{&?J6k;^52KT z7zNs5%s&^2YZxB$BnB+cy<uQ>B)EF!+7ik!KQMj4cOH0*Va{yRlgIe{=Clo=`2ND= z4(rG3p?}wkUu?wB=W6%v6Q}}?xPys}dmcKu)nfX>5-0edNli-p#rNCaVY;O3LX3RV ze|4=9&xI;k_y+p_yts@+kw9C5Q?7vJuRP8Xg?Z#(<lVCYl6fR#h&L;fc`TUQ4XBP} zSVf$nJxb!9hWPfDCPymA8u|yv2l6VK(C3@<T_TZoA*O4VN`9H6&!bzu(DuNY;ESUT zz1R!?f~gz_AusG-6r&s9Gjt{XYBP-b{=!_rcp}GdVfeXpy9-xBALiS2it_<sM^vjl zXLtqva>VwWIadgLCNs@G_;)%Js$$j((a?9@n@Hvecf&bKZ#jG>)sr~n`gD8{c+l6x z*2H!6jq6TN?e4w+4;iJoeLmZbXc4EQyQ>6zCYL1gv@z~aj<lNfD_6odPmH4I6!zQa z?KJ=L68PfxXItmE5SK68CLXiK9=P1&<oU>}l#h<|o8cTN3EM4*J_GL*aIo}|7UG%~ zvw{Z=>bKYszCgTJ>v^|k#$@>QFjDfKMSiFLkfy@0guG5W_#)^j`eAp*7@<}8*##cS zRlsv7d15wVB;-a+Jb!(`=@ax%7ecOBJ%WEy)eGia)Uj))D97?gfiJlKDHx2gC4$#e zo{vsoE;dN;zchE`#rzqERq)R2B=KunJAm&rF{NF(<U~;DC>5+#qd%a{lH)pp`_yr> z<_80OZbm*{|Mtd}_@&<*V{rxgM%iP=Y4AnkZPg|Dx7R3FT(wFXI3A<!y&tXck^8|T zL(hkKBGq+K=}z?Ru?wo4DmYgcZI}h)@-YvU|L)E{<N;H)f{$sywZFcLR%wGD+rD?p z$Mt5R<KI2ZLXJFs<3W&*!jv;HHINk(2|pDr@wapL8=#A|>&axn{|lBez1Bc~G3-k6 z%mR8*Ps)n{-<vQWJ}+Hmi~1v!`5TL&4g87UPx+5>LT}Q$_495P>alY6-6`k?6~zqF zcA(E`DAqGvOM*{gs%nWY_^!0KCWrgcZ%G%4xVA!Pc&secfcy~Vp&55rSlxyn^T{p6 zTZ8b0k25^M2cGR+)G9->qCFu#Gp|l6Z%=IVPeeJz*%R``Q>-ytm{0C{^KwzcktlO? z6g5J9dDiH;^B-RLdu=}IUsVL(EZZ4;9XP;_(g&?~o1kk^NPN(azD>kteX<Jq*D*GP z?K<MqO|I-4ndp0FS)~c>MDSoN6+Tyx-=*87MsGn+XRys8ZGwCff0S1$i^GHP(vA>i z1`l-JU?lE1`cbiKmWB}uh=T`NYWEsI_iFA_VY}c-aGKsbo{WC-S$J18ZyMrZZkM<m zp63mY;`4h7;qUn+@%DN25t(Pk?ho@o@197uA_`vOsKkr7jtFPs*C&6bs#D;XQp-R3 ze#740+AEw&`1#r5gEeW;p-5lZ!`+K{M6#v-ivRJWvT<!eBTDdzk$QA#?ve`;6<7Y+ zst~w9jkwCc{hb5CD;GQtp$~R4SV}z$d^mN6S08;~RqmcwzK*~b-|S3fgbv4a_UQxi zcP@nT(|5x=HNYPxyWY@x4!@=Ot5JUtHyfoc>p6lKR@+_6V~BZR@2{f#<V)Z~RX_Zk z0e{3-XmjPC57oiB)wv~E;5pU3zPYILzMdicZlJH-+a14i?<M3%lRxj3Q7^0o2wE)S zJlWW}&3Ipjj-$%WLg5ekWv|^z!u-IyR!syXze3OP+(=j+b64MmMK(6!6QuHDW2FrG zd}qe!J(Qx@r_i0EeB&VSl!fOTS~#z6MaSpKfSY}ybGHwXhA!oNV#Kb!sQ;H%CmZfy z{y{DBc<O8DI%0RbdU7M~O}&<70Ui=Nwr}+*`a!<I2N4X1G3Ud-?_L{pH1B6Mu_7Gt zRr!7JE!4$<6I;eL_`FXlBN?B9uWX_&?A@V@ecKwkcNh{;hq;QjIAad{#C@6NJ|^HY z(st=ucppl$i_*`sFbC`XgJMj;k*M6KHB;+{J&xWlOD-dh_gcO>dn3k~U}MVf-#}g_ z>;5Ff4SZ#lOzQ3p70iuy?=8s>Mjt$*XA-su{?+@OxGO#K&wXqQx(R>Z^(Br2$B`FD z^ed#$p9tAAKRgE?4=rPc9b@R1QhRi{7$yGoh4-$@fJd9XpR&n~`Mhc8?$09d!{Pr~ zx?hO_eIZq`t>8Dz1s1*8O5YEjCTj5xIri`*B+62?VNPoB?sCdnH}tEHH$q+8;X9va z8&ixt<}q~s*jw<58fB{~R13hzG`DC!I%8k8w}@jTaMIdCiDmu3Tlpt6w^;E$y07*! z+<OY0$JR{dI{N<<X}Rg!AD~-%6twXX`Sqz$(9f|t=sOmt+JEhX@6nqxqiv`=eSXuF z3xYpAE@k1K3g6}Ft5$pwC*cFqwo@U|9XimU4ZU*k7}nY2f>!8L?={?!UyZ@sj>Q9k z5xalB)*6c;z_neaimD|kaSmd3d>U&3pS17U+k=SLYzo&|=W%|w?@At@hmMbzQBgV` zb<9N47sa2uu#YLJnkNSJPV(PFlj1KB=hRKB_0V5Xrk_;ver-#bhu^7YL!93xwkQ_n z+=<5_N}}6FPDG|FKVPZ0Jz;#=zJmw2M(vTa`hJ|4iw~BkO^wD}<KMWN8^HInp7(MV z;hYE<oQ?2gKp!F}{A6bi=FRp6?NUS??XK4I@YOlYukQVNi&4d%kctVm(|15!K5TZ? z6nydHjJ#0BQPe}Z`Pm<kzjwJmu@>-hA-av&-tLQVB6=oFDIG<zCwi#lEB_V54~0kF zH}U;*!^tDY5vRM@KDmrR*WgQ{{o-jIaDYCePiKG!c=h?_b9x|8h-JtQfRFT>OxjK# zg8ziY?k2Ol&P1Kl-WiW;h>I5|ziTjo?@TEz-;jomS^Hom;|ch}Q>zR%9tD0d7d4gx zearZP=Z>03QP(t=3k>tYpY~+1&B=QBiP$wM1d})ut678cI^YovAG~H~e1kpSFHH81 zoQ5unVbQNF3;GnAjKHZ32V(imJj*1hGodZ+DUd{h_ak<zk&M%k*gG&G6_NzMJk!Db zSI{3Ms%ss8!~y@YAM2F`)4&%TtlC*Jf$Ke3GmU@aK=gh0U;Tl;hm`NS^$#ET$5XUM zm8RGdjME4DmQ%p%DgFNY5j<%8?|A0~%$+nk{-${gp9a}X;al%*kPoAd#L56)o#uU( zcojJEG@n+|LBt=O8+${%J8^DBLV9jup3kj5^4BW*a37`Y{Tr(2^PfwQTm#;yTOexp zxdAw7*mG6w^G-x`nOIBFbIeyHwO-@p#~hZZu=1EA;;qBS!#1c}*Hk#t1WS=O=J$48 zK>aeMYRcY&e#SxYuF=mj_=Oqd{g?h6{4(i<2M5d?2wH&$%!y`>#1o|zl@|2X=3M<+ z`*8l25}Tz&F}K6=LCfzUbjfq0rG;sDPocy6lM<j`*dcf^^w4qaj|?hFY>7fW+%25& z^*M0xoNG+sR<^{@{(S*EA{_{Z&nk9B-|dJCqH+-$z+o!McwbT+0q-voW51`ugD6(^ zm$HJ6Z79HuVhp$ybAzyEBl^zdv&FV=<}oLzzqVrm{o}EbnG+BD90<i8PL2Om@g5tc z&C7yOH>PdeI^GJMwCg_UYsgP4bNg+X!lCbu5~89(ei%uZ(YA;O4svXio~hrK7}p-o z_Jp37?d8J9Pbab8{Mmn(htC2R{HX8HuIWIKxEcJ_LH)>-#_*RL@%8LvkEjLeRGYWr z4+Aeke|0xgcQqI~iuSJzojurBsMnvX2E9!l4V_SOAnJh2rFC-Xvrh(Y#L(@7{(<W< z^?DQLe}Yo#nA1H8e~lBnj{_HK^L~Hw78~@BUrW=^BhQdabbhCM0-WlkAIBv2LpVLF zlRDguZt&P(RqS0Sf}1km_0fVWVR9v2VRst*>1b(wy+xirL8(}m#SY!*@X>40xW7XM z3}3_2prg^@=di;Zh;4~)YHTX<fwH*zW*+*Uo#$>eK#!7FslM+MJ>o9wr4zp}kNQRH zNMzJSJ0ip@EbgHu-osvUdqWFnV$jg3DEJoc(a>J|oCCmL0!SpJFWVCh;~K6P;^A+$ z^&#&^j~($|{Mx<UNtoL?kxj0QK6s!ejNQ@?_Zkb(cF4F8-n^~n_9Q~5_M_;^ee@Nx zRaGzCgWzZRr#vRl6+TD~DtAuc{_VXT&^8%}xUgugr~#ec=)K!oyep`Wbu+Ur{?h?G zt2iRR2!Ec5z3fcjYfhZI$>VPiy-dH2gT@Me|86RqxLEjE%e>__i*h8Yc9ZtTp})V^ zm>&_TjQv8Y=7+gakK|k$*`bDhk^gG??+3_7?H06Gqn@DOQzj|iCkj0imYE#%LVr)0 z5peg3J+Yg#ar5(O?6Y)8Id%~G8Q0H?A9av-eor3${5Ayps$5<P=2T!FxappzND%s; z+R|=6^vw?#K6CBW!}ApL^P7O*lHqW;-y!gB0`1!OLQuB`^Dal;fgiJXx%uKXX5gR? zm)dgBx4kn7%1lOFYhpY4mlA(pWi#N;GS26bmkTjAz=Or<igS{IL(3d-Y^40+K<xkU zv{2|8^x(hK7BjJ*T(~2m%a$DdMtj!P*SJ^12a9BQE5X0{DeS+e2R-N;4cYye12#8k zr#;RNKl@QKr|f(1$FX=ipN8|pWysalAZ1UC9rA2b{HK!}6#m(@4PD@(0c#y_w)5$> z6?688iw|o~KI%mOzxV8ikLH;F^P;;i_Z|IJ=Msk&`m`~*F<uvcyl*-8fN#CXZ%=Bz z-duDfx(8l6j3eLQbXU3Aj{fn9-3%++FrM#;4!=g+Ut>zwmk;HjcXAov-5CvjB<wHq z(K+}?Uab3iVjRAK!`+7E&>0Tjag&KKgnrS>%ryU%9Z|xdE2W6O@ybSoOwNi8LB7L0 zkmimP;eN4=TMzx;DOvFaEA-pvo!|VN0&X&>oNabg0q<YDoWukDkW+H~DdGL_|1fCw ziJt)9%*@`o8V3E3d2i2o^v^z`!I?_HIp4~Y-6@973BqcR9f<oL&l=W#ZMzWW0;;;C z4!}i}tr)GuJqSKdHudYMi*5-&n^gv0HhB1F70V;&nzSQ7WkHYrI3w6b41H%U3-`!j z%rkCZl{-RL3Y=epf$b3P=gpONvv$ly=&@bDauWIUlKr>DcOB5VOFzxqE(bnpcGyoU z0rji<3&p=I*q2%+_d00IiTL>Gl>gBuz|*bHFYqG|{Fu2cdl>vtR;8u(GU``_%QdU& zs<=PbgXJYrpB0V$DLw&wO}}0zG!u395W^Gm56g(Jr)@~LwxR15;21kJ0KX-jezN!z z@GslNe2pT@mFOA%%8^F{KaP;$v}V*V#aB~bmT6%>4q3r*s{-8PzAm2(@D&|L_&QCY zhuS{J?6g<Ug=oL&ExHGKjhiJYt-BBh3X^!JBG9Lh@MPJSRX{I(xHj?;`rM2ziF03y zfa?YCqhf|G@$F|H`Wp?H7akQ?VBmBhZb+SoF2cE}RydTS2p@EPuA1DM$Bx8Mo6krg z>Z`NlM8PWw;3n~g%Rir?9<m6FY6ma<<BpN|#UE}&P}Ad>q&DQ)N3T-_&SL)QmR+^J zIO4~SS>8Ls@PXzu`}O`c^f&!=$yB#7Pij7ROdjXnpMHR}z7O+C<qCQHZScLyP*oem z&$o}s*`<Pew(|D4>uEg4j19Ac<mfXWoU@K?#`&V?IqY>x2l}OGtF!%{=%=sb(wx`< zU&%wW!acYr4aFs~iXEtPA3tAe>cf0|_{Ja!>dx|GjYKtYT;FZ#*H<SU2=>O?JR#3e z2UQ-lJfs0UW;U*y>jLH{X4jN0!N)&8Ap0mZ4Zb5nZ)pWKfL}BVMY~|noJ@VXwBZEa zhnf7hhp1n#d!CTmF^Rc0&U7Ct2l&E!b-fs71zt*-uXF*pR?+K=2M0{CH|>G&XlsZ) z@jHtl&=BucP}H)X&JpvO0^a>Tr!Xhk-xE;sp9Aqe>0#v12k?zK7uvp8<6d}dy!s5? z>!fvE#T`rR<NOxz_zVMZ*I2S=PVimiH5T3(3cbc^xtG^{^p$#Xf`rCH=r->i&>8s; zaai?`;HxrMqEuz8p$<6o#D;rm%LnjXhF=aJhu%|yNg~}L54zQnCZ?;1yX9Vq!^THk ziR8xe`-cz0w<ccQ;^!~;v;@4R?m?gJArn%v834WPvCWz_@CL$bq>+Y`*bln(c$5@+ zLpf`j!9OOb4?K*0NPze1Sj0x}+lCG%Q{Hnw&dZe7n1JS_6VZOijClh5LuQz*;>lw8 z=!N*%Oql)K1IyqjMTz(qIlRqE?MO^`*=fJRd!-SmeW0(3^Zi9O`U-F}5<L!?Sm4WE zKXwPoA|CXR+I}m>KD~ikpL0BrFK@m2!muL?^9E9)oF9RY#C(#P;(XzTJ#Oz$zOjeT z!>gAUBA{#Qn*E&4hC2QXx7UHzW2iq_uG3h9?<~0>mnyh{zE!fW@0KLyd9F+I%ueH+ zhRGOx$9cVLnR)k4D|8Xe%sN}@sNY-m3zVaNpd4N9+V>0kL~{4omxaKGE6Z<00MFjo zjy*Qi0vw?^v}6u-i^zkYBZV%Qcby0i5y*m%ZB3Eu2>QzA4gKXDe4k6YBHF|FyaS(D z!*#%Ke;QxebsF(4C!L+G3;9)#seSA%_>bzDSNk^5-xSeII)?x!)}Ei!z69K;oaMq< zmK^M3QBz1azJfUPpMynLogER>9PCCR0Nrh*IN4wL+?IJL3{76aa|mY`>mS8)?;AN( zi1SF%-CJf2-0M8Ks!;xW+}A9s{o8`@m8<G1eclW{s>NyTrZ(`tv9jrgiyj2cc!F;) zp5uvmQ9~E_PfWSUcf_NA&Un(ZlNs@+_e<~56<z2`4<0#Ri#oG2_R+IBMLXir{TR88 z2H>FTD`tmYI1#xWYfbZrQ)bnfUGb@i19o+G#wm`3B>z*2B`5f{N~-Kl%foz3C^dIF zHGBa)uG#UsVBg~(FRe<%o&3I+9o!i>*Zw>^!_Xh^^`8{#L>=r$c3N#>6+SjU-jPV7 z-ZLK9P-TIRw1+1r>{tr^T;+4%wJN+H!`aJE3ZR!grKmoC6?;%C7iuHW9|k|tY5ome z0i!spCj)r3)x))ppMQH0WADPWU5qe~nBUnmo#9UK8FyB=#^4^M|Dq1K=1!bD;E<?_ zK0Hk+hmj6Az;Bt?=_i1fXa_QlCj!@|CH<nUlM6m0aY8Q|INh&^a|&UHF~|NPj7PW{ z`eJi?Nw-SOE%*Jku<Qap<8<w|*e!gn;pRiC0r2(7&bgo$g?*Azg+EH<v2WUAEqK`* zxOoIkirzJxgGbezmUPa<G~qJGg>!IJ=0Bzp^d0*d>Kg{m!Iy4A<tQES(X(zQ(ypk# zFF0CH2Lxd6=YHMk%iurw_?7>3<NNxoD14SIb|cOU{r&ji4)XSRg+(IHw+=tA<F+ht zvh~)_JLkZo8VOn-g|C|9=EjFH;A+>5_p|HkLnm{JD}>C*o}drnYc2bRJ(iNx1^KbS zyYD=t;>>p@QW}{OD|}FQ|B(C<IfMS-YMBsq4|sj2|LE^=z+Zqa<G@!_N5cMcw&QUl z;5ilnV?7(L1nIPTcoO1+_~UEL?cnLlCM+~t&~K?OD&IDW1MbDUIQnn@+1IfvLXN0U z-=$9e$FJ{5Y{t}?`CdlduNgw>q=<8L);eMEFL0P@^I%3v?CE{MVNaTX`(}RTL!B#p zD&Ivo6$qdnu(vL{t6)z&a6R9`in@|^vWoWU2U~(>qUSUJ1m?5GtIkT{b3UBnqz;2l zSS6~RBheRiiw$+>JaAIAb#Zz&5#Tez+mCD7q1TjY+;t5&$D-`c$YS7GD`BF{22)PN z&5l1(slZdd9Z*+0hB*d*+4nWG>NuaZ4be&Y(3hpU-pTR?@6p<1t${c({XO^YxmDoB ze@W9+fnSb<%WsN;zm^Hoc-K)2{>}00&bb69q9}%(sT%mneLJ!!1?Yly92<zg1YEqm z_@_>_HS}m1nHm;Horwc&`*bS*A`bYAKKp5a`O6QAf4XmCZqMazf#(38|4q}?SVs7& zWaPE2tij)_pdpk7zPRM1LJPgnFSrd<vpi2hJ?Gt<`H%|w`m=kAS}i<?V{)VY&WL}J zdxt;01y4P$DsQ}m^CmU9a_hP{`nt)v`EV=vA|EW@ZlXm$_NVH!D)_^<2`wv|u5JXc zZhr6=@EsCHX9L$zw;Xm`+4YXig}CiIUa5+_(S4G1j)Vd6!k3<ulNR+@-Sx@M%dSL1 z`1uq4I48SwX*UvqJ62?!ZyUwER8(yjyw~JFB)Zky(F*|nv#;~-BJxK3e4P&&@{N9j z#%~RM_&?vMOwxD(Ka`gI=~w8(oYp*tvkn43`^s^YkJW{c=5TJ9MxDWuNl|*R40EQd zt9cFM_QbWr^_tSA=##d@4!Fo55AYxO^KTD#LEV^;&u*OCy)GJ==ohvNv})IMFsEV9 zTp@`*&Lr$W`ga@TS&BEWr=QsqSIC6-ucMFi&>STng5HuwCw1rTP!Ga;%4+6XC46A? z%3Vleu*d$tuj6^Z+Zms&>xSAvS3J+4V}yS3;T!L22`S)^w@4Z)(C<C!wSQahg?#%U z`c|2pJz*^^{pJb!xw}?-Zk+pyIf$!DLmudRpBZ`-x3i$mnysdps|R1<Vw>IyKgL`2 zKM703!`_3Zwk7cQ)OE&vWZ>UaDRE~iyBK_K<)FbRaQx?5#pc@Jl@{Zl)?Y&1x)B}A zV*499hEy{74<~`&pDG?(!E+$%RR1&0jlRXGH_jdPdfj!NY)%sF)4m<GK8VkKNty5M z_m}9~Rh!Z-%>n-ndRXWD4nAmhvW!FM6D?2oQORUD6CZrslgc!pXK0~L@Y{4I-lq(_ zeF?sdIdC>d8gXFlm~8yVZC9f5epsIu>XCLo9_9H5*k{!q{fCtcb4Pk#v`fKrJT1=A z;!<)ad=+2oZ3@7r(fj2=SLm-VYlbVY(m}V_m{YZ{2X!#@k+Yvd;hPcZ&y)QI&x>v! z$r=rO0+!^04`{j*BGSj(%+Y6Lx@3E=4q{%KLa1^Rb<x)f4$EBVf3_Ij%hce0tH`N7 zF-QY`;{KT<ycl^*vMJ}^Uhm3f+K^D318VQF+snY`rz(UMp5nPT<g`iK3_~aMr-1ng z`29L}%k&Z8d*;Dxkw0<H0)@VPnm{}x+uqmu)fT$TgEbnFrqIRCNH3UxAI@1mAV%ls zKwM3rk_=;qF3+6BWfC}8Uag<~Y2@M1_RdX@Uhp`dcdixy$LrJ;eZ{Q<zsFK_mcN3S zhj6~@{1!MAwaKE1|0_rA$*~LwL>*Farlh4C=S!`;pNbpzTxge}iUb?#Pp!A!ve5TR zNQ&1y>b52BZ60Z7gD!Qd;6bL`BKFnz`4)VZ#rz@Dy&2I6;2#w62d^_>PVElKirN?8 z^1au%${nEVFnX>wioEdgf)j;roip+3!)^tkM8t)2V=;W_H>UP4p0lt;pWIOSIPwho zv^!w~bI4cPH|eW>U>>z>DpJ!J{rk#%w8N%2?px=X6|EV}5nSi&X6(bfB_H>H{<vqe z-jiJt$fu`6==vh3TnKwoCw97K#H)e2B+p&wvrDTcxcjl6{E*sHHs}Gm+%gvE=MZm6 ztA{S4-p|_2+vQh{y~abuTYt|0zX{N!^n_kb<5|G+j{}$=E^O)?{%B96H~O6UhtsNj zQI@+1y;=|Z&|1K2yicwDvvtYPzyB9+nS^?FonLSly&dW~m)K_8DF-6LFWG+Ss|&%c zXhvxO-ma29-1<HG^yc2<-#4(&%;M*!mA8=t(d8cSngw-N=s-KU1|Rkf`7#VCS|RQm z9BE@nLww$=c5mJUbATlWnx&rp^KHnEl6el_ZH0J_Du4K>&!?FzaHCF04;nP71`pj) z@K_jpNDzM!=OOfgNxPEScjD(>AN)rDcF2jC`+BK}9X=ErT-@1CuiXhFfp=lTIIs1b z5#PhE0=Ky&zRO?;dXZI;XEylWPqU8+1YZD8EJ8-c&ksDo<@u{;m`~VbuRmrE+_oU8 zQ`VRtb3nRz^cT-#UU$#@ndx`P=XRW5R!~og-(3Hb-i|mOxOXb}D0qs^j3QFt)usw8 zM#pgO?CJ^(^YQatKBOI<4Z}XTfd2Pln2#J1bYHCbiT*vUtxFa-odD-YtK(D9?K8f6 zP<Ymvp#CE}Lv{@O(remlG5B+1@244Ub=bdi$yeL<BhJU$UF9VB{ddE-IFwg_>v9%U zng}4D3kA*$!5>TCoT|SJ&$qmv`xe(Z%p3E@3M(W27)VRrpuZ2l-hMx-U$>zn$@yg9 zs}0_y_pXVAHFV4KAz#$M$BCUYtjR!JG_4w$xKjz7!)*1gT{m=0%hDa}A<(%yo>VxL z1l^s!#e-qgCGwOnO721bQ=w+O;-KnE6su9F+lPVAl(qWNaLI#6|FfLb4gQ0tN4Tr@ z3h=8lX8PJi@U_)BEEM|@`UsxXGq>}>3wjH*CcVcT3^nUxX7D4^I-<0nBW(#Yzm0P8 zM*RE7b_*i7UzKIE!Ozg|2m9%?kwn1<JZUx{0Q_#9Qt<Y91Jt#$1<W1jgTx(L2G&E- z4=-H1%n=D)t4#XLu2RgS`d2O__Bj&^Eo3pOCja(0?ctTSgMMkN#fJp-AIbJkx-9gq z?@rU7yQzf!N1Th>P8xA}UE#l0^y^CXb2-Jx-_n;>`4qh1D|+5o>KpLvu4?Ym9v1ZV zgYPMRU3VmI4Kz_YAr2iB5m_lF2d)%h?M{W~S48LN9e_T-W2df49Pn#_;rETwwD7HK zy#J`Q6u4aPnK$|}*f$cVyKrV6^R%bfk`$2-B1wj%oBzXH%%kL8^lR9wox=3sKn~`> z(kq<LPs3mJ;-vtlR_JUqXNDEa9I!9c!Lro~c>TFVCVF<vyFGG^`W<9X-2TRE%!xd= zKxgvjD0EGKI+zQ+!T;xdd?Qpc0Q@SfjgbbtxGA}oY%mG%b;tMOec;W#d3-+6J^Y79 zjWBdBLRaf4EvWJn=ghNR;o=_XtsZa5zr2t8dH$Du*AaK3U(MJi!_=O*^!mT#!|K=v z*G2ui8PBPxFtxrA_m*RU&Mp&qX6t?6<F!-&{1EmD{5%f7$Q0{rPY2+G(Ona)-tZ~i z(-6A@^I5-RPrnOShhIbNh^0Dsu-x`zumAbG-1{TlO~}E&@_CaF2XKbxmFnDlZT5uT z()>w|dhGjds}3Esbt3vXhi&ux@!m7|Z$*Ru@9iFW_Y{7uQbL}O9@fJDC%LbqNe%nj zyU9L8Bkp@zx;~ov0RJq>(F~nzCqg-Z>6e5Ep6_l+-*=Cp*S+BV!o(c=6IeOCtGF;{ zD{}u=Wi#%<tT$y4`sSAID=ami&<8M$kSl_(J!3Q7$bh^kKTxsTqzQVMKU}?4G2n~N zeWg_cZdiU|k*gnZmu#(k!$KH!qKf}GPZe~zX0emAW|(Wx8~Ik{1)Zv>pQ;4z?VRZ$ zrC}@V#V`(_<!%Iy&Rn#qpbQ^GpNIV}H=sK!$xdqlK7WRbg4&heme|WlS(I%ETtUC* z;=jE^eon?ib~uO3hw8EyY@sJ10`;;Pa1Ld5kMZGsKRnJxl0gqVI-0K`3USy|FjKbS z1oA>_cu;#P_GGB+`fu9|{xCd(4918zP2oJuc?%8%cZ1OzS^|1~ak@SVBkbc!G&`jq z0sPbI`OkLLt(^~lia$VI5WJVCo#;V5e&K0;a~S6O<v)Gxj)QL{Ki|jsqwsIZD0*TF zU7V5bRWcoJ;0IhT&&Q*nJ18xrioyGssFIl9LjS_^@<31ra1hS0Gch;rA-}EjCCeZ` zTQA(@9>eFRlm0U3cLI3XWiJIead*N=p@&Un4E|%v^&Nt!gVX{iw{HK7kDPmLs-D2# z>(^}`mA{BH{@c;Bz#G=bQ@-~C2l#t*xb8ai7OnS>EF^RP<2zE<l)T~l+PI-4i@3DV zDP&xNc#@mZs75~xUh`pFz3dS5r~7@fa(mz_=%BllBMM(t#f<dNsAF}y!nxN`r@9FS zd0fNiwvz~+h#En?xIaVn27H+Hc8hkH+<~5>{?gXeIB@U4pS?SC!Lx4rU-3Q;9{8!P zbH;1vk~L0HD?%5><-GLc6!Hqy+HKR!erKXpT{T||ecq5yR?G)o;DDxr$<@)o>*HTm z1%l6A3k~|HWr6wof{7#9;kLxK^wgl0ofE-89ep!v1$EO)e>RnP%s*XNKenllzRTEK z_)`Mrle)}e%)q1FHq5-FSp3h|U_zfCcsf}!^HGOWnDbGcQ~srZd_?cYnu5BH`Qsyj zk#YF#eADmLLEI?IlB9zsmk7Jh_3e=)=B&tDx^J4o|1QM&0OK6|Qp)v`ci(X(zJ{yJ z3*)|xInxN75rGd9>p`BEICqJa!9{Vv;V35QnK<x1eu|LZS3w-T^ygXxRS9rF9Sz|x zGnf~irqOP0!Q9prc6wGa)D`CBXa1f7zWA~F?Zgb8`|-~ypDbL61GN&ilgLMEAIt89 zK84Tz6Or)MCk}+I@Do|JXLiJ)yHo33zL=+x;rmtOk3HU5qd79U*n@R?%dY(z`e*%J z$;Qy#KI>?uZB2%cTAsq(UP;VbaJVF_m^l%rjx{MaBfpbQ{T*jY0dHbo^dHL-<|g;` zt*`C?AJxyU^Hm;m*vTy=?%qy>(4(9Oo#<m8m)?*)=ZU_pK(K!|@Q+D@-;pM2=qEj# zN2f5C9pZa(?8aW`dQ~D?$dxch`sH)LWo76hPv1Qzg8D^%Drm~;yaV#0i#0R!ECGAi zg}&l@<{nwP?@<8XRViDkp&EQXezxDN6woj26*+K*!-Wt!&LQE>?MlozM19v$L;quR ze_y!^bWRNpDMOr?+YwcLw1xBd_;Ry@9L|qe)c)e^$M83mySw!DF!rGd@-pQ?UmMRI z+Hmz4bS2WG!)k)4m#nMmNmrpW9@aiN2V7mVCg3?8aQOdv;^_jqF;BuAsqXa<{*gu^ zuLP*!t4tYo@%;q&iE9^{ZcbodZZVUx-UZ-XpSA{c!P_={V<wW<p+k{>&vsxKejuSF z5@$-#Cs>`H&+CHD^qy7R&=JHptB+2Szn~|aC2^b(v?Gp}?c&d2bSD1W^XgSJ>NE*P zmS$dKXW|cwVfXWUuEb!5)$)!n_C#B%{^9Ky_?4PoDqR|KB)V)^PnqL=Gpnagmau|% z+1{*Q#`%3Q$q_I!in;h__pYU=Adm8>ACSnz+{E47x_n*W%lBBcd7vjaxy{<<HxE5@ z+M{>7rNDCsXg}@$fjOd8KA#KForH?=HPvfDPnBv_aS%FTT85AQ9^p8@Q5PImpoh;g zlUp<b4pY&^pmG^;{gyUOEj8k(jIhzAYrgQ?aHkUL&jpTAvcn?eD)?6V)%YEVN0Vo} z)J6TEi~13~Ekxl+d{$~anxAP;cuopf^1gs?V&u-}m-j)ZzqQIDy$oIB9(}{3;1drQ z)qbhPdD)6{?XdakOlZ-~A9Y5(w^PW1sy`k&tr+LNeXf`XICA`SIC#W>bM|_U?{Gf0 zUAbbZFsI9uDKIhMLVO&R%P&?1|LONNLq{7p*~)&!jU3?JT^A{KA-<k(7L0$0diJ=+ zXR*`36Owp1j&$>(jz3BE!`;T6aC37GDgo~J%v_adJ?Kg#iT{3VJdJ+#yy<KhsROaN z_?^!)8GfuK+t(9+I}+bEc4-*keAnAfHC`S=J@Mvb`u7|E_JaJ>Fs{cQR+AnE)l%Sz zrdvFs<>>2*ukI$BaD{&E<vckD{M6(~Egte9?-rkD9%_dUO6juSs|e(+!Sx$Kqt3($ z+UO^@z%SF^N_M^kAED^p#}*Fkz|F0T^#(BCVc)-7hdd1Vi`mkc9)3uI3Hkf7NfEca zvQ0=4zh$@jj}QykU)IRmtAn}Ld+(Elw<Dd1gN3|ti<+3Hy&1N9ngu>HX~W8yh}R)h z>jHU(n7d5N2uMR6XqMkh@lTgrmS-CNnbr~WTSfz4ccT6+?R_?~2YvMS7ISU*AKVaZ z*vH`mUlfWLQKpaZ`z_24Y&inI@yfnCg*u|E$^Go1R7XNOUZ(TeE!1I@?3I$hk&I}D zzOW*WT{)Uz;rJT!IDIqS7CR76o?FgVabf;B?5OW(0(AO@Mk)XH4)2hsDc@kS!~O)@ z?`ltR|4T*G%_k9;2P)|6hrr8cTIH1>UM_v$$*;ovPR&Q_f<8y!YA;J1yeTo)ZS^Fp zh#C9s;*1PRfW!Gd)y(&zMEzKLTXzL`s*OVDz2yg<#A(mVY-$adLlEe`UJYFMm03k@ zKJHCQw`O?;;!De(Cx)D4@SS4GxbZJ;W{S9mWvjXquRqST9YK9^oK5^}CwPCqHY24= zwU`fn(!_f<2mRr+_z7F^eQBW&K5+<Op2FbVf*0@<wY)hQ<zRb4E9bxO5Z@7Zn>zli zLANj?^^)#<EBMJb(){<bfNKnGPgLT$ti|1XQYPy_3^%%56H|iUsja`@iYoTRCz zmjb^|{t_$Y8uXPysux&L2c^51EQFvB`Onzp_qRqTLc?v%$zc(Ek8tV6A9BP4%I}i> zh%+AVOxu~jw;Z^`aGe2qCHCVlYnAc-Z?6(wSHFQ@2@$M49_frZj-rRFsI#|qUuGuY zbGEgpY8H=!*Y!z=zqRf{JpWPP`~Z2d;xNCXC*EhJZ)JL1AN&Rw^MV8rAHsdjZN8JZ z6W-5Mx1DiL6P|hZB&k3z$#h$WClYfXCE?HgHPMg0PT1U!JT_@qFIfkC^ZvZ`Weye( z!bSbwTkGAxTi<ca5x^ykY^w*}JOf_RDImsx_<Hy%h3+fF{pMelbB{~G%eV_jd<5Po zbo;;G<HGPQxwiM}>@0APno*^oItOB}goFG)Uret38sxMQ@a?eFrC2=;|9*8wskBUI z!bMQJ`#X3O@A`ZOVZ^1N*mx%@JLsow=IiLg5Ax5&lpY4e6+xbL(OsJkm^0t?R|kDS zhw#u+P6+V4gL-l5jL>E7y7}M~>d3^R$iI}xFL%Chu7se^h}wz^Z>@GB#3#ym#}WVj zFkH>AU5EZV-KY0<B77*a3g`Pfp-cHL*U5_b(N{lZMk0aVx6CnDO9FjPmet^2;Gpsc zZU`*qp-wuuvhp2#)MMTbVW}(V=jMJ7-8Mkn-sjoThrDp>`Gw>2(1&$QzDa$9{$DgF zG_r6n_Tsc<Q#RvXHWzt>Uj#4AHYQW%-snyUNlQL&2|^teF=zQ+3-QUJYBcEu;v>!e z#pVKcLZj(daw2@<#)WSO9-GCzQhb}khJNp}%e1Hg^5JPKk?9J=i@WP~XMK?e$t3UF z&l89P2ltHii@@)xNA1W(Cgj6$hR8$6!|!)mZhx<UZzH3mBE=i<`+KU7S<+*FR!X2j zKkCWXAIvCY_QHSd0_nL0#4DG92P<bH|KZNYj*L9;lVr=clLWreI9|Ue8s|5YGcrLE zb9u+FGaX?BZcr6no*66w-dBHj+;Q+XRneWL)BAB>4?k9Yf_W3Y5C*GD(%5@d9Kn}h z1|IshlEWDEZnssgrW)cNQGLtf=hZ}AH&wWwybS!OwS)KGK=@1FqpI*ld@Yo#J|f5g zyl0nW=6_Pyx0?BSlNNo6`e-z3ON~1rOMd@AE$~I_Q9Jgp&_@mloXI~=iTM(9lWk4Z zSM0B=mn(sbnE9{&cY81L4*T(ma9#MpZAo(fM*s3g#b}+Z6!XjbUwtsTfPSa>@#<mV z6i4f?pPdCSx?kO3tdkt?p|nJ%_zvnI|3dk99+)HLt{!u4b|(ULZ)hG0L_hV&oc<v4 z*QMXPK0n&)NVq@d$WK9jrasR!?1??2f``tuhT-1U%=rw9fmg_;BU;74>mM2+xg#bC zJ}^{6=mPXae8Zcc%UR%CX?ygC-z@se=FB0Ne|n~@-DK*AFz@<d&3gcIgk3WS{huMu z{Z;ccw+H@8R<?(EXQl^nR8~f4R|xd;f>%uUg@fm)D9Rf`+<Fv~k|mMsLF@^zi0zmJ z9&kAKbopuIQPtDbRCC}BU$`_fzJ`v4U*R@4_(A)3$3I`Bz#bRVQf1ya;E*K$U3+7P zK5iyeU>9)mN7THdXXPD;^&Q?8@q0Z8jTg%w^uRZ_e^O_(0B+6R-H~62`zF^u%z6cV zh=S+9qS`sk|H*T9OCX;wh*XZfpGV&Q%QEzH6!<uUiW(E@Ouf{yi(?7!$>SGU+YQ{C zM@(2F1ovm&t%xB9_a*Rs@C@r~=mQUvKiP}C!ICc8Tr3A&n|EVPEBNMxH>Qpoz`dF_ zCe`ac<NL>b-y%gF{B^u@R>Ku@A+)&(h2VR82IIC(fcv~PdGMYa_?knCz#h30Jg3O5 zpove;gab)jeXTm)`%+v6OBM9u6q8dLc#biL<Afi3ITA;N5?)&RdlGfWXDdVkp{J~x zKQMxL!2EVA_96QEUp10)b6VIR*{QqF67Nwkd}OaP&V}~fEg^y1*vD7d`iL3*A9-kG z-*pA(y_~pWKB7)HX^LN(*M?3fTrO&R2>l?NV-r7cwg%x4sxZ_m8mCERU!ZQHpwl`i z#gF>o$jWmgcbwnHsWfS%m{$=!O`9Q!dAatkC*QpBeAYXM#5moF0-49FR95g2kt`IH z34uTVO5+Dx_#ccrrVuahVZWxphkjwa$46I_0|$Utzs+~=5b1!A)r{_wE1{^%)&_TK zgSS{66UfR(pKr!`^EV~pw0vFB6;9w1bfv`3zu+&p{<}#Lfw*C9RaZlv1U+0!(D7vO zlTJZ!)f00gbbkoeYPVu8h;w#e6#gyr+VhQDpD|yVesJkM_!Pr59d1@3_!ROr9=U~j zFZpyT3<=@)6zcro^l4Y@n~VDW%Gr@HWtmg;2cGlPXSu7?6n+YKyTh69BMv$ip62NX zZ=1$y$b-J7x=E8Q0eYu%kG^RP=GYS)mv2v<MI4V3Wq2%yzi-)Q`$jbaxKPxwbY2zs zW8B~fmRZ7H35y9PrkC&&kGB6#oq@eQr^*Ig#u3Na0-Hvj1Ao;qaFAd_|6XWaEa-%L zo;7uu1$pr+nbUU)5BRj|pSa{@h`Cvj={IZNfJY}wRtr;MzTuFRp&)n)Hr;YED)2#% z@?RU9>jIySWnP)4N1eu*SLbsQJfnol!hYmYu`>&o3h;ai)?%*S`Hb(kAhg5<y#)=O z)2^N9lNHYIkM;%5e<7$|Onw7(u4s8LSuEl=8^=WO1b$A>*-szPhp*0D*M9R0-{Y`z z@-g69iG`M(RQ&KARaDOLLBGVdQFnFiDe5PhA2YGln1@$4G%BsZ+<0hsyUaW2g36^< z$~!UFP#P6ZkG_Fh+FAGeGH|;uoec}S;J3&xa`_zQn)LarbBk}oAHtyZPbBityI=A} z#n1(1dVU@G1ieaAA&aSv2;#GMH?8Rx;9AwyZL)|n_f`yUXCHMT2-Q}>%vY#yynL3Q zA#TgGzN46cF3^mV!DyKUby#<z|9lMkwsr=(+dmwMlUF|3C9h)c{!f;lgtjN4tF_+o zs0aGsrnb8>w~%KOE{x1!e(`Y}%Y9k&?@S4E{>PyY*qC~hU2)ivAb(*g<cGZh<ee)* zMps-3Zmw`sD#RZp&E)16sN1NUb5DQ6_Yg|2Vc(F0u5$j0DdiR9-=ii8wa`llpFDvP zA{T;+I>|5KBYfqkS^VWvT!@C1RNo`Z;Mq+pucRT~Z=389u9JY?N0-D@z#aN<s#_o0 z!8gq&bM;;~#N7OGE20DbA3lyUYH7gFj(Rzhy}<V!{}xrlGht6`c{+bvqJdsi)p20f z2XXb%U)nfnoR4o0=?I*I3kU7HCW8<^$nzS<*}<oIZ#*jjUPEoWN#}3_eJG>x>jB_C zC2mo+EWlsdZ<pu?%3%J`k7Kti@L$&xz8wE}!R^vt#z(+g$nn3gUNVONZ!|+_G_5Pa zA)-ey4<5QBu8@%jpPPDT;e(Q|@UP5VGOa!2NHFKH1(DJ_5!d}CHnz^9j?`l)+Au|) zYBgg&OaWf4byd$B{S%vAT;5T{Vfo1BE(PF0bv%X9w4M0==N6VL{lPPo+n!&C&c9@a z(LHV&cyRX)Zo6jqni<u9q(MLF<&xa82L4s;2ECZd5oh4g>5tdMpx5nzW%OU*xqMEa zsSrnNy+fnAy`dvbld&vkf&YM56sf<F8<CT+@y=)m?#U^dUpwK;XyJXjAQrg9Mf>n3 z4?MRTN!#Gv?a*5^uwNyRr;>H2`y<HVC$nKU?j`{pP$A!rV+nYU3Qxlg@qHEAp3hoC z*V=z5nxXOu{BHQW@(gf3L&d)<Y+i(Jk7iV+RvP|C^fj}E7l0ejr#i2nbSA!-eOsr& zd813sr@n)@q<%vx!oby)nA_>Zp0p0VuGlVq6JPk9*IYLV_yhdiC{eGbA9Et#Z=Sg& zhI-2OqHkNYBe6#LMgK$&a7|Am>XS9ld#G0(afhy`f8c7S8RD&oTa5MBc1MDWpNg)G z26$f1je)UK4#d=poQ-qQz@wFvdA>+vUkq*9r<H#=(@<#qS?~Zg6K<FJGoi~`yHjGC z41I~m+Fds-^zX%LY4gBos%3|6Z}y?zU=6-p`x$dBE{=*rqwrtUWVyh_<4n{C9$>PK z!Tjs8=C=;qa~D<fC*#1U#JOKwqou(-hQVo(0Mt=FW0B*XxEB)so)lMkJP1x*&+Jc_ zYYQlTX`8fxI)%DFn4rTPCA-tP3Fwq*Hn>ZCcHsB14?Nt0zF5~z^TXNu&e#{n7+#PK zpW|4sW68qsPwAU155v8ElYQM<$sT=^%SMC{FZy1UJ*C#Ucn>O%zT_h>+b7<O3)KOx zEdF|jN;>9xa%04*FxS*Ov%4<|eZ|?c^C~I4?gWdPzbXg%5a)C6c53QFFM3}+Z+wpj z(ZNc+_zC=o9`(VN$@k!IS#uAI;#^BN<*hB3L#MgYx%eR7l_=Q!@p1)tE4P*JV`}8X zTK3QLYhjpM5_{=yhrGdkPyM_NKDUi*ZnA=eEpf;^o$_QH@Z41HPeIUE_?q@{*)(A8 zCG$^YuMz4EUfbq>bG+Y_w34(?uM3s<B$gwuhHZW2rbHdZ`XqB`%o=g5sz}oJGUfqW zZc~z@A8I^SP-;F4KUgoClj%7QM2S1g{XfO<sTO~>ApICVYNPzFTX)gNkgy$-r*tM# zQ?nNem%(SdvFHlv<M(QC+!)h!CiL!9JjhanFHE;{@#puLyX5=I$_3s(BXA|?1@Jhk z-q@ny3E&X4OXr1AS28;neW}L1Do`x=b_4bG<}TU-ll{QKC$@$pozXuRw*U7OxN-4C zyF_K+rIUvGOOvh8v38a<Hcw%0kgIB6&`$WfHy&p*NBsSD@k>+!>h66zXNvvt@4U7a zyR$AruiBI|rCjJh)bxLq3AF|P&XJO;gT9#Lp;xhC$o~{wcRZJS6h=m<NJycqTOpKe zC6tko8HMb<_lSsWAtNbU*`!pqdXW)AMv;uH5M`ALb)WvapYFZ!`@Qe?d(L^D^PK0P zpIF|Ysw;)Qt?ZtIB7cBixs|QiLmdb@%Og+ZP!E&@Can*lUgGUu?q1sh?=!i^(Y1_v zRQg5oYBYH9(z?>J>!?d)78f@yf#?4Fd6Cx1iCD-k>FE&x-_xtQmu&?5@a}FZ38P-I z`TZhd3-61>XDqti!kMU9Vjr6U-+6xUe0z>O_C@5EcB~iz|CxCI=j@F>%69YJ`hM&^ zFeCXej`<1G9n{_ds0(;}0xVx5zbFR9SjIlV^C|QtSH1>coyvx@ou4sxnf~fP)jrHk zuynFM@4_63C+*w=oP*<0Hzkg1pr1!3knfU*`Ig)~#(ea@3?$RCpYFr{CDOj`NBI1O z$NwHP0iLTTfBP&$AO4YDJ=`0J58nKva;-Yphq9yYR4(Esz4vWnRYS~O&{y1RXL2Aa zD4PuTe*kWr%$Gj)8|Rboqf13RT0HXY;SJ224%DRHDSiXrg-C9$i_pI_ubY^6y#Swg zY*<K>0)9<WpN5=rptH^!-75hdPPEfZg*b4qj2NHX(hbbLHFCbB3ParOs1uyN1m37@ z=XF;h@SzRfUr(}N4??cG{0_X|7l%~GGoeS+9}akJj`MhL#rKGXtUGb_)H9Ktz!`^5 zuDQ^I=bDLsudI(cB-g5SM+xQw9)~@aPR+vSsP}OWMg6mK*=~#N3i?89e!mouAL|Rx z%vJ$^xRzX}tTA>b_W#!AbvA@vn)!^_Yiq>yn<~y($B{3iX?feu;~egf3|L)+E~1h( zZoUI^;PMH!NvM~1KJGs?<Ov@W2U&h^)FJv=bcZYN!IwYc#Eq}*h>NA`t;{%Y2k(Di z2_uK@>_7}@CWiy@%R}MP!Kd(@p1#25(Fop)d}yDWDDH9Jyh0#wmIgoZD>4vz0_C3U z*Eqin8T3-L_p$d=QH->Q+L7>l)tOT^gZU#S60&=E&bPO3kT`aszP<XWbppKf;Hl1` z$_VV2U`TyMYmU9po!ePQp_3ykEPF19INiJdgy^j*%y-iXO(>?}`-S*a3l?Jjzkb8y zAp9+dCK+XNfQy*L137ydu!r`UMmP6uS7L3xhvae);``9C(tW_KU$S1iwf=@r;ZoHk z9q^vdu|#(v=+BGH_I01rfzC`l%e43wc;oN?X}rguNnU)t#q8lu+>GV#_yt|?S@+L5 z@i>Rm`nO!v;=ns^3ekMlgN`VLTrNEqpLe%2TMp{b&7`>y;UCa3&F*W{3veZDHs7^* z%{mYYsV-yd=pX&KF*+;!5qtfn5*}|M?(BVbwDWT>&X;Q2^*g{-24><9NAsNsK8-a$ z83FLcq@R6B&p{V>SXzV?Je$R@t-SmFsCRkgYtxth&1H=Db)Lg{sHWwMNB>)Hg6HKu z@PXIlB=Zw0FyGD4e%vn|`!}AlwVd*EBJxK#yY+Ej)$Z<Z?qP+lK0ZQrVG8q0>gMV3 z4XDdArIK!;52JP4<k{m5^bM{t=pIi5p2_AGPytWFa;w;_GtQCtsZLct*@nK6@Zc|B zT6}JAlFPSHKVP7ZVsZojEc3J@+ynZGx<AG4KKMCJrHx$tz!85sg80IQ(GS}<;iYl_ z{ON>V(7ZDGwPKA`LX(Jl2Za+{q4$z%&nSPq$DJU3?Aaa;-shVppX$I%_}^q5epu6Q zO%x9+Q?;34zG3UQ%(HOpad6MP%8lnGN_%vD3g`2!OXwT3i#WI3lisPQ`-<k{Y(l}8 z)Vsx8iH3fpW8T@SI0ih<N$#+%UwAG}jvZXrffMHr9ae`<)aui+LOFOlCfk>vsDHwb zY_mvL8~pF-J-xv?FW`&h*dOAGIL!MbF+1uIc;wF=>{X9ZH@AHa<HWrv2r9XHZzuXn zg|%+#s7H4?MJOB}b|Ox77br#`9yr&VW|>n#NBGRRQAq)O%gEyjo_X-JkIfSYa6iMh z96n21IS^-@a|*+Ddl0Y6JPs%z&sfhGCyC7cyB9}{1dwme$%)T*qMk0YT`Vg;jQ2B0 z^&n&fb&G4h>GwoOVx6gjR&6)@Qru|+oty25lGg3Y{YoxGhO)!e=neQ2RxIiB<NR6j z=?eDAKxaJXuF!%ySk9Mx@zV|TncmW6mK;HUN~>w);Y&B-Vw~~(0OAY_gZ6m=;B@aA zd3U)h(1q;YpIri;SbrzmSWGtdT$a9M;8lR%Ljp~2(>C;)(Q#)DFn4%5ev=^#b<B(X zg+Eo=z?;n5`Z$Wfuk-6d0bQ*vadj;#ITQGzUd)r)AjXw&>@7^P0dF;<UTM98_$*9e ze&jd!w#}zsT0YOBKdlgRaYW9Bu$P`&h-!lF^P_rrqM$wTusY-N8E5cb*?;O?z@ISE zHAtO6ecr&SCP^2M{HAxop7I;`g##<Ql&f*?t)Fjh4uRJgyQEYHol>9iY3~BybT^&W z<Y?egqXKtw6@AQAe~oP@nsOxgw5T!!L!rx{NtSBhfDfI4@q`(8u;MBi>u);XnLc%= zJgq}txj<h`4!A~CJ7{oUG0vN+NWCZcBhE$^t~?(2mcF=I@LSM<;GMtQ{Hhpr;z`5% zWwzi|8>xT12EXqu^VmflIB48nta=yn_WD}#k3JRfTc_O21r*>1()yNZsSoEp(RH>E zeZ9VmkA<C~_rAl#IMP`QJ?r0<WGD0~8mbmQuAW9;wJGCRk-H<IuB9hCJ?#b`#;}?r z)`+{bj|w%A*IMiR&ziSFC#6VpO9Az5Kpms_E%Z;Q4D&1|!tuG?>xpvYt=r#nj&`g$ z5dJ0-_LJa$YQ<uI2SO*a&b;((8gWf7C$_913%pgqd=~#Z#3%RQk}Lvs8O4)UF61X> zQO~g3{qE4Ua{t$jIcx3h`s;(pAF(lxFRnYmH{!d)XR~GW7np>CS8+ei+4K791_RGl zKe3s^_j(>!b7IyF{vHnBzv&vmM_pdnZvcIwz}C4YnPA)_zhifHL6;@nu;4|7{`kNP z_xTla=p%UlE79Qq9xY<{b|3f9@9X!i0rYJKMBgWx<Gh|}V7Pe}d`wB>r$o^>%-u<( zH<aOXo3kf>6RL!-)k?GRzrDlXhwg-&WyKsrlGO8k=P_U5P_O=}0K8QC#QIO1qh_N! zb+rM&k!*AM4LhMLc~QSY`~gou^>$imr#*3*U!==X82#*tv8oK{9`(!y21@bwhkDLO zoXCX_4D&{G1^7I2y$^@#fm>uePhEU$ggU}7CjGiM`UM|o=&KMv*3VH~F_l6*-V@Lz zjOXu^q9~mhh5cGP9+=0tAkUrIJf*Q0K0H}zQlW+Rgf;!?myw@wo^@k%^1&xF?fj(U zgt_pf8IMVQ0(G8<2zfH*I%xe10*_N7f5b}Jm_)z_r;*|bJNj#@sTLmc)7VdNCclLZ zzyFZxNq6x!%!$;k9J`0OU{jxX_hJEXPH+bw5Afpg4`Uq9!JGdHkO=ZeoX^Z1dP6>J zOPIYoTE{bsbN1z+eu_Qn8r>!T?|432u@A4`eF*+{bZeT<9namNrm-G<WxF1qrDR#) zs&DzlJAkL8yM(UT9CRl%D4#n=fakoUW%M)G7yfE%Z@ZYdz@IKX($QjoK3;Pp_Fo^W zBlC~f>0R&xjH?^e5eIHJIBC9SfIj~R6ZyApn3IUu{-_QfsATTQ-N(?S)`^=&m|Q}g zPIl}3IjVpCV!plf1E|Be=iE16Vm_0h+PDsU$KPb?s9x~=W*!{$U8pnag5Ma5gBO2s zM9TGzqYd%q=Thln4fM*bH990Wpd;y4TbrAJ-Yc89Cx(85DgW~#Kb({EtG=XM;4A-z z&h51_LtS*HhQH@K>X7qJ(J|53`#{S;I^60;e9e6OA+O1a7}Q$jk-Y>TfIE~*QpmS2 z4%YPclVa}U%WU$)V9dSs2#WVUaU)*pm-;iB*%E8C8`_}@;DM)g%T16+U3XqN<OV+N ztHRB)<Gj$_H#|Eyjr(KaPo`Xmyfa@Wakm}y_cgbCEiUwlvmVMAu%hl6YHz5$K<!3s zx@ipfaDlJzO{oa?N8f0f?9zcC_~C!vdzvZKmN1@*O1+i?UFBnMxs#>Pmkq`r^BuP* z9v^<RFu)G|uL(zl>jgVP?&AH-B~Rd}T(k3rcrI15PvlLof278*oW1U-D^Wdni6jSe zNoDjBm&#CQtV&$SxLRya{ITpUzl44glY&6ODEgJpI5l)Um*G=0z&9n80i00bckJI> z&k4THtQ0fk&81o98(**w{;KoJ-LLSswX7COi$UKt@V>!8ad#rUvf6Ua2R@1S^>_o2 zU%dA^j9*&ET#6iBsTuAcSEyySI{1e^p1B%UCP$(>IX8)R7xeJjvt4E22bbwje|N(B zYUR|?=#_$=u`y};zf0)T9V#4?MV>m5XQtoJ4_uV;)bagpXM!t+<JsdB@QJm~@BN-Q z5mDEJn=j3v596Qo>RU4E`AptD4CpU;TYoeW41gXp_=q6OSNJkL`kZpB+>TgH58UXH za3%y3+RC(1&%B?jI$a39&g>)k-uV{rTWX)RlfGhp#wS7P89VezuP1oO|AXJ!8;zo` zDbB>F=y%yQylw>Jp8}yYoV!+jiZhAI(53JEoFajH+&(qlMiYX0WLD!BBfy=Efk~w9 zLYODx?arilgM4lxJRE_~Yv@&&Xsd<zl2PR_h<ou`!<mf(_?&69MTZ1F;vD2dKU##~ zd%$jWb@DQNjdbh^_Q*OBUf$`s?%*$d0%*jB#(^Uh)=PEMfG2J|9AO5oGU#7Ql`}<t zO^*|B>p|a-%Ky8Wk_}N^kbf%mt_u;dhx3I6>e7eSJkOSKFLYZxI+lTVi>;O8CZ9tG z8Y$aRhI3m(rDPO{JiA~J@!uTcQQsc%!s<czlCQFGUj|=8DVy<i4SEvi=yxZh!IR$a zyXaLhgZ+IR(ys@*;YXxca61?LzkZ^@Q+X5cMp0i6-;#1CbSu_&U3Uf_el*mt;sNwb zE$Xe0t(*v}%s=#}!N(p6Q(Z~`|1K<?J^wBezGGhrxoj=$rISuy{H$hAEFPRuO$R=- z6F-0B$To0M3*X80WAFvIcZB`3I&>`0KDiAWVxF2!L|ehhg(z=6yP#hRUb+8c^S2G? zC2BN9KkA{+!6$NHWC5RRZC{o76wYVS0FB8x@XcLhK_=^{!+mm|k-)!Z=ZdgzDR9O5 zExVdy$Ri04KCu3W=cKE_%gHzcUnqe9j*f8bF<5$_CNt(hupQTVsP1J?L>bQ}(p%xY zQ!vU!KZHNRYxmCbWazYZFVG3#ey^-4og)o#hCgtHsRww^j98&pJAfyCc<ksK%E5Wp zwu(%222W4AIP}BDfk19lH$>cBaBa7|m*-BfZ{8*If!<>2VBc<O@Y_CDJLa20z<bq3 zR!Hf15GpTv^E%*@<eSI%krz6kgz>KXcXNRos7Q}$n<M`8((P=<z1sJ!<Fzf~$ZK_` zy{vwiXW7TF;A-whTo%4(5d0kY*LyOY)EM)aq61{Byx{L73vRs6!W@)D+Vyj5IFF~K zw*2&=_tXv%lSX}i?tH51>LB(68hY=4SdKlG4WA<)<G=qBRve=dgYHv8O+FuZEQLyI zXE1PJ@1&+u8+@^vO)k&B<FY3vL~U{tk$->IhA~?Iz&)unv5`^0-uBMXEiY?(!ie^U z7(MDT<q|{c`*F5}02|kf4Pz(5cB1N2+EwU@uX3$rATGTXR30n@9%Gm!y}J*6wWtFQ z<nKnY4@8wJ(2f-Idvsb=1HRCe<x$L30`H$|&8zN3oc#St*hJmHjc9ef9Q7M@Yihb( z_HNWua!Q<P=Fp+jmhk&hwIDy=zPQB?99e&DDddv?_5_`LlNAp<rM_Y}y1)aSf<N_% zJDBHgQQKpf{TDv{DvY->khdAO5AgN`p$|`Wvuyu)=sgFoZHEHC%I3t}%|IV+p+N9* zD|ERR{=0Mg^E!B!QO>%-o#@k%Wth97|6}yg<sow@@L;Kz@iRZ@Rlc1(*hB_A<kwzJ zzYF-@!uPhxZb#y<$;4ga5$d3=t?>aS=s5$@x|&f3G(Xt8HFLp@c$^ftsdFE7?)=lL zIn+gBj0RTyvCv5iS0^y$!PnO*O)eJvET2Hj=)Mo|UCl2K8l?gMVco=*Aqjp*=BOS; z2liBQ*}RNtLceB5MT{%>trLfD-%vomGRgnATHQP7mMr3LoIQebySUfk65_Clq4$Bf zQ22H9y=SsL3LNjZ&+VKZ;&+=^5iQ;WjV{-|bKq|-NxErnX<}caoQBgb@WJZ2@kXXI z(216vvj6Ulc=39d%<WL%oHAwVeDJB4j)bzmb_E{3&lmG43v(D7+CR5}Q$~Wnkj{n! zZw39Pzn+5Un-=T+x89wgcsicRwE`bJrJuYvKH;9LGR^swgNF~N`bh#^4aM;`wO!EF z_!M939+*Ravv${w5pululC+}3@C}LV(P(zd0B;+ruKVUBe88!UvegzH30d`0CMjR+ z4>_YdGxi<6EXsbTM}EPto%5pL4)Ao_{OgVMz>h&P39a|=zTfUK=V8>ue9rlZDMKOn z3{7)?+QPisePc(XIOrnpHD2bdL;t5^;izRNp0}P^R=Hs#`W#mi*f}(zJEtDd*@g31 z(#cxzZ-42zv}u=VoHJSbr`u-WCC>L1mRQ=OuYSdD>M?Wx<xvujEy%|=e`+Sg#6o}l zzL~8BpWo$RkXE1po_9XC@f$|$yP)FyeQptZb<R3i6e12DS`!T9{OeA<o<D5;6?Flb zgS_vXPrzxF8YHH7P+!a|M5<$+KEPW~KMVC-?koDCjdt)ztp^R(te_KD^5QN=JlQLr zdyV!4?j_sFG1|j8Hyy`ze*)i_GtRAX3^+`4;fkms>VW?iK6u5bBELIVXy|^y901AS z)5qwmP7t$e_EAnm$jfVElg!{Ly?cLL1@2^@qUN<?!`{r5mySc=yIAFP-d@xLzUuhC zewYV5m@OxL;5>8!Hnt&maW7uI@kt~FPZl#oGL(ZnL{fjlMVu2jHb_1qBEp8a#b|21 z0KV%~wO;8T<h8>W@3ZuxFS%U!B2N$V<mTiHtIMbx4w;a@Z9%<#?b4#ebwBL$<L@~l zB<4=gR{V*VCx=fFg;n}Ke7~;7>)Hcv(U;2?NNWNf82@(5P#1VkhHXB?g4T_gcatpG zjh|be_-^ZCALe>)eEL>^_gbU-rYolk{K*AQ87Bo7;_8%Ad=_-(;a+UCdvH%pGM<<3 z6LcrS*v5BKqi&nF@t1B#ePB5?kSG5MdulDs421BU`ED_G@?(BqQTgliA#ucmbtaBG zuF&0_ZP%{vgigGtQqZFwJf>Dw66HAZ4$r&2o3EjV`p{YEBI!hAjac%S9>Vvtxcgmi z9Q|Eo3AG)FpH~V7Bu<_}ziqkF(H46eIHaAr6yG9#2H)Qwa}9N`m0pO*OW-TLeP`c{ zqTdoJEGFNAIpu{&lUMAR=h}N}oe_Nl$_|%Ws%^x5m+H%3(%|n3GblU!Ij`-<lPu&x zTF)tlRMa^h&)?`}LccxcDmw6B7w*;F##(g;><1NJc_?}T`&Ltvy<;uiiFfL>)n%RN zPuk>^=e~o_azR@64C<MWNh*V8E8rXJQ+N;F#NNm=FGEGZ-`*Tlj!8#c$rWZY>Bn5x zw|rjl_vxsAX+QJPoOUNXj(+6i<AF{ihmt%K@9%g~!1xSs@cN|3!@~yH6Z=emanCyk zB3Q~eI1D(6je2yH#mAWl`gPRV0eq%h2o(!K<xbG2EpkhbyAg5irUAp~&ynBTFVp)L ze9sluQ(ti3{B0_!6(@n$`p!$4#RG>$)oNZxf9HZz(X$oIhfUkq4GN(ztFOa09N-8Y zSAt}TICL;<1}b;7ufPXdjensCzhB@^@A>Q<IOnswrvnjp)z3v;I|Tf2p^Gs^>=o(- zbI0!!hzp&O{aedSc<x_GzP>@e(;t~^S&D}L8HLN;DC806FzqA~RrvX6PmW(hT~qHg zYq`=4Jr2K*V?z;qd<#^LN^hgTw;ry*ih7vyUfrn3eazSAh<UI?qRvz{{_SgJPektj zI6NW@eYOg5EQ<tqdH?GBqrg{DmBo)r=y8uc_ALGLmGJ*?`&3*%`Y_Aqy~PoS64g@a z{E_eL=i+7<8nJ&yCiBXUHTb_uE6XOLk6HEkcaGOx>?P2;A=0l2ADGJf$L`wVdGd;U z^oOtak<I>}<A_fsxv}@WMerQyqvQ(^7hh{k*c{wIo=bZ1Jx>z6idoYI3l(SLTg60n zKsNMRUNQHYp-XEMx?eK}JmuvdC{}>DJmDQ{V2nJ;`g%Op=`r**jgNYbQNNX}-7+5@ z!2E>PN#Q}@u+Aj0J@<jz?mEAq^F>|0YAq<m;sTu5K<_(DgZ|l-u@%~z;HQPicr}m1 zPcrKMRXN0&-j2exaOm6%hR;e%wZQLYXMB%1Kj!IM;#2K+qu+BYpCC{_)<p$R#Gb*q zR*&nBKY)Git>=3$cVREg*+VI{=wC;D<hVSYh(2md<oy$`ppOgZJM08~irutmz!u^} z9I0Z{D)8^pT!YG8SM<Nw$rU{@50xV_Fe!+Az!Po(@da)0zs<1NecTg$tLH5q>(S72 z7#gxsWMKbBCEu7NaPUiSi;WfRC3br!+q4SZpG%DIu}7E(acB$~m_{6&`^B+D2flAu zQ1n_l_|VHA4!CHw0+(LB*m8yhI;&naCj(cUKkg*g)|YrL%e6r~QVxXq{=lEwz>(ww z8l-NwpzjUyd_Z}_9eQx_1#z4M{wSWdDd-8UM4aiiFT&@$-REh1JNWVh`jGRV;iH+L zR&m%A_v_I9kKdW>iCZ2f>Su1jXRs&6L}x$z4z5<ThqT)eAOGHG_Fx8XO{^CS-{VN| z|IRAi37%d#o-0WU^}XB_-TMQWhgd5ZOehw>pNkh1pMQq_M!B>vAQAi6B3>U1JBPk~ zde!I=V|(IS%j$S8&Y>40=Z8&Q%<EmIq%;N|$)(d9Qnf@~6iG+(<0bY8daKK2@?-wm zlkH&_{N%&aC|M{G-vx*ZyJ}8D2hwYhVw{XQC>OP~r{=(SF=2x4sGE9sg|wVkaUssW z)cW%sb%m?~o&HFU8!>4a6{U^2O6q{y8_W*yCD?nP<o+@E9&R><-$sAo#*dCWE#Ww~ zVVXV6?U>6PWf~{D2pm0<z0rs~BT~ECScy7vEL^na`4#j*M2AVO=`i1HEj`Bg3j0fI z);vyoK_B4|QqYKewVL_!+lf-}jb55YeF3QR+UAtLS%J^KYT3U;f<Aq0p9vE$=7cp? z_+meTzsr^$T%T|xRQX5>|LrwyPe}TlJdOHs#M7YV59%<gsOPij$4Eb&xa|;y{guLF z%1+?bQ{2Z@QY@SaN$cm-p3<maQ*)EoaDRwHqMP)Hua#`U4<}I{R?OXep9MU0l1V{- z;Vk+F4!Mr^QP0UnUEJ&V0(0=6>{<@rwIyQI)abjwi}cS~mCOghN7p>NKU@R;mYJHO zw!nG9;={eZ6wvGaQ4v<v0Dm}<B1#Y3Tl?RJ(HTed>l7qvQ*#`Mc>QU@6MdrM3z;Sr z(8aDSubc6&qdzL~u*M7bG3c3td;0<Ok>_i?L*L@_T+Kf_g8aJHw<MSfeL_M{gMfGv zbW5{lo(%=qXLnwNjS_j@#`mvy-a+td9?q0o=P^IYB*l18+#dTGFD!~7{#;+%J^u72 z^qtdIo43U<@9!(E>bBdBs7(x3RH?;YF6BLxvuDA#zfX!c-hjUj-Q1%M;NNKZJ2QF? z&{-ybkGU#`Jz=bmYI;z|%g2!VS?s}iF1y<vW9Lfr8`&H<2j0b~tUr@u5PP-woX+<n zPTVC~lQc%2)$Tv^%N#s8*=qFmJq=qTesfQ$v9%p>an;In0QK(WERQ7yXUwbQwSUWo zFIn4X=UhYhbJcqCyEO>l^Idv7rU_g#_Htn&`?DR9KFL_D`2+VMgLL-q6U<SBmiA4d z9&eFK-P_s)emknWwY>_w#Lbu@uN?S4(%hidM_-{s(=8<YJ?ha`yNLCV@b%h#_^Egw z`o}whzP;#$p3m??@i!UN1GL-LM_)kqnH|+}rW!sg7QgLwe8%1}*SNUI*Y?Dz)Tu*m z$fNa*LOLAqBaP!5qP&Iv1I<g?^&Cq0UgdK9J`8={{$pX6Qh`T#YE72rrBH{FdkYDK zBJZ^svxy>K9o;kFyaFG_@1yhHGT`Gk!*nX1pg+K~WBr3Ea7S<F8KIyN^x>wKD!p*- zN~xJr7r-~mK56o0umNszE%kgn4;`;i*xVpD-uo_%Co%9j^pm>1^0f?kUN7|6mjxRl zD(YN@QKmCtu9Le|K;}SbjHv$c18x|O4c{F?jriVoUiNV^_{r*1N+*F2M)zIgnBEKh zylK2|LnL$@rr4u~{3Jqi$kQEpLW11W%oES^{mP%YXS;At{j0c{(=m4*IApF5Jm5YU zbMY;!J@RnBis~)&jj7E7!hjco20{kUTz4Yww`4KAIRYME@@}g8HT1C<Og!{~f9EDD z82v4v!`Q({f1(iijV-wREA#~!*=Elkb~+KrI@2ZSb67@l=&yipS!Ub2!bayr{FaDZ zl7s&2Xq@?!BIY<UDn)77@ciA`{&x4HpKyg_)a2r2%qto{<Tg0zPPlyg{+IokJMm?g zGm9?t7o1F^vODXcJO5qsZZ-$FjO<G2oQOM7J{>GM;D_(id8qyIkP|^972DPQ1pW$n zvioi!`VGtv%h#Vnm!xeZT`Uh>qpC?318`u-%qrn(hq*rb8s4`f$d`kpdk%p&e7T3i z*5nHK{8{;@!*TA!X7Hod4cz0j!q9~y-@*53<|N9auIPH?Qf&wR@0&{7RGb&)Rf7)5 zFxR4gQMJE`gc*6NxQzRot~;SpQz`u10l10He_Xf0g<vo``}bl5^rp36Ml_JuCHlwS z_Jx5Dof_pm*^RwLHPQ8^c+N?S%+-A?=v$Ch{GyizpZJ^8<TK*gTa#B;AMpb>pO*Ac z4#PajyH|n>;GdoPl#|DxlPO3DACJa7$+7vu=>Ti+A^fHLc498Ubw+fiF%<rKLVtVB z8Q>?-M}7Pj>i4QajfwSK<TLqSvjV>zu%}jpGJt^J+7?xRTqOL8gUc<c4q$I<eBOgt z{C}d`s+>!gF(=|f{UHcEz0{ULh$i9^-!&^HF4X(m97XjM`0pXwzWv^)tLYy6Ns2(d z6#DjAnJVyh(1d255&oVCg^4)BAv^qk0zQj(P*0jRAFFhABy267x}W%0m;H{C(=Ufk zDczvwA>zKS^nBG0eDB+z{;2%hBVe+d`m_YO4WWO3c>2~Lc$Am@v6fBFL|ZG5l}-=x z!uJ{NsAhXYoo1`rc?SN`(<B4&jL<6%J{!|_g)WVActu1IJc+hLc6yK#k<MNxba<y5 z-sg9#gfh&R#xIGL*5Q1%Hojg$UetRkZ)hZid_AA_E{+1{kbVE`Z36Q_wx8E+_Q6*p zW%1{t4En6!I}`t&hcCnHDTP}2>%LmQLidpp`5;rPaP=tkYI4K!_4qzJ-WXg`NBwFz zd&hqkb?t8Ih9nzd^bN#nN}}k&3xDw8$+Lwo&*Jw+;l1$Z*M2m@27K^fUc6bu9eN8J zQ(Hmsah_2P#)HT!mGd9?Jb{~fAD+Io1)f^gv|Xqf^_JX{NtHN!PHz@>N@d%-5Czt~ zH<!Wpth30Uy$}3)Q1oLbKk&lA)h^zEE*m15NyKzwH}+koNL}?abs~f=XUw^ypK50C zlCyV@17XN$QuGKq7~fFm*(>m$%yC}i-A4=jXw7^092xplfuf_wu$SR%*Gm1pSm2DV z2DfhXf9%USS=vxfcZ=VSr8b7&Tie|vdi2%!cL&5!BA+n}P|Gm)+7U|O8~1)8j&S)d zvBv_x#@&nF>xuI)T4zy1e;oS>9~tvZ;lEdE^V|snFUNad>X4x-<{&<O5lsO9yWLW$ z>*<L1#yEU{V;^`xH@4DD^o!|^8dj&(VL$k1e_Ec?PQ>YE3L{+x>>;^xx2jGJ&tLuP zOt7vC{5%qa@{tcX1*H<z5>c<2Q;?K^PqDX=cy6oaPE`K1wbZ%oM1<XmUOv2r_o!yo zTc87fu+5;w%5C^gYTCed7rrWCwTX8k9f+4zU%GPZ+=wX(9((m<?EQT;wP_IspQ|#- zh&te-Y`$QXtvS?@RbfLd1>lus{JGkiq2Hl>w8AmvKnOcXc^~~{M?^~AdG3NbXPNs6 z>v9rw_JKb8*ECSy&Zo+<oCUtHTh`dxhjZS{dbS@ryUpJt=>+=J_P;7;lYxtpEbCp$ zbsdR?U(b^i!B4Bzl5$1BKk%wXX1o^@{9is8iAPc6b40r&j3l7H@?2fJMjiMzlXU(S z&Phqa#YA%8lzlTY%lgZX#Me)h*>m{4o_q9@zaB@w-Eyx#>mu|YM=w_&LEpj7)jytG z2K6QB+~beVz)5~aeDguTUxND&Id;RZG5FLUQS=ijR|TxlJR|hBiwY}uL&xg2`=*~3 z{NgA!O$6|JHl65NzR2KSbne<23_MXe6DJh?7xT4WoEXM%&&^dEs%Fg5mz&#Hx^@SC z*GEzc%vHe)(%w?OFo1e4B>(LlZ`73nw`0CnV&7jg+1`T&xIc_Zv{d=-gm#DFsY8u+ zM3yV%K^D|25jh=9w+^}x9yQmdSGU}WcF$+81>3N<AmlTflqB@Hx%*5n9f!U$!^gI} z$c9K7$n|=}hy8mQH^MHUZ_UQQ%<P0Y-HR<hNyHE*vV013wOrtbq^x6Pfczd7`65~m zxIt#}d!f%e=tN07#VJtVm(pLaGnTR=?tYmH_1Nh^*p#2GK8<^-vOzo~0k8MrtcQc7 z6MV``_K+#R!d{}o6iR<4psNz$xtoE0%otgI=Y*L9(RA*xF@NH}`(FROvBH^n%4qsm zg$lgR<<7l7qp<HW{J7$C)Cs5W*SBAtb0Jd4tWJtjfd`bbnO<N*pZ4v<{v>8wV*G`8 z`A-k<mltARH6MZBS6@7TCj6@w=P%^ny9k}$ws-Ujc#rC~i`62iCp(Xt-~ELCRLhcL zyni|7&_iOi-f*Ih{~>376VE?<>g3ITelT%d4C`VV?nGerk6jm9?TG^$t$)nGXQ=#g z_V?WdUxhC|-$a2w6mvrF?9m2p_%%Koh`R2b?WLOuz*iC@*H$UjF(<&jL*G6RJ`!H- z3HHDpF%M_bJixn0n{NGArsP0GwI&F*ApVBU_a960fdBj*J%!92z*VXm-ak-JR~#{^ zbH0iGOMyd*<a_7^UfHJ{3bQ9FHkmD*z>~T2`;%Ysfp0d$F0MK<;7}ohqf*@1FI3lT z<mTo?l>d#hnL}LRFWeY$-2~pTC8d9iek(VrD`yxb^0e}fN&kD8C%FB-nnDbFd3AK7 zo1r&8{@P;t<sR_9JN(AWz^BqpB`rL?fjsnBt|1xt<b%S2v>EuuJW#vORq2SiGz0ll zl#1}-G!nbF37$_Qr}MUh9`=kMzS-jp9>@FmvoJg85nVmhoJ+rAuEWb`&lTLutI2;u zW7{1GV>uf6oqycn-zzL`BZxkvQcX=a^v}O-*!w7vzf^VXg<H^1zt4JGllDCNKT<n9 z7V&dhX-HRk4x;}|lPmo?4SJj>;ZaBCq2Hffc%lE%mQZ$Bt7x2n-$iVIP{mh!;#2w_ zz8UC7^m7c4`~fc)GshS_g}OCrZ%|3MCUn(Rr)AGA!GBQD!8YU`^0af~;$z_UyWhj_ z=BPt=(iIrc^A39sigif;ATDp+E(||_x@;xsuZuVSJxS}My0%jE0ad^CSp9S%2Cdld zMje5E<1*DzE?elU$GcL(ys&R8^op5v4S0Xk!Q%&1;kRO-tacxG(tqN~qY)#_QT^m@ zZU@fhbD&n%0#1E?)%nK62}ff1=KeP_9mr3DZ3-T1c&_t@Sov|T`ROh_{_5gHOdjd^ zec%{$0wENd?Y-FRz2EP2Gx)M6!GRAk!%w(!cDBc$zvQF0F)67Hp7+yelP&7oiDnVG zPB!#eZ<Rbuz<ivbRd4Si&PU0fUG2Xj;p6^R`d-XGUFw?JO2-25=wBJr<pf(Izo>$a zEX<bZxiPJ-$%Q?N?7yR~sUqL{%4g1_zM>@&I-!hy-if~L=Qjxl>>Z$0I8h0{_P0yb zI&hw4>JFMo@Q>1OnhrfRwIx<t<5#?a(~WYw_Zur=pUuw4wOp-Egv0sn953jaNm}lg zX5ELbU)<H;^+(JpogufDIfb92PaPbKc&?cFmaqelu<6piz5NA#P02hvsE>oUx6lYN zjE5dTZ=*mNIGrsZDvuF*`ed`PXEE>}H9C6Y@2R&o#3;k7;ekik6S+=y>^b&!mA)#V zGEl;tmCZy2r$72^f;Mz}4%iZ*bw^T@!MBq%l&U6xXO=KO#?r@*xe2bdcuQvZ>uB9l zP(vJczxZ9;1pO|r$@2lWz+*iV0_EiB7rj|eYhp)#sNLm-w6P3)5w@EoIDFwl@J*Uc zi3xM<Yo@-Jp(oOsw|S&NARleXA94Zik>xCwrb8W)xF(WyW!{xg3BEG@cFKm>7#3=j zM&EpIO4s+F;N_y7x6SO(r};c6;+_e=Kc5OWz98^t_nO5j{zKidYPfWR{(%+Y*j>>O zm4&?zbj$`OR_N#b*iN-BN8Ak^j&&Xbejl?Q?mdeAini~sA4K2zXQ;b4JK{?654U6V zf%e3HOOsF);Gy6#CRN*ecEoS~z3H#Qut#cPV)iW!_Ia%P>~%q2(xi#b=)D16xJHpj z{2KDG<MG?Rme>;<x_9{B9^^;ILwI(Ak5p6Mmh-|~nIgZc2ow4)zR4vFec%b0H7Lxk z!S}K5Z{xlcKkz?e!X2B)!%r=25`vH~c;5XeJ5ggtJpL4-7Mh3oGxhN{ql2g~R=GxU z@?8iHBkr&ZiSV`5dT?_Kb@-3J;dwh!pc{Cg*u<X>9GUWT))4vq@nc=BSG2ao1=+SY zN(;DW1FO%hu7H;n{n8|b`egpdJ7dX7;P8&USv7RP!TP7zA3*2o*jE%O`yTr#Uj$`} zAH#mrwXq3q_`yuS3KY<Ewk4<-m+lFxK*zy1cFT{_f%qU$S^o(7iPe~xphC<!H1Tp| zoWoq%?NwPS%|ZAcighgrELjt0AK3(VqmS+JB#}1YA#|y0ijgIlvx=o;bW{>{B!r5@ zG-aTBBC(ipy+IC~m=;k$L5F=o-L|@P;5lU3Cz6~y@qH+Ymi*Y^*BR>dXb}AA39|n* z2Nd8BTzR1959T*jM?`f`gFn_Gd%L6NF!JMr=v`GO!I$nAIZAR9`teDQsgoS2KY6*H z*+^slT&|On%@=X@nm>~yK7S{TNc8Y;@EYYd4P{~2N3^<gmk8p>^WF$W>J{+8j?VNu zucHsHOOi7`hPnREX!mx!{|JHJzTAWV{6ykyHr?Ea^$y<VUx<T|lNJij&)|Ep{Yupt zda00$X?D^Q=m(j2L^%LIb_i!wt?Yuorl%6=f50O}Ib8$JFKvmkgX|jzpjYwEeDh`` z8}oB<=_j9KKdWs?lqKC9_9_O9m^ot(_u8@aeJ|<kus81TL|iQPadLEpH66j6m!~tE z&j;YRztbVF1h7}e?#aBwJ11g|{#NmE87CtA!dLsoJostV-O#^s6#j3mG*r40;HT~v zHGM;VU4D07lwKckFIqW?>k96{=>EAZ<db&?HQVM!9f*6^j+2k$KCcF?Y^el8N5v*C z<d1!?N&gvWmLlI2aO_v>#q$+BTM!uu9_i1$_fHErk#|4ak_(hzo>y^W|G*j4X-y`% zr}4aJzhth)UdDc@BN@&EKG2JkaxVS?A8qjdJ9UJcBcXF@##F2udkgYt=$93+FF1U} z;VVAB-CW|Y-yYC?m1&ut7zf|7fBgHoUf?_mt@Up>&+a2BOcg_z%RMo2%1Ru561tNT z9MCni7p=5*H{t$XdQF`TTo7ToP{2S3y%%?j+<)M$z1+@R)&kEM7}DQ203YV9rcb{r zac*;$mmj-jBmbUzLUzv|c%A9P5mPbvH}hNzrNH++`#eNP74h8J!t&~M56tuF9J{m* z9f~sB#Eo{;&CLqwA|a^nrZp3W?9l%b{>i?7lmqh!lA0c7PaTQ*DT}o~yx==qtgoG< zhu-1En+ON!$|WA{2w(;dtGX3zk)7*E+%H{`mBbv=?2iMtP5OWX#(M)2(C>`@_StCM z4Z7_;dLv&jN1*fb_!Q+b;@VS}4ISW4T{;T(<1OeryqJ3PncR&yd|TFU5c-plZHfKA zNP&Z9_9#-nb0*x2hVyoBVeW2E$kk5NfeuW|tja%Jh}{Ef@i%^A|DsC2wBVc@F<e>^ zWZMiqR3*pZvN)Wlovkk!fjcPaYREp7As?$}e^vtTc<_7INCM`=teTb$3iQFBxk;b% zeeXiBm<gI`LmxR1-jku`iO-v@JFcVbP9(NfZ9TPt{-E4~ZMqJ=55ki7CdM6!wzmbM zhf#-9U+vr}t%<s!Ma=)zKH%&!d&8rsH;(0vo*+m4$1>zZ5kZE2g2bukT;Oqt5}y`H ze6ANWnj*#*p}!J6yU@=I{B^|Q?HBOw?a>=MNY0{9{nVUHYz=zP_2t~#_mNL1Kb$Uy zuj3>c-6^Guc0?w{5uFU=JIBKl$${vLp13<m*?@kiIv3~gmIi!3+&$c75Eq;MEdMjj z!u$3-@+1;^Y{9OhW!;a^M=YYf=ZO0t*0FEiO8|agD`%`tP<Ni-%MP3czK%~nRCk5L znQ+`0CtX1L&)59)p(4cfBBz^8r-q>WF6CPCS8yX5O9lsYpMYQT*x91A3;X|Wa~{`b zbthi>eeBKvANBXvqOVs9aPrWY#ZK@TibsT{q`?QRR9&R*eT4nYug`AWLOra*vXl|z zg!!iD6dAgBPo92M%W3%cf^O2DN{iT|)i={@f%@*r>W2||4e*@VKXOF+?Fi{BWsD~& z(6<>rkZdFh9ar)5FGH-(gzDoO#iPLc%kHzy?}pKTj#K)Zc>_FvMLsFn5_C7|oA%zt zIM@7>$0EI<i;+<DxrRKxd1;y}0r|LrPB>>9ePG^ul&dtX*k_^j^neTY5d>f1)%k<_ z!`yJy;x*<G&)*rF%LEV0P4{8w_BrTt{@8MVEWmqCB3A0~`7iC3G;70qi5K?OeD(`_ zgVn?0*pZh>`?EFPpx%&gGmQ$1MO<t78D58T8evS66oI~sZD(mF1Nd`GC)zU{5A2AB z?MM4F!Po1(dmQl+&uMObRA2|{pmznYR;ttBUo88l{lrduE(QbTpQ`x#8(R+raBpMx zm3*g^fKE4bLh@&k9nnL7RyZDboy6UL@jt|6MrSkS??2Hmlxhv73B%_Uu=tpX{*a_$ z*88(k*nj)JJGB<^_0K8OWzu5oSIAnIP5<UZ?7b-T^50%IU4eoNMXyoM2YX(8e$|yo zxw6=*)oo9VoMGPN!g+dkw`E5x^tWC&Iu)Zy(SKU%nLgm|fPKhY?~dU-yUQKwX9S)) zQ8W1QJn%L38aMUDADFXwx#_8*VM8c&KbN@v4Eslp&z#Z3oS^;DUzg=)Fi-gAS0oww zxnaw%W>Pz_kLy`$deodPaqHyaIDP2R&K?=HtU^CK^HyB31p0cLJ(7mIB*D9Tu7&#f zx)C=MPS^hHKaiK$=Ubru_D!C%>qMP1;h=HI1^0D|Osmgi&J}%^5zZbx;8Pmy2h|zK zv%9Xg<_Cl4QL|T3;0F&>wOMr-=Z*Y4sYvcm^tDB{CH-Hb&tW(c@DO|*OW>{mhszFx zm%-?Rj9tK|e?*k&!PC#ATqW^w#op4TD`o7cHx6D-IeW$e_u_ksaSj*oM1otfS`y{} z&O}Uj08d}>NTSmjL*G(%=+G5r_;&6JV9UeLA1RRtv`L4*T2xFd-BHZV4ztC$;eDSw z&-P^x&V%~-^C>4npcA^W{XOm$^ueq~>#C9HM_ryzWW{^uyCurF!i(p1OQQE~3Vf&J zXW8T7izQij>tHGk{7vo2obsq~Ug-UON}&7Eh<o37)eSyaPBxJ%sn{d9%P({kyrY@* zX<cDa?0cE+5Bj%X&%RG?r~!YE*T?gem#Q7{(kS7A>?6dF(<|v#xJQRg9@J5zZk$av z3DrLhJ<YM4YsL8I36~E)KZjz^jeUQx!B_Aly`z2E_}pcpJtOSERqao5g0-=C>zheU zhe$Gbz-5m>7g^MI-$V>vw4=|&Hj)|l89d@N$?zuhW4r#WUiz`mlNb}q_4WYIeYE`N zLLGR`kQ6(s+rYmcYi*r1agMs=Sr<LQr~3JbWY?nq>vpQK6q_Uosy`~#TKGNjH3_Fa z%DNGhXTX<XZlr`eTp*zl`yg95lk6|M6B5<}?;J|(h|g<=BXUjXpGDu>dRO9td-<2V zbRBa|R!h%lIpNPIe=hGm;;r0ew&{dHJ7V7`DN{7+`A+eE;j@q7EB)h`j6Ltay~wje zcd{^_5@fA8kNROlAbPhf3;L1$VL_D5&e$i$?Z%}5-Hq@F%}u=TGYYpen#JviFY)_} zU4o#u678YCIg5Eir!3}^XR)v5XT!!<@RB2cG=FP8$DCvK_|WSU*bjeXoYoF?*xKY7 zVUnlt!58beaN`f+lm*4tb-dpl;r(AMfpb;IggALxp-*_|9`_YGn;TDWDyt&jEocU9 zTbu;%I&ySQqZqn?J8e|8<e2mE>3l$2i9HllXMev1ulL_(Um^j1$3vb@u8kJ@?5l#> zYS7DN8*<zTLEPM_+j_3v9lX(4oUm#I^m=-~oP@#Smi<(Gz=U{7UUSXCzyf_`{fX#_ zS?oy_Q;~^)j}T|KP0GXyaG#EaU(%2Z(Q_f>@*sHXeJ|CPz61hqk)9?<kS`W?{i%Ac z=|Dt}TLlZghCc$&>16vZ;7zXQ(``bSt3F*e{>C4B>dAjfDxl7})f+$~-{wYCsj$jg z;^#RfFF#4cyednP!4@|@2k%RNuTcE_*O_rY&QU^7#$IIB2wYsmy`mo!=t$^2k*=s6 zMxU-lQLJADKByDPU7PSD{n1X-&({JSiht&zA)G^2h1S>qfmfz-c~o7-ig_WYrj|YE zFMrYZn&r}WB&v;>ceJ^Icl2o3lHzlLe^~7!_jw26{KbZE1$r(-K*ME^#0bobR|U-8 z>p*^tx!xZS{gd3&@hlc$_))~tl*_ik_y4AVYCq}<xz{Syx~MZM4yIfpL;j>QVU6;C zfcG&)D#dpX{$?@fPQ)m}PvG@RhO&w)VeV8i#r4>oI1%#j=m+#6Ps$gzPoDuFdn#_; zR}^{o#cSy*E$H6fC=};`H`e2L-y94a__E@-M-1LCeaUUw-#bueb?S8+?XV-tspfbW z{lIH>3~9e$cO<^wcpq*i1)e%!-k}EPJ6hA7O}7qynUinklGDHohaPzLANmP<W8BKV zyujZ(e7m4%1iGEC`>xLa!CtRdHwl$m%t62Bmi~tK+Qh=aPUeESlHDSj&6e1I@pbyc zX({yKMGM@$Q1_@h+)dF?!(48M)z<;!KMm=x`;(D>os{ON^#p+<quzXAf=(vQ=24pO zH3x!0=}QpL3+xGSe-^S#kMnth);bTm#1M-~SFzpD(Ihl}*2SI)o@Z1CTf?FMb{BM5 z{8ul@lg+v6K-ZKSET1QWI=VB6DV!Je(W^n5st54(V`zNJbI_S^ZM?ppAD?reTu|H{ z=l|=B(-2vQ9bwVseEGmGXTnT*x})9<`+?ei{rQc!d+6E&nOM|wn_Sh?cO^0Jqcb&- zN)FyzO2F{re|TR9J`z*thnkK^Xf&_FN8W&W?K*I+{(t=(Ok>#N{A{J1UITt^gArE_ zqRzT=l6U^lHGATAu%VvJ5az=@>xy3E9_5p~>vK)8CRVK~zBrgehy9F$(!Lpd_r4Qy zkqO`vSZ1#Zbbx=@YCkJ}3FmiJe0HG(`cV4sT{5V5W<_?f2crJtn~ED>-Gbi_pQ*(| zbIj3=J`v`c$36-N{kdV_$yXNj!;eTXcMwqH+B%7SQ|C+#xXR%xbc`<L18~a`nqYFH z<Iqd$yl~M*pK-TBdQ?v<em@^s$#fxjgexPN2U6__X4~CW_a9=fgj<P<`Y7r)vyGrS ze7}XLR=EfX%!|-gNe!Yd5TA>#H$?o?&RP8NaX0ks@2qwkpF=*h^=e|NgpTh0TK&2w zeB|?c^@8o8zvdsIerSh2`jXmpMf4Z=d9S~c=k_4DIwGvip_kpAm%Pg!xJs>_#(AGE z`0leV)no4+i0$|Mm$i_8gXglNXweV#oAImmjDSD*i>OBr|G-bBiG?Yf0lqbT<s6e& z?TGG_b6sXQm%nYeeFCj8cc0G~`=Jf|a(dOTNk901FZWG^(_n8+u62$V?sGEvtLRwZ zrJXF?H>J*De}lmr|5BWbkm^$r*MY|$zTRjKtAj3}r@QT4sU4BBDo$xhg1*TmF=GzQ z=}eoBopHeD>v+D0E?~o!pm(&p$_T#%(kPzGpRsrL<5=Xw<YDXy-L`d5L7lX<=<?CV z1a<3M(h4R#-yejr!woj@O$%YC$8cT^+jqVTp8#I=Ga8_whR-^yG`9rKH3tj-*31O< zOL=F8pTYfNVP|}H0QrJnNwe@9&WTKflFVH^w{`u*s!8x>B@VPkgVX=~#E*Rag?<c2 z`lWM+fFC}ld#D%7yAlE{RaB2X;or}=eC6vt;HJY#174UnxJf3~GlTkMPw$tf7D|}w z*!5p(UJrbstpsytol)ns{*@@kpH-Y!0{Wr%nfuM#A%gtrcUx;A8obHG&@EBx7{mpI ztGgp{9-J6vcXC7DH}`c?QlJNO?JTQ8J%~?o@j@qLaehqluajT1MVw8O4k-EvUaOEL z?HBs3^8S>%!_Yt6{(B%I@(}Lxn<g(GW$c4}<W)UE4_(mU)!nP8|NiXnes2^E{YZz5 z7&XqFw|mo{?GemFy{Ub+1Npf0f@WNk9dyNXxAvZgzYIV7@1<4rDN7?xQ#d#yz7QXk zcC4a45US{>+z(&1VlMOlvawfAtu^+sA9T6znz!Bqe{!+&Y%|1SZcR=|LExkf@pj*X z(F+dPqrqZLC@(`tO_A^_4SkuyF6LHhJU`#<>(@NE;TzHZ{q245Sc{EcbNj#tB`Qf% z<$y=rBYpOI^%wY#yriJIhPr$yI*qCx{Rra0E(7!X*hf|DRDTomEH%N~;S^@j7wC1A zxL?FPSQmYk)no9#J9eJ`$DfNa9d6tMKDs#}WsVPZnv|AkSiXxRk!ES0{CyAVkXQD4 zov3@A=Ys3bU$P}wdU;1Xa9+7=28T8!F~`D^FZu8g_CPDmT<-xs`y0D0mcRwQ_t3e{ z=>qs0us--ng?fFna5#_dByb^<!kOdX@v`rW<+CF0P^UBUP4OVkxRWx<A<qqPembTH z-;RlMSL|JHU|#I&k-cvV><QBSHa}gIpzC2++t?`!y@q8kt@cacf(@;u_c*6N7T1$^ zy>lUQ9@D1<;r)o^=aCr!XI{R}Lg$0u8+yIga0t9XSy`G}T^M+<u??%ABH*ERA8Kzn z1AQ&M7{w;y*n7#2ZEIKfk(w-Z1*0Fks^naJM#+&FnJ?--k36~==P#+Lh5JGsxn~^t z&+hlpmbJ_1Yo$!7@`pkfDZBA%!wd7i<(r?c0k7>Y7s_seK0|x6>5vB__J^>=WbDzz zJVo9O2`*<3;<nYxu}eFhiLJn%r(Jh&t_GCvo7q6uD>XR(jS2eKn6!x3&@+`ky?4S6 z&-*jClx?m&^d+w?Pn1?V6AvbBUHVMz3Db@ckq>xpvv0}%`cR?&WfN%epc?bZA63`d zP``1p&>Pf^*%GfiPFzYu-7Asrt=2N{LJaS)lYe^vxSZ{2vGM@+1GxVdI$mW*JgI6n zWn;!1yj)C8S|fOUpOlrAo$v`b(eR=H`iZ3OXp4`iYyQ?~%bWyHdaan$B_2BakO9GC zdT&sd-jSS6dFVonHlNohW<=a*&@mX)1OF-@cV8QP?X~R#Uo5~6xl?t9F94_CUvV)B z=78>G$HB!A<Z-I$hk`z}*pt3$y?-b8F)9xpqW}lY`P2%f>=DM^d$Zb%GnmWKD3YA} zApyQ^Ezgmp;a?t<>AIN$onQ?i?}z7Lr>A02j=8sC+dlGpPr!F63D4G}55xHMn~vcm z{LHs&7zTl($>I*Y%bZ1>peh-daSnUDE6UuW-h=mx+L@(o44>hr=8p_aQJ>~MmrMbE zI{F~p&6X5;_MK(dS}ouM7bUXZ6peUsan9x!vjdU;XFebX_0uiG%X>|>tl?`Or?&|F zkornvHXG+`WBo_E3+j^{g(dq=3BqUkz%#`eA;gpGuezqF;E(*PHA1Wkaf7o+D;)Pg z_OIJ)JQZ~4l@B~W;C$t#|M$aZ5c324qob>7=x_GkPEr|hA-X7*-$dYZ*z=2$g!18e zo!HwJkpchlYA;TaPB((;2n+Xf;N9leVg{4wdq>T4=XGh@5{oa{F9fQgj_q8{&f$X( z?|hczVkLaDzg2x+PQZCKvSA$t9(a=`(($ifEHu)&A^<+|xbXJsGIRkM{6D1cL7${V zNEZ!)#}+=Vf8fGr=nwpF4^bL|kN4uW@<raHd^?!1JKmmPHaz`o$4L(&MaskZ(GKW- zqBmTxh&U2G`gvjj$e%9`mj2O0{AW+QrI>>H_EgltvN_bdkKeG|q@_gPbmbeH=mF?b zxCf+45VvIG@<?J(_i^%&@SPJt{_a^lS$55l_%Ul0`~~&Uo?lXCEzjZK+x0{9Ie6{Y z>uhq0rO;6s@3lIOd-V3z`$?^9&P4p<(tP40;s+`oatbEVzadi$U|yLjC332>_5 zw7G^N@Rbr<tH;YCdm_%H$$#%Ce0oMFE){0j5Io&}?dKU#-^Yi}WUOMYXz6V)Gb{FY z46Ru90Ozc#>c)xYfqywSp7|U7eTn?gDLTaYt|x8wi_nEo3!nbd_6E;=GkKXO1NEYp zkMO7ue9xpG+OQmh&&{4jF6|`X`k?)VU*pkV9E&$S)()MG&P9zGyqEAZ0cPyrA7lmQ z&XrF(6O)bP=EI8MY3gKt(Td_6(@i^%BY$Veh5Rg7Mch<gJDrccb7|uHr&nz;7ZIBy zv{dRqQ2fmw6h&WS;{rRY3-We#l>g65PchdpcO?4mUhLg5vCiQHKQ4YGhQzGEf!H+_ zZ~5vB_?v4~ylIGs$LQs>BcW%wa@*(0!E6`e*R`Lq_xC#xQr_#8zktK$KmE<ps&*#U zJZS4=flHtBU9Fl#d^_bQ7WDkD3t^Q?AF{9mJnw*ypcl@g*}ngH{Ni2U4<noL8@#Hn zoH4yQojc)B@vvNd7WJ&ou?_{~rIX}e%5H+!KbP*85Y7)hX{4fhU_1JSR|RaM!TZi> zip<_Yf9r*c%<s1<4g_YLraKjY+oPFoy!h%yd|^_}JI#vk&9h^tG3q~7&a3S8==UkV zvMlmPT{!>EC(A7Y{p#u$A%$`d1iMS}9Tx0q5xK`fZ;$6BYkwvFAMf4VJ~r?He1!a8 zj*+o6<i+TWkDS-B53S}m?e#?X^R^|fL|GyJWXN8Ajpuw&VA=XiIOeM|obL_kVLp0R z_i*b5`cUzI?F@?G2X(HT!5a0rG}H0y2dIPcXCs<Km*6YMaq8i_m%w!!mhyBq&`EVl z-ZgPXzvo&!6@NGMX%dG;1HltZG-q&)qOT;(f9L=`=A}%H*{iCq*bxzdG!xm_Yk#y; zg*_krk^*wBDA7dpS3-L;S)rHOIha!6dKkE}KPa(7(1mC={Kd~S0G*aSY2M{x^huSx zT2_Yt?E&FgyH06OjOhzsKZJYJe%`FMtPs9OVnacaP2h!6?JmFngL-lHiCZ2U^d_}& z37?uV?>K2)#Q@&LkfVdV0Qrvie6TPZ=Q6c|hT;wI!lzAXb9LyWn2F+hzGb){r4oCT zp)-*Xy1spV5qLg+MxVV9{)0oYJd)rgk0&183L}M&AG?^mBl`TRvXY{Tz3@YMX(=7q z13kk=p@8vk=m$7bL!*&DLjUXQa>sps`_MA&shu6+7<09f8~42L^$F+0dB9`UZ`k|A z!9(&X9gCL3-V^nfc#a|X6E-FEocDDiV)J~p{_O#O#j4N$2>CuLb-R>-1o`)rPw9U< zP^bTL3nTc^@5xU25D<(ytkd9oLa_@WAGgX$j(8Tf#yR)}d&5(>4jN9QPQPNjMZ2}| zuMX8@zov$~7IWrJ74ET0`nbLGoC6W?^-K71PxOU0A35*mflg#`l<8L<<_r&es&z}F zZxO4_qfGBYJmK{Xs@vs=zSR8D!{ANtUU-r<g?iK@>)5Cmc&dWl{hvr4K!;QPgJ<6_ z^e3N&sa|3RzxeL;^?va3FOnaGsac{Af3t|*0H1GiU$9BiFVvwgUCs-XLq9PT6dM<f zeZd<wa#x!$hw7=XoPat$C$~j~6?LGg$3){KeqK}U0n*YD%%Ps|y)-%ozmf^c_w%Xn zpOhP2puCN9-(IO!1%9W;@P*UztQ-7z&)DBU9ONwM5!O|NzT2Z@><jw){LCyFvSPq# zioCb<X5d$QxcZ9-xg((zWM(hphxliv%Sl0o{w>|sP{%O`LWtFSj19PMo}|@&ix>HP zHcqbNpe><BPGvTN^DcI0Omlh)^=@17)IBfE)9s4V3&48{tNweY2J!mEo(t!6;-Ckq z{VnkXxZ)&vnDa9wd&14gn)N#Ro_`wEX+)tD7JDSLmlXFklYya$vIF%$BSX~cCr9Xq z3gSY5mv!|_j2kZDJW+@heA-4_nkXNSMI9L}-(5u-V@E`VTy1IPf<CI?>$rm!^r_4z z6B~i2+-=Ar-xg!8PK;Tf7kPB0f4k3{8u5I$vcom-`^t(x7G}vEh}~nRTUxkhq{pkr z6mXuOQJKoTUUMb5FYo8yjXo1i(({KBvG9pL{~}0&8-1R)i$_VIqi)^LYV^AcK2<+L zwk>S17d&myupIi^WUC-?GEuxAy;Q|~;J!zTE_(TCn1?srRgp^XMm%C*Q-2M9c#*fZ zj==o-pW?{AmIUZI<Hz5s+hG4(q2!0+O?yIOYO=)hI(QJnr)AH9SKmGL^bi8?(`!f_ z&mIK-g)^fW7l7aM58r!I;{|<!pw{<0&~uwt))F5xpo5$Ak%*ka{D0$=R-+Mc?0Y7o z?L5rOy_{hUi3Lv?o~&X4zB`9KT6J(Q=0ApHtQlEch(kxM3j?2^uG-Qqx{r7|M!HOs zo(_GDmPXi>dh{*Evff`Vbt2AP$<A{-;zpDnA{3cXk1iglkS<aN&ndan@j0GD=993W zv5M#?mR}4^RfEr~ffzR{qdP%&L?cxUb1%!?e?2T$flr+Sr&1fxf4WS+cT&lnxNYQk z^wR?T`K3w^d#k}mQtbGz)H~p#KGgQA3%e7K;$8$Fx`@3~z4{hEF2aA@jwVdA6!_fW z!nzf7Zx?&TSNS{PpPodMKz1DZ;HWWjrAy#xl5Og=5HI*-^ly41&O16#EpoL(??K9K zEr@%pOF?V5OUahV%ZbeYrwjS}K-gI$3cm8ne>Csbf=|>J=TgS~h?%>bx$ianmm^tR zpOJx==T6Z}Z-no}I87Dj1nPT!?@HCX@cFOpdbtpVevQ<LsxQz%uO9E_ncsjfQ&oCz zJ$Nad++`!X410p^jf8Ch4{(Qh$i0#V=n}t4R2IX(^%;fkvAL7LcL!9D|4-3%2V%L0 z(d<nk8OhC7vSllTj3O(0mG#*)5m^zTjEwA2LRk$X^%^OXN|~t?Nj4cN<DUNPUgi7V z_xF3oIp;Y~zz4+5H$HDVaG#rA-7{;VgAa@Z+uUv00D{MhOHU0rHyz=4A_}<w@|2SC zH2P((X9INBs7K%Z6k`{J&QMTO>~A%6C+F^o-{`aUC3Y9g4pB!UAM+2en>~gO^L&31 z3;s;G^8St?;(gJQZ4oy=bj^>oB6N`N4+X_)na*K8?e_Lohd2I&{e{!p^ML1((~igd z^H<ofy-!sH|No2MbXjK#=6sI$l$&EeO3zg@$`fC4zu0tlKIFq5J$4n3YUr;zUL5k# z0iJ4liQ>~wGt@8lu8f7@=h$c)zMt1doio2?76~2OyP=}88E5dlH(hNVdRz$#pICWG z%+ExrxM=k;dlR*fHlw!0!CP&_@;m{5EvEU6Y7q6KPC)N}@(muu>Sx*zrNV!@ybzm1 z=m)keZ_~89`Vs#<5>ZYA&QM|Y>WjJ~@(}s-X;Ee1cH((L>H?VWpbuB`g07-CV4PMA z?_rUYH1Hmu>s=fDSx?kw$~mjq1p4LuM}<@V?S(v_CMj<*jlUn8=pA(d^>4aBh<OHZ z_`i+n_YiN*srllifzzHkKF{FniaoC4ejS(J!KbW??zd-~FL7Btzw8HmdVQUr7u8y$ zekXNp8EnC?(ZW!c?KA2D^PUmy=g>p?WE@b}L;q-fb2tS!KwC)s+O-n+cXaQ`xsU}M zx9C%-HE<=9Lh|9aHt>m9|0$v`48PLvl1eo?;5D;NTl0C*FAB`4_~ZSA+rJz?guYUp zq2+}%@bo_(!C~8~;8*0-^H+}(b9-_hBStR3UsjUQHXrfWh&L(Yh$-;Xy3gv9cfg0f zW7=$x^(5r(8cO-0A9SUE-XDbLP44tU@4;htqO3WUy0r>@$jq+My=m~N+A>o=a27uC zC-*YlzJj{rkn98p>XlsKv+oJ;M3F0jl-GgV(F>DW^Whh0Ff{PGmI}PBk-(q5cpukY zttlTv_rR^Sk@Bevyeq{c<}bd`p%yzBTn)gyI>Yef<Nff5jGFKNCh%|Glx1-7DCPzD zlW8QOcepyd5q-WKdw*L;@{38n#Jc!?iJw^{qFbX~OQ#5P5l1C@Mv?a{o@Ja2Uh^X8 zqU$-jcX|;l0lQL<6@VwrHax9?`E})pU;NC}0YpZwh}{bZ<fjW3J<X5&36`LPxfVx& z3&<I+D_ut2Ie#Vf75dwgri=!yT9`9aR-F$*|C!F1wl;zIbjLo_N&7u~50plBrrkyy z%=h@f37zP<9B&UhodAN#_1fU}4b+FyOb6}ImnB#9k~@ZCUO(?_(HzdjROi=Fe(>YG z1AFiKwFCDP6iN~80j{pSf1TqPbaJ6;1yaBv%+&QR?|TGaK-N>LS|V=HD|CvDLbvH_ zVG<od=0jWylc8M-^B~%fA0IEQ#{BYkLwSu{`1><?9hQ^~B$`^zzY0YC;M+woJ(R*c zsJRF0gCX$QZx#3}@SG!_DeLm|WB=dqm*xWSD3vX0#r&M`h18BBa`C*yqC-#Jh{s%P zfJ!v27oMNujvyfo_&J8#h<`-i-e$>_NQV9;qivdk<b{7HDyPMO1$x=IF>h9D>{V!f zdv16Vde;kq){H8s4`T`@IM6S}jLYpJI|4tSM#+kgc>k6qNzV?UKiA0KHt6vIc_G|& zPe_0tAsHQ3KGT6YXRAG?cHnKF9Y}JUUckAUyZFQ^$)D(8k^Y+30etUUX$apw%!dVd zC`K4V$K<U#MRf}IMe=HPr;0b>EAZ<URSoc+D^3i&h__?g4eV&9v1jzmVywPk0CCTU zh5a~qo*6U!Bxc0_Bd6&Vqk$tFSg`m=cMpEeJ`YZOkOJSW$t-;7nHQmYs`<q#aFPp; z%w<QDpx@X-=j4vQOLpA1Y722F`_Bb|kW5b^g2H=K6gbq91DSdP74+iKV;W0Vi0g*- zuTFo0AEe=TTbDlM?VoSreWLI^`Hy=GI{+8%4UCvUKFbkmU@Ec=ApF}?&k&Bl0XWH% z^h_~_c1FO|9r<xuy5Of3HRfo3HtcpmKls)+@J#$Y@CvfTOcV==5Zch0$t3|#d6NCM z4e>{|i6-N16Ljo0)v_+?|9pm07?Yu6-Fr~C`_3?l(C<l1n$1G~68pTORS#U&)nHUM z2DpA_?XFhf4_^w$(k&vfuhHU7`FFf;%TG(9x=#a$_iz5|*+l$4D%=+#7w=ElF}r)G z(ZQcUW%8QY4fu2H%BT0cfH=1-!#*PGPxzdPVON1pZ<IZ6c?h`VI~nQ~N>%9G#-myT z4uc2d&{oiYjy!Rwd-N#kd}cSBPuh{tJG)*a9z$0qY3#Cnh6d-3jw6cc2<A|HWz$z) zqTbkjd4~$(zQz8F`%ON8kD0Y6MX5ty#};I_jPDuIzW6PLoJ9PcWK1lbArVV5n`I?h zI45G>!-eQ~@)hL+4<kMYum;2p<Gq$ycNWcwp)T%_zA4p!da(848AIGVa`_$e?+m?& z^pAEw2V|f({QF^VDfs!@HXEyV8^J@wC3{aX1`xe8k`A<yz}4pu^!%2^T!hlZtA2MM zLfQC%ekk%JcU3rDQzrWG%d&sJfUmXSUMh<L?&CLZv2j5ab5$Z{hJykD#G;|8v<ULW z15?gEgIxGQao>tB1pbs|d{wOXoF8#*c?ao$9sJe=xiejwpx>-}P5udeEkol0#i4<J zehrU~QscR>COAs)Aif+u`EH{PJX-tM(r5NO5|L#!S9InqbVRJmhOgT^iTC`^>Q>C* zx6dKN8DUH!n5)Xh?n)tUN(%?RlmZ?+BkoU06+o<y{62c%B<AOawH7mU+=(;S)#x|C zTh1K$vb{JQbMH&jjsA$gzWZs<d0fUkwXDMni6Horj&e}QuVa7c`UQ<3;H!lfsXb(F zdJw|0|1DRe4kPDTI!6W`{LyZ$gChFiu_R`%=}19$Dekm*1LrIM34`0UMC={w?VZk8 zz<jRZh>iIb=&^f?$_1dKyS~;o763dmob4(1v>p7w^&QPl{lN447$p_q4qv+?b5CCI zLI1h8i`f$UM>HJI-M{-5ek?5ILL+$YZk|@vPwl}I@$z=(01wFHN{YL`jCudBJ)r|_ z@PA}czppujy0Yv>o~s`Ea_ZM@Rs)EC^s(_nsK<sh4CCl5pl5tQ<TQiFJNHemDCjD5 zm9ZI>-r#L`r(YZSi()=AnD&qY;?sNcw_E<G|Gsg`%x*)Uyzyf3C=+;#cklXW!}cIg z-8^QfSqh&|Yb#Cp82GQB_qOjmkN%?Rf~si&{L+VMw7*Sao{_b?Z%i$a*dCXxOGAr3 zR{HLZXNcc<T_K&Byy&B^8;~ub4t{F>xjYwqNCWM<zYIBe{=43vM*gC&sVIAU9r65_ z{Jh$(Jm}tSE_}`dZkXTbcV-rPe;GQX)eZQWsK>18|MMyNWs{rT)(t%?jrWV1r{Jeo zz3mmD&!sNDw)pBhiAc+Kzx(o@2N9se$Ce%r|C&W9HCx1|_C6XaZ)41TbM>FK#q-{A zGV;JD-~h*O%Dw*l$BS?Y($D=5x~z|rR)xk@(1-Mtg}sBWHvG2ZbCJi;k8q}rw$32# ziC5Q3+(ZAiPM&q-9dvmbtgl|7UVLI`Q~rCBL^w@Px@T;964Vcy>HaYJ5Hh!AuSwv% z{<4~(<i8Dl+JT8PKF}LEoo(ck$9vVcxW9w<Fy3F}<BK<t->zGd2Roo|vy2+JDlUS& zcTj;+7IB?>z{l_<>X^Qfl>m-#oC{O-#wiBqn^f=3KRpKB_jb3+pzrWA8-L>{q=fp> zOV;od>U#2}WCojC@I4tQt@%JhA`ZlT=QDvG>;oqg{3VcYs-Dk<froyp-D*_`TzKpk zb(!V)0HTe7Rb}K9`U3ao?t8&k*Sw#3cX}E1k=E3J;0AvFFYo@XcFfxbTJ;dpo`jSQ zTVWq`8k|?Q&GA`!5CZ30>!ptacRI@Pm1+b$d|uh*?dadL3wJhF0hiq05Pc>okVNDw zw}~br-u}>>&nZ#EK0>(xr5Iu4@x>dp4+_D{X9ZaO^WXhh{5^E4$A`G}Fx{BK5PVV) z#o5C~@OeFbgf|K2yTwW`@!W0bkvCQkn4SZ^9@6z|a0R|`l2V=LQn9Z{R6MXL7rxY? zzsEj6mr&&_W7^Avxs5INc-_n3Lm!{ySU~^SesA6K_Ab=(2LI);m>}Oas(&>wa3g|f zV$X)49xiOieQb%oe8u7GSdkX;x6;xO5Bl2+A!KuRpi2x$cXWw83*EUa^IeK};MtXE z>(AC<zTM@Z78MutGVebPhc9>#OS(7KI1fPYxMO{Xq&W6y)u+qR<sgoY^y(kX^&;Z` zJUSm>iN28Wm&1)8=s(WKr++$#-@k1kW1piZVP%+qffhK)lYZK*m=t{9xqzo-(b$J6 zo1bZ658OIAe$S^X$X7L)NAID2J0h;^*oS`hvC$`fEgSG65^Sx*s6#(T8ph-pAWobY zEPA7Zy@X>|_408)vR&M~mVu}EO|LAw6YvS$_WSdhM#R&P2R*NgLoeEy(9Mtj{ZZYq zd|%`jGDDg?a`f$Qx;3a>@_Yz|+kvG5d-1va$i$OcNyMFJ-aKJ@fR8F!3Jyqte@QO6 z_Z9sH#rik4o@>}gBw}Y9%7?havgFyF3m!!?-oFueXWnbOFPAZY*LdhcQ!DT)w(}LY zJi<_KPh_-f0x#0EZWPr+9Yk*bsO?Q1>bJ77jmM7A$^E)G-)QEI{ZdXXe3;AC?WN1E zLB1b6tX6Gw6Y--yUPA2*eED@6^Fn|FZA+<nQV4zb#epB1q%K#2C-B}7-5dB<b+$ff zobn*H>r%1ze#PAQYFNq#=q_cNM;Pw{Km5+uVEK~)y4$8WL)DYmhv0fF@fhku{(jak zVZgQOY=ga?K@Z6Bc<R|c;62uqhnc1Xun#e{RPUNA;*gPDZ;=b|SUZbfzsWF%cgLD* z8TC~Z=gt>CsQX{W@ju^4L4Bpn8F?PKE_21!DIXp5bAdC(8PL-$)c-oU7ya>lDbc4~ z+Q7jWFT3Y=!#{<rYGf4mZ}iwhiYm-;8D1)vTL}T5(nJ>BC<nY=lC6dZ`2V6dweO>! z@L7BNsFxCWu|)UsRe5GNg5zwz(P{9BCu{nczM&6mk&GO^bdf~ZzoDFAlmlOAy6~{! z1$?N3HLq502M_dBZ(l?Kc=p%+JDU(6-i(Xo|1E~Dvh!kL$V1>mn%4Hs;6c|`A5vc{ z0lpCy@$!<HJMlUpvEcB3p2YWZijN;AU5Qk-3$6P{fcupg66EM}qm6z^98L5ja<<D> zh5JL_zBKCNfqM3AnY83H3h<?OqD%Yned}v-&d(taUs+U&KgkbX=!Q*u59%)(@^z8R zz!M}SoppnUkzcJ%EDbc^e{4a+mbQRCvQyLa-~MscDRy3q>w&}&^LMf@!1-&aC(iwX z-lNbt*W3~Br#`{8>$rk1(R?yQTaymYNv`G#%Uk$d-j503D~7I4Q#hv$`FL(*Ud$hS zcU|!tETV@mP<NtgmIeHcvuplL%3(ijQ~+U*y7h+r=KkO4Q%b0cRlQMnQ!@IU9JuXG zOdM3>ZvyTTvlh@&X5vrmRQv3+ISPNIMG>QlQk>_+zWpC*kpD|;a>|auH*zs-po<Cb zqg`jK9r@i`;Apxo@}BvvvoCuQ*WQ$UoY{?j{J|lcYnL|v>CE1ZD*-p`Iz_rb@&qrZ zvb9lH0lqT9EM5b=&r^N&^YWVDQLeHSIG{g@3uqPIY9<lBw>cksnt2fO-1hw}_q+&e z-`UC2oWM_a_yoVl`%gCQJ#Yzq+U}NemVzh1HNrD>7L-t5uhz4^lY}3{+;JV%k0gR} zTaTYR;!g96!v?KCQ1{eI2WUe-(C-w&r3k;J!H2_fk5=FlwOz8775VcN^~J3;e(b^e zkMrRSe2R<p_zdkrfwN}Wm)q|3AcT~UN2XtaU;U@S&pAbiXA*lwJ^^1oej<(L1?rR9 zn33Xt{m)X?t3e&;OOD+8I2{}gKTp%2g*uf1#Bd{}u#qqJNm2ZGAf5-^4;%T>mx#BM z4tE6KU4rjJU&rr*EAE7UI{Agis6(?n->J$!1rNX8KV7ooN!Ttj%BS3g@1g_4oqi)P z;&{`=l|zb%d!0!jBfSWt^M~(!+3!KH^F=e7VE#~m$?t$7@MoSMckdRU&fwxO<;w#O zTitoIm17kB4gbCjO(XdG)S2w<6@VYpTomcLcmQ!{C9!%JbOqvR@fW><!83$sQdwc{ zR5yu^-zpsbFkvhqdODtjL|<DMx3VYUe&=j{Su1o6G=<ZZ)9~AKxz&^ho{DVk*S=iD zx!*&whb-3I2!b^5h9A#g*N;2B5BHhN(6+e>y8K$zvEv`h;BV6>>`itJ{HMjZ-z4-J z^O92^o6G}<%uHSz3VG;1Ru>C@O@O~TCs==Xn-`JuVJXUM75jiMy^<@1E-XY=q3S94 ztE0~;F26!PWDQN~;Lboi==Iobpp3mX9$yl6?nJ%Q5#B71bJ{bMv5gZrWYf!+1MxVY zoif2jOXzQQ%zS*w)`0z<+e=fz8-Xv*XWagR{+_q{VLgMVC$YLCE9OcN-m72L<fIk+ z2fob)w(jsD+?>wO%e25pgR9zf1Gw%zo8qVc`tF7^JnXWiBx3y0rvT$a*q_)k!Pu6J zxP5v}SjESe=o4Ky^a6d^p<^;E2EcKKTHJ%VPXM?2b$eCx6Znp{MCG$o&{MykKHLVp zH}PXcB84${U)E%%U*JiCWz|=|Pr=VPWr^<NPsE-4NaL0+=%~lW+w>K|HyD17A!mU9 ziugD6^mOzyo7NHbg803AJjfJUFh73c64kDo*l)%yFOr5jTKIj9-&hXfUv<6SA6Dq@ z*H@E=p(nDv`Kvlp7XAO1vg@?0m>2rfnEMrZDPp^*9^r)jjA7EDqi0cvyxn)62Jvh@ zl}2K~nndige3_*M+@y4ki`RDvbJsch-~aQ)yr=i()j8A+zWX0k#g8DqtqjF<qCYEX zc_ktijeQ!+Z-NC<aejEm6vA!b(`Y@pqYZVmeE_wOGWtS6t-sEJm`e*Ila!lNfsUgi z!mx!NzEq9YkvGPW=dKZYb6N1~{+(i%g+BIL?E=~PMEHEY4sE)y8@|dP#ckC-x)U?o zl4<n=px3H+RJhB@gSf6_Av@}fIr*->yXO%fwi@;uQo!%X^c>%yg8}&c&cocsz>he! z5=;k+FsB<sx2=31_CEyF{CB1a`>c-oCfwMC^H4WsO|K1}RP)9TcMhCu>V0HVP2i)l zVmWJ|*R3nj=(a_F9$S!27kdXjUWd5IbadcnXy*Iwg)jWHmY?_R174vYB=I5y&+EwP zn;xf9(NCM!=Bkyz@1}A8msgbF=baAwh6;l}um}>Nhfm*+5Bz^P?BKr@UCvH}{4g3n z*Sl>Rd&V2o^ZE;sC%CSyuUP%#<@0`g-2)zkJ21TyI*Ne-OA`_B`u1#>L`ymY2wjq^ z;wut~P+M40wm^OEL3+Yc$KXpCdFjs?121G_4zAL|ez{FYgC`epk6DJ3V<dsoP5!Z0 z8VUiwM;7t&gcIiAYi><?aKVSwWK1c;1bw84d@v*W;5&8~KL;%X&%a6>*~EX3t2;$= z0eI^O<1fEY<M0o%FecGuLMJxC>?)!HpZt>+Dr<}2v%|+L#CO4urCFYF6?~V{^GY=W zaWVJS?yyKa4;s;mPc`6U%%-OgivgeTagEw6GQqrZ;y!XU)PX4{Rsv_Chgd#%GfxeD zj3OCV|26b^3kthW&@uvd>=mJoC*j;%{Fk5!JbgvF`q!Nr@PRK1SD1_ah+XG1L~mh^ zMeNbnnIsP2vY*5regs~--9xIjBN_2&C9T&8x}eP?#t#k(AWwI0R}$mF^Q#Srd;=e* zq+5>f#84l;x_MfK9iJ<uEw8P?%ZHH4^4qhY9r3(M=5^d}_#u2U@qfSwUSQ%-hLIoU zev?%g{ZRksGwqn*_z(T#ty`0GvG8%%)1hzUgHCk$(usA{n=USQe7b`$Z}GcoCKUao zeVPm7By@JP%`2M9<=B%~dnfW=JsR?Yv`{Gq+-$5(UJG$wn`2&j12|ji(_ohh;Dl_Z z&Dt;bKqpQ2^TL0)pDi3UEqS<q&Y7i(H^9%mmVI{oauW7_*aUaSwP3FKsUhbubZGvq zhMT_7j~QGYKUs%)n`ewEbv+62OC!7Gb$SB-e%D4bb3ghW#uT!1JK*>I<Z?<+Dg5@t zp4tzg|1a3vU7aF={-ac>`?VbWrz(1_9!C2T0(_@vwDk}-9S;nX3P{AP++BWcBh)uv z%<Zn?eQ4}Ftg!%`qecC)iVWVDmb9S{c|LsHqQ88v#(Uo(A`=+454@1-^S_d<=tE+j zFFh;tCt?f}Zc{7*zqZ-->E9gT_`2WjLVeUR-w#t1T*v!Pqm5d-f%^H%tB9~J<k1t` zX0xHkI2ot$)8Q2M%SF)$3GV?e=ik%wAshFr`CYyF9DKgo#}d1@fTP(fe`l7*d1|qZ zf7XsTrB-!nKmLD090mW|XW&CT=K?+UqAs!9GEW7*p#NWl^mX)YAA=hc23jy@XvZa^ z1>L0*UBpdQHxGjIcDD9!;ItctzqFSlz<0^9?%cHnUqRZ^^Bmru#8`iM^cC>syQ$`` zNa%PIdT}a+ypHf;VfOA<Mt$R<v>1N8+?UW@%G2xsFVkV15z#!0etWmXOcQX6(9+7) z>!>eNslJLf1IP24tmMup2p~2>bXu4t;nzDF*eHehm5&zQp$Zhx8+px{UO}J7R@W6S z3V+M0vvGFar_iryzfG2P!hFHyXJ6BR!|yA8{yD)6@my+>%GwaTTlBFx=XgA?ZOR2T z(9306MF>fQ=XqnGGOK`lz55(7$D@aNOP+Q@s13NbwRF`m=IK{Yw|$LAUHYEajgLGV z^TdL7K7YY;@#O3{`t6P%!T2Y9{xkaL1TVJ0ew;JLLorYCfP3iOR$8~fc@^!5bQi`R zD>lxm1N-1>EhfG3Wsf7~hX;Ger2_DI({GLhk^l2?^!T036G-^+*4avEA&%`S8e2K# zMaV0;R+xc*(VfVRJVcLp{d!%)D-C${3$H)y&4@3>Ll60HU{0DbVl!ZaMBLr=MZS$2 zduNB`I3&^6Mle0v?=%L!a?oSe^c?&{k_+$a+JT2k`*zTY08j7Sq05Np@?X&iH(Moq z^E%33-SmfEU#!JNMFx9GGctUXpf4KgKDl5F9Tc5Ot9u*1*GJ9F`!7(Rw{S`&vTH&Y z{~=EFW|%LbE!<TmhWPz(Z%(up1^ViAwL4)|;Mec+4!gg^zn492=6n#(_e|7AeG2Mo zzPK_+df@$5%}ob@8*O)xBWgbS5X<`-76Nd8&REqqlx)XdvlF~5zKGi)S65^O&=+fD zMCvo^;m`Y9_vmh74~xOk_Fu?%zivgG`YR0`s9}Jn=RD@lF0zzt;{xt^+(7dP@I4nt zp~saCp2PztGM*Gu5+POPD-j<8ec*{8<+x1vi`XnFuRif7x`j9jnbDt?b}nCei}^;n z^!~l!6!3RqZk@iR4xKTjpQksq53y(OyNkZ)EBaWDqz&|fp9y*YX0QpmBl@+GImAcG zpiq*yDtNon`yPc4perH;lCG@7hgqJPRyY84Np@RP%bYLaWq<Q06Lb*jN=?_UgYRJ- znSUCHejr_M_%rVb=*~tI8kMeNUi^|hS3(hRhJk<+>YXIQ+di67?PUP*%6V`t6!){# zkNT)CaIr@o23e!v&y=2b(eJ@|G2_2+N)37Ic}<+kJ@oOKbKLzdX5iaBMGLO)fZl^n z<3*1zd{#B@6&?Qzy$BDrvk!1%3zsvte8qTwR@z6d;U4zq-aOKvj(Lnr2iTP0e|u|c zB(;DSxXFd1R0)jGWmR%NOYeYA<!G0u0(=g-lFnbfY60I80Tb?ZPVnuldIK+NQBS;Q zdib9m@TCNYgYMn|M7idO{cXg-Q_71AmLH(EI4E-S72<_F?PJ{l=wup>GF-Td_hFK~ z@}FrA_D(c@cr!QvoWitb*XRQL$|$Z#O(&tgKfCgX1U~GihE&J<?LNc~Q*oa2;PZJ| zn&U><p=<3}KI*H0_^P1jZw*~SsIbfHE4uK@=GeNhfx1b_(`)T8`exCQ+XgSR{Rw@y zlUjrgaNB{9(GKvAoC;ATi!XpbF`a82e+!+FkcPz0bnIzz+aF|k7I8;otJ9G!fOw(y zV{8d^!7;6)joTc-L;UtCv)c{a!M}{*BKn}thPic1#Er|}vRG2!XIMacaYh649#eFM zEQ{bbL?&3$y)#k&byU#J1J|$()D8QFJ~}U_#J@#7keF|)3@nbrey-_Bt$w_Z<>BSX zn}~yU<QEDa;Jjt_hPZq|{a)2LcYYPPJN-U(1@j^J1mw#%uTMb-nSZn0Q60GY*k2hV zOXx-xm^(;PsAuA+Ry?BNJ2F1~`@mQDoK=N5+R=Iuu4^qfT_Q1mEc9$`Z!r3Dhws&Y zQ=ngV)3lltg5I~Be&LBL^kF_9W-CVF_u2pcTsZEXV_jnL)D`ej3mn~!?)cu}N#y?E zGp;C;-}r2ceI{eVUQWNjmlldvd;v~BeB*xqF=0<4UC=o#Fdcdsx~p&2p!cu}FX*z% zgx>6td+asvJDLwQ%94Qp9Hbx9+Pn&%8PRVY16}ZKR{6PICJMeP*T1v50hbw|SNfrL z)C>KR;$#Z=3x3;sUdm#aFKDLn{Dt^^czBlSejog+Ct9zB?#5nEOwXF(dy!vlG|nA^ z{;>be=563ThNFF{rFbqk<B~c2@SF=08R)-5&%Iku)km`ix~r$`EmRNDZ#o~oR6YPd zEomWNH$C{|s#hh`{KNhEdGEc4p33&CiJ(0C<lGiHmK5M4F{Oen<Q%Ar3#8lTIiMqW z6+!vF2maRw43kAa1CRcxO#hb(`;Z&VLmM{yh|C=#ULL%tXUlb~WfTx6SgB-OflvC# zU3h=;1NQa~x-4mw!tW~YZeu;_N56gRAKw0PCFFM{JF%e-;V<WMP6c1*9I4^0e-(2g zkKHD6oWV=EXK84Ihsp9NNPA=q{$QxG(3T3mnfDJc#o(SvJ#~`$w?|Z2Kq!;J(4TNw z&6dlC9^6$y>GFXY<R`Dl&^@m_p@UP6uTuv;c(m91By@9Yd^{48-0(@eRqS{NI?WdY z4&UriPfGe5yq8q=B2Ewo{;L)8C)P~F)U>9dmwk~UX1f5M-lD@?7<xNvofxTO?}4M+ z9bc&N$A0^Xv&OB|@Y#9rA3F)S_K_9WC++WmTd3=FyC!=O(ZeYhh3|lm%sIhcf$vws za&~le-Ipk7?C)`)Lq2J}zU@d0c)vq-M&b8SkE=2K(E!e@c-PP9<3kT(_q$2ycI4#> z`mg#WI6s3Qc=QGf|LtY!uKJF8z(K)WjL944qHsOc9(9^=z#~H+=vu#2A7R$QIilVf z$aj+g{)6|)M9!hV@c4P<>E#&sNUL|Bpl<dc9+Aq57+l~R{N&@TH{$xR(e%7J>hssB zZmoy#`L2IW{6>d<(J1TG`v<nr%WnU)_Xyq_`xyJAKn$L{#gCjq<mHLBg1A9ZFJf9V zy(dpBfDm<}y+48X->v+BlMeXtnXiw=i{p_0cXDa5gFmkOUR!k^{i@D2fz1l=S!EUK zr?-Ru*e=k~m;-!G!KLi6*hBaXDfLi|L5J4bJXzdegFR@)RzkM;UNl$EQcD1*@XHDo z>;mp3b6~1)a~J&21IZFT0{f%W`(fnl;!C`j-VBL&=Sy7U7xrkp4t=C3O`Lo!_~do+ zJ~G?~CbQe~p*HaKeBhBijQ6u=Wk2H(@T`}9_rGUCcPHO|>(22Z4?;o4$zB6}WIc;h z-%aQxQg+tYK1H9RyL>6C@0c%<Idq)=RIv}?*cJOs6Xz>OU{&LGKK6y(3EWWBz+7vH z{YD@9aOZ?izJ~K2gj%6x{A+U`_)yB9i%UcO9V=1qR1-kRydUp00AF;wBvD<U1NyjL z%e0MU;Cs)j!Y_w<5L6>(HtNvl@??Eqsd?u~bmw@@n&)9ZpG(M_v%tNlhWPfLyoLHb zbIpNy9sUJxRoeX%fv0p{i_MTio%4#`CQuh~YSDLU8gX`e19vQe_blFP*?kc|@A~=; zM+|g6vQ<YjSfQJ#c0PD|8}OFN%2u~8=qJOT*k|Tl1^&12TayKK?<B_>)o0XeS|wg& zEa-0}@~1r1;xH#8wvZBub6G8!=5YY$V5F^cA|%L-XgE7q5Qlmo<dl$OKKL+>hyAy> z;bWkudY0oRc%J7st-6a)S10@^6^XqIp64ND`tNAq{VUQ}=nr7etHk$+gUEl+`@|-_ zaBke|?v~H|#5tI+*^I=`^>JUd*$Z6T$lUJyCOP)dm4)dBr=ssZ^Zw<U7Wk6{^5Q?{ z&|e-E+jbmyQxZp?y*P9k0alST6}4W({Pk?NHR#0(8tJVS+epw=HmocudJ>Z==2fZN z;gg$q%YRZ7{Zw*QL2x?s7XyC^>5vaks3m7P7GciwPi5{ye4ZbMJ3q+o$3D-W$DZ;) zcf-D@D;J6LXnKz2>gpcs>!DIK$U(ik^EvN1YV^@;0#42f?(iYCSLi<w4?WquentTL zr>{(XtaDzNBd%PCGPw+%oBPJG{zWh1yhe<ff<E*qzD<jnNBoI|i1BM$;7P@Mxnk*A z;Y+qXHDd29>TwZOjXgEkJ1V8mwWSY#HCnNbcxU)-T{@$CHw-?^6D155WZ2Kb$2zNo zI7jF6?5-i^E?<sv7WU(P>x|2YPK<yD`249_wGTMsf%T+l_;9?cCbdul?;kxxcT46F z@So<N;eNm$#1}5C{N0WDO6MNUhHl_&dP*C@&}~lqy=M3by1ad9)1R{jz%xHD9^;lH z5vHg4L^qMYy|P-(YLKr~iVCZ4ABE2l(}IhAAo5lBgOdU1Psj+FH-?#*53C&w-G=&t zB6gE4za4u?((1nNy8?Z~TY;iu<<JjJ->LcuoN}PBWiIGB&NDl=1>a}P2b5VF#puJ2 z;(JJj{ILMSuvbL-7yA3%<gY9xp!3fro+|$WZY@2s=(f)l{kMUn`Vrvk?eSllbql?T zu^+ET>9Tx?8K+I31vT_nUFTbEa6i5~pJTp^{I4Q1a^X4fi|kWb@B4tee;oLGLB<9A z$Ve1FCEoXhR%YX24eSHCM?n^>g?X!BekuM<%*BS8QZVy)5eJlX4ix0W@93f8Dt##M zwre}9Tfmp?nj3uNjq{PV#9zz^AGf~?rMekWs2inksVZG^Bc3ll&bbJk^2wB#2NM+V zXIV_Xthfz4OG?(mXPEDeEDsKnn1yfG_SCR(<U1wK;KHd~%*E-bJfQ%tIlfi?vqca0 z?2wh*_;%=%KCYLtfq%M0rs?%P7;~U5Vp&s-@KyD^8a55Q$osdLjH(InOpDt-1Pk=g zTcKPkm^(QYRPfPg8}fo3#gSvLF}D_Tfh+zu`bqjiRlg|k@=iv3xW&A&mps?<hYWCw zuczqFk)wYeVPLwCx-f!ochzy=U7LeLmP3fEqa>!TEa;F66fU}!PC#E>FG4hf*S{^~ zZJHj7z4R&(bh)N(goCp5vj2<+;rt-s7)=3mSi`hE?`Gg1us`B8=U@2M4>Sr=Ss>4l zEkx@cfxm4+YbkFW>I%V~n$h4npA6~UaKO(K8q&faGmsDdY;QP;d}aE*=_wWP^y-`d ztxD)#)F!qaYJTiVY-5*Szb6Hq3GqNp%>zCVnKmMcwWwdx!`bI(-3cA(^L}q=J&7ly z;pz_Pi@5fsyERY&FM<5@G4!K6FL(6%0MB66&WPn|bR&$J2VZ&#g4YrG@X`VL9vUCv zWHRV?3`Qe#0#JAMJbt|_F9P2Sxtf~Kh^H&B`6nm$`w$HVdp4!S;G3AEH{TEpyw6#G z^wAG5V)XF9oAp<?54>L+1c9Hi`ihEJLZ|g&Pne(JUhE&*(Z-c2>QB@iZ%)VuzHlii zDC8OH-F%uqE$Ps2nZW;4{<$~7&@*`A<0R_uy<Fx$fv2^*yM$9>Zg-GlQ|K<{n+hFj zhhSbn^z++k8KNGLy>_WZ7I{;v>cQJe{QjIh|K;7*!(4-pm{#3E^t<1anY~e0l<-}> zoC4nZ_NK~b%Tzx+ABXLi=dfo!cT`H8ERdM7HScCY{B5{VnY&`;Ni@jq9Qtz~eQAIe zr3doZG1io4Jm`<i6oU!R0Q6D9rh=W&9j#WWr-c53kL};<({9bE$5<W|k6L>YFRL_s zpDtm4P^#}@3*uyA)(uJ*`1kb$EVq+);#{-Fd4IA)f0AplC!8JM_a{yJy-?KiI(s4$ z`=Aq%PB2yJ^(PnvS+B61!~U3|b1jO%{|<Kf`I3N>>`vrhnn%3LnRxsp6!n;6-I?($ z;I$S;#at?=D>Dzq<xL|_K6NVZq6D6Gj<Vi0+W>X*^P{Z3B=G-~Q7;5hchCMX7B(?K zeXLlaF9G~iDk3&edn15QwGHsMM4hd_AR^nngt+v8nJE}?N3Qj1?KjkQ8?z79n9-NF zmMD<bj$m%&8&7c(KDT(qky2Vb_v6fSv8|iX-@DQ(a3(<KEZXTN3txux$v=*5fzYKe ztrZj)cwvqq@6GWZFT%f&)E~LxLCpTK=%vQ})xIBP+mE~i4Km$T%xxU4io4FP?n*50 zR}$W<jy(OeD}io1aF=~wC}o~_5$}~=j_~2R@P26zt(OK)8R5TH0G?MzjVXBB3FH;` zzHWE$GY8&t$wmT~D{ibdh?;`#LN?r>vI;&MR2J3_H%NrE<iQ<ZFQX5>cdPSH1$YFm zoGZHb;qQL$r=2l;GF3A?g}9sX9-Wszd<M=llIn2jKOyWRJM!(vU(}6nXG_&>KVe_& z2QI1?e9&v_OVCo_9N%EwZ_@`{;LO=~6AYWcZ3PdM=b^8PYzn?OZHK;V+pMfYKZ!7x zv}I^Kg8doX)`x~(qb@kbFtqy|^6ii`^(A}gZ<5q^@aIDB_HeB;2k*H)-okm`m^U$7 zVY4~u4827LZP2b{_~TgYe&(F(LrlcGp4kpQDwo`$Il&%r;bP2_N$`t?XLwtUe|r+m zAz?4pfivB>{*7s@%A2U~nAPlJ!~BnygxMHy8XYsAFP|j-;WyuVnV@r+4Y($}tc1E| z&AsZTqX!}XxU(d;9{%GZ%%_9u;Ts_QDZ1bbiBSK#&}U=hNgS_K(&4|0I(XICL_-=r z2EvAFGSG`YlFHj|ihKI#&9XZUbb+b?hwV>*XSh8(m2xE8n+VpUv35p&`bs7G>dyn< z1tmL9+K6DjJKo+U+Qfq>%zVBX69IqRZ|kwCIG1Wv3Ae-VVg7SXtdMQOgSaG}Vl_EI z!k(2tQGW}}yHsxp^rMe6l|4r94j!YeLF<y>75E7oGRBODz>h5R;m(NrxK|o2$Fh-k zO1bnl1S8$y_aXL?m5M}^IC?Kl??W8ZI-D#Piu{~zc;pHACZ5BMtJm?ppFZ1aZ<xn> z<_Y<$MC(l)lKMV923;Y+W>sbX6@4w25^GX4=E4>}{r2+1{g~cGy$$%WKl4tNZqyIc z&2Md;aDLv~mRiOmpS-77D^y24y0`iG933}_@EMs8zk#~Ia*WG3wh_3(d;jL6htcot zyHY_{Od|MG7M8osp?jv%QwqVos;H{vaQqFPao4R274Xr1`2C062Jof|zVblpF!;#y zHd`Op#5{l5^3plvdEq0vWPgsq-*3S)Jy#fhE}5a4?KsB*yl+nIN`jtCmj1Qwe(VW2 ze?|R9o(FL(tu4Y(&6CKE7dXZDjYQ}?zrXWTJc+o^IT@310(%i&@8Ng`94A#YS6B=8 zUhKe&b&*Q+salg7X^&9X4&QO|fscSBlY#1ogYZjp_po<GUolZ{+`1F@{WaymQKpN~ zUA8CD4C47U4oGf)3w=Q0O_83#oo<9tc8XRX?upO*5AR*zad&IWi(8`4*NZhjoudYw zBg6fjuU|vosBBs91>S8ly5v|)8~oxAPs^pppfAjxDk(V!f9K_Uod@gS^R?&k@(avK z#H|h1P3Pn1&o{Ctu%iC6BpIaN!~E7CpVy*SfO}p1%3tXM{g-Rm_|`h&bp20L{~UKB zlG!5Z(i=Y_q?9eXe#3`o=8vS+nL%Bade=z5$(``i(q5MQi~Z(qp`mGJ=(lxw>UN?2 z_4BEB)<hk<BXy^l!2$56LTrhd%Fx}PVv(I2fqpE%X<-EU=;EBC@c3u!8~7&Ow1hhP z+S~&99(;b|lJ%im&?79J>UVkvoLD$)PGou>{t&0KnF;7oM%(}DRP}okm#dnol2B)N z3<vr@X+}MH+3~=4;BU#XZj+ZfJ&F1G1hLmj@cD{N_(2ST$9ikqaK;ULN7`8QV+y>8 z8-WUr;WqAsDFgF|g7@&<rdbXPe}z8rV)hd{2Kczl30=4@1w4cPXrtUu;KlLx(+@;? z6aRf$yhM<oPhYNRQ~HbjJ3geo!*cKq`XcIaTMKi#q^m#E@ct=Fi-Mwgp&OwU75Ul) z{w_Mxmh&p=i1S5BC!u#uZJ+JZ22O4A!Gfj}eW&JcNfCa;@!`m=$Lru<`e)x2eYJ%D ze|Er#{}lELCMkG_qdpmZEmU8F`SJVl)5*JmOV=(qm{p;Vc~kC^K+A`{oD@}0`N4BJ zvBjshW8Z_Go3+f<8pJo%Yc3yl;y$qEW<0m?Buf827IS)mINYc{eq<ecV5Otume5~o zKeBbK;)XskIIqZT6FAMGgQ>#Kz*kD9Enfq-8#(alyx5`#5v6#|^J^OB87GY_WRaKm zG<h5;v&Eh_6RFyuc$|~BcJ3AM(P8V4{vA;2O-yAS?_a$Q{e#Gd${HHzNoiFD$Mt{< z)DM3b7Qp9v6EYBc+>>}HKN-n~{I`qVG~J|}L<Ii~y=&l!_|(moJJbN5_p>8&b)1Ng zcG(&&=yS~P$}rN<KzGCA#gmV|EN214A<p}J>^m_>@TiPEly7RlFEGcS(uqX9G`RK1 z;yn6^l>8uNLB#!-&ou|fSFk5<yiq)MjznA>o6+ZygC9W$*U;Zo@JSJSsD#H*$GTgj zT?g-Q$JR_iBp*5x?!TqEyuiUMwAMcZ-!s&8eH>ng`R|ZjT3(MZ-!8bLy51Cc=*JTi zZqRS+dbcXA2Y=(a6BRYBZ=p|G-xHJq9gWf?V~eAVHz6bu-eiysTxBPNW(3~P_Xl^X zUhjjie~kCt0`M^EGxRBz;n)Y}nyAcNgnFN^-$B6@`7cCC=pfGZ6z8gjs6Ft$x0LxJ z|A9aI`<KQ#8GLxb^RQka==x*5;<eEyCS5-LbPc!)-Pm&DG&}aVD}KAFh`fK}@zAI; zcu9*~Ywu&I^8)M6XGMMjZt<tOYQPEgSI$eG-+R!{Q-3fSLmkAWS{8K*{Sd2%_T_nH z;9czfOFV7ZYs5_0lz1a=rWae*sd*D2-@NNxvvA(WoZo-`j(rtO3J<O{dl5TF&+w)} zZ_vRwNl;Vy5~_9e>5HhVzfvsSag2d~slq27-WKdfFtyG7(u@8pT0@l?b*jDpF5#q? z@MlzBXR-lK&>dNOna$6QcsScB9|-+J8u?7H8RnZDdn$k22fkV+XH51LypW{B=PD)# z4?<sEqki{8ZzA{DiU1e#9c!3fdtos4k|#!e*v;fi(5!A)G=)HiHK6HmH3R)r%&vE( zyWuZKemrIwxQcQ6MP^&%nZ;KRpB(4G{I>Te`KSTtJ_VCG81}mnm$dfm=fpWI_dRHQ zS{D86R>tnzWY`;eDI+}?=X@<lbLZ(1;O1&S`gfy_ntU-c6SV3>s8R{#nkoQ4?re5Y zw}yZD)x(3Y<G`Qar!aO+!@S2(oY`^2sUW-fQ73Kq%qX-z()r;{42r&OPXJ!grQfS> zNd~{;&Hknh@FE<`eePG$caBL_SX$%!Jh4mjtVf<04m^K64E=joa~3H~0)DTbYW|)F z4!nOU?fGUQ`h~`fup|l0w<V^2+lzcw!Rs$g5B~7Zv7c}Gfpa)M?fj{ckNU?sR#)%{ z_HH~Wd65e~<}8PLj`9x@@h0c<umW(FBS+?#pCm)akuX{x)(d@wkD?M!H~NtB&g~B- zT#0@S^%DV!9)$0)N~Tmh%rOeGnafcER}17~%?R`$=H7AsxkZLO5Dr6sdjx@d%^4qh zRE*!}dH#)64C=kn8l9W*$OAtwHCNy8Aa-!-XB0{yADYGO^4b<a>{Z|2dl7RFk4?sE z1AE+wEzS>;nspvT@zn3;4@$s)+REy;);tL>CGHbbn!rbN^&<q(PruYTSD=MDMQ&c` z?gu{L;D$2YwO`=>wv(M*6Zb!!&Q6tv7C1V?74z!nn9qAUoMehU2+G?9%3j~`Cr%7@ zdR+%!SrYK;dZ9n!P5t)BEjsW>FB&fk_IMDB<*xVWvoRk;_rAUZIvZ+Q?z|tXI7b}e z&W7M&>Z<xS)}#F~hbGXcj=JZ#0lW6wOTf*Y?5Am=*ZW+=pjfxZli=W<8B_#*ebRd& z`J{&*u^PTNL<@Pg`~9L`Mu$5Qs7JTsPmMRxd-u%Q|0aEjdtr;~nTg16j4Y<1tf;RK z8zn9Phk9o|-V^{lXr$6)>6;Gv`W=mjV!Awtj5>chN;~MN^$wU+fiG-fEk8IG10TZH z8IiBC(7nW@Uvw!3zG>X#kq`%+)yOB4d=bQ<`?b<*M=^K#WU5Fr0sB&T1}B&A0_XXv zy7gWE-+r79r8`479~FDHtf|q@K0PQNBnjL!oQq|4AL=G~nZb&W(2e#K)#L|&-`AIm zE4~b0*j~2r-L>#RT9-ZET8euT@6K?k!;ARf%4L(CfV~^aQF^=wu^)kajYoF`aV+>! zM<()6W63vx6VMyzWgk3iwgw%>=`^iVsDJB5&+)i_LHx3a+g&LOywU%wH#howlS4xR z-AtG>YgstM1)My)gG{N{8Tin_vDk;BUW9a8T!BW7FTqYBd;_arh?32%#U|v>su$xY z+mO#nsC+;Fn=`5G4H;KD4PB|o70Rmr;MYOpl=g%ZJ}Nh<6J4Pneik~$CJg+qCq+ww z@-2A0E1xrlpda6$Ww3Ami#lmS_Z2VjvUpN<mMrShvN>rzI|pw<>e0`jMJm)0<Sqpr zC&71R?rxDW!S}taShD9Vcpw|^kd5ci+r%ZPb)Enp_?VXcKb)@<miDAwsK@sH`F?H` z_0b15jtzR~kZsphCyqwA5<fXQ2i0+2J$-L+uHw98-t`W>fjR6QK~nx%r?Ib+zlp_e z6#h&Jg2tyFLs#YRqxU@=emU~9omq#Wi+vlgs9%Bi<WkMJatyk0i9TU=;7#*;5+6LG z0KVLF$4T@M^pe%LWt`06r!Etca2EAw=Vsr*ab{nltYkxtE7K47%3mjX;L6R<bp1_$ z7p&g3_4Wa-;{JR0?$FcTM7xr5%AR^R?B|~G9$vux4`ps6L){|GpgUiKd5j|+Ws_To z*Ul?eoj&#GS07YZtEK|4PW{UG(;n}m;U$@Q2YjRK?>=`QLEh<odY}xt2qhDv7fGY; zL`{xuP!aHro8&y*;*2<_HC(}t9hh?n6&t?Og}o*MzBbO9{={sDycxhX!u46p$BPxf z)831(X;k?T)|cO%7QPD|;9iO=J=O5<PUECYZ1yAOmM`t67=;hZ`=7PCGvH-<{66sH z`4RR^W0Ydr*lS$6-X>lTd?tN}&l&ljn<QgLc?SLx`PG)L;32%-a;+{wU$1lQ598tR z0OGXoeorZP@W6@}4%>m(Y;^HF%cFt$j&F?;)t`WGCT!#$>%d&$2WB#ZKj`0&556ox zUFWMq`S30J7PFOn2MRwQ^jnHU<Rb7VImTxBb_H{mqpX*>U!Yzt9)DT`{l$gvKK$$b zz$bX^);Q6>ocE%9e_Is13LUe%V5J*D(GUY>9`Q@n_)$L>@?GApANS8fUwQgY>~Zjy zl<!myEC@lT>%5>F90*<8>oOK9=$EfEgmL$i;D@)A{&;X3=B2F%D&^F%hy9G&XL;Z@ zZuXk|?BJV9T)fN8H{gdt-*Rm02zV<|w<3N8@LQLgcK42=zVUW=#=wMqG86mC<tyPI zYZ$4ZF9{!LQ(3`>*weBy`!aK}8vAlMx1IC>f1=v=y)s-LdNV;6t1*7m8JFfZF5Q7n zX2py;1bmQVe`!S<_$2PLd`}J@B@snhOC!JVUgC}DtoO1)cQ7xf^#pkGEK|iqP#OIH z#P>EE?M44x^Egi%pC@-m;Hx_x(8;oglKv~lJql%zm_nUOe91FrEP&o<?Xy4Ce(>5M zX}1d+;O8wJopApt-fx=zPdn)9Tq#M5C&sV`aFBoX-+sC~Nm`*JoY0v(58$<(1s)q` z*83ZO-)}Z%Uzrnp^!!V1@!-9cMUZvoq8{HQ&H7*LM!jq9PGfn;o3M1d=bopH`}KpY zk;V=9jLqsNFX%Q-JEpZw6k)$<+1-OvLB7Ncvusf;^gqRR53P0<V4upk(>+&j{J!_> zqwyucEkk!NUr~l`T+o><;~sRnl~kH3(EAsOM~mc@z<)&J0J#$SUG^RWrb3)Ax`PX} zZ9|^KVUGpbd4HT!nd`S0N-+--py91$fP8wh-K`6AUG|SuPR@eY-fo!As0Eztg4DLP z!4~M|XB4lTML+x?e|TqsAD%b0g2g|6FCb}GWZf&A^U}-mw-2NK7ba2t+YcvIsl1kb z4g0dVvz=<M!9T9>$6Wtc)SLIbRxj4Tuls?oTmHTPf=ZsT`4{5i`O69Ze^AHSOnomF zaK&EAXJW2Wz)4ucq?T%ctDUaZ`>m6PJoG7AbjKKQP(L&3apZTW%?8dXW8iQK5!rm4 z&@r60zjJ62dlN2HU$}h(ePU1)GYh95LGB^PHVD14jb`k$!V>1xF9wac#sW7iSikuI zJonMl7dCggxDy<9#}EGv@*#F<$~;<%M4kJiT{-}|J}M#qr27{5{nNL~mJm0YtS`8c zP%l$4Dm+ii#J;j*N@EqAx9CgzR!%?nA_ON?Gj5^pJb1VAUM+Cf;ls-n_wk&pW5-B) z(7)??TTRyB{aMJI5NbJ(e#z0qha7bS|Kq6ibKq~!h1uEmLl3fgjL|mj-+5`Mxb2b( zoTe;S+Z*^<D|5ztv<K$Fe2%smjAP#9UG>o20L0%bh9PU%kJb{dXdal1KkHrSnns;h zwl;0PCjmG{%xTjc{63+`Z)aEu@XZexYO4pqi`4A0F<yf%?9WqQS?ES-a}^xA12HF} zSCsC9_cNLicvR`MKe1o=nf9^{{D3~3(4XDsLx}U0eyc{_D*ANhz8C7~<iycLo^kko zKdz`UiiL00yZU49=v(iGPB}lo9B||A?uK<9__4`SoE}EKZX^}1SPr}*x7^pZ@f`fL z3eN86K_2y3-tL(NJ%Y|3%^>nmUc~*@op-KQLQgbdDkO_M5`QveN*w!9?3{;x%%aar zYEn!TK);>RYOVP*1kZ0ok)$2rMm*)82p9AACzh|>7~Fd*fOyc9>Y)7=@oDegq!IMv z6c)REJHQiVisu&uT)})mgY0=(;6svUCWlIP;JwwBpJOP4U&D{rU53};Pex1h1<!-; z+ea@X4IG-8e?80|^?~Cv&O;1Q;KxL41jk~%iJwl_tvG>~1vbT1bgN*_C_2Zc`(M7@ zy-V{k`ly=Om0TKE+@JojD_^|er=q6i#J`9=A@f;Fssh+cY_aLx#)`gLXr~_|bP7Db zkL<gRc+Py|Y^CNE=pVDp1ACAUCH(y*-#;Z0-1?b^Jy1Uy>!m#s{)*@E=gk}bdze=& zpHE8$zd|o`B{SzZbl#Pkql|6v#lF_8a;4vmAZInFk3jut`}}ggzc_rf6hp%q)1fn~ z{e49>&Xdr!;FM)kaU-ba${Ge7p}Vi&k*S3H^M#{zvN*zzXyE&OsFc@-;Ckb;?(qPh z*SH~i5je6!<(XHL@m@r1vOmwf3+j}Ih9l*`zt6B}1-Sr6ZqoBFY$Jz%eUjpVA_8^M z%?>37#2cO_vE}{1EvkbG56%X{*Invj+be4DnWy(3w#0ql5iyrxfvz>-wy9=4BYa<O zN?X=LkAL=lnQsm5mF?k)i;ux8J>58UnnMSD$#IENziaS)j5#wlREznj+TOw8XfMJ< zpG`G`1$7FUc}d6%@ZJk|JKj!1_uw4d^lz`U{}j*PAoS7O;#bA5v;XtE7ZBC{jJX*a zQFedS0Y?%p+s{x25OM66DPL@dkBQc|nzuRdN4R`q_y_nP?JwTes+_>-$V~Sn1^W|i ztjb15gE2Sp$B8Z32=)BQqj^G~aK2lJ?&&0VLgbfhz)rlMFFIP5!_g!{lK;lNkxI;& zF!@kLW_uE$A2<JNDaU@H^tw?+@K>(Y?MyCs?ysh;#7FX=!>5@)qYqu4bWQwjzXbH7 zo9nxVQ{e*@JjvaTJh{nef2#=h?O5>x_9o=h13ZqW$G-y~QKju#dIbNq_~uI=Ft0Ai z!2D)f82d!Xj8po7&vb6Kh?xgt?jxJsQ5c^$M<=3eaS!;J`t@5&s4q)IntEBGziHaI zafaR&{K!e+#Bsduy(_*3ET}7A*{xp}LVmB4Fioz-|9_g}^U|UKy5!l<>7F>3Yqopi z?w!Fsqf&891P}V?gY}&v2k-`e-;agj@7-lyy*F<SU!MWRXBBqf$5acK5_kGS7a$>E zgU@3q@xUv`9lS+RlaCPcLq)cQ(MM|3WhX2*$-W@I-L1?MfDV0wE^nbK0eNLHD4KN{ z^XF9`B>wq_P*=rUeL|m0yA;J85R5vUso#Y389sXp9!8^k!1qa&O{n$bp6&6cQh1NN ze>0~n33F@|a;f2>;EQEju9s>+=Qr8wyyD3N-1&eq{{ZS8>eIn0+I7&CX<a_8g6DAN z*vlew#Nq$`3i@(&;{2-EG0I*APLN$8Sfq@(Yn_H??|4vukc?)g@p(0(YlkiZZ=7me zkG_xJyVKn!X1h52fYgk_PoBlRk4p;sP3T63eb0WQ_Jn?bCD6hbzSPv2tHTDsdjwr8 zHseqyHxxavibq|t6u$L5?FRJ2*Hg7WAA|p}U+FAs27HVbuj=rCM<84O&q7Wdx?_>B z`>h?APZZs`OA&KB0~c1yZolv%9-J_-b-#i6m&c0o`D>V$O)PS-U%-245-!X8f_*IX zf^W^j{Rkh95!nem_w!H}gwfzV3_hve!rb{6!}!Jf#h7P$*!xii^~-a&7l#i<q0X1O zv${7L{Zf_b8VBy7shHQ#MCjg*Yrc!AjRFr}JfPf!^R<^VgD;5<dpM25{<<^x5_!Uf z$~s-{#GPKXeYwWivwBs1A1C%?p8hG~F%JGcM{YVo5c-6j4SPwGxEDS_8ONy`uwVN} zV#;T2%sv0INvH+R#u~OEdj@~L{)W@0X*Y@Zc1@M()W7=jtnRQEC+0@^vL1>5hkilu zS$!Swzf`-0kD^}i5B7g8xXT0n`m)6Iw|?k?Z--Q*mV-aB^|_LV_vz(TluF><t<RqO z+`j{UQ^E#HWvIh;<<BncYJ;D}aej_}eiu!vu^$-TdJ?f@H`&60`}`-DYJcAmxE;-K zdK&JrY6Z=(Hh5#T`{nNsDBv9VKl4mffj|Do;X{(hE8zw^pYXQheYv{pen<VZ<HOB2 z0_gYn#gA>H>cT$0BQotwcd&mvvLZbJeYzZ<%d$A)OjWzXJ2Ld8qC%fErhu!TvFoQv zu0_4SGBD17JXaaaw=jje)JP$FpbvHKt6*6@7D4Evy*<P=Dd9_9RvAJ~27EVW`#FJo zm|yMR(h<fS;m2&P$AO5qY4*?5_|fOd6*tGf#XU1Ko%d0^;7t@Cjmdwog1sWyhhB68 zKl=9Q&*RG}@D&Ms?^KQVctMHjuXGgjvlj1)SD3tsObr>oGT;)`t^vE+@g9@DMn+vi z-+t70!>w-#zxRPd`S*vI=f3IJXl@VPLf6DaTll^HWZyVnV1Rn_-5J$`_<p-YDf(l* zya|Q)RV7DL=;qmI@=LG4KW>%5{0-`<rY=?X3L%_dA2E5FKIn)oitNI{FY@VnJt^%& z{4pB7WCmVszh1@lea4tSp;Ayz{*OdF$Iy~KbW^m6x#LexK)1SZKExe;S(3!73(d$Q zLV5x&)-Kq~`q!%Z9^O-Tpww1Xzd!M#n@fTx2D<8t&1Z?FK;qN=OEI)k(Djr~9(ebL zMC>d)_VSm%KXGGgrX>OQd^^STC0!05Lho0v%-Oe?Gp*d`@~{5T$SGr#5cegPbFb~< zL_Iq2_2*c4t|yV7IYGe#UME*SWq%#|3I5#g9}4F%KbC7+@!uG5#BEcay|{n2S*&vX zn9scyXJWz&z9%hHb>FBZaGXiWMoKH}UE4P|B7rznD0Vh}w=Q_MrmypR{=;6HNRPG4 zTG*rMA=WsB{%fGF(Uu?mOMK|VmaM<f8}M2`99aZjtIHoL;*WU@9$Bels{Vxh%Sm^} z7VxBRRp_-60}0K*H9jp`=t!Tlzwi|IA%ufUxipcFB(4vWZUeXVa;|5Z0?vGG54noV zzx&$S!fDS9o_BC-a*GxDTWNG<c@5{%>##=vaI5{@*V%e#eF>|2p=?FO6FIX;`mUqk zIm9j=G1NjGINZB+9J;HZyULMwXW%<yCVPZ#C;0u^IrA1h<c|{r&xls&NjZ<u^q+#h zH`mR|9iRW!ueqpt+#A=0tEIg7Ts#KfnrE(IKf*RGSH4a7PW5K$y+?ebe0U+}FP=}m zoA!C3Bk&RSDz@oGUm^YK%+UEi*x%{BWEcI$izwN6eX$YGO+aWSsk|P%h$T(Hd?Mx& zD%yn#a4)z{#M~|MhhDQeFfM36aLdS57xFCBwIP`m>ClbLv35Ev9)(Zj$6tcnm}|(a zbylB3Uslmc|E2G=7g2j5*yOe!cqJO8$fKD5)QOjhc!qjQCgeea)@$HB$Ej!RfNu^Y zy*SAK8T-iYdeD*o1kXDgap@rV^VQz0xR$+`U#oBqw*n3(`ub$e+aSy#N*B{h@?&n( z#bj^lcj!>wmysrCJqi8s-cPmYr)B*Mr~@^zXWEvx-ww}%lQFo-N(a7&QopHL8=<!y zkGv5of<B<}ohWk`c&Yu*h+yOk`p4BXjC!cIf~QPGhXRPPa*ypFS>UU075gI<d9-n@ zb1`)nbaXbKm*(5CCty+7*2xt3fo2HBN#Fu6-U%u7Ril4;#jH3&=}s)L<$vJ516)aQ zvBZ}bb0qPiPE1tbL7Td!oE|`rv2DBY*<8#Uy4YXkLw>9i$^Z7r9CO5kNvjETb5x1j z$ZfPxKOR(5i@F*}lrhZRzb1=%^kzNr7JShKpP%uPo*qQ}Ue}0f9rT%E#>?_5;DvQ* zs7n0(h{YR2+m*3T<X5$3K+P(ASkmouN70WJ8&dD91Hby@+@BUl#Eo~OU6%%4p+69* z;<UotgX&W1fH&gcqhxl?QfhaC)Kc=8WgF&VXSzF1JcJ)+FHPg03FP~Zoxe^i`Vf)H zb>mD`z+rDD{^$TcsglU+V=ad|rZY9s>p6HszMXxRcrSHZQ-a%o-_sx4mmPT<`%E52 z&D{dO^)z$)AD@!}gqz3{4T=Wv96XBO>|Ef_<VIVxCGSs&3>{r5)%73-AnZDax=VM3 z+P@m-`06^Fz+v<y_La8Y-f<+Ny)vuse~PX<p3D7@+C`BaN@g~NM5&O>%&f>Ld(Vq( z84VPnM3fK;*<?Q?goqL{l1)X3O2s|>^?SKL*ZqE<=ks}wbI$v`SAu|RaoOHq_lEA~ zK+n%I9rR5*9SdHdZe=xloS%ulc)v!E%WvE}y}TONW%Stsw-3JX0uM4PRPb>i9dkQe ze@<Ee?<1w%@m>=1C&!de*GRR(50t??b$QN(C@<gTz?TVM;9Y4WGEGiI9J7di-9b0P zc7O116+utJ$7;}vG#hggoNrI4ftN~^4=<X<b2G`iw{<_viLk9Uu9ile8L<3W_Xs@D zHiJMw4e)7ROZU`C#F04KbS66J<NUTqo)1H3*7julKU?rmi5o|#=~dv1Hqhtu68*kW zWnNtx;_k)w)ruK!FfSf!6ctzkJzu{j6BY7X(kxHT;DQ&y6Kc?1cL05v*_z@k`nB7p z`>I2kP`4%?>DzzZlQ`+*sOSnDxhDOp8#{Q2(<$xMd(yB6Q@K^(2P<$6rqiz&f%`gX zoZKsbeKaClip_IZJc#Sx#CQZ>L(dTtszoF2NL&hGT+PM2O@+#XE;aO#r@mXC(SR<m zg}mb~X9Ro_TV?LZa{&Ko8WlSY{N#PyIVBDBozKU|60A`-kzDeKRC(!4=;qVEG0KMC z$Smh#Fg5b9N*i@)67v5amgc?z;FHE_e^xy49zW<l=63*J?9U2AB<L<>LQZjtfp5uW z;Pt%<-B(74(K{>noF)wLOv6_o@6^=&Wz>(OuS>Vu*x;w;;lVp1g*uS?sNyTsy|YhW zzUp#>4`)gUXLg<oAx-_%eI9z>=DCH62f!PjgybKZ1>PX#A{HG0p0o7zT=3v$_)kA4 zncX7+f1#^_%GV?DeiZrU+qj@BS*Wfc5x|^Omrd7#oHy~_CN+$pg`Usd`L-eA=ZWt` z;&E^6bsn#LJPq8SSfMhPrUP?xOd{kFPms_2AB)&6qQ95vJswQrL!4oXZ*ySxCbY%f zy+2pF5OOu$v9e*9N886?w+-IQ;*)~DG@jGJ=L_a<QU4vZ4*ykm7P`>IKE2Cloe38W zRoT<%58s{)Oj1e1-h=b+CMX->uc3L*Fy$J2*uJcs%-rit{7mB3&GGamXzWXs?14M* z*)R%tB|-nLRhP9CfO&7p?|Vn_JWBTliN8DLO&A?qyYiUQi5T81c8k>-@1aV(>;@0` z^f`N;eH8$6q1_}PWw+pja=RXpepycGwp!)&EVL@c`!b8}?FJ)D^HHWr8(I)!*? zG~k{E{7q9s;Q9J<-~^lZZu6W3u6V>i<0zg-7RiS&Cg{Jj*s9*I%E50Y<Jl3VPQ>ra z?MdDzk(YK!XIw^{?l-yh?)L%URuzBe4Nzy;Mk)E`YlF|_PbRxq=1NFiiShEvMcsAr zsfFt%bT3Nh*Bxqc?!t`b&9t$XuWII$ewP=q`{Gq~qZHtWLuK>(ZsGUJjmcZopucWp zIX`j-dwOK(zvxTAZ<BY_Y2iKkc)6Vy7p}sGUQb5<D>HBj6+!Y+^zjtq{n7_YffM}N zH?jyl&atfoirf*@*#VC{jsbu8@94+|1$0gZC!-Fyry`%myq7zIxKeV>Dl8XuH&@pk z|KdvcT0i;D5CL2&aKcMs+24!!d51CKGIVb72KTuRLMN1bDN!{&%Yn$<_d=KXJN((t zD=uDxo}}rI#AY!&_O0E&wCBAA@|<L8OUy9#l->4j4MALqKN#$7hC13p&5247b#g?! z{ofiq7uFFP-AoDSw^lF583Cu$zZ{|%X#@U-Y2{Z7`c4j)T$XRM=%Wrf3e$Qc&U5~L z{GALq%lGHE%JZN*)6n*hm&82H@1d8zEtn(x%Gjmz75mzjo{4`61;17FW?~w+M_>At z=CvW*7pF!_YewK;%wjTCVbHy(F_eanK=1L9GF=JhU4vX^=B0oaG2{GoZ#Cu~tG&fa z_u+o`Q<mIp9d#kt{b*Q4E?_Srt*K&9CUk4hFXyU*w|2>&j0%s1uD;aZ<qVx0!T;cq zcvL;k9h>+mBT2-W+GJ{fYrJRU-HN}VD_Yz>wlMz)djkF_du0^BN9o|i*me^5<H*0q zMn>VgE^v(In;7tQ>FCenw=r+a{H5>LFrEi_WAE#qj)dZkWYxH{h%d!gthlea5M#3` z7lvt}R}?vC9R@uHO(DsRm-t@BFF#N=C15X=Wwb#*?yKZsrxd|Y@Uef*Ono0X_6i@d z7=}2xFJJIRiUfS=GwdDB!Jjpj3K@$BW1q$O4b#bK_;qmnVLw0y-d8kip0fe<Ve1du zA^iMaYVwd7bY(Y2*mn&S!oOMg42>K3>QKYWzk|rJNBz|MbWNOxl8K^>;6Ch`ULH;@ z>;)ct`6-KY2j&Nwrx^vlf}bgS&YuE&b*{5>xUmbkDRu1O*MI)u&$*+Q%z#H3?U&1K zN53pHpxq@8ov;466RF6jX3o+4Nh0{?8_xc%z~A~#y<AN0bt6<Nf^ufi=Lr|EzIfr` zMVLosEpVaFttL50SAy^N#kcP3jpH7KbAxOT+dKFu>nHv4LH)Qg<FWtEQ&)mZTu3JX zy!z$k&`w6^Dea?J)_rk~RaW28pN_)3_CuwjQaPNLt%yW-bM(nEoiFI1Gpc6vneO+1 z&aB!yKW;z#+1%TGm)E=rdv8TIE!698xXTYX|G^$KJO9bWR`@m^uUw)(>p?UzT>U$f zjk$z9z7-XCt~4*IGM<sZ7o}EFh58isQ2eKRLck4iM^V!!wH5q_@Fx`~;1lbrfpHsK z$Ws-PRF`q?8Z#pl_?nUL4emT6?BK)pQ#Hi`_3@bVU&eCpfA9H-|3Sq6ytE&IKeXX< zCj5>k4t=DsO*H2VCG0D^d_Ls?_+){~o9|iSGeT+Gx<GpjxcON5-2vzdo*Wnnq6J^` zQhs#cH2Urf+>hL8jWHjQ%V$ud1wV3$wqwgpm>cIvn5RJg3E|ngpNRW%u}}R$2;!pL z;mPik=xdZ+GfMQEz@w9xajqf`$>jz2{Kfo-Vd#MP9QY<Cm4^n`&|joeF%(XsKiznr z>SYUE)mQ^<zp)7L5|+dD4-dk(tLO`NSsUg`PY07J07oiRaQCJA=}f$sT$R5J9JKuX z?J$NHm`Cf|DXA2VJ&KA0w$$0s)6|Ai52}GTQRgVTk2;(3D!U{%`r>iE*X6Q8@TrND zYL|kpfaDZuMH+N4pIJ&J-`znTH{_wd5CeR|g2SyA{&@#pO=<iQ$Nr;*d3Flq{kYPG zjLXRTZc%<qa|6(+RaK9j!*hsts`+o$8FTz>J}(ANx)WDD7w@)x2d?2dEV`Ws-D3~y zok!x{L_MF+A=YP@TX{PB<O1UOdc~6Zry%TW7w#3+$DFg0RE0%;3x417dx{u7=cW0H z2vP6`cOQxIA4i>Y+En9)y&n1+m0v-Zkazc+tf|ETXXQ6i)BMVhIawMl#b1i}_c(>A z_M%=3*1Z1kmO6al@&`NYXMvmT*RDHfi#@{MPxBI+m>;bPI$?z8+nkbg>Xj+x8^gby z{nG)wLHE7#RXoo{cF!q~Ht4vYHpl$e1D(Ihi9|&e_@Q*@<@-Y)^}}PUt~uM25IiZ* z&c+CzYqlfeYGXLx1t+$f=b?{Crsk1h2H!KNIFxe&JdXR^rhFv!B(0nKPo99@^Ea!o zJkDL?gVtdtR`3v7GiuL(lf|vBX^k$R58j_wE)5(`Qm>;RkpnoVwz&31)VZp~%Jx)< zC$2XeHS0}qz60j&{DFT9>rtu?;`saOg;@$oQ-}-S$?wF2Pdh_(<dh}e$DS_%RT7BX z{z*r>|ATJH*R1pUWnSblCx6E$!kz?+$Qc`R=sB~JG(;LjkuTj3<=qp-{xaJP$4=mp zLM=J*see6)U8i-;zM4A|`LDU(>-IxWu$3@)z5%#fgzTZ_9yh{ikvf^f*poO~?H=%b z6ZO1{r(-1QlC>LJ$~H9MPe$W1OU<EIX~@aYL|sSyYX4ZQ2mCk&-qcYq!mp_&;lz|K zeCp1dTvA>~AHQ~d#^)q-tPegMSVW(zu_Jf)P2~C4{8!n<ajxqcA2W|aPuqC1?b{tq zH{@><+mZ}d;&-J|fAKX>;?bu5&?V>{SePuPt~8-OrIS+EMg0=)!@Nm{&(+^t`{}kl z_`jKGKAu|C@0lw5Dp9BCQJJsUBF^7!wUnp?uVoZ{b$^d0d=ox2H3aX)^UBg-tGEFl z)N8ik@1PH+dC&4Hh7a%mk*42cap>vV_S}x715UO5Owk_SSHRbp?-B4od#%<cZScMY zd`(UAwwPbom88Lk?;rDRn&ERfe5HPWUukr3ho4!#r9Apl;nOZpoe)Pw#uq*u&&B)L z`6zO9rzerA*HBpp-e{lEt)joZ*qirfL0JZTY0BjDg!N9~heuk=WGvxhaqf{cBl3o- zWm)#2TQ0=2>>1NSytmjQLxZ$!_-7wv^5DW8$I4w1iX_w<pAtzwe)|LdCtcNf{0R8L zmTcoMQ>a@7**j(j!Iy_oD&`|zJfP6t$^8&}R?07^xPX@k94_N&$G)5RVR}y=#5p^r zd8_f);N1f=o|S#XzJ{*{Hbsxa|N698k3H@$+4U#Ejrbgijixmn`@lz9`#K9>z&<!B zsd!}>%z<PHm?R)y(l<zPipB#s3rjZLodexX75`w0C3IAuq6Q|Be_eMfyGT%?9z3k+ zbsqOPB!t2FKm5FQH*nSa68OT8lMAJIfAqJP&h_E%P<_8qJq{j(%|O2@JQcj3Mdkdd z8a#I`3%j~?=-?X@c=sVs{hhPUw1KYg3i&>(yq`Gtzu&f1_PG&OQ-kBmn5(z_aA8(B z5PFkkVNs6`%)5D%@F&Y*|LmLvc@FM_ZPvZ|v&eJL-5G|zrQ*4jB}e`Ig+7RTSd-=p z@K!U0Z`6b<p?bweEampUeeV;pGMK9%F(kHlDxnjyxzgZV2>*Ze8_n{lj|1z|WtyNv zkO&QyTs!Yf6rb%sdkpbk@a>V8J<vZLNEefswQ?mYm9*oPlThE7F{#l5$K((lN)bh! z7#tbEqcZJ9@V7cuXaH{s2wU}T+u=d@wMeYj&mbR#Se$ow2jAT>k1-u3>>tsLF%QRi zR#g$B*et-jMF@vqSP^gob^i5@HN+cIuUrxaC*o?{P;>!sL%R{xq4sa^VZ0txYlgZn zVV#2}-UrWTc!RkQef!U*22;z&UWCf;v^BvW*f+p9qmV)BMwEK*mE1zSm=@C{cL0yQ z^i=1t(qY`+%>tVr8JJt~7ag6H@*?g_a2E|-0zW1ed-Kp8^fira<ZPs_#IAeiZ~X#} zQpU@=rXlJ~baJZX?`d!%c(_9%UeaP;;Rzy44xcOQCROJJ@M4}N-D#RN@Rt-K0&}2m zHRN(F$N;WdIXjd%hk8hA;fq3_fEO`l?mQ3*oJIDKL1`)UFjJ4;G)4li){*3{{lg9) z-F@aivJ=r4A4+6uV{#_+3`OtdrDH#7=k2(W1k4SmZ>(tnSBR5SIKha1Mso3{&Q9c2 z${T&wW3BLorP}pc2Yjfbz@?Zoz>(B$XA9R4qp$Z<PdZZyU!H}gi=4Aw#IYn7$uj8v z{Qp~6PLjvJZz&RV*V2RV*?w*O$OiF7ds0EE4L)>f3wHIuN!c77>BL@ukCeQ2t`7Cp zO4Q7M!r%vdb`M^w#dFvnD!;Gz9P-3&KXTJ6@QXfhS3p+IiSSWqWRL-lT~f!l8O(w{ z#bnKd67PNdn$<SvG3ZSA{`!a=!90YvQ&&k7_TaT89={z5-nf3>9la{(D8EFS2|+(~ zI`~jJX)N++&vma?!qCA!Iz6{63EYFhvHoK(>ZzJXkyS<TZ??LpeeR<ZF{!$6Zx*=5 zlEUIfKlW!Ri?T{gBd>A%j?ZMYLw_X|#6TMWKataM@>;;JHtLqN-JM*B;fh5m)@t;b z0k1ra&}W$@DUDC!+?T~&7JLhQ^`f>cXRo#kp`a5feJdHdp(vTxd1Ow+xhfXHx-Qhk z;}5K^07vaR?;nu!2z(wVgKYnRD^dOK!dHw45I+yhUzB*`K|~sGsE?wr-QQ^1@XZza zlg8qY3Q3qRd(QT_;+`Av;*vwbr6}<KYyW9YLAN7*ftx-B^{9n!K=e2CM;CgGbWX9t zpW}#k>P$WMrtl<{??9c<xHh;pfX}^t_}<)-x(gBbp5|>0<~a}QJv*7x>Oq7i=ilN) z+^CKA<!3<O7h<TQnuGhU+qeB(9R1NXW$9c#a^P(rcg<Y`F3q7jzf)@$bPg_k>T=K# zyrer(nF+lz{N1g8PQw3jg(mJ^kOx70`^=YxI!aomvz|N?dMi8sv0ZpSn}5znb~wWy z$)xdF3oqu`%Rb(nK;74Da`}pV8gS97dtD>Y=|!BJ`>O#S(t#8J3wWqp3-+nAxJN^~ z`MC1$!Vkkh(f(x?`YIQ8xzZ8D!$zUU+jGD->~o9%z}JK2yW1~0)aeg&e>^28!=7Gm zoAemqRTi`7GamupmUS#HZx#fPAE;VB09>4FF|mzB3w0D}ged<i@ZZe*{=Qw9SI=UK zV3oyviKL*H{0n`qp5<2Scj%DG?i_3cex3Bez1aYD#9@KdjV;vWoAM?zc7oU+wDI5c zz7ga{db8M`4B#`xl6j?am?!G#jh4h*`ud~6o&Wra-Zzi;{HuG{;-pTeVJ?@=zmiW1 z^@L8|SubXXfBS6pn^!J_*UZvB5$ozrWJ}lzCZV3GtPQ8N0*;(7w8y0fx=4$%oNP7J zd2}R9J4@i_<vitg<PZ2+&wd-})eR3~F7?#!anzTB7S*EmrP!MuRd_q`q9ak?Bx|fT zjC#DvSTQ}o19@WS&V6w>59&(_L<H&(otDv`5q5;z^qn`w;K6F1ir)M20XiCkuF_%X ztu+%=-i#h`AZD-cwRKHKfA>?M<`?3@R{d1;Z4(DVr%{o_X$5?Vu+_O%Kj7uj#W_+Y zsDqA~zuoxZOgOxl7$L23Cb;?Zl?Q=K2T&fUi$Z)k#6az@2fSF>-ZO_E_-`3w*<cOo z45)fyl4yaO{yCu+&WQQ$<z4G$T+l84Jr*$U=0!+!UL@H<J?^j8oK1@RWXP8k7s3f% zoV1v{mI{44gHGROCU`NjKbqm_vkc5tR(H+9&nPn>^L;e<23_T)XvBg3cVZ(v0hsSU zQN``Y4*uqYWY3lYe32(@gbM}1(}_~*945!}SRfN#LcM$E%|ie2-N0Fx9WQ?Q4SZzq z`o$Nx=X(w8^hj~<kI#!d+2Y6i%7yeW+Q05ZWv<@S$FfeutC_!tFQFbjuj)`z7LEEr zDBxLzHTrojPW4=8cf#ttn*?c_Hz6l&WcUU3+@qmB%5LQEI>op)3(U36lH^@1aB?OZ z7nrX2m$(wAH}773Sno{OmC9R5!XGtLT5voFpF6fzcYoy&_C0d%H=O})cE$MTpjiR% z4T%ey`|y0p;)`AVz-w(cXh$=m&kC<RV))V-`#j0aY#xE%zh^m|(YAql`|Y(R*}w29 z;BRBL!1;X5T`2c&-?I9~hr?swD{eL!Ul~7+x{cwLkSx6iF`zS}u66|Zfh+pT7@o&} zee!D=EQnXyGnGoXx1M@Gn^hgruLw!@c8+2X&Y(|;Fz$){d|~;yJJ^@2zURgUaD+GB z`I<C)fX82F`cP7b`as_+RR{H%Fjtm`;8o}tsw$RjD!qtRdp@VbIQLCgc*yuqx)SZY z!{v>5-s)666B~iRf1mu#zlC~K#nW+R9(>3-6;1<BH|Sh-l;7Mj#avqLqeZjN`0q2? zWU!)+I@DDoWd%OZ;gBTHefUGTDV4Mw?!g}9v~tOSFPN+0ACWFYT{rTAaX;$==tLWD z#k`@x-Ys6?{4IPR*K1Dv8JJ)Ac<C)S!+rRCoxfVS2l>TRy3Idg7Ww6%=XYZtZ=xZ= zf4qRhg9y{3IlDOkoOHv~<CGF~Bjb|$4XqJ}>rS_|BA(t~;r6AM10GRC<!cN5$0xI) ztEC$51amC^-LKa03-)KD%EEKGQzG<v9Pz8d?;#uGWiO(OPAu!AKIQ|euIisYhdTYU z@-Fc-#Esi8A7}%wIr(|*p&{^xd*=r?{Jjx3tj-_%488YzrPULW#nAIIx!*`ZT_C{r z{H_Y}CDo6*mtJ@eKOQ@dHVOduFgJ)St$<(Gt7y*PBFtkR-$jvG3>`(KS4Yc157ZCs z6-5uBUl0GqmZ%HdXE@*g9qO2ZmDYJz4JX1fSvdb6&k-ejw1^-4d{yH?;`e3vGc5CV zxr6@?F3NVdr2-yBLlHBL{*9)XEP5yAY(ulP?P6T9?>#dwbPxI_rmvPgJ3}0aXMc^~ zlN|ytG%<8D!56w{&EF@ct5GlVe(B;yTv1c?Vs=A+W8p|C)2!}Im{)GG?L@uS92Fq` z5%s~KRk{>EJ#=q3?62KHeE)TCi);KhKKF$P7V2K;TlOcn{f7T}qSZR7lL_#xsrwbL zMo`zBJy-Vxef7e`K7Gz!e4Z$=g>mS!0^%EJz0fbPsXusi;2h?Sa}KS&a>38~w0}BL z=Ww|t7|4Hsf5@fV=Kp-f7s*D8o&XmaUL}81aTR^J$k)7a#P@5HwiI6wJ@u^9K zztM&y4J!-$GA6SMd9yr-Y2POsC!oict<`Da)&b5NUT3hJ0{^i3b6w4-b49x!-6@C8 z$S{rSw4FTW#dF$KJ5hI?DUW%n$qRnc;{D(U@NStm+@ji$XTrJduSab=6ETU$n;B=k zh;8fZw9&woEWF-~q(6o3&XU{o>`O1~At;qUj`tPFsrN8M%#(OXw$0el3ZFdn;33yC z{NB~AJDZ1qBQZ#4%U^>pj7(<TRWZzC4mUFMR=5ye7pgq(PhoCL`Y&k`=FiGFQ`{HS z(9a}USyHh;FTYo^OKui%RQ7IR+BeK$QODlAK8iV(I*NpxGw>(4QoqW8IJBGpN1+(< zZSvuaH(uS)Px`8M6$78s3Vc&{L<#uS+m0{AgSd}Aq20Qe*E;XGYBID8eX#)N-3!-o z->CIN-p7ImCXwdgc?10UkA8Z!EA)Z9okPlV*o#pml-P}VrQspc-re9MOqdR^iSL76 zME-Gz8}M**b%}FPOz>IVPnu`|zHZs0EY<2Zc$EY7PN!VZSG_8%=EMJb`R)j>ho0?k zdke!P@ZP!VTUI-R;LB0<`k47P;_)pvj>3<Q#KYs0M+@t)pJjq2biM=nz&3j(&n#D> zuIY?T_$}<W&1d%5y@dI?+`Z)&Fn1RAr!9(SANDh-JM5W&ujr$JXw$3ERk&SAQZr8l zKiuCGK=umzUiW`g)kdBhr+yK4i~>3mbK_!~)4&hDnX$-<I0N^nJ*aOETtVBrpcQ=7 zf23unU7w(j`%+=a{nUlHtY$YNiu~&Bkdx#w1%1~I@iVT#5BR5VGF!5`5G5;}PbcnT z4sN%5cN+SNRf=K3y?&@?Z1v7}b-NRGq{+0qeqr9HBl=bV^2(K0Bj!(0XHlHI`BzTI zhj2SQ;C>_#`>?dm@Q4D}91)y;5sc5tUG;Fp=L~q@#kw8S>(Id!@A%nw1?TFa*TX-1 zq2usYEIHo@Ki?#~SUccX>|DvR^IO<+`ck=4xC8x#aL)t{>X7U&e^Z9GvCpbBx@i-8 z$ZiV{58b-xLA3AsX>t<$>xn}3LB9p;KX~Vm9~bUH+~|+_`sEAiS#wfONAST5PX-^~ z(E`qLJ#(`E6>x6<<{mQifjUvkVtEDN+ZAUP2EeB=>}r#1MSp%^ZRb)Xc*vd#!ShzA z<42F~e$jxsn?uK#RW%LqvU`EN2l!B&KjSglyU;06)T-~Oh8~?cb-7&LnaId^cGm&l zpR6+UL=^ObBpchCOuz%uq^^_l^uXuh=;8-v#Bn>h-2*nSfn!9h^=AP;oXmObCWO54 z>EYy~j!EEF+S1Dsz@PJvOv+c|9&Jw~K7Brg=a*eNb^Zwa<*Y<4++>lDhuCdv&|lNK zzVo}r>q<xzejjnh@5RrBjuPVV|8F~%ZH;_jV!tWdGXmaaB)7qC+JP85-rOk-Kc8`q z<vqga_u^ER6vh#M;`sc;@1h=eS-y3FH4i-SI&UUDaGRi*JsKM&&^s6|mxSB{AK1Xh zb`s}ur%>M-%V{SfSvvWvGU_VrfbFZC$QxCyZ1<ldp2rPEwM9TzVy@P-K8pI1?bDf_ z?r!Kk=;JH1HEp4TUa#bvfRFCsar)gS;0t0x;$q>5bKfy=@DJ*KfeWvm|7yWL+)%bX z0dv?3V<03o*@%609H&TU@xJd~4?pH{3iaZ{4^MX@zDvIiOAduTLalgH;hhKk+KtK| z=Aceu*I6&9LERuD-#(KA-F!>2TECYO@W2>iZXNi8cu4KyF&X5?SLYpW)norJeK2h( z_}b%63+ZGbn1A)}3i5aYU)pa!o(<ypk5TM$I5UfL`nTt39-foMu^kb;zzI&B*}WAR ziG3|1p5&L*oe1Gy#zA`p!MA>G{?3Z}AYP!VPz}5-E3fCClhEa~PO)|0!}(%!5B!+( z5<E}qsa0!N7a}V&cHJuodr}`yc1|G<`*D*Vm;vsfVEOXJDB|rHU-WVsBk)rFvJ1Z` zao%st(!R~cywMZIkK8!N&c??5)}p}8M0XjRpzrvpbw?v`H}3PzhD0{_D`k%yZ8P(N zuUFW+Bf%ZOC-2M0_T&Ix<0I=VLx07s<x=VT7P#}nWKvq_!0ozYI=q3Wd)h`^4f2H! znVC(%LdcP@AN7{AV+T%l{S&S3byuRuzAA=d9=yZf#iFk+&_&zHtThR_5O2oPn2vkG zKf-jBY7_DN>9b?Uoe<|8ZqBElM}HFWx@l$+`UAD+&RlnyU5Hz?TCF~qmtAAj(=>Pn zyyddvuTZ>4ifpRJGw91m9*1q!jDXL0zjuNCDCW5(*TUWY<qMK?KeV4>f7G~$1S|6S zk%s)$f=SHh_(b&V$M-5NuqBg2eV*+Xx%L`${DA9=E+JWWLQnGEch4vP_U=~qOFIJp z`_^)<4|Ruq>22{XGtB+pd75`v2RPEz(_x~iPJ}`GeD=TnC-*M>&hJ89r5DB@I)4U! zEQ7_`RdL{@L&-$LuENLfG{;^h=nToz<$TQUz`t?0jHM2|Fq_wHnQY)!wC*m6pMgin zU*u)7ip8GHo40mR!-sA%ev!j?&XF)V^EpG?6Z&d?<B_Z8;2D+L`3BK{3wvulV%zOa zJoN7Farg@S?4<KMA4%*tWK+G}+XfwO)53zVofnZFU_DU}UhrqMMRC{#>}?=8Bcm*Q zh)0@L<2s7a>+z6FXF)%Z_B@pL0|ESPo22N$FHd4P&sSLx_3ELPd7VEAz&qsMo*jnn z=S<N0-Zj)WkI5M*N`O0k>Z)8?;llo5zvGlgi;*{e9p&pr9vqnb`RZaFbPrJp<-^}G z{}wk_G)0Pe_ThCJaUS?FW(|+bZ@@QHizzc3d@%R&$;4?P_y`lH@3o7Ax9=9z(nG&D z!cMaB&mY&}A?tV`ctiCN(TTI@OJarwb%{mbbdee9vhC2tY4mYW{^vk^JlK&YREGU3 zW4G>#b)!Dq!NSRU6!oAYGfjvn^toO7G7e<G53I~p$bgR)sOx&aLA`VAp?yw3Irf>~ z2#KGPN8HgrU~m|E#eqv!TMvQ9J=?6N{KuQGgtOMW?!tMhObc0?g&*?Q{yjN$uEbqt zmBS^d*Va#-Wct+wUz&5(mRAR%2mIzc7FvjU?T6#E$QM__gGRwh8uOBI_T`u3nOq5a zo0?4OY53IkG9{cSgzmLbfM*o=1+D*4&ab=SV|eCG*rRgjJSf&$9w~be@|^TH*-@uG z+Z8I&IO9f)#r<jv1WrIvb3@^10QMgG*6`K2f`7Y^<Z&8#Jf?Ao?9mDI3u^)*;w|tw zF~0Ry1bH<?{>n!e_!jhNDkc5%AJ^ic;Hv`u@?tz`^1$bRI^i4V^ts@-w%6}i4(cM_ zRk3eksOviBGEE~n;H&=IW=<Zs)|I)Y#{*1GM2sf)&XiIwg8A;xS02EdzQ45|Ns7jv z(rPD>t)G}rp1T4(4|+cd8pcfA|D1+d>h<^7Gv)EsQkMj{At5=WfqST#WIlI42DnB~ z`=@{RwB1C2ZJz?>e7}xG6FQh1`o2~AKo>qlmPP-Cp^m>zH$yxFo*)=oS06-yczp51 z;5^RVp&ju>38*vX&o_IELeGC>s8{Mo3-EMal9&H{xnwL4`C0A8oKn^i3tr$PEu{f! zrt{#X_5AE)zoCzA50E|c&V|_PRiVZSeeCfZ>bFJI&?$uR(e6{iJnc;2XfN<5UOxX1 z#}%;`u54yciY@Nx`76W}51zYXZb~@~aG3~dg=uw90&enO@A<)Zr%iJ8;wkVS^NaN7 zM1V&$d@O$N>q`9TRS!Fy3w@iq1#Lq-d{TzpnH8zg2fWE)^%DTz#Gv2hs|Xxqy4CA3 z=JK<4*)7){hVTCC6$On&)O&k{i+Fcp-(Y?1t(H>M!&Yk<KMdh>e=%)#ZxwKsnH2RL z)cG%@*N3@n;6qubyDJiL>dFnBLgpdphgf2&7tTV*p6dHwpS}m7tTszoFon6dD$11% z#0R};)8?LA*w6Rp<6;2bM;SA}og;Wc+ug^N-rYcb+RAwLejEIg77|v(@!Wmx1l88o zqtCwi><If0FXB&X=RP{%M)pU>RA-O}E^V&S)uC^x5i``hWrqH4bi$D(8TTh*fa>@f z=5#h4x=NbiJDz)5dc_IflSf948u5Gnmx^VlK5%yN9kc`O*k8~ZCX<4=WKumU(nAW} z%j5s%2s~$tp3sLQi0@gwzWI6I+=%{XXMg_w5Bjs#cSgn)um+6qW^cvkvQZflY)`~~ zNo`BwAaF~@h@B*(h|lxrb1Lb8gOJ@8Xyrv;|Mt;x65gx!*J+U)?B8(iGCt7q33JHH z=A*~zyolH-k{y4)V{Tb!fPLEtd)&<SWd}$j4{47DNn4|S*0(S0dJY|=t!^z3@N~f` zmv`MYZp6Ky_jOaxz;_)ZRUCtl?9Y<Z2Wf#9iYH!iIRku2rJzUly@w<5;Au1UNz6}* zq+G6~2Ckf`R21J0+~Rwf-G9u`dqmYQ3oA&$*UiB&G6lNQ7N+IkVL#|by~Q>xjgg-V zUu^Z~Vh*KQ`()Xs6Y*30hG;1(@>_g{mOY;9I$Jr3C-?|9rmz>O=iozL&0s2oy2Fbi zbWLTyH{qM%wYd8zbdE{9cmB;=H3wboEJOW~9r32{T_pG#cd>9k^v#QM7wLP^?|xIy zpn2KoN+e(Xt<L%bevuEWQ#-&{u^nWgokrcu75nsubEpep;k3hdTMqbo!SSj+qUevO za`sq*A3t_9;~4W}<W;+S^1{$JCG@s)&Y~W1S6`|h9tW<vvj3hV_Gg6If462Sg+Kem zQQEd0ZkWpts!qBK|2q13;|gmh;>g5*Kbg0o+a-+V0+2U{D5e^WjzeeiA?;kG26UQg zuR~nG?-CR0g<6T&%V{n4L)sen{V(af&ZFp`4|z0PJp|s4eW%LOIp7AOr)@TY$LE;w zoGqe4f8bZZ=M9}U@4>u0M)*5i+zRmyMg3x_ph^;pdu3OCRHQr_dUa}<>+!tUQxF(% zGVr(;p_eOE*ns+oRblEg&%ZkCGIJ;2H0HNtvpd!ipL#2;E`Mr-pZvH|t}gQL#fR7A zO#*?BSRP~v#rq_PS537;h&wdHT!TjN>H2X)_fjqLhEmP<`5essl3P-wgHIqN>BIw3 zx8=}1E_(R!-`<noFVZ8yS2h&~zehiOvu>M@6Z)=<x6g;|uVBvpuFxSx;6F4QI^`F! zzi0C7nAUO>{Bbf*e~b0ST=BvZ=WW#CIcK&51ZNxx!sW@uG1RF7Qf8^kc&|sNqZd}w zfb)Iu)$#X){<=fJ(aY1F2p91vl!p%`<D^}HF@9fSMxFh$3G%Uxl+;2H_Kt<cJU<}o zOvrdj7^I(oFB9Rr6tl~jNZ!5Kcm{FnkGRq<Ax-Gl_Di-q<Gy&AXc@;3gI`|1V0anv z_-OR5@#s89!rD_ZUq{A+$b8dmd!rW5Q*FSuI}7{Pr?Qh%!QY$a{R~%D^8sF?AZ*Wr zJs*@8SSHaIek&gBu0eiik9{e1`xENr=9Hy|J+1^D$8gs30Qh|kRhDfaPr6*Mn#&M` z-e%Ht;{)<euzn}IyE^8Ub}#MdPlhh+>_>y}Lg1*ob)){_I61@DzOPSv5uEnLx{A}- zPe+y~8J7#c+Pdq{c*Kyu{jP@n+pFI4Gth?tzrR0Z$<`h9Uf_%o+oxsV4@WQ5%%Bb$ z%iNf?CNS@FR;hHo3Hry9hD@1E4??o3PK_2kf5&<MiY7zMTU4a_N&!!m{P@Q?4WGmJ zDc#C|KYlLa85KK#d7j?2uKmD&$|S~g$blQEh>8?+2cln_IzKgv{9O7ix>oTu_)ee1 zg9<Cq`yNsfh_=T3hxASBaBf$EJIO1;a=@7|)SHOq6N7GkMoi+<ee|i$$HOJaphKWn zqTUVN?u6O=ci+Qa#0jZM?^8b!FFuIGb)x@ZciDeb3FmC4$m5%42<CLo^gU>XPWj-$ zNT0M}^yf!yS3YZEPUQv7;Z%0$S|~_08XJI1`WSPW=sFYkFYWe^L7soYm+e{l81ryK zqkA0XU5K+o?3p1ypsO|CV=2UlIj{*??umBnRq0a{vwh)0Z0pzy@!;Ht?V{gg*MJYK z`Oo&KPT<(T-lsl>-#}n-_hFh4=v$czBa;66w-?BVeJ}dVgU2X#OfTU399AgqhMw{I zAFJ=qEYK}q95Gl-g-%VNee+)*w&AL)8Ug)k?bT)Ti45S=lYQg&P>1{e<cR8VawTSp zv$B`w;71a(@`235o!FTtxToCCg<!gOuhbPf$D1)FJmjR9Tf0A}GI1CAsZ`Y7?%%y% z{~7&Z1AX9y`E+-G2jW^$YYu%f;$DCSdC@y(;_dK({H7LHVxw!u=n3wr;C|Q9uXFH! z`gLwk@)7u?zWft-BntQfXKnQMZRDB$9bO^OW&g@*N>I_mJkznW&uWo>@7~tkNf+ux zB-tFiXO24NTn6bzrZ~QD&&`n&9~_BF6Z^>B;H54M+|AcQem=vy$Nw$*Xi7Vh;aB3= zA3<@HGy?ImF}IK_2z{4&YbJNuV@Kk+PIclx->HZPr&8DR@q11^Z&uw=$M@^U%_7b{ zttD$5Dsd*}E3yifrGfu(k<k(Tc<%Jd4JvIoCnpLy0`?#;{iO<H_=!2yhI)TDRqPFp zX6>BVhq;>`_g80k0Jm~74V^m+Kl4K$<P*{NRPRZTyagQQ6T?Tf9r(MmtLBFcQTK#J z2D|y={_O49s#c_TBvP0!X?@Xy-%7S%>5oL{>b)K<D?(2fpL;%-eBGJYHsCtb-HZ9U zU6bD=*Pu({`!rb|i+ENbukjIc7OhrxPJHyhuM5rgUomth=3btYo<0s=%v|@OkM;07 z&JOzQI0jvyO1P+oj|V}=Q08?U=dhf%oxCj#`n0pkMu&han3jqt(PO^hk9<{zFY*U( zezm|^=t%dhGCasfyiu*b7?2CzxJ>d7bqhX!h6CGm1AFLoN;$PcM8S^_NY}M$LYH(i zfIJWPaOa#_Vj1RuIlPOE1s-C4qI-6INCf!Pms0^}aQ?s8Zcr?PKQI*U8})q!zMMz> z@dX>`pB7pCzrZJhBmB8c<1KH@b2BL$0oTuGZ4vmlpQX$D>E3Vn`+rMzv_EQt|KSw% z$5~t8uwm=wrb5skhj$0Hm||a_PQpU}7H~<Qi&3Z0=S9p@j(7rpYM(M%&WZpp^>O;a zPki6umTPyMA7c*lBlF%=W9X|4W~%-e!>_YeL)Q#Au6+3X`76LP#3v$q3tnKKYhwKO zam?fRp1Sn-GBf-I@&~vTFGBxfPECJ^9(o$tEbUW`=-VnriZUFq7jtoXZ|gYltn~{T z`QSzQVv7YsFN60?Uk~~WzOnIRpLP=b-kohCt0y#E2)bt-sYSHVqx(MfTm$a&@M83u zJ^1Ld#~bZjsKbx=jd*51aUzs<U#QfQ!rbkhgW>jHz^@h1gm4z3&N^-MvNaa>N?+@> z)EIm)t6slfEXAA&N0Y|eZS0fjV0c!26X&{wclt#M{Hw+a${m2GEwc{$coqOpmM{n( zc#S<1TJ$du0WW^7eVuoE5q|w@a;F<6yok}Wu|yXqe1OU}CDe1^8`^x(s2cb0tkO;s z()(V7iNoDt!Aq!nd(?jMaARIjeq84X@<XVAX{QwCh;HxLA))B!P58^udxSW+5-We4 z8B9CT4~z~phZr~!qHf!Ikt(jlv6>$H{unPJmGrwTy%Ww;pYx|V_%x_&N{>B2oRb|~ zZ|3`fydjm4abpd-aL-pphVib%*xFWy1bhsC(d^XyRSw@KinRwj44~5(kyKnpf3I|> z#&RF(JnD4z61@-LcWYNZWSBxHWbJaD*B-d}6)LHJ`=aclVyRb4oQOjUg;TnPh{q=w ze7OE%j+weXl!YI7#R8u_u^)P}H=bX0ZosFr%leTm6?nFOE9hh4XRUH?Ll|}3Pw%92 zKXxKdQ$_uV>x7Oofrla4$A#c*SSPi%^&%+VtL|6<t`M-gkbBDweH88V;11;V<vf+^ zWym`N(e^_^!pN&<x-S3QJN7CzgClDNIGY)N)(hwb6B4Uvp94qsJ{z&#=7TxacRC5~ zlE8IoD$))jem?sB@YHw2^QFB_q-)@bsK$anQ{vtWxu>rvqaUfOY|wi78T0Lj_cTAp zIVpP1!l>emeG0b=spWD1zua!or@-draDB#x=L+7$b&<5{Z(Q&Tas9paFHcz=9FJr+ z!24e?ZPv`ezR!1&)3m75r^q{^;@I4Y502){e3<8PX*_f282B>lw1@YZnxVg8u?ssC z=}x?-u08e?^9@XIjp^=#S9k4v=8$&+{paLjR(Trs#Z|CVt-pg`g`(1=$`bBd^00XP zLFkDuaRj#DeCXGk#FOB>l}c?rF?V+-Y`H}bQ#xUvJjKrJjr;In;1-BkQh>g=n@jZ; zHR6VWf59y};1{Z-FTB0Hi25<U&%c0Er?Pmr|BFM8Hkn1gL*TO&-Sspl1v<))0!1&x zaGoQYj7}<ok547-&GkVYU%WTh7JEE0eQA1Qk<YFl-(A->j5@+i_WU#{`~l`A&fVBT zoTkZfxd-0x&g!_{3+yXBGLf)3C<|Re>!`}Fy@&(rVqKRhp(7XeV<4Xa{;)jC;(ErF zpme9pKei9J!@SBN1$?f7EBmB4;S*tbxM=@4FZeK?P@&TwQ5P^|ZV5u4WoG!JtpN8_ z`z8J53G@+%o|v?z08egQ{jp;Y>Q&{(Uv&6^!-%GH83l8@5I1eoBqt2PKO{U87anjU zX6t3LR(jA6&-eD3x+Bl9%;x1@06s`aHb(cm5+qCHk!Q}iVo%`Y`@O(lmPNI`Pg=u2 zw1X?f2!AK9WA*m{`eoB29uKWvxDn~OH|5&z;`!9LJkLUZm?md+=gTk5N&ew1^5qAf z^St@#S}nf+kA=ySHD@CA(|~9u@Spf$F6~8S;4`Dz*9&nz`~Ndutk;HqyLG#63AkA3 z@yQrp)RBhY%zm6ieN0qsdVJ-C{{L;*?EV|@!Ta{pS|R{A=ii?VCa$=5!Wx-@48UpJ z4AY<TqL1P&Yor4HFK(?trMAnP*rB!fWH&ya`<UiC-c~oFNl{s@0{y&egM_el0_HAV z{FrX<NBmLzPdgIvvw1Y|jNhsQ5mb1BnSk!%K|xMRxDMuQ@9$AL3!LRf<gf#W9_sir zbhQ2zz)R=ptXmC`zf#-$DC|9m1A1Z(=Z0JeZ^I$#D&YV7DRfWf@i-FxbB1El(e{M( z*|Q14&e#{2DBBu?dn?v8^{I;0nc%!FIr|N`%#&-{`a6LWdfk5$Pr(X3HKVua<8deA zGN;s_*){kQC-yz~4gTRQkL7b|)Ug74@6SB0Lmq!%E<n5ON*Eu=)vas593O2qJty?? ztTYd4vykUJb5pCn<GGc$?GFFB6LogL371pp9>h5jwTVjfPd@h*wyV)k^69aQIYfaE zvh`tULmz0gL9!4MgLycLDbt$I&cyrWM`Plq;P*ezR9Lsb|JVG3r4HifW7T6(;zk|> zCG%0HkHO#(>FgPzFF}WH+D$e6+lzQT$nfcoKl(+wvTol;s9!F=rF(|F@F&V^xe|R{ zuK9%RG2~P2^XarL@M#_F7^FRodNb$D)w8EYfs=fWp?d8D{e9@J)|M}*W6xkc%p~r0 zV)xqDMa*9<7ThAy0sg`8<^c!p^Jeuf6LRoS9kFq{I9fc2h<9S%9qYiWPE`@-EAgCi zlC4StT?kS;)67!nA(EwJZx=NJkG|6OVs|`rcUyN9->#vae8=7T7kYp^GrPc+Ow>;W zjE7!6#a^G32w6pZzuM&P>8s98#DsxF%PZ(JcO5ObtL*MVTzRjekpX|&=9Vq>w?&9s zm8YnpcVSNZRDIYba`Zn%-|9V3cav3!&#AtFE_t@K=vf^0V#tjbd3ZS!-ifN8Z)hOS z?bkk*0G|JQJ?mp31@JbV)c>^&!XJKIJ3sdw;^Ko?1ybO*-K?`WJXPR(H!0<L9Or9{ zSDTj+_50zVU(IUzz)cEcTwWjWAhvb22PXc)PmZ}+`RN4oL2f=Rk@@iDy782Z;Dj&6 z-0l0EefC60`mcAd5D)fAUzoW(2wp4EbtC~iwGGK;&{sF$&hL(CJOtj)`?f%ixyKRy zQ=Q@>z<*<#s&mJZu+R5o>`hM|_`psby!#&Uf9fOOt6n*0;=+!pv<c+RuwAONJAf0- zFaD{}=>g9=>G@Oz@tbmj-25`0tK`T-bpxDZhAFA=+*McNknHo%JnRlchMuMTLkIAw ztxsZQf-z?z@OHZ99{7a9JIae9p2V)$PEK9mQq1p7IxME0iE`<|cULUYXM4)R;u~{! zZkoj``IzHW{?fM-apUX>w?BHo4Oq(bdp}ip5c7w9X3N1-oZI@9^UwG7Gj~R!cLL&V z#|rDW6wKw)kaj&s-}g0Yc6h)T`{V-lRtuOz_scIpe?k&^U6V`QE68)o8d8R=z_T@% z1`KGFy$H4Zpjr=lFGBv%1FhTdu`g%;k1)eI>^;w)&Nc%+k(=({osH)^EF{1X8w;Ib zwRCs#2;$;2gIg&0Jo>^w)^_w;bk>i~KYosVp%e8HUckj>KctZjR$~4~XjZrcdGZfe zR(t+K>_a;8#xBqdIMe*myIERJ#LW$IYV{KIlQ%XC_)y<&4EXyoFS!tNGs1^0o`C;K zc%sTk241Y|2a_i9kG0UjlIz!?)3hCQk<kU;=wf`0sR(tnR8qtq;K3Z?h8e}kt4rNH zgTv@M21HYuuZRQJnH8}!mVuwxfhcnsCipG3tI^#@d^q<ZDrsjk=I6PF&s7N{4;GFy zccQM4KC2j22z^-Bc^i^Tz>!ujk#N=HzFV7K9Wwa?ykN1QAyF6e>(LvEp&8I;B_?HC zMz|7>axNL|y@2?0fp^jZ&nK3=^I7v9=**95>PD`@zv@Fz;4tthlYL2}s&h`n=P$L4 zV~E=YUh`LZ5O4U3NmmWQ%gE<9B(LCJE`^o9pvCjZaWi$hrQk|jk)qwdANO9!D7ySI z_&P4$g_RK-;Qw}w4U!GOb&Kpe%rr1Z#h$BjWypchRvOzgH4OjquN%K42e3zd@wd|k z_~3=`j}14s90=L4g8NS&VvcDjgZ>cktM^qpU*qLn(Wh2sbHzFmx4(^^-vCZ=bu*vu zCUDvF4tvx&#@q>(3-(ziN5E_8n@ajaKbU4?A-b;vI{9mdw~m5u+T1y@F7y&QOkE4+ zH#k?x!K{Vv;WyxAqY)po>_EK9?pMV`GT~&B`aM+11^$QEI4KyQbN};f(+K_LK=W^& zFyNDv+Iysv@H|SqnaUFI_o+POM{~h1?w!&xYBfYZ7$vIpJO*{eIdcuJ0{FgsnCBut zk3L$CZ(IF8S3==_+>^f7z!7|2zw5JsFJZ%c-(lbcx#>bz4*~CHU{qX*{e^hB{8w%i z{YbWVYWXIq6XExPT*v}A!Q-T#oawaCCka)Bkpi!+ym{l-HS~FkDzc;E?C{glG5-+) zef7BUm`ywG*~{~4nU1(Whq<-WpORt^!D5k|-$i$#Zo~ZORc7$j%taHysORZMA}u_@ zr)_NOalflUy=xe$O*ssIkhCMu_TZm?P0zJ0vBZ573dmCYfc;bA_LJ{$|Eq5mh^M}F zB$^}?Lamj-2R`7amqNTVo8_Zz0RF|BX~0V=kM|SaR84gU`B2>4=HN@r#oYKDqKCO5 zzGp%y1zxz{8e7&1=$n#PiwA^`!>>ztzApoKK&5<Yvjh60pIjXpB<SbA8df<>@?xJ; zVE^N4)E)M#``m*5gCFR_ZNHT%cS7N2wVn=e;$BV;9=CDKf0EB>>|p&jA0*xoybisF zi~MmZ@T!~Y-a3y;upiZ>{h|#$`m%@q@lNPV;`bPm9YMXm$^DA_7w{4HW+fg^%(?wH z&t;H$6@B}w2i<C@7v8#wZyZLy)01*mZxZJ{r>8Dx)f9P}!}-BU#E+Ez`~758xL@`b zHwDl~zSCq9w_$OFU;0hsMH%eJWc%UY*o--hFLMfu<Iv^TPj9^hA7kp@dNdsQTxlwB z?hNXqrxdln&DF5KbXriY!2*58e<h--m_trI{b0A28SdS!^qx=Ejs({--B+Kz(D$TA z)paPrclW}Y$`w4v%8^|>|8NN3q4S1Ti098^!dlj~z-QcyWpMFE-6}18Eg}bdg?7xG z^F>|28Qov*fI9h}`|SRMPv8%Hz~oNaBNu`qHKkbV8vKWeo2k{P>nA44;&<{OUw=8m z7Gwfkx1w}^!6^KERcR#0+MI~7FLz$rJa;9OZM4Fd_QNmPf>3`G0G!XLeN6$+JxTCc z@(iO3=2EF>gD+yP#-MUZ0drZsOmS*4(05kL*H?Gnb|=<&-rphvJ`kM7Bl0y1da~Xx zjIV!#S5&_{dGiGHzl4EPS0VIWBCBH$e`AhroLWxtlOwU&>gs<KIuyreqN^%{n7e)O zANjFYz}-s{ef;CFZ#rwOA{{!ig9odmW>K#^&iU4U0R5Qx7qbd6@D(B&`tl#7uxE=k zDv<pi_LRhwF?m_RUp-KEnfpHO_ojWw6`X%9+mkf1znzJ{<z5a^z#EDjl4GmEr)27j zzX@E1AAS2Uhbr={i)gRMJl>;JxA^hID=x&_%fu@NM)(m2_rAGy1A8)0-iVa3K;QLF zZ1{9Kd|^y3h4bU@H|eV#83HbSjmq;L?Hcm&UWe)p;A7u^30-4H-(7f5F#Rq1yDJJi z6spm$2h2~1t*#)><%Z=JgNNg2*?QpC2Oi5i^OtNb^rv>O-!{U(UtI8rXBl)V-=dqi z>VWgim~TG_=78RpRwh^h_>$(Jzd{XuCVjaYEswgWOEbsO3VJYpj{5o3^YFVkJ+2je z8@ftCi7UI&ADv|@ILdd;4d=Gy!^yXpCtZDiZa4Dj<#%32Bt!5^i1!nHLJ$35{7sjT zG}PBRAL1?0zufpHs~`-W52YaE>5@Ml&=)rS;bRBi`1gErI&@{%x;BD7(76!A9TBq} zE8u?w3y;5u3lW#>d*fjh?t}a8SQGG4eF;BO`$eGBeo*n);5XvV%x`DEPSmB|-Zlka z+zId3FG$9dTnKqphHH=HP_H}1-g8@ko;%&aEgbi@%vDD2Q!enk-mtF|UErS@c6ndy zhky2@w2fvZ_A{sM(&t}A->ly{DhMBVUSGv7AN0M-w(2hR;mB8GlTyl&n4>WH%$bIB zfADZ>`d{!AMzy3DOY6YfEL_@XCxsr<!kgrK1N7K!RIAg_OWYljj1a}Sy1CjxcLY3^ zk#<KObu#vQM{qpvX#rl)qgFJBy0a|l6VwLKk1<mAHSYH!qRw9Yq7Qz5-kIqgrw-<J zM;R3;|GE<O+?lk-%-{!qrVs5yUGSighw4cU=4dX*mfSXQBx;U_@a;>0Um?>za>iKr zSv%>6Tb2WFzE~_d=KwwJf-PGacnWd$VV0<D^hGm=_3ogaQxA46aprI$&a<3O{_i95 zW8}B*1Rs1+Ig~7)y@8H(W8Wny#EE1Env8eAg#@U$t}%dr&EMYF+W!JNQW>-NuQlL9 z(WbNZ8GW_=x?9Mv5a<+yPb-tNL%-OSF1`Z3d*^ALAtx8`MlE)Y7qO?gZd~Ns*)8zS zhR<8$_IeRl6@`{)?!nLDlt>@<8Jw&6t>i*m%pcZTKBdOI-nYNuzhyV^Jz6I-zS6i5 zXI!iJ9y#LPc&&8W0Uvs)Ino$#6?}lYlZgC0^e#pxrEFXg_ggeRXY=8H%(FI4p>7th z@_T87bGjs>bg&xnJdBs}Tt*T6J6?Pm99D<lz@-3R+ly`lg}ngHvqRv2C}Zpj@VrIo z?ih$!A}@5&aWjO%XJ~V9=qKg{z7P4Q&m(@RQ%8r7b;9q(&S5ucF6I^rS$>uII1{V; zJicB6-l5JGexGe0e02FF?ndNdUO_c~`f4%s%~^gtg}|4ePbE-_Wnq8W=eT^oLMP&D zf*e~>FXr)!5A|g9xDnP-k7J&p&y$sXUS<=H{J7*9@#H7;S=S`qxj+Z7L&#*9*yTmU z&v=G(n*qO|?`|#l3_k1x6Ww>zla`VnpXUcT5jMJibsXP9k5+frk{-O-p_#;k57?av zGZGt@>SNHqKgNtvJ@gwLiL)8dPv6t4Cp(gexxBQ?iq&@DLp9u$wSb=)UWnI~Spgm+ z(8&~uzDw(6K*AgF(KWe7UH+(J&%3o}8zcX`@#neZ;ps)>5nozvpF|zNAmJgU2tE1o zQub4N_*eZ1()g!)YcPG_GmHPfShV)0x```6b>^-dA9w*qrTc=tFX1!r%qu$|^9)&M zE<P}1h40*fV^l3IxVPfLVpHhHCk&l62tCYgu9947)Bfj6o!)va2J^~H)t4l<Fn_yr zEq4Ss;KYu-i6!{w6&e0h#poN!E)5=e)_}aeFLd=4c%~%TU_-xL7vh59<b=dg;5P5Y zzp0@9x=k8u@p2A&q8l>7XE664Lz*SxLk}NnU!8zp^ie^M{;>ly(6NTf^Q&ILf44Ke z>=d6XasNWfj4AL%DWk=!VwgYC%uu%Vu7Zvu{p?s-Gx!wB&-+e~Kp%AXo$^!of5=G= zg;yHFmw<v{MgzL~c7vpsZnxl5<rJt_gu0_OT$zC%xN~pmpJZ+D?ur|~7K&1VtHu%^ zsKwwvd`I=Br7d*&DpjAJT|)o+CPOnv34Slns$WG}VXo9h{ch%r2k}sN$76nJ#GkT@ z7Ej4siIBZ|Uq|eL6X{7)`Bb2fZ||G_tBH8|ZCCG2TKGk`|F@LC1U+>m$D!m;xaU+3 zQ<UH(&Dd#JT#uoDPYL(Z!~I}e(R%Uq5%&MkdJFU*e$5?}(h-F2)SXE=Cz>06Qbig~ z%+t_&{Gfbl{2q0Vx<U=<S4Uzu+w@NZ0XHI{ep*3u5a&pAtuGyQrLN%xS1SI0`xD)$ z=ttmtBQ(CRP8fc~pJSQs#CZ|ljizh24tZgJ+q$GH>ha0=g$H(fpbNQ7YrZarIe_9G z=48Zewb#@$|9pfVh`158&pnAVA+F^ih}Y7t>nxAxz#l!fKY18=ujuyn+5#o^DX3W$ zh@(F{AiVK0zZ`n-nF7DRLBNHDf6r-ypInU}(q0Cia<q4v|8zTi)4q1;XmB7OWY7e1 zqJMeKlHhO;cmo3$<#x?7^3rQ{I%{s=glW|e=5T%)9}5K<qh59PWi07B;Z39(l1Bd9 zQxdRw|Ay@(bO^s&nJ#R*5XY?~XY=viqED7l(x4xGe3sE>Y6SYRg)SB60q{8r-%9tO zu3u?yupcGCT*s<X;w=2@8`_P&^GJITXOFK~RbfsejZ))s0(4uf*)<QI0q+@dv?h6g zJXI?}^>&9Y@Y%fh!15i~_bF(YBi)blenCXT^#^!u>&cI70m%C{0rXuSn6pd1c;K@& z{QL|TC&-aU_hl{ls%c@)RKr`Q9k`BZi2Dmo7t}dY&i*QEt^}>JN?i~I=3yh44($Z) zk#!{Q##uAG&-(E>4FS|2+lnc(jnJ<ZJ+H{2aV7GK`L_?!Vos7Y^prU85H(N6M?UCh zr4r2R@9<;K$9JcpO89T-eG@4XnZo_b$ngll=USKkG35!o^b0wCN%9p>BAMN7S8y9} zbWiek*WLqfb$R{cls0s!KdfznXwbJ`Dx3SwgMaUnknTh5UFNd&YO!9zJzhQ~V3v&e z=b*K;k8-Hb4%i(y1>LIIXDj7T*TCPkd}vrg-e#@osCU8hmdgL~iDVLUR!5`i=>mZ> zIXn}aTY=BVv9xo2P0*c&HN?2GLr>pNC;bX>viADD#8>^OhrK<YC*uAeraDG-54=v6 z<gE*<vDmkxU}JE98F<E9hdwnD>=kr1YcUmqABx4;mOJ9cyee-(@dWCK3@HXm;6f6m zj2r4#;gj*YQS^Hi{M=WlKS|*HKK)*m<Aiwu<3r0LI^apZnN)qM&vYgNrv&%}Y2Zg1 zK_6TM{)hAPV7E#S{4*Ty7l=>-Ur<zKuR*-L_}|Hj%LnlMKmA$wx5uy}?_^n~7wQ|e zM2@Wi;PX5AZ&l-a^>fnAvF5=qXnS{UQ4r>2%!iFB$l$9(l42-x34P~_;h&#xqCU(& zVHpm*?a)^p-6Hgf`VUBZ3xW3-ehE(8ME%Gv5h>;H8J~+xEud2uahl>J{c&C3F|;9y zFB#y+q8wXt6Q4)r;hDsxJj|!$%c%y1;rF-2PnZ=U4}_~L7@*H|ziBO7DeOTgaNmo` zvh*NkWhtE(vry07y|J$^z@0EXrnCP)#34nug|#Wn*%+;UmZw#NUa5h<aytsR;dSfZ z@u-W_^@UpG@ZbA0=PlZTI?tQ_NXf`y;99D#l)l)LnCukMWIO==-dXp0H|pn}Y=vsa zMbv$7jr~Y_9SI7jsazBEmAkImElC1DXbU*TG>!T;_tw>qpDwx(kKWiweMR5({>p)a z1L)tybfufPQ0H;pBb$!^4$k4J<Y{``m3WbJ+VU>)nr0M<(=L8*qIYDIehED7;Rwg4 zAAzse*PVM{-i0{+yqj=CpJqbVz);GLed_w}48MGGA!MHazB?2KJ>RZ<t9j(ui^8k1 zu?P5*iJwpR?@BwuB8!_mKgEOiP?59yth_gIYbyQIJotT4XYNs%eekLN-A+wOjkx^s z;l3W=OEKzN->%(-&$bM!_M@|I#3#3u3wse~F5PCYsSSV+6)6+nHRysXb}WeRz|UK` zJKndrLPx)uwo;<vNi^|t@2H-H|7cR!ozZ*1pXdk3+<`-o)D$T9$|8?!n@96WdJ}#` zue=WMt<EiNtNdsu!tBUiW!@YoqIUZ}StopX812QjvP*!+y<U>clEwbR-RB!z1(45M zI*%KmZ$Clz$<O~k?8EX1Z>Ii+`b8t}=`|(PgTZ~blJ5fd|EVu&8i%+alld&)82b70 z-Mtma(}EUG+^VQcCAUI)3y{C_qj|cga1Nw18%jFS|H!2Ol&?<1-WcuUgVpH63?{FQ z%<92c=EbqLbl|z+`TQqkPUAiqSu)uM<MSs6*Z$B0FHQGkk+uW*yN;Dfeh>6j%h84& zh)Z`A<XivxdlL&xpY(hTp}%FHU`yo19L5ao?<-p1Edqi*?m%DQlTy4ykA5nGr_W*# zc+<;)z&z6j`2827q_TL<6N4$T?2jCYPlw3mjyJ=f>f)K$|0%lec&_&^jL0TiQpm_A zbrBjyR)|E3WM%J>JyTgBWR#U;?>)jtNl~PficmHUyJ&Eq{`$Rs_g;LzpU?Y!&U2pg zoaZp4Al^Ss*{6@W;+d&;4~|R07ozu@l_C0<UR4WK-B!-TzB3dT&H-O)PF6FW+JX6r zu5)|jp%*9~xDvJ>?}ytl);sVk{02UJP1_3|IH5P|%HM3fr#r>R#A*KFfKT%UPaFuH zy{&2=k7Dm$_;K3`1{We%bW`LL>foI}pIMCypr7BQ@AVGv>kMbY0kULA!rAjmE}Dr% zdaQgUITQR^YxnxBq3_KtJh(s>VUIj$vdyl9dF|z+wJpfc31^KY%E7}g6z)q`N1ebW z+49~W`8D^O^B;bEZo@;z$AA1q-^{;c$K$(*Q^(t*uHe1xV%MR44_~W;I#r^LdDx3J z5*pwyiFp`N{xhP`157@iBw_!6{)sBp(=D7!g|DPs=BP(QPalx%#XRln`@w^~=nJU+ zDr-?=hR&s6<uWtQnf+Otp~HFj{Mp2_9!31UM+NtUKYI|Tt6z31m|)J4lShsg_vL-4 zqpmFKqK(o0w|9Y8`Y?1c?#T-LW)k~n`iF4Oqu+mG`RGJcD)v*+gt!uJ;{B=|P2kfz zV+Of_#nWX5GaT{x!=5l~y#ZcQn~NVlzZ1NQd2c}BQ}FbPOQu=aEA+yy^TY2Sm?soX zjvB_#y`QIiy|V{>=v0#XvElG3_N+Cz^T>hdYwiE^EE4^^&mtM=n5Qt<S-A89c(KZA zu{To*eb9p!dCW0y@VQmkO_me=JgGPFVc=mb+f0*<Tc9`6&SOnQ+-hMEoTX|9-kMP2 z@t#K?yNurOARq9^W=u)dLnq?uc~8BI;F}H|I^%m1=P=#&a5&3u@YX@M$Z4S$Q^?L< zIS5=KW5hW8ZUOTI+Y>8)6W}xEv^jcE8oGful2<&?$I)mnTpIiieZ6V&&Ar8LL@%YB z0U0fP^QW5CHsF7I!hFTO2A}Ww?cB+kJ-{6^I(hfO3z|L7Hj7yU9*x%7d7BP=ul(l_ zM{{=~bkU|FzYBgVlF3K=*3n-a+>VIC93X4C?m7Dn>@iDUAC!V#{eTOP`d8fdysRHa ztf$fEKD9tCFbO~AeM)Eli$*?AGS|pNeme6;w92srx?4A$gMnwD4{q2$or=Cg#_X*K z7B<Aoz@T3t$P?->l1uL}BA<A?uF6LrvP0JO;$QGjE=}_%zoTF7Z}RMOIdrBM3ffE( z$>G2D{oPw31_y#8thSB^{DSXlbp;Ffvxa>)+K5q{hXk694b*4qdki(d6d=CIS5<0$ zg8$Q<FISn@pgUqdmdEq~dO(fl`YXVjJ5)#=DOB;jt{xMsL;v8?wUy_2sAnp}L^-GI zoQR-y=PsHS2V%s;+_|J3{#88hcdWXD*AU(tTk;tC?T*|>=e@B%YwlI1dmV7Gwoi{J z>Jb%^9Y5A<F#qv!HTxy<ajW0c<#HD2gQt!y=wohLeqFv%2J@j4O-F{^hw;1@q*m6U z1L3hzrYQ16K8-x#KiGl1acQER2{^{|T-}y4^iG2pZ}QXK1;4CkZsk8<M{M$T7dn9# zUQDXIKTc*#h?l?ldus!G;3Pup7$|^)EU)+!<6LFXm>uax9eX20iv0LP_{A<Zk6x8U z{@lplRB3P|p6eZ4Q9glsH#vH61UipYW|6NapudPW%e)v6X;09aYRh-4K}R)0z1vV8 z{fly!FRkF`!^f!F2ajQ2=6B1V^uYNsl5(4GPGRp2ZwB8q-uGUqL533aPgL4%@4Z1k z{fxhFQWD~4Z-6_0t}yf;^ob&5z;{j5haSaz1Ag$i>fj}Y{o@UE`dPriQTyU}J_JK& z%$Y9r5bxy*WooP^bO*E!a#EfHsJr8vj8yy(cbP<Z%Ts_4MfhC;Q3qc3WPL8pfS-$J z@{vRy-OpCYy?hhA*}U>%Aavoeom#b5!HaC)9D2|P{&3-)(XSQMU-?yORlJ;tdlt$$ zA23JwJTCQk^?vvtxrqkcCv_*fjASx<z+0{sNb_<6hyUFruT1?B_xW3%ra1OBYAl7N zU01<At8QtQqrcJTn9Y}w7s0+U-wsppF7!XjBENnTfKGz>k6?H<;(D%Iy8&>HRMDY_ z>EIu7I&Y+Cy~DhW$nRwWeIV6Ms;$oysIy!?&6c2_r@48Yep4Cq!X^VY(;M)SIZv4T zFrp4to_j}zI6r=J;d_v^J2AZT!^K<ha}gGM5?T&D&y7_ouZW${shPbaJAM;-RY{7A zrPc5ecBk)q#t(hSjZ44GQ721}ue-J6p|2EnhmI>Ael?qBpUZKc@<heCHc)>AhjSUf zN1e!ONm)HFgFIg^ZGQA2{3lxH8_yj@{i0?5I3o`6J9YPwi6H1p1v~5ZqOWlE%(;qY z^p64<HSKkAuVXfzZG6tb{%74rPkBn@BlDxNakrpnQAqadxdh*N-8K#mZ}{OYFHL+r zhX1uV_=M*%bow-D5#smJcae8p4@DhL&Oel!gZKOG9F5PHCd8wIMPq-!$I;1}Ur%&{ zK80a4>^|-#hvkiQImCsj9`>#CiFQOldmhIypEJ>(=r*c~IyOm6DJEDAarHf|q4s`! z4r3mQXy`ZN*VtIT3!<(W5mnusb|ki12Nzj)VlOzomHbcm-XBz<{+(n1eZ<pF$?MMW zM+q6t`r(G(tH>BL;D<dR_fj2K5FcdTx3IBK+YwH~h82#jj>Nn9c&%#i`32^^Vwuh0 zWp-&x#$k^4)_AWET?h082V5ByFt5$}b85>3zI+AWe_tM1ht5rOui(KM%nLX8any+- zj*Z{DtWSwNZee6yi98o^tE2cL>dj%UA+e{VPK3~G@gJ&D_%a;j2$I+f9mRq3LM^{M z33lyl9}{`-wP~4*R`~wGHTedvRnV>J^U%oSoE4nrs+~Omzw)P!luFQlb<T>J=Ygj$ zle}~OH2Nq%%4cc>4r7mPC(re3^O(m;dwK2x^4!lA<r~6I*h@f`b;pe!b6pfqGA9GT z`%@mQ;N1Y;&vS5+LBBw~@nUo?_6`+(f6GT@4&LkG(HIuwi){DzW)&a7LsSM<?LoeK z=x9EobPId*nwMAYEnSG@b5SKSz#*4zGak^x{WKZbVG+2;k<jgO8Ghgl9-K|JcpUfb z<MoV+)xFNde3I<W8sJ!ik9KQ(@D1p*>|y)?d>Y%^Wkmi2dzcjOeBPi3o=8ocFs#Eo zm*ZKrpO-ObIxVcyguE|n`XloP;%C)|v7xRG4`LsqdeZ$p4g_~<@Eb!N;Cv18!`Z06 z3wIyvZ5_2Iv>8sQ7vLVQYS_z$g3o)V|6U-(5czdA{I}u^=1<}|^GKw?lin~hZg`D; zLxE9|?rrc~-T!@jXNfsw3MW+$P0Rs23ZE1;gB~YS<&ZP-T$OiF>PytkR?>4<Q}-gz zm=WeZ=m#{?cx}W(KQoteK(m*|mDtXQHMJA)mSD4;br$q)Ogi^%N5LEJ>{r+qi8*K5 zkxS0#H<MD37QZ+G-9W8foRJCg%#WnYaW}zNQ)&JBJL*KVz5T#1#0j2zmz|G2?&;1C z+Zoc<*uSmypW^3HM`EP+RyHN_m+_QWVo5IY;eHo85*y6V<yUJ{{y`lR5ib7P!j%Xl z9U4qPo_Wv_ca<*&KBSYDRG+r64<M)i=pJhDs2l9RMn$m4wcD|QIS9VD6Puz`19)z% z@51yV;1efeeLXM;@4NkF@s%^!zmhg`@w)=%sg|sK*S~rY^@rVa3e8ZL9ukxl1OHOK zY-RCaKjuTZ&krd@yAapHFKDi<BF_KvE7^a>gAi6X%-n<L_?SF#n};3!mAjX|oytI8 zXhwafLMrxebG=?`l7Nq2jt^tNN$_av#O&5O^4%HTpUuy~_urdQiv+L#CwiN;1NHi6 z8!0wg@aN7(c0N?#8-E1Tt7f1s&+p1S^A`2Ut<__0^1yRG9JeE>p>yx=2naa<ooAJ; z4yys`F=Zv|bzTAZBvj2U%YYX;TG;ni5B-2gA=W2Z;}B<`>(#|uz*n~JX;cP>3qdMq z5YnQHJ~D~ZneXW1E*Ov2dh>Z=uezk-r%%wy|5P1kd+kP~$#_3o>2o7?*K7zUA)XXR zE))qB!Ph-_DN&*rb=O<2^^f$}FY?awh|UMh{|XOIUO~OI_<oiycNyoQuS$$|8~eHi z;`N^}U_XjbH>VnS;Bmr3B`F#6k<#va6&`?Zrudus3w|rK=FcyS9mjs@VF|V`(6?^g zeX4UB`}As*>=iRU*%2j_>bzCx3pbtMlbS?4Jn*xC{VL8~tD!0vSt<I{`QuF;7d(mA zOn)y@&j5!HC3+T*V;=h28=1fdZp2?R8E-k{B_Um7y~-N=^WEo9Q<=jj$a}dfKNtI$ zC~Y>|!-2bu4qTwyf$w?RhvgUg*o8eZn@6<WiHg$Zpjz}Jj+zFJO#B58;G7Z_vW)o` z%(G^J&#JDHJhlw}XXDz&wL{C8Q|}o1lIjK@QR_g474StbdNr#Uv=J{4UrT7c4SZzt z!{cuP_~OrjRkq;wTWg9mtsQ`8%-7Bip-(M8x`X{_mJ?A<8!`XK7yb1I9~tZNu!rZ< z&%0@;b3-;%0>%r`=dJvmc?!Ia&#?QYE8);T38%d+Yk>|h-TOuQf4~RF(?tKnycl7z zgXU}od=*a~A>FA9{$G@4Nb{Traa{VpBwGAk?=P~k-`X&zZZ#bcfw^`rG7hUPP3Tc< ztl7hrFbAAz+%<%{C~@z}zO#GK*R)XR?$ySe8N=m{q($hpD7+b8psuFUYWeF9e-D+q zze1Kfors+|v15+LI1l|5nL6W$FDbe6Jw?D@liy#qgnAN7Vi$Dg@cXM1dCKkZIW;6! zX;=6#$4{(CMvTD6v8Jif^AO(C!^ER|M$kVsI(=5D7xU@|e1@o0vHzBOwDK14;W^TM z4C=tOsY=vmqQI-9{!uu5Ee7)}%;MKl@ZZUm^_ai?4|^I&|FYgHhA!dtA5&?>)h{33 z>8RnH^d5IFqPYe<&-}u~`2ld*S7$L<;QNzt&0$d@=<oKwS*+BAu1;Onx0n)rDNi$# zfAga|=@s^`*&>g<I_}N|KOBjI?l41R=n^b0+!M@#&YbIW(Gu#j5Z5*v0pLG2n%L)c z1<<D$9)DwwIi(fGm{o~%=--~&8LFbMnt8|XSI!Z{laTpNXT);{s_QNR#?ZBQbqp;0 z0zaWqdH*u_j*+P1JE!rvR;`W5`oJIjENQ2EC4xDN`tgLiQuwiWOBFS{qc6aIp5X_X z2hrwov}e8*dK$KCG7HMs8}_2lzY)Bk#vT40d~VP++}=<;c?x=0@yKIRjlfsy4>!!$ zF*hDJW7BjVdS=zUN4@u*2x<Ds^w>bmAKI2r8y)Z<u2mkEHb;D-C@HaVzX_i11WS>S zI{a#;xyjmqx8~M<)VP0jfUo2Eies6c&`8$o(Eb45vw7F0!%mp{<MNB>c;N}&$YJ>| zblEP|&ifepz}IK{-YEv3XwK7De3}w{MLUr+XYfvIrPIZ)6C8+Y*N=bCBLB#Rj>VOk zfp-cvs`jtLoaqDUz&T;~m$&U&ck+Ng=5$Du3GfM%pCIiv=1YAo)}pIVxe=?*Vji0_ z=<kf&{ka=)o09zZkCkfp@Lzq&3e#X>o6>~K2k)1B`DElXGFM{nsw$T}_%^NIy;dfY zZiGT9_0E0w+=$Tw?B(`||F?tFOc;@;Zs*;~p6YcZMx`_yCQ+aN`F8cRD)eDr5)X&f z;r%x~;O5w@g&)zFc9{tk;^CR@hUcvC?Q7oU@iPj04WvH2UYA23(T>8Yg%)vw`+0mo z5^&>4^(V?6^mCofpX^6Jl%s6x#aa*efJ!~N=K(mEV)x&*+k$6WQx7lDgP&ORqtYow z@R7xZH{(KapF37|UPNEvx5t=J>k9CF!INSh@KFxlx8E|Ig1<uG`*C;hKX2o?6XVfO zeUN;h)i}zNIC9lY=<-$Iucd){ogU~AC0{FYAaCsQQp`|z<3I$uKJe1Uy(F;{i6%jv zA?*L&<KO;G_0^5YF-i14e!bsH!yIDBpU)aK=o1B7Ro-7P#r{<rHLic>Cqt}UPf`Z^ z)8AhEHdl;$J2O|tfI6Y4+F-XT_<OY%OT4n^tNaRm^ELtV4+DFIb0t;5k7?zR@?dVq z+AYJOyx0rpHZQ)u4f-0D4=Xcgp_5R=S}fqX1I!(&Ca%~UC3en|q1Kg<>mz$g_XB!W zwukl;xc3r2ovtqbhL2~k|3mv4oDZSHTw4z4Gu;p`rF)EefLeYvzym&(cNIg1$2<xB zpEtgKV}Y;C#r@X`V}T1=R`_mLfJZ+dz&|Gq9x$Jh${hJ^iHhvy#Y2w7K$3{Z13&mm z8pd?{XE_p$Wa<i<ljxTS)a*#$#P?aXSUg7wo_f1K>+^Bwdb3@fC3w*1Ef3kf{2Bf8 z6uX2^Z=efTzr^eK4LEF`)T0#l%v)GRxfu0nmNUbXPUzx@i4{jr=nm#vD-u>Yp=&(6 zt=L)!-rMgT?Iv)ZlksKA^epT}xsvdGXcM}xvk}Qx!N<>Cp?h=>`F=@1vsbkee^0#V zNR)vi(en9;#<@z&KjaWWq`)PU+FuAcG4NTJbLsw~emJKq8o~<x+|qDDJWdLA``;}A z)_**^-1KzV8qT}w^})T7@F~>ur6s9EJX4C!elCIhS`;%&&W-(>CEP)a?@_<SWSwgj zL;tHJ>zyag>CGH&p}XjZ-xRwre*`)S5~gGMeS=QKVsQg~8Tu2?`!6vkG9ixVH7>k` zUd1fWn0XR>CL>GG_6OvPbPJJuN!+uI)ergd|M<+F_%AhD@PB0sx=pT%Je9WmS-%GL z7)7lX&2{v}nO(};@jXu{-bze*<B9Xz{Y-WT;=t&Zvn={gi5V>t;=tWRa+>$zN7OC! zFA9Ht#N51H2T_B(H?h;xwiEj5H@Cv;Rm4$OEyT>f41nJkYj<L!IO?sBXJXrQk$0so z#0ud(#;kOuYw$uZ&baXD(^350v#mQAJK<wSCAMP#al%2&FQr)>_~N_;FB8tcNq=>E z4)}q-^_a-H0-T$iRbR$`ex7qV*^}UDPyTiexXq9FeDrS%**EA~-4e45z@u?qs;O`V zj~!=ctQj_hxz~$6=O3hDZZ_YU(iQy2Xum}ABzU{Uv{RnD_QB^mQSRMCdia`OWb|V@ zh&cD+#C!nmVM&j^tt|3Ul$cRLh`lFqGPBxD`hy$xWICGLY+~=ojmn#mYv7Zc`}Qs^ z!Z+b?Wa_=s*jvz=E%6CFwsR44h8XHh$6VK~G~hZawmq-DU;LN1d@}#(9Q`!nY@ft~ z2jw*B7y-_HwR6wzUw+8*e>=LyP)Gh&ej~!u2RzJlL^+NbI@B}bE+m-S=ybXl`ycS6 z#=CZ(J&f2JRq!mJ&js_0=k>!Qzkz3ItUpx)T(R@l@Yy6f^cl{1TyW?`efItEbJt<` z4*pTLzHk(CSI6JTuVJphCx?FOpKms+i-y4!^cPMFFEm^bfghmar4i>Z&})rsDXzIY z6DM9@^2~Ar-&cByq_PFR8z~f@ZXQEEH5w09jDdf9F<ml6JM^yaUl8LB*gJ91t3bcX zoiKP}WmyFspp0(nNqz+v+$Z^c(gf<`14nOI^I<Q|4xe#{b`Qc)akZHY&%bPuw%cJ4 zbBIkH;$4a0y~@kV<i?zcoS49=Y9`FBj7T_{#A1K-*V6Y~C&BM|{r6O$2J_DPBME<j ze|AZlQk=#4TgmvEGTQ~7t$~YQo*MfPy2r^Zffs4l3&dT`;gg%<+v9K^^?e!DKyL~@ zFJZsuO)&UZE;(n>G5Ddk7v+5}fDgBrDpw8oE~zN@0uBOwWCgRru~6`>5sG%(xL4OD zde{fS3mfcayfMoH{%7Xc<cbmIfWFc<)~Y~fBa@dS4t`SZSeW(D0`_ctxA&z+AB~xc z>S60%_;#CDjM0L(mmQ4UUoDThBk$M@p%V0+ihK3>fMd#Kf`29<&Z)!=nyZ0Vw=gz& zX98Uhd&oxV-#g&R|M(x_FoLe{_L+_gLb(6TwG=T2;O{YVPP6p|>O>On?0Wb^3}o+- zn!4yhobuG%eE~RN=ypZ=SU&V>#a=#bz(FznV}s3>=o9Fy3T|;>en+8Z+)~1sc&QdN z^#}bug)@!=U5J<ShW3)B&;=dKPiwT+Mf|ehk@*ZA@xk*m&A$+Tp6*X&H8#Tjz5V6N zE9gH=?{yG(iuy=`x@pGs3Y2Mfo)gW_oCtm%(=P#`@NtxHc)<&vO~1}JT)GUnNAtV* zBoF?57lR`;`a65e9rs*9eq$GY{%a-&^YxddJ{p7f^9VoEIQ9Vd>T3UAHJsZmWgpp# z!SHX;atP!SaU;6Va2@`Px{9j*)f&Si==N;Wl+6M#2kz1-dn^U>N_G2K?&BUgx?HqL z0UtUkdgW~bcw7<T&)=57r_+^O`+d&{a|w?hh>Y<9&m^6U+%X1x{NJIV<^8~IT8H^x zjAQ@1>1D=zQs4jw3!9kl(9sz_SrY+YS2V|5S_@uOuQcnMH~1s|YsO=`z)uE(<54~K z*jKz~&9Mr7auO3R(!<~_F7<jd{Xier(~K*45c<p?O<ft}jxI#`j;Y`JYtaAdwaM9@ zfDgKD>znbDz~SM|vgJR~Cq5Nmd;>UycV~mWwHf9x`&^!~*xL~*U$eu1YQP8ar_>1= z)FIdJ1eQiaf1#I0`_lq-Rr@!QW054#hf!@8ylRH-cDPDek>a0j|Gfc;Bl?;vqO)&; z(Z`56S#}?BoN11>>RKtz{ot)bcaZl><l6U-;hu0?2L+`7_l>tp`-lTyH~4-E@_P=Q za*c{*1n`qYwd!Y&G8f|bF%_k%dhi(yLY5{`PQ+IJ`t+Ly=pX5H9tj_UpUh7vjnVhI z*YoJVEpO<r<t_zLdO=6u#BubP7jUMd_?54Cp5pg)+XZYrh$&64XMxb0$dq#jH%fXE z-EqU0P6%QCZ0Gqvaemx`>6<R^UC__|{P+5C4fq^<dmGOG3;gZ+eAX${(ZkK{^kn!u zYtJv;)w6*PKEorpiva&lA?qxOJ_i+D+Q}H`_qs<dLM|Q0Inj{jz2}H|&1CPOe#F<n zF~%HO0o>C>msBn*SE5HjXUWOYnGk!tzJ59heqU|NM|m>gBc?jBF)a;!o1M_YpeXjm zzkkL0jU4&AaBcIU7WPCkYk5hck4!Rr$W1*4JV^oz2`hMZ_qYO$WEt>x5(%kUsLLW# z=@O~@(0?bF{-p84iIAnxptl-uBBtI;cfApIBl!9bTGN1^sk0v!`U-x*VK$Dm_tU?+ zOJbWJ=WRG}<}G(Md<6t#I5qV=2^O>L(6&FAU-|L4UD*UY@q#){0Qw589rMMdC(uuf zKW-4Mhx<R+!J&`%S^js2a$zv~{$+yA*90*S9`=4iZUk}l$ljVOSDXp|uf^v4$YYBG zdmrAwxr)^>>*83#`)0Ql3`+r@D==@{4}En6GgUVQo|E?RH*~`<+=#JA*Tpm~%!ly= zXUsIa6O4Hud&9p#w>p|SE{T4qMNPF(N(gjFHm^gD17~~hUw#~dIDTq+@Pr!hhBdW* zuG%-un+f(wj6(NS=o}JLY>D~N2M263FfW=^VN^DI4fFHc+ssVD4#fBHhhBY?&_k(m zkT)UTc~W2cwTk+;%0ZVmHXT0ysgxb1;4MAd0#06Tb|WgP;#oeR&Kq_U=@76(+_)po zFNZ!BWBfq37WfU*GoyL>-O$n2jmnuo*ZS)RXUO>$M?zMg`f;Qy`1n@4?~WwUOO{-a ztN4ZZvi;;!G<4d$?uT2b^5K(nbSs((zqjVr7Poac;_!*P$1bx0uUQ)L9za}WZ=+-C zR)$}Q?_&~G)B_>r^?ck?=z9lHeZGJ=Yi_z|SC4xo`=Pu%6g*XM`fO3yI~Srmp@s6? zAnK{|&)Y8eIbpla7o?%^eZJ3`a~C+Nog+aZ0CBQXopkUuCwSd`v<YTi@HeSbb92Pr z3=XLvipS7}r58po`()$%20rTI!}*yXnxA`U2pv%B0cDFo%pK*5B<(WvBqG!geQgB3 zvE{x>@!kS+PA27<rk~MQ`VBV|@N_A3#qKF@!1uDs%>QQy9JKOnZF|gvnAiw56+mB$ zBgAT2f(3ElcAH4gC+syhQw+9VbtFE$T;?ma^&*NITDx0NA3qc8^T_6Rgs;Zm6IRfx zh1PZW&Dy{}pVy4^5%_^C$p@&DP>(QQt`}qFfX_^d&XW<~>*m9wkFulT2lF$fnh|w4 z75xLY@mKJF2)5B$cZBb_#KLwYaHbZAJ68+hs9*2CM4v7Pf^D~G>r?O%wUM^k%h#d1 zZ^~_Yb_4l9mSxZoys1vld8a<)ms=E8`Cll}$N40o?T&oWz2k2{%u^47rQKsV|1;{= zq>`KhoZI$;&8{BW*u&<W5q}W4g1@fNf*t28Y@waq)&ld4AC8H?7{ojvN$ON4>VwCG z#C#49=5{#;6_s{?$BfHsV*&5JQ~Th<W-sstRuAh=Z-GyhFdAt;f;`=BMRgJSfc@11 zt9Iyrzp#IovXz0k$2;zV<nX~V&*gOJ_zPZiy~c78a|cU-dTm<3-Gwgsu{zKR8xP-* zaz2YbXyVheyDfnOMDtJNFryB=GtlLNeDv<g_1n$E&csLaM{6d$;L(P|4Ne(CAN+-@ zO3erHwb@85$<c%8_LEPoSqHEAKEt2y5#~&-`lw#DLf61xlI_Zm`L{Mk<vQri3MW}^ zok?~k7DEawb<TtDoigfNfKG^JS@$+4cz^-<Z08#{;orBglKCF>?XJtEWgofFznD#m zlR>--HHu>(Ji(7%_|Z6x^K0tI(Z+x}Qs$h5Vj1wHdG(G*qG{0WbliXQfE9guw{Od% z@EaT5?fNoo2Kos1H{V2mqJLsfs?1geUYvo1-DVGPm%ukSK?Cg3$*#5^zX?2GJaJzZ za|;~PXUop8!!K%hfHUSd=9TYV*p^g9zAkOrc@R2L?-Vza5%7#<O9EN1fJ?;+pAKF? zo-gdz+Oq*YLD=?`q#*h;TV_9k=B?o`6TyF|zuunEIQsPElrMa`pLB^y0gsA`ZMr-K zPu6m(WhBkUfe45l6Z!xh5NX830yFqko2kxK&6f_u-+hKj#@5b6GV^1v)kgS1&Iw7= z9D&|?F9*#MaQ@Aw3<_nE|K@mN82)0fC#l(9P1{oJCxzeE)Gz3GFEz+0=s{OyC#f?9 zUV!WMy}x;3IN#aYvwupV_iX=t?`S4IzowLa3UGwU;yA|z<i*++&Zr^O&0A0xYvDZB zkNoZBQ-^<;khYhVJ$#HTSV`58|D~$bC^&H592bsTltI_lMUox%Zx7wyD7KHJ@Ljez zD0%wD0OH=r_@kr}?4Mw!KBbHN_@K4#6K^)=GQF2LIAlBtS(Th;;<&eEE_e5<pfAP} z;hB04_)jRzXfuoh{sU=e53)laK@k@C!{#LX)CT`d0O=Fl+ML;pjKBdlG6x)XfCotu zcyWLq{ve+PwjB}oo?Ma=m_}bUiSsbaY&LkC-@7fg5r-7mj5|l<p|6}gsjd?Vzn;7+ zYtdZJ1mo*FG8f{3%i0dm={vzs?dYr1tnfuJzP|D!)ChY(NXTuSTV05@l#Y7!X?!0I z+3(9%z(b=0`SifEtij4fL%?B2M~?DKY$1<YM$DQ~0N>{xP|>3FB%D|t%=i~UmqoLK zJR5c06{~03VW=Z)Hh9#cfqSQuIYf`EI1-_3<BMV7TPMSY6?LG?UhWp6?#RMEQn6ya zfV+;wra?&4N8q9p6peZuz!&1=f{J&m!K**iP^TJ%f8pzioM0K~J<K!}BMYFHnX2q+ zyMXUan?5>>d@Gr%ksp9Q6<cV<_oO4>JxIQY2u*`0<qKlXz2-_ZPdF<*`xn>itNJp* zyAEky&72Sc{?lt8+5>!;|7lEA7CP^S99pvITc~fg*RRpz->dn?7?fDT*ZkXAmX~eN zTc*69iu#JV#C<VW*ARy_7f~|$LVx4OY5Lv{e!$=D*yi9vg3za}je6|nA+bNcyD-nv zX8Y;vBKFAXjYtRquPXS)YaK>?(cW?0YYhCDDm}|!(|hP)6%5t3kq4yp1FF3qW8Q?X zJo`U<KPBJJXq$3Zg1n7Bv&9tq@}BC?)eHgOhD9}+8^brCeckiP3it|LDGqOHCt|@M zX`tb;Jt6G;RZ0WTL4V#qC=_!pQIDFs<Z=EbeBV&*L;tKWhWYlZD)dXfa3&OC4p#aU zovSw`_JCH^dG`Uo+iQnfhG33_%xrVNCiGxN5&8pFO-{rm(NB_%n6KbE^W6W8AMTkw zbI^O7qmSNlANg=Uzj=M3p+Q~l(fX;*HX8GAavp>8bI1csy~R%v?~254?562}FU!#0 zX_G<^A}rM6YS1B1V#|x>#0l_^oR|83=t=^ga*@by;@nzMG`K$h27Md*j9c9++_yo& zurA<aJ@!K_C8fCUs#YwkN{DZpwcTd;9$fY&4~BvN?v`^zX`&zWJRDWtW$dF6AQyAM z%Lxf>P%HS3dF7`?(@x-<^LVAFo+BTrIJ~xXr-1HR@EDT|3;H~d{^T?Qr`!a+vw;1; zRrT>IAK<U&=g;!p0sS>ABY&^6WZ)x`B}Mn(xzeWZTC3g-9y8HBp1?i5Lzvw$0nWJh z{5oZ*75JMg7c8!_Vc+T>o8ToM;4`kID`qyX1k>urlzaCbh?DOvXjZ1c7rm3IC!0k- z;-UVPwR-Rc5o-FPsI#x~e;$g-K!3GhnTkZ+k%<1~m2iLDosctZEihifypW~us65_( z@%}+`WqtTS*X$RZKz=q3=z64n)seVq`f{-q`9tT`aG_)baJ0LWqi_T6`{4LS&bBA< ztCmCin;>|V&msHlkPjD*4Q@oEp8Hb}aL^5SGjF}!=3jkjC;zB+oEE;<p?+>c;BC*% zs(<OsMBe>r|72PLe%6Zvdk#sV??)HVD*@hITKM5att<98w6Eqep$;v~v>O>g-Bspx z|HfMpC!%zSL98(jbL)p>gDlvb2>MQir{lo0hn5X<#=(zFmnlC`c#l2wG6P4h<6LcY z75_PjbAPOwyz&(K{$l?HSIL71m>A)su73btXZ$e=e9Q%ue;|)j2HuqYwo}#t^Rt?V zxXsSMuaxoG9THvC9p~o@oRDuzv)IBpozW*>^zxhpf55`8%UQwWMm#hOdG-zc$j;{v zIWA)^EK&1B-HwmW#K^(e@a6rOpWNZkYiJHURev|gAsIR-%Q^!tP3YtvPx6k(VveGq z+RC99dRku^6DmBPpI<)Gz3oK*e~Lbb`-lTEl@ikRK@xfp)kzZt@T50t`o^d*2Px#- z*Gt|3{eJJbluZKsAKp2iWk!78A5U}NxCG~RP+amBe(&gJ^NyGx?3Iq%mr(8sUx&$y z4v+dVccE)+Kl~r|DM^@`XaJXlJ}7EZ!}o32AI*Eh9{HwSK-xkZdmO%>YLG-8;nJz8 z2;l{PK^Z=u4}Hgv0RKI^@&C!mF0PK!I1?{|L)X@L9SQU0pxygWZ#Z9FP2-`*-1eQ? zWD-2rj<d<h<iHK-mbBlm{D$9HrmgHI&Vib5vA)HCBcW(A$zaom-!oqSRRg?7%C<?U z4){Eq;=bE_(2tN!_nf|F>Oj0bZ8!A_bH5sbSv|CuP#15@O9vl=&!5oJk~wg`NlIXS z4En-3vy{hse4r<BG2G$>@5(3A{Py^7?6n&f`g{MOJK=Y}Uha-3bQr1(f0){#f4ZY* ztneOs52d><?x*bt>g1gQ|4E=9aP76kz8}DAVF9L=;9bv{)=3Vc4orC(Xx;=~?B-_; z4;A3I!3K4vSy|{xdQ@Ld`$JE+<yI+Mj_><|bm`Us^iAgl7!08cdi5myL;~uane(Av z6%GM6ho+U&;T#^|u5`aO4ZlG}ao%n45KRTQ4}JfF=l+KG)EMHZ;fin1Hq$>{{5ubO zYRqT6@v?M9-k=NYF}Y$1ed3B@dKu!|^8`-Hv_kl_>lPGHQNpjoqwGcs^pMJ(Gs}Cx zH{RWyp)>W`iMZ2m`faHQx+6!uL)>`2>8mGC4Ff;_<uZ?4V+7yz?u*CN1Nai>-JeZ@ zKYwR*#M>ny2jY*2LdhG{JG(dkBb_UQPEJ=i>B1Y_>o`u*sdC`<?{b2Z(7S8|FDCN- zb|4}t?2P`+`xGA}zZ?x-pG@W}wX^{GGr<kIq`NTxddA3t8vX5eaV<9%XTT4<xAeRK z{(frLh2qzpz!McaM?UYt9G9D`OHUts>eKd&{Ws-AY@DKP_lm_Fl&iT;2jZKOywBDs zHTJB>2X)w?E^%{>5%$FMZs2577l&`1Qemb%gAl&g#+H{ma1`Ta9`(Mru0(Je+fovE zr9Vo<uco8msqKIL_%jW?iEEbrF&^w2;4c`Kf<8RN?79E<LRTWb@~Y&uUGST|%0I#a z-Q4butEUH0M})_?JZuR^yk?_R<pZxmR6ec0Yz!Z=s#mwJGyj{@o#ze(-}KG*G9L^0 z!im=2xo`vc$lvGX%T>dEqaLpoI>e12#ffwC!I*1FKKy~x6!otPn@`L`%s=*>y%vr- z)P9;&`5V5U250bgqz>v1W)h<w@Hd%X@2ZzcVn4(3YnH9+jzrr|rJ~xq4n)!q2HpJ( z(9_h~i|uZPE{xGJvGx&s5A&YXiGxQuE6c6BfjpV4J?83!f6n6R#qJgaox{Wp#qZFq z(52ahWuPx~^YT~+fqq%z@;Qn(P0-DY6+Kg4gs=38FXINWs1GF=TQ7k3Bd@k1EP?C0 zcd%~Jpx;1SWwq@L-fOx_uwV{x^{Zl5s1yG8lElPv7@phdjB7z|jM(47%l;wt0OoTH zq*Plgpy#ysPfT<LJl5@rpUk+I1uqkBH3J7wH=2Yvf*;lum$y6okB|N?!=J8;`frVi zTWuRU4h?V8M)V=gPPi`Wd!Y^(EN)HN554{BbyGRyZ^y*wt1Um>h|;yQj!Umlk0eoT zOhX^PTGf4l8$4RVj4+Bq%<Yn&7T%5i@kg&%&O+!>^*vHHb;mIO*V^B-uLAyEuMb)t zx`Xdm9z@=99P?vl1j~z4(C>)#F6seC98su0mr?{j?763D`PCl8lX%mnOQ;)4-wOJt z7=YJ`Y1r?O3f+g^*xkz&j>M$zbY25^^|GGj%rztURqsmpb^$&{!LCa4;lQowZioHK zce@b`^W&*sWIc%+qV`TXz=@6>cUM)K;mg-4q22!*I;YbIHy;c@*DiKjs|Ed>S|y(# z%Sg=kltk72+h54caq`s^_=(`KS2oe$%TE5<|0odm*r;DXe;s+Adn1Nymj(8W?`lw> zo`w&En45+y@Y0dhC;#Q}K==EAe90dAtExZk7dX+s|G=*7Pe0*8xM_b`Z$SMXyZBwB zPZB)LWmmBd@JhNjHOvlRUex#0wh6^a=v^e&I}8n>W26{iRXhTHf_U)}4<6`2m%7`( zaH2kX(tCro1^(Id_FLY{n44=!R!Qpw9^+}fk%K(*AeW@ZhQfsi$a{S$_!jgst%sa% z-$s8c!H3)ixSRD9(f^ChlMoP&D7%h(5>ru?`RhL7E#1w$b?6HUc=ukb1wY!Kw_|bq zf(Mb4a_4zOD*6;#M&!rP=WH7ucz?bIy04hQqS`Xl0i;<6mg|r&BhAl#PyoI@=y9^d z7JKGXoW=Wb?jppw)yb#8qqv31e+Dm@zD@GA(*gTeb{%B3ItO3NQM%9_;IoF__0zhc zF7otKI9%+3Izo(y;{m@?aO?cVsK?L+8D+e&LOij`@oX(d-CgiY*ZtQyJip<)x#U6E zZ<re;(FmM2aCv4v9Qnigds&qh@=N!Cy_#79bcAYirKgQ;iG*d%hMao%>B!SoNZ{O` zjkOI*g1)I|!JhYq6!Oz?IJhw2+-Yy}mOcW%PdRmXH{$C(VS^vNh|`D0pV$2J?J83{ z{k)(9^+T2qr{-PYxj3?$=PcoO!P8xT;~Dlo>Q+UJoyPZM3pb!ZAJ1?6#bn5o3!%5> zc=fyn__lce%<@_A9zna67{TxVQt#mKhTi6D-u0U$V%Yyk_Ku~N26L&WWhVwJ;V%}& zd_oDIi#I*i>N(=oCHJwRpUBVs!!IrdT!Nk`<M%|PEqIXpSyj_!@cJ(-q&I;R`K75? zb5|V*I%~q^DtP7=!5bTQx=_#4kXi)*4@5Y5uNmHiub}NZK}iRG?zypWOb*`b)#;LI z+=o`O!0?r9@SXdA-0J~u=f6BnH-o>ksm`?aaGwWJM<bcBj=rphW`^Greaw{$mHG7m z=kVmQ%=H>Vhkb5tz}XCS_@R+&WE;rWS=xO6?$_0Dd3ABT-&FPOt<RWGeSD4c#IqRe zO%~HJePss!7`jgHeLXn0ty!BZCD1X`M%2B1>_S}WxY8jRiT%~WfAmVC9SNBoHrIyn zxzbqrD3}xB2SXmef9xvy2&><0Mo=%sH%l|{UIN}&Qg&!ZKT^y7WEW*5>N|e{wb>ic z!9I(0xpWQw9zF(NIiR=HJ4tf72<O*;T%J1A6?&&i_OI*UO}dL?{qNa<ADQrVcLx7$ z@LFZ7w-VoDz4iGb^c2iOSNy4g2ND#{u)h$4?n*;ZnuFSrm^zgcsd)_bruQ@9bkxr! zZ_o9b?!q3_*QG7`7d;6v(y3H+4a_h8cacosjx!M(yJBe!|D*7T0&8g=55oSvmcH|K zH)6fU^x5PG#BpmCyX)Z9c8zGai8TTjSAKT*iM;GYAwE8U&$|`-V4+DJ^ODziL<hmo zXirerghV<JiX}1fDoy|5vQMYmD)_Vy!QtcIJP6g~V^y2TgF9y`T{ZZ?M|OUZj!(wt z-Dz-ylNt5DX(^9@G<<2UDf6>}udf(<t)0gQKhECY42tOcs=f?iCiMW$JzMIpx66g_ zwEn1d4s`}waLt%Io;Uqb!EJfumF0b^Jz9t>=f4~o6GWUiUX$|M=N0s#(=Vw$AinYE zusms_gO8*j>!;KApiA<Qo7ioMKI|)x!ZV+-pR0db<{akx^X^7xMfHL=9P^~s08h%@ zTr1>?dY>vG|G!EN%y&4jzm*0*+?)|FHU(T;Kjs(ln-lv%={4GwLfwfcEtWgJ#e(m% z=>9eR3G<zG7jzqk;A2yM-ZvV2GPe*%xNa%>M14F%9f+R_hvRyDR^bct$c`%XGWH;* zKf0!B2A=VDWW7%abk6Ta#cm=$%(exSoc;rxK`DAKi^7wr?iox}qQG3h)E<j5d~fyc zP4XQVkars+UfO`y<_ZpAl)VT2Ot!E1?=SE<m|@;%Cjs9*lKK7*-aEIpMdYb74#d~r z<Bk0K&`)U?rz?S<r8YIZeh>Nii{bV57tnFV^>n!TD?rzBr#tr+K9^&?gZ-eGD?yn* zb;IpH=v7XNE5@SlX60A^B7Yb3e`n9{>I=r6v!4RWmC!9o*w=67;2c#6e0B?J1D`9( zEIJ(s{ifZZOI02Gbagj|jJALqFEo#T#=Hf+dcth20&u<G_~%3!^aX+_FO%Uu_s;xm zR>pa8v2ZqcMc_G*ToUxwhYxjX@z(>{PQ-l0jui(#58|1w*}$`(@HO>_2`r6uBuJIi z7nZm&M`o~VE(7zW4sBnSA}G)&-udBI3C<bE-ti=J{Jx<}9o}MiKUDk!MsHT3b8vgv zAjaiEux(5F{L}SHUg4Lc1g|YpzjH7Jd4KtA$m%KdS^hH*U0er`V6G^wrqu34MDzG| z1VV>OQ5B?i{VH@f#}6)@L*1&~ll8jwvLp7Ddj(zphB|qr-|Y|dhF=pEqb~LUx6S_9 zvLu{|n^F1kN5R|HEYBTt23|a&L(eCB%8^(Y`dLe_hIw$d4h}Q)5uUxxaU#e5#HY4N zZG7*5%T0XB?*gAJWVAj08{|$5rkvyzL%)!>Uy*(M67Xuo?>D)?4;qq&)qA1KN~N_j zX#k%)6cr`kZ;863fVEV`1b)2q2AU3Zj)c~HRFkR__?b_kRxR?FS9MFKeR0)=(9gG2 zQoZen=j4~jk%hi#JALg-#M2Ey*>p=`=*|zSJ!kE(Cm4_45Q@*ozNosA`}x~=@5yVo zPS0bXO2O4xX6OMccBTiP2cKIfQW(1*xc9A#BXOn)K4IyJF_*-l%Q2OU&;hP!%H~(P z>xKJj+%2i1j(r~w+U13Uu#dR#{(~~)e<p?A1E%Bu;$+;8ur~MzUY~2Y4cxV!u-PD( z0>3!6W5;69uUg;dIh>926Z;=!)7A>UPkr!dFDdYtmG`4FX`qL6?ELi``j2~))o1>w zI}o>uqx51#fnPHcrmYWSe~9qj<5!UH2UL$Q)Gs6N54yTDiNW_+btq-o8u{>IT8QZ; ze0ah?Mbx|nPtnW%HW&54!>Ng^U!mYP#bpBPp|^9Ecw&Ch7`_C54?Om+z#fF#`uBoR zKOa8sXq<uP)n{~gb#oTJf%@Jr_kjnS(y~gvgt+;<?h5}w;QCn;p2wo#QHJ`7$&D8H z-Y)8JmO;m)&9y~Ws|_6*k$i0q_a{t>Ma~EK|BKvjld2r_Ik~b~E$%rJfiYV@M(41v z-17WYx4k$wb+?aY<9n$X4*lq4M?b*nT!|(L<_b8U+z<v{ipnN$Uqb)(o<k=I1Mp85 z`E|{6;5DZd?mD=pKo`=my^?tZdq9r{Oql9GH~Hq?iBHgpm72Y)yKUe=IBa@l$>V%7 zWzq*{EP;m#uT7tlgb#bU(f1F>(f_zL=XneFoOIWe<Z;w{Yho$nRSwYaXZo|1b~zJY zD*UTj*}?yQjegON_;gFhlAPuf{66i@c(gRz6R#WfKI@8rCpwi#dsr1dDH`0t-Z}O} z<M|zHi4QIl{bNZ758)ow=|p)SkVYJT>T030fPOgpY}9S&(ivE?s>?Qk&v_qGmw^{t zEG`uJ4Zhj(u5&GqBY5kc9I;gJO}tGs&!*G72>F^nJvLd;Z7er!(DY!gmqV7`@3kvI zy=>p_c@aG5f28r_$dmoa+`Cj{@&0UBm)lX7eNu@gZMX&<DDS#+BKiqu2bQ8)(C-*t z6hA2pekOHA;3pF`&SBctXaVZ6Z0E0HQn;r&AE>TtiNP=aB<q$tbU|t?7v-++fKKRJ zy54t1=$TYB$Wp2?$K4iZn2q-*dMYm2tPZ@!-qv4zxCi8MYQMb>qaK*ZFNo|xUc65l ztq<H)^ORvvGWzC%1<`E0e-Ou7&UUJ!-!)nEg?+y``mXmP_quz67a|`iItUzdLOZuM z?XUwuK9G594R}7w{i(9*68u8f?Ju8Og3g}yRH<3IBk>}F$7VLfk?5^sv26vOTK!z{ zj+@qn5NvfUOK@=|?)#694d9#<&`8ZNABG-0<pT8r=0U&t^>eXM!QX6qPH_<Dr0`{p zDn0lF3AcUNcLg2cBgrsp%m?!s2>eu^hW<&ZaqoHX3kA0;FKXiRBvrn*m|a9Z-lz{q zJ&1anCa{hs7W%e2lHy}oF2v@I#dMM@*axr7GxoLAjkqx|A!CgEYFeWnP>A@R9y<Ey z4C;}XE)!p2Gf%=s>Hb4{TGZ!0L9?}~;Il5U`l_K`lDMKwZ;d{ZskmU$25?8bT>7y9 z^lzlO59m>%?{w-f7j;J;^b;>BPjWz?d0^y;`0roXCty+$kd+EQ*SuY%ZO{vK9?uhD zLSFWLbn5D@S?I~H5*J&M7xQAiyiURQ*CM&4<&XXbnJ4=z$t~!t?@=-wdJ12kiyvlG zf#;T|uWToBLqF1fBuRQ7=4rL=wM7{NKNc2lpJj#*$rlnSSKuuB6}^fu@MJ$y8@api zeKgPH$J7I7atCn6oB>a)U3+oF`T=lqRo+fp;GO)?V<LZ0cd02ds2v0^@#eu(PH}vm zlEke~ZS&wsT**GNUPk{vzh>YI>JR?(BiGj8lT_$oAr~O+LWq5&u`EU1)0Cs`du0Xj z+M|N!4CeRPCuYQ5nJ^bl8%#skA`fB@IvMcG!Xy8`BzoxMNzqiynV>(xyQhN{yvMX| zLVlJTeEVWQDN)9tF7Y3WCVlQkbXdglUjS}DCqkV1g}R~MyjZaq_tfuJx?2)H*G<vo zM<?)nI7hV(@4(y=AN$-$m=@xstfs%?U-*IQHLc#`_8<<rdOc-n#ryMT8CgP~kNxS_ zlh4qXGVi9i&xiUay#LTC-z4ZJuG|o5PJpjFkNC(>@I=`gr<uLNJqS%N%ERV@E=14= zVLmZ7@LXM^cRFgF2)q5e_2<JdzYy=0=LK9Po44b`A1W`R()E*v8TMQ}6n+@t4ZT-_ zv1axj=mxc(eX+GG0gfNBl%8L6Anp_81>zFWe{b);=nq_ZGdYulI}o_&wo$|Y@;_5* zN_OEt{!gNU!%7!(Wp6*{7FEI@E%KzTo|GdY&~#R_l?;0<D9^8UgU4XA+ao0eefq24 z<r2gh^jFBOUnYIQJ{|R(Wi1lKxvhAivkM-?$h7yt?r-Q5NuFSOHII3vmsM#|I2X3< zcKUB7!2j@xnk3-!EO+#Yt~NRo!-bE^Pl87{-Sj7YsU3Z_X}Pu|$MJWwzV01#1wNvu zbofe&`RT!(S6B+cYnkxm{<;U;)AK>$+aUD19-Q&v3D}b}I(WV^1^2lpoQDB8KjJ^K zWxbcE6Ta4~oh}3}t^9KN{T2B1z__^_IB;uMZ^Z&X^c>}`A3s9>oAy|8`u0)8ThFMt zIOIbQZs+S(SFmqlo{Lub-@c4YF9B6W%rP{+mP-RaZ`!$QkP7wh@lBuk8t~}*uDlOE z1YBZHZ~I!9%8eL5`^j~17ISxTWvQ}H!6#k4eTX0De{ny@k4e<gFE#|K((yg_@E;}_ z&xMc3o#qXu0PxH<0aWU!JEFg;j?4|f2eImP!;Crlcawt-n!sOW3(~{ehwyv}leDQU zS7Jxt$l@jR>&{cYJV>z%d6Yrv>^U8L&Z2~cWk1yG`)+brL$BRwNqbZZb>JR735t)c z(Ays%PcKJZoZ2dDul3D~kT_!S=3k#xO*8$4*%SCI`=}{A#XPKFs{p+u^f(L4!^8Y) z=sQSu-9IA_9KJ(bCxiv_T|JftuYrq(+PC}Xavh1Hu31G}_-(X5vOdk33!h`R!|$}{ z-HG_4^zOHikGEG!=1B8!f9}0zW~zaX?Lhn0ac}TA=7*^JnNgQLj0?-{a3qZ9RRtHy z?1@*-{JDwS@b56>Gd{n9y|y0%ANe&q5w-RY7s^DTH!6Gh$5P&%u>NH}6mbT1vfY!c z1QX;_)>EfG$bm0BbY+0f3;H|G=Nue~*qeTOSoKvY^eTI3b5|}PAH;7Ro2*6rxPIT{ zlsD!T)MmrYE@Pfxcx@@;xhvuDlkqkw`gcW*bcdHQ$J}}Is-7}6bc2IVJ2O=<fA##B zqd)S;j~%t*f6&*JJG)2ZWjTC(=}*@!gTMK>b~)hkFYq{6b|&={abS{W=n#B+>$pj> zt@^S5n)$v&8}P_zIsKy$@Z_pj7Lu4S&qLNH$f4~4{>UucsiF({cn{IC6X!N+7wI+A z*O+6n*StCP7jvWbBN|@lE41F$ycLbQVWRa>UnuIfiWmOd${w!7;PUr-6@pI0Nf!Fd zqJ8jJd=@li>5KhMLOt0=KG1cX-@NXO^FZOi)6|H5l@Y&?g<Co1fhxMMSt8#3lv9sW zN&)_Q!z&&y0~~kzblSxV%o&h$dYy!>jC4MGeCi<jh!bu{ew@QT#Z|fQR+)J3MB%gu z;_;Hi$CEP(p2YrlGuPjsE*X>5Y$`!~PF=DtnEUUa@0j>X5S1g5r~8rllanLC`IzY& zEA%^OS6@X(SHX90i*HHtDtt1$=Jgi69EkD6`NxmJuLfLUcbqkauh3+*hcuqIe7JaO ztPlGBjS?h_VVE<S@J(H-KwK-_Mf333Kb>;JwBa<qUlr|E5^$>PZrT@==sOB{F(=x4 z!*}~wDc4CY=xl!7l<`D;Y<+*I>`$-*_#M{kyqKSTwQ^yBKOFi)z27{;*1+HFYtriP zpvQWvDxO&jy*lUpx=DPV1D&CTj}1Kty`WR?KI5E;ONKJj0#DkN)oZ=lhA(bb@W<Q0 z-;a)x(P*?_FH6}ovOM5?SBhu-VcFOl+N`k1(hWXXu7*yp8+)*y({kwFh93hZ6=$L- z{$5nvu1nAx*aZ0=bzp;jQP7n3pMRgybL;P$xDUmaA~#!*-_^te#}{VcD_mN_Cq;@m z%l^#Hqyc+ktIK$zGYmX!d(xsE_)<>`Ds={WFQWX5!bAW*XQ@lD7+EfO!qm1ukHNdE z2lFMcaiD%D6C)Gz#a@ZM0<T<vBj1WW=J^Rc?V)^+B_#lSK&;nhJ#d5Wtw9Ezap(su zIy|{Jz(30@4tX5~pQsh?><yii(B4w#Hf!wlymEr{W}XKz@cdPr1<r*)W~rb!@~%k2 z*M#;n;0-_CIb!+8g%}qeHa0?DR=;B)EhdD0FO8@74-Y|a%aUJEkc@oG^Oap6cxzd` ze`XAOZrkFQ{V7nlrutj&48Z4eDo(!Gxr{z2ZE_j~>X(=Qarv{-K({p2s}_y=Y{vqh z$=*!lNzO-`$K#!e!x~bO(jT!W=MH0I1rvPDmqz{L@Se{6RBXOAWlx-7CiS$kLf`OB zf%S`G=<2E_Yv(4x+giClOG6*z?Ova^5{M6`GY2n+w4y&I9wg&!3;gzxsoqk@j+mmM z*--!ONR-QwlRY(ZBAOy;_I_4&CblcL$p#){uC1Dthl?C}OfO|t7`&+LZ>H%o_!5;+ z<yMV!x)I5CgAX?a!FzRU#fz{5&!t?`TTzFeb+zEs=y%NB-0-s%0Y4!0qfN;z5^<y9 zdN22+D=`xjlzx%Jo_KH3p~j2(oaNeGr_{kae!n=&AFqPCeU*V-xZ0U8yX+jA0UqQ* z+5@t7Di5NF(Wc6l&6VI0|5<(q`MfhWP1+aytMNl4@+t5ba%8y^oObyAEXob4RNxo) zu3cL#g&#GSMYJ^Py!avyPd?zQ&g?^<*=8`8*!>{%cRu`Bs9QG1NF0dTVY?E8O6UOl z4}HyYf}aMDb#*O1_h8=>mBp8M-@-b)q<qkW|F?dhS_=M|barXvn8OWv^nl&sCE~^j zt&<0#3rG(T|M3mF`0IkFtzYIj5T3(#%+rCZhK2uru|&NSPj*!ApRV}kuKd;e=np*! zso`&Wfw|@6flE_V&V=7&d)2cb_@E!CYgxiM_-NXcQ@?@dVz&KoOa;2(QSBR!$m<8c zUim}WfWA1x!@}YKSE6WL^7rnSn43^fm43<SMm!r<d~JpJBX+8;sPHNHz#Rs#%XKB9 zY(D(jnFgL_r*zRMd=Mi{D^*u-fJfXr<(_*Jc+ve`HH$KE@9v3vYTzr?>C4?~3bE%` zZT{<l4b1URtsa@91AZxJ7AgzH-uuY>#%b`D$E9;@{gHQ~{7ZhIQ%Z~r7-o)vhyP_7 z8G8FH^fznWGs#hygZ{QX*9=`=inBEJh!}pZtntD$>hhdtX`;N~O>?4@-}O~G5f)=D zroH;mX)Q@+E&^v<zj8if96ExhC$>j~-Z~OuMP0^2Pce_;FsZw{8$L;%Gge#%;QOp; zzLA3OO(Hq4pkfGJPNRWW3UGroUuGaL;zMi{37;<N$Dn0T#aiV5ZzJy|FI})Fng&8Y zuY_a254-;_7vSxo*A@<Hs?e+5jH^4mjJbD1*_?F_%r$=+m<a_AyHQ_yBMCe*-wr7| zk#FGRp60#&=kw?%KIKx2IwLJ!*QqHE{FLBs6K{O}0|jrj|J(r&?3uHd0d?bl6&$Po z_O%pg)a-OmbR%rH+r+(2L2vV-y<-;@?tMs^(np-b$1yUAU3*=KJ!~EOzoO2Wy=*=l zAcc4|S)_C#3Vva|ybp|#zeahl)e01%uf=-eN;LTI;cAM&F5udw;gj35G@iuRUn;wU zCD5r@tBHQ$gMPq(Zovt0V|c|*O8FRY_UB-i!Wh&W*$4T#5a-oH1*w^opu-9LpuLQ~ zyGNg5OlS?x<B6=Wup9rrF9(M^;%CV<5}8ZT*H!K9`Xsr_k#KSnTTr8f&q=)#>n!TH zp^Y+yZuq=-M;0d?E`zVb@Wb|_eU8Lw51HrpXwZLrIVY+niM?1$71>ke4n%Wgq5sB& zGm&xPUZbZ6`k-x<7gNE%-jiLEqZGm%*@<+D3Uhm6%{}Xul(`3Sf-!_~PbB7CEFSLt zlZ&}cYcg|xW7LQFCR@AUlXmYwzzyRZM<Oly)hW9W;DeR)w`$;jnJAo()RMs;R4?2> z8FLO=kEq@`nV}z-=3>-Z2OonUd)^v-z}_3P`+mKe9>k`R{fyLp=*gJ5%)gv<Ay$^t zchBiK!Y5?G@VYbRXd~}DILwCqbwYO~JJGjiP5%{f^at`|zWmW$&Q63BZ@{iN4o{;0 z_LJ}Qs1u*5ruEIrco4a2<K1_(q0gAv$&wD-P&?<EcDM+-mG6QBbm-&S>EtW9hrm}W zao^Gh0lbHwCZ5lLSFa1{1gU7CuRUlj+p&&%eea5{&_n1D62#3a?}OLuYJZRcKH}5+ z+ZkD?Q#DT<$hCio|32<OzcO?s?-i~d*)l+%O?>q5AIvrG-5U6i)Q0DDTDMvSctj=V zR__>aPhxEWwJ&(2vgf~Ri;%zKn3?4TmFx+VmybeUCt*&q&f)M4^v7QRJpDRC06s&5 z4b3g6%bwR|WYP6OU$W^IzB3c?EX?%o3-reoHEqQ<pff0+tuxsLKbeA3v-3)_&`HqU zth@z&PjxG@-2nMo@U<cfJ?c$m?OvZC@XcC&_vZAk!bkYdy+=AHpf3>nZbK67PF%S2 zalzLUI)FA2{f8o$1KHb8X%Ad>WB<EiK|DA8<O^K{yAzT1<)ywKbRl7@EIB^GuCO0! z)1i3=o_6*}!&`Oe@a|hoTt$8i<WzV5g7`U;Z++hf?}h%IKKB~#<5Ve=EZrl-6;J6p z!*^~(G<7$X3H;yXs%tncnw*KBY)oXryTMCJRg(P&9gdKcy1HV96T$gPX`f3saD~g` zArA1)oY`bGds-cdL#e|tFQJQ7)ZAg-xdPplc2`az;>krnRfa-E58~Y$4!7I*=U(N9 z{6-PiXkHzi61Tt{faY%Q^$2IeHDz~59qzOEocZGveHX%u#b(3k19YU1rT88f0Dq=` zWVng?_fbj0y$R?m#p=B$W5F{8%X&3N13!{}uWbIe|Jo%ztF3DT{K_Zkm;vy{E%TYb zi-7NB$rmFwP<L!<sV*5}9y#ul;c9yW&V$ThntQ-wkB)u(;eq_Zmr#E>9{taO-}Tb7 z0oZfAP3pTl7J3KUmj&f`o*g8k$MuVGPM#%i*8oTC`Ka&Cfb$?rsdYykd6j!;a_u;t zM{3xULZxy1UQG|RGT=eJXGhj@E&;c*$mEyn|I=$NnIEM@zo3z=HEG*}$lpFZ=&uRA zp}023G!yC{CWVNzI4|aGYh7L1z~l0xlyhsC<6v<l%}#eBb}$-`b>VykPBE<8q8|;T z5(icEcP<)AHtRrlNE_TEBT9>(qc`MBLA^1PY2Dt9pF7*QZ&t1hc<LB;OEu10%59pn z)OWDw@fN-O4&-6pA_JXC75E&c@{uIKC-+VAM>80)5YZ9!zbs17KauiQ_XYo$?33W= z7mlC*d%8-25&2hhy?z04`v;>0`yte2?0kdQo`A<zyc0-!7kq${ud$O9;(d(Zsw(af zaXUFfi8mVO*)&<O9(<sPe!@u?^ncF_=hEjQe-9XvjyD2FTo_k9Apo9E{@jQ9h*;ET z3zJ_W3o%#N5Y#D-ym;nt#+%xUz{_4L%=+Lpw3b%GpG$dQ9@15<k`8>bdg{hQ@SJV` zb9CMDT()miL`V|JUS&sSksUIc$|efgdn8fFs%#=&8KFTUBC?;1LJ|rIA!J7gnZMKT zulG}L<@<e}`@Y6G=Q`H|$@Mu4;OA|Rm3L{wZ}tJtdStX6;T$IV`w{wvp@#xz>T%v1 z!p_Xf;Q5Wxx0*K}btG7Vx~MY1D>7K0c+`z}lxN7z^+Eu+*Q{FaHwyUe_&vOtzu^F# z!+w4FDAY-tmYP-Qb4$WH=xb5GSuSxI*BygT$@h9U1<W}FzLo7hjJolp>2#7><UhPr znp_?@@yv?4?ErWLW{y|qEua(I(ROn?qYC`}Uz5LN$d8wL&E|K5*WW(Cao!Sj^zoaf z2{FLqlg&LZZ{qLE<SJb(L_c5@zi)%-B5>;UCdIe6p!3zeb-T$1{K_ZBWj^#l6z66- zMKHfN=^GoL3|zUZsqErMTJSBkO`?pzrTLio!gV{q_iYW(6rOh>B13Mxe1!b~jKaIk ziw|HQ>U&1(y_=YCA{pOSM!e%2yRFfQ`1s{VErm)p`hfJ%mpzu~_dg`@^=LsiaJSc# z2j|p0PRc-MKl%;zw|0_=&^;JkAbs#1y!8fSW2=(`p*X8Qy^V9@HK=N!{s8!$9*Htt zD|Bp9b3b!&53MAf3_{!CANYramT>}k(~LEO^DXwLhF8ukKv!|$KLZVQoJaZNdoGg{ zyAtNDF(aQC;P=ZrR^AUEp*EGtChs<T!pSsY@RBz6K;KYg4Yqb99DXDQTn68oNYR{l z67@$AVQjPm_kzKCz^ESQFy>nF4xa(cn;+dJO1T&Ok22rs<5z%3<dpL6H^Ut2-pjc? z_;;)Gw^qL-0RLB$*RlnVNm}c@*USL(2+K=uKhcK@+AUpAm;yf?{meGZ$c`|t^1nnW zhx+%E@0MZ=&gYTTgs3IV1Jv=#_aRQ`xT^-z;ye`GI{kXc9CM=&Zh1)I{F%84H_U3` zel_Y=tCL~B!+w#lv#3{}O$U25KsVFg6Ir<82pqs(_F_)I3!(d=q?V={{hWP`@-ygu z2B-&%%rAitd@dE~_|=}c9$Vksk9u#l>+nZi+?S^uKi=eXp>DXhIWf$OIqnmV*PC|1 zpV}^t>N>thi*2m!=acwc{mzU@B#3)EvkuMLITG(oNpErNg093dxmI}^^-bubUSH%< zoj`MbJ)HNpwj4ndX~ebbt%=!js9OrB?@b;;{hoDjOB2uO<_t$g0{HzXV|SG{>~|>f z+y1$Pc(iTBF7{#rK2_Ea$mW2{P(FUxzqH?j*r*sZ3<8gpn8TNL0rB9c#VM!tF8Bfb zQjZFjhF-+5Ek&!ykvPG5GV3nx<(`dTeQiEBf=6ArcPI|}V@}eGYpm!KskdG|R0n<? zlXTG-IF@*D_vi`moQ&k{pNmRxkM~tMo8bO@P~8`9_a6Dl#h>X2@JzK;RlNY<F@KJj zFhv39O~|geas}rlc{4uQnG`&C<oP_Y-N2<RdnA|DpzGS6I?F1IzUKZ!nYcA@jfvCt z4W&-R-=<3j0+>U0+G&!lUuZ`dvdmGCy>ucTU1V|I#ywg7AeD6#x}X1=ybDU*oC&{> z&f%M(E`)~Io3A7h@b?Y>YE5ed9HpZ+;P5f*jou!e$)iWSoZ$FKKnF9{#9!Nd6?MBa zL$QM|e9$}3Z2^oRMug11+u>Z~|IqTBsDS@M<rHT?oEu?kDOb6V4tvC$d+WlVVqXCp z@4_n%=n=Siqs3<Ih*8<SB41Gl*ZjCE5ElqsY%KM#_Z#r?r|fP9<J^)8?N=Q~ytED* z))oi8VD(%n`!?#8YnMf|$&ok0e?F#4udyQ(db3w+(2pJ5wfls{H1bvdbX39`=B3~K z)aVHV4lA`q$C!b6PhvLM^C$K%B$~+|%f$SGrbBP=AH?r&vDORFOLVMne{W;Q{p2)y z-~0vsae@_pvyT0Xzmnajfwv|qN|1V^Zn&CPcBXkBd@hdv)``Y>Uppcxn+zV$XxD*| zI5OP#CF86*@Z2oX4yHSop(ASwZuwXL{`_82HI8!`*c&0r2mJT#%-cKJ(5;-zCpgHf zfj?$?gbn&Ym;6>W>?h`QSm)vixx>I=2g1|Z;AgW(OT||j=RRE9>PI>Hq6wM6>r$Af zT$n7hZ&<*dy_1_oSD_2Is%C$t(;fUV4P(|V==y}l2GT50w*`c|wLI;!Bc?J-WZx6m zE59`2Y}(~QxKS$0{1%7qSFQM$u%08~GVk_q5B6{rW<~UO<N0Nf(^n|m#5{+^uC)ht z@WaV5Vmk<4)#H8;&w1#j@+`a0TJ44};|{~}2k3h#z6|#?A%5R&4k#b_4|u~Zjp~9u z*c+%qVM9iRIoUTenwscGd}C-ee;va<62)iCDW{zXvcl$L-soc<JY{vrWd`mXphD+) z8@PM7n-)V9bW}B`{!3p4{xlHD>SKs{YH{J!mmctK^q$x5E#W*Id1da5`B*_|YyXiz z?5o(3$Q2A8v6M8^f1J&pc%-lFpALM+#H_Za5uamOWlh=web0|bz7aj}z#h6Kf-ixa zkKXop>xz2o6J>@BrOv;fJMYchhyAGGWLYmsFbBOo>$S4mp4h)|gWNI({+}{W4kQ8( z&Nb-Un)r=#^ZeVA8|HWgd<{xWPXn(H3`!tKp%c<kq7eNEAHB;3f!e>Jx82B<r1FNJ zhk1-U+XnP>olAmWAAuKWXXm7x#QhP!k~quaM3@!tQxccN9#FfAyd2=@#^K~E^vgIu z<Yd8bPGL{P=ZMgBa_GKlpJ>y#fj5%P3tt3&s-_WEQ`+QA^p$e;?C*!Jfqhl*68Hg@ znJr(-WqZQn<Bx*EOz`ColsGJrH{U<8B+fy9yOjOIuN0p<aQ`Ld5!BfkG9kQtn45oa z%Kw~RgBw9($NJwV#PMS%o;qq{UZIKk-nT2z#id_L{x1V_$E%$;_Q+uVmgyBqz$sez zUhSUt>+EwOI(AMEe@1@K@t&A30zVTNvEcRrb&aW6^wU<%qbqQPa=%2K-a*~+tr2nc zsK==~JK$_RNdt{f@%<J$#RjfyL8rY)DjJQtXx;IL-FOPVr&*@?*>k`>c_Kq>fKT3L zZ&i?nK2%O*ed--2-ZN#7@9#3q!Obj-+qIyM|HJlC5PXn$+^zdj0+@Ft{b-?}2mY70 zDu5N|o#Iydat3gm1??jfp$zcVU!jxT*JVrGknsOn$Bg;tTU64q;0GlSQ!=#vKwLQ^ z|J8Z`ep=}|n>AJ7c`a8L*zBO6svkKc@*Z;<1J^lB!MjQ6*-*!#PjkC#^}-5xSAC4^ z5h-ElWOk{Ao&`==e&LVoCp;(fkee^4QGeW>|5)vWyjbHSf8YrTKF3yxx(E17nN(KR zjMvZ`oqUp(mx#G%y-&Y5cu?=NC%q#R1kUF4vOf-=JL|X7e>G1LS4ykp{O+J0Tu}@@ z6M(qqmTPtue6e}om6d&{1A;B2jh}qQUUGp|%ZLg1O`c%2lt;hNXO&nar|v=6r7xA& zqwlqp@QpjM3B2y>*&cn=i>GRw<gaBp5+55%UlrP+Po^|uS%}4aQwh}*@B8q->kX;O z!96dsGOd{na3*Zac}OV0FI7L9oc6(d-Z<OunM+jgG1$kF6891PMWVpRs15An^PiC7 zeCtfq%V{og>~JUav){!rG`bQwqlXo{(cj)n;X6Df=16Foep>tKih1mSaJ5M25}fXh zc?=`&@1>+YCP)q4Y)FeX4S36?uxAtEc>YJ0DH#J%2i-b%<=$Kq@TOmae|e<ftM!_C z=0ZB=zH66rMW-;gl%H_Z<rLy!M$c=0Lw90dWc$TV@D3FAv=Yy*;{0-CIB5D|Pu!!P zXRh0b6NT@D?#^NlMYfif<uLMW6j?*ydCXT*Kd(~Ff<I9M*MA|v`{=@IJeTPary{Nm zM<LFtKU&!8Kj%&~IJ{z~i-BH&@p7o|Q{dIpmql)(PB>i}&At8vc*C;uw6&-cvBPHl zs5##Mle^=k(&3n|C>l1)XoKH$dY*+#r7hw5`{os<chE;=BphDkb08w~md|fKMBN?1 zwRQlw^HTN2KMszlPrNs+iadbp7{8WuMf`qwA~O4C8T6#ICf9O-JI-47*K4@j6VG~> ze`p;>ys#|%%FF?uy6{zf7Sz>$0vxm7zC*tC`4icVdo;bR;@>?4z0hPw+&_PdT0&&~ zA|vj@g^Gi1zy$(6jB_WUejm55J5P<iD}2Q0u^#eWp7eWb5ya<*`U56+fDh6Ru(s&^ z<M|n8I2`t2pXHS$`49L$V#n`hy#s$#KX<b^8SkeuGvg2w74&E-ca2PDa1Lc6qEj%J z{H<F$fdX-R54TGHy=Kf&lJHd@1|Q~Pa3w5R#)IIiI^M+f9eAMR_R)hk!Ed`C_;Tw7 z=3a=b*+co5OBojAIQz|!;A4_}7?lCv62*?-E9gTX4)2vKXT;pgj*1@z-@u1G+ds+p z5dMpz^Jhj-pQMtnk>}&Sd^-0kegpjbVEcbJ5-L!y2u;%++>6hBKwy_W;`TS0nz~DG zQ6DgH+Ezi2?X8&ISCj`|`)kgmyY|5^gDv&2tRLb!{f)<ls7oZ3BAJ%)-Z{Kp?f8J_ zqQ0YlZ5lYuil`t{1o}Y!?YAFJqdpNxe|=U1yzaHc$s&(j=;`;TZn>Zz&Kc%EV*p*| z@b;dy_ZHYs$h_~81#r7#+Kr-1(4l`jOs3d{dhtx*JKlYWTk+S3B@fh}+~G5Qvf%CY zs@!k2|G|E}-UPt|*U<-MNo$0m4%_Yi^*>+S!|Z`Kow=0op?fSUcFP#N^(f!(FjMFP z(@4Tkc7u=DWMepre{X+WWhS+_8{uu!Yu($3xdy*^k5SwU|KEk4pI^iOjqk9CY8Z5} z7wr-goID7*8%iU$G5<0?UPl|%?Myh@@G1Ct+Y{+aT&zD)C-3YqRSplq`}!`w89)i2 zG%5q-23I>GF#nfR<uH7-G}xX{H)CIr>dV_Mcu#6!9MwV4+eAu48r*C|e0lu0N)~e$ zYdYV`oRKHqh)T%pN(G+Q;>Al39h4UZCCwER<ZGFaqn5OeM2H2SCb112<{-bTQw#QB zo9)iz#QSEuEAmzcdY?4j*O&U~;LBpf_^k$YkCUn4{&w&$=P19OPc{aAu;=a^<2G=- zOrcg@^fB&fEL<N7G2e4ef8*Uc@>AM>j6#|?x7(7}_rsq`piA`_$-h4Ds$1Pq4)A>s zwr4rORoyc$X?kfOuk82Pb7vWOE139p3VtLX<(&E6Ujx3rHZqZJ0bc@jSB;Cz&{O;g z%C|!Qd4H|5YUBp+R1@QjT*T1??&N*(QJ7;1d=V{${IzJmc09Ho{Z^dUUtP>~r^@<j zTLbT|WGgtC+lGExq9N-R@`MaUdEpZH4k~pY7Ts6qqhgp=-)!K#$~6gA64;ZW#5*u? z(UJJwAyUGd>Pqx}uU@n!#hg^Le5J@MJK}T7z!)j|<Q&GNis#no^Haqh?tk-dAHcyK zmB=3~w1Hh0z%MVfn|CRpKk6Gfc<dv7y+ZF<8;t$Y%e#!7Gmu}RY%j=Yi8>Pd?D}^< z6>%lb6|OTi{O3lLd^S3CcM9{g5-+UxPeSj(BUN_B06q!APPQSyGfJ{_y`|#7-#M?? zRia+-&R;eC;{}~?;B<=#-hXPy(P@Je>|ID|%I^CK|A@Zll&q2Pk?}k}bp*ZxS67Oz z*8v|+2=4gybOboeu><ma5}1?dqcOdW`kPj4Vy~_&bhzCldD(N&BUoSe97J9C^jVx= zAq)1lPPlz<jKcTYYgA|ty#Mb}$>_B)e4d*rmXq<&!`^=EUEqv(eO{$(As%`F?wr@c ziqM^I*j)RPfPO3P+QC|OCqjqwS1j{w=yU|e&yj%_<MoaSrbOQnZRTDlr{qL*cCY^B z0siz?CwFNl;<b-y-}+s=r>?CWu`hMtS4>7kD8ztwk}MLUc)pS|C;Y^7a30OHoBe?+ ziCq3HtE~*(dX-|egduzcSnms8ZU>(k_e@ME)tTVBZQY$$=u9vgDeGTDKW8zJXG}JV zdEpJKsN1L$)}olpnNe4A`|SHjDFGjrdunR(7WPCqwQ$->6!7Ghl>1M|u=gaj<NOZr ztdElnlb2D?9ZN0DWdk03xI3|fg~6F{`0MCE$qt_^;&InoM(_gXLsRe6K=(J7(sKy> z-<M>{-3&N~+;i7LIf4I_>&%4(oWh(^n-Vq;BL1?SoPKi+?<d1LM^Xy?bMGi+9Qa&! zr~eXZccD+xytJ5u=i?}~LgIhZotVBEJ^fq8m5?W$G<;>^N(k0{<)M3nc;@ll`3LGP z!I}2g-{YXu&p0qUdI0l)f@)EW8sGu-Zrop#Lp<;<{IVtm9}E+tzsA7(-3NbmQGW)W zc*vpHbK8+vcKR!Q3wW|p;Bd{=XXxt$IVmRGa30d~9_Ayi?(r@io(RKza^E+eZh^i{ z&HT;*VbooxBr_*YIS^VdI}Zfj0^Zpznal?srYZfY!M}brDvz<e{4e?mld{NBd+??0 zPjdG6g6}I@&o?bcKc$j&svrE!5}lkDB@Og+vswBo=wlxx`;1JX-k>pl7NcPcK1gFD z`!)K<#>WQF$z6c^d{8j3{0_hW+@8>iortSq)9fF>KmE9V`%fT#KSc8=t*Qj@Y^Ln_ z_)zGn?lRHd%fMX3)k~xr_kqj(T+}sm!~QP4tuseoLAN*b>QFA`qxL@faZzKp2NB;| z%yJBSf{HKO2<KqVFXi0v<2E6{M>_SV*X!ZK$W3Lif_g!^-tkM95^z6O;nWD=UQG)r zTsqlK!~@y=`#1}*SK7rUfLt2-H1>$tZoGeTrD=yw{QO@BpQ=#ifp774ww?Ea{<$c{ zRUFUrMG^O(L%?-6-PXGP&7c3xkQ0=5LS3icCA<~tK<xGDAYnNHzdV*JZ{DK6VctlI z*+O0VBG{cq6u5)DEwvQGPkVx4*xEu1`p^5{I8Vnv_8@$Ve*V6}?naDUQ3^B)z}`@= z_4ZS^mn{>ohd2>u-R@<7X!r)-3Ki$mp{N6{&O0BRlK~FR9hmKocp!6!;ZG891ec)} zM=d<BfW$OyM+@NcPRn}bh)=B*Dg%m-;h)K`loyQrJHNn`Qtges7IS;Lccx$-r01M* zq6Frsy)!I0T%e11dg{a9U(N(~4IlLcBkHT3pplE@jzsy$k=SU=qkErK`;QK|jZbvX zM8GI`ij!_{Opv#(UyxdMf$ku{lZVAU47@VkZ9}pScOv$EWXb$b^o6-1&sMI$r^Q(P zxsn0+?9WUs2T)(gl%D!@X&5}yl<1ipQN-c+o=b_C6Uq&^AH_w2eJtuzD#oPnPZmFU z`g<hw%K1v2bKr-P`x!WVJ+Qwxb&ALZuQ_+%()3>NFLIaaecpi|ao`}B-Gfj^oL!l( zzYSbcBe5z9=WqM3;^ftS;5P64=$`^F4GGd2+I0f^QM+3t8SraTp8S|+`!FYYgEimj z2=L<HPSUNnoC#+;TL$+e^wE<64{t)psdLPwp8`6Hz`GhUe-khdvLki+egbeUX5rY~ zQ?A6Ggwd;STrt;>$Cw|0ygc2YIa!VRfHf(@oEf}6-`>e#ZoJp0qS*v5@EwgciO-^$ zuEddt$x;esn5!(gR;cy`JiflrE!r&j!v*<sK2HU{+g6Vl101|1cz8(|z8PD2tmVG= zdsp^HiR1Ux62uFR;=T$dUrtM~fiJ9nsn)4p==ypRnL<LaN47h6<tcn&)brlCOwWVI z&@fGY=j%XNmW!l_fu~v6#jQ~C0(pafh>oiedX4|wIa|A(2-$@pb<5YTM5^0^#4h}K z_7gLj(a^`Yo<FH?4*c6)!KT5l61adE4R7IN^b5D7-LKDM?#J~qdGIIf4?fK-mIZt+ zexPIj&T#1CZ72A6p#M0%XN%qw_1CRLs{*x9@Pf1)1>x)9r(#}R+6|qsKe?q#7V7C4 z8~JEg+((VAIJb4+1peCdzEK6Jt97edW002~O?yZUYQX>1p40Fi^i1UACQAJ1R~qkG zFR1Rpe1z`)(iGrZR0b9gYvIF{NfdaAz5_nVN*0}o_xiQ^nD4V>>`g4S&0EF!wP4Wo zlNQ1J>5tFc|DG$aZ>Or>H_X=!G#*g60^N(&`0T}R?u4#yq#ZZ<Jk4o&uAp`3jqYY% z;ahhn$a|viSYZ#`W45Xg86V7RG#-}i!u{FWHap-2|AoXd=DYq@&V<xRLBKOn+&kK& z+}fAu4=K+!_%Oo9%dk#>JrKB4*{S%{G1O^f@q<5r!+fq0jJSRkaUt5(bsBME{SKw2 zqcnVv1ir2Xqpq8g^SjFP7xi`9cFJDh7+W<u>89wrNL#tykOPlB_5KA54Y>nxe699= zUNQX495+cr;JXl}>&>ENjr&`fL6Ne6zQph*O@ui5&o@FWr2NQdViIy5&}kOF%1P4% z{!x0)u$4y(`@|i-nOvCzUdt9NlS&1B*`NHJ8;;NqC;hm}h|lS=cT1iP`NqTZ)=oR{ z7L;?3O}Re;&y$^v7u0}1$Vuty&v;(}pEZx4KZALo&&STbgg&5dM8U)K1o}S7ft!Z7 z7lrie2Zwh7{~zKSJ}l@)+-_zRNL569`+O&F;Wv2w+QAdPK{y|d5jy|kEPvp#%X$^` z=;R#NG;qJlm`uLL+=Y)%C#N7Ccog|ti}U;a{`I2;M>l|{-i^v_+5$gyS=!*iRW9&w ziW{G*(T@$vJlg)w3!ibhnpfj(&@p60b$m*(C!~K2W(u#OZxt$~|Bd>xAeTDsDD(sA zBKI$KK<7Ac=>E`i4$PCAh2^w0!LNW%fMyeQZf5h#w~DC$)ifS<(;B%DXMbE+`BRDS zBQ|=x0`<k;KGElF;B{jQ^$i1&$G*!8)C7hAccBs(v;T@c;<UMv2HL12Z!5j}0$+bR z&qMb%iqL<n=q=nseSc9^{@#sNPvEtV@4q@g55#E6+|K4f+<#;5wOa)GSawBw+crG! zzvO(3k?3DWuRN^-|L(!I+akXcKR<MRw8a^^l=AeXW%TKq2a6n(zG4o*H(Hj83HeE| zHpCzO73-6?)#*47ONAU2(ZHb|&kUBHrT`DDb$jbR;{M_jmW^P<^}7OP&J>fVuV%&* zdipVc;5Alw6`yyCqV!rg`m8_k>ZDe&4um14yeC}%bUSt3;icS|9}+gWbEF>gqmoam zw!G|#@6+cDDiokk_jA+zum$}jkL>e#=<%uKHfG0=U&l2S4woU`c$qHRoEe24NlHe~ z!VAyk?;*o+7w{ZjiBa*u>lI=JbOOhniM+^&$B&rcM@7O><ODudGPUGt65^bZSRUOC zR?LAJx~#LAVh^1|y+@K4>X9;&J=|fyHD3w}%9p^WI*FU==SAQ{%&#MD9I%J_OU4&= zIp`8!OiDHZ&+YX1qh($TU7LM#{mM9WD6ztd7KnS%pDTIFX3<X_KUpyf{a=35hdnF? z@FSX`Oqqc0__Mx-(8M{^7hS<us?p~=KRJ{ajDDeg@jttVDVV$H@W}0rfF4aUih=K} zJ25y_q{xW+;g5W4Z+!#w_)9D#_8;7dO5-m==`yGn$G(;EuVCNZr|d^UsPi_r_Og%S z&)t7jKkAIU_v)6NoH{=5F-p?<ws`pbtNH7M;P>~lULh6cM1D!EQ*wh|iN98;b1#9q z@`t}ZIrMHvw4dD4H^hDXUHOL^eK9wCGn-^4c!=l=LWzsmFXv;e;jx5yh_kopzoOq~ zuWZy>WWap-*@^D~=qG+S@2T6cg-&*(O8eq2)CUa4*3BmoH!d7bS_;PARLOS+H=sw` zzBWPJm<FFqfsldupS)ic7xMo)6Hc3#*FGepj!o2>dJ0_v!>oe75%8d%jn#WUexl#` zz#)=}{@v@C`SMZ|csMq`pBn#Re|f)7(tr5An)9(W6NpniXT1)ZB9C5PIn%%ez0LyF zNP`*hL&tWlJ|*<$5!}+IH*%pXmP#(Zbl8c=Zyq;e2Yw%I%Ui3b3H=f4AvQKM@N%b@ zIdXHMx4x$?sOpOOsX879&OGQWV;eW7=b`g}eeg->mi>nhg$AR3CzUJ=o5j7!ee->K zQ3E=Iy>@%gAWn(jTR!j%_2zu#JSXECd;qjxTUGW$=Mb7e=Nkx~JnMYSoxPYBE9y^< zmjUn3lkwl+IrvG1@$M8yAMn@p@0ER~$Qx|g?bWToB?oR;D&2>loIwuvW-NX!I2vQ- zggJRhs^<<v4umF`dS|r_aGds%gomh0j};Xaoh`+Csyi90^Uj^nDSDiF0=TU60#~Wj zZumZ|)N!0fKUZ{2d@Jw=_O^3ShR&nEIGZgx*!3HGxbrpm>2JcP$<i(T7IYD6B03*x zEa98iaO0q*8tSJfi65WGLAS_u<yHZg2QjBkJ#^;|bdRkp#e(>Ji@PRwD4~wlGW#v~ z2Kjum{^zv#HRw|~PoFoLM18$0y5%T2>iOv%ce1mv-}|l`JtOMm*Vcjy_vgWTFFfyg zvm3Z1qd85&4C<G={KP8qmuSkG@R$9_^O~}T8aLr@R@kcEjX05cs?7e;BJi#Ix%HXA z*CbU0p3Ms39FkECT|S4t^6-HdGr)U?nI=0c2GJ)k{SrTnxr?0JOk`ug(JEc$jyTi9 zpQnTV1f@Qnqjs}{3;GcL{7e?R2uI?GYG8LG?!o>)L5%5mUi@i!^8#wvFOjmzxRnUp z)<opq8s0mpr<wf_Gx%>}??<j1&}A1Ne?6k=L>O*`{k#Y~_Y56Z;_*;-g5yeE(1AMO z=4U%3e#5V4{)UdPE%4pzMHke`DUd(MQz#t9(Z5exEKRinUr3ykWP&bd&Z)sCdm3>o zz*AufIIzlu;e=No{IeSz4{iakn5-P_(nkKG?SJ`UClm0C2dpogop3K-?6c+-2T#EB z>rOE0Y&E{Xh?|JJtH<?UIJ3AD%-S_?y_H=Fo!A3+hY_Edp44U?1%9$MHKvmYJU2_M zYJTA-^jD^vbNr~6_moARVnZCQdH<w02l(!&u=Dg?+}Gblclumv-JzGFu_Z&jRr;*r z<xK*5*O-qffr$4-a?DKhWZ*sRPl&kL!1t&5;FB*_$Pe%KyyZ%AB^DOjVl88#6OnYy zD&$2SaQwuHCe+&pAD>dJ+6`ZVXSx>0yfC*O&v@h@aL}Lt`HLIpp?e->ppoT4o$~go ze%fu!KYH2AJ@tW}j>eXsCI|71Bg^k{7viw#^PF<TZL2<C-ktc|b`)RvB3&Ga%ez}= zTVJA|P?mGQRD<_HolD+`{<+g;dNmmR)PbQhow;9dkHa|Yj_<@=uVRZYGd|xfE)NTj z44jX|tEbLGpXZ+P)FK*ndIt&X!Ixd|4OcNVX^i(E9_=1@!v>!Qd7bbkqx0BHWOks9 zmK*)olHZqq=Q>Jd|B})O=1t_+w$hL{tjQw^dcgbqkZ=4`cO1`QMbY&*aAIv`JMm2T zvX|HuToe<>zNfywJI878Iq09iVg=4W*?qQHVJGs{gPmO2_&ip}hg_YPuorClvZyEC zbIdtf(k$>-3Y81wZg?*8t0S`9;9LAiZ)lY-fR7bVYmMCjd~RsR@iJD-y_u7xM^!*S z$){4g2e>dtNMsxp_O9i;t3A(;`Zu&Ei!SgAc<w*;D*D^l6SZ$mOcVFw?66`~iyF@V z@}HZ^BjEEwTP&^a;`2oXwS8}}BkF9gQa_A<-t|{Z;KDNx;--Ga`#E3eF_~WHN1$HX zP`QxwiwU@r!t<7KSKw2dr~I~&NB!iu*(~yaLuaU)EGQwqy;r)<9SuD4!8@~i-rzq+ z45cR2f#2n)S8e=+F5~=x_3cy8IVZoo&wUNPHW4n&(dhHvm9n3w6oHTQCyl+o-owwQ z_1)LepNK=>bSHgg|LFtfJKQ@^?}y*rW~4>E!$?J=2Aq{T@117>nH}Nj8NZ9%7W%C( zc}j_S@O6J-;L3UledB*d`#tW0rx!g`l!bWy{#$r|oTUrFSJzG(m+C;AJiFe*t_NId zOnzr7@Dx)?U0s@k(39PciEOEcp5x@VmFla|A(V@&a@&Icj+M2YK;Drk4G!NM3jMj@ zu{oX*<jqPO=|Q}YN~g;fP41XeZ~Ks*EQ`6Yl%^feW8t%?Owyu81Ag^)Q0%*I#Dk*x z?I?Ei3E5|iC^+1S0*;R@vkBl8K0GFb7O<bR$$$P8`ufcXCYRs9xA<$#Th&CNv&@Q* z<VO8F{P1ea1@Lw|>-Y+vV_x-+F|(K9Y1DBx<)1FY$E#Dl;O}XigI%)n<xZ%hLwSX% zq7g?FcI=Z4(SSckih~&!`o}9(V$Z)~j%;~dreT2|^Ty`iGMm6-jd@7=Wda8g_c)@$ zAn8d2o~hGz0N%GSl2^(IJ(6$c3Bz36mrE>HQfbit3xD{dbOQNPm0G&o7x87s-{VU< zxHobqr*;THm(sUNRpxicm7t+CHh6-)))~WmJHLVF<Rv1R_;FvjSU2xWwcxykS;UHA zZ?W2$fX9l;n0xpZ{OAF2sJIt1jfbF<+Y=%zv4A>zOm4lfiW&15(^Fd8;Hzu=xNfo< zVQ<`f^c%pP^X|2tj7J~y(Qbli>jQWrkDoRqlXgVHv_HkVG4QC{?2booV!jFDSs&D+ z^g%pM!_duBa|ESbLp&&Tp0$&bhtIjg8%0L+r+RM`8e<V(xAUi3OMYR#YG9b`YCL|P zu`53_KDT-?P4w=sh@+Hq{>+%y{n7PAkYUcA5Z^)hZ3P|+1<Y?HSPGDbmW(1W+DDwa zq5CdW7jyNDYKPvFpug~ANw>^&Bd&P3pSa!+ziro3M}E8oep1y~Rg8L8v~<g=67R2k z?&qZ_3h0DBc2e4@BF-=?`1#?_k53%V^hI7f^md<w+ZXhgehGZyI2Ygkl4uAUV?Vj) zgSnOCz_nFf)B=I~sz>-Lk6L2>d!6d+E^6pmDlR>mMBl3$z|&vU1^mq|XrLT<zNq=5 z9S?YqqHy`%gJRgvOTH*G2;P~|I&Q%a`P)j6yn`Qq&%fSSUHcH`ihi5@y$F6Ik6}e- zD$<G2`*Xi{@G|PVTsj-CD(FoId!t<Nyxc@TIk@|QKNR}(_$oj8h@BMsb-_olUu?QE z3tn1(yxZ^kPvkwC6q$?Rz^S;S1WhbGh-IY|p(@lvYiq3nE3ByVE@<pG%!7Yl>-T&^ z@H!Er7gZ!&JP4ZU^HKlB0B>`ZJ+Y4d$FuEw|NJZ94@QrxV+7#`b&sB+82yts+q;5d z)cY0op7E^S(A#gnEj)z#UHWc`mF_6^61`|Qi?MMcG>80M)lXyYqw9C^`X}JYt1J|x zw_S<<)U<il;g3trR206!2i$GU>eZ46biv<z&1Zmn=p_AE^)SUA^E(WQ%+SkMuQ#&r z>%iwH#)u>B73OChBhx?0<8v&%O=G(czevH8i&rPyiP@OcW1OAP`LSgx^``vu7dd$E zA)fn8ksCiR>M~ZETK*P%|G?q!f{c6EAMhWQ-3BxKA1H=6H1WPaxTLPH<MYx92{SvC zL3f>Ok`}qoo-lm*qqz8m6G88N@7=_b13_K=K35#L+mQz*pYH;<V%)0ulz}+~723(2 ztc94*pmH!c76*PVkImx*?r-Zi>-G}xiC2oF#q*cl2|tEk{$p8~U!-aC)CPaxsysto z6pJ|lw*$dZdJaV0_+)$m>W&-=b@vEQ)E5ior;n&%Pn@yw$ZqIze43kg{L?XyAGZzO zQHHrL`=jnd=<9L<DEF+H<9s}_tS@c{?!@?;J!%GelFLJqrFhT7%GsO$bf%Tk7jIVW zh91|wM1&mpQQ3hiudg^)zN?ySh5|0cCzcI?8-2io79%1jzM<YXp04=42_AchD~1wv zcun)QcU8Z@cW!G_7@flTP4tdDe&U~hNs1rU4E)9_j0YXT|C&Y>S;rRQe7&){t_S=t zqwDgV*C+HVe9eubod5Q=IUTB}#eLix?xll$8>}S-f?jxDqphDDx`DsSX^|(ERzuet zIUx50@n!#o727}1KVFu<S0Qr}c_53cI~;xCo01<_)YaevqC1}?2fT<(U1!F}4gGUo z_sJA@M?z-)d0<v6{L2*iSzOqlmwUH-+z|EML(kqlrD@Ouey2BgJB#{`Uv{Y({m$>^ z+20X3SBrr<_WBX<V-P=^9gjS>WLG=&ZVLI0<^;R;AIuxdZN@~!ITKIvcG0Kd^RUrp z)1EmDTsur!Qylz<hHZ&;GU~(ZGuA#@$DxyDA4_vz0AEm~cc2aUdQ<;>%7I_d<)&qn zR|sPN<mJPrlojyh5LNm05%<EsCW-Gi?#;U-YsWd9(^ot449mbXIywroY&oJ%T)yu; zr~rJ<d1-y64Lk?GK~(|vq8X`-sj`w|KFDKrRUN#RN>03IG<g0;ZNFL!4N>oB+=^#% z0q(-M=hgWl%)bvMK~Vx+Z_%uV5A~^JjPQp!=oFb#PxpCXzNOXB<CKk`1AG8tv@ZjX zEq-xk$XFP9Y^h2;<!8V>c5=@gBXK0UejR*M1irOH{_Jui>Q-v@h;6xI@c*e7JNSW< zm&w?Pzd#+%X5?9(fc*AW&LrR$>MJXLyOSaNf!9oE2uq?)q}yR%OX_SxT<tt|Ar$?? zr}|3|!lMw+*MySu(1%ttrKgXJfrnRa+Y#l6e%9;ink5hXKGgbjq7{&L{&b~kB2UyF zd;NHR19c4bfnB;u=<_d&Iz%Hbt+0)ZXYB${wR30xMZ~f1b*b}hxW{F!B}D@asC%8+ zTuIiUH?uh1BjpZ1wW$<OZ6WwzPDU@VA>Q=~v0vM!K)<3u;(b;eyo$d)i9U4E)zW-V z8FzUQ&wYEWuK-Vd>le=Z7W~rq&ppSUnPUFmwZ6i4r#rE0d|)fn8hEtdFW>bHod4Mq zzJK7Wv&IyfNh6GVbN)ed418y7^F1%{LT{cQ7|!lcgZSEBA{>so=C$0_utxaTJ<=HR z-4sXuvK8Co%#Hq`;?6<dDd^ZM*p<F%Lzl7L-${dhL`lL{wHv%kIVVdmcNO+XGnkVd zn1JqLX&L+eF!%J6swhq0jv$kIu5uM|XGJybd6NQo1_fKU(LIjv$7*!^$?8rxeYuh$ zZ3_SIG0rNQAjF-Gy3Yq%(Lc@R>lrP=S0;+Qu@(1d`q}k1CiGFk_Q?&Uz(4Qlu*jqW zSE4LgZlMmuTzcDQ*0^ubMOgjKyIl{S{r&xrzYb2s=eUDCoHD>kk98Vnpg*bNlguw! z2fx^#J+|A^g?Ox&J+6lSYm4KiW2Peh{pC*s!l+xa-%H<qggB^|c_67m3;k#6wVqQ~ zFuy<JSlt=qNQh9+mkmG%)|RW_dJA~{HIu5>#9`q2R6f;&oGWo$U$DKx4!W%A@*Zvc z`)4wv%(Og!OV9*KJw;q>N~PUOq=sM5<U(7YAaMP@3J2)~cVZ>dLHF4J`sm|dZYdZ6 zXPA0q9ta)J&bpv^C0cjlzVmL2)M)V4pTdMW<<Y-#wp}en{CT{4+3BnTbZ)zSFW2Mq zUfq7^^@9)fqr&FjM({g5fAmK`;=HEBbqPO%UdFnh*TDpzD~11V)<Z5w;_2Co3R?a6 zuaziSfdX_Pd_K3vrd^13y@N;1Q168lF;LwAZ^nP^F8Ro1_(W&aCQAjo5Vy}MJ*Gk( zJR;nD%lt8(&xNmAbMQ&uTY5ryiw64;)HwZuP-oC*CM4J5JyyJSKeJWhLENPyyIX<! zx?XzER$DX9Jtz71j#cQ`qm70gQc(|`{Jh7&AAH8gc9!eHnA@8BP+SF`X$L!X<Kqrj zLQHDkbM|5A!<ZExJ|KmT<N}jK9qxVMj;t;o3(Ui9ZMM)JbtAfdpI08je7pFKO0gDo z;K~D!U3gJ%J(o6W`XmqCENzDZi8lBd2B8y{N3dt_d4tTd55CW}Kyp*yos07nO_tBy ziOEblcX#;J>rsqE_5yb%*d2Nso?`EDlCzjF>cBHknwiY*!S5pAFmF9C_EpsS<wl^s zY<k~RzY99QFLx9p+c1wBZ&btPgE)M$ILlrMcv<*=JnM?!L4w5oJPf-AoZsBLKMVZ^ zGxbz$+zHJ0?6lzdgFNKJ!k*mR4Ba(#Nch(v^m}4KVR!ZcuU}Hoc#1j86VEeW|6%~2 z88Z4v7V+PbrO4<8>MS?hr-Ww2;fHZ+^@uMQgPf}S<?-i7uj`w60FUE~^7lkOCmar* zamM}o{4#VpJq7bmw)Y?A0|&6*y>j!$LFn9y|EvqVgig#~TB|<-d9E<Xhm{R;(G{B< zN&oOq(#?k64(z$?>{>D@2F`F_DA&r~hR`-K6|zHr7DoN>NjB=BoewA4?x(`1efFhC zc%%c7!ZW~ShJN$3F|9$izavo^rIJOhk3QuN86jN)9r81G+No9GF<R+&n4ZCpAR#Pa z8M-cd^HTzv=pRakE|8o#3BGX8I~`{e_#$3%FK*!nzI=r6<b^+Eh|sYEb>NAj{?_t^ z0>?6V5?Yo6oW=j6>*hu9=8|4ccNTLzi0nrx(xo@C2m3TnFEgJ95vv=_+J7E;upiTd z=8W(G9V__mf%ke!^x0&IGI-C~x7@Xbm^<&gva#z7aQOUV+GhfRTjbwXeg=MA=a57g z6+X|(h|;c&8|W8;&iam`?*6qqQTPq&15%gba-VD1i+6n>ih2aPP?qnsPqM*pcCtL| z!1w$bGQxf75%!=3|8ZKt`8n}}CNdNHHM1nf3vVglTY2Q(+^w^&M1@AZa%>WCrw##q zyHd>42TZfZHbci0c{7IY8RDvF)<a%BSHeC^NUuoMh3M5k#MzVve$qfSRY(LrS;aw; zlp@$Oac#}pD$9{*7#(>Ui~FcM{wx1J<~QWM=N@tLVL$o2w`AIDTSDoOxnbp3JA#IB z$EYIsi{(hogurR&cno=pT!0Jn(w_^T5QlHrQ_e1f5!}zl9WU0y5D$4R;sS+$U)c79 zii5Wl9C@(+sG<uY6x^OE_7(4womH@v41Pr)XPhkH&*_)eT3`V@)@jRM+YP)`mUv#^ z2Kp>ZU!#aV#D#VG?UK<3=sN}$ZywXa{Fcbk244KS`+DnUV=8bXwG;BBbm(LI8illg z(;Awoy=e==KCG+OeQk1>uaV)Y8HVmSLjLu^#bV6Gy*hI9Vx%K+jxOB28hM7{waNQR z=$E}D-s*Dz50Y{2xnYESbA$Cmx;6*;i#VU@qXoD>xgGCbVlIR;S6*ZZIF9c;_X5=d z^eCijPg8cI4tDz-aqEExF=d-tP_!TS^~dAiB>4Z+LH=SSypDvNvWdYe;>d}E9$|h4 z&?6@;lf74h|6$AbyB3(A(=#>xc~BX1`o5uY?wH4-GPX$f`-A)wO?hJxI;U#_L2*IB zh?A^JOw~Q`LvJYSS;<B|xcaMq=nH&UhjnAy5l@uXe8p|U@$dBn_@|aQ5K7XVyIan~ zm*?!W;;H{I?^b;0qo*O>n`NF|r2+P&Hm&D!0)M#fNRsJ;bI%{pZ}t^^1KIZFJWkv< zjh>(jFWTYDs6%~eas_;+iRQ7pc<&c4oL8&?zWmgSCvF-2)_UF4-tlVqfdy7j*@VKM z+%bifrvr6sk1&~60p1V!{n$#}OUJSEPuP9oPdo6}>YfVp?FvtqhQMn`j(9)O!g*cG zkVurSgHEb6?5RKUa@>y(v@=<D#LV@?9lL?Y1}Fv;*W<bD@NK$s1$@aDiG`2=JK%d> zG}5w|r^`NHJ`{!fC3M+T|8On%1#Nnz6X3mKInvHG^MOBg{Gip?gMF8BvrNGzPQ;n? z7z10}zl*1zTkb@i^n7yM{ucx0G1ziRD`nu1?bq?7G}Dn#75T$tx)1wSG;S4{{(!FG zNcFYL?{WU-hlf*tV_x!mDqSP+pZhh^=K|~C2cetxalF-$n7;PH;orX4$PQ}DDGB() z7cTlr1JC2)EU|6Fb4(V?Pw$~{CcZzad>IEFuGuxKbDoj-IZrOqgbHB(X>P#v6?~9# zp7n)HfcFhIzmV_24&7tXn_ZT%nDck^yy%9x)AUC|N8TKO?^KGFx%eP_nb>~La03Sp zG2=0217FC}-LkJ5xXKdyiIXX)-^87pNc%N0-fl#B0em}sA}^D%I?2Too7_Ncps zJk!HDF;C>xEjASneIZ|lMqUH(E7BwfD=EAeOIGK37wCVrxhQ|_g)S|$xBCKc1GT7~ zHO4rXKLk)QfM<2?p0P7K<V@U&Q*>&{gdgD8r<22|E9>%IKEIE}oSMVF!<Cwj1b3Bn ziO^|h;%lQ)PQW`Syl1bUPZ3Y)i;JUgg75PUP!(yj#$1#2R`xE``>cYywV48eyIH6= zal%J!c4c<%1Mba9DlTTGROAt{y*$+X=x>554@l0r6TKeQv?q}-ej5fGTWWX^mzfU= za|NMquX{CH3|?4L)y&2a`)X}|>vz^5o)b0K3+>@ovpFQRwC#=lOpn6RUD=(mFBKO# z13lXlu4licfe+p-K3{$VdaG=z`Q56($3!b;KbxSg&`Qe-zq1Ga#3WU(-UwsvD{Y-; z2K-6z=f-+p@bYI!XxQ1VVcxW3+~o}T&|R(#IdAc6IfuGk?=L}rzu)q(4erCW?hh;x z=$oP`eg%_-KsV9Qx244lzlJf&vZhh!7<g?K1o51bL`z*+tUU>zj-)LsLEw%#PSVZw znE!gyI`|5FOGMMWj1cO3+TD-7Sb@*oQ%uh=k^p@6_61_a1p2AH%%f+Jw-dzOSYP2@ z9cXmR9z@@Nz{qU>RS(n&m40t_kzx+z`yu(QUK?WJn1$9H`k?Zq!O+-k_(^M=W70nj zAA-X|SS*P7SZSI1Cpbr~Ubj=NoBsI#j19!qI1!?QR?WvgVxBcYOI)`Gx+|80M(XGf zyi|`Z^=!ElMLxxJG0@M-rAj0U`#KQ?YLdFWJkWtG&CP`%A6*XZUE02k_mfZktIPtv zWit+6B!K^_c3vK6ho1ZBh^wSA^54q4z^_d7*k63#q}dhqsFRP8^5tIaD`{48-8qTA z&1OqRMgx6QwyeA9D*O(m9_<Zd!JK)qy3Of>xCaG7!8b5Z6-}+bPX+fPHd5jWTNHe! z&LyzNIASid<+04iT=;fg+TZwR7<2Ikp$qfC!$pbW)!udZUA;L{(sdjC`AheGSvl~r zXQ?sRBVkV*HSOU#!~<Q5fbu!X5crXwmYg_=dh`IDpN3!x^5vORZ5%T2eb1QtoL*v2 zd@`Dt)0W1*;77;x7CG$+hh2+l8_>nr>4p9pQ$`$qsJ1Xa=s@_oi7?bRVm@e8$gMpP zdlXEjNSI52+vFJjtpHDuXm8uybQpW@3<U1;EdftDb&Z^bA9@FEbBkr%^H_$#1_4&= zImzZR<hzIdw_fi_q7n8Ge<A6S)j+-Tc<;PC@<k+rv+mK?@D)tXXk5m*d7<oNrnCe7 zFnMH6YKbFJaPp0KBhL4|GsdD5w=ws!dnsf#$eo~lv~lbUKJQIKa-;5kJRc7_l2Qiv zyFN;K-`5MiQQChxw%&u7RWi~G!rn5=bG_9mHXa1q`^WUZL!gH=eY;p&hW*p+Yx*&t zod{=#ilJ3|@bezoz8&;##N_6@V>I~0!JzWtqg22bEFy9n%zz(nc4VJyLEL>sk<q%0 zc^`*Q!e5F#3ICJcYMkxB>+-%<tf_%lP$D)wrQp|d$I^Ngb?=ayRnBt?J0j8Y)ZVh| z=o^bRoqhvPI!GZN@4gM+o0313U0uMhYt2q<AHnymDM^2XevQub%jZo8=!jOr7^^W? zmf@vU=7_rV&U(b|@XzRX7i6?WaDRW1h)$J11fF$>c3(3CeAq6_7THsScVABCD7*zc zO=<V{2;ep{al^(hp*I=5c<u5(f6FqFK8jE>;7lctTs_Z02XC@{+37L#yY!DgIO6`k zv?|QGjpxi38BJ<F0Da#K*US?;Jnzo}N=IaXYsS_|$RI!dddPQt`ZCU&nZ&2~R1YGB zX-`fNaLx7E=AeQV_#%B~i_VR*CzwwwSY@Ez9d>DZ%la96CT8lHW|(o_$&{32yHL+g z$E>i{KsUY5oTeLjNVbJB<R_H}@szBVYcLb@J??xOdgxO*f5dcU0k@r?2=^Dly=CQJ zuNQSf-Fu-(k{)#d;r_{I0rdcP2LF6J_{6zJS!JF+_+81gE~$!RpSj0=!wk$Jyx>pz zPY3whxWN=x80y}S&!R$pl7pwr`0uo0i~~W(-Sqv~6!aZD-I42vGo^W>ydQz<KKSrd z%ozMJ*Mm1hf|a<B|IHYz;(bl!vz~nD>`L&}T3`R(gL(YpWTrn+4?dRusO=5?gnC*j z#o<>tpGtRaIFT<tlB`wwhCv_pj$G$C@Rmc1p7uhgphM|wxN{iy=DIFv+9f_m%%K!M z=)B-WD78^Ig@<4sVsUdp6}qQ0gRf2;lEC?R=q5n9h<T|W;U6>*zg?@D^Ln4aU+%H0 zMJM8Z+Di?+#Xj)zHUf6cxPL!dBKxau!2h+eQ0^=06?Ofsd-tz96N%*QN&76(pHe)F zsL;bX_ilg1&jDW{vZ&|6&>twDtnKnd9qxAbLF7x^BNxT7rfT$6%9`H>ULS$q8)K)0 zi3;{8_*gCT@AE((8NpHd(1CC>un*xe2S55IZF9aJ=X!Q`>(`^u-H2EIm_dBc-%Iaz z3_5o{&3AtSr|pQiLNeY#@Ls`bvhmBRsCyh-WCp-1nx(Mx<f9IetfNlIxoJm;cxEx? z4Wf?ME&kpNyt47>rmi2(!@+yEZ=dRce-DFJsQx$T(wZ&RM3vB&3~hRSz&V?dF4(u? z<3fBHaZNa=27Y8r#cwGWd&7gDQhn3FJ}KI1RqaYVw{nj0<u~vRZGQde(-!c-6HGsO z{s4bJ;Och>@p@jYY}gX`hpdC3H1A#q%nc;J?UVxEMK^EMf_{zFq1gRJF?c=2!51v4 z$lnp)YjhFUnVxCBXaXPI^1^W37JYr;E;Aki^<=n?SY0!|&vWyq)kDZbj#51##>h9? z8vIZ5qM?UdufN0^;6$WYU02mCf)0~ZXj!cc^NiEA<rfj3SM&My>F9e9KZ+u|sgZBK z-wFAs`5XIAw2R1%o}xe4BNiQ2ZAWOQd{N7h1P`x5ZKG-ILY!V!h|2GAAS(WIYuXO6 zAx>qFRdb%lUh@k+@%(!n2$jl;51u%ut*q4!v#7&TeVobV(YHHEnM#RjqP`WB7+JyZ z8}gXEHa3TkxVbT#W;S#w3#ChPIj#i%r^jysgdB+Wk6-r4T*BPWP2M&&=;T9&e(Omc zbR`r-U(>Wr!UsH!`bGrKX~Z+dzx98CZ(J-0+zlOR!{2^`w(HO*1~Kj@wrwz%wmuVW z1zhCfISyS}@MERnQ^$ZqxYLI(l}w=T@Vp($+=;o7gULNNz)#j{@#+8L6^@W+y$MBK zVG@v8Ke!LNH^bkubim1lLlqd3kv|3dC8YftF~=>p63O)){za=(94&O<#ho=ApU+}1 z?=qc;ay9<{TkXPKzVOcuoAXpdouxLao*)7}K*Nz3Yai$cik{CFs7T>lKG}a>+!ym7 z@uay%8|d$4Xf2$X><OF5N801u$d7@A>@KKN8F@3`oaMrvSfkrlG>|{uRh77Yy^47^ z5#ueVEL+0gc*VI1{-8ObGkR_CKRqw-caUz<mT)>um$M(=^B~!P^;JB7-^IT!t4@gj zpAzjh;0w^S?eO+Mg)=e1U1lYO{x|H?B$Z%1aFSbGS(4DVK0H>Rx}gexoE5fI$6eU> zKA=@sjCu4gKRc4%Jc3`3Y|Y8{&#<S|@IN=@2+T8hvfPkZfF7w@zwe)3Xt^{^vjVz+ zvhh2rBM;$2%)zlG51mzC@y8d|yqJq`^)y%pk5Q`|?9}}YeP`*B`>BiY#jFlLdVp{v zj{YLVN6tGCBIDuDPv*lne<4RU%>{8-tMJQS@cM4QPZ{O{uN*Dc{O|Qw<n5NdUwcU% z3BmQh$D*On$n;cd<(WsG)1@-b!#Tc?uk7=72y@iUDm#OXors3G`-%C8vtP$P_c8zn zF^Fv#d<fjdv~fv#82GzgI!k<qH}E9a|8z}lF^7?7QRhPnJ<8em`DNVSSF(prNgjtT z=)u&fTs%*@ImKRj1qZ@`ey3k&7Ul(J`u%w&pr>;_yP(62IRLXEE{h!OQ#B7b#snS4 zl4!z|Iwy2de*ItWKXoE}n>DTbFWVEzk|I4?)^@~3+RR7@`aofqdwlIG;N6&+h8ONY zch}Osv6~0|Eng|w&z+bLxLEpOuQd8B-i5_{;G=mCB!{(7XElku(q>G@zP<`Z!4%9@ z8Q)e_+f#;q^uNLkO&09I3i}&o`4zgvQ%v&iz=6$}<tcVlVs7HbQgY}e^gE43o7CVl z<~}rSB><OVW{o*M>x{beLB2)cY1Ea6M1Rqv&ZF3zT49Dhz~v`{+Xvv2kB^+*xGjmf zi>^b>)PnF0e3Z*7g*^JLkioDC^{Q9$vt=&iMcq;ouj}f-!9U4n4Nc;GhW<#_RfgUo z@_<SJ_#F=K#?G$&!2R`yavXy_2&ZhN;EY@c;`3{F`Rk~+NM9$^endZ~r^<C)w-7!f zBwa2xG%kem8rv^dci@)6>E;ch&cwcXZzh>BCu021p}n?R*xUMT&sEN5M`D8CazUB{ z{`fpviw=|6pZ!guL$ee5g8t~q{iyqmWb^-<!v7ySqfu5e@Q;`4Jii*{Kpc4|%kU8R z;oIK#->*K#9-0vU05V$WawyCWd_z9<sybm1fS;qFV%V&V_)w!e8d3-UE0dH{kQhPt zb&*GTm%JnPxVHog8aWebl<lJb-xE8tmf(KR1A9r&`zw`!KdvijKaM_h+V<G|SPXc8 zlfGqfvfvrQ6Eofe$4Wfx=qHo!PW%*|j&qiR-oSm><=;L5>o3o|%7AP4Tel~5oQ5x) zOLBXElsjQ8#w@Z=4)?R`yrYCCp6^hpPyuvlsoV_NR6DSLmHk*tBlIfD{qM(~nF6oi z_vN-m-Ne2n#o2&<ce6^cHb(;SVsZT_!z=6yXx!a94V};E?*3fK9N>c=k80<kFBQlW zv9mbrOk~JwNO40S(0Z0%#|e2VhQ9o(zZ3Ys_kAm*H0aMSP{f%q0Wae(ylA70{lT)I zC<88HesENj!vOk14!`upG3Y*0tXXsvY~WiYaD8x90QJ{gSXvf%j>RiSC<P9J*M8fu z;{oce>vy8}B!C|$SF(A}RPIhF2`#Grn*)jwQkym2=|Vh_T_Nw0#QvLI?R!6~pr5ng zdDw6dbyv~x0tw(1><<Kw*yG=2cwfYqhkFx3(&AtNJmZk-`2rKv4~DmHWNZNsYTRY? z@)_zB9iL%pS;XUSlgdr5r-5hNFrBl+=T5O1b(5RJ{!{13u`ujYc_ExZ`3Ui@uTYKV z-@eGI{71(R4`7b_^5DCwXv`xw$3-|I-b8=QI3ZmQzKWz%!yWpi808+GI^Y01E&8Ud z9bAZ+FSp0kpfg?Db0?S_yeDUUTC*N-PKKr+!>RAs^>L4Z_c{2@#lGEI*DS${ub&`& zXAOLFRpxcTAp8UBTLm;9K({h@f!*mo@{sc5N%{hNBEsnVmwNpCf}T1tav|i~x8COG zZsYyNtP<Sl?}_$^fyqwn_w8%r=a)p^uH>Be0P`%Sf1@)#n8Tk(HKaxE6#QdkbIrY0 z9EdZX+>-Y%Lr)|d$KQ_lJ}y%!(+9jN$BVq_1vBQ=nr}_`K^NFJdp`SR9PlbfgX{Ug z^CL;?2MwM(6G7}I?jz_s1>#LBP4M{%hW@?({AzFfnktL}PCam=JBaOqD-m};l$Lt{ z_2<SlUHJ*%7wZ=eH$-Bu1AXz0AQ2B@e#=XS3cNwR{&}kP7tlxNf8vew$KP`#i(aP( zZ>mU{etjo=iT0e?cNOP=PK&XGXQu<P|K}mkqfNNqsjfFN8C;2w2TOvXI5&B`9_m5B z-z-}j%9c<MS%(fCJ{W`d;zvdm&f-EmQ&LaOKwok7k<Fo&htMH?|804W1wNU|2FKG8 zH^*!1#{7N2Q;)sf;e)!RSGesjGta+y{4{Q3+#9MNH0C0RcZ$`m>VG(KPJWg|z6RfT z(DBhx8q6s;@7~k?Z{Ci(O|&E#_saMj#pcp2%puqxy#4_7mmh1_A)gRig29V7OF|Ji zOU1HPFK|B-t=}!mLFl*gt{sm<p3ZDo=KPv~Im;|DK3_5iA}m`XHKYOh*GFbMQpDgJ zp>tgIzNrUMwSD{3Tm1U^=xsyJ&%k@%CBA=+_f%HT{(yx7^E6_?u9kP9qdeanO{oc; zOL9wWF5=u-21R9B;2J9NCYze4p);?dI%$Hw(x6zp?}h3=9_fCbF?cAoZ@sSuCa?!C zOD?o366fMES^0P1z&jYKRNJfI2Y=~~I2H1e&OP3j+c=j+8&RGXZm464oAg{4z+aUH zo9g%469-DW@|&@@Z{SDI(QeEyf0=W=5^}|!&^xWgI++Vy5KEbZ(KiR;_UXh?^+r2l zfOgDx4!C86->s|d*cY(6mXzKFJ<;qt_4m2wu)k(CBi(ZfzJFc`++WdeWK9_QFX=&N z6Lz=Dp$7NAlTO%14CgVOGh{mpd;eO)*F~|X!%cvrv<!Wtr+P*GDsWS7yQ@!Af7n4c z)b%R&I==r^neT?usE_B9(zLYy<;6oH38C2g)a8CPVH1A3MnUxs|K`TBU0$txbs^Fe z>YIGf&mK7A^*$axGNxr(G~MVg4BtNAdkOiA%H7~Tr4aP}n=kWRJ<*S-drf}dfxNME z#~>Td#bX^49Ub`Cu6LeJG&MoIS+`aaz<cB7kls7e34hhvRZ)6v=pQUI`K|q+k2Jh< zBK9-#)v5Qy^A9eB{y~9{p^BJGdwJ!Khp0R8frl>11^%Hv<w8zxFF|*AOLyid>WP(p z$=AX;jzqkW$%~Zlz~fEgH}oys3Aw2{rgkbPLN&4AWh2hxdooL-dgyf(C~ooC0k`$u zq2b^24Sby8r%Pi&b_At%j<PTE=aB0myKf1oCu$DIRe%S1Z6zk-&5yYTUdf<X^nKQH zwKxC7!{@Jutz!;49LZmt=N;eM5N@k);!R5(p&R`;q(F~6q0;7`k9qj@xx(6iyx3vC zhR2Q<fY<YM=V<&!zH8omIOc`tcU!9d76tS-bZ0qoQAbQB*{*d=;~uZQ@J;&yT~V%# zYtJ5Mf}td$T^oMIJ8O-ii<;55b)~*=N4{BYQ{}KVcOteZPfWi!i#lGJwbB%Q#po&W z7hhYT2h9)tlkSgskN>ih{_V>VzVq>gPd9MaNXfOOo0!A1*P?Jl{XG^S5qlaqb=GJ| zhc^0d?T<WtY^W=ki*ASU(t@8V>$&uN4A1@79jd*3z}aVc67=x?N*#S;g%Ul8RU1+P z{s+L1m~z(=2W$z}P?7KRe0Bu!mh7I{J@D1GO#_0n4g_gllO4|u=nR>L6vVID5#IKp zPd$Vkh(?|*l0U=n1vTH%uMM1?PTo`Du%-i{I_fRHhUffV{ORcz=tnn|Hj~+RI}qP# z#y|LA{-Y$ragql0hkL+F=R0`L!efy{0rX*vIa!BiNZ>D}JO8kG7=5tNoV2zyaLA^} zplhgm$p@kmie4grytQl!MIBKs%$K<iAB>P4R{qIrsK=P#qI3toe_weRDB!Q=8;KFa z{owz}&QnIvITLrChVP!=5C0j3<=SWB=#NIE=a+$Z>D)6Ny|oU%%;~4m5s8=sHxoS? z1Dwu4@#npfT<kHJtG(9Nj{1Z4=41-);TxxiK7YZ#i%FceT3<!qLM86=9{utT3tRs} z=yu9Um-(5&TZ?K*-QvK#%+>Z-@S2AY+htkTv(VWn?riAjgPts@<au#9@VZ&HkzscD z<ou7K>yF2=f1~!SgcQ;+lGiFFn~;$rva`#6?3KOAsBGC;Nogr5(zqisiptKOk&J|l z=so?_=l6Sy=eh6i_ZsJ%>s<Q(WrVdKg$_@4gW9zi?`b@8(*yN==Z|9{y!d-9i<0N! z&o~fnq?cBIU%*$Tk*YF<3(tYm@vP!OH-gtSCMgpAkY?d8ag{6wg7@Rn4-WJZdv~cQ zx!*&b9KUf+y&LmTY38q{OG(7lnQ*cG8N6qMt=|TgPQ;~KTIKTQjs#IYdCnfVu(8O2 z*7*v|bN{BlJyr}oW`+gF7<5o`=YE$e0{7mu5I#~;gg%1e{0qG-7s6V0xNgJ&y8blX zvFd!((Y%I@TJqRWo4T{5^Nb6@w5{OFf;RBRz4tb0aV}3^F4a=>bR^hB<1P46?|r;- zr}rl6O6mYr#hOkhqS2q7ZtH_1(QM)JREpVy7@HVkbcBBMva)KJgFW=V7Hoq4SssM@ zE>)uw+uaD7wfyK-c~7F`@iUGDdhk$L*RNbhUm`Ko#38r_e&g3<9~1g4_IoC@uBZ>B zjkh-*LEcI&32}MG<Uq7-Z*lz*iG3NF6;h&(n6tm{5&y4G<Y(S-&N>8m_5B`RW_Fx| z9?{>N8t@<4=@<FzC*EfP4|y~8!JRX^*!R-ao-pH=U+}_n=+1}^@$n)N&JJRuI*#CV zPlsQ&1P=b;2QA03pQtyZER(7Oorr<bPm1@Lpli9p#@M6)T}?UT(@W;?9Zjlv<q6;7 zrKw2X(^sL782mfobr}8`K2N`2v%;SGqV#xL@Jak9w|_}Q-TRe~)-nryu#U;Kj78ip zFGhRKF8o}kVz+zo=tGLSN`ER-U``|Ytg71r_G2_rjwPe6?tFEv%Mtt}1M5S2c_t@f z+kNGv^fK%R+dI;(N{Q#eE9{ql3;LpNm?Pc6-Z+`y=<VjHSLN-kQgoo_Db|Xb22ZH& z+8k?%?-hJ-`4gWa=8?14ivsn~-}FhRmNTP1&YmZPBe36D^UQ}&h^IO%_0LWVWB%Vm zS3+|c_q>WvH75`HZk}S%`UFR!hvTv#JK{IpSs%V(duQ;Hd)?xBor$VlQANh6A1ED4 z_Yj`W#3!X&R0^y(@5is{9AJaKY-1)_WFGHXgzj`c>bAind49=8m}~#J;3tDR)%!mG zGWEC{aic-I_fH!7f;!!SfD5QUvy(EvDWUFq#P{`G2I|%Nbrlxy2YUCWdinf;?}&s) zGTenf*{GauI^xKpzGmE`e{sKUs(A7(;+?4N(hUn&V#m&|)DG0GB@J<s)S19F3wA0T zxbH&9y0_&Rib0>`cW*js8u*#n^M{x4oJs}P+O6g=_poux@30#5b20C9tg<nWm)bdZ zAr*VH>uT7gCLD=hMk+;B$g|JiHe63eK1ky%H%v$VQO;RcFrtMXw)bMlAaL=zoQ6a7 z=9ohcdsj`M|JM&)I;(+vY#Uyzu-SmUQ0^u_<>50v-)Et1vIBaSeV<gw@q7fW!V7P4 zc@i}W^95A&PK02sWQq{>hP3tcM9m;B?l?X6j<}BVTdu3D<xL_yKAr3mz?>MxHLGwL zMh9Zi&?oJ~OXx4%PjT-+Kkp+-<K21$^{bGe-1J-MlNLtnS|;HOm3HYM2Y8EA;sl41 z1NO-7SN)bOg8jft`<3eCpu=SS)!&QzW2j>%#oUa!%PnT|BNtJRGdF0tyv2U3(yKc& z&|e7^iwU=X0Doio@{H|CdqVo8wo3=<?NX`p=ebMWh=CgWxfuuGSS1pVwZT6y_Jp)D znE>}`7tv_o#GcQ#ruZ=6ij<0f*`y;dzwk_JuJ*JiLHBT4m$(MMDDj&~)o$=JZm6mg z0zXq?s~KGm9p6OJfKbB&HzGPSq&5aRFWrGx&C94)54G(-yA1rOh4aFY0r>G08w!cO zCFqv~?&gX#V&AWo%S@Lz_P#zo-Qt8k{XK``1zN<H7kd&bFQEU|?#kf0gSuhLuHB@B z9rFR<`IaN;ZiKBufo9$S>V;F(e4)RciIEakjXS`hD3lT_4jLi<II3IFQG=H*Cy(ci z#JO#Kt;2};E%4>U;*LL##LS^Z!^lJbe37XSyCcu32~UcP+hPyxLV?d>E#|v)+-K=g zFLNF#&btYG;i0jcF4Lk1@l51k1|JjrPZKA(l7WX@Kg01b0C*I|^yLFb(@4ZnrGurM zwmp&5L;ks@0{dG1&6-~?!f$~3X4eaS_*$0QO*%xPKkzzzC$9^>ko0*hd~C?~9Xdpd zFLWj~56)J<Mt&t}H|<3ookRYo)IcBm65ALBWiKGke3bk<2OPIPR$=SO8`QnEr(U*4 zfRFJ>nsq?_**!`XKM36R+sAH3eJjiZ8Kie5@d7_BdOyyJzHLH<Vs5)P_Rg}u@OX)Q zdu7NytD+4$xO&^Yo37YzB=LKzH{OFNUHr|V^e>-ubFxx8Lzi^<=vQ^{Tcc?n?^vuI z33_`SUuNI|CWpy;ZC9XE{jj8e6*#zP`p1%nVDza2i}&kYptn&=>wSwn^tWd5rZ@b- zf{oo%Il<e$k7RzTMC$;*>&*a~!@w&YPyKq#;7pWP{H?eD2L7N{(kBe{wz(CJEXQ@= zGLdDrUopo*p2zU)An=N~ZsuJEsDtCMC+-ybMDdGbCk|oX<5ayCciImRLjF*}k*#X* zYmEE$?gh`%m?we_pQtyi_qPuGf!`1B$|uJT)MpK>sj_#SF$dJ9)POj^bNdZf9q<&J z!1l8Jh+8~2c((@ve||3FUeicHA{O$6J>OQt&&kw+N@Wo`is33MJ>ZDplv*R2kMJBn zGxYujkC??lamoni=k$m3a(V9113x73O74U&^^>)~ta9+ZYm~YF9`{a*$6#@vEby}| z(=QXdoQUSpl=*Ts%uSk3pUQcN`D^K{pj_yvooXx?b^|B)vTUkttBk%!HajN)`Y&<q zA1qSaF(=mRQ)dobWntI0B+>`y_wVk!VX_;#O50%0Dl!r=OBZT$G75P?^g`Ja74#4L z%fog9&!FCCa6_LQK3ZBkG(4bV_|99`IP(R3Vf|{vvkN4m#ICnc8~#wz8!aREdx1k4 z_uEwg*PhE9+p};8b&Y@V(6p-)(Hj#eC<NR*D!W<3O2C<@6_r!C#ELx1nwPQ7-GO-W z;G<*(@Fnw@M6*9i;72bw3u;4eXfapktJ;e5qIEyP<&_h3E(y9%tAIazOwrnapP9ZE zJ2RIxbfwGjbj?g&g!o4T>M7`ic1C<X_!;@GQ-wzO@j>h>`Y^7qhdC%;k&u0I_RtZ; zRPPTA1AqN=p6pf)>cVFkWofP+1WT^g&n4t3ySMfWD$sSk8f7%q&4P}fZebUBGtTo# zb$c1`$&)O}w40ctb(n2CYC;DeY6t5($-r%RQVn)pR)GGX)W}ve5BheK!G#XwPqCYM zHU5}uc|{m*kLbW07rlaP2=p80TW@Rb&m$4B;pLKUz-5n}e;&wzbL0NSZ<_NC^omB6 zVQlTtQ!y&|_v`_l)39vM0KW<y7ge=wRQ804c$M@Q)JGZGHq?`6z}vd&41a}QtSYZ> zJDE59>whc7^+V^sZOC_{0&zY1q-ntH6BlBeXq)gD@)KjxzJ24sNdt6Sv$WCAJ-RHM zo&lW{9Z6LB=qB=`QyK>qbjoszZ$pH{!4H>}CeI+ww0KB_m-$1l{_1S>7Wy$WCX6Nd zVO~+3Me5EQ<X0V+ZJv?PcSeMAsjkB}Lt&57X@7ivCRxFhNDsm*&~+-;7JXJs&4bS^ zz`2jleSOH|OibUh{B921;1%!G{r{9O=a5=|_fH!1Fr8)LRVApGC_Be4FQPs;cD(R_ z5#j}z+toby*b1uUM!o`Gm}DZD^%A(vpj#_t>q#%-!>twCnNa9I(%+3*41w3^HW@ol z2c6KyH&#F3IX!P^Y5w_GD;`~p(n@kB{BLk&aggB0sLkHBgrEQJ>8%5fi2tt^Jxep7 zm$x34DLRcgtuej80re=nw_hFiOmQw*+&>iZwZW(F9sMtR)E6$izjUm@BWAbwolkFZ zB=T~0v58Xv2RJ+XD8B{sB=4pT_u%=B3Z0c3iiGZV?dMzbOXwGwTAbbh_a2D)l^uva zcznC5ckwWM-^mJ(J=gX?A7lAN=?dlwtt-DJ0k=$E>Q-@6#olVU!6rTMM4JkpyeYPb z%dzHjhmr5yeGh5XL$_#mdF_KWALg^RXI|OEk2%11153P5F+Z3m^Gj+T_}%)rRAV*j z-U^v56X*hy2R*Ec7QjookE~GO-)XRZT58gSPa>8fpH#(M`I(;q#>i`prlM~1z}K$Q z$~ioZ#rX?JJfhc$d*xfM)KCaKT}mWprW}6KI&G%BVO~T)&|jvL$TLSde|)}-=f@Qp zRGsi|PQ>!N(R1W$L*3|&I=pu=*FcK<BhaB%PE?@sChna%>-J3w^A$bkg74zIefIJh zslM$>)c#TZCgKbo-R{aBZPfb}1wx<fP;VM4@o+UFZ<Mw0mWhJjemzF<DiZzh)ARlB z8ztbkAiVv?kQMqLM;h__4Deg%lsD!>-J<-Q6!rjkPF|Yw_U1|Omu+p2jL%`d?m2sh z^ppc(FX~(K)e!TCF^YwUOHpUpNJZ`W06kCiZyEhE^kXSzQ5kc{KUe7lt-%B8X+E#M zbP0S6TRg{I^cz2HLN$%o(f18si+usSL8^>h{pJ?*U$L_p(ZB(mHyWZlaZe3O_3vH? z1CJG*!Bvw4orzN6^)t|S#e^>XUA+OkymDmpz%cj|-$N1=LfC7~byj4p9CNwh`R{Dt z({ogn#F%>)a~r~;>mBf=ZY?03-<*QKa<f98YZ&IUe2<X*^YwAmeO2g72i;4H?!(<~ zz{O^zd-{K1-_q?5SJ$8~V6Tf8rJQsi8V0s>mZnL>*$BGdCJs)-%h|y5H!j!^5B`R4 z=3vgD>AjZZqj*<BH2l?0j#HR(ah@kTg8Y=u)xfxz37<=;JFE4`7hV@8*Bhu^2nR}$ zrXSweztXTcQiXY2^Yg6Czfv5ClGh}4&ArY<!}W>jv33%1JGX`LPAdF{osurydJJ5W z!>mZx6~3PD9ySdF2Q#x6j18Rv-j-qf{iq#uXuAC8+)<AVsD6=({p&(-ACsdi1}{6_ zbl#g$7k<@uj!oQdLw=)U-}ZS5{?Icsk^l5sPbaGP#C-za;9J3eIu84gUT5E71CI51 zLNdM{`1B`}{L%N?&V*g0bzBnow-IWs<RhM5gc<$KLwk{DjDy6I4!`pxuK0L~z2NgA zcAMJ&-OPnvWIiG;p4X8e|EeP)5so?6nRbcFeb6WGr21~)0l#AkW4r5@aV{m^e<Cx& zT!XZ7=5-y+6MW@d<p=-{AgrV0gmYA*Re8nC1ohQp&g5k1^v+CF8Q8Zt5pG)))aBOr zInurgPr+|5cPw@qRpU8J&g(MY!(6;SS@Kx{_~M?EF**I)o=`0QPIGFFM7(i4ZENZU zysqwbf_yK0J|?J_WAO8SYm<hG_Mr~pUueDx{4L_sMTXc6oLi-pM(zdZQ;)k9zd$?{ z*!Yu@Sl~>A7luyBK)+RI8uZN25j^O~RNFOW;Q9yYis*oEZCHF4WreTRs>d-d3*^ze zxm}h=E#S)~ED(DIc&}}-Z+D**=9PZ7zl#P>b7nJ8xG5U-S74QIP@gC9ji>(W*ge!` zACB4B0(ZW?8YjlC0DWf)SNmD;Rk8jnYIc}AsB{tMj5T*6D9qnU#nQw7<zj_Mw<CO2 z`^pLN87Ja&z)P;JQuuAnMY~-r^C0ZEx*MgzpI=iqFS(3=zu$jwx{(8Tvy(*U<ScwS zr(ZU|gI=gXVfFs}6!Jq_#ZFNf#2+b_%@)jG(gqi{S-c|=`?c$j?t`CwWbo}+{u=b- z38}p=fwv7e9~^tP1O46&V>9bV&}%il=`;eaF@EUzqX6(Hp_(pHZs3{bF76GzX@I^y z<{K?%6XupVd`#W~U*e^Fweb%3SAiINd5b{Z*qiqHz%%SY=Wcu#^ccPaCl$ubo+DoM z#t3equZk}?vqTBMSG(BdUmek?_k|CR4W1wo<Q0Al(){r0z2IwqA_hJ`(;v;ed*LIp z>txVM5&S9}1=^bP@!uQunJR%#-}SF3F~a-(W#+g2pAWjgCAG{CsNc66@e1EQiFv!D zzr0!S9Dm>Xtl|H{ji5d5*1Pr$Jn_dbnW|TyCvEX+Es=F5&b82d|92if6<w8Ncn6<v z>xrf3ONg6?+&MNHpv%<b{&@(zhU$daLI6E<*Rngi&RJqEs?huJKc0g{t1Y5$AL_fD zLUn2MMbi&IedR{~^mC_DLwO=Tx7J%*wNyN(8XxMt&oSpA7G3ZQa}OdtgJ$H|=acg( z_Ro$6SAxt>_RaD(@FZ+f-#PTb>oJP$=tTc#I5uc8h&nHGQvd4KUUwqq_!^Zr<~JAV z-WD|BT;6jlsj$X8jTGPcay6XC7oE`>a;Ph<KmOviHbWg+^8Ls;M^9pUI$>=Xb-Urd zpl8N~BqFVEABlIDBjKug>lp>^CEf11xhpTgmww4;q$6R@-o?*8BGZF-Wgptp`U-pB z$O_lDphxZ1KQQP8eI+Y@oXyQb=+Ne$?9oLX?7}FTJOsX7Uehjv#~3=%Wq)$fm%w}e z=JeUHqOL0%mYP7Gw9I*S<q{iyPN%DiIrxpUpASubjUy3eLJ`)o$cr=&*!Z3DG0#54 zM)Eoey{nj0x_Te_?^98fLT{i~Evwq;gr7sBL3V<W!29)`{<{QT>1D4kjngg{V)yq{ zX)^QyhsWca)-2qJFPE93_P@ma(!9yGfI4TCH<9kVC3yDyZ<9d=&{t*M4v!iHZ(t@J zqlo8hQKC%CV+}vLHT{*{&|L*Fs;oT*UOA~FXI%Okyv>t=9U*1TL{z`B^K;~x7dw|^ z<)GK%KbBeRfjpJU?74T%74xtAw2yVbS8Zk^?S%|*6n(k!Z)4!gPpu}B&7f|Uvut9O z>jpmhq3IM8aJC@E9g(v);5W{~I9!POM1hC2@(&+slfG&H0`u2b%&CrtqCd1qFgbSB z4tfQqyzn~kEV_wDoc|(^8Xw*1nd=B2?^k~J!=aCz4$zqz!F%=TKD&GF5p)oa0lH0# zo`eyp@#a6>?Z+ch8-dVE_S<yIH^A2+?fbUjse0_0X-%<La`yo5zW>FcOPFWRxG63T z-pzBqgFc0T&VJWePa^RD&bYsO|HJ&h!<v%k?p4GO(p`;JAMELtjr2$d4!&@bcH9EG zJ@cOz)*OVO`_i9`^<~BUj7Ml+YykQzEuD8($YaO3>(l}yz^AoJM1>bS5{Fchlz5nM z&$9$KUZ74kmTBS6M?Wa`i}p?211F;WL|DvAJ>*lpr%v-*;6r~N*mXXhM9}worF}pj zKRX*G^auDJ=fl}grNI4m`o0!a3xJQGe%(dqx9~0W<YAdc9dz1XsO2a6<6Nyh7dHa& z-mHVX8=yNnn#3$Ex(j@Rwwp~L@aR&y0}q*TZ{^K2H4n{T4$7mgAr|@Y!9?U^R{`*1 zzQUvJC3rsr)!O6Vp@X~q;iVUF?(vDfhh8{OhlZXtC9ebDpSdp{h5SGyXVh|{u43d2 z5_pL7Y+!%={7>lbhOAQ@W0jqVox23OT7Wl@uHDUXxrq7ruD)Vk;H%tx4Z*9vc<%kp zjK=8aj|GkDn$QE^*bxv-2A$mF{gcWUQ(cME?``;2HsPl^o5Nj-J+~wLN#jg-UWPWs zYP9LV?<n8P^WSs8K0J{iGt4JA>|vfvZnG!SHX2%3p%d9meSRbs`0*>5xY3bu_}Wry zz8>avBJS5w$csaNPf;!4wgp~Dvv$X^tpkpj`wo4Og?mam^~GpMGW2VA6O}S7uwSrc zn*<5<54$Z}w>|nTIzwsS7wDIEa#J5$_=>(pV`#UqzB5ru8L~gO7&uXbbFD=J=EB4e zUN<=f{bFj;W&fv`OM4<3s8fde%Va8hfgC(cUP4}Hmn%^`{n%1Q41B_8-_fZt5<$r2 zRWd;T5ZShm#Y!Cd)Si~&)DHAf;#)s*IDkvsx$s){DEyR%cK_YihxrF4W4C<=;Ik~V zHFEALeBwt3UJB(y_c6`Knd%8Y(DkhOKgbjJPh~F{ArCp)T28HYLO0y<Bi#Xbl*I^L z#E>5PPXTeZi9T1N*(>+Uee@}LPqv+XjlTNGu7la{5x0({%qME4p>9-MdB1cXeSO#L zfg|8eWJX11@?_ypWY+w3r3m{IO!$9ZM1R*%sCrT<+JQ)%NgQ60awOdTvsrms=S1`j z?-9Cj6+Wg(Uu~F$(XZ|NG<wGsdxAn5@9;t=LbW}0xf^=@xADrl?KoG;wE1!r10>>= z=YZeMTZpgw4nN32o_;27A>NC+nYvOy<sxuB(fb^0>gZD(%>_~>L*Osz>Xf<91bb*G zPS*0AcPA7stt`A3#h&1G!}#l%Co6`c>2Ht+Q7Bor+Z%B=XY8xr+!*pZU1Se8?$g`j z<W^kJm#ej0qPB(p<I!d914fv~>VEUtsrs`!!M18Y8oU!a)!+!yIO2r%_p($=@MB>I zRI1+CITB~YBl8(wdJ<&6v#-Yj--_fDKWBjYAxG5k6C?7It8cc$&|A!fSo};~M?L>w zUNZaJZp^>bi0Mw<2Cn4F^6gdt>gt?z5(_8h5z;svJU=0iNRlrWAg?`)>!lMyzJ9&N ztEv%-x#+8d4dL0qZ$Df*5)U1Lpyx)~8`N12^}R-BU3mWn55EK^0@q|qTOA|Aei(+s z2Fx|^2{~Q=xB+<oY}3TisubvlxJW~9fm3u88-C2=#r+?Zo%@J5-|~#>0aFNYlsS3N zOX$-W^ZBN)pbpZ~N)Vtx-<M!_=!D3B9>jsSA&)h||7dvY9;lH-op|6$yk9ZqbMp=F z$9F^DIxt=#mxTI;Y)Xn5bK<wIjy>(ddocM`=k^0}cZ~mOOyVr|aVP|s?rg;Th)P`U ztRB9n^7Chg#`rv&oi>`gz$bp###Ez*zHC6xunBybXw}b4s_5&utIb5{!K-o7ocZg= z0zKyF$74HzOEQ!X&$WYRY&hwB?Jamw|3Nb|UBqSnZ&w3C5$D2PEOpY;aW5!#Sw=#K zW=D#M3J!uV-m+TQEcoDZ-xo#Sj$-a;uc4?M`qusr+U3+u*yE-@yrV7Ho?v(>H+>0p zR@FJzUERoE&DJDlX52foU4>~dD<d|3hJB=2fnQxq&hFSSXF}C#hp<Q%^p;&QX8iT2 zL#fIhD*|V5-xC=z2mFBl_LaMB*iV(Se{MsB9CKum_Twv|jzr6Op?!t<=u@=D6%P!7 zC!-&+m~95WxxBx99eCPv&+i6~|A9|2TCJXJ1)rZ1Wikofif1<aQawBT+V6ZSriR~l zrHb;svR?4ps@>iiJCJXMcwUJu0gvia+H!<$=3A{BNdnKOTXMzu>J{uCRvhthf=-{5 zO@E6KdCjWQ&BC7!bDsM)DyCj|5lC3S712ji-8{s`#R5P6#q#jM&zNIoUyfv#hmQJK z&5awJ@GncZov}gPIr`h1z2+|J)7&(d!&UgXc9&(cxiK$ozUsgOJ=BY0x2m55zy+x} zj+y@BDd;;!ul<KTOuj->Q+U1+H*2{SKcdg3NZWsUABniUD^%SZx`M$%<>U(7fAv=H zogt|2eCXcHunohn!7ETRrVabjEoUG6yk|$iu=(u@`W5&e-x3EO?nk+~=FkqDjLm9? zt{3<R(gu4H`oEDcQ4Vqm*n^>Bo~{2L^;U$lPvimA(`pSfE9mno#l+0E^*a+E$F<70 z*`v-_Rgmn+hX2WxUbnrf&V*GYzq#fVo=YZY=mQzxS36YN2Y~B-q3^PwMSOlie#j*s z-y_P5tMZXC-XGoH3734ttM@7bDT2VgAMNEX6F{FD7_r4I4*Vi)vxQC=d@o1hNq(GL zw~?JsgwRI?tH^!iz`nQXgON%r-w>ZmUf<*Q10LM=&?aC5eMRSg(Q)U1dpsI*%tqfc zI6E>Zi}$%~Uhf!8=1IKI7-jwE*JWTO7WN)|Z(pv*ZWie6|K3Q-q{Dk!x6B!~%!E&M z#*eI8HSA@)S;1HF67jO9w#e-Xi70&<xiTFIpV^r|<SO7Z#e;huFOsmIBDO)bXeWs{ zxXdE_<39MSJ?sh>k-vCI)V|HlsEgDKAM-;;L#O%bOol1=kKwe8fxW1^+TE6`!4KPO zX$ctt&$&BSn-~b)Qp)v7>XX2sQvD9T`i%D=nUK*P@*94*E|LcOz$cyveW~VLhWF#$ ze)Iv(t)FCwunyv4&Mlf6TJ(L<^-YCI&{4-bvjHc^d}@_?s<biu40N@)<MI4<_P<cB zxsSO_{Q=8=c*MGxrtH7Hm@RI9zpU3|PQjp{tp<GYPpcPaO+8RIJ)0;qMW21hMrGL- z^=ZtpukF-H;Jfx08ApTfw5``X?8*xM(Wy*Q?uQFu=}UiO6L^T#%K81jw!nu|iJAV} z>&lfC*t?p6xv(AbD=z3)HTAg}*K$!O#qSvmP(yxpmfgnw5&8PCx%xEfIlj@jvo=NO zFYeMkbVMG{EXw110Q~;(!O8GHIL{a9t}ec11}=Qts((BM^`IpA@8D+mdbH45e+15b z=$Bz?74W#V3Zah$>TZM)FWaLhwa`tlzv3hVFJLowD9oq;ecq?IKW>}YugG*NulY6n z0yuw^zH~yJAgX-sEWYpcn}2k9y?`srYiut9&LzknP+-^OK`hKA6gr6_U#CpC^XNkV zs9cq<gZ{OVBJ1~0=(Gy*Myld}!dLd0JS+J%?4>S>b~c{H`+3<^G0_1WT!We>2e{wW z-j$;@yr?I1d0RfcbS0$P?s<>DN56Kpk2r;Rr5|`#Tc*#M_<WUD>;^yd1P<Z)q3DaM z(ke6~9guJMR~f!u!d%aZ>#o(bsCQ{;$QiaU_s!|!n!AqYlyc7ZHtI};$rA^ft1(|S zT)g?59sC-#YyJoL7ftQ>I<0aOeT3Nn%Q5J>nJZHz*1(I#H$3D~{13j%bD2jpLUG<? zG=d{n9SOnvj0e>^urGz}PIeNFD>0F~{rfd@_}Xj5+5JMkvzHpUmku3?r%7HSCHk{- zNmNv45$BEy{;D0sIlpM6?NqViOw7?SP4kE0xmzj(x_d$&<MOQbsgws1b()FeY845- zreQ=F7xqmw1`u!*AQX1-{q2^Aep1Fhupk=eX<kPoOv90Q^XD;-;~;bds~`QpS^=*& zc31hhj5+YpJAVpK!H-8MKHeOCLS??J>kudUkXv45&5FRia&37yNYDrDIyn`li@x;q z-`Lz&(0A|@fA0;${*RCj^<homZBJMZ&C$6NTMnwr-pKE9R1w^AcJPO<|Gg~{eOUg` zLnRU5`Sex-V${<3J<|bllZRc2Xe0W2oN3r=+T)jZ!5O^peuHMm%g`I_e=MJe`O}vH z9~t-&A1~eBCt*baUoA?bgc(zug9nTPcYz;N(&-Rx8i=!*!i8+e+i~SR&xV39kJWei z*->^+;@($li{^6dYp`SbF$DgroHBn^6uhEsy;P`%8RmgsCXp6eu&=eKKC$4IBT*ta z)Hr?;_u|Wt;6WDjqYR}qJDlPBFnK{U5WcLQPeRlSfn)JWFQjuClZg9t&r7@h18&0k zmgZ73`les!(rutW<(!V!Zo7#+bTboA2cd_p7CGD=YJt7>9_6{S=;J<&w@W&J|EYV} zRlhim{7f!=I0$pokz$4=tmvndctej|@P~f*hF?-E8FUD?^O>EsPJ~zI9^v^e_zCAm z{gMLiK;@?T(GvRKkd+r590%b?YvquY3EW{oHKppPDg17CN--TmAJ<0wJo}@`g;;ny zSi0Q`ejPm$KP12dsdt^A@~MT6@4jE&zkEt&_^7rGJWpZiY?stq{9fxRjW3ATp<h^L zU7+)77IdTh30{!y<VG0z26PGApZuN$E}O~L!6R#hb0EXHY!04l`wz7Pr+>n?>-t;K zT;P4@Dfk3)5HCkd=|r#L^LNshRjp$lY2_$+FE4nA><a1fWoh*7ork#68lfZ5s~S+0 z$9?gTnJz$_-lFYq|AzSd?(w&GNgv_geCI^9T@UnfS_|wQ&>vlPbw85n0p6feYsyj+ z^YD7VVvYbODc;XA!~%Uy33tpBw_xbk4$`pSg>EQVxI4`o?_IX-<!AaB=)ZN9%FfmR zZ*Kg}mW;Yzh$8YMe-7r;jJE9i;+=@ZLHpAh;Hj(<iwwpNdlEUv_cs3R1J1&F#)!%a za|NRJbJ_C{$3DA;M4*1|5c^Y00*^eu(eF&*;6l{vYZ<8{@4gX_w|s^;kT#!KwznU8 zl136s{4(B8nU^cAC;SL?^`86zpXC0*OEm`H|B7CTRl!l{1N8()_0f0e%s)EB5Q}q0 zbAm4g{0?W$!83ZZsMD3cP~_ahe5eAsk_o>5&`#&VGtjXm<;VwGRKUL@`>JUWaJaRg zzyU$v)b?zN;WzN}swr#_QG%z9&9soFrE?<8q<<bhhx}1}<cY8m;>+M}*$~eZJpayf z10SIyh&aiAx={lB^I~wP1vlnA`Ldq(2)Ytw4n3xCaNp^R&bsEKZ;!pg^Q)y3eqBFk z9rJOX%#_JyqG`bob2<r7B7YuF+VxQtd3%WB=MkF<JO{3IV@1^0J)sGlb5u^mtH4Xi z_qd>|2vX>&$GLvw_#b8V8z*Ajjpn90aO>wWRePp_p`+lH70DQM!hU6K#W>`{kG!>7 zX)VyJy%wka1^j{LumDpQcyO8Q4+3`X=*zTjnvDUExbY~H`y}%23m<t(CPhzzh0d(b z1^v|1In~61@6h3VzLL_n9p@l3E}-E!d{*S1i439N{VkEQ<BK=`d&G*&2Y>KrjdzZ( z4Ip2YhMCj@C#0?Fnf;EwZh2ceRbvbEI%A~KD*XKm=XdWiMqVe?=KuGZ75C-ft{($h zm_ypo&1vVt{OlW>yn5W1?dNkhg~5w7*IpB8mcd-TvM=uuL(F#_Pj-3+9{qN!wBL_V z^sPaD_k&QEIK&yjstG=w$??OA(3@*GzZ%M2LjMvyp;V?1KT7H)2S<9;ReYL{S@}?> z7}0LIrn?YiVf~}uo`b(`sWfg&1U{m{Y_$!#muE8bYWz0XvwB3p^+^Zr-;mVUEoz*@ z{{9kP=<A+(^e!wILw~(`AWL2v^XbF<wqAFE7k7G>LEBAiE7`&K?KbdKNp9h_B|F0M zOmK<v4$OC*F3d3~fzDv}L4D%~@PD8+Vvk1s8FGO((+PF(gZ4UsSBMkaFX?D6?SW1* z<BB1<4S3J&2!#Pk4`N>GKyrcz@@?{{>@o}Lys_$~7)#Vo#u>Sryx3Q^Dn4G1a~SK> zc1#MNTXi95dsCSUp)L5Nbsh0bHQZg6ED?QMRpZ(r<R54Hh=pUw2U*vsx~ri#n~8LM zQC5QZA?~B?YlME@;){R5f6l;9lIT;tJP4xueS`N2)Sm@W%?gk02#3|yYc5{MuX7&m z_t76Klnw7O$32bMl|ifY8oUp$JagPO>;=)8JaMNQbChH}D=f%ot7#0wngr%*->sHz z;(gpO69`P#bRvXWM{=$~zy9Td<t$em>X-n|u}9_DuXGb@bagQ|%@TY}Iv+kPS2g{& zKZOs{zGTbizp$67e9Le@>aWI9+b3qYzpJf_d#hwHpS}0GowgWsR9El)NO<H(aFp)5 z#138R!=VQ&jnF;)8GU_0332n5&VMwAQTJOVtlrc_oVw1SPUQqV^h)-a`zh4<CdbFv z8i9Ac-9~!$3p&5o6f{nSDcEnl5Rh@N*o~O&{@yq0=s`&DNuM(d#a^h1{m%Ol2U64G z&VRt?lMqi&j|QHuLY0vfcnx`NRYQK)E>Gf2Hp4Ux@W1Nw-vtYie{^s7hyI&evN`GE zQn8GB!C2h-)&%yWev{Aj3BmqO;iZ!&{=%Qj{_V*D;7wP}-=DVzt~<kCSi=Avc9MBJ zgJ3`AVSm{atDkZqJXIcbcL0Z&a#<sN=fizWEuA(4-f(^Es|Q^e`1v;`fBxYBUHyYv z2XWs?iYm#8@K;##k;rX7jJca?%1`9MPDGHUZd!7u3o$A1a4Q)3Cvs?<`#1Vq(~O_z zzoP&BCU|?Q3b?P}t;|#Z_&`yyT``h@h;RN(rtMGNiK6mz%EwU0b@+C)et=I=;of6O zX4<&Nvj+twQ6K)!HZZ!1=a_7@n|TiRsY+zxx_B`B(PPdAk)MI@%A*cx72u|2K6&XD z1|Gx{Eyt(I;0qL+&g^`W1U&5d--W}o$Uj4CB{!f~QJ19CZ;^$c^!M8f&v3t)<?Gv3 zF|Y98YD|P4aOH-Yi-m7Sz_XfaDX`#PuhGdjSu#Rr{_t-50&v@2Hrn;qnl6N0*|!fR zIpF1})e@UfC)GcAVsh;eaM2%S8f-ZCu{O%%G*00CYCB5ekhkN_1&vD(&uJv5TxWb8 z3CXbSr;Lj+S597+K7;-_Lfy78VG?+i-k_NZ>LrFZ&XHgLVjq$BeP6G;z<Y}QRdV_9 zx!&B4_|k^BWG<%3zXSM4dfBC?z}E(Ut3F$N44v$;lMOlOb2neHI8#)?KO#eAt+W@o zP?*;B+AF}>dpBDm(RWvHtBA$n-<7s6<lUk|oD~{7WYvy17H!RR{R?n|J4QoAdB81= zhFS+gF~8=rGIlTued?fiAU{3&x>u(e+#ljx1gx=YjsY(kPaER0!hBEq1;#^&yJ;C* z4}(yrUEx@wqnpI}7=Cv4QYPwjf9I*s0@#b%9jD0Lihe+vZg+qP{AC-{?md5tzU@TQ zzQ`r$Cij(PngjRsJsNXTsSES7Gc>0y%i){#_OFS>Gw6P=T)E8e;!Na!oco@ch4@Z4 z^Fmg~jSyPBAKrWeb9vW7ON2Av1LOGPzVRmJ6R*mh7X)6>cl=6JwGjN0>*V4rN3p+W zHt4h&9f>e;ayrP1ydfQI;ce##U2ym3P6qUE?A$skD&YN+Y;q@W#9<#f+stR(`y@ij z#LGqk`jZ4te&1>6hlB%}jmAt|h(~wJb+yo^GA3P<>qFeR%8;~Cas&O9h{@I7arpU0 z+{rr#{la>R;ny=hZUhhazCs%w@YEX#zDMvrZV?1|JnDdJ-wm__kauicH^faQ!0Tjv zZl!|X!!`Y^j{(pZ+={w!_<|q$b^54<ZD%mg8~WLb%?A5O{$w)MBmZZ$`Hsd6<9_WP z;XB8HJ-pH!n@WfyOP}tm_cg;mYNU!K75K!hjg|w(nH~g#9c9Ey6Xw<^KAqz!b|CnS zvoGYjfd75hyON8zL%k#Rti}N5zF61a_~?5OFKyR4Qkc=t)TaFxjJk}Atc5EKIO3B6 zy%cSHejzTMqU5h0gi>)LTOA+zF+25|C~Ftu=V(qo0ljE|j6g?~2I7tFg8vSG)Wzf5 zUXOu4)!4Igd0Qa#sUuzcg7(4ZphEILL*Qct!TJ^tuR|AQlD{6qiFq~A@_}j8KS#99 zdQZ5cUMU=}Y5+cBQs`;HcpdXmEtC)6TtfW);(hKF8T`<;uU%gN{@jw(x%)WsWP4l8 zn@|$=$PA7PIHO;xI`dF<VgPm3+@CAnjNr9eIA$lhF-Kef{gmAk%-y>7xP}1#KIzFW z<va*~-ggwT0fETx??nO<z5ws(Np(JkKBZDzLbqPogU}sU+v|{qIleG1b($;};zbb! z<AHH!;=cgbYr`?X8`5pQ=;QsxYWAkoeL@{bZuMgJB;wM=eY8h_?=XI|J8=uRRdy`g zb<nRr3E{M2Mcq$*JE_J1|Jx!&;MZUa`e5xl8JBV1=Y-^|(}Gct*ORYLBc9EC&aOOo z8F~e(y@P(}M-6FKcU7`Mw-zQp^Qi|u9y8;<-++G|Ptv4z#q$;D>7q?Oi2J)oS$ps( z{2Oe11~y&ctMIgHJr%r{(#6kL+T(G~C;AM>&O-N2sVR5n5PU9e$lldWxDey@7a|jV zQO7-*+`ELjs_k)VNgU<}*sCX5&Efy8T%6R}+zubqtdq|v5I2`J2QvNxueHU!uIYLS zyedCSxMVK=|9F)!VZ4`%`$gML<4_08g&#VM`IzkTVDD|%^BE>QUnsK^`1;~Sr?bw$ z1AeA7WNYF5Y~O2hLKgmW7J7pEBTmFgCMu8K-%iBzwS-Z-YQ*mYG!>4W*t1*vYNEFg zeV+B}$K?i?|554BS4LkiNqN2GZyDwnFLOOhv_U;f;doCE{kMv`u6fQ+=rI^ClD9cH z5o=CT*Z%;YDGSP&NJE{xWboj-D&oss+E@KKbMPtUlN8U*_arWGW{X<}IT1zIg34BL zUhf)cN;EHEZ%EKkcw{f`wNvGLE8wk5FYBkQ@%<m9^1swv!#r6sas0s=`guKio2(_w z<zC!-?1UchoFXQE68b!@&GVmH)Zr_`)PG!$40%zIhNHy}{0CjlzPSVFQ>+TUY2n<s zi2tE|NQQn++EZl_d9q(&M*iIa;2)=7>jXk~Hu}lj%LBMhWXtKD9X|McryIW=$9!qC zV^XsT=3x3d6o+F!1E=j|)X8=6B!rgSW^I8#v$Uj(sG)B#kLkQ^@)mqlC1r@#PkZ9; zj@{u8uR0Uls*3p(x4@(NAN#2XUgp5H$e8?cHzH=K{ujkB;P(ZJ#CSM#e4+;i7ol(c zcy^mu3h;(XQahXIarA{no-VEusACRw(;q+{F46s7nuv2vC0Tq)ZWg|cZ_*hlfXBA0 zMf)}&J{8oJO8vNo`>2o<`#Z>$$fOHUbo&ASIo&|L0GuN)u}F!Jz+Y~T4(idOp17MM z)a3*{MwND$1r-nW<tZ&h8I427K~|>SjQ-*BNBZAIfw)ISk&b8Fz%RX%EeX8oNbuc! zQ|GOMx<qYmO(q0-A=8A9u^X;L(|GbvPt<=S100(Na-lCTRI2*kg?$$;A-Zi|*sG<j z=JX=doj9jnVb*d4`vc9W{YMXDe?{GUqvzlox>k-cSE8OwFD=Y^b<mTzOUdP@6^1z{ ziW?<Ks_?g!YbRUAee6xw<A3uMfA22qD4h!U;Z%wIOVpTK^WV3}3whFIr>@y^)OV{p zI`=1_o-P^U&lS6exl$kBq(<;7L*ect{-yAB{4ayjBp<lztHx)(_RuW^uk04~hR<f! z+lP6QuEd*cCkGz|%+1gI-7uyCzBzyCTzj?)p}fkaC5ZE5pe;)MR~>v%i5!>ldF%z1 zEMtC(pZiBAASwy{{zSvrsnc%25$`eFwPkiA)V|%?*HH<dML)G4m6X6qN;HqI0}q~c zG<n>Jxm@o(aXY%AvFA;fdz!_-mAJV30aM*ESK{mQR+0Hg_!fnmaJq;>w>ass$QyzE z4cn6!gX&2{it8Q!r3ojZ|F{@wq!v0EvEB{cP3X-kLJfbR&)C`V#a#z_|Nht8Ms0=R ze|pU;ZT}LU2Q3ZjF?{YU9)S;1CxA2SjE4q5cR{*$bx*=q%tu^&wZ8(N+v8o@8POut zgRdy$RBOP?3l`kY#QRqq65}l>z<uIb{~3dLcIT}`U(J>s{I~p1bVF}s5q%-J;49*v zMRIKd`n34dL+r_T53W7d!OL%ev;Fe969FAiqPzUHznE7$_}x&tg%SP;{1l(drNQTF zy6t5!K%b?vRP}rm`*m-)T#OEO05ACNlh|R@{SI~Kl#^YFQ<Rhrii^naE`O-=kVk*G zma3c?g`Vb1=XsH1n8&*j(X%@X_!{Nhy+7;F&qPfhvWh^Q=rpIS<pYky%rf^3^-rwZ zj(&=4_?HEl%uoW?HypqEX90ZLv5Tr1TjV4n^mVjD4C<jvnft3x&AAfu9FIGsDM&=u z&#_K=)a5?k_Wph+g}G!ig|82Oz*mxmTu5RY`nb3&2Tpp!-yogpd=&cbZCMA~OA!w= zbVf|Gm2eK;U;OQd{&RV;U%%%8bfhKaM;2eBe>Ok2HWv;*^St^Gro+&o@8V*6hrA<n z+)ke`#JtjcqN}10aB|jdF|9p_hkw~(D+QtRDh@bO`2)BEue*95wI|U#?KA1M7kx-p zt-lrC)4->MjQk>JB8TSBd;|l0u+RI3x&d#x;a#p~`Uub2Csv{yb#}n{dm4Z7IiKc) zp7d1)-*uJQbPw{|v;AthyTO}9ws!YrLjR-obTR*nn+tLFFYRy_;`KoOL|8ELLAT~n z>L<W)zwSv634+e+W$(;cRq*X4^U~Ulz=Ih>ziCBp;d>t+<jVvf_SGgy{(U~?y)Dc$ zzhGYuF*8CF!{I{A8>#w?<K90V-9!6Nf2DopXJs!wU(|z|`Z?s&*IEC)B)<>dt$$C( zP1H4tUeX-TKLMBA;S=}v0rH#-8!55^a~Tu;6MpINNzA;fd>ni+3DX4$d+Z3k<);^u z&9S$@mf|^20rVQT#BX*Tf}a4}$cHT|65*+Cf8##~=$Fqaca&JepGoCV<P%%)Z@&e% z>vCeANvm^&;S>BaC#iXO(Qi1IKF_MN#r&Y_LEUW<@FCw{|G~En^Dv1dNh;_MUR+7z zR&2$*0Gs)ZH0TZY=V;7bz71R;)#$NgEY5Rb$$uNt@R>CDtZ;HS_I?K5Dn45Yd^}j_ ze!L{+F}AGTZ_#-YO0SD}|LxOJvd*fOr2Xe-BLC^kQM||6rh&V_qeg|w7SG~+>Nv04 zPAvnU4I5Ez1^#0)Wl0tWo<t*9;_Lf(=+a#T#apZ3M<rXYeIEE^TK@|5OfTjJkK2ZM zI(UFbrpt^5&epkd-JMPbb0B9%WXibUhx1EvII97D`mB%h6#D2Q{uAZCsO$Ozxvsv| zf^Wv#ZsB@7kJ5`*693zdcu;!eMGVfzm4_@eUeJ{>*t06j!bef!iws|r81V92$$Ij* zw=bquy(d395%K4zQvxst9Ty{UZCVcb{l3V>YVf>)<k!U_6;bDAnO)Cfg-()&{995h z^ah=Ot;pbiF8MTky9e$=&KdFJhj*YKO;m|ul7&8ekn)`P8Tg251VomX!{6w0BkN=M zf^Ypd<QeiDbNPFp9pS%-eFj#?f6XqzhgYOuP3Q-F7w*0q@WP+EwDqIaOwjYy=St<I zg1;IyVC|Oy4#rb37)*{jDTv#wwHmmL?f}OW>PLsc2u(HMOkLXp4QLF3&wcWl%8teT zpL_II@*gkO9lD-20-fROHOuMKn7hj;kV@PGoa6qT2R-V*uhzsr<(z|_t#pa?HXC^A zPRCbKg4ko^_QLP+ZScokQd9D&E(8m^%Db>Q@N0HsE_>^ts~F}z@=r%vaq*IoXPqM< zaQyvc@0-qqd>qxrCw#8(?FKb_q)5cROB&%--{CLo)X7;A1$?V`o@@I&_M9ZYa3%eL zE}K2oXm~&33G?jRvd`!jE3bStMBK?c*ZW6nALeih>PECsk8YDo_?u3HdH?g;uCj{o z1F2~Uzk$AV+iuIgSuyC@)rT9F5$A%`!?x8lBL6$^ZPwzwMO7`F3<r)EUm+JZ_S=<M zj+H!3`2#vbfk*APW1)A^yRl&po+zSb#PGfX?q54upBBDv%#y^r9j4gR?akR1KZCj1 zy6H%dXyDh&I`n1Q&^t&d^1i(0LF{^H7Ya87B8*<6Z>KrtSM-?)=2rNHK9?p5V=vl3 zBXwX$Cw$g;J{kr9N4Kdn+PnpxFs^vpw;1qqcf5+b%Fa3vHO!rg>xfq&_i4$>?C?I7 zt}>HBN2>Vw@$Bqg^yO!}S>m0+Yi?b65IaXA<`0*R7H8oc-zf?l34lIO$ggz|^fv1o zQBf1X55;}uCvMr{-ncLBH>~#{GQD`WPM|JUZjm^k(ujQqCwl)g5(QqFG`qC@nmgfK zA5l>Z+%qezz4PT`=sbRPuC6+H5oi4~Pd8$Y^-LW3bvo2nO}q>RZSOHpT6SHgOdS7i z^_1K}#0B$n$CeApJczi4Q+_eJ&ID7^vdA?q=u8&0CXdJ=zNB^aokl$=!0jX;qlD+n z<;t;I27UCAi*v`ohrVwRUsU4pAb!-FWZCk9&!!CM*6o14EPLapUM=E#&+9Xf^}Gr9 z0Q!(`I6op+i$2q(V~<<8IDM@>>U>gei5Mq*l8ti$i}9!FrAn2b;FITC`P-<0zkEM+ z?BbsgC*tsR0o}?s@W0_%pR58-SF_Ll^9XRZ7%h^&9&~uJ*URJu!N(8I%w2w^27iyo zv+gI6*U}s<C(7~M_n+C;nR~;DxV~YdX^j4&Vtm~{6L@RZT4vs;7<~EbgAKMC@!Y+o zS7*`32+#_)4t_?x8s%DI*nzp?&Dc@nIq30cMz=j{vL^yfs_$hNKt~Z1FjUL$L~wFb z?v597BDnWlS&;<pP#o$sbMq+f5C7WZAE*m|o48Q@d<Wh8Cnn+1zo-xVm%RNDAC~$( zk2)uM5JHm)uNW6G=U-@W{D~upP#b@qJ^_5oB-XRJ3p{w6v#zZc_)zPPGP|$O;FI`b zUs;fr1L15PB6|Tm;dArJC%oTq4o5k}3=yZ;$I?k(P!D$ep6frp06*jp;-yMD&{^=_ zJRL8K`8WStf2*L^buCR&Ib(zGwcsGz1srPe4Al{9^aa!gTgOdMhb2;7ksM2fe#zTS z@H6`9-P*>ZWCw8%KHNS<{T=(#Xs_H~|Mz=OYLY^bAHuvhW)fLFi2uY&EbgIy)~WvW z`IRs9Vm~}%^nqhbl&0G_L$455A++-y>Q|3I4RUpM<bNYcK8983U&S6hDPV-p^LEbI zli&rfBnBIO0DkuKd5EeRaOYcloSH6nU~jSlc~o$rGa<Tt<8crAo4)x!flN5(bV&zZ zEuz0Mzx~Y8@jUdkp=Y%R3(=SU?cJ+<$ALJ1bz_e+_!qgGq)t{9@cpvPE5Sk7Q~!5U ziFeA8*vl@pm4JHV*O9r)cXeC{U73i3a<agI8To&7-*zL;olUq%!p}c`Y5a8-aHvG) zf<t#SpdYV1vCl#jc$_Zhsbc(THAp3~cn+T@{85kESMWhOveEzcjB{4&X)1eQem7by zD-iYOc%HcCQ6AKF6^9zfZ=nwi>RaB6KJ^gal7`wQ{L-v)rzwxZ$363$<`+K91w4-8 zF6{x1kZb52P3}pI)Ly$PX$k+;t{aI$)9`gp*<l(^i+*|`f6P||^I$a(8UCFIfy0c| zO05n=EM>>iN93uTKU$aHAHu#;MxEwc!fr%^g|u93D|l_v&d(gc{ltqoJ<Pws7pRAc z<-i<#j@hmbC>?Ymq}k3+at+{ld}Hu=yN3Fyfs>I6d|E2?x7$L+&IH+4darZHW0{dJ zs2G*u%P4BmRDyGo-Bo0o1D%3cyN9@W0P^`Bi;F3^SE}|4Euv(=e+N@1{_RWG%28u5 zss@i^(C#+*&XpK5*vHJ94!mPvL@Q+qJ^)u9OFupXT&v@Q&b<@R`SJA~_3A-iu3dMW z27PGPa+atl;*PU8m35N8EB33)W<*{7Hy<L9l6cIG_|*_I7R!Wv$O>F_3W)d94114L zDSHz3Ub21x=%3rBXu>vo9f)rCF`8}U@Il?}+eDv?{oaG03ku9JcklmZIOjU}-63oF z6MW#G&7W7%uY%vGznP|oenHm0%4LAlgZMt(pLHDfYhK=U-Vr#y=&naUa_*vD){~?d zEU-oYnwLJ0xX{D1DM^F+BZ7A=`g$Moz^7mdd+05m3HP7t#ku2u%$w{Z1pVw>=Zv=n z`iEWz=Pm;m;_kzthPFib<5ejzgahB$?Q*-dIu>}gcAdl*@U!RQe)X{K!92mEFp;f9 z%(pFl4V4G)^Jn5Lg9W`a_FU-Proi)#ArD|`k4IhO#?UEN0{p}{>GB1A#LY8=9SwMH z+E*XX?g4*vJ0mdhi>MbNv7chE*B{J1JN&qI0y;C(AMZ5lcexWM@A;@b48>fGUbSX6 zaDtg+g0lko)t50Nasczx^NmMxT)qG|li$r^2V784u0$_f4SkTFNzi|om(=ZJrV~N^ zcYxR}_lXAi=|f&;>_hD7d^KcyAPIQ8zH`8w4tVN<J_WZt%mozi9J7mrU+qRDW1=;5 zEAQos7J(zLyq7#^1zq4!=i5`YS5T+QYIBV2gimjRykH1;Cz4N0<e-ZyQNhIHkzftI zn)dglKhU+6xYG-)A`f<KM60PU;oq^65<*bVQyd@u7>_!G%y;=zG6m`;y9-L)2k^eX zobO=FflqCaZ;8AmaBsIu{DieDalpKX!Q~Qorrp(!E*8*ja@kEuqb``2Jif03_qQuI ztXu_kOvwVz#A7|&ALEc++jk(3?mwm2jXGqk-%oYwtvgXS`G7C&yAwh7^YE(pIY)wr zhga7PyvWY6gt?=@2X+p(MBAJOU$u03s9DpUnCi8D!T2u@UA&!j2lt*`F*3mt`6lEF zbypj3<wZpWn&E!vj7KPT+(Er!LrL?*t{nQ%P}X_@@C$2R_XiX{coGw-X$Qqo7pQs6 z=kkwXPujy({b@PGv+DA7D&RMVuaeiQL<1L5pgi3|0xtRRQIdcX>P_kzTgpv5w<TTv zK|J?wsiP~8irtB(LW#;{;MNui)5J^YG<x+^PU-;P%AaIfdQFMB2eB`FOkTjbtwTN( zU$!ThQop{B0&dp9(jv-x2E2$3?XNcEgWK8j-ba38{`GQhU~Y>mVU(9CZhIEKL;d>G zhWRAIc*X5X+(Y0hL&{ApE6~9!dXG0XV7}xrum770XQD}lX<#tfg9yppG_3$GpmM^k zUh@<9>gZ(CRP@hpg<ULS`>{V`GKP~Mc~gp&R#LSKc=umzs#CV80}eit?L3RUOLshV zhi~Ec-=TS7h`v|-RnL|z-ph8Oof31F@WnaC9j3U;jd+*kzu#LFI^~dUBZHB6|Ltt% z3WwoGv#&+uJACA)9BU;jY`}N_N6PMI!yM7b0aA1b>iWcHM}b-3*}rlX#Snj17~1YG zw>c9@y`;*Eh~uL(hbe^dexy{YM^Z-Mn`3a!BlrmV{FmBs<In@%Ro=OOQVF_+RTe5k z;3K0~_e=j-_rN@{@x`hn528HX*HwfOezpDYFK1tHBKT_F^2nk-rm}3-dpO}h_|yl~ z`H4YC6;B#i@^mBCDIaX#gL?07u!{KBb<Am-jJ$aOeCzkijDvC7&`SjFjL{7M9-%Xl zdSniI&y9%KXx#fQrf7!A$Cw)&UnM5_@I6D=BNARa5)=MIU*91QESfN}jzIS;eKT!3 z4|Ux~##2XGKVY9@$!#lHX7JQgq{C|FI@)QBjl^s~IryO;O#5slM)Y<S8>GIB3 zKJ7u69U#Wvyv2N-^Vo#4DR}S;A6bV{_uUXZuagKKMcK8&-xPiSl)v&~{A<kjx`hhq zBhJ1TQy18{iTjaqD1?d8lQ=9h%<l$VzH4BHE&UMYw2g}wHE^z)w^39148c!v-kKB> ziFtyyh3j0p&>hJ6^^siyuT~OreENwik#a#_WVaCf6f+Mk->ihslE%SkrF!6LKWcTq zApWrz+o^9}L0#4=VX(^)K7?Nj`qhoVt9K`>a9|$AYQK%}6X1Qk;a4?^^w94&{k;-~ z^RULlKJ8Be?&LwSW1J21I~DmP0ZRA+Ft_Y|gt+;co;=S6{Z0;d-}}u9=!Cfa1$`0k z#uJ}jT?bA*^FU>Ol+%$YJp7gJ&~EIrZcSK?w+BCX{L$6cHSEm|sXi`r68fFtCpAv{ zao$%PJ_!{fUuo05rk}<<&=7BH1L}b63XVR3ChS!obJd<P!9HDU#m=1y*pnfrUD=L$ z?pA#A{mDWHqA9{Mp$a&}&8hVMWatH(Bgofj3c=^KmoR<jM*aCjg6rR&<81N$+WM^U zh21?OeFFT`E>A7*`&;PSLT_ZV-E$=hKUL;4c!9_7)@3o~h9A%`s%RPLP>Y#rFBQJP zzAN74ytk-_({}f*g_XDvw=NyeJpug9d6`w_1MZ3TVPkgFZP43|F>`YuesDHd{z(Lm zm7%fxjM^PKrZ>qhKY(AV@16N|?-Ay0SoV&OheM|#|GDSioS(N6O~FajF(&#QOKHjQ z_oJ#F<<WK~Ja6Ci5&4AtSGc_Q8Vm62P}|Nhd-y3ExveN--e&c+^P_vvr@A)tFE%5O zzq%<}V)O;`IollHZP@^S{>`eIcNRJ>2A#}yPwcUN`8|Uh_bZjRhJzb<Ap6?O06%=M zCEp6_VZ_zGDsSz?o0vb)@5uY|8h-SbB$$g4cNX*cwsv9<p6N2Ot^{=Np~?w|KO?W6 zd+bFk0Ns6#vboSc=yQd8XWQR{M~(M1|Hc8F>`!4oPXgk_`Qrtr(ckBam|31OgD&4y z>%8tb_E5Z^YY|%p&sb1(yCVSaG3mMdn{4RgWJ)A%x}*Q9{v(op-<{ZZ@3t@9X*_2G zji_bprPVXYkm){yxOeM7>*G$`Tjh5wPKMwWv$#Tnfh$g|x*jjO41V;Jk6vL4bjpvO zzujShIZe@0_h32rrKaf;Bd7}>hF!mR1bAH@?Pl|eI&j-B1JUvONyJwMzHUOzkuaVU zyqk9n_*`++a|_%%TkY;2nb?23@zwfIhAH+Wu|Ki2*T8<aUE!a@^`Qs(EV=OS+$l6S zdptxPEzIA|7`_|*bc*s0Q`FrpdO{n1njV;Q;d{Wb0Gv{YoF!in{H{URF>(!iLRWT1 zR{?S2D1(Qa5RU_K>Haf2Yv4gIl+$Y-qAp4){l0e@ykT4P^yUF_;4eo-b(>IE`pMPm z|JxfVTr`lUR)oEP?Zr>)!BfT1^XP~VpuXx?)88HqeXa1L7j?KV=Nqx`8U1higWJEf z5f_8$PNa{VfZj2MFYi?#^qJhY4&nm9wdQTb($Y|$=ZurCB|wjKo@_ym3H-Et(k=#H zS3+wl_P&`3&IehhYj6Yh=sp{+P{!xEtSHEn54@W*xTWC!ckrW|rs6uNtEsu9e7ezh z{1+QiHi>({d)SceH}b)srDlcwdf4k2-Z1&u9eu*3r<J<5oCue8Kcz(I<o2jlYK20F zlH9sMR%eC1R@@)Lrshe6<lNrVdp?ke4DRtdMd)rWS|pSGMIUAvWhCm2xPhTTUuAF9 zy_)nf=8mX`zOzxDy$1hsgLR`zI;fxS-+S}|xXazI%Sm)uo<ySgH7@pL_}r?Aj_a5p zj+-f&+TvW%D}=|K!hDo>WsyX=C-$!N=QP<)A<miz6qf=QQNOeGZ6E4^@@Gw9-?OoQ zXVjq8&Kmm1D9QCh=-&eVOw5h$hF|2qm&ML>@Rtm-Ir$EClE`Fa!hbgZ_BS=yilGk8 z?Q=6v^F!R<Y&zz174=p{khJw8e6nmaYB$lxMYB)8PY14VX=|U|103OW9DleY^nv1r zG*b@HDVZFl9Oyv3d@)(uBLVj|lT6KI80StwhM_kY{qQGMxw;?dn`5dc=r^Hf+ux;? z`F9R+_3j#r3*x*=^0j_N@Q2=x?*=~MTt8vpxG|PMB6gTKKHKnfAd)r%JQx$OFXTJ> z*Y|wznM>QYriQv`_X}$67JBGa_?OhDz-ww(HeOjr|0+80yMj92gUHq{4sgfs=hBf) zdx`hQZQ3#YgdF?r`zNhyRN;pZ^|P!J=kU^tq{zAn@LtSQ`*+_#ek_sG4_O8u7#Fsr ziuXfms>-H}0?)k|nXSp;Mr>EsNq_0*L1^?uoJd7}-g6<9cPRpOTx&oRCv+p1^ehk9 zTmt_l+;KP#af+oSU}X^T>F&yi%zubO>m_4q7q$@pJ_h~pFLxofSYK`*{@_dydJ*R? zpiXQuZ|;5I3VbK|qD?sF_t+0|lm@XNUrb76co{?2YAtx}v?Ai}X__0{S1`wXo^� z19Nev^wd8;Am9H_(RIgjxrfoKlu=d*Wn@KWWD^QSN%mF}vNst~A)_cNku7C~kd=tn z3fW18BH6QKmvK*j-Os(Z{C?i|`+dea=Q$6{5yo#{5f{$xYWui?{^#cLFm54tLg95l zOpP-7xwoayN$0>5UDm1-L_EvuT6P)TV@KTe@1=N!x}D<P_~2>$UQPK)f47B^zoi0G zQ&DH%Bw6Tqi$1r!+2*qVc&5AZ8e+>v*!wa!9q-8xovrohM^=cJDNGl4@!-9xalD>f z0?w(q>n=?p`mfI?%syX4pDj(@cBm0J8*@o-V?6M~j|`d2s_?-Z%B7lhN1rKjG06SR zDd@O(ubygz?oO%M>~z-&;QakeS@U%`KSf1vU3q{Tl0WXyM!tFFb+dhi0=j|yn`Q4X zhnBthu<j-DOU=_p+92S2`~w&7y^+V9XMo1tE$EmPt~WPnk037czP!2(T=DC9-{WLm z*c;i`;~0j1zMWm*)kOmS&P(%crVpJ7x&y|qccQPpW@F6rdkyg?sdD-Z@^{K)OZ*u2 zIg$%B^c~ayzEM-F)xZZ`7jH!HOY|MtiRK@_mcXy=)sN~^;6X1${_wv>ihWbDr>=K0 zqCbyG*iKPE{*T#zrAZ$C%D0j{UYH{e{4u)m5p#+Oi7JMbRq&Cs4r!(P2>+_o5}}YW z=tYNoDXD-1tPw`NJZA0$Nu+7VJo+_?xROK-)Jws6b2-1!AMIdyc*F9c4e>@O{~IPt zpuc?PodW(MbpJr8E%<hoTNK^gIFD67oJO}1r=8NZWhH>iPLZompQD10#c|#O5%jVB zI~&DoQAeGyll_kd_2IWDkAzcW(4pz?_8Y%~dRSkG+5);MSDE?}Rn*mTpEX3Rv=Fc3 z4{3$teH~Z+lTiSkTQRtYS{uH>!#B$c1(?v6=Jj276vteDY6+t&J~u9}#a}`kyv&-C zN+zB+arp(yC)|_26!jxP`2Rthr>{<)vM088jNE9)xi8&i-BSsCRrE!sg&_DK*YP(O z3vdo!9y%d&5$EqudyE^&25|k2@cP|U&;?t!7&H8V-|^{`xyxdhcjI<FMtJ~xq+%cW z50HWneOxnAjr?P2Po-P~Kj7>k5^tLr?5TQ@97PR1ZsdPW^p8-_7?b(>8i3#4m!jaF z#R=Z}SWVj;bek7wx|C~#pkw=dr}^f2)S>C$Re1$~7nHSV{)h8-zM9LZKM-{k{Rg2p zT=2hPxbejN1@>tK20vV=cO}%nUSBQ6a~64VW6=!#Xoa+lhZy3GV1bPKU(~y`Lc=4? z#qd$+)Eaye1>EP`SNUu1*ysAUF5>7j>@7NNturqG-=2BuqT@Sou2~v54eO!1_EqNi z&k;DNw*^Zebnn`tPI6I4kQXunaviI{&pFtIB;xmJ9+aIO5rR%c^ihdi9r$JY{bQpz zpUz8O4^q)*`TGwz<+P!{D*RnFKjc6tiwLhe?Z*9hE&R3ZusfmlsN_}?bPZcInlZe< z_q2nHb+<dg?^Ck1rS1T(dA3PD7CcJm6yF*d_|m}ioXIQ+_+cJbs8oZG!E(Hy0j(<b zLY}tQ-Ymer)ph&C-RE5iM*au!%<j-zxF%byZ8{Q~{oZzdOwfx<B&^-)b0UP4m#kBE zV(!Xt<$E>a#9%*tSe^>>ljff3*~h?R?pPytkpOOW^6P<n$?#nsd~DW^xS`ca$PW3y z=eR{?YY*xg!>Sj@X@>CgS5;-Ufgc}D7Pxo8%7O6m%gFo?VNV43?iE}qg1?~I#uBHx zJ8^hLF`w(AJz)@>v)hIhdErHLG0g~Y(*|41X9VW>i=TL^18-Sc3YqlVhdn?UA1PJd z0_RmpT>J=}D$%2QfA3y5VvW7{PQp$2{Fy|Jmm|Ks&6&F24P1!!2}x^~f<4hv@$;=L z?tPV1^_r2V3(<B#tWp&HJ*)oH=FLR##atPy7tt5(bZ}5qS;U^AoW|h#c=*g72%IXP z0nc%5knQ^&;IQ7E85^$=mq&^WEYhHtqmO#O482JA9TSz0pB<qmI~zF&{5HYmNOBYI z{rOJPze&tEe^R>U=fH!9k%>nK0*?#~9~TT<M}PONeL~<7a0H55!N<{;uS@!Ji=iJj zFn#mx66&8>#Xl$0qp|;#JUYZq@*mE#63a)1{zdTp$7l^Jf{nxEOd$S#b!zU9C~?gD zmFbth_<;Jn-XVn@eVUh9o)cF&=5_pb$hb%W?~}N{u!ejdI2PGi+~i1D#SH|1c;rZ| z314Xr1@E}%KrTS50sXX(-L(N%%!3_a*4?XuJoaKkNEkSC3Eg!icEo%4+_E1|^_ZJF zJ(@Pzg7ZN4q_ZIr`s9SD-BG|r<P;O+m@gpz%J$qTn*d*Qz<zqqwmtDIVujZM`EaJA zK|S<7;!kaK32Q3!bDlX3_y0h@8&@fn<^bK$kIPP!h<7aE4}XSZp1od$ZflGU`i^6H zj7Cb(Q>lsyT}8b(Nt&dz27GdEM|VdH^b_N158tMK2Y(u?a!UogKYzoCiMk%_>CyfD zoMsmN`@5nsvAd3hYlk4oF7O0Zb}}r?%Fe_$iNj+rfyb~E6y>hWU=P8V<8H57;Aa)$ zd)2U4_ke{ov(-J!f6)It-kk{^)pc3%9P0m__4-A2n|6ev`rF7yWsZc#t%g#A<4y#7 zrq-qZ;Qx3#U#I8_e8zNlDZifvpJzVmzv_y6w5WXKzu8Fm^t``d?)S!pu(@9Qak&QP zE~I_<(^Wh#!=q`Uz_HGbStuSjfPEQer56H=oeA0g?+d5ef#Xi8zT-xmAE~O6X9r*Y zH%_A{jRiU{HMvoG<gx3%g3WKC(-V1KTRzfYLu|#fw)K*rj;HA+Vvd1V-TwMl756vx zx|v)y^uBt}gpM0ufj^w%>h?6^#tSOD<#l||ZfmXGA$^$FKDkL&_QaJCjK8YO&IKLG zJ=u~r;H`Q}+DHHMav^m0TZvKsg<jPByMyFT@EKf|u5Z4=e{-V$&4z$8;n4YnH^mtJ zbN-P>$JHDOhxd9yVz04RI)LJCH6QqI$*+rlpij8RP{_>;9@pr54eK3Q;H}k}wPywK zy!S}NMO||vOh;n)^f#buqT~#IS_K~8HBdB%6Z~4I)_GP<7eX?}JyRR~O7)idgSjm5 zz}KyIbtoafJk>Js*|a6D2fa!sZv#)vA66_6z5Tt)S7)!_o)?NYIy(j-Z|+OKAifBG z`ftK@23_c_=wlCr$$<B}JD61lU4^mju>m>sb1{~`CImcC$B4%5xDtqXX8k*O?mhH# z&$8ddQo0dtB-d)b1OJ)Hxm4BVfO{38nNit{du5vE#mR3^n2Y#?o%M%)j84jb5%@v= zhc{1ikHE)>Au+1P(Sh)uZtIW(PjiJVp=jwbcu@KqyYun$NC&g*=XB8@%s+g-so_Wn zPJO=}WQF(e_};G>6X2LZ->bdO1NSaTkGnqwpYXmK`_7x-*VYbp7gEAUuE1eqQ3Lgj zZr0Ko__&mcd$h07r;Ltm-)lwxzMLV|*fkA4(dpJ`>@{a%C_K3@K@vU_#;(&#iEf0R zewM}0Z0w=n1D<sp{+ynXH;ynl5PY^IO&Q=%=0w;|)-c!++3gqj+p!N$Hl{iIc&$CL zNl&`x3(iH&IfDbK`%!1#xSje3c_4q;qWACx=-KZXuE!%Tedcy*WWHoev~?fbnvX?) zLuQj62)^m&vWML-8Q|58=1;~k|1({;Ut2sE`w&~Fv&(iM&p8J%S<T})l(){;R{}3! zJ^MWF7ySQSbi$0#zok3psD<Euy-YH{T#vf==UQsZ6bbwzx%Ge1BEFYj)ppaxbJOEb zKkN;i9>4v=?;*6nQFFP@9t8eNug=cQ7Uf7ZXKO!;MLxdl<q){Sfj&pEa>xL6XooVx z*VEMK<2*~v7Vz^m5)JGrF^BOaExDW?=kf44hR!h5>tmAS&mMrUey{0#FcP>^MSZ|m zRT1cydpui=(HB3WNV}HI2j9+4_OW=(n_St^b8y?&iE!Dw{gF!!y8Z&)+QxB5LiwlT zj1%&LSjO$H-y)djl28An--)@#xEZUP&z*=O&ba+y7qS1FQF@<>t^?uIzid(z20t3H z{+_>QP*+)>pSJ499NC$q>c^+-h}Vtli8h#bIjMO4Ks}!GK)H3KN+|Zk`Aac8i3h*? zdz-AG1^k=rRnzqSr~^lHJ}G>`oSQadN>Up1k^7mg?xX+klX-mOQ{6wjEu$s)0&u!P zuF{>Im;;a^VP=%XoPbB<nSyaUBKJ>vSwRl==7~|=6+@oCbpGg#bj15FPySf=NLmqk zwy*9Q>;i5QWUBHFd<AX6o^n~_+snlnmTm9BTT0#KHGyx?dc}m(7xY^fFFlSPgTGC} zslac;;A!2P^XIPs?_5|)yR88{mD$qKRMZ+iEoS$b?#_W9V?N#MYz<wjc;^HK@)X^` zN@XVck*M$QW(5%M+OG>Xe60XJS36qg`q7Tq(t1fOf|t2eMcz099WVdR1Tv~I=ry9R zoe0JI_@U;K`PmjY--FnWgk|i@b4(h`1Wxd4k9PK;gFT`AHd&r&1m`}a!2jY8=tL73 z4fr{*7xN}>-#>q~t%YD$cl77v)h(&(*c+JhEJX6}9^kh>LUUQL?{2T^UX6t}=o3n} zv>Q=pH8n0+wZiwS!&33~BQxk@K5|R9sldPJN0<J6yg#{$Xg{^1@bCQ^Qo<(aO!OKL zOs+iw9%N)Xq37X&y}rN5i2&$WC00#uxdDga>C<?y4qf?1<tvL+@Vgl`Kl$UKXa2U% z=n#NC9y7<ccKJeo=I_7|0-e%$Q-^QOQ|t{j>SFp<2Od(rmYW`Y_T3lvPN;Xnx8soZ z1F{9+Y?c*mhByE9;ckmTz|Xug0}BK2d+N=4WRxNwT@n-uNP=#F<*;?d)D!4=-PFUZ zP2h9<&DhZk{b!Y>pDQ<&1HoCj^M>0F=+j7l=nQ><|NU~!P%?ZJ5<1%SqAZ}pE|8VK z41VslqeYb@@W6=pWqX|%H)8SQ$+yM6;Dr|CZqlh@&d5}ZC7l62J+d@AV@kmjOr;*S zOop!h(&M`l&oH;aQ=#<A&5@A2_WWC#1NKjfpX|?ro`+f9rqu@jOjwzoF>l7_TgZC5 zOyE7A+EmHnLmevNxl!o|9~`ZKU$+mV|1(_3evCfUjdh?s2k|@f^HnE_df>P(HA3nY z!9O*ewWw1>{d~CD%iIxj4;eoj-O<nJD4%4L0Png&x8l?tfjUW(DW0Cmo;db|%*u=z zb>-DZPyYEYN4=%i7eQS<KXF|41^ynn-qihX&{KTtuw;$>4>(r6>cni(KRgpYnK*xz zSN>cO#`i5vu&<+H#{QH|s|4pf_`OX{wMKHd6V4x_{k3q9_2^!7mTtHay(DX5$5D@0 zPbAzIw!m|@c_piM2>H05<GW-a{=U|r@$_yd!iTrqpbog#FZ(0bOXA=mF5Ca7bqUYw zmKRw!`oe*tw-<-;JiGtu-pZ<h?^r?O=lNGSXXV{T{^?p@YuE^q#y}sIU0yx*k01Ba z&fJoMzVfcekTP%@ah~bn({wo39Q~HL;Gr5VEn3-8XTQ(lt2~Q*LDeF6zIp)u`)dQH zN5DHStLC>FAfIzm{MKy%@4{9Q#~6h^dycOyK844bI7T;l`6S|T-RjWS);P?|e7n|m zegXcn>!cyGci}7Y`vbH4Dd+$t*2?|%z?b&6*LP*;q*)A9m!)rGjx)8Os1DD+xUI7{ z#|!au{in%jC+5@dxvw2Uo%7Amfnyi?R`#ny1ucl{(qfGP4h!(Z8<O_d>;(?3yjK50 z4SnL*B^?2CSHgPc;OO)3xHpZSqjX}>4P0E8Ut++%q+FeCMx0v*?&NGz@Laqz3#>I{ zh(FErT_*&fLko=S^h5pTk)N_!gucMenx20Mb!H&bDZ%(;;B%#)XVp+|u>H`Rtg^Q! zoLb2~rQ0Je&fSZk+khYAC`CcIGyG;^jk<1dVXpkC&B-i0*Bz|aDAds38X4=&X952b z7<JRpDuo}4D|@@lY0M+&ypdP~j>_eKy>(t0`)cTw2K^9k^>i&=t1sCTbl$5UowYEB zBOiWL{xxva9RrO<z>U8t+Fq(@gr1f{elQSvw%@N(UKd0H-~Z|QHX#Z9k=5FVOiS=X zMwzEJGVne;Ms9ne&J2;h{cHO#-U}wKE~7r}Pc)jGZ^n6<x6Ny7#N0<;rOE*M1&+mt zu{Gdvp4C40_TqU-q)|%SK!?HT`pLH%c-vU|;Rb);0CtQ@FJA(0J21$;a6uM+?o}cl zO{YBwW;zoO2gHS@afc{F`2H|Q3r%+m1Ml@?oT0U|Bi@>LUJyq<>7UiV9r_hG{6kZV zF&Et5{`>L4=%2ox{!u&wUF>s|#~T9B8_lUbzafb^@2@q^G@ka@gY+Oji`kx#aa|Z2 zio`x^fA<;@@Hr%#>J`S_nDcF78#ncHCCI+>Mr)xy(-<B))DFCXfBw5@7lHmW%;q^A z>cO<GjZ=J>>#i{DGHT<*Tx{a$ZErd35qUqn)_&QRD7GrRQj9!sg^#aa5IFsb7sONP zz3zl`O;!EMe)w{@SnJ87zizrO>-rz?mc~HFWNLhG4f=$&zpHkHzV^p!@6Zpwcl!2I z-U0R0CH_zLcQCgYbuZBn@ALV+`PL}(&p$sg$CGi}5n82|7l&)0C)$^<;i2F{@SV5c zt}=2b1ov_l>wUsGFlu`t`4aiztM7Q~2>cx89Zn?z&wZa2aghP{w^wW7QuH3wr>VxY zAK$`Xi_HKwO*qHGdRr{O=SpK(sbzp~7(UCie~5Uu^`&Ai!y0>3ggHq5?cXjYclBL> z&P|)q%EJnuqvq-2p9&l<b(ieLZ^*NEHa{3HT*GsorwttT2an9n)SU%AT}V%usSoOr zpUhcDNf+QlW+_sVkLP>0-;X@{4)ieJ9IeT_P=Cbtwx{Z$K2EvUb}j++`bN#5I^tZ^ zxaa39Cy@Vtohf(J#Qvl+#Vd+O><OAO`&|O4w=X48vv?neA2sbejVjcgaqj6l>bIaz zd7n8P!4BQqT<*Jb9pESPpRxqt{c0*Lc3j3BB+n1qkZIH<3#9ypyeUq^HlNsWvfuys zwsu8RA!p+B{<X^mi|F4n*`5l5hdO-3;(R3P&0?2~hO`#=@y(_S=SHDVdq2;#i8x4q zlB)6@aB+Js#(VFv_cKY6#US^u8xh;Xa6T^x_|ZsMS#vwSM+i%W)f4z7Z`00R&&2yX zm+rjp2ljV-mu!BE{z75nRfaz~_Ldo?^TYt3YrT;-cmek}d#b>*5jyUhE%M%-MeyA! z7tmk;AOHNl_GAilE6UZTO!9~mH?Fo!_6XwM-k+u;+E9-?>0s3YekMezxt4VpzVUO0 zqW|5oLtP|#BLH|_;VGqu9l)V=?%q#%g}(2G%gEt=ANWZKX7OsT;y&yj^md1SL1ba5 zam(F}s0p5Y$nXF<QtfL+mvEl$C{_lOgC|le6RNlh{<7z=j`$(OTcH)3v6O1`LD5RA z=GTF1O(iE3{y~3tK4Xi54n7!rTYVIukG0%SIxtv`eR>M#$n}s1lY;#8=e01;@`ELj zs>+4PaXCijr~o}XDV^Uc;?Mw9?7IyX#QoI7&%4lP>GoDp7#N{1xKwqj3HQ)ElT{_| zBk*qRUo6AG8!jK0B<BT=Ex+q$%m8r5m#tm8l7on6qH4Q7?neJzyw&@?4f^)9edn+d zfvDH`X*Aytf0oBvA@})#Lz)Y_n_zBqSR<Y%$QbvE^ubupPdkE+!SxB13UJ2Gqvh2R zcu$*0&%8ejUxBXh0i`W`&kGl&n-?+1T$*3<Z~sHOSWj-WJorWXt*}*Z#P{$$Ti&RX z&dcxO$*6;_a(LbRQ4#Xj1B*c`DHo!9P5SnEOJ|}-uSzyIANA$U3NN+Kn5%v&{4ND` z*9E=^fy-&YH$r@qPaT1;ht@!w(PQY=^A6vgQ^h_%k}lDIKImV%at`<5=PcbkTVaZG zA%B~>?*MRg((;#fr4pDYtU7$1E(_n^_=D&EIPi`8d@d;h=TQA*+7h;czV&*uP7j3> zaY?>Tx4{~D#v;3X6a6KLNtG-K&exN*wc!EGXZTjc%6Wvj5V9^L@x9u%gk^q}_vw%D zYs$6d>_i^PUq4W>8-2w2N`I|`TJD6h``=wkpHM%1S^UrQjT>?DTA`D167by`{ea$8 zN5byctIMLaz@c*NGpBPf-{mgtZmy2}lo~sfHwHdBfovb$BydMFDT>HG^pzI^Lz|o7 z6DQ+-z65pro%=g`Uotup-!Hz`@&X=N$$NLR>K5vCCB6}wNcdu3tT{z<4CnpI_m&XU zn{`yrdNgi9hjf}Uu@v>YN<+$rOatsEe8EV6R1<!6dLCbV*fGafp|JlL`hVY!7m`Ep z#oe=Kk6#uo>Itr%+zmDd!d&h$!v^BIEH9l)6>v@^HPSNP$JWGR%WEB5@J*cVL1IHY zpueK&?EBg7M0^Uison?NZaDu)(_!FPjyxYbzd^6XBJCdY`40A*MeS<w0Dh*UPF@!Z z{y|(_&6DFa<`-#ihlsgif5@*kPHFU$e<dr4;1KwDa(&wAujmAQ6^s7lALv5|m(IAA zW3HN&_;Ct#Oz%Yxa%c3jze8oB9-tpvxl{dh2Ipziwf=K|1$0$U2frjn0oOaHZFNW7 zi69yKEGG=y!gtv|$P<00W3T1~9q42(-Z&|@37j%pcI!=HIQZWFH^W7?|NJzVM%xnY z2@8(WD_J<NR!yJ$41q)Lvun`YtAu&REFQjN=y!MaE1u#YhrepM-knY0;1A7mmtO*J zOH5m(=;5{@1f!))D-0Y7o~PXb0l?9F_3q!k><B;E0t*{+QRIKB@4^niC7DTcHpUM@ zPoZm172ksUsdL@TBprEFx+`}~1a<S^>9I`cAbI@X@BF79oWCJNvT1?6Y79OfL%^R8 zGVS3ar-m<9oc6*^3GAm`h-to#KG;^=Qg+=R{x_Fa)JvcjUDBnbQBMW_^zBV`?gsYb z_@Aor!``><O`2nac9?H(;w4k8!~9J8G^-jr>VgB*+*_zeJ}fPr^2X;aQd6>POaOo8 zOo=)SykW}d%+qe@NoPK^ADqCv@1cNuE*`*zt-^iO=Am<Hou(Yw4IEth)E)ySFWl1$ zCS_etsN?$P!#RNy2=5oKJZ*|O6rxXkdI`LKeI?!GSLo+SyOvbCFo#W_E;&Jt`=yl{ zaK#RN!L_2WVemoP(Q^+E&S36av)*tY@Eo58ui!!Cd!0-2W)XOfbv!n1*97o>&6KE& zFn8P}<urIg4|<2vlDzM~UEmk~fae_QkR5KUj+F6s1n;$w$Hlm}GZ~3jT5F;AoaKFS zHOrAW_;|x?s?3&fqH-Ka`G&kJ<aJH6+nyk+ZzDh8>_Vg-sN3Q|ACT>kFi6XY&%4il z)(3oG+Q7>uFFYr?ceX{x*`UMxCMn?s-A3vDv*r7dZ)J~oe#z0oywN7#J~l7Bx5S+P z#--u+O!@Lt!#2)Q_|6#(P5e3IoJaf>=wGf~P0_xLeyoI(`5ofk&hVxRgH`b9YG$GJ zEvV0;uij9*=1e?(SuY}oKKP+>|K=;ywbJ6IVV!)~5Buv``*;xgGokJM?dV^3Eczb^ zU9}}@h8H*@5KqlW6lC8vVc)jGoi}Mg_C)GWnZ9)BjduO44|O*L9&<FTu3!;!c74ke zwWw>I!dH%5Nd_-D*+F3gzUo{uqi)U@=!#AXy)b-%`>+tLz7^&`G&veH-PFaOi|&3? z7i34=G!*hZi#dd;y{DHS8N&ytx==Gr4E=t%l8HMv>Z%B<n8`Tc{Qg5EO5n3-{qE0| zD5I_$b|Bq`4x=Huj{k2u?)#vKw*5PM;<LOFC65SrOY8R|Ut%#Y?Cr?4YYg?<^4;6} z@b8rlhTk1=PMRXg&E8YMe?z~jGp-T))JGMi3E&lX?)l10Am1;C>%|QZ{NpRm8A$<W zTKHwX#&{OI_CwlYCj9)x`1ZpT*^Wd}b(-OLs5|tMC51{jmtVM7C4#&#A8fsM7tdwj zExywkQwNdPDux^==HXZM^OE-Hdq?6oMXZ%L{+y=OEVYUOe0x1>J0-zWat#*j-NS<X zc<W1aF8c4c3=}UykT=;wY8f7*@7D9;YnaS%Ae;lfMU|o6f5X3fa8MGs_TwPVM(~Zw zXUi+APNTn29?joIK2c46VxI&5y;k9p(-o-Gg*~Ib6oJ>d${Tv=?;BgfTr%T<2@7y* z>)zj1IIr~H0h2{a@R6#rI(#z^zh^bGkPzbWl~f``XV{T&O9~Nh6To{f$?iR=XHTq7 z<Wws|ZyR60Y1$X%MnuTWj-^h)&rI~v!rmr(Le_6mEsesKm`Ui8It5<C-B4b`)CzN* z=J_k$9oW~x#TJ_h+|~Ty`p3h8I7cD8enrF3y|FUCZlnRPW2~^4C+I>HL_h!fcgr36 z#;rHCs7tCx)97v3p}S0a?NJ0C`(^&ZhlhEn?}nyi1aVFqGqPq1OPvYAj9J!120ldV zPetYNJ|2~8MA@i260H5)pCgXI2gJUDN)vUqdhv%#6GP}T1@<`=Bc4Pov(mQ#2N4&L za;<8GPY?O}lhi5bqUicV4v9ktStE6j73ZTP*@s?56~2f;rlLx~k1V)`6TYDyh(6)< z%m=!Ii|U1MWo?mX3ZDyZr~LC%?QEltx(c1E{8^3f*z*whk=p`#`>`dy<a*?xrDc|A zY1E+_cl$ND(XT7DMB4N<qK~{<VcT3`OE5`>KF3ZuqAPw@>}I9|p)iy)5nckn=PT2# zK{4QGJ}?fOAfJT&95Pv5hEF8zuTxhMZ}z>FSCd$DCi32ITa+I_9XcqxZ+{PP`b}xA zWns)~k#XIgY=xf!=lT8_)W0vNy4}fZ5r^(r9QW}+Uq7Dy$kzw{T+C^vdN^Np<b3z$ zgR!UAc#F#AHs*kb^&RZJ!PCcndVHlHaaeTqv^whl1DZFk8-mCGal7ka4D>`KNez!p z@El|2U(OdH{*GTH&Y2;vIQxn375$05O)bSMOqakfW;FyCMq~c%#|JWoDfsE^cpl@( zj`@I6-r5H6`0p5xB%S#I{%~xrlx5A9*iimY!wh@|_h<KOuJMip1y@c#4REvbH@5{J zabrF}$@9Jp>ezk>RYMDR%qg6qPRzmmU*g=65(<3_BV~bl@D%o&MQ<At+u*-~Q>o9P z&M=ib7p;Wzs%M_@h_%3pxczr@jy2hdV3hef!TTL^5PdXR2apHZB(=|7;6vXYvWL<? z+nzZ0`^|wd=*};3zt)UIU%Dj2TTBleSnO=p3W);p=vJ%i6q5}>FV+{3FpqvPP*L=r zH1dOzzRPwn_EmLB8XfzGm(Np}9e(p~{xCRi9&@LgiY3%@;B`-O`JdHB-_$(EC3hZq zqcudw>#h~_(T`mG^iZ$*i0Yoch5Kavf|TrO9Qa6*7E#N+4n#!Sv)Tg8kw4p;8A10L z=iE<6ffeyKMe?DoJfjQ28>S{CcOLy*q+p~y@{-t_--Q~$O};W83!p<C_*}4jx7JV0 z`Ft{~G{E_J|05t=W(oX4I`d&u#1(4x8oh$U&P1*?$-MKF6LF+(UNz(z^oCULsy8@r zZ(>e<{=5nw>aYg7IlK>vwKX3W73h9RKQzqXp4d{;w)T|4PdwNw@&Wqv$dT5|q2ti& z{WVpbk-_|cm$0CsGJG-KulBF)b|gkFB$%$^d=8YKcUQ^4e3r{09ab^yqvl(Wc+G*h z-sgC0-39&Q)5!g|fLAtCXJrpcVXlkU-Qhqg@Eafc?n}U18z$INCeV+p6b^D7`w#f3 z%tri0X87Z2P-Wz4Vqb^-Ba*MsUyO>M<a<2gM*Mj8+sG1i#YgqAslqkf4@3Svm!P|M zopt^h+6#U?;=R~s3*7HxJf(M3;ct*TFB0?se#c{ioZpeB$E3XX?`v=*j`XnqKD8e{ z*Yu~3k59v2bhu2j6S#d2<L{C9b?l{#b)w~j|5-pPO<!FX`2A1o3*vY_EaH8cnKjst zQFvLb-wJbm<gy$?xUXCE^mh*9_hs)hAD5kTC01)?sLHj0Q>)glY63U8AwE6R=W0ik zIl4zT*+K8^<TM`H3!Z-LlF~Z*>GiOsq)+znBbZdM^mt%LeA=KPd7=!wL)a((1Lh6K zVv2msecXv~{>rgt#MiZ;C##==aWA$rm^)FY{J13IlLFnso_l+S>szsR+*&i;;xYOs zdUu6-;AjoL1sser@WDCRx+cqpIVCqb5dq*T{-#IFR2`x3O^B(?>V_Ue{pslo=TPU? z-YR<Ej=eCZ;(0o#w~Z7%#ng(S!@1sTX$#yruu#0>ofve;Uvin8`oQa4sLNvJ!FixJ zBO|*G-9E`)KHYriCG$_n%w5191#|Oro-Xh;+^hL>8vI~K2z{0YFZ@LBc4X-RuMw6O zlhi^z<g@l4EA1%is-$ewVq<5b!ILJdAOe1ecenQ@?}i@Mv2vCjIJG4mXSCJ>%)@4p zYIeY9v(^6R*P15yxgSYi?goC8TQKZeh`48La`eYz@FUAEvU#_Fqvwn6EE2<f!i|Z+ zaSqhoQWfXgpEElW6IHiKl}MmhJyRz=q=CP8RKWF&9Qfu`Da~@=yXs1Qsj<HhPY%V* ziie~BS3M>th|giOkDgM;bFLR#)v5;1NN#Q2{tuVfu>U?zX6Q!v<$lUkhc1K6!Gr7# z3Hmp)s~pFp><F8i;g1dpVy^E&d0s|6^bgad?KL=Gb+lDY_n`+W$%vC-guYiVZQ@kE zBy@EAH*^z#lkf4>P*%AL-as_mEcA;DQL;d7#TJhF?hDz}HqaS*BwO<ALOwf@b?#nm z3jBBF%ii}OevyUbnUD{<WA5p}@(s*CDj6KkUA_T4yX*I)JmxZ6i!_#~EfMdE%KW~* zL|^vZ-Ss~=)M17Zzea#hRakPFWP(?#UG8j&C<h)V9cOov2RM70^k-=T^%Q$Ur!Mei z)~L#G%45)j*nJT8euchQk6)6E#gWk6KEd%0_1M-s8lOXHn1A}COLP9K1M%SMpP%kS zm@A%0NzynEUxf1=KRiD|Z^`2&u1E^sa=GZF4qD`qzEbrfHt-cHR!gbn;FBFCst-=t z5&OR;S^x7#IxAKhs40qll-*zTIM9FP?==0r3LN1{GVMAi`d<HM5v~-zF2ve&KoQjd zcvt;&KYe`f&1b$_!@#?!BpDpnkY7G`H$H5gg<sXVW3gd!=ucWwzInF+Z=w=d{fqo8 z&19_`c^h+%Im{xB;1NE~x;cn;qE4t}q!vaW-4q^Pr3t*o=lF&D>3Pt9+$gzo^cVcJ zdUL{qffLX#hwt@4pEmxXmE*b&@`027z%%4YUc>qFA>3=>9TftH5${Y+Ie%7HLEpHx zY0+@iow%iZYBBybaN0}n%|D=D3uq0Ja73MYEQu`l8S=Njj)cQ&yr+WEMyC+WnOiK} z?fnX$_3C!TkFrO>e^)naX`*fk``zUdh4U*BBo@tZ1HLuO(mN)P*%K90k_2B5>gfOK zS}pFO|MPprw+wywF%Isu`9^1AJ4Cqo-X{D3V^1GZ*FoOgGtNTs4$o^Y;w~-r&Ky@V zRf_6Fzu2+9OjC=vbS7Ex85iEaK}A9r{yU3w{jcM}@Fldp+wPBZJ92T9F`EPZ(P86j zy@zZF3QHK|;W;=PrBw!)!0)y7N$lJz{L+Zo_kx(`nZ2`2eRY=|G2eG`q*Ms_1jSoo z0dX{OJGsOFxTR$L)7??d_#E-3u%G+vh{3l0{r}N}Z<#oE?_vbz(e4(K+XO>*O!hW3 zS=yc0zCwP@2YLEGyB3Xd=%h{`x4vSDI%}uuZJQgw&-RP|3@!%GvS`v#o`HVU-|Ei< z^8)I4$r6%w=-6U~f@G<V*b&i+c_H67!SAV3)BO9KVwDtIf9Q>7P9~^`pgyjz82r2s z`%cb0I9GZI`us@hf$_iSKeJp<M4i!hBVIQhDB6Yip*!@{iRTsYJyN;0EpgzY&!@lL zz<Zn}DWMSpkCJevZaoIR&de;HLT%s$Ob*<RQ$yc!K%ph-(<$_obTNiP+V+HwWTrYb zd<599l*@)0Vvhgz#T+l3zovJ!-)4aG?%qEAUvUQJVm-Zg{zl);+Fl}Z3%;4Lt0ZD8 z(CyyUHH|Xg1mBWl*c=JIb4NBS$9{R#G3`$d-daMRFf_yBunV}+=<tFeE9#V<vF<|f zNS98yRiz;QeYwAK-0nH*CC9c)p7^{nOLdzYc&{uiOb?dB+zI^?--JZbPxaqB|4^<N zJYJBb;y9ke&4Dx4zWJEX)Gwmruf|-@k+{GeVc;`vU8IyKhR>N_-b2Qd;2UnJ_Mb=J ztJIXdf9oZD4_N;Ca-t5D-~EhBKhuTy7`>z?3LN6^N8Px8{%Z2A4+>^(183t&uBC!L z=b=GJ|1IDKJS>f@Lae}b`QJ~yWXGJ+WToCSoU?(Xjs<$u!QZKO>O4apFIcR&sR10~ zV4P!z1&t#iOS^reVgUT@Br8qGhkt%=rWTg(;HUQ_K;i5>__Vz*cn+a&>D(FNeGT}W zN-+nmE52{%(HHTJhR(#heFu&I17Dykb0x9qIqol$ZGd+H@?pgGa?5q-9kv*z1zj95 zNA<T^$qeT+Xj_y;8$3jTs(DT<_KOAYo==^{o{|t@&r%og67jT6Bf!^nDXJuYqs}{W zXv`oOKlg#aFM&OXKh3*7-2I4raC&Ek{h3?%y+v;^aiPA;=6Skvq{WS>wblA~9^X@u zyHi;EGW25MB_@j0(3K~egmgpzKT_^r=|!HHq?g@Wv5ohlCOnqQi1|1Jh6K+DH-aIe zjqfk;mly3dHo38Q4p}Q~b>NQ*3v=V>ftTh`r_1f@fj`odqYwNFpbL-SkN9Q$&p$%# zrAjpBEr(uAb$^D>lzkqZ5{EN!HQC2EVG=sI1m)H<nwZ-cb9*cX9A7oO=1Y>LBSAUj zvMnWn{ls+}uTLX?p9+5^_4Sq=@jXcPgd*ag;MDHhdx3A28r@{_r3PPlwNT5Q2K6&* zgeepJkm4y98OL#6Vh4w{+fm;>-q-Wz8ykFq&j*uU)q+nBxgmqO3x1D<N3TEQ|F=n8 z>$x9*`<Np}F$%q%_4@f9W?I~H$@(wXVsLKCmJbS}pSr&$p6CW0#3g=_Uzys#;r=q6 z?Euc7F&8oTZ|>-!zIjG7=6co(Po(qO;CTw=oUF5h?^J~M^B%<6E42+Pf9rum_$4{@ zdE=fvA2^er0=#gt{9>*?_L>CJF&ZBLpV9t)Tm2pO<#i-d-W{?h%K7&=%|K5#Y)Gt1 z`?(XDDU5EfolyTUoWA^27Wpbmn~5PC^KiE%({poi?`f}WH`8Fh$Emxd{m5Umt0U{| z(7!09U-vXY-*~C+n^d?od}vlCcfN++E4OE8<JTKIV)P=Ne+=GheT9(zoeP-bc&48A z%iozexm!*lO$WS4Uz6ZfoV&%>tY0IOzynGT?`H*%^Iq$!Y4j2NJF|qGlOFcybnjwk z!OwqedElX}9&n}tlfwH{;B{paNJCJkb+DG~Uc@;cD!thhIf(tFWnToJe@DI@YdOkr z2<N2bUAQ>Tb>xyH^(XY_lP~8)MU@?i+^E6oRp2N>y_>W(_<K7wga1Zfg1@KI6WSl= z@OfNq;|Hk!`5~O^&4<23*5sqYpLNW?zR=)S0-wh=vg?C{KIV87MdMC!xe!A!F2>8K z|4wnfd|IM_eFVo8^K?*Osf-2{l>C4%R09|D(mLw+rW*Rs_0Gg~t>s!j^eyT~n6E#B zZsPWsooN%|&`fYnA4wASw_Ig!(`rLskbg5b)e(A03Cq>p^1##I9*H`?h0p2g4!!&f zKE1rpucn}mJ?b^{>ImZ7t*J+kT9MbzhPaIKA+L@~Xmz}V?^W}~3zi;{=;wdDOiPx) zJP@15#aa&dxwQK2iU5zC+)gHXj1T(Aq{Z9q;1_N+?&&V!$KH0^PHKK><fVzD4Bo#n z$DKNNBMrE$Nhn9606tfV<5F`z_EMTLusxZxhOg6)6Md;d(8bpbq|u5(_dH=1NM`Ip z1b>L@$=t@C(;usza#p~Do-T>;Loa6S-1e5g5IO^jAH|1IpO~*EoM=S7<u9p!(|xxG z;j``jbCSi4FqX45JjH@O`PP3YuIk$pBSCKtrVK(Cb&a2c6Lm#YWSjXi@Pd?~gM?K% z>eq8!q2kb6iHzkP$pbH3FIBL3g367^t*^}z$L~|w_i#Ad&W#94e^TJIAA4R^yG|?) zgHIUk*Y8XL|D`!OZoq{7Q<+*kv+0;K{anL*Wf*>+<9duP>X^%BkAEoXhds=79^5_X zkFQ$q?TZz4BMvH7N!x_NC*Z6)UsRDjQEMPCKZW0K!Z^E2vKs#K6?Ca&5AePWmG6iF zAFDlZKx0A{xa!1zvt2ouH<WdqV219B_7<c2N7V734s|cYm0)hL?tHHIKHR^?hI^L# z&<BNVq=^BqNX%<vlEeAE<f{`+jy|PzM_K0s@QPK$knn6S_@|Y*Q(xk7o?Hq9&i%ri z;;?(96>tQ~V>_N3m%u0C(|;bXK7a?^_<r*GBK-D@=F7x3uvaFoYpM--=s2%-{PRHg zq(=T%#+rsb5<+GtMTEdJDLE>t&cSzj)p}&N8FXC*<R9OIzniRkbI~&ieU=`><Z)kT z;sDR9SoTiTWwU#G?~Y*(|ENNG82VtT1M=IM;Cn4*zk4b3VNS{E!s5zv?8OO7qt1#! zKcSZYpCbA!y_vILo}%tJw{KAQvMcb$DFXur^a~B^dtQ&D&NRNQ!?3dn`-6o&yHpQA z|0zgrY=rMkxy0TnYUWHB_{bzn0Y4z`Uy+fS!QP=0IVrNhpN5Bi3kgs_FMs~>iH=>+ z?=s|6l^UV%Z=RI$Mck#gHVM_-#P{hN;TA^!6g$;s6^i)4!?nLr2=6JD<+i8PDE5M? zgx2c?Lmyht*>Rf_Jo{_Kdgch=9oKKm(&0X^w@Yr7B!UN#$!Su@^WP_~TrP)vDoWPb z-GF-crMZ5^QQ*w00wsghqR{b#*)ZEgqwigiyA}z&;k)kg<;!I5gm2Tg9DaGs?FE%@ z{pdnJBH+zk2mEB;`i%$dxuu-yyBIp`?tyU7^}KHyHMQDrIkxQIZXew_D(gI_xo z1mV|LMg8=i1$<PjB=_*b->6Wn!gm_)DQy1XiPQK0?VA=lX0v2ZI2Yf2IZ6Xut&Qup zv$8wk#ZT3KGaL0qO6u`Z+=t>&dwuN{2jbnYa$Qa}XX22PrA6&C;6+7l&xSqlxj*dm z?U8rV?p4yLe+GWA7<^hAcx{{2=~*Y7vwYH$Sgsq0FTXecv%>Sc(qE&ae;xCbf>KoC z&CrwaDtG6l+Y!4-i*oo-uSbwB&d{Q+7Nd^+Trdt@vhuk@^G>L<emt&L>p|Rmm~B>d z340g5zM~JffzB`9kWO0&Iy|=RjWehlofWl5swjcCd{}6bLtlR2L{+X$Kjt+r1u_wm zE<{|Ux{602zQ2*#QUdUmg41KYiNFy)m?kNP9D@Epdr*y66!RcH<If|3^T{7m&W^=- zsoJxv;uCNU8&_EC+;$^)%jOPxjUv8G4y=`NVc&7<{I^;ByraJb3m!g3{$=W3Vu}DS z^YqD-Y%2Jx7Yrq{Kj5!VJ9S4BILT<?z4Hmcw`cF{I$|pY|LOrQnI#L%o6C&1`T{ph zSX7|6fIenjN>p{|n;TIb;1}11x{jQ;?!Fo7in`sRwBD8;L|tI3R*(qv!|V>*wpVZ; zC=`y50$1ouvuMx1k3M<bh{m|yk=Ulms+g%nzM}GBKM0*e%>L*rY!bjVyms7n5r7}Y zpyaL=Hk_Mx-s&}}&V(sR$(5c{&}m0m{oua|{v*3Ma6S`#+&39ABh<~5Il<bV;KTFS z(i5pKK(A9lu_%swU><gYla~Z_hIRSUZF=~eB}cH+LtitH)tw=X{iwCO8s^FH9@_+F z%lxdd-))cc{&}1SF((>Xnd9(}j{kVG4*B%;FP86DfR8abJ)UGjA29H1`-B4eaHA>) zTF*r62k=iyeJbuw<SU)Z8$z5Y7I7I5Kwj*d3o<PRzi0P;In9~RiJ)x=@NR2H{Qa9# zR}Xxcb5EFu;zLKGhca5c5IpSfMDzF_Tj)v-a#xEsIS{pu>R0Y5flqnhv(xJUaEKH9 zo7YY|5O-Sa`14!g5A~c}ND2Il+n})2Ztz}f$;QD?euBS0^Gv!v1OEP@`WyGbtCf}? zqLPO$@FxAYs(*eGeT==o*AN#%`{h0|SL5%U;yoo&fpeJfS;QMUBk~U+3~A^qtn)Xe z6`>0;Z9AF14&H#mSoPfJov3?i2Xxr3L5~^roI4P8@GeT*a4tREGmgf~zFqJi(0Fa4 z-h=bxRm9fQjXs+?r{M$YxSx0Le%14ICK`SE9S@#|o+3tEzx@~XbiIK-5q;Cq%gj`> z<%kPA9@ucXI}oNxh1&a>;d?2c`|4H)?l0r_kOK<f0qb{u3c*~~z0yDXHa@{Wno0Te zw;0^lg#Y}r@4?5<oTg_HJWt1-+#N$(sH;f@=()atf0=k&xd%MoRtBH;(LeCvlm5AE zkG|=!_KfO7oIlQeX;-Ge8@XIA77BpA`RLO_)P^eX{~KwNtlfpaGbdS54|#QNIeYg> z)G0LbxkIAwp~tN${H^^LbA5~l@+XidJs;=wH32V<J$5!k5%ZAbUR*gYA>i?s8Gfh+ zBEA<UM&&+pCVmVqSl6m!&O<tJ|K~F3105P39>nK8Agy}%G8^?^-iH{*vp5I-o<&z} z9f)Mv7R4F|?DKf&a;Pl{aW_wZA&bHd{t4BYs!yDVJAYU{e1~pt#yI*#J9J?1AUTn0 z1fPOyy0ks$XD_Dw^?Psc2ArGBG3*=ialk`*M*RNP?BzDQg)kqK!2Te*559idHxASc zK@S@0Lw{=r`nqEQ(Fv&2*%um;)x8~wDfRG<S?~d5o-<>*xaY>duMrdI|Ea#-z2nLS z9E`)&hrs!F+K5V}wM1RR>2NWt4E5pptgB~GmshPHEWVGpG*_fAE`fOk4W}EfzrVnr z;AE|-FdKCGYj(d#WHDze_dCBV6YnjW-0#VK?7@o@(^nFMzeH{NtABL_*|%1^{yy*w zq53&Dzk#QD!pbj2K##q}b&HwGnV=G9H;!tAu3-P~kY}hfC*4%UXc32xktyr*q24=Y zWw6+Rb13D~JY1__M+lt$`94v~k&xovw``^f9)ZXIND}a{)?s^J$z#CFMm&@hlrcB) zl%|*TKIU=b_#XJ1<GDYX&7pb%9Bw4>pz0IMWvP)czJPAw?AAkfh8E0=R9Lvz=s;J! zD$>G^xdttdXh&andm=m7<<i`1%xi|6-aami`OM${S%)D04$4yP+40n#aIh#e>Owy& zmD|Z?kMq1=_vY7ZypIA!%CkYh<)=inZ|<6c-_lx_ZudUmxEf36&MBflJ2Inh4V=$b zE+dHt`Eb{6>+82~!KX7o^5{YMjnKxhwZB$`Zh*SIau)sR`!BtJxl}v|rTw{yAFm;v z9Dm&5)dsvXKcUGEd4Yi@Ro4;u=2bikKP~>h^w`TT7xcS-=U>X_Vt!K7=i|o83-FA) z+dh(sL+7omXCQ*Q=g@hRT+#z>L}%Hol^gmY!S#$VWireuzI8sng1))%l?ofxF*jo5 zY3kqt;;dTGtR?Lv=E=Rpsf6&~MP4in-NAgJ@dU9e7=78s+R&q^cks!*(7w(59R9j| zXX1wG@O;fi&3k>Y&+13^qrK20m{06`vjDzi?C2k(bS<3UQ^&)`LhOm%Sxfw~KES;U zXw`~Qw<TSqj-)pRKUt#urz{$M<(T}z1|Ik{zPbD^!WVPj0Tz#=L~w6QzDk@Pf$#f- ztjF-OJ<(LLEt-h)P36%2Dg}DBYwp`g*YG|}++D61k2(>QqDSa^fb(u@oX=2vjD6=k z-(y4eVIFuwWlu2j*_kobz$#w&^!=fj)<ykZ?Iq*=1a-Yu+R}$o^bfuv)!+Z3ep}%X z@(`zhPN}i1_7ixKKY}luBOilDeY>`)pb32r<(1tB!L#l;oGIH1e0q#k!1>r&@LWGO zE{!&$K4W~H+p+9G{7Tz7(&LD^g_h`J_s_Tzq9Qig+0bcBUOQ%ZSsHqxX9~j^xX%nx zv$v(M;-1{JI_WY5UV}#M6Qc?8+*^9{<2aWZ#?+?gOu@TJ2D{TxAZ}7q8y4cZg$s}L zmXu>Zx_4#Jxi~u_Krx|3tp)ygPo_8CU=E4B^h~XU3~&M(7Sl%jUdHL~f`6#F6K#0` zDS}^IiSD<BVxGF#ht1lwY=}B|I_kUMBfOWIc1Krj{5#D<4V?n?B?|KVefON8H#+KS zmV$HjPGpzvqNX!ZdgI$DSp#quVqwQa;IV(U^S%2bfx`_c$;E15-*vWJe_9Im<j9WR z)5HBZWH9GA1Ri6HlG*?8I&|)G?(83euvb`OW#f^l6H%?D{hdeAo?v*zIk!fGxz>7# zUXX`GX!TD+2fX)Kdpu<1%gs$0{!PSbPZf2qI_O5lbv804o?)LAEmMAR2)>V<kev1r z=pfT}1RYZU=VxM>b$0|hI(45<S5V(PFmxMu0X>&HiP^9Dc+5B6<g5-1aU-1ct#W4( z=X*;?+ccp!GV0d}Rr(A(DdM9K2lN#={ko~@FW@`wRY@7?3xCq`v+X<Xpx$jO2%yHi z6ItjE6Yh5OFU}@@H(r9LFc)t(T7r*;PJe>D9Qs{BpL2r&(7gqpivL0jezB%(CJ*OP za{B4954dMGLGSB~&$$wIo#b~G@%}}^Uz;X@7am`!DmE1c&havjIsx_eRqjWhxp976 z@|(Ah!9S5At9)t@{nj6$=8LA_Asj-lIUOsrBdV=Q{oc$XKl=rz=D?5P#R{v1DR{A( z{p9IaC|ro?2Yjl58qh}`kF`9E`si;^!N9}?>|>|VpQl1z(yZV=crnwKFj~LB!2J_` z6z9iBSy9*dr^{K(>_mNbyw-6E&+m0=#IN-+%<V}z9sHVyd&^+y*R2b`#t61!QMAs) z{oe`8mb}o1=tPmJgagM&exv^w{8r1~wfN7#H&oxbQB320PVq6f%%JX?JtV1k4LI?S z?pLalFX3Om@*%hg^%be7dTt1C-|V0c^PqY7xJox)Z-H)MdS}?he|u^KO(#g%AKDRb zdRN%rp#QlnBCW6;>Pqarp;U7v2Kc~kom#y&nCF&?(-nn2L@D+6(9S$Z`1)Ff#%`bv zY+X1Jh`IJi!J{p++`!Efe@K%d{~oQg-<XVnzpKvM`#0gw^36xjZXfDKsh4E+hw{<y zCo$jr=R?%^OD<!08Gg3IAKSj5UanyOa_Gwx=H&Bx&uN*#zu-EH-VS#cg3BbEWe@VG zD~Un)U&IIV`wE6nH82O!t(Gj1hxZYq)jaMDoaxn0Hm(u)AH3@jlK`He(R;Y_E2{?) z>%MbP8~Of?AEVV>)I+S!ZN{1C8`9ZM%8O*dpWfkdNAUu5KW*~8;oxmXI=a69)4#sy zjCB(L-@bj5v(M29IPHVjzCkzWy7I23>_uO$a{pCkDG7W`=)71(Q6~w<xhhOgBYrVC zbE?H*KCNiw`h#xtwN{j3lhD7e`TZ5{ro&$Cq(adi#7RM?#o2D~jYgC|W+*ywuR8)J zf2~31@*r5Frx4G3ce4_!H{$ezy|Xp}=r_(N<e!B8>6iHk&&n?Nt%$iD4K&2u@3)l8 zicfK`$_sY0Ga%3Jrpxy?z<#R9rWf?UMH(18vRJ-Dr!X<);)>rt`+0cl#!olmu~y~V z83E`7exG^7JON(<-l^zNSvSIyt^Fby^q}|u{?Z#n90+Ofdi19b&-aYljN~VKf--FD zq%Cv{$2VR%KJ#)Ty4sn?x4_f-`UGm4k7HlaM1SGlkB*q9+solg?m|Rl|CxQn0sKH* zCyxZ*zlcZoN!>@xBe^kO%i@M#N$u0C>4xsa6M7E!KdAS89otsLe`3!k^ZACH0qmWO ziAd-RawOiBaYe2pPTcNyecAH}e@}I*G6wxaCwG0rO$F#&Y3P+T)u0PnUvoPD0RCZ) zcRHm}pOHBfC?uAmU;QP@+3$t9*7;-30>Jr<LUXr0)c)<~e#jw%zK{7g^V^A1dm=hl zyx5Y>j-dZzexJ)0`B!mEm>zyJXHJt}N<D%4lYGCUB=Ys`q=4`{z<GN71EPxY^ZR%Y zQp{CDpJaYpePi5#aF?4t^l|}wi#{_;@KblfdWA}1t=NHh@osSL6Y8?oU8F^Kp;I|) z65Y><`HSo`wtLF4zrN1D@$E8nk*0Pl18tVT72lopDb0YsBsurPUL)*Xm%ejw19;~p z$D}_e;@q*{?<kuU@Sta7SK0!0z@Lnc&6vstb-qp10uyiwe(L-ubjX+aT&I|Zfd4Fn zPdu(d9h&gN<i_eZ#J`fq1?gOvHw#yr?PUNSuKc#|7V1?o3+_YnrMO2!-tJ1Zz*~gp zxZmhwp7~o*^8G~k*Q&+*wUdJ$JXD@j3(tc?%9rcz8SF*4s3>N?0Ud{M8(9f_lGHdV zY{&83oV%uj7>3aAJ!n#;MqKB%9((-G)PW!`w6Lcb#`#UUt~mhxlDd{i*|a0{)0IYY zCA%Dm*}PDrW*K+*n~r`iKMtP;^+&-ydofoSvwAue_%fw9g?lQeBjMp{K(mc|Ik!nr z?>r3rLBftkX*c{6{d&}xz>og8R$1l*9h8_#3MKEN9l^pN(qMvmVj+i_WEJlt*o~$A zK@sxQ*!k&A^qb0#Z=?sOpewoAdh8YAuzmc2BM0$5D%ziBv>pOqBq(T<2)$IvYClWh z81%oDQmq$K90)r5e)XNfzy+k%r~^M?pBa%u#RWWy5I<wJqy(MgHpPlH;(*zkw63xx z_)>;bX>}pqs+UjG&_ORuLoRln+X=b~!3JvzTi}^LU%M%k;@-ZQcAGx|zpv(W#+U2x z0VH=B>Oy~|)vLA4gu3C!LY?ag;9|a1g$)03V2{%0vR#XQZbbNYpMGa1>N`pU6AAQH z0xzDc-ogE7xDcl>fVgsq?d7ZJRroKg)4x#0`Biec|JX6nju=r7Z+@NaM4ayb)UAIF z`7Y*bmR1({7?DZSOAg2nbl)y9B2KZz4;u*LeS}1o-%khL_1`n$GaoR2M{?_(M`@KE zapXbxc!4~0h-1vTSCGG4*h&5GVa|*+hNv$<9^#p_bTz@ei<9(rLpkb%7n}!pqmvL% zChgxov9=*t`7Uf9lEC?$tP)tE1zw&?_oNKEveqrK)7_|N3=%p?h0(|GP;C*Jz(?E4 z_ZB=xef-2g-}05S1F@ZFK30|h{F+tC>+1u1;>g=Xi4x2Ue7zr4tHh4_<-KVaJ#^?s z30+pS>(GaiXi%Pd?g~D&H|n2m`+YCdVB2}<XS?`L3Ik6FSqb6R3vt07LB+Itq;ABc zggt$o)|gB4&?;3E#a>6ByEXBs!#MMck}rc-Ai00fL<#*pr?2aP1-S#!@}BRZfd%>k zsb!|;Gw|!X;A_b@3?0d9-muYi=s>rISpsm5y!Tsp<<mnqze;|Oa<3gxc!h`J&ldJi z@02&wX@^hHO>Ke$c+<$q^j31<T5p=CgN|upes1sL<xMa6ch;M&-WLSE6Z<qE8Ti(- zT{$PN3Of>KeyQ+y&%p<5TOq_)20q89DU53Ox)3kjTQ$2yplkTJa8VC^$07GfgRjuT zcZ=#h?7fP5>rools1ESF%;6eJ=mPn--Lp*b-fus*xigM>=TS;!J|F7mk4L%38gTvt z0=QISP^WyjbB}rI7S5-)L)8lI<4d;|6+bZ-!h^HsVgjW*@p6v3(uxcG@gFZC-E?PS zRO_Va7f$$}mrF{lqp#x;G^7ag{<l}-yVzUw1v}yeNit@zXHwMp{RQxXt+(&`c3%G1 zZ!?g~0dIfM*m?19Jo^1}-@RgRzeD$AEpNm3;_u^vmUpz!KPmd{>{*1L#J=<hF}z>N zkNQ`~;Fm&8aWC;{EA;F+r8Jk3Kj&ZB-(mR-9BU$c|1bPLox9g}7OR3ER86p)aza1F zSbF&v-h2GQwTvR<Upuz+C2BkmyYDoCcMvzc#nWzA;``=01t-s$!<UD*Ysy&y_|=ya zin-*#L;dP{ufab?aHLq68~uC!Rn=lz#CgNruS^($qvo_3Ub8`e^69dNXsfj&AwW72 z8U<Zn#V!3^XAi=M`)syaQVq^$T=v!B1?1y1&-N;_W4{bj+LsrocOtw*x#!f}h;s@K zk7P=K<Mjm!Spx?h>8O($!d%ZglcVqMOu7);A4K@CLLX5OqA@f9oG7-`Gu=-C{onqd z>Qvw{%PFl!p6J6*VSnadMq$k5h(sEv{Di)m)#`37aKsxUN9wn5Kh!FY(uHDf;B~Qw z>RZ&;Z@Ok&odEv2jK9>JMV>Sgpy~C7??;+$$lqz`sJi34dmXQ%4<x%*b9oiGaLEPs zGtmEB-dv@T^l&4-P)^KV(6J#R&AgOPqQAr<_kh{mcpn#NE<Fbisueo(rCt}jrmJl~ z3;NlI<WUc=K6D@?j$DvpK90B~@@eP!80<j|yHhQ;A2`ju*ODh4!Lv7O9}@>Yvm+-_ z<|T0beQLU~WtGs;F6QnsLcO&A;6b&6?`?^IHJc0zDi`9{VX+Bk@B#Nv@CmD+FPEIk zUXqxBZ{(}<_mZGrY#Gt1xc?h?9Ql!iD+k<(fCt_}>$nHi3MsKwU6|90D0F;;xW|3A zudyHf(boJ2+aLk-1)Cufh2T35EssCV3xS@4*gO+Q;!dpGy1~`7g8H1{v1x<><_=G4 z?cp&5j<<PcB<U;q?n0T=X5e3kUH-bB243zh;i8v&3H5#j|K2{Fvp*syDi6a~aAx58 zQvISmvD~fr-y3r9xm=?ICU)2-^ovRGHR>#-HYN`a0q9ZKIJVf(PwG%>v)Y2!&b;!- zXc6~)AB)@`u{_k{^}@Hd6QHZ<@0ox040<7zs$-F;=g89<o2~}|KMEAf_<?z0scm!8 z(VKWa-a!*5j)NzgFs%ze1f5{^pZ%oi(06quH^*gzKaHLood+IW6L2Vu{y4rj@9(?^ zc#n262KfeYsMGr>50QEyj*cEWJ{1lA)2{bx)mPMUKJzaB_7{w4WS#1J0Ug=Bgy~}N znI3zsEyl6;PF5zac9$Xkd-AQ3tGH)}Sxpn^pa<Ztcr<qseT#DP@hYYzS0cl|EXy?+ zzBwFoYaEC>Zee#b1FGGKy#LNrJVjiZUt=-~L!OS4w)N#f-qNAxd;JRMsbgiJI~et{ z;!*Q4-&X94i+`}^BI1W*;aNrt#MhhtdyZUa!F(H4<nMOqBX;Y2yikCC|9wU23#weq zQ@mNM=y6B?vb^wo*K5q(oe9j}Hvzs_c#C2X_mw(We~kYCc&<nF@B6O6_c77&4F~iB zVi!{H|IWc2pUHMz)>V7r&fM>KQFqMSzg%rlNP$nNo@g8u>fT%bk%aT}IDx;Lt|U2$ zdn~VfAPD*+(bDn{ej@nuKUBp7(HDh264~>!1NfWRi2dS2>;vMlpuRwkdeCfh%RdBr zZn|9mzN^7}N3{R4fH-{q^E`~#fD4Wa-tJ67JR?1J%b?~2_}Ec~!5iT5s4A$dUw8sn zc*kR7uVh0=KPNNY_Z~dnx05lFW$?dfzpniI4)USscj0Fju?Ms1%8ha8WX(LMSU;#@ z&SvuD_+`}L;+oY;hlgy5w0YUzqv*H$2CU;XHc*H12J|IaV?KY+9?CL9H-akX)7bwM zU3Waz?HkQXG)QL1s3aAy8A$_?RQ4#MBI9`;TPkElM2LpSNTQHED#DGT$jHj3X_iq! z)_eNv_xXKZ@;u+~J<fH`xz2SJ>u^=;UWYrtSMEVk83N+SM>~=7cN=hUV2v6>=S$Sr zqJPDo<2|mj8Qx$LjB{pCX_$h(ur(tU8=2pLCsqGi@I3%^`*@7vvuo&!vJ?;q(S%MC z5W(<(0ew)i^YoKA|0C8Ojr)TAJty{>|H3Euzj*7I?(?Bum~jaT!98Jg$6GF$0XoIo zEp$e}WyWj~JDz-pZ@}2!^weqSzZ>f>(;ouAc|PTq+dZ7iEB2*R(96W{{cXrwg`CbX zsXcq}{-x^uGKEm**SBWwe>Lbxn!6vp6l6ti-P!eF858LHZZcPCf&O{^TgH{+*gtEe zSI_lnA+OzS-I`FG-^T^NXDOgQQoBq2(8ldTl41%J7H7aaMV!8`n+<#xp|_yM2;AWj z(mQa(jzlGVxbVRpzRGpJ@@4Gc6MkRh)Ihz`)TD8~S_}R4B5N<UB|(4YX3T6x-QK!Y z`Oq8SRY%4UmQ3tRI)gLE4uEI6b(kqV47$;8h4~f5%iyVVTsmIk+;86Gx8uV)^f~xc zyeUNfJ)LFqwA)WAag$J!6k~>OqkviZ1?q;MwU2ZBv7RipY^@wXeQ-c%Yc37=B1gIH z{v%QF;@e-`@7D+K=sO*AVKeeE?%g_}uY~?|6`d(&_`n_{sSA|jy$JCO9={0RtMLaT zI_^H~hj#CfzoO75-f+m%gKyR2OEC2YKYCrE_e>{rspi-(q7ri89qpV$>wdy_)3lXt z-(l1%mB(TXInjS`Vp=8^_hE#2<*t+&dy-$3FIozo((q)gJY5@=bn0#TedwSA;ftT( ze2(8&pv2r30#9xzm{*(s0CS*sMyozs!uiSE^hHJy^In9Fbs}(YQ{pUt3}Jmd`dp!@ zzZ2`csN>lpc&84rgX|`_4{Nm-mb^}(FEir8;bv#}k()EUs<3aiA3EyIo#Q}G2|k?` zx&c2Zm#>cSUiAOG(6dm$J++VB=<noytlypQ--ZES-fgHT)L92!AxOJSpbLCy`ZtLo zyl;gEYrNEAfFG5URk=T+9{Q4OO(f8t61&ZB9Q%A)FidWH4~-mO_3Qp5{4u<>0>7hx z&jVI_z568%{MoelCm(q#@3kbIl$dd!e_O1w+h9jt>o(~qmmyEV)zYz17ra{`$4y?; z<qYO3iYwS3Qj=z%YcJt>f4aR%v4u)zzi^R@$mNzZ`{p)m>qwe5ded)Cg75J+l`9_n zb#l9Xn0XoIf}S6&KWmQM%gwEs)u_uK^2j?Jv7?Zp$dP85o8Z-LtUvj0hyL3xDK}{a zzAL?PLJhw2(@POO+u&#VIc`26l|{k%^LT(4c=VI&^(#%#Ln0{oJ<H(Ztj#kG|M^7N zOU}@Azyol69^rX(8hM}P=H?zURC13sU@;3g$)rcUcT)!DJve%4bil`SeYVuXA9})< z>3cUkcRP}uN{7=ZDz4;C`{c3sUs(6~w`to~yArL#r=)s#UCH1?*AL0R$b*<E*KNXm z9JVp&ox)4tuRT0Zxlnh!I&a9`bsqDxLtg}3WQ6}|6V)ja=YG?w{qGn=k)LOn!_S01 zkqp}glgFsb$5KwK+>yjNa^LTv>LYyrbP?~oE*hyg6tQ6+>T<u^1=U`oR1&jmlbav# z>$^tF4vTqPGRx|f<NX(Y6QyK5B|hMz{Xcmh)7z5K7@L_jn;Zyp<}RzB`8aQ^%~igS zfzSV$RDT`%g*`{|{f1UM5^cd&T=EC=S}uIv^!_>KwKFFkZa8aCCVU?pE470Dve08M z0bZH<{#J2-fGgpwl+21_2M@gA;a;i@_Gg~JB(pE(M_S4F&~3-u*0$vn>~r>n&m`0H zGVsog$tBhr_zv1%TS<+-Lp@fv?wA3-ccOHB+<N!|tE1v_s=zxf?B+hRfc}$e)7FZs zz|%RGYZW<wLsI`5I@duL%ko$)dD9Ac9ocMi=W=k5hsn}^#&iGcFrUr<|AG#m(1Umd z_<oP8P-3xvzD2kUte?ev?!O<{Eu7F-Dy=oIZ)-=+m7nqN0nh21@Pxk3(~gAS$>@7} zh(bnZZ-~*?BOkMHGGTWN>Qk5Kg-7&uB(9tP@A?t&cp<jzuIOW_HBULZy#qW@f23dG zZ5mO$BU7pV1^&`<2aVAMDhU~g7XPyW{KHI9w?F)+Wz4Rpipr5Y%itt5ioWQlf23ZT zzz^0;T~-&&!uzP`_+w2R$$u@I!_xV|XMb0Y`F$Hag4n^Dp->8m$_dc^{vXa~vc<X* zKA*6SH+Xq*PI$Im;nna#zgdFThO!FG&Go#($`p<I-}+3+YVak322Gdbet`##l+-$l zy5cLZ){{0<%(oC1@5%vA^Rt>aHN!nsu~JPuptlQn_eoy>e>p32bVOYl`qX5$Lm+%2 z{d?ngro-pd{;0Y|Q4TqQ8^hz0Gm*c*H#k0w-&^Zic5(&h|JfE+4*mzoKRNQ}QzOnx zHVeA@eYh{4>*<IMu|l_a6PUJu`e<fDYr8P;O8n{Hsb^`Jcez-)FaRCx#Q9O9T<nj8 z0~~7u??Sim?ri@8KESN%<Ox1s3W;?+x15W6Nv!1_zvMdf+k`ObUOq)5QSnLcHmIYN zV|bY7IN+}(*PB*De;#h#<-iMmAykn+&sP$-ZRt->UjXu!^5X0Bv7R$Lf3ttufcvg~ zm$xl+rQCv`Z=N-%t5V$7vmBri_kuUEFQWeCEpM0{fiGewtyk8?0q1K@|GIZr=MAT6 zjMx4{zf+~~i&5-1n^k|y0*|1-w!8DH<azk0ggv%h1fLR+dz0mw5YB-?e@`#e9ows2 z;=^%{DdyR}-<R(|E}gr2x;+QyH}|;P81Sj4y-zwj_^6lhS6uplZ~u$=t*(~}pAU1_ z1Os%MH;sC;hwz^3zO_X3CBe6v<MNUj|6X&Igg&z@`g4VT1XTgYjP|6+j(~UB|200_ z2s~o29=)+xC4A&HnyWwafd5%TySsD_`Q<wgR;|N4M9+Si%2P7H|9RiHy3FIeRm{k~ zfcwYw@{97YG2jTlCaW`1G?Lm`QYira-mT(v>+>VfiB>l0yk3jBWsRBap%<aIp62}c zBLwsMOiYixFobWx>hKOHA?!!PqyhD9z%2y~qBDcQnO@iSKj(xmCAmkjZvi<GOos0L zkC02yLQT}-!9M@}E2;^+=!ZL78ST(_ZN(wcA!P?0_^lTsu|@8+@ItdsApB@kcbm7M z9@)bDMZ|3Z{`^3T<@6u$)o*Y#{jHCD=#d7VBrDAQ8a?)aEgbpBgPXUov||q9Eywr& zc_OFy+G7R2<G8PW@9QyEr;$<?Edwg*GM?DFfH&~}k2zU|u1R$z-)(YV|D4A>(?sDf zaaFFQw{SkuRU3WvQ~5F3&>1w}?BWehgU-{vWAF^_G3&o2@64dX&-Uy%`t>w;O*0>M zu6fMw%lvtiJ0JQO|H5c_2>AR5?t21&=hAIE-Hpz{hxj4NROvF6*y$%Yp92qX|2yZS z!AIo$_8<6qHy!-Y9nn00L-Y}<nB8l#N3JN{WT$*6@^h}l4ZW|kCn4$fBDcW9{qcS6 zwA&FpFi&v8Md)h<Ja*;ZcVZrhu=3|?ZNN2uICiPCVqIQ3^>7*I%(H`E&TU5jd+9j) z@-qhXDP5Ie5`Aw+idtK_Sg>AVC)h={fhUXap3)Owb0I-pEp@V}uf`;;4(tPumMC!a zN&UDBsT;6em(K{F>X`DgYTQeQ_=BZ8n31>F&^vY667{{fkf%f&`o~m$ZGHC^^L<!W zp@jiH`&G;oW~~3Jb9W}qFM)6U`(%X*KDk#pyS~rGf%y8J`g|EUojK3(RQGrI_n+-t z+Y$lYMdqg6dwbyRysaZ1mQF<QzM!Z)?n#9s)7f0mMGcDzB{zakPCS|O^CUm~Z07l1 z1bT#-#H&3jr;vYEr^V1#kNl@_ja?zYC%e|XT+k)RmHgly`{W^fpZBlC76A_gY>Twn z+3!d;o!FJjxfS|NtZ4syByz*u>v!KrU0nZFyGa^;`yK&vYd7eU#iz5Z>7QaQxaZ|H z_0!nT-+MML;OD&TZwPYXd*&X@dgTOt?_?DJk>S1Y5zNa*d+9+J`$!*ptH73=Dr*?( z#oPdnX8|(?z(KOVOcXttFwYb7T&&knNP7jn;}6_Jce4(WMd$-hQu2FOy@BuQ&vu@F z`jh+SYB4$&<a@o*s(T9@u`F}JE=&>khMaUuDe4N5YM-&cS1IHo&n5R!)axHiH_>}+ z$9}gnG*gd)9(|y3{4eU=H{W<hH=thlK~w0G#XhvLT-)4f0iRF!n}^lVBQ2ua>leYp ztY0%O)CyiYeB|cz$QASr?rC=0&jcU1QQP6qSU2T&=!btgV%-ZKlgUM$mpMV%?vsan z!dojFZva0^MOsR5;k-8gX>q9$cqg>>?St-U=n6tXrxoD06swajc?({r(6KZ03I%w! z>ag*x%@kt0X=}L#p3}1zGZzZO?8#k&#hi5TuWt_&oas_Rotv!V&Icc5d449x?SK84 zJ{_HBv0h>sI$u8m-}Q9pdq?aja!#KJ3Cjf9kdc5w{U}!OeKo10Hqie%*w1#qT#df% z<v~AX1>mx#0qKi$*iX@yJ-KmSn#*m<W=cYT@4fYLX{ejGtp??Q=ehl-+SAft<Rfdl z)M%pLR+e^I%@=xJbN8&6JN#G|>or~D(dSkZzWe1i+!J!NCj%^~D|DK#?{oqV^;#>w z=^djzsjOLeQ1%*gRkN$|_3=C|B)PHjRzOGF8>gA<4*u4{ThiMDe%zQQm2J4^q@{KD zOhKoQ<+nU>1Luu%!S9EhsHc+(m8!bIb5w75_2_#jbgD>C9nsUS<mqze3Ger|WXt4W zHGMk#7#S1%&dB9`>MXk=1DtaC$q(b%cxO`ll$*Qw9`arCHNGT3&&YRZ`O%5{AoE^y z+4~XbQihR<d%=%?oi*DicpdpKk45dqcBB9O`s)qX`5Xz#>9qaue<mgwc{$^Glpf*J zYE;8K&*lSH`@mB#Nj!O5O%K0gkiPT3`KYNo8pT8wpf5`1MRQ*S|FovVe0>gbM7HKH z?f_47_m}^ze|dt9UhTR`LFhlv@@}2*fDcR0UBDA{v|@3kt2*$y*t*&B(|Pc3&idT% zIs;uh{zPdD&fgf1iw25&&_8A;d-ZcKe8fX{kI!Gie1tvkWLSVNGA5<|J9G;D@+->+ z3~;Yxhs?2172r=YQ^;NJ2F}?y@vbWn{>qSZR|IO%xA=*!hoS+z_gtv*U;id8A}8Jy z{I|bb+4uqv@TmuH0lzWoM6nPS*5mN;>^pHs>KN+#n?I&S_~B1v>pQ8Ay5x(b;gQnk zm@BcZo_}i$@U>h>tPcbFO}7em&*ObOll-VOGfg8qZ!$~I;`h!ey}o}U6?m>V)p9@! zy!Y43YP)w*(Vx>WcjFrR*4J@=y^(@kLmP5w3iW;s{Ye%|1N!F~CY1O_Xrv@BblSQF z=k?pLfg*h;BKOB9J--w<>a}sw@+-`dZoHxM82dkaukK-~Ne5E%sQs}=3i{=?ZPl*Z z4n13q(vtx{vdZht^9&p9iP!DiS>13uvWoho{bL;FJ$Pwf;t<Ard#F?C2>fSKt((#G zAN(nMYqnThqi=$fjk+HFEp|i4XcvbtXNf<Es}H*1ow2H&BPXEq7S5}hsAE2@(8ifE ztPjn&BVwxHm)PSU{{4aH^84Y`VTL^LufO-o%btb4TCpLu3H2I%W2B8;tR30&VlGe$ zbwgq&$7me<Y8Q<*1iGPao7w)7zq=mi<g{F16a{_3vJIo_@f_dBcG*7O0o*y!5~_&$ z*f&~T?nyg*NF3{qzCnE^HT})o8Na7qAes2NiAK&dsI*o|QOJ2GeXHAFfeUST#j8$% zmpVgxyc*B#SU~Mc6a{*bS*Xn+mVY{^^{otZdy@9_f*F$^c+f6d<nB=l(NvNYf5S&1 zAx^3bHSo7+wcZP5&Bc9qA)avvdJBbjX<h}o!S>-fp)8yaFCJcRwL=}%_x|*=l2Ci% z<Mya&<eyJ9Pb0Ry1oMb?SCm{r{@cfH>6J9_UL6M`BbfA2C!`-6ZUm3g_`~mAHs%~m zU*}BQSZYT^-{$H^{Y0IR`iCY_>PVDkQ!;ipB9~>x`}Ms%@YJWbFmM5Xu_u@m=wTl) z8-6fK1z*xN<Mw3L5f`F1cek<;b<^>*ZTcU<-{0yj@YsN#i<w^ePY`{XMIsLaA8kY* z_WICQUNlFtV5?7_`e5Eji?l%#>ZH+l4HrKi@ajKXEpGO>5?zj|$x7hN%cc5!jKEoz z?dg912_Zkyw&}OoA?U9=$wP5t%*hbEocEu&D`_IJWs4e^`*0%meDp8$`#usa&pihJ zz_484b>JDE4hNYRCctmet2{fRk+1r_edS`AJ<$>Q8^4Yp^L#%m1+qUwU#pvS1DQoG zhi7b#8NWTTn7dAUde4s3v|Zrc0bg_UPOjk%wK%U+zYox><NQ6JsWJ^7q{fPOeUSii z+6H)YNh<p67(ZX+O@J<8Gam55>fbym-dace{dGP=`Cs=TkN4!JvIWc?IikADzW5|^ z;Y_d7{YU~YNB5v5Fd06CZ878df1F5OcSqK0X)0lh)EKMc0#BO$`9!-sh1hINe|HS` zZ%MD<`KwmIYc(=rjMzstd<)A*feRVhW7Bd`58PFqbJ<)4A6nvtK7ZiAy*jMV%dw9> zx<5A?R7Q?>^wb^Bm(WQRWF5W-yO8u{tuI<npaZ2o*3Ny7yhr1fs5<cSBQu=xZ-JZZ zWj&tr(xD#U@>z9^!IpHYA5(4~!8y74%sx5btA$zJevMuV`BS%9*JaU$Nc+xxeUJVA zw~otmKX?w|gi)I$eE&w)YeM<Ry;vLm>-R(8nYi43y<@KMarmsbenkBxa;L${67_q? zGs81SfhXfjp893J#Jn_r=I(|f<RUh#s&CUmf3e=F&fUOq+M$zWdn~~(t>GvyL*9bq zSa97U&bjE{61n;|=;z2UTqO$p)NZVsS)hmd?(3g~*e&R5PB-F+aDyJTqE%H1pPmK1 zXS0AYeESL(eGwOsBQ|0s(+ynjH(!^30=$COyED<8xM%!EY!`-cz7K7;sTjliE4p$> zT5bq=*v9n=<+$I^xpWVWWuk9C>q0nH2Rz?G(m2~o?4JyQ;Sew6GkuaRuExF5a4`1M zBK*B`H&n$7z?Wz|%?{xQA1r%zNQPSs{fI{`g%|N$hIM&G#X5j{7VVB`okAYM&|Wne z^cR?1`>v~V2EL!yUhRcbm^1XyZd%g<KJ@)|A^&p7N+v1C=yj2k7&+TpiayPC0Y1Hg zdnjai&rIM4P570bAGp%chjUcoocae=3g*bQ792SU|2b1`#b_V;hTgcdPuJlb^H<XQ zgnNlKk!$`L_Nl*v&dKXIhq*0A_iUX&J_4t&Cl?LtGcc=SR2=<FT1pQ8`VQDa-5=1X z@DKTydP|fek8(bW%ZwTLCQ&;jc?9~FztPS^@J}2&u4u^v9oxikZLQ{M%q3cIc67jg zN<VB{SyPQVecuEn1a+>1Nd0{u;HtsPvso{IR}9~=_)7=?cdfhoS_*ZlJa23~o0mOd zwJ)rj!E@4ToR;<j4`DN)^mGsU=(ex%zenkTj;R^%<qf=R7*W5W9`|zgVz@N@%0GXP zL$)dEMxW@z&S?ekzwL@q5j_o^NoeJDFgN-*6&JT>d7+-w^E389ea@1qIwK9;Ey{Ir zM>TNaAtANP`QT+_7J1LOEMh**bA>HWQFk)GSje5jegDoyfw~&?kg4JKJLd+_cj5mi zO3)Ad**&)2Nbv755jy*lf@vgK;2lMpP>JAj<T@5Q<U;Q`SgVOT^UKHymm4|Y9bBJ| z`>D`~QSOi9almyZmq~l>eekNIgXh}Uz-QMJn!@n!-aGZ9p!yW}8d)3a$zrUJGiOTO zz<X>Q+^Blt1$?EJpHA+?oTS36PcyFh$ah@JWI%`gc1%~gV+!|ICR-A_ANoR@oVp%s zYoq>-9Qtzh8}!f!$xST<sMEKfpI?@M4*SJ6{Zts{p||g@Q%t22b`~iY?qWxhw{?A8 z0Qv%K&Q$if;CsI>6HdsufxdLT3#^mqzh^%&_*C1`nS?CH`8i;{_WGZ?ki|nKe_lA2 z6E^V6uk(}D{-Cd8;1jn3?pxja6Lh5)P~ZPGzhnLcpEqv(kIVPqYgNzixC?xF{;B4= zO89Ojm2<<sSHRa{#HwHe|N8{j`6|1g$n$eKrx<sRLV~uv=#*2U5~F}?)eIWQFAIFl zauYtMUn`Dnhea^gY2^2Gwgl>VdE*2d8?3)8y30E@<D9H7OKP}IBSqAEsvA(3q;bBt zA1nsm{;A`3svPrAr+n?=N8y(URG06<`L^1_KV}}hd=1Mf#}|*FZygWi@kG7pDQEiB zY9H2-i>sFb`kw8sG~1Ryr=gp8sLh4{J;HIV?%z5~w|p(rkH34lInOho5&LNRv*Qlb zd8{2Lrq^k?l07PXc^tUk*oU)zy}66?<D7Wyzg#D#57~2Gr_oPOHGk3!o}u_vyHqZo z&;9EbwO{f5_PbjO1xTV_LSBAb!Cm<0<8m}dpojFlx%T)a_W4f{gZ)OhKZ4om;@)0_ zFO>i7{9f>Nc6Jw*1(NJYqNz?&5byw(g;Ll267Y{(0H2=;`j@OPAg2YqR$;L~d=>Nu z=d0UzqcP{h|K^UBK;*gdalZ`HLR~%XS07o4JTS&T{KlxW`~8>trJUhsi=3zbr_Z+A z#}Jhi@B*hrcbbDwii(Y5N?3#MxqoM1p@SXtaXq^8iP+~MA3v#YhwrRUfcgc#a7&Yy zY+JrSH&tiTj6{8YZG~0WivxXei!#ZBa;RTcbtwCtvLkZJ_n-X)&$aPbYgMtEE$*Gh zhdxD^4?vT*4cUZwPjKtaF;GZbZ=2d5W6Z5K-W4`r4E|;GIQzLB@Ha86<6466K<eev z;}7sxow$`N@)+;`W1dIzZs-?LetpKvs0V&hHq46Po=%{O=+=YhaaFYqci04;XN)hY zmI3!_={C-E=xhZ>Dq<q&zhoT`k2HCOIgCyMR(|O3D&6^VhqVd(yh-}64HB_G61YTq zP$##k*BlmTbtaw%<ImbPI}%@O!5d;asB1^;-Q}cFhlP*Lo;d78_~k=(UjBu?!Ci*3 zYCmwUyA83}C&M?g=3R46IQ#?l)c>rQ;H&THk!HI9{@JspTh<A=kC)RFln(%}6)vw4 z3;}=pQ@cm40zAhCmU7c>@Z2ZXz3@SQkG9Qi8_pGbqH?L=5N9oXG(JPy<j{9o@qM4= zcJQ*PUr$=t)B$J8J|3nVav>}EohL1qklU2<_;T$Qte=+~L?588q^_L};s9Sr_r~MU zK5x|BB&YQtbh8Q5x7Q>(p(|coRNWH;+$!`^$`yW7ZhIy%d90&TN@Zp*fwz*IwWuGz zxRNNJC%4DeJCes&*y`AD&WK3wU>(CcJ|a;eRnvw3CoP@F-urPL=6g`TI-=e#l2m!) z0>4qkedZSAe+ThBSv9g3{rG1)#SP(aXztx6v+6tYjf8wYNdo7v+^9Hp2Yl@CwN=r> zOPGg7<$B^VK_ye0tJcqU;pb$E!|veRw)hgJ)vW;kwVctFLEx=BY7q(bcn-Ca8Em<p zG;&k;;GIi%&`17>)9jiu{Hac_{xZU!vnJuAfPNrybRSg4DdRq=-Td<9(j^+%BO&hD zrGh!bI|2jppzoG`&CF_}qmj!Jg_ndkA?M<{wp;XJ@UlCv7^J5nKPO%M!W-;sr{~J8 z3&1_(P-T03D)dK$AIDcCe^sJ3z83!ag@Bqcb=;={Ef0<!g1)@PASAB~^Ng)D&kk$@ zuXw2=`f-IS&N=zrni)IsoDvpeG@u{RnHre<<L6y(SZ!^e2Yx@w=~NtmbvA!na0<Gd z$*NyFBmJQdJC`Ymj^bSX`u)ZL>cK5{Ze?{sk3GCd*<bhsxtP??S8L!y3SQe$?~DEA zyn*GDCUEn%r^erWxRJ}M88q?iwgVA-b7|vA_$Zt?u6&(whi?3#U19bSd@2nYy6*$f zPiPzG7YF>-)6p3{je2O@gvnqP`~l^W!;g4yZ<yQ(FPH$n*35Zav4Xr0w*622oavGO z_2GI(*pL%xNZ2%JyBWIcjL*>)KJ?d>9eaKU`0CxyKTDf%u6C+e7dXLxGJ0U*$G|Vl z>l0-NU@U~s@AeOi>N}3)(uX5ex|Yas{O@9y_G9o#E{*$zp;I#dxz6|_nnv2rGjgd` z;@oh*rD(L(g)m%m(EVwH^>xNIYT}ta$yxr79FTP&tLu*JXWfcABV@pMy}mtRv9#++ z1>Vx~Qf*&4hI*Jzj()v6`Ye|H1Up9@h~JFNw+DEy6>RTQKQ$nC^ha&emQwh;K6-9z zL0vYdD!1(iFYX%=?G5K|QAk0}0p={!71K_26PDmz-<*7?`B5Hqcy-Sj+cFvv4}H2h zbB0D9-aNbiUwzQR`@Y=m1Llx?{&Gh84E&Khmtw=WqJFn?{gCGme(S`jh|N>rgY3IP zrOfbEp3v2neFMI9?HuRnaroY}<%<>eqs}O<``imWbbW4g@!y>Csv@~TYy5vL;d9=q zxOeDAw4Qk0#X0S}z!vg^O0upW`^*Cz`{DPxP4eQH$3r@#lffra76zLpfQPx&?3ruO z|Kw97C1uzGU+K{?ZOwA%lEH$5lB#wjE3kM-m;?PkVKz^`i6AGsrj2=<HP%t_fK}2W zbg*W<9CkCzZ5IAu#PQOG_={+>tOrg%8Gq)D(ir+^N>iU1PGBAEE1e6(eZD)RXIFV1 z@*aAXMW<hZM^owUIRYH@sXx7UHS&%GgtTQ7aj$1y+@FwT1fPX_+`$ND8{)9)QGc{K zl_VQ%8)AjdkZyPRax&KI@~Oi`Z?&OUj8^U21pZ}Z;F8%@e&j`%-Dt@~eNwTSPu5o& zeXz<U16%Q2{fnm7aq7ZnzkW^jCDe^pT_Xp%fR}aEFX>!g0{==L2;{S(zd80=zp5LR z92%iYX&E{armr@ir2bHdxIs=mzYY9Ff%{|GfJ1FJYk25SQ%L8M|De-J)Ms)}Zyo=L zdO&^ZX%=|jt4~T8E)UVjyl=zGMc}Dzccu4SfX*X6z?#onfgD%+PP1Y~;Qs3E2WIyn z|ADULhmt4i5wG;k8uK*b6|NSt_kta9>)Y68g?{OoIommg4XCedByW!4du<Z7Irm2# z^~INnpWc-evY&N+=_(ERZ!+pyRg?B4-c)B$3HP>hWohH~9{9nUqMfBfp<krT^_})X ze%=O!A88WsQx-WZP2{_fYZv=ZJaWSQL1UOJg1@6a=zJIR7W9v@y{l^}g8z<pVn+z@ z59jWAer7F4awbbo>of4?=C;mReg&L6x6(4nIn*u2*DS&ZsK_nN<U0i1R&3QUc;_(Y z0Ve903~>Nw+q|+%c#Jt7SJ(U1;lE#r7wpZt?Mj-1Dz4o`oqw}_F*+2yNAHlPydO92 zA)fA22h=cs{F@wIkAfXxdd0#29rtgf(Jv#uCTDVs$K1gr27X#LKH;V!@Ntqa60#jJ z5BJ8HNE>u#p2fJWzj`P{@d(e>zH@fOpzCOp_fabO5P4C%RRTV^gIgcTXj2GF=+g7C z5v<eMUBcGekrSc*-Ov}fQvO_HnW7H-nXe<R=-?a{T`jbd4cy*cw~nuA6ZHO+^b`l& za~@Y~GDbI`uJ-%Te?J;?RH~1Ut=FIs<+z67C@Jt14S(%JQ&7L2d>v%tfH`A7D<-mN zcEE)il&T!`3)>I#ci{7^Yts_D4u77T+H0p2=-T=#+Ck}t6mt0O4!iej9LRplVKKWS zxZk83Q}}e?*ZXq%%fLALkey%j4ws>yCNT1E@FD1F3gHS4rO-*%xV#T6Mc@4Q;iEHK zkb^ipRIQ(h91uMY>h84;B>0?-{5bUd-!tX{ei=BYcRB{|eh1x1Yhrp4=U=**PSovl z*w@m2%d2aF%M{4WSt;mzziU6N?8ABRZr7Sb;LS}doQxx=^EFR~oU=zh-qDk@Ny@!; zMBL)SzP*=#kB3=%{&Lz9?&IszXj3%8<EYE|uRbtVyD}FO1Al4Y8LpaKJIn<$S*Y%# zkk&bgw~_auQwH{}9d^L_6%6B@>P6pOvtG0Jf&)p4|I``-zSfJg$CiqFN3`e=*Lhax z2J!RXegJP;A8z*_!8y6*?Zh_&K`Kd;qYaOP@4ix~wqF7G)~M;h+Ig&_ukTmwa%BOY zVOf>Y58qPK&m-)r(A^#sUD)UW-+=V__u)+i&>bWjVrES-FGWZ3;uz{nGp^?x=b^t8 zX02M<3%%&`l#iF5HF8LrEG{bhIS|7TN%Iao-<Ivp0wL$o-+eFXyOjs(n8yEh%V9t9 z>Ys`TmT^J7xOYAQKC?$wH4CaM;Qed{2210SuVf{f{Q&&MlP-(oOPugqpBDAI4xZMG z?G@iatdEj!g(dTq$mvnv8u~5T74?QyTz@wFZ;#)m|8~Rqls#5;NCNqkGrxBI)2WMx zdzXA|DP;4tg_kL~k2jUgwgh?sw|scUa}In_o4u0xRD?Y_u=T)DHT25Lx?4Zx@%QJv zDknc&b0V!qZhaH1_Jp5We0o10^ij9K&I7^@<m|N3tLyN)zw(rw+XQ|3S%am7VjA?| z+o~UPz{B=xcupJvUQ7ArY-lQic}yV=lnP<wRb6}3CWE@VK!lIGEsa7rrJijVLp`-U z>-zJ5eRj^)@w-xvW1dol^YcrufS=ms<aeVE)7W3il!y9uo1p%!LY$wWZA|xnzz5Qu zVC#RW4D$xn>gK+JKln>(-mqfb=*4e(n0wZRs4BCt=I}xfWAl#c8FwN>LO1vgz#DM> zrN$_UVJ=Wn-@zTPpu@*?rj6i!uH-n+IKLM2*uVbg{D_Ji(cZk8N^Z>MC|4@6h((@= zS7tG*8NT<DvgcbT8?uj9QvC|N-wlaqDFspZ?gbR1!V+=cf8NZp{RZyU#skAQF{ey= zE>&{L8$78!-=(+m@b}-%3Kv|5JnEI)!f^1QYv?kmw6(aWThqEzQtaWE8+dUGIJr6| zO(c9CzM>j~Z#8aM7fA+pjetWR1^9f_b%74L!xpnekW2pcMMu<o<Sm|Ct$yK(ElE3& z`6Ll~O#b!GgTq`@^7lAn9}RwmlEkMk`PQNiP;S)d#=047Ec*NtKDNNJj;+3K$QP(^ zpW1<QyhI`_(y0SFMCX~9=Q!6c^^P<eU4-w~tXZ%15c(w+1hcL1-YiyoSU->hzif1y zoq~1VcaQPbwlByZ<v7B)qX2zC^s8>Nry&n)$>@k3_{H!$MN&7ofR`(u-scpwBVjTR z4BIHs+qYIG3dB1S^Ud^g)wSSNc)#zsi5y7FhZ%Q_wz`p})*WL*dy!wuq+_f#gFHo+ zwvoPF@Wq<Y-O3^~GBDfmY7Ka00UO!bC#a(n*!QmWhaS@V>bPag3-lu&Ye=sLZit%p zAIkTG?pRRh(*plYGV{@^kH8nyBs3~3VgDNozI?lkx@Pi$KfRGPa?=Pkz<iZGAv|FP zUhq=~DrFf4p<guHBV?C_Kl<?$OBlzXLyip!7_+b;cV)QWe?9I`o{54}e@?iNX&sM; zu6t3p?#(lx^F#mj7OSjhs8feO?b<lufxH)`d_{r3xR)Jhbw0yX_&t=HY<!`=?nxC^ z*?_#m<(B<T3(yB-vvtF}(C5?Q>nx**+{v)iz!C8J8-fCZ_ctT&`#X2}i7wzr$x6rN zG3bE`eR0{osB7;&Dr90r9r$Iac{~X@PL`Tt2hGqw&tYk}_AqjY?fr$NeQ;mQGO#dW zA8(GF)E?c1xuqLbBB!y=IRshn9!p1mu57{Fg=qM@c)iE;eZkXy`BQWTcr4(k2>qcL zoX-?K%l~AcbG?ueQe{TJ)X8pL74YjppW8jF3~6M_`^?7M_+HlO`Hbe3c4Q>&epIk4 zd`u(U`5RG>Hx;dG{(XQ#qK}=F*s>Y=&Lz8+)e_JTC2Y@ntD;}_Grho|9(-Dv`}^1u zq4V{8Kl2g!ClbOkL*JXg%d(zNv#db<^S#DKaus;(!A**`g7EjP(Jpv0MJ1_Df)?%> z=%-yJE28!h^JO+3`0^3HF(DWo4e*v38SV%1-NtkH<SvlWj`h9I$@DyQKkdh<tg6*6 z<WB3RCqW`qa(7amWJ^KE%*&|b{fmCY&BJsH&mBm~J=3casI#Kh2S~|IV~*yjH9sbx zdnp==e4GD(JnpW}6z4qDyTSEe%kcN)tyfuBL}0FS`1QmW`@kzixRlFXMb5%bxf~{( z&%09@(|T9K2djC>q#t<b&%)}AlMV2zynd#C7P!bM^>G**n*;eWF)o<ufO!rnbz)*{ zZlqA{jwpW#c+vdmMP}eqA4`Xu25smcXFssOg!g=~qScuPIvO2yW93=!hZa2*2^^@~ zq>jd(dg+AxbN##REkVcu@MH<>+Xa5$XddlXHGE}<%y)zg*^-l~K3tOUl{I;ESh@ei z`+O(3EQR-T=eeRbLmG6=tyANZxaV%}E)_Avxf&c>Y<TPh{Dw<>dl`TmG~zEQx0>L- znb5R-;thUHi8hsiel!~ms=w=i6Jfko(0K1Fbkvk7%glqgcj{9QbPHgP&dd6y`8(h- zt`*#}$N?XEiM47o>VG5koZ>9t>r-D<jy!<>ae4KP{N)4iJM4UX|91@Ls`}KqOM?#y z=j0nXAcpnvfjGuG;of+ow8I2BET-i@kCQ^oA-yu4dZ-wEn>DUcUEpuut1tGg6+xbf zD%(gT>L(3}_DGN2@X_j+DWt5xFVox=Io#<;M3j0o<nWx@JC0b|;oO`0Ea_yFj9lI> z;ewB!;oB%qOX`AtQ=4V}UV0Dm{)|$5Jg&JAmZEs&<M=#hXu%F;>yTU9;F8I83weI> z2Hr#iILR_T^$q-&8kL9NkK?>7txRmakGvk`)W&TKz<IwW`{#$jPi$E{EKUPoOh3W! z=B@>JyNaj`F}%-FE*aAu&?EMlT#+c(gO7+k%f$fx>FCbRj4!}LCt1Uq8ba+z(A<ZI zyV`6?n}GiGaY5jlR|Ajl0}m)a_-#D^e8V#{ad2}1^rL%{8CQ$!NI<Bt+R9t>!IYjG z^@l#;W_Hn9L=rk$%aewR8sv7SRQZ^Mp^rpX_If9D?aZ&q^+V8+_;>zVcOU%P*%U7k z-Xk<}fkgOqzC->fIr%`P&xKqOX#V3A27SClC7K6*n=QI}X3mFEm&8w`<P^Z?w?95* zubmqa>o_KJIRSjdOp`DF2UoIB+xn{pd@1MshozZuo;|yH{G-k={Fe`l?JF5kclir& zRT#Sx?V*ikpQNClSW#qyk>|I6)2*@?ocHR<*$EHz(5IYx+efPdeF$3%+jp1%-~M-2 z?f7vTY52DGZLpUMp%ov=J1po#f~$R;v~Yg&mq}>7jKJ^TWnkO%2Re+QxCr@z`*Ycy z*h2rcz3g3QSPK1pDk7Ve4!PFZrWV5Qk=vk{$dH15mjZwHuMVkhL{4G6m>c|vbfmA} z!S(QmnLWR|-@=VZJj>b5ZUmp&Lkp2OoCnQM8G4UF&;H5IBefNMG{dK<Z)E?it3b8m zUf5?g$JlKyKE``F^k35XF?`Rt+rm%4a|933^SeVwd0R1ONfx2IJ?hTdlTRi8T`wK} zi~abeefOJXW8~FvxIDOtF5Pn#I$exd|E{y9;|Zt_9<(ZaF2;XP8RPXd--&sOp6;G| zTaiZ_s<}(V2y=0ggmazY=jpsW8Cv=W>v?#~xu1C7)JyVnQ<(ppX#G6pIquz&*}u&N zbnq+h{P|7jwgVZuZ&Y1h2>(>!*7`HR?W#_K_d5G&@Rg~poMpg$Ejah9ClY<;6)MJa z*TBCAuhSg9>_Cbi^6b@Dw<p7AEKZ#mN55b6TI&633bD5M{QVrBNAX#k?uZx2^`afq zTa7wl?W1EVhq8cYiR)eg@WEAMKTS{U#=HlcbsrCOqL2Um1jBXsTMBtr-@1){J5Igj zra|!OY3<`n&j#TyVeL@<9SQy5z+}nB!#K}QY&`Vx0qWNL>QR2Ile483T@Lsh9pWL= zHd`@&mU&~M$z$;U4jFYz;ph+lro+kzpSCd5>;73K=p1vlYE_?HNTTxaQEDZ8vqP_P zzU{y{EF`u~0ywvWtuIjt^}y?M;TI2TqJLj5*R>e?J2L-6ln46k7Sm>Pdr?nj^j&#+ z6}YB?r{IcH!#`h#t83YA<T}cEoi}yCdv#BAU2P5?I{wVZsnhTqHg)GjqwZMp5;O8f z{h)X2)Nl#v!wsj6X0_h{pWOcwECQVTcho)n*-gwTb2l+rz~5gI%r21xuj&_OEix{N zxfb^SF$fN#zdD9`h?@a9ql~oTReqRT+P*@#<x!Vt^wlg+*b?P)-k#rj;V(HboH6F_ zLSD-qDD>6=-mH66FxUrPz??onDGd5RZ_o`TTSv0yW4DZNKKf^?S1(jp*^%s{JPs{& zz~3F)W@T{?2G5*3UFwXyQtR5|7c()BvdgCLC+fKznn&F!_!q9XIEZ^G!5_K#Bey8< z?Px^jkt4@kh*G$?+^cEulOMMHrw<;eR(ELjaUybQnz%C_b3;d#Wn`2DZamT^+IgrJ z{zx~UcbXI6{j}K<Ji!ZEjj9)npGHobPb7UY`12>?V&d#r-&)(017wv@x6QvOTnpb+ zy5cd1xgmUyXXeR9wk|}jM6ak2_@7bnqt~rs=;|_utMcI&(0X<?jvoCX$I7+`epkob z1?hz?i^A??!>5etOm5_a(VKeq;^(;RY>l5oXYjwK&>8<3`f%Q~6%+2g{<I+N8k{?S z=boknWBzc2Y0jlH&;wuf%f@W_3V&nD72zKb|MgQ#OO^DXPq2<^(^iXI6~U$h?WmhN zebRJo+Gs@DoBHrWK5*pE6D|}N;6-DhryZyVBXz>{<Bh<l*HrMzYX9@~Nboyw!8cn_ z;QtEid+&;ViLMlK4%Jl?Ca!?@`IFaJjr|gszA-W26P5UNNiNJ5qd)6jQF7vxBe_SV z+FS#Vm?7L0Jr{}okbyrQrQo~O56MjT@5em0H6JTm+|fsAQ{?xU5&4coA+N8NQ^*54 zWA97gPaS_Wt^^%N9auqmf4v7eCDvPZDpR4)l(>rfh{8vIW5rDzeB$OsIoE#pFv8B} ztvcWc{2u<aWd`-wm1zgF_wZx$vRHPXSpwhADg0Fob*{s&*zSM(gN0NG{mc88K5Tru z1?P9PwoB%RQ1q2C^;S=Y(a1(o^P45FkV|J@_96VC6KVb^VCsJke8`!eoGZYgj6!|< zJv8*SrB>JPfsb<URyL9SyU`!l#^fFgUo5>yfbyC&d!j_opkqR#k&AJ^x5;^+s>pKx zX4(M0t9mA+=|1=>;%sIzi}~Pu!&Sn-uiaO7Dm=saP4sW5IpMstk6w7LCrl&XxlX9Q z-Qr9VMgK0f=|gAUx4KaLrYkvqqpSWX_RGcNLo$X<(6Pho4i}<6FZ^k+!j1D{>E)|J z9_R<JQrG(Ry@B6&Y&pL6HgHfwIn&5h_#G1TqMw{`C6@*E-1?{c)7BpvIaW&{I&%6v z@4b;TlD?~G%n<J>l(s4QBl?ub4PI}-z7tt%Q?5`2ymoZklYaPQR{h8KlBVQDDDO@k zOqF#djckG@|80Pu=I&-2IbY;YoJwRD!a3)aKF}N~hTP?ohqEdF>Iepz$!phvi+tVY zIds5(xpSz#qsRC8+5Yn|^bZYX%Z_mH8@_GZ>6_pmX<mtzBjBe>#fR_gRD|wSbeD^U z_q#S{CD<<uyi{|$s50=zQbD&wKGyx+nf7Lf2q%)joxt+rCi2vRQxB<mI*_Yc%sm^s zpf{=9y4w!j)v3E^LKgdZ_)desC-CKs)Y{OxZW>|Uu0OP6HTv6*D=F^<?%tNk$Z!=r z<HKdnb3cHCxE1M{DCpNv55Mnv4m_GhJ4Ih-7=8xo_78UokrNT?eJFN~J@JqlrM83r zT*dlXbaB#=s0<4H+)#r#F=K(THY}Jo)xt!|zdI8>QTwO)1iCBJ^BiG%_y9O8zBw>q zPFa`8((gsgS;<=8$mNIJ+^WvI>DaHw=vz|~;&E=&c}OK9mx$wnZPf)+@Xf#PS|-c8 zkPf{877x51Z55`k%(%A?HUxiMbrt-eU*`UM{orS`<YxOPksI<d!+Z~X5Sp{w%3f`A zA$iQNhC7v^D_2W|+FK$Yxk<{`9C*X;)br3J_&4ZiV>bpFa85CpQoCM&U-?vP8;R%R zoAO|r*>h*)fLInTaAU6DP*=2BIqIVge@}0~xw}t$C*x7vk1{1y^KBW(H?cqSdZP|> zkAc<CpPj*dXOu#GQotkRrU&*0q7Tw%dCGYnJbd;rr4K&b4Lg&w<rkovi3o9rEhCqu zp|qx85WYT9`TooV2U11W5B-Pz`uKwMt;3rs=xa^?TQLtExK!In9{ayAvX;Rd_{!tV zE1_mX{5!-(@<$iWL+P4j!7Yx2dbH?=;XMa3mG{$q9QwyY_wUIs7T}i%lq>$a9s1*q zncvn{@BvVb1+>_)4)+CjUxlBbm5Kk02c09?FVOAy?j8EA6jgll>5-$QTpykdef3cK zyQc4`LvPp!bgA3pUi|9&u9hBrH?PSh3Uqs=HoFx+;O)K&(;Lw^pS_|PWqm_2A7YtZ z<0w9Nw}!46n**MEl3#ES^kAL9*JtXXXB_OmAHoBkz4O^Im1{c40o#08@5fQ(SM)yQ z{O8-1JLj+6zZ2(S^jKH~@OzWm#k7tv%ysL?e3icueTqi6qCWAU?oHBQnZUhne{Jhk zkNe<nEF{Cq%pJjtsfn%#BS$bXF{l*#+w{~5%hq_{=(M9-d2XOSjd~e0NrC?(e!wai zJY!9h<ANCO1Ksc%c@FGTrT=K<!&C6FJ^r&=#|`rn7%St=Jds~Dc|_vn2-a1UYiY*< zaOqcV1ts|2K4&<j^B#60$u|RP??}OiWLP+xihXSH=BBpqIE65FT?kzb{>N8#_Z0^X z^nEECta1Q<Pd{ZnpY#xYO>;YVO-hlI60t6@6W?Dyc5{>g^sr4`A=mv5A_pX|KH$W5 z=p62K$@igaq+VsvumWz#{y02lql`Ioovv?%YmnPP`$_8rUeTXUS&A@1zb?IwPtzvg z%kPHIRIx9!*F2Y8Uxi%A+Z-3xWn*ql@g=|eZ-Kuh?nOM1!aTjQ+Qavw;QJN`W-fFC zf6W{4aQr>anQImm9ZXI{Vc$L`mFsro)u3~xBM0y~bKcAIz>~jLC{qg~&P3Tk;%~tX z=)V6274L_hT;U(Q-W>gP)=f|D>7XwCuY8`RFCBh@@%HxdY53)Rqiz}?@1TG6A7xP+ z<RI(W3hY3?RY2jdme<%9@7yAc{>`QOER~<4mx1%<kD%CP)S*YU++{D0;r)oVP}5V8 z3()ynD2@(!ZGxYsa&aGx-wpOoIqE{R&Zu4~+J<^>HuK9fZCBE9^<v&@oEyITVn&5p zaPJms@4bO_r?P9;rhhuOz=5i;xcC2ZRoKU}_T%~F&^foZAwN6zM8DHz;N8y#+Ly6j zY`l2lg=e9YHwAVbbI19SChYkQ_#^49g{c7Q<8Mn_83b$5=V9l~)Q9!jV*KWg;u3Pz z4)Z?GNrpcnST-g<{$JgoQ~whFuz2TU8)+8cXmk4maX*k>;UE@VItl&uq)=-Xc!3Ki zpH9{b0gnZ{e%Ta(erugnCYxg5<m_LM_XCIO9`L)Q0-X3*H~8jS3;0)#K1+@tLtfgS zpfiqB6!Pe4*L1)N=7imit9g7CKgXvM7QY_-^++`-1CG=c3A)Z=>p*1P>IM^QfCF5g zy%U1}rQ{8hoB}WU1T;&hW$xJ%4w}}C_b1eoKRCaoHNu}*ZCvXJKAY0C^GN?@<Q84! zp&Wz1<*aYb$1N@PB(7zwB0w4a7g9Tum2n@J3$VX)`PT=$)Ws@|zjw6mxLy|gA*W91 zw7Y=kTxX!WeH?lr!xmYisdUttJ|BHvXu6OFUE||yhmebKrAvGZ&UqTY@AK%-$a{Qa z{+rf}Inyq3*7H~g>DABIc!5`_r7a0n!0+Z{d)SEu_3hBFd-Lj8H=Yuk&vwBNI=V*U zS$QMydRJRzXdZGFpNc7b!t-@0)5~8>LLX}AJMDW|PwV@}Yecw!7ge3)C<CbTMHo+> zf^JVY-b=Ga-vDD)Q=<s{#d}=!?GIMNkM{JoMHG0$YkZso>d+4sMKQ$&IRDBj?lc$h zk_FD)qXB2p4|?5pV<K`xBQGazF8hi4NUmgW2>9pkC%p7No<#qIt+2VmPRzs3%Doka z^K{GdBT^}Y92Hk?LoEyVl0&ZFEEI%(k{n>K$AbQ6o}*$`RP-}F^*{LlJcZbM^6?=2 zdUbQVj~@SlK6ZHy)hJi!`%|YytCJ}tbp6MguRHO%*ix$Y{sbSkT3=1iAGx`D&$bxk zVQxgC)zTwx<f|N+YcGClOYVQXwAMcu{i8$MJ9h=ahtXEIxLXtX7ds?an{W^GR#|x@ z<DMK5ZD8W^bR(_rlngnr4*YYszM6xNp;_uo<Mt=OHT-I#>-S^br77LEK_5)q;W;`< z_;a?Fb1C*fKY1b2vGMH-8s?e`JT3u0@`1HmG!}ZI2UA!H!&`j+s6pmuz`IrJTKK+y z1@8ECta_RWdCp6b_uf51KbZG*ZhF+SuHqXk^RlrnsFx2oWZ4tTb2mOIHX=vqL~^GR z@HL+_#o#k=iPP(^8`SY!-j}~&n@j^gz3R<NlWq#xb6hYmzzfe;=+okf@5l+c+`VS> z6os59XxA{)hCerfyqZGacwvD3J<Sfx35uL&k>R8gmjx~*FMJ+t#yc7uxbNd4Mz2Mq z-dP_fq<RXvn^~exku>~A@@X;|`;b$xe57fJsNp<$`~A*&;KXo^A_Ws}^k?nfGkzAi z8DF0WjmLsVxjX;;(Kq1sQH8*+g)&F-{kJmlyNrB=L1rd4@N1c|&Jk&kk!K~4H<8p0 zT|a!?Rlh{^k46LrTGpZenjC*<c@TLC!$kuby_g%=qWNGO_`74lirTscIFFYe_usvX zdF1Y^AI9X{6W2_VTtmTmlUQGFt$_YVi&_pQ@EfZJMQV56p^%eqM+1Zek@vG!{e1xL z^+_I$Up`tm$2Zlqhp;1u<5%A`-*)IeK}oS4v*360#wA0c*YI(y;aqEkd0qtrb~C6K z#!N<>m$B|kQ-XV~pCPYhxUJ2b898XroO}EqyO6RHN7c+tsQaIOub>0&=uxjUkjC?N z>e*HQyB7XuhLO?rFOiS3`E*@5`p;~xX}|FNmp`GI`Ft<V4NI?;Lq}P`V;)?iB65dH zR9HkRsuXbUaFi$gM9!G|k9@yPsqjtDFl)Br-v09=QtVnQ`ZFTgMyr27&w9E!Sy~eN z#!oc#9?nY#)$-H3CESRJFh|5KTj-C&i-vrmSf|lChUPbr^EapRXuS!AaI6hsKZg2q zi}Kl^3`gkcw?4%Dg8uF~c~~_Xc+vkzQ^S9`$br_6FmVOGRe8X3af1r-&Vvr+tw#Mw zS0=E+c@g~|tFITW1#i9j%EnM}dHCs~*Zj@IdTC!DAN}w+`oDjwj<?`>i)9ymYV5~( zSuOS>eS$`w2-bb}-T|Frk2U|TU&x(qpw%lTpbzuW&DQJiLwjlo+~UpvE;qO$nhd^b zBC?TQU@v%u%AN&z@CR34-HV#5qmnVs%Cd~Jj$}&y<L7(ONz|T&$I-Jmk{iiQ;o9kV zeo4Qz*P#wPZ#Vu^(UnH-?d09Q2K?=+alhx<fyl$ptfjk&I*Lv0RaYzvcr71UUM)S` zC**@#M>zi7lg`@7Y?wFwphV8%iXBP2TN1g5dgHF-%;P20pCe*l<vdcM%a|qo-ckjB z{x8px4<+zH`f^<8D?;B$;Y%J>oI^v(8cLJs$67e7qpjl)-?xEh0vUx4BqRJTh(PCx z+4Z?y!kO$em^uH96M5hpKgV26!`z};oz$dg>?;dXpHkE{sd080IjFZ5DonmU`T*QH z7i)3?-=}o(d*TDsU3OlTrh%KFhwL|PXaIh^&n>IIqzyc0W_r$lANURniv<6T6vAuf zd+cJD4e75lxOHX+`1e~D;#QI9e>*ItQP$@`E@}`kJNR6#f#Y9K0zawUTXDzzd3rZP znqmiySdA5|F~_~?r`dY^g%SmSuhx<i^+A5K+3W-0_<4~{tXn_fJu74_XS(A1Q<zt; z0sr#qwWiC9TKFur^~z&_>oyzchbiRXbIP7%-G}?&-QQ)UT=+z4qdYCG&q9aUF0UH| zT*&rj;Zg!{Z?oHrm#&r25zbppOHrtVXNmXHJ@B53Ykh*Y{F`f#_(6fA80WrKR&WpM zdbgOzMIYWHUoG&%+i>ug)v3=oUK_ygn?s)?hq~R^hrfH`F6P8MoJ!LFjrke7mv`}2 zfbZ5+&i>kmd9zxxEe0aUue>5^5EzbpMlsFLT3^ryagknhE&fgypH@p_J<j{2iLEJk zZj;+CWUExbXT{q6nYo!pUNBpH$<C&b3A?+D?@f_I^{wv5Bh=~Je9o;^!g+N+>yio` zaI(Y8moA&2pRn6p5lAs`A_DBQCKi~V=-aZKM;`@U@fW>QOc3%qnp`%WM*aT4jbrrr zRpbrD?lLJs|Kd%N_T1CMm`@;HX5;Q}N0?cMT8`Dh_wgk{-xc@gmoe(I_(%92hh%f5 zSEKGq-PP|N1YOKVbyQFs=Mq)PnC=sWxCtE??8o<ueq1#61N)Kl%ZpE4t5AP%3^~L$ zVIGfIQ_QlDEqR-m==m)df4BRsnlyNicg1^RW3GeWlufHuj0CTEzWv$1K9PuD-^Je3 zkOO7$?VF4l`u;0dn;$!GPgYUplADb%kH~M0{tN7vWsQ3hlHlv!=J)X48H3+>&*jpj z*WjBg#t&q##@y9R&Q)LCUC5sk6<^G-F55o!IVfZOCpa@7KM0&bsf^Sx8^m1u)c!wZ zs2@}99Zm+Qq3*ake@zuQS6hF*@t;)q!W+%A+29Ybp4Q(c$_iXN$Mx_V_^1n}`n&gF z9lPs_Tq`{SKf+97oYXn+t;GhMW&hzhD^%5)RRag*(I&HFFn8<O6dOMSas(eaWZQzD z2&j8%dK~wN+8&{~Ox$;ilKXZ`wxhpx!~4|%?WiA19=%x;4c$`kws^}M_({XHlQ+pj z*S)=V+I&BJVtZ$<oW{AS<e;x#G=P4M-Gi>1alcC5d9LLY1b%FCg6^j{=0B@&VfVm? zzj(#7-W&ThyXLjiP0Zao*W*xC4&Tlmzl~BE;7J5JE*N0_aSN%6IJZ!V=Isx|z80th zTDt@Uuy5AX-@j;AN+sM*J*M2acb(r)K9Yw{&+#R()~OBs8*QJrSmRt9IOw^0JLcU+ zHT#`3a6;cmWR-K%LF8sVF`RA&ZVI?$%-L-Zy~xYp;@=$PgKcy^c?)&EdoJ753E*@V z)6KQqSkGsv8z)(sfFH-?b8kf>@0>D{HwvC5+LIx;+Xnes_p$@>;5**_xJI=Y@5R&c zlFGqlJHqulm09N{`qIzF?%Du-SgW1haZ@9Bgf5xN{|It)6ux}^jnDaMn?ds&>MEUc zx3g}pb0H%4AKu>3ggPQfSMe44E9g&1&o`hR>o>EL;({)r%V^PjT*8TL3+m8i-2mR~ zm7=#pIrJz74_~@dz>zhs(rZf5Z{sXH{O1mQ(!C#><@2#V&f51*tU`b7;s2;<z-4v@ zl?fHS@S&Wn>87LrXJk4vd}YKu?+jV-?a)t-)bH^OLA}q!SbAavxP;Agu~viybGZA7 z%^`32FvD7Jwr4@_j@w;3a~<#JiQv@61MnMOUgSB1d*Dx{#EZ@F+tZJ1P~L_5p-Yv7 zcA$O^6tR6VYk_l*l&Xw!+Yw#Kfv{fOGuJBa?bw2IEmdtz_sJWWr|qbxUvdGyp|R&m z*HxiM?4aax?#F%|tERuC4L!1ecOnjbpGrsM++&j*$bgwo-1{mD36Hc&UGoPygXJ=h z4!hVRr@oba0`D)o+Wqon847tddHfvhJB_Rr;hI~zOCc8XynM~T$MwOBDj%U=obP{- z@Z1M_!pzY@QGVoR(jVo0fVxh-Ek?*(4E|D@MpX6`a$}_V#7}kO+@pIUAjJjU&3OHQ z0oG|y$#Koi;3M)Yxs&gfV_g*Y+TZ5@FMQ;l>ZdnU!d2s{esK~02%+)kZ(lf)Yf87* zdptzFJWxCJl^=bz`@7Qe-ylzMM&;8UVf0(^cG@nW@529v)_S#cyl+17ai=8U#+bqX z>ObN9XZLLSb^^R8y;NqBJot#?o4>^2JT(qFxNYxKTXI9`N*DWc@M(70rFU^(3}s7q zsmZ~gdsP0ve{*Dl`ogcAK7sS*hERVS^kQ2R2l3oPn4_q!k@Xzw^C8vPc()F6TGz7f z5ChJrcCOXD13WDAS<mgo9Xm3VP8Xb(OeMb@)}Qox2Yh4vJVF6=g2n^7<b9mz3)9hv z^MGz!EP3XsSsn1^0hiZ_&~<zF>{cm@Mt`7R2y;UZ>g?QtFG?S&r2BT~pX^=eXI>J_ z$OA9*Mo2)(QP`C{V3dEXu?9XTg_ny-&=2;>%9hq)eZQ^<Zs2}`x@NQP(KpxNr~lyZ zDI!K8Ryyu?rI?+_sk1Nm)WE9<72fTP>V+TY^MG-IDEiqW_5bd42ahi@(mM|wInuke z^cFvb1n=JEoxTEmncr|z2m3{GQ;`ps6#U|kBbL6Q-VBQ9xk_*7N`%DQ$S@C{o5`0F z+i&Ox7(KDH=NovK$B|mR|51sl*{7N`JZCXZ8Q$<);2ZXG-92~Qh4dd=>tPPO<gY+n zpI>z)1A^<4Cv>47pJK^r=tEvC?~v97KIDpatEEN1b|D9R&RE$TgirjxFFg7W?cry9 z8kHr4yvhSvIwHL28&7_6PHhJL_KlR)%!A0O+1Y!Y#T@I7!Anc!2k_}J<(~6_(EasU ztCT|>39D`O=|tQ^TF;jJ6Rj}EYm!m+#ya>Qd2;uk-v>XpA1hk~c+d^3ZxhqOugNAE z@A!-QowwFqu2RRINJXDY65S0Qw9`K!2)+mHN2GBGzB1G3ErS=nfhRkgCO*@RzMb=1 z-4m};$qDQ8-C^g!Lvu+4-v=)GON-Z30S<Q3abRk>1YbgA$j($b)K4F7D<;FgqRyV# zdll<p+=rLF{R8~edh@cI!=V2jR}haoj@;&lE>vr*vuhjqlmqm^>;Gu0e*T_D#N=9Y z9BxDJ*lj2!hWqbOr2W--oMS?|TQ2Ve?>v@u|E#_s>aWR)h_k5U*VfM6{0&`6_TKY~ zDIM^DE;qe0pvUd|<#{I=`2T8fcwN~loCB)UQI}u1klAfkZ!f_oOsh59X3gP19tbw{ zP~kIgs*I@p6^#3t&h_$T)N4?{i+<+P$VWFf!_)AM7cQ|kwwgm9lX-tn82wfhA*T>g zeHvNFo;Au#fPU(&6tEl5L$k7RBo263mf6+C{|$7^YAcVJB+L_3*sEoM`{mk^^O*`W z;O*9484&@W_GU0m;!!K|@+Ov=H>2LA*N&IyMqQCOvS9Ojj7s{Rh_Ke>Lf^a{73K=u zA2}9(G@k==`&jy2J+a?)?t~vnzXHDBdfrS6^S9nI|4-3%$8*_7(J~@ZNK!^d_DXmu zMP!eRG7_2D^Jj$0$gX6B5Jj>|LWEQv5|M}~m6<I&vh|++dOwZ#m*4YzzxSSd?z!h4 zFQ#kqBu1P6aLA({_o-xezw}AyU`hU|Rp@V%jZ-<U$$1j0cP{dO#ax%LRE_3x2=+7R zs+5+jdJ-=#C-*C%F6#WaQkVj~nOU<!LymaL^<mF}1H3N8w@yLEV)V&&E!t{5)WH32 zSymiFK67L1{T;zgBG&S*v>m{E-R+m~+WZpoV8FQ2UF5;I;-b^_&`(_TV)^Xrg8AF7 zD}9u>S2ElEwC9>pZ;eiAD`KCNlW$jCUy(aeZb+SW7<vVchBVGe;H6Vv?dsaVbHp4b zEJAL9|6;IvOO5kr`{q(Z-V-NcF^fuISRJ~r9Rkx*37C6Jai^*>f!-qH*c@9N_IteA z>3j7*Pom5Fv5{aj_8ICi#X9jre=uwo`Om-gSlx-czKADFJ7><j{l;E2qe^ov@ElB` zu56|E;9HRWHvSLd;FD-Bt0?RXiYu-)oP7)(nz-8|M)Vo`JPzJxh`_uq`@xwjO?a=D z9{!&Hg!o;Z7<2)8z))UM0bcZFpE)q_<y*sNOY4Jmd^GAcTKPLo=iyU+E$*+uD0Ggw zUVj8Izqeq_5g6DHK3l=TrTY?iP&1eQJzdbd-DmE*jXF!lW^`m`1@my}tUr&UepeS` zNE7w)B5a$hoSgNbhmU*6++Bx$J{e`wQSdNikLTgx4ZjT!|I#Tc+{36fZAu{$p>oPE z<UIO)+zuCO>TjTq6J>tK;_69|+1HpaBA@EWSKnp0?MztGJvOJvfd5&gqxKEpal<Qt zeHkH`YkR0ulb+>D=)V>c;H$xN?0pc`Y!7|l=-SX^yfeY4e)^Iccp>Q_esezLx3|kF z>c$W7yk1#$3mPC!yi5H{hWkC&+w(K>I*DNR^Sx>!2pt*C+c|x2+#3rO-M5b5+fJX| z86|?fb}QRf7GyAgkab`GUw)F^{bS+~FYqY&JH}r8Tpn(L%kFrtK6z?U^S~pTyKAq| z$~zJ*+A5Y}@SW99lniRb^Gf>f$^C!*zZ-r}Cx|8RBUTYCBY&aqlq%~X$9WtJ$Q?X^ zyvgfTru2a1PV6j`mHaB}Oi0ue>&_wWD7JX?-V_DzRaj3S5=bKM9x8SHihOO57;=U| zn?$@H;hvu0_9DX8hWWkmp7MC2r(ZIluhPe+V6_F^tk9Q*#eDE$9mm>yw_%=FLbaUp z2K?W(REt({&hA{F{vwL_R7n<T?vDOM!9sW033ErndA}o@$2|J@ac^k;&9Bnd^Sm49 zb|E<LT#9#WbRd+ePhUN10zUm!qOJzw>iYDa+L%J{q{ZnXpRZw0qsk<csUzmv40&8m zMB@C>D2Kbl&z`O9!cIHz1=+H49MgEu3u$`0RNleIW3TVvje~B4%M{b0fILT{^MQMx zDRdem)vHm@z<=tb7ixupf0B7Gwm0|@iI}}I_D&tV_rL~!d>?Soli>^eXMxLI6IH*F zexolz=kbN=Hs)J@irlINejJV*Ur4qj5q&GAHYD&_hMnwe**k$-`1TVl4(^1g?M#vn z_=C(chm@P!JqhklH+K_we-<Nt9df_0mxnTJu1NLYzLtjsITQ9#{8Ei%W&xkaw^xu> z%Y!I9_d)9KLG;<)PBz)o;5jUeGE{*V(BsmHtoK8|uJ8T<IpFYXq8)mo-Oy*+W(OF- z|1XcO-$xL2t8jxm2N4Y2Ltg9fumk$qJ32Eyqpot_G*3Ryfp~MHtR}tQf#5sMvWE$M z8u3SWFX~m`_v47hiDblC)|DD9d+2=fmYU!AVs8KAUO&MPs9W}zYDpaie^H^XS(*eL zW5D^h_237N7V8fjLtWoheAMdTOY|l0F&B2AE)$Ly;iv*{HIsQ$No5-Pp!uUcyExGI z{1u|2Vd6<pk{P_skS7t@w`%U{<O4sAwD1;mU_Z9}fpP~t&!1u@rMfHde<j&So<cnu zK=R#atnwiExfDh-HNnetUtZUJ?MdjH=p3>_ogJ)f|3-ub`h8xXx*dr3-v=*li-ix7 zGY8Mfub!?%)G34TBRu#yd6#suq1O<sFX?=U^DmX_UGf|JKx5f?nQWZfIsQ$3(P8Kv z$9))|g2!+%*L8U@jpr>aY@7le(XLDtK4<uB_U@Ihl?QM0bg$+9&MeGD<e!{3bAx`C zX1*ox7<>x(|D175McfJa6lHn^c+ai#*z5%A$Nn!{5j5ymy!k9?;)449@U~ZJ_YkLd z*#vh9VUEh}(j{T^S6Z8mZd*PEKE1>9fGr1gU~$n-t2fZa(yt#n#tpuUcEP;1$%$}0 zedLjXo;&gSQh4Mo7FR;YnSQgR3wttFmK#&*or$fqkp_K5^xJ8&cqaVdQ+j`j_X&7? z8Jf#}Yskx{s@n~?Fvlry>BM6z@SCk`N5;P6{r&aS_~qh@`1R&Y<ede?=e<88QUX!8 zPHBB;UPs;a<A|%YD0DopFCOi}9D(oEgbM*G=o1ANh$&B^5B<WWKD7|_q_{y~wlRD% zi{F(6q91s_hwF=g6ZCD>RQnb7K=)|HXgEe-f9zz*Lu2&mm^JS7e1r}t&&FW>yC#X? z)aLL0&;i}8FzNG?dH7lD<~*@Oosbx_7Ve2Se7Aw|id8$_fBcWA(AUuAk0^%gd_{d! z+4o9{74uYXuk8Jr;DfAF9Au1o?VW(bU@r3Il=w&M2xIU=`h4~u!{NIkuN^Uc%8eji z?-%-p^G+66Xf<&OI&d;AQVsYYFN$9WpFhI<DATLqj8)XPR_<|{1K_ECuHB^=ho4#b zqSds$8=<npJBBqIehqV7cNo7rqTUhx9JJSw(B#eXFMA7o8k+E8X%g{)duri5&e2Q8 z_D?17<*SKpYoM!ue_73pk7Ww{a5Yp<%VIuXO2~mydjN6IqWf?t6XJ`QRjM2M?MAWM zJhP}vb7-!eXmckKVIHq^Wzn~!sZyIu+2KS;h!5|i3WVP1qPW%HeB>XgEw#yqn2#ZM zi98K|tr=>K+BMWcI$_K--3svS8(CwykOJRmUpvD9@Lav^o%xjb{3!Dawrb}+iP`8g zr{pVe-k-S4JOnRLzNfUXdIG*`uVh7DC4-kP(Wh!<htG&kH+v@fS%Iwr88mdj+czC| z83RAu==F(w4*h9&I-lS-ye~5Hos6Sr!T)=(YA~aICfmW*u&(1koUjduxQRaYF`ds3 za)A5z_*5-bz!#Mice5WupQPq>C3!OVb)oNP_{I(+zFp}`>M4L9j73e@sygDi%u$Me z^Ia_|wDnDrjznMoJo`b^(<%cosR4oRMD+W2fAtZUI*%)FY06_>>mFq{<t5Zb=CKuI z+=#pEY}9*XaqheGs6Rj_kx4{(ccZU0Irbk_l_s96Vmq^YBAy%5R_;1<aVw;|CYfg7 zC8HmeEE>8I^iJpF`)%OwypiU9V+%Ttz!@%c9q_aN)hK$QZX;WXWbw|$ekZBA6Q6zn zAC)H?WX0k+az7*uNkS*f&C#y}oNUZK?|xwv`kLN&4sD!|vbKQ;%3atmcj(YXf8c~` z9!@6Pw7_@W|3LCCbs*-rX-up`phIbl`uWA(lMq_iC9k#Di7*K(l<2*WKJ87@Z+4m3 zkJrm^(gnDt`mn-}TMyu?y3cU;p>^nh+-O!_dLZ6>d3w$NB=kpg8=S-7Ls!C_N0YT2 ziPlplu71zq(~v^FUsTJ1h}*ZLs205M?r$yTtT>OB^N}a=fYZFrbv$nn1#kPQuz<jM zJa7M~KyRNDF;eyVBrEP^2gA$z|K@L!lxD6TM_r?TTR`CE67a5D`;%23@VCw{NDOtr z5kgCQS+Q3y?XI~#xispH>Aspzv$)S{m4aO0W#<}mIqB2kBcWA5b2J|P{W|mEG4uzO zotwno_Ja?8wkqU(6aA5;|31_3BCdVCHr+7fOr(0VI@6+FJHcJ~<}CKP415dAXf1{> z4dYgB8|tQqw{D5X832bF^bHiIL!Z~Lh1nQaV%9NqU_1@}xEB(eP4N95P<B==qR;SQ z=A=Y5bpH<(djk9H;U_e%Soy>jdIZ%_@hadzHrF3CXTbCKbn|>skbw@jGqh0R6#UO; z4_dCF-g9D9tow{Q!FqCpd4&PKm&M91r_hgKUHzCbg?{}>yGVCE=r$&(B38?!+=<^^ zSx)LC?8mzNbwdpG!>wqA+I#pu4TfR1x)GR5874pd9euP1n+JqS!4rEwpjYY9#NJ{7 z75k<VH{$gC;l_XaYGwDD^Em-GJ{n;nO?qK|CuW;guRr?!2Y=Oc;ofg6WMF0zMqkly zT$Ud=B)CXLH3j!xs(tQxX}kyge{*&AgV&toor?U`<&ORD%-p_8h>OE<OaJ0YtlraY zI#lor_L3Xf0Uql_R^z=1T^GXOHjf;I9Qan{Is0urE<{H$WAFlS%c(dqRc+`?;z)4< zuc+}oD&PHJzTr+(9WIRP!_Qk-O<~6S2mUSf<(C`rzLfbJr$vDm?D{(>iu91zkCsne z0e@?k#&)UUKISYlzCS&VJs_;^KD!$-z~>&Emiy;#`nT-4@WLYW<3s6=hWh9S1q(B& z`gjmbzh!CV^ud=6mVIsLMSh)F?_S@DJv`@1-D0%t39cxMPJhCQsA@YYnwSee&4W|B z-k~p9Ib?gP;tTfgtjBWyt_N=rxbfi{&aYMT+tLkJ7lKDMhLQpJ^8~+sy*2LL!CZPS zQPj!ZOi5B^W!OX8*y*Z+c=X0pUiyeVe3S#t{Sr|pC@fw&G+luDVB|-K2k>me-;=eq zWZ+S=4!t15=NB$3w4HK>uVm$-z!pC5_}W)vE&ThRG_Lpl2i%ln8n0;!{yEQJhXH?z z3v|3wbCNaC#V^fRd8xq<jA)oILLAY_Y^Z#r3SHJvqj?2*)~?Lzj;;>yt3DUv%<dr% zY(G-Rd;&h2*?zxHA>W1@>o^+$x0F$axfJGN9!uiAuOxg$IUPUv*FY~N^hs$v_>?Ch znBe>(rVl<s+TnY6kiVq0M(+i*0(XZEe%%ipT}$mD`wH;h`;wMV-oczM^}!?ckM1I# z*RHdfpTT?Td!@wR?nKm?GH%@i{*cf7Rd?nIc-VwDP4rXPhd9b*vatucvOE9f%auD3 ze=FS1&%l?~Pjr;rhRYRw6NwRJ;J4@d)g$`s(D&L1F}&}HI%(ASRuuG!L(*n*O4;yH zE)`|nk2x+Qq5k9*@KR5n%~fTHfzJ;&*q)JxeovFwQw?o9BJNT|U^UL~z02(nc#VOB z|6cBOy6#C#<!Dx&LLZuxC1LgvIJ4@y@tH4`s2h%MxBiZEWmfW&fz=lL>51IL?h?cm z%NO@*fTI-0Gj_P2bs!84MC^LO5AH3xnl33$B7VhnehE~^e)A39;-mO^N>Ao<@J9fj zQaM;%C&9m?;H}#y^f$(a&MCL-#y**x=!5ee;B&Gi>6xKJ(F)!^+P)5bjpFum&Hku2 z;~3ayF!vnDX=%ZF5$`)%S7YuT_N$qu2j(HZh?w4y7Fls4KCo|^n!)d9v~I(!7kHH^ zgoSH#AN<wy?$sK)!4J&g=lld0<|A0rm`<01Z$C43r5MjAvEnDE)_eHU2As*h4V}l( zpLcVQEr5fJF6_I7xL@A-fKy@FnTXg*6z9C?L?|yhcwNwh?mTK%@f<Ja`t>9O)G;Uj zG3VP(dNRyQTJ+eP*}>nU>~MxFp9^6|cQI2R&(T`Eapd_+=rCY6;fy|3(R#ieEqE*$ zRZ5?@f9Greh1+!dzzh8N9BGO?mgrzQHMNPoApr`lVlu!7y73eqcX2+?JU)94ahazo zXewe7J}ujxYOvhHeBHx+B?5@+OXbfW$^}99bkol2J^IfIhPPGA!m)SK_uaT3`cPfj zht3S(y*yk~jNaPoO!V!UIB$0xa}du3&U!0iPSWr5*A#0nB95%Bk~;|bcvj8bWehsA zho9w)3c%|seGs!m-J%?lZ)<iFy7ILfb|=hHUz{Is)}kX3RYw#P-ex-C@73s68ewna zujX%e4?st|@r`QRm?zOu7vfN93SHS29fwE_^6SOp!xAf)pON{>SJL^<w`;EM*$DQC z|8`aQeGzqWX=>L1>ax4L28s%Y;Jcj9Awyw<I?aUSstLTTzMrc%A9e4WdpnY%FegkE zVartMjecD~Tizh@4fA5ho<4re*%p&87J?tlF)N?+QGu^bnfUH>#J3}LZlr%YDzRXq z^~OW^(C>(!^2mUW?A2(>M2Rc$r$1Qya}?%Y`U8B6fxlHeSDv5vh&jiC%#OpTPd~j( zpr3Gq?%i6}H34x>=3#zcJTr7(&$Ro>QJ2_=35oVZBd?Cy_nkxhZs*9QxqKFWOPPb_ z<mmTtQd>5D#5vH2`)f{d4gGeRd$q3=vA=?}8TxN-W2CpYH8c}`ty7N0;!<A3AT!sU zz3^v})R(@0@-yO2G6O-^iTnQbY?K$`lDnj~Z|(~Ae2G?<XR)E)7k3LLgmCWr?uYi{ z9{=ocW7k5zC7(j^Y#jO#ypk=^JMjDS0WxU{M(|^be|y;ieN(RBoz*^Ou0(AGw{$Y_ z$#Zqq+Vcs}J1O6z+l}{DYwP(o6a3<%Tski&ANXQ=-8p1zi9G5cuV}dr|MwH&vF~@o z-|`{TQBUxa3!>uoiZ3uHDdLgvbr^Lu$;ndz{fBEO%!@0aD?j0pa=cr@nV6C1FB-se z)2aXTG{+J?i$^INw4n1hxg)n(i~1>x&TLcp3G_(aMf>9pBQCW)AZjy_Pb^cXzHbN5 z*i<iN4&7e*oy3oSp?mo_DUmn@pBTo8(*qMxm>cGjj&{U(>IfCT_Er`1E5eoU_z`D2 z{v;edgE}~zY=_u=3(VX3yI8spxe>XsM<~`&uj`LY?4fv${@72BR~J2j8@YGK(4O`r z>bA*dx`9_!pZem!j`{mHt|e!>4&cujohi=^!~giHxJya62XUaN3m#bT$+lG!cJY88 z_j@)$Vf1kicfO>Z_yj({t=UN9xHG|dF@Tye%87V3<4o?=i8_~iY|G}WJz+jXHCO=s z(w#HEm-A5%FFUWYi-W&^c89j*(<#gsEIyq+SK&;2{9*4Yiu@B<`RIHEJ^Y#Lie}5f zbM*9Y{}Dig=QVSvEcF%YwD&7yT?ZWrviL-sc3RZSu_s1EPvQH258;`bfbaHIkImr= z&V+MkW56cj4vPqX^to~Dms>sgbNoN(&sWBmDv#qHogClIBl&Ot_tf`+Xx!JgM{PJz zPlh88vdRNDdH816B91X7>gZ5bLBHPEIr$0qaZ0_Qev=1&O)>_*`^%h&yOE)c>A+`h zTemZ-w|Nkze#zRlHqOMcggrsE=$j@4g>Swe{O8~8egDB8><`+tU0#0^I-clDi&DrV zuhiuEa?z*h%Ze2KSEq*3_n$FaL|>rsdiq<`-;ATeeJV+qclNcqtfh(mx+()Fkqw^7 zUTJRv_SSxXyS`0^8v4sTmeh;rZ}24U4q-t4IHp;a`~deV@k;M!m0@Q>sbDBj;|liK z1X3RE!FjeXVBdC=-ihG1D8H6CgLq-Wv!0JQ?r>`)TN*t23#M<q(!kj^;!CO0pYeH2 zRobtRe;?`egf@m^9@}G=(r!WYyZB<PC@w%BEzNLBZxH&brPEt2xPL$LDeNx!V2+2X zVSyXZxh`TGtB)1xnb~(rbDZc$i!&7`;`^yptrGi!vG;oNuiwc`d!mPVgGWcvfmj?< zw@AkQ%an;tyCmX9>?)}JIC0*UNcHnH;zmEL??xx@j1Bk);pu6MdFX&tDDRHM!B;7i z%KgewFT(8tmkKTJsdU)*q2CPXgN<z~R|v!YS+NcQdeqgeV;{7};3q%Gt=V$`d`l(i zU?6uW^d>!O2lswMzmxKLL*)Q;A(noAnyaYiJ4g#<uW&BDIdk_$1GhA1j7Z|V<urNg zhhcBnIQ=Qg2kwr<TNT^U9qqse7FkcGfj8u5^TXLtZ@<1<Z05}deMLji=p~%1u-VAv zOaUh%<F9;`J$Uf1J4!UADbPO^@nB=XTz|&-pWX4tG1pOeymLSB#VxhG0!{R%{5NNQ zFXUk!=h--uj3?^LYjty-A@DaJpnOdWK37?%cv~@azuT&qO&8;#+e{xZ@q7<lZo2>U z4e(u`((H*D)R)f%#?Rgb|C#Tp(XliEJqoG%N|m4!^3;D;d&JOx3_blK0e&td)c~hE zM=>Y(a_9Z?me`AUGDK4bd?-s+4|V(y;#^RVRXTJugBf({+r*%oN{_fEg}Q9palxb6 z(8YMLa~X<*hdS(NLieB&ei;rb?=|0}KA)$Lw}%ha))Tv}({}K?7BW8*_5wPWju!V# zM(im{QMf=}>Q21;zRT*L|DVG-*~hi;ft~j2D&Yi<m>}r{lkP${ASYf%9fLT=pQU#m z@sDo0=1~ORuW#tDE!_y{cj+4QuLJ)ZGGtzBF+u&KA=NSs-Z5s9i{*A5=JfjX>tw;B z>IfLbkXxV*dL*cqk?v0TSg~|4F5&)fb_;yj0^a@p@Y9Sw_MBZ|?xy+RNDLoHrS^D% zzke?Kmg@$5I5Ou(BTnOUE?Mia!QVtzhEu&5-}jg%hp|Si8?p1K<=raikk!>1%VVIc zcAL5^lP?F}G-|l<3hqHXo2mOl;5fkmU$aOL=p}qO#1}EY^RoHAXcoIO(Y2qFGT#b* z?7Rsns?yMZuwQ>^hCDw&HmlW!xR8A5vPjPh=zqt``i=o_Mr>b;3o{2F7w9;+f6|4} zH<*bOx$i<S7Bx6nP$K^AdsWJWcsBTAqpi8}Up*Ppxax~MpSyHQ892D3M5Ay!_}%*- zDHVIbckFw;u4MVxh1mGG?ap2+^xsQwhHRl;?C>M{{~)f8@vo?fD<IE}E<O?12EP~1 z(=l;~JAKUyQQt#>3wOEu?Op({yS4GuPtBQ-UG>|TKJGxUUNF;amxDjo!hYR9;3uTR zlv8@4v)|ZGdt_A^bB!5o{^!B_tkF;YSI_T4+$^&$d4lIYdeedW4Rp+Oi<c?)(W73b zIeR(cvJ?2o?rg#x^U#kf@@yKMh@>yGj||8i31xpr0Ud7my^JSj+u=F9rKWvfB!+(7 z(X+z;-9#NZ=|6PG82W+$=6UmF)Z;<<)$ytB#O;EBjuqr1PA-#>N%W5f&N9AhnZsPO z@AeBM^gS&1$<VMTAs#t0(5s?<?d(^7R}lG1h~KXECE|rmy0nNh5A-p<%SZY412<}F zamB;Gs5{2p=-<AD+>q*y^9_i{zE58bg1@7^*d@wv7<HWN^9eaTw<7{E3H?Us7n3FN zKluco>#x6gvOc&H=863ei*8}AJj-uh8-3wUB?A@~@Km>LZJsfLZw}}sYiNaUgt^Ea zhrPkr+mf`GrI8Eg@?LeNzdQEoyxGP}`v&twzlGR5C7}PBkT8`yi+QL{^GX8u_SuYs zd7A?8=;F=o4}hord~Vpw0e`x?P<Od9Iur74TZ^(>=-&jHgoYsw>L~_Y{5Qvy^`mcW z4Srmt!12EOT+oTrjT9Tt<N246oIi@<->WiUC|h+R+`oK?QPp%M^!gO&p0s!nXQkQC z54a)@Sfq>8e}nJDxS4aD2KZ=|njP`$&cuU~gI3J&aU*@<hnCry=pWj%x;%ybn3q)3 zm5_&AfAAZ`;l3X)^su)@9r?BP^Pl=4_y;&81YZG;IQUpwa}<6~NA9lO@~?s(XPC2~ zbq#*L!Mo`q?*i9Q3GEO@|2ikOa(^XwNIn&A)sbGz16&XnOGlj*bYi(x;R<x*Px$v~ zId~Fp6P0RB(9iT%J+l86`UZ17t~*XcZ}jJf@1w+R@NslITNLhtdScVYE)~x$HTTw~ zi#m?Pn}{JpL-=!uC0m39V2;GRAUS3Z{9CM#ToP-#1L3rp>iK5Tk=Vg<BsK5>=KdI# z?zt_%?=`8h#h($pZoZ@Y73jBYx(J<P_@3ldqmmrBw{QA*KdYe6$m4nT-1lnmZNA(l zx2*8qt)5(q1K(e|7M$W>06n%{Uq>10kOyqsySjs2h(l8LXU<?>+}k8dOIPG8nP=;5 zDKBs?`Q6V^fq&!b|DB)AjeRO~Y(M|?>#3YtRNdGdiQlxbB3Cys$6ERzdY}sY;Jaes zN2vb_9o3Wr5a0d`=z6z3$MX%ZPogI<*L6`fc6A!{YMu$%!6TT*)<_$sz<WvXjLy#i z@87>WnVzW{JWY$yp@JvyNqX;meFM7Z0R`*gKj_Ewbgoq%K^&AlC$*XZe01Q{pA3It z#L3@1ZPmz=3Z^F8kJDi8rFYP${v`gtT}{*a@EQB2L)opC0AAIixK$eQjL*qX+(P|d ze|Vg)0DT?*>8RuKWSEl;tbYFma~ThF$GYy<VL$lO?Bg%M&)j$^^xsM3<=DF8ixT_c zD{&#}?<Kr%6QL?QOW@8+4@v&Vk%x8{ZLNHM2!1Q?V#p3g{MX(^@h5)m_sqLD13DWK zTZJ(j@Z;+l$=2tF+=!8-8=)V|(f4@vi-K=2d{h3Yxh(>p@ed@w(?fkwab~5?7yOQ1 z61|53^3$7H5?4Fo>n8bM?tgn<s$Fe@65PNq`X~*Hp{{w7Te4Fac+L4)F>ycxI>U{# zSJ{BOa{h!zOM{;hdR<pg*a4kZ;|-(r&(1`#vF+vdeBdf4)?2cr@Vn#XK5t-yd8z>3 z2j$Q)zuV6}_QL@9T&yy|3ZEA}|8k50_$cAap7pdt(5*4cMkLx}uWHbzd%VDnQVa$h zUI*L==I1T5;x<kMM+;>WaRT$x&#&mm<35#<bWb)*!ymEZyT?uF9LP;B-Z3?We}Y^z z#VtoCVxY2l#{UuO;m!w!H_;b3{mf`==PZ0BER?F=VSbUujH51z345%uB+(K4n2CF} zpd9)ZWDA_GWcrT8V4%?$Wg6nq{>xTr|Diuky0$U72;cn9`KbdW^k4Qyo2&0c|GpV^ zoJY_Hv$OYn0zLo7lflweYuK+9O{AHoU|y72eNR9e>Z|154Dx2^ecgpa8lcm((95Y< zMIZS{e_|e!9Of{pt`6~lkGnjTn6ip|y*uJ)lk*6CxHRljcbvj~c^7+w7d)K6_yg`} zdf-xrpHEKcxDY|9$4<Y$2fmYD?f^aN!=&92FTUZ=dprBDGv!0yv@<yDB^US;%g0yA zKSQsnYFy$K1$=XlBDsejdvxiBkDML#Akr=7h$-+F&G$97N^iRmD*9E6t@ZzW)~p@M zuA|Oa<I_9~Ui_+j-p;#I@be%eUtdMvnd<pIB02_jRR_!AM|n=f_>}(CJA5xY-+eNM zy2v-@{kLh4fuGT>QT0Xq`4ZGCouvg`ipAg!vfG$PsNL>=JQDk2Ip>}TF`(W|=6WI^ zj(gboCSeo2z(sDau|?F=A1A$_96~=S@^*s!P3TkRnq^zK;p=`}^MMw4sg#fnn#wNd z>SF{Zw-dlY>?w!mMX}%OGkeSt@O?A^u{+Ko4}3Ksd+`B2tZu<kT^6)X1YP&Xim%AK zS1jcct5(6YewU>?1l%cpsCelf{Q0hbNSa7mb|;+6$`&<m;OF#f6d8c-Zbnas+Rny> z*dBCld2crQ#22qTwZ7{_2u5!>Nu$pA_3&kr5%AYrHJ_n&Klo&(U8mti{j9L>QcBha z>hXrfYr73R2)C#Fx6S+=i9=lETE5^<qz&1w90L#1r73lH3Gr9?msG|r)TL?lS<beI zL%+9IFKWDokAy(p$PjoGzZii(+5R}EW}AO`!qA^@+HilZ55Jr1&#iVtpV0ZbUY2qf z=4@ZNUjC=oVY^lqSD*yH&&a)dddlD<9nV<Wi+ZAa)6BjEzCh1{sFr6im&Wm|XUDDv z)Wf%hL_)se-rxIl(jVutsnvshxe@)Lq3<keA>d`^kNr`E9@ZwE$>UlK^cr2mjSUa+ z^Y{d>7i(buP2QKm%eUaWVJohm7>assUhc;L@WG(JmA2y<_#-e}Slr6P-f87*S|*%_ zsCw2tHONmM>(M99pl&!Ecck+#4fOcBeFK*0Q&J0MpLd1sN?!PRRc|Ep8v72iUO-)b ztwKMz4>};{-LdN<LwNo>Rzs3|;iGQObfFBmtJd1y_<KBbf6)?poaf==zgJMM1~@F} zy~uze2jVaH8xo@l^a2BGjxTWDSbIH|b{@iBm5nDOcQK#w(L7@)72j9Z>&(zGaZmK+ zU0FMtpbMOz<(n(FC){@?%CaL4Oc-=ZB~W3mcwE!ESPOc##A828lQ5s_kuG}&b)~%f zxZ42qV8Vaj1~19LH{pZFt*eL+8Qd3&6|cZI!^5=y^*i8Vb!H6}^hG@RWBObN9SLCt zm*mPHs24R(?LIOJ{}k!sm8;-SXHM=3YX^?;pfS-g!2J}>4-YRuJh_=d)t)ww{T+Y2 z(oM%O2Uy5xmQV>j__5k2rWD|_d)eyP@tozU_cZ#;K=-ph!7By&D_hqhvfv8zrxjHx z*OXCbQ~zL=$NRkY>|Mg@Cia-0+js9zts6l%*{oB+f_u4>QTr<RbJ;Qd@25quhdX1U zfA=-)A=s9&p{?RXxY8O3W<<k(=KeM2jXdmA5q}%l1N?gX(s5S>)M4D-Ex`xWFi+A{ zXW^9veYfUyt3sT=6umivt7V=<UNrTL={)+VpXPOc14sWz=U4hSU;Nxyb#xZ|=wHU> z@)G3xeX8T%$oQeF&SMw0g&t+l#Grj1eTd^6qmNXR!CTePe?4Oi{q1IQqT*i%B3N<G zS4Zhz|6i{mu+|fMP)sf=B0l_muo-<T-Gz8vPt$b(cqqc#Gyj6GJ7MT8+1Xj`L>&Hh zh<8^g;v7|asIM{f_$Lxp9`bt;3wFC0SoGi{-MjMe5_B=U7HudDz9P?_x}U5DKNay% zqjT#cz=O9RbvhmZ|96^tOkfMR)XPMP7xB3Mr(MdV3w#9XUrMbBLf2d+qVmhsjaXRY zh^^S|NsI(V^C_Xvzoyv6lZm><|Jk+1wqexO%}y73+`#KGwn&BJy}XiRPN&U>pNw?k z?nyj%oxgTQJd|F<!wLhvQ}l?d%{Icn7%=Z3??Xh--S-H{*4=1Gv`4D>|ufY%b2 zMqAJ)SNl!a@d8gheljTEhWjPJqj_fGKI&D@NWpSZ=zQw=t-YbA`*gK^Q@j}YkMD4} z1nNHf0g*Y*Z>V$qPo5MYP^UL(cov}_uVuYcM8XL=%p)0nUX_l-uKR^2g3*V|7dg9f zkH(V-5Yzfr0z9yAPyA)v1<Z$k->;kkUE;G*uXD6GPmDV3Q&sSBd-#ig+kunl!%t2X z@O;JopdV(hZU8Te4c6|IV*w5y$Yh-V4gdU?#p-$w(Vv|TG#<2cC4_$;5DGkm{a2n` z3wxpGDJVW$PKWbcb3m?A3Vbi`zAKCu3V_?>>366+2d_AK>vTgp?r+r7hG+Mki89vt zsAS+=6a;%WkcW<bJ3+oMjr|tA3t8`g`(z@rD%rs^^wJczranL(ExAl0N8j$E?TEmS zHSCqRU1NJ$0Q`c&>825!d;98zfzJc*>$vvw)h_5*x69eyGP#HShZ&rXiTK>p8;=4# zz#mN4Ta4MZLP!1gc^$)5%tP-9@V6#MKe}|GPw6B4UQFjCt}B2SDmkwo3q8vdfm1>J zsB6dezc~{=i+$P`{##g1hkjM|^}c@KCEL4U)wk5)f6DZ+G_cB%INCoOn$`{d(i`y` z#g*^_c3`2%g&wNgRp%K4Ip#F}x*f~`{~)sdGWb#i=GlVcRk-m!reyUBxWJF^6J6*? zTETv(i8k`A{rLNBOkJisu@CxrAI0fs*h8A)>Rp<J`N0pTW`&TCVjk1&2v7$v6`8zW z2|VFPQ)4so8uWv^QkesA-kKPt_sO+Euafxp#usJyFKqR0SZ{})z?Uy3?lq1Cm&1E+ z0{3Hx=gP@a#D(GZN1rBv$6gj4jCu{-t4M<|yFe%QkR0tW<Un22V6e>mEgia*TGL1I zj+l4P-Yj&2e-#H^S;@6lyoXupFS_Vwo&NjS;_5Z*;W<HJJbTB12y=biN?wV0BjeR} z9sGdN-RIYK;r`rMQEOQ4aU>*by-(f)UO8A%s$d2mq<L-n?oi+)WA^F8sfPHus#13N zD3J(WCB7>*QrKs9rlzvJ8~!iBO;iSP|8%Qci*p(1lRY=t!Hv4T_0IcUpNm}ywIh0u z#6mD{{7%E~j}Cm8gG#q2pbnL)sXKc>!hzs9p-F3)gFPmHIV-u2I}vkF&vwNZK+jM0 zVsw)SIxVgX*Dro|A%0DyDE&mAomKu?;uSvh+1}J;QIla`qNrJ!3-FFl%tb+U4xHnG zD-w;s3pMM^b=|R!M7PCMOs=6Dku_UbZM_fvp1cooF5o$xq0l*ARt_8`oNE3Mc}_n4 zjA8#3)Wr{@G%Vwt;N$-yUjRRsh2VCZ9_W+LGApk=D2GmaL;r3D@JiZ;s~kMj@C#&n zo6m&$s6P73n@;cr7;by@5PHRY3Fht)^n+D*?J4jE{<#-3v?6i`^-7{ca1Gw4jUXkn zWUd<_e3Ln-2lHcM=lg}?abM+s$=ptZzEN0RcbCZ*H-dlZcgDnR@Q{hr@9GV)KS;pX z=M?lex48v>ObVhuvMAcXcLqKv)|)L}PvIwH_2<uj&=0W`HI*GGbcSz_b*3^c_R<8= z@>~KBO>sK;g$(Z1p?PwhThK4144m6rqm8|-p3%)^GVn)M@*f*E$2{IfTd@=Rc|ZN+ zJ`2)9@7Oan;f?oR5yjDXh!K7$%MR}^BOf}`4$Eqk<2^;LWjkQLtkgT9T<tLY3u$kD z3PgOkp|p=C6g<P7kP9Y%(N|^rQFz`Ty6k`l#+!GXu}>&+GcW@C*%Vwe=Pl1;kJc}z zY{6sh#JKaUS_tZs=hICT+mSchT5#k~Lk~hR9FvT=!7RZr$b@`Tv7E!W*$n>2WZFm- zeZ|<aTn7n0^xr0$MDkEKQcl%SbmKhR)VmZZ1J@1g=B(p=Xirc~6TVJi@Pnj{xjhL! z&%0<T>5wD%zi>IjhV9t9k*s-BEYF1)BzqJW1iYHBVzJTs2K$}p8<=?OkZ+t8BD*f* z{QnGY{S=M9!DWVA^9{VW!m!|3oPWg@c2Ye4|Gpz(s)<8R1gYs$>~`>9W!q+V{HKIE zz4*wuMgaI2!gDSXJfr8Ok1KajA4<?yGZ6#m*D-D@QK!WFj@~P+2%fIehu-SwYbPT8 z$<x~3z{M11^XEH-;ge2(EanGvmKNSsf~@%dY*w@d?RnS-&iS$N?zBBoD>FbJggR2H zj_ag4_+8rjp%jvn$WMkYMpP6eqU%6wsAR7rp`tZkG*gTILFT*lGY04v(`a99wuTQ; zUh2wppffT3Dk8iOb;zCqou}qpn2R=jPrrhCJ$FX-`_E|j|8AOnij2md0Z|&VKsit1 zxaEOfy~EJQZ5=nTgzp!trta!1%pGSi*OF@)c@hT}g4RC2M%+E1Q?=Cu+;H-^@rNt$ z-3Vb*qk*2zrPjFrBc2ye+3vJfk_VwX`%8Nr_ukoDEPnVDc;u4~KW9-7SzMkue|-b{ zvJwQVEbk$|ELj{~20n%EmS6g<Ghsk?Klf24>g1I}ABwj_-|<JdtHHsYNR2+%J1*!> zT)KJ|&H>18x%Bjvcn--g1u7V^r#Rve&2_<c?9KSg@|{f$d}0tSZ8aU{dxWF6SE4`t z(ZT-v-FD!fIq4*>8Q{+iw;*#v^ySaqFG|FH7~XT=!x;R?_p@(99j}2O*IFHl&qAD1 zHwv%d1yA@mU&;sPZ#F(Ksc1XyNd)<J&u#Fp6ubWC-5B(a$+?!Py|`CmiXEovIA_%( z!SuA?No|V0uBJd|bk<WXS_W}jtuSpIc}8ya*vp<I=oSqRcSMN5$3^V4ifIw>k^HYB zdgucf-1bJX!7s$Jc6ojsx`G$N*RNmX1rB3jPW*)XnyT*ojOil!eNrN%V_c{g8QTK$ zphMWOyqfp^A?6{AdY`f%#ojE=g+OJ*Khd6q6mHB#(dOFM8lmsq|Lx_ab~E@adH%=K z7vn_qR)}4$#(Sl+ab@_W4IPM6j*d|u;`%jyH6h?8b5dQdB=G-61>23^;GHdU3e+`m zzV`L&ny5mrY)YFcS6U7{L8t#$2K`h0(~E}nz++J#GfxEpw~%@Nyjl)C%0x|ktViBu zbM_5ydxiOe(E@H6In<>Qu6g6|vDC_%(ym7RKDNxfX89Gon)-icPum>`NtGyV{#eAX z#LsDeeBrNZ_Gj|83HU2Ve)}rKr3;d3z1G{nb59Bga1>&0`<AJ5Wh~~f6!#~E2P0oU z$Uf%Lh`cC5NbuPJ$Fh#ezWDAz+`Q$r#{&JgyV}?FT;uSZY)<#=7KFcDyQI3a3Ut<{ zqpS}c9f@X#Q$D%STQ@j!?A>&M&r59RO}7v3M1Sc3S4R%!8)s!m<lo^RX7Z3KTLAh2 z0Tb(Awj@Hte#hA-;LVOOJUQi|?@G8>G^yC*xef++x$g5pKS)mTRu1}hWbAUUUBGWs zQ=HIg#CbhiIHvyfj3;p@=N*eOHFP&_tfpOvH>2MiW!d(Cr#)P@!(pE%k!_o@mkfMl z&RcTMCIUXBj2W}04)AgO#@6kGb71?GQ*l4|?)zO=^=<$^jK}eL+;PNw;LdRcM{!r; z3$Kt91uJ+YzXCtk64Xt1gqLES;X^98hqUH}{lq+6TSrLnPqA*YsY2ax=C+k??>2Yh zn8Nixs~Nyq#j+KBjPSATInVZ!2XjQjAy!XuuO#SfIG&<zFl#Jd3}nE(mJ#dWm}cm$ z7ThwnYr7NX7hDeR%0!=XVC}z~Q_#6SSGy?zzOY)_Ui%j601xI{Bc7q~fl<z?97aC+ zul2f9e<9}B$4rmUe{>@JHy+O?W8R1B2cNnj?vscR)xwPv*t6Z!Ngj&#NPKlULxcAg z(?4)5`YH4zen&l|`Z3qyW;Wr2d-wFcOW3>XPK35XfOS_Ie10!}YuxSzJ)O|YEbg<I zpJ?TpsodpE6oeIauz{C(tQ6U2hr0X*SG?;@{QFy!9A!l%@Ohde<B<OepU3pG<e^WX z8xyzK`we;UQKv|!VU{CNklSt7xDMPVWAgiIy))6;=3&H?ia95}@V`_|m~T|3`t(8{ z`?>q(nnwd13FAz9b^b2&PiSxRNdT|aAGt<WtPOYJmgs6H<kKO>J)h%mLHDe{<|X(F zb9R{%e~%%qohlJo+Bpq9h|ph~IR)r4s*MzQ^Ps0+bKfTJ51q+eYLCxp%rWPWHAaI! zV5o@FX_s{(awlgUHGt!rh$-n@76;<32;GF%bL<=C>Y<LS$9*%sQ1Suwo?uPKi8^Ob zLh`@VmJIa8?>35W+u@9Ra9>>GGU9$#n`Mm6TimaKN=dGDSM2+FzUS9>^u-V6UHbF^ z^|hd}jlM8=>fp}{eW<e>$f66!z5)MOI6Y8AJhOZ9Cb2dIbK-4Rg<pVA+tpI4UcgHt za&ovgjh`V7{rA25v<3X4<G%lTMuxg}b>+dw6<30}cwF%v>MfzQ^uGU4SH66;l`r}e z{%bUxHoVn{!v}ASQ+#tEHtmm3{bWV|K8Is?h0=w1r4X4U{S0xPkM0`_`pw77A`4BB z$5>7*r}5u&BF<m_piTmQ91veT;Eev7S?bgkMSbLXv83j8;H#H$_T=;u=-2qwaZ@k4 z5iN(hVwWW0FL6`OkrVaU5$TT9cJ!&athLn>fum2k`?yhxL!Z6DSAQoG^~8x^?c%5( zS@zYB*dt%=zd88cgB5xAZ6DKrsCOqbu91nM&$1eSdAL8oiTHAU&Gktd_R<*67M#_9 z9)@C4S4k6dK_4rQ%!60jZ9uVMDE!aw>X1AgbeVdC_j{{R?^`hRjZtQyF7DOz)v*9y z7HzEgvmg4Hru1*8Q&CS}%E-M89kc<hVv<K9=BB7!-USz--(BxO_F5J^K2O3nJ}&sf zZHT<%D{?2=xBoG09fI!g?3(#YX7IggsY2g>!$-=jzp0bbnW&$vv6WTDeLb0HCIlRt z7g#uQ0DY7@kxV>`H=!5Sh)HzW4}X)KdgI5aqdPW+a>Kv_y+6Na!5R3ajn`d_tO59B zA5C4^PUwD3Ovp}AgQpkW-c?YHdbU8PkJknL%h{&ZSLl;GEvUGj2|anp(!pOZP)E?* zb};wF_xz)(V_hx;UxaY8EiE?aIj&T{2?1ZB_M4+J6*_oH_E>SD2ad#8o!rA!X8inx zE2;0T(dTfZnQ}#a9#!4VZ+aQ}iM@_XK3mxH{Jm9St<jYTb7N4g<0BC_c-M~^r(urJ zaE|X?4SbroSG!D<@f>F^|EQ_~Z)#rRzJc@f=TM=h+b+zF=`HG{16S0y)6u1%KAR0# z`+Ttg^Eo_$y&=F2Vb6Ng7TetjcJpAqaGb0250d)^ouK!V)mvUthhG4FVf=2?p)cFm z`IoD3Z{2T34SBf{SN~&dR|n2uoosF_$#)@$Sy>?&Ud%^UeK7gwd*|lEaFul!`%l8w z`uo94?zr~$eG&d0ljUeJh8*;xf4!6<!2jsY$dg8Kj()S$^gqMTX>_jl^-2`t%oZto z`6&GE<cwZ;Nn;OkYy7cYz_rbzukwTN`(NGOBnkZb$IA&ntnGnrHBzyVC&HOnekoVh z0RFKuJx#T`!kGwQ3gZ3s6nyD*>kmhP17!^iUz(ZY*PGNA+=GGh3(j4s4o4rdgtlY- z68xZqss}3>f#=_<mK5B<`%ilG$Icsb_|MBY`4LZq^ltTWOG1AT-h0ls1pKy)fZYS= zmAbmF(q{rU25?5`*zE8^{r1}G-+agY+;@zl;GbD`d^zt0-utNTZ8nZD@MvG+8gdHY z&$xFv%+L{jzpJKH;?=;jXDh5K&_`!l-ucsl7W(&DQF~V4<=j2)=Vb6)0|jVouE-<4 zIauxuN8e?(wn*B91HO9;`63=C;cuRlVD%lJyRsTTBVFrEOz!mzwMIUtqx`E%fNxD` zy~tJR?Lg=XDNHt=1dbdv8|;HlJ)0C6nvTy8eSUDH3%IBv)QQ^^=e}L<r|eh;_B(|L zAK~7QeOKGk$RDGRUcgx}&vFNI>r~XO=YXSshB@DR^b+^|Z(o9xI_i#zIEwvqnBU0n z5*#{)Jl(wZa_hYd(JmWg;P)Q5y8Ye3VDK4A^eXT2grV1xxhGje3Eald{yGu(ki*S_ zS`U0&12ysFH0p?*Ix`D3SHMsCu=jX-gI_D6%)jyz?^CRxSp@kpF`TD1?+*5pDr}wC zr@|f?w{!1#BjF>)a@P8`J$wfhG6iXzf%hhza=QM*{N=%4b$ZG0DRF36a=>}27^b$o z905I|L*61S`kb@*7cvvUzd!1HZg>{;@Pi$_FYf(-4|AWvum*U0vCJ6p!)(|GmukA~ z<B7fT`4mP10=W0t>+}xMz$x{Lb#H$|uf1P1F+d1Dp5~pu_5i1-F4c-Gcc9;L)0lb- zakDQc>Yfree6cSpT~_&mczZ?UBpGm}<>AAXP9E5YkZr_di1R5jk#Z_y8~UiV@^$^> zxbIZkm$E!Cf713WV_p!x855N>g4eMR>FlK^9l#;HQMyOXfXht9UqvgJxf5Q?Y_7vb z=zs7Qm6avn|994ZC=VXF$y#7O={)vSsgo*LSunrh|4QY}3FzwN7dmplk4e4Sb#JK$ z{<oqm_E)D6U#2!9Poi(|a;&&R>^^*|Rx<DP3?n|iAL(^5AQ8>QCncyH+=%9A)l)Bk zFUv1a6*ePJ=2H8OjeC0$wISvVl;Azt2-7Jh^#6%`<970E*pql@z4%uM&fSRe*p=Ow zzdW6~K*R4z@Mao~isL<}P&|sDzm2`{7wxWhjzABTlez8k1H|3-vG}YwcS3v0u-}j# zJeY_>aNKq$Lh1fXzZURyRK3%GhmfxVd4{OQFz@@3u}g~v`Odz~OjsfoeLeBS-X;#@ zZ;Ho8&+vI)ZWcuT)71_}`|R2F0lZy<hJS&hGhy6zK%ck+zKiT;8tr-b5Dv%{Tos0{ zb<aoV4&1+4cB2mcc+8I}{+E-AI=+bQ&r>E_=wg2vc>BFXytu+SuNUu1ut<8O(yGJ9 zU+aGGzHHRR*LJ<(0j^LDDBkuKyt;YG)q%$I(2wq`)s_{;^Y#rK*?q*GIM&B4+ux7+ zFO(s_JO;k(w~TbZcj3A0nqh6kdGMo{Qf#e5pIN8(>dq$2y>AfIq%h=bU-^(p=(H?7 zMbA}NfL~-8_ZxYQxz)(y*&hQiFLuYUCms3&`dBj#{Xz8SAAS7&1-hT~-`n1A9Ku{# zXOlvtlmn6eSM0Ue6!blZ3aZ_$pjVcVs}w}N^V3*dK&BdV{h!M%_IaRh^E+&GEFFBr z3hiwY?s?X?T0RqQ%oE*I<&7G{ep!G1ORnGxcTIhkDvxm{>au?iUIp$|T@H4CkOrST z$%kYl@EH^%T~3<m?!>8=NddJa=tftA{=ATeF74Ool-FMLM;V&0Nshypj!Z0VAM(0* zf6s?7)YH66yMG9zAg(z-v)7bzBC?{EBoDz~wWqOwHWhi>@+(7mS`U1v^8%=Rpi|)X z_y27i3_qBi0twZ>FehjD>(#k=%%KWfXis*d|I=op`J@DVO@}}Klo9;>hOez{LXY}; zW;(gMAA2s_LyjFlKP_e<)=&8!ct^*JtRu1Tvwc>x^F8k2`-D<4o&OL&>E@)PpCT@& z^sg$`qu;S#_}uj+{Q9>?0Od6J*p`!KV<XPQ-N5ul4xIn(vYa-8@Ml>5z*6p$2>$-e zMV`0le?9(@x&I96v6<aR)wNPRiG(uC>)LqEY;<q$+~OcXPns8$hP<=(<a?bR@OtEv zFKNs!=x?#=ef>d!I{Z+*is?u2s%D?!A0t0UrVYNX#5vNY7C1cKgF3TRRx0iY`2YCJ zl7stz^P7B}zr1%N?BflUKY>qpx$ljYh9c(D?4x&9AkQp5IQKgfyxMdax7S(Jsng_# zT`pwfKJBzGdW>INo_=3kjCf(aNpE%xc>l4IXiOLGe^kV<?kx0Ks?l+W#^vFIm-I|} z1@-#(V?tl=WIGa8D&e~ygLe;Nq>U9X!@gF_Pd8^!*HiVcPOVy@zb8X`TEGr@f~7FM zTme2&nJk~yp|{ZbPA}n{<3Wt(k$;%6h3-zEVW#FZ{67{#Mn(`vw|vgMQ$}8oz5Scg zQOuJ#b%pffl%F#pCi9y%<_L)(yaRf7aACj2x#RmzfiEA*KRUNR1AWh9g<KV_;DvZL zc`tz<q%Cw$&%KMjTGHxH!9DQ5Z<qWYbIXNra}f$UL5Dq4QG36?T!fE;*%x!lo0wDf z3$~_(o??wpB*`@z`1aFsL(+e!laC45!Gx7qGkzVDasa+y-%`Ajf%CE@n4QvlT?l11 zmvhBoo`iiEA+aV(BC^DVc3p#xV-NL}okKfGgt`1t(;&p@i_WcWi^!wH0tVi-53m<& zG(o`zybML{uZ~C1z0jugE&FA_kLQ@JYzq3j5>i$d`}UyU_RiTqMA?prQhFL04gWda zg;C4rsPE{z+ma4HN1t)q@hF~m=sRDNZCT~O{6q820*iLcqr9>Wvxx*x`{<0NWDxj5 z^3U8II-bNq_DMlI3FxOfQ<?UuVZT$&=Mx$5*GyNVKb=`eBAViw>@>iCPK#*#c6tJT za~s=3j~NgjjNB`ZV7?=Wa^w&n&i~C<kI4d1KhS^vMJ0m%C8;&)ZVPZR?U$#CD(|7= zuo|7qM?Ti#aVWnG-o*L7JD-Fb=708Nm>ej^?*}qWY*>>BvuR6*IOu@4w}03#9E7?l zB&XFEb)vyTx)#4ZBw~UqPo{hea|eI9YPaezC-XxsqZ@o{;j8R$7VsjnFMA92gBKAP zxluF$e7imHHuo9umV#z43^$Is5jT%2yQF}R@-r^E5Cc4VW@_0fs}Op}*yMsoW6*V6 z_Lvo8#eOv_ni|z*=tb2ZtbM$WIz*?DuX``><m4;X1l%_Pxf2s@*6@=_wB0Yz>r9*{ zk4d0N#QgBE@IxwR_--2WJhM}CBmVyBn!A4qzI{mtEpH(&FQpB#yg<L4`$TAJRXy}9 zW^|Qzz}wuAU%oYpdgh$F<8s{%C!(Ow>F$f0!0EB}?K^Q_*L9?B>yU#V*?1%Vwj8?b z7Egu&;KzWrCy!&Rpks;f@HpfTTr)J9zaEM2G0`zSYz@A~#5&>?^urG+ba^l1=gW-? z;Znspp2)do9rhFRaGo49TgcbD%4W8G62g20_o@q5qYDv{e}C4C2J^o|Z}dyaus8Di z-<BT{_QYtyX57<qM<P)7!&(*UfB%D=e8qq9=UOM;Q$ok2!hXN7JP^Fx;Bc8L>KnV# z4}#yo!>xIR+q5EY%aqZxc>)iMN|<E+8N|8VJ#tZG34D;_t9@Br4n%%VsOM2(FYGbN zd!6$X`hhU70O7Argj!t>O>QuFQx&oDLiE8O26*0GKwU}tGx=w=6uK_T$u8k=^a*_4 zhMiqTU3sgiQF|x+D5YBqB@i#S6mP_iOQU}xDmAx(bCX=YzNwXsdhZXfODb@Da`;)F zpD&>Qu@w$Jc<rBl{rMcLFnq&q8wuTl-r>N+%CAfx;Fc}+3v(IJRjTdZe!2@fj1!sa z^vItEE4Jb!;IJBbNm@qmq_I14oW27WXaz`1>kELln$uDVk?<s{ZFTqk0sbM)7YLr4 zfS$d%YTV{CaPiE^mbMe{NAZz1&z6J^;M9i$NAwV9WW2;~*?~X3z9%FY@tjh`^(H6q zM+1k{<?ssdyNMSE55}PXe_;D<d*p4;b5~Cu+=Ne4%QKBV<IY6$@#;D*`1IVD`MSrp z7rgws>e?54?ker8(ZL+dSxU@SFQSfkH+kB|2mK3!J}I5FTIfJSeM(1Lpo^J{H}yl@ z*7H?xtnh^IVQbNIYcJ>_uf1%}M;|CHO}M$M2lEtE@0ex4W9(A(7VlQ_ARMcX$yy=) ze^EVVo+AgonRl7&KJdZSm6juwweU6OJu-fnAG#{7y`R1T53Kd7=qk-P5j?vG&fkS^ zU|{IuSNoK)htcvAkJ~2jclLArfl~17k--}Z3M4|Kp8VdwJ+;&`<IJ3Ru1VpVdbIuS zgfR5PA1**|?JnK<8Tjv<_8pFC)HzrG4%7eJckrWgOSzW=bwiGNf9_YzTY3x?{<n%b z|3Z%mBT08cenQ|7H{z|rA`|5o^d&kO3&tc5!#^f2fQAgXe|OnB`HSo553ZFD)JkA3 zMe;@Q4DMSBSJ;@es|Qh}ayNRb3OLB-kJv?O;Fa|khdF<Mr_`kp`T}0<@vv01n;H63 zLc^j<z@HcEUzZHg!RJAT@lzJ?T|os$L)i}ObNE}tkc57=z2-sla_~+*cjY!N*prCg zltgRZUHCnm{r;fn26zGMRq;pY4=pCrDYfE!w@;lr(Dod9l1FDnB@HpJ(w+7vXAAF- zl1fJj{EXvD?c>v!iwcXr`1e2b5uSewG%E8&y_HvQ<OcoB<`037C8(drchuadzYE`( zUDf(=sAFC@_nb&_0)G0W{5T^IbL8f+{(WmWN6p{%b|Bw=D!=qt(HwkCUC)VuQSeMr zS!bwTdJ^pGnq_9dQErUCHs_&d-^lH|pehQT;K{omsnd~%zWp(oFov&7*y(GdDfsV) z+Lolfi2L56(`RHbKV<RqoDt5ef_B3l6F=Z~dyZ4Az<Y1yg9`0Xze&B*+qWG&fQM7D z!zKm({wNQJ#0K6ItFxzO0&ww$gJ?hW?)LMI29IeRpzGXKR|7vEhaR7v<4wQ=`-W%V z;NNd3uX{En20x1f_O+`w9N}x3aq*z5J5hM7s58YDy0GS7&)ViN=hye?ER7G&W0P6= z74TzMR1=>lV9stdv^G@k7WB(qnx%_@(22<%f8&PdbMt5RC3`>Yf6<GtT3~V{GBsbg zTsDHA?&}(M67)lDOc}xPj@UO;L~*Fa+LQRtlyX*;9zFr1dVx;pGu3#H6d0~xufw1I zHD%O`T&$N)(UF1gx~Co?r-b@tg@b7~C+_>YyRO!K@a2~XBR@LaPssslI|JyXlV`6w zz=u@l_l>7Xh@S#qas_6?p*yye25$vC7ewVFqF_%r_OZyiL-(pt*_eACdJw(vhg*$^ zLrT_ztXJM4zQu}v+}nopQMG?jkP5nWpGtWT^s$u~Tzj9WVjp2mdCB#Uh?7?-rRspI z#%|6UlH>Q+Ppxrn#KUjl(ryiPMd+6W@39KAp+B)#BGel7SjfTL__0*zW`d^kM$m_G z_R%hkL;Tq2)jdOY7W_#H+2M8kx6|^1Ojs#&r?q4pWOpz>wIEQsyBR(Pf2B06o`FC8 z`G&V%7(QBNUmH130S{7L%%Qpj-(Jrie-iLyb?`xMR`h|Yzgka_>M;LswMf?-I_<rG zDP5O7xf7C~cn#(<q01uY?SAqTb3RuY_j*D{5SY=PeoPrWvRd$&jRy`yReW2ES`761 z0;}>O;_yZ3YvYd#$2`il_26<o>_a{*OKI*2zry4-@d4bg<$L|-62NP&ZL8O8Mc!Db z_g9d>d`rv7k(kEs@JSMhVR{YR>F3D)jRijMN%9^SeySmU`JIp%$GwZu_WPjkN+J%^ zE1PLbL053}p}S=eiMZT&<U9p<SM95YCX)V`$MnopxP$)iXVTt9PsDvo!J-285=Vlc z*-@mI#e=xhe&v`1K6jTM*Y<MY9}dpj3`7q4@b8wcuD}ORxc}Fx4sdCDOX<n7an$uR zNxl{#s6$pccG<N+7qCul{TaO0FIygZd1v$w9<kj}K^(dGc}XH^0`p6;?9J)gn48em zj2*(?XKc}3j<&)cr)1xbFz|?~+BZ%f10R03=f>@-orwEvKgJfPFwfK)r@R;W^+NJ- zFHZCYw|~w4ef)$g!B-b^XcXshNA26ma^Tbvaf-eUX6zTX2_>}wcgBD7`9Q4=UD3}f zdmhAvcL$F=k^nyyyh1tm)4`eWI}`kj!U_8-GesKD!e7>nZH<(D1bun-oECd`)Q6Mo zW9g>ggG8uzN~VF=p=lYa+D#&?<2;v>QRi<A{+Usu#vE}F%OO53@OSPS-cop<G5Rm$ z7d_C2i_6j<lpqm{G|P6*LykoF)~E6Of9K@ew?28?*Ktz2PkTD@N{af=fi~zIC6X83 zcRLW3zb0q=voOEtOHVnghQ9mwi+fYJ4@*3`gI(Yq1S0c{O`n3-^H$Etf<DbRpMt!5 z9J;MfmfKo^vu||-n4UZ5LTEhQH*N)e-U|DV{FjQr9ehQ;_Q-RaCM7D#hk*~sSsM$` z_hzd)P&tph?S7)FO`-t$Ly~{LBjV;c*NkT?W6-0Q|M!vtb=??sW>-4m3pmTFa_DIq zK0H6b4j#|Ra7pJ8p9_)lDxSDsiN1|r$o!s0PeNMTQ1_c8aIgC*C(SA7Pl`+jD}u2% z@wfung&^c1+m|Qa9>$zQxFhueZ^VydTWvD-&IGSmU1sW4C*s?}DZfM85eJ?-{B|jU z-;!}$YvvMs=VIH2wt&Ov-+L9m|Bbm1$BXM`uF%(2Bwu(s2i@D-NR9>@==@ub@a~TQ z{#H*n;6lHrL3dU6hcV*6w_TT(BYdDWz0*p8m%=Fqj~&;=KB>WlSN(WCdmcxI8rq{C z*Nx))avgfRf=d<th?n=n{$mmvbR}$UwF;OWQBQ<&8qu_4US93+QeYMO60OX}{Wx!d zmvm~&aF2vyddp%~pg(*P_1R?_&wHIwL1Z`Zi*%Mt(-3&Yq1o0R^b52c`u?xz%HyHz zzo@bnDQlKwNu@}k#l8!bWUH}c$u?u3Axl!SQ%RP1<tIC3iIi;dkPwn=Ns>aT39sI= zWc!`|pU?A|ndkex_nvdlJ=gJi5&9brrqjE9z+ajBRvVH%iQi^H(~{^PNwZmwfiQs& zt*$OdC+agxF}p?71z#3yHf!#|d6H{Vki$96zmf0%3w7rHJkd*9+|UJmxs`EgKX@6I zLup-zD}BeQ(Gke=57vLhb}&JYacM_%3LU;x0?xfc(7Q^SO}UB!pROHV+w~3n?ze~n zsuT1rmuo{~B3!VK>GdIXHq>+3;yYUefjc7(c}u(Fp7wC(s#TKQh>I`9o_~VQafvl) zPz?NBJV)xg+<q!?c|~>fR3vcW0{xUd^!SY>6GMHq$j6yE`yM4i=bgH)p|I#mIBMxf z>G1-;8Y#S1MtxPaGrIq-GWtWtN3Y3rxfAQ**$#hoAZ;=yydw^|gV)WCR!5(6!KTn; zQzV(#{q;Ff*+nJtCI~BI;K7ab^==OI$FulZ-_I>V&!!VIIOz3P_k2IYFAsC}@_w$t z@FOf870Fi-@F3>rhr28C$=IL3ygu~@^HHa~%h;f^v<>XCv8cto!NV6eQK<X(eL8N^ z1YUaCRO@yF_-0bz)cduI@K0rMh>BZ6zpi*JwRjf3O7AW`mB9Zz;aD18D+b(EHyJ+# zT&3YxL~*af9+Jyb0@=u0t9c}rGw2iD;&0D=(*+)mE#+HdD)ecia{U#+!E+pI{4)OV zIf?%$MTrIPWqVbJggi(x?y0N7dlMFn%W*0IZ|9&R7upK`gnBDq8~oOM?e`=}+~>#x z8_U{}Z?@hvNE~}b!+f`pU9kcD{mYv^egTeS;N4@>7L0ky<BY54nebkCtvB6+??SkO zlyo%o{4yz8^hcjPh<j^Q>eoY1e+jZQD=|agQhQp!IR*JVPv(hI6nK7_n4zjB?D^XC zKTGmQ>;bJ0f5d>iN|Tx1ygLZ|zUofVNK*>I`A^BZB;s`QOOkvD`n;nIE&~eS;mljM z<Yc8GFX=rD&p;j6;?<~;3||yNVNVnV@j}dA6&wD@giTgzn3^_p^nIUpwc<Wg%~MK# z0_Rp4-uOyLL5F_qEYquBn5W}Vu{sMKNM_>ZX4iV)OwaQ2qd_#n!ad84Spoa5>%ylQ zP<I$#jns9!LnGdEJ(;ipe>~>Nb?q_uBEkQ7u0IBz?l0ikK9J@?aCpR-h?*nsMcWf^ z1E8~s@QN~T08YFy(G!XPwLI;6vL5;~f3$kjqfz&l3%twp{0X0u^JOg>=)ZVOQquoN z#y;F9x)Y6f4u!ozE(&ooUVO8=J#?ayvz!)`&ER7qScTKIz}qrA3mM|RCbTCinIVoH zuMO`t!0+Je4^}?^2m3!vNsl=0LN_+pai9)-<cH^<KG8(rbC>$|O%n2}*O$R@I`Ela zVTIz2Qg^~CzAo+{>NHu#zEEBoeB}E1KGcF2xvtJtB@BE+PnxYCgZ}KtS)R36^t}(W z8+8=ig)X!r$?C#Z#BZkH8B_3JGCgsZU7>%`wi9+(H1r^j%BHe1>v<A0g8kP{f5ATb zh+q46Xkh=%clR@Qp~G6<)EKRTcpW-(HqY`j_yXtkpghcP@rseo1mp7u`S@kmw_{Hi z^LtGO)H6i*6*b25m>b=`W#7Sa52C%_$mBET^fr3`2>OHli5)3ZO?KTLL>c+o!Fe|L zU)3n{mEd{Z+#!oatk~b6loa{!6nu9n*{sEfpuc!4-7N(kVox%QLQNa`cI7Qi8?VCW z$bFbXW(OXY?w-Gad9j(eh9)}ZWhlvGvs0++hw091Bva(i`JVS_Ww=ix;q`GimwvAj z-jGm#PWZ-IXW_j0omTGl@xh+UK})gVZ^%nQLK=+FPqvS4nQH;AzUduxQ|J!%!J0Q} zo&euipZK_&%^q=cDz0M<ILJXo>}jGKd|g8e*(1-ur}-sUz(p45#~FhQ=C+_7su5~- zjKrMU&5{@k>|OBu=RTXIGxRTMS;^Xk*mGCY8={5tD%-zpXFTvecUAI;2IAiZ_wPwU zv+zM4(~q>+fb+cFGoOxlYvrhQWm6vb)J|z(*+LrOZ_yq77JWyrn>(lq=wF>ov@6vH zE^?Ah$mOm?U7D6eTJFKTmXBnB7#HSi<TkV!p<WrzIM;SKi$+)_yOzm7|08&OzilNO z`eN*NzT8BgrA<{ue~useUgb7Y0r(Rd1`Wkau@}6PpPhX#`U@fxi(AEgi5LA-_R}TM zMFgHRe~$c~*ekHfYX@{BDTyxqz^}_It=oFHk_qpGL-EY0v--4*sw}<%FWBUE8y-WP zC_E|6hWPQDQ~LKu^yAEwzDdR2{_7(nIck&$9OouL>V@twJ&dV29DZgOrn^*A%&^Dd z&k3X18O*EbABmxJc@yJNj7*b4(0BQFC{>}}y(e*0yLkz5$5CcB9C51D#8dMCaIhMa z={fz2=p!*m@0CQ{-jpFy#>5TWT0H*4Iv4)%@fP`Fm|I)OE?5l}@FXg>m-+7f?M@W= zKlT0V=aVqZD`AK_E^t7%R>To{$p6}NYSVz%^*Og?_o2Swcs@4T44=CqNge4+(3dP9 zHTwl!V$qYyk%|lG!<lk+7bA~8mG+E&3tS<+tZ~i}{vXedr2F#Df?o(!+$C@Y{QSt< z4K63)lkDgpQ;+!1K&W)J8NfHKLd?P$_+8#fPT?kWK%*OYciEtxD+*I-t44gPa-5h` z#rK}=65>{celoyZBYqG16xJJwO?d@Agj3;!)JI#)i+f7*TtFU8vHe7OfIQvhuXfAy zFqM$hCc9D;X@u$PGnbs)z*p*GT4B2z!6UsRG81@dQqnH>uo?7<!l&*z?S)T3!+#+% zzzP5ICkX|+z^9{y?f!)?(DACvt{(xvYC*p>`=JUv)BA|bu4CX2=lm`OgU=2y;JD2R zp9mIJzP1M*$a_cKPjYx*4$-7|ePuIzLNdY%z8cbqdph$x+?-TmjL~87752*sy9v!x zfeU3r{uHm_J<)d-&A(WMpN@9>JJNm%VL;ldn~1*866MA3Qs6F{^^D#CKkh{-SLa`y z*~xbub8mouZ${29E8^U*P_J>%X~P#$JW%eZD132?$#c<o{t_Sar&aXV`-6q6wzNV& zr4cCUjQ&K)N8Rk==h$l{SdcOWeYxLn-D&^J_`X?vM`Yenh}QO;+z{wTyo~q*PT*e4 zTd?>XU`8C=HKMo(zR31mHCuo==67;sng6+tK9$dTcCKYFqFtPNQ7{|&YWZJ|IUJ~8 z>@xL)aj*7@KRi8FM<HIy`=xqg&ONbcBv<b(89Mx;smIWfwyqo7UP2$BCH}rcBXHnC zde#t|82rKor|P5O`x5X<OZJ+E2hk^6S&@f(75DSO$}{wxMo*9jq*BnIAPm#gdwdAd zJf}4_#G92V9mUc<=*XjA%o-~|2eP<A7TE?K=o~pBTnYIjJLvAd7x42rvv53E1m`TV z@}glFa7zG9MC}N0Y_GWao>Q2&ZN9{$1Aa<8w)x2T0`@2^yyD}q10UqRB%Ue@UEbq< z{|e+~KFjW^;XLS?*G2!;fo>=E-^o`Y==<`%)Ys1ej=%8Eo@cZiI%gZ>I|)8GkK_+G zwlH}TEE7XDi)Wz=TRxXQsDpF9{LZ!_2z9jkosh4p=zF~!G+DuY3J@Xb9ZZK$HBst& zRUh-ytA+ZmsK*$3H}uvapM-0tTnp^P-qDtfAxZ@HH0%#w7C|4g<^id^5B!2%ce~!{ z*uQiB5@|l@hpOjotPw*WO>rnmT!05W+}Q6smzCX!@I>i#$7j&7em|MrqUb?{QA)Q2 z=0I0jD_L9$d=~g`+r7>m?u5K@=YJi@M^+DZvkidfqUW(!^lbDXgk-B-{4kHX_qvai z4|v4xe>#WwDxgo47Yelmt~gUH>72C={@%3Fvg{!ERK<ACZX4)n%7s?b{Aq;jf6*#p z*_c~b?BNSS{mvH^B;n79JlV-=D>?u_7~h!@cj$?#+wX}m_e1CJCCk3io=SXn$-G;R zb6PG~R_`E;In(OnGDF^;#IvLM;h{qK{WUui)o_0wQg-}~hyiY@wetGNO(VjGiiJLL z(SRcb7j;9Rmyv5&kN|G_U{gt+2HsyJEd{)%x)ZPM+zk4mS68l4d7+8?%l4H)W)ip~ z;;O{C2%MYr{N7`I;1NrThqIP?F|TNDyB3uIU%usSIU%Tn2AV#7j@$<RE_wq!2KVu3 zhtk(F1I%N#u0E^A^Urrt?}($mIq#&Iz!OR%taZ<F*7Ug(bD9p5E5LnQRh~Djt>8ZL zmYn_T3o|rMvfY9`LjelIcdaatXNC_98kxY)GuN5t$!>Sz>5zd2$<mv+e`se%IL>i= zW86Txi#O4(;`hh11bH<}{jS*r_Fts$rd4B(D5G!Ovv3tSjZXbFf_~H=R}wKb4840m zpQc?C?&E36BRg}bL`cJk$XodD+SXrxHlhvROy?QvvNH5PZ*lE?><RwD{^j?CD(u|| zQ@czq!M=qnGxR;k-zBTb1xCQR%WhM{Bk!QUTn-S3a6x<(Ic&9%>p`^XStY$0gkETE zK3$BCzVnpdq&4EUHcw~mzz^sirKnBZm%&d|<`!|#Fwf=89A<?)I&pQp?}`b0;H)@^ zgmugXycuW9LwsuFN|Xp=fWB3ls!T`zzbkfb{6_-v?Ngr@Mr!bV8#WC6^A`F<>6r%^ zQ^<pv?T_QqFn6l@vF!de_?c<iC|dweKFVfNuH6S6^`TXs%`uph-e<J*3OMJ7Sp4%; zKIo$#)rI;x0k`Ivb$y_Nf3fr8q~iTP<RMfHkw=ztPanwgg-<-w<fyq9_F`OaHR;!* z5q%BEk|`G0@5w4r9fki(?8k+8HsHH^ESd7o=*KBjSntu$S8S<_D}Vn4`z=pCI~#`i z^p1F@XFDu_zaz%-E)dX#^>XQYQlUSnj9~qE7(Abj+TraK^p}jqS?y3~&-mLHPHCdg z9HRbu5q-cPb>^=>Wcw1wtRG6XTfqPL!}N0DOYE!fHLf+#gYN1omq~yNbk!Uk;X;Bq zm*Zm%3cpat_m+K2z&(#CGTV9s@qp?UA;^p0`H1f6XAVBj&T);$MGJblWuHcEX7J91 zSKjoa4($-?UJ|SU|J6p%SH%CvKkQ?(xd3}j)Nap2NMmkbborGG`jBr(S5$L6a9+0* zmj%jTj!@&O)MXOpsWT-W#kFF-|Mwlus7&Z|t_SZ6RRTZyV9(I>fCrILmshzf0P|S# zzF%UWVcxraoO}#Aj=j6;50f53=V^SWlkp*Vf={B!75Y@dl6mmtYiHEIg7+7=z)zUW zq~7WYL0l=lIsZcr{VtW~`K7Xm2a=*rTcCeniGJaC1$~%r_q1ALR-g~K-92&xJk1Gp zSM@T~QG0^Y3aZsH?=GqLb3GP&1B<?%`i?x!BD61b?_<12R>%2+O7LUz-KMJHh`!C2 z4Y5Wyyb0^u--9&SeF*af{%BT4;K-m&X3gM9WJK)s_u#z^4xMiy^MSukF%azC4qem% nkGX?I-tgg33ZZ?5ZX&%pCJ=dIM@Eg+S@fNT;*OlO$M^d`ygmZ( literal 0 HcmV?d00001 diff --git a/data/data_for_plt.csv b/data/data_for_plt.csv new file mode 100644 index 0000000..420ce5b --- /dev/null +++ b/data/data_for_plt.csv @@ -0,0 +1,4743 @@ + MW AlogP PSA HBA +0 0.0 1.0 72.73111270481336 1.1416684150966834 +1 3.63 544.59 391.4275648686457 0.9848635571682688 +2 2.11 383.4 437.4589821943501 15.040385372412596 +3 1.24 162.23 480.1112629835199 11.401906578750385 +4 -1.37 361.37 448.86476920407927 5.73268953304881 +5 1.18 232.24 340.06268955644265 -1.2957779135941203 +6 4.24 357.79 444.7195422915856 5.821088750084527 +7 -1.27 331.34 340.07082707332125 0.672629304940954 +8 -1.41 319.33 240.2418196275796 8.409006713837137 +9 3.88 377.43 34.709473503774014 -2.442904537454522 +10 4.39 280.41 459.1385602072396 6.847987655565229 +11 3.17 284.74 14.838889138502289 -1.798232760549694 +12 1.76 267.36 222.33386724383308 7.116789244714856 +13 -1.41 147.2 42.00909202398429 6.777620351503604 +14 2.79 252.27 47.80558185382028 4.243578233479955 +15 0.57 305.16 164.53651382117835 -4.641351513081172 +16 1.49 258.32 197.0402766506969 11.200038047390755 +17 0.03 236.27 45.87106302473964 11.233234180377249 +18 -1.33 222.25 201.55044661274857 5.563664899847357 +19 -0.21 172.2 287.4957992358386 11.089018040041546 +20 1.54 290.32 211.0897928514916 9.516528376464793 +21 3.09 414.52 327.87810650494254 8.949241062215334 +22 0.67 266.34 419.5030905614428 -5.75897421623621 +23 1.23 180.16 23.82829801858544 12.63566411010284 +24 0.7 341.43 71.9627150354204 0.4612573314887829 +25 2.54 259.34 271.8871034459152 5.239161427282184 +26 2.41 270.24 429.212073343056 6.147436536704474 +27 1.12 334.39 260.6585082328061 0.331418938686653 +28 0.01 252.34 162.14219868958952 -0.7472319332778907 +29 -0.91 375.39 239.57428894473165 3.73870882139933 +30 -0.7 401.43 387.0839920133188 8.571813277830636 +31 -1.37 361.37 326.0004257658235 13.2234606529625 +32 -2.75 244.2 278.6618724260444 4.193390580775323 +33 1.4 330.74 234.02080109008227 -0.2796060204356321 +34 2.75 248.71 388.6992447642677 4.575246737805853 +35 5.55 300.44 360.6146915291499 1.822287464477332 +36 1.31 176.22 485.0669643985567 11.13493050751564 +37 1.32 232.24 142.59722556019145 6.561635548471914 +38 4.03 309.33 351.9711578800004 3.156312093285648 +39 3.42 326.82 23.25643451439219 1.470688671001425 +40 3.8 393.46 375.55555679287176 11.228195632462173 +41 2.14 270.24 253.5819844870401 -1.0502709397374996 +42 1.56 232.28 406.338944640555 11.85231612292825 +43 2.63 293.36 225.4092085622057 6.927540200770128 +44 10.44 430.71 366.3209772862625 2.89128422959258 +45 2.02 385.5 161.9855423549011 10.47394318160046 +46 1.63 302.24 20.142222062927207 10.394156749899745 +47 2.99 395.43 474.13303989990976 5.069967681409426 +48 4.71 302.36 452.0045605730655 -0.1681936132465278 +49 3.12 267.32 39.839058657979706 1.4445021792157382 +50 3.89 375.86 94.906487316388 -6.298588518863507 +51 2.66 340.42 401.6878730161757 15.946900714433427 +52 4.29 247.38 3.474847203045861 6.859679797311728 +53 2.29 266.3 43.72062678989613 -0.3132557101090647 +54 0.07 444.48 460.1147888975909 16.634627838368306 +55 0.77 153.18 121.72788861348792 10.494189469054833 +56 2.11 414.41 95.293626563967 7.399092337403967 +57 4.07 287.78 333.671040961785 15.11118754547294 +58 2.35 275.34 340.37817028937553 13.49155624202318 +59 -0.81 137.14 410.5719651510847 14.14686939540808 +60 1.75 348.35 254.81665364432035 6.56399381922569 +61 1.48 304.25 72.62071279963284 5.867985211343632 +62 3.51 316.35 13.473082980523907 0.7825267321120517 +63 1.41 285.34 60.07130599042476 -7.836178032657568 +64 4.74 318.86 267.6639089764629 8.848059332618607 +65 3.85 266.38 165.37800380891144 11.822970233287553 +66 1.77 468.37 382.57378371323057 14.137942013351154 +67 3.61 531.43 114.29394800732685 6.461170725188823 +68 4.35 319.87 387.46186748003726 -2.6912434403417844 +69 2.0 282.33 30.822863847086268 7.080903179650064 +70 -2.4 243.22 390.2132300144101 3.6145569727475153 +71 2.63 234.34 342.0731792543957 13.457018175046452 +72 1.45 327.37 145.73202575688364 -1.1641237058332177 +73 6.46 473.58 393.7622287090175 2.781855870855069 +74 6.32 371.51 59.21603765385891 0.1066717265291696 +75 1.58 421.45 220.97588095297135 9.815976628488372 +76 3.32 410.48 149.4026976306198 11.903639554801078 +77 1.78 299.8 327.4182097548124 5.367857208724129 +78 2.04 399.44 442.4942142986077 2.283545534770929 +79 0.14 261.09 70.19336518551 6.315723323950133 +80 -0.71 111.15 379.50319744001337 -1.9798139891999336 +81 5.65 416.13 114.93969909444988 -0.4654827223604973 +82 2.59 807.88 388.88413669787934 13.07759854074178 +83 2.18 236.29 53.25456205424839 10.083684867285864 +84 2.35 275.35 352.11394115897576 5.748191204852892 +85 2.79 198.26 435.2184083573624 7.4259576133707075 +86 -3.08 103.12 491.88991997820943 7.910358334733779 +87 2.73 324.42 341.5626398953474 9.25691662430162 +88 2.01 264.32 448.2484311965235 -0.8979013192568441 +89 2.77 302.37 271.9354501972004 6.29745668591319 +90 1.2 286.33 155.70302108473282 6.460563463983688 +91 3.95 308.37 153.32927613177338 9.751226212033547 +92 -0.91 455.47 342.5740063614469 -1.7431812368972963 +93 3.86 314.46 93.63698544744996 10.153786455475798 +94 5.22 344.84 325.65072959169544 2.233144713462225 +95 -1.55 334.33 204.01819575580535 -2.4075361553804155 +96 0.75 306.27 249.1709424994312 9.382694522762066 +97 2.04 399.44 41.69611358222508 9.331030316597849 +98 2.68 236.27 196.53169102981133 2.5335615729291856 +99 2.75 144.21 403.53365322422695 5.007351485806113 +100 1.0 260.25 458.1158602189841 5.013552761302899 +101 6.61 463.79 205.72748193457585 2.0255786461292558 +102 0.71 151.16 117.59784163998138 6.60589783282059 +103 -0.1 194.19 171.76600102753682 -0.2189029106069071 +104 3.67 670.84 60.294084524033394 9.235334113484772 +105 3.08 613.79 104.4527120800836 5.7428111343512604 +106 2.43 505.63 167.7897453930117 1.4034400852421616 +107 2.65 254.24 461.10464442132735 2.277156676165003 +108 4.43 381.37 340.11513256907284 4.151553439663798 +109 2.78 369.42 16.81257885877463 0.2301465875802684 +110 3.27 357.43 67.77043738474553 10.288528028558623 +111 2.87 314.36 288.0877973823789 6.304970800430393 +112 4.05 246.31 291.5380859404004 8.838762054799474 +113 3.72 407.57 494.69196981663896 4.386862456103182 +114 0.89 337.35 307.69154360571827 0.3591794074796013 +115 -4.13 383.46 339.69521312832427 2.0704251916901315 +116 1.44 295.4 338.3005497102139 3.830534169199102 +117 0.06 267.24 270.58505672003 12.193388439025306 +118 1.03 323.13 170.3994554522872 0.4530100570993269 +119 1.26 360.44 225.9333804035387 -0.0333733549574262 +120 2.35 230.09 418.9034762478684 14.963760005596006 +121 3.84 272.38 124.07739180639842 11.739544418838992 +122 -0.34 171.15 234.86567312218963 5.7641125962053925 +123 4.37 296.15 321.9373171727678 6.170037570052699 +124 3.55 368.38 315.76337478895374 7.24195873795202 +125 -0.59 229.26 103.74961843401164 0.1145966634342237 +126 1.44 180.16 54.300311617699215 9.002169856006404 +127 4.88 220.35 272.53367986504657 1.8899361674662665 +128 -1.62 299.35 10.350014886085834 5.10379952568308 +129 3.85 414.5 428.3089080008369 -4.066066278343788 +130 1.87 286.24 290.61933821602395 7.430610534531016 +131 2.17 286.24 31.1394592295236 -1.8937614740986684 +132 -2.18 279.19 134.27927509645303 3.0148800871410266 +133 3.49 250.29 335.8981873170841 1.0374387598900654 +134 2.85 230.26 234.7938795756868 8.73736909906841 +135 0.11 454.44 199.8879200024757 5.973055710535334 +136 -1.04 435.43 336.114361522438 -0.4359574161685122 +137 4.89 810.97 285.1538553890944 6.560179881983299 +138 -0.27 554.58 18.043053689035027 0.2743791152298334 +139 3.82 466.53 419.1073055251984 12.388295615219803 +140 4.98 720.94 325.0480891907551 11.220727735218087 +141 1.39 318.24 410.42048772871647 11.359310957630274 +142 3.09 228.24 212.36998106974937 2.9255387367843126 +143 6.45 456.7 463.6954741004652 2.170608611547229 +144 6.49 456.7 151.2557524277412 5.464067973014103 +145 2.73 324.42 336.2045376363129 0.2386541457304956 +146 4.15 339.49 359.37191280580544 14.762926540660368 +147 4.3 378.31 17.15840468821955 6.650054775784125 +148 -2.3 349.4 246.84878064126855 4.8884907756174645 +149 3.61 206.28 474.331821194315 9.549088819650146 +150 -7.43 483.51 463.3926536100075 1.8646194561130651 +151 -8.43 585.6 82.87058251705898 2.880277567695212 +152 0.63 527.52 18.98178752150553 4.6557352809459465 +153 0.55 230.67 410.9980633026759 -2.1115898127909816 +154 -1.16 255.23 426.85267976845057 15.353119329707042 +155 3.37 304.39 394.69767135306927 14.95644304891936 +156 -0.65 225.2 302.75910186326354 6.647320024317111 +157 -1.1 130.08 182.06415178763825 9.976637085481984 +158 -2.98 480.56 498.22144496423664 0.9969540745933276 +159 4.44 426.51 427.3011959832114 7.999683066433603 +160 0.36 211.22 371.3910661143962 5.831739915806286 +161 -0.31 180.16 76.29815689861924 7.611321199599338 +162 4.68 422.91 257.948489719995 9.522384106185209 +163 2.25 474.58 391.9982961667294 1.132656352261241 +164 1.77 346.33 249.7764634605182 7.661724077372319 +165 -1.71 176.12 53.09042700129996 5.884590730145153 +166 5.53 454.6 279.76978191493447 7.62761175694755 +167 -0.9 444.43 89.70770360470232 2.9091187599226247 +168 -0.67 233.24 256.43856003155605 9.793371921194414 +169 -1.19 300.29 23.459726290454785 5.0353008657338885 +170 1.63 135.21 346.95150783147693 5.766775651783715 +171 2.66 365.83 283.0106345399243 -2.3829891367022293 +172 1.58 303.29 217.34777518748743 11.757143051523157 +173 5.68 441.54 430.6947269479157 10.930494225715098 +174 2.93 430.37 85.14873330913275 6.161142074487165 +175 5.14 268.35 211.8520966781927 7.549821966849456 +176 3.84 272.38 225.9160877979324 5.923110341021861 +177 6.3 914.17 411.9201379666907 8.133431453580759 +178 0.16 201.2 7.64942252445927 10.45907139169103 +179 5.05 314.85 234.75477195903056 6.250734394519318 +180 2.19 216.19 366.4036652628057 1.9803143987649532 +181 -0.04 543.52 224.02112477071867 1.1544256993586457 +182 -0.56 319.28 95.317528994793 0.7089443166816567 +183 -0.36 186.23 248.5828536460693 -0.4166172307505214 +184 2.19 231.08 62.90506767271342 4.486771285076748 +185 3.46 398.39 245.766888440155 7.5562774698460675 +186 4.98 407.5 223.03399406189368 3.251002374301539 +187 2.58 307.43 230.94106551865505 7.151367621544361 +188 1.22 138.12 481.414408564367 7.1884392113191335 +189 2.97 302.24 351.2118965793243 6.115739638056968 +190 0.11 454.44 75.74941719992606 4.494282153143656 +191 1.65 156.05 199.6622534813852 10.312568840946623 +192 -0.27 416.35 237.02167888432228 2.3035327446886966 +193 2.36 328.41 143.06166099763635 6.325709200360267 +194 -1.83 389.38 382.3709186034942 -0.378431098977722 +195 0.3 466.61 430.50539313647687 0.255690255071582 +196 -0.06 169.18 309.906540514089 3.652439057012101 +197 2.75 144.21 278.4320675535189 3.832589712209142 +198 1.1 211.26 183.8341642271768 12.382618011300645 +199 -0.28 297.74 233.30848851077195 6.349750611802124 +200 3.98 357.35 301.2531474152753 6.006446689685963 +201 0.57 255.32 150.67758628271238 13.16762958796768 +202 0.6 264.3 364.2501586645296 4.7165563299437245 +203 0.31 250.28 247.2915378140817 7.973822755547848 +204 3.26 254.35 344.4209389089018 7.138556417745461 +205 3.19 242.34 89.45529325974422 -1.7138940021237046 +206 3.02 581.66 279.0457962939092 5.348120427011052 +207 0.71 253.28 492.1913239883732 11.759581186396913 +208 0.74 184.19 474.1898686049545 6.218834802475577 +209 4.24 263.38 307.7784980288894 5.920075818850192 +210 0.88 278.33 145.32887139132222 -1.632459595617599 +211 1.97 238.28 99.60011382776518 10.141526280095658 +212 1.91 226.27 178.4391059946383 10.105141457521968 +213 1.45 212.25 326.6907137878441 0.2855976758289733 +214 0.95 198.22 105.54967281654136 1.1353943194135594 +215 2.3 299.75 127.85338707303046 8.416686777802953 +216 2.86 315.71 343.26937255019715 5.783721627113747 +217 0.92 267.3 24.055767248122308 9.102017641424109 +218 1.52 224.26 451.0069476812265 3.3965982511906976 +219 -0.22 214.24 34.83661365464602 0.3571258912651096 +220 3.96 303.14 481.890446330988 0.7952216038880611 +221 4.17 250.33 75.6609682695079 0.3529011136278424 +222 -1.78 211.21 196.96419055664185 7.1353000566205615 +223 2.14 276.37 298.278265968719 11.196954792546432 +224 0.52 179.17 499.0841641639436 9.01510476477571 +225 1.18 213.62 78.77072771229831 6.137784390701111 +226 -0.23 194.19 88.6416905868816 0.3237395573128578 +227 6.24 354.48 413.5209987157284 15.062537953369556 +228 6.11 314.46 381.4488595973855 7.132896859380769 +229 -0.4 424.39 266.4157956643342 9.090642090435 +230 -1.03 76.05 418.28706179073714 5.7643307436574 +231 0.1 258.23 104.0967471394082 2.389911325799387 +232 2.83 255.27 4.569505662900985 6.197850513606165 +233 2.59 271.27 22.900670010070456 2.1958596735658302 +234 0.49 272.36 399.22181668887663 8.80300195381317 +235 4.14 494.0 392.2862613278989 15.532991463352396 +236 1.68 441.56 48.03741250327648 3.838593276831909 +237 -0.64 296.39 120.68666366446018 -1.4920015949449947 +238 -0.34 182.18 486.88188177414975 8.305438566641563 +239 -1.88 267.24 393.1207556481408 5.885918733254219 +240 2.08 196.68 66.48515613859657 -3.915272385023252 +241 5.56 370.57 61.61614941303672 -1.085763595776097 +242 3.44 369.36 109.54334780613787 3.247437716517809 +243 3.69 586.68 111.9986133296631 9.201610325845884 +244 -0.77 287.21 250.37314995469467 -0.6739654777401043 +245 -1.15 273.19 283.98212398940103 11.01032032157267 +246 1.64 299.36 104.97439318338874 3.2663426096529555 +247 6.08 387.51 481.2449087318757 11.360475364382832 +248 6.08 387.51 20.036028446951796 7.449754458879253 +249 1.29 232.28 237.88312119082244 5.929238811390681 +250 6.08 387.51 234.94508595921715 -4.197597984038929 +251 3.23 329.37 471.121465894325 10.657572519561969 +252 1.91 292.21 234.3797436594676 2.1439862303397743 +253 4.16 276.42 429.6109131825265 4.484714322311918 +254 4.36 654.59 159.48276447660243 2.307137146641928 +255 4.14 360.49 480.78055533783777 10.065047941361346 +256 3.64 354.48 398.43576374920855 4.82973006258687 +257 7.31 406.9 217.93813471062575 7.064464610933315 +258 3.02 305.5 407.96690595286543 0.078419562241021 +259 2.06 276.74 208.97804771798477 -9.661154207317429 +260 1.13 316.42 12.184802367792846 3.5825623013105656 +261 1.93 248.32 129.94695374324235 7.359975822392754 +262 1.63 135.21 206.0874896927244 8.8823231236025 +263 4.57 379.49 110.5844398493152 1.3041351614867187 +264 4.22 404.54 285.16159920898053 8.152556532539936 +265 -0.32 78.13 358.7307104784608 -3.484952063059096 +266 3.7 274.79 14.958269400231094 4.019232223706787 +267 2.0 259.35 151.416703455633 6.740836400300793 +268 -0.51 125.17 417.9878771868116 10.66832430579343 +269 4.82 296.15 165.45095130961178 -2.005667780128305 +270 3.09 285.38 393.1044750525385 6.140782361421206 +271 1.04 314.4 100.90635739769866 7.297143264835469 +272 1.2 214.05 414.482300984433 8.523749554662313 +273 2.39 233.7 21.05990687003184 1.2262033018550549 +274 3.9 304.21 436.7113948790442 -1.4006142081493778 +275 4.36 287.4 53.7045904229021 9.699840889465587 +276 3.42 339.47 197.7710059135572 6.804672716029835 +277 2.99 276.16 137.54239980262605 8.522839548447967 +278 2.72 226.23 154.25966149243442 -1.5689467447596916 +279 3.61 206.28 60.35676177157462 1.4215041546064535 +280 0.94 107.15 183.7689104870393 10.67652567759594 +281 2.97 270.71 449.4287777587092 2.308137488006892 +282 0.77 211.26 36.81503648858603 16.1489337021736 +283 0.02 221.02 11.66016622461269 7.165145511267107 +284 3.98 178.27 157.9739687171509 9.402888372974346 +285 0.5 331.35 208.8306987313952 10.982912733866444 +286 -0.64 383.4 6.46812193349422 3.0791507033416043 +287 2.08 748.98 163.25618228732435 -3.334134313246677 +288 1.19 325.43 215.9582929015432 9.2706813375735 +289 4.11 314.49 349.7163953040036 -1.1841117051422447 +290 1.79 733.93 358.9014213008012 7.897198245492798 +291 3.99 384.58 321.374390761262 3.656693141637804 +292 3.77 309.43 25.3684841732017 -1.4816593193683172 +293 3.0 398.47 41.87052704364058 3.7502536233245687 +294 1.24 360.44 291.7633137511284 4.025893963463821 +295 1.35 110.11 442.6257986597615 10.217693040859713 +296 1.08 93.13 362.1272848032803 7.317133626207725 +297 -0.21 60.05 470.6180032556948 6.86550187513559 +298 -0.28 68.08 60.657443941876274 -1.321856385629988 +299 1.46 122.12 230.53874257451028 3.0336886028691614 +300 0.71 137.14 236.543848259694 9.715484854736792 +301 -0.08 82.1 374.3613799871378 8.074437514085991 +302 1.57 124.14 118.40806493852864 5.8191652835894505 +303 -0.01 46.07 191.13610279184283 -5.129438533275836 +304 2.23 265.35 146.9743623393983 7.255645742464591 +305 5.55 300.44 20.28837112339321 0.9818716875066292 +306 3.2 352.47 65.82406354380832 -4.6791460129995 +307 3.72 324.39 384.0653861887811 5.257889950732604 +308 0.97 208.26 285.3823043192149 -0.9633583196707408 +309 4.31 393.44 448.3723308965155 8.488824107417143 +310 6.04 581.06 364.0035194961509 -0.8822261505784059 +311 0.87 525.08 238.72786663292595 10.48290055687572 +312 -0.89 560.68 374.09044261875727 6.547479936966023 +313 1.45 650.97 332.1541944043568 20.334642337025063 +314 2.33 179.26 355.0678571503833 5.374437416624712 +315 2.03 776.87 173.08526285202598 4.536331442426498 +316 4.37 285.42 261.2699257916833 16.28974770654252 +317 -0.83 351.35 146.88019474501706 10.749324222564962 +318 2.5 352.77 415.9492311193283 -3.5880031449219434 +319 3.68 244.26 181.7608244918576 11.00437776564752 +320 4.08 284.42 212.448571227286 16.304061164396487 +321 3.33 242.7 54.068710336278414 4.284149300049559 +322 -1.01 112.09 284.2204829256048 10.786628669187373 +323 4.16 403.97 459.4269793287434 5.607341036582991 +324 2.84 286.71 335.8449172297409 8.116283221602995 +325 1.78 236.31 466.74361458036856 8.340605248255146 +326 5.02 352.42 230.16266418733173 -1.1102297104751742 +327 3.36 254.28 25.595996419998716 2.779321494504213 +328 0.11 238.16 187.2549649880343 6.54236322399389 +329 0.31 123.11 293.28398493024895 10.62999248013087 +330 1.02 171.22 185.10420393083288 3.7367852508331545 +331 1.06 380.42 428.8539045090157 5.941705262050224 +332 -0.36 118.09 264.99584730298625 -0.1848155404310443 +333 -1.12 348.39 266.408556280678 7.598257549855622 +334 -0.54 376.45 170.13529841617807 -2.809073201424484 +335 -0.28 438.56 454.2350589392648 7.182390318713972 +336 3.51 321.16 339.60607257056967 17.19123640596966 +337 3.8 435.49 169.42569685359533 9.071441954947268 +338 0.37 60.1 175.41464645053534 4.440821768259967 +339 -0.41 359.39 59.780958599846166 10.029696168101824 +340 5.29 567.78 154.15071702709344 8.081368126994386 +341 1.02 253.26 446.0965205047104 9.485045252894336 +342 0.28 195.17 117.41984854015142 10.378841273393556 +343 2.72 276.37 451.9970887385829 2.9809194140420208 +344 3.05 305.76 39.48955043097596 2.83231635780538 +345 2.96 260.37 364.41111430199686 11.86011563108275 +346 2.2 172.18 216.27033641845017 11.931598568342638 +347 2.26 144.6 353.9215631160848 9.876211884303093 +348 3.45 257.37 162.5405652131286 2.642742697670659 +349 2.29 456.56 468.9751634938488 12.484130167555923 +350 2.49 302.41 309.154189506069 0.3123247178254926 +351 3.91 356.44 346.8027468517063 9.988234302276174 +352 3.84 336.47 99.42360161562796 -3.7583507327594816 +353 2.97 281.35 76.90875688418497 10.162455162048946 +354 -1.31 285.23 103.60238047416892 1.7562968785161286 +355 0.26 351.4 124.6370901372556 5.133210945184121 +356 -0.58 163.19 463.98379885801535 -3.2876080859228765 +357 -3.7 131.13 326.72945741127427 -2.3156653281364807 +358 -0.22 77.15 373.7117378283418 5.9090827564776 +359 6.3 575.68 237.41457100771035 8.207871883462992 +360 1.13 235.33 388.735144487102 6.069505395046025 +361 3.94 382.53 304.978998442794 3.8935511511996457 +362 2.45 247.33 103.61110499830734 12.702359737812374 +363 9.78 516.84 457.1709536977124 4.267981031606155 +364 -2.27 146.23 312.50598642755097 -4.272253694929688 +365 1.26 121.18 324.43973945017785 4.939866894479595 +366 1.38 387.43 345.8119476546748 15.12357812926066 +367 1.63 135.21 436.148916305272 3.6974397218919854 +368 -0.41 124.1 104.9834284569698 0.4854214780424764 +369 -1.04 123.11 167.5874871568429 10.78081364043834 +370 0.92 350.39 353.09787690738983 6.432316248760382 +371 0.89 271.74 350.6325997657076 5.993346002572341 +372 0.41 396.44 9.264365539353614 8.16476594479018 +373 2.12 156.57 402.7078065829012 7.584818367667419 +374 -0.51 166.14 131.2855647922207 3.909806665238436 +375 1.8 352.45 86.76351074746813 5.726527390173967 +376 2.42 371.86 55.5920434588344 9.704367675103995 +377 3.72 287.35 468.0129671124794 14.357481421993128 +378 4.42 470.01 189.6340777535656 2.22936117379475 +379 2.55 271.36 265.2585825211081 9.568441070758864 +380 2.15 201.25 435.2350334620793 5.609237884153628 +381 4.86 287.4 173.92684996397074 19.821719675393307 +382 3.96 293.4 22.732068415231733 7.039516076222366 +383 0.51 278.31 312.5516755273479 9.958229118848056 +384 4.77 277.4 102.92693464044328 -6.998704430404034 +385 4.33 273.37 254.0632036457076 1.065047096915539 +386 3.67 341.44 379.6756004120832 4.810051305896641 +387 1.71 392.46 368.5818532859759 13.41742409653791 +388 7.24 645.31 361.7891907942879 5.629972648471982 +389 2.25 416.52 408.5598968565318 2.3045842767484066 +390 1.22 358.43 401.13832628264646 10.32464732803673 +391 2.6 250.34 225.67174516648055 0.6939762368335565 +392 3.02 277.4 483.125167268816 10.293921398405068 +393 2.07 349.31 161.81824291256808 -4.908577887139582 +394 4.09 381.9 253.61025620375665 -7.736485059103558 +395 1.13 235.33 490.3947541230101 -2.7006705541854004 +396 3.58 255.35 84.6077246877 11.487258324739887 +397 1.62 336.43 318.66581948858607 13.601528002552527 +398 4.39 284.42 379.4357597722615 5.10727395633652 +399 4.84 294.43 227.15323402012143 3.617039698060853 +400 2.03 325.44 124.16817513539684 4.130672220902715 +401 4.18 343.21 156.5737340043501 1.656350977832604 +402 1.61 245.11 472.7741341900566 5.892362968535697 +403 3.47 266.38 435.6792892495829 6.413630392000985 +404 1.15 309.4 493.556025123756 2.5191476127498635 +405 1.51 374.47 429.1846026387593 5.814265731135273 +406 4.46 309.45 154.54895088137434 1.2549151094693678 +407 3.57 414.34 79.86770449528868 6.589637331794345 +408 0.64 331.46 26.545409257644536 0.1757094225713302 +409 3.09 265.35 158.2456097983445 13.53450792115267 +410 4.13 325.77 33.12026850911509 7.382392194002639 +411 1.06 315.36 326.46705371984086 3.142202597643644 +412 3.38 255.35 163.51141402750218 10.960094955464305 +413 3.23 386.55 55.58964314110859 9.365816335065496 +414 1.44 287.35 222.6104600396288 4.22095977608674 +415 1.5 151.25 64.26389519063252 7.696858033550012 +416 3.51 308.76 168.47580209038014 1.936339304944767 +417 0.98 95.1 325.6814975785353 7.257131199927758 +418 3.02 214.22 409.2461159760165 4.553212861414355 +419 0.3 176.22 3.822266880877112 0.3964963071814473 +420 0.78 85.15 345.2518774134325 14.531894320044298 +421 -0.38 126.01 362.2816379572207 1.4806303032131125 +422 -1.2 146.21 83.32325053407158 7.49120054130327 +423 4.04 263.38 203.99099782751816 7.160220238699458 +424 4.33 275.39 122.4314482357069 14.171689087753792 +425 -1.66 173.15 482.55352686574673 3.340810565818976 +426 -0.76 189.22 153.44879016136858 13.531809905781987 +427 5.11 360.83 413.7011564320087 4.754892425308136 +428 3.1 159.23 461.4629297867567 7.40766291559566 +429 -2.01 284.35 77.61182376476661 2.1028587556720617 +430 -1.2 249.1 159.52054853080065 -2.191347773991538 +431 -2.07 235.07 282.6751380688624 8.637463383149296 +432 0.32 183.2 194.228990162681 -4.463984227090922 +433 0.37 183.2 105.62082054820232 9.694315800636032 +434 -2.33 367.81 343.5323990284712 7.86847901392266 +435 2.38 244.29 167.96153838114208 -7.831101059542396 +436 4.76 355.86 405.6887474065016 8.447672120777101 +437 2.76 214.65 229.72412037748867 3.146159425534124 +438 0.44 199.29 256.9642918354032 7.266173351297879 +439 3.06 295.29 231.61939222615285 4.742263156813131 +440 3.98 241.29 16.051774070074355 5.219676188013212 +441 -0.35 214.24 2.294114923215129 -2.367281177964804 +442 3.84 336.47 46.27902851525323 15.448857284493949 +443 -2.94 182.17 469.0322746101058 9.823113244904022 +444 2.16 424.53 312.11511235687493 1.9544535817234192 +445 4.89 296.4 188.71281371061528 3.644681767002973 +446 -1.41 92.09 323.90484995503965 5.418459935426428 +447 1.64 401.44 380.0685309809161 1.7967612726709148 +448 0.49 143.14 171.39804288864875 2.037873886934676 +449 0.54 141.17 277.07300725941496 5.19429618237328 +450 1.33 203.24 388.2035632469524 0.9692919264510652 +451 2.96 264.36 164.96430179451232 0.7971231444259166 +452 -0.64 224.22 202.81411460775445 3.133216629054803 +453 0.96 249.29 476.72662626896016 1.3803947463777133 +454 -1.06 213.66 195.66067231596645 13.28681427566608 +455 -0.08 517.55 3.3176443253784 6.161659286727518 +456 -2.34 290.4 67.67832886043507 6.708130683514817 +457 0.47 153.14 365.0791192568762 7.038490416608188 +458 5.55 300.44 4.5563584266269945 4.261895020738635 +459 6.45 242.44 193.8780918056242 1.1810275294535817 +460 2.49 451.48 208.8218392226609 5.104935195379932 +461 4.26 412.94 388.5569658627712 10.695918830806669 +462 1.42 389.45 28.798243256959623 6.9242207002328815 +463 3.17 372.54 119.25842176032552 -0.9110105399648843 +464 2.82 222.24 473.25618717701167 3.1694737665956323 +465 2.8 252.26 3.7762374158825662 5.839482895347471 +466 -1.4 277.28 40.2387484572459 1.0843560383297897 +467 0.94 239.31 153.09254614966687 9.809484077375082 +468 2.69 312.43 439.6594245977947 4.269679077971321 +469 2.66 383.51 252.8307286582891 7.338480718128718 +470 3.76 386.52 302.72098418448934 2.595907062019719 +471 -1.78 211.21 363.91802335248656 0.552141774473883 +472 2.74 500.62 53.17355045627081 5.187323402851436 +473 1.23 108.14 53.67191456734266 1.2648680535364627 +474 0.52 56.06 153.12880538409408 -2.3518078711235244 +475 1.09 54.05 321.7337605847798 -0.7232311227685422 +476 4.01 406.47 423.4222287827459 14.310782528532147 +477 0.16 164.21 231.69969130807567 -3.8745908513217007 +478 0.79 309.34 449.08802157011735 1.9750969455414271 +479 4.44 437.52 32.683594795896774 0.3467082650966944 +480 -0.04 167.19 115.5620977226285 3.5987656608194367 +481 4.7 373.94 434.902532848734 4.93051654529165 +482 4.93 628.8 472.13210188550494 9.830468716994446 +483 5.82 227.09 103.6335202956053 20.33060384852918 +484 0.0 277.09 244.2125414220447 11.613686215363384 +485 0.71 335.33 86.92500783494633 9.262439306102674 +486 0.0 277.09 86.11450078809918 4.241443658129422 +487 -0.82 75.07 497.392381338468 6.45464667669847 +488 0.75 333.31 188.86719531139735 3.8235344503361297 +489 -1.79 293.29 131.74764305337246 3.154182216437816 +490 0.96 250.23 310.6109159584254 15.229478144943482 +491 3.19 242.34 210.9019918727789 -0.0504003620231943 +492 1.09 361.37 180.90284611355568 2.9840932592085103 +493 1.01 347.34 232.25921682462447 8.10999978164821 +494 2.43 256.09 181.1842617109567 16.02941795673084 +495 2.88 237.73 335.0348113054096 8.887329229110957 +496 3.57 411.36 485.8761826724965 7.3884046821412035 +497 3.83 234.2 45.7788398105064 6.2593769429806105 +498 3.34 397.37 489.59320636767126 8.354105917093985 +499 2.59 371.34 303.81394429094723 1.4992722037622324 +500 0.98 251.72 392.726424481381 6.9999632027614 +501 1.55 137.16 307.4639330326542 6.303355947258282 +502 -7.11 675.69 414.1157490613488 1.859307939603969 +503 1.38 212.23 173.79511721538614 10.448876660968688 +504 2.9 334.16 41.133872792120606 10.638419429676468 +505 -1.95 347.22 135.96400413325154 2.232900156366908 +506 4.58 303.83 169.4920576967287 -1.4290216120085637 +507 -0.38 126.01 251.86536669976 12.814867560335427 +508 3.94 270.37 396.53243610840406 10.226349758425052 +509 3.27 274.4 345.35488696116016 8.585302622414858 +510 1.97 256.09 250.62068541705275 4.285040673945628 +511 2.06 210.27 397.02007260157626 7.96424162019937 +512 3.28 260.37 182.05468305740624 5.0480242317286965 +513 0.32 183.2 101.72353714630988 6.26180211146694 +514 1.19 198.31 371.28372073085774 13.495513308843806 +515 -1.46 358.45 251.35912826179415 2.2513107300344064 +516 -0.95 281.35 355.3537065035367 3.8136808953821246 +517 1.98 295.37 352.61424466302844 -5.5572227907088525 +518 -1.44 253.29 456.6188416981603 -4.066108225726268 +519 1.15 160.22 40.90745631811621 16.315169665323523 +520 -1.79 102.09 470.6899816414721 12.978164858131525 +521 4.24 608.68 493.44465473106834 2.508429101582027 +522 -3.65 75.07 398.62728762083617 2.2348486418125706 +523 0.17 183.2 69.98405873339159 3.8308336366737783 +524 0.6 197.23 158.29171339489807 10.915645145234755 +525 1.1 211.26 351.35435710910525 5.229927886853981 +526 -1.24 199.16 236.40140054150964 3.339279203935188 +527 3.13 200.28 319.9918125334431 6.647327833429502 +528 2.18 389.4 116.38149664800508 4.071295314499356 +529 -11.1 393.35 169.8236024520462 0.8935806143623335 +530 2.96 284.74 152.95568789863057 9.308392279591168 +531 2.34 270.35 383.702174682357 6.61658562509923 +532 3.98 317.42 470.6060578708989 1.4951955021461938 +533 -0.19 126.11 135.98164122242068 11.12600781836611 +534 2.66 287.35 318.5482132055596 2.559610205485873 +535 6.32 371.51 415.18633237879015 -3.088704830129533 +536 8.28 586.18 246.65693939423076 6.833743442278664 +537 -1.4 354.1 26.78332111301596 2.711723989108356 +538 1.45 650.97 340.31812647930883 0.3747503087304418 +539 4.37 505.45 43.35685728359279 2.28585687996663 +540 -0.21 182.14 372.17377896663896 10.302177455551409 +541 0.64 168.11 362.8663781441041 -4.909433213632429 +542 -1.56 182.14 89.26561446120596 5.211117783199737 +543 -1.35 196.16 411.80537241017 7.461932060071625 +544 -1.35 196.16 170.79913854183255 5.243753988822515 +545 2.18 233.31 82.82565136973896 2.043927531337248 +546 0.91 189.21 190.11137702516723 10.016650699536614 +547 3.23 369.46 26.49485528510881 3.7468456431125543 +548 4.01 343.76 490.2765342776533 4.21376262445071 +549 0.39 209.25 19.6281195397342 5.70634707959773 +550 -2.4 243.22 350.75094807840577 15.314008280555491 +551 1.2 191.64 468.13657543073447 -5.591639275350236 +552 2.92 276.21 107.75372354796308 7.245611271871184 +553 1.91 179.3 495.3983120876728 9.479141092323626 +554 4.98 381.68 146.77622675093815 6.889456871156846 +555 5.0 306.23 395.00925917937855 10.86447130408744 +556 0.05 194.15 239.66171327550865 -4.240921069838905 +557 3.78 319.24 239.25990093650657 -3.022133205374903 +558 1.4 181.21 125.9209027095819 7.981076174290064 +559 4.83 424.51 273.2671037589126 5.860199630803871 +560 2.55 318.33 186.1191730680992 -4.302871498901164 +561 2.98 354.48 387.6782503385373 2.8709872347599346 +562 -1.48 60.1 422.00668072681606 -0.9128474911355352 +563 2.09 311.4 404.5611037245012 5.446351694444745 +564 1.38 275.09 460.5019180164097 13.039423071110855 +565 1.64 401.44 235.2767790850366 7.265620474619945 +566 -0.29 246.3 166.83744200522145 7.065945840089251 +567 -0.99 59.07 130.51006523874952 13.666916732739177 +568 5.34 291.43 447.83722245702194 -6.617329188032041 +569 3.63 334.86 271.7812356563793 2.620688838626532 +570 3.77 290.81 228.77540081091925 0.0712830113666811 +571 4.2 304.84 398.8859893495305 1.172013167005577 +572 -1.48 320.32 362.7958371025218 0.2337359115113528 +573 2.18 233.31 98.60733402560318 1.6794482783963445 +574 3.67 199.27 385.2699180688055 4.156012896922643 +575 4.52 298.45 240.7422958892517 11.781717781837738 +576 -3.22 182.17 493.68072129172015 5.093017858104437 +577 3.43 327.81 102.45499586429268 9.8065449501574 +578 3.43 404.48 53.80148060333245 -6.761786773644134 +579 3.89 263.79 445.29609390477697 8.378880122845187 +580 -2.07 235.07 341.0991972554891 2.3263917695774463 +581 2.72 408.51 440.3484310249796 8.92901484796643 +582 2.45 392.4 328.17920365230015 6.256641947538033 +583 0.62 424.49 383.0358762119096 7.432922067703118 +584 1.28 292.37 376.26766392372696 6.367976877371905 +585 1.29 211.65 217.3061103651794 17.913605384133582 +586 4.64 477.04 115.02637603820514 -2.578156665726886 +587 -0.18 295.72 392.71113104746746 0.434247206278938 +588 3.27 357.43 9.965050613146452 9.378848481680851 +589 1.24 292.13 448.3015184941176 1.6913628480597582 +590 2.89 312.8 424.2595126200613 6.003861958585622 +591 5.18 416.64 428.2435879500627 9.116983301062998 +592 1.82 279.33 97.36522116366298 -0.6455082241718548 +593 -0.52 259.26 114.480583391536 -3.896382339978711 +594 5.14 289.54 409.15422224605686 9.545707279819856 +595 -1.06 392.4 377.23449502694734 10.085395264788891 +596 1.95 150.17 496.945148413785 9.63778364042342 +597 -0.11 305.2 291.1587166162967 10.169585329843311 +598 -0.99 211.22 153.48078311872533 1.0309024346951068 +599 4.08 278.39 198.651708375496 0.7557355644433645 +600 0.93 218.25 43.56588735864564 2.960822438764022 +601 0.67 244.31 229.4971791320598 1.4078315382245683 +602 -7.69 292.24 330.075183555838 1.494363952695028 +603 -0.45 152.11 402.2299496238053 5.680192082790713 +604 3.91 279.38 125.12102308963236 10.780905308357816 +605 1.6 218.25 338.9902936970002 4.484265699157023 +606 2.03 246.09 297.4078529331793 8.283160909404701 +607 -3.08 121.16 197.78975955722143 -2.69776078193546 +608 3.22 290.79 475.56247516522296 5.720208722423507 +609 2.6 314.36 352.0694182903707 9.627558643376194 +610 3.16 320.34 197.0114708411496 5.972005032501247 +611 3.86 570.93 11.060438757852175 -1.200329973270299 +612 0.91 198.14 142.0488904971819 6.440134166073214 +613 -1.2 249.1 148.7074008972758 7.148153469388122 +614 -0.7 206.03 492.48732117712905 5.8293585946021125 +615 2.41 345.39 178.82509462297674 -1.2837636831256738 +616 3.48 303.35 234.39928815082624 6.983170900780193 +617 2.55 303.35 295.3106635055776 6.763129541191654 +618 3.48 303.35 105.46051904576476 7.5877363665023 +619 4.82 296.15 471.2921654322526 9.084668281795093 +620 -1.75 157.21 443.744458965652 11.101380730985175 +621 2.46 365.83 475.7703151222658 5.585784800201754 +622 -1.05 237.26 457.5192607903483 8.187014840876971 +623 -0.29 321.33 372.67206341508927 10.36781798337488 +624 -0.67 279.3 491.9238335956278 -1.3914212241964394 +625 1.01 266.1 53.680247984370766 -2.8166569002918447 +626 -0.68 247.25 471.8133829497818 3.715772352108065 +627 -1.85 326.17 325.56826995799725 2.400138740767241 +628 3.12 171.24 280.6316220535495 7.432496629247284 +629 -1.39 263.2 474.9842480280904 4.216922227272509 +630 0.02 221.02 395.5191839369224 4.77245760044338 +631 2.3 435.88 68.07086825567555 2.0426291125437297 +632 4.02 329.42 458.703016016372 7.633865274301828 +633 2.96 470.33 201.6621453239974 7.666458026005186 +634 3.12 239.74 141.89034409074276 -1.7201854525814149 +635 2.12 357.44 481.6019613158305 4.049294029182852 +636 3.47 374.9 448.3350213653826 -2.43824208550535 +637 2.32 285.36 487.4018883139397 -1.2572634536154623 +638 3.15 250.2 155.9336552491059 0.2581943718979431 +639 4.55 353.36 334.4107387311872 12.677053428123928 +640 3.87 269.38 3.512829732846501 0.6055318958957869 +641 -2.44 353.44 416.7929062846945 -2.3414710432948027 +642 -1.33 337.45 114.87234659488708 3.2754150941032547 +643 -1.53 75.07 91.37211887464105 5.182399909843204 +644 2.18 233.31 251.23648743245863 -2.323316519834039 +645 2.07 269.34 183.23038207349344 10.18052356933286 +646 -3.42 289.31 191.0832330838566 13.242644632749847 +647 5.13 436.89 390.9424373438856 1.8871954298689089 +648 5.12 315.86 32.794238237322915 8.300968935985917 +649 4.5 334.86 143.08276414783955 16.00475860386646 +650 1.71 460.55 44.73939522586473 3.276065963735043 +651 3.37 307.39 328.65673775320926 1.472351399985588 +652 1.23 289.26 311.4020679418135 1.7780179717483295 +653 1.11 142.03 368.6315600904864 2.7599631839834373 +654 2.61 501.66 246.7776446739357 1.914368416230413 +655 2.59 371.34 127.61192413103272 -2.8388367685189584 +656 0.75 440.6 390.2447720321677 18.717886018651534 +657 -1.78 246.19 337.1535297774179 6.733759813753057 +658 0.65 178.19 371.5044782205928 5.358611047924869 +659 1.68 362.27 180.6355105662072 8.269457699997334 +660 -1.58 104.17 306.1743261882972 -3.714533909536769 +661 1.67 501.47 9.349077565730337 8.137197388879244 +662 -0.26 283.11 325.13405666554854 9.541541732417445 +663 -1.21 272.09 98.18778583779252 8.26979265381628 +664 -1.85 181.19 241.21796942194663 4.272648328100938 +665 3.7 301.38 256.57978860477334 -3.5864687337530583 +666 -0.17 395.41 3.993259863682985 14.577086061746304 +667 1.79 314.25 133.04063430864034 2.245034080566401 +668 2.29 456.56 264.0109465092024 -4.576706475244908 +669 -4.09 146.14 178.82481058010535 2.480124313944434 +670 2.51 197.38 124.0475465238664 -7.976556171875435 +671 2.48 504.63 233.90349786472748 10.661378585191883 +672 1.45 228.29 240.7500659026797 2.6424844465560358 +673 1.85 226.27 371.2873790660602 3.0307465188885603 +674 2.66 340.42 155.85083874107664 6.201919946961134 +675 4.39 309.45 244.80799567799409 6.725889484438414 +676 0.44 199.29 9.852194749626564 1.3053042210675043 +677 -4.54 912.05 173.39280547183344 7.167345617696216 +678 4.2 446.9 266.7282811894113 0.2352589756814289 +679 -1.49 171.24 217.0225567726516 5.977672896887759 +680 4.22 493.6 380.6222666357585 2.809419665748148 +681 3.69 361.39 70.79475698072018 4.671668477985378 +682 2.2 298.38 277.68671492832067 -6.198304350386417 +683 2.44 270.76 372.2406799397789 11.010662490615086 +684 -0.75 229.63 312.81323889249853 -1.802523322599572 +685 4.08 290.4 102.47639390153918 7.730319538901421 +686 6.06 372.54 368.1154464112559 3.912095990104624 +687 2.4 186.21 203.43725323427108 -1.8397508279536048 +688 2.11 522.68 125.22509809276129 5.449337961115131 +689 1.35 150.13 196.4095475534108 -7.77133044159601 +690 6.55 416.34 162.37659906648284 5.697087678731615 +691 3.36 420.5 250.08954622693176 1.5819708463480335 +692 1.66 305.29 0.2629866926485702 0.1895771650683366 +693 6.48 405.96 354.62621974159487 5.901357015320939 +694 6.23 451.98 419.9640934165612 5.378731936158542 +695 3.31 260.31 488.071924432974 4.07748260477844 +696 3.95 551.61 74.86893820703655 5.505882108355453 +697 0.99 195.3 393.5154662626052 7.437343339340771 +698 2.2 179.3 26.63979067936145 6.958122587294708 +699 2.16 270.21 34.295137579401114 3.9692495625008304 +700 2.72 149.28 309.62272504902666 10.181721995684304 +701 2.89 352.47 53.13304156679383 3.182869843243452 +702 0.84 301.34 498.75664590115696 2.0783599038000515 +703 5.6 296.54 464.1215916746421 11.005636809767026 +704 -1.41 147.2 92.57961718226504 9.348240673945226 +705 -1.58 347.34 371.4653051231213 7.285296298202228 +706 3.05 300.74 259.9756604782869 0.0491675146133694 +707 4.21 387.88 1.992674461785804 -4.005638478703723 +708 3.99 324.8 425.84899012160514 -2.4374052381640183 +709 4.18 352.74 252.74066203085783 7.519440554246443 +710 1.91 226.27 382.986866742697 0.9870842134391672 +711 3.79 187.28 421.2602026875012 2.9661228199361647 +712 2.09 270.21 422.92488190301486 7.271709862664699 +713 3.17 288.7 270.70700154606675 3.6104141936861542 +714 0.02 142.2 231.40968510996245 6.819663590535916 +715 2.48 312.41 406.0019716476645 8.919050437450027 +716 1.51 462.53 287.3922400999298 7.616446116540066 +717 -0.82 160.23 368.34174643695377 3.3139236011193987 +718 1.27 218.25 393.4230426949905 8.524452704836875 +719 0.75 198.22 137.9017620386786 0.5038215515672375 +720 4.16 318.75 181.14240359534983 2.0022642192528703 +721 2.82 339.43 257.655796118014 -6.058156418801552 +722 -2.34 290.4 92.55590091450668 8.661082451600423 +723 -1.04 60.06 31.583316027104622 5.453596341812661 +724 5.32 286.45 457.5135655171684 4.1263949378496205 +725 1.41 380.45 176.46380782832094 -4.29116520207571 +726 1.0 452.49 283.8588304434086 11.286847179816489 +727 5.8 317.47 311.2496597395537 5.077037231499098 +728 -0.52 224.21 345.79738158550526 6.84101075371167 +729 1.14 427.54 63.556500612863886 -0.0164423404015963 +730 -0.57 126.11 312.9379007164122 7.401670577894291 +731 2.0 259.35 287.49974243428625 3.525316613034168 +732 4.68 422.91 101.456891570616 13.648099804595766 +733 0.32 427.45 451.8221550546851 -6.111710351692327 +734 0.68 319.23 182.4156452642046 2.746180496571526 +735 5.0 382.88 59.84446643415298 4.927016822451615 +736 2.09 270.21 87.82352812729022 5.382347510240007 +737 0.45 388.89 133.72884924941263 -2.1606037144019474 +738 -1.6 362.42 261.56463347456344 2.352236380922798 +739 0.94 239.31 452.0710078595434 6.908687962348761 +740 -1.24 199.16 224.2471355568656 13.105448626621635 +741 2.87 270.37 356.6937839356576 3.289131019023415 +742 1.67 376.45 458.9294952440409 -2.109037479186801 +743 -0.85 214.22 494.1903288594041 9.222442260115136 +744 5.27 366.54 411.3492537311875 -0.147945335380955 +745 -2.09 197.19 72.53926780214832 6.925617780552559 +746 -0.91 455.47 196.60921138338503 10.164244246299766 +747 -0.26 100.16 458.1978588076816 1.393085519858417 +748 -0.1 276.24 104.84148728744104 9.7719114727057 +749 -2.48 349.77 303.1806527685404 3.1468477026826043 +750 7.35 610.66 316.3786437949556 2.4328147770560946 +751 6.23 872.88 470.2971692377344 5.251725951344285 +752 4.19 440.45 127.73932647001357 6.208396766373426 +753 7.8 514.62 493.9301562320633 -2.6202995607682658 +754 4.69 266.33 114.34106173913766 3.9187429633443776 +755 2.02 290.12 209.6068961464229 5.009451597027344 +756 3.27 257.28 462.5862209382689 -6.953241149681379 +757 1.52 254.28 205.15480783339808 2.022437870148874 +758 3.14 228.08 137.04722474723096 8.792072092379126 +759 6.41 348.48 285.5017278403772 5.179019720803779 +760 0.14 261.09 44.91492240350742 -4.300374333409337 +761 1.35 184.15 99.06013163238852 -1.8645299821978325 +762 3.05 305.76 149.20924713305695 9.35334071500601 +763 2.25 375.55 275.5929988451231 1.9421755870151296 +764 1.74 206.28 445.33392831302814 8.539204287250215 +765 -0.58 219.28 237.3274455820536 -3.69496186930977 +766 4.13 312.15 226.6696856739042 6.518188415301902 +767 4.13 312.15 438.9327222327417 16.760424147517174 +768 3.89 328.15 316.50597295352924 7.544532356724147 +769 4.12 342.17 78.45572922606675 -1.441448932555228 +770 4.37 296.15 156.03380860517717 5.847667369210377 +771 4.13 312.15 197.84956795481307 6.010774231732816 +772 3.78 377.88 77.24177648945229 3.6990638894398304 +773 0.29 213.28 193.93067636303897 -1.2528773188950275 +774 2.45 223.7 269.3924242474085 9.232443532369444 +775 6.4 400.64 417.6502219924976 12.623598141486406 +776 1.35 207.23 100.99790799269437 7.506920052516646 +777 7.76 384.64 233.3663130678624 0.3690250134295354 +778 1.44 248.3 304.7517170754977 -2.3445843927682386 +779 1.49 136.15 437.5731666482449 5.608146188559518 +780 1.09 166.13 255.27714763301563 4.378220897010362 +781 -2.16 131.17 137.2465131692201 4.6429766764831015 +782 10.45 472.74 258.4185488518989 -6.860092465269116 +783 6.09 561.65 7.019473812236276 -5.483057999657477 +784 1.54 113.2 163.9395310206553 6.454884701884692 +785 3.41 390.51 482.12928923716566 8.782028364901613 +786 4.37 432.59 41.72575622149205 8.693286279497201 +787 1.91 233.31 377.531690971752 3.136988700605876 +788 0.99 261.32 203.72207801569465 9.028468321432836 +789 1.05 380.66 95.76841729902948 6.004780495326077 +790 1.38 338.77 424.7566595973673 4.775995769684581 +791 6.24 421.96 448.162471819393 19.03259706388944 +792 3.74 332.31 129.94850865388835 -0.1083106815061443 +793 1.92 219.24 469.1677075904116 9.912237236622392 +794 -1.59 159.23 321.28126430799983 6.940255398847073 +795 1.84 223.25 301.34960870329434 7.402846286208051 +796 3.12 330.46 466.0828122841207 4.563100508333201 +797 2.02 357.4 249.57961785885675 10.009034521975083 +798 4.63 418.57 478.4811507700804 5.346807867959317 +799 2.27 353.46 305.8489799979292 2.308817966533632 +800 2.7 263.38 418.1387841479424 -1.0567095241523008 +801 2.02 254.28 70.35124207037924 -2.748988403649193 +802 2.13 252.27 50.7388333603257 13.084700900763554 +803 4.1 435.52 445.6080461338758 0.663836012030929 +804 2.94 228.29 186.72956401317435 2.0737915717490063 +805 3.59 293.32 36.22322638910502 1.8627436051136188 +806 2.86 364.42 393.4888591860822 5.613952584969734 +807 1.9 445.54 180.41367382242447 -3.4841915339345637 +808 4.77 312.45 21.2057584262213 -1.8652953775242 +809 3.08 427.52 450.7958614179565 -0.6306380199349348 +810 0.39 197.23 35.271064752416095 3.233573649826816 +811 2.9 334.16 332.0869367779515 7.068467637023794 +812 4.24 411.47 265.819911789443 8.122463956540628 +813 1.82 253.71 292.81927399363684 7.54561742072161 +814 1.82 385.41 336.45000456673336 1.72177826942232 +815 1.82 385.41 172.73928487688767 10.498160705051475 +816 -2.54 365.4 69.37332077425256 0.3932259511976692 +817 2.53 330.36 147.91036637516103 -1.4705526341657542 +818 3.23 411.56 213.4459369527808 5.091258036429122 +819 3.91 343.46 137.6689325749992 11.860107644552896 +820 2.98 246.35 194.8645616341981 0.5953659824569781 +821 4.45 386.57 373.0991426867989 5.0428369139659 +822 0.92 136.19 78.18311376430299 13.1194289083411 +823 -1.88 267.24 174.07608866561498 8.73544369989587 +824 1.66 404.5 160.1513946121732 6.551466760409888 +825 4.42 301.47 255.85600581009825 0.6254719000940847 +826 2.07 284.37 21.63961004993159 5.8972466363572735 +827 0.98 238.24 99.500179255257 15.618717928019342 +828 1.11 204.23 283.1121728638653 -2.252407737722133 +829 2.97 298.29 264.1608143799915 -1.5258313030580517 +830 0.99 277.36 296.27203250157817 -0.2502762862733174 +831 4.31 288.43 97.35359954257844 4.239666030915553 +832 0.28 129.11 238.75435210239417 3.845701329593013 +833 1.01 157.17 48.34259750034981 5.454093571224112 +834 3.65 311.46 184.5783765067094 0.9982598617096334 +835 2.03 217.26 415.4215188680557 10.329582359749086 +836 1.1 225.16 319.80094779944244 5.863879775129304 +837 0.65 166.24 159.7869934115152 8.175338505837813 +838 2.39 216.23 213.7623442731185 -3.56885113485988 +839 2.78 249.31 409.3825849877031 12.15740286289694 +840 8.2 500.42 420.3856465956717 12.254235202206718 +841 3.05 379.43 194.91702088041856 2.007527190747872 +842 1.92 314.36 473.8355946461962 1.0577082050551745 +843 1.65 294.35 403.2497696855343 -2.8813642175305088 +844 3.66 378.42 193.46903324993227 2.841629493818733 +845 5.0 448.39 489.4562118489281 6.191644691650016 +846 2.9 313.78 483.2578850792572 10.068572179330816 +847 -0.31 180.16 262.7591793419463 7.527777466081531 +848 1.4 181.21 463.28598421390814 3.623155039060725 +849 6.46 473.58 445.9433624405676 2.159052149573837 +850 0.64 497.49 208.29327399486655 12.989256542794232 +851 2.8 263.38 78.31235284242233 -3.827405825734841 +852 2.49 263.38 232.92602149976327 7.0951045431398985 +853 5.11 309.49 135.93898571547808 0.3937402663607345 +854 1.09 149.19 445.173100346253 5.742579052227567 +855 2.15 298.41 204.6753086377231 8.953098380092086 +856 1.12 334.39 88.90678029501147 1.8381507079865056 +857 1.69 214.26 74.1872815144613 1.632072639057534 +858 0.65 166.24 205.32274629632164 13.176147755164688 +859 -0.78 296.2 315.0164461019412 12.71410994427998 +860 -1.65 246.19 166.39134762684 3.819544537484056 +861 5.67 326.43 432.0488370084942 4.487740096001583 +862 0.71 148.2 104.19991607767604 11.030887425661328 +863 4.65 357.49 174.3434640227791 3.884339442058795 +864 1.13 258.49 490.1041319572414 9.252313594733476 +865 -0.22 89.14 408.9316261804421 8.588399445941764 +866 4.17 812.0 442.5359102015445 0.4440199984841619 +867 2.3 275.34 122.28062712810424 -1.4326479434683783 +868 4.63 409.43 83.20903281454322 3.639854792420349 +869 2.89 352.47 466.8825804709888 3.7365624085704736 +870 -0.32 122.12 341.0551830814953 10.520031872883992 +871 0.84 109.13 3.4345523154394875 4.585631049389156 +872 2.92 163.0 260.18380412786865 -4.901927583241072 +873 2.16 424.53 208.6448741272055 -2.5173778461863545 +874 0.34 195.17 336.58731941493244 6.701349448293997 +875 0.01 462.5 417.3922346459283 15.42396022889549 +876 1.93 330.36 235.11321377449676 7.296870077718944 +877 2.13 348.42 436.1710239846168 -0.1522098927355966 +878 -3.29 161.2 380.90982124920765 7.334663346168996 +879 2.18 520.65 224.45520152395616 6.507606005121483 +880 2.09 650.8 234.87158972428475 1.471688422244175 +881 1.64 402.48 273.405629784596 1.1535114708430785 +882 2.28 390.51 20.223900911997 3.4004951382135844 +883 2.16 219.31 48.53900393319071 6.239800849286629 +884 0.0 235.31 433.81441257847024 6.294135135937751 +885 -0.4 251.3 130.77700007363447 4.7840279849112415 +886 0.55 146.14 476.9635226625402 8.69194163114016 +887 -0.31 180.16 30.5459433291001 12.209826973760652 +888 1.83 245.32 189.93420348542088 7.32197569307273 +889 2.37 172.18 179.00754685969343 5.066732349578763 +890 4.62 521.43 92.24998354149334 -2.3760461082869835 +891 4.32 298.42 427.032186445152 4.498847325072732 +892 4.69 704.86 226.0378608476955 4.227784831200941 +893 1.06 380.42 174.31451473840366 2.813357834541746 +894 0.62 498.57 494.0792338910887 0.5903160468669304 +895 1.27 508.63 434.5340585784913 -0.3943720728533275 +896 -2.33 332.35 54.97697066541502 5.646451778666904 +897 0.31 416.51 489.265379250949 10.703604428741118 +898 0.47 153.14 76.72823717024629 11.544738991632226 +899 4.52 344.49 181.09404955203732 13.640671412025592 +900 1.24 149.4 113.40439186896472 12.3567972000583 +901 4.21 310.82 154.1134654694225 -0.1204082844077305 +902 -0.73 237.98 163.63852431277658 -9.6403845120545 +903 -1.93 831.96 170.42075229717818 3.006159717784121 +904 3.85 297.41 124.16171097241823 11.26825754246701 +905 5.75 278.78 371.0220493549963 5.58485734122498 +906 1.26 176.17 240.3856261890804 -5.345108379794716 +907 0.85 166.2 412.6705500832225 7.995717928812317 +908 1.19 133.19 220.95198568752969 11.378587476782762 +909 6.05 398.49 72.19047168830018 -5.519638362443581 +910 1.32 276.29 333.92971270546553 2.385496472263013 +911 -3.03 117.15 413.9431803760053 3.9988204169685977 +912 0.48 117.19 385.2709696531908 5.918736275681136 +913 -1.2 146.21 226.9659509633491 10.061729630804136 +914 2.46 287.36 215.5371592880012 3.685363718477147 +915 0.87 157.08 324.6093278932333 4.425277348467583 +916 -0.47 98.0 3.914428930375136 8.432835450333465 +917 3.45 341.77 167.3126478374744 0.9010089750769136 +918 0.48 73.14 261.96186919357655 12.125317521267476 +919 1.13 258.49 380.7617529293447 -0.9507371287368525 +920 0.31 270.33 240.3781747584501 -3.8242904632266512 +921 1.96 202.16 222.95317043407687 9.56123326406474 +922 3.03 240.34 84.41920794320656 7.034912730946605 +923 2.26 220.31 115.61161567182238 -1.5280571069447717 +924 2.63 294.39 310.90204987079767 0.524530599071344 +925 2.63 294.39 133.30878794422023 6.556289959742007 +926 3.52 261.36 86.2885712264756 9.9397153390939 +927 3.01 293.4 193.8304109885222 2.768492024934262 +928 1.54 399.51 94.24422194683652 2.582995433938714 +929 3.09 308.42 196.98779898605 -7.86042980388811 +930 3.53 443.63 185.80424305760923 -5.532048424826705 +931 -1.27 331.34 313.1599500541445 6.407028805141179 +932 0.31 123.11 19.346585693673312 3.628252517523571 +933 0.85 165.19 225.370831005008 0.5220472148539299 +934 5.29 567.78 182.45591980134483 10.369864147885249 +935 5.09 312.47 79.57644075496306 7.730665405491586 +936 0.14 104.17 289.93353348109804 9.362689956056697 +937 1.57 262.22 135.83720228799066 6.561482039161586 +938 3.55 310.74 435.7537590896815 13.713384507355508 +939 1.76 275.35 401.61902158430473 16.40201628421431 +940 1.53 261.32 8.627215341788286 10.380235861290767 +941 0.79 176.17 204.1821014531065 11.142907343443389 +942 0.73 378.4 163.0907218513894 2.208778336499998 +943 0.62 167.21 147.05247042951004 2.367915527847929 +944 0.26 347.35 133.05929144058686 -0.0965611281606859 +945 2.83 259.34 273.2383150491638 1.729199525322365 +946 2.37 359.44 237.26345846452628 7.608002776863918 +947 0.15 247.27 116.55881303736682 3.269692010871961 +948 5.73 397.75 17.62625175972371 4.76213648545136 +949 1.12 334.39 68.13304393104747 11.15952413395942 +950 1.57 348.44 240.954320868102 14.154506224615032 +951 0.01 191.25 411.683070287889 11.33081409764711 +952 1.25 289.33 2.0328041471963654 5.621775015203411 +953 0.88 271.31 296.1049350167618 -2.225086520287107 +954 3.71 324.37 481.7161214297255 5.620716960085362 +955 1.05 312.4 69.59807021326914 1.3529626911761818 +956 -1.24 469.2 237.985846008492 -0.2255976611682095 +957 4.65 357.49 27.633187093270507 10.799614671483932 +958 -3.13 475.51 476.6212813079083 4.08557162557368 +959 2.2 260.33 267.2644743448353 6.892819046618535 +960 -0.89 560.68 493.7466525056807 0.1240391914817307 +961 3.88 327.81 210.7649106563002 -8.019942370111004 +962 3.46 291.82 68.48545615630292 8.966673094185312 +963 -3.67 405.49 268.7776608839497 5.9108498578798665 +964 1.92 188.22 124.64688666121998 10.501023792034768 +965 3.27 212.24 486.111309114396 2.175899592955848 +966 3.18 368.49 45.7392572434 -1.2209064663693423 +967 3.1 255.36 53.76379886733162 11.965715753892209 +968 2.63 213.24 239.37955154914115 -4.088244405036992 +969 1.44 276.31 343.0263703917819 3.320730312490738 +970 1.0 183.12 358.91382426262874 4.262513727005525 +971 3.85 365.51 256.75110253062246 5.874899437646792 +972 1.31 290.34 259.2472198415916 8.542888275037754 +973 1.97 264.3 300.45154190063147 9.970602477558732 +974 0.0 19.0 0.8586025474526249 14.221608717616672 +975 -3.11 126.9 379.0364406619499 6.318364702102229 +976 -0.79 166.14 332.56569643873786 -0.1288559235355588 +977 -0.89 30.03 232.22581859533992 0.7977668503893796 +978 2.53 184.49 23.01006330963307 5.5903959046162175 +979 2.67 184.49 285.3423529772484 4.235711142399306 +980 1.96 252.27 280.4484163891571 7.5204283807615155 +981 4.51 652.82 43.55606484844521 6.232187542791753 +982 0.58 306.32 215.3611534128514 2.023636354555963 +983 -1.32 192.12 348.4136734929631 2.92403912466063 +984 5.53 429.13 218.03531005840483 8.313938671372876 +985 4.25 415.57 473.35126228942426 1.7083149236600597 +986 3.43 357.44 259.1828473769706 2.8341354016487603 +987 6.28 412.52 140.17776379415696 -4.446855462638016 +988 2.19 200.28 440.0546817740138 -2.1824790302600103 +989 2.74 372.44 471.3120822232872 11.854783543146151 +990 2.71 370.42 159.18399214032314 5.714809822904208 +991 5.65 354.83 416.639358024019 -0.0125014716049385 +992 3.26 372.44 161.54265704299985 -3.014901868182193 +993 -0.23 240.43 424.180125303145 0.3870652004159574 +994 5.31 452.59 482.7315142790487 11.109185402553004 +995 2.22 285.73 212.35776607036388 5.898674072769255 +996 2.25 317.22 208.5317019955802 0.6760630574669522 +997 4.11 314.49 169.11542091351978 2.035552030935029 +998 3.26 173.25 285.8485580336493 3.2851487589617605 +999 1.01 414.48 315.5111715804639 10.461117972427328 +1000 2.05 335.46 305.7431487895966 6.71121202758948 +1001 1.41 243.3 73.51187994109748 8.637986043647865 +1002 5.53 454.6 29.87793099925229 11.118085020435725 +1003 2.72 240.3 117.54002882852404 2.912727592113478 +1004 1.93 262.26 486.8624761782049 7.989867947699758 +1005 1.01 168.15 355.4521818553186 10.627888509142617 +1006 1.79 233.26 309.12585259162574 9.04653820260134 +1007 -0.3 170.21 208.4538073509092 11.202967879668716 +1008 0.32 171.19 254.99264063688543 -5.850456540686423 +1009 2.13 158.2 165.6378372142059 9.380688824477811 +1010 4.73 361.39 338.54132818937427 4.582124824021411 +1011 3.57 291.43 338.7440213100943 14.6512153342177 +1012 2.86 309.4 451.3227064973042 6.472350387332838 +1013 7.14 473.4 330.18280432147503 6.27221503182513 +1014 12.0 536.87 165.95061873403415 5.252186781762462 +1015 2.73 324.42 414.3599927649885 8.174638441222843 +1016 6.5 411.78 100.39900964379504 8.767782399100321 +1017 -3.56 525.63 379.9490168034943 -1.2186686709183947 +1018 3.52 242.27 52.16534114019167 9.376360507614752 +1019 5.0 440.58 323.4006382471391 1.316485538645504 +1020 1.69 280.32 361.8101537535751 -0.1783147742387534 +1021 0.96 178.23 124.56723467975162 -2.0892472037054564 +1022 4.99 315.47 55.123003274344775 -8.628865146771183 +1023 2.83 241.76 391.7470814234266 2.356065289436008 +1024 2.71 265.35 76.34114759126919 -4.554923985143747 +1025 4.95 532.46 326.7341763374706 8.014493988944222 +1026 2.16 297.39 121.99095212130484 15.969215452042182 +1027 0.76 82.1 290.39649609541686 5.875020514844151 +1028 4.14 331.67 90.51361483801864 1.6606857437506806 +1029 1.0 191.14 268.7729696218292 -1.6501723868836908 +1030 1.0 191.14 263.1129387023949 3.34303673533298 +1031 1.45 650.97 497.99716024294855 -0.8387318544582323 +1032 3.39 324.76 290.5601640745076 6.193034822071002 +1033 -0.36 163.19 469.2730533337231 9.294746599457046 +1034 1.68 269.34 164.20033559336932 1.2047662808405128 +1035 4.11 273.71 486.5451397918209 5.859809287181936 +1036 3.42 252.35 391.7445351525666 17.28275122659592 +1037 -0.19 277.09 368.2443803372837 7.057872400684271 +1038 -0.02 275.07 402.0236949754602 9.833339877214932 +1039 -1.23 335.21 96.78633405701608 6.710536597148352 +1040 0.74 221.3 128.7893723913796 0.6107966574700834 +1041 2.56 145.2 33.38218570536172 6.862456873655244 +1042 2.63 547.66 344.79336203889176 11.063528012096151 +1043 3.13 273.24 220.7000673172056 5.067517839256584 +1044 4.36 311.46 391.906141265953 3.310650412267393 +1045 4.35 319.87 248.7170749833005 8.413142546500369 +1046 2.32 257.12 256.6644650606312 7.102514709572103 +1047 1.34 767.89 370.20050316585474 5.618807903836302 +1048 -3.43 461.46 376.7822107168448 3.809953468189235 +1049 -3.24 461.46 232.5472296698489 5.165660447422871 +1050 0.7 185.05 320.53817619564904 4.448915627666564 +1051 -0.18 144.13 201.77778211262603 8.502931589005708 +1052 -0.49 115.13 111.30756521938224 2.072630981263698 +1053 -0.99 134.13 272.1888628107825 1.940339782760824 +1054 1.21 177.16 80.88356054719442 4.332801268264616 +1055 4.18 464.82 209.35106965785167 12.183110679482894 +1056 2.53 329.23 359.1209867737855 6.331217751323747 +1057 1.37 121.18 281.13875357842835 2.079588484079101 +1058 2.35 488.6 290.2581305652682 10.318000251032602 +1059 -1.55 355.45 106.07354423653705 7.048204303825622 +1060 2.14 164.97 75.79466862003798 12.58535069176063 +1061 -0.31 104.1 68.55115251590883 -1.3931499329758887 +1062 -0.05 266.25 378.9087985518943 8.428866320386435 +1063 3.0 361.42 44.09506884281239 1.7886002471863227 +1064 1.19 198.31 77.99328477761952 5.621317296125116 +1065 4.56 426.55 239.87383209268535 12.744367638835447 +1066 1.38 181.23 191.24617575197288 0.3017330916500551 +1067 -0.68 324.34 155.0679877940631 7.104349014327589 +1068 2.28 318.61 222.87753692045965 -2.148204215153572 +1069 -1.26 63.01 144.76609855183932 12.921254696244514 +1070 8.44 606.77 381.66275996385536 0.0708079717241743 +1071 -3.13 475.51 21.67216146519085 5.9119243319835135 +1072 5.81 929.14 81.75326432301244 7.843332564539756 +1073 0.0 19.0 331.47221740818657 7.644169511921685 +1074 1.92 344.4 254.65467717927947 10.842715294776164 +1075 -0.49 169.18 88.97311068613034 0.0908986519575032 +1076 2.37 299.36 405.2015950334728 4.060941614119559 +1077 2.36 142.2 10.500258569370867 5.242778945887432 +1078 2.2 430.53 44.269070280639646 -0.6381756146169746 +1079 2.0 169.57 269.8868815876052 1.4659739157405554 +1080 -9.39 612.63 83.90356524329611 9.497383630094571 +1081 1.73 273.35 71.63322523927229 8.156152619473781 +1082 2.96 256.3 416.3779743080643 0.5870718105489816 +1083 1.88 172.57 161.69642132458716 18.504883581664675 +1084 3.64 356.41 138.81930778212032 1.8518436185763991 +1085 2.23 253.73 389.7980982850677 -5.52120383294438 +1086 4.92 399.62 293.5888703370355 -0.1239858783103295 +1087 1.26 88.17 144.96446040344486 12.920029080428032 +1088 0.77 286.33 38.12799128214655 11.337518969078824 +1089 1.57 107.15 418.429240732192 7.9197813949554305 +1090 5.66 325.49 91.8605585734929 10.313849769234404 +1091 -1.12 475.18 123.93089262152724 4.15163163388515 +1092 -7.14 484.5 84.2996471871767 -6.94011634600793 +1093 0.91 273.33 248.37072045257293 -1.719275333305898 +1094 4.09 298.42 447.4811414544766 4.611144138863253 +1095 3.16 200.23 481.7165217005675 5.342156197326133 +1096 4.77 312.45 475.043214356344 4.315220274559336 +1097 3.38 344.49 76.72007235041578 4.330695852651453 +1098 5.93 318.03 230.92390605013912 1.735252800917353 +1099 2.75 214.22 54.521983957313445 2.102591714698732 +1100 3.73 416.57 6.720100707817423 4.291846677068758 +1101 3.44 260.26 5.98869430614124 8.758073087179477 +1102 3.68 302.45 369.9131371985702 11.98852974487131 +1103 1.04 211.26 261.72339017041105 7.231096581151503 +1104 5.1 700.78 115.19113620011429 -1.3279876819826155 +1105 1.77 162.19 8.719763964134264 -2.356071540349353 +1106 2.97 293.37 25.500292440028048 7.134007735497328 +1107 2.48 249.35 120.50481007883474 0.5083939377188491 +1108 1.4 307.28 157.11010780075296 2.6474658240993936 +1109 6.06 421.96 425.3654427222999 8.760086452233741 +1110 -1.93 151.16 262.37098551974555 1.16163211624409 +1111 2.99 427.54 250.8654984989973 1.9847127884508744 +1112 3.94 270.37 64.61495932636441 4.172749596044124 +1113 3.85 357.44 192.0616142357248 8.142602571002222 +1114 2.55 318.33 102.3502291241311 0.5454134686258358 +1115 4.36 616.82 166.20897380756932 2.1137165872311847 +1116 0.84 280.32 100.20677858146504 7.181569754950412 +1117 -0.8 86.14 175.18959090216123 7.165699178299322 +1118 2.49 207.27 165.1471902859402 8.465166054058937 +1119 1.18 198.17 215.80563163771689 20.80728633264448 +1120 1.02 365.4 11.978937769243467 1.7526691436138029 +1121 1.74 381.44 225.5782725344506 11.163422092518983 +1122 1.43 379.43 40.854595173815845 7.693731311386147 +1123 1.2 365.4 296.8448964843199 -1.96585357876542 +1124 5.18 279.85 273.5445833830206 9.668156154259416 +1125 1.55 137.16 185.45344146388987 9.711623458995218 +1126 3.44 488.01 54.122534300959146 1.8761938020354685 +1127 1.93 407.31 169.77993844112586 0.56341458967084 +1128 5.52 461.55 403.41196217550623 10.855390544942155 +1129 -1.0 152.11 96.9778502065874 7.455534461896439 +1130 0.66 152.18 319.1796778244562 -3.1799028538186587 +1131 -0.1 168.18 287.6663058933387 7.812809708339676 +1132 -0.53 136.11 366.533468919916 5.83933750082609 +1133 2.36 418.44 493.5450333715367 10.67646674103232 +1134 -2.5 149.21 457.4057332276389 8.627483159469003 +1135 -0.74 129.16 429.1741582181232 4.559509257783484 +1136 0.98 154.12 485.7891598192761 3.0579047042031684 +1137 -0.75 444.43 332.28672408391657 10.331288816549815 +1138 0.1 457.48 398.4516186978312 13.621358653977053 +1139 -1.33 454.51 210.3225465154141 1.2890862440667608 +1140 -0.4 424.39 65.53483589915754 14.206459155563804 +1141 -0.06 169.18 251.1192363012666 6.377246425039951 +1142 1.39 204.23 202.6269601415968 0.22443720545703 +1143 -1.19 300.29 350.0210932500348 -1.7152356837820495 +1144 -0.9 444.43 476.759069592302 16.97850211407943 +1145 1.5 166.24 337.94540865117875 1.6319995710995157 +1146 -0.55 168.16 443.1483695275013 -1.653952952304837 +1147 2.33 414.47 163.42306255035004 11.32912295721236 +1148 2.75 285.3 14.847117650733155 11.960583453445528 +1149 2.64 336.44 161.10272177279745 8.660380446094619 +1150 -7.14 484.5 267.3889093674659 0.0848324417698478 +1151 0.07 406.54 54.68731629925672 3.3096669284880904 +1152 3.6 327.12 1.02284167153871 8.219483765366226 +1153 0.39 384.43 443.99419463168334 5.665267375975082 +1154 5.32 366.84 31.475390937868774 -1.8237021514900496 +1155 0.42 394.43 313.1211278213581 6.141977358331772 +1156 2.32 199.25 447.9495754175204 0.7729537295472433 +1157 3.38 374.51 266.9712931520843 4.761540434067728 +1158 2.29 204.29 215.6521763644842 3.480708530017122 +1159 2.0 210.28 104.31267594128558 -0.6763082224439421 +1160 3.21 433.49 475.9280355726308 14.16764917649912 +1161 1.94 299.36 306.7662584146041 4.970344960580459 +1162 3.09 224.34 457.2237135816843 4.954778875007438 +1163 -1.58 347.34 176.48441525465657 3.273133969611572 +1164 -0.84 236.23 330.93232632986974 5.016792544349966 +1165 0.98 154.12 364.2695334778328 8.261082992802233 +1166 0.47 153.14 10.174770553553367 5.867201658505733 +1167 -0.62 129.09 168.7029980687108 7.121710286324559 +1168 2.83 308.33 3.7347696813592735 6.420335092495473 +1169 2.79 336.29 215.84294901727435 9.978186776801516 +1170 -0.68 136.11 254.0527494604034 3.582328815662229 +1171 -1.05 212.2 158.3339236395898 13.719882556500789 +1172 2.41 164.2 157.9409980330215 9.545050971818789 +1173 1.24 328.41 163.72992870180292 -6.514495965718313 +1174 4.64 534.43 22.855359718936043 10.058199167941792 +1175 -2.53 362.38 23.107674301767023 -9.727466767171284 +1176 4.09 500.57 186.8431353167936 5.162346544896631 +1177 2.25 140.57 473.9676757542256 -0.3583196715610555 +1178 3.28 228.24 290.58002850643743 7.039392523185304 +1179 4.2 459.55 265.2618318712909 12.584902916506946 +1180 5.18 376.57 478.5330212709628 -1.6106582696099974 +1181 4.87 337.46 118.29557209665786 15.737436685031296 +1182 3.55 384.25 3.5126783906854757 7.603897344053232 +1183 3.78 490.62 280.9516646484452 11.987930244251125 +1184 -1.03 161.22 213.16204323725952 5.112435621467024 +1185 3.07 265.33 365.655327326822 9.02804042953278 +1186 3.49 479.52 151.57491370584847 -1.456899960844 +1187 -3.83 174.2 319.38284096643105 -5.120229607398684 +1188 1.69 519.44 328.3259166941171 8.310427545598213 +1189 5.56 558.64 495.7225030711788 8.006708435894796 +1190 0.09 252.1 53.6464808860328 10.677643820116897 +1191 -2.51 244.2 143.61024226555054 4.278963180353653 +1192 4.42 301.47 339.85835328704025 4.462583570303095 +1193 1.58 408.88 171.11556678246114 15.509562643187868 +1194 3.36 281.39 236.40648867363967 2.128571518684531 +1195 4.49 391.46 79.76466924284004 10.661864812540982 +1196 3.6 295.3 446.1099878918824 0.5389411818954617 +1197 2.63 344.45 42.775169251083376 1.9686422589088437 +1198 2.43 481.54 185.27205548057591 3.926327787499541 +1199 3.67 476.58 254.26648965782888 5.168574046458256 +1200 3.19 330.46 209.09341716637164 9.326576948414116 +1201 1.24 360.44 34.10854235074101 7.2024130482002855 +1202 1.72 287.35 73.56703176570262 8.14269491565409 +1203 1.37 494.52 373.6795568656328 9.66082383020182 +1204 2.74 383.37 270.31133737819806 -0.5618512871929351 +1205 2.9 345.42 330.5443582420445 4.327849891634789 +1206 1.16 434.5 250.91360795845864 -0.6290221072402646 +1207 2.1 335.46 337.2911753573869 10.93990457798637 +1208 8.0 561.54 495.1527358620976 -1.4430601538677248 +1209 3.72 324.39 225.68480333745725 9.76412876887942 +1210 3.38 366.49 34.301235448876646 2.349143301953774 +1211 4.44 382.52 433.8942563397831 0.4386510388168583 +1212 5.8 356.5 356.063292444924 9.586510053288196 +1213 0.87 434.5 330.10207569243767 20.606617173833413 +1214 4.93 428.53 491.6963775496361 4.249441807995508 +1215 4.74 353.5 343.98029027053826 3.5339973073506274 +1216 0.41 114.17 226.4801009188549 -4.708208218232571 +1217 3.77 446.5 12.080246880206202 6.9241888010860855 +1218 -1.9 460.43 239.08069236851065 3.130940051612465 +1219 1.58 170.23 402.0189938707503 -0.3634669573791758 +1220 0.76 430.54 408.09288756347536 2.743645245043876 +1221 2.35 488.6 181.8041479664558 10.375162384389135 +1222 1.6 305.33 205.67920117579663 5.310378126501268 +1223 1.39 388.81 420.5898066626432 -2.6193288629424103 +1224 0.68 259.3 159.47868785132815 2.15879682366364 +1225 1.22 273.33 139.69791845750174 6.526298360265316 +1226 5.44 391.29 142.56870953417445 3.0079949160572053 +1227 1.11 139.22 158.62557131262434 6.889813308609757 +1228 2.51 230.22 490.9800261358993 -1.548947270782267 +1229 4.39 309.45 78.13735712809317 3.3116724593690314 +1230 4.83 324.46 54.81569920782625 9.189691804985332 +1231 0.85 289.74 190.29496244718524 3.1349758327056856 +1232 5.83 310.47 82.6809527074252 -0.6296587622520091 +1233 -0.26 376.36 381.22221461585787 1.5499967845792813 +1234 3.46 335.87 295.94920730599176 10.114865388388896 +1235 7.56 396.65 228.1065057325277 11.081056186362948 +1236 0.0 461.49 163.85266998577603 6.667057969160004 +1237 1.69 519.44 432.67149762881184 1.0919450531857238 +1238 0.84 310.33 170.63416947174036 3.098705777455331 +1239 -0.76 253.26 153.76437333037055 1.2318616025389997 +1240 -0.65 453.45 376.841414188757 19.412318947862616 +1241 1.07 277.26 65.52536632262273 8.539955862838696 +1242 -4.77 307.32 97.8742223146215 4.339257310867041 +1243 1.45 650.97 332.0836718745465 4.820092344618445 +1244 1.39 265.25 206.0802245393332 -5.191452245622024 +1245 1.39 151.21 293.6228033836259 4.944770150745745 +1246 1.05 265.35 277.5109919952556 7.267470346514796 +1247 2.08 216.07 307.2084308336756 3.0879420085549856 +1248 4.03 486.64 277.6973143900317 5.62924796042741 +1249 10.25 450.7 327.84508503641905 5.560504355271678 +1250 4.01 392.57 372.3537760960023 6.081849152209784 +1251 3.07 449.62 155.32946298846994 6.177982655366719 +1252 1.44 287.35 6.096409914050693 8.549213659381348 +1253 -2.25 268.23 223.18496351200656 0.4361007382260506 +1254 0.77 153.18 60.11518256238652 -1.795929381192951 +1255 2.11 383.4 98.30171769936568 8.309324017425741 +1256 5.65 416.13 419.6649142294182 7.194618665125322 +1257 0.67 217.29 79.60809028336013 13.446004790161712 +1258 -2.44 207.22 174.84973444838909 4.8656746797187775 +1259 1.24 182.17 261.1490519925431 7.622809868332772 +1260 0.63 527.52 211.26760689426013 11.423578782509969 +1261 3.36 281.39 60.66442079234397 3.183342923985446 +1262 5.31 574.64 394.0894026105561 14.26221921136481 +1263 -6.84 645.6 249.9562750867505 -1.3277328449119956 +1264 3.0 398.47 278.59428236451816 14.313575366592511 +1265 -1.31 285.23 441.2948516364962 11.266031892450904 +1266 1.5 151.25 137.13793478561044 1.8698449821290328 +1267 2.13 404.48 149.03055932231973 5.7495302071229855 +1268 3.26 300.39 200.38781152012143 -0.7183435762225372 +1269 -3.91 475.58 206.8580713772131 -2.760090740479008 +1270 2.37 344.32 452.0403733745629 3.634034786264557 +1271 1.84 149.23 90.12621102377122 11.685680655512416 +1272 5.38 440.4 462.8633156833777 4.481566921727634 +1273 2.72 167.21 165.1304444835426 9.550022250013448 +1274 0.81 360.24 102.80208612916964 -3.3173972199638104 +1275 2.25 282.44 143.94159244677434 4.7369788695942665 +1276 1.42 392.46 225.36442664067235 15.821815287868697 +1277 -1.97 268.27 497.7007607161541 7.101199288842707 +1278 -0.27 368.47 364.4752930435564 10.528857852158444 +1279 3.76 304.47 354.9874561952771 4.980606215144376 +1280 1.4 465.52 464.7203575849846 4.518117938632391 +1281 4.21 410.57 103.61037664504896 5.183679928566736 +1282 0.65 356.05 126.8032253201888 0.283998010601401 +1283 1.97 408.92 340.90277071760454 7.552935689220167 +1284 1.76 439.88 395.9348891313218 6.264356591067211 +1285 1.05 265.35 337.1456740079863 7.792701041326286 +1286 2.12 324.4 365.5382968239521 -8.165929536200952 +1287 1.23 165.23 212.74733801538557 1.4035234405658683 +1288 -0.44 464.85 334.47930618133137 6.9846436461795065 +1289 0.66 438.52 151.57300142843516 7.180957032465923 +1290 -0.19 277.09 223.33965759686603 6.815686291420442 +1291 -1.06 219.23 166.8368183498728 2.6164158784127727 +1292 1.95 301.38 46.1524879856236 6.854397038554487 +1293 3.59 494.56 91.1104086071974 3.658596183339208 +1294 0.53 124.23 173.73900545059035 2.071236782615211 +1295 5.57 589.21 304.67672744767003 7.403206083638055 +1296 -0.34 423.46 459.4758467049703 14.22943049163389 +1297 6.35 617.26 246.50387989120293 3.8795836135692783 +1298 -0.61 542.57 52.60282308067504 8.547847870762716 +1299 4.35 428.48 405.74789755875696 1.21003173311275 +1300 -2.29 265.22 362.51096700400194 7.542705404115795 +1301 -2.28 349.4 303.9449406420482 -0.654804467120341 +1302 -0.54 410.42 354.1099413747878 0.0855553960669395 +1303 4.3 378.31 5.64440958614626 -1.8356038647186192 +1304 1.58 421.45 182.47117460235623 3.0233082770111244 +1305 5.3 415.57 198.76764936831188 3.2105324157868798 +1306 0.84 152.15 6.1922295215000585 5.705432893079577 +1307 -1.2 126.12 407.9097271328528 1.540896379048453 +1308 2.79 252.27 170.159846065178 11.360874848957424 +1309 2.27 338.74 172.13818087907546 3.0392630698517884 +1310 3.85 357.44 294.3842120476484 4.000517121920293 +1311 0.25 943.08 208.52027512927705 8.509456778817784 +1312 3.21 280.27 77.92720395307367 10.4730888325761 +1313 3.12 267.32 379.8434545282371 -0.6319235751209407 +1314 4.81 785.88 480.9799204426881 12.320864907206191 +1315 0.31 490.51 25.551313668882525 -1.6353499682727506 +1316 -0.26 285.69 367.6294126432472 10.46341930157628 +1317 3.38 255.35 499.3636689511348 4.008751094680468 +1318 2.53 426.48 266.1236200113171 5.504324359327248 +1319 -0.23 441.4 451.9441999551015 4.049940805719231 +1320 6.21 390.95 219.45088132153967 9.50376058531728 +1321 2.03 776.87 76.89771729615063 5.281172288745791 +1322 2.98 228.24 488.4893638935719 15.177594571149005 +1323 4.81 343.89 437.9856154337871 -2.222552956970275 +1324 4.43 463.01 429.3989344811084 7.874036735053241 +1325 4.37 505.45 180.54492991808385 10.817385019517047 +1326 4.76 355.86 374.22685895864106 0.3708111690025371 +1327 3.09 299.75 171.24508123764048 7.348213029742814 +1328 0.41 396.44 150.28030829192778 8.737580920789046 +1329 3.77 309.43 431.9438674437688 -0.3176874753312919 +1330 3.41 182.09 100.39445184420852 1.0271876212772693 +1331 3.41 182.09 137.9941379375773 6.65026768792715 +1332 1.0 137.09 307.70541340305897 3.5487683808070885 +1333 -1.39 263.2 464.1993721617609 9.712151688128609 +1334 3.14 257.37 472.9225613660862 6.056808914808904 +1335 3.33 551.76 47.91857137474098 8.32951754941476 +1336 6.23 872.88 326.5868289980458 1.460612256501256 +1337 1.21 442.44 440.5114285190849 1.4627527439845007 +1338 4.22 493.6 86.75225966691158 3.988025938440644 +1339 -2.75 244.2 234.49655973612627 -0.685163372206274 +1340 -2.5 363.39 289.598855648992 1.463651812181359 +1341 8.56 753.99 338.31539312650307 4.8348033477383074 +1342 -1.09 327.29 311.14105925672885 1.786314155379138 +1343 2.17 371.39 410.2009714753093 -8.514621430695563 +1344 3.19 310.37 405.4972683313084 5.875487278593608 +1345 1.62 402.48 193.004586645682 15.236781419218453 +1346 2.09 434.5 445.8830556077328 2.30207956329381 +1347 2.19 537.56 147.75110537383773 -0.6989495336983387 +1348 3.03 240.34 281.01158279963016 2.593527472878298 +1349 -0.26 283.11 214.30474021161575 6.149525378697425 +1350 6.3 405.96 126.2205293784161 4.448427485318794 +1351 2.68 263.77 336.619275127409 1.5405650709851335 +1352 4.95 351.46 48.92619840719126 2.0157888859745245 +1353 3.7 274.79 203.6831278829568 2.235058126138822 +1354 4.66 877.03 341.21383038718835 1.957232623892598 +1355 -4.69 344.31 31.81564994610076 1.436967983782373 +1356 8.47 410.63 425.1661484177202 13.307382864798742 +1357 2.69 188.02 163.11118049868924 0.3757560652684377 +1358 2.36 585.61 431.3952531601364 13.50490472952128 +1359 1.95 281.33 393.72835376029127 11.137708980015836 +1360 4.71 634.72 39.82164427343477 9.312234639416642 +1361 4.35 319.87 126.091577059464 5.699478879904587 +1362 5.75 320.04 13.884970994606116 13.34216600285686 +1363 2.54 259.34 161.78749073999887 8.206789952716353 +1364 -0.88 427.46 342.449761765837 -5.444260474978698 +1365 -2.07 465.14 362.0329823734618 7.548574950303575 +1366 -1.88 482.17 35.17414024307291 13.20957881704276 +1367 12.29 524.86 253.99689938135688 8.548340145494937 +1368 4.48 538.58 156.22239722297505 1.960314960744304 +1369 2.79 198.26 40.09473295902449 5.282323900952842 +1370 4.57 379.49 41.52484725188837 12.130903637265073 +1371 -1.61 473.44 186.7052597444136 6.992402085129665 +1372 1.1 305.07 25.41783689116994 1.889306047621784 +1373 -2.94 182.17 419.8941223944042 11.50408983797549 +1374 2.79 432.55 451.8270956416446 2.778951360796498 +1375 1.86 421.41 26.93565457481356 5.431769643664172 +1376 3.48 245.36 305.8370154213302 1.0441686641317691 +1377 -0.48 146.1 374.2264546778938 8.038515369913629 +1378 5.41 609.73 211.0219854688756 -2.178238451435256 +1379 2.62 342.82 330.915065628638 2.368954645454804 +1380 1.15 160.22 212.58956130345595 -1.399684221429542 +1381 3.46 335.87 310.0653242337857 0.7769421657976743 +1382 2.58 307.43 421.8747938858039 5.905659244017802 +1383 4.39 280.41 82.28360628622738 11.253899443945071 +1384 2.76 205.3 72.41656056418839 3.7834169476605215 +1385 0.62 424.49 451.3286790626822 6.139767889662478 +1386 2.25 375.55 265.4682386845638 4.551481813345175 +1387 3.85 266.38 499.3356006309493 -1.9655405831733308 +1388 3.09 414.52 250.39881692777263 6.3426711671672615 +1389 3.12 239.74 457.8150590053835 9.302974221811398 +1390 1.91 179.3 238.29873009661355 8.655525672826355 +1391 0.49 272.36 80.44625166853558 12.083773190652757 +1392 2.45 247.33 179.6239120793545 10.257239109764988 +1393 3.58 255.35 491.2903999864937 8.396525798948662 +1394 -0.74 129.16 70.99373631893641 9.635236712090313 +1395 0.75 440.6 69.30964097154168 6.500942747282251 +1396 2.35 230.09 322.7631058650925 14.968383151847132 +1397 2.06 210.27 292.66617635712515 2.3365128529598027 +1398 4.64 477.04 413.2889563044756 3.094351578354006 +1399 3.23 329.37 390.2065649917069 3.614614480134837 +1400 5.0 306.23 212.38166520491876 0.8516415058526601 +1401 4.98 407.5 406.3536551454529 2.9992087021535694 +1402 1.1 211.26 25.97224423604061 9.11086616795324 +1403 4.26 412.94 43.67448687854486 8.621266910890245 +1404 4.74 318.86 190.06162967474935 16.579771186392204 +1405 2.88 237.73 478.7706480898529 4.63216104643317 +1406 3.91 356.44 425.12664622674407 18.49537419055801 +1407 4.36 287.4 137.48554227229187 -2.037458574522484 +1408 3.89 263.79 295.6288242219356 0.8493449418572414 +1409 1.45 327.37 436.2705098789766 3.35445891099472 +1410 0.54 337.41 419.2395641831152 4.614103362688217 +1411 2.75 296.41 214.32543401670145 -2.649565703093934 +1412 2.18 233.31 281.03829851726744 10.536846656275632 +1413 1.42 389.45 60.20741950109576 4.621691065241343 +1414 1.89 340.44 195.51759332426423 1.009181306338033 +1415 -1.06 791.11 395.1884065690851 2.678190608213584 +1416 2.96 388.41 282.2886425424234 8.576917117308078 +1417 -2.26 347.39 234.7276456464954 10.28806360841727 +1418 -0.83 351.35 422.6109356010351 7.073660082189412 +1419 2.79 465.95 245.82702297988683 -0.436646424541939 +1420 -0.91 455.47 381.9158587649295 10.737262641925334 +1421 -0.22 539.58 303.91834510798543 2.4237397622772066 +1422 3.2 583.68 428.392573475858 7.287366257595478 +1423 0.08 410.46 310.0129591208042 0.7901306393659908 +1424 4.03 362.46 332.3194162323864 -2.6823891680637715 +1425 3.08 613.79 471.2410662713972 0.1321328719486132 +1426 1.64 627.94 359.1125788407572 5.338539109440043 +1427 2.25 474.58 267.1869825560139 2.6500208181251264 +1428 -2.1 268.27 489.7572711433053 5.407061722257519 +1429 4.51 652.82 391.0479777830853 -4.857192040427115 +1430 0.37 183.2 81.47836282968879 9.908436421899149 +1431 2.2 747.95 341.36319270157475 7.04947625921581 +1432 2.0 191.27 472.38098303514846 10.41450630057915 +1433 2.9 163.3 491.9828436166042 7.744385033212733 +1434 2.41 164.2 382.7187215418864 1.2935075173995036 +1435 -6.86 467.51 274.74681175314004 6.114235823367206 +1436 0.35 313.78 127.22504378548244 3.1318526288073145 +1437 -0.09 303.68 164.52176512700018 10.954847488771064 +1438 2.0 780.94 41.448879625861856 9.192394183193894 +1439 -1.15 254.24 232.5514770744637 4.001035538545115 +1440 1.28 424.98 340.3745401891483 -3.4949538499708552 +1441 3.04 378.51 236.9284155856448 -2.8010957762814463 +1442 5.3 498.57 479.8625898778045 -3.5074577908044784 +1443 5.31 520.38 368.5596588997564 1.339163200736841 +1444 -0.32 138.06 12.373532533049955 9.545176954767134 +1445 2.02 301.38 487.2708275182424 4.161111162089169 +1446 1.25 174.2 289.1448223159408 8.546345869227407 +1447 1.3 225.28 40.67784643352934 -4.438901922430485 +1448 3.96 287.44 225.91659435309109 6.478849449018847 +1449 1.45 192.26 350.52408261540035 7.818091380348912 +1450 0.0 331.29 58.76804097456761 1.8947925370404373 +1451 4.51 328.47 165.58968776523824 8.221176629717846 +1452 1.92 340.42 225.1465103968896 0.7573808731103373 +1453 2.38 376.46 217.9238899730829 9.03715740719807 +1454 -1.15 210.19 29.714784105213 8.957438432794618 +1455 -1.03 161.22 180.31583864319123 4.281142655135011 +1456 2.63 294.39 288.0565213273548 7.901043543577385 +1457 2.29 204.29 472.5009477258545 1.7348772359643156 +1458 3.74 321.82 367.6483849582367 0.4217417714875973 +1459 1.25 152.15 263.6659193094946 5.298177800900883 +1460 0.82 359.35 263.0016229411944 0.3833321291447822 +1461 -3.19 502.13 337.70117999879545 5.49834141847259 +1462 4.12 427.49 119.02658059597748 4.130129827874747 +1463 0.71 148.2 221.02578785706007 7.081630146136899 +1464 2.84 307.73 45.44797058153755 10.060364317796392 +1465 3.47 617.69 58.772393365179646 -1.4377996480861146 +1466 4.22 643.08 25.79944502604076 4.699625947322619 +1467 3.46 291.35 390.7644885886583 -1.4236202620580185 +1468 3.08 399.44 28.15061526086826 5.47598176203229 +1469 3.52 317.18 421.50005002656906 5.279270679837732 +1470 11.08 618.85 411.37518539256 4.667375055035596 +1471 4.19 430.57 217.711858424226 15.645942780056068 +1472 -0.58 379.4 302.8914622909144 5.163751145510545 +1473 -0.43 391.41 266.68328220364964 3.1041122472849456 +1474 4.84 630.73 350.9143085217993 -1.7903772393633035 +1475 11.25 608.86 5.4718502378391936 4.56098512533461 +1476 3.4 373.81 344.63417803411176 3.616962808118212 +1477 2.22 180.23 228.7608230766991 14.081330054538403 +1478 8.13 570.76 166.60892466538664 1.6236929487763914 +1479 1.9 546.57 59.21619176304527 5.768580718761135 +1480 2.62 408.45 258.7778984875843 4.349645989824852 +1481 2.77 546.57 51.75321863080556 3.920546710449576 +1482 1.05 390.41 65.97109556134512 10.73938857869626 +1483 0.09 331.34 497.387146906221 1.3521102364827406 +1484 3.52 362.17 170.39881549379027 -4.144441305735992 +1485 3.35 364.18 16.81926206914858 5.836543438925319 +1486 1.87 159.23 419.8791257400696 2.539574156757837 +1487 -0.1 405.44 471.05027650264384 9.64784324201528 +1488 3.25 293.32 54.44855323510572 -0.8493168688673212 +1489 6.54 602.85 375.0307644980796 2.7167865837755807 +1490 3.35 364.18 422.6495996313092 6.815525773349336 +1491 2.85 295.41 139.46002322920563 5.498991713753363 +1492 3.13 364.18 177.1397597739644 -0.887733987791048 +1493 -2.03 334.35 72.52516907475615 -0.8802333541330984 +1494 3.48 602.67 166.64449438443825 7.278638183250068 +1495 0.71 288.39 56.48248980020748 14.45700514118195 +1496 0.04 274.36 94.80020479887608 10.077497894390037 +1497 3.83 426.51 36.97134320849377 0.6485055847079702 +1498 4.01 376.19 336.96510711906427 6.6271966826057565 +1499 2.19 293.28 227.70092458124668 11.60331588055098 +1500 3.83 355.78 412.20622235558886 -0.4099974053123585 +1501 1.19 265.65 207.50478977488575 -0.6167500747673573 +1502 2.86 327.72 486.85044672929416 1.2119010542744295 +1503 6.08 588.82 205.40744357792693 2.115584236762726 +1504 3.65 335.36 413.2048549570691 -1.1232226001799797 +1505 2.03 474.5 205.7478663622253 9.192110487604127 +1506 4.73 358.56 251.52575634728936 -0.4940117160288952 +1507 1.58 302.19 39.71562261370393 -2.090190310159482 +1508 2.47 274.23 281.2007983792767 10.418774721121562 +1509 2.68 265.33 198.413262723508 11.628393777731924 +1510 6.07 376.49 329.8471158781554 -0.4295637634309432 +1511 4.07 385.37 42.8529911376101 2.380632757751409 +1512 -2.41 267.24 197.38090034249652 -3.515184286403189 +1513 4.08 359.35 230.56976748546717 10.778510032712852 +1514 4.14 330.5 329.4538356592949 10.631141383606195 +1515 2.86 327.72 88.78655508445065 4.795533831478879 +1516 2.63 261.36 51.2585285470043 3.038436255192245 +1517 -1.4 380.39 293.00890292829234 5.772915757778504 +1518 1.5 212.66 163.669328503726 -0.6850700963865997 +1519 4.26 300.4 60.72725108788718 5.794771522724912 +1520 0.25 399.39 253.2147786937816 13.667998448222004 +1521 9.03 732.95 408.8786458628652 7.697507356981303 +1522 -3.14 397.45 105.99278853979504 -4.721088496072291 +1523 0.02 405.44 266.0708397365062 3.37818674972237 +1524 5.67 687.82 489.3958185901489 3.765431214146992 +1525 3.16 357.45 443.0730742863439 4.6333041174279295 +1526 0.48 419.46 36.905350495659626 4.593511991455067 +1527 10.94 606.84 11.430512244373691 10.251522163907373 +1528 0.5 283.24 165.67328990735814 8.484742395701797 +1529 2.28 309.32 179.44814871341669 9.026023958095037 +1530 2.94 596.8 198.28164270391875 2.2968826009193832 +1531 3.94 602.67 270.4973079485836 1.1116063350801202 +1532 5.57 557.53 317.61281281761694 6.411140719101639 +1533 2.86 327.72 274.47852527506853 -1.66745969849722 +1534 -0.95 369.34 142.93197105477557 7.03778850137201 +1535 4.9 485.6 455.4312971800891 -2.935129799812385 +1536 3.93 314.43 125.990193982347 2.259038029384828 +1537 -0.23 405.44 58.30236788417803 9.657402698067258 +1538 1.79 288.43 178.3651331967352 5.6153341277276425 +1539 3.44 300.4 398.4333378774179 9.696916044491669 +1540 4.87 485.49 258.52048560083847 5.453975057456853 +1541 0.8 406.41 490.9568122969721 -0.4032702666233572 +1542 -0.12 405.44 280.51132940652536 12.910686083771225 +1543 1.26 274.4 148.93248590510277 1.4022633403349327 +1544 1.26 274.4 420.9363172980647 4.373750031163697 +1545 0.3 281.26 342.9086299541718 4.418804645515612 +1546 -0.12 301.32 449.4125420768716 -3.640685201584162 +1547 -0.92 365.37 369.4174547808982 8.340885397482612 +1548 -1.06 381.37 58.40982009531337 11.34865807856004 +1549 3.93 498.37 381.0872770712608 14.67223806106112 +1550 3.87 457.55 464.7835165714325 6.822831001904456 +1551 1.25 408.4 60.8725437267717 6.991581175265878 +1552 4.11 417.8 452.8062265014577 4.1212594630519535 +1553 3.25 279.31 193.87418451802108 3.1381063387640635 +1554 6.35 522.16 128.37984968409728 5.132094217770694 +1555 2.92 432.29 184.0278004024292 3.25179642181474 +1556 3.29 407.28 92.74660182714211 7.789491244636704 +1557 -0.33 434.46 247.0057864375026 2.4779654062529417 +1558 -0.15 282.25 1.635615961777137 4.51425281398274 +1559 -0.04 315.34 400.4464342764966 16.154663742516995 +1560 4.94 524.66 324.91342715348867 6.226525837781043 +1561 3.68 279.31 256.1505388664398 1.6842885874176932 +1562 -1.12 208.2 103.47251229384364 0.7170854910542799 +1563 1.98 427.45 436.1540161494896 6.338848903138761 +1564 4.14 374.44 491.5682471091951 8.412428764024543 +1565 1.65 259.26 175.05364075176138 1.3816993254012946 +1566 0.09 331.34 397.5169984941041 4.391308528075673 +1567 1.8 202.25 307.566559463674 0.2591063316746069 +1568 -0.04 315.34 30.967116514226568 9.253168725346672 +1569 -0.84 377.39 230.575337451374 1.7223721878849831 +1570 4.6 465.53 54.8022854045237 3.7569806824741647 +1571 3.94 476.55 11.090724121991355 0.7857218702998772 +1572 7.09 482.62 370.8021811192468 9.678109441996464 +1573 3.78 358.43 419.64415846910407 -1.7781673909844855 +1574 5.03 442.53 421.5926342883216 6.968367227479047 +1575 7.36 523.45 481.6474922961576 13.195692781849589 +1576 4.75 659.77 477.1091549157958 2.361638900089277 +1577 2.33 316.4 179.8397904594563 -1.325027926261443 +1578 3.07 447.49 241.23894880515613 10.701970285359163 +1579 2.79 603.66 125.54743941405184 1.3225787614410267 +1580 3.62 443.5 246.58214335333213 -2.2024461163783524 +1581 5.89 390.52 483.8533524035636 0.7673366259097962 +1582 5.26 481.5 364.1506282149624 3.1347850769766543 +1583 8.0 539.49 334.68431253698094 3.176478997636414 +1584 2.56 332.31 408.6067938489205 0.2801938700412592 +1585 3.34 341.75 75.89180786069971 4.857601732570481 +1586 1.89 193.24 371.7600931334008 5.597294988611666 +1587 2.41 441.54 379.0690217833937 5.4242924819763125 +1588 3.5 439.51 435.154860561271 3.3793366541950225 +1589 0.8 260.38 323.1812021931552 8.786550070503285 +1590 3.8 297.09 190.84655479553808 3.4690690056890685 +1591 3.16 260.22 102.20945706789892 11.54636340154476 +1592 1.98 260.2 479.643980460168 11.832087263631566 +1593 2.41 409.48 232.3776050010017 -4.935742871238041 +1594 2.62 383.44 51.72069373735072 -7.209885155135216 +1595 3.02 574.62 138.94004540371668 9.580597252339894 +1596 3.09 437.47 208.92321189055724 7.112906581483433 +1597 2.98 555.42 212.3152556052392 4.347113115133936 +1598 4.01 376.19 315.19613693590594 4.322148156783749 +1599 1.95 244.2 474.3682455715366 10.67730417252104 +1600 0.49 288.39 436.9703069591987 10.453977772499782 +1601 3.16 449.5 379.09008827465993 6.322765646721189 +1602 3.39 437.47 342.07260444496427 14.401556766031254 +1603 2.67 246.19 346.7811315778923 6.331727150439894 +1604 4.91 659.77 216.79160615565863 4.549937997988184 +1605 3.84 453.92 112.75200178541044 4.067705914737049 +1606 4.09 420.64 108.43546401050548 11.446571324855718 +1607 1.44 261.23 89.43839425534527 -1.4576051791061104 +1608 6.63 468.59 169.31008283162342 7.421332839581132 +1609 2.95 196.2 468.023730174386 6.3764739733961 +1610 6.78 480.6 82.3482450267305 4.429436642345333 +1611 4.44 437.49 336.1535352873636 6.634357186438144 +1612 3.39 437.47 224.67288882268528 10.621018896144635 +1613 2.82 603.66 359.159685201823 3.596674494107288 +1614 1.3 691.73 397.5719218856202 -3.885343741333671 +1615 7.1 494.63 239.13439293953192 0.4740561932579492 +1616 2.68 307.3 149.7233043811843 5.375326654047144 +1617 2.68 307.3 168.9732537668941 0.9097264880956556 +1618 2.47 228.2 83.61056256537297 9.33421118614804 +1619 2.47 228.2 214.3824966740387 1.207794459222229 +1620 2.55 423.47 237.08055441822677 8.324946139526705 +1621 2.97 360.45 286.08017278581127 5.587880095511206 +1622 2.21 261.1 471.4418992270775 -3.763625625806437 +1623 4.29 315.41 72.84944019878992 3.614457291161969 +1624 4.07 301.38 294.0108729316671 6.53880927544763 +1625 5.84 361.48 405.7695547022474 5.019530254882315 +1626 0.2 140.14 344.43987868131376 3.8911886891261815 +1627 0.99 357.42 432.4027643638894 11.537444135807604 +1628 1.44 194.23 66.81128842946649 8.707081942674485 +1629 1.89 193.24 346.32605111453194 6.4680843210478125 +1630 1.62 196.25 132.13413548375303 2.9912803069158933 +1631 1.84 365.83 482.5411909643663 13.989075346535202 +1632 1.65 246.22 283.53275252208977 -4.745146484832249 +1633 3.09 407.47 23.418918870977244 -4.107821301571878 +1634 4.2 285.38 339.9606087965963 1.7842371917160205 +1635 2.89 421.31 468.2568907961179 1.86778223172516 +1636 2.39 418.52 198.7062120846187 1.4233651028205196 +1637 1.51 281.31 311.4591914848892 5.984087059713729 +1638 1.75 202.25 12.00642070300917 4.604782899420036 +1639 2.98 285.32 438.5417064547761 3.762762434166463 +1640 -1.79 210.17 267.0121094624925 11.98485502558523 +1641 3.25 320.47 179.9920863686259 2.3716896441001865 +1642 0.58 205.21 58.165940894493005 1.6887611292719984 +1643 1.89 193.24 130.55116306551534 2.6088083052760145 +1644 3.59 241.29 240.3710868968132 15.290315489884652 +1645 1.76 172.23 12.115761265541314 -2.9606210967608284 +1646 1.01 205.21 207.6630755932977 5.183951494778298 +1647 6.01 635.7 224.09108091514736 8.2223995194453 +1648 -1.59 224.2 35.079843200251204 11.083153548896597 +1649 1.63 328.39 138.37523544804225 13.308844322734329 +1650 4.14 405.31 449.0368575139287 5.148216858499872 +1651 -1.33 194.17 397.395547838331 11.275513369941 +1652 1.99 520.65 416.29710765693017 5.677777300935452 +1653 2.45 394.35 55.23343471723779 8.023213303245676 +1654 5.4 288.36 359.0026161394683 -2.5074298096201764 +1655 2.34 384.43 202.63321090970737 -3.993335431332893 +1656 2.49 200.24 241.28526654823872 -9.33196298023102 +1657 9.83 607.61 451.67713657621306 5.5658729709756445 +1658 3.53 406.3 21.89879256148164 4.258918027317625 +1659 3.02 392.86 342.3693928471792 2.6915486709225496 +1660 5.38 332.24 340.7582946567342 5.330042488743136 +1661 2.24 327.4 18.593058471153117 7.932053164262188 +1662 -0.16 178.19 426.7072763848212 4.371194061919792 +1663 5.56 365.9 313.297161456856 17.01596354221244 +1664 5.89 410.94 160.57363328079472 12.31973966903621 +1665 4.74 434.61 223.74265259477397 7.857927990461666 +1666 1.64 165.19 347.4897563860037 9.231841192544303 +1667 2.65 354.36 63.64534280689082 4.879500641409418 +1668 4.29 420.58 1.974182695731852 10.556592712208698 +1669 2.9 286.09 310.388129169488 9.539981170062374 +1670 3.42 435.52 250.96257534114972 4.49929246108844 +1671 -0.25 353.4 290.2512739636472 1.0719789011593268 +1672 2.56 251.12 439.8373246009195 10.896541399419853 +1673 2.56 251.12 59.09936670823141 10.557621192144762 +1674 2.58 293.11 472.437126854607 8.227088133654313 +1675 3.86 269.36 492.29175726744927 4.171222907788067 +1676 0.97 375.42 437.0459228296125 4.215283481058655 +1677 5.82 498.63 32.38094691955013 -3.278925810084184 +1678 2.79 362.83 371.8957432477632 10.388956400122918 +1679 5.2 448.64 3.3590323610829254 0.7888630930358227 +1680 5.56 492.54 259.7868047211601 11.309478384554634 +1681 3.71 264.36 477.86419222359496 5.150426573014549 +1682 1.93 278.65 360.373839418769 -0.3082012709091923 +1683 2.51 345.78 311.7047690529307 6.435854758017116 +1684 3.86 309.28 126.9515913084453 4.8863739097339485 +1685 4.59 299.41 300.00670340859193 12.242421136504923 +1686 0.87 318.33 207.64148598616825 8.341550516658305 +1687 4.29 348.82 447.1932857040648 10.011568604815006 +1688 2.78 264.36 340.8016642404333 2.194229770612488 +1689 3.3 308.42 209.10314372993383 2.0387767575968416 +1690 2.33 385.46 171.2169974496615 1.488411689123354 +1691 4.01 473.35 208.0896646764237 -2.3821507537775237 +1692 2.52 346.42 455.4819977646916 0.1480628596492392 +1693 4.44 728.88 141.09112992297352 -2.3647865378670927 +1694 0.42 154.17 436.67143577787897 -0.6641126221085658 +1695 2.69 287.28 34.758986812591594 -0.2563886861648159 +1696 6.21 398.58 452.52739817250233 4.931388432040548 +1697 2.57 293.41 237.0964965779576 0.5733838828631495 +1698 5.38 332.24 344.4013624480633 11.22377842509923 +1699 3.98 312.84 0.3267828665078909 1.3249983593963828 +1700 0.53 290.31 278.3330334378789 6.875235565401903 +1701 -0.61 270.26 325.80437210512866 5.762103550265575 +1702 0.58 276.29 169.2665661019495 8.525100242524143 +1703 3.26 341.43 46.43520247960648 8.885081332766939 +1704 1.76 288.34 443.31405576208607 13.872692050897117 +1705 3.93 373.65 280.67138811377544 7.204274821068516 +1706 1.9 146.14 331.00408262482307 7.729925786691284 +1707 2.18 181.3 313.47365528171986 1.2752663730359537 +1708 2.13 328.39 293.25660037317505 11.943727477336315 +1709 -1.24 300.29 277.81694999676847 8.99160811748023 +1710 2.16 198.22 15.65747495344877 2.731519327464384 +1711 5.68 496.62 229.94922252011824 3.800445513879176 +1712 7.51 773.95 54.10431260740561 4.615591863560595 +1713 1.09 248.67 474.4526983079909 8.897424015922471 +1714 3.09 421.49 210.24718517980884 -2.820779774151018 +1715 1.76 216.63 466.249815843084 0.4174236222910483 +1716 1.46 368.38 369.710950501823 2.850614354433977 +1717 1.81 300.36 94.5962254763358 10.449832002544968 +1718 2.06 417.5 119.15899131185805 5.24817177947954 +1719 4.64 320.47 401.6539846438304 8.29091442854055 +1720 2.03 233.65 336.7181836683964 1.5705847804534172 +1721 6.69 428.16 29.768355877512644 4.571499924417846 +1722 1.15 320.73 227.96253285750905 7.868447438322379 +1723 4.0 393.65 233.03107484707093 7.354027241328377 +1724 1.19 209.68 69.16687739495708 -6.657678618318446 +1725 8.19 585.95 395.1714085820918 5.648622046802367 +1726 1.98 153.26 61.58131727477395 11.065832409874972 +1727 2.41 270.24 62.6243638041537 5.0753704913492825 +1728 4.24 411.5 231.55200329471964 3.464958570763979 +1729 3.9 443.52 275.39760852197867 -4.803395139026419 +1730 -1.24 242.23 230.01121667342937 -2.023605013667896 +1731 3.79 360.41 422.2708948439242 3.524726236526079 +1732 5.11 449.65 434.7376127980393 9.543487914780842 +1733 5.33 426.57 118.58048041012864 -6.1033334385026485 +1734 3.83 406.56 83.26984100337759 -2.214719551875202 +1735 1.1 173.21 52.76831514417457 0.5572653784465151 +1736 2.75 472.57 460.3686705851168 5.625445925366714 +1737 0.84 711.93 124.45534583575602 12.537374282991356 +1738 4.71 513.41 335.225793650121 8.246589066616192 +1739 -2.53 967.94 40.66503523121706 1.100874265352524 +1740 -1.41 746.98 11.977225750262113 5.988718390852484 +1741 1.23 146.19 382.69366783855344 2.311874537684948 +1742 8.0 585.61 93.27421342865104 -0.0182693879723032 +1743 5.14 482.59 319.61058256322696 14.906660260595045 +1744 4.01 449.36 467.79214636883466 3.7007591981571135 +1745 7.49 586.74 387.0826519492002 7.572441952015593 +1746 7.44 507.05 123.6584466689295 9.775439829465206 +1747 3.7 344.45 192.7446274781048 16.28135448616118 +1748 7.68 643.65 110.2277073503089 4.912976134248892 +1749 1.62 393.44 101.08237391157004 7.892454310494266 +1750 2.37 576.64 150.8637551455837 -1.1879393384379746 +1751 2.52 388.83 472.5101414882632 2.104500051121985 +1752 5.07 286.42 357.1849977061052 12.771284704700909 +1753 4.63 435.63 441.5461187695217 3.641310651106042 +1754 1.86 341.41 247.3795143673331 6.124042831342809 +1755 3.5 280.41 237.01667671806345 -6.677979680855167 +1756 1.9 228.29 54.8670825768986 12.574663093524148 +1757 4.2 311.3 85.95420416129507 3.135754731091583 +1758 0.57 317.34 58.1001172067494 -1.382359470214903 +1759 -1.82 330.32 134.79458258945536 9.451090966677327 +1760 4.47 362.47 92.16536311368034 6.673714652387387 +1761 1.26 253.29 390.0919788894701 2.007780602529991 +1762 9.79 622.92 149.12353519469312 4.854460439159491 +1763 2.02 263.68 206.79405091792336 -0.5913266500153638 +1764 3.9 354.37 289.7970377814564 -0.8081096409814386 +1765 3.56 435.34 146.1016188413143 5.636971809380658 +1766 3.26 339.2 458.75561744255145 8.305104339570262 +1767 1.18 225.63 263.2649482571412 1.3252921706190075 +1768 2.31 281.31 253.6195520479705 6.453345396542435 +1769 10.74 635.66 191.14957094121843 10.48089598501906 +1770 2.76 302.21 73.19786301133458 1.669301484249082 +1771 1.7 239.07 468.4461551628928 8.27749660888039 +1772 2.67 324.76 109.8594939743679 9.553706789403517 +1773 3.39 369.23 280.13776217082204 -1.6534452408324816 +1774 2.5 362.83 71.23790795087565 -5.749807478002653 +1775 1.83 177.24 121.91123225734744 2.139893831843537 +1776 2.78 423.28 88.51548544830118 8.541690323650798 +1777 2.84 387.48 150.82830025678118 4.1621191136498 +1778 2.27 200.28 302.7022461980429 1.1332969025597976 +1779 2.68 430.53 357.98675104826435 4.611595636703674 +1780 -2.49 942.02 418.9517651430417 7.384175457823757 +1781 3.27 404.42 178.45841698698035 -3.437327923040458 +1782 1.93 241.69 421.8811674579116 -0.6958912149348286 +1783 2.41 798.07 19.074344066816018 1.554599981071064 +1784 1.51 304.29 475.8357008576945 1.5573810348030594 +1785 1.9 239.28 289.4041255101397 6.88668359533828 +1786 3.81 420.32 431.689104777845 8.32060204354584 +1787 -1.65 246.19 289.34642648014403 3.905452891248791 +1788 1.31 182.22 103.26337615000008 5.6844840189911805 +1789 1.31 259.26 448.63752128215583 3.630281849024964 +1790 2.88 338.31 208.3600440968897 5.347457809099464 +1791 6.03 510.64 329.2136096418063 -6.708486043780246 +1792 -0.25 383.42 129.50982652213187 -3.63019519709035 +1793 0.88 239.17 77.5197232498271 8.028820085671033 +1794 4.9 354.49 382.12866555372057 -0.4575017136293162 +1795 3.1 368.39 403.71703730247225 3.2475460126949978 +1796 2.97 394.24 119.61527626092334 9.678684039394316 +1797 1.58 246.22 379.0895140667234 10.374898551306558 +1798 1.23 536.65 355.9581615626649 9.677774976056474 +1799 0.73 205.21 494.8707518195479 10.44951038386438 +1800 0.92 233.65 112.5451288846972 2.699306037691769 +1801 2.7 268.1 79.3754535107486 6.83936452316749 +1802 1.91 342.42 394.628780142853 7.159646255317071 +1803 3.77 449.36 376.9316638619765 15.422484559686469 +1804 1.8 202.25 444.9966449163761 14.575994157949346 +1805 2.01 230.26 425.8907680672786 7.239125875652877 +1806 3.48 451.34 274.8833155262343 -4.386478061319144 +1807 2.22 328.36 165.39121723526384 5.226726929851082 +1808 4.47 426.47 183.8076284428884 5.96504959253528 +1809 2.49 200.24 457.4639459735532 -8.297388975312233 +1810 4.96 383.27 235.111451485623 -7.267920011996907 +1811 3.94 340.42 312.44397609761864 14.13623961422165 +1812 10.28 609.62 434.2229944965385 -2.871875015407213 +1813 2.07 326.31 261.5467747449212 2.0611177277722725 +1814 2.91 399.49 427.5706323438545 1.5589970311097625 +1815 4.8 487.43 433.303348398849 11.759487786313027 +1816 -8.27 587.58 324.69373026670223 9.124829335333398 +1817 2.77 266.38 282.7558317476545 1.8744646577445767 +1818 7.02 586.74 291.1303021863973 8.32735194346671 +1819 0.94 292.36 85.59164658843055 1.1270948641697929 +1820 2.35 274.15 390.0563616868537 -3.040528452546712 +1821 -0.04 543.52 351.1825715070041 6.273191866764414 +1822 6.12 428.61 482.7370231397294 3.871230452522976 +1823 1.4 401.46 28.575061492113697 3.843113029285664 +1824 4.28 355.26 186.24621439440247 2.6707713812060145 +1825 1.16 289.33 178.25642964336058 2.484101495154067 +1826 5.19 270.37 92.53414977628648 -2.8842876599380007 +1827 2.18 321.15 15.845381364265442 12.957202301327872 +1828 8.45 553.52 457.2412609202154 1.8653190318137107 +1829 2.84 320.37 266.15018368110753 3.7991330945126234 +1830 5.22 280.36 439.36037727186806 4.683583195535534 +1831 2.54 263.26 26.658600433632053 5.160009943231042 +1832 2.91 287.36 49.65648758314117 2.4476262452167945 +1833 3.41 236.14 89.54197216644872 8.044615737934617 +1834 1.84 208.69 149.95095918131963 7.594509938217123 +1835 2.83 358.41 441.8852748552081 11.071664243287511 +1836 3.45 334.34 306.8106304237124 -1.4925213386637424 +1837 3.26 249.11 26.338270951815623 3.2810681489099944 +1838 3.32 278.39 295.576249375836 3.986716702615495 +1839 -1.78 246.19 37.3157399801029 11.342939927497806 +1840 2.88 407.28 16.28221705051508 3.149948787935155 +1841 1.92 300.34 81.26641009848085 -0.7416137292462786 +1842 5.13 469.51 34.83993734481644 7.334389372332533 +1843 0.62 265.29 368.0312214579128 -0.2515223068575887 +1844 -2.26 347.39 383.3771970515264 -0.1266402297516951 +1845 2.38 312.4 190.29034558237836 0.9839930879118226 +1846 4.88 525.51 60.06221439016568 1.7601979056630317 +1847 5.05 501.45 20.306491439336995 0.0823858439494538 +1848 5.56 348.52 153.8843564157314 6.8090480135641975 +1849 4.75 496.51 151.75126277892315 0.6993053022525748 +1850 1.55 160.22 246.55735413643808 7.305871188501555 +1851 4.92 356.46 113.83085976498576 8.230984440735806 +1852 3.29 353.23 244.75167875939172 -1.9314272177073808 +1853 0.6 126.2 473.5832737296727 10.949487777716577 +1854 1.93 292.37 74.73654884736763 6.798012800832831 +1855 6.08 451.6 408.50580127623874 0.5669524635345669 +1856 3.78 291.35 345.6194438935726 9.552425299867425 +1857 2.91 423.28 140.19177411763988 2.123958039155045 +1858 1.44 207.25 487.9143277359519 9.842885694292267 +1859 2.43 252.35 377.9746094445153 5.375988957659609 +1860 1.97 363.41 137.02407803681305 4.28768167675538 +1861 1.18 225.63 53.50216440152211 -0.2784620791208265 +1862 0.41 236.18 206.24520991528397 10.201556496207075 +1863 2.72 361.32 85.98369023553437 3.1711689837334034 +1864 4.36 311.3 328.6509297239825 1.9173383336815504 +1865 2.71 392.25 411.10927621214967 14.423600135427806 +1866 1.33 146.19 446.42736169580354 2.772937958068277 +1867 1.3 140.23 82.769113263494 11.489104373067365 +1868 2.54 439.25 3.8588299118687552 12.389666626328191 +1869 3.67 376.86 161.758436489792 -2.970733551820971 +1870 2.36 273.38 380.78875901492586 1.8609420262689744 +1871 4.87 460.52 235.25376171749247 10.885078858905644 +1872 6.35 522.16 292.09083178724444 12.832101248849376 +1873 1.9 286.24 50.31246778897525 5.540556196092882 +1874 2.6 428.92 228.92570586227308 -3.122836700799523 +1875 2.62 353.4 264.5882912514573 0.9701054953061288 +1876 2.08 248.71 25.145181801409063 3.86243739991827 +1877 4.16 449.47 209.38526397035383 16.06566009671503 +1878 3.66 276.71 407.4293804172998 -2.245070974165875 +1879 5.25 501.45 312.1599402267556 1.684960906588389 +1880 3.45 476.48 469.1065041200322 8.424431232776495 +1881 1.2 286.33 75.46038974647202 -0.9324533161263489 +1882 -1.83 306.29 440.3203870979405 -0.4932095224175761 +1883 -2.94 992.86 298.70822853732653 0.2125472785122593 +1884 0.77 168.19 111.76346138700184 3.3646512068774204 +1885 2.71 349.43 61.48958763185447 10.940733918610244 +1886 2.87 372.46 251.3321087205824 9.675896141030147 +1887 0.67 229.28 48.21859396288053 5.236509949167794 +1888 0.92 230.26 228.094846346574 -4.985775282587108 +1889 5.09 335.45 327.4694504943668 0.1680139503307849 +1890 2.9 341.79 193.89458014801187 3.595082141801842 +1891 5.09 324.34 158.06958640127644 5.532561177570252 +1892 2.34 350.42 310.3227362924787 11.6729704175214 +1893 2.97 350.39 336.3026549512002 -1.0948891990532674 +1894 2.14 270.24 272.6702365090491 -2.665823168351212 +1895 0.87 228.25 223.30879993929847 -0.1795366638222519 +1896 1.85 192.26 435.9112391162992 2.0915741625998585 +1897 1.17 230.27 347.22503541864234 1.1904242334881636 +1898 3.06 429.49 448.95929551773247 -4.556810695085153 +1899 2.69 350.34 432.76734418217126 0.9025193268415572 +1900 3.18 313.35 37.860674771817536 4.657776609995686 +1901 1.15 182.22 363.3838259897983 9.767820965280354 +1902 2.56 175.18 359.23975080305075 10.836885707107768 +1903 2.11 257.27 373.25712561182434 5.71517718235586 +1904 -0.21 172.2 109.98859932795467 2.0472681890439115 +1905 2.99 294.14 463.2193960952998 9.317698276858172 +1906 0.87 209.64 490.4049141341451 4.233164398762378 +1907 2.5 298.18 494.128738180622 6.35274851066506 +1908 3.49 335.48 190.65775959385311 5.267672870740308 +1909 1.4 244.29 162.17367146385885 9.122720207917524 +1910 3.1 380.44 141.2306323416409 7.762131664614111 +1911 5.29 478.52 341.7535644018776 6.080972068248931 +1912 2.14 767.96 429.6381172431692 14.121901336621628 +1913 2.49 200.24 29.70528910835701 9.68741369208685 +1914 9.37 581.57 396.3085567610793 2.483019755067903 +1915 1.27 270.08 19.66828548526672 3.2044515068747126 +1916 4.75 325.33 16.235697262626193 2.939855030173306 +1917 2.31 275.26 182.5525467977208 -1.3618548663031298 +1918 0.54 251.1 179.99122313134131 10.890979970400744 +1919 2.28 301.34 297.2081025626906 7.737834342896278 +1920 2.87 334.39 498.3715497060641 -2.713135844737926 +1921 3.71 377.48 429.0912614798224 -1.2535465841422084 +1922 1.23 423.46 18.949093709176967 4.546749591637568 +1923 6.9 497.41 368.3615482229233 5.116978633518529 +1924 1.4 179.22 17.92741263287667 5.256207757292303 +1925 5.94 349.26 44.288067835283776 2.671871537576083 +1926 1.09 246.29 24.394146158190637 2.5499761980546425 +1927 1.6 195.26 245.63399176307925 6.983779567410245 +1928 -0.43 921.95 136.37400696705987 5.2081395821957015 +1929 2.97 360.45 194.1253475026183 3.2641578523105323 +1930 1.71 296.17 69.62145482561438 3.6730775908515128 +1931 0.96 217.27 250.9297352161064 2.9739576902070777 +1932 2.11 311.31 467.6856487225577 2.308350499571329 +1933 10.28 621.63 443.3821808305333 7.409456037389219 +1934 3.26 249.11 445.3627548122241 4.491839731391568 +1935 3.66 292.42 84.01735123016074 11.455133571562426 +1936 4.66 473.4 130.72403300381296 -0.0670388552128198 +1937 5.25 429.57 445.4075980827656 1.788899798766506 +1938 -0.77 383.51 138.34751387671423 6.9847372612394665 +1939 0.98 277.3 35.813484124512904 12.144578223276945 +1940 0.04 194.24 95.59573593601922 -2.075415391087541 +1941 2.47 168.23 480.9070539455759 12.61420411479302 +1942 0.7 259.31 144.60735683262615 -3.7862644836904096 +1943 1.62 232.26 381.1833510798845 7.927938527253782 +1944 6.48 735.82 9.20208238876663 11.554393864560115 +1945 5.59 336.43 425.24024181034247 14.126878659109162 +1946 1.5 140.23 332.4485971168841 8.168440082930937 +1947 3.18 362.83 442.0932149040223 6.5227660078227725 +1948 3.53 427.58 166.86654826637033 -2.91862130961162 +1949 3.86 419.43 362.7017520685717 -3.866081524361867 +1950 2.63 387.48 496.2684122611497 15.04380897666168 +1951 1.62 178.19 407.5451317407665 2.4875307029482863 +1952 3.57 366.48 150.5866656354754 3.932865400528704 +1953 3.22 381.47 395.1538800727699 5.463660626721243 +1954 2.28 229.07 146.83382510288507 -0.8455714121523661 +1955 1.55 243.24 314.96414736119874 2.776169006398624 +1956 3.09 315.36 441.7275744418293 1.1896599418855835 +1957 5.26 481.5 80.39779786642553 5.841985639153295 +1958 4.05 360.86 448.5861736673983 11.852792110698417 +1959 3.68 586.79 145.84793219992363 -0.6450686772468348 +1960 1.42 214.27 328.47627811006817 -6.654838787890716 +1961 0.71 218.21 249.2592719941956 6.106870587830303 +1962 0.25 201.24 75.68404717798555 -3.1965452465760595 +1963 3.48 451.34 423.3394815995125 1.1118734077665793 +1964 2.31 275.26 312.8876421858016 3.79069857989985 +1965 4.73 446.5 477.90556062277614 3.798236808599408 +1966 3.09 401.5 20.51726058102709 3.9114963492282335 +1967 5.14 348.24 44.055891023895455 1.162792278833212 +1968 2.98 301.65 234.56268496473552 8.546626294988746 +1969 2.19 391.42 453.5597433706745 4.020659624097815 +1970 3.16 361.82 19.26287133687371 4.304628338896638 +1971 0.23 111.14 379.5686967416714 13.411825861123551 +1972 2.46 402.46 370.2159058398626 5.811845394513964 +1973 2.58 199.21 419.4621889508709 11.287620557479558 +1974 1.95 330.4 64.64332250587529 -0.7769961517253812 +1975 2.01 223.31 77.58306989892655 1.9935175840416397 +1976 3.13 437.31 111.6620481518893 -2.600510876567588 +1977 -1.67 258.28 55.00891525512619 7.769470406831049 +1978 6.29 563.52 238.27133352736408 5.587164741247769 +1979 1.33 203.2 179.86119885644803 -2.7635756840939028 +1980 3.19 282.13 65.11490385498703 4.226596506590775 +1981 1.49 259.1 176.3035460517664 -7.153515811474257 +1982 0.39 112.17 48.24832376882632 17.493412809895627 +1983 2.61 415.46 425.7507647316853 2.547638268700779 +1984 3.59 376.24 12.174084664309635 7.220082346923653 +1985 0.85 126.2 454.24861736188046 -3.5092440515512564 +1986 2.72 370.43 110.34361668709286 3.269172091500373 +1987 4.91 338.21 392.89347764547847 2.3838477928149078 +1988 0.52 191.18 286.48945706874645 3.617826827182742 +1989 2.67 289.28 251.3281794068784 9.25342588031819 +1990 4.41 487.43 421.2942849399993 4.034173138919787 +1991 1.71 139.24 494.30850261776544 8.232464007794803 +1992 3.28 357.44 19.37181228646317 0.4507871323480001 +1993 3.85 312.37 396.7779359532128 2.7685478324425903 +1994 5.12 370.49 243.6080230645653 14.360185913153448 +1995 6.61 442.64 161.0869594348751 1.794652998280454 +1996 3.48 375.85 366.25446415351234 -6.404782274097137 +1997 1.66 255.28 57.02037210852312 4.14033976592234 +1998 0.22 262.26 67.4947453372478 -2.441465318984214 +1999 5.37 436.51 67.96986402702143 -0.4928098231219771 +2000 3.93 314.43 371.33262244859554 10.326173411390435 +2001 2.55 387.48 174.74755295621637 2.0509906510164644 +2002 2.92 297.33 67.87144635096254 8.12935742097738 +2003 2.57 352.47 280.1016784259674 -1.2083557311044304 +2004 5.26 542.75 138.2135967799058 -0.9793123553477612 +2005 1.99 260.24 350.35624672592803 7.678903467229325 +2006 0.81 275.31 266.92081480298486 5.354667402763978 +2007 2.17 293.16 396.7867847768708 4.041467176212226 +2008 2.24 215.25 424.5639325607147 12.083828363277243 +2009 1.49 367.4 60.39537392783456 7.4407585202091955 +2010 1.99 251.32 272.3890244908896 2.643117737017182 +2011 3.19 406.66 283.2080509235441 4.967167248007522 +2012 2.69 175.27 190.56190031630769 2.4710331249854423 +2013 3.85 297.27 432.27466705540536 4.85557356058528 +2014 5.83 549.5 195.0213660782183 -1.3154729552349744 +2015 2.74 339.35 445.93968280071226 8.191390632324957 +2016 0.88 234.64 317.6426651036028 7.201341697054184 +2017 2.69 350.34 67.19396982626213 8.75251797954324 +2018 1.08 395.82 278.79543165034 7.18838432287591 +2019 5.0 480.51 179.03915853760398 -2.339355266756444 +2020 3.95 522.63 130.7402327281862 -0.4316962260224724 +2021 -0.21 172.2 308.53638600646593 1.0927472870084918 +2022 -0.01 190.2 180.3842034434813 9.653051549201823 +2023 2.31 275.26 314.16715854725265 6.512479157159601 +2024 4.31 311.3 175.07065693752645 1.6722197536038963 +2025 2.56 251.12 92.6837980161701 0.7105012610027215 +2026 1.3 182.22 16.77618874188269 4.420236413759724 +2027 1.75 196.25 199.93913708975148 -2.030111171677814 +2028 2.42 333.77 221.24210581952784 8.954955800384106 +2029 2.57 333.77 139.3622395198465 3.557946972978865 +2030 1.71 255.29 50.891486702559 17.589462998872136 +2031 3.66 276.71 460.7083255980947 4.036428366124474 +2032 1.71 399.46 71.25712284237851 3.655640966520541 +2033 3.09 363.46 157.31705896932263 7.3123342322358305 +2034 7.24 484.5 274.7087089677506 8.414650106966786 +2035 0.5 211.2 441.9910976079596 2.6586296196608594 +2036 5.5 279.46 325.77799613709857 7.024307917958836 +2037 0.14 391.46 434.4774055993111 6.382642624426246 +2038 2.24 215.25 67.38548151538726 10.136923111469333 +2039 1.89 323.35 496.3297886288024 9.667911604894146 +2040 0.54 820.84 24.25795222935073 9.844412555758977 +2041 4.18 296.29 130.02714781168584 18.0402750817359 +2042 2.07 188.27 274.6638836652921 4.340116274316015 +2043 5.32 349.26 100.9823275418475 6.992576848643372 +2044 4.4 337.23 69.1101436669851 4.117318365570635 +2045 0.96 266.34 96.70006940111703 4.153252041402487 +2046 3.8 461.58 102.64352973313306 12.075476357457244 +2047 3.03 361.44 378.0218690261353 12.373201097557182 +2048 2.57 229.23 337.49430358678137 9.627481420127053 +2049 2.31 307.38 247.8393480546675 2.5141263309307167 +2050 5.0 398.49 409.4174407279012 1.0788444066526823 +2051 4.89 274.32 190.16781250061624 6.341731691058006 +2052 0.21 175.19 492.2894210465112 3.9828691058051913 +2053 2.34 283.3 75.55208045404244 5.203285189792712 +2054 4.74 356.87 388.0735519716838 2.0646867228306447 +2055 2.26 253.3 376.1015341959338 -6.130916420226161 +2056 2.7 253.3 28.518295837733188 5.417897933665513 +2057 3.32 386.48 298.6041338957433 1.7863990822008988 +2058 2.58 235.28 19.854470772071807 6.083773073173794 +2059 -1.26 418.44 138.64062341907967 8.90545021893767 +2060 1.85 167.25 416.32135683891966 4.041912609406063 +2061 3.53 363.46 328.61524981999656 6.754599970090334 +2062 4.49 319.38 242.6093949853729 7.084624606538541 +2063 1.66 237.29 204.912865066906 11.010124061611885 +2064 1.44 345.4 27.443006755144992 -3.487035594027404 +2065 4.29 320.34 340.22077132794857 9.916610547094551 +2066 2.75 283.16 227.79076044065704 3.178605816093704 +2067 1.89 325.47 452.7371986760176 -2.4397840237415025 +2068 2.52 391.47 332.6271737983972 4.786268616396717 +2069 4.49 319.38 167.69395622388734 -1.6876587859151917 +2070 3.56 376.24 181.65461253198023 14.087827301653368 +2071 3.18 283.25 416.0123712070673 3.9949007427087615 +2072 3.81 292.08 258.78124520664284 9.46774488518784 +2073 1.76 267.32 168.93287591466273 -0.2339076574301835 +2074 5.82 410.42 457.0782591025246 0.2953316110389403 +2075 1.66 237.29 136.8382902997764 3.845142653204298 +2076 4.8 487.43 419.3674886075159 3.427126311861309 +2077 2.61 295.4 366.9396587200056 4.425790508391545 +2078 1.88 290.75 227.9055097350492 2.075519185487726 +2079 2.46 271.29 295.9379266247915 6.677217159848269 +2080 2.07 394.42 332.4943138814552 -3.1076584168302013 +2081 -0.07 187.22 45.059982895211846 4.330412546096296 +2082 2.12 223.31 400.3439131415988 2.405813350743031 +2083 3.95 293.27 244.66810668400925 4.768606756251116 +2084 6.12 280.45 104.0015528902723 3.785504680285822 +2085 1.9 374.43 168.5339872724647 8.65982539966674 +2086 4.27 487.38 407.649319183316 -4.901416116918021 +2087 5.97 366.41 333.6563192302539 3.2881294536622887 +2088 3.07 343.42 48.4177087276228 5.22987832570552 +2089 3.1 362.21 354.36181411453003 14.342672594977069 +2090 4.07 367.44 139.09548571213492 -0.3370900922090651 +2091 0.53 230.22 412.3333094113122 8.123074322597887 +2092 2.84 266.29 428.7760918134964 -0.2806599769919193 +2093 4.61 501.45 464.1919217659764 9.44904083587349 +2094 4.21 303.38 159.51038382697007 6.064065355770695 +2095 4.58 289.28 83.01831845968566 1.9858252733805952 +2096 0.65 397.44 40.01968709147524 3.454106629540199 +2097 1.15 247.25 483.1864962118309 6.9386860870214 +2098 3.66 276.71 239.3965222277953 13.708258029067387 +2099 4.5 290.36 298.1646938330535 6.977252255465879 +2100 2.26 293.4 435.0394525771088 8.398978822235176 +2101 3.1 362.21 217.046638455852 1.1283176392242975 +2102 2.06 177.23 126.36009099043676 11.457589334093996 +2103 4.86 431.55 275.51685127932376 4.752132757238488 +2104 1.48 295.35 401.09796571426926 -0.8863240776704631 +2105 0.9 267.3 110.24146850608928 10.995403667268247 +2106 0.84 346.4 481.60589839339167 8.600401548433355 +2107 0.28 327.38 439.7472993823324 12.20954097930886 +2108 5.25 501.45 32.025251502682984 11.01053032981803 +2109 1.26 285.27 166.91862973514253 9.288223897038002 +2110 2.93 341.79 270.51517459896604 4.980495965650416 +2111 0.06 189.22 135.2686637600241 9.837243447162315 +2112 1.03 302.28 96.24552964590404 -3.3754361329387272 +2113 4.79 517.45 127.53703076232576 6.0561234961111525 +2114 0.74 130.21 437.5987251467776 11.881124694246408 +2115 2.57 273.72 75.72366524373952 -0.3423741023491793 +2116 1.99 251.32 233.53308547545728 5.2735041761547725 +2117 2.94 255.32 234.5389811901664 7.153170115914779 +2118 5.27 324.34 300.44985662080364 2.066701780127336 +2119 0.68 89.14 174.69819538355895 7.010725699566613 +2120 2.81 273.38 231.40347854916945 11.709938997653378 +2121 3.03 273.24 66.77958212426354 -2.395679359668623 +2122 5.53 454.6 47.264458525328735 14.070848973581086 +2123 3.47 351.38 414.275849827881 2.259623402390757 +2124 5.39 396.48 403.15012760380114 5.374766684758671 +2125 6.3 406.43 473.70851016639983 3.825088905045437 +2126 2.88 254.33 194.052371519267 4.987371468014584 +2127 4.21 323.22 229.7962919736155 9.652919365810956 +2128 -0.75 343.36 294.9568590654583 3.6650510032014743 +2129 0.9 267.32 120.05320855033064 12.645164920729924 +2130 3.99 332.42 51.91077788356552 8.654961500983639 +2131 1.52 273.29 173.9530030641273 15.531011804148507 +2132 0.95 381.83 27.068983698793904 -6.440425196810633 +2133 2.87 334.39 40.41385258746711 4.082809943417136 +2134 3.55 227.22 185.5218337398683 7.889550517154296 +2135 1.71 255.29 34.53428549054976 10.13777328243292 +2136 6.51 555.54 282.87768555748653 11.062161662146998 +2137 4.29 296.29 144.25607943086106 0.3312105350336409 +2138 2.41 287.35 258.4557526953367 12.816480198507948 +2139 3.65 262.31 459.4662451262923 11.790903640419351 +2140 2.27 396.52 5.465119762227133 13.87696970051207 +2141 2.59 348.4 248.80418382479013 5.157572680036523 +2142 3.66 276.71 193.6272527239624 8.25478822118232 +2143 0.82 348.31 367.6481529004484 9.535082495714764 +2144 2.1 321.38 323.1106656330453 5.314969244242414 +2145 4.49 319.38 36.39513268006422 3.391709205913552 +2146 2.62 262.74 122.84562839050596 5.795502450831529 +2147 0.62 161.16 394.27082327409335 12.409544853116088 +2148 -1.27 454.42 3.787949114066436 -0.642005221038275 +2149 0.75 266.34 362.9233651577291 -2.077266043338025 +2150 3.37 393.48 141.02075797220743 -3.3872752817802567 +2151 3.6 542.69 201.5828058374317 -4.791863885632688 +2152 3.24 341.44 274.098632100503 -2.290667863077504 +2153 1.6 296.32 358.33995626534795 2.867532531150726 +2154 3.89 370.21 332.3054883787803 2.997227700686502 +2155 4.53 333.45 353.61275886783113 -3.774653742236282 +2156 -2.27 354.36 39.87281994279446 -0.0005597986810768 +2157 1.45 231.3 259.6283712546384 0.949464097344726 +2158 1.16 235.26 498.6573647234168 -0.0042131150699153 +2159 2.47 168.23 345.5090916755148 0.7025324056708708 +2160 1.74 289.33 170.6667065846011 2.3384573911121302 +2161 1.03 271.27 170.76190074218823 -0.6344866993479918 +2162 3.09 215.33 39.27693746831612 10.182485491313509 +2163 0.34 334.28 413.4068531291178 -4.0227381788778445 +2164 3.33 360.45 260.431711246338 -2.4308539105825213 +2165 2.06 297.31 33.35497371050572 9.039761715049403 +2166 0.55 312.37 241.9554842860544 3.761375384495668 +2167 5.71 515.48 171.58176102174156 -0.922362605328253 +2168 3.37 261.32 360.05076918104004 4.495989403622569 +2169 1.57 192.21 178.12653250616 -1.014545681489296 +2170 2.57 407.28 291.9721986414282 6.989525072628664 +2171 1.62 232.26 113.54682405466892 6.766863256778112 +2172 2.29 248.71 118.33462066992206 6.964315960213485 +2173 3.99 362.47 267.90354376091614 7.337453353432128 +2174 1.91 269.31 353.71745520219605 2.71474498288029 +2175 0.5 215.01 349.98252902718366 2.894054457056521 +2176 1.4 342.34 10.636480900250266 6.759351604008451 +2177 7.37 470.52 351.64029130082 -3.918339111474976 +2178 4.8 487.43 44.947386346738895 3.251551022577442 +2179 2.12 167.29 336.4989595613182 6.425536901147439 +2180 3.7 465.37 322.6769510164773 -2.7877100501983154 +2181 2.64 241.29 280.0496112847376 4.718659040498137 +2182 2.26 494.65 41.08692990760832 11.695239900151696 +2183 3.86 392.28 391.1275084070397 12.131204202709627 +2184 2.59 394.37 137.57471072961326 -0.5177258216551888 +2185 2.04 291.32 101.25508635987468 8.511732790026361 +2186 7.4 472.49 132.48022350323134 4.975614108166599 +2187 1.39 125.21 21.40881764736202 3.919712406335656 +2188 3.78 337.52 264.9762365396913 14.82903571577222 +2189 2.65 372.22 371.0761103699075 5.019443211925713 +2190 5.68 471.43 19.728145009301755 6.664385572586493 +2191 6.47 549.5 146.0209469883941 -0.4777685720629723 +2192 3.17 357.41 179.613543961056 10.815487756466968 +2193 3.98 318.4 189.65518739785503 -4.142321623661575 +2194 4.86 487.43 417.5331836061172 2.128622260638976 +2195 2.44 187.2 258.6869391288937 6.809558469517199 +2196 4.75 310.31 372.2047484906957 9.454420054827963 +2197 2.38 354.35 499.69506087814347 9.346654889073292 +2198 1.3 239.28 248.4653204434544 5.963932190860087 +2199 1.62 232.26 497.5131738023164 8.020444819055294 +2200 2.81 285.32 297.7760457359164 3.91297567492557 +2201 4.29 296.29 282.7330604944101 8.548195205176858 +2202 2.83 285.32 488.56329250746296 0.1977320253845764 +2203 3.71 507.41 92.97650686498888 -1.1903980603706952 +2204 3.67 223.35 428.86324195745294 4.686873853069942 +2205 5.0 338.33 164.71543054358912 12.739285491635869 +2206 2.83 344.41 434.4259721059987 7.948851246533481 +2207 2.99 220.23 216.65202400872732 5.227896223668853 +2208 2.8 353.52 244.61309379779323 11.200596479976827 +2209 3.25 349.43 163.79741100884243 3.5662768439779224 +2210 3.1 365.47 128.02275556307603 3.389582462653674 +2211 -0.67 365.22 9.955290931899729 7.878472736538557 +2212 3.47 361.82 443.78538254290817 4.183931448602724 +2213 1.45 231.3 9.951451001222578 2.5352807414451397 +2214 2.11 257.27 93.4724699912517 6.301536427733828 +2215 1.8 284.27 287.2983764897017 5.347577611643763 +2216 6.3 415.57 15.74469109896759 1.7385586371050294 +2217 5.81 401.55 323.8745499641255 4.949329229506958 +2218 1.44 174.2 272.85858705489983 7.165912952142124 +2219 6.2 428.61 475.346131070129 8.934134577110974 +2220 2.08 248.71 113.9594804452636 9.57087991892758 +2221 4.3 306.11 287.7700177653253 3.4210270790326094 +2222 2.99 405.49 85.68330261671086 5.717624068691977 +2223 3.26 406.39 266.1515912591268 4.828082317594862 +2224 5.56 474.35 158.79498710339368 11.164890498890667 +2225 0.06 178.23 99.55702654147086 7.805533113911871 +2226 0.01 200.2 193.0800152599463 0.0543410422587733 +2227 -0.04 200.26 286.8085866616832 3.8877408034255194 +2228 9.47 637.97 313.1488732150606 4.674011708173999 +2229 4.82 310.31 79.88125449166311 -1.3743985150901032 +2230 1.47 403.43 157.27540511504458 3.032104831288289 +2231 1.39 178.23 16.05046494383855 3.320624031297164 +2232 0.45 206.65 41.20382096598829 7.545164462551016 +2233 6.87 518.5 97.95805052700608 9.577348213236444 +2234 2.64 177.16 185.7288706887309 -1.3879618717308038 +2235 3.18 344.36 317.42795838402446 2.9420231200320406 +2236 2.15 266.25 336.13579755053786 10.44357122856661 +2237 3.15 245.3 469.8381942288172 -0.5473336641203961 +2238 0.83 329.15 141.91026847947157 13.88548419163747 +2239 2.12 195.61 307.7152943713005 2.916382523511853 +2240 3.38 395.77 348.1596487186671 11.295332714907737 +2241 3.71 314.38 221.3101692965408 -3.953704797964109 +2242 3.19 335.38 466.9212015013095 9.623620022146085 +2243 1.89 179.22 219.627474966082 6.973930457631934 +2244 3.57 412.66 450.79650178407417 0.3040865932919976 +2245 3.32 286.32 189.35996612958292 7.097548770673129 +2246 0.18 385.44 131.69966453422404 9.340145593910036 +2247 -0.26 215.21 109.45148114918202 5.36938114890149 +2248 3.87 542.63 318.6674767792842 11.786899420656844 +2249 2.28 275.32 113.64367802898832 13.80933346801378 +2250 -0.81 329.19 156.05199126392654 10.371332364587992 +2251 3.73 262.27 483.8958188109092 -2.3520896433548666 +2252 4.93 344.36 323.24030841537524 -1.697971025903204 +2253 3.34 259.21 54.820980332975445 6.162571138538834 +2254 2.73 331.37 102.61966770004894 -5.816528513087569 +2255 2.12 402.83 22.914256326679872 5.20827591439687 +2256 4.64 599.3 471.5745860267947 -1.1800374565399068 +2257 4.16 370.44 390.1850772131277 -2.3078156401250425 +2258 5.37 770.96 438.3134850410992 13.425714306383634 +2259 1.82 194.23 271.17979124439205 2.0222862984991723 +2260 4.01 504.64 153.7321052130922 -0.3079084141836912 +2261 5.11 503.66 453.9273019198292 -4.865946185514288 +2262 3.14 373.44 11.951370608258904 7.824800686039713 +2263 4.39 296.71 196.7971913956309 -2.590555893064769 +2264 4.24 252.35 330.9608006997186 0.5896658055591324 +2265 0.98 251.72 205.47226605628785 4.80002260108249 +2266 2.77 409.5 232.4325953078836 17.741574476818972 +2267 3.18 283.25 245.07271777404748 0.1192051787903887 +2268 2.36 180.29 481.41895510635766 -0.3746120164527227 +2269 4.29 314.38 150.02551286852545 4.74093032400785 +2270 2.78 257.24 305.86908070639504 9.859680753874176 +2271 3.34 393.42 78.35580773314904 10.348449449423214 +2272 2.03 257.24 199.3247289640817 2.1301551187779206 +2273 1.46 315.37 411.7535036564676 3.1328623820189097 +2274 1.34 338.16 348.97662723493056 10.352517940395176 +2275 2.46 271.29 158.84871313346756 1.6947071166765508 +2276 2.71 282.32 69.53966723931693 4.856148481268239 +2277 2.65 232.32 284.95973151282936 -2.744791816492405 +2278 -1.77 368.13 12.053039902884144 10.073921804413184 +2279 3.21 358.39 395.9171630649816 4.667382069205285 +2280 0.6 355.43 453.69145821856 0.8580575436177487 +2281 2.83 250.3 474.73359717303015 15.501963495845184 +2282 2.57 327.76 420.4286564793068 0.0095673760655561 +2283 3.85 275.35 27.11378141405385 8.209711263115949 +2284 7.83 591.58 339.64274870663326 6.295935035251261 +2285 2.06 177.23 313.1520450446837 7.59355709929708 +2286 1.63 209.28 202.8958852187793 5.001643984190679 +2287 1.87 374.41 343.75539381657575 -0.2608055921704713 +2288 5.82 400.45 155.1793555227356 6.061355560114915 +2289 2.47 265.31 431.9450361352262 10.061128976675182 +2290 4.15 231.25 487.97586140011 -4.894887698722584 +2291 0.5 195.22 45.64828464518322 8.990617828735314 +2292 3.72 376.45 380.6391505792564 -1.938881390757972 +2293 2.48 314.36 143.53868819156696 5.95086170184095 +2294 3.01 350.41 202.6803878798644 6.980299725215352 +2295 2.74 351.36 143.77883113053286 5.452540288715 +2296 2.89 368.33 441.07107977899045 3.2513289115855897 +2297 3.06 246.35 231.98747366011952 13.598241844196238 +2298 5.72 529.51 84.46530683603993 5.21840257720837 +2299 1.08 357.2 156.91974564273116 7.634171651248073 +2300 1.7 232.28 310.565606867899 8.391446777988453 +2301 1.52 248.32 155.02432628139962 12.30030552517757 +2302 3.56 272.39 457.4262461702845 6.2674854739768495 +2303 3.43 260.37 322.1893065152556 -4.187057387266775 +2304 3.06 213.19 279.36161059896625 -0.6631720492816138 +2305 3.11 377.48 92.97357903194536 8.24733799597167 +2306 3.35 377.83 289.87507251390275 -0.7945148116231362 +2307 4.5 296.29 318.435998600579 -0.1000635319841611 +2308 3.43 365.43 216.631423832834 7.321610926880325 +2309 3.22 325.4 200.37420537762824 7.077243755693024 +2310 1.54 466.59 410.9744437246432 10.203383823199134 +2311 2.66 293.4 235.23742643071333 11.817725575637857 +2312 1.82 295.72 313.6160786863423 4.678007291325871 +2313 2.56 309.4 288.0847734705624 1.5311229652788998 +2314 0.5 195.22 227.66706537608988 2.1160285307011293 +2315 1.7 232.28 15.765103336795816 13.49865166706773 +2316 4.16 370.44 213.05936180694343 5.854467468617146 +2317 3.15 393.83 492.2080271125524 12.811942492120751 +2318 4.75 434.51 71.97409322629927 0.6386184516937004 +2319 2.53 323.39 497.49694751874 5.061876471635563 +2320 4.91 288.36 470.9599074216933 -0.6931626833739308 +2321 -1.0 385.16 454.95160158996384 9.860688872092917 +2322 -1.04 380.23 397.0544152063912 1.8631744499275604 +2323 1.89 354.42 379.5557361668993 -0.3722346309849609 +2324 3.53 257.24 55.47861560796213 -0.2093045661120687 +2325 2.82 499.56 331.28802910188824 5.205782237870845 +2326 3.59 476.59 85.2824658194427 -4.049876174605565 +2327 2.41 252.27 196.0432278490224 5.941491451397066 +2328 3.81 292.08 356.64392673163286 6.651026347902793 +2329 3.26 450.55 180.397243550898 2.932036446022402 +2330 5.17 304.81 373.5614875973245 7.38281634687119 +2331 -0.19 187.22 168.2738020526755 9.55720184717891 +2332 6.09 505.44 130.6786725508796 -2.975010163855403 +2333 3.88 373.87 17.679025837276484 7.018049782275213 +2334 2.83 271.22 420.3433974172304 4.003982768119399 +2335 2.05 363.41 268.21405102855897 5.815232837405446 +2336 3.49 335.48 153.52821871791096 6.420825881637682 +2337 3.96 386.44 83.87339710659725 3.6192518434563783 +2338 4.7 443.52 45.62691595096319 8.838949617493961 +2339 2.65 548.7 365.4786155287151 4.310926668053717 +2340 1.89 480.62 443.0718017745915 7.245562374733875 +2341 3.15 270.33 0.1573236153291635 1.155891290413098 +2342 4.18 417.45 409.75059011986656 0.0614418748824316 +2343 3.84 416.9 340.2882491906305 7.492210186823256 +2344 2.73 277.31 466.3021421250177 -5.752244258178115 +2345 2.05 271.32 57.38141416915104 12.80756168098607 +2346 2.71 232.32 466.1835413406852 0.9096803712719908 +2347 4.2 475.6 189.0104926342776 7.342200973510788 +2348 1.95 175.19 58.39419701541287 3.721129581110114 +2349 6.31 502.44 451.2011578372368 7.517882779601901 +2350 2.46 335.35 337.81973679659825 6.689951262011443 +2351 -6.03 484.5 17.56620044913626 12.157555526821993 +2352 3.12 542.69 104.98576178019032 1.32475671202664 +2353 3.04 243.21 397.3578084407344 9.491106215534632 +2354 3.26 258.36 215.52065656905 2.509278082629013 +2355 3.61 284.35 120.99284723052878 10.447102909690845 +2356 2.72 279.34 17.400493240877225 2.430123853053929 +2357 5.73 338.37 212.2117484790372 3.617433465209497 +2358 1.47 267.32 260.2587169814387 7.9352755500712036 +2359 1.47 279.33 452.8701524354119 1.9064652997037816 +2360 0.85 112.13 426.1579192983097 10.759685391413388 +2361 1.71 230.27 421.3573254612272 3.527448859240197 +2362 2.34 346.42 448.7555790414371 7.938651271989856 +2363 1.55 285.28 329.152728624788 -0.3589114585515567 +2364 -3.18 425.44 237.75579174433025 -1.301311499150854 +2365 3.55 227.22 207.67871828535704 4.922710977813304 +2366 3.96 386.44 476.4939210364659 10.005858762652636 +2367 3.5 212.27 210.94705810345965 3.633079018795298 +2368 3.5 656.7 290.209432768616 -7.9422987150008755 +2369 6.17 529.51 328.4467417114802 7.541508562516428 +2370 0.83 185.19 431.9641187939667 0.7594257328565073 +2371 0.7 407.3 36.80129725149395 9.957856340275804 +2372 2.39 307.35 233.5433673860665 2.5369743491592582 +2373 0.76 326.36 264.14454706519126 5.566647637738484 +2374 3.62 335.48 213.7400246447725 5.931752160476805 +2375 5.56 474.35 497.4401802409394 8.13556116200198 +2376 3.29 308.33 313.89895448595854 0.978151657751563 +2377 3.66 276.71 65.62970522212674 -0.1177692735074185 +2378 1.78 186.17 166.86314149790817 2.0980309694067314 +2379 3.75 382.5 145.99522177296808 -1.7847758734087975 +2380 2.5 218.29 274.540562596358 -3.910576270052845 +2381 2.82 229.19 280.82786205502936 2.0218114522695982 +2382 3.44 335.4 179.91204187567257 3.574003245190687 +2383 1.9 293.32 377.1767719912694 1.721926965589018 +2384 3.67 217.22 26.824513973795984 13.468259008237917 +2385 5.18 516.47 374.95737089792505 -0.1154105483591525 +2386 2.2 329.4 414.945374854635 -2.309687791916395 +2387 2.99 379.46 74.30376966906033 8.341129136861532 +2388 -1.06 436.43 339.1078814693072 4.304860221587498 +2389 3.36 364.58 436.9593932421654 -5.269645699397316 +2390 5.39 312.4 258.88593954098104 5.89860202232498 +2391 5.51 402.57 498.8309069892604 -3.664603833129682 +2392 2.06 200.2 380.8747333464341 6.1104699293274045 +2393 4.96 382.45 314.498339790441 0.8861377492877587 +2394 3.61 281.36 451.2632865221881 -2.0574114873660694 +2395 0.98 389.41 474.5423581067954 16.23520766887843 +2396 4.55 286.39 298.28510627303245 -1.2658159112429246 +2397 4.59 349.47 489.0092089256311 1.4902290376547995 +2398 0.71 188.19 176.6570273917396 -0.6630721228201999 +2399 5.84 380.4 409.60321250132847 -1.0108709395300188 +2400 0.69 209.24 478.477095884886 8.268962058522751 +2401 3.31 348.19 335.9552339522783 -6.742164342271021 +2402 0.86 288.09 84.60820017940162 1.630408018009104 +2403 5.87 516.55 303.0104255126077 5.488339598001092 +2404 8.01 515.68 237.9264661860753 7.127839129122114 +2405 3.45 335.45 76.48395467490293 4.571785941451099 +2406 5.6 511.45 259.2015136244356 -4.941649197275433 +2407 4.16 368.47 56.7638529404354 1.5746907327990138 +2408 3.66 276.71 489.7810400299338 10.227982737399795 +2409 3.72 297.27 135.7906247751674 -2.314614859978315 +2410 1.85 358.35 283.81967241720804 12.91516057706911 +2411 1.36 269.3 412.3945574125693 -8.658202839249087 +2412 1.58 568.71 358.6588009440497 6.969810718250422 +2413 2.01 269.3 231.9392376893013 7.290697297275456 +2414 4.39 290.32 443.7891488185009 7.359538254062434 +2415 2.99 402.24 323.5278166630982 7.056453896801148 +2416 1.96 313.35 346.18418628818534 -8.841219887646467 +2417 5.82 579.52 254.01639280451016 -3.3888756189902693 +2418 6.46 391.55 239.8185077772441 8.022067290645232 +2419 0.74 155.19 478.2581214307179 6.465119595091912 +2420 0.34 251.24 395.0329203402151 -0.8623113738144506 +2421 4.75 382.45 222.31104577768076 -0.1407122561664975 +2422 1.33 452.57 443.91567528551377 14.100004644609246 +2423 2.36 295.37 279.40497480975074 0.8470607691984755 +2424 2.65 388.22 340.38543360391344 16.556553714919264 +2425 3.1 210.27 57.09646700903692 8.176767498621349 +2426 0.76 252.31 336.5772240832847 8.291391864854836 +2427 2.95 330.33 10.954693913709068 0.7241162849721148 +2428 1.71 243.34 424.2889150232773 6.802199098609608 +2429 1.91 269.31 287.4890900100295 11.764055253466063 +2430 6.06 507.36 491.6895715589669 6.662785295930305 +2431 3.01 386.25 249.15129766207056 4.730643379395596 +2432 6.19 352.5 485.73319246271984 -2.552973780066777 +2433 6.33 408.45 453.76775974602185 7.2662147421812175 +2434 4.31 294.39 240.49679158587588 5.360797099005181 +2435 0.24 393.27 439.8029716799387 0.8900214380484535 +2436 2.85 377.41 207.03206490939107 8.454989693133019 +2437 3.02 359.42 335.6086776309109 8.380539324855938 +2438 2.2 279.37 332.7869290987992 8.747815059365859 +2439 3.95 289.33 160.98562755380345 5.088660573717188 +2440 3.49 278.27 410.3774954615536 3.042438729781894 +2441 8.01 515.68 12.775560899503269 5.640749936100047 +2442 2.69 415.44 416.0588213107467 7.15220936469658 +2443 3.31 393.86 465.43583767731855 3.0710709023317677 +2444 2.97 386.24 378.442684079784 4.045063488460354 +2445 2.1 293.36 201.8309495566696 15.750537762624798 +2446 2.94 252.31 54.62756891303305 12.862760049556773 +2447 3.24 294.26 109.18645121310732 2.1816109370714827 +2448 1.84 304.16 289.74397967473493 0.1993313766234177 +2449 0.56 252.31 17.41257446010608 3.6269845090303834 +2450 2.19 265.35 165.46304560227864 7.966496914479154 +2451 4.37 320.34 138.33781573274888 -1.0383939647143947 +2452 3.27 302.71 203.895866432752 9.151339441599584 +2453 3.98 333.7 101.09335560855304 10.745562161556553 +2454 1.54 343.17 83.52587207139506 3.087041931213784 +2455 3.85 275.35 42.14126051578043 5.297150799262213 +2456 4.8 487.43 206.5218693255338 3.7592875038236095 +2457 1.51 268.32 53.633871565931024 7.454088598150822 +2458 4.14 393.48 185.12289989784549 -4.423099617950534 +2459 2.66 343.38 11.670770695258238 9.433778557224988 +2460 2.12 300.26 98.68889678087078 0.5473358821828569 +2461 3.91 417.41 18.279484380036735 2.1427182548470567 +2462 3.2 227.26 27.00501646367032 2.278095948154308 +2463 4.66 304.77 456.78061397171473 2.0244732367176903 +2464 3.72 389.4 431.9325300399768 7.314972514905615 +2465 3.87 412.5 7.448352309104401 6.368730160883294 +2466 2.14 193.16 356.4827067213968 10.137564660903044 +2467 5.26 385.48 70.90080205833327 8.990901502505224 +2468 6.83 472.32 478.903565810054 4.196669450289505 +2469 2.53 323.39 450.5444179126182 12.628514028219698 +2470 2.69 361.32 103.48296444463828 -3.961289271313962 +2471 2.11 257.27 134.81911915567497 15.25194392283652 +2472 5.25 422.86 309.6576572993361 -5.531244805841904 +2473 4.85 517.45 345.3570971057829 10.964667317744263 +2474 0.75 341.38 22.3963407006611 13.487342257977913 +2475 5.97 784.98 113.5370257067933 6.308384268475416 +2476 0.89 971.17 400.86223309772026 -4.055133755680771 +2477 7.65 584.83 449.9689458447195 0.2391666845791338 +2478 4.35 352.38 418.7535075513856 8.323729224555708 +2479 6.5 414.84 26.340231899204596 9.66176101531017 +2480 4.3 405.44 13.68060586578268 5.036073698471215 +2481 4.44 416.47 493.7516231755659 5.434638567370744 +2482 3.57 279.31 91.94631002026016 8.63495835281617 +2483 3.59 377.48 226.46172368120403 -0.6148405710724889 +2484 2.62 207.18 486.9818742683162 0.6067658931650399 +2485 4.75 310.31 34.346815752674175 10.680577895336963 +2486 3.67 217.22 420.5994738123081 0.6117752332626916 +2487 2.85 314.38 399.4209933925079 -3.151191316714105 +2488 3.81 405.22 352.0077793716092 12.778200588072576 +2489 4.54 368.42 405.1915631071486 5.633288932970773 +2490 3.77 260.37 420.06945658920006 3.257306006683708 +2491 2.96 544.64 457.9778145147803 11.971849255786928 +2492 3.29 231.33 409.9697958429634 -1.051445451266523 +2493 -1.08 584.54 142.49831035700257 15.314579452110443 +2494 5.2 324.34 206.40355368335256 6.7539489945508855 +2495 3.34 330.38 70.54410774921199 6.546209108192711 +2496 2.09 310.35 68.85361579910149 0.9546044073253066 +2497 0.69 226.23 181.15468112756204 7.816919782605369 +2498 3.55 227.22 120.0925788913455 11.204261441919932 +2499 3.66 403.4 128.52348435240097 2.0048896820629967 +2500 0.83 419.45 147.6517385867478 -2.085855564478192 +2501 -1.23 406.43 465.0641501898689 -0.7444578187058495 +2502 4.97 460.47 324.1227328008412 7.917617090743931 +2503 3.22 219.32 228.34634319676175 7.95981623812451 +2504 5.02 394.5 143.07015430238417 3.875553478569413 +2505 5.39 324.46 51.04062745875165 12.301040561507412 +2506 4.8 402.45 377.9308956337347 17.35645416424734 +2507 3.05 378.42 42.49200363320621 2.815311736589098 +2508 5.79 470.47 233.34759627436995 4.02022423156774 +2509 3.04 178.23 348.70725365636224 8.418546121070154 +2510 6.12 280.45 447.9197868641127 4.264020543754098 +2511 2.68 343.38 120.3265412045798 7.676935707771353 +2512 3.14 227.26 32.7362503533698 3.777325091296533 +2513 10.16 650.24 23.463334696310067 -1.6211999586556578 +2514 2.7 364.4 276.0344585677195 2.462833956080441 +2515 0.89 240.26 45.93483638411195 13.253360420539636 +2516 7.4 472.49 366.1823275483383 2.6979570599966234 +2517 -2.6 439.47 456.4645054772267 4.882532293021395 +2518 5.85 424.45 489.4046084639036 0.9589693275881892 +2519 2.31 262.3 432.51683710069415 1.825067088865564 +2520 1.3 326.36 41.01106223334028 1.7599609197498407 +2521 2.49 330.16 499.10072048995545 13.340125485944531 +2522 1.95 175.19 463.5712057738413 3.2378436383198443 +2523 2.55 459.49 396.7556993522835 9.535732212441577 +2524 1.23 535.66 106.38063296764378 3.108292313333574 +2525 0.51 296.32 445.9282736929656 3.955426588859472 +2526 4.28 396.48 7.414819719582688 -2.8346067067985 +2527 5.27 324.34 269.46559576170466 5.746495453325247 +2528 0.32 347.33 306.7034857064291 5.706644238348321 +2529 4.93 266.38 488.8286599921785 0.958098728681568 +2530 4.01 329.82 490.6060628052095 7.334725996702768 +2531 1.48 293.9 201.04765625514392 8.841000426753649 +2532 3.08 362.21 485.08929212244726 -2.630964625356836 +2533 3.55 227.22 455.21203726978496 4.328035020020627 +2534 0.89 337.35 319.0352432163178 15.788416208897535 +2535 5.28 323.86 24.02047495288617 10.019440481945884 +2536 4.51 386.45 96.6627642788901 7.722164279935236 +2537 4.18 361.39 418.95564838826544 3.849509876303696 +2538 1.35 355.34 239.6791604443625 13.78516064121473 +2539 0.62 294.35 216.8499903752776 1.8505064722159847 +2540 2.27 289.38 314.1471592773558 13.591753135112729 +2541 5.98 503.43 98.36943059839642 13.02813076655233 +2542 4.2 380.46 21.125772976697988 0.8379094121756516 +2543 2.15 163.13 323.4103962696672 17.80435543971162 +2544 3.72 549.44 451.8128478944632 4.958320917431247 +2545 1.66 568.71 71.99972271153149 5.39412571281681 +2546 2.77 340.81 97.3567846694875 4.776990238827202 +2547 3.7 330.86 111.47871009914068 -7.830516277602047 +2548 1.84 225.25 192.09283186847568 11.155862443312811 +2549 1.82 194.23 153.85886805255544 3.377059344910046 +2550 2.08 240.26 145.987664663293 5.700400211598243 +2551 8.41 755.12 274.5088229027457 -2.665589276640162 +2552 3.79 322.11 473.2977034202593 14.858142141677993 +2553 3.11 229.32 313.50761390138086 0.1500553479960871 +2554 4.22 490.62 144.35875580236734 12.33026477534846 +2555 1.52 330.33 179.40123680135227 10.83185478912359 +2556 2.86 284.36 205.81603293383765 16.114684888404504 +2557 3.92 370.44 387.5371852446666 4.489500146639842 +2558 4.53 309.41 415.9530781548861 10.290017326502724 +2559 4.82 310.31 416.2992975806253 1.05694754063426 +2560 0.55 253.25 45.5103623598242 7.882035703334369 +2561 4.21 303.15 127.10768394592536 2.35915286438132 +2562 0.28 233.27 437.8289964171321 1.983761943828093 +2563 1.4 282.29 301.8176928504652 2.988846727482056 +2564 6.11 395.54 14.318249853876807 -1.727298862367574 +2565 1.48 275.3 365.7430866363016 9.15969283669348 +2566 2.62 301.38 33.103420146074924 9.392672153394834 +2567 3.56 412.48 224.76551725619936 4.995857762253405 +2568 5.56 440.58 336.9540206505925 -8.919795479020575 +2569 3.07 364.19 262.3608222625452 0.4248590716753258 +2570 0.55 327.35 195.2241478902889 1.8129075583312333 +2571 4.3 224.34 475.34199802001456 7.804847590179238 +2572 2.07 298.13 405.9250857636177 -3.817345027141588 +2573 -0.75 468.47 348.24729695392404 1.6429007595769334 +2574 -3.39 232.23 365.39455055278415 0.8976884092884978 +2575 4.07 295.38 455.8434022061912 -3.671937317132919 +2576 6.24 441.6 436.2598592472575 9.139622331869107 +2577 2.02 311.34 437.2331060858968 6.101694813351847 +2578 5.45 320.47 481.9252797106778 21.187345115363243 +2579 4.95 300.48 201.1660126374659 2.821437307478208 +2580 3.79 257.12 397.0724627808776 2.0246189630827027 +2581 4.64 426.47 391.70139714574736 6.209904907569342 +2582 2.0 268.24 281.338539113338 10.681364503003968 +2583 3.19 406.66 341.7193346539984 2.2991058429451887 +2584 2.54 244.29 360.0620652462463 11.020993559079296 +2585 3.0 349.43 494.4400118078463 8.553183841013613 +2586 2.36 295.37 344.22812878415726 -3.021307395350078 +2587 4.79 370.44 217.8086376212678 2.097528156113138 +2588 6.71 819.0 33.51794996656449 7.026635760723087 +2589 2.65 359.42 478.7623013958466 10.881671994206869 +2590 2.18 359.42 62.26955130625617 4.556306102277368 +2591 2.97 373.41 224.3296454886005 1.6016570604822604 +2592 3.41 301.4 371.63167990390167 5.445441107597342 +2593 2.43 325.37 472.8180618618748 2.846612012810961 +2594 2.74 306.32 39.48721418647489 0.0727995603509699 +2595 4.69 381.38 155.2681157721938 2.806845717564041 +2596 5.39 358.39 299.36879219973 6.169560994237052 +2597 6.37 435.3 1.0032615780455334 10.691684817872774 +2598 5.52 380.44 257.4427652222988 -1.4064321135567628 +2599 2.28 275.32 239.1384130923539 3.2537594412642896 +2600 2.68 302.39 327.36309216674755 -4.166484080121645 +2601 3.3 329.28 349.62094720426205 9.068033691489315 +2602 3.31 299.25 220.06137550344133 -2.5889725869631306 +2603 -3.6 244.24 417.3003052939624 1.8743893519063564 +2604 1.19 240.26 15.523165805254092 5.20627073869043 +2605 1.09 230.31 104.06559361738915 22.449166690978817 +2606 3.43 326.82 89.755082854387 6.111556319861484 +2607 3.05 192.25 242.6551842019704 5.578561029223713 +2608 3.34 418.27 319.8985848015933 8.402266451940676 +2609 3.31 393.86 452.35397675736687 -1.5373662432600117 +2610 5.6 452.46 367.2580884225277 5.740070788036984 +2611 2.06 289.72 102.37967336989028 0.73850566471293 +2612 3.04 243.21 292.04925339011305 1.4635868704841326 +2613 4.68 338.48 429.0282631069116 11.864247289474168 +2614 5.64 364.52 1.4070365290336229 4.741481640282459 +2615 2.74 267.33 106.24666438281766 -1.508202728939624 +2616 2.61 245.3 372.2543943641856 -2.1666071291278666 +2617 3.05 314.18 283.9087605177685 5.551234154644732 +2618 -0.41 857.91 25.498320356197425 2.589568792838328 +2619 3.12 528.66 214.6174778906296 8.52735668155249 +2620 -2.55 238.24 365.6908389568976 1.218985886760255 +2621 7.76 517.7 488.62880711937294 4.150861796358695 +2622 3.1 315.28 115.91701723498532 5.403003842435432 +2623 2.53 389.44 245.3664177925311 7.406207897296054 +2624 4.72 416.49 197.3399696518433 7.528866163498655 +2625 2.71 349.43 436.6316908146072 -1.0839352125633963 +2626 4.9 298.42 408.8142914661717 2.939445316710351 +2627 4.12 258.7 443.9953969227594 4.512866966042062 +2628 4.13 390.48 300.7597451116852 -2.438173268390841 +2629 1.6 296.32 18.946970039358856 9.82998968062131 +2630 5.09 432.46 385.6514818467422 -3.37446107692881 +2631 2.42 240.3 377.55048659800207 2.851778334315465 +2632 3.44 319.4 189.79447521118345 11.938266693358948 +2633 3.83 401.25 318.24300844978586 -12.056136211075804 +2634 2.85 377.41 388.1969125296189 1.2713909988764145 +2635 5.54 294.39 230.297079086083 7.90921148168171 +2636 0.81 247.25 179.11607178732382 11.93684031002674 +2637 3.36 268.36 374.0098071647045 7.431801285545928 +2638 5.57 412.55 487.35939839028106 12.012306896163327 +2639 -0.04 227.22 463.2333346444127 11.148849980278444 +2640 5.32 438.55 269.8466300574239 5.547172514826062 +2641 5.1 463.98 335.07741818166966 15.333058948765988 +2642 1.09 240.26 435.4586832953816 6.786830339014988 +2643 4.32 372.84 330.8571442870729 1.58171435933772 +2644 3.22 219.32 372.712528970884 -2.7565930651679 +2645 4.87 409.49 444.746320788903 -1.5821483319846212 +2646 2.78 284.7 251.26164749094488 13.11647371113509 +2647 3.19 373.2 48.10924322950394 5.814627188710533 +2648 3.57 353.42 412.3567631257314 -1.3395588157030156 +2649 -3.25 411.42 456.5342707886597 5.050662271357604 +2650 4.43 391.51 440.2670494772601 6.474357838200116 +2651 3.68 300.35 248.68959656073264 9.806937330720872 +2652 5.01 424.53 410.4714339898856 7.2491309510510495 +2653 1.3 225.25 33.21637498218172 9.285888977063326 +2654 3.59 283.32 499.2014800269509 11.99821631101095 +2655 4.91 363.49 489.25792976457774 -2.89927395246103 +2656 1.13 316.1 40.47398433329047 6.787538040530551 +2657 4.25 509.57 426.4495300839703 7.991624541791749 +2658 1.66 386.37 106.3342035881561 7.998220009173892 +2659 4.59 431.48 296.58765686092414 3.4198446687021558 +2660 5.9 435.34 103.07464378591646 3.270641647930396 +2661 3.45 296.36 38.83872528612648 3.573143787109516 +2662 5.67 399.96 102.51058724360928 6.507980385322487 +2663 4.78 422.51 172.1913621600212 18.177538496399187 +2664 4.87 424.53 63.58509409130309 9.961982719888113 +2665 2.3 220.31 41.433477049182265 12.7921567795336 +2666 4.17 318.33 425.0920885061884 8.227952384246281 +2667 5.57 412.55 11.96336802605924 1.1012125205410497 +2668 3.93 250.29 267.697151353122 1.1550629385618882 +2669 2.6 300.15 452.3476875401148 2.484265056937685 +2670 3.27 293.37 316.3284967775598 9.65368882609904 +2671 2.66 202.3 365.8385441072718 5.618259572216496 +2672 2.92 287.75 116.35658909596908 5.2962309657226925 +2673 4.28 341.79 51.7076428333339 -3.227052946130227 +2674 2.39 265.31 262.58297375973217 9.375144745655174 +2675 2.89 351.44 264.2542913201551 12.766458099459772 +2676 2.54 260.36 401.3373584444837 -0.3168369354184497 +2677 5.36 493.66 131.08748804921845 4.1764560339698935 +2678 3.09 500.59 40.41051371907706 10.450017743373932 +2679 2.47 203.24 449.1374057073731 10.441543468951656 +2680 6.85 450.61 172.51499515866874 4.8490078949373006 +2681 5.44 387.47 21.052966162171284 -1.754286388543541 +2682 6.44 304.47 370.703069021649 6.255554624180891 +2683 4.68 338.48 427.7025615031051 6.67018582991275 +2684 -3.64 262.28 179.97884151017112 -0.2640291691689462 +2685 1.11 427.07 400.8050395090225 0.7805842465107755 +2686 6.1 429.13 227.88020503912568 11.040394131593136 +2687 3.62 285.34 445.6670234368394 -5.691459634806762 +2688 3.91 348.35 465.5916898220304 3.212973236589757 +2689 3.14 190.24 236.12775577687276 7.910222435794067 +2690 4.39 290.32 213.6428444171748 0.326746732631161 +2691 1.91 340.17 458.3995633142871 2.076566887635547 +2692 6.1 410.57 56.24370126450378 -2.771033453342997 +2693 1.75 272.1 341.9465065745747 -2.721542423599309 +2694 2.65 176.21 47.27496281126386 8.126014037923076 +2695 6.49 439.59 66.77707958644274 9.397120936303438 +2696 3.12 252.23 163.19396539274817 6.361769822302612 +2697 -1.4 525.5 359.2207094157829 6.413700395082001 +2698 6.43 840.84 463.8101252234068 -0.8716970966254776 +2699 -1.81 511.48 55.67387692424547 2.8243539392334345 +2700 6.62 545.75 189.94241311155145 -5.428631474462286 +2701 3.83 282.32 35.602720998348545 12.963536180620132 +2702 2.69 337.42 172.38099425482127 2.18597134423762 +2703 4.35 324.85 382.985807843133 8.025572273362721 +2704 4.46 473.51 194.4095691745177 19.334983829817105 +2705 3.76 244.31 455.55623505183536 -0.3507457179600397 +2706 2.19 265.35 488.29666575340127 17.761910560558256 +2707 2.94 477.58 488.084536290699 5.777160964341958 +2708 2.17 271.74 129.77583095898976 9.772298738246928 +2709 5.34 440.58 444.1043739883286 7.993387137271249 +2710 2.23 578.02 341.21096893732926 7.240540785834781 +2711 4.78 422.51 352.3366898993589 2.6357188050562987 +2712 0.86 579.05 126.49925349214752 4.915983737657423 +2713 5.72 803.97 99.0066916297056 3.763570598305353 +2714 2.14 278.31 96.31618375037316 5.009620710261739 +2715 2.03 224.25 281.075687562508 9.24340078435623 +2716 6.12 384.47 426.7876089085103 7.476155418231099 +2717 5.07 382.45 89.42892548779213 3.428486005626017 +2718 1.03 206.28 405.0509288191206 12.507351276756882 +2719 1.38 310.35 169.96148678957783 5.422783073807065 +2720 2.59 394.37 72.00099977487973 -0.4599058596693819 +2721 3.16 333.4 358.5058680141809 4.145486149814005 +2722 3.44 395.45 498.5953731659186 12.116623832633504 +2723 3.8 313.28 450.2726846647494 5.081128059529108 +2724 5.96 408.5 361.2292392401363 8.95602441057355 +2725 5.98 791.72 102.35807578018242 0.5952596641541827 +2726 3.82 350.82 91.4683685184905 1.4882354685408488 +2727 3.04 243.21 349.9745853736582 8.158463563549194 +2728 3.04 243.21 6.755001645069148 5.295001885160201 +2729 0.68 225.23 276.3568092958732 1.083127320728157 +2730 4.55 286.39 479.1972909591528 8.135378873371227 +2731 4.17 355.5 314.1261026232036 3.72828002258541 +2732 -1.37 211.11 357.30030023212123 0.9570810180950788 +2733 4.07 299.36 498.9970834626794 1.609751617534167 +2734 -0.03 546.56 199.24297788920583 9.05594138030132 +2735 3.96 414.45 16.28383110585507 2.769624605491898 +2736 4.59 361.44 170.44728009459175 -1.5782963726880617 +2737 0.89 525.56 123.53489242204056 1.2751093604054535 +2738 5.58 361.48 432.4634325244428 1.8829528128847808 +2739 3.41 478.61 410.7764919490705 8.046196248606112 +2740 3.82 269.34 145.8892293284719 -0.0206964607827853 +2741 2.07 311.33 429.09855102966986 4.458438784919768 +2742 2.23 287.31 316.97595610225414 9.82161106571978 +2743 1.11 162.19 312.72034404479 3.964106702261306 +2744 2.24 283.33 203.70201033711064 1.6323339093100482 +2745 4.24 359.7 301.92753114694096 3.3676002946992973 +2746 1.75 356.39 120.98143843754188 2.3897843856022982 +2747 1.27 258.07 125.86870620549374 6.023219603595279 +2748 0.96 266.34 453.54292701023337 10.646520675826617 +2749 5.6 438.43 349.785107408966 15.637315871092216 +2750 4.21 303.15 234.82326304821663 7.942325625824475 +2751 6.24 341.45 69.03994759186143 7.614464059926673 +2752 3.25 283.32 40.33608626957863 3.337919202992233 +2753 3.77 258.34 79.30680877788853 6.946633151400858 +2754 1.49 552.99 443.6624298752064 0.7580465553370592 +2755 4.09 272.36 301.55631974551164 4.547056161300356 +2756 3.39 391.19 499.7962509640739 5.524789291516709 +2757 0.6 195.22 327.2059789680138 5.100049294225354 +2758 4.84 405.37 106.97544705063132 11.189873015593378 +2759 2.58 267.33 254.94477233801575 3.3916469867115837 +2760 -0.89 468.47 496.0322295962397 1.834249269966246 +2761 3.18 344.36 52.84850561594334 0.3636887907299275 +2762 3.15 326.82 228.33215630871524 4.242647768209796 +2763 2.99 344.36 16.44730853005505 5.681152909207027 +2764 5.02 394.5 356.19242327730086 14.715328739575494 +2765 5.5 459.53 478.7067966473592 10.114636937646203 +2766 4.85 448.46 70.37529048386921 5.072385571841831 +2767 1.47 267.32 17.480602306196523 4.851000483697549 +2768 4.68 372.45 354.8838025415146 7.616268984316566 +2769 1.38 262.3 64.82721492301962 -1.6057680571649176 +2770 1.65 136.15 439.8491339430152 17.51971218323098 +2771 4.84 332.35 180.46332033442687 10.901793605416469 +2772 3.71 292.29 125.27047698876352 1.6896536613124216 +2773 3.29 272.68 251.8461767341524 8.107738173633662 +2774 3.69 297.35 181.24391795214407 6.901826597011466 +2775 -1.02 162.18 25.019171619875323 2.0355209407178245 +2776 7.89 630.99 17.957713016587718 -2.6479967054775617 +2777 3.62 285.34 187.92418870243287 7.58606584609171 +2778 4.88 402.44 407.5890469976036 6.2869493165212935 +2779 4.99 454.55 359.0493135203583 11.256150491475305 +2780 4.02 238.32 70.42107403989961 7.00436878070429 +2781 1.7 232.28 287.62847626870933 7.303500047311891 +2782 3.87 299.36 279.1174453444002 8.977438336818976 +2783 4.12 258.7 234.4782933131006 8.339015927703624 +2784 4.55 361.75 414.55335016583166 6.15310607459073 +2785 3.71 314.38 213.17058250366577 2.8834809400677446 +2786 4.94 430.47 7.427410760584118 3.9626854302783343 +2787 3.24 282.34 347.6678308830463 4.917906651552506 +2788 0.97 212.25 137.8934410172837 17.3903980906249 +2789 2.15 298.3 26.459028538453445 4.825006833786583 +2790 8.01 515.68 405.341204910657 4.0791569540811246 +2791 3.44 405.49 74.76628947111419 -5.893838200763515 +2792 7.76 517.7 83.0902501490462 8.592075130312129 +2793 2.15 298.3 175.83223877644 10.654219836503948 +2794 4.79 293.14 470.2509715951977 -1.1867567860843184 +2795 6.01 422.51 171.14909971882653 6.974327296026122 +2796 2.64 256.33 301.623175810475 5.217142318996258 +2797 4.21 234.3 389.9658786577225 5.775598100170328 +2798 1.45 280.36 328.3777965041435 8.740719271181554 +2799 5.34 440.58 134.32128243412922 9.287496599698594 +2800 2.65 176.21 402.6842949151298 8.370532960511 +2801 1.49 236.27 452.188395505913 1.9548168881865895 +2802 3.66 307.39 176.99279146823704 -6.765853698007367 +2803 -2.55 238.24 149.4255034355106 1.343406091229956 +2804 3.98 343.22 9.337001094933184 -3.681284901234784 +2805 3.58 260.37 283.60518382367906 6.719996264608945 +2806 3.14 373.44 326.13291740953065 3.403305355079012 +2807 3.53 256.3 254.56892855699917 6.420473735328118 +2808 4.16 276.29 478.6005863033873 17.65424017586337 +2809 1.51 268.32 385.0689021606394 10.776881341192986 +2810 1.65 564.0 274.0558470873768 8.927638870972073 +2811 0.83 240.21 29.96333717329375 10.119257624537484 +2812 2.41 287.35 203.83642013985244 11.722846360008193 +2813 5.32 663.74 238.80766758509716 0.1021373099589348 +2814 2.98 354.22 31.110903386975643 13.938174368517174 +2815 3.73 247.63 478.7803915982584 5.6085554778348845 +2816 3.53 192.25 159.156362770079 -0.1385793918595652 +2817 4.0 479.57 314.9129399676171 10.963357877367432 +2818 3.46 224.25 169.89696955229417 -1.641072333120471 +2819 3.69 357.37 194.1670169004452 -2.312626780557321 +2820 1.68 275.3 276.02889413182703 6.9271488957619765 +2821 2.88 394.48 269.5075405342482 -1.4099840433384756 +2822 0.74 236.27 423.1369518567161 10.405077347224486 +2823 3.1 558.69 156.1216103933295 -2.4075159647386464 +2824 1.47 235.3 222.92322039496875 12.90290323159763 +2825 1.44 203.24 137.1735501586761 2.7854902250835574 +2826 -0.01 385.44 337.194628138698 4.3979411033414975 +2827 6.37 458.29 363.877057062459 12.22945491364304 +2828 4.74 519.66 384.3324410412206 14.931380702992932 +2829 3.7 313.74 372.5422034919463 7.872791435545912 +2830 4.56 384.47 108.036274135958 3.668080152132223 +2831 0.86 288.09 466.5327601249584 10.690569721560491 +2832 3.84 598.67 316.4996962437937 1.3804345541427097 +2833 -6.29 581.57 178.6992969114427 11.32074014131176 +2834 -1.4 525.5 372.5114464483131 11.456242052062048 +2835 6.69 474.61 249.57845812008975 7.617903133483353 +2836 5.13 382.51 185.34105036680612 2.791679392101714 +2837 4.59 431.48 298.9553806229889 7.383966244160034 +2838 4.18 301.4 413.14007102275406 7.867325076346932 +2839 2.84 286.33 235.08750313772825 3.817695332984156 +2840 3.96 343.38 186.03191024282285 5.330792151308047 +2841 2.57 406.5 417.37213590928405 -0.3457966486565853 +2842 2.19 182.22 406.0704881691448 -0.941939221598127 +2843 4.22 398.25 498.8978025303473 6.252470624307878 +2844 3.36 268.36 463.2156957042224 7.3853746856750275 +2845 9.39 448.68 211.82584046014148 3.2590928692035748 +2846 6.28 446.76 412.7209512228487 11.39814383855949 +2847 4.26 329.73 93.7333627201622 4.36767453772515 +2848 3.35 332.71 402.9664273668508 13.530996984037136 +2849 6.75 476.99 464.8820504188718 2.742628294128621 +2850 3.98 333.7 290.9691971104346 13.071596404978983 +2851 5.16 821.95 42.201252177490765 9.28013154643737 +2852 0.08 214.22 36.69746739342905 1.781611892491191 +2853 2.21 281.35 442.38178057702015 7.990341496392169 +2854 3.08 226.27 214.226551073438 3.811502022451716 +2855 4.37 284.31 168.23716977231064 0.8880883829671431 +2856 5.54 453.57 92.09103865018142 7.473622368441324 +2857 2.68 279.34 285.0568362622816 11.083236805801247 +2858 4.19 417.45 17.67396144123573 1.4801448342515626 +2859 2.11 253.64 153.89701477029044 7.445414818091839 +2860 3.0 221.25 318.68825616993064 5.025799718837312 +2861 4.6 365.21 198.2504423174864 8.491119961546882 +2862 6.73 566.77 196.59261017608847 -0.8149019904209611 +2863 5.04 560.77 295.80583602902226 13.50018009743224 +2864 3.2 321.3 477.02650451022174 3.961739279352356 +2865 3.96 255.7 302.6476975845898 -2.5784980004793576 +2866 3.11 350.41 32.81299033032825 2.3190706393418177 +2867 3.87 260.24 457.4370403229157 6.230211840964593 +2868 4.98 315.47 300.22733089927743 4.278094008769658 +2869 3.89 310.39 10.85369875918868 7.167872046602005 +2870 6.39 416.09 57.614352867216056 4.601334957008685 +2871 6.27 388.84 8.960852651775763 0.692583841052751 +2872 5.36 405.87 309.5064432181414 12.226394376665604 +2873 6.43 374.05 335.8939227715587 7.757537246684785 +2874 2.95 377.48 398.1112575097132 1.8386121997063096 +2875 4.74 328.4 48.34927802790029 1.862319620190375 +2876 4.57 312.45 84.87432382715055 -1.3423026628596455 +2877 6.65 364.52 209.10372301077575 3.81200471273142 +2878 5.84 426.35 396.698239778991 0.9065376321575522 +2879 2.64 325.4 409.6418804238157 4.461365761067668 +2880 3.45 315.75 391.554233112207 10.364642959286948 +2881 3.69 290.4 10.629717299014796 -9.881550507229369 +2882 2.03 262.31 86.48819958796555 6.163084642098831 +2883 2.25 239.28 35.59818189078323 9.368870835120807 +2884 3.85 280.36 260.63175996291665 8.170282151414607 +2885 5.46 502.56 74.6012850920485 2.838192196948531 +2886 3.05 288.68 85.08690361895994 3.1936436012735285 +2887 3.43 327.81 450.074607319411 5.692214727797109 +2888 3.25 324.78 218.33995888223083 3.5848021910731616 +2889 4.65 324.83 160.25224064977013 -2.270454269459828 +2890 5.32 446.49 250.2731807793893 9.775328172296678 +2891 3.36 284.35 236.88763904374844 9.549310193256328 +2892 4.06 314.46 435.56368766038185 2.894536202111903 +2893 6.07 472.57 493.7600175738801 -5.112487704063826 +2894 6.43 498.61 493.7548795481699 5.000333032859605 +2895 6.39 372.08 368.407600426256 4.074189749735387 +2896 4.76 308.41 144.06528071361973 0.4312199052758583 +2897 4.68 384.47 443.6151045512872 1.385830226901057 +2898 1.89 188.18 341.116725509651 8.37110633425634 +2899 4.95 405.49 451.400840071899 8.033550755511612 +2900 4.97 375.46 374.148171810854 -2.080919887956054 +2901 7.38 581.78 319.76114820195323 -0.1359403404070427 +2902 5.02 394.5 432.0845646250882 15.496965961995665 +2903 6.0 450.91 408.6464940702582 -3.3273768887083506 +2904 5.23 412.49 148.09552860753718 10.525711225171618 +2905 2.84 217.31 193.55726673411613 10.809423408361049 +2906 3.92 280.36 15.339011941887748 4.159992237046442 +2907 2.45 373.47 212.46802166192964 10.298579856499668 +2908 0.04 580.04 369.5894691924279 9.684862722617227 +2909 4.07 260.29 156.98462584857765 2.1271141445531843 +2910 2.14 272.34 22.23032116410217 -4.236099299423575 +2911 4.95 490.68 199.44834776422093 2.764380152131571 +2912 6.2 436.14 121.74225320758374 11.561300799654482 +2913 1.44 477.62 224.2530401720545 5.753405776716082 +2914 3.6 387.23 222.93751458604365 2.549992388702035 +2915 6.54 456.57 40.45411887202105 11.340877433961875 +2916 1.06 210.23 384.96173894604055 9.825437910234292 +2917 8.89 417.67 460.1849990688919 -1.58224145811674 +2918 2.17 534.67 177.97599163267995 6.769825296936123 +2919 3.16 373.79 50.21280021973362 2.6887113813040795 +2920 4.03 283.36 457.804259846904 3.5505631963355144 +2921 2.76 450.92 411.5527459133425 7.265999549500124 +2922 5.36 518.73 66.15776134859075 1.9447658071995768 +2923 4.66 331.82 10.093082117186237 7.650107492773648 +2924 5.15 468.17 367.5621505960847 6.682613801266181 +2925 2.38 202.21 148.05121821341322 8.595919618487173 +2926 3.44 256.73 260.7464489505309 3.725287567066129 +2927 3.61 284.35 258.0612339437095 -1.2829966564305515 +2928 4.35 293.36 82.43840533169733 1.720987322990477 +2929 3.77 421.9 260.391598742043 2.0269026211830115 +2930 4.85 448.46 32.257648319468814 0.1026595110959744 +2931 4.02 398.51 390.2857974046989 4.259472839195795 +2932 6.42 450.61 205.65626117950703 8.623434360673809 +2933 3.42 262.28 96.87789421442294 6.755896775802045 +2934 1.65 283.33 231.2612274861772 1.4583634530870029 +2935 -5.79 204.22 456.2841099961557 7.872900212893604 +2936 6.76 512.55 110.04962896580656 7.681620161543347 +2937 5.51 408.53 416.49641986451087 -0.113479099112693 +2938 6.03 503.67 427.380578370373 3.8544753064702766 +2939 -2.17 228.21 165.9783682018947 3.309825611975172 +2940 -3.16 187.24 63.07902952172167 4.2101229216908935 +2941 1.08 233.23 366.10662045418695 9.79062433268536 +2942 1.17 146.19 323.2676420451593 -1.1993484556478204 +2943 3.42 569.61 151.2942445117622 9.21133760338315 +2944 2.14 278.31 318.4763889037039 2.833566855044209 +2945 5.26 451.78 136.92670047074634 7.0163408096543005 +2946 2.15 553.7 21.634788443636644 4.17683555987373 +2947 3.01 332.2 258.7719682394631 7.1872496230647 +2948 2.52 265.27 317.08709389898536 8.313852791748738 +2949 3.8 281.31 71.55501409624154 1.9062838502055917 +2950 8.95 603.87 312.9215558174248 10.456444143430216 +2951 3.64 758.94 252.9266656879228 5.870156501490682 +2952 1.73 616.71 140.8376158029932 7.507147670768565 +2953 2.84 484.96 148.78834919737744 4.927800575575719 +2954 5.01 424.53 474.41996505516073 3.704886936634815 +2955 5.58 490.61 273.3082767841568 11.601578831945226 +2956 3.85 319.71 356.00448100624646 2.0154945120167738 +2957 2.76 276.29 192.5613425130072 7.723575833530431 +2958 2.32 390.5 358.86333800768267 -3.1136042073375148 +2959 4.76 436.54 154.33293700340244 9.663901961171607 +2960 4.73 357.41 182.63200282089295 5.38823067313169 +2961 4.81 481.49 64.03458866334333 0.3532671646145999 +2962 5.67 506.61 323.23020208937686 5.270155475398554 +2963 4.11 315.75 158.13267209732717 3.7353949492167153 +2964 10.98 630.85 322.3872146160294 9.70518623560834 +2965 2.35 282.29 363.3684943075168 -0.5568271953419588 +2966 1.87 218.21 479.0312341201167 4.667688646754995 +2967 3.64 653.8 132.28590393326266 4.107703846219062 +2968 3.42 310.74 16.2708108649518 8.19316487341407 +2969 2.95 330.33 379.5188499732855 2.937522343190964 +2970 3.43 326.82 203.50585557721973 11.515483225144967 +2971 1.28 642.11 348.8233967205305 -5.943764246521955 +2972 6.79 481.54 263.5810648236824 9.751701701903736 +2973 5.99 422.55 129.5827123088163 4.252524764593159 +2974 2.02 186.25 178.09746131399035 2.7463753681938856 +2975 3.86 378.47 321.9678549468353 4.802931866825995 +2976 3.44 256.73 121.1386704597328 8.981378772555528 +2977 5.93 373.06 164.50219181135688 2.1101659145311427 +2978 5.96 503.67 205.21934917355196 -0.3271230383443537 +2979 3.0 320.39 264.41302583546275 -0.0948332159505387 +2980 4.17 365.33 364.3102155941296 9.337739412978344 +2981 3.95 392.4 435.7837487752452 7.243627441806717 +2982 4.36 394.42 369.567621570355 3.0065976621971253 +2983 -0.39 104.06 282.92745185624244 2.9970078276763994 +2984 2.43 244.68 365.8601771094173 6.569101976618218 +2985 3.19 258.27 278.9274890385224 4.291326154694462 +2986 3.19 258.27 321.18177715279194 9.012613104477444 +2987 2.1 461.95 47.903136407615065 10.26970348562275 +2988 8.89 526.7 359.744906415864 4.199527077699085 +2989 2.49 420.52 163.94396146234885 7.695584829704812 +2990 3.82 278.35 416.8414442505282 6.192609390811061 +2991 10.07 534.77 263.5499425226637 1.9458552635044295 +2992 3.33 224.3 362.43299404277127 9.598828469095906 +2993 3.39 268.29 227.0733478773519 3.9314757098179514 +2994 -0.62 879.97 76.9603500069535 2.2056573246386253 +2995 7.57 392.57 50.171180001210125 4.093935135138215 +2996 3.48 286.33 103.72324634880188 -5.401333489834828 +2997 5.09 432.46 232.68920198441575 2.537301663712678 +2998 5.83 653.74 323.74402274622105 7.377229321241284 +2999 2.92 493.62 280.12677793953475 2.0844277648494174 +3000 2.45 251.28 345.5118185681133 0.8918893813368509 +3001 4.15 490.62 87.030628387674 5.214279315738919 +3002 3.24 382.9 7.781068085418563 10.828921870152223 +3003 5.43 391.5 333.8666160123624 12.23923892920054 +3004 1.97 477.54 379.7896253439474 4.84135739961897 +3005 3.19 258.27 23.0991778730083 5.265141017965731 +3006 4.31 244.29 441.3357455698885 1.6696123582148088 +3007 2.81 434.55 251.52151335160625 5.891542800752534 +3008 5.32 446.49 12.881492033528897 3.7078949247389454 +3009 3.95 238.28 279.5890918327628 11.742491867564048 +3010 3.53 331.71 72.11346724098149 8.230157985494412 +3011 4.06 378.15 81.82339725934612 5.030243926426991 +3012 3.7 208.26 228.90597151917132 0.1495423809059994 +3013 0.67 177.21 73.34129651237886 1.2786230930486897 +3014 2.01 269.3 215.42441386696544 15.912578097424998 +3015 6.43 498.61 289.74383720601014 3.0482188392135523 +3016 3.5 316.74 184.71891890507453 -1.786090535857694 +3017 6.53 420.36 341.98053456040884 1.7959270436632488 +3018 1.83 212.2 299.64192094351625 3.3772418985705253 +3019 6.03 408.53 324.1014255434248 6.1517545471568456 +3020 2.23 392.47 297.043080739936 9.749108418483631 +3021 4.24 359.7 277.52497352209053 0.008314109118757 +3022 5.76 381.9 277.5160740709513 2.231319801517597 +3023 5.3 365.44 356.3074252033207 8.404707813338552 +3024 3.82 298.38 16.2310171902999 5.897329546517517 +3025 4.46 473.51 39.169310811517086 -0.2563087514683504 +3026 4.34 281.06 431.3426959064969 20.071673575288465 +3027 1.76 246.3 52.62444487554557 17.994837915214557 +3028 2.93 260.35 499.2970138095632 3.6400116272022767 +3029 0.1 459.06 121.80759040041572 1.5677622243001328 +3030 6.42 531.73 209.24696396082717 7.110503593470741 +3031 0.8 403.46 37.316485334063344 1.079528491797272 +3032 2.84 274.27 215.60915348050364 7.860969581744403 +3033 5.79 430.49 446.2592145968124 -7.397830639600468 +3034 5.54 405.45 414.9234180194765 4.968274653334409 +3035 0.88 152.15 468.0187864595707 7.677703558505538 +3036 5.51 408.53 296.9588697969294 10.070848146293248 +3037 5.92 541.49 328.16920263227337 10.156276303283724 +3038 3.68 296.36 390.571520275004 0.6228475539405789 +3039 2.57 188.22 126.18948453848968 13.710011123097868 +3040 2.77 182.26 84.99443348108532 3.316262774378605 +3041 5.78 351.87 14.460203906343782 3.2328335300318085 +3042 4.27 409.52 252.92891692636596 0.3510027540751581 +3043 2.37 334.43 298.6920338471852 8.751628336465856 +3044 2.65 227.23 314.5687465595244 0.3445061521741497 +3045 2.83 216.24 190.006569977753 -4.06502158914426 +3046 5.43 450.57 101.08764141518384 4.499087905154383 +3047 -1.74 210.13 183.64835320177968 13.179768232795556 +3048 4.79 293.14 227.8570186538078 16.426130152096626 +3049 4.4 292.25 448.2659099041324 4.724203651895713 +3050 -1.22 415.09 269.65121127852444 5.755210086405386 +3051 5.48 394.5 54.57241819405517 5.40431502488448 +3052 0.39 585.61 295.3703330010005 5.640790889990856 +3053 7.41 624.77 139.25963662321928 5.179554199330401 +3054 4.61 268.31 437.58301051233775 0.5996389468935899 +3055 1.75 439.51 324.61077300910097 0.2490646679332435 +3056 6.93 534.26 311.62122344731426 6.4495281989025 +3057 5.71 535.27 42.09733842644869 9.146451419858042 +3058 5.44 361.48 279.6269115642348 -8.24004244320625 +3059 5.84 426.35 176.53717175404964 15.081832677319174 +3060 0.86 210.27 188.603007663827 13.857277240152197 +3061 4.49 433.72 92.3131241782345 9.806028496659206 +3062 2.38 202.21 395.8166029316714 7.300182110574882 +3063 3.42 313.35 232.81248429364703 11.511625024038215 +3064 1.81 177.24 17.9878023224212 12.466834878173088 +3065 7.69 440.07 149.35725639839026 7.739413177917523 +3066 3.96 343.38 337.9169196599774 7.205588998296209 +3067 2.83 216.24 493.04363434917553 1.999738311513941 +3068 2.81 294.3 148.81687911193154 -1.7931600925975353 +3069 2.01 204.26 85.0625545320981 4.414283910002212 +3070 -1.15 166.14 264.0343982766956 3.613401339815381 +3071 2.58 234.34 447.6342868443244 2.863110727159066 +3072 5.51 408.53 452.9904712427808 11.938287831023748 +3073 7.24 498.65 76.31857241561823 -3.506860075381164 +3074 4.01 338.38 353.7634886458724 -1.7326623345698566 +3075 4.47 300.4 198.203337147091 8.785405893103633 +3076 2.53 461.95 49.0214215768554 2.093391604324324 +3077 1.38 152.19 406.271579706737 -1.287414952300546 +3078 3.04 236.65 441.87903657827934 4.601465444692689 +3079 4.81 402.49 372.371492658124 3.7092975205695984 +3080 -1.78 210.13 26.657611813821426 10.10252400671929 +3081 7.45 512.68 48.89344759867964 0.800801448665128 +3082 7.21 476.65 150.7691232010776 -0.7760915746539556 +3083 2.58 348.46 305.5799422525649 3.68913194075556 +3084 6.8 461.08 478.1570876929404 2.762558200205374 +3085 4.88 452.54 37.98962361779679 10.446449799131358 +3086 8.39 482.42 96.99254240607596 -0.6698419193513292 +3087 3.21 406.43 150.11205665550443 6.433251841646047 +3088 6.13 406.33 13.716614719805952 -0.8190445510079396 +3089 2.63 228.31 451.0692478952959 9.441390622564125 +3090 0.72 196.2 118.12136137240564 5.904076854869798 +3091 5.6 354.4 1.733842442223077 4.740638183480238 +3092 2.33 276.29 315.6549596701574 13.700143741566372 +3093 3.18 316.71 297.7220224317428 11.339507031851564 +3094 0.33 525.52 13.544469644239 4.038004677175476 +3095 -3.76 574.67 10.807052266752605 -2.457290518429501 +3096 6.69 474.61 233.58069073734185 8.40354307697397 +3097 2.84 217.31 144.02432780907077 -2.514588912547008 +3098 -2.75 244.2 161.68532289450926 0.3715979539327154 +3099 5.15 504.7 430.8854953596533 -0.3237827307104934 +3100 5.48 394.5 264.5817529737446 4.818159815771212 +3101 1.91 540.7 260.32911228048414 0.169900819145365 +3102 -0.33 186.16 50.57311622312266 4.5813409836874 +3103 1.91 188.18 371.2430427580956 9.437866466634247 +3104 6.75 476.99 391.0950043179765 6.532834494049045 +3105 6.3 386.06 28.847636983229176 11.667012469696704 +3106 -3.24 146.19 369.3441847818689 11.558410328654364 +3107 8.46 506.71 226.55129701788223 10.763425175632316 +3108 8.22 320.51 425.8904206738525 10.825311321630842 +3109 2.99 240.28 374.11815515738016 4.404065946935339 +3110 6.27 558.79 182.87303572882684 8.062389833211057 +3111 0.99 528.97 333.4050277764416 7.072055636316147 +3112 5.05 412.39 91.8017854038351 8.140620539978762 +3113 1.03 350.12 488.5233027496073 7.079527788052676 +3114 3.3 434.55 291.60823225777165 4.260281992341837 +3115 2.49 257.28 478.97233018147887 4.6312233195836505 +3116 3.74 359.38 268.5285426069412 -1.7108888904014297 +3117 2.39 202.21 303.750823233368 8.081799815796591 +3118 4.73 461.59 149.60749696227 5.876272317707166 +3119 3.79 238.28 436.4034806209781 2.380751941845085 +3120 2.27 229.7 360.3901262052753 7.761999360075995 +3121 3.68 377.5 131.91129474196617 1.334034509608074 +3122 3.67 242.25 475.2149066818305 3.26094616779507 +3123 4.24 403.47 175.8611803756998 -1.3238553908543906 +3124 1.78 715.75 299.6424186047307 11.067259466757376 +3125 1.68 192.28 142.463067188333 0.0090338906950142 +3126 2.73 228.31 136.51515058381415 7.100280091724259 +3127 3.62 285.34 137.2428617264129 4.318462682630626 +3128 -2.98 418.49 274.9582772503544 9.85838452697764 +3129 6.54 470.6 291.37986219055887 4.284959922428409 +3130 2.95 420.52 389.5334758970389 1.2671328967377384 +3131 -0.12 370.16 190.1166188263188 10.60462888996744 +3132 1.47 451.95 498.9427714778521 2.5565888167602058 +3133 7.03 390.11 339.96859341338745 5.3687962999505 +3134 4.92 439.5 86.86897416796025 5.041730081411802 +3135 2.81 250.27 228.52957803996048 2.3204434345786744 +3136 6.14 524.83 289.3712192859776 -0.4865990031916958 +3137 5.23 400.89 254.0487764228181 1.9604803723352144 +3138 1.0 166.17 104.2380427013217 3.3671021940519243 +3139 3.29 231.33 19.12880252440197 2.7499141008022687 +3140 4.34 410.5 491.6918354752979 12.505502986499518 +3141 4.2 475.6 165.26986764320455 10.226972900441377 +3142 0.13 82.1 123.81634954242764 1.3750386215720232 +3143 4.49 433.72 117.9868742896602 12.899510073855826 +3144 -0.5 392.47 286.8636595823824 -5.490708327068386 +3145 2.79 295.37 98.11529656260498 7.449453687413069 +3146 3.66 338.4 36.381167072400025 6.001300859433675 +3147 2.53 272.34 245.81402792110688 -1.618142688577252 +3148 4.77 297.39 174.20227386481056 10.447434649774712 +3149 1.76 201.18 497.6079088991305 2.536799482498207 +3150 6.68 423.55 150.55395172886625 6.2636171809796295 +3151 4.67 347.46 184.3127857665773 1.6921161992109064 +3152 1.63 562.68 261.2479432575762 0.4100277344989482 +3153 2.27 282.29 203.0811706707836 8.171082793345583 +3154 1.73 607.1 167.3795512983316 3.629533716947501 +3155 3.34 299.72 109.1282400472976 10.858906466143909 +3156 -6.3 222.63 423.7340791369074 1.552835283375824 +3157 4.73 446.49 345.10874787967214 5.290949653373366 +3158 5.71 373.49 143.07355984144343 7.298401848707422 +3159 4.85 363.45 116.69646309082071 -0.9843348561892498 +3160 2.64 267.08 61.11638142434839 6.737326221277083 +3161 1.85 243.26 348.5557498557793 0.6716500159852812 +3162 1.59 253.26 436.12859301877234 1.384676582121806 +3163 1.64 239.23 346.35121503326104 4.638991045284167 +3164 2.38 254.24 426.6777182644639 10.622103099848829 +3165 5.51 434.45 339.96781350908736 6.126077754028028 +3166 2.55 222.63 315.19689049735695 5.506830387908823 +3167 2.78 420.52 375.4433709634234 11.273014914677653 +3168 3.36 403.23 186.85313550236623 6.784661636031487 +3169 3.31 394.47 135.979375414416 3.88466422082422 +3170 -1.79 102.09 243.4333067443876 -2.4019827697584786 +3171 6.13 542.73 210.32382881631617 4.200550439300418 +3172 2.11 376.47 36.36848135074472 7.714725876035185 +3173 -8.64 901.96 262.79198263305466 -0.4161840753067451 +3174 -0.51 184.15 259.41488597612147 1.9009253593729696 +3175 4.76 436.54 3.7487880882258175 14.224911809213364 +3176 5.34 416.46 365.5482848728374 0.8569828313106109 +3177 0.34 182.17 221.6319649695793 1.0514880351128153 +3178 4.91 581.15 421.0815547570067 7.123539364141909 +3179 4.4 291.3 403.8283295838929 -7.948008120915231 +3180 1.53 190.24 99.3342795218059 -8.877528222537306 +3181 4.85 312.0 455.0254044199384 4.416268225279922 +3182 3.21 305.33 152.8520780760978 6.554206773212364 +3183 2.69 270.33 48.46990655119121 2.152226358118845 +3184 4.11 295.38 272.5686715937136 5.458786124961166 +3185 5.59 362.48 135.7734125837466 3.382929554797547 +3186 2.43 406.5 410.1267535963483 8.888135432917709 +3187 3.6 295.23 266.6828219697985 8.576381204901654 +3188 2.86 244.24 117.24513894694216 4.874029364457144 +3189 2.28 406.5 153.35603735273529 4.967023609791296 +3190 0.8 208.21 330.8005683917212 5.82089189092923 +3191 5.77 473.4 421.9396363675562 -3.896725311600589 +3192 1.7 266.3 357.1405869639999 2.729505642759326 +3193 2.99 370.35 103.99975192676295 -0.0853762455242765 +3194 1.81 268.26 97.94171889282826 7.536474094548602 +3195 6.79 452.5 366.669242606279 -0.6794016631897257 +3196 0.09 200.19 22.401304944182964 8.427888256307506 +3197 7.13 547.77 270.03036126798514 -2.231073683777014 +3198 2.42 290.36 185.0552941412917 -5.768599237801826 +3199 -6.05 202.21 195.49295796231465 6.44432111470528 +3200 0.94 332.38 248.5518812056799 8.74875078911224 +3201 2.34 483.03 483.705715920051 10.62013795823389 +3202 7.48 914.2 145.92032157867334 -2.3518915593162824 +3203 7.33 464.63 321.7471947042467 -2.493409218184029 +3204 6.63 498.28 407.600578415432 3.575556726159463 +3205 2.24 283.33 403.2426656637267 7.85476696846068 +3206 0.26 212.16 122.09861988174016 9.206597242455404 +3207 5.01 366.53 11.481947055759669 3.7599864109946095 +3208 4.2 410.46 356.35765270697806 -0.8110192033532808 +3209 2.61 284.35 453.61964204429 10.103855122188875 +3210 2.04 484.98 263.45428485188285 11.502106172097276 +3211 6.52 460.21 388.5160117420955 2.235438106849874 +3212 3.46 297.35 350.2140383953562 -5.909376884535726 +3213 1.51 214.31 326.8211799976271 10.569876516360692 +3214 -0.64 583.55 347.2191121461456 5.874336148846563 +3215 9.88 746.98 334.0076344382908 13.39420604817866 +3216 4.76 436.54 492.84567984956607 5.373222802003812 +3217 3.53 474.98 172.99939635523452 12.619997602036282 +3218 4.15 286.37 213.41317034945743 8.17101301722479 +3219 4.99 342.43 440.74195167972266 3.3535782822351985 +3220 0.99 573.99 325.96049143091443 8.700915842378526 +3221 0.16 125.13 378.76149263472337 1.1561484180997823 +3222 3.16 434.55 433.4559830775855 3.139639439892478 +3223 4.77 523.65 438.2995874497346 5.255559435707268 +3224 3.46 251.36 237.3387770236448 16.81378392542283 +3225 1.82 444.89 172.66740790203227 10.54477496544655 +3226 1.13 382.41 232.86960116421253 -4.474735060496563 +3227 3.09 380.44 461.5536935073107 11.725126273247827 +3228 4.64 376.41 375.334760330673 7.420144733860753 +3229 5.48 471.59 39.14031236673527 4.39004439495725 +3230 2.54 223.31 404.4038615462558 1.0307515036363806 +3231 1.93 239.31 320.5755311095917 9.097540433808025 +3232 2.39 352.39 247.07882752027768 -1.3992117941336346 +3233 2.33 229.23 357.2830098225102 3.1132971281475488 +3234 1.42 256.26 212.2636196265031 -5.878498896870532 +3235 1.89 218.21 344.40290705355943 -4.92432696796658 +3236 2.01 251.32 358.0932065960308 2.0398755925869567 +3237 -1.85 555.62 293.3092467128914 -0.782589209918819 +3238 2.8 237.34 364.92416585776033 1.353716560128854 +3239 3.33 364.44 76.2324404483094 5.298829536006867 +3240 3.11 238.69 1.4833544866423298 -0.2596256022477554 +3241 7.09 492.7 498.0539227005333 1.2456800615840495 +3242 1.81 461.95 448.05976401068295 6.045549915877055 +3243 5.65 392.3 404.8651284419104 -2.8676186002632766 +3244 3.48 335.44 171.62362400272113 1.5571700642052106 +3245 0.8 280.28 461.3621759276395 -0.7167712961300818 +3246 4.47 497.61 441.6933809923013 1.0127869700177667 +3247 0.42 190.63 226.46786219717407 6.411035292413313 +3248 2.72 309.41 32.7369175713017 10.228013814734982 +3249 3.24 474.98 114.63086365948428 7.4248043684414915 +3250 5.55 524.69 432.6759899054335 0.149801664183923 +3251 2.65 231.27 280.34097440497084 8.0742099064602 +3252 4.71 326.47 472.9962905973997 6.528725853400991 +3253 2.65 436.55 212.7896010750216 4.42683674588468 +3254 6.3 480.64 432.3632480106775 7.687426870098679 +3255 4.0 300.39 409.961372177432 -0.3327529938272819 +3256 6.52 456.1 441.38793012379546 9.814205241504002 +3257 0.89 338.16 390.5789903884894 1.9357966583098296 +3258 2.41 270.24 367.1135061834011 0.3029622008758608 +3259 2.41 311.38 70.2572164548933 16.565150020712416 +3260 -1.33 211.11 351.8762266297618 -5.172764431536036 +3261 -1.99 196.1 442.4199593985417 5.618550590173956 +3262 3.68 233.35 303.4252888496818 -2.0812848158704327 +3263 2.7 205.3 163.5633632572689 8.253499093244763 +3264 1.81 177.24 497.4907922553701 9.900219069859288 +3265 2.56 456.44 378.8946477256457 4.679910259507508 +3266 4.89 363.45 301.70880779407884 16.700423385081 +3267 2.39 170.21 231.0003635230676 0.3607627845706345 +3268 2.11 335.37 32.456913093439454 11.51914610553872 +3269 3.08 226.27 421.0870759270061 5.061516550665383 +3270 -1.86 251.24 250.1455288859738 1.3897173853674505 +3271 1.78 431.51 472.4921097947681 10.109850080601586 +3272 3.62 285.34 48.91934435476925 6.78628879651803 +3273 2.55 340.38 52.09131024210617 4.609986801788598 +3274 2.06 176.24 203.50058434291128 2.2081139398997607 +3275 5.72 538.67 458.6475260602958 -2.9149351134888963 +3276 1.79 311.34 14.755274269934617 13.885825098353376 +3277 -3.02 867.81 490.4186661928078 6.243543052395395 +3278 1.31 426.51 498.5757376057833 4.148635065394301 +3279 3.21 232.34 17.827133697111364 6.451172710641719 +3280 2.8 238.28 63.06400742945522 7.882755163287332 +3281 -1.24 199.16 369.1511801451627 10.200459890525195 +3282 2.34 176.24 427.5338537614003 7.938538969093813 +3283 2.21 178.23 30.73861372645209 7.702432888417359 +3284 2.09 688.74 128.78174600036246 2.5121299426297 +3285 3.21 214.26 90.72272953229782 6.423653420522801 +3286 2.05 215.21 132.7256523256545 0.801505437825698 +3287 2.19 204.18 71.04752827355159 12.291505846832706 +3288 1.5 240.26 312.3464968264438 12.065260211679732 +3289 2.29 190.26 73.62932464789162 2.5788052627678315 +3290 2.49 190.26 103.41964764832956 -0.2763727694178728 +3291 5.14 416.51 487.2070804126101 4.87384958628174 +3292 4.34 488.6 192.57203520022875 7.732203641687225 +3293 -0.28 297.28 363.9990607808234 9.575433065675336 +3294 1.14 427.5 122.16377944080747 7.6432276506599806 +3295 2.76 305.33 336.7757623824288 3.316553437500599 +3296 3.24 257.07 379.52359071170446 2.574786606434837 +3297 2.45 204.25 361.72918219748817 1.589413218483127 +3298 1.95 246.3 235.86394463713395 3.872373277902765 +3299 4.26 312.45 375.08254176375465 8.42121425520841 +3300 3.8 298.42 275.74098894504465 -0.4581516002094412 +3301 3.85 317.34 73.53773558308357 0.2160155007182123 +3302 3.0 251.36 445.8525099238966 0.1540558329590542 +3303 2.86 216.24 445.1161364368399 8.96753171909683 +3304 0.69 108.09 120.81636733785788 -4.673154038359071 +3305 2.85 238.63 137.077276542598 4.397772674421189 +3306 2.67 218.21 304.9763939993091 9.7566342815063 +3307 1.02 411.36 78.94334424205879 3.929492536008099 +3308 3.87 391.52 16.680303979403345 -0.5831970071606989 +3309 2.15 269.3 392.33466274557605 12.451243458201198 +3310 -5.97 202.21 401.7276665706908 0.5919883280732572 +3311 -0.12 168.15 230.4970888153064 -2.342639333507722 +3312 2.97 258.27 483.220274223587 13.16122327428345 +3313 5.7 403.51 433.1496962364155 9.88078345797786 +3314 2.68 380.44 439.3794424387974 4.224956235802573 +3315 5.99 528.71 336.0636358751001 5.517168690544104 +3316 4.71 326.47 91.30718412988708 3.199348175385419 +3317 4.49 313.43 404.7705835105437 7.637064585999987 +3318 1.48 220.27 314.1213068765826 9.09288289811384 +3319 1.36 288.34 371.2120566916968 8.291719757109005 +3320 7.97 388.54 231.74129891174348 7.760890595251245 +3321 4.22 346.47 382.4962371927503 4.834220391389053 +3322 2.24 385.33 98.72147158803118 2.810456182145887 +3323 5.92 969.27 324.02080057460967 -4.7200057197328 +3324 1.47 325.38 237.92241580231604 6.732709029887351 +3325 2.47 464.99 348.2348765643667 7.684511409619648 +3326 3.17 408.47 71.79307468025475 8.831712205789463 +3327 4.24 359.7 10.2921062378592 10.650651966175383 +3328 6.15 519.71 54.24158422281589 1.4730125459388883 +3329 2.65 220.31 3.724940580399294 6.512984877926799 +3330 -3.49 576.55 23.46228660231009 4.53549854432975 +3331 1.36 211.26 479.5568290229626 1.7033534548240512 +3332 -0.67 356.35 245.996061029886 3.5844083064650656 +3333 1.96 204.27 326.61606238870354 14.301997111930682 +3334 1.41 572.04 116.16962599275426 13.087092140727798 +3335 -0.44 258.22 41.47190142590901 8.278181959146508 +3336 6.27 433.52 120.1155756700596 -0.1541592422543667 +3337 5.91 387.51 203.844979693097 -0.9630708693150404 +3338 6.29 371.47 257.38405351226737 4.197623541567817 +3339 5.06 521.71 100.81560118996974 10.912416721359804 +3340 1.99 215.21 70.49749781178483 13.970031920038746 +3341 2.5 426.53 309.5402473087075 7.323462189730225 +3342 1.97 192.28 161.58250020686805 1.7120613723960871 +3343 4.57 502.63 75.60324261280432 0.7032313874258111 +3344 1.87 443.5 276.50758579074665 17.61833117613425 +3345 2.02 373.45 249.2883296686007 0.5067295996103374 +3346 2.09 345.26 85.56674167626454 13.212990845378757 +3347 0.29 348.17 102.33039245215224 4.233142632327352 +3348 3.03 368.88 236.1216931516349 1.4888122108960649 +3349 3.11 350.41 126.18451242578394 4.881776560029511 +3350 5.55 276.38 227.5638790967137 1.1476717250411397 +3351 6.31 426.75 127.0904944152616 4.519563140593238 +3352 2.77 420.91 380.15364520461833 -6.163636079832269 +3353 4.86 342.82 470.63589669167993 15.181038642396231 +3354 1.38 227.22 306.9314301293644 18.766373847808172 +3355 2.75 460.96 40.786359279029405 10.548896387100378 +3356 4.75 372.45 342.63066036810903 1.5736549735035663 +3357 5.67 349.47 210.59093568151167 5.943503559057993 +3358 5.9 538.71 122.8273025555704 2.2891638414052595 +3359 5.32 359.27 285.6663723828849 6.3812592414455125 +3360 0.96 215.21 186.84861950634885 0.4820757760876866 +3361 1.59 225.28 176.26533711673352 6.464862895316822 +3362 1.54 160.22 446.3975972151557 -4.53000132083192 +3363 3.28 753.67 230.76534533403108 5.065462974477472 +3364 6.04 541.72 258.04606922975995 6.957972241726603 +3365 4.19 325.82 107.19579560516846 3.022195602335252 +3366 5.65 363.52 83.73360113932671 5.528354363855186 +3367 -6.1 202.21 268.81772441282726 6.640672274767243 +3368 3.92 414.46 447.881255055333 2.480662645926155 +3369 2.83 256.18 278.2088825745951 -3.084040162259269 +3370 5.51 408.53 323.2048842774852 5.949465672430591 +3371 3.08 230.26 154.46549493778022 6.569191933296668 +3372 6.7 884.1 172.09606109887898 6.0151695499881805 +3373 5.13 532.06 82.78025403520701 6.40336473418873 +3374 5.5 522.66 44.12344293159831 -0.8243402385502936 +3375 6.09 442.54 98.20103297428612 14.0268855841829 +3376 2.68 443.93 184.7971769860689 3.6640219060161625 +3377 1.72 401.48 58.847778072167344 16.630561248406305 +3378 2.75 309.41 129.93818027464272 1.535924056102699 +3379 6.06 555.52 394.5542738396347 7.0537083903553945 +3380 5.97 470.55 496.9908664134752 14.732275116879428 +3381 5.17 340.5 12.28025769611718 1.3498427626529108 +3382 3.86 485.66 249.5266465778766 5.0719982703234905 +3383 6.38 498.65 1.1212118210334188 4.130701964211552 +3384 1.39 324.44 419.6337568574402 7.21109064263247 +3385 7.1 911.17 158.0797782683841 0.8073185611331821 +3386 3.81 348.4 364.4420802695348 6.518217784530393 +3387 2.09 268.31 152.517328927053 -2.793764568140004 +3388 1.16 330.38 208.69881984456512 2.0266760206720607 +3389 6.05 426.55 354.3300397326534 16.05498692014095 +3390 2.49 247.29 344.8592880538215 7.29094469065549 +3391 3.02 474.51 332.81557518599374 7.356147272685763 +3392 1.84 453.54 258.51683800945034 7.017403205715727 +3393 1.75 395.45 331.06630910534784 -5.180564643267644 +3394 2.33 274.31 491.4873558191824 9.264718635360431 +3395 3.04 460.96 474.02403609941706 2.0847259858936544 +3396 4.29 222.32 62.88094133779748 -0.0290052118995598 +3397 2.92 180.24 346.38548781792235 14.42801986593812 +3398 4.33 299.41 189.9384288285015 2.4218815347858955 +3399 0.5 209.2 34.89960557621252 1.4096458459567192 +3400 5.48 280.4 380.01485563373245 4.005379383792901 +3401 4.19 348.37 492.5149782796885 9.13758495847325 +3402 1.38 290.32 418.3688522609308 4.3354455229053865 +3403 0.49 366.42 168.5374705687831 11.311280776411785 +3404 5.21 421.61 346.6340369721965 9.137959405351625 +3405 3.74 444.52 126.66831613699226 7.776219042744541 +3406 6.83 376.89 49.24097198602739 2.4893960847377623 +3407 2.19 612.8 241.3111377063916 6.150325516196141 +3408 1.96 269.34 410.0906357878216 4.423237976327166 +3409 6.13 510.66 382.7608122158703 4.586643050913169 +3410 1.73 416.54 197.9838228681205 -4.155120446143704 +3411 5.32 362.51 309.8198325004046 2.91815368969972 +3412 -0.9 632.79 311.8944616849761 -3.571273018995347 +3413 6.94 478.67 318.3122522894248 -0.3231421606526403 +3414 2.11 206.17 312.4684259853601 5.339331786548039 +3415 2.91 577.65 115.92400113380596 1.971097760749125 +3416 -0.24 774.86 162.01433909193747 11.577072462236089 +3417 2.37 174.2 117.99401891401727 7.8736631796459395 +3418 5.48 280.4 264.83942740449726 18.58624687989236 +3419 3.78 325.44 405.3532933796383 -1.686541617039163 +3420 5.86 326.47 125.1515070596299 4.066265705216972 +3421 5.27 298.42 76.15188170541099 9.90743694133424 +3422 3.14 475.49 411.7278045059597 5.641167677918417 +3423 3.38 199.29 237.4560234905533 -9.154752890838123 +3424 2.55 640.85 274.10427435643487 5.737860968025284 +3425 3.19 291.35 333.71245700255787 7.111178317155843 +3426 1.86 140.18 28.42634036162528 0.6845875498356877 +3427 1.88 281.26 70.50345884385779 -2.309856942148465 +3428 1.65 126.15 232.4547690937051 8.24675861720368 +3429 4.49 433.72 75.64301914135079 3.3626389967674584 +3430 2.35 481.63 283.34741960539304 0.8639047216482947 +3431 2.34 404.24 416.542876638653 9.849756082870464 +3432 3.59 301.29 323.555987557443 0.4382466917403427 +3433 3.42 668.91 255.25506832369797 1.69519485172584 +3434 6.12 317.42 132.13463643056073 4.343508697083615 +3435 1.6 229.28 412.3616368570144 2.099190082614215 +3436 1.11 237.25 0.0961885071495971 4.546182080736904 +3437 2.97 287.36 129.24926455393404 -0.5054941876147065 +3438 2.87 297.39 315.1396766041964 -2.5704376505676727 +3439 6.31 435.68 336.87393436794326 -0.9195006735015988 +3440 -1.22 264.32 375.56349909227055 -1.6268203776649663 +3441 2.1 206.17 391.0278591288497 5.140145659531268 +3442 0.67 336.32 64.94746602031665 6.8956742138659 +3443 2.75 311.83 12.537690244436629 0.2648932802642356 +3444 5.95 387.64 93.69547041521952 9.0285977461631 +3445 1.28 562.74 340.3804534216408 3.6384637024286186 +3446 9.8 550.9 340.2419142449608 0.3352543339461675 +3447 0.95 439.55 264.6062928814182 -1.9087154989788448 +3448 3.04 471.44 461.3054684726029 -2.21901135329645 +3449 3.46 448.49 68.62040014949528 0.4118016112670499 +3450 0.67 236.29 203.86640583416465 2.2308389994418176 +3451 4.26 312.45 105.84793017167576 2.947931809269233 +3452 5.97 528.71 223.39741892844276 11.863324654294384 +3453 1.87 218.21 121.76762398572278 2.476549154228524 +3454 2.03 465.52 163.45742264211316 8.55761023426233 +3455 1.69 589.02 235.6782708593886 10.992419882008171 +3456 1.81 461.95 104.25670248524531 1.598714221225304 +3457 6.0 352.47 432.08838630144567 9.09817680062157 +3458 7.32 376.46 190.33754309727536 2.869445260254204 +3459 1.81 461.95 167.6622257221403 -0.3551712604941057 +3460 6.27 430.51 186.65000304240948 8.085280837201886 +3461 5.17 282.38 315.3680399357132 2.274251122596334 +3462 2.01 461.95 55.89409320538069 -0.0843832983056547 +3463 0.09 182.22 252.357661170668 1.1372378390927396 +3464 0.57 377.37 359.5664133475362 5.705610673773518 +3465 6.92 898.13 364.4090459807902 4.791360682355743 +3466 4.71 361.52 382.7832752365695 6.666902506166902 +3467 1.63 283.78 486.4496642218194 -0.1201542872310685 +3468 1.71 284.77 450.9463273016588 7.380642265294496 +3469 1.99 195.22 256.6724114099701 -2.2457787106949585 +3470 2.55 626.83 219.52196184735865 7.984375082642552 +3471 1.56 481.5 438.3916585839836 -0.9755818587943904 +3472 4.82 312.4 195.9424982257552 4.905246246479277 +3473 3.97 369.48 386.9788572725031 4.043778350890686 +3474 5.99 396.95 378.3106320323691 11.668649458638544 +3475 3.02 182.26 233.7182628600116 5.767056516948318 +3476 5.06 406.52 386.6891932947555 6.4180374016157575 +3477 10.74 584.92 262.0650140565345 3.836588046441551 +3478 1.78 574.0 347.29421141172645 3.705505484746869 +3479 3.47 632.88 155.56009081068288 1.028262269379776 +3480 4.31 704.94 433.33098884259385 -10.405918009700455 +3481 3.91 285.38 275.32647508776665 4.928316301353359 +3482 2.89 185.26 435.9955155936907 5.068773260669296 +3483 2.15 541.62 472.48889818076776 7.310054044734864 +3484 5.31 392.53 328.5764528355138 1.6378737113218902 +3485 4.17 325.4 264.7852274807179 4.542217272807267 +3486 0.99 223.23 162.808807320151 -3.168210897705656 +3487 6.09 494.67 115.07241256160128 1.5022042764222745 +3488 5.67 311.46 124.69516214925814 11.87527771061734 +3489 1.15 346.4 449.5410312082503 6.253131257382444 +3490 3.17 408.47 430.34853817616056 3.6253632044750432 +3491 2.93 284.31 413.6831011924644 6.108688556318063 +3492 5.23 465.67 287.0198739778086 8.929683200990857 +3493 1.55 188.23 196.54138992545373 2.183358068049614 +3494 2.85 250.32 373.2369750852188 -1.4130672903259605 +3495 5.57 333.42 299.42091668449484 5.373825348950832 +3496 3.1 363.41 328.58995067692314 9.840899172586504 +3497 -0.23 194.19 96.60529315357763 5.926241518428472 +3498 0.89 203.28 370.8032453602417 7.006130914843893 +3499 3.23 460.52 192.9096719278913 9.212815284545933 +3500 1.18 213.62 156.75197162847405 2.5794714480613683 +3501 1.82 444.89 345.2843381612445 -3.38220525446469 +3502 0.84 381.43 34.97356050521344 1.2657605420394091 +3503 5.86 421.66 483.4690866332441 3.5193279467709395 +3504 2.66 297.39 498.2156890126223 3.501278981901673 +3505 1.87 268.36 107.9551354061894 6.163839947473154 +3506 4.75 302.41 497.3583012527229 10.577670291820738 +3507 0.91 265.33 47.75633236922905 12.959675067452824 +3508 0.36 417.51 337.58904620371084 6.553617163735377 +3509 1.62 350.35 390.8559472682692 2.970025549276419 +3510 6.37 308.46 13.904099551708685 7.122763638745772 +3511 2.64 275.35 271.0669959189054 5.514477194906391 +3512 3.0 237.34 347.2804385311767 6.14118016382238 +3513 4.01 338.38 45.39810765373464 13.552476730945914 +3514 -0.2 311.31 476.2188076489157 7.059827595625652 +3515 1.5 346.4 476.73021051397177 1.997900658671261 +3516 5.91 470.09 238.50232033993552 3.467913521344001 +3517 4.92 342.43 353.7603805786045 -0.9825507675429676 +3518 4.69 328.4 369.14488822092574 5.153168265742199 +3519 0.98 215.25 478.5144132681114 3.800771942910143 +3520 6.56 520.7 392.61558245693567 4.2436672304921785 +3521 6.51 413.31 159.9628477722811 1.6043159742439903 +3522 6.14 524.69 57.36471972445578 6.547230535303577 +3523 3.24 474.98 332.0062652135319 -2.74374590853686 +3524 3.12 378.42 361.1410271327133 3.140839289030798 +3525 -1.25 239.27 179.7521892184547 15.532774140712007 +3526 3.01 409.48 377.5276398783045 -5.610272298989646 +3527 1.5 229.24 370.3934664976368 9.167335181016272 +3528 2.08 250.3 76.4085781342425 6.884873672340055 +3529 2.33 382.41 469.54313775782265 19.412810189524176 +3530 3.11 286.41 451.3203328159817 -2.486140004654999 +3531 1.13 112.13 77.57790961193922 16.055555031108817 +3532 1.3 265.33 388.2601351113498 6.595234683208966 +3533 5.32 362.51 26.123979467620902 -0.228244594698622 +3534 5.92 342.49 31.78292855621212 3.493810951873777 +3535 5.92 286.43 21.43191924804916 3.7312208257856767 +3536 4.77 792.01 464.80956564442334 3.276153326210104 +3537 1.26 257.33 467.4535724118849 10.32805630851257 +3538 2.09 209.28 450.2514999298562 9.214761948955491 +3539 3.83 348.44 183.7645580383324 6.208738472977506 +3540 3.07 410.47 485.531786893115 6.130703015799503 +3541 3.18 410.47 191.8681873798026 3.717405092159572 +3542 6.33 392.89 62.40407370317097 -0.624125470587698 +3543 1.55 358.41 350.7720131977222 4.965700604258326 +3544 5.74 357.57 78.57806784452853 10.022839376901718 +3545 0.53 238.2 461.63075689873335 9.740804638365818 +3546 3.45 390.31 191.56116442694275 0.5384689601111221 +3547 2.77 299.41 0.208267586045141 11.385927887876912 +3548 1.25 208.26 87.97369164667707 5.171205372473809 +3549 2.6 224.26 409.7297671120644 7.981276452144693 +3550 2.94 245.3 309.0525109457931 4.684581400731142 +3551 5.28 307.47 62.72286847016706 6.831695132114146 +3552 2.45 281.35 355.7151389603277 -0.9763014018145766 +3553 2.64 379.46 261.06243077245057 -2.0654177465783867 +3554 4.71 363.5 359.84483556086525 2.3588514917385943 +3555 3.26 393.48 38.19598451084866 14.09384798944592 +3556 1.12 207.23 49.85458562427814 4.371034314286248 +3557 3.88 383.82 448.52034607334434 4.150458903031441 +3558 1.98 578.64 136.92716668637632 8.355018515670745 +3559 6.0 352.39 409.4073893847775 1.909338826218765 +3560 4.03 336.36 475.5246475185443 2.961556937213354 +3561 0.67 411.45 182.9890461249232 6.937063844365526 +3562 2.35 191.27 400.6818617732023 9.86478905081892 +3563 1.32 250.27 192.79438330415323 2.2209434062013926 +3564 2.57 222.63 452.0737309827264 11.457921019544951 +3565 2.39 202.21 477.520016971447 8.076292459402472 +3566 0.72 380.44 253.0928207380335 13.681150997984195 +3567 4.38 325.44 438.7860890673113 -6.668163501027742 +3568 2.59 450.49 167.99349935596786 8.421359156850057 +3569 2.24 454.43 11.12266964546782 -1.9852021581706367 +3570 5.97 460.65 169.1349951396291 -6.844072600744864 +3571 7.7 377.35 287.8028217788211 8.12841628656726 +3572 6.86 322.48 386.03346927694 4.815384342975701 +3573 4.49 377.48 333.4279896477929 5.946661445735599 +3574 5.11 317.42 297.29026986756026 5.688780985118045 +3575 1.59 212.67 297.15259455423984 2.12905087319716 +3576 3.22 739.64 183.88483310962323 0.6670421206849859 +3577 1.6 195.26 495.8800113472125 -2.737211479840321 +3578 6.57 456.57 465.4501399709388 4.638746552227816 +3579 5.32 362.51 191.047884857918 2.6965335610352428 +3580 2.24 461.95 285.99140461236897 3.11634650002986 +3581 5.17 340.5 313.2853087104396 -4.156663556176531 +3582 1.26 365.38 477.81705493373966 6.372706485117678 +3583 1.83 283.78 326.5658884985087 11.766163941412454 +3584 4.05 315.32 136.698670651021 2.988000200456561 +3585 3.11 194.27 292.32989891748736 0.4056016940420868 +3586 2.66 543.63 93.41481528506218 9.559268069938618 +3587 6.14 337.5 409.2853966895629 6.427226049186888 +3588 1.7 598.77 206.8304416347715 7.4429409307838945 +3589 2.16 523.6 119.20848481943936 1.3430984468943192 +3590 3.06 366.75 27.26458046655883 3.13429106256338 +3591 7.19 318.54 61.39958293684972 2.7983006359374967 +3592 6.86 282.46 292.0907459434577 4.648060178010381 +3593 6.91 550.49 109.26060845048468 2.0704116284131624 +3594 7.72 706.54 246.07462053282407 -0.0537837856812659 +3595 3.79 187.28 42.68137311248288 0.8469382604131619 +3596 1.41 298.34 98.26398264456805 9.412589996881 +3597 2.93 654.86 309.40204478470315 7.620264568216479 +3598 6.15 372.47 367.9392519914138 0.197827906956471 +3599 4.94 309.4 470.8796852853231 3.831616777014805 +3600 1.2 584.7 61.86677714679861 4.868857344679613 +3601 5.38 659.86 231.4674622399691 7.133844809334729 +3602 3.63 490.5 281.2869926417235 6.895744964870615 +3603 1.68 515.58 58.46463233759536 -1.3970538336273384 +3604 2.34 404.24 392.363750560024 4.87383847850054 +3605 3.23 349.38 392.6399203678464 15.480367779311866 +3606 1.25 317.43 369.47742403509886 9.112530769485062 +3607 1.41 461.51 391.3709200976581 -3.165823979555828 +3608 2.0 274.19 249.95730389687412 3.3090232950452654 +3609 1.44 269.3 318.9345248666349 8.942299274297705 +3610 -1.83 285.21 147.79342529697448 -0.3760702757560983 +3611 0.41 224.17 425.7735192716418 -2.4558586303090806 +3612 0.41 224.17 126.3276672010394 -0.3327128046065652 +3613 1.83 248.28 344.7585654604113 1.592760468767287 +3614 1.33 642.7 448.0093492680001 5.384998873464356 +3615 7.3 921.13 163.2834073613894 7.066239139696196 +3616 1.04 612.69 278.10000430443404 5.90362863374666 +3617 2.21 382.41 114.1575835071626 -0.0365215513962544 +3618 6.66 308.5 477.2173304977982 2.9360088148641115 +3619 5.78 321.41 483.9535553907296 3.11388391483916 +3620 1.92 300.1 267.98498159357194 1.8885466131926163 +3621 2.82 173.25 57.08670551722616 -4.788667909273737 +3622 -2.03 294.35 369.4683329582748 5.514398371799489 +3623 2.05 346.36 86.41638489712422 1.4032188748993413 +3624 2.08 367.4 334.6817483049489 4.787369660981852 +3625 0.4 209.2 161.5997329577173 1.6037587731564749 +3626 0.62 223.23 34.492132698943635 2.855973538493487 +3627 3.25 430.5 157.8795153019209 8.70341189350826 +3628 3.38 436.52 126.65492569323776 5.014278454771449 +3629 4.13 285.38 364.4047325051025 9.832216840947366 +3630 4.54 272.17 482.0091925481538 0.579926350682503 +3631 -1.11 191.23 33.42732531995546 2.213048708116524 +3632 3.6 271.74 402.6396463667089 11.64577689378322 +3633 3.14 255.29 15.596800092849971 9.95389456925372 +3634 6.8 893.07 385.0929604872944 3.0207912953166565 +3635 1.74 145.2 234.76260086510743 3.513509596650544 +3636 4.66 336.47 318.61323945877314 4.83529057098941 +3637 4.46 328.4 473.9198307976452 6.334054474351518 +3638 6.96 368.55 194.51158076645925 9.439791196565862 +3639 1.69 603.04 137.24745822066149 -1.5098997424665417 +3640 1.89 296.37 72.52838601703543 12.601639944602532 +3641 5.97 519.67 497.2393623564543 10.423253627690809 +3642 2.34 499.61 119.40032861026413 -1.6386091478187446 +3643 3.89 668.91 29.860234490835914 14.529090174671866 +3644 2.76 334.45 441.7871943777982 3.1661937640251026 +3645 5.08 306.4 215.82815822868932 -2.990180825261845 +3646 4.64 307.41 288.87044460619484 3.328564371271956 +3647 5.81 648.43 370.94809436843855 7.625364938406727 +3648 2.16 194.27 0.443239350606972 1.9457555794438732 +3649 1.38 352.39 219.07765432457583 2.944036505318516 +3650 1.22 614.71 37.20971131013823 12.569273164165669 +3651 2.61 604.82 214.608485658477 4.680211177971611 +3652 0.33 302.37 220.6555647686379 -1.769344835006926 +3653 5.76 252.39 212.63866696411412 10.559808702616342 +3654 3.04 471.44 365.52961973075736 7.985902591129313 +3655 1.94 527.59 290.7637608083833 10.472805165329897 +3656 0.41 272.26 258.4004078382644 -3.094805682935513 +3657 2.01 282.34 268.853000400593 5.803216877037744 +3658 0.91 494.58 402.6489702741979 -5.9357270194488 +3659 2.71 235.28 89.57078310183614 5.6502359500000345 +3660 3.68 327.46 267.57383521438067 8.235500244530547 +3661 5.97 278.43 7.135724527714049 -2.8439023724891808 +3662 -0.04 302.31 187.0105515121585 2.675060927895152 +3663 3.11 557.66 477.6814168783433 1.6542925210451855 +3664 0.76 245.32 167.26617350159455 -4.403803795161119 +3665 1.45 200.28 253.38220641126972 0.787828811042707 +3666 2.97 254.32 84.63109379164979 10.884519027146238 +3667 7.01 522.72 403.18173542130177 8.967269804756059 +3668 1.86 422.41 239.86080961005263 11.645159864522846 +3669 5.46 335.44 212.4569914784877 6.749222408275465 +3670 4.1 649.9 224.4554639579449 13.601532481074337 +3671 1.76 223.18 157.8711726770138 11.90550013803002 +3672 6.84 573.56 33.51360884307836 6.568778283891718 +3673 2.6 305.78 248.98880209838356 -1.344548935543889 +3674 3.87 283.41 67.32896793450222 5.719410421959259 +3675 2.23 226.32 260.74473631277505 3.17156142754897 +3676 2.16 702.77 50.742406560441154 15.73089961667472 +3677 6.12 495.25 226.87357138419816 11.421608246388718 +3678 -3.25 185.18 115.96435528016823 5.03192948052235 +3679 1.34 126.15 140.39686077540776 -1.3680458174417025 +3680 5.62 572.76 30.18892850666965 0.2825077126711832 +3681 5.82 561.54 214.68842596988264 7.491856762752516 +3682 -2.1 552.67 430.73601891125406 1.903356799437426 +3683 2.15 676.89 486.8213993303125 10.30631549412743 +3684 2.02 371.3 357.0927148804716 -0.2635637697123085 +3685 2.27 355.43 74.16140177180507 -1.3940457267908926 +3686 5.67 628.44 133.0724010592837 -2.285494639301808 +3687 5.6 412.52 333.4886301001948 4.329560429374073 +3688 2.82 262.31 178.96762505551007 15.204419623540671 +3689 1.7 223.25 297.1830162459344 0.0256861115478042 +3690 -1.59 263.25 397.932113488554 4.7977516095810815 +3691 4.73 342.43 215.7602217766925 4.641656787509962 +3692 1.69 589.02 82.86440612550861 -0.8456711974978006 +3693 1.55 243.26 147.0774347396824 4.30701856346528 +3694 1.97 454.47 455.2078059233058 5.909965300862937 +3695 2.05 267.33 300.5859132994803 8.316609985631912 +3696 1.38 249.33 94.40160229383017 4.908374663145795 +3697 5.27 354.44 134.26533683099905 -1.4738579766766111 +3698 1.93 272.26 79.3096445770225 4.283815718889923 +3699 0.3 317.25 432.4508455893323 -8.581096502149423 +3700 0.02 349.46 430.1508993779455 7.459464284367948 +3701 3.45 265.31 324.49997467123507 2.1852948310680005 +3702 2.99 376.29 418.85763781937015 1.5212573807478509 +3703 3.32 311.42 348.85577642406827 -0.373691029035581 +3704 2.2 300.27 286.87886720920426 4.623171381302987 +3705 7.24 342.54 382.9704408847404 5.121250508814969 +3706 2.46 284.31 87.27387927530683 -4.522905800385885 +3707 5.97 334.45 449.1444136490719 5.734554436774483 +3708 -0.94 232.34 407.5476460809013 4.198068387348532 +3709 3.2 345.85 248.3615681297384 8.324321007405219 +3710 4.5 433.67 250.77867254895708 -3.4094052723136024 +3711 1.54 283.78 103.5365275556019 6.125633812648511 +3712 1.45 221.3 81.51965752393974 15.004749246342834 +3713 5.05 307.39 293.53923641661567 5.363363708494908 +3714 1.43 229.23 485.6772744778609 15.589420182609192 +3715 2.96 255.35 389.1416270123482 0.9485499028785308 +3716 0.87 362.36 243.56325551595117 3.8065273540187703 +3717 4.75 390.52 85.67833559294341 -1.189090096922703 +3718 4.06 327.42 208.2084235623522 1.8706796927909848 +3719 4.52 406.43 195.61782078859855 9.549727753350735 +3720 4.49 392.4 14.919132606669717 14.693781556818635 +3721 3.95 358.39 155.21293108707968 9.561622799998975 +3722 0.44 313.22 211.44563316150467 6.9214204064157405 +3723 -0.58 248.32 363.7422994956896 4.306090390470935 +3724 3.09 347.24 351.22843912465794 2.300735525020454 +3725 3.49 485.47 484.1561711679328 0.1489854168810165 +3726 3.43 313.46 163.98181294215908 1.394955350232598 +3727 2.37 316.79 58.06306311689102 1.773334978833732 +3728 6.58 326.45 399.12260317636657 10.459761343955932 +3729 13.48 561.85 55.743662374754585 6.511186834293082 +3730 3.83 355.43 224.57747710973464 6.108291080862167 +3731 2.54 291.35 84.16579957825287 5.511018409398836 +3732 3.11 401.84 396.06378219499766 6.544885807793908 +3733 5.06 284.39 229.64842288521464 10.65582176181892 +3734 2.66 319.81 483.8237250874554 5.279262093069745 +3735 5.58 324.41 111.6019003094737 9.144409918495816 +3736 3.42 339.47 397.0809882245873 0.96885198277956 +3737 4.71 520.53 451.798688760521 5.6899518749813245 +3738 4.92 342.43 283.4486213256065 8.515968545647905 +3739 5.52 454.56 304.625242249132 -0.6548361462234542 +3740 4.17 313.43 288.94692414425504 2.200660378452852 +3741 5.66 312.45 471.3911941300881 2.7261315271546023 +3742 6.3 512.66 424.10413520088815 1.5718408341323449 +3743 3.4 356.72 111.17650621295589 2.6515899245849077 +3744 1.64 313.39 64.24187873779852 9.070382093274162 +3745 3.31 232.32 261.28769883818245 3.369021928555215 +3746 2.78 400.38 158.63571532344844 3.7849538550573754 +3747 6.96 547.1 263.1559196702888 -1.3900745190285404 +3748 3.36 364.78 192.745290261077 7.388304698155363 +3749 2.4 640.83 8.826444456675187 0.9322635461262544 +3750 2.8 414.41 183.0937447779229 6.99718973645429 +3751 3.6 624.85 53.06696497271651 2.549964385435902 +3752 -3.67 203.22 190.06378029151975 5.4009649649620775 +3753 1.49 207.23 437.2455540459242 12.51779587734571 +3754 4.41 343.42 333.8647972237488 1.5701442356778808 +3755 4.81 281.39 302.4016745197245 5.613752207111067 +3756 7.04 342.9 27.44179586714235 3.459004008674813 +3757 2.01 152.19 486.03155473152304 6.63144035573845 +3758 3.01 351.4 239.71508747751835 1.94757193884748 +3759 5.75 316.46 248.27510721789477 3.3587486258298886 +3760 5.09 537.69 35.590894195299875 -0.0082081848795247 +3761 2.2 159.23 476.1969288967289 2.445000202622855 +3762 3.34 323.43 406.8365457954535 11.861131109627385 +3763 1.31 270.29 204.9191950675247 12.65178005237008 +3764 1.69 603.04 154.70223907970865 10.098462431932145 +3765 1.0 193.2 199.40465753526504 3.3142032642333774 +3766 2.79 322.36 278.41888860380874 11.793529812998784 +3767 3.45 686.5 30.47572208131055 3.731304654483986 +3768 3.53 680.91 102.90174878422764 -0.7214167963846263 +3769 0.69 732.91 493.8962783215149 6.920807478063336 +3770 1.89 670.75 305.592992587074 -0.2405170489651178 +3771 5.54 407.63 297.09462266743617 5.888992372597461 +3772 1.97 502.54 188.1369310258125 6.01923404506606 +3773 1.04 451.95 379.3707833985994 6.229878676863542 +3774 3.34 323.43 143.1621491153311 3.5539783297275283 +3775 0.57 264.71 372.1830885011401 -1.0811663154508082 +3776 1.69 603.04 364.0715320100538 8.420966335134262 +3777 4.12 513.52 260.8457387172804 9.08172899918701 +3778 -2.33 367.81 71.59448187375095 -6.220554203620159 +3779 5.51 565.74 93.64916452831172 10.626523520954429 +3780 2.87 337.8 197.95685696132165 0.2897632366545082 +3781 2.66 319.81 276.25437528009525 4.575392354018239 +3782 2.93 218.27 147.48982172932003 11.544760067745496 +3783 2.93 218.27 218.5813688981516 4.134581340956569 +3784 7.42 882.13 315.0654613786889 5.199039083741688 +3785 6.51 884.1 165.44950513853223 5.545207885065698 +3786 5.15 287.36 444.3923060546012 6.015726642657151 +3787 2.86 193.67 231.84491330632983 -1.8745359363040688 +3788 0.98 441.52 238.62563246157737 8.167450540461697 +3789 2.11 393.1 61.65577500988362 1.0913164061193168 +3790 2.82 285.29 310.308813698747 8.041215579937937 +3791 3.15 333.84 269.60715838608303 16.228496931697833 +3792 6.92 360.57 27.92542364368428 -3.648751567649267 +3793 0.69 234.25 185.52790117635703 4.79340621343163 +3794 0.87 362.36 238.80422831595533 0.0427817522090627 +3795 3.13 330.81 445.321384953662 3.112268721413912 +3796 5.95 552.7 308.9377603048752 7.972236214803987 +3797 1.91 359.46 421.8359292315516 6.3835075374130295 +3798 4.85 529.59 459.5274096406256 3.885236891369757 +3799 4.35 331.36 276.96757717750984 1.7702389339285904 +3800 2.2 374.48 70.72833242891608 5.627089038983869 +3801 5.9 382.28 378.9515248260846 11.886492074642788 +3802 4.48 319.4 260.2222545417036 15.72772830903479 +3803 1.48 752.98 376.5716496746492 6.826025133018522 +3804 1.64 576.77 334.1669493105994 3.164342891963349 +3805 -0.33 747.92 478.9013920615237 12.60282504415921 +3806 2.19 604.82 486.4340693925859 2.830591896670312 +3807 0.57 264.71 437.7478464908201 5.684159035259594 +3808 3.84 385.42 455.7150988023154 1.5180582007890822 +3809 3.56 408.45 499.1906441729876 -0.5244870640959922 +3810 0.96 315.28 214.4028647371116 3.035570389477939 +3811 0.42 217.31 103.38373363639695 1.8146269882657744 +3812 1.88 259.22 24.10910137343708 5.181629279863428 +3813 0.25 475.55 270.369459684148 3.40720247003962 +3814 2.67 316.79 29.236934739745312 2.971096248689296 +3815 3.91 285.38 52.68630811083103 1.6469152209131583 +3816 7.0 544.72 398.434576791432 4.967988141329434 +3817 0.85 278.74 0.1547151695013848 3.7185078069063 +3818 3.41 251.28 273.1871057036108 2.2782113436859577 +3819 7.42 563.56 365.22092746085775 3.0901546754728164 +3820 0.24 219.24 184.93172509131355 1.2795091945626385 +3821 5.33 356.46 372.7084359505559 10.374207079877063 +3822 3.54 473.48 385.58846443577295 10.093117212583172 +3823 2.4 444.44 161.9945820285162 0.600174359349162 +3824 4.04 459.5 236.48913173153235 -1.1465528796739042 +3825 1.7 510.62 212.99859319531535 2.734837319606292 +3826 4.94 496.6 73.78433005572977 6.386662174018392 +3827 5.22 309.45 196.2034979495526 1.8599482450057088 +3828 4.69 328.4 82.74300279821922 6.740236885261429 +3829 0.67 357.84 198.6620150944346 -4.297654133257247 +3830 5.3 551.72 128.843170268289 -9.67547250643938 +3831 4.64 248.32 344.761023146074 1.2495672895446504 +3832 8.12 705.86 386.0222168941238 3.491870787770301 +3833 2.86 388.85 333.5371762056755 2.1776093637897045 +3834 4.09 337.36 390.8860321403645 11.84264835210458 +3835 8.58 570.72 200.41753619376368 6.7197257771924725 +3836 4.67 489.65 89.19000152827866 7.626868650933953 +3837 3.66 335.78 345.5754261819961 0.5090180438458543 +3838 9.44 550.73 261.38089111088027 4.921014180780115 +3839 2.72 331.39 419.64840910846885 -3.074970075395237 +3840 3.83 315.39 96.682014140008 1.4353920025217768 +3841 1.49 370.4 0.6739581290597929 0.8998570805751092 +3842 2.06 337.37 288.3872223683742 12.901790730091404 +3843 1.76 278.35 454.27158174382527 12.07022818285531 +3844 3.36 340.85 309.0512883524688 -2.496355347657456 +3845 3.77 283.32 416.9817007511823 3.642912858979407 +3846 1.22 366.39 278.15159060484945 0.2447336956889705 +3847 5.48 363.45 190.89051550047304 2.62233545392483 +3848 3.44 272.32 428.6398066893265 6.692300224915552 +3849 3.49 344.36 366.4418124753498 9.349298757335292 +3850 3.69 316.19 370.608273768253 -2.1081449916178885 +3851 3.1 321.76 263.02038393671194 8.761677378454774 +3852 5.0 497.47 279.3123982868514 4.119777372668412 +3853 3.17 187.28 488.251304097088 4.630357825349069 +3854 1.15 278.74 22.626992942590963 1.5946189972391096 +3855 3.98 428.28 344.57663304025874 5.543304154490789 +3856 6.36 338.48 68.78756768500239 4.188282242106108 +3857 2.26 323.35 266.4537274772185 -1.551882537556723 +3858 6.76 529.11 323.0833312700909 8.465651716167937 +3859 1.7 288.32 183.9794846796262 9.161798469043749 +3860 4.81 323.47 427.0370777809335 10.393938570220191 +3861 -1.43 201.18 265.91254038950467 8.824109664896723 +3862 2.34 581.74 140.5956870894294 -2.813583252923509 +3863 2.0 291.69 478.386868626143 4.200125949862152 +3864 2.45 287.27 70.70362778451872 4.306216308829189 +3865 2.93 237.25 395.6527051951039 4.200775607168212 +3866 2.24 681.74 145.42636277602676 5.139779325656072 +3867 8.4 812.92 256.6021760690162 -1.1924378810787175 +3868 4.67 292.37 63.916596526577 2.540283191820102 +3869 3.39 323.43 406.2735089821829 -3.8513441292298713 +3870 9.76 823.97 469.50015690493177 4.501713925755699 +3871 2.18 189.25 5.769446668221323 -4.45187627025879 +3872 0.94 278.74 473.4402698538974 -3.1152050165175886 +3873 3.89 402.96 117.0773345214856 -0.6996394728282969 +3874 5.73 539.6 328.0187694073915 6.200292646330769 +3875 2.02 283.28 137.71790964625163 15.283331898253875 +3876 3.24 494.65 91.82066578570767 -1.5813081179021615 +3877 4.73 506.5 113.4380328188162 13.595672102171168 +3878 -0.95 329.44 170.86207456778618 7.982413610948722 +3879 2.13 590.8 204.0397819799828 4.8500018624116805 +3880 5.56 562.7 93.75820526490892 -3.974000179471029 +3881 0.94 249.33 287.71188541989795 -3.266017029638768 +3882 1.25 269.75 168.74117932408734 2.242432046658118 +3883 1.43 268.31 95.18974393496998 4.265396408599674 +3884 -0.95 234.29 12.075790347600146 -1.1765687264616052 +3885 3.58 334.16 397.4888417872495 12.708395975750332 +3886 0.6 231.21 471.3075904272294 12.949143155698216 +3887 2.72 401.84 102.97814374932312 7.428704173517968 +3888 2.54 293.66 73.49997636028615 10.268234906717009 +3889 2.13 288.25 233.4053363474005 2.120462344528508 +3890 4.72 463.92 42.77223245189072 4.873450624873202 +3891 -0.13 285.25 285.2463448139198 0.284515560371446 +3892 0.83 278.74 81.12568902671418 4.89720995823523 +3893 1.71 282.34 327.96595176395994 -1.1036858480068812 +3894 4.69 328.4 95.5425816663722 4.001693154524864 +3895 3.32 269.3 239.51440947541647 1.5286229548412802 +3896 5.06 284.39 174.89718324298053 11.41511482030526 +3897 0.17 205.21 306.99869800562243 1.1122485609211106 +3898 4.38 279.33 174.30701874151922 3.3978272659231195 +3899 3.32 269.3 467.4702678156672 8.075986405846685 +3900 4.5 419.86 474.8483188917813 2.472388506160444 +3901 2.42 317.34 333.1460559648432 3.9709699650388703 +3902 1.57 449.47 327.1860067459315 4.333618232656263 +3903 5.23 272.34 122.8492215312545 5.954946825337041 +3904 2.81 347.39 219.41447644634687 -1.1190949799466263 +3905 6.02 338.44 146.36243262423832 2.481865522801741 +3906 2.68 684.71 269.4645771715793 1.850038739633698 +3907 4.95 356.46 392.2728508222061 -1.815897591679568 +3908 0.72 86.09 455.6944541633983 6.848534778672933 +3909 2.44 223.23 18.079223373821783 16.477053734234218 +3910 7.66 370.49 182.03171376635055 3.5744405218978152 +3911 1.97 858.11 333.04962030337487 11.25956008760021 +3912 8.58 570.72 249.45267673378063 4.550270744523965 +3913 3.19 416.56 385.8939871400612 9.70402763907251 +3914 6.52 502.4 481.8633142063794 5.083116273023383 +3915 3.81 292.33 181.3357854449461 1.493838343968647 +3916 6.4 523.71 348.8833519071166 5.025796036598956 +3917 3.18 406.56 394.0738345353859 2.504146572884926 +3918 2.37 457.42 120.95781314643028 10.823971222489869 +3919 3.41 269.38 53.25127450925488 -8.845951522829695 +3920 0.8 290.4 48.527191623471296 -1.5445232216388778 +3921 -0.43 248.32 255.53450032057944 4.032696500305095 +3922 2.37 457.42 364.5199106757815 16.40413193172544 +3923 2.78 400.38 455.6081847778539 11.7527478579896 +3924 1.49 279.68 398.1603992808609 6.11743088795075 +3925 -2.14 239.22 373.0509633267343 0.5900660172391987 +3926 1.31 209.16 367.1732325144759 13.631953091617405 +3927 0.24 450.48 238.38734873796847 -3.1303121062628865 +3928 2.47 166.22 429.4145348056885 -3.389633060507329 +3929 3.67 394.47 81.58500246179823 9.146418504015426 +3930 2.77 263.64 309.4896241716766 6.467290233442355 +3931 7.36 688.56 372.4659648390804 4.070160409919024 +3932 6.89 492.45 131.29119385253173 4.966635304022287 +3933 1.31 364.44 493.4771088565231 7.117312024063205 +3934 3.46 348.39 494.7774001923061 -0.4048867209771938 +3935 0.83 482.57 466.66655205042304 -3.9461857733595167 +3936 2.08 350.37 82.85216261732403 3.121787389917563 +3937 4.87 448.65 179.22568637874497 2.412761576676452 +3938 2.15 294.3 255.12280786019855 6.232243980746832 +3939 1.52 283.78 147.28403443739035 7.390367839932222 +3940 7.28 337.58 476.8073960985461 4.358983896447417 +3941 0.81 298.14 188.32162506596205 5.265528686206902 +3942 3.06 708.97 57.35816013153677 0.2916340379193833 +3943 2.58 694.94 436.1370658230193 11.357188251125644 +3944 3.19 187.28 240.68214166809443 11.8613332654451 +3945 2.4 308.33 4.290940850172231 1.2337207454451833 +3946 2.63 173.25 390.0616623145869 0.6326721353325455 +3947 1.14 242.23 227.03012663400372 3.3138196306336 +3948 4.0 558.31 255.50102505281276 6.340389640466174 +3949 2.49 604.82 470.0584264135314 5.560827621355291 +3950 15.49 835.12 59.98699724430795 4.557167021412499 +3951 -0.31 230.27 293.1714915201976 -3.37864451718608 +3952 6.08 524.69 471.0069714632088 5.594695116564425 +3953 0.04 263.34 47.43529285928866 3.500158216316975 +3954 -0.97 232.34 343.0939619605901 0.5096425525630881 +3955 6.36 401.67 262.6858862485921 4.548162325982054 +3956 -0.04 302.31 221.2122770785746 3.668807908025431 +3957 -0.71 59.07 78.52495477198617 3.274224906432953 +3958 0.94 439.5 148.89685694320477 3.039772246002239 +3959 3.39 439.47 481.747732025434 6.104151716695887 +3960 3.78 493.48 46.45656066800513 6.653493997683013 +3961 2.85 401.41 32.4243664216054 1.224586710418741 +3962 3.23 460.52 158.9465579654031 -3.568962205657378 +3963 7.75 532.51 73.36062669557674 13.45177379466739 +3964 3.66 339.88 305.9420915059369 15.09336096807992 +3965 1.13 270.74 446.3865418461271 7.849100742741076 +3966 6.79 348.93 242.0513063268675 0.9527089326554724 +3967 2.82 384.38 363.56746618366 3.5621898158097625 +3968 12.99 543.86 149.34843321706563 7.53135130294982 +3969 4.56 418.27 107.48137843666844 3.1410225254762785 +3970 4.07 608.67 300.6762220820778 4.357206003146081 +3971 3.86 345.22 367.2895332721512 3.8655317976119257 +3972 6.33 392.89 323.79965743589185 5.001859408915027 +3973 6.92 571.75 440.92020396221614 5.540880263938762 +3974 0.8 235.31 128.78755392220154 4.0451132039790645 +3975 6.18 881.17 86.33659515209163 -0.2105398049007139 +3976 7.03 562.66 452.3229474382143 7.261159372485579 +3977 6.98 296.49 274.64300068886206 2.9085940995026176 +3978 2.41 536.47 330.4391128096183 -0.459761342477921 +3979 3.55 517.36 220.54298908384584 1.7022179689089176 +3980 1.07 538.66 418.1653271109626 6.2051522971727024 +3981 3.77 323.27 253.60934530896884 8.782920739362794 +3982 2.32 92.14 264.95766351335146 2.457009184804368 +3983 1.49 457.52 144.84207976210303 2.158204289920741 +3984 4.16 324.16 91.47528668207656 -0.0722189578454894 +3985 -1.02 189.17 241.5692231337485 0.8210482616147736 +3986 4.14 594.82 164.246175340032 3.218439798571358 +3987 3.74 638.88 376.12895305316334 6.157667277457764 +3988 0.24 468.54 260.7806714777687 9.148010325155346 +3989 3.41 381.17 307.9260175937748 3.0589884759972623 +3990 1.13 424.54 260.19123037850085 0.8040867744893934 +3991 -2.2 258.23 390.6916330139551 3.7541259725555935 +3992 -0.05 259.22 244.23044703692145 9.714019637917618 +3993 2.47 308.33 183.53688297134013 9.544226179372432 +3994 3.14 399.82 311.2384994552085 -1.4599794409538909 +3995 1.74 322.41 461.6395647471707 -0.4949114606484572 +3996 4.23 463.96 337.4190896345636 6.168936829719135 +3997 2.33 272.26 257.3463399691391 4.087418440857534 +3998 3.38 281.31 454.94146444698754 1.4973038737748672 +3999 2.72 401.84 453.645049282537 5.107309616145487 +4000 1.04 496.6 311.147275612426 7.97656452882377 +4001 2.46 415.4 299.9054548476468 3.737784984135996 +4002 3.74 637.89 106.40489374271571 3.760298229733976 +4003 3.46 343.42 304.8760945601035 2.825540070777692 +4004 0.79 482.57 29.693616740039783 8.401658830357851 +4005 2.91 357.3 56.18988659600965 2.576956284187716 +4006 -0.29 440.49 290.1153800041969 2.5895476213529065 +4007 2.38 233.26 288.3082652483773 -1.0505693676807688 +4008 3.04 217.22 241.3420146330889 15.303746111822342 +4009 4.61 513.25 403.4874770514028 9.165152063091751 +4010 -1.29 456.49 88.89647208426676 11.92084014198431 +4011 4.39 382.41 495.83001327253095 13.865027258560756 +4012 4.25 309.4 240.1367801957871 6.2261509189588775 +4013 12.64 549.91 60.15210616139161 7.002219921829816 +4014 2.52 394.51 351.5732634797342 2.7065787816821345 +4015 3.5 289.71 182.70440447904645 10.28064197885662 +4016 8.82 436.5 418.6234327339872 14.2443449446219 +4017 1.63 233.26 461.0867459385144 7.881036637900608 +4018 3.24 336.69 201.18022364083623 1.0122529470733936 +4019 2.57 302.24 290.3891669050597 9.322731310728926 +4020 9.96 841.96 256.72667404663827 7.333844676450559 +4021 1.7 510.62 397.87548943867984 0.3555463231536455 +4022 5.32 400.46 51.15901634975639 8.545491081998355 +4023 4.19 334.8 202.38284069519625 -2.4392524517421696 +4024 3.09 311.4 463.1126045414752 4.692667584112518 +4025 3.64 378.33 104.9389927623896 6.484921596995744 +4026 1.96 437.53 274.6738990725433 9.683898984259365 +4027 1.79 253.3 450.5480143095391 3.830139880129812 +4028 1.6 253.3 295.47700202190344 5.260417695188663 +4029 4.0 428.49 141.89288418279205 8.809911137356787 +4030 3.63 283.39 139.58009693928642 5.180113436416528 +4031 2.36 396.4 378.722934922993 0.4569339775596894 +4032 4.75 364.44 97.65192437255466 -0.6866031656435698 +4033 0.95 221.25 86.31745502874821 2.19134523817915 +4034 4.54 622.88 412.63999352976793 4.883926927270164 +4035 3.95 594.82 37.45237292274145 3.277582778152313 +4036 3.94 297.35 14.102211338915204 -8.758225130321174 +4037 2.6 667.15 164.25416302054114 2.1037803464471883 +4038 4.75 364.44 48.58705345414349 3.113356014137852 +4039 -0.48 443.49 229.99528159757304 4.188513008332011 +4040 1.79 162.19 160.46582562442595 5.219443531859251 +4041 2.26 388.51 420.0405161225979 8.547236035014182 +4042 2.71 280.28 318.6588835878156 4.67805837178754 +4043 -0.63 467.48 42.484324378716295 -0.224269902409441 +4044 4.26 501.53 2.540839016511698 11.230542323639735 +4045 0.0 413.46 339.7281525996126 -1.394982571996195 +4046 3.94 403.51 426.813787781849 2.638478869760724 +4047 0.3 317.25 37.51578850727705 -4.959329317839048 +4048 -0.34 287.27 70.71556343665748 1.9926809808872448 +4049 1.7 510.62 255.9770103671819 -1.3482135881767308 +4050 2.24 490.51 148.41831608809125 6.421912825281641 +4051 4.9 396.43 446.2066139725111 4.225156086578065 +4052 -0.34 287.27 222.956182744016 6.552903772707276 +4053 1.62 475.51 355.2421471130488 10.260482774998543 +4054 3.33 481.37 158.15223832366564 12.39467174508961 +4055 5.76 753.89 357.1618924364259 6.879003997752662 +4056 3.95 474.47 319.06545212171187 5.081124557480636 +4057 -1.36 185.18 197.48419608434412 3.4297779992405992 +4058 3.49 287.29 128.04734234724268 3.146412660451444 +4059 2.8 370.36 107.2435842667634 4.511574626550967 +4060 2.61 398.37 185.87220557688 1.3667524945389182 +4061 3.32 440.54 400.5610013220056 0.0178296496269139 +4062 1.87 219.24 322.0937889545782 7.065696688176015 +4063 -0.26 454.52 262.6517007124881 2.716386769881628 +4064 4.29 329.41 206.76447576855827 7.515044080634742 +4065 4.34 386.83 0.5835305242681832 3.3726382955442213 +4066 3.46 343.42 87.99787903327189 3.0271765558426424 +4067 3.67 276.33 203.4832786530016 3.822291852032016 +4068 4.19 765.77 392.5757046924097 0.277313309148691 +4069 2.02 507.32 139.7709136491676 9.59294745330591 +4070 -1.22 514.57 14.43090454102075 8.05797208962881 +4071 7.27 425.61 322.4726541067036 4.881142414809386 +4072 5.19 270.37 118.6492391083286 11.245738728410078 +4073 1.7 510.62 481.2556834885463 2.201350556348075 +4074 3.52 503.51 287.656538697088 5.263061863892709 +4075 2.26 317.36 426.5966461784365 -2.9571697316042567 +4076 4.91 225.33 455.4276123703961 13.397964144702536 +4077 2.94 421.49 396.48590679342607 1.992800969505512 +4078 3.96 279.29 343.32241709008986 -1.4187175328154042 +4079 2.4 430.43 426.4304170966342 15.718694734624794 +4080 1.22 658.64 161.66724261965305 6.504686865317932 +4081 3.61 625.76 482.8402022093359 4.297482424613086 +4082 -0.71 59.07 456.2753437047068 4.736932185959747 +4083 3.61 322.74 48.15784785676658 3.7579352648352713 +4084 2.08 294.31 395.4105097515882 12.665014053655334 +4085 2.87 269.3 420.2151045419443 2.654677386371895 +4086 4.6 620.86 429.3549570548191 1.2847859852814336 +4087 1.48 304.25 121.31442417433746 -1.5778546520420544 +4088 3.46 423.48 386.06733132020497 3.0047519052198477 +4089 7.3 674.65 404.621864422125 4.974212712106762 +4090 3.11 321.72 184.0953828541842 5.329047670293336 +4091 3.9 265.31 310.9661308672524 7.386355178911192 +4092 3.41 251.28 37.89509126198259 4.303542652584317 +4093 1.86 245.07 453.8801502833061 14.021856343293395 +4094 0.0 323.39 209.79744674424637 -0.1462385392314891 +4095 9.42 526.7 69.44914171592198 14.7246692451357 +4096 2.6 299.28 323.078894322874 4.7184520038769415 +4097 2.74 438.52 493.8825090427936 8.758628554200254 +4098 1.13 514.51 133.13904088264982 6.87682897914732 +4099 4.84 384.42 161.18149467166475 11.63578918224102 +4100 3.89 487.51 333.93653964702656 7.478949086814397 +4101 -0.17 116.12 176.8861495518586 7.816150095619665 +4102 3.07 723.0 269.4598659864942 1.705247015239281 +4103 2.63 266.29 286.36640726648375 3.2495782278922443 +4104 3.46 343.42 87.08533703471855 5.601583783740042 +4105 3.35 227.34 400.46445753936655 3.385099779799545 +4106 6.73 739.81 238.52649258273112 1.310242457577318 +4107 3.66 482.45 430.9418492362728 2.684823238398702 +4108 4.67 353.5 229.7814399412511 9.547374356774966 +4109 1.33 508.42 65.50854706237902 -2.7846542387098 +4110 3.43 298.08 470.9730518547103 5.236161905645867 +4111 2.52 257.37 8.26655231198764 10.573286047572305 +4112 1.95 530.61 331.9301416197895 2.138950948055052 +4113 3.18 387.23 435.4839374007791 4.870158167763965 +4114 5.16 454.31 65.81947866246823 13.825616288953022 +4115 6.96 434.01 8.104985884277049 4.128944131227331 +4116 4.38 581.66 257.26206701362065 7.879308286222116 +4117 4.01 309.32 381.5779489225931 10.517246136944609 +4118 4.06 429.47 364.48611613025696 5.566031511884307 +4119 1.3 554.66 496.51224159135694 10.850651394089418 +4120 3.05 570.62 360.21205620133907 2.998207801682337 +4121 2.31 333.34 261.2204982358285 6.022617980472832 +4122 2.27 223.27 400.0684400019817 6.218686769410067 +4123 3.32 269.3 64.59210354939832 3.033590010556656 +4124 0.22 407.41 96.46850329768442 3.677596474057922 +4125 1.19 219.24 175.2321236831078 3.996714436507042 +4126 3.73 354.49 17.934394969694456 5.920752306670113 +4127 3.4 257.37 23.59119312848029 1.1604527627644985 +4128 -1.24 199.16 212.43178061361323 7.130705212564044 +4129 5.14 362.85 228.92677726266345 -2.0732663967788243 +4130 2.42 317.34 470.8810973456503 18.474718618350423 +4131 4.04 459.5 325.01193437332694 0.6737809585582948 +4132 4.96 342.43 156.26556828136208 1.2761237803334555 +4133 2.62 538.67 211.6562045240306 8.210459823791329 +4134 -2.7 414.2 157.4827936423101 8.481758222819598 +4135 3.04 273.26 408.9308647088506 5.023472119769069 +4136 2.55 255.27 28.850205892685665 10.222405832951967 +4137 4.04 459.5 125.95847375504316 5.1507376984343285 +4138 4.92 398.45 308.83625067163524 7.529389056032457 +4139 7.99 547.53 58.12236580354252 -3.955085607888517 +4140 1.72 288.25 346.4810200043514 1.4600008311900057 +4141 0.36 130.25 44.056604766425146 2.549888216600292 +4142 3.49 371.33 405.0678604523557 7.702992263558777 +4143 6.3 399.57 431.3879694605088 6.5025261269192525 +4144 5.82 415.57 345.6877263739434 13.435544008234295 +4145 -2.03 177.2 56.72545061364259 0.0394184864250677 +4146 2.64 489.31 200.4537900925176 5.657866734753318 +4147 2.99 591.66 280.8207479015836 7.2236038574487 +4148 1.25 496.6 162.5466753000767 1.8609786732723324 +4149 2.18 554.64 178.3153854976654 6.8072836856768895 +4150 3.55 443.45 111.8146223973152 9.85376315558472 +4151 2.55 369.34 486.6770082989843 7.299303754360914 +4152 6.23 428.52 209.658097565012 8.104436579113923 +4153 7.82 598.38 453.9317897631712 7.086341371987341 +4154 2.59 271.27 157.97357684235803 -0.682328998251168 +4155 3.66 420.59 291.0724710817394 0.9806779580631462 +4156 -0.54 438.47 451.5527515253871 9.73368813928001 +4157 1.83 432.49 367.5622368328767 0.7746465088187131 +4158 -1.12 282.25 294.98734447821306 2.7831676455104506 +4159 3.99 349.35 221.92920884399396 9.934477225285558 +4160 1.8 680.77 440.0414440021081 1.6686677154847844 +4161 3.55 407.48 430.0384292852007 8.999522191426879 +4162 3.48 505.35 288.7340046347482 4.20430011489265 +4163 3.73 559.32 361.26021151913824 8.583542528278336 +4164 3.48 295.72 5.180531491060014 -0.082402816979151 +4165 3.5 289.71 351.4669825435247 -0.0995893873078905 +4166 2.37 272.25 429.4274552640348 4.962129428968704 +4167 1.71 318.28 118.16550274527704 5.9914224419744775 +4168 3.54 473.48 393.8323258959164 14.543126577357796 +4169 0.99 518.55 217.87659273217116 7.765619550164661 +4170 3.82 423.4 202.03170042600743 4.645870988365084 +4171 2.51 243.34 176.1157127319948 8.514430002703094 +4172 3.77 323.27 356.6804723823557 15.611193725501195 +4173 2.36 333.36 277.3677020740473 5.99744377620159 +4174 5.31 429.36 65.20937388081238 10.795466895828168 +4175 -0.14 183.16 113.16668995229794 1.020843119988898 +4176 4.47 299.43 431.1123114220396 9.962827122816632 +4177 4.34 311.44 393.8775341056727 3.0824440660043977 +4178 -1.16 341.32 381.7281299751078 5.55965262252148 +4179 3.22 485.53 214.55580580338457 3.621804665713361 +4180 2.05 362.47 281.14568662995833 -1.356485729033723 +4181 5.11 227.34 341.8027604798706 4.021454645050068 +4182 8.64 625.6 85.52448412535169 9.3123325054123 +4183 4.31 437.43 409.1466089231766 6.633428954723701 +4184 4.17 429.47 292.2568726421777 6.155474960280545 +4185 5.48 363.45 270.4494237098411 2.241213002709782 +4186 -0.39 345.51 313.179650237893 -0.6605488705775926 +4187 2.7 357.45 45.11794372078853 2.806680423227549 +4188 2.73 300.27 90.79048240219215 6.209276758225428 +4189 3.54 183.25 240.64977230332568 2.377420263325421 +4190 5.13 503.67 125.63676167184036 14.856364364325156 +4191 4.18 398.46 167.6221326608826 -2.324800843005831 +4192 4.46 493.51 54.42497623564141 15.465025460383998 +4193 3.03 463.19 55.03695048287865 11.614267281618709 +4194 4.93 527.28 476.4497228788362 8.776836329871191 +4195 1.51 400.43 364.70466111573865 5.417524948272604 +4196 2.1 278.31 33.35661933608386 4.742579880973461 +4197 -0.95 234.21 254.9448222679554 -5.335110039288576 +4198 4.48 397.88 294.90556644813256 6.808842188834289 +4199 3.13 299.39 190.96171219016796 -1.690977319306545 +4200 3.16 299.32 66.79565006348493 3.870553771428126 +4201 4.96 419.51 365.6445890296986 12.449920657226729 +4202 -1.34 193.26 0.420040169335889 0.469886911970506 +4203 5.2 555.67 336.28338800288816 -4.848354312185624 +4204 3.95 303.74 465.6402011850446 5.991418300315182 +4205 3.94 454.48 286.6754406008524 0.2265089905225394 +4206 3.72 486.52 196.19901956773072 -2.941363758671125 +4207 2.6 516.48 98.3229073983069 3.0354489031369973 +4208 5.07 470.6 13.583944395052615 1.337518559865989 +4209 4.65 402.5 440.1249464320157 4.986597103196998 +4210 2.18 384.43 283.3301651446709 3.237358968375426 +4211 0.97 550.64 126.6667509645506 6.303603382579888 +4212 2.43 308.33 487.9889033622568 6.111370523774415 +4213 3.23 280.08 101.70501558629414 -1.123387801989476 +4214 2.47 495.64 297.47229672539936 11.742374072823806 +4215 3.95 358.39 70.65253276300216 8.422897435056907 +4216 1.88 270.37 341.2853554812883 4.93562327733776 +4217 1.78 227.26 30.940218105524885 1.1561988520161872 +4218 0.71 151.16 23.47235376829959 7.54501880874554 +4219 3.21 289.71 258.41737688907745 13.23457533766103 +4220 -0.36 73.09 15.502516946775902 9.216458940604843 +4221 4.81 508.37 346.8713638220147 -0.9138693333792388 +4222 2.42 483.63 78.63234789476192 -0.0679031018420674 +4223 4.54 463.61 165.2717785320937 2.3714916183773944 +4224 2.91 459.93 463.4193418114923 4.205580722786339 +4225 3.22 397.4 329.44204756278754 6.028836637619386 +4226 2.45 382.41 448.6132620385313 -1.7055658473723572 +4227 1.62 180.22 27.1299877065066 3.618007047548062 +4228 3.22 397.4 161.74384490200077 4.433422840626595 +4229 -0.96 328.46 56.63468690900303 4.859246203424269 +4230 0.71 586.62 11.275691361776808 -2.5435837381151387 +4231 1.41 162.23 381.7155261977222 6.534507517121386 +4232 2.24 343.42 492.8519960109337 2.9532059908859063 +4233 1.72 329.4 344.7836963447061 5.403363494128781 +4234 3.72 661.75 47.86288084481322 0.0337940642843399 +4235 1.78 227.26 104.80467743344862 5.812717661768336 +4236 4.49 457.85 272.0202229153089 4.131768991943615 +4237 2.3 436.53 487.2355525112537 -1.7021966724366582 +4238 1.57 207.3 309.5686987854358 7.7346047751169 +4239 3.13 299.39 30.681000265779023 3.3102455395871253 +4240 3.24 367.37 104.76068301541258 6.138221105987659 +4241 5.02 365.86 244.6991652019458 11.015429688033732 +4242 0.4 162.18 183.57311465093923 -1.1040529933687857 +4243 2.94 421.51 332.8405920637859 5.057923939226989 +4244 4.61 513.25 488.50822560359126 2.2295559885654948 +4245 3.55 442.47 169.3971153994866 3.596424365724681 +4246 3.91 185.26 207.06345500585851 14.92295113223563 +4247 2.28 228.25 78.5618840061601 -1.8659005471121013 +4248 2.73 234.34 207.2115515117105 2.598708824981167 +4249 2.82 410.41 67.24502118345349 8.560944061819228 +4250 7.61 498.48 336.9269417278766 0.0749015411515117 +4251 3.44 272.32 421.44729527415245 4.590357115696348 +4252 3.06 243.33 318.9695576670299 4.879783258759395 +4253 3.06 243.33 213.3339166288364 11.0880581027674 +4254 5.97 487.39 101.43738711444904 1.983549353510559 +4255 3.24 291.25 374.1815576432069 -3.11507022706245 +4256 0.1 560.69 463.9663745530144 5.991002355008948 +4257 2.58 455.55 397.231053080124 3.0058192857055603 +4258 3.1 499.67 218.903640065834 5.672475208341563 +4259 3.64 378.33 471.7656511251564 -3.9854516243302 +4260 3.09 400.43 215.36045307428813 -5.097965513985667 +4261 3.16 299.32 44.10710976822762 1.8939773630668149 +4262 2.36 190.28 133.1587687366177 10.32236172130808 +4263 2.71 280.28 162.39711913382726 -0.6767137685690425 +4264 5.77 414.49 3.7276239605191774 12.66515783188551 +4265 2.44 288.3 432.5359544520474 6.40679926897873 +4266 2.28 228.25 317.46605454015827 5.000529363952328 +4267 3.12 674.74 469.8986567378541 8.926696555253226 +4268 8.04 732.58 354.4714919010127 12.821546663640746 +4269 -2.44 163.17 438.50813148135006 0.4578939384216571 +4270 7.54 407.63 93.28639973800595 12.495944055415936 +4271 3.4 505.35 219.84307176097 5.265933229632817 +4272 3.72 233.39 63.85051824406391 3.410397972091088 +4273 4.32 389.53 386.1336172808949 1.689350133691836 +4274 3.22 387.52 442.2578899520664 1.446815884247183 +4275 3.43 311.33 359.1481886626159 6.438211097740911 +4276 3.54 313.35 372.1696182289652 5.292057485355302 +4277 5.28 227.34 166.16263996530478 5.064515412343417 +4278 5.84 338.98 411.98949717476256 5.040417491793137 +4279 5.39 459.41 4.006269042433564 5.148483184532277 +4280 2.46 219.24 197.3563427883804 4.172275050071867 +4281 2.19 524.65 404.0850572817904 11.471988101149435 +4282 2.67 380.48 116.69045955557188 5.741769745181634 +4283 4.07 448.65 371.4391059685289 7.60891102880901 +4284 1.41 523.65 18.386333991674 6.767742223898862 +4285 3.23 396.4 261.02382396400685 -2.24445881789012 +4286 2.28 561.63 460.2272454976688 -3.2464717016218465 +4287 -0.07 495.53 218.9015503074401 7.948397806797512 +4288 0.51 482.57 189.96214096954407 2.9578196052108616 +4289 3.1 499.67 305.9999558754879 3.133658359347537 +4290 3.5 289.71 332.6164588360815 11.601920236547675 +4291 4.4 372.41 338.1531238613513 5.2351928431993375 +4292 5.15 352.43 344.2026132507477 -1.4443267546690564 +4293 3.76 461.45 267.7158377417145 5.432494037644675 +4294 0.72 482.57 115.80182746736229 12.754522662392136 +4295 3.08 340.37 496.04070234102335 7.051911784973419 +4296 -0.07 495.53 43.05919046145063 11.208354354787172 +4297 6.27 428.61 273.44999643801947 -0.037438734835451 +4298 4.37 408.45 47.72236877504709 14.640281934698995 +4299 2.5 495.64 488.271915103073 5.734344888337957 +4300 3.68 481.37 474.5869964702442 4.452100595435248 +4301 5.18 364.44 477.9076687800233 -1.316804831285494 +4302 -0.8 544.54 55.68779494441522 3.0167024442087103 +4303 3.94 295.42 356.65675152361786 11.289791586114069 +4304 3.01 301.32 203.50421880209595 4.963438792022059 +4305 -1.33 248.23 130.10275399829462 10.18211177544348 +4306 3.29 387.52 499.3585980447477 10.603677951225292 +4307 3.52 380.23 424.5706548677475 -1.9533169372943515 +4308 6.02 482.52 26.036874108967712 10.179147359362382 +4309 -2.04 388.16 490.6728343837547 4.490928649755512 +4310 2.31 258.34 21.17535620491245 1.1409491831458975 +4311 1.74 273.37 448.744601704732 11.208957697428255 +4312 9.0 548.71 239.94676481410704 -2.192041145459664 +4313 4.22 477.9 112.52571296311854 10.327420750403473 +4314 3.12 584.52 146.80219373707283 8.571144781685595 +4315 3.19 568.65 144.8128743723767 0.4482955457186985 +4316 -1.85 296.28 96.16887859867768 4.200287215365647 +4317 1.22 401.42 199.23134172518448 2.1696215075411267 +4318 4.74 435.48 305.10812263546734 -2.162540814840483 +4319 9.27 415.69 284.79399553348395 8.585773983134125 +4320 3.1 460.52 84.7228935508353 11.125081390012316 +4321 5.16 454.31 296.4088617874758 5.007068756667231 +4322 7.09 393.6 108.27080995227072 2.17129577315399 +4323 5.46 376.88 378.2281960815423 11.433531185225188 +4324 4.24 381.35 4.343022555674702 4.321666762360185 +4325 3.71 309.41 142.48602760284197 7.917049802546378 +4326 2.77 313.37 291.9146789966674 7.979013932470662 +4327 2.0 549.42 179.13363034788966 -3.957054331736426 +4328 3.31 319.4 351.6734381429692 12.576504826140038 +4329 4.08 337.44 482.8658284470616 5.066985230725141 +4330 1.73 270.24 77.74641831659946 7.381334729199501 +4331 2.93 452.5 416.8214780703383 -1.3002293582507942 +4332 2.23 533.64 372.24865931691386 7.350580568197072 +4333 5.97 427.58 284.66496865225616 -0.9288619176391107 +4334 3.48 313.42 189.57291026312544 -1.370083233464836 +4335 3.05 450.43 438.4513252989964 4.971881057067831 +4336 2.41 505.35 52.86359259039297 3.680876641301785 +4337 3.03 474.55 428.244160788502 5.809546624313844 +4338 -0.93 340.47 499.851862008036 8.885115972778523 +4339 2.68 263.38 111.61264872098292 10.619805416632298 +4340 4.54 325.47 309.08997442204907 3.713205744952392 +4341 1.21 508.42 82.24338663296777 4.712908748194115 +4342 2.86 460.46 434.38077934957033 6.587622731235465 +4343 3.59 371.65 59.43785231015264 3.087378748606735 +4344 3.28 298.4 320.72432982154254 -3.2947806476881176 +4345 3.52 364.48 330.14538226513326 3.838732109549027 +4346 2.4 432.41 253.7976367610451 11.043689636783906 +4347 3.82 423.4 272.3571771676528 18.062238506641044 +4348 6.73 485.66 25.27264266918006 3.395072696770481 +4349 -1.59 263.25 66.41867731496131 11.16830603458166 +4350 -2.21 337.22 29.361214403929857 1.5667556765609851 +4351 8.0 421.66 294.50069150698573 5.263689979694775 +4352 3.86 438.47 293.23145641018306 6.030804520303239 +4353 2.5 477.3 153.24432066625658 9.291406891518507 +4354 2.11 331.39 384.1609241548843 1.6810923509222135 +4355 4.67 577.7 146.2836761360097 2.6130800143712505 +4356 1.36 243.3 468.41258648393415 5.911201780016222 +4357 -0.77 315.71 169.77009027200577 -0.576892383857853 +4358 3.91 185.26 244.9827485032608 1.2313273585810895 +4359 -0.1 363.16 212.0592786213723 1.6725792135915345 +4360 4.13 305.83 382.4979644426611 3.318455030257246 +4361 4.82 213.32 70.3986857637961 10.35361635781861 +4362 3.56 513.7 431.23339654377713 2.108813196928497 +4363 3.43 275.41 145.61126505123133 1.842705631803692 +4364 3.86 309.41 354.9847534156127 4.418830984979067 +4365 3.92 417.38 389.1990143727975 6.238718780825321 +4366 5.76 473.65 450.534869794604 1.975161561004862 +4367 2.95 422.47 306.93385428628403 7.994172818166099 +4368 5.08 417.41 343.18019200386294 -4.21580115222018 +4369 5.56 468.45 12.353904041854936 -9.40969812621979 +4370 4.8 362.46 4.890938081889063 -0.3524971215396064 +4371 5.33 387.94 286.9739575294936 12.926729412276826 +4372 -0.22 427.4 393.1470067400351 -3.1097593981220832 +4373 4.08 263.34 258.0687613329188 11.657005883690994 +4374 7.13 283.45 482.6150686413224 14.640436679215524 +4375 1.48 395.5 439.0441122954968 0.8439196825221007 +4376 6.95 499.68 314.6413197627215 4.782488413721709 +4377 2.05 412.44 263.1541429728496 0.5923860041616429 +4378 3.8 453.43 38.28444409279941 9.809038281335663 +4379 5.3 485.62 4.930227776518303 3.636231850104461 +4380 4.43 360.45 446.8985540811154 -3.908589095837105 +4381 4.31 298.33 15.335782923405317 14.040698716627386 +4382 3.11 354.47 189.14947822105756 3.931676582132278 +4383 3.85 327.44 58.18522966381612 -0.5048824498805473 +4384 4.79 332.44 199.35399556726657 -6.435275705624557 +4385 6.96 434.01 218.1901516291628 -1.71071674437 +4386 5.31 227.34 387.2055970027196 -1.3858611594773895 +4387 3.54 324.8 291.79233918550545 0.9188983210446366 +4388 3.12 517.36 492.1207059015181 9.298171581721396 +4389 4.61 365.47 466.349136988266 10.481380084785142 +4390 -0.3 409.18 174.71196121606303 6.674289578876846 +4391 3.86 519.38 495.89584317798506 -2.5161998767463984 +4392 4.78 363.49 319.40139908254594 -0.1493096286618342 +4393 4.0 394.48 262.7057757318302 7.814455432823816 +4394 8.9 568.78 263.88489579379257 -4.791311367884344 +4395 4.56 500.63 182.0968239504257 14.734848463349303 +4396 2.68 325.37 405.6171434795204 10.452824432814404 +4397 1.79 387.91 116.26669185463344 5.960553878872254 +4398 0.45 650.68 337.05547586305977 -7.428052778454177 +4399 5.0 291.39 117.60541918954954 -4.490434587068222 +4400 -1.69 179.24 351.23708289729234 1.7630401820856942 +4401 2.44 311.38 267.1846561225283 10.814230708446695 +4402 3.11 329.42 331.1286625652423 -7.5847224893427505 +4403 -0.77 331.75 88.90394406507474 6.370764293411384 +4404 6.28 429.59 316.87242368355777 14.2126748326867 +4405 2.92 322.36 412.3037213657772 1.9985513076328107 +4406 4.34 348.44 303.5114966001344 7.394177749241312 +4407 4.15 266.29 241.05933873485495 4.090064322464328 +4408 5.13 308.37 286.50978794088326 -3.3851746122149144 +4409 4.69 449.34 250.9932458505162 6.6283903059602185 +4410 3.66 304.39 193.1579564743539 7.797397257332721 +4411 2.86 345.78 261.1479594261145 1.6494261117358286 +4412 3.17 421.53 156.2340144066806 8.01944245266343 +4413 3.32 260.31 104.63162139522348 17.548779665597593 +4414 3.41 433.38 68.06843114662509 8.907745731076481 +4415 3.04 314.36 438.8172967993543 7.431826068482072 +4416 6.19 279.42 157.05897966315018 3.80618580186799 +4417 4.21 475.62 101.63196432389036 -1.1155316758647429 +4418 4.13 431.53 76.29103310532287 1.2708863750327255 +4419 4.6 396.44 41.367369807633445 10.141941889170525 +4420 9.72 546.78 271.99257604533784 7.013261500786011 +4421 5.64 396.48 11.99796871205766 11.219896213636265 +4422 4.32 407.4 320.10837289717654 -3.2557787914777787 +4423 -0.22 427.4 405.4510869442684 4.084126359822815 +4424 3.71 327.44 246.24754379666064 12.218163808320044 +4425 2.93 327.4 411.8568217793721 7.36067535160238 +4426 1.84 694.8 2.199685984140942 6.328963153472248 +4427 2.06 491.32 355.8160891781497 9.41891077317096 +4428 4.28 325.4 445.9741374875812 4.59144768728437 +4429 6.28 429.59 487.9498519519592 -3.7371466773373614 +4430 1.32 214.22 159.28753169325503 -0.4707698119949066 +4431 4.18 323.43 342.48918400128167 8.733491801191274 +4432 5.26 337.5 439.8241782168305 5.701874645051514 +4433 3.07 378.45 225.640441511939 2.1347155364720125 +4434 4.22 411.38 306.10783895999487 5.955659625336175 +4435 0.63 527.52 207.60516320853984 7.909012237338067 +4436 0.67 338.47 283.1011632036875 11.27784146178078 +4437 1.84 694.8 442.59761292866114 7.691768119072551 +4438 2.72 323.17 104.4618179177631 12.576295008056023 +4439 4.5 427.82 478.8190907509635 10.113394957688246 +4440 2.66 538.7 119.45473557595533 4.868450236944589 +4441 4.36 199.29 210.9486725624109 1.2441533536097604 +4442 1.4 192.26 414.512213537574 11.540917940842466 +4443 3.39 435.56 182.1175542546894 -6.078922325597382 +4444 3.17 339.39 352.6877725986579 1.036564539038343 +4445 2.12 220.31 17.173308465314953 0.9422538589218056 +4446 6.78 413.59 329.2328959864179 10.256090875355104 +4447 2.99 464.58 122.60816772752182 5.5276783357034525 +4448 2.84 373.53 35.40590682621897 4.577573874507819 +4449 4.54 277.36 254.22368699938173 1.323254616563343 +4450 1.34 338.4 471.19763964437294 3.26534564436405 +4451 3.4 424.44 428.1235986675204 8.113679391078632 +4452 6.22 487.67 193.6422755634028 12.246870521333584 +4453 1.47 482.86 222.30698577881765 8.455136147182433 +4454 3.44 521.52 63.56120735074278 2.2627965913889705 +4455 1.08 494.4 481.1314835270382 10.492716143168703 +4456 3.1 503.33 369.6884253396736 4.740393955368552 +4457 3.2 309.44 63.79636060853472 5.861969135406502 +4458 6.94 464.04 450.0273487394832 4.8339149874214975 +4459 2.88 319.4 104.38107990337458 1.0674248707199223 +4460 3.08 254.28 417.413638114121 -1.0179875141654442 +4461 0.67 338.47 18.17939537819857 -5.810571528692517 +4462 4.5 353.63 388.6763230381403 2.544662142762665 +4463 4.01 329.46 329.72082182529886 12.034527211005258 +4464 4.31 437.43 79.31421546604057 3.6587739172589697 +4465 2.72 413.4 268.7457818868673 3.610037032820984 +4466 4.16 593.7 352.1980832655202 2.79752565294202 +4467 4.18 349.47 362.7578872655578 6.647108539075789 +4468 0.48 264.28 172.2301569675616 1.4024728327520974 +4469 -1.33 248.23 329.0086641674646 3.8584670811358777 +4470 3.52 380.23 206.2642965889672 -0.2572811996372586 +4471 3.44 405.49 85.65931004989663 9.118117043684224 +4472 -1.3 343.23 144.94282689537013 -3.044607536574921 +4473 4.55 282.33 461.172326993213 5.17950344691675 +4474 -0.01 509.56 206.49827651349904 6.512703257918593 +4475 2.19 207.23 297.6059124029408 1.6843986599928575 +4476 5.36 503.67 232.64854057476288 11.5213906784939 +4477 5.52 335.52 192.03562305786355 5.961637223927023 +4478 9.56 431.65 368.44544008399856 1.8703384931701548 +4479 1.87 499.55 194.0670912199408 0.6928407303526694 +4480 3.87 466.57 69.1280187163344 4.985828505578945 +4481 0.97 550.64 259.6585903757831 7.396195304488893 +4482 1.42 242.27 266.0016977240698 2.949426224358906 +4483 4.85 430.55 242.025838625291 5.082659923576193 +4484 2.98 223.31 195.20081418771724 3.31262453318109 +4485 0.11 642.74 112.87627205510604 -0.8711760628214202 +4486 4.06 588.68 245.9617858436363 0.0379674386461612 +4487 4.25 442.47 216.4572987763044 4.0467019393281065 +4488 3.39 436.47 143.85699187082486 -3.4333221643822256 +4489 5.21 653.62 176.65959715408607 1.2780693360588016 +4490 3.63 249.31 358.7515620459678 19.0756705488824 +4491 3.8 393.46 322.9600017791099 6.133022242797302 +4492 1.81 717.81 308.78701286640694 3.958373453646749 +4493 2.58 398.39 265.57331532135345 4.956358991509776 +4494 3.73 625.51 158.93282754423393 11.29677327452056 +4495 4.56 500.63 483.4705205996827 16.74666493099667 +4496 5.27 359.55 379.10479357217577 5.391407930638074 +4497 2.33 450.55 102.33272047051462 0.6760176124413304 +4498 2.31 258.34 237.9665348317996 10.498601961817492 +4499 2.72 223.31 269.2613711099765 2.794891969534727 +4500 2.72 221.26 496.0623295242979 8.195937965233133 +4501 1.24 162.23 201.7202314761755 3.3122952395407306 +4502 5.67 471.63 64.10628214672742 6.963968510884291 +4503 2.5 143.19 324.76630532315625 5.850073332563508 +4504 1.92 354.44 400.4580110120174 7.118529636642842 +4505 5.82 457.6 276.93057179479774 2.7228775368640106 +4506 0.95 429.43 405.29508420351306 4.1051502767245776 +4507 1.89 519.33 359.2353601598685 5.307744022237064 +4508 2.18 341.36 42.6556536870028 11.262364230808764 +4509 6.63 379.58 335.259628866168 2.446740823752322 +4510 6.18 365.55 280.9020527814034 7.285069449756257 +4511 5.67 471.63 206.9265205811404 -3.221838868612201 +4512 2.41 295.34 93.34115288073576 -0.6392392446498816 +4513 1.9 176.26 189.37702546951635 -0.9966116900445297 +4514 -1.17 360.4 388.3256386123817 2.3232605801975126 +4515 6.08 387.51 71.45025173325747 6.148074567169737 +4516 1.01 405.92 239.9211595897427 -1.0023977557918498 +4517 3.66 261.23 261.03638008324145 4.354795543640194 +4518 1.72 289.37 181.5277365606962 1.1535012062325656 +4519 0.37 270.32 459.7722772963385 4.65704928442192 +4520 2.9 291.43 487.294821224635 11.684918178554668 +4521 3.44 315.45 210.31384059391573 8.926456843174101 +4522 6.33 482.56 491.4685719276124 11.081499137262313 +4523 3.36 471.47 174.32263849642766 7.9045362360787 +4524 1.03 520.57 91.71922993294773 14.894916908042074 +4525 -0.08 256.3 188.1076514894501 12.072724704362953 +4526 2.56 401.89 283.8310225428759 0.7033792275293616 +4527 4.31 323.43 123.4392481058511 4.607066058290994 +4528 3.09 408.39 352.4826774182118 1.8580609904589915 +4529 1.63 260.29 473.0793027740884 5.759943227270201 +4530 2.06 401.44 254.53213201389084 4.838741713257882 +4531 3.34 290.36 116.71694343384704 7.2914730843183 +4532 3.8 393.46 254.6235248087153 2.05040404505553 +4533 3.34 441.52 223.5477340370728 4.725156345899606 +4534 3.73 397.35 299.27833242142646 3.556570404380865 +4535 4.76 477.63 207.540017795121 3.210220527774449 +4536 4.0 378.51 246.3312632329348 -0.1534472168942722 +4537 4.38 451.52 221.18273366103855 6.16693486596669 +4538 3.32 320.39 464.0523489085188 0.947046194046143 +4539 5.81 336.42 161.77657360933262 7.276932522822608 +4540 2.18 246.3 283.3083072070341 1.7023490053013313 +4541 1.73 232.28 116.422263607457 0.1673398944136108 +4542 -0.06 420.36 261.9609315944357 -0.2053756047931108 +4543 -1.33 248.23 257.77668487888246 6.577104942147464 +4544 5.09 388.42 252.2625495876316 4.319258808022953 +4545 2.0 517.54 327.3425146699438 10.08933764030679 +4546 1.03 520.57 309.5249246684665 6.362195214981101 +4547 4.34 336.43 8.689615202350732 9.534311238168204 +4548 4.77 353.45 496.9394369001231 6.300175206515196 +4549 3.67 254.28 310.16516351493163 3.992754391604946 +4550 3.73 446.51 361.2007235829915 3.100403368671361 +4551 2.74 383.37 145.2653094418367 12.471161965714463 +4552 -2.21 388.41 468.33222048068217 5.220177387025783 +4553 2.17 271.34 462.4138559834433 7.252226705041151 +4554 0.42 434.39 149.28661537651993 9.725798956962048 +4555 0.34 230.14 472.1924955807052 4.9086831457908895 +4556 4.88 344.45 287.35863615888627 3.318502031145459 +4557 8.8 518.73 210.7847471251376 1.563072664817522 +4558 7.01 453.42 85.75867728524294 14.792643159277851 +4559 6.1 425.36 270.1196008734834 8.2767846966773 +4560 2.34 358.33 23.5340660638218 6.264586107851703 +4561 1.3 467.48 35.98881549015026 12.773442403179724 +4562 -0.55 418.48 7.722720487546186 5.843480024722856 +4563 3.73 397.35 15.282717706711802 1.01052174865788 +4564 7.89 490.67 279.7810759792384 7.670680972645473 +4565 2.64 260.33 244.97967049197328 12.740356437841925 +4566 2.47 295.31 137.68264879329666 5.796206859593519 +4567 3.81 363.43 285.9171304710981 3.6270972871538847 +4568 3.84 393.38 66.01207819704874 3.562160872777569 +4569 6.41 404.69 119.74023881454936 -2.5345735015627344 +4570 8.34 492.69 380.9799040706944 10.347658907842714 +4571 5.96 377.48 280.0932906134091 4.909495572108918 +4572 2.96 311.5 5.385530629614554 -2.2995364216441763 +4573 0.88 278.3 3.0977182628954547 -0.2854874753389342 +4574 5.24 346.47 86.37984590048764 5.337732299803644 +4575 2.86 325.36 208.3148692226501 1.0858223795160191 +4576 3.94 438.47 98.01808025389536 -0.9243820727220378 +4577 6.04 531.73 13.948014511991737 10.479390577664908 +4578 2.26 302.76 461.8813587777855 0.6612033690132844 +4579 6.51 419.73 44.85440250964945 6.576463064790354 +4580 4.28 407.49 492.5035066943411 16.135501412364654 +4581 0.83 284.35 207.0336680297098 5.079291669200372 +4582 1.29 469.49 294.26676283691467 -1.5055803879475782 +4583 6.86 433.75 464.3421470456312 6.219461405804874 +4584 5.07 321.5 321.623023519888 9.740102641635447 +4585 4.06 401.5 146.27942893345164 6.583908499948956 +4586 5.72 453.64 20.0575723405968 4.889822018043383 +4587 3.78 423.48 397.8234568607938 1.1084837294039582 +4588 4.77 353.45 135.8656122145887 1.5387710870887976 +4589 6.12 485.66 163.66126087790678 5.214425114182451 +4590 -1.49 418.48 257.91810567376217 7.612127596465327 +4591 4.12 444.49 428.1224785143396 4.646547712628411 +4592 3.62 435.56 278.41347292538074 3.746998739801371 +4593 4.79 332.44 387.7970923010785 -4.667022461170532 +4594 1.59 198.26 53.434867561916455 6.030424450769123 +4595 4.76 363.49 205.19546729103217 5.888092484614613 +4596 2.08 196.68 43.78894251362664 1.2430742050875576 +4597 4.6 442.64 243.3612136993384 0.4129358213689391 +4598 4.6 396.44 490.4826369272921 1.3503587545583873 +4599 4.55 339.43 347.69389247676605 14.78444266004489 +4600 2.94 401.36 74.75760444361507 4.897820251707428 +4601 3.35 341.43 91.481828458641 9.896640154520426 +4602 2.85 325.4 474.0404264403938 12.335507024813548 +4603 4.59 472.27 184.57726885666548 4.643413572691768 +4604 0.61 338.47 439.9255970075203 2.1505054851125265 +4605 -1.38 268.23 43.61122659797434 7.119340356143729 +4606 4.55 472.35 273.1795852754349 3.9816784078849703 +4607 2.58 505.35 412.2986259747052 16.16490781574624 +4608 3.43 399.39 222.0416599575724 13.356602946142845 +4609 3.13 401.48 483.1492378888976 -1.854236538228533 +4610 4.9 489.65 74.10897281847961 2.844417389870305 +4611 3.84 358.39 149.46500338991302 4.832760640790214 +4612 5.33 369.52 126.57057868675558 5.816025109625985 +4613 1.97 257.31 331.0582194590197 2.73953232360616 +4614 2.55 329.42 228.6129022172484 8.47844427564856 +4615 6.11 438.69 14.38427217719257 3.821422675950496 +4616 6.98 462.62 491.28854264332085 1.990384442114046 +4617 -1.09 518.35 358.2502719073281 7.16581074177246 +4618 7.14 564.63 161.94722983345022 11.860941103785294 +4619 3.13 299.39 306.2058702374096 -1.406081523173026 +4620 3.99 364.48 47.25162231267499 -0.1980931063556745 +4621 2.81 204.31 11.322755625140957 -0.0280332185736034 +4622 -1.56 329.21 358.38451426942305 6.054077625056751 +4623 2.88 319.4 224.54674191374747 12.058792352100788 +4624 2.57 283.33 117.71443922800596 -5.435034654314677 +4625 5.66 443.73 489.5394383785051 8.0531113281197 +4626 3.92 326.34 423.5103967918726 5.7570723656833565 +4627 4.45 475.62 468.02556671604026 12.682859233142429 +4628 4.09 293.44 103.75373071505028 16.172571382759124 +4629 -0.22 495.53 63.67377124381207 3.779761987465222 +4630 5.89 485.66 268.15355205507313 7.47620730795221 +4631 3.33 295.38 324.4826253307796 9.28916540734308 +4632 3.81 303.81 89.84714178481961 3.751151990441014 +4633 1.75 410.42 267.7376909574723 1.7697448235272757 +4634 2.44 280.32 41.545646985185535 7.125913237275414 +4635 4.82 365.47 84.19846024378508 8.570998079141061 +4636 4.02 389.96 426.0040260583487 12.545357121282724 +4637 4.9 493.35 103.02408272223096 9.538081906047992 +4638 1.39 248.28 251.13022669969675 6.32406300122703 +4639 3.73 381.4 124.197553566396 9.364407387851802 +4640 2.77 489.31 34.22717441896478 -1.6399201188872965 +4641 2.23 397.3 423.7589186415042 -1.1106221398900615 +4642 4.7 417.54 225.39261007481133 4.890295180195163 +4643 5.12 367.48 499.7547754531412 4.14043053406896 +4644 7.42 464.63 48.50820124033284 1.1817443024121088 +4645 4.52 349.47 380.39411552259855 3.9028272395798247 +4646 2.36 356.44 237.3619071576658 11.16544135652396 +4647 4.74 410.46 14.684337829070303 3.445699783340629 +4648 4.4 594.7 433.15554554298416 13.131670076672805 +4649 2.96 550.5 151.84438989208448 7.0792429551299625 +4650 13.41 671.0 476.4699305333807 2.907084375281124 +4651 2.84 803.01 105.77012839283134 13.852674866164351 +4652 2.0 282.33 376.4359819987525 6.259383018663439 +4653 5.31 663.6 227.12344368248893 5.718968076528863 +4654 4.76 443.58 66.4751550208415 0.7708470358464501 +4655 2.77 350.41 259.5573916569256 6.654912399009119 +4656 -2.85 172.14 134.89592867988475 6.454569177078708 +4657 3.78 456.57 380.3856048630085 1.6921414713182386 +4658 5.49 468.54 379.2465359044608 0.4234770749345431 +4659 2.98 281.35 389.6480052302791 8.387576497918419 +4660 5.06 351.48 62.86011948033016 0.017892946539221 +4661 4.32 403.52 341.2048769843314 2.849513269105004 +4662 3.76 266.29 196.1369019766965 2.623240059039355 +4663 5.32 388.5 52.10630487948087 14.847076601049093 +4664 3.22 254.37 45.825400592630736 9.537746210031129 +4665 4.84 516.63 339.82064434589506 -7.855186213596772 +4666 3.27 218.34 370.1147575121776 5.666297693460732 +4667 3.91 464.38 469.3858800647407 5.138188937564631 +4668 5.56 418.5 331.50465006084335 8.378289158638305 +4669 4.47 361.48 260.67289363965006 2.4431021295452595 +4670 4.53 350.45 60.2703655969129 3.343730129784023 +4671 3.89 370.4 233.99268139715952 4.239125674392662 +4672 3.68 491.53 414.2042796369962 -2.288724237765827 +4673 3.77 474.5 225.17245882248943 5.025082351208743 +4674 7.51 461.81 105.96996004737136 -0.2702649103896366 +4675 5.24 426.52 450.8692941895666 5.2341144896977765 +4676 0.42 434.39 423.16254607632015 16.434471926377853 +4677 3.44 537.6 36.92541198466398 8.164479516084374 +4678 5.86 382.45 377.8984572195914 -1.0496970078181986 +4679 4.56 330.42 387.6629975755059 1.8620181786600376 +4680 5.21 388.5 414.1383976403009 0.4365791560309482 +4681 2.53 267.33 132.42964481487152 11.322001112203024 +4682 5.97 484.01 143.74985575150723 4.849535648580847 +4683 5.19 360.49 181.4407645136099 10.562645615340664 +4684 3.38 293.36 392.4909440647194 2.231624058180639 +4685 3.39 344.36 265.0177560798211 3.1640080848903005 +4686 2.57 221.26 458.3481473605235 19.674832330355883 +4687 2.59 373.49 255.62270479664056 2.694762682862409 +4688 4.24 339.43 134.22661881111696 8.778160487937935 +4689 3.05 238.24 29.38585354987372 7.259514053754959 +4690 6.61 364.53 323.88013139842894 8.605558821613496 +4691 2.87 361.8 305.63585783120976 10.851161302945677 +4692 4.04 391.97 218.76885899302388 5.663215943283959 +4693 2.82 351.44 288.4737727333232 6.231921660124238 +4694 4.88 344.45 353.7552830045891 11.623343719600332 +4695 4.24 405.51 173.79307800913662 1.3338403975016448 +4696 4.03 387.52 105.42042535646183 14.776848530395036 +4697 2.99 258.34 497.7259405763498 12.065750751854525 +4698 2.83 439.4 295.49621471105445 10.197758825582998 +4699 4.16 409.48 275.71216933042786 2.0043488084520984 +4700 7.24 467.44 316.906345290776 7.65877690285369 +4701 0.18 164.2 63.89657982004504 4.382078028549949 +4702 3.75 367.33 16.583455001163316 4.157628967554033 +4703 5.66 366.45 399.0370014135168 5.726465974898033 +4704 4.24 368.43 388.2780845280332 4.078257308157885 +4705 3.48 497.5 7.125280239954456 6.187199770114852 +4706 4.21 499.5 447.7096664740959 2.2750971702514984 +4707 6.16 534.91 367.6189401829835 3.87655995606327 +4708 0.76 178.23 305.44406314755884 5.792318800074122 +4709 4.03 396.91 39.60013190596751 -1.680342974239711 +4710 1.04 351.4 142.50347133039608 9.500899724598938 +4711 4.85 431.57 297.93372253755297 12.158826835411382 +4712 7.92 478.66 220.83558093012945 9.537576891195013 +4713 4.29 399.55 341.35383001504505 6.185361419089567 +4714 5.86 384.45 72.3633185622754 3.1181023876992526 +4715 4.64 437.96 360.4604938016796 8.407783920603876 +4716 1.57 471.51 29.16384157118379 9.144172655086471 +4717 6.33 482.56 237.8712203243664 2.610228737324874 +4718 7.79 478.35 105.50399146157125 5.0131545793981305 +4719 3.33 252.26 88.18817734084116 9.582375275438082 +4720 5.87 380.52 57.817827588436735 3.1156297851310124 +4721 9.25 520.74 461.985708049315 11.163455818015295 +4722 3.32 231.33 174.76111165677233 7.6055109399129 +4723 5.13 368.42 487.53912850789095 6.255837445778538 +4724 7.13 487.68 79.03750518640695 8.761010198468668 +4725 3.85 449.58 191.45268679174495 7.850277465130102 +4726 7.18 482.57 4.508727277066749 10.096103411134967 +4727 2.58 340.37 8.719240011330399 5.627838490424312 +4728 3.12 315.45 125.82545497870416 -6.981994135827472 +4729 4.59 311.42 248.91315065256077 10.25262057437102 +4730 3.47 411.4 236.52186339318416 7.983670398802934 +4731 -2.2 377.37 128.91863622662692 3.8982539285252136 +4732 6.43 630.68 394.7701704314903 -1.6851860201125335 +4733 4.67 354.4 255.197813459123 3.1896512128684256 +4734 3.41 429.41 434.0707067536741 14.012041355643202 +4735 2.88 230.35 434.232440858502 1.9389111464700488 +4736 5.13 474.45 344.90609452695486 8.502709194858374 +4737 2.37 310.34 258.2865589110704 -1.4055123104815328 +4738 7.14 654.96 381.6448523723317 0.0704778611626917 +4739 4.31 348.44 413.0584410544642 3.2982880269321324 +4740 3.22 284.38 7.701970667849334 2.080299441676231 +4741 3.25 298.4 405.7328168232696 7.153158180298991 diff --git a/data/fr_sp_it_temp.tsv b/data/fr_sp_it_temp.tsv new file mode 100644 index 0000000..927af24 --- /dev/null +++ b/data/fr_sp_it_temp.tsv @@ -0,0 +1,183 @@ + City Year Tmp std +0 Barcelona 1995 62.01917808219179 9.569756297123327 +1 Barcelona 1996 61.12595628415301 9.420764506001397 +2 Barcelona 1997 62.61232876712331 9.827234879971101 +3 Barcelona 1998 60.2739726027397 19.75012607691891 +4 Barcelona 1999 61.20465753424656 13.904525518554435 +5 Barcelona 2000 60.069398907103846 9.099817440252128 +6 Barcelona 2001 59.27945205479454 10.523427017015313 +7 Barcelona 2002 58.044109589041135 18.929773327478483 +8 Barcelona 2003 63.13945205479458 15.153889346840758 +9 Barcelona 2004 62.87513661202182 11.071518902264671 +10 Barcelona 2005 62.041917808219225 12.211059284082598 +11 Barcelona 2006 61.9854794520548 10.383211438819417 +12 Barcelona 2007 60.556164383561644 13.128345584082622 +13 Barcelona 2008 59.65191256830599 15.614665889880865 +14 Barcelona 2009 61.552054794520586 13.90370839128742 +15 Barcelona 2010 60.66794520547943 11.479319072602506 +16 Barcelona 2011 62.83479452054788 10.102326479631735 +17 Barcelona 2012 63.03224043715851 11.292237552376044 +18 Barcelona 2013 62.24657534246573 10.973485554623132 +19 Barcelona 2014 62.43726027397264 13.027373258325785 +20 Barcelona 2015 61.795081967213115 16.233531266810775 +21 Barcelona 2016 60.80081967213118 19.506541913124646 +22 Barcelona 2017 62.51479452054798 11.352460171672947 +23 Barcelona 2018 61.391506849315086 18.513200196464584 +24 Barcelona 2019 59.71917808219182 23.21768377728357 +25 Barcelona 2020 55.43731343283583 5.669011817215402 +26 Bilbao 1995 58.94547945205482 9.152938194122601 +27 Bilbao 1996 57.40928961748634 8.299521097803076 +28 Bilbao 1997 59.65315068493152 8.59646759755442 +29 Bilbao 1998 56.50794520547946 18.5087198753874 +30 Bilbao 1999 57.86356164383562 13.254929144303365 +31 Bilbao 2000 58.17704918032782 9.61060590126113 +32 Bilbao 2001 59.258082191780844 10.785430834692193 +33 Bilbao 2002 59.06191780821921 18.311794423082254 +34 Bilbao 2003 61.98136986301364 11.109533738036083 +35 Bilbao 2004 60.1620218579235 10.887947603849794 +36 Bilbao 2005 60.47123287671232 12.180590300525083 +37 Bilbao 2006 60.931506849315106 10.959762529415924 +38 Bilbao 2007 57.378630136986295 12.556410441414583 +39 Bilbao 2008 57.65546448087436 14.55881450004361 +40 Bilbao 2009 58.33150684931509 12.957812746937886 +41 Bilbao 2010 57.31945205479447 10.92548335370651 +42 Bilbao 2011 60.064931506849376 9.37413895288166 +43 Bilbao 2012 58.18196721311478 10.896172632501663 +44 Bilbao 2013 58.078630136986355 10.692211568623678 +45 Bilbao 2014 60.67041095890412 12.315738661838056 +46 Bilbao 2015 59.06010928961746 14.845431712407324 +47 Bilbao 2016 57.561748633879795 18.627752493559164 +48 Bilbao 2017 58.831780821917825 9.579137034485704 +49 Bilbao 2018 58.11095890410959 17.318878742319427 +50 Bilbao 2019 57.03232876712337 20.566454771536044 +51 Bilbao 2020 55.114925373134334 7.012797190171634 +52 Bordeaux 1995 57.370136986301354 11.044040769557341 +53 Bordeaux 1996 55.93497267759563 10.784892064762007 +54 Bordeaux 1997 58.16931506849312 11.011332365506272 +55 Bordeaux 1998 54.70493150684932 19.598395813702982 +56 Bordeaux 1999 56.77917808219176 13.852986125645279 +57 Bordeaux 2000 57.19071038251365 10.422852712768039 +58 Bordeaux 2001 56.48027397260274 11.773260583198585 +59 Bordeaux 2002 55.39232876712332 18.522743557653765 +60 Bordeaux 2003 58.219452054794544 12.897343185222015 +61 Bordeaux 2004 56.27841530054645 11.751133956460096 +62 Bordeaux 2005 56.29835616438355 13.255407253879639 +63 Bordeaux 2006 57.610410958904126 12.919541851158483 +64 Bordeaux 2007 55.84027397260273 13.31117414308708 +65 Bordeaux 2008 55.45765027322398 12.808973051265317 +66 Bordeaux 2009 56.567671232876755 14.223581499075609 +67 Bordeaux 2010 55.150136986301355 12.747677281767228 +68 Bordeaux 2011 58.351506849315086 10.258827834959664 +69 Bordeaux 2012 56.359016393442666 12.014168034051115 +70 Bordeaux 2013 55.9295890410959 11.872014423803591 +71 Bordeaux 2014 56.46931506849318 12.483597626262037 +72 Bordeaux 2015 56.23169398907107 15.68360389372104 +73 Bordeaux 2016 55.93715846994539 15.626511950502655 +74 Bordeaux 2017 56.857260273972656 11.833635389820595 +75 Bordeaux 2018 57.26931506849317 14.359770607228285 +76 Bordeaux 2019 55.98712328767125 19.774109604678415 +77 Bordeaux 2020 52.31268656716417 6.887914900422134 +78 Madrid 1995 60.57424657534247 12.999120629367042 +79 Madrid 1996 58.82896174863385 12.834437087673026 +80 Madrid 1997 60.21095890410956 12.277039698083023 +81 Madrid 1998 56.99123287671236 21.365555361221524 +82 Madrid 1999 57.7158904109589 16.28990685923228 +83 Madrid 2000 57.804371584699425 13.537680848457656 +84 Madrid 2001 57.30356164383564 14.361118272929666 +85 Madrid 2002 56.16986301369865 20.734617527028856 +86 Madrid 2003 58.95178082191778 14.6895054246955 +87 Madrid 2004 57.572677595628384 14.328101211175488 +88 Madrid 2005 58.578630136986256 15.897967362219234 +89 Madrid 2006 59.54575342465752 14.645098748612648 +90 Madrid 2007 56.18767123287673 15.54338968721232 +91 Madrid 2008 56.802459016393456 17.454694998719265 +92 Madrid 2009 59.486849315068476 16.846571444704047 +93 Madrid 2010 58.35260273972605 14.880927577599886 +94 Madrid 2011 60.0972602739726 14.08172547926141 +95 Madrid 2012 59.22103825136618 15.704333928077313 +96 Madrid 2013 58.5898630136986 15.061813341527952 +97 Madrid 2014 60.00684931506852 15.530396717043965 +98 Madrid 2015 59.7360655737705 19.216008162034054 +99 Madrid 2016 58.30437158469944 22.135516183890996 +100 Madrid 2017 60.827123287671206 15.335287673221936 +101 Madrid 2018 57.8893150684931 20.697793342645358 +102 Madrid 2019 58.01808219178085 23.572917074236493 +103 Madrid 2020 50.94477611940298 8.01996162933257 +104 Milan 1995 51.81013698630133 17.66463472693756 +105 Milan 1996 52.536338797814224 13.116517527084948 +106 Milan 1997 54.71835616438357 13.622209061233912 +107 Milan 1998 52.61287671232878 21.59552695083426 +108 Milan 1999 54.47424657534245 16.44477420566477 +109 Milan 2000 55.345355191256836 13.650382814023335 +110 Milan 2001 54.585479452054756 14.728662443197207 +111 Milan 2002 52.71205479452063 20.805079615305182 +112 Milan 2003 55.6578082191781 16.522557860689197 +113 Milan 2004 53.69234972677599 14.1368864235138 +114 Milan 2005 53.44958904109592 15.527562558446604 +115 Milan 2006 54.07835616438361 15.096444437450113 +116 Milan 2007 54.0361643835616 15.97246623271815 +117 Milan 2008 53.66912568306015 18.110549496608105 +118 Milan 2009 54.2654794520548 17.799552797282026 +119 Milan 2010 53.26958904109586 15.442853928856914 +120 Milan 2011 55.66027397260276 14.933169251059093 +121 Milan 2012 55.05191256830602 16.075172183078543 +122 Milan 2013 54.34520547945205 14.6871237720894 +123 Milan 2014 55.45205479452057 14.366357503176557 +124 Milan 2015 55.02267759562845 18.553332365155743 +125 Milan 2016 54.121584699453535 21.339925888669406 +126 Milan 2017 56.38410958904112 15.184990043635842 +127 Milan 2018 55.711780821917834 22.21152305528249 +128 Milan 2019 54.58164383561645 24.353680984815433 +129 Milan 2020 47.80373134328358 9.138676025892822 +130 Paris 1995 53.742191780821955 20.406326470437165 +131 Paris 1996 52.293169398907125 15.207324562142714 +132 Paris 1997 55.57999999999997 12.745184826582006 +133 Paris 1998 50.31753424657538 27.794294802597282 +134 Paris 1999 54.565753424657565 13.99020869517814 +135 Paris 2000 54.33770491803271 10.34568531230199 +136 Paris 2001 53.94493150684927 12.074808387359592 +137 Paris 2002 52.743013698630136 18.72207478617854 +138 Paris 2003 54.56219178082192 13.721165395048772 +139 Paris 2004 53.58524590163939 11.761756034192336 +140 Paris 2005 53.40767123287677 14.98337160011056 +141 Paris 2006 54.19972602739725 13.030265906537082 +142 Paris 2007 53.57205479452048 12.96249396864273 +143 Paris 2008 52.38169398907109 15.655254039470176 +144 Paris 2009 53.061095890410954 14.640168245899794 +145 Paris 2010 51.64821917808218 13.601742307439258 +146 Paris 2011 55.00191780821926 10.339225513741106 +147 Paris 2012 53.256557377049155 11.453752063627668 +148 Paris 2013 52.08849315068489 14.922240911540998 +149 Paris 2014 53.65041095890415 11.968850647395499 +150 Paris 2015 53.43497267759561 15.680118495299984 +151 Paris 2016 51.122950819672184 21.198085156034864 +152 Paris 2017 54.36794520547941 11.949198207377224 +153 Paris 2018 45.7731506849315 36.811172339412884 +154 Paris 2019 52.20821917808223 22.72281465588924 +155 Paris 2020 49.32014925373133 7.458857376369018 +156 Rome 1995 59.67780821917805 10.85141534377517 +157 Rome 1996 59.125956284152984 10.481723613267679 +158 Rome 1997 60.45260273972603 10.581853899170923 +159 Rome 1998 58.78575342465755 20.341707676662004 +160 Rome 1999 60.2827397260274 14.662355669944747 +161 Rome 2000 60.301366120218574 13.68558578952963 +162 Rome 2001 60.5652054794521 10.709699325458592 +163 Rome 2002 58.55150684931504 19.576252129773003 +164 Rome 2003 61.05999999999997 12.978538497784012 +165 Rome 2004 59.942896174863485 11.47532391640649 +166 Rome 2005 59.00958904109588 12.478535024958282 +167 Rome 2006 60.395890410958906 11.92679638779288 +168 Rome 2007 60.57671232876712 13.676997217875977 +169 Rome 2008 60.20819672131149 16.17226743532121 +170 Rome 2009 61.091506849315024 14.458681531324565 +171 Rome 2010 60.28109589041099 11.563938305153439 +172 Rome 2011 60.90219178082182 11.206865812382413 +173 Rome 2012 61.075136612021915 12.547324524416043 +174 Rome 2013 61.049315068493144 11.625454301505501 +175 Rome 2014 61.882465753424654 12.959953934766476 +176 Rome 2015 60.57213114754101 16.531134240619526 +177 Rome 2016 61.185245901639334 15.914192883864587 +178 Rome 2017 61.3778082191781 11.916595484036199 +179 Rome 2018 60.82136986301364 20.327931936122738 +180 Rome 2019 59.215068493150675 23.514064479810376 +181 Rome 2020 52.67611940298508 6.224293650229102 diff --git a/data/freqs.npy b/data/freqs.npy new file mode 100644 index 0000000000000000000000000000000000000000..576c0d3ac2798c0977edbe02e0573c202bb6d69e GIT binary patch literal 520 zcmbWru}Z^G6o>JvxacAXf`Z^xD%VQHsI{iG>eYgql0{GuB-oS;VnZS#h<nF^K7?Z* z;f@YIL`DZ6prfhZc>>RHetiG8i_7!ydO|&^7t@LJyUaATX>|kRY18dxk6H9^+siuf zct4Bo^SIpeBueA5*J};0>giYg|C>?cbCb6G<xSf^>@2!DEap)yqFzF~jQ$F`RSYXw ztYK<URdKL^+QZ={+AU0c^tW*&x*fW|i(w5H_OK8?>U6q~L4c}(pW>iNUmc)s;kP(E hq@Rz_9^;h7MEnx{6ZUs;B;K5|JF(KH`{GaA{sMmHM`i#3 literal 0 HcmV?d00001 diff --git a/data/linked_vars.npy b/data/linked_vars.npy new file mode 100644 index 0000000000000000000000000000000000000000..051114fcb24627b5fbf77a79cd94627736f8573e GIT binary patch literal 800128 zcmbSS_dAvU|F=a6QId>GlvIjJlIIbTLRLy7D>5oGl8})KMJV!CAr&QiM0y^3@4X#+ zJ2>|GobSKzy?;CRb=~K_uj_t2U-x5%sNYc2(4(b!O!HLK?4E<Ey{L?ksI0lPsJM`* z`6GKrd*g?9AK9DT`@i!_#x@T3sOKH-8{6Ka{yuVAT<DAh^*Aan^i1ggb+9^1G}-dd zG@(XXUcRu?3cfmInW(#+0!}>-t7Mp(@pN%hH>YARl+EUziZWv)ey_JGp=};QdLdK$ zYcJYCpiA;#%9ke8Su8SZvaZ5)t>7aP0`0I8_-8B0Viu1u&dPc8uj1d0<DL?GX^4I4 z=6Ab%yOH}zM~TqmQ8*Mo^+wDj6Yj){$1}W|!+4=jZxfhC!Oq1;MuSL0==KlD$vry` zJ7<%GZ}Ig(F`w4Mn=l4fIkuhJQAWWXWmR)e#OCm~%T?Rz)=>N|=5vsKrUThCgs<1+ z{=*C|;%kMN3Pd-*ost~$aChm_p(v{X^fwhaEfUg+WG!<U_NHa12->)i={AnsYM(m! zX6CT(vBuq)#z7d6X!7<69fw?s{>s<hb!6zcs%Cz>5KAW%E~E#O@H+GOx!BNUeBCP; zVWvEYL<aEY|GR|sBO^(-p4Gzzn)0IabwgOIu)n0pwFDUic4)K?*8pX6LE7s40DgH? zU3e<58~Ivq9Gksgj=99iH-lQ^Fz<Ny3x?<7>cbyrvNI`=m|@y7mf4R5Lq}vj1h2q{ zzXuIcHTxiROV{7-BnfPTX4wtj%!4wgZC1k6B;Jd8Dx5{P0M+jlzx%b*5N85J^<A`A z;i$Xa<qg?<(3u|1)8QS*XGzjVbJEFBx4&^Y>_-UlemSR;>On$s&)gxh{vycb(>-NO zU4~)_r$$w_Mj&@GSvL}^Fk8Off5mbQ1pP0)mi{_~PPBD;3ypJNaYtYNYwSEUjC2j$ zc|8j6RvYZSDX)>HuajL!n1U9sNjVu=!>A)4l;CojhVWA4QN{G_ad4P5n)5ZS#QTDW zx~$a5khS^bcX{JH?y+~<ES8!=$07|PZ*U)~??dM{b~<8KjEMMb{1_-_s`7-#cEH^| z*4uZdj^gTRPurc{v$$BBKOYP;m}YzA+(<bIJdDVCgSDN|X1eaV$`u25&9vH6wEOXg z!r_6g>oZ{NqpX@~vVs#K%++0UWPF|d&amnr8FqCV^JwA%a;K+MAJ57L0r%kjo_99E zOC~8XIfMjajz6w`W*q}D<70Z4|4Rb?&H6xbr+E|+)|c%+(1&ZU>Akv2N$9tLZ!0@n zam<h_gy27b6H4!<*~&+O?+VT2clvp_C%LQB(R>7iBwa5o4$NY*_|v~Tna6R5SFatH zaSd9UyzE>VZ-Fk8PC4GmVYG<4(3ony1l?O-MBi9-foIi`58JAHFt%##x2#wnOysE< z-j6SWTO6lsV|7A6uS95{lfyLhF@9OlZy$yGdu1=h&yrEyZT3pk6*4Y$n3M(+TX3#M zFw3!I3>Q58D#K$pfsTBC>D$XyxLW3rQ2THK605Siyz=Yuq^Eb)!NDaE9@bUT+E)Of zoTUckr{-abVchTt^q?WzPr>7QQ&7_!CGI;&0nJW%(aH%XqN<ot@Scr%%*u62!H9O? zWEw0KDjvo*r|dE^e<@rH%rkv=s2P5W(<%}&7V%rn@y`BVM0hfo{b`TjB+~ocKQN{~ zj*Ac73kLd^@s^~=(W`AEpu$!?`Al#I1&k=|>Tet1S%2D%@=HX#Am&%<?l1u@_(d{o za0Fip>MEpeEaTEtZ_||482Fl493;P7hOV{G4GE!xXkZ*T`7^l!OPu!)-fbNN4gLR= zVpxVD?~#)G&Ap?bp(D%6usDJy<?@H$9UH>a!vZ4@CrDuM<+h%TB*KTITHdRl+TdmK zEAGsfbs)t<VYy}51jAy#MvjWCqs(^3?3QC)uqwz<5_548=u$l&tk5???$7*$I=&Vt zxYWK)XWszM#-B>A(;tFV{I+xdol$776fbGlp(WZ+eW|YX8b({rXb!E)4&Z6e$Qqhh zfJf`6{Uv_V5oMl{&QSv9(0h;X!S`~rP)4zBJ~1~8oaO_M`B_?EuZ+@JkGcv>Vaq=4 z8Bd1aKCJJi4GLlZm8FrBU&rBJT9Cqz&s8{SGPAU6We!igDrMAQqhQ_Lt8P-wBzR;K zxktKo9x^KjRZ}WbAx!P~r-{A4An8)*>QKrbD6v>Q9xYsn{i}iw@0CU{`nX-u7atPF zl1kWRlvhEM#ZTjgK_gh2KCl!ln1K*Vo2K)HQq(6N*mbRC9!@vk{VPSEjAMaE_g?w3 z0edRBas<@-K<DZX-6J~}@l5yR(vso~$R6}MW|NWtgp~_?zMsZ0F`&SFUV8{fugn<= z-&w><#bOmS_eb#2=q{TTi53Vxdq3UQq7hFtDw`}nDaXBGGULl9enPX_Nwa%nqv*T3 z>!U~i3>-~qru(kmjCAi9t`4y_g46aVO}*z!fOvRs%0H0-V0phUg(A0zyxaU#$VX?; zSoN2MTVpR=urrvepzlOYRYrc=>?|1bmp`c*u>#@V$pUJJ8!?Y(zs8U2ZNO`>bnt4! z6xQptdB^OZfo;sDii4^jVaM?wV;}AfK#H3kODg{Y?4)%TiDd7??hbJ!YjQu#8?^Nk z&(6W?OLALqHv^bg1<HdD^uTvsZ_AbQ%W$KgFZFlI5?DtyKW8$bAm^j!4<B3Bfk?n( zPcE-zP_)>7aktkNT>GKk+Njut?5S@ZUQbp-<kIJado;zU^RfEq@}~~SzCFsbJ9!H! zkEO-4Y`4%>b}`G^z8GpVjSfCf&O;%(?$-|!a=|z!bbq7jFgpGH_O;uz7~Jg=cWJ+A zfy+WBO&TBnz~MqKLyqh@`0vA$Fn;4Y$di(-P<cEI`P|B@>-K~Ag6m!m9gc%Oha7SF z4+;MhK9!IA#?haP|5B0b5IEnve_}SE3+5FXYM<<$MTPDb=U^!s;^7~1>Oxry)P0F_ zttX=uy>|5fVF??9@f$UJg-yvI66~EMUfBsIW;eQ?O;19j*_i^4g?5lTWPMvJun4NE zw!JRT_Jsg3$3GOqHe9i4IxQIyh-8;y3FTZOB%Mn(hzqQQW%sS&cRQQmkxAeVDY*%- zb@UmPtxv++h7MdxT0=lD|FH5cTO%g**REf>PzVQ=l<kVIQE-|5)MlLh0BDA#@+zzR zMM<5+jmrfCz~1(3JyUN2s&lJS+RW$R(@xf<eLdAkueAM%T}dKx&`4UPUL1#5F5Ui{ z>SIt$m&QXmkq;ppZXbz(V<=_&{PpuwG{if1<depI`+$6#Id+UM84k-v?)Pi!19Oj} zl4i$Dq?F7h(phQ4tIe9Lxx4@21)p#CZ<Q8<tm)XGx>Pi9N!0%Knc4ssA9~-BkapPo z-76m#*a}j&?2Q%@rto*2NbrY^Iq*`i)QR;UhHH9U%ySwfC<|k3C5R8ecfSm)M~{cm zN58oDaP$@w9owJT&oYOhTKGul$UKS$V4vyQ7)&X;>Xz&+!HTn~QS}mSph!0=`DUmN zO~bP$Xlz$8#OZw0q042M=ut6MsoR9njh<htEeAn$B2SQSu@#Fg-BS-nZ-V}XZsC2! zWhh;z(qR)^fQHuAuGdGVpk-;F$@Rb`{P#R5co+5l1%l$kS%zeEVAOhDpwfw@4Ybxz z9frYDk0FrYH;g~#94$3R7C~!8{PJm!1{f@&osJisL^UnP?iukySY&b^-=4h!?&j4k zKWSTWl>5wZ!qqNp@%vVhb!!gd>%R2exJ5@?(zY!+e<T-gDr&H5YWIWFOh>JxY!Uo^ z6&YRLor$k>wBuA{im>3uM4hSe9KKaQFCk4@gd5)9z2a|e!oz=a%%gmbX#Z6B&Q^Oq z&~t<`-II#}GpAqVMuR1=EqW?(X0ivwLs#F6uJquldcnnNJ~ra}`-eULo>_*tR~B)M zd~3jVl|%oe#sr33b}z9pnZW-lvfi7v4C13BsV;&d!B}QNe0gNJ0ruQK^@iKD8yEOv zg6<m6!2wB=6PHFvpvvtj6B0iT9jh6vZGv^!eJv>Gtm+bYrF_b&{y78({aNkxrc>|} zf18c{)&iKOI`Wt7Xols{W;LItd7L^lY2*+-jCuLbLRf`TfZxLIP4BH#xT+rbr&N9b zYBGeq-7*%iP3mj&A<Z%<>!rN@%QgtUN3ZmsOK1X?O4DUlt6V(9!4se3Fo(BC@~U)v zrtoR3;HJ&S2;i}c>2GPrv6pXK!1Fuf5N&*obn$y5aGVxAqQ}#PS}vwRH|y)M(G%EY z6iHy&f6@0nbsyR1Vw8VDl7>*veB_oi{Tw*@NEEnn^uzX*1fw;he7rvHI<vpH8yB0+ zLzNoZVC+q`Xlc<3R6LIBd2+i5OS&2i9yGT@XY~o~fa~*M-q+OnqND|!emijs1b%~J z8xGmj;BlCxzd&MMssWZ4w<Ygi`-?jT5+5ctj$_<o^Wu_=)cxk*j#KgJ^RR!{)yXJY zGM<=l^30v<1vQl)s4SHUQ-Ad-S9n(deYs8lkY=IOrskEA<U9lr*6edV>wwAgeTM1P zB}fU)hZy!LOh35iwu4+L>Q%A?+Uxbg+zwaUB>!$SXSS1Cav`D8=Qjx_g)7i-T<lRo zD57AYi1F|U4e|1cqJ7t48CG6og$H$$;bewcB;Fc?%`+b5HzUi?YU7tyufh-b;`Csh zXL|>hij+lFQRk?c>1Y0rCu_j5{aE~k+BpdD4|VP{n}JA=C!Cx&>tUCH)j1dX36Nit zc<O&<7*A;XKYg)x4kS|bjf_<3376V_iKg~$!lTD?A1w@9q3-Cn{re9ugX57S*SRe# zA^L{=+`o-Qd=QXf&6nPcO2mqgoBj(p#&}|+gX1GuvyAdYc@AR#^+4I*=NlmCg1ck* zyK(#|XLaQcS1QoHieS9ry9~Pfe{-hC)xq{1M_azvbz`Dh>>4{A34VSb{+HcFPw147 zvpDyz0o7mb{^rl!gVF~N8O{IR0F(E1=Q8AJ3F&p*HmlQBpe?iiI%Y4RbwSGAy(e06 z>P)VFu;>UhTbrsg57QIAT{PG_P&JHtLu7%MA{`h_W8<p*s}8QQ)TXF}E+N;hx}8@A z#__ta981!%HQ=s&=uX2+!A7kbx|rT!OsKru!KAl}a#d&Nyx%UtjN_^qp`OYo&j&mp zcJ_mA|CdkI^dw+;*VYxHzK-tPMK_MUDZsm(S8~hBCQ<P3p%-k)<*=<*{hf$^2e7jJ zTHqaChaBE71FYP$puO$Z_UVoS+_%OmcI5LE_}HBkaJ#pF@izvz6@+5&*7N5cd$x_@ zTeppqwg$AsQ#V4HSUjlwOrPezMXd$Q>z6wpC|5wm%K?`2e`aCLi?iHGv;lp7wZBU^ zHHN>P_^RS@9D^HVwl%nw!B9wKz;hldkK<%vnoej3sdsS}X6$t^ZV+*y_#t&Y<mRr} z_RZp1r%We;(=t5TI9Z~*qZ2pfB1fYnW^to`kfc3PfG0mmzlR-LQ2TW2g8Q)nILc7< z)obSr{Jg#X!O4FT2jYSpWnZr%bZSPEl*gb;_WG?=kwx5}dvziqun&afHP<{2G~iB& zmuynpoyarYNmz6o#G#5~@*&BqxOeT>RRupP{<-m0lD2IVJZ>4IW@0Ob<$UwscZZBd ztx~TKe<=fH+Sf;f?Poz+Dd(3tKMA&qi=3{8%wT_*P>r$qD*P@<8{KWO0s0JA4?0|L zMt-LTef~}oc$R<B_Y|MUuf~4tmBl2C-mC7ro0|;BB>bEQbyjf)?{Su?=S@(M?6iL4 zMJs&!Gmw;cycz622q(ntr9l0zr&~Eb?I3KmXIrdxE$lff{lY+(44t#;S!q0Tu-7AO z)xl{A+J<GGJw3F7K~lF|cFI%WZL;~*(5^|0jCSGdd@}^Tk^BpabS`*K?|hus%o<49 z-DtE78wY2mD>B(Pmmv5;Z~B*aR2{@YjDef61(shu)(B3WMJFap`c%6?Jgs}t<9K>E z{#A()GSO^A(bLV5A5~iL`$is9vT8d@c?qDCV-!|<ihXx?Zvk1_Fu~55VF>k|@aE;C zP<inwza+X5)N}2qS~*t_mv@&M>t`>(?U3dni(SLGMykChYB&k>N{pJcf{~~j{42+2 zZV09FJh_b(#^EO;DfQ%ZJ@zvmkZ0NT7S1_Y^?wjrftFLR??FHp3PtW-ee|;r>iL}p zE`M!<WfD*3akr1qJ<hT_v?m<L+mM^xmyB+<_qZlFR`Eu<e5hL444(ASYUM4Q$7ne* z?fVPUI8qRO;7ZAFcoN~g`F*MZySXo!{MWWX<sl=9@>Jf>#@g1~Nb?5<R$8(L<9a}^ zbkgilN*?x)rGC~3s6lAh`CCGnmXO@l^=OCJ0PNBjWeXVo2I)2|z3R)&7<8WLdUD|g zJU;I!vu9!$cXrJEnG<RQr8UeDrX7U1rH_%lMYC{tDVw&hqa8#(G<9_`HDPLcK=$67 zJ?KLm8WVG##Ojg8OEYeLxC>s3h<}@cJv~-R%gzHp!?8@zj_C#UpaN;P-4(ca$))36 zem9V7=fAYMj6?Xyf2^J5YZ#@m-P9#%3F2)cs$%c=V^v;2`<(?u(M9%jm7q}+yZl+k zmoo%@cJd!QEJa51eLr>HI5xnrJ&(X8jb3osK0-Nkh6FBzm`aA`9$cWg_MV0*57jG@ zNH6X!;<^1T>PL-9K>OVA_?bh~XsG|NGa_*ns{ON;v_u*qW3N;`>+z>xR+&Y(|EdQc z{A1}!<EQE>)79-2SEk{s*r}pz0qq#No%6x+2|9uz``<Rw*-3n|{gdQ*N+}x8r?|g< z)=A~%6K|z6C(%A4QA9m>80@TBFAO-5;KLl2u+o*nOTM`w%e-ME(=#+UERBF=hn-ya z#TpRyqR6vS_u&Tysr7UsDVX_HMWdFLmXIf;`#8X52wZ8($nV)V@k7$F1!>tjXh<k| z$XeBcFMn8k8C2+j<Js4ZAMIX2lJb?cH@`=4)^9R8IA8#83@)9qPwWF{xAEP4>0RjF zaph#yo^=qZSMe0?q4E!<;Lrh{L6rD38mqUr7WFsU_0DwB5OaBVB)(RhN8iDF_w=7v zgR0<<@NUCi@QxoFQlgYYQ)ha$h2<db_K3ey<5~~t>S|(y2bIu!EBfcl*TcXXF4}jN zVG5S5^<~a|+k)I57Icjn3ovT6ZSx(8me_yAMfbl_3SQF5zE_Y;0m<)AzWdm$0dqgE zFn9Spd~^{{%2H^7pK)_RQn3iJrNli$?DHtSN9U4SKM8_JyGr-=kWiRCdSLW&D&8r3 z8tWw)jZ(b49e$^q@XRr{g*T_k*kbh8n`x#StaBC~T#K8;rZG7VM(<X<m(A*$O+SJw ziNr4UvRRx7J*qe=J&YXvVb(lGL-=>U%-Co8GECWPcsDEf5Aq$`zsMU`37?hb8%|uM zAzb_s&avV@gm-#IozCg~LbeYAj`Z2xn9`__$4solkOHPB5^g=%azV7^?Gy!l?nY{u z+#N=vPK$0*(+oVyH3;+e8;7cZ!UItk=b@>7U(>UUao9$PRb3=3<7&(E0;8MFAk`PM zG;wAQ*d7kQeH$``dm^^$9OWlNl~_#1X7VIxpVe|usTl<RliV5Xxm9TJa)6~XCKGvs zC=uPUso>)Tx?xx6@Q}(!RYRNs2RVmb4ZG=xXV2We85A%9TYF2=^LEk^joY63>c`BW zPm%i3hOTCOQ*=$TXNm#=`tRg@*V<twNy#+Lt{R*+O5+!vQ!uzhCd&BeFeC@>9-cao zitaF9zDVlE+$x)HSCdX4Zd0-J6Qts|-_9z#boyXf>}cTWtk2+dSK;ASUm<=N@mO>s z&Y}e8wy!&A>M%V6zXk}rf`JzfD%S~h@F0Nck7WY|BNwvH*#1QPD|m8isc8%IJf7DT ztaRaTyW#>3uMSY9e0=!oeFpscdXe+6Q48>&8<Ia|SOb!2OYyCPbHGq%D}N|q9*oP} zz62K25-avw(XcPg;tj{bXBqlroRF^mG4#9(BNH<u)?1swT&T}T^wBtGWc)C^l{|)@ zj_gsN=$?U~^iSvIqo+XIjqH7me*}2=6FO<5$f!t5Sl>9^1SdB$_wS7uLQ9rhzhhq- z@DPdk@9x+FwC}3AGQcnj@uJyt*CxIKceR(|WK=PDi`whEA19-rB@M%)50j9-Dy}83 z)`4@Ro1IZx4Zxn0ab797AG#-Arc4#~!nMEE^oc`Fn7CK!c=G;Is1}GdVEdGc&-=t~ z_b?2B1nm@YNO=gqPkncCF&M!6)tWrFn(|TO`)mI9#`8d|=gj@SLIKb{S@B_T9OE_K z^yUK@WcxUlmpeC5)>$(|)3FF1ja9rVx;qCsIhh^@+~!e*cMo6Zi$0`L40^Qt{TT4i zDEIkwPC(Mpr{T8ct#Gtim(XLL56^fRbbMaW5KK(`+IQ#YqtnaCJuUm*fLi=NrJFAn zV6Sq9El<fJQuf7Kvx`=v(rv4rXH5gR`;BkJZmNE~<XTbn^-Te2>m+oV+{nQ4+}Sh} zw_!Bjsqzt>mN0I^v3_U&F!~)2Qp};QyN=|uFRRkXNI_ANdvQ(Z-2Pswk9h(@od+v& ze^)~4vs%q#z0258S@En@dl9T4xpTe14xf55MoJHm(ej|o4LZI$&@4T;IP`N8buH7T zzs^shj-<v=5cRwGt)9P-U3eY?^J7QvmyP0sCDZCX3ajum&S1ihHVpRMaF?Ws{eg>L z6?j?Gqu}_~!I;%mT4E_fndeWTP1Nh;XKdA)0yD*$%Wco|A?>^@yQaW83J6p=?xX76 z=RZ(xpR4%@H!3w5dTASBmN&qd{%$q=Dp+Ap^lU+NOcAUZ>xWfK&FoImE<E?l!aBQ+ zf}1bA2Bfdgq0Pu>MD=_Q&f65^{WnyL3qhPe2INLScDR~-=VmWXa2z{K*g->dIKLG- z6kZ5nnzA*pqaLO8?gcVL)q>Hota}u7F5bKTt2wfB6#jfg)3WRl_~GJAeP6R^dUO7Q z(2o(IH#B_2@@)>w--OItt&xG(Gjadfdt}UF{`=qUg%LQUeTcj6<~SVX*)B@UPr<>+ z^z<NyE~MEL+_8Vp5?-E=IdJWEEwa%acVP4Fhb!&L5pMEDSQ}bEN~P-CKE=F0N0nAV z<0t7jdsG)Bk#*Lyceml$S>-c7Wrx9*m##9_r4((Z+;;E>*WkO+;Cd6ezd%!JWa@go z6Y0$ltI^T*V`@-eWz(ryFnO1K%A;r;Nly>P9?MuqA97pz`%k|?G?US0{=X`CB`^E^ z!YBh_|4<-}PGcJy+2;Ay+Ap9*eT`ioPd!xJE_PT69DxUMIybo=SAnC_gQ1KIYbeJ1 z?RZ7-3O>kx^ns?M2c|Ez-H_&O1tlfpFW<g4Va$e6ifQUFIFygH)_JvIlK;(zTimpS z$xpl!2~L%ml{B_ed9Dy{YX!#}71tvzou&b3uHmF(>$9F12I3X#ssfc0OUUr6{qm#X zSx~waRpm)D2iHa~bB40bqt3m+6Y7p*a7p(S=K<kvTy+eis78=Ld-=+G=)PIp(ec;q zkl!4%a>t6iyg);U_wC)<iNR>FUH_yuZytyp!r9S=34Agm7#@G99Tpo?p9m{=K@_J# zm^w`XSba!U3Q`=#x!nhIoo3pAc6C{|q;U$Lab0Pbh-pLgJ8&((uNX`3Ka1JXn~Gio zs<dBOmN9~Zb;>8VALS);><-jbK}^>3@fHp;u+K}qBB!L{eU+@_Yx`E=C563e`;H>? zDqUEzC>;W8P8w6rumw17A1*%4xs3lYsgUpf7y|c%3+-m#H^7<+DCwLFFi$Vm!x}$~ z?w6wFZtYryQu-qs-!umynr3lZ$?H~}c6<A}a_15@99`1hI@$+fL6?u~w2tG1gj6=6 zm<XST{O*0}%7D0l(x7PG1!(TjJxEFD!L6k=d56^rh`Gon@j#{yUIm3*=-M_6KI_J> zf0)hUsrG%UXXxfp=Aq4t7driDP4czfsu{!Qs$4QY|C%66d#cUAE)zu5{6FmCpM;?+ z;ybu3sJx(dkElD{60%%Rcw3_0268WUUHDu;<y*;Y<{Q`A@o<6**Jau@pp?8?E3BME z|FE3xCp+daMv8v7FyR?)+^L>WqxuRUqN*C+O9sDP-b*?8OOW-Gb@)b3A9}ov{HJWw z1d*@yy{PqG1M%^if%&ys&|2ssjWjS2dQWdVO}}#kZHvcU6JAY#Gi}WoR^ER6epWz5 z%xDfwnsrlHglplW@J~rr{sve+#5ZhvaRGT3`JK4RYq8)KulzfnRY;TB^e)nA2c>S) zE{0ze?6I77)qU6wM~0;>{f>-bT)=C1MD_9Li^^@!xQ#=^U6xU)bXp?6ERB8_)u-7w zvt}~lz5<gL8HHW7o7i@S=Pv6Knfm<WU!G`hfz^|^QN6pBpdp#xe&Wsmk`ju1xZYBI zTKXPINhu15f09=@`luPMscdUkIz5V~llMFk37{o#lm6@uKehq8DnDHhNF0MT*$~=W zoFh1Hd9r)pWIwJx(2hw-X@^>cw2BA&x-fW1=<Kzl^)T`DgJ)SP1Mya40LHUYz)rKM z*qTZ(_Hi1&c*HdeLw#XJ(hfDid&5NL%=J2$h&)ztpPhzq?&vF)hVmJRXC6NGWA6yu z{ABp+EtNmJ6<_n+_I?Uo-{?P=enUcYv);0z)lIZNW^*xma0X5&mOmC_Si@wcur|{B zNw5`o;w{9;KxpJQKgYed8)-gulI5uPy|_HAeHNzC@2XsZ(BV;(5Ne)CaV!Oy>6UF5 zoi|aHr#-JRW&%5UE+>31_<=F(;l&}s&B&nk#UtOe4ol8vx34WtgPZ+j4*Bj(h&6lg zaj}F1_WNFXOFy4Q4ZkC+2CigaiFxThf18ddklw*}<5UBDShfDuIXQyAX`0<>_uT?^ z^5DCGG&1}Nf1B*wJ_Y|32DF4~Mndv=vx1MBB&27PXgAqbj)zs1!d^b4z<<r(bKVFq zV1d9OH=n^G9*PqOwWe~6Ie19C=npMH)J#$TkNXH78F=?p;13DDWy{5%n9l~+LXmir z^EFVb-6Sn7(2U`2Q|l_(L!k2BW3RaCD#S`f4QWyL^UDcmX+o%T{`&_<y4II`_;yD< z-m-NO!@zhhJK{TBmL=Kmr21yXA9guXXokVy5m%ZRfrj{2>_t*L)pu3#58SFrCcz#% zn?FP9Gz15qe0rhNt!Ns2CR5Cif`$wg+GbHBn3RA0#CjwNwqM<UR!^=Fwhv?;_>r&- zJo+|{H?CD-^LXA@<FIa+l)aY7d4dGG&J7kN$EdjSMzUz!H7Y-Rf0{QgW&p11?!O~6 z)r9vG56mSBO+m*GCZ_TC6!biim@GiW1K*6dIoG+4;{H=T&~<DbnHt@G<7y8&G2E-W zz0wGOAm?OBb_>Kd9hB4+$pWP_mWBGq#~|X;?=qw38&K{NE>)e7jS}OfTmMOSA<u`T zS_(Dy!t&s+yM0(Uil#FMu}Idz!Rhy2)wTmzAMW(4wRsZB(v7zdlvHEg<o@!?#6I*9 zX0q>i(E^{j>v_5b8i1Ailkek?6OebH^5SQfMKt&QKslnm1h@a&qeGv-gj{#x_Fj8j zhwk+|tqFteAj5cOIXq$(MzrVxEIcPLSM71(AI1rE+FQPSV;31k{#+QyFq#6regzg& zpIN9J_X>@O8h|%~KluF9sJ=#c7K7gMAbQrg9njPmM#iN)I;E^ZJV)Qu$tEz5W(tZ+ z%Kv)N_rEtw<u{t~lCHUh`}YMTx{ajY_KbwA!`Y;LnN%Gys<J9hrUMAgZ^%bvSE#z; z$G<I%3wYwNdg-s#Mo@j1zWRJ)3|jBk_wq2!!@;u;Z>S_t@XdFDL<X@GU}rwZ+1@vZ zGq=W%&#}%yhxkFWA7WJ?Ykspxhn0dOLsu>_2PH!NME>~%y=ox1+>B>dXhWX6A^C^( zNg(mQzVa}2Uggd>{%0${giUQ_HqK-1h_&;L5ARGtw%_eiL*)_lx@y0x<I@Jr@{6|_ zyq$$JgivqA6YXg0bAa1Yor0RjBG$IjI`LMnA%m3j42FF=m~_az84YR&48vZ{VrYxM zR`<g&jL&*2v>vpGN4+Bxe{-gxj=8t_E46vtTb{I^tFa##?C+*>U8N^#*Ic`mRlEhm zr%reqQN}?anfmw>12D~_88&-!8d|c(Z)%6mfcaaGA}%UUKCtJ_(;A_1H2ksRqVg&d zttG9>FMsOApnp~|C)9@Fq*NIrA+iB1F14H#u+0OHoGZ4GR9_~A^RQ+4vmh)H&d<IV zm;(c$Dzy&x83+L}1G}}Kwjs?D{i>SI0K~7~IQu-a2W#;Q1KT_!LGye)-)`0-*m=?F zn!+L(d@@H2IRsYFd3%-5HP2zJXxqO-a%l*8BOp`sbp{HR<+^vRtl=BJK0|@zSy+zU zuib7u27w1Mn#zyN!C3m9`w6+T@H1Ljgpcay@R`0mC%CH#Mi*+YTSWHZMCZzsflmh- zhW|*rpf`w<Z3H=+v@xI$)R4FPx&|9OHN|yqb2wyBwwvB?0~6|}R?c&fQ90W#?Dumr zZXSquF+RNjmurvvpZ-V!tIGR!0ogrB(GU~UtNRR5GFg#kBI}SadZp_wM+fZJi`-1O zPKNgD4NG3Eb+C!;>?#WLFqT$XdajUyF><bd6~B>ielRb@TC5*CM(_2eIn2Tff{lJ? z5)mCf-F7|X_zqPC{{5Jt`sweq4pu9K4neX>a6p~P2$0p;-(MT2z{^P$;RhqM1c#5( zoYv?2KwV5^UxCdioMN>8YfIIuUHQN6KSf%??LTenD&rO*Pq4Ll?8!I;*OCs?nRbGg zN8VbQ`y5hEaOO+xF2nIHgQ$ov18`5o`?E$26+eBio)eOqg9&wi4)*LnQ0J^wB6X|| zK1RlzIkhl@p+b8ke?41(A>J#Wj&OCu+wFC?#o4xi#rp5I5wSryb%xm=O=F?Z;P>Eq zV+X{PeDEP~ZNaxK9$!7;EL_gA{_RmU4nt+)L#5W;_)&~OK_dJoq&2=$WZYH-a%`GD zu}2C(NvJb&GBOtflU|9mMo;1A()`?KojI_t*CF4yts6Bb<LLN|hM_1y>=Ehi0DcSE z=UPzHgk4%?>(800@Xtrp^D_ed@J3vr>b-mosu}My_g-2+SB3Pq&!8D4&YT#enb?G! z2AVdu+$NAyZwaiX>K;2XYwhXPW~q4u^WfurwMev&jF*<3$JWfzUG!=+1Xa2jvm<hq z!0lzRlZK0isG!O_^1`GK4KjYyMkUwdY%59MIei`9bdl++deXpqHuDN0JQJJ0%v;)Y zE#hoNp>t}{BA6L{p<O>cg#33@CrSpFVUPEpwy$mN7;Os!Te=PCzF4yT=JjgW`C?Q% zJY)#c-<Ld^I@p4|q18?F!pqq8BISUE!x*%jeo@Ld){TS3tm$VJ=D_l1$Y*u)K2WLY zJx@^R!K^-22H#)((Dl<%*xi)^2RjF<I~J2MLTrcU!OlJus6TeJi8l;ej;9lC_T_`P za}2(&qw2I0(J2^AL+~2sc6K{ULwpgsGpMkA3gudxEL{~xf$Kujq5n*$;OXn5>K`u7 z;pi`^-rCI$STMcdyYl`oGA)R56j{&^{2rSKM$Igs<;CK&2AzwL|3PEzi{}dN3OhxN z+C72w-E2+!_YVT)`CUBwrV8Y1)X&qV=b*({bmbFvT4JM$p!(xWePHdAPl=MQM{c(# zv%AQ{XgDXuU!FA#Nr87)Vw5wGFqt@hY!?ZJABtz3HmOG`4$qEgn`NAhG5;mq(+4Ty zSzXBw=kWzmoUi{&Cq%j*_PiiO24C*K`5t?h(4RwP#n5~N9YXapQ{+eC)Bcj$*??v^ z{w?NU;ND4WxK)u;pYR8sYf#2R=Nq7`ggZphryfeon;nP`rjXZ~eE)OQEQ)H1{9B;v zfc)AldGpf!xKd)A&qwv2mC6H>x2)=LE>fMYa32XB*BuU2j*ehlr&6W!%?U^V?%8(} z19-+uxVf8S4RvN~n3z`kkdM=XuirEuc06VOVm394k%cESA3qyLW*fVw(SH}A?ON4o zi_l7}IB@2d@55!tVT3y@Cwt(z&S!zjq-lt8PK0wYYp7vXRi*uK03{^|oS(?ED0VMt zU&EPvc%7!CW)igt+J1`ikJ2d^M|4f=w3$NHIlCF+_;*wc-=pp6lL{iG<637W$MKAd z=?d$@3YPAFac<je54!)Gyr$N&g7tR?xNpT|!i-tUW!BIzP`jMgBq?8tZgw`N3D4+> zdX?=`hC_uIwQ#fb)4e_%ymqXikf{+;_uLBhHkrb!&U<4`qWiJN`;mz3Y%gAt>#{RH zM*%5zdvUEUGAwL=O(=Ytg08)anF~d^5I$%s<R%&p+a5eVw=zw^=LXMJ1YV6IPl0s| z-{DoP%}vZY8PbGK^bej!84lw)qw{rM)ZEI3N6IvZ+z56th$pfbtfO$p{f<Zfb-~S& z=ru#jP89leVAK;9@#`1Wr`MxLVQ!UkbPp9TyB>a^R~Fg^w?0<CF*2Hk+G1s!EQ<~} zwDXC6UdSl&I`{S+V=Vv=+1yL@-s7NPtP+>EQHRd91f9pmWPG}9cIV{v0kDqXv+yhH z!NoJdU-w##W9fFYlOK;${StoV10$T_FtYRRm1)@yIAS%xaPit4-1J~HF8$X4k!KJ0 z7iLDFpmX$nNzX*o>)1uRCeRCZxjRlt+{?rmmu;V1n|?z^_$zuYW(r!z8MH9l<-iOR z!(67`FoXz<USSKQ;>{h)GS8ES;6^li*Jp`lv^rF-z+g9nzY1&xNrXh8)BQPC)iZ-n zWQ9{!)9dl*p@f6^%6$M_|6WvQ_o0JA-Q@Xp8baX2+)U(|c^s?GTg%cKgh<;D?5De_ zI_9aNva6i!_^i$DYJ}zp+zq~~^h=(ElWCW)<k{y#L|@J4JB+=USEr^UafgQJ!Z!SV z+vYN`2Zna-m>z+lVOEV>PuoFRYVdB8AJrFHkv9)CnZ(h&rHx$69+W3tR&VN=#h1rr zTQWQ9Aun`yOY`hJZe(mR%20XhMccQ!0mb9^I%t*F`X^Nv{Y|eC!b9cHgX$N%d;9S5 z9@g&;S7s5iy!JbB6<}uHrK#gn88BtyX;Ce-f@02ftyzc3Q0BJ%bZF!{kSlGHEn-GN z#4w9ihoJ(bxVcWJy(Ob|+Q*t2AR+Ck+fVwm3gCh9yAChMWqi64nC|hT8<(n|(q3li z$9GjP*W&jTLR4z3yWnZ6|3f~noMAyh8Y$YFj>rCDhS5M>eC;$$J;@M%Or3k1;+{c^ z<Ypu^?5;JDsK;AFsli3eMHqd4CCjsX7NUvnCavtoXs!8<;J33Fo~h5G=GhUndaAiO zxP1b+crH{9d|bfM(T*Vt+YTT;JFd2BvkaP1ef{HqH=xCCq&ar`Fa$q%?{;kW65hYT zt8v?D4SRMq2DH3LN3}0$ayuqAfK6UO^U98Hpxg62pd*-(SjlMC5HHz@?&YSxBa%9R zGiIQ$cX9#b_6l3@KU~0CuXvSRR2;l5b@PC${07opR{SX0-;NS-U;95xb;9(>eNLrs zWpK&*dbG{^1$3Jli*TXx1p||EHlkZUe&ol04Kdwt)c?dizT4xdA>_eqVcdtAKSWud z(~uxCd8AD$f{v(aky`w^z8Qi>uDrN4UJp)}VE#z>1U!;T4v4=#3%My}TPHf#(OcU( zT>9z)baH%u_H~`A^ZCc*7;n{LCri57ySyCmtjy&It?Y-G^_Cvet^xeSG7>L!kD6Cs ztBOykp2MQA#SV||7E$wDGJc92<2dOSV9;I~4U*l1&yq)1u_f@gX_0C-#PMBCRneM9 z7dsCcaqTtgdNftIV%Gp_>E^w*f98?(&x}XI*%t6-w|DI9?L`T*x=*J!TCjAksw^jT z6!x79^hxj|!TpO0Yw2P`XjVS^a;a?+uJ)E~S5}yXxw_1B{+R&`_IXASn_mWZF*8F$ zscyKHU!j$w+zC&dTv@kxs6NY4PFlr{VSGe0nj^GCLo8yic;J3+48_OX_PKa%;?5$g zc#{XqaPQzCnfpW~zDg&yT##D=(blaea}#qoZN~iYxDhSk;)HmB5F-h-cnvQy6;@Ke z0|8D8RNiUQ<4u2Ia14^X?xzY~t%C2Nil(bFW1#Y^nTGo!)$iE)8#}hq3tPOOM))^q z2#TU<e&OPikoeB%HSc2zQeFn15TVSV1>x6s2ihKB%A=iu<^phOh}0^i$p(%K?;Vn> zd*D9j;sNFd?{E{;cAYYr$BZK1rC1iKufKF*=#?YY&n#xXs+2^+h6|&DugP_IslMie zB=;f;j+$LMlRJeR%<)yU<{7}YMM>*A+z$0Z|8)s8&SJck>#sXM*RXcuhKu;j7&hG1 zu+%jt<L?i@rk-1Npi|V=zbLUr=zEwtuC7nPA8)UxK2<D4r4#3bKE7!N-d&+z4hE5- z)#u6n`I==cA2^c9B{2&<q4W*%*?B;jHhihjS%F>G0}e9DPM}`$$ydMZ=TNVmPwwCL zRoJV#q)k&#OT0so)rh@Z0(trN+S_Ys2)0iWre}9`f&cVLW%re8pgDFhl2^BbYS#o1 z={@>!<|cD3+uS^ac|{u~P}=aVuW8;U%On(S7T$P5&Dk(I{_JhqU?Ga16lG$2lLl&M zMZX8i=71CN3XZ7d<Lz~|ZH@~Ku=7%$x(;yyEH*#xVA$RSQWhd1S{_;OjOmWl@0xiO zPW{Cpq}dOPH`jd<-wlF?W6-Axas&J`V-}X(SOI4Pp`t4_O)ye6p0lea5q_)OKSchs zf|j(tnQDhgDEa%HlZ#I&Xl=44Ca;X(M`jV-j6d~oU@UuPPbl^OAEcz|{wn~3Gqp+{ zYP5vqqyD#pCFltccmEj<5g5U@u~A(cY~!#(pEDd!%~wi2{xA6}0il<xPoE??hI{V{ z8FGIefC#z-ZS9;zcz(1`RQxCf`Ub||5x9!rDBU%tt6P0AD)@M3N$(g=Put5~knKXV z%P0G!fCBzHyOmrjXTaGbPW<ciKPdM<!t;c07VpWp3QSQ(@iv=TJsV365OOFHECN)2 zfX0u`w5}QXh#0Bg-2s;)iqv_u=ke0e4Y~_~vv}$0XyQ@386Y0|*}45<J*G(|Z_2IL z;_^Ovjz{6MaNRPxXo*^;xPET)`E8p&xLaK=cU@y1g5I6hi<u=uaL|C}H<fh!5G~84 zW6^}(s-<bU|7LKK!>O@njgIh4d8~;~m5f2=6YqpwTHw8fxYFkbZ7>iRfAJJmKezLZ zP{>eaAUOT%xHa*m2)m87zJ&`7g7**i11F98!BMN2O-+6hH-cWJ%Sw@8##QgV#_I_% z-rLVi^S2)5w2%IM+TMe5S$yYC+$%wk$i$z`H|sHKe(gT1T_^fK|G7*rl7kO3Y;S5u zFX3PC+Y>)r2BBgx@n=qz<K+`2t!&EF_jO9hv*^qSb~+ZlxHFIezdbxpZ1Mktfpy-l z`?+Iy`H$3;RnHjmZ>$ywjt{|$tmR4P^V^6ye-#ejk{-mme_@(dee<|<gxP>UYYfS? zm6h3Psc>3CI!d03mj%MfhDk%Mp!`r_CQ+D%m~`2itTaJKV3#~5su3}Wju-2=oQ^fY zC+m|{XxtAx4!WydS7-?gEn0T<Rxv=?UT?%A-vs7t-(Qd1r>_5Kg53J=Y0wnClPo}) zz>85fowKC_Fw(tZCV!zAUus3X6~+ZPzx|qh`IQ!`PI#>LhR-6*>zTGWNm1~$qRX2l zY933dxqpm@W&rm3>Q*jquZGD|{!FWyIVAOHoIDmuM^INkTJDlMh@Haa>^=rGgo@{Z zwx@pl18J_-zq5m@(0;ikTT7%HH)Q|rFz9PWmbZOj3ajJr;N_BFh!QpDm1B1AWX%L7 z-7%jo)>?<Wx5an&;2bL7v*nAtybR1&tcr~kXo=BzW3kuiXbJw2%*8{~J-8lza9RIf zDKObT7LL{?f=Obbgt*iSem-uuG9)<!I|uWd8W@+rFGr%@`AICqH5+_A%vJ+KdmPvn zDoSCh;mXax?Grfv?%Ub=7d;>)X?{qdb_!e*T_kOoUc$xq!fJ2phS8pOg7&!IJSZtJ zvfK2&1OJ9%?*5hukcll)Zpm85Op>Q)0&hPs?#c*X5%__B6}|``Dp-bZOB4QV7K>;k z7bx>gd>Jn=<gR^MTSVzyw}kkp{g-g!x9PnlWH8=#nA59%1a|ZHDN=R}W2)Ylb2lDR z`Pk!Q;xo4MAjVAYBVOnQ559oTm#?Pa1+1S?JhO<8^d97e$j}o7d)W0ImZ<Z3fY<S6 z**bKo-m+56nL(kDGKp)h{h+4PaIYk%6Sl@>&)sXLC1zClrgKT=!`1&jexFcWhQw;a zq6R9Ts9G90PCPpZ`^ln(a)buhKQ`{wYPE*3X2k-es4D!ui7UsKTd>MGx0jK79&3EL zt%rw6=-XELl$=jP=*#}G&dAu0TBSSR9i`&48^sq-h7~jb_Dt9d&QD-(&Yeg5deiWb zxCI-vum+KJGZyDgP<v6gbidOvc%m(`f8TvG52a0CeazoRLy(Mq)Kg|T3<AZHX7ZLK z*q=T~AN`SzD7!~hh_OctJ3gz+wHsGsqqC9zUurIUJKNd89IpnTJ9ceKP^KJRQx28} zhjw6}=QWS9wi!s%P|_(2D1(kFdrk7uNZ>eSqhay65rkeTpJy`d$DIe)60JJ&ptvkT z*i1VIw_lbBwu<P);aoe)d8si}X4|8~99;(std(77W7_fTVF{0W?7a}LR_(XzPd<9( zlT2oxG7>!gQzMZ@3PJbIO)-<AA$$>BH{KvPfcd@__Zlqdh##w-#I3XsfMSYS*5lV} zNbZc=McdJUB?HfF9U|vZtuXbo<(n;VjSXWSyEThCbe3-X8ddP<9B-%wVF=P(NX37Z zE1{j|Jma~pcvyT^w9v^;LGPJka@FRu$gEWuc6}SQ7eE{Nevq_*+0vY~BZ@unsp6yZ zHG@86i?B##%B+XFe*QltyrbB?=XU(3%|+nl=})n4PD0waPMLX|a%h#>etd`jGRFU8 z&dK%Z$7s)Jz898F*!*mmLEC%{c`}Z498B)RU;jQm8@1{~DWxyZtf@GeY22#t&7L(d zO<28Upg)i5*YAJ6bg38X{N+YhHq$`;i%6o0bpw7+tc!7cvItC_tPK&Zw1n3-2RLdA zMvyh8@aDJPN$51RY5ww-mMC44@o+F~2KAZKzsy`4!y|h*RGLV05E3*0B--vhWQbcG z=49{1n{ijRD>Ki5N<(wxxg#}@pXA_jzHb)PKUjS>zPbpmR;2s8%9POk^LtvZ*iL8- z-4~(%a}z!N&N}hWj-X#H-|tIQ-R`{t1D{juGI)p;{nyeqjC4=lzo=Smh5tGvGuWQa z<Dtg?^a$yF;P!9Gq4@v_-2#60wo!Y6EV<|GFRyHY1Ia>V-%Bzi%L+f2)E&l%9d<zm z^zG=aJEU>o!FON}`$lVjeG#@u&feQ{dN5?T)l~Tz2^wDUSoa_A#}S{$Ts!X7Q+eWv zr^3{{?IlTH#kXO_06!)8pM0*vkK6ZtOidrd51aEIMOM^a-w%ftP4`V?52^^z9SK7I zAXiO8jv-|JP~=~<K99ewY(d~`2fm+QKJ7?Zglkn&(|WhNss5T<!8-F7=;kv2yNiYh z3aQ!qgryqLf!9kbVQ&evzAlv!mzzfc+gD!Z7Y887k?CTfP93_K(_gTt?uBs{v63da zMR1w7kGk<<6hi(yrW<glA=XNFxs6M?0RCnF^oz>BE?0A#^9yw01A$!Mlpb1w=NZO> zkEnTOO1(mRZ+IW9OL)(CKluf`kH?-=QGNFCxT5;|f((Rj9Ij#4Uv<FTzeb*`)-5>k z=h{#gT_T9qxP7S5SqH|ryEIFMw8WR6*qKf*g`(lY#R0dhP59mTO}EyOgcf|UUmhq8 z;j*=E&)&fy)OB_X+15aT?-Sxteob`{#jGgNNagjKe&okN_cj0-rZevB>qGv|+S^yc z;!rX+Z1Op^*W*vzd@3w8f&RCPh6?WV!}lGdmR`-&>$)e6e)YG*u{E)+S2_)-<a%vH zk-H7qy?;M@H8YB$9|-?(S?8ntmTVH|^f3NAW<GZ%ats@36JNwo<}o0*k3+O`8MDbh zK9Ky#@NlYsXGTOOaygaV5t(g8KbGJp&y{M?%egR^)u#~}%dK2@Q1c;-&79}t0%!;e ztqfI)3JZ`F@#n#+ECu7^#CMA&&cT+{pUwr2A_!r=svPOw4@eWG%UduGx~9P#IaGXp z>$eZzqV5KqA84=J`QbCBs$ReDefbykY9^?Y6w0Xm2lwgGL(A~G!c}YS9xc(mkbj=A z*o0E+=A;c8dg9^5V*~8@<&b&!$q7}NWn}nG-tjrI5P78@xu<PVeLuR>_lIvRLe`Ba z{F$7MbY|C$1&>yOuTkuTMq3V^%h2#}rx}ITj|wU#MFS8jzU|+1{{r|2u;yHFYevUk z`_&4VMsVks{}c>4$MM_KcfX41`{DW{s2tu}!e@tepQ$?j9t)p-6WLiggo)x`Z9^L9 z2?`a56&qUm(T39JdFs><awu#+{$sNlpAlYfk!Hrg{h=~@h{0E=V!5<JCp?M_7amzm z4$i`VN{+FfvP)>^Sp77b+N%yYTjp$Wp&1WEO5VJ9dl0iY$;zaC{n%SP{Ikfl0feWs z9!zwOW8TWUhy?mcl>NyuDtNO5?@g^O?2Q`4q>mSkmuRUt``G96=4%ruE&t}7^4|dz z`Lr*|tg{w<mkUQ;5oY1JUsi`%+5otnpIqwDBSE;=^(~i-LFm2~9Y1!t6IRpMbm}Kt zF#X}qz<Ki-e7m`6Y}TKIuJjrU<uQY>S0~=!&v+*WEv4NbEukUoyLl-@Bb3_zEgjmS zdUg>xzEAMpc)A2Ng6E=W$Lioo>_4*w21X)B_(l|s#~dhb@$u7*%t7(#Y|o|nDc~Z6 zcUaF&Ld<On{la|`YMzjA=1L}`!nsr$@9Z&<ZvL=Q`F0pOYh{LCQ+qunJ5%}PUoS!h z!JP2NI1Stz|3}ez_+#OAaoB8GkwQyCs8BMZI7-8cQi)#?QA!e7A*5Zj5RzmovO?L% z-h1yoAM3F<@BRJ*ebDpV_qorxzSr?Mx9{RGUiEsn+11q*^LTkK9A2wMVd|C*0^dh* zYIThMHTieKE?I=N2NUkbNg34Ura+Q`Wk%hs2OYn-Cp_~100l-X`LFqiN8mba7b5pq zJa?<!uUiyw%C%L@<1EIlkv=@edNufavddU5h45N8dj>AN8i(Cev(Fzc3?ZZbY!U6} zE|{@TjZIzX!N!Yx+p4Yw;zdTAnE<X)lyENI^X+my#@W^%sL>_;qt&Cy?Fu<y_V7!m z9RD&{POY@tzU>5+yCqg>!ZeB|k@N!+4gJW%798~DXct7!?{@6E)d*ifIQbawEPOEk zplrfbfb>?nsr7wVP~oj(WY~Y*VDflZPyFqAtauwA#y~jUt6L^l57gH|;W73(?*R(@ z{1?2$5itpuE*NZXnC`|s*+KdHQt7h9BfYhwHn*c{-kDS9Y{{Hy-K7hDj)BobyK6fH zYG5DxaPTTD;rq?*=|WzSU?-{awx^Tyix(MgjY)K%)6b{r0~gD2(+!4-`K|Pdn!jD7 zN<)WGs^C(!>%BI-%)X)Ltk*cI#qREXFFgsmdS~_L0=wYV#LniG4W)4I(wTXmv;A0e z@rU-Daxawpkc#<?`EZ(<;jWNL6Q<2S?#fP~pu~>-)L6nV?WdeLx#?#K@U?0xyxMaG zogk{#Br5~LdcxzBdWP`bhSZh|eL1kOdU)#q;cV%4x}PWvrO&#f?|l7?&;&fCUX}YS z-UFN0Hr_NoF$2!){UbDif8fxn#+lho{kZGMqp!k(U6}A@gJ?s=BAl14=IKvZMAJQQ zozvn+ao6jm?V_BOIOfH9pR<|p4>o-}WqG&$hdPez8R$cs|-X@$)L!@SKPqU?6!T zg`Zse_P62WWsN@elzix-yT&d|nT5!FA&N~vFX-_N6|@<5f{u_Ag?)Au>-UIdnrcsi z-^jq@RE7c6`*?|*SJSA<v`=5@!!q8y8R#S-xQ3smwGFjWJAq#Mvir$^H2fPaasT5f z`m9fzB-+|KMsc|}FZ{yAP8?m9x^wz!4>bL|zUK*<C(OApW|!TXhs#GRjD+T?;N0bs zTK;}RmXiS|SDQpF+}x^E-*Ryn(oEiXO0xAqhf%0}QRx`+%WeGd>QOcR_1C_1<Ut0O zjut$>p*9HCM%2iJlaqL#VNOldw*<8t54zl9FTvM+*Hu$I1|ePOlK9nBDjdEs;-hu1 z7uLRCcbTL_V$BDeq}yo;_&n)i{T1~o*w*oaQ`4&n^SD9=N634ep~QTmEVc>4*q)aD zb?pLc(cSY^DP<`3)2pQR#59;+{<G~L;gKZ@pEcVOUxbUr;F_&)3(%UhO6|QtffTRH zRH5e;;O<h85am}3EZ;szJn5!@^+h+4FFz;2z*hOaontUodpSs@xyA#1@6{mb!5Mfb zSJnR|e-s)Rvz5VQ3AgF^ik_^lM=l2Eohj^$S$$s@R3uy*(NEl_*=KbPUM|cZ*>NHW zLl=yGmoR=s%X)w7SW<6naeFxU{N-mjquO|Cb3zW(QEoAetWCq8>*idiNT0P-K4(%= ze1jtGJC_yT_ayfjxnCo#sRL?gPBFx)4dPfd=b4#Lv{_#d#mz9g4nxA~SZ=fX1peg- zG569VeV9hkntNq4aM?MN%_(XYOh=~wb2T2tGj=Vsr-1Mv4bx{+ov1K>r!}1Z@&del z?J|4#<1}tpdePwKUyZpj+Z?j{mSObB-%UN4zF<^;c+ksz8t;Fm6qI|>WQ~fxaOXOh zfUA>5?243Dc*oS;y<Kn-#i(DRH|CMw@5{KUEwu->JBV7clK$ZHLpl-Zo>3rMR-)5o zNyQ;eo-28VGx+_A<NF5%J@_$K`*2uqHF!9@$uFpG#{#{-bOX-^AyR6Wfr;!22BofO zTzS$9XGiuQ5`7X3_QCfx98Jc-N}AF0`%o<$KU|{NB{l;Llj|8*aRQ~bY(2a&wi;sG z)e;RdM)2>p*}1{=F8CmN&;GMtF2veMtlFIzhfi-WoRf;AQEZc-uSp%5g0oXH#nDE+ znDa{ifG+U?%*A^1O^nhgY9w%*?%^-NBr}Ek4D%JZZIf!{W5U<ndzMFEQb7gU!kSp> zKjQWH)~EH(XBtjSu5tPto`ZvBuB9HXzajeN+JlgHF⩔pZ?9}MNlS1<k69QJUP3# z>)O#N%#`?HO!tV2Zstz6uJI3}^QcKo-qZr}6w73F+Vr4HXyWCxQVMSV6wA1Lq8ejj z#=aztOyE(Dp$9kq7UK{4_mAHeC83Ru+tw4@BfxX;T+*(%QPk+Re5<st9wS1<!-PJQ zz9d6zsslN{L*M*O-=SCwZ>;P&96Saf#K-s_j!Yxp*Wzy%%SK?vyU?#QJq(Ut(n`ML z5raZ(o|RYQa-njUW)st=YUnw(>050|8GNIa6qFfnhGS_Fvuh+5-59Zf46>KO<doHu z&ELl0uLO@q<!1V<$Np3QG*$YLl90Il#99xS3$yMm*BSw)P_sjFqO%AWoW4uyTt&`+ zM&qx_Q*gI8#x6CGa748|jQv+ge@^tMNp9B^I`n3Qof9PU><>c&5rQ*dBqlDHrbUyr z?vYm0tG<AlFTVAk-d~MR0t!|4DRe-eNATGIl`OEOuFG<<_u}oZS@!%wv+zcKtivxY z8GU_rJ~9d?{jeLIBZ=Ylkk@J2L9s)a4>3qGk())n&3+=UNM2Dq{Jd!osk4G~$_?Mj zG=N&>DH>V+8Mw$s$7Zfa`pdDE#hZIOK-o5Jft}1Z^w{=@dl>h?4cbzh@PHL~|GDvc z=f(*LHt3%<{yT-Y3_QvYwYK0k*WpL`25WfwNDOnqg>t-im&>Fqp5$W9Dk~np&BtpA zEdDm+9pJrrXr8sb2aXg8eC-$=1)HV1nh(ke5O!p0Eb4j}=t?w)k8K)*rW=xX4T$Gr zfBW=FTR(cm=N_~w(xl!WsySa3P4ZzrD~#{$-ql0Tt2~B-ze`|uGqb>sd-W*))X(CB zN;h`Xv`UBGU%=;)8&~BLX%x@hdim+E#T48On22Cbr%|lYymn*yMGst)Z#Br+KZ>H~ zV@?VFB|I4Px9|u@k^j$SH>Ev8aPG8OL}4p!*2{M`LiOA;`0Ct&gvSiS5dULuV&n{k z%!$T+3AJQkB6Xba?(hPf;?(Apuk8irZ<0@+w)DWK%$2n_D$~%HSzns4-V6L)RQl&K zpW&{^;=}*e{=#QX!<XiZWAM-2d)bcg5+c11KH5aJg9(d=P2z)5aC?`g(M0C%R>oZ2 z^dz5~?(Ms+X=g1;g|n4!$j^mM?EA{zDpjNNVt#dXQv)Oq@=8;MMu5g3+Tit(bi8<a zTS<>|HC#Ev+p7{mr|9`sQ<3h&EF|!m(ECcYfbR2OUj|Y~fSEVIgm*VxmgNa^p(U>0 z*!Y5NU%2QD1pKpJUzzNL($D7^UwF2IJm<RL4C#07-(wpUaLN+@WQRsv878@h-jm{# z4TOgcdiH$hp9S=qYY|?T903TldeN0WgDv$9G(z<QQ0(vV;N9In5Mg<z{;NViR3|>! z!S6N(?fG`G>LFurU#f9ilSKj!EHbH6?~j4fz}rnz&xsGk;n0!fTLW;h`ak@3f&$#C z`5cVbia?DqPLQ7IAHLvVx_(-@10vg=?A;RI3-;%>HN3D5fSg5BqHh?1oLzrS_;Sd3 zDrfz4N{2Q}Ub1+PnCy4BuTkQit)35wK3-q$X3XP_+lAq8WNI;_C9!hp^Eh1J%@%ac zwgov_Ooqnx(PVK+-89InoB>`9*N;w*rg40%zHlo?F^U^Kep&Fd4NsXyH)Y>lhD7$U zUGYe-__bmGfVpiKV$k=38xD(@J3q-xXSa&tQPm7vQyQ_CcF!;4+I~!UrvCYm@CtrE zsyX(Na}FejgKz#Rp8>JlAM_-e2Qi<lJvU^|V6W_O@|~74@Kt%Q+{)Gga&~W(p6io* z;>+os`u|3t$;8Dw<1B5~WSwCy(^MU>N`B)GETO_k&7LdjvxTsa_nxq|2FZ(#y%A2& z>xAza4-fpZ9|6e{{_0<WmB8W~wjvDliZAGethmYj<0qcv7)|E5Y1wzjP4cPOpQ&0N z_@xx}3$OFb|0OwSv<jk^=!VMm9pl4!`4GXo4(G0n!hhzvrlFIQ5d8j2)amad;K$SW z@V_JB5ZU8#XqJvnaiJjMQV91f#H|ckdFD|_F7SK#YwLb^`_|K5iLMPBduSfqa_L3B z`oIX)OT*B*xJ28WLB-JDIVtx@Kfhs)(XHxbHx}JJ{YaX;+w3Z=!w!ZIL7N(n#MAHz z3{0}U$1Xbxu@$x-xO4_#%KX>i*SAMV9<}|_7PCwoVXkA#ifh9n)~vYOR>f#;ynB}M zbTJ+Z8tNAe$bp$4vyx9_F5SzaMiIO^il?%RrrfR#0!>ShqkU-`*0Q>2umm^akGtaj z_ZAjl=hNqhZdRmVot?e=ztS%F*yE)bJ+Xi%nMy*q$LBz%!#_Y;vk0y~s6D{3wHfqp z9^1DoJr(n!|Dy=V7vP?Uy1}lI39v=_*YJc{3tXlV-}_y64xA2jj;%yCL212Mzz3Dj zP!{HtrbalI?I)hQA9O0hTQAoBt*Ebp`Ssn!_xT9F=M(ud_F^UR4ea24-#>>H^j;s{ z)u!TN-96(|@%?aWDj=lHlQxS;YZl`#k$0-g+s8jk#v%Lc9#h^T3T!^v=+l}+ILL?e zCq5r-1P7Ho)7RSdn78lT;t{_g+^XR8Th%WJ>91!FjLQ$fN|LS^!<#nvIIj|(WVwv3 zRn7Tn0b}^~B>l-Vtb}7HY`_TNRRfyY16?$laf3jYebH%pMX5awM)%rFK)%y<cjMF; zT%WwWtV`xzygQHntnh5W{qyA^nf}=zQ+jl7e@P!sng8y?@7=htJWMY%HH)v6X*S*} ztiXb3yAMu_b+|8JMW)EI8-g_tDd%X<p|<eZ;?1**gulIdAShxEUj(~(7_<z-e;bd~ zTie#+Wb0$Yz>ifB#MO13^YH@VNvEC^iuIxMjJD|E{@<7(&+PP%Jr~vZYev<TJ26Jn zb*skLK@k65++#z@2Cwtct1a^+4>j^^J6pyQc$irFv)N|@?}7B3Z~Sq1LfcLKn@ue? zUM-K;C+}#Xi_zj&L;CU5d0VO`;Xt!iH$HRI7(|J#9c*KEMG)H67gHRU1f7lN>C4qd zAtWX#_mXZUs9cZt4&9o8@{C_Bc70sIgYqo)`gw#u{F7N}-qc6<;ra4;o1YNFQo(7F zO6CEQ@{jcYQZV6x;cekP>oDX~|HPJB2o*LB2MXzX;nu>fEow{^*!}83NlnrkIA8?T zoPP>LBR9$Jn;684hX1O)o>A~dYWH!C*S)Z}_m`>sn@ME)u75b?{uFEp^D#{^BEA>( zo<;RNJ&+-y<FM5!6Q%COHE+4S4)32lbBjAWgt;l>vzBs0D3=`&SmoS<52`fpnR(>n z3m4}WM;pTZQ@?ECAYQ;V<@!3FfJyj|-k2&(?Z^6}{g0(=rjdn_&QU9H3XRPpluJa0 zfZdr*<nzTGT&(^Z<iyd3(k)<9dxqTqWzXHU^%kH)Uo2gEVhW$_tUu>-jpTEgbB?OS z_YqF$i65K(4Djq!V?CHMk43G{A-PR+c+AqpR<o-QsK4E0C?bn6qfw-*u966SHdj6f zrYwV9h%#@*e_i;?>eS&~q(65|&sI?#O2Bg8Lb6lxFL=9GW<rU)k0Si`eokbW#6CN1 zgJFdQoOODrF0VyAKwF<Koq5No$WU9@_{y~v=>%>Jq?<H=^HeAYjS&^;vffNsH6&x` zZjK|~#N(j;DE!R|WdH@PYV|256r-mI_uncW(#QMg{+V981HNY$8B|*3!H=B-2dO%F zaJFc{?&$GFh%?{}(!INmW#`UnIW`T0S?Qmx56$K=oX>7mscjM;s~4$_Wq-nLN1i-; z|Dh4j+WsxkGtP${xg5b(j>UM(%1EF?ZUOX!xHK<Zy^r?aM_NqBYw;Hg|G^~Jeq<Xc zC^$J?gpGv+UMr}9d|KbEGP+sRxRPA%*3}R1eHCxix_04CzlQP>8oDg^`!meTT4etB zB&~4SpK#XUpDL|0DG>4HzSnlfQnXVz5~&zTMU*i9xmehYmUTXFi{&P;pyf~}e|jP$ zobc)yNtyx2&WbmjN^_`duFdxKRyMGn={Ho#oP+4onmt|>%a}iJv0J5J1%j1M?QUXS zhCRyTEA9)V->_ADv;LMA6d+^P`*LG=xROi9Z@C}7NKHf}Smt0$=WhQyb#z(Vn2oBt zFZ5sm#WDWqD0x>o#Hu(Dzt)9NnpGvqau~Yz>PG6#Hhe-m)R{Ze4{6=BLixLvVfvE` zj~HVYTAwoB!Te_oZtj2elAUo9qZ{(>93b-$SKGFtUF3amQL*olW7r>f_Rn>#csvoV z9t(@hubYHx3>V}!xYK40-J8FCfxOQokEyPfjShm%%gxc}GF$Ldo0nGkgD8mF9{TBg zFX^j&{1|-V>jZqT5}JxP?*)mp+vb97RL}{!`Y9V0;gGu2uQ88!SdDcJx-H*=wyO?U z>D&tk#rQU>vr~YYBVzinfI%@=n=h`rH3;Rh1|Rl&m4Ze1#pyos_o3k*l^uy;RP-KK zW>KPF!;c^1W_1>)(E5;}ns(eQ_U&`#7x;?!`EtDJ`ko2Ac_T7i3YJlVKTE3kB=Mfz zFiCsiG5}r6`zAS9bKs6Wy~=6I9B^HH8kCb0gf~yuJU{xe7CZcURx3mL;2!Pq141@^ zxV6^Zb1z#yr0~9@yJN|q=sH<^^^s^dR#MMjK6#-7-g8T*oj9Hk<+C22Ho7EXp4`+0 z8~1D!p0BYuzm|v1nmGY6<en*SuVJ>7T8B%Lcg^&_EMmsr@Ky{f1plG^s&^$Oaa@7- zSc1$X_Usf=iLC7+^~sCx@;wx2vyEtY;Jc2;H+c@3?P18;$KmfF*|7)@jLez4{>`G( z<b=+u3h{>7d5=zoEr4kD4Ch|USv<_X%vd761h(s}Wykj>LgwqrXQ`%b*zx_3t7A|T z)Y)7;%33fEngu%-Pv824Cr{2F^CRDPUq^;JZ{jFGYeSI^gL!ZipQ`&!`oi{#DhHTM zW-&AIhN53LO_t~#72%5~J262Zmo+1<AJn+zUny-KB6X4MnYe2`cuq0<TH}X)9KA^s z9nd@jH6rzN?Q`XLaO%Lewlw0AGShh&Og{y}ZMuFQyxnMQ)OqR#O(VFd{4n)Z8i%Hm zdy$d6b665br*pIK4~TEfT@Cm+4ACW9l%>_CF*A2xG|%k@;0nEFBXnpQi!b@toAN~A zg)_%RO}-9e{I*-2M+>^p*G|<tg=G}|2hy&ek*~%4rS&gIX9u9y*nalZ$#ksYkK^pQ z6a)HIH={~oTH(}Zx6m=E9yHy&C97913LJv6ANOCRqF1c^`{a{-@P~i*#v47o$Uvue zFj}S!Q{MlpjY(R9y}IXYZUq;k0`nUhRZ{;IZobNs-IoZzH~9r<M7F>S{m<6(u|1gE z0OKc?r*Q45?tU-c9&Ed1`RK~SS=e%7C*Q&RDdGWfPC8IT`~&SjWmkPu;cV2f*aP_{ z(2bBBSSNK|=(6*j%P%)6_I?qeFNq-jpR}G4@wc-memm}7I`I`Ip0RQ|{;wIeAMh9I z#r2`C(W>Lat#nywa+kYvxA!6U{IyT7s8cAzJGaVqwhMJtg;Y}y(JJaklsi3E7{cxk z=1aOH&vAN^BJEJ$1cB0Ls-zpKP<Yc_JWrEW(Os;CBP6RIXJ^l<^H<KGah~v<V<cZJ zqg}t{x5y$Mdw$sS(4}5{b$?x9v2Xxngc!9sI$J?Y;gYkq7RiBd45yXVcj4B}OF0|p zT47L(?pdP#A7scKe308Sh>~nPYpZ3mz|6wxc(#8HFDl(T|9Pbi3XiA1ZeS@v;Y8E? z%VWzxCzxp2`g$JkKh^#@8a@JAPCMBi9m@fokhe;9*Ot&|NPN)dVIY<}#LDU@<UvM& zO*Rk7y}Xg=5Uf>ifWbZ|-;3R|I7>NqgO9!sw%nWECsQ~E?>z+Y(9;@_-q<vI`fw#` zU1@o1@OBhCY^gd7&uc-s_0i5)hiPONZ*$3vsz%Mvd?R;N>(MNz`Py{z5Vn1}qA^%h zgUU8__0uI2*wtYlYWuex?^~1<6sk92R#khtQDGB4W{GxNCH36CXH|-P8l4cQdz4<` z)Ev4n>0NQ=D8VO#GNRdksgU#Uq7ds!JxC<)pC)519OE!k8Jp?BO^puz8r_TdG9Z8b z0RLu1M+#hX<Cp|<tDbM3^4Z88$@)5&yzf3VJZ4m>ox#)tae`l#<{%|q-IOyS9#Xj6 z+IG*i!R<Lknv>b2UW~2Xuu+hT4(bd`MjBa=DY@%hiO>vMSa?pwCsIK`S|zo_bOucu zo7^LQbmP|}$usw}N3m#K?pAM8H+nZUj081xA@>WjJ+e=G@om+$$4<>laFm59E0u6= z$%c}vCI1cLQmOjyYa&bF8SV&Albdjt^{Y;c@EVks)m^(FMw_)LawkN)t^?$CtzPJK zPD7qz$fhM~7jor_PL|wUhA}#o4gVc(1^;JJB_Hd1;mXd$j6v%jG8fA{{KBpSbwsjc zD(i|cRh#qdp{5b2Y#a{z!aE6Wt4FTh`mqifE({AiPfKA>LtMDR{vnLFlS_CVQim+I zrU9l)o!C9&mg!eggF8JR4noQTh~b3P4z6tUONvv&rebWp`uveJ4uQj~BLM=W@A@a9 zW>ovu3XCq_)5$tbxX#qC+KdGh@ELEaGxM^6&cjz)!ipwAd^I-If@2;(D(v`Hu-XH| zJDXUy2<BrX-({BI3!QM}N3i&a{t8BQFB%pFAkuDo8S2#CiSBq#eLf%+)QqneJPhc; z-Sb@@6(na^>LIr-G-;1sZVy`->q&oo!1>2#>y25=#pN6K?w`aunzQAaw-T^@l<5t( zFcs)C7B906PvPQHqx!>b6PUQjaP3vhIx?6sJBAW2WDng)>2zZgUJWnE<9KufcDRSu z$8Z+mV75Njv2>CH=UWPuwx~fJj_m4=lw3?b^N~F#j6qSsN+>F<c^YWz-10<;@0vcN znR&lJGvM9N&n!l$z%Kf8`_*Ud`1Jh&I!)p|`la&GX}|t3=65{TbIKzgTX~nUr&e<~ z9q8Oww`~sIUNmQ+w_k@V3=>_iDhYQ-`S{<IR2eulO((Xcv?KL|&D>Qk+AOy#1zcq^ zgumeSP+`~UMyowHSMG}qz)HNb)Y1FXpruu`S82Eg&uq@vC)GTH`dJogucG>JN!C{> zY?|B`hGmJIre7f?EW(y2u?V84)Yf-ASw`zxnvNZE-O!-|>D|-$_$k&l;S(1XK5ls+ zTbSF3#u|F!jB?rd`P3H+<%B>m-HlsfxOy>ESK{}gd^i5U@#!(SDHzS{jGVoO;CBvQ zPc_WJVGB-`H9DHC?ZwyDHyL!GU8DE4kKa1MQ6V|Lk8TF#x8K^+DMEZfVS)mWzfD3n zpLu=w#|EI;cg)?hmDJxZLkW(J75Mbh^W8tB7_$a{wYPpJ9;cQlORHPCm1t_ae%i$` z0dM)8&h#g9(?Y4j{PY)H`1ZuU?)Z^DaC%e_;XK?8Gbf!@|B!cz?+X9z+lMBIx6yHP zcE}9ytKVg<q?v=~%sJH$ohGn7ZbDS;$Ph%F55049b`oQ9#_Frg^FYAL-7sZ-0oK0y zUKG7G2YTh^qw(n@P+PI({{6@<ymQjA@||E0P8ZxBNF{vf9)6=Fh0E;_u`1{qlrW5& zzELGMFpzUX=j*MCcMF)O@P<=9hdzsTBFru8ay1&4@)=B8kK#{@{pO?3TJS)BHLrCU zsnbK4CmbiJc!T=bxiyLSnm1TcEy&+9nt^h&{zn%MPIn34BwV46O7OoYX0%xv<5kYj zzE(iP66fPW11d1(rM`H5rwY#&UF)TCO~MJa*HP8OrLcF`wkLaucZ8j{?VtFC4!oO1 zaePgehit$hlTAa;iO}r<qWzP|rRXb?6Fm!C9k{jCt`1;sWy1a!x>>;STH(YOuTfy~ zR4MgYuSc=DojX5S*5H`j$)|rMn!$0fs?>^b*uPGssmQtH!BO4wk7+j~0%ysHkgs$u zc#Z~1O`fbGp7O%AyA|EItmLU4d4B>{tPgH~??U?CUR&=A{3wDeK0%XQXDje;e%{-J zfLS<`ns(Fw!2%ZTGlDy^%lPC+q)){bDyWDwD@xy<htqZxLG-RgW)-#E<Z<HPT+_Hw z+OR2Wj+x)5^T|5QkA44S^Zpkq<Vp)ZA@%pEq>A!Qd{msOeO!`#a2;6ETQ0@=FJp4{ z#kk4uRp_KvwLwc{1mu<ej2d$X;5vtY(VSf~?DMBqy1g9$A?dNTXyP+^8>lLG_4NqY zZtn9HYpa1FO_sQ|%1%(9JCK@fN#^q0UsO082nYEpP~@B}@%3CdXmI;+7u+=~k!BU| z!cf~L`r#8@&}nzi{|M=Gn|Lp^YEe4yqW9Qjcw#RkOLQvb1$ANBjbEz1H|CJpI8Z<C zWD^wY$Ry=BPU7IVH;pkH9-~mqzmMWd#K+1QC&PNT1-3eNPH&M;Lq^NvPd44_LRS%c zqYypfZ9BR1{pZO)U}k_{9!LcP4J-L6Z*R%kp*PL2bTt=GxvFy)4z-}e1?giJ+=~z| zG0m7)N^+T(SQcD%WMTgm%UT|`Aq?2}GwNOc3@nEwGp4r9LI~d$!=O*Yu<`BqoPBT` z`MwL9o%8L-H-+Pm6E)gEmus1c?Q=KAR_MQK=v)Nj&WEnU#1H2A?U|nH=|N1n$F;;V zJxFqJ71PN~y?Aco89xte8TQnBl|NRS1X_#8tG>hod)tnCXisG`<gZq3dz?vfrV0%w z_NDZ}*~wg<zsDNj!S6QR)6+fR^-8o&#-tO{n+&h~n_egPg<oqqAqgan+kDT6RiMku zf?dr!h-cAMp#AlE;>U5h`zD2J7HQdL^(#p~d*JSOSx4g4x0m7cwY*P(u8AO_htxl4 zRGgD1XxI$@-SpeO$!P!%c;<;XZ7Kwj4;y<+cnd)+y5nR6;l8>5+d@|?L&g769^B6u zZ^CGUEmxWqDF62x`gLYD5P!m*WTmuTWVHG%DVEs{#sd>YyGj2U9b^SE?kvDd1<y0l z`#OQ2=|Z>>;jJ1Pw;$jW?!~=I8=7SE+F)lOB{#Nx6t_z}(|*lE#dFHeMUhr?ih(!o zkJUcv1np}wvMt%|=yLeYtHf{X5XN+;@^t$oR2j3!ONpdHy)R?a8u1}spQAPplR8`f z%&_}=Yr3p1lh<zEZ<_Hh_vnXL-U~?U^{nO7LNZ>R+9_DSvm4~L?#_LzK7dsrq9^qN ziSJjkg5n`EjRB+F50|<tLB#50Ig@7>zE>&tY-%9=h<WiAEtwve(X?4uj%QTdC_=l_ z=vhDf{Uj0X_B;<>^aQSqr%XeX5k*^ry#Y0z#u{w3oB{gQXy?S!C4j|x+nJlkA<y@= zdV)?7#L3Zxsa&3fUo0J+N4QpyMV<2ZT0#w!KbZ5%-Ryzh8Xsn4MyFBQUd3wPwl8q0 zBJWsG>I5WH?p*(2MEIn;F5B5Tt5L>?`-gIH2bk3udayj5g-&Xw`Z?k?kk#<kcQEV) z|NXiazsdd0)6A;-;W8Ec@5kJ?Y{<gpIlo3*_dcMF;45w>-k@XE{Es38dvW0R)~D%* zC*XU*ChZ#EHrSyc$Zt6s0wcoPl3c|)!TXok;*azKK)(I)kFSyMXHK%x?WS5ZlK(ID zV2UkxXLC9`I5mL3;LKw)hhAKID9ir6sS65dOpMd$lR)mNK9AeW2K?B#QRuB?HZ<P) zI`uOl6B|?Z_MO-1gjXiF&iyX!!rZebKJE7$z>tQx%8%=$o_%6;xAr~-cNnyAyUP=Q zNc%2N#?%&w<83?Pt2hID1&lYfzb?dg{{<^&Ni~6Uongxt=6vMWMp>UvBbdnaPJ&gr z6&TpHz1|lUL6^q*&z%X~Ah7y2-FbHpRBo^OxO}}8RQTIkb#9m9lbSe3Pad+5gJs&c zfzpCYTO!|xF(tz~?XjgxNBf|BAn>y!;avZ7m~ksln?&*57rNhXSU~#pJ-bXzYhY@3 z-0bm<1F+9Whi7Q(B>r_d6h3ot7J{@jW^(9=XV)ZYe^og7oMjv<I(9W50$dg4B~A=s z=A%Y#Ez?Q#PPH7%*h2VF&)CoI7XtD2$!eDn$8H!)Sho7|{S6xYDcmaPP5gQR8y6J* zd_$3l0{4BjGq5d7aW_{Y;YHupIFxr+VnhDEc8cf-z7H^YB~Nn9yXL%S{*ZkiH@6!o zP|x(j)aY?{)7EN`%vdykA3ll4l3X7*Ixb+Tywfp*rdHrw;(VxG5REfj8$|~+TCv5i z%ge%`6U3jdDp&nVLY7_PJH<G=vG5_80~*q0JvjX>fp3y<@m_T|mC3u`afr_Mw!tVQ z2bl2tbeEvUKc9z{<lVeIDmJq}Zwl$XCp|KKH)bWeNbz;;PXMm$UvwK~@<2Xry8`XL zad>q2Sh=%XEpGbqlvP-^7oKmfle=+o5ZCEX#7bW8!#!=GVm(c5xTZgB%0AGGEtffY z{TZ7;x<Xlj|40QECjx!8W-;n7>Z^RoW6HAKUTU75)(9`omj$Tl&Y;d~!Bs`JR^lb8 z3odi(#_#yruxN#Ftg*(Ymw&XNQsx)i0f$Lc_V_IF$Y~l&tBp=p6}zA)Nbc|E&B4IC z)YHE<H(}~qhBou(At-Npr^)}p3XCYN@;*4;fJVH9vTO76NcX`><g^BzqMP-9f2HN~ z@Dy)GWs_1r($%I_zOx`)&kp%Uic%-8R=)~WWnV|Scf&U&_x9rRvTWbe2WKFu;2Kk~ z(>w^b2Yz+!=*5d~gycUm&?%aR%-Pw=O(KV#V%F8>4xnU7jePk$54ub32dCoy;@F|f zwboMe_<?eYMyq=euCO18^nDhAOcNhgb1%_kMbPKwL>!s}=>uy!M4oqJm1s%A;M^F* zZAppAW1vy=@OX1k$$A==Q&is+Sd+aVWo6Y)M;5`Q!(}+C@gF{~`;^eH*Muw4<Ne0c z^oq<|?<Lr?HQ^>2ACVxhJT#?wTJ07*h4Xfw#Qv+TM^zb{ouS{`!D884Us$ycS!cJr z`A22UV&#bG{dI+k@o#^zT%Dj*^t`Pgti}Bg#eAmZA8;mO-<_jren-eVa@oi<_F*F| z-?$epzdi&9Ka3^q(4InX-4~x770Fya`S0A^LKBLAIOK9F071cYx%id!5IQ_CVo7>J z_V^g_w{7L3fPB((Qwxh`5IK-tCb@qajSBKvOzNj0|7~&e@8Eu@Ptv-xFgXCu$F$g1 zc)D@uz9<n(=8_!G>u+`K^&rUmb&luvBp9YE8&z(k!Wof0dzU%My#JTU-)^=!Y!l`I z$q!ZV^xbo`O&^92VVjmd9Giu|Y2&@EgcrOivo3ijvkJxDbt<JS^?`TL)VJYudd1$o zhyVD6RN(XN9a`rFL*cSeLiQa&Iz{Tf#Cz|FcTwux)O&Z2T6D`{yK<#^3hK*VJ?B-d zh8G=yftdwEcthiU^x@4dsCxF@7tf3JxM=)~>EoS#c(7*2{L{T3yfnTiY&kNCxVphS z5lH@5?K*eT!A2-IV^?T|StwJ>dX`hr1IHf4g<Jfbf*s8lxDM84qQ8Yz({E_SoR`u$ zOihzWePtOYYB2^K(?uqREsc0;-+;uSC$-?*=;h(h)q$B66PCrh%OSaZEkVd*8N8Y# z<Cr#e0VZDzKR*5fd@ZDGvoEw^%^|a|O15PF_MO3Np?(CpYJKi0oofeUy{SmOCj~fd z^>x<KwjAOIMb#=z`|+qLqm6v#PxMK7D93+b6t_<K(tjuSgOgW%c(C{~gc#`!2&#=B zk@0v3lKS3}vD>GNoIf(pWjP$#^YG;rneE?-=fGE#q4Njv6Fm<8Hh1t#54Kys7`|t> zjDOM&?LMVchYnj(AB8bbVsr6Y<ekrB_}F=Dt6@kkxHsjpG#wp+NjIY%$rEp(VVk_& z;=~vj2yHb?G93iBIpNK`zOy*#JtEMamIk94?mk13%`o}oYf7I;F`RU`l%zmU^7y}n zx5pTC!_Cn->e^Zz_#D|aX-xVS?;}JH8rb!K{m^8F`*FfQ)92>>lbHwZSN&1?Zx-+_ ztHG?$WIdQ@#pazozKFJ-2mZ>vWKe8*{?4>Fp&9%u5BwB*(hm}E!y=_wpJ1pK%bU7R z(#Ia>ei+z43|IYnEiW}wp}<Wd>%IyVcB;I6dPl1ruXITJTf;QQzvPxwG1!nbt+2FW zT9XaY3f`BcHur%z?Mp|EXM_*jxUSv(dIscYo#-7q8{vyuZ-oY#Teubs+;_Or4nJh4 zZZfQ=K#FvqIzxXD>aeL^lC&R&6`ps79Jd)1*&gqS6CvD+mqLOR?^r8P5>L*hRnKDn zU262aw;ybk(UcdxMup6<9@{v33dTN_^DmJga}eEAlk|&qV4QgIZou3)N-PbGE0rO* zHsyrLa4=^b_Bc^^z@FrdICF-Nc=tfdZo8)6IkZ`w8Ce#-JC^a&F~&VIx67cM>&{){ z4_R<+;{9rd{s?fVPOzM=9)e9$CRh8{rt!MqhIv&||J%N6Guu=`_Sf9VmA!X+79|Ru z#&hXr;7MPHOO0zSb}<|i4Z2D8YEg&yKc48s<0H-=dYdP~-d-(w(<sS(Nk#<pak@em z|8gWB>FfKb7T?97jf&e->D0dPkv#m^++q^p9?U(;cgG$|fX&a$KYz3&o=QuT(@ACH z*f*l&`AxGGo9qMjd8qaRq^>&s$fyK*!$VrpL;cu*F15CA2+!{Q=<|u#4jeIQY194D z5BUy_rY^r)v335l^_Un16eEQ@$KLhh>#y>+|0Cyxdw%h$8U1lgR(Zm|$e9l8eE+1} zSBS^R;qMKK>Lg6lc2piIoI*x9^luHM&zi}7+RC(V09B>#SkNDwMnV4#uSc)W!%e=Q z%g=OkutC*-nJ1<TWq%vn53JECUdk^Tp9`Fa=x?K=YmG~I<-hQrH)KBdv5Z5KO+On4 zvbNQ)Qifrv+`P8YZ5m~_^EA}ucVVHvaoz;U#q*l**k2+Zr6jG2k(;6aaBAwVmyjRf z`)Gppb&vgqNxS%#K5|}8(R{i@uiFBagSMkag#Z56T08bslK2t7kCncFQK;v6%5g!P z3cFS^)mbbG@bNxpVJ71hFgy6>yJ|ZX+Y{e4TeJ=0-1Aea``mjWc*m9SSF+P66SAbr zoI8j{aV^!+>~G+yn{uJ@yB=(1%XhaR=lu(I%;e$8hw-z)i(lpE!Ib{Eu!%VF<1DlG z(!VBrZLpEBlMNN#n_aACj#|e)p@b$~l7CgTJ{dR`U4SiN+cPuk2q#gUsPu&R1fr%T zKFqL^{b?_Uqx)SNvF%c!!8l7V&OQtBD}F`Z<-e})y3^N-tdSEMx4uq;-j*=0gBK^T z%~tlmZ+{bDzvE<NXMX}5{0O2-8FY%f($D9gmLEsy1{p1f^;w*+<dC0`8-s^DoR9b} zG=bWHkD<9|71=NMv*Vi51ZWf<R5w{KfMdbGy)y`hPYp16V(A=#o^n)^-Pb5+<Ne|4 z-Ssrk4*t%qc6$O9b(UKDcT~YI{nv+29h*eM8a=t=Wpg;T^v3Vgu3q$ZijNHB7=h}l z<bQ00SKO`YrIDSu2%MZZC2~fKVRipeFV&DXJYf*0*{d`K2D#^%{1wOW3g@xud@_IS z(zouidQ}JG#Tvp=#9O0tW6kWkZy(C4vJ5Sf{dFT8M~{or^`fT4ZMqX;<4{{_M+tni zgyBW|m40x{V9aG5>phGa@GEcQT;CqzZ%%f8VI4+=ESr-i_QcDjXJ>LNy0RC8rtOX2 z+$h7V%sm@r1=7JXN-|Q2Z5G5&)^QY^qXP5k$lWahwICQAet7uhC>UmO+J^&qM{-u! z3?A)6%ZnQt1~nH!y<^Xrhx65#XDw5Bmc0ym|9tFCRBwWBeD`eAcC|p4utnc6`wWU+ zpYyP3j|Bz8mY!<^r4V&UA!u8!FJ5-sx?E02zOQ#*CiHrY!(m260kvCm$f|$2g-?40 z56>58Ci->2(E^TBhh1jDY`N)nr}!w!cF;I}-8u?-$KG5Bevyot%rv@Dq#t=Q`RbXj zyXkPO@JLF}`)QyaFR|xaBYDjrccor3clmZJke`p_SC9MHU8xV7!6jjq`g7BP_$nYL zIARN3mgmg5X;ay8{I9k*Am5FA-Zez1=S~o>r-#wG!zn-EpzC|(;}`m%`pgG$!zV+? zFWvTNIw1$oGJbSpCjJff(SYP=&I}Z3W8oX4Qt+S{H7;Rw3aM>0ZN_IO(1uUgHps9F zX!z28i8D08q71jaeD*rhepymru*^lA>9pdP8Uddo?bbcU<a}NcKCdXY2<J==9z3r- z1&`kSbLTi#3@>*$avu@z1Iy8c{K7z*tR~y=g)7ICAysVEfzLDpUBB8qySHr_l%Dl7 zoslUA1^u}8<CpT_v!lTS9n(38?=A}ed?|%^jP!&yxh#W1#HGU0yW~A3X=pt?){Vbs zTv~jYJ7BNYH9>)fY>-QA-gT_92+#f-e{<cCf)8BeqHC8{QMhvIqekiwh8^Fxm49^_ zZGOyE$@cUC*T<RJzpd#I!D+ass<avY6`nQdZJ&i>|C%0mRc67`*u95xduSBvRU1<e z=BAQ&SWoS&P$O(;+vVozG7r33nNRLLr{KA$l;{WN2uF5OHmjd}o^(jOXCvzvC?r&$ z@IEwz!;?uRldKD187)|@bLSOC1c+@OVW(4M7u!fF_&S9P+e3;Di!P&&dCb7N>=dwz z$msJu4@4nl=YN;#h)1b&{8Q+*NYvy#JFB9;3`_S1e;-@yMg~G`@c4|upVKAFw;Fr! z`ZYVd0>5VLaCYk(9c+V(k$S<&gqLcJ<vAg~zJmV-KHLg#SU~l=rC##$UC7W8=hZ~| zM-sk2nSay_L0`-%;F9S>r;5*BNjXh;v-;)O#HLa3-W@2QcaMTAtkY|OPboOR@bjzt z;TGb(-Ot*3x*1tC&AWHmHDYk$E@k_GpKz3ILGSbI1X#?;a}^UF>%^a9S+80au{ovX zo_|ygEXj*Jd)(QBYK5igzip<_H2lX4Eq~(4KC4sRke&u}>1pRg8mI9obFoz7_IA_^ zyEw(eLiP*YDDhyG=)$KK{argq-zo7_8+{7L6zHsV&a*TTA8Ufv$J4HJz^Fda8B*Gc zn_f)%{OsyPd+pBOMVp%OkL~xni}5*l>eYC#;nymlj$EWSu4;pv4GcSqljq<XbIz8u zs8wWqdO*6NC=@3mCFT!>FC*nW`>b?3ncvjeq*xHo#Y;7|VBrn@Sh{5K(`4x{&Sq+L zyM-dYQD$4(#9sj_PnwL@gNO&`0mtEP<pCU{b`-i6wZp^q{p%;y3m}e3>(`U29OP1o zls9l=R8*JK;X1NNg@*|guU5jtziHf%e4cp-)^2I!zkJn;@5fI0g}fv_0B41N_Hs=i zndf0Ixup%Wk4Ud>I#UK!9hQm4)}3HJysVm~(+y8r_zS)q{0j`xk*0M1t04YbQmBrr zACm95nD11Z#P~-no=uHppI%c>!Z)!d)Ko0JOTt>Pu*>vZ?X7fZ`EhELRlOVcZf3FO zYM6(>TefZv$ETnyIyl8*y&a0?_x}nvn*hlU<J^sjO~7=|?%@%mC1B4AEz;v_#LmWv z>va2i@VBdy;97MzP7M6c_3Y_{mll!_o|9bKmQr=kl1d8l*$Ahu32am}7*-EZq#=C9 zhSBxvh8ehZ(&2$kYa3W>w0=I?Qh?t|cUHaqSqwpbohv%hRam$wLb><V02)=9=&9`O zL4)->(xGEHxM6bYga3{9c#y?3pv~10LUpVLA4P@X<?QV(he&^G2g^B;y>YAfeA@6& zf?Or~TBXPED}8{dyI-but#;s7)!1FGa`X7l{f|M-9x7hn?Qfq{n2YxYQVyoDw!*e( z7VpZhZqTonX{;nM0xrx)ZYUTogSs|T>xq}+sJ_ViKtYCZTa@svL%L*-2Vd={)X;kH zFZZ}k<(q-+6U`m{@}pp;SteI4MM1H{Gy47&b2z`B*M*IEfP8mo?(Yz9gBSIY#cNNS z!8BB5r=95-o-jF|p+@=%zYla>Z=<ckjDe#C=Wg|)%wz7#albk|N0Vf%Njzoq7Lmqw z;raMldix&cuvVylb-UV-)Tt-hZsxM-kK&yIAM0_~1$0l>qL@*d;8CS<hxLt4+^Mxm zpz_Hw9`R_=4BXlZ!hR17bjE5?-(?%8@#-{Of2enVbx${%9*Q)~yu5~+rEWVXzng$Z z^1i>dKajkmP{t$CH$$ZEIyJwYlY*C3+kba&q>}v@ljpszEMsBz(cE80h~M~^O>WHE zGFmK&E2#E1qsT)YBhE1L_egB!)jK#y?lYBnD}GWhaDP^1n(GF`X2U@G$z{|%Cj$Fr z=dgP6ebgqUWH{N(%y~z%6UV-ebKLT1K#N_MnCX|N;D)@8>z32W$lB-lcbWLdsVmXT zlBbCGZMGq{;n*nL=Dg$UcVPtklAC~8sUA60-PKvce&TmeHx5CvcSQK?b6$3)c5FNM zBbfdq1&-5PEjcYWfG5foX^h^I9A-en>$&wR2;ofWI<MFZN6Ry9yEo;6CDVuItaHR$ z#<}|P-N|Zj9gY9E*QgE;zrW<pOy&%gT6PVhLZu-0CiK}q;v+nBNZ`1W>@e9Y_0sHw z9m)F)T^Q{D*A5Ler~VCBjsQQOspIwE#9uFwSABym5w>~G7&8gvfRf|8PUlhLec7hr z;&*itSArkikG(vKV;VgI_njzMHzq-GAwQpC@!X2(?K*H=-pKUmdomunpmCpzp#W;u zwidHHlKqH_Ei<3Bo51(#$*s@!(khnuD|i@_x{&T$tWP}gb4RrGJaKA{N9`M$@{_@2 zUSiGrrcHbVq*$z;hHz9urWNJ7&{YP-;{p4d--?;y)Q0Q+H+E)Y{$5_&z|~>wTKRH* zW{go$bx0u5iu9iu+@4AuCVkCD*`m~qT!e=$D^Gq#{IgQ^Hpa~QV<2(G<mi{&F64=@ zJ5w`V4q=AxTs`ViVeFlMwHDJ1_*~#tW;@ymdQvyM+~;cXVbOV5Dx{*1Rs!$4Yn_1G zo^X1p%%JuA*pDrhnYd@>sT$W>JBsH&wn{b|LdW!uXQ$6h0p)CgsLC|0;uz2L2`$c1 zq#ckHC@StHeC*6o^W-sDe}Xc3;S|Clp4pOX*^C@EO1HP?b>MFQr-s|f?;GA0bC3D! z8WI*e=s<S|4AGbz7yIUe%#+&%0u>Ws=eh=Sc+DU541c}j^m*dvENQUT$tlM1UbdWm zixKEb{`14?QXJXa^4f<>a}EVA4178=NJTXXpKZNcOM#myp+}P3hhMMUcomzm0P){u z{YGVLF`#tdoBoYeU}E>ljk-+gIeN49q_-<zE0TOSBZ_#Rt7Vn*Lfa7gHGQ1xd+}g% z^kCKOI2?cMa_E=!EC?MNT|68>ye0<8iRmP_v+>q^*qlWgobrxpD2N)t-BA`so?ohP z<fU|~@hg(^t}3N5)T{=3?hXNNzaHQSZn0WOn1^Xf#^R-@eq0IR`XSXGiKCkhgiCIZ zBim0+hXwsXP<)@EoTozeImkLysGhBddd4?rnB=NK>}F3At6Mdw#BUV*9Mgk7p|6#n z1+2mdf$(h(4Ptr4{xKolL6}^u_vfj|0i#^ntNpB%puX|WS#!p2^msBhwbh{=vtsh1 zv@el7N?TS=`(5HOBK1`2-&y=ZjU13^8O1Dp*JR%0S>!d^xTBwG7Og!lzl<4bz<g{E zSj`{CGzU&KfkW%?^2m*^tL!ANB2|?0_#VCDkqOzl#n;u~pK5bz#|1yQq({F)CZ-0W z&i9rarmlgq_PdME&i8?=bD#ac(pl7PcoK3qa~zqNYbpNE260c?YzMn(6)1MInynek z;GyteZK;Q5@#3GduLo1Rz;$a)Q)%ij%;eC}D(X?OW5XkX-7Tp|b7ymAkHQ#yG2`kM z+dBr5x-SX}-cj&d*B`TpZ4?N9c#S)Hei(bIZyf%)_YwMNAB-;AKaT71>W0qOrXcA$ zufFa@;;p*2)m^`#ADp5*f7T_DJ%U-A<j+L+g4sX@MWAI681499bvo2z_ITO1Ve<i4 z){gCtA-uZrqxL?A+nFe>)+uv=e+72aj<NHWPvXzr(!Lh;!@%z9d-^wp3Vl*ecY94H zkW0UC%bowmk)B8Ir{(V{3=iD)t#W+`>7V}^l<e=p<Jyk<e&ICw?G5bDJ+%n(|7OE! z=yPG0>JjdxsA=$53X&78jmK)<;g?K}5g;(SAi}`d0~2SuhaF>x$CS)Z(w)X|X;$vR z)v_^Q8b55gG&KYv9a@{@$lj-IM?I32$GRYF_0p2%k9IWgc(POC^a^hN_3h!96Uh-j zwS2L1BnTWg<zJQ|bATBEO-CBiFN=BHf9Yl|;)jml`$L(tpr^Q9F0Et%Ra@1J&hH<D z`Ik+u>TR8HIPsIvF76hj91POBW=_TG7*`c3ve&FZerppCQw03C`YPbu^<H$S89$>h zQ;qS8cdiyFQ{n8(&OBz*A~?Haynfh{%x^c8g;;AeqJ4(X_erw1?}}N*>G_l<xGLjN zn%fluOq~Z7j*JYz1e@D|wc>TuSib!u@N^>NDD2GYHBG`^-s9?%WS__E!`j%tWIt$g ze&Wv;>cem)R7XoOkc!iv`znGNhEa9r*^Z##OcXd%YJJai9DjD4`8~UH7)+VXIsd+H zgdK{C<qs^o(f&%HU;Mo~6s5^Fs(3mAjKBN(<;6%}@RRJxH0yEPdp=oBaAzL~vqrp^ zVps%)d;yBLA-VS$stXs=`q8V}#=zpm5T3MWoPI|7eR>Hs;S<Gw;gy!N|Fiad;MQ$Q zJ~*`mp{k>XrH6a)#dxD$0Lil+RJio<Ke{c7<MQ0cJ-1C_NDw-d=Pcseq)GoT!Q}J8 zW9xP;X%Sf+b2O|juHx%F2n+c)h3sEXU9TkX&FV@U723K==+BOSy}_ygy>;Hzm~QEY zvwy#Ny;CM$3&kA?TVA%K8HK;&U^AoQ3p35ql*{RG=0V`1&F49IkQJ)Wp;Ltdx3eGU z(yhapSii>|#$7nA3+;Mw(@5hT6?oTe2n0E&qA2ZC*wM9tMl^5*wnd5kDG1$^m0d0q zcjad{hyb_1Y+wNvykk5rb8-yLv%j}W?xdmwB|3|_U<HO^u83?P{;p8nrKfDfI}#S7 z9vx0okF15E#mCnQz&LDo_3-o{2+sVHdi{ighjQPXvx*wTldc}uXV_c7F*v>Rr^*!m z<ZE`1?rH^};)`EO1BaoEKT{)%>|x9Klg;pHAIX;#|9dUPn++bXf(JIHcR=MCfr9OE zMfh-A%o#EK15T;yf0c?daPPQ(IL+H7NID*9bXhPRyvpy>a~KiNo$dZo9>!V1AC<fI zeOpJhZAoJ(qD^>)L9VfQa1!@jvlb@OWsGNJE|AseAop#}doH6<K;3OOW_D5Fv}aG8 z?B-h7(QRgCI^GA`w|wj(x8`64C6v`}OFDX+3GLY+$*8D(jFz6_NRt)6K)ZT+r2s73 zS(!?s#v!?veY|$I9n`ejUk*;qfkwpz)~yH0+$AUbTL%3QR5l-7m)H1)>v|X8S#d<7 zWr*rXzx))Yi_vmxzZ{4DlGzBk>**jbK&$gViq69y%eM{VRz@ULRCcLoC^8~BDO4nq zR7g^!Wt1XHB$CQ6m61}}Gb0%h=VR}^x5wUl&-Z%&foFa0=f1D=JdWdgc=mU}s@Xc< zi<l0eZRc_M#-9z#IcR-SvjEx|PdvCGRSEltUx+XN?8Bu(asG6c61XIFPECsV?IVP$ zykE3?;6&7v=Uw8@RQHKLSZUq_*`9a!Jkolw=-pD|_FEAc-=|}Bxvd71JV|<#`2OzP zarzW}MgsYP0$cvgf(R!~3=Yo$TloF_+V>6E`|MiCN&kNQ^h;UP$UXw&mUurNe>{M_ zuG>nweX>!)Ty($IYzN3`_o`lwA4Y9B`1(oo44&Rr?_nM`fPXn}T7^Yaz}Lpj*{5rI zp)pr%%4-wh9VN`u*T*wZs*)TpsHEoLkK(t|B_!XtBk|k#&7=z0;<M(TUbqNh&R)8? z994MQ-XuKxb_JNFhpz~2AH%>-gTsSo2^UE9G{1|rF^<$29TA~rpa_rZD~PuTf!a#{ zAqzjE3#A+`jv+i_qmn2EJ)w3iS^2Im{%`~v1Ye%=eAbFB2MT7Ep%>3L6qwaklIKG) z#~IqYxxha?|I($+9atqFalQRC1Kn0M7Y0aw?;(A+S5dK3c+s1odJ_ZbNp@(lcWfZJ zJx|J)w!TypmyJ>%T1y4}cEPTNyVJ0_;P0a^nZaP{L$|Yi!z_GH{d=cQJ_Cm0x_c}< z>hOB-cRpv2K?q|x^WVb_Y?P41(4xhJMX<bZ=AEG%6@@K=R_$!pz(u)j=_+3q#ze~; zx~$cTEL)uIwBC$E#0_m8TbDQ#w!J=ReY_MzU#NdSFkTHz^BcmSe<wazP1gUiwQ4YW zmz{Rn&jw7$pwyKcCBkd-0}h-*6(rZpF73!R4R(jb-W}@g#NTc5JZ-DBcw)^m@p=#y zc5;M$$hXhO`@(y-@>UKZZB~|PDDkD(-$`m`*UADv@0(ROb`QWzg~tK=kyYgK+{{B~ zU5i$?Xt^4Kh~864Gj=zp3W|<+o@X*7eFIws6tvkpG5w$(i?rV;7RAYPcUZ^cd-`wH zv8_`mAjqCIK1>Cv_@f4oj`w2s<xI8*d{jJp%W%!7qZ#Yiwwa3#jp5I_<3Y}fG?aG? zS~}F6d3c<u;llm37g@Dy?0wAoknPK<t~5RxrLC1NFMYDQa3uVy`)~~veYf`AcfB`= z<FX>JaBH-A6CF#<+HnJ3X@{l5PT;pS1>3KaIjq`t8?(gRAgJ)Je<V?ep-$v(=MD za~6)gh}n0ftO3vM9pi{}orY$?EXf^>e?h4KBHxmF1GF-G#Vc|yK`n5z_hgPjK}&Fd zuIxNERz-~4HTU7R>gA#g{Q?x4b?*=`83B&5(TcOjmtafc_8ARr(kJ}<(LUi>(!Zhp z=EC~W8t&)F-gLQk6wJj<-*C}S;I?0%P2zphz`o=1!3S@PkpFbO;^Fa0c-W=$q=C$( zQbtvt2e+=lSbIMEdO{^GuO`L?aS<LZ(+PiflQB5c%-OO1b2j1SxXegNcH>=!=S}M( zy=Wc#lF@pW^v7i?k8Q5)0UCxJ5gpY$jLoeWa@h7097Q9wI#_GqRDfDu;VyC?UgCea zXB){Eo<94Otzi^Q`&T}WPR@b#^fo=y-87V!y<Wvk--*wK(J3wVRU^1HX#_ndIk@rt zf$od)wP-L0aA<lKboXd;yYD3YRA&)`7?STf8`s_t%-0K(#g_TZt^=4}^GKeaDIGuP zUx~_I>%+-_p>i$pF_gU+*nY~r4f1#J8=k)10|mS5HO`CGK!xqTh*`gGU~a7HbRqqb zsfV?k*`gPriyqVnY!c~=Uq@afd4rOhGW-XQwgP971qZuwFZ^Ojx^}#_9){Oae6DhK z!e?IpxqzhsG|nIH`?oZL47;OwhXz`afjdmcgE<=tchL1XM|8n*!uB6VdP~S$uMTyj zADZbO@>nRZB6rud`78Trln!uj8^6Q(5#(9sT)xW^U-Xe|O?|~#q#t-$$du!QZMod5 zv~2Adx2wd`?N2Hm-n@T<qxS@M`IJhQysJb9&BzcTb>as*-|c_p2kEc9=0Pt;@{9YA zJiBZ7y%OcmIpMKxk~a@i4Ul!n2kE<3y6RSBkJp_4$~bTmTLblS!^k;s_0G`JK%Osf zruLd|-KK}b)F<pW{*}Thw!?g^vSd$lI8Idk)e=tRNq_rA{IU)`Z+kAjr&Zb}7V{{+ zwHi0&+Hq{!)`<&mA3Yi2TgB_t{m;(~li%_6p>Ku03-FQSM243(;RfDo@7NRE3G_8K z!If%6*X`rumN!{JB}v;gl?eu=#X{rUMzW8;bo#kn$EiMar<f}6y-tE*9v;*XY=U2{ zF5zX@mSHFN`Hg>yGNE*ct~Kz(EV4R&`A=?O7CAE&cXCzID1E(jb^P`3O1MP{Ik$Lj z;s1P<GE2)wT%3G3PPsP#A};Gz^ym8F)@&;OhibxW-?L@IzK}m~tJy+&K8O78n_4!; zE6zgh({~<ju{{_yHN3_1@jUWqxEi+|r{WH`0N64zi+Wpl3|)zzSJPEfDMy=DsYG$t zR|}RU*qtd6sq?)Jg~~1l3|P&<)LiU^atp#?9h4ch)T)Iq%>y-upLgNpKiA7QavCwT zNuX^X@ekcObF1s$N-6AmKWftM--olV2HFw_6R~pLWAjF)L8z4dniKym74A_|<}w0H zL7$Q-Qz+emswXm-7X}vKx5EZkNy5qdn7gUQrG)IkC-nCD@cw~USGKBdv@M4h=hKhg zmnD0J&q5FXI8NcFz{g)J_Afxw6M?+aY6=`F^4nF?NH{WF=LSyrmg1ipDJ@j3!jD8W z50tBeS(2-y;}`;oQt6ftK65}TxBu07`+P9JneU+$RtYgye!iDGx>1oX<mWoIjO3|4 z7RB%FMw@TZU6txfSgrnu{c_$CtnBP+DoXA{%EhK{1uevn*w)K-JhKs2mPPAX?Uq5= zyZ)?jS|2>q)W)48zuplgabumo37Z>2{!n?s!QlGC+#f_Y4r2JC=VeuoJ&KkWySgVJ zBUR|5y=@M@x&7zVk2foLTy6UTXHgf#Upivm^0o`V#V(p338g~8N~*`#i9e90t*&u5 zp$g?D+}}8=)nJJ7W7Pt}g?MpVecOS8SvWAM5^Up0&fS}qy*9P<fuCGhBnuCN(mXs9 z<Jq}_yF6ZM|LU2=>TsL2jJy))t+X4sNmGgOzq_Y<beG}ntHyjbrcwBQ^C_!1(P_(v ztOSC^dZ05Z{4aHF2(pfGzEqG%!ZLb^Z;l#ykhg5x@>i%GzN+j};2<1!k5_dcRorPP zF=tl-H<l#<3Y2Shw8ulVahu=$-Hjk8)Z#DRR|H`+C+;qkmtsXj+2)udxoCa+i*Al| zC)87Q3VAH&2^Xo(p@FsngH*bNE8^E+)o)MO=3QiNlP`U#TR90f7L2`1-2YJbDXnb~ z(=a~zCopBiIgeh`>?&VPYal4XEC>k?r?q&4q~i|6Tf=ND4h)s3N&9=9Z}TKH894EC z0m9E>QI)R6P8`*EV>9GLLBmP)-Uan>aHA2-TOj?7vGsr73`#G8-9)*3xdj!s&_)g$ zWL9B#mmb~K<YkP$ZI`W^T?vf^+#^a#Be3z~XZnc6FgSWkBbW91GVy7j*)tp51n+hA z6oo6vzThZ>^wLp!iuJo2d`gZb@Lc+kjoRW6@G`!Sxt%wL|D`30z5P>*cQ@ZZx7Zs6 zMMK#%5{+f}u|-z9fGq*)`WCu4?bcxrHKMfqKowlMsxMsssS_$6TF?+82Sf`kUfpZe zjtkQXJ3^`HxNT|Ux^H6vGCf;$-?r2T)1Ly8meUCrq3WxobK5GMuS<B#V!j4(?IrK$ zPE6n%O|w^no|72u)$U%z*#Iqio$ZGR|8(EYd%Y8fqk&KH-f>Ol4tRe<D3+UWTYIIR zZxjh7elK?}sjw4MFzd`{^TxISwKV!Ce4oYPTr%Gs11%b*`8j!^oxe$+tUgt>SalFK zOlR@Nep?6Qm`^v`FZf~mrEd9Cebewta&CzKLNmUs9*949xCK4#@87Xio9KXl4%wgl zxroBU%zl$QdLZuU&5bd~s*&&XFO|gj6uA9;UCJS=3`&Bp1)T{U#w}%}m*`gwZZ>HY z86;daIp<?D+HV&j*6gIp(aj6wd7s52Z8Agj2l}mNWrnbIc^}J`J3p{i?hFTeB^7c) zZI@c_G~wlIZjU+7&*IqQteM{*8i5*Dea>I33mARW?@tZ4Vd-$(ANIv*{L@hPVak6J z+Cuk@%x)!n9*ecG>WfnlE4kpca(V&-a_`r!^(H}P6qj|bdIUJt#nst(`NQJ5Hx{k~ z6A&Ai;JiZidG5dVHlA}W1C?{sy=nK$ab`5=Q@J_uskr{@yz10|2DFZ98Z`Cb`dW8> zqC5^|;#RNzd7Fq_8|Isj3(jKY#c`4Ojv-j<r?_lV$pg;F{8Ki2>6F6rf|oo<Uf)<U zXvg0hHKd2kNW_MR_`LUibJueve)acr9X;iZpfKd}jGuh&>ioS~yDM@)O88&X<T%Nt zncBQqbR+qgBE<ms)C?2f8{tIpAlx}$XFC*6e4ynTI%b3m;nc7^C`I^m;?w!bf_qx< z_~Fq5Z_W{p)X|!Xc6%~E_PaVMx{y7S1xH#l=|x)+{Z6-bjLhLFdt5#%)`Rr^#BK8z zYv8S=f&ZqTQ?RvfO)WrR3HNu|FF#ZqCHi_i-!uMkkOuXjKSdMxX{$UfeL*IS>-k1_ zDGxz1@XVSqe+8#YOYBgT1hr2Ou=kHvBkMxtd%d74@Vl37WOcG1<r*Do<m|~lT0z#b zEGhvdhYM|60_xz>t>7&eOQ*3geCyHikUkuF;k0Y&@DyZlc|G2j&;=SR<5dZX@lbI0 z%E{}a1NeDl{IT)7YG_~JV_x(g#bdTtD9>!k^Yf19i?!4qtZ(bN(0;E6#+FRVuUIwW ztx5gk+eSOE;02ZP#FC0l@w>B&{+q;6Kkv`|!$c>$ks5N4aP5;<4$FJ}-_MtENG4Qt z20t85{PvIV!gP*`26*0?gnY(l{U0r+Fy4C`8_mrMthBN^DSLhadmSFl1r*aM?X&w4 zwWwQyCvujY8pxiqXz+K6>+lF}tQy=rY`+eNBey($xvvWJGKxax4pxDib;4=4)e4YV z>R!3sUkz}^#WPc*0p-iD2-BN3pjE1($Jk|(d-F5M6DEER{vW*3@Tmq4iAFbChEKt* zzdJ8@klX?v?AfPJdTox-eQwiCk4BS&+Z6f)C%{=H-{Ihy0sJ%`;BdXQ4|;f_<tnAx zQBWqyly<ZQM+J80r!*4Xr+-3^T`doNvsGfoWR@{VPO&64pdPx)&whdIRWKQ|cX=f? zgw}zV7V_MtP$i!AkYCIgTv?RyOku7EQ#aZqX6{n_+><ugN>>Fx+2?f`sB@^Vm1rjO zV*(Q0t7Ps(HbT;85tV(n(%`LHxBb4>TzK;7!V%5Pzi^g+IxV=p3KZzBTSh${0r~Pn zbd3#FKu1@!-&p52E}yw`B`_);ZEh<B(0GqST7%IE|9%=u#`qc9ePhia;aFzcN?(VC zs*$~>)<byo{x%Drbqcc97MpBcB>F}T$M1r_eh_}G!bCZ|3obq%&+mW4taRguDbwB* zItm;d=Z<x6gub&s6)-;s9yVt$Ub>hJZ4Q@=R%zNnS8CzD@9%!RW~|HIykizPS3~#Y zq)fo3)d#KvA*;AOwM>hf`0D@V6&;<FDL{Trtu1eEbRi74lw~ZX!&Gm&*i2#&PWHOr zi4={%<N=rWGJWk}_n*hNvzr=$-+SS>*86U_oGu-AyLk!H-b+7?-#LY@h58lFg`Ifw zQBY~YmP!n-8jQ=O&f~NELF?EbD>(i(V0(KHImh3v^4ufV3&_mYSMcHwwCi|2v?Uwo zH#^ImJ9nl*!hN9&9f=DdVWucwu#a%J9^atq2$Uk*c21FVzXl<Q-olC{dzs|rSWU#L z$@d!6bY#l!$0v4<TLu+opoE>}pEy6!#~UxPpNd*QgGXz#pUzK0Kzg+I@dolgVfnGw zSD_apZy!A$Fi?lJ{0xnX=@q!OPA%K(Qyc0$U=AN5J~_`m1v;9UayW7HsE$TF;R9XN zIF@@f7sT0*@6sJ=gTVRw|IG!_P@Xz7${ZW%f<1MlT1u@NR6J68POwtYc(;Or^7}Oq zr>MJyEzF{uMdb#mt<^YqXvr|QdkmcB+gLBWnMT`^K##G-J`AW3XnITXZbuq@@7)V@ zgM-gB#a_17;pe@7Yp?OAgW1(R4;|D7VQ5d>{rvJ4Y=bvn|GiHEU&-7n5fA23B6FK> zU3mq3QFgtbZPkgn6#0wc%EjOmcbDbX+Axa!Q*h+5D8~tvo!gj8O5y4wKAKnWr!jy( z#f9%|H{LkaYp$-FjJJ12(+TMhqqyQ_nM_J2@kO-y?=YKz!3z?6rq2jZFzUmJponI? zcyV}Y+dARg^K){uh_0jD!=V!!p1sCf%inIYB(I_Gqvs*r)%j@1>?*AOGYaNX9?^Ba z=>{tU=W*?jRM^XyA5*!H=!U=kdYN7-LxYBWJl2;G#JQO%`^{)5y!C2dHdeKw+Tvj@ z<I_W!{$qQ_+}SKtI-Xe2rLqWUFYh2rI0W65e1ZFlo1xCU;Mn)OHL&Go$bjeZOgzY1 zyeu?0gsSbQEZ254q2t@q=Y}*ilw(!J)6OfyKq*>(6WKou$CvyS#tMmE8*5;H<Xa`S zw#_v<wNTO1(MYg6d=#ENVa&THI)UlcoAxR1u7mV_15x9Im!R`-(^lP$qgbHI*uMAu zJihT+6y<W5!;OPhn>ucH;Z!-7k+tJzcz<k2{}(o6K2`3^`Gq+=l;0)FQbenCN~NB^ zk#ORR68;F7O^kv{i&eu<)kb8D>84a1-k|h7Mcq3}tQCUi4aUNsk?Y=J{lRnBQH;M3 zV`AH~0`II91(J8QVU-nQhG6Fs{3o6z^|d7zyW100EedOpr$r=GIw2keqm%z*-${C~ zmTzRN%B7*u&$Y@(hJNI|s(&c=3q9rF2KVwGguDMX$UCENVg{8RBU9}ZCZOH?V!oTr z5}1o}f1hlu1+Q0SPwjuvQ!Z6<PNqC;!jfvS+9%5su&;GXm2$=u>FcD8<3?ZL;yLn1 z>tr{EXM5W36P$s}{Zqx4e@tV_<CTfy(__dYbFW#uY6C^VzrZR|r3iU#jjSe;GJr>E z@|s|87GC9$6k?no!mC-1%=SX#FlhSp$AD2c2xW|iScW%)zjNiQb;$(GS#`T6*h8-G z6)^k|vVuiCwGnYqV<0uroOLsS<n*sE^tY!FAM*N{Q#zT1dwje#gB>by*E2UZxznU4 z$ajQRfO`#!#oxZMO<`1$WI9{d*fW671P(vz-9CrIQ56|1p^2ETK|Av{HwR?qpC9=k z(uHCPd!H^^^+2-h5AkG2ClERLK+iyn^n1+t{kM`ydI+0Gm^n3bFuKw9V^482%HC(^ zNp0@OlaIXaWvY`NF?~zMwpT46_}=?qHnj=dr&4*Di5|<W)yP+Pvj*e*uBUWTig5D7 zM1XW=HR|~ly}q!Q_|9C9vugM)Ksv=z|7(Z?c>cYlp_V|dpL2T2#lJG)?*_T6BILQ0 zng3t=OX(`ScOroH^66;^I>c?|7di?Fug>r?iw$5sSMbIP;^V*W|5jL;s}<#L=Okww z?Z+)+M&q>$(-4{~bmrd23H(*D`R5qRKWHdue(E}y4}2PY7`lHPk9(}GcREY~t;gc5 z0O2kLWo0e<1TDh%i~xp~pG~0SDsl9o8sScyn?7L5+l3xZesbtDg&fL(+WVQZQR&;H z=wf&&S}=>gEEU^Ixp;i-=~=?(|C|smL~WP{%3mWBZRuXLF*A8z&`ibaubyknv=iMS z&gqNUS`kWDUKlGSd5DaeCEH&AQRH#sss7Q~4RdC<c>6Wy(fiVQrst=-A%$5a=)UL_ zKJyE^e~kEj^)F|w7Kcv3Kchb@=Q@_~(8hDxfBthsW3Lx=-7h|az-{f{0^LhUIsA%S zn7nQ>vjv<KtjDlB(uFka?U*c7UHkDe;q5LI^(s4Lq2Yi-SDQ`&+E|>nxBfkdX|*3k z6v;U+=ep~=e3Kwt92~aY`(hHGu+H^$l()m`hBu;VsT6ej7kg%TZUk%+C5J=j`|zUN zbLMUQ58#@a#?Jc%S#UJ1HQh3`4OM@(oKw!}10C!0pLpN(p&!!`<?7C9=)P*Vabh<u zg_HU25GqdK?o(dhC8|~+(bK4AUI{U*YlTaQzXe^NDa2&mr9$@KFO3eL7r`&WyOtxQ z3axs51}^YaqruUY&1K|1p?#hE#@L1#nBL+z^^V$x-v?i=vDFpeg+~MHMvhAm_1vzo zqiYr)2yP@q788;ubNHqDj&PzTMZPF(&4C?q9y_lYk7D!V<qWQ;%aCxuKw#)f7VQ3@ zSsvy67n?<7CY1vTpK83zZuMv#UW0du7fz5qv?qOVYia-k>Rz;#6CV_J;eppP;?rop zI2pfFd=Z@o<qxnOUI#N@iu1?Mt+*Wc<f6{*TI4+R=i)C}!dXmH=YHefikxRn_S=c{ zVSk)qrrx$JXg3h=a6G?=m&y$J^+Vg?z%L)i-g0`1c>Bk>{8uCJF3NM~Z<j?hy4c9Q zac>_wd@u|?ceDvdc7MfxyD2dAn0K4>Z9nwksudO!TZgN$>r&|#>)|%5pZdsHHSC+v zHCIlb#qog95#8V2&?k@{Hh8TMeDt;tAF9g4w9;PMyn%kmkrKNx^=k}GzJI(Mr$2$_ za|Y>FT&s}1?UDD9)=;p|rt~s$Ou@p(EqO)t%lP;1XKne;D$Khs5vD#;hI+>7Sr<x2 zfIErdb;!~bKE0>d7DplZVJf>>Y<nI?54#wDdD~6;;&1fy>DA&%=Go<+PkS-vc<t-N z?VYgaHru-9I=K%8-j9x3odact<Emlww3J<$g8X;KW}#I@ZvF6%Wf<3A69|>;!5tp) z`c~Wx;CJE!S1VmV3KJiq$(|YHmo4)3iCBc4n!0rUF)=9ni+xkDB(svblR1M?NfqpH zNxtAHOh<X-eC>x{ClxnGm8iYoD1&z1v~+EE8YSa@FR$>BJ}XaO7WX8=?{s7Mu;z1k z64_+*((cCAp^#Q}bdF~O9O!?XnN1%JMS^90SDy}`Ia9n&-rNEXI-NAFzfW{5`^kqi z8<tUCtKoZr^8miRrhFlKtsm><w`y!;tAwPI%%2}#k79tgfQ;0>Zj39dc8krP2BSAt zbCLlJ6xV@+J_&CZa6*zhtg`MFp52jWl=o@`sak7~j$9yov2`w&Rr@~Za>@!ikyVRS z(RA1R;$@tf{TnW2Qiz`ejDE0v$wJiwH|ejdkiJ@zV;g>vysJi0O{)h-ByvsYxX(Mx zK)DRBUrqKDoQ|BAhCxP((xt^?=e7IL%)m_h+DH@b+qtHCf#l;95<he2l3ZGVJmasK z*<Rc`-0i0!JBkj^-f!%eX$4OQ1FlJ;!<1&K(L4(5z?>YDww%r5U~<(r&**$9{OG@> zyjh?S#nqCwnds9{?!3sX|29<v+3RVO8^8QPA(0b1q`ohM3D@I_Z8T#@jr{)m+sRI} z`c3a_zLJUO#{X`g)1L#yYw0THv3-OW7bEuiO&EwC36^>#(vAHpqHo*D=lJhuar3gy zYlwczS{7_Fj!}6nqyGgB0t@Aew1nXlM4$E6_%DUzpy#sHUy#?gd3%FpIiVUJD89CM z7Ey|!wB}O6ZG?}Wa=_RW2si!O`tWK>B|dX6;O1BKg%Q5|{x8orP#$`ZTnc_#g3B?~ zdh7W_C@7ujx%I0JHb2x{Nvf_z+0?NFFPSKe4&&L^yH*N0>(4T8PF6$iZSFmxmj|I+ z{WxQCKjB{U7er?LHwnXCw%TsfRIobtV4^2@4##A6TSyRnC`-;LIk05_+WKesh9WCq zUH;^9f+%_YN!tAyHH-N2VC=#3-!i~D{L;;n&EqJV=kP=zxC_taccrO3sKJGqj=kDK ztym>+;EI*}3|bF}?*9Ik>^Z(|>HNwt32BWNy}xZAN1FSOV`JVB9zeuB^IOWDSm>m| z8OZn(*S}_J7J1L1-51sbL+>(Z)LNQWdmRcb-#7=>XM2Ff&@rTTtp#t{v)vZ&Bfgve zUbJtK%*AatciNa<qgP4|bbGpQe=ityU0={LsDUTL1tXa*T}ZokOoV5S^xjxX`On^& zN2~A<MuydFOwoV7r0w4gbs9gE%k>FA%k;8=_{T|PjC%g;gTn-9EPsB-@g@~{wdVDi z2nU7zxkL42{UiuKPO%ag4FM)P;Y@REz@uKTKA#b3#=yW%Y2d5IIVYLo4C!+C`i#nS z>2e$RN5*&MP1j*ZY@uM(=UL#B|D4q)zlN2bA3d5z>LHukkQzKPiCKIKD%R;eC|K(_ zNlom=tsAmV3Ln@&*|>Z4oT*hGOj+kUmlh49+^LbCT%zN7+-h&Kz)C1L6!+egN&KPl zCpC9VR)M2!s71(V1C;3Ho;D)B&JgO7s3B(p>7_a6;3(LOESKC0*}jo|Qw5X4o#-J5 z-EJZC!v%5jMQn9B?JUlO{>|Yf@56rY%FunzDhN}%tNI~=hLXg4N3|fc0*1`abZ3-L zqCw(=&btwdxS`|S?*D=)_;)1FE>QM2a+<~-QVeN=X)b|Zyj^YBd*akfVbaezAeUtF zZgv7H+d3yD9uYsHRLOg<uq>q1g}i6*8O1OEx-%S_-on1L69+nlyHIlZxRT(mI(RJ~ zo7laN<c<P7q-Dk0kwrLh#Y~_N(#~t-v!5Ho4sUr@qq!vPdSAu(Rd5VHe|2;W?k_;P zgkm|{FJoYp)g{kCbc0=k4OicjoYPhA-LiX#zm{_7b@|oy1^m9_R@9wSHIVZA>`-l4 z4G!((nEics1m!#Ao#OvaLeaF!R8DUk&Tcb4SXowxngz$CJ{)X7%`VqDg>1sP;X3(E zf@TU8?LJ+l=lP2X_THseizeaveA(R6XacrH#yu<D(FC95IOlKMmBYAMsr{f~33@eY z^%Pb%B1iMS6SR|~kmY?$<)$CuxqIX=2wM}rqwV&(gjgzm9kW75-cCpg$S{(Vsv`ZX z&CO4&+EB{cRrqM(9IDZl`Xup^9?ffB0U8e`G3?zmt#oY-+z6X*byB5MI`HbX`pM@_ zFl$^Qu@<ug!@16?B@M)XzTT^|fq5RxcC)!;*$=~rw!4(IQ58yGNj!ALAqu{E44<uh zI|pkXoUHyCMtFGB2&GuL7%l4fTV}=E;C+x_(dt?=K3x8j7i~iH9sgKP>t#C1$p@h~ zKLxcwqV$XTq}#<%W@ta4_Krd6AJ0C$5$-NX3Q;VT-&F%F_x{jSTqC*bBQ+vAOl>&a zxNuVXS~cOk-P;@MOT}2}brtE%R(O=m_e$Du05VeaJbfiwkb9O_Ls*9NcEzO}5xv)o zKYJ+(lVl!Sa&z8W88HoCy@t1_Th>F`usJ2Av=_AG?y6YVkoko_ao`ioVh%UGU!XP> z*j)tWKjI9OiOU6La;!m^#lcy9(JK6WDz7VM%M5ZnuG+H1H4Q88Lu1e5B=S9VZ`v%d zjD6c(eJ?i-BA={tpO8lfdI<W*_B&8fq4lEnlS_keI$n5P`Pcx^7N&yk-BGmE<Pn(@ zXuzcZ9$C_tk?&b;wD$UZ0`#;bS$!sX|B+?-o5Nj8P-A)~G&+s~-m*#am$&4=qPP3a z__KMScC)5NwPOx9F<Gpdu@*w9Vsda#H|Yo19+eREhwzDqrHq4(#xYhSr=81e94=(Y ziVkoM5I^1rPQk|u(0Nzljh5vsN*&wsZ$NJr{#)&%FMi$*P4QA%pE7BcmV6%@w@HQo z@9sC<tvY3JfVq%P#JL8(8rMJGnc9oot#h9D_R=a{aHcW&p4f^nw;xoHkDbJhcZ+`S zIv6Qi<OJ?9-0T6F+`SG`f+Kjp?4!2UA(C7E`IYVT_s^hCuePsUEe*a4G#}%kA$dP@ zTiYEGlc3&wi3oxtgm0uiS+jQ$7D7w@?!VXz_s)6W7h35>`3Unxn{^tc`hfd+>B$4g ze(G8iTYm_q4BhdY*))X?3AwEsOD1764b@ce#0+GaH7hjikHdc-UcJxtYe${~jFL17 z-XKB8W|+4!htJY>efp%+jyKq1eK>Lk3HO-kl@V_jc)X4<)Xx|PW08w#4_ns2y_4=1 z1JSXshrSh`@g6~D$JZ9Tqsib7KNgKXEr8B>)x!Le32ds0>J~AZMqgRWKiOvk@u9}{ zm%1dMWV(gnp@P#mOv_BB<n~oVzlg2D<Iy27b%<FR-ZcnD)^kQGNcxoj=H7o2GK+G* z4~b5&wnEEigQa_Uy%;xp{PJVkVK~qjDm`!9iNWqC%C?hUVg=vgs7uu~U?^Gl>!M;a z<SR8v9e%rp-qCMl*T`OO(<zUPe7|bg>Ec^n$5M(blX^Z(zGR<LZcnr4bOQvR3M$dG zn}nXc9|c<v_2Q{Ir#(q8$3XOFWAHBBPE_h%QaRr}j}Q7EirI6I!n}c*UJB8(gu3Q^ z9=tDr=wTlFy$v&PI@PVX;?4j#O}SUQ1X8h0qKx$?PbI|7w@qcdnt`T@*1tC03$SlP zJM&rnT0ETg!_6>i0AxRh9TweP42uCu3XUvwXt4LM@0*KGcv{8FGqH0T4NYiHom-nh z$Ui{w{P!332|Sw~+&GC_*eCD5aF2#Im4Wkn+7eK__}5muHCm;AtwqZE67Bdz>K5aV z6Dh>+7%y3EHw`0i0#Eu#lz_sdjMITVJ+RmPNYA2O3+`-wXHour2I>~~Tbxi$g44_{ zR7c)yczERJhJ>?2gwL?Xn>V|RyAD3<+8sCu_BGP4hZ3itZ0ZzCeoQTB>U<iDS04qL z;egr~vNb@F!f)I!sCdJ6{Omm`(mU9B=XgI)J>H7ukdmNV!gASMFNcj(+*iyuJWV(< z#b!so80(CK*1In|XO<fw>~V15%qTgxkFpp(ubP3AZ{0KIR+sSI+35L7(>!=Z`7`AA zZUtvF#IxpP7?oIG`U{iFV@SU6K*uJiACn$@HdOH_MB`pLTK@Ve@O|p-W~NGVAUFBU zrCsQh6i2#+A_P|O*ST7mLf%%m^ir!v)TRdYE+{2T9_WG#!wRvU!zJLKXy!{RG>P9W z=N?R6B=eu<9`9tI1-va@=Wxuo6H^MaWeq#3@T4PyuIb-Fd>LZ<x;&q7z0PJ&J3m|j zUq3ppICTnswB=Hq+g6KTje@o{EVKaMwL4~dIwTj=&;GA(m2isohSZE59l^Pc(j1<r z7Qk+2g^l^CY3woB@IH2N3}14csOh=Vj?;}?tS62wq1!p#%*Z&BlSvtKa8{cI!~2Q@ zsgH>+?|Onh+ko`fm3R12N@hVYFd&*%zmZ&D%ld-7osefNHk!}73Yo&OP5p$Y6XYGa zLt!i%N_77e-c?A(kgY3iskzgTU3urJCx0*DH3+4h$e+V3I^N_W7z3W*ZvqLtJ@EE? z{#J3te0XyqWO(z!2yq5#w2f_}Rbt=ZsvrM~LFs`&g7W!_T<~`gT7BO#Lb$mSE4A?z za9Qlguh-EPKn$JYv@KcChGo>W3quG7qQ<5wS@=-@`n7jQrr=<jL#*%TX>{8trF(;U z8r>h;*zh|oVp90QICbT5bj#|IT(qUaAFLPA_nboWK=$s8l^!%}($>B9h+fI}-c*A0 z`V_c7$>9n5SBNam&xLRDETDt(X2x>jCtbAGf8woLg1(E<Y}-?EamU>GAgx0qIR1Ep z|M3MXy2zIwGxc1?lXeF<UODv>-SXtzBib3bq}H#@n9z^ZfNB@^>wjV9*XC^=oKsNH zZCBj#ehAKJS#A*Ru7W#zhdgD^{6hJIa~4dLF|=^Yx$<s%Hgd-ryxd*XjXUCt>Up`V z!9mP+&Hil<WRdvc{ok{Aw|22DA-oFi_7v?8_%;V;4%vF-(Ud^ClwS1gsU;|jh<f&n za~8P7Y>(`IOoe#WqPCklO(@YGJHhk49@l~@g04Ov#vhxa?jEbD0gHsC>*kY<C>dBB z5}&;YZp?yz)4uhA@w5GVzgiVwrDA4v4Vf>a2lrH1T^a+AZz{*=o-aUf2;<b!(;Reu zBzKlIYXa3B&oeQe>;*$*$=dC7GuT_D{c=`g3Z|Bw!qW4S@r`)2lx`ChXC9|WT)p@Y z*A>T_)kHhM@^#2&Yu+~eMNR*Zc{~;F&M;h7Pi%xcZ=LeB##)e?wm^4TnDpo!QmMc9 zo%ozOemqXLiUFR=DUW%}YG~Q=tBJ*V9F~fnI?x>?bDOd;_owU2kpExb-mk}}Fv{om z;?XA+m|{Q8bN^@~3Z8ttaALX}tsgR5EBrT%wP6F-w%S#q-lz~qUe^Td+Wf_(DrXTq zw#qEC`qL^Qhc_4FLn>~Ke{nU)trrA~1{&#db8uo)mZBKULhbbB03)q65cPgFBVbdC z(t<C=`t3JR!Vhf?&HGb?d+$BY{O{-ts5S7YzB@aCS3GYUoF2)9d+f4r()Sf$Pg$xs zT`S4=OT6k1Qkx(>Tb$ok^JtZfRf1Mo&rX4ZmcT2)<CCD!6?>_(Z2@HALS2dK6o!;N zd-J*`5j|zRN81#qA>P+e-65|4+drR#zr;6jo9J#66=m?D#k1fX$0VBU!xdkmUzu23 zh}9&|DgBA9NBLq%kJLX~A19U`%%#4+Ch0vybU~36@2C;@!*roqlgxc_#~ByCI+Fcj zGWXCCl8Z`7ucFa4t|mN3%?)k08^Eo6Il0>)5d%5%9<{$4gY4>v1+nlpoLg9}@MNq; ze$hF(<hcQe5t#k+<MlWwF?cK-eb<WlQx0BiKWo4@rIN$rQZ~@=cWXp27J_`=w$#3r zb}ZF)3@@Qs1fSzV<uA@n<I@Cc$DOVc?A<}xeP*o{*3Y$sxHM5<<gHbw>f3Cf-QjUj zpS=I{{ns~Po}RL?bl$d6X%2UKadKLp>w+Sed1*DLM(9-Z`9dii#!FGd8IN?T@WqAm zjz5JvfV=qe=}o&9uz_N7{-^8|mOkw<;fbmMJB~Imzr2X=;|_IM>%_yhwoMM1<BRy6 zPiXJeO})q!)@)GGQjB)*?|IC9Y5{Gdi&AG38gY_^;_DDIf$tW<W?i!%zBJM3#8~v; z!FGWPoBw)YU_La`TxSyR4m8&rl5<^p@pkGC)-ecF+!gpkz5rxHb~*c9C-c<@`t3>u zGr<1Q-gtt)1eiSxBh4k<;7dVCSt=djM&`C_#&!?mo!*&O<2A$&WK0!(MoWQ>7CVd@ z_B4a-c<^8V>91bzHoC#B*9-H<(o3Z4`|;Q(<9B*7v+#{tlfTm`6OuDFY!jQw2JVE2 z`p&u;{PWDw#_Vi6+*<n4WMDLno!eTyGnA&GY4E8$&oL^7^@V=aR@<Od{Pm%1mIf_l zbYuA44YD*!A1drw+!EX2)1^-@>2D6eLtu~N{W1WOk9>}e97Wu}!KtgND-ko854~9> zy-FhAMfR&x8_?`XoG<0|Z{%{}IP=V%_-QR?KWFpRL*d?fH?QNpAnbjNl1;AL!|Upv zACh~(LRLTg@z;51IhE+Bc7{gDF$q3a8!jU4LvNddHZ$;>_go8UQiV?^4;=V$p&ZVM zvT5IFv4vA#gti!yy|?|4uK2Q16YgegYn-z0gmx;cJO9-@@Xr1fCe!bQcMc~WY@(8R ze`#s2`rQWDY?^mJ;UnP&KYaPHaq~D9&~E;5Nw^ssuDU0sSq#Ir4bP7EOtgd2O7ZWf zXR9$N`)Jd(@d|K|@rWqXYr<35VSKf53N}><8>#75!sZy$T|2WX(U&omd$W5jepeJK zt{NFf%b{DXHN;nWZ^_5t;;Bjq5@AYv$xC#T$Lu!($bOQ)VZ9L($oyqGv@yM`5)Dc> zp5MQ<7JY3(uJ0i|p)9Ot7_O<uVbb#N)+6IYKMH8}QDP=~Ng+n@Y##=>0#g;<g-LwP zwmJD}Zw1<U$kU(l?E_|ka+y29wGjN#VmZNR8cIjbnB3Be$NUl+n`pvSu(dV6At*El zEY_+?N%XyNzimh9ojobI&ZPR;RD2TKM8-;&>&CEB_3PQ}!}<7RN%247#s%C%&E6*% zL%229+^olaCb3afHziag5$+XU&50r$oJWb$6b;i397@qJ(f1kwCr#|=;;JUs&x=RB zGsSRbHdw~iCkS}s7YcQ&X5mESeHkckz|WK^@tE@@7y9t6z02=T*e9*69Zk59Rj>G- zb4Zoomyqq-wGtNa5`%ZdoZ<v@#~h?d7M*}pdP~`e&IQ~yClkAoGK`aAngx8Ce{n4? z;t$1s46gDV47sklj!ldHAZgu$Pd^>~;@~(5tx`sB*$?HwW?R$a1+3NBX*sc}EbALC zeD{7Q!L*ECdnW{yT5D0U=1j^k$qOXC{*vZ?uNLX<)rE7guApH}o{M)?CvLs`MzZMr z6b|PxN;IA71J)O-KO-+R;PD2r@!4%l@HXR1^Ny4mJQ~0@eoHkMs#dn1oFqJln8$lm z<o7i|q_R+F<ZKJ(`r8+8x0r%;wmO55`7-3Vld|o3Qx~RxT1*klnj<}&S|=KgufgeK zRHF&X8l1X+DS7q81n#jg3b8&#xH7dyMs&A+p(b7DZF8S-eEC>bcy;SAJl*Y3Kts-< zl*Znp!nYPtN!9z8!!E*A6&i?A{8owD;}QJ^d`>udo9>Z8<ucK&-E!!UHiOc=yl1hT zgJ8BYoVxapiYGW6xEbbFAhu<D%eVGL_;BrcpTpKlU^CKgIzQnJk(d6nu4;-v_Gz!y zr1oJ9p%wh^73nier{fY^Nti`ui3rvw>ZI@B;UiIH+ftBS_;!_-<m!xsrs-$(dcZO* z@{DD2KR7dWHgkMl1rXvneWQ<7={!x{)AdIr7aZ_D@O%vMd)i3sa{bni7p^;*8xvps z75T&OG+pX(E`ck=vuhEmQyfz@PA=dW%QZgc$YI=i_+!vZ5qip}Bd)6wce)_4I4pLC zaBb+N4Ro4jgK?Di{vrNrL-=t|#VhHIP}EwuZm-`m3)aFb>_3t8x(FQNm*ORTT2~~P z8jYI4n^rH#N`Dd-*2UM)_x5AMdE2TP&nhTL;M}e%PWle#GtK@H-IL;0>bFHO1Npf& z@wjhj!s&WHNxt7X`0(iHPq$lMkohzDa?9WtUSHx)pxxVs29`4>3x>g<?^IMQ+dxlw zqHE_A-#~oJQuSy1PPf9_#`p6dNZ)u0K5Z8veUX$bI{ws6jVL@J<MD1+Jszstr11Vp zBfb#T3v75egptQ&i%kD^qlPwv@7;}Uc)Li0?KOFyIQ3(4J1oXg(P~UI_YmRts!gqn zCk^2l_?m7Xp9=Avt1B0YzTH6Otcv5Mf@}C&He>r0U|k;?r2HJj7Pj}jAFt9XT@EjH z_)PYG70UW-rv4;H++#YeTTqXdKmKlB9_t6!qJXU6%R}(H<Z);Z|19=O_%`1*8%67+ z>og9!ZCEnj%|po`Tr@k;asJnhP`pYLq~+KJo-~^{1BE*=)%!YCyJ!g0S|;CUJeUA1 z?vdDjs1iQ;#_8;_tN@>W+5(9;QE;Vysk!oR0`wg=kIa7>58e9g{H>?xC}O|Z*GyHW zk<XJh)K{kqO2l0z4lq$Mi%~MC<wqY*XXSjhCO$<oHu~&0<@3-zs<V@RYXQ!&6e?H* zj)D%8L6EXhB`)Tuc|6tYhC^K&Z+v;54RxCg7apH0gnhExcKE#+#KqGr(mju7;d0@% zM`~;-a7@Pe&Tq+be9fdDZ>Z4%v2-*svcw-+|J$I)KP3wS2j#2snL6O~xXq6zx${tY zDu=UX&lJ&DtXWStPeH1%n#jRR39upUarig31#DG}px@d)1wuAowb)6{C4D*fa3|k5 z$+L>R$r%~OTX6>Ro3BqG&!{$YB5g8c?ln96ExQhCIK~ff{Y%0tOkWk>>c_*(tYP0R zvTuxGz08+Fc$j^~%qm_E*~pN%hm%@5fzHGHE$rJz@TA7bopq*mNct$d8m`-j9=pcQ zY4+8Di{|$`d<!dZr9#&Eg)8ZkKiAf~TwDjL=k4gv*i66-_fCuTpl1A3Hs#f#Ncs~b zWY6vTGy!>Z^RZ_4N-&r<%CatI5nA45Y!DXjMfyc?@s7Dkj5J+g<~ctH2BpkB38YuU zF~;Aco%kbTBzYdrI+TLRo8ja@lDF~mUFxygPISX>)l4Vtit*%V5%Zq;G{{qu+o#hr z3p|@8+J*VYK##^=pwW5-dAZ9<e@)MVPi%wqpjjghJ5Mkr4X(oh?@w0ICF`&uK}6!$ z$s$Op*N%EGn+Jy;wI93VMe=FEHn(D8sc>Sckhf?xAN`snsx3XpeE9S0WYdu>Q0h7o zvZ6!9qMP@aSTC-DzM}kT^VfvSIwibS*Deo(^Mro9IM@grJoQ21qjPAqGs|x)V>gBw zM<`$MoyBV_^w*<82@l%t!M@v?6ufCzWL;<9gywLsTQ_JD%={x}#SfF-mOa1!E`-%U z{9MTgkynK0WW(CHJ7faa<TlE`AicD%O41$Nr024vrc#ENKMT}s{Q@7Z5g*&v$N*Qu zld7=U(;O4n3rhjNU;KVJ4Q1&joT}^XNMHB%U#KkEms)YrWRP=m<VYfCIpIz*7yUfU zefbqG+}&szb8G@n*Y^~9w@<^uqOfKNdlj-=q&SHib>YKf5AMAQZh{h-q8m33%;U1< zsHx1MLb&hB$h>B`1pQXYsopXq$C_Y$D}(d|(DK$VSTvFQOj}ydExKG_Vz8Q3*cpzQ zob;k;Ek(#Qkz6re*^ZsB#bmXlI&pKoYFe%c;hV~2n6#_^#OjGpzk<$;LsZ=3YQ|md z$i|%RMi=`JOij*y+EtMa@pQWX&R?2G%H$EUdYS-ri<w!$qAC1vHEWQeX9AaHmWq=l zs^FT4KlSqq2FmTZlUlD76F`wM#nIn#itHEH@t#~iGGDmpvT!#Br8d@OX^WPEh?a@z zUj9)$>lL7vcYg(_%>^6PZ}fqa+}0h&ic8>rAa2CxGP$oYCAcp8P;tI9GD?c{tDLah z^>tz(0~5s+u5bG@fRYRaYV*~TAn;_5!Y<MeE^OXvWb=oXQfsR_;6Zw1L+GC*9QJC3 zxr{pTT&7OoGdG}T?yE<s2A1jN&<=#!GTIvrg~X2`TV}F-1=7z6iH82acf59u`PhvW zbZ~okrtRk_2K}P{bAjYKKbgr{Q273@Z@y^cn{2@YUxzi*i+Zt7;-llp`ZVcTb@@~> zN~1)7@Av7dreVlD(XG6`3GrXnG4D5=3>3%4q*X!XY5Z2<{^C%=FrM|XTVMM{d?RWH z3ooggLjH{_@}EhsUCGP7)`z~m5U}ywF=_2iJU3@SIrWa{(<$Q{EVR2I?cZWqD%%JS z)?WPRKhTLUm}t*~LIo7;xe}tm(FzB3Bb<MilfAOG{>+$BJG#CLiuVYgL|dgG1^I#j z3|8{ybP4(hey?*bW>Bd3IWxek&TRmGXP-2#4I!Kfjw@pM*TV3W$AhQY<Q!{I*d&r) zkqMHgIm}wt60tYP|9j+y8c18$F;^aK0-8mE=RCWZDR$nzh^I-8@TuX)sJv!y7E{!n zy4Qm_JU5o+$FktO{GQG1y!B9hBwNmw<O`m0uKnkEkP1vT)pVg>Cy+rtx~Y!z7+Iga zdn1zQAtjN`ZVV>~hd*`i_aC%R(0bfc`lEgZo=T6IU|L-UPj8)O|BMyn@Oe7!{GtkS zqSrW$yBL&yJ$R}4Ql|xuf8OrJc)ts7CiSnPT_4)Su%B!6YKA9C%3@tAjZj`lH^h2t z7B%$3Z=Sufh>wnqe%6?ufafoxb|pmhfbYET3A8N1>0MGsYDP)l#Vg5OrxK^}#~tqL zmq;EYY(a#-K7#mln`;;b9x*62GG{49u9t(U`vbS=O|9s~tC|=-OT}FphrXC)*5Zd7 zNA5TiPUTEqFI6{u8kGM_OZSgW!kd9D3}IJFA?S;80@ZL9mKr&}wx^C^)p&ZZ+sH8J zxz1k5x!8ss?~mCtll@nakLv}KJUXR$_x7i`wawV-7k8N6tP_kpUMl@9tB2UrKFy~` zX(&0nTh0YvUj)P3-f3l5df~XWa~Li69N3iiGqqS$Vd&o%G3vx0RyFwYeeS;!===Ec z!2N(GEXr(;QZMPkFSVC7_f!Pq(TY=#)MXms&HF9C%qflFH2cG??p6zA3LTpcBInJC zo1rv}8GVrbG)8|(VGVivRCGE0sCXxE*ZIT#%u4evOKOidWT3E%(u~~i9{jM>#2GM8 zqx492Akr^u6*$T@-nmOLQnKzR2sA2{Vo;d5@^6zF3{HvcoN6F><jdC%eMet3kJ)@! z_)ip^D^rsd{F*@a*^<xhw=gK(UP&Hz63c_wPty;=NN;^}@#o{-8yAq%+*4zV+ax}< z9s9!5HH-;At|;3z4#EgC)3vXU#&J(Z`-Wga1i|lJ>=Gf}xLQK9k>yqoOsa-NMK0$- z($TjsRTO67legVgdf_2Zi8#oRmr)0|!d7J-4UOXd>C5M4E3+_&TVYvTW*zr6{1OqB zq@wv~$@(ec8*|qkV|yw)j1AtAiw!k2lv`gqsDANQ$k!Fj_5JG_MyI`Gui3u>&lPj{ z#tc@_(n>`4|NQ!J2BT+b&Go=O{;x(=a2SIOK966k%z+t=_sf#cx*_3<^-m4LfAF%i zec-oc7<JEAdmL^|!luq3y6HL6&(1ad#!a;YBc^{bcWAZY+p7$*^d!HXaLMq`A98<; zV#U*{pZnn8rr&4P_~?|LZ>gvj-P{FRgPZT1OqsxE_ICd+@X=ECs(J+$1umd1O-rzt zVgp{1?fgq)TMf74b(q?t%VCObR-I}`eAZcUe~yxVHLjlBHdAVZ7Z78pXO%aCEuq)^ zo#zS1Ipxo%z_VjGX1L{EvQ`&-b9Zb?+S!NJ^s@ixiQcrv?{ct}mx_*Cw|!UguEDI* zh?kB3{BZhfnvq&t8(zL0Ru<}#0<L0au{PdKI6OaMOCkLuYBEx`B7|rB`l77Q4b~p0 z9yN8!mK=h2H?zzl|17|CuuO~<@!5yEh`%tHkB2ygNy=@<D%9VdRja5zirOlL-k(%^ z;I@|Q@WRnj+<!@xg^``?`NVALvomOwf~~isQV-E-r&#ZVj`~B`o{wHi>*Kie<J^IK zt_~<wz3#K&<uqJjboWl{h{p4@w0+F~O<<<`6UPAgX$%n=TKcuM6F+Eb^}?1xXjm%c zekZw#p^|F;odUfWXmFwTkSdMRtffPgz2E|-)*kdU6`Mw`@-J$QITPR}lgsV@vm10C zxVf@c_oD4;I_}8rgx}6TsDh%&$jsSPwdd?K6r9%88*0qJo7JZ)zLK8t#M8NYr?-be zOarqP(*wd?SGM@M)x4hUL&Ep$WFo$~PhV}rcXpw0ZLHjdhl3<1WK-?<qzMgoa6CD{ zQG-9)yx-m@`iXU`_k7p01^6p#TJR#^KfKJXF&MR_7u_uP<lV}fM1hPQSoymHBu(a* zBK%2Dmgs}hzk6d*EBwqyTDe*@TFOi)IkAX|U8}c0lKtIKpeR2x`!xJHD{*6?l;lC8 z{$?HM?82`B`5mgS8}TE(pZw0NO;||hvrGD54?3TwwX)X>K*!5%e?EGYVFR1vq2Gj8 zYy4c!03Y^(Cl9q^IJyt*tR`;gu~vdk?8v(<2}LlvFI?_NGA-rf71wMwx+##zk=iUH zun4|6EjcvVlUQdOWF#@&ic>7cH(Wvqm*)MZi_2RmkoxG1<b8=b7@1e*4_qt9cR%7w zb685@Uq`$`P*NSz;9k%9l_lsgo6<P5Z5(dgO=uTts>OHv`G?i>iLYAwe-xc}Sk3Pn z$6K048dS7|qHIm-J~V~)Kz2q_>f10PiHt}?l$HiX+DSC;_R!vYciQu`_wV`r*&nW4 zUFSTX&vW1J_v>|VTJX^fP#+tv9E_NO%gwvrEnk>`kt>tkUwR5~G@+#UP9X7+Qsydl z`Ox4dySTL^cMoa`t7~l{ej625e&I_lG*tT*)M+l?0`@zO#C;U(ha8Vp<x0jGJhA8- z)Jgiq9!}rR?-}lf1HTXLj9#XrT+Z08_FzvZJW>pf6uv;XP1;R7I{OB&dEY<Y%aJ6X zETu6N$UO>?XU5LfpZ$kcS_Zm8bCa-RxnWBf8x5T<_v|h>Hi+%Jyezh<jN_pDdTJ17 zCd6+!Cj6_7^y0%exbuXQzYA~8^EV7d7;D{d_E~%ZC>U*s<l2#m+Rt8_T3<`TyS_gI zKV4~t<jILl8^$~|RS?%>rZmC@wsavqhY}bR<+ylup#aAj6a2>a^<x|7E&F4{zju(0 z?X*cd$>WBNB`YcQqsLfj>s|f{5Yv@rimW32?dW5Tu{RoUT;u5VKXc^}xIaffojwqh zpNV*144J{cSB?8AYTZB?3+cLdqyx%QpAWM&eFOP|Wf6@edW!hT@2ur6ouK*&?!Wj` z34Oe)tZift(E4X<;n0>^j0h`#*S=VbT9WL~*DX%M98(z|AIAdDPj)1}H5h`-XOpp! zInj6^?$YBkvBcxsx$Cdy{aNgEu7CKM>?sDhc#THs22q3Km`jdYFANn8q<ZVlLCr>) zGiAM#=)`Pm(?RAJ`R)ypN18`~O;1*dYc`AI<Xd}=+^L6@IIS=|lZ~J548_OhH{&&n zwm^Eld3bQlRMgvP3f@k2@u`K^;;Jj}=_}T2xbaRX=UWp-N^(VSrXI&E{4$M~*7To5 z>1{Fbnk<#rl&mt7a%CCYT&6GW(II>Fx_=eVx6H#&m21rsB9kByy6vD`#!s{kG5XU_ z_5iNZH)8c$njzZ4^zk|3uS(>+Sje*2g;6{uRpZ3>No^Y!QgtSKIAzyw8?KUGC40h} zcI*U5PH<)EpPC0}Z7mh)^HX5dzjKeCMkjVCDfDR*ZvI=(E+=vO37Co(9jPaKrZTrn z?~JSmP&Y{@@q%n2{+2mZ`_h<!lCUV!)$2b2-FHT+ztuKkp2Xi?jYo8p`BWW-$#jx0 znPic#OIw0!Ijf=?Y9CgO8F6Kt8-n-cRjf3D4!GmfA=vjf3{>cOFKKP+1dE2oAM(wl z_w_4E@t?>rP(AL3(>wK{)bmIw_0=ih?qmlqGWXi3^0}X)SO<cW)zYWV(Nmh=NB%o= zsS4g|m<1?=_W`w8rgrw;Dw#K*VfQCq_jj*$43;R;Wo?k+@K%gp!#mMov$FiFn9G_N zd&+wad`tcVw|U|vNey!2o^AzNa@^AO=}r*1$k^s~uMa!Rj|noTkaO`sKRx};a&V5l zMbQZxfz@NYvYccexGl`sZUdzYLc$p<lNIT+*m9rzr~4lbI`U_@u9Dndju{L^XY_*C zvlN|OTL!`Mz5b?#;0DA`TkpRjKWDWl@HncE;rhF~f)W%4(EK8g`M_u=Dyk;h-U=;8 z7sx$)T(A*_UMBL%q}HJH5$%K5NZ#-2kXn#%^AL_|4!_b+t-#=<jKno%ItpDH`<ueF zZ20=gVMdzdU^rR%eUHTx!DH{)H^J+x;mTx;Zlq!p`W%~^+Q3M-)wf3!^9yIuaqQ|; z<}3|%vOTr>7e+_<c=P91if9Os0M<G+!T|`nS>iF{v5XqQA%8zcO~C^dJ84$q7JU3E zAXL*V1KDSe@0#KwoEFNR=+CK3u-R=#?<SH9cqIJt(<i5Fc=_n_VEV&O=w)Z9dNJ>T z`XQXfyR1fFc8`tqi^M?~s}(D~v7h{ZCz7Hq3fj?4Sd;z3o?e{!*-&4xxfmMuowenv zjYf`hX~L}%gK+7Cb>Fbe92nH9O`UnmK-uT=(RnFy1VpnfU1v5C4oGVH#lU+TDSY$C z)qd(_qY(!yrzrWnD#RW&;mNH5`;Vh1#`p_hi~7H^8)9o%_pW2X!<FR6LnYb8KX#$m z(@n?EJ)gicx1U=GlYHs9ufNT<3(!+!2Azjb?#+OZ`MA-&!Q~JfL5Xp7`35sDMs@C! z+<Drqgmu>&hQRcDj^XmDQruqhI^>1;1iE+We&CLqAl#SiX}0Dv=u!U^bW5uTY)z>S zO=TH4y6Hm0&TUJ`;;)q2AVs`4A|7We2Bu-CT*&;w{bBsB9O2F%)&Z=)m9CuIMgwZ< zz1Po^XwZMY!LERtcv8(jI0v%igOmM#TKRIbU?$Kjn6R@Nf2hp&EH-3f_p=?b{Oj9b zB;-T#ni35og-n}z7E*Efy~UvmX*D>L_CY$GtqVKWe}Db(Z!xqgnG7cFX@RSMGJ-61 z%g~Z)!5#T?8Yb4eH~)8p>}UPhL)ZMtIYy1OEbK0amIkMX%r#_Bv2`u<<l}0*p`4== zu1@wDuf9KRRj<Q=@B-nY$V7B$k~C{nZ->9o6sEm?0)GhCObSrvAo5OvtASz1|Mx{V zlF3}KdC^r_X#ETXC5aecPpU_Kq0p${!C}bT&GvJT>Hyfvy4ZMRcOv_TLdo8WcG%D% zWG@w30%{}oTJp&Isu^|AUZ`pev;CR%otCDt^l_rcV(J+1oq4~V<68rayx@;p>uQ6R zbr#!`mszvA2e)4>o&N}O%ne@j`C<4cP&M{&-3UhLnNrSwn+1W{fa2m2!hzB}s<`eI z$pxvuQI&Tj`(wBLik}iQ0O?q5=^l{$l=-EJTiUg_yKnF9c%?zKtnRO}vLQZ_-j3R{ z$D^S~Nxz6qV+`plm)?)7=Apkt0q?f%T5Q@VWcTaxC^85Oyk~k&B|XBBnlFY!Fn6R^ zwri#p`TGXHA5$3t{-Dzn&ST_!)%lSX&N&WkjJL0;^Gy-I^QO0pN>seda*SuXXBHc4 zlP(#KOo2S>JudsTcIcO85#{~7fYg0C2h{&gfo7tS^rLfsp>P{d*|2sYEbzwJ96vh> zSt5sC<$sNb{@O*S!=1sT*F0mCEn0}`tZ(3QP%E~5NS1zabOuiCnmu><0qH%9$(T6W zRU*@Dj_Q@=1#G;u8e+K2oRz-(T<R7#;WdvW=y_$$Vf!QZ`zi|q`0~!7Lj~(5!04cd z$>(U|Z@u}komprKe^&O~wXE)f(l6}0UkB&lQH6-xsva{C=DT*fVJ{7YtU}&)$`G&E zmJRy*$-b+4dO}=`+{ZR)gvHL<ERgq-GPk*rPJBWw-BKe_2U`E=zL=bBLE*pKeH$N) z!BW&dErHHj5MbExm+#;>>^{mJk@ln)lH7!pg&0VFT_zxXv0@3{BzG%r%2>nsu6s88 zlv>oO$?K7Jo<vbo?#YNf-FU?_**$S*8w|3I!k+RT!V@LwRKls^Y$>^6EHMoJdy8(~ zJktk_TQ{r=aGwD4(348{$ox(B&F-p9OTxGBjb1ssdlpnz=lW+YNzZdKO`_DZ3g+q8 zLbfLLk$vrrgZyVgapSn$ha7I=H_yn~uaKk%36YK_eqMp7vi#J^#-H>eCEkd*+@oT# zD#sD&gQLLXdZy>c#ai57|4{ifwFcdyVvNT}hM=I$;it@7M#_q(;=ohiWq5ql{5?Z- z4_?r!Y}7TcM~yTVAGdNA%3sbAO7oLSxL@JC;bG%Hl+!L8;yjs;{+<Ij!|8g_4;zv% z->E|SQpwE1on`pPCvorR$e$?c)|_HNI4%GB)85}I$wj+3Dsv8Z11fQ7&UegL!at5a z_pK&mPy37JJR;E!Iu#a7bCKC_zBzzf$FLjI%Pz_V^8N%n?#+XrWB-DD@UyHfv-K#o zZb8aSp&3hpMwHeh3E#D4-nCj_3^f%Pf7q#{LeNgR@a_!@FmkxGUsG=iKfXNiNi@C( zPCWgce&zHeWIc7fvTq9$<@1roLq7yN@Ow(;l?qeROFbnn^woY2ct1f=?dE#SB!r(8 zm3B0!zHYL0p%u?*p6GDaUcxu4O{zC&J$U2J(JH|+)2Q3xTDRA~3Xi>4{X3!_j<k2Z z*)+yR(!VuLHqWBMf$^W|{OMKLZ8$9Rrlb}`917F-NB3e7OR&_bqtg%?$I0e9mka0F zQgqX7`p__i>u(G3TSUUYe;d2T!1T6d>h-QcJhS{jHc?<6bF|y9{AHcP)9b$3iNh2e zWNhEHzq=2M1RK@QT9b3d@#K*O&R!V&miFqxKPt|%3rkCtk@vR?U9GEa4e;9enDip? zqDXErGdk$j2adbAd}X#wz#8rF?xzuHz$9)sb|gOm{cgBtd}6Byz0D&Bo|Ab2+j^l2 zy4V?H5p<8?Nu5Bu<!0mF?g?}`C$elqyyyI>CbHar>ml#8mPLDd818+4oK1)H((BCO zZLbRPv~|@kMl8%B>$<Dk6lPmM=IToQy<gGb*~wG=?`bDG9AbO4KWZLN4Q}+OC)^mu z_32fAwwFV3<3>w5;$zy=d&aDE%OXaVx1RXqKaI^POwOOamqVy!(Wm<3B{;so<fpc& z9*%4Eb3dkL!{D2lx2N3xV7AJ!O7ts)fC+!D+p=XyQ)(UF;9QIYiq8tI-p-<pAEjxd z!3465uUX235e~k0d{+IPMX1Zy=p193!_9%7Gv^vR;mY^B+&eTHz+G*^(DC~UUcOaw zn?H02o*423xc7F$WGqVEcr$=H1EEb_gp=~v__e}z!rl7dulGvAs}nB=9#3J9T0lOB z)u(ZvvvH6^ZF#138Q<N%%^DCih6ybCyM|ns;K_8-^Nio!#EYT6(RFA5e-0iyY%Vhe zqBb65HSdUrX0KetM}`*o?CoQ4o$&R><2Dtsbfp8uGC*AV<0zc}X&7>D&j`pzo7`xt zP6N{&Oc!^`(17o=Vv_Z@9$1+0`RYn~h545+Z(QAxg~^vj1L@j1vefI|KBT|C0LO}E z1MSKA%QazKwqZ{ZuzvXRqRgNNdy|`OE1%BcCgZU8bIntD=gZ#m)Kl{)m@ys^b9olO z?0-zuXnnXjdBEai%n-JTjx^qT*@aeZYf80`n!(p>d~rcw1SfgL!;^_uM0Sd!XJ=#| zwk9|1TG6P+mwYY}=TD83dx0X&Zuc^}Ht0r5ZJ2-q601?Mr@O%>cfFv<U4|^hpG}K; z-IFLOV7&JM@x0{6(XFn_io)oLCc2GfWWM*6(dy1SD!guf-LQkq!!!y^%=UNDW%U&O z{%wAoa4U<4Yy;w!;cA^=rZ@5ark8MT5;h+Nfry-UtN~<SV76Vln0W<e%h?=ELuTO7 zK~9qmCo0g7yH4X|+%zhya`@<dox@Wif<ewd3SpAj%u~QH7B5h#Y-c69&~=dKdK8&+ zT5GVdwtwk|b36PO0&Y&ied@-}gu)^8uVjv*c}+r%O!droSrd7GoB4DwhvdGQYwY<Z z$=+mm)rk9k9f<t>7Hjxq81_ee_j(dPj~$PNOmtSW;CR^kz)YiNFs^ZLvpSK5VeuDs z-u=`9wMEmmEdDgKk282wotTCazec*9?CG+S&yvCMt15)DdN%dv<794Q#LIam6+P3s zEOwroz)J1bx;HKhC?0sM-}BKdTu(dIqcB<p?33TWxv&S~03R&R6W&Rv_xZl-UJGzf zymLasqypskeYN#?UW`Zjo_O&MHDDZr+Bpu%c4YZ#wj&`iA6{&m$~d;O1?ikDvvoY@ zP&coQV#>IL<I1<iM~*mQN!R&!hpjar?UcX1<m@b#=8p%kn=e4_StqX(t(&q0Et^?H zWv6gqICc{?uK>l94*z%NSQ6gx0tsLKUbIVi>oT>U<cx1E3S6rrdHE_MU*F$-2oBVH zr+h}y_+fkT>YG9AvekQi+;|Lxf@WXO1y>>GGjSzFpE0;`A@W(UNF_dulhz3l>cQIe zTfJm{#AEF1h{lCd;&<I}_S!Zw7mp|D)+EBQ?%-DIwU?fRqP}rYe)4=3dFc4ukAd`_ z)@tRfU50Vpa9VSnZzu4?ojGQ5c@id`2p;cQnTOI1YRW%6XTZjlPKlp^j<V-5#kH%K z<ej5qK3^f<3xzGLd+25+;kS%iPz&J(T;6T--`OP^p0Rw;)$+3kD|4lOsPT26nl)9# zGl4EEOyu#MBhGW+@{=T=PLSR*-|;m{b2lpXU;f(_oP`<dGb6G_20*!`nw?7K<@(OG zA0CAl;{8Co+}YY0)Hs}@^h}Zl4Brw~3>50{ax`bZl{Mjr)fus{dJO?PRe~Xs@Z9(% zr`kh08?p0d|0OBH0}-peAIBct3Wwiv!hv1I=rFs(t=MuJ_g}p{5%zNd<EgieQ?<w* zwdhu8$M`tZ{dFy$9xq0<%p#2nnE}}LNL_YQ5&0Z^=;dDdR*GLQoL_h6!Z`5`bejy3 zKEyJuM^HVM_`KhHlqfci!KH+uXWCZ%Ag^~ReUs)CDl0$9u3&70@4pHxgCydx=}<+q z2y-JmN;Iv1O?*jSms$FF73$!wE!~<6jS4?r`DluMn#7MoUiQ7?W7zq@u92R2m~_tg zsY=S#!&B_|ob$c~llp#zDO-)AxcqCA{Vs*5XZ7-()#XJDPqT~LMmQeFoUb{bnC}I@ zw6KgTYeUF7JtJ~dl;qhMXZyLcSK-Fxh4IBhgrgPZB;rAr0;X&}pF?jg<K~TOF~ucQ zm_KviwR!{L1_lapuDq;7E>6AZq6<SH%DDRRJ>Lv0ZF@SDTG#_#ZtK3-auc5AQk6iR zDd9^uinM0?=VFTL4$G<ZF3{mMP~TnD2a=UH7KKUw)M78i>veY*1iWCiY+oFK6Z@nN zo!LO<X4S$g_0|I*P<~K!mp={0nCWUmi@M;_yRdAty-Ua`mL0d0UxnGBXZ6qiCSD!7 z)q_3%=JDV@+81itJU*G#I<FW-I2mdO5;sfs0B?+Otm!_&Z{t6n;{1d;%VbDItmwa9 zxWi~SrfoHas*dX0H_;WLS%IS8_*T-d&z^C4eBG0HcNERnCRnp}sl}IH%BIhnQj564 z%N&jM0*Ryhe=UOiCvImh(>nC9v*FjY?!|06m9QVQYOwIsP7pF4MTr-m$NN*OL5Jli zzdF+p9C2`9Q<3Py2v!*vtB-TwwQu?-Q|SQusCY9}jS-*4(dm_77Q%<!)TLaNNd<N~ z4X&3P#^9sif7>^moP?;3FAgW9N&jZQkCeF&6~yRk)y*3k(CQCU@@BmuU~ZV=_^+lF zoWm;lg7wLqtiUyl=K|T+B_F2We!LHT_ikF=@rDLDYB{eDaF1eAyZ68l$@O{^>wBB^ z4}zA<?T>=4Q&8dKuyrkS0&IdezAbec!4!R+9W=t%3(yX2ekVDM=IeYX;%~Ksp#P|y z_N_@|yUnvv+GrS}&i<&->*@qWE*+a^^ocNaeP5_1lKE%#C;ua^ofxy;KrcYH31icG z{hXCsU|m(sit_0KQ2xoUVq!}Cj}N;YR`X^t{BOaABXq-<qEos@JAusQ&xgqGbRUBF z_=p4BEXHxJC%>QBiGlLRm$g9H`aAT>OU$fW-w0>hQsW*(bi>#et*5JG&S{#aS1wHE z6Qbu6B^o{zf_pbpn=ZpFyj9z{E5mOP^NtOc>eTe(#WxOart|~2{$QMwSV=4jQ+bn= zCKr*NJtnBDhze&7)jK&TgqszzY%@JJh`Ke>57v>r`;Cm79z0nK81`gBPJSDC&-U=R zbiRV*#+D>LNRa&ZLg<FP4+mS&UEuJu#)LlH&Uf8Am~c&ZhiLEF@QV01h`*(eAszPb z@@TD9UBV(J*DI=y>#{VnQ&ai~C+JK&?e~4DeEg8x7PRGSH(X8QV!Bu`3UqV1&!s}> zDfzAHIp(5$=q=~Ie9>$geV^|=)%|M}?p%8@pIuspN7oYdmA{Wc^svvFy}SD1!Ev>N zVh*Dql>1-v*o7v1ea_8oi)uN_m=97Nvxpz&b;DNiGcgz^YS?cSI*#?;MbV}n3osnG zuU<>J0z$?Ib9QGhf)TfG)lRu7oHvm7^WQ``a|d7cBx<fgf8@+OUsM-3a=LJ0+bC?l zee{~N${=K>CaBgr<PpBfuWzEa3Sf<&e#?_ztr+$I<@970!RwD=qiA0WjJ*<Qm|(2M zWy4EHS>LY!#nyA@p2cyLT>tdxRK*hB{31gsJF<v+_aBXa)>?!)JF{Ju!+nH{^=x-Q z_Z$@L9Tj5lpM_w`K&ORG0Uj=Uxt_1@J4k81@7WSa@`1iz!b%TKf|#@O>J*um+zBe! zt9g*@b>E9u89krHe<HWp4lMNJMkQIkPQr<}Dz(S*a&$5($vt15KR69L{kVJe&1X@C zW$fD^Qz!2CuddyFm!9${n}O3_G!t9uc9tt?w}D*Ca8}sl2<eM_3;HZE4{prrkb1Wb zPwlN_I;%VehxY1tTXv2@%&w}_PjMc1*jQ$lG$vy8`QV1x6_PibZRbm?sfIJx&+<qV z67STik(;7-2G}HQzh<r72mN7>P8gE&L-_lS_mzYr5vD>HNgt4hSGgBeZ(kk2GtT|1 zH%w~q%F6XiV&{j^_|PxWGQm;sw+*%5cX<}_bL5<+YrD|RN`3T8Y#pBdRWd$d+zEps z%F1uYmr-(VYO9+(;RCoOofRH#fNrxB5U`DkZj9Q=J@WZbsux~$ZIa|`V)UF_OMKDz zs-*KBj!yizr%mie`UrmE_!xSqX#|udyN|CWwPRDNuJX;%9DGWjRK*h01ir(pXSeJc zzz3#(f0Quipl$2=u*)Z@DD0nle`b9zigUTYVg5digVq)CV`Z)2r%`%;rlSKk*={S# z<D0>{VAd(k?X!5d>tC0&PBFOb^sM*!Hi<^cmv&5rG@_d4zIDxoRPg-$@y1J@H5|+S z*Jrg>MsCB6`=m*4D%zmZpjV7|JBCG`{JTZ=PRt`(KV1nA_J<qg%F%Hs_o0`ToT!Aw zda3c&_Fiad+TAl>)(<Az=!KfseI)&^oytn5$=uVT+lXevNC~gn9vY=VpXC(z*~+<| zF-x9_Za|MlxE8+p`|c2~coyAl6Q}S3<k7JiIDT&pX9r`|LkDLeIxN%IgxUl&Blf~# zzXeP`bb)@zWEyIW56&Ld@PVp3S=~qFn_w&a`;c^?2J;oyN4dG>;s&2{riNs1krT70 zbo4(e3|*Sjo@*igtu)<VH$vxt<IFvqN*AWA9dEup<Pt1Ex(5Hh61&&Xzc|GGV9O9Z z)IU?5uUm(t($IE&IT6Z|(r3;$5PqfP6Rytx$b9X%!gz$%FmiO|4OXv=!CmukUf=0i zkV~v3Tr<Y3qbJu~pQ=otPLyr-P*f-Imss7ix>*a^noU3X^r?7ZSEpMQ;RO}?jMq}! z|3a+@pZ34rAsGA4)Bbg32(^!USMCb01g6-1;hH|A$IbeF<ZvH3uj{!bPLjE2cBKz8 zmxrU<ddt+}GZRoAvGsZ5{3?2!z83jFa1}MmLSD<0T<4X!yKmy!`yoilGuC3R2FIr| zJHMEWz}CE!+wU#<anggoyx5x|Yj)W$)qp+^|JZbLJ^WPyN`v_vdL`p<*Lq#af#4>n z*z-*I)Ilny+0-P2`wpW>-o=w%e4Th$xBT<e_IcD$dyzv|S&pf?<9y$pDskJ5(f^*Q z&{JZCQ#xWv-sfquW08<eKdN`0tqqrM!)o3j)nkO0SXt7&nW<<2e_rwVPo%#Q4^`wc z`Ca`BQFD8m1rw{`!uV|RNZld|zj`Hleqsn>vad8PE+l{%+n;o<&P3GIs*IMp)r8L$ zRA|BLNe(MS+OJZTDQo8Y_V3a-20W*P4L><7g2@j(cAfBPShH+9Vs$?YI@n_p|D)>% zt5f2pg-cXiWJ{SFyETG6Rm&4qyo75h$(vrQ;|&$sZ|%Zm7Vzk5qb<GkEb8QVs1K?5 zV3wtI$s^K_VBP2$w9l~$Tj$s;1wSkR`=9zbuN;zpJ{$HqUo;;ouT7n7_%x3n=I-To zdQZYu+baf-_$JZ9jUG=D&W*Zs94%mW3PRMSc07}xM2Ut#DV<+4z&YJf!%6a=ui4|S zm{^i?Sx9}00`byZupd1zTi%C__-%<sp4*p?zB^U(VG8=)!`YX}dDF5xsa?T#7C#D) zN*tQI0l|x|1J`*;uc3bPj$k#0tXOx)sS_HNXxAYs9tX4NecSas-9#@eq(45O(MtN} z@s2%4##7)rY~}ZKp&g&3>~LodZ6n@4v(MDyJ?K?j@zY4T4t@(dI<%2qD|dZ}Ytz0Z z+%3ixU3@PF(`R&V&WLoOmrzKrCR-7>v|b4RNahujj_S8H^XRh#PRe&5Qs~AL-3F;q zhw6|$fYBSQCNTenGlN+55-QW%2EF`m1g5oKT=!F`#EQup=2H^HBb3~|uV{NM<mn6? zw@aymlSlK4Qy(saitTBY`~9IP>qL{o!dghlXzHBz7=eS%7dh4@X_)%>W%X=C82sGq z;n&Ta21V~g>A$|~gin^822`DLkd`{M_t%^IP$#j@p}?Af!fIgqF!EpzN)&C8_Bcj3 zJGp^d*i~1-WSTWtzH}9)zFe`D^BqE!|043DM5bZSvqKTt)ER7&J@J~&pbD>6#@>AR zb{Oy8nRM-Y-HZEWG}!jD&}B)TURk!Ds(~?eZFH7ez;i<dhLvY0fbn)o{f*OPKI(ik z;=IKmFqy_1mv0@%lcHj$JtZe$;I!yw=@&BqFU`{VPmp|6_mdOR!TH#!V#CNWT7#7@ z$1e8GcA-T?Q#fO0Cs5BtE9(!_XDx<^g))%)OX<}^V&*~9nEF2D>iOhgd|3ZUXy_I3 zsAjEteBvU!S$RJ3q=r7iuliXWPI%OhF5D4{yn7#P_#ZjG%;-W5*S*P%|ApgJag+KB zmp<H?>?T|j(T4>aebq$WXwco>cHD_@e7EjzHxrQP#jZ=wE|^xXVzZB!Ou(ZGyfc{m zQ#3jO?`~@5HX^?BM`smEY4Z!v6Q!V}a;ppAdj9?^WY2FpYyZdS$uyK+v;E!c%t-O5 zrzM2)rDF2K*5I8_D$qbrsmSEiFzkJ^A@0L=!V^?`@xo((N<3AKAOGF1gI4(fvDnmc z!flrgu=}qG_Pa+*OvO~fy=;cU(18Usk~w+h*oJ;oBT^LBTt>=kfsGgNHy!1Ck<c@V z$*1U4>El^hQh?Rfc755edSRc%SFMYo(<m`iT9KRDhc?P>`~H>$;QDEnI@y>8Wcg)# zaJaSw3Z6IGp9ok0`y|h|E&p{wIx{PsTu(bX6bY#$WR*dvR9H>)>?G8WXZQU#Ozu|! zMR`0gtKg?k#UUATk0|HxHr+he54KV*v-SJBF!IBU3ES5>cyPk$WKbFn-wdVq%Bl8& zr!k$%JB>MrUCXy}Qfx!EiDJf3JJQSftfL`C{1C_8l}tR+#vwi;_4t>s6L_R|IndQ% z4qq$Gl<jgE0Hy;Iiw}2KVev*e^UQ%NG-}vORpBj!copfP9rc~C)o}jHF1Z2Ri|f9; z?DIn9S0PG0!i1M(W#c9;um~SZTe?`~7eTtoT_;F?5gXk7*mv8|WmVs`do(50f?Mt9 z`!3d1VzKo`AuFj|_{Vj@_vwjF`192AP3)r;h`PD&ot0ZX?9+bvHEocFv%Tv$oa5%f zyy9E8az#J9f49JS{y-C)w>V~NwRaL^q&hzq1`Ofkr}^%<g>HDc`evVC*eEy!eOPP{ ztHqL&F4`A+mSF#IvVhdS5?Iy`r2D7%2}~^3TRFlf*u8gi;K1!RxF}(rR@?Id!)!%p zz9~bPLsO6r=Of>%D=)sVxD7#0R{JM;!2-~TJIdL5x){r^8*jOHs~?|vnOxz}9)%pH zlVatXy(se<cnAJ#hX?IP%D9tPz%5rvo?f~JXZNHUH0joZ!;{U1mS>3{#;f;?+RqZ$ zBw}pl-B<<Mn*vu7bh@$L?B$LF_uDXUhVE`(*9^E;==~>4xP5(;v$`8SsF)CVR9P!= z1$$07Tujxf#c``fxyRzO_^r6Sht6>sxjKX{X6@NTsi%|IN}Zp8B%O#IxxBe>%k;9H zS8WS^jTRAOrL5q^^njbklgsdJlagEpZ5%iJHrLQPze0G(zkUqbR)7Yx-gDd8N+_A6 z#dhtV#?}tA2HlAgINUhO*2Ud~e3bKLG4H~Nr)zf2z%U!DN>5k~=`FzX+l~ir2N4gw zqI75onTzR(`7~W_9R_;!|C9vs`=HdC>s*)X80=(xBr5Qr4A*mK?e0kUiFa=Anu>Lx zg59Vl{arrt`!2-@=s)epyYxK=eubxl65GF{yp%c2E$5FjGVO<HN>7JQ%qn=drU&fT z8o>=}w%JTh)ez1z6lr~B1l8}SGAg9fXT4M_b*y}qhG&cXcRsBhfUPQX99ChIp!;xV z43|I~K1iOQR~r5VhhGlMH1n;&spnqjkD9L#uSSa{HIE7(RnGXHX6}ZamsG#?1-ysq zhdS-|=aLAgZ)H!-(khglv3$WdL;iksz3wsGBk0FN|6=TL55%%M{(PfEykhn@KCY?G zz)ikwMm^*{q}yEls7|B^f7H*aS(6+B)7UZo1IhKM94}kZ*f5Xvr3UVAq~Zt{J=tKL z(E_#{K5`QRr?KnChWB5~2oIy+yvN{?M37Qcsn{s&g#~RQhvzdVaAjgs?odlNTvOw0 z{-#-nlMO0lgU|-;Q`e5!FHS&>DAh}xiwg1e9O^Q5y~zH=*zzvv=ihD25g+HIf^TXM zJuN5;>wB^@qwD(Nbj)4`YnEKHr-;!1NPKFoT3j8dGYCcBWaUH2Ir@x|$8YIZHoR&+ zZ^y|x4Ck7t-*5X7pXec_7qevV6wG6%x!Khpq80@oz9l}9F7wYJBEiWh?xDajYi^CH z7f(hDN)w+&hNXqgvuOyLH1FJOnT#ca8@|jFo+Ur^5M4EYD?aK7pUwzRfIl8;&m8x5 zgY|)t#alj|*qIk%$$zT>7ee@d)N-w(<fLprIH21F+Sj}|dG!ae(BNov=8<-kacFU} z`|<;&et$6tQ_e!E$_*TA2_-n(XT>|r+X;a$JbB*E#N%DhWq-+!<#@D|`e|?I1eolo zv25EyyjZgf0_CY47?E?QC!FM9W+u3LS7S(Dc~La4Y$Fv~&P=??-rf)FVXbEdQ~sh@ z@DqhO1A2;us`r7pV_9%9xZu=P`yq_}`84N)Uo9H1ofGBpXP{Ip%*xv@kQ~tK3zc+! zgW!@o+ah|p7lP27`j9&od*vghIw{M*U&M65KCl~)zfUiImNEy<LH_)74)heAjdztz z7#ko@TT$^C$+J`6eSh6@r4VQ6DEo5QZ(a_^?K`*1+X-OoO!7c%%~P6Uzuufx<1 z##l}|inoec>#%VH3?FfNnNvRx3w6CelSKNFPwfgPe(yy(Yjy_LOH(K;3um`}n1m_o zryeu==_rB%r`Kh5PvZ*>Wpg+C9u&;tq%*x=M4snup6^fB;h68=+csq0Ie%8dcsucZ zw=v81N~w24{S<4#o^>s7>A2#)EXO|J<A0|m&p^cwo32amBsnFw`j&M)4l5}7)?TP| z7wNe#Yl!gO>crQ74EyjvCA_8VidpzZa=$mPyy#!ohwsxFULS2-hI*>X$n=h0yp)%z zTUR}dVrrrub;IQO6?yvAi-dVdAJ!44d>@4P8cJ1gOcyY%3~Q{n%t1Q_)0?&*XHnb8 zJ!oiP4DUwl@?fwa`$#dWyM{Lv)-ewMIR&JrDBO3~fpCHu<b{KF>>7us72AG&KlKNb z&!{zVoF)8b&L_&k1(9$wNN!d1YATr6o!^;obp#WG6<zJNPzkZu&2N_Uf|Dlw#^QgB zfOuO?xA{^Bez?rGW%Ue=^u1K9g$fCe{q^^Z8InIfcvI|Jn*?2!!AG6ddvmjxY#@A9 z=lCLowx3(~BXAI_))#3y-06j2uy=T8PWmvL7pA-K^k5fP<c+JUYjFCGN6mOU$tA_v z)LH#%#<!Eo1>z$$_(1EoU=;b@&!qX@W{{?%MDFEI?)^Ohm#Q6SCs}E@oBqB~_1WKO zSU5izrk({8mY%f+S_5ESFVwJ&JWso28Lstn&V$Uwe(|GUNZ&B1R;Bhf6Q%s?{sP_? z|G+lXQ#;&e1s?zBk*t6CA0AD#u&JCb$GS4ZGTvvU(0+XPw|Cj~NdKkqu;H%>Jh=G> z_txS`RP~H%|CQT^V=B2UjE|>CF6_ar-wre|4r=~o8R`Ws_kMH7S#;u+>#<GrH>yyP z&Ax1f+#CFrD$FT?6JWeO?@{`7!m}LIt67N~K?W^dP0nDtEWYxWN3@<KqNV(k-m7P3 zVDj)}_{2;Pa{T)=({O7JzCP9Po%>5TR-ZHvF7$WecFsJmizGL|oo1pFs4#&^V#@(c zTtm3FMFHCL`%$5i=V0RR8noCf=lxA%5<0%xtatv<hC{jgmy~vrx%bV~l!14xkde8g z?2hFCI(p0)v(@&1dy<N@sCEzJs{Zjipiu$QmrJh%%@^SGBU8Tr!s_v%=k~S->TURy zCeu7!@(-zg_m}5BcSF#-q3j5TMx=Rdeqlj;6c2ct6&~0Tu9B2_;Tq>0HpgANDN8&D z`4KX2tBL1Kpr3DtO(fy6T@2n~db<N?U${;mH0{QHb{m@3?<mB*AhM_BTn?}tPYRd& z83+{&E@`W`SFt0zG{c|tgY1vlC#S40g@5ONSTpO>XN_pk;&nR-SK({)@m8f(Y?(@I zI!QdIgFggE1!jq-I!b=4!r@^=jgaX;U*ba*aOW&hsl-c(#YQEoqgbtG+NhMXie^Xd z2TEj4!Qk3V;9k)>lukYnak}*v+?k%aV@l?_p<nhH$Joq6?oBIM*6=wLSSKR8>-;iM zge7U|+j5{Z$KX;tb1NJwJpPAki15T;)LZ!uHsj2fyYXHVG`t;h@@AX!F#O<+zbx>( z4q^@2Pukt9hYO}YVYcL4H@W@7GRk=dU*~QqeDrP%M80X#(sz=4w&{$PSHd*jK6R?C zXP$66{u5aTG83dH%kOORA`D8l|GQY&x&kaqeVKdq7C^0!oVa`@xmSD_&Hr+(65i#? zPH$`^UJSLrjPLH00MojeEuYE#zW4RVM+b^JVI_B$flS3DKJLHxF+61z*3y;&Ms1t% zJ4338dj0@}EL6PdZJa<q`unfT-cG@(Cu-`|U$O!ICfp0+nt}SfVqJc1Dkd@qa!8ZD z`m62bUeDV*VCIbg-!(Br@9UeL=m^KwYH7>+9X6$)`zF+oONEM?MEWP%Mu(CAc}Bdx zIxD5?X#c?dgZZF+!*XkdC+SfN^=!QBJqi*2zprh*NxnzCH==o_y^-x`OG>CN@v%Q# z3>b^efn(dhRmAp;f=lybsT(PcC}cDuabckodwy@*_F%3AHD#XqMtdj0T6+!MdGcJQ zMQs1!RI);NU;&r<{&iu2n3T$i_+>bCQ@?^GcLpCYZ~TzP(}CIpy2_QLCtDl6dwy7H z4pkC^cvJ@aA^fw9+_cR+zV&ij|1G#5F5cyQdai96w36PZoGYcHB!70I+N+JBg7wo{ zB^`2}`NckO+un-}yRXvqDNI1ET|`MLuLmAE9pZCnk>p<QCe3{ep@NNf68(L$*A4vW zuD|)%21<h7E6Qe(HN3TZ%O%?nZLsn2t3Ym!KA4^0GVQqDil**V=F7ruu+)}Q^;KXA zLSFCG6<ObniyFt?$nEIEi_uvYWu@a_)YtR1)OH#CTx6zP#XG>ZuNquOMnLE4PIlD| zeX#S1Z<ObzNI01VpM{r(fRY>^x^E~R&Ilh~f48I^{8MfWw%)D=L9ZJdj5d(o67%I9 z%!GUL$iriHO=1ofzo?~2UQWk_Eqn0T=T4A+b|h#odlkNH%XZH)AIF_eOjjRs=Hl+1 zvyYtbH=v}Qd5=?a0l2Umy9H;BW4E~tO>lAnckN4w_4rzgCtl6owj}+3ql!n{HgQz} zT(W!nVM{&o>`ptG?UIE|PiT}kYvg{{YM~#spUivs=9c*CvoSnVz@k+-5sXDcC(Vl6 z(2Xt3?!JQ`TJl8b_{~j0M3((RJvR-U|Cn66Fi->M+Q&bLY#9NG485gj(ogI|@gKX~ zS+XQK?XHIEm*SJQjLAsfEW)WdWT+dL4!fh};y(q<W8>i?Z0hxW*rr$PXYi2*ihtKR zhCS~D{q@&}N7+Z9;SkRgHH8|yp;V@y88(hz^|y+NS$Ciyhm}Pmg_-h&!>{A}m2PB{ zO&+^W_MkGa!`93jOK_0>zO(M(brhM(6Qv(EQ~^as)X&jw5`IMSpGkD>M&sGd_YaeO z;OEr*XSvOtIIwl~;n_okW5)1xl}n`;Gy}XY#zjm(YR$$2MY-htEYmN2baN%Vw73*6 z_hTN!jN}c5$iF8~)S^7TDR|DhbtB*JS$MonB5#`bnr=&|6@{#y#9(PB&49!S!qpNx zu&OwO>EERa?>`>Lbx#Ez+?yqNfIhZ=J<M}(^o^5(>w_@}Zr{QF<Z2*1)YJ&FXeOTr z*^ze{tAx|_dmqz0#~S{Yljyj6DizJA5A5!oPR4Co8Lw`%456pCsjqK4;auk^^GCN4 z9)-WO*fXCl!dp>Kd=^9A+wS(e=I<w*Lh)zLmlMc-xj$3Rwx*rzb@_dMUFgEEZiPJ0 z^@maFSzF+d_f#-6FT6HfS%m6OdbI<g1`bM{{->Qg1$&E*VdkS22s(3n^wo)OVBveV z-PNm^SkCZAg-btv3O4TAM!bI)3)~+ThL7UR5q6zKa<2`p_U8w}kNfKzG|_ls5+r|Y ze82L5KI=Qn@%LHdmFO>fIDT=*B+3UkdC{uMaBZUhN0jgaDrO~|c%(E3wklc+Kzdg; z+~VpB_ERwAdTaaH29itH3>(pU+zD~LO;%=cbC^B6*;0%x7Yo-Pq9u=x;CGh&#SPSI z)K)sFGYQN1xv<~5Y{w$DtG0Q0e{F{D)x@X4_eb%TFnz4%k4Wf?t+C-$B7IIN4sqU( z!>Fgw$$EjW7$3<E*2(T1g3~&-`_G;%$DM<}pEq@-K&#hx_g8%}c+yxQDCOq_zBZ^k zlKUtffIm-Q{YW2pM~zudQ>vhRQ0W<)P#0*)uel1J7(p>}AI`l$lHif?pA4}}bXl(@ zWK*wDt3Y?|(p`Qb8g4Q)`EgjF0oX71R@!>k;!<*~Z9Nb1Pw^*H6rHM2MLe!uc4ZFq z)}%K!eX7KWD-ILO&uB2xV786JdJ&mB8Ry<gQX!AJo=5W~d7cNj_#V$3!HO7R3>hrN zNB2+6y6c8xX`$hkD=D?Ww&3c{%sh_QC4EDuwshl>?fV<DPBmiHQ|?#s)IxkTtF`5t zH{l8iNIiIaxDE2Y_O(oWnZz=uSC@VCf8ks0Z;S^IH)GH4zL&vTRdCD6)6B_n0{`?# zpL;0#6?YdOAO3r_6?OLf4d=+9!tx65r6Y7qSqwqj`R`cvpwOK6gw5SfxYJ~NUa@Tz zuD!TjewuL(PDbmwpEOT`!`5r*>#{oFbH<lzE@6Zpx!rB&Z`Dq$^h!CX8`}<viLcZ1 z)63E6Pp@*rt>;ksqa<!lWC=VtCHLANTLD?Q8&d8GO=!LT*dLv%Qz+xc%w0mbOsyxL zgoOIf;c@w2Bcq|jW1ydw*}Q!bq}Y7kDs(Q9-n;OHS<V<}-S~w*N30ia8Y@~H>KMic zSBrmaCiBI7*=Jmg;WNM}o{(j0w}S8ew@S*z1%MZ&qm8#V6LvlbatztnjC0`$+XTpa z6?1v@i~Ni#yl)@NZ5f!0{k9ozcn^|XL_>M+X|kW#*dH-IO}ITzw#IW^)R;pTZ^!y# z$rezYf93wi><99nEDXIF5Q)2Y8^`u~wt?U=PrYadGB>Ney#^U$NK2?QzOZEwtTd8C zZ<4&1dQ#QHx?9ALmtp&I<~Zqv?H(xkP&149>$4a=NMF>L#Zuvfely+`-V-H>WB4il z@&#_87Obtfc7X3RnQQbNxxRg_0_CoVq-#nKz^UE7b&-an$bI%@pyl>%)S~mue7rUX zmn~T4n$Fdu&I@{11;s%OReiX#namIW6HNEMkUj@p>`V%bg*E81ah$(nc?#bfa{k$L z?H)d7;W7*NoWLt`{R37R<M7~a48tME0<@W!W7;A%gI{lV?i4vvLcHR1I|3r9AoJmN z3+MR-)YEY+yRuq<=j69-Pd2FqrvTI6_1(lT_H0;Dk+%mT=VcpI+3WCRus?%6$zyZ1 z8b&>gnFRUNs-((Gi|}@zajnR+DhSocb7+nmLIpd&^GEgC;eh6oOAcH#5av}Ast#F$ z8M9p42O+vF)>~(!Ul&nvjP9OxVMIFw)rUCoQ|KvT5f2Yv@)!r|N0aUA=eqF~=i{I9 zUwg1Gn&We`*b<gMW8GshKZT1no%L(`3NUVga28jo5TW{MSA;`8?y9Yi(>vM-+Vt0> zX00ZX#&|pClzt1^D86FY{c;69rpNBvW!;Flt?iq5FBRN2SvX2BH6uf=RhxNf1)e&< zt{VAg73p32zeM!+z);Mm&_uFVaQ9KXpniW0-~8VEEk3IT{HvZcjqGp4Q1{E`tWmk} z!LDP*r!flAFyzztYCS|Ba%c$HN=MPSaoA4Mpc{i@zr=~HC+{`%=3hL=r(k2@*nf-C zeR!1L#gFy(Z}8;f>hW$EMq$3|S2AVGLD%5k6}#0T{AQ#YY8xDYceker{vmw+L+5pt z&wN{iXztVX29IljgF2h`@aHVy#D3UseQh57>(25Y+By%?TaQg&zt#-)W(P+%uuxI| zZ~kj7pE+E8YF$U3=U^F^rSkQ3A7J>*Dji!h#BKW0n<N~JTYy>3_QgDIEBP1NR5<~0 zw)G<Q(F4H8)AH;!3u9J*W1Y1G(+IxxyYbHJ)<#MN(;eAfGaB@LE6e6(Sb?ox)(l14 zYRP**kXoEy4<2E-Y#Jyx2)bHZ^^C@|p`7vefRZi^o6~!44muR!4JYg2T+enGU+kmS zq|opK-z&ivy+gPyw`A~YTpaKXbGSU49)ZKVP<dQx1n19nzIa^MkChq~8}5WLW-aJf zdrE~Dp~9sAL1MZD7L7kI&At}k_2`Rzj}KEZif*zg&ua~%|2_0GXQblW@9nqdf=AJZ z_gdylN--QbSg*3}_$tz3j;zzXFbc=2vh{iXtH;msTc>#crl3Vhaoabt$DFe_`}ld? z0+@1lob=ze28#RS@2~gChE&Nl@vB?Ma9@zFua7Ma90d#Fxx5H}#Y{x*ykrWz5!-U$ zZ_5J7Ddt{nCUe{dpTw{ZvS(knS{Aaq$Q!+;m2~*Ei%>`E+s66WS)^?^$K&iZikrU_ z-ksl-3U3B_rW~*nw0pF?ExOtv+SfjzFt`_TcOJ!%XJvTdXTO{=>7&2rda>c)`w7BB zJj9+bUH~~N){=ssOJV!?PTAK<BzI<L5f=NR2NcH+7x(#P!Y!{I+HS9DxYJYea>bMH z$fGRRUKjR-aBR*8t1`}Fp2@!Te{v>}tL-BuWEPU1!at$OgGCVHlg8t(MZ?v{Ph{sv z9;7i)fwl>{A@Z4*kdx0E$VZ+$C`0^w7qW~p?8nJ|_NB|yg`q*58ylNs&>F{3ogr^7 zvcHNmsCq1_UXIrkZXGB&Gz~m|_EZ(GR>ET=rLWt#8M2r!Ul180&++-q!9#z0>9g$o zf?qiYw1Mqp+nVLWZtS}gR&=(d9oTt;Pd1*J1T~3$W(%a3%d@<B=ic+}a4KiR_SgMM zFtQ+a{z*Fxf)bm{iw^anlZrHJZW|2>jw}3%cbY(zThqhcLKC1pt}fxI+>J>uXaek( zWR93_9M#P`hqL!WeDlkv;bGUL!>nB{45TVOC?b3dj^lr0|1A{3DOTG(Mo03Y{^8i+ z&*{y`x39CUIAskYR#u;mo}0wMyFIsZkBoxDw_NU&C!=syT!Sf4yc3Vi@k!+Tp`xU^ z?3h4s9=5ktr#d)Q;NsHl#M~VfP}Q@4iAjKlMoEjjs+=t-=YJQ9c1^>F%Mn3=2U>BR zxp_qW#2OYToiDQ?eRcKxO&n$sgODWiNjK?MHxA0!pV*l=i|%)->RTVIfdAa}&#Flz z=VNf;y}a2l@aUL1%J<~JH^XfndydqD35(-i7L^>7kUX&ZE;9yGthuLtcN4#0g<^JN z^AhOElw1+Apn=7;;IPuI<Q!56EDV^cMpH(yrRPaxFB%Ji9;S2X@Z*EzrkArgAKB~7 zNqmiL$|6x_ql+NNdjG;6g(~ph!xP{BA|KrkT{~q_Le9lv579iru{~ETdp+i~KMFUj zQO^@zgh}AxUuBu2==JW@ORpznKe0PA_2_yUy3YEn)T`E@wW^)&kBkwJbGfZvOZEn$ zJg+kYgotnY-M>#28BCO|9(jF*a->fZBYj?9q6hN#HfTOD{EH7qDeuR=4kEp7Zkfi< z8GO1y>%*qKsUXnpA1JkT3Jvxgr3s!&09y17dqe4JyyCZ@Zawk`<Nw&)cyB!jt}HCy zE4zEh=imLyp-$rCTNP3=x=Mq?O?CkVqRqq)EY{WCH;CT7CemmACZU+a@A|TDL+Gx3 zQpci<czivVIU<mevJg<O68(~#n=vbSI<#d}+WjmfBD@WD-4)v&bg&fPH0QB<XiY=s zefC{vNlx|U-t?>b8;E~+;eonVTqkjwuYE_oV*G0oJ?*iP>`RZ^{*wJod^(&j#guGv zQ8@aJv*5)EC{#|l-%*o?$1h3fJ8n!twwrt3=S%c~+~fR{8Dt;2w1-t7JDiSEcQWbd z1O9374&{jsctn@Q^X7qeIN>x{`o3A&dxn8>CN3fORQV`citiqmz-jRB6w#|tD@RGi z{g)1z^`jk!MrWswDNcT$rl;;6g4}kU%TmEh;FoD;!OBlOSJ6*Tyn8wXGAj?R8!83k z)rSWnylOHqU-DFaAxk$TY<5|g)?Y&X6cLkm{cF&pE%+uPdLCE4Cb+wp4`8@0tNG)! zHK5<TE8^^}893_L!uuqHa9tgTrp*h-!0FiCE{|#A$v9@*@YS&z)8e<kOWHAn`wHFa zE~?i6wSS&?d08knKD2rz?MzHR5@jAUOGjbZvq^K>U=II2SY+9n+znQb>c5;Jv3_+u z1Gjs<q<2F(Y2`_Hv6j6aM!#<K;poTSWc$c5IB<b!*9YZs^z)Ivd^)BauKwy$D}0}X zUthQ<tmqR@hU3cg^GhRenzhPFL~WjU`MAYbE;nMwq;Ih4sR7dW(o<AuUIb31L-t0K zq{rTt&tPoY06gA~4<Awqho`Dp=~r7P?pm8N?ThFDN6&*P+!qPwNbw2(HK#s!rR1}G zNiP;%4w#A3Y$w3Y|II0_fmJ-sWfMV7XvIb6+}6;BIgGnG`=N0u9AZZ@Omx|rpiTA8 zl;3C*hVFmUbl6}F{@YJg6jzwRD&60yvij5DG~}X|?2`|9yvk#~<o>f_&-6x5b`WWD z>BpPL=qUH1-aa)Y?<J}Sp8jQ2Xu`q9UW0bw5E!gaxSYk?hJ%?&ksSe@_#)DJA*yB) zwbqq|k1=<_a>gbdLBmO`-msjIeQyF<+6;ef){4atcJ6w)KW)I_Pm6BeHx0C@H%&VT z2V22T_)*9~@_krSv5mY-gWwvr*B|2ODSB6D$}bVm>hEiunm<Fyy_dnj-8y&?lCtw< zH)PFYZ}^PMr^;R!$XVMm;#Pw<x77F>b9W>2DXC2{%p-7Wqf@YLbQ2hKD85xo7zD;O zrob0l$(}~d!Zu(XW7bfRAyfQZ3;6x=))35`A-s>qU(!$NfIWFOQ<K^Q^LunxN~5b_ zL(#mNr9bIeZ1Wy(B=hAHS2z9TZL7uHy@O6?7l|*R?EJ$Gx^3j%v(2zNZWVk|N>52U zH=y$AbvzdWiC4Mo>&ug4-SBXWP_W)j;^W)>v{K)#7Z<<n3J=wofej8Z-X|W+;~X#j zBk@NQP;a_&O`PQ6vv=vesE$nscS?$dyj>q?GraS&9WKPH=yRu8Js-2rs%^U$_W{4W zJigPqn7mI#R{5J&l0E7kznvcmU!f++=jxkR{qT8jVt}VlCUCz^Q*|z?gTS%syz-1> zkS*qDt{3kCi9eysPxlYQzxXQ8Uz@wJ_@i#40p}?EkD~Jqr}};4xS0}~hzb!EN=A!v zD<heyWR$NotSBKZyMcyLMp_7kqU`NH*?aH3IriS;_x%3vx?ET1e9q^2?)&|Iy;QVh zA}ya4K=%!kt?!7RE`M&k@;K>lPF<4FjN<DB>-~p%xrm33S>??`eIepM32yIl^cux( zrL9Md{RuY+Us~SvX@T7Z+1=xrgirM_J>NyS2l=<}xa7t$4!Yy!q4A5eu+v)TsNc#u z-eEucmHHqa1}G2L%v^@i^DWaE9RnIUX9}10?i=$EWom6rJ4w8d5i+0XpQV65Z;#nV z-d<!HDjt?2JV2K!wR>+rcVM?{Wp&B5TJ)IF;My(Ffg|mKqIp+l;ik)poYT*mLE!>T z=|ws!<Zc=}&`$R9ZaW0Gqy!R<>U!b+BeeBkbnP{DQFj_`CA!T$TD#!H&d;G*JLxI3 zU!^7tw-VlsBpx04NxbKS(Rb$La=|6iFv;DZ12@U~Mn>)@KF!}9s=@<J*t{v(vRQ8& zo!^IDq>K{26x}E5zSb%fs}CJ!;+(+?_cN~1q*r6suB6w;t7cKplzN{%DIev&?d6_U zt4CGq<>)i6b?_wKLsFIWM7Mn0mt6FbmQq5Wv#s`aGwSwS6e>}g!3CkVtI;Eb=TXn2 z^f;poDct<d{M-GZ`lF)3K=34<H0axYKeiWK&N|;YcBdD1vv*$VbgjX?wNLCTC(5uk zT2t24v<Lnu#K`Af?15u#0p4n%#3xbp@b2K>YWy|V`+|+B6NMx>1odd=VDN=iPN{(z z=-GO<q#YfF#686asVk%K%s&52x&_&bmcw&Jf5O92Pj%iG;|Cv(jUU{W@B<GQtslq* z2Fhbr4H}_?BUlb@><24`@WeiwIJ!eKp!kJGX&3oDXF5Icj=rN3Yg|4bko2Ko7h~Mc zXXayIeC@)6W2VGco_=yuXUQTqY<77#ph$sud$~h0*$eQofa>#u{9fynWJf(9zD%o5 zp0<b1?eL3vBzQyHOPIPFC>VM7A86{Hu+rQyPW%&sv@xH$Q1L#uV~^f2%s<b!yfr+5 zktId6vmKi#6;$J9ef?oH@KyXL%CG>Vw|77B(W`~3aK^a@*Z;s_o|7kygQ;NcbtV1u zvqkv%-DBbmWeC@vCjVru8i2m>{4E0HT=r(8@uoN3-8lNow)>phDyrXOy8K_j1n5=r zmhYZxMzKeBdWNmhkbY`q#`sP#>XZhIO=354H~s5Y?rev3+9zE4o{L~KaVcmbcosYF z9qg5T#zc_}{nIKDPlfQ>z(<DG^O&k&*7Zud63ixK<gd3cz{%`CyJ_3U;2mSfg$Ubj zJSZTR%JQ)e{0uMux39kl5`Cy)>pUY^*k*E+U8j?LZ)Mx;zBb}rjXvwL-|xX_Ox#{# zeIC=A+tjTNEP@nMtKYWF7OW^wNl~;P#1d6HsUI2r$SNnO>0cBAI%M8fy`c-gFRVqx z5zbd2-I$@ML?k5ewir&(j^K8e+ozd#j>DjCzAMuX^1NFp31zx;L&aRoX}i@nlnXTW zK3g+H=F<`P#jbUsfsToZCfOGTuep~UCpok46<bVmdb7YRR?MQP|1qX1<tY5I=z$Mg z;v^UwXF($G#4{1`RMJZepaxzWz<%rF^Tr*M@G2>O%spiq!^P&_#F6JrLC^DOhIuaZ z?Bj~rCqVif^!qo=^AXO}_8X~H^otPfwD-UZ_dXQ0+`yAlPzlQ7>UOH#%Rp_2pAN~R zrT7fkc7!C);#1qIE8kfNr(9BHapV!{&9&>g3+_d*-~Vs$-1UCahwqayVqZnK6Xp9{ z4kqCi)px<lG-1ej<EqWEEHXE{FB$o!xCx4wwECVa_Tu#L3;tk>GF0hLFcTyG+EbkE zpZk`2KsUlKM0i&yWb)B%lh{)Yw6}f!eBesLM5lXgw~yDt8L^m0+~j;A5Hx!49qH#B zZ!fl2ub;(i3OF_S_M!vhCI5`0<ULtmyuneBaKCaq%lq#(z|tU{i-^l8L?phyuh2M8 zyfVu*`}y0j*i~y_tbok(ZaY|~y7b{0I!f52(-2HrPO@!#KL}Ut!b0N0+OS7+o_=HF z5Ey;pNXf2EfFnkH87EnW@TPUT3b@Q+8K*(;uZb+&X`LaTl+y{%!wxOTNqm5Nzf%O$ zZ93q9gFHR+Zo;LEPtj~yT7VQc-pk94gva1?X}`!y2V{mk6bbp!hfa)EhPg^pcqCvr zl~s2Re0$mU*~Yh{n`er+Vqz^wH>Q{b7k5LJK;~D<x&v(NykQr)DHCbbUY;u$r=jTk ze9#=Z^#F6ODI0UI^Z~VXYq_l<z1;ghng;sz9ccRefKyL375XpooA0r2!@p9q9ewGA zkP_t}x99T$?0@G}Q@h%YTUY`Me8_vX?$>Vlf^EbLH+hnG#`Yf;J~DOp5}JYkOm!uF zewU-*@rxm1*E;c;BgclsSi)Cqu{+s%DHmp|T>mT2Uqq&}_f9Qtt%9}Wjw;`MBQO>k z=g+wqPv)Z|r2{yK41;w{$5+Yz^3eGFb{N8<`{%{%jr#GlV5G);Wda_y=JVUR(up~_ z|3scHHKHe9mJDv|gAzC3`9b!P{#4L@;<1TRZE{(|;BqYldCFc`(wV{gw&gz`<o02h zUwEENS`*0mGarpsqoo9U#~ykSLPcr~-A;E7(r*yn<y-NJoUa3eN)ma7pzWe-=JT~! zyz#32q{+K>U{ti>a(qh#R;wMSOxc@ZJI%?g(Zn@$KR|y@ueJbb#r;`={!T;j&GO!m z_cLJ5y^r-xQYSof+C3s1OSnkAGP4e3PLOn4md5V&7{1)Sy-rJS3Qj~aXIa=(V69@m z;Q#k+)qSDY{hZQK+TqA?rO$2nb8Inhq?w9LCN$yy{Uy8+dxkHU>Spoe^rN7T%r*#n zU(Ehig!B#f#)R?iDn_fA?aW&f`|$5h26_(TX^_2fJF-i;4HgRhQW!1jaD!Qh>MBhQ zBspH+_|an(4u#OJ^r+aupQ$jnr=s=1vc92YNQer}=PWf3k9L6lZ)NAZ$Hqa%tn1v5 z^iJ6Fr=%w}eiFHMGDaOuuEK${2|qbDQBdc&>nP3B*BHLHrY_#K3!CY~9FBD+fUViP zBL0J`@VBd%$8fD1uSK**%Y0~nuSP8{H=lJOH^ZHJAm^FOFS0&&e;!4(yD|UC*3V#V zxSFW<b$U5AwZe${)H$eUOT2RM>IA&lZts4ft^r?clc<{+h{GhOonNhXHloGh1+QNd z<o)f`@XM-m0wx>I(>*XQgZkxM4db7*6#O*)PeEi7(Adm9dEW%=(&H;s&7MJ@U-rc= z#WlFp5;|l<@-lB;{8iw8MdlgbiU*;17UHs)`y-RG;LGN)*_(tjtCKg>rM<Th_XpnD z8ASR6TOEX(3b6#E)-KplRY~q~Qzoxd#31;c($YSrm4!W$RA!t1NRQ_7ug>p0<KTVf z+K#u$#8WbwJl#Y%ZxNO;Piq#ZuvcZv-naj?f%Er*6Xt=VFz~8()BT-Q_$G%%mY?_} z9{T_I68@$FBrXS66wi0ThFczAyTtn8Va#JbwNo|7Y_uyj%WDP>T&(zS$zd91a=%wq z9;2iDeqOFSW6}$DTREO?5^sT~V@*U&(}g0%#c4}5C9t1xq&`u5;m~@g$B#1;5KeJt zHha<q=C5B#XL?RS)Ue0K(&jwy$u4<k9sL*F?j0Ldq;^8|%Z3YS!Cfe&x8dQ=pi(Fm z|JT7p<|Y$&juq23^x`fKyMG2z)6iv7ep&ii8;)<Z7tc%?N8dlAUw#``qOlIU=c%G* zaA4JZ_En7hd+ryPIHlLnbNlgw7ZYhHf%XqJ-)XPJw)9eku$&Pjp*eOHdcr%y`<4eh z$oD>#?`9v#_eR9Z7`Bl44ah4W%sbcztiAUf8P)o+_fwm5@AE0tN#bLk4xR_y-CN8@ z>qenm%k^k2nU^q^R6g#NUIn}G{JD6UDGW(ajrcIv1l_b!4TqdZ;V5_GhBn7Z{2(gZ zJ)qD{cs)yAr}j3YYsP@iSGxqb_VcvZEJG8>aOx^<)R;v33G4e&sYU2oa5dn<{U$U_ z?iQ@_?82q&uE+Olo8V1bM%mXN%g}bh=xo*70eoRKW^mkX5jN`{$t&Sbg!asd%BOx) z@WFecCXl)aVrCg#PsC;j2TodirD7bE`C{V~Hx~i7QOfY4nHeaI-)lZhdf=~TJ5rxM zufndbxY4;u!dYA3k{j4D28{aL)#slR51*XRg7>y4jH92q89GDyAxvE=a!GV@+r^o0 zWNJ}i=SwvP>tE#m|FEXF>|7P@KD1f%?qWEU#)raz7kx;fzfgVeO*#ZxT&|L))MJO$ z-^YUsWbQGv>y`f5X;6@zoBQu(Be-yW3sI1*0b`4=*Lf@E@IwB`zvwl>LlJA(RTyyr z<r)ss-q56C>a(NPX0*Lv>KI#UsXPSrc6Ywf5<d2B_Q5}AFRY;1G~4^5$0?9GU|;#c zWC#ZmX3WIjEaI2Tb-Ej@804-zEZSLHHVukbkM3b>?}lGm?=<*7wgAOf_6Z|fJ>jbE zX3@>6LF0_CK?k(!L8`f{_-y7Jt|{jq>Hqr<zP4zu>^M(&0H38)*cZd``HcI2l=odA zHs&dDTXqCah)T3<U!2At$0S)7_RfInm*fBL(4=A2Np00VuNL96(npzsH}fDSZ(FW= zvlK5bGELOnO2LI2=lU58$a!Il!)wnS<?#C7gyLs8(!cSTbpMZVyf(ghCN?{;h$`lX z^h39;!;9!=BXqmy<<dXvAJ<Krz!0H7b^PXJ4(XzN!L()?ET&8zapWwal2#&b$;~PF zO(}Qv6c~l-S%Y3?!rLkH)Tuf0eGq?#PN~t7-|6D2-|mLK#J4@2qBfmcgBz?vRC86w z;bBdM!xNu&JSSUm!g-|}Pe}%s|NWhYJ6%n79y6Z8E2nRL^*Pvs!Uuc)ZCoVYp_n2^ zdE#N*DIDLmalH}l#Kmt~%3lFCsmY)-a|3uKZKa#daRq-k-u~fYP5haOG#g&uAI4SY zQ!euPU7#%FrotvNgSU_D9v5+}fP0+o|9M|)L(7~v*4T%HJNNVMSkBi@%u8dGkV#!b z2kk$%vvUV=+f2T&wD2&rHA_j)QwO2ouF52n+&^siZ~pB$t7+s=xVC+Plk{&Mnf8{J zQz4LN7v+9tKW?%AvU-v?7t%lTF8(_G6;mJkQP)Y%;@Y0L2qLD%oW7R2(H~PVV|d$b z$RQREP?VT&sSP3L&%j`&BgBiNHDdnv$t0wA^toHTse_4={Xf!ZrlDKeicX=a54qxn z52lC=!l8FZ9!XR+!CF|eNdM3{<hpn=dEMy2-=^=^tz(Cw>*>pI&ZK21cQ=@2KD-Q$ z@$V=boro83v+vqq4%r(&IDXJ$xE?NF9%*dK$i>~yo6|B%`r+VB{>?*Vo^#N=PF*Rj z9xMAOX*=Dg!QJA@p;x<$u=k-slLhftipKP3`GyRl{HpLvd6{ky|8(Y$5_FR1TVLF} zcmi*}A8@>$(ghL6x$h)u)Bz7qt?e0yP85^*D<e79f!nmw<>Ib1f*8Z+P*=N2pvEO; z{53_Scm1KNbA1}B1UOv%N)~|QBbSvTIp?2T;Yg87nZ#I|K_{i0B3v`QwP+kS1%HcW z4!n$=g4e#!<*)elgGP?_m+&Y5_fuVK?_sY&!3YCE?h_+G@6o=YyI~1;N70mhjY)^z zTdI#FF3sUR+r~S0_RnC)`|O}CgA?%F{g8a>L<PR~$Z_dC(FRI4Qm#gaGsuOp-I+b# zI0=r1Qx<Gf)i}GME9gUGDMU#R%erdzLWObSzA&dU{5>$}Be0L~C^i2pRaRO9ikj5L z8PY%ey7^#wm{SjY-%=II>avOf4@DlwInCp>fgp3+1FKMDV4wEAvJ|X@&qP+HucK#$ zgGrAy*#nDjtlhh_2W=Z<f~|rZuxmZ=cMj6Xxuvu#MbTB`Wm&JCnRQ8EoPSy60gS+h zx_84~62<UIEn-b@`X5Yc778noysyT9yn=-^jht;R%`Ga^ASMJqezvu_25seR9@Mb@ zgYKrQkpn#Cz<5{KX3o6}Kc3_0J)<xQZ@0@vm%UFVJu-nQ`UCL@?)L}n-AKRJcuCaI zybAqN7sA885j$YH_l}=kbQH!9T${b$FXD^a=ELtcnS!keubtA7CUh;Yt>5}|7`j<R z!lyP&1NS3l%M9mfxKZXeD&^1!`#i>teB#=%>-hP>c!@O-OnV-gax)%op7|JeaMu7F z(TdV7C;2D392&}B9pVG~PdunToQm}_`9JMu8*qi;?1=%wfy{rR%VnuC3)zXUy+yB8 zgDF$d>xI|-aI0X~O|?0~cYku!*d{sw<ZxcYe`OBRuUC8BHSfcwmfjfyo;mE_6aJ{w zs{sr@sax1`=fjA_wzC#qkvL&eqY~?1hqY`xu7#tkSRP%VE5libDg$b=IvQOVJsVci z^kM>>>Nfv&DkXc#mff1}-w~e_9N)4YME11)1A9)8IW8Oj*7REwlaR+Y7~Dzj7eRjb zuQxjvL^R@-yEA?OZ~Fz7{5S@=&o`Lb>reJ!?NOb-nGI85(`W2G88Zd}fhKXC+(no^ zPFJB3wtzFKF!|(20(1*Y#ctA!!k8Y(Tjp1Z&+q&1XXkGXfwx;$Y()PM-j0*;S>-Lo zn=%fLLw^RLq)9K;V~KeEj;Z!;$X<qh=DZDQ7QtxQSRY|HFaTG&LfZva*5Qy!&Ym~* z!|;(`etM_yIvD#)PR}$Y!WXZ<CYJ*j(JbOmC(D*%uwvOQT%<XHvUkj{v|$~J3a`F4 zaq5Iobdt~A){952YkIzBHemF@>5V|{<r|whtJQP6kzOEK+NP)#^aqch*N?A8p}`h6 z<C}Hp$KaM~H8BXL=0e--ECb<ROLkR|z!;7;ce)$N^}>?KC?Eey5?-=(qzM+B!uufx zYW#!)vz1d_^hpZg{~JE@y2Uq%`;~12rv(Fm`*(Q4ci}Naah<(+2PUz6FWsx;;4kpA zzjt7G{4;EpHKq|cP=)JTGsPnn27sq`<HVkS_Lyw6aX&vF6|+VJE*F36gMNX3Wek?_ z5Z9p9vUSTUhzMmoEU_4X+jk@V>I3K~DZ8q3HSFmr&)?O`sbde8&pSs%7ZV@knK1G9 zBp;#T>fO>x=H4Re7ZNszjKgU@ff>7ZWN+xrBh<8a3JyGF%*-2Xgegg8s$DH3g_U)8 zy&A_f<PRz=obGPIr?Sr1DTQ@t(7LQAtGR$vzT(AoE;*=Jf9~JMLsdAv!y`-kY8_|` zU-j7Wya#22CdZj}tbu{n-7F!p&-GNvi!xoQ1`1=Ub<Y7RJiI4Zk{8$pQdSniN6d1` zefqbs+*BoYZ&=+btxkHdti`QzWA!NfeN~%@=_{VTEa30xOuPZ%{Cqq`S?Hh5F1pd4 z3WoI!YetfUZx|V5F(%)IVvRO-+S7zbZ~C-a{0y1%)@^IDkt~ILy1MBI-ZHp4eN8Gi ztPz=(!gCm_<M58inB*F35qx|sY#lOHhoh&C=2%MiW3&lfnRayt+A(_;6l=91UEi=@ zZ|MSTe!JW<A@mQw9^IeVylow0$}K`O&eVXkk*0_D)F8%Y2aR<2)<d}cqaRCs5lFoq z;Io~!27g@0TQU%fMvbFJmeEydP}p2`*od|r=_a1))9TYx_CB~Yd7j+6{x-X)$qv#} zb{T*4OCO?w-Cnx{#UpiS&k^v#u7l(&Vz1h3n3MPNGw(RP?P(ZnT>V<#trC;2YAk5c zPhj258}}a-^VnKzQA__J3fQ0hZ1@{dgbC?qqI|D)fjs+HiEB}04<4*2?3YYDlXq;F zA7&CB=oihb9^L}nR<+Cgc3VFrjr<q*s^1s-FId*E7xzM{{PjEqH9AT+(+fJ8LsQte zS3~H)FB*#6&2!8G<9*l@X_!W<Gyw6c*@r{!_JO&}SgLSU3+l+r$8l|#gJ5SN2`9H1 zR4x(z7Mj(Mmg1Vqr$=qDyGQVo4OchzK0A{XP1gV#QmYTVBJ#-`;%(ZS>SheN_1Q?v zxD~{FrB4J0=YVCyS@T+@3FKK`{`2}o44&XJ8~JWn4|7r<1=CgLk?FeIRyDpE_;peF z&?UnuNTBey3b)fz4h0P=9+7T>q~4V$+izz>)7c_Fl^d0?=bd<qw-4#Z?&Fm;C>}wB zyo{P>SEj)Ge(*K!;#^Rfc%*1WINJ#}%<Auarf?~o_0d`HzwmQGXk}7n9WD74HfQza zz}eHa8>d+Yv9N%`D$vr5zasX#o_rC3dAv$=!RjSA#aaFyXnY}S;l3WvbPfLca*SsS z;d6C52Oi3n$|oM1?}}_GV^F2wb=sPS<fT%XEB^fM#FJUiudy=sKuPF(-*sy`x!Ie+ zndLVa<en5%#bmlp!flmXO`b=)U`lUIHBo8|<(octbD8|b)m;0cUYS%h{%ErQheRiQ z7?N|mG!X_rE=rsi78^tpmesyj`BaRI{Js~KLQv>RPR1eDR@@SsVaKyp4Rir>PHqb| zaMCdA&g7;742yHTCDO728Vy7IQSyX$V8{4i3tt21Y8{s!+?R{dy|y)KBrn%fKlgXB zG6fb+ZlzngQI7+ub)mg=#e|Dvc8Z?N3qC)oH#OiJ2kjDf@j{Lk6cmt+`_@7B?D_wx zS)H8%bFpFzE$L27I>*5I$6*NgliZ}(8yk_^PsZb~OeaQo-hXrr3h<e{xojAj8}`Yy zYuD7YV1bR>W5Yv3aQZA9yU1UG^83r?hx%qv;K@miG6pgSuaEmtU9}FTbIMj8FJtlW zMn!s+=0?o-pWJS+i~Rjyjn(F}DR7oGl+oq%JQ(_Xk&M^LMb}4>O8Q}yxVK~5{(_lF zDCII~-gWgObnHAg=SBL1!y8gQ3Mc2F)OO9BXI3#_6MMwEl9Gs~6(#JiA1{Db$fG%W z-bvh^x5~pvJlBE|&Z&VM)9A>qwbgb!5hX){Bh{>kM@t}2{5#<yQ7zQ&>rdw36D8*I z30vY<@zUUSI5meYB}c6oYO_ID=EvE%o@!h_#V1EA--}H(N@=y{Cvh=?M@ewD10E`V zH_((UBOWGm8<$fP_?U<Gx89d2^xEy6oWPL>=0#W1w_jfb{Bbvr*6cSLx_LD-ll#*{ zclGOIJi~a@Xl%n(%OQvy+F!@)w20{^3!ZzvD*~CImO=50)!<?+869@J4`NJ~*ewf5 zZtq6^%VG6K2rbwWuCbjQ(<Xjwt-IO_&J@nDdWJrfxb11bAd(1P5B<XP108Xav)lQF zPCwF^32DeiO~Q!Snan|n4;WrVZQgo+8AVI_4y&aR-eSCT_ucRin5)&O;%=M6I@(xo zHT^QEo2X9Y=<fjb`J>%#=Zm16iR;%D+I(Dj6TiqAO+L>ZrViqKji{rW!%ttf0tOF@ z?jFco#>G2-ze@AaQk40f4Ud27fOP*pMhV_b=;B{c%KJNv9^SbNH><MYOUvtEo8)X* zYQF6q=`{}yb$OiEeOvIN#+&-GSNV9s^`F;FTPCm%XLhFg_F?elTxFfhv&d%qG(a?Y z6_e&KxEv+iD8qOfPv7`<aCqBY)kyLQn;uW!H9t%8`i$FmTnq1lBi<4`!?W3_0S@<* z{8qrPX00unz7uD7pR1Oa_CVFsuZD-#mQj}NuuH2>7q)oDu8fJz;YfwFu6FJsu)Zkl zJ#o7S;`KhAJ#ABfFOQxRi#P6v$%NHx$^W{+M@;h6r>7(E=i^9E@M=9i{1+WILqC8Q z7{*SWd7B9=yUh+uOfTc^s!(c{$SQ=ey%2e<ybeA@Lh*}Z2?8t2<f7z@2v2l;W6Vk- zUc4h=Ca|`O(cf|u0|GnXnet7K>)pMm|KB!#yMGi|@O~_UY+bn5;N}-ThbbubFKyv@ zy8`;sqnCg5^}=mR-m<`<4)968_n*U)d2~<Ps+CDU1vgn3m_8AIud%`Q`fk<^>|*(6 zA6Q-ur<`W~s*5$k(FTGQIh70E=0Q+5)`i+B<!9F7%Rs+$>4@{S7GOBeUDR1VhMw|1 zac@KkC)QkqJ43!2sA_Am@}W7v_Opdbk?cl2F2ma&e5!HBe1Szh@u#ib%Xuz(Jr}oR z7``hH*(i5{OUt8McoA!UE8LUyrl4N!?vkL0c?^wi@LXPQhhFc?v&NrB;oBQlCaH;W z7^q&Ov2CA2+8dNNE<2}y>*mWmGUvt%k;itOb}z*DZx1}Z;hc{TcU11&;5dR}V%su* z3)0D*wUmB5{caSpysGxFYE9!vpaYH_>p?cVp`gNT)gTx5Ycx!A1r!wn*LH<;Lmz#w z6NU6NkJD}CyG8bvkAa1~_Ru8cJh}TwajY61y<mEtNOA)mwskL$Fb_fiGfx=J1j!Gl zotZoHq6g}aJ`JuFXvDd+>>ZAstC+BK;(STgAR4e3Js7MQBzzG~jVhjg;HcKkTgm8v z=fe5Qqh6gr=~wRDp|Md;=BHh5{3GH;S!+?V=~)2PfW#ufGzvaWQF-S|`VCFiUM$>% zhtsypvi96B!c8^&7|)X0fKHniPxdd(!1Uv7hH>6Ku(Uwimrmw7r|&zf1}aWt!8Jw8 z3I7hve(isUN3R;@>#owx2Ms}TpVx|-ZVmP)UZ@fO^aD4gZoZ~^n&iMahkWJ#b)cE# zCUuriGr)PBqQu}k0}&$Zdp)%Y??Atu`ctkEjgQZ2RhqUS>$c>@$#dQ4kXWcW6FP}H zZ!8{j9vlGJ(3WT=*9XtXSOV8P%0b6Y@MOrTYW$I(7+UwY3F=OB)KN_);D&j^!dd+y zRFvUmvtsDN)em=$C0A6Vs79{;0ghs%+eNwX<2~`=#{A67A#;Pv+z&onkDkPW9!9n> zIl>3M{p%oa#T2M-4*!p0N&0FcpUZ7@f8tkF#+Jl@CZuNy_OEE2z)ME?bn;&&AhX&1 z`P`>5*m(7TIrpm$T)DRC^W;n`WJ&Jtu{MlClU3W#l~%-O;MVEZZ_<o7^zPw_lyVIG ztv2)f9GQ0<RM&0)vW&bd3oTDbFFob5b>O*+ov7J!_WAtEAiQ{Xi`JSt2~+PHxysMJ z1-jVfs7R83_(~^w{Py`?xcN1?_q#zK>M36sRX&}Eo93BLpA_oGR)@BZ2>LL1oud0^ z%9MEYPP_IR-JAuBR|;09gzMYlVDfj5;{=)?`A%=Jg*?wbyX7afNASaf@{#-2N!T3k z93I0?L+MiZ{!fCh5BK*aR1K!AAivmNC(GNUm!sHwzs-IHMPtMgGZyQ>N^;XNd+sI- zNL4=l*~t*xSwA+u70$yS32e^~e;LJ;-Rw7;m!?5avN+0acNZisAJ$=fmVz0KU+i8V z^vCUAU$GyFss{DTg0F7qP=T&bIw*)d_fwt~!V&GHXGnY4S;T4*e3o6PNo&1W>&%zh zB-)8%`=$l+eCIL5De2)1>D@FRjBWPu8wZz;wl-$!Buc@2u#Q4I3{g+<JSd(;@#+u4 zNf|9TA+-LD5}XVRV*DGr4~+tQjzQ4%qf3y^fBDzw)<U?f>~SJ7H42U@{0=ZamJ6Pn z!*nk(PvWSb+Lpacb8u@p?yY@m5j^j0Pd&W78AoF@PB-pYz)`E@Q2nxgFpv+N*e=}+ zSxYWjfxU%b=n#IIvvwL|<lPduNlx=zW~zn=7T~!4_@>(5ark<3<?U*|Y@m$UFGppx zz}!Zch#Xpy!{vHz@<MwUxb__!J*~5VTwbLsv;nk~T#w6-r`MOzHee=5=jtq+DiV2S z$uW#37pu=i&#vPkE&s25-Rqccqi;~E--wz&T5Y&D&EVTZ?b_;2AMttgn1uPGW=y?V zntA<E9r!Cgt^C3{4?9GsMRpP%+{^hNyN6T;(2~06n3^T6+)sL~qQrYG5a!xwCbfMI z&A8q#``oGmVYBw%zD<u|Sns8v_l*`LN!Fo6^(k0+cribR^lhZt>w5Qv7NL!A>ZNJt zD4;D1d2JIifW<1W-=<}CV)eQAe*{z}u$|_9sBqaLjH>zVbGSGIdinpPzc!YWT*f7N zd%<~hw47k9_|^qibWE?+D$Rkmd*4~@bbpAsD4jXRo&g?Kfq6Y$lW_5RQPlU*QFz<o zb<{9&8gDk3bg9OsfkEU2gS^HL=(TQD;9Sl{+oF7vHN!a=2=3LEEt<eshRwC9^cA2@ z4S8zPlnl`nXOSP5W{79@V#R^xUf3r&?y^97^#ulTE!UICe0HJOU~e%Mn5Uzf`Up?0 z!st(d5S93IEjP~UYo{W|#s+yAyEf3>wTWLwrU{IH-afx*k%P|rKNS7PF^3U_u4nHg zHzD_LG5#L`x#+t)^S+^d9w@1N*&#YP1r?QyZVc=rP@SaY^VE6*YvO1w=*q0a-i!8i zmiLM0+U9EdIh`8Pzl$_@$kqkt>cBmN+6s)9#bsj%pWDcF)8V?PAxJ$Y{b-SK4HT|_ zO-NyG#2YTvrlC%Ga6dt}&wO#2%)^`h;$QOoTpcbqdG#Hgo@tq!y3a)M-n(N%17`tF zm6T*Jzan|_Pjb?h(Ji>;r1<(nGqMNdD*rX}YX)PJljLs@-bUJr#KnKakHMqlf9E5~ z?@rZKs7Hj1!yDyFGoiW(JhXVe*iL#0JkL-6<4Bo9(TMWhzs^m=T;SZSM05=tOq{SO zFC(1hA5;x<@}5~)_>kcz&<f3wQF>j&MPU4(xH)}$7*y@{nZEir9(g=#1$x_B;f`;b z0)8gFj2jQjw<ZxTW8F%e*v~;639#Whm^=bof66lWiq3=L+gnm8|0?ij?8j2sggz|y zJu%7PHj9Z_Pgt`rtU^Te74Hqd=b)Gx{7rJ_FtY2`sfqB@QZD)4ioTpeg$L~EC-&vH zf=9=?%GA<NI9?w9YS4#*Rl2-vA>}lbqn7WksEv0c<0?gz(;^Giq%Dm0&aZ>bD9hd3 zic!$y*SNmXw;HXe<r)H)$o}&~k?&bk;^o~_aow?R8bkL#<~eX|8JeA54h)2iVMW&m zHb25S-L7+~K6X<pvM%4hRP|vR+g!)PV*U-{6w^$@tFR$(s$PvfLH2yKd$#1ye;P*H z3|n=L8ahgTe<vkGrxz5A_^IB$OJKSBdZRZp6~!U2I6q*P@Q58;Tt3c$Mf-F?QRNWv z70P_rey#&Qr0%l*7Eu7497oIrW%}XF`VIG>mxSy6bl~(3!ne3_+n3>yWFL<B%qk|0 zPv9xm2TCKqvk8Cbv3T?FC~g&<)np;LyU6@4=bosB0RP*3u4KC@95MuNW$!_JK@oFz z8L5L=%GGm918q2;wQJ8C{TdkE;t~D$_avyK*z#~){D%S~0VM^A-C*}<El7}@k8fU8 zyc%oSjS;Fx4EjvkuxO`OGyk_@2)rTnTQaW#54!Z5^0{S#&#AdHJEj-0XO2(hT^QMa zWK0z^Iut>|?{|gmY;*9*{Di#eLE?ped_GHx@UTjlhYprrY=ui=<z2agQ5etQ{PZqI zIaZeN@w56>!SMTTx|cRXxK-}ecEz$u80IwH?Uh;zg=1dRYAlt&pCFjXWSxmdf0aJh zKqV?v%jsS6uK^F1e(8umb9gBz_h%z#C7xGlc%5)A6P0J}UCqX(K#8-R#)Q2I&8-Uq zPf`gdl&hgRlknSFJ^#7wG@S>>u-_8r()+-jMF?h>JMnDJ#&fdq36S;E-kED~0=t}R z18WXZA+js{)*GvFXu7S^LAf)GEqpb~SMSx~;gGflUG-Lc{UP@Jfw@7bd@C%qWq&>T zTU^|JAhH{qOyYWCrUxNioGU+Lf}V2MTI<^{l9RL_Gg|+mLIKCISrbet!|&TThMfAE zknSE0WxGo=Ot0phee!+|sHgm5ww#^?wfk+nTR#=Szj=mD`v(_b-+-&m;;wcGH@`0C z+FONm3eJ=T;sbc_$g<LWdkw_Kw#*)Os)pZ*u8$RFyI^@)uIq)vAQo#*JaRM|#?1B- zC!x<YluNd$+S|OTF#pv5nd-#?xPF;=ecfRKjGwZ(^=YhwNlHe#<KP$^5jyL4H#rp# zec|Idx`T=V<;TK#r3N86SL(ve|0eOUY7n;<;V^xBO|zf(eI;(%$y<}+vJU3okI(J4 z&w}G0b#+2cb;2jf`~Bt%)%bR!ad)xlBwEpU4js{(fcDN8JZbEMAUpCpghxLIB_BB` zd#((F_5Dw0`G*Ks*|kI?Nhb_|uIXIfYC7S%l#RU-NrM#ptTfvE1wYg`k{K=oWg=dm z)tSr%s+_a$+P6=DXWUO#v62o5%SdK<y?qW2)7`QDXxWD+f8411O7>J0^j!f5&8JZ8 zb`!lQE%BJ0&R7_g9R;spslQ#eb)Z@3dndTM9sY2A@!ltzi1B{?y77ePop9INXyjxv zT*?&AaG)W7=RvE+Q>PTDd$~Jc`>RomV;T@<q^-lY@Vs(5lDp}29(uCuRExhIxA5)p zSOR}h^+ch95!7=Vy1Lb*8yMDxz0dDhgxqS!n9q#0uy=2|mT*=h^#AvM!S=yCdKW(G zaZv6;g|!n8^z=r6a_x9`$o@*O_;hUXZYP!a1|$yOHz4ozLY!RxMa7Y$f6l%A*9V;+ zA5<ECAzr9-t-^Af5LoJC_CIxb9?v%Y2oS0ngmHJ<y-EHd5Nu$)r7GtI%+}2rP4|@G znFL$zwpMp|c{bN)C-EUV1Zqy$5Ux7yi1}xUXFU+bV(TlsZw9|<+!A?T)(R`1%`S76 z&4cgrqNdiRG58bZsY^di=GRKk9EHBcf|S#8*bl)O^bU@{%zl(`veLpgC><Zhsxxev z3SyI>YPtHfDSjC0{tTDPl@>z%;i4<OH;T|`cKj6+^B6QdkGvK&S`XQD6fS16H*yL5 zKJDK%0dylwTsJrL;j2w{tsR{!a4^?r>z?-mu%AKj_KAUVe82u{hmTkflufTbk=!^4 z`)h7xO^5WNV%v&D)QvV^68aT47#{(+Dfi;6V<)g580R%C%ma${g$UEg&ma@4^<w3G z77lvvt+;H~1Rt^8rS@JWY&UTWyraDgA9_xC8InD*?VOGIWPdYor+lc<K1RGyCZ|o^ zQ<>#%<X#Mu>RLorNxp3Y;`6X(S*fUENcOA+KUmb{=HPp2RZR=Y1Ktmo^DsPE1M(^_ z2KI*!;r&w@Ji{l)@kcVtHOIHH5R{!gaD|TwpIfH9H{Pwo_F`Gq<h2|m-u2I~QtM#5 z_M;Nt<qD|iSn-ejR|QoO{2Mo3%YpL@{4zo1HORK|@fn9Qjhy4?x8|e!dqC?;_sjh5 zQT(R#E8%eJKa^`M<29390TrEU71pp+c(`BmUYN-|9Ax{OJ|g=PF08MZcstI*t^YRD zR!uiU$k9rHy*p+=_R9(F=eO60htFrDl~N-dj2jW0_3Hus=PLqpoO!Tu*C$tg)_M5z z=R+umXgB^-jjRdW&;p_XZ%tylt8jepZu;QUb12mNL$#bQ2UG`ls9h)LjPlviG#0%X z^piB@*8fUNNicNLwc{%Xp||tV%^%x9=!D)AidhyI85yhp^(20wjCZ`LcSznNC6_1p zbsr4gx_0A80qOVK=T{~d5Z+{{bmIO~m1xJq$MKx87{>$|SR@Q5kfZycV#cdf+^Q4J z)JuNXt54D=e=i)wTh9Xg?ro`pi`7aqNh<Tex%ZOrfrtszSFb6U7L0(k!b*?Dr~>%@ zQF~j0Z92T4<%nt2>q0I$HuDVf{j%p5dq8q8So>?#re$&n&bO2{y1rb7NBxeku<#Fj z9d_?@JUfK4X+7FaPy4WO=d8Z+_X+&^0;eqVdQsO^@8rr?DsHU{y}2Rc4cPpqe0KjZ z4HA#JJBKC5uw#azX?bP_j0T*RY?OxacOt)h(@-b5@1J=b)i(l{`Nyo&<Hz7onb_OZ z*-?^@(f9KuT>jBNGLZpyt6|&a(bDXK0UXJ_6;W<DkKd)&M30QDLVAeN>AfZ+Fdm|v z!9Otq%cW1uP0#h<6?^ff-UrK|))G)APCrWW>L>Q_?j+Bda>nlqr1yAmRf{c_<i^?# zH{6MFBb=zHS65<>`Qljq82@a>B&f^R3)41^!=}6kZ!fF$p?3w>?fef`aOu^E=Y@a; zxa}>loWDB`#LYDhHfT=)6U+N%FXB@xT2^4=5h3~hi|<@7o|{L>+#HslcgEpNV|l=T zX-(MnY?rzN@$9Xgl(1S-tpp{hq!AUusbBs0Aci$)4Or^)_eY<NK>>cHs}!LzWD^aP z^!_)B!!6(8GE*n~l4M`>5Nd|-*mm8JE4^^zjjGv`_-RN_iKO#B(1@&yMz7}{OhA}b zx)e=yD`;PF5ZvUG0gX;IS9tiQfFU6)Y;<2enx5EYQIa=~CBi=hYYanSY$cUd!=nyp zbd(%<b*JDPM;lE9cO6uD(=cB+PeIOi^poez3UF-y^}M$lB)>XfoGm5Wi@SS^_BhdW zVf>|i&ss=+My>3l#I@XUq|>}rZ`axc55{6>RCmW>d7A!{01jG;_T?AX#_1+OsGB$8 z%eFe$b3bM$o#+Ni>(9+9?EBMEh4bIJGY-Uyv39BD@q=nKa(Hv&<C%Fx-#1M<%atg; zfj{nW4CzTnojQBw$P8r7DDK_lzD2J2lMI`HT@$MDi#3UB&!bJC^D`Os74VjR;b+QM zfF{<P)jzY3!P8Uh{#61EVB@OZ`}y4%u4gRlFWDUd36VbLe?F2PkXv<R&LHB9pDgWi zHVtJq>Onat*Br`hYJ}x}viF?V=_n(4SS7FQQ4g*e-0@?$T9tnubDg(cKm48w#a5aX z?lfHx2$8RTog70Qu|cb)m|2ov3%}(+NABazCl3jWwc{cGGT|n%KH@XzyqmDA4-Lkz zs@z;HgL`gg7_{Siu|vzttWkvAhx0{>tvI^SYdF&jnFqkz(QQDdZU`Upt2bB76OMK1 zn*)Eun$UVX3)}wB3z*6JhOe6Rf0L5@chZCwV^3ibLsG>kh^6)K9w!{XUkV;;N6t*c zd-Y2ZHa`}j)i3o{Qac^x0p&!4&bw;7V=j<KyS*A2*3BQ8-0O$!so&}4$EPsw*zn=c z0dMgTxpXU@EC7d#8@ziYYq9FYtKaD|Md-8bt@F(R;yd{>vr@OG3)iIRA1c0B!LY_} zlJw4Vko~r*HekFRI@ae5bWcs8b5L|E8+#)@EF7efPVYk(Wp&-?fAe6h-Ml$atphCM zetPLE<b%1x3V&{SDc0qjVC)TBgw!o^2aQra;K<yIjD>Au;3n{K%A=izQjs+LF@t>? zVyXA{8rsvy-R(?6D&eRFouuF5%pDJ5_q2N+#*pVtLUO>!JsXodi|)=9WrF>hdw)L3 zRsL-FdBC1zLa3WH$8{v?@sQK7<ZHfFkd)h%Ak5Z^CegC(`4&rHdi-%zcgi{rD;sH^ zXvo3(iDpCE++@N#*$(Z5SM@XU#mDFCJ^09rLr_?L65^7Kjd?P=VUV$0MQx@SdS74s z_6P<bAt1q%MQH%tww7+aq%jF*=l8fVW*5R^xiFdA#5eG8mXW4lW&mUj8!qlrZ-(lX zFU{8mys%YHnmg_^>34EDjzzMQIcSvqd1<dKu-V*7eSMEkj+AQ@)pzy6<=QZ}!^u&2 zGg9Js=+808aNRTRGfp@|nrlzL<Pcw+ex*y!)n#}g<FUbxcw7bPhpnY12;X(3;i37) zSqOFU@9gqi0EhNYUZ=||@bc1PPpVZrSg=p;w;<=mzBvBd+x1)E+YS*2Z|)RuUh~+o zbenwdwL5a3>>5K8jyM^G_lTcPmUWZ|t)dD;OwePlDv0gq3{P<K!NK24xt}7c@zVJn z>NnVD(5~Q?%|6yTblxYg<?)B)G7MVvq|S|C{((iA^<xY8t>#Rwg3>e`^R6yst*?Qz zB6eHrN+(b?t!(4EL_L@b_iK$1j(ytw>!Cj!{~~pL=d&+Ih%ad^?2nGo0vtUSW%sS6 z2Ck;nnpe3F0o604=^No)9Chs3B_mC|uNQd=b9E-cNylI0^tlPtbV*iy&fEn0`+NjX zZR-Tz!&0@1|JH%`k+%t~wF9aJO+2zICY<Pvk=I1~asJfA({nqXprCBHL<>_X{$liV z%_H8<v0j6Vf>NWvQCgs&`8EypW;laF_jX~z)U9~0r9POum208NpNB^RZGCc<rtsb_ zf$n*7E;uo7IrsL>66R#K?R$B=3xt|N^ykeQV40pr^VB5a5IkJ)NTQNGeS@e^?=102 zD$i_{-ABRUJ0rSV8jB!3&?+2W65p{W*HCK3AjDN~J~zA4h{4ZJUD?G`37i?>8a^a% za^zOO))VImoYr#LbXsK;-zLZ22q6Ah<KSPu3X$`W5qmQ<jlB$7XMagB;S6@~WvAwz z7()lSGUh{^s~Eb^LX%~122};_Tf7>m1m_s}_ZsjS|E8QiaA@BG2JHS8c_ytEKMoDW zidXsI;bQ~)8u<#~)}<_p_sed0I?B-0nbHjByZ%akks=-s?*t*Av;o*$&i?I%W&;E{ z&btn+caqQL?)tdN54^c_=ij<R1D?`7GTBf!jxD9pt{b+H`#R6P?Ejv2z~Wi<Z8ym0 znDfQ#p9Nh5-kr9sz7<u7NfIyFww6`FyHhKHoH>)=Us4t_PdEW9<4@K+n8<w7)LOMw zv>kW~j+}{ou?*o`u7*EdCLEsclFc_C5YGEICEfIeTFBWlIr-;?BX($OKlaI;0nf){ zE1dMP@Lyrk74P$8Z*`?p`pum<Q2lskZqubncw|<bZ^_dMVX|yLkNRgpHnW?hdDusM z|8kBa(q<5<KMxPT%Ur+^bFIU1OynM<u}g9O$Q<O?#0cIvOZHBmL`7sj51?$zqRb^m zD!8U5q^?`VV(=25k5t7N{&u~h;IuXi=cMgM^qviZ^o73)7Jr98FZ4{k^34fgE8kW- z$W?_bH?CL9^>;y}zJzO>Ch^f|Tr`PzPu>#`s=X(q^Dr-RwLdMT58%{>q=J*xnC#l^ zFHUlBDPo$Jcks=lzGuGdi<4>CGH3h^D*6fEMkKfH&jNO({Sy3os1XMbbM*vIQQ=8) zz_SB#!?1Txan2fF2b?h*RJr|b7L5#3AK&Pj!cUq{3KbMOVN6=DQRCAXinjOfJG5;c z_*LpcGiQ3Rm@O)?E@>Dtnx9IteOf2;P&XP)mr}GWUA!b!+J*PtCYzsdZi5}RW^WZj zN^!&X{Yyqi#(*hLG-v+D3_9F+)9F??h7$F(T{FzRINGUvw|s2{d-&2C^X$o<TI2L4 zabdF0*43^}l8yrjbv=;`mTsuYAKckNN5u$%n_4QwtMfBIZF7as0H$pvSQpY`+(5BN zwv`!xB$amsykwra?47#7hkXrGsJ0VaD&ufJE8d!u^sM9sQwM1z$?r#}e?#+H8=A<s zU)f_o_yf{Lg)I?X_-;vQzKG2EF5fF=ro8NfTOALqkC{y4vdyiaH>2H{|7Gg96yH4T zV_D|#CHIzkk4wXeKAl(}rmk}B+Z<>zhv@%lB7F&Q_Nw`YW#k^S+jP;d5_gIkX(soL z;~zm*$qR(f|Ep=krl$+B@XI)aNA15={3~0*ac)x|NT(`vE8odO)eUBfgE?P;vDDfB zSJFJhTGG<UJQ#!{6f+^~^9zL2=GYT=cnPKK?uWB}B|L&wVWFV)F*HyR@e?#H!^xx< zW?nZLDADor=K>T*A-pW|nJE1-ZWEGN&=jx2OKJXM%)+&(Y`iB~Hlz!vi6gX8W_4)t zE>OKnjtYmJGEBuf2FYA1D^94Z8n_wKgW~Hu;WNvJbk7Uq`?sdfQd?1l-!9%c$?w<# zhxN}GzWg->qC3`2-b=Tjk=}v4zT!qqyz{>7({c}*c`yGw@`8BH_IzJxQyqhIkK9J< z=*E$~W6$|QmJVcmBa}6cX;A(Uj_t}A2Z6(%tglX!bBNiJ)Sk>)v={jPI-ZT>1&w>+ z&OasdTG2CwYIi1aTSl4R`tD*Jc(VRW-D?oyd9yyb>>q>L+7q9HPasCuWX)8~cEcVO zbB{#XG5D*pSa5RP32RT4UMRTSfrTgBv)n%QW0%DlmXw=5aBb@o%j?}U*mV4w9{Z~n z2;yPcD|NXX_Js_G6fF$H_XiEW@1GKm$-Nz2DU~FD**xwu;!*`+=5t5-|BS-AqPaq# zX$>|AkKRfM89|fKZ(r)2M&ZB56Ah=%jY7y4+O%&Yov28ld_yX&u*$@?S*LFZN=}~| zrFSkt1>rXxPl(4QF*W7R9N`LGDbsF{bR2~}`g?<}60e~oqs@s_(m&WF+v9`I!|?81 zi{(qvKGN%p*ng#{4i5P5yIznL1}<7!-!ys2=a;X@DH7g}re~&PKNL>m;7-q{Pb=Ht zn`8gbP;@nj1Gl0~?h2M>sh5iWO~EmI-acze#XF;oLe7N4ar(Wr8TWpY!#?JAzSX+` zinKqzxm(hUJCsUKIq<DuOy2#L)4pVGm$I>~>?{>$N)%tLN-<H6>7Uy8bqB3n5Ib|S zfK4K}kg?j=<|_Q|Bq7#k)d1gbMMiEc55u9}oQE<zh1gMSax(8ctsG<XbWo4rBx>~r z3VlqPfcXRbHxKbL$gv&C{aakt35nwl`_3#6fO}QZaLaF!hv3t(*_yZv^en2I#q?_6 z9(~jK3o6YpV)ZoP9ajMUerxBpqo;>>t^_hfQ~L30<AK|gRuoLzVBhknX8<>z_A@X( zxPTh7Mkk(ntwA`A_~!qbC-9R*EKis{@tbhzy1vx=ga+NL-!&i4!kcC<4~LVrV7p#Q zKe1AToCh8pIdU!*cZjwB6FRUC9sNRr=iRE2Zz`>b|5_j1$?7EtnGR&J)lnRLI13bR zn^I1n31Bt-*V8FVxRrXeGB>iUVe>}M^w+AZnE2tw6|UE_us7}5)2OgI$WYt3<LRL; z><%gQx2Lwl`|P<l3RFh9*I~b^hkoV5bNv$w^}FVPX~>qk>0=G9#rLV5s_($R;i*Nk zixu$V;bkAchH2cX7bQo>(FxVrx9kG6TR=z6nHu3Yg73JP3hr18!J*N)1JA00LHWC5 z)3@Ukj5g|w?4DXcooCVXRlZG7_4PNqMY<=BZm_S6q|V^Xv-<PAw9}}o_9{^M-6)1k z*HqS!^W*mK>(wd_qu|HDURHOSj>2^8(Pi4{5fJPQQ@zT)juKtlss@s~;eEIKYjLud z`yg%eck7cGw9&hoRefmz0$l~>Z@W*S`kBo}J?Y)Ju}|o0*wG0rV`%HnAbY1w%}a_^ z0ws`<()ccQat&q);we0YQSN=ky1cYVI=XW14Kt#hg`dGrNz0LyIPkiCgLr;B;mw$G zyYtTCkFK+xte1#CnV!?>g=7M@Zc6DJd)5UF*;?H)1{vUU|BHukbR~wni#^u*uMPH8 zp8B&Ww1CqAY@bER`*3cl*^^0p3XCJCR<wtSCsE_xccu@$P=4}4-D37A;jBw8O1&i> zQPuApTM753gdx<RFt8T_UVrIJpKd`~jogpvsS`NJvTXaCz6Iq29+!G;{el-O-5=A| z5WYge04H^{6IXQn=0yF;dD1k|P+2n-z6^Yz>4hnLdeX$m^9J!*`Ntfyc5cEA+`S!1 zyj^(oB4i2c6Ry;7(f5J22Dp9b&GqlSiEv;sUNzFA9jmO~+<#I@xX<>6gFWQ)R*Lz| zt`gS+%lFjhA`P3sJGWod-<O=nkEv=Vnh!$74KbC&$xAq+8qO*~d<PK$`FWNw3w56v zL$^%M;0o{O#Ec!;=wBE<RXtY<7N^H&)~^t*$AiGh-RG!aQ`*vM**=J$_BkF%_`8a9 zhxpbQ-cDe!no<dybtj5%VtHz(S%)b#w80^R1F$nUy|Vi1I8u*wnoXI{A;(D3i9>Hm zk7jg_Q}a|UUai~Me|qa8CT5hc@!TFmUk6FviRpISnzA6k5IBW0Dq5e$@72Ke`Uk8R zg9#^jSAAaj|0p`|K&sz1jGK|{l_Eq|N=X#qK1F*V4WpDDQfa84hE*vIBco6ViBKVx zbsrhod#~(qtYdH9=l$1T_^#)^?(6zo<UMRBVV1XV(;y^UsPoeX=7B9rPG_{N054vl z?mPQv5+tG~{m%ax!QtH^hOW29pv=2cl-*((U0?jFIT<m5H>z%!Yv1p}+^&hOs+&p? z<b-tfv*#h|Yp{zX*$+=E-FNu$eF@q;Y0<@!v5@&$Owsbu6y%*Z(@cerI5&SM<)PIS zoHkkj+5CB2`@lk$m-No`@xPb2M)=Y-s_ibOmBe>i&f4%_KOKey*yRG8Nx!Vb+UP)+ zX>>aqarmFcEPDJjIZGiu7h(R|*~2|i&@OJ5b6;^Bp|QPw4ZQ`N>pPY$Uksz}gSVmi z?0vw|@Vk1$x@n-O9<eb?twPyLhg`D>kL#%TKs0Jr!iIB2B4KB1Ks)~E1RrB3v|bF; z{nTFoL0*j8KTgomMe8;r+l?L&Q{Cnz^`Rf{k9koCsL9yfnbx3Jxq?SmW9_(;{z3_p z`c{pN4cGxn3V(-Y;6VQ6yJp7;-<Lh&zMwSWSyt;ll1^Dcy#!9BPO^Uz>51Oed3hSM z=kJHh9vg-OM|bdi*xm_EIC8NewF$hBtazpCtbh);O86(%O1R?5rO=y7@@F!v8WTor zl<4j69jcU>sF827Pp=W5geM^;u>z~5Aa^GBjK`WDs43dI^~%xT!1~uR($IDSB#zD| z#F4%FeQP<24&f9|KREn*PsS2n$^83y)npoCY-qh{&xSEU*IS|E?h?qYb?^)Ol!Ffh z?|ch!i^pgYee-n|V{q+Uu<r5{10^<I=79A?IUK%~%RfnS&HuEEo+-zY-UN2mu?)Fp zNEFJm4?EohvQ`gHm7n~J93S$99_S?i^N7P#@mIpL`&QyDs@#R#J;-P2eHYzWX7>pU z=b#evhY%67O7M~D_-wqR1Qk05($ZBL;r6c6*6Nil=;8dYFoLHY!|UYvD!+8WkDEHv zB71IPe#wqu8MCz%&EQo}Varx16HdN-VrvVO&Z!7?e;|7#<)Ojr$6Fynwf(p5qrdo2 zr>#bA?*ypTRa|!~`vXFc_H}cs%tMzVQ`&%K8hRCIb1Ju|VDxk8zB%1|+<8ejCUO_? zb&d%{y#K^Zu|CcjT%2BwY92i8OCvL=wB!7zcd=Pm%~Cc|*u_fiHQ&v4sXqh7*8eFi zlI+H$T%&`xA9P@phpdP3;c!41O~#-|!aInuUdxfgLV4dioc_CT8j5DBwdCsQDDU<- z{cY9?EQy>IvA@`bo*(6Zo2f8S`QE%MjH;^vXU!Lf?hVd>)Iq~EWs;j@)bDOOZ$FA( zPRn=MhGxU|Ad_<LGxPZV=)@XE;+G3%Xxu#VcoLn~d6}5jRst7&LDwdE9J-b#mS>#i zKqUK(?w_=2G_h@XY3)-DDze??bm2;%DN0Y9X|Ym_E$U`psL#Q7&Qw7yTarJm)G3tO z)(p{iP6=%NmI7ZMXJ^QXwL|}1nZD4OUVJ?(y=ZAfcukd#AG0SvW61cYu`43w_)jr0 zxXWP#4NkK^qgu_P!#<Aoo1Yk{7sPBamH0S+JPFwHtf(FJZ<@OI>$c&VzRZZ&b2NO@ zp48oGm4;7*TXfI8?}4976)#nv6E2~<Yn-#oJaU{cI}*2Z9Orx-9y<lpAm{$uo1*QA zA2g0hq2>e~bFOhkeU-?=ti4uC?N3QAN-n3pJK;MR@Jc1?znuWlAl1oYvtjtOE9YO9 zKG6lUo~Z8UZUg~}y&2o+6yX>8{0ZK`L|M1m7Nkw?Z-(a&{R*|~VC~P-YuMh<@oQ99 z+2_b|EZ-MpXXQ`w&jr~^T=Yc<E%2E<_q-BzeSPX=C(TUlzgT}>Fp&KI`VIyg3>vV? z$7JDy106bAmdbj#ig1&7U42dq6~CX^Qc73oAoHx4@1sqrm}ojpqa}}kgJWA(;R+p1 zr4*w*dXkaKm*T~GeG0aJ*YCc<Rfr)U<aEDZ_=Tz~(R?=5&G7r3y=5!O%~NCTmugA= z{*t|HIY-P-sM-@8ltSK%FNgRRIPMKY=k=lwv$J`4^LYOn;oLGTnGx`eImJpbl(;cd zC6<F{?YNiHrip&MBPi-Z>L^}!=R31@WE>qbeE)U|F;d+PeQf4xYDqtv$UC(kOZYuH zdp6c%6n>UZY9`sXW4usJi|4^4JQQ!+J+_XH)T2(UV>_2{vhLN1uZPEw!X^17#Xk-y z)FT^H+8d#m^~Dpx;ARZbWbMh(tH<}_&MsfB{zl(`btmmKGqGW6_0#LX7VPDIldQdt z<haE`CIm@7MDIV<^Y57E(L(zDs~66zkZABQ{>k<Mh}jgKV7;jgyJ~E|M5Ha^o%K(T zo#k1CR*1VCZ_tVj=EB>GlKLT9SZla~iEyOVbR%mn4<U2TA3xUMa(H)ay)g*Z;MY$% zRTEEVVBe5WOS|(JtXnW|3A#(iqlq$XTwERag|AfaQ_w29agO|E+Esx{%9JWKnKsmO z-MsBgcsH^iotZF<>IY71u8Ul2>9`866R#z^P*2*o$NAL&N~Q`|8;tcqwpAd_(<={m zdu`fwi1;d|ryS$t&QHOZGz(p(n&gC=pG&su{eU2eKzqNsJjnn3;P%doWKWthR@wG- z9)<4B%Lr!WKwI`7+n@Kzc_uN~%6!v2ls_><*_m0C9^$<GLW-5Da&$tZ<I)$9XdX9z zcA^6Yv`d;_o7IDnzT2Tv?7`ORkNfi;)WDI<T&4}g$CvtYh;}1j8i%G%H(5wbprdU< zHtU&AkT8r~7qGtvKH7gQHs3>dq@wHB@0=jM{NH!moU)lH3}<xf=pNP3=65IP)ZZ!i zX~%q{sG%0NipL6@l6m~w&hS|MJ7u`x$)o6;AB4NIu{+LcJ?TG~oDIF2JO{rwS-Nb= zBl*{GqkVBn3m|!C>x!jc4sO4wztd@onR2RU|1;yTN{FEZidu=1zP;5e!x1}%N$<#v zK+MH|u>H1n=gI6DpnhbwE9FhcjN;8Ik~)pZdA7SjtaA!>-fSIY;hIEw(YEm@#t~R( zEl~E^GlG3;Cm%nGZpD*&cXv82O~9pH(d&+NRl}D(U4peq#W?x9Sn*<G1=xz1`%k1K z!f<z-nGHuWWL)ImE_t^aHz(E4-N<VLr-|#g1PxoENV1@3V%rqvCCQ)0%65!?cyLtk z+BjxOe?DvX|MNx@n~6qND{lW{;+KB16QirNeWh%QVRwFHNB!2{IImwA!SRFa35NHZ zKOudte7~$E9Zm9ZSUFu;X=D_KsRGjZf(u~LV1C|EpcA~gpGiqqWP+e;W##Vbeo%hm zeO2T|1G4^}lw3YW!!ujTy3}c<m~mv`TX+Q>;;wBfIw{wQdwdqTrl|!GsLZkbQ)mfR zomj1CAD;vTjpG%!f~Js>*_t*(_zqOjQ|r6=OTc@0LgTw-8<;h(A5Avt1FJ7_2bZQZ z@#PFf<AdrTbpIzZoVB$Z%wqUT;#7NZ&g@FdL**X4o)NM-L^#;j6sN=L&h%k~qOW1O zWDN=ip6arEHvylkSGfQER|Owcrtg2L&O+_Lhns>95Whm9&l3)Hve!+16>Q{C3ATZ) zALf@k;l-=!a^ttXxc$CQawXx=<yL16c=!E6b(?hoG8Dp>Uc*-OdTIbGqoX)4cZDHK z-sgRR8wvNqTq*28XBC8sF%~MbvQU0?@b-75k-Zyu2*kah!9z+|v|lY9y!AWxa*$po z<_(*ToT>;9W$&~?S5XyOCmOP<4Gsdgg-n%K>^yerGrwOVbA&)&$3jd{4(cUpA8Kk_ zCVXKVk*8NDN$+^q8Wr&=2*0;-V)QW!MV8IJ_$&KATxgiHj+kpj>Gxe#%5p^a`5et< z<X(j~UyHX$h77}(e)$+pkxqCOZC3Pnt{tR!sCgCz-DtLfVW*14Z+vxxiBe@ANBnG@ zkM=IM;fd7i?9p8dc$V$eiHE5RXvM!NZQWcG?Cq)N9lbOT<5x?P!t7^p^N{mZmvghA z*~+rFmiT$zIma^a622U7(0}*e8IIypf0VFY(}FYcQ&GatYTyQg(9yHRR~eaN;bu>I z<9-i~$8K{Oz{~Udgf+KLgYoQuQ`^=-@VT|`<#66O*4)0cm}$6-^44D~=ilW3hv2ml zmvVRbW9Yrs{9+^=HVhe{OEXZoqR*u{?4)5=v~r;m$1Ictz_u%tMO-eExxGby2(r5j zxP0k9ai6u^t_K?zA%4fB+j5ly&?0<>O&u2SNZaz$-=y~`>5q41EV<5)i}$SE*HDGt zy#e_mL8G|2fyGDr1M&IXy7}%rjRyN~$hFM=7y#I^FU9je!qfQo)B8O+PscNuFS!T* zf(>pwznclCFMIYIgURI?*sUh7wyNET2h#YZHhA=)>7IxCbJtJ7e(wjCcBB2U8h<v9 zne5lj=H8Lf9G%3lD{4C@4H&7O4y@|3wLRFowL!?munSJ~SMsJym&3s>*=D8H6e#*o z>3XRt2dOu_+pKp~kbd=h?2qsMf$(#AmBqsYAW1zk;`v}2saJz*wS03ifd9%5d9875 zNbRgqzuE|DS<%(^b`-+JD`niLT*g3WCH>}!h)EO`_VqYjSA^0(w`gdlFQV4)%&9=X z1&HMsIa_tB0QQ_4-{#!ihHoC2ZC0$S!Z#A9WmIYZP>B0_vCFMN{IJ3#v29}sZjEfc zeTn58T(`6_5RRlnTNmdML2EZKmTd}vvm{5X_xODHo@|(*X>9cLAI2~%;V(fqs$lc+ z+ngzcGxaTL=DO6-5a`z?7A#$;ME_)q=u)EpEYDUhL@>`l&6Uc{ygeQG>Lce#rrY1( z@XQ;l%+OdkHvD^q`SK`C*Qf~y+Yx`K)`)9x+$g@1-Ji3}xrE|wV=okzazWSnjLwy* zxA-`2qg1~S4M=pyEGKmh#X2Qz%4^>Qd{XvWxVe8Ck2&vq#Y$Vig+d91(BUrhnKD_* z)NX_=tMd2D>O0Y5<y?uB7#$gfuNB0zx1ir9yW`sOtkgs$j#I6@eyA*}e)_Q3Jn|mg z$A0BrA_yJ()_n3>F<8&kdoKFYfi2?B{xZ=rs2p@VTSw-hr~lrI*hy8PlWhO6)w{oF z%_)*q_^S)$zQ1?Lyf*-9TVLM4!&M6+v}ZYK3ExOwsc~MoV+zC$KI|Hi>p@q$qoST1 zbnxw4*4$fAhFzI{h0mP2VfuE_QOEx}aet0c%=}3j#3*dhw!HQRB+sn8jE^J!l~qv< zZ>e$6bhy?X%H50coV(p$c#I*&Xp}tl83(?HCzNT@EqL-Z{hAtIE9mAV@EB{}MaPU^ z1;=aVFyZg#saB2&*l)zxx-#wyCw7C#`gi2-w3SZCx9ftFJ0Hcq(3%E*-SfA9lHL+k zmhc-!J%lTpcyPCPd^=v08@U^^a~y<EDTMqZ&(*7_UZL%G2C(4Yk?KFY7LdC2SBaeK zFvjx_tJYLa!KaszvvbFWP=8f9OV6MmPYTH`W+qR94}-h6Qbi%WzVCkc-|K$(ZR5%B z$Jq}DoO%0y^V2YZvRqeqsUCY)zEJl4SS7ij8hN)08l<|fE@!H>fX}Jh?7zoo=-{^J zMPtt@>T1+-aauH@0$Xup^<W9=q_J4?YIlN3ujJd!0#rP)FJDb|TQxEdn=hD3G@xyl z-UETAOzg2KrcT9o;DjM>-TTvDVV>){-xTp_Ci#6^JoI!Lg)S^?yu_RgNxSq@XV>(B z!RNGtYqf~aXUZv7QgMRh#;Y#zkiL+47q9kTKfWN<r1jYc(#Ny|d_I|5FW~wwRs%ux zRdCU<tT}UY1X?F=@%6a2gns*^6=ZMxK!(KSrPy1`@Ri8wp_fUY_4%wr9Xhq>DB3OM z$&&#OJf;Mx42}3*UCzFY_=z64PBvccBOE`qJf<J{J<zO{WgcQa4Izwr^+N2#zi2`E z@wzn+6LcmI+_Y$b+0%cbFOutR^o?11=SnV&k6q(3*jodQ9j<yU#0Q)Abadq~e=lZF zwG0_2lD&KIse=;7NKfTH2POMG(|9|X-Pt#{9Z#&>nNiz5fRvbj=f&!2cvpz8{B1!7 zI6Fzme%Qo7{c`u-?JqTzV8j+EdWh@;ubw>?dm}Fm+&b)>{0gJ-hP<Hr&!|}pu}X5; zsG1HFHg@U;FPHJ}LBG$=vpM)V>DLEZQUhpJT(FH$8H6TQ{*_zJB+o09_0?=>8YPnJ zopreLP~*;AvewKHytX*jxkkMKcFO7RJ8IMi_htHAu6zH4wiUnl%J^~O@A{eb{Q(Vw zek7jCbDY5qxz>qy)S0Nb_M&{mMn<am=ZlVod#dqx+ES)5>j(x9-M0Pc+z#H%vKdmg z&Un4M!`)V`5w1K7WnRmgi%Ovj197Q6c!7;_e1vT+;oQ;l9}^vY`mAxNQAr_mta5yN zz((>kiF>BZHL7r9e8~>Qwkil-%M05?b5Xv)YeTD81HRkx<JC>4QK%D(Gg5s=xHA!# zMFva%A<xxKHk*CIK%D#OzV}l7!0w=^zj$LD3tTC;O#UrHPT9RcMZz6m>Wz~<VX}Z1 zo_y#|H5-JN5!<!X6jm_HkorAw56OS#GG!)RUm-n-4bN*L`XC&hr7f$?0^eA~=Nh$P z*!X72Ci`M1#tWWTuQaTItCYIk?VDyXv~2$IxLFly4DgOtk$kV!iv#W{KUUzfdScqW zrf6tN7XGC^Km(HuV}D8x@!jVqxU}-s!kUOI``h>C2xsohO5&zw9IoGzc+PzRUQXpE zg+J@YizVGQEJghwTkx#Mt!f1dm-}*}$X?Pa=!QVHWetv-DhiJtXofmw|HpyWGw|Yh z+UbqNe{lWN#`eqGYB8g{a?yMZ>ASC!N@~9T4=0S`vbuhB<Bipd8`$y(t~yVLdK*k& z#f(g`GqmE9M_Gq5$`~k(^|WK1e#1Bwb8ALEs1qyR^UksyE5#?S{ANo0B=_^+lFnbv zIy}63^zS_3wsoI;Gvnym01ER)D{~SgZ)Rqhn&nS8bVp1ZMQw;*KcTSXi53&Z=07>H z2<JhJmpPyC`Qj`Hz01>VbL|4YWQPB0RLHz<^!x1HfNG%8I8zU<)W8Ls!^@&1m(A+) zpR%L!2=GNM^aTC!#~8L#8@I|aP+4iA|85%f!k^K-)I`E@>%DeXV6WB+-hQsT`Km)d z^2b!#uVywv(E<9#y$NGb-p^{_e(MjszCMXhFA?6B80SKMeK-1i3t{Wdnt-0NzCnrT zCYTyNTi0sZjCbuHJyLox0NV%hdqcB4aZ<v3{eomQ#5y)oi=uNNtH#{8ET;i<7>bui z9SE=eeUYhTSUcQ*M~3VFX7EG*EiW}wvM13McP=5EYOyzwY@Q=Ups~*<p#M3!KhL!W z7uJ#<#Pu7rwVpFkHfa8te^xPr=GJ1CFDI*jS$6zgsL?Wb{L0Jjd`TsI%hcP)N?On$ z%Xi0W3i0b->WKdExfb01o;M%;PRGjguEn12op49B<$<2v4E~DB`FhZ$6OSD#H>(s} zMV|w<EDl<Yc<`w2si)ji@I>n>>tWSVxPM}q**+`*Eo1kGO|h(?q3?m@&(h6s{*76H zVrm`k$Q?eHaI+HKp8b~KuwBID<lLRV)F$ze^o1vTqlhnzq2)E3!$&xtUcvN%e*~1b zsmP1^wV-cXomp|xI6l6k^vHU-4xYacCZF?OT+3^}fB)D34F8nOjag}c8owf0TgO@` zlfQTK1z#0>eKpvYqn?SBpZobor00Rc)E5xEhV<<k+%*g(`7Fr`0?HPI5Aj2<Te!Bk z1P0eNN49+a2X$-ST$?RTLs_4t=LKH1z^9d9;pIbk6avYQpIqvOvl>x@o12?4Y&OJ& zD|HYvR$7~Q*c0)YsN7%AunI8S@Vif^Y8<y7P`zn$dll~LdTu)TXda6A{WYqL#<56s zjj{R8KbUt{R*Wl+aBkmBreC7b@N2G2?BlJoSQXde_kZp_4-Di6bymWI;fRim9lcmK zUX^;zU;tk$WH>GsccJtg$IVgd67JMlGm@9n1YhDbZNp}!AfuH2AWeN1->t?zGCUH5 zf!~>4L(l~J4Q#yM){_rQQR*B?+{qZF5&7u&E5dhAn{l}DtplwV#p^6e`v|wmLL`FZ z>Oc4e{5q3UgHjqg@A;#?W83=R7z6tbaC@@2?(xq~Z2IrB*S287St%W$Ntg5hm!{~J zPyPe=@`>#C)8<{!-ah4gI=2IRL;Q@JuJ=K{cx!$2`2pzAO+O^tPJAU~yw(t^hQg~N z_I#6sCvF<hb#iw)XiB+ryf{k7c!m#I()0D`(0Au@*t=BBwGT2pIbDM#_g)2O^bUgl z@{oFV^9W2fRZe9dUnV(>(L}lUZakvb8@cv&8wM(bnuZJaBZWrKV|g`?e1(483jAHT zBxUEwIFpRVpNgKCk$GXez;lnMb_;Mf@Q>pyt!~IT9V#f6L3oZL4jqLtR9NG)cB#aB z6x~;jpK5hyq87?)6y8*;!52cGX8M2hLHAsDt4PWi9@RXQLnS&4<H^Syaxa_k^u%@Q z^(Mkwx^hd0L!Fh<_RNM+?J?2QnAUtyE$jrb+Z-CgD)T6_>$!~lbTyU@&0pPr`VXAh zyP-d!fN;@%mhVNK1r%%N-8I<Ofm*ML?bD(bxWr3oF6(pQ{=wztpNUg=MbF@IyFoS_ znNrfZ^OpQSGqy#ovz>wuJi83m)v{BXML(PiAifEFl&w&AbOz(Mv0r=a-2#$ti<P2@ zKdeaW_w4fEG+MKD)%10L#7#+({iiFZL8Ha~fGgVq7!8`<+VQRgmBwXx&RpoloG90T zv(!HDPrNR^5ZMk{Qd-hGoMyowfBy|9*8!AgyfS;?2^00gPgc8+F{^N<N6txHl;{p@ ztRwGRMp2O8`kQNPCqx`7Jni?q8HS=WbDc(7@oufQ&a`y{4tErL{n4w$uO6v?ZsZSw zx}W&>-?rVD|83Pqz>^MpmNmYrh<0Gkpw?whz8*N?QJU@ay$7^xH^x3!Tmkpt@xLF* zUgBDefzYR|-RM+DHGa)FfyM{kECqMBVtlTt{8@uG>^q~V-|5)}ib3n1TiF$Yp0&x( zbctS&)p?`5*`l1}p2ctWbd94At)cc^VLsu)9;vjrU5j)VZM`CqSrB9RDQc1s3F~t6 z@2D}3qh|R%>i+NTD9ZY_D_fcP<4b+|-PwCkhn@a*v33TFijKY(BoODQhF2^npOfA` z?OFfk))x5mN^0LrxxXN@BZN_#?DYpl&r1K0X~%+RpWS}ZNgj(e<Ebv;|Ik_#-`vgY zgq_h(Z?13a$8I<I+Y`@{;k}i;ha%CRzgPZR2&x^yzelTP_pY79_n&TA)N9S7!)?=G z&9@_<K5}vR)ZrTB$u~aP%1?UN^agZ&D$0?M>(Q@jlAjy!3-`If)B!&&7ny{)=kff> z`=;}xFU6Rj#m9y42I4~VrL2h#d|#PuY5m3)RDAO$>ZTkc)#fh4AC~NT&~9DF)0Q|% z8d7*YpI<7&cd{AZ<_^{4%Oug;5lO@7uNvteM08WR>Gb2r%co%LJFb9E!Wl9exbUEq zeD{AwuABKj*H88`X-oU}&*Ao-gPrdA-tahe_ZR8o6QFri>SdVy7_4~na3q+qQJE=W zVkMztaFsK}%VVw&3-8$6r+AT`b<4M=F2v8W&U?-Ja<6=NW+$QO5<vXhVUt`J*Y{%J zJ*|*q_a<T0mElfwWHU^xIpDOJoM%gWKmU9CBO7+&#*$k?-RLYY;{Clh4IUk^nQJ2N z`(F$x`w9tf{@XU+7Ai*o*sTT@2p%rL3%0HSt=z+q-I(#Dl<dC`pW`k5vy+u_eb(sT z=d&D?wDFDSo{@8AKyc`)_jke<dm1%)liG~(iAUo0?_MB$*8LjH%mvtD@S`B9Y#8NM zg5vwwhM^J?YJq&`zEad)U-p_o)qRo1rPH(Em3P<Ke3ax_=!^%id|{-D?LEBTyQmoj zZ;hOP;MD*D_bEku>uF$b!1U?_B^iq6_K7HO_=j6%JbVtWltH9Ku5dxfAROMh%XTWc z86-AD(#0*Rp}}ka8@lZnZaVL;k&@bqYZ=@a51kLiu|&$jFh@H2r+@jx!|)TAQcblI zk92@+%57uq3KnX*!lleS!k@XN>7~Fao{xIR1$Sh$5I^7}hw`B^Hj1gy`bUi~Cy_c` z@U_Ww80x>23WMVaw5|&No8zs=IN6&&s0SzT#L+_Kg-1O|9hb<vC)NT-`WFsO1QMQX zrNHD-lTrAn)_#8P-X6SB%g_H<pb7HLroBT6M@f12ykJRt5zM>4xhY8Ie`@g5m(`n- z$myv&R?0#{+l9lcIi!EK$xJ>jqPGvXH46VSCwl|mmrEBz2D<RqOyQQ3+v&hp`Q!6- z;-5XDn7RD^F`b-0Pk;OHGZiN7SNm6I7qOS+U6S3KZ#erU^DM=A9-;-qWcZFUP^HAn zHr2}H!}hzLuAZ~upcwFm>CmSpC|k5}RtoI`>Gcl$Ee5QVkndI6Pgt2K1>QROA4>c1 zc&~bowE^*6vPcM=%c>{7F0a$^^ab#F&UomUZ#|T2Hf9BL7Q)s|>t4@kwt~RjOUFyx zI)UDCw&VWVJTw_GXs#wcfRj4+Z-|jS(c$Q>m)WYF;JQ-k8AKZfv*T6#7mYe0T!5LP z;MWHx&$lf;DEbF?tKR-|EFFi`-F13;PZ_9{J&!#MFV=ymPTrvxk{xKcT01GcOhtvO z8r9uWQ!q7S?j$ixLw3=86D!hdd_8M*?(y9T;66q#x~ez=a_)Wy_v?&+O*rFBSV9)= zcM~Yriphm_w^lptcN8E`w>Njt&S_Y^AKN5Lc*qxrjW?+rehe9p=A*(SE1-D^)Mqsd z;FPL>mE}Y)h79*A*9x~nWzF`mZ2uu()U37t_puA8>Cb-iXcG>Il95@BA`Q;<KA5nG zDulP+Mb}JMmZPqhPKOkw9_P5{>Lp&$K=MOhTYw1Rjg8F}m))#^NWb}K;r^tD>UpPu z1+^J0jn#fguvcL4?CF+7zeQv@ZGLo@O(*i6>Z^VjF@z_&+WDqfsGzR$IQg?g6I_cA z-1q6nPvkTU%i~NPNBbDMkVkL}Fxv561fu^4)tDdM9X<h%zxx<A7IvU|JfHs!O$Lh6 zjq)R3>Aj$5(yK6;$Us%ndnM-TmWQ;z(nUvI8gOrlSU`*DD*Tc#abd`>hsx7y&s`tL zKz3y&Rl7_7_r1$l%aJ_Mo~u-wjlMPb{{Dqfd%?eWR%55}_K%%#L%~B-CA|?=y7<RL z`uZ>iLWcsj&0|b>fK&T3(x21sesd_i125GHzgB7`x<RO|Bac)!Q2)ytKeT2Q++W$T z?IPDj?^}7&gN6m5T{mMeC7c0gizCnWP1U0RF)<ybcZH}Tt5}_sI|VXpEGqsIpQsUK zgPsrRYtA1y{Y9SaIXxb1@;PZig#)gUeYD;A;8Cdm<JpxG<eI*)n0>q+E<Aa$+4XcK zyxQmg*G-`ZEZr7VekXU}!ha`&3TB33eC{3NEg5#|rjKVYzE|&tcNdxUOWDT&A4)S_ zN$CdJ;+E!ip?+BJ(ZA)R$tX%MyXd{InZV28dvXtvp7$q(m%rS}9fQfsr|cbt#zEDK zBh<E{8PlSd?{?5Tz=P?cmz_ozWM%PEC4v?($XM>{+QNAZOsibaA2Nx3mJ!J^f%W)H zT&PUo{sg|Yye=`mYYLxj;L{NQRf)ISNF?5F8v9q)A7L|E!LY@5s~apxZctOEuBv_& zwPeM2zcHSKq7!px1$n2DKIs>go;m^T>yJnqJo*bSuBxcG*>vERdfx-i;k9`Cg5zq% z>6g&%Vs)WDD-&maY|A}{lR)=#cT^-k4Vk(DZ!TV6I8|_Z{M|W{D^XLj+F;!Q7uT|{ z6(*eiLhq~VK9&qXJ&OF;SlEO5G=uv|`g8b3^Vv{HdlS5L>%Y@+xgS#u7cHZf|3H_{ zwuhgC7^vJAEmxn-Ey0QBMLdlU=@6bL?CZxwh3{vsrZCASl73Y2+cB*(z{4G2KdI9P zXC!}I{o6SY?*be%1E=b7V@%P|zxgz*xU>{=h}MOMr>^UKS?<C5{ZVWEB;8P5ZMj+} z{1a5R8$Al~@5UC-^ujy+i?BcZW|a)d-;T^()^27VhazrmKjKWs)Xn9h*7hA(=9#gp zdfO!2;iSD#ORdKO%eOnWB$VTmFtd(MqmOuOC8$%is20=*kMl^`kK<?v$CK^l{b1|B zY3@iRy2Jb-iOrjqaiDZ~a+gFio;)w%)Xmt9+Y(Q{($AX(rDRi~3(J3jC-k(RWRM>& zyJ<~Qzt3RA_6<SVcIoilormYH#2-jem=e@F*n}KKnd>!<b>U{@t6w}`i1CYJ!=G+< zA`6U->ADQzw~o;G=gG-vY7)+oaFvC!d#?FsgAEPxM0Omz;xY=o6(Pocfs@#NI_PSG zNhi#1s2=y^W}%oCUG}~Z(F*=MH16CEUxN4ZzYIqut8w?DlrEcp3FdC*EOwTs<AEBX zZHyawaQ(?ATop1IsF}s|PWbpUe6`78<BrZ&q8q4RIUDo@2F*DZ%|t7}qvMYJBjT(5 z98r6I$fpwS^<?b@Xd?afDk05veVCFOmD<wKhIyxbsh<v~f=T#nr{{(y*mfXDM~&72 zZ9*Ln6Zt35Lq$O0!KoBHVQicf^o52uMkE^kKDPm8;ZqO(?EZ%wmcp&HCsV+gFDrK3 zi0CyRZg$?<S%r3f2U^#&lwqAi)udk_nKK*jOq5Qx;>|E26Bhpo(%&q((UW}?R9h;K zF^rNvtZTm{*xe`bu&74BIl>pcqUGHktW9#X^4r7zsnIb%ZDaA<sA<qi(+uB3BmLsq z*$>V~*W;1hS8mSaR-q0{M?tRcFwsd<@i6Jtka@gyhq+i6GN#dA#**{Nd2PlxQ~!3* z|MewM;Nmzs<@{9CqfSF)=W>?8{3HZ$JzO55O<-N8o4SSfI2`Sfay|1R7l&@8&mR8W zjWMkGIbMhJaHZsEL&&Cn7}mQA7q=&X(#LZGZU!~@p;lg0|K&JL9x8PX5nTp*u<=Q| zPsc%jC)RF(I=sMZ8vpoOC#-nxe-zfx1x%Ns`_e7Dz@bAYI__&D=BV(bCL67xQut|7 zB1@I%`@}%%wnsYfnG3gl;_F6<Z(l1qlL>$HXOi)|)JiZ9ZO~rJ@C%uuRBt6{ksQ+P zygx&)#^FDWoyTqSIzcghaKq)R84wX_aat@h8*_FpkCsY}f`H`OHLnUMK)B%c)tiS? zAh4{7Bipe9W1JPMYxD--(6$;08>T6+KDueY-g(l0X7cgD5w=B0Fnu9W)iety%09hL z@Ew2+nhr+g+>BH+A&Z(l%N@8zi0=I29Ua7;K6<$SKpkq?MYk0lAB4Gof3y`3ltOCC z*W8Q4WIw(5jHB}VEIRpzvMXuPpgj5c?ca-C$d<v0&i~Ef67~3Wj7v9O{Uvhzh9vPB zk4wbtw`~H~dpnZ-4M}gA{M-48)?rAn-=t(ra_P$SNOj+rBM?9DP%V9#<c(&;@}7Oo zNB{6pxA);Q=(3qX_-NNZ2o_H`eI%L=T4yz;h2}$X*n8yj9>R~^z{^z3*wT%U$$W5l zF#vve%gMcrE`Vd6l%a0}i>NR)|M$Ju5RS0_s{g__gd7aapZ5|j#+c338d0-F^h@s3 z87KU-=p$#wlb74k<%8Dzi{E`{D0etgKZuUS<`EwIgQ(a)JtzOGbqa4bC3(oqj{}FV zZ(s`9v(5ONy?Q=&9C;FHw`nAA692P;ZTK<qt#{t|{r^7550=7e<)ojsv9MhBA7z2$ zjCE+0WhKDo;~sAiGY*zIQ5yXNBlyH5d~ngY5}$CanDDL{flZNhHMiOSV&4XZ_~Daf z(BqQFY~?f$xo!*Za>J&fQz7IW`s70~&w0L_^))coRnac0HVB$ru~z52`|*AI27b<8 z^@JNWq^wHzIpb{SbnlV*!%D$;B<M#U1{bnhmui(k#ghE6A<=X1^C<MVULD7u)+<~R z<zv`r80xX{=?9SDdw*Tistrr(ZI|^z25^~EfLr_sE2XeSJ8LkThV2iTJq_O1fndsk zvP^!`n_f3Qt@|I@6HC-Y&0L$oD;}SAU%pTQyDy}4I*iRh!eo!+Q_}ml;lMJl>$fWS z;MX4Z(wl|yed)wl#=0uVyRTuls9lIZcuAbseH;td--SJo$$qGsu_*RWHE4bm4jK;q zhpD53w~r_`0Ny;aE|=tB-RDOKEF4Cl?1|x-Z`-B_2R|c~{;wQtF7!6O#XjU8xw1CG zXA$BG4w$QC4uU(iDE<>K;Xy^h$!kyPa9XJS$n|?9Z!gvnD*ud`^5DeN>AATw@Z51N zQ-$!z-7SRYxUmmrXLtqp42b?Mv%8moMqs4ux1%283?9?8x)nzD|4%Mo<TXA>ctm=P z<HMtK@GO*Kddh4F7E?rBjP`Wk`4EcX!@s>4#*iPmBXxpsRC68%r27N!#?zR8ArCTN znglO4&w=tmC|tk11cwD?FHA1bU{mTN^IH#^F>lSG(`!!E!=~A1!0X-(>#Z63Jhhpq zdOJ*O{pEUr+974!#MFnb_8fxuH#EcG1~bN=nU(PQdfz3J>2h?9Qc1tjxqwkp7b;^d z$lm@nXWS&)BuE-BMPytq#-O54?vq3xr(Sxq-;sR+Yxbz_c*WiT;*`{G-jQl(3h+5v z*IN!{Z-yV25pLbG!)y1jFLcm1Jmy_<wh)8#CD|k%EWpq<qx8Db|KQw#A5q#fQ^-1a zv{FNw^s}b8J8F3_QKJkh1BwrHpv&Fq8;2W)A!upv&Vln2sF=(=GEVX#%6|%7PYiZq z>#Ii{FT}e*=((Y|-S0`*QPa!D^R^ob9pudK^fORboEy%*$V>(CM~qH~;Sb91mg<u{ z-HiSY8%p;^PlC)t!y|nfv%oOIBplc{2VQd9cWYKJL4n+!Qy1lExa?|KuH?#0^=-Mo z$zSRpu=sDK&0EevUF~d)bHgC$taIFU`b8Dw?#s2vUXuq;0@RYXksR^WoP~qEHr>!8 z5R-CbQ!g;xk#CeCzF@saN9&Awi?Q`b*MkPPO6c$Kx+Wn;I8%qW3!iZxfrxC5`9cdC zjPh#*+qzBRY1@{y6`^&w?`+#$7tVUvmveAzqw*;1di}Y4d58`|3gxONr2Fwfslv3j zN)PnQjDOrzvVatepf#@|$a%GO!Bkzg1G?fqEAHZ$hI}?RUiU4@(0lSjDSPZUycZtM zeBWUji&C_9Fx*~8z3_J1&-yLh=(w_b?`HiG;EH?ZxSj0RznwEZQejDaiRZH8QhA7; z&~|<2sC*Uhyh#YVwbFyXZYV!}y>kS)QzEA)zx6_W`wrV%hdbc4gh$|PWG^r{zM7R6 ztRa0aRoiwcOaTu~wR6U)7oY8F<$iI!7J4Jq^{+~FVeA{1TTcahp-Fl4dKc$6I9JNL z_tF44pJq|BWDH22`R=w9)zdlT=h-rw$(+A!d)#lfx;b!<<$8bo@(2{KnyzjbZHGR~ zO<&ZdM(_=5WQM}MNpz-V$aR?)!I`?ZNy~Q4SoPD?%SV0|j^3*}_{?_(-cGUIjOb^f z#DqPjx(|{*>E}0Ub#~GqG;epQfY|~zuU8iqI^GXeS?*r_hLvD)>Q66k=NOzncAf>D z-^04;qVHe-kzNmrKi|BW>9Az;AVc`_JiLBvwA;I98da!CqkXsNgm;m-O<RVMJS|S) z(G{cUFr(adC}aYc=)3Xv{u($IS7f(6c>#sboMh3V5k8ng`ll=RiB3PjfM(_;kZ=9x z>%y8z7)oAfjW$Ro-Qo>HW%7;im7`d#C5#H1_tnzdNPaUf_S2q*9aUJ*Zu~FDD;NLj z?ov-uAvvsUp7jnKe+i#T+1Z8gWX+K~<icn-${jReldzmYnooo^Z$uHQcW?xSa**C| zEV;Xm_~!Ad;`U=<lhAPR<B$BtIy6xzU3a3R6a5&zm0T2Oq<Bhl^IDTVOz>^D%|p#J zyw-LuP~~?%{1M>O<z1KteI==i98U5*>-jsJ`g#KVxo>;#HCur0a@W)?>)HTU5A<Cr z%7HMsZ|gT~CH`ag=>Un}qbRPw``>1(Sy<y@$ipYpgNg;iAx6LE@CSoR+NLq$S9t4k z%=gj^{MDOIw2i2OCI!{eQimnf*zoMizWygTI1yXi5J=wt65A)8UyNg<^_hBor&hS3 zeDqQK;VC$LVBPTZ+vNH>US(Vg`2+enyC2@TRRJw!Te#zLzF>h&=yO#v-*2!JtCZlQ zVaSVX4a*_lKx?mje|~Z&ZspJW@S%<l#R>bHEcG*S)IRf1l?N-;AYygVs$m8s_gqOH zq2+>PQh$p0hXLs2m2K`hPI}&&U%iVWI#K>1hr<~v%Xr~{eFANP^tW8Ts4W;y=0Y=V z?FiC$66ufs_(LARlb139b30n`z+<I$nP58Fa&JqP4xz!{jb<mlX|JIi+B$XjrA;%) zx5?BRn-afCjW>JL?{4tFVeyIg;u3C-3+ZFZ420uBT%X*i9kAoeUH8jYQG|p1?zs0X z1JxmH_2DCuPoa&+vOAXbp!cuXAVIcD40&+xv6~$Y3>7aQek)UtO<TRG8?DFC>4v3W z+s;|AXD!vOqYa?elJ@cQ#GhSrHP(<hZ2<chUOjc->O=*zpkK6zNoW#TvQG2q0YQbZ zllv3uk-IH_S*$GsT`Rs=o#mtA14_5Ia(_N-?Yfs|#92f3TtSO!S-p6|{QGd6QX^LO zShZ&UR|G1RE@?WUi(qXf{z_-(FxJ=Y*LyBZc%m5wk{OR0aneTey<1-wM2|cVs|z6h z^QO%^dwhHFkHu(uWL!F4Tf<>(xw8d!FZL(|7<E9QSvaL9Y8YrIeO6=!f1ssJb3#mX zK2o;ndydLi!-&TPSMNuiu>EaZ*zliZ82xsM&-(H-+%J3MFME3xDO)0pTzRONmm(h& zDIEf19_%ICN;@#{+UA!ccT0fZs&L&&<z<X~`E<>v&}z8$=-@Up(r<ftqwSZW#B6A3 zzG&&O^ABiSv6@dD$%jO>@E>sQ6VA<6B(@B-!qcv`w2q}pC^~+x_s^D2Gz<-0FT-95 z3|Z%xGjGtrFy!ya{>L=DH6rM!SJ8=rB^M;Fai*hBdEr)*TOCkt*~9zEpALO=so444 zM!YV?=VkGnj&7|b>hJyx;=#3CA0x}DsC)f9r@-qTY^D`9fBIXCzYa1oL+d{b-u)z2 zM2zUUybm6qxl2b~?@Q~c7urC$t65F*DDmgbnZMc%bYO2fc;51J4PHLf6TmIf0t&ef zEZgY$IO%jIs!)^;yB2<&xkxzrY&=H`9)Fw%tNQ4&sSmXn-+jKCy`>l{ShK6vFB1LR zSGMDOX(kHC%&Ku+>V#$??s1mh2Fx5@vpt{qNzMPQZhm(!2kmn8dktd8Fh(!-$XI?K zRF3=o4s-rR`b`fQD5^KXxq+mU{7OC8R=)1tu83s_IO%K|VM4gW#};|C61riFpwW)& ziP<Red*t<#p%|h|aGorDj3^eiMY<xm6Ca+;A2_tR2c?bN4(OLP<H6%1<p~=W;IO## zi(l)Sp!yDDi|ReXoo%sv&2HZZ6+SlaPV6LoY%GygpUoygeIk^_`9HF!Y|R;T`cj62 zzV>aGV`e}}{_3}^a|_UU+%@{9XA?Y#c3S)#y#$kyZp~J=hrz@*_pakEG9N~Kvtj0) z2emT?&o-RsfvhbC!*1S5Am=xH$VQr(a)U!D&qL`Ru%A6y{L^&^4p<F-Rk=7sILPnL z>E}3M%<<JPW+bn$Rr&bdsdFvB-da8A>s5nC2G1Nz<7&md^~P>NtgO@#^%JR*`#LfG zW9lun&od~*a6&-Vh|KE?!t|5kJ;<2q^&&H|2M!n22`|ocW8APx+gFbv(9yZa(-}05 z0Y_i9=p5)ofv*h*Ht6O;lrM{&8tZr5W&iTS6{~tsAOA1-4f7B-9lzBaKVObN-?y5I zpKZsm193ACg__{tZDqffKq`hx@->tZKJd=-Rs1grNAv2r-V@Io=up0@yXTZe4XoR$ zxr5l+@Y-2C|7Fu8ep5KSY9*9Pa$!b&<|0{8H$L1nKii3iOP@YGk=B4kl^VPiY0b#_ zDl_H;M=O@Z9rAkor3YW+m2pK?Rp8~j8cO9OotVRM%{KjfAp~kaS&fNdq!<cs`7dIb z@B@ZYY0?5Yn9!SHboC?yRlV_6j)!&u)b?a(XKt<|&#`x~mg)kyO{!$64Nc?ASewT# zA4l<2$*}D1g$Dd%o_eT%VI1u^Z){9#9LFQ`Y9=y6BqyXlVi|F;71Cztg}}ao&*7Nw zcH0jyA#6EVwww5B4tBleh-adH;N8!V8qx%p3o6yRt_<K<aMIjhT`p`qE%f6(;Y!b4 zn{eho*NqXU*Y8i7n+28G$sbL9G2rVj^|$-X1mr(XjoT|eh1_dK9&RRF^v&if9?9YJ zX#c%S;VFM0c6KYB4S3TJPj`!5c=ny_?<t)hH4e>Ud{^3{fOI?F=-T2>w;sj;YNn&* z@jN`EKW)5!%OrdZk71e?nn0OjYZ)K927`I(xBGMoIWL(ojp|#HIZcB}CWrK9OG^e` z(ELnt207<7ajqBdK^vovVm{nbjWV>(8p9VNPi6iJPe8Da#n{Z#A;{RH!oB-vCKg<t zD7Fvmh1VK+JG}@WjN8<{B8!}}*m~QBj!Ba1_>@42KM-BjUmBHKYN2r4UwmsqC+rK+ zbyBsTg<46|tGl-hgMNDS#@hNk;PK;i2IY1zev)u5EU*?GivOmsj1{BSbKCN5D~y!y zUaNaF^mE{={{6$7)-zC5iUdB~J355VVEnjM$07=IYhC)pRRcpQi+dRCMnQYUi*4(# zDbjn9ZQuays90m2uUqsS6k~3-d!O%xLssSQFAFkIDxEKVG>lA!0BLm|+n@@##If>n zpfVK;#P6$UIF2BlrK`X_isa0k*9FS2E(34jF>N#75g741CdK91iKomMM~)7EMPq;S zi(>cx;2~H3!L`lPI8ipDXhHm(Q+s&~wBGf?$6u9ab|?SEx8uh|qm0S<A-$nDahy)> zKSzBbn<{i?yx?)mk?<E}Rb^Dw87T8BVc8Gf5T4hNaDGtq5YmTfPRu67cx1AeS=W^G z_PC0^mlGT&?}zCbjrxDE(m3&+H*Fj}bQvD(ms?AjJ-EhrtLiXjPb&HQ+^Ytq35Fpy z17-@UX)1iXIfTi!7d8plb%MDQ-+<eOafp8XTlnvpLcGu*WjE_L3DZ2<|E<KYz#F!l z-=7K3^tHNw^^iXC7bQB@C5$$rF4x`lf*q~sB^4zT>okY?S??sg=9wt;arY+A1H^wb z+?V&pYKZh>#p|=Y?*bG4^Nk&uJvjFL>f7}P7%BdZYF1}DszD>M=uN}tEKE7JgX88H z(X$`1Ih?JZf#9uazB9ZnP<L6c{dDFCPSdQt@KQCJ+W1{~xsQ?JYr^6*F*|`K<=GXZ zJfz>g@Q(fXVRHZZv}vBN8HF$6`@DW{>VfNOvafFW`hx20gFAP~x$b7kukSxM&%xV1 zNu4j3%Ak+$gWk47BsU=}>^czCj#0Ct+}Tw$@UD|R@Lh2X)pIr~(K5RrDf~G@nP&&# z8GGezC{4%1`ieRY2M3_+rT<vUBqK$?J&ALOsQ^}Jv$V~2<9J3dY2kBj9XuGZet2_B z1B4zkpHScb6LnK${?hDNDGEEcFloEhz?E5+CCPw~u-(qKB~YH^t)WLba0BTb@;SBj z<-#bw<oLCZWk2!v)?H}?1v*M^d&@#kS%z2I5@E4B>QO1Hu1u0}PGZlx9b+~nx{lSA zwvl>viim^00kcaP9`YBJY~MbQj3xblyRVGnl^ptjSo#Eb+I^e~6)#1$Jyb`j$t(;! z`#xOldLz{I3Zd`v0Gu9Jf|za^ETkT2-tI?(;2?AH8m($r<{H1L6xIi?bai^-Kes@Y z2j|Zd;(t-Pxh3m$<^pbFu6`0<L3&(uE(*Qws)WgorzdodbmK9Bc(od~4A^>qqAe_$ z<YC{4&v=tndZTz+DnBO!6$-b^+9Y-3`+pnW3n}*kYo5rZN9wD%^PP824(XL(5M+3u zs!@%|GVE-+ApvAu4j7+z8b_t?xMRI13&mJ8Hh#o{fkJu3VsOT@2zpYoZiMR0K<e7V z2?2d=XqIU&{vtgA9hui3P;VnWJgx4xO!P*Pwsb=F+`%bWa!wLTvTjAmRi+%nq<ZKd z{x<MOl!o3Tdn!V5M)8^O74}zO{$XqU+McSFQIL}`eR#{A4muqvi;Z4QaD&He4P)9c zDqA-)>v+zi30^<t$1se$1IKpH{Tv7NjNNx_4y|CVt8$`z@B-xD+*7e*PdDyyf49Ef zfN%`QJk$Gpb8wf6u1bLYBK&o&^o@3zK;aax*j~MIl&X_)zEYNebnh)a%6k@Iw+?O- zt4+oGk~vn}<s-4ANv?k5XQCgwBy`tr?Lzf^2PR!bsvtuz>YAF)5T-8|FAcj@Vd5sQ zEezEi#4jkZMN41=-c}m#FkC-@H)YI2#SV19v}VDr_I+b;=v24;r45x}VG|}oUpogS z-rHYg5dT!MR-Du}lP);V{iZw2Ivki*&b&OuU5UGNLx0)~Pvh|SjUMs2ZNR%uWpF3S z*Xh@Yy3Z0$#i0!^_8%)GeQAToV?%N}z;-1)dirA*3T?f)SC-6;qfLAk25R3y^vH$G z_WBhVFkSO+@dF9evCEk?99+h5SwZQFyVEGgw|3~5@hqPB@#@5`%wF_)e*XHqubuE8 zOM-O(`9279I9@85%fS;mZ|0UA7SN@N`kRNj62`@1@6El+#3+_=Zny3wtk3^2rFHQq zn%*y|DD#{EhP96!iW+?3OX;fdt)pe=V>=jhg)I$UsCw$H1`XlQttl!=kws7xTB`bU zk?26Qv&{^XU9h=Y(145h1eEKg*4&(}1Kq<8d+50n_}X)@?v-K%yl-PYmuAunOX3xu zn~1*L<R#U9wCpcbxJUT>=R*g|)x!!K%?DA^Jk53XBYB@KOf+y24r2bF_Q=n+qoDUO zu*ubG3Y9}%E^zFjqY_nV;^Zr4ioK(&K&M_k8sB`IOEqo9r5VfRYxNcI<j5CC$t#5W zwKtn3(3**IYwew}z5OIt;iRi&dSMy0j?9=(2rgnlxtWnrClh7Xx9)db=PVxkPrAC% zJQsUsxtvAn+c3&FeP8o!!gX1eFU!mF0iNHN7@3?#(DI7+g_R-(O7lU_aFLN-bUO0Z z>(DKdS8@GOvU@uV)p5+JK*Q`W25<A@o6{VGx<c<f%Y$#Q=VQ{1xaZ|0cWtuo6(b{M z#;n$QktYJ{)T`Rey88%!B{JNofaFxqxv=?47r^~6bNld}704eMBD^q^3MxY#^|W2{ za6_8gBADb;EUOOLuC=X0*~N{2hUAJtQAVikpi?_+(VM7lYyE-F$KHPb`u7tW7p}^l z<{5y8ojV;_0xKaixYBv&ogw14cg<P6+>R~2x9L_D3$WRck<-_Lk-~OWQ|o4lD-M|4 z;VTtnru_Vt%(1z&7(NLo8;dW0#C5@GgXff^u%!02gnKU&RZgy)znwmXi}@~<j-T4G z+U{@U&x9`I6>Qt3)H;i?<GzxCRsTRv-gIrkH=<8}9Fuz${0?hB>$pEX*@%aV>NNwj zN?>9pHoD<QEiCCuTYaBy0!8N7heN8p=x9xk(M|sYu0J}rauDw5&86oSLWC!^-Z*=l z+ENZa3f{7LoO3X>(!^iH#z3__ZSw8Xu0?F*rGKP)l)%TV^de4?c}OV{aofv6^03@o z6{;B(B<GfIdyBb_aI4Q+UpqF5XV-M}<V1C#$`;Y5)U{K<w@1k=Sa$}tNGLkna}D5y z_}IiZ`JK?cAvyVO7Y+3*j?R~}^uhlqI`4Qa-!=|gNy&;9SsD2?j8H~(N>QRxB%_T& zMNue<3Lz1ZL>VEogltZGXYaiqd++&P@8AA;KA!uz@B2E>@Ao)5<6gfy=t2C$-Kxfc z3$4H%$mKNGLijA%7gv>+a?x0#^?m;Q9~h;jlE~nm#ee@5+zAS8MeqD@@vGUr_$JJP z*5q0N)+r|cR`sof2vv4rA;W(3^cVPcBWMw{?{Sy6n6KbMpY_~u#|+%i9+|M5DF=?O z&LY!Xl4s~E`5>j$fekWRd!8|OK~#G5LR;W4s=gOY?Cu{$H+!kLm=|%-VCHi1_orrH z*UC$9${4^DHZxjw!pE&Cpe=7&ibRY3QpY^>Cvl=StYi0bJY4+uL$g>v3^q5mAL=CB zJIAg3!Esf2X#V|m*+gIuyp*ro#-8?>_^Io4%{b<O<>}n7DVtg-Ust)4<5Nm<0hIRd zjjN#W-`o7w@Oj9uupZ(iJ^Z@%=ao)I19(l1YMeoN2y=53AMO)fz}KN6ciK<?!`kq} z+eOdK!jTiXIZ4~QK<ed}^F8)to+tEoe=TDL?w2qN^%^GgvG{2{n&$%$@GX~8Bs>MP zdQ8InF8ye!#-z$;JqukmUqT)Kt>gLL`d%BEL3pO>{7!GZ2^*{fn{LjL{7(zdlc}Sf z`10CHc6Y-+IJM>@B)gSx50w_8j7g7AmgT9(C?yrlTe5F(XT`&(JdXIYoHgJcl(qZ3 zF6lYNzxI5{KM9V_32hHn#=+aJHZ0$223nV=BX<4h#Ua(+3dOsfm?hqr7i-)Cr*113 zPHWBpe-xum1j&Wqd4cxWq&|SnY*7@3DXjXEI#_o4FYz_y_i-yvA;ZSu)6{p!eLeKm z6<N1V#H=X+wI@9=;25*_X}}b2vPzQB9i`27KEzRH*}H~IS=)7<j}kx5Z=3rj48-@x z5^4GVc>#EzoH80AxyD_Or54&w^kaU6OqH-9mBQ_ni)QyD-l7_t)sD`KwQ!vJn<4el zK2RuMROz}%_!%p89xc!XnpavjvqV+{yGJ2cKACg6pElKX+BO1Rox74BZVN{S!<6H< zN=ETS!WO)>kOINO9eo{y<C$<_li}y!I<l{q-eOJ8Q3v<Cn6i5oz{T<q^X@>Blb1cf zY|hvLG@pA+dcM{YKiGh9Dl6G<8?eVj{9T4$W)6RzkzCBJ0$+s&lAB3X3sSuGB@Tw9 zducZt&Y}1Ec3(d=3h3vtw7uhU#^lx9Yl&nYQ2kt}`P}S0I=QN)Ym&XbO!xYUHy88Z zs(IRxS8n;R#XZSRqQf12m(~8c`ih)~&$6`1cl|*c=a@-T(_UP0*c5s2_cZ#WT$-W! z6x5b8nfHYEBRhT4!|Ik9@H}<u%8WEswr!0=WOnBi&ZIl_B()Ka#f2}mad{Dts&x6K zpfK5s{`}8UtA_L>CN>wnKTrBW?2Z;n59fh%^TFw`>UpearggncuAjYfkvxk{{qTU_ z=&~K@QCxWvea70Y4=)bzJvt}V2cKX0m&oPzgU7K{4o(W;OdQ+rd9!y6ALbuhnTha6 z>6iPo9+EwHuDitP(VZit*HEK$DW?Oi<bNOT@@arHp_TDOy8*QRR;kJo)B~qq$XPI4 zq*BoSdaxicyb>=zjMnLVI*Vod9_s1s9>MI1+b~9Qg2#3oKjctY4O(GOJ9fR81mmCi z+t$6#0P|WvO~o>mLVjnx_^b_8c77_BAWuC|FaEjrr@IzYPgthCcO1Z*ho2sORFe*0 zIl6Q?TWU~gM$gwKl3L-L>`Lb)so!WS)^L*I){8q<<3GrJ=mMQvcH$bR>mZeH!P&i) zcsur)*xY^4j&u#xAtA)~VdF1wSRjk^^LJ%C(G{$r++5I`mm3rqnK#=qBh`gMwA#+f zg!gxw%Y61v{tu9zl%U<y)dVLZs_7rk_rTYGEUHRmzw+L3x9swIA5c4<tl=Wh^Nt;b zvSR0!Fzv~pb{$t0IN!WA`cQ!U-+O;wTA!=NmkA0#HW5CxWXKTrhq+jM_A5^Gi)tm9 zG%b8M*Sds;ti>DIG}Cy~!a}w465$sqQak<JwFs{g6~sQIPlE5s3cYIzxo8xipBg;W zfxKlR_D7zTL12R9LD7^j@XOx1Ep%dq@GLpr>>QlHC^xFLr}XVOyt!Y<%6%CyM2|1< zJze&4Z{g^A=K#s!)Ku7t4xk$?r9Q%Q9F&smI-ZkWO3QT%zNaLwsx3r!*oovL%<mks zF(tWdY2NL2V-FXJ_hcwoo^cGtK29zW<OwvEUFtQC$iweu@i#AjX~44SN*`~URWK|G zahsu;NA13QcTW`b!WNps!$q8A?|aGN=|Ecp%7_}Lp0sMkzsXX6F5@r`-MN|jP@@GB z#bZs3bmk$8buE&QV+r>8guOi^`5w*p6tI_Ocfgwn=Ym0rK1dwzVBTR&_#bcM>?F32 z;;_<f=FckgFrpUtMRlJCrq;aO@BFbFx-Nc~wVEXS^~2Uy4Z3-dzU5yeLsuN?RHm~z zZyJSn7kt=5Qu;`~_{@_^#!)m4wOxJ@IF73MsaCWHreMivLGwq^3UXYJGwY&Z%T5^^ z)Onh?f|cPSHYeIA(eTmkyIl6I5M=fKjDs8n3*5t04#oV19Y%TAUtE~QxJK*eiBrw! zk<V(gjdc_fZwuz>D@+itkw2ScXfwW|R@7Y6=|T4Qzoi|RXcU}2%+krvH{$*{m+jX- zlf3?cgku3!b7bCBo+*{x4;BgGXAZajf%PyAQK|4;R1?y?<K9^VW%s)qO;`uP&fGks z_d`4E>hP~^H^@Z6wB|_ry;KSgQfzh2k4s5zdN}0d@&x9$?`Cu4qF|05P5Z3T8r&Uz zr8S;Lata}GJb_;dQS@liE}6hVIQMgPcY5Pr6bXDJu$QM8bXjU+90V4ja?klbZF0RI zei_ScB{+lpuS!p__e^8DUbpD0;vwi+eR}JS+$82n*+1VCNCAtJenKgBp<r#LFIaJD z1munBhkbIVG1}hyV#C7}cvC2>Rohzyk5}q#8L6A$jwcEV8c}7>s2)5|zc`PnDyfaL z3Z1z9sH)YY%@ok{t@j(}T7XlP7v-y}MzHPCwo@!a^B5W{xJdK88WuFV46QUP(V6>j z2#wYhKHu?e;SljS+gWHn7C1rt<mwmp^Ub%y?H9*2jMP(r4!wgqR_nkz=EYA>$5Nc& zE#Yk^K9b~<hHbQ2Ij~OcH2smhmmb;vU%q7e3RbnQhK+j<;-O6_ks>jRW+DzrQ(lDk z<?VCopE~K=Q?BP+C466G=$_v1HVQj#)awc6FQYf_i6AdC;$7dud12DC2Ya)hEW1T4 zBXy>neuYUQ;rm8q-q|*ZG4<vK_k$=n?Q%DxDUwQIyUGPMmyvM@`t`@)e8@6zS&PMR zg;9|2d#WXpKB8*#h;eEhxxUpJAKUva!Rq}O?MCBS+@qV4Z>-e=CNfs(I?1&VITDj? z^Mss}G>yWRv?^f7hw-5UP6a^!AXbH|yA-+@Ja3tJ_u<<1Q|7NZ`th98xk+W#T#RNn z<T5xs0EH8e`c6HsLz$D#>}LlHFiD$Mg>g0x)=P3l8`n~?z=ev{lH{~$=(}58D1=wL zZ)(oXwi{+#H>?77B*UF?-!3ubWHgM9-MopR24>CDFZ|fs2FDMo+;ptp0D6`4&p*1h zL7m5*+?F3y*$Dwh{BK>KN2&d6Nl`ct+J&7r&l8?4t<VXMc74L_*i&z+`<i&K`+RFY zER+3A!c?n$QWH4D@4D4~jqJ0WHVy^rP2;odRIiE3W~BS!Xy2Sug+&6ZPa11Gka2^$ zz2nXl&~rQXO_wx5MX2qM)WIpZW423oUZ4p0@=s2S-R(sc7N6*!j=w;xj(&UW`w6JZ z%(QhM=)fdX!5!s?s(>Zbc#k5vf9Bfp9NmAi7wepKqW000!Z8`;)6ss**wb2^`F3R; zuLj7<%KRkzfh|U~7rwUPru~mSTLNP6(&#=v+9wlWBj#S4%(x1>DxQ{$C&uH!;mapC z8x>;hx>k@i@x>>_MQn`9mV(i_@pkt6%dlR_!o_Dw@|0e$1Yni;X?yebxCYN6?N7GH zq5nofJ63F9Q(zy6{KwSt<WDv9@hiks*bYIBg)?U;Z8T2C{ACLa878@$O$$~#7tu@e z*&_z(e`s(y-@*7>DfX0JDX>zogvX;2^_fY%@bd{pbup3bDNgb%E4g<di2te1OBevd zr7d$E+t=~7U5&{4TsqQ;-4|mhBfN)k=LNYU^8G&8Rp9Sbi5Fc{bn=u3fwO3v*wvlA zKv_tMKQ+(~yfz6p7~LvheYWT1O#Cn=Hyppc>b(p_<=+;33ulq(PFIcF2;sO(UFMZ; zT*i&Q#>k5U-|+m$8b#BXd<a}UMcMhBaPEG3@9Gn2z-xJ|JBMElgZxX{+6RFY{MWOK zJ1b)hyst`B{dWNIQi)yK_~9P7b1Ze-RGuc==S0h&+MH?7o5|k6v~399YWF;Id^!Y@ zm$j~4+ggh|`JQv+vHPL@zY3Wv4#e9mdu}$*t{xuP8$YOcodRyoXV|CylK017uiB~B z+TbPM#rC{ib10m{Je^PSXT8s){;5AI#dr3Dd#n=t;r=bT`O{zLF(l;V+6xuJnTT5P zHH+%Oiy0Rq8Jzktl!H0wVM!4#N7O%Wb6Ek#2Rj5CPc)*wt%cqDXbRa24>Cyc)MGHS zaLR}798jj*t!TOY6K<AUZL6@W#n&y8&t5-h2CjP@oFyb@7vndpb|bg}-fb<vLdj`G zDfz>VTmB5;#AmAEDu+58&JZgVvoC|awQnUao}*R}QrdVxW8VOe1Lg{YZF(U~=)mUq z3;odJ|Aa=U&kmg%&kJ#l^~1Hn%^G<;gBYkM^{T{b42OS8^Di<^fqU@RPpwV8c!eW@ z`u9!34cHy{Fj;ySgi?=P*C!mfxTEbcSG;mSdzj$^v%@T^aUH&KgZv(z&s<H8^T>r6 z(Oi|ZNRltVu{0aCw*ik|KFacDaR|=_@Y3z^Uk1e|5j;(Ve^!vCy}8ml4QdB3Nq78h z2gvP7J*!8p@ax}p(N{4cDF65El`CVd5Vl({F6Cl1BwxNcDqCHT9;WY>kEPDwn<J_I zimUm!Hq~{DDX$RDZd+#hV><wm#-8;pgOm7Fu_k6m$}(mdKJ$;6DTAHfo3s20Z)WdT z{qm5{4M-hs+2OTCA3jGk8D1vyuiQtbPcEo*K~=?`gzKkT;cfL%=HHY#_|x2R!I$*# zYs*3(>M{19a{)~Cn{FVDx_{!2EmR8iw{rb;Ic8BQrs8M7i#beT{nDKIk91q)g+<>5 z7C==bLvIRG4Svh!QDv~s1|_!0)fs&X4mr1+-gUhW^L1{N&&;j@9z4T%=jj+c*=v5N zZEFu|i{4#~?CeI@b7}eEM(@CPiheYg^ia4nL^<2oy3i;!(bzqj@T<z&f}d6|qNGF3 ziC+(%;M$QxJ!>N^$R9q-&7DE``BFA-rOKP(tJgS_Fbh@o^9_wm1tnSqH|{9zwy6b> zXN$IMqFDe<iwEU#XQl~HUm-wFfSh|i2Y9x)4WaU6)11sGd7c~<X)f|@2amwnx63}n zkHZqf^6Bafl<MZiP;3`)?P;;V$0NT%drt`G-rWQ6z;SWI<oG;t4cVA#^wojC{Bk9~ z*d(;j{j@WBoQhXX_odfs4#W2If4%&*yOA;Lv~uam3OxAO-(7mN4>maGlEfA2;HEs+ z(q`yEk>l~z_8Ww!aji~cNv{ugd^{B2K{JNcw<(=H@{@S+UdAP^Bju2uU$$^64MD*5 z_VLrV=CM}tk9V6C1?K~$1e+Arks%0GD`J<?<Ga`Xv*#L6k9qE-uj(*}-!xGCS^5IK z+Fvj>5I&d6+J)cLjH8gt8O8ZgBO4b^U47zpy$=T0M0N=E&BKIvB@GAZU5KPuD4dm= z#q6w48%~e<P=8*k_N7?~o~FozA9o<%L*jW?(Mwd>$y6LE%Qp$%Y!^?O<^eL-tqX={ zjrsT^B}*~x;2?&xhqJ8_&N{WmNfEvIO$yI`qJV#JHzrLF(kZW|;?49|yOUEYK_|{# zdhp=@Bv|F{`NlT`kL31_TKbKUx$fbq6Y9NiWbs;8>ccS<-DFUtR=xt%kzVvOmpkCB z_Y=BN^?G1<w#(#CK^=t5yM?*YcAyqplGoPYVf<)f%D^<$k4E=0erI-Mq057q<rBe4 zP`WuO-^I@lY!9yY?(Z){=3gd1!wVB|WU$LZ^!pr?$r*QoMFx1YG`TOFe2hUtHqV7< zdr^)0M6kbW6Ylr&mgwdggv7O!9w~CpW%2l3%yFCoY!yB8PSI1qp;tRLdYkmXm8~B2 z)6d{!aY!iF=NV-CwkrB?G#S+%_?YjEM$9<~8VPg#gqv^4xpA`@7rK?2=c|X{+3k;a z6FAecge7wESI!b>hfeaVf9u57r&n&CM)Dq0CHJH_wF%V?ykjjg>%d_8(N7<jG|+7F z{=s<l4_MUh{N%KI0_A-zm`w<W%7JRn@KW>!>@~UPB0#r5dbTHm0)}eg{?OZ(R~G29 zOKAms8VZOHM6JTF-?9NMWB#p0PBz2)a;5UG4@r(8Tb%j&m2!AeU0HM4au{ZfyGQn` zH-N{e-M)yUmT;YVYuGWTR-Dzms9-!qxS!fKy!G;*iI+y3O@lItVZ#E`2|lf0vvqM> zB3%tW`}xv9ENc*1(-@AFZ689HmL`rhU6PYcThfibIfVB|j~x>0COo6N^gPRvK~O%> z+nA`<LEhJ?gH@+`Ft#LW5`O;yqf@!Oyr0)mVw=z#iQp<cct3F4LVpJCZ*uk8Xdi*_ z9X5ax!*H*Aiu+vL5FT8ADoJy65UN{u9L{Gi#Rs#+9?u2o6dqA!sO%1%MN^)ln-}_4 zU~{kC`iYAx2;Y$N{Jt*od1S?oOs;`dyn5!nJi^C%)$}qF30Ee@D6KnW0~Y)xg?P$S zad$<@E7o80aF_nf-L{AU1g$3SrGJD2reR)JV!jA=(h-m84I{uyBdm<?cO%;6e{A>Z zo5F<RxUow|Mj^kJ^HV+P5x<wFzULp>1K(95+!hD(F(rP-Thgxs+b>pQT%U8{R9-&k z(_f@#xaoVsOiw@Fv;W=r`|c3Qb4sfz=1=0v!@=m?B=2|I(1Eipn@YjtLNK_;6~m!D z6Rk^u?YI#wbU53f6bIhnCg~^hKoFZ*8MZxe)n>?0T4e~n4|hj4>NNt(k-OhtbIqY@ zsi~t2$@|iq?}$6b90ua?L0h6%Qekbpl$E8u4cTMA2(~8<gCwW^k>biesDGQBcUAi% z+?2|w|3}r2ldP@pjL6)Iiskij?VukpdE%OhH97AmXf9LrT_3<x!x_CRDQ(F6S=@7- zgLpyg!?~Ro`{B;*jWKI|!d0Rx5@o6)yen&&!#zeb&~G7_-5yEyZ!ahuY{K)vY&8-n zm{*INl@FhHV(TaS$y+WZ`89a(#$M_M?{SnWQ{+)_Sio)Z{ZiDLq<<2|bCt(p5!&7^ z*UcM$#n#egxf2O1p!2}v5IxTlTEE<pqwd;;TJuK34g1PqOa05D<gI<+ZO-K^w|5zb z)SUk0IV>UN;9VtknE_a8cc>ihOu^AL3CC*BCU{2&=AEO{@afLxX1Yh+pj0%s#7?}} zbFn<fM8-)UExC9ldl8YM%ciiolkiZebQ#aR&V-QRV9RYfGhi2VyrAt%2mGoWWe8-M zM#p2l>vX|2IDS<>hPXTMCcoRS(BJD=E?(i1P*;aWJNx7hg!Z6~4yJ@jR6^gEP#@8@ zMZCjCFGi5wkpJ}r%Y`-Kk92XI;>_p(-lA^~4~gHN^+x5N1eryUyPJ3IMae2A2U2@> zMx>yS&jHrxsc}@`^%6Ye6bt>^l>RdtScYxFS++hehH$5<nT~-JIp1x%>g?dKhF`$$ z#R~TV#8!&TS~JjQ+XsdoXDwmQb}YMcaL|EpV&6pW;Iml8BT*M0N<N#$C64<-#ctC$ z(AOsWlD-3cZT(^v`}^UqZk?*s$Q<k{u8zM?-H6#(a@W0f1-dJjHMLo5VA`Xnydtj> zJ-;SME1l?vl|g?qZNDhYY*-zCP&SUS&+~50YD`0Yf=Ud}!YDG`K632{J>hE&TrPj4 z>;<$*##GGSnXtq@T^g-42Py&g-LD^6#atRgrq=~?(B<K)G~7daM(J<Ah&C;Q(&gk# zhmlS^S1mT=<3p|RW22Yqt8xkG85eEgr%)@LW;@7W`F0)G_P#W6GY^E(7hZSMqUr#C zx7W`&Rf1th)tY3@G78+gK>hMu4^&E|o$X^C1}}RT2`}!Cz$6^nLh0y3!5{yAwAf6; z?FV68(sU%hE>!tt{%QxLsqGqYJy46D4Wo+1FM7eo>3g-)^Z=P}*KxU+5pPLHs;DX9 z0H}UXj}Rrl-{qn^-Hn}#_|njyfs>u^Q)T=e4HKtuT`}vp%~BsY*Twx4RNcTFUk1+> z8}hp|n>~LgU;;JbMn()}=YgY9e=+=`JwD&O6h?D-0!33i3I;Q)K){2Ststojo%P<G zVJE$MrX5s+a;fjY-LKxLJ7f?$wYLfO9~%Rzqg&a(!8*!S^n5<QJcG``m%F!;9(qT+ z!bX(940<MyjJXWbW#8KxHXUZM0FfpU2BoKG;HbUmLqEbj{Pew2JKuj2Zyf!;;5IN0 z=K}6kZ|NC877l4Sd4CE{+(@m|A^EQf_WEf9k9>#>5-d~?SS2|q`<(}$HsQ;u)4}b3 z>#%Qltp7nwJDKCpNZq1Y#2|s3MGw(Lyf5>Wrj=tB0z!U&S@o%bFsITqzK?%kY1Q<- zofwV6@=jJSX~tN*mv!W<Mi%j6L``P4Y0sd3G`o5YE4eO3E{*aJQY*-X@1j-wk&VxG zM^`9uO`%=Px2s!%GvVvL!?ipN?Rdhj`}5xOU2s|DCx0P1XGC{C*ljr31ERWae`7@F z(RJFDdgetXdUuF_XyjkOT}5Y9SiU#H2RTEP4?RiPz0Gf3kMyuvn|kP9sZBz#!#R0Z z=RRZ@ytdUpYZRVuw_-619>dhr9Y)HR`|$hY7in(>Mj>aih+Am98trt<Crbhwz(BR3 zZnHxt99y~P$w8Hb1IZ$L;~K_+SjIOglANUWn@?;%dFzn-Xxse4pE01dF4lFHnnXD} ze}P|o%V>LeFjY2u1Vuu8-zXGTp>9NZ;8E!$D7-iwdHvG@#@_n%r<!31WB%D*GOGB2 z_cWOq`fl}u&T;9pdksiFj!9ly>J#zLPEh1;x>O;}g+Fgvr<QPHSEzVnd^2kA*IySV zxyO}U7vt|Y>9e0Y9j*{kBc4cc=QwVgO5Ax(wu8rW32r=QziRP)3U;&cCb69zz`Cl7 zjUgsO$T0hEy<VjQw$~g!F-czml-!@Ll?KspHPtr@+8dEgQ90*y?F_~@Z?%4QaS_UY z32}X+ogsOoe&5bh1;7_bn&#UYu`ckPS7ApQDiy?xWVOdZ`Q$-8xyLh*C2m&1mgEn* zy}Xr^FNg8Y<!x3b@+nX)V#`hvB&d|2AsO~&9_VhC>Z)e;!v`s|y*m{*keBz077G>O z!h<T!yOZT`Y}Y@yx_<z3<4zq7E*--IlC`24x7T1eV!2PZX#^kc41eWPH3?^)ZEoqA zoPrgf*5An{Ysfg;mQeVe@P}@BUVh%(1Y#^x#<FR-_`dIYRrlXHOp|;c3E^EZlD4VP zue1fPl(!k?=68aO`aXaDkpYOH5kGzG3RO1SWxc`Sf5ng<LwED;BH^&jOq3PdtODHw z+5a4G&VkrkXJ8xghEBREna_(%qL%2=t``G^pgL)lE9gB6KSw7h%u$PII=cGRX?hL@ zuhRd)eeE#1>LDKF=>tb8B0bt?2-jiGP-rU)1zd}l3SG|^!z!+2@k<Y&+$>A8qRb3j zpns!1Pu_=mFVb)A?V7_^{p}@=lo>SH`RZXV?RVsAp8lHRUJVS|6QyR?vte*J(}ns< zKZa4Iem^VIfe)Wf)A{Tf$6b9D`zrl=aIW=4n-%{QiW~o6!suAs;%J%A{-O<II|Q_* z6NqQ|Z(WqxMi&0t5A8PUp(Gb@{^MlP00{XioEg|Wj}N0I8~ko9qN=hucUN>j_EhmG zL|W9sS1UIoAA?qs+JaA)lO|!?W5>uk?k4bmAt~|6ngWL|E$z$b830Q!s?$;zS~0=+ z>s!~cCg8YwlTrFpKI#qc>s~1dg;U{YIh_;-K<mK^E*_Cq9QkkZg&u1QHoVq4lH^Ie zV^5D&DtfO$oqCXk%SHvP4Q%`QytfN}oT-mBAbIG3?d1|OBoCqSE_70yf%ru0o(SaZ zrp@jSGb@M%!ef8OKKwS6HhY@Nz`W->1@>E>o-0wGL>?_W_lgG}(PoO0Pp{R4^pD=m z?D{-M{6rb`Zc@ESyT?yIZ)Aq#`5H_3N*B=j(kq9XCq{5z+U3km6G`Zvw<OTNG!16z zJG{iT<}ia@P-)-e6nN56*pPN%ivr7BVM3F^3cORbkY&0=_MCA(@-<;&_?Y>ZQ+YS} zy<M08Cr$da)0S&$Z<UwfeA1(K^#BT1bhWdbHR%JPJ$7!z#tHbzo#sQ<#ebNy$n9-J z_L;8#9$#yExCAUzdPl;0J5bcnw9&h50QFmitNxV+V?4t)Zy)n&T$f`dN?qawThiDm zr80@KE+3ij+B9&?Q6!u*E1`StzE9WBUgCM+I@Pm#4C1r7Y!cR7f%lG|7*%j35V>fs z&5c3ex;iK>u@Mb*4!$#9d8=3>8<kkW@fm{ME?irE)P<j3e|@`!JTFc<-(>CSqEoP? zyH83^b!4uZV7dQp6>>83Ps+(mL+YwfV${$A7|om){HERvS!X@=3|yH5o_dqUTEZ39 z{(6LImh@fHMqhF2l3eh?-Ay}X#dGlD-oKX*)lS1@E4D{B2oGOpv-A$;j&$@GdNXt* ztQ+D&d#Sb&J|6RE@_o^+VLZygyPG||8*jJKlspomQqZr+s@q5--YTb!a~>sY_@G{e z@#w1(c;*praFTf7S#Aed&*+l==#L;(-`(qQUSi<K$?a1h#G)6<o=}Cn{f(NwQ^c3| zuV>EYc0XJ&4|LRiHI5e=cYHC8p;uV+e4_bb=^}obk?}FAZvh{xKL>-Yr*WY=a(Jq9 z86QvT$_74dgIkkfH@M$cq2vR$c?lW9vlVpuXyDKd4wpNr57}?crc+f4FODie*-znz zk4=;F+xJZuGvBSluEE+nGi|MKIkugNmh|@@eJ@~QF>i*aA*G*gZ)yaM69IS6#V$ZY zgrW`?^Bl|_z2&<7%^aHg(LKM!Q-@(sjlNf0C%$>kmyW{HG}(9DCr&GkE+Cb+47$_y zVEqj$|H+y;EGxOiW35X(4-a)en41n`%7qykxz2ew@t@Lr9>uRP_)^?yTUH5hj|JvE zj-k(HSm)?J;n9N2$Nn0*9Lj~Ad3E!y)f4dOTg;?d`XrXw4i}oNO{0pm>f^LM`50?+ z+;z0GpKv>xW)nUZk{r>AuX}Z>QRZ0E&m+}?xZ?K=IXBI~m!+f5?S#X$Q5=?jE}u%F zR_@#z+iiu=a_P&d_%GEU=Fp=0=3fu4MAaubk-gYd)}4Ktd4FLv!tdny$SPnJ&h5K* zwg|b@cz609ufekKC&vxWu40vQL<nCQ1)mo$1pfD`7v&<KGQN>t#p5z#XX6NmnVWk> z+e9}Dva3JMmR*{~j0`>Fu-*M2&ye}<G|4Yn6p6GY<!6G63~%tg)E<oCPPoUY+=X}C zxUWjcHo+{FrjGKyI^1z3+3r8BDpaz_dHUgK19si%jV-b5hha(p%j;iLAY%1fd}~%8 z*wPy>yGwTw{;lt}w)!#LRQOA~Y=0{0t1dKGtxlq{jn&0JguB&sRgr_{Y&QrQAN`V% zHHYs*xmMV<$mjAfd~|cR9OZ&4<(N4q(dTDhWSvJ3NK^FXc<#_B2wYnF%pq0-kyh5N ziyb*w&2DKb`??P6BP+fknJ)_DbF}6jUk4V~6stW$r9k&k#HBa14(Ixm_9i)y{=G}o z&Ev<1@K9DnUe-VoSVR`_+m9^b^s!?)AGg)PHm&4p`f=jHSn;s2vmSwWJWq~iSRy8z z<M8^m{R3vY`7F6LcEGUcDFf<X3;5ry!GPN8Dct4KF{VtF2lRUrl_O$WQFqis%YLLC zLVugRp4o`P5am#{BTAF#KsUvECcO(2Xr5T6MdX5AoJL|(ByBe9p-9dWYPxKWv4uBT z+G$|4GUrUaGy_f(tL!&N|3Lf)SvU0-;?;KhM#<_A!LQ#q^^dAGfaz0i$LvGXAmLZ? zb!788zBJ1}pmV+f^=GNCb!W!Fxr2|+&nm7!x*!wNl2aEP-uvolC*k8wnkC#|Aor`8 ztli<NPP5?V&|{G8H3qw~|4W)ZG>t<hX@RM`x>51ZclEQT4KV$TPuKg#Pk0h?Wv6ss zKDdAV&)JCl-7Y$w1V!_qwqPkyj^vIQu9*DYcwYhqFZ>5`1O~ABT({__A0v40sA9zr zD=LNkZf+-(FD^sa_iq}n)%!rA;>Y8J<$1i4-a8>UF^$UQ-tud^>e169p0P@E5Td0% z6nvr|MDUI|@ywtW_*Q(P^9{P7(7EG&y?-~BSJ{RJCby&0$GMdj_en@;`r|nGnLLkn z8{GK#F&`GUPWip&oyL%ze{E|XPoj}lXBqXA8BF>cee>w>3Z6V)yRD#!0%go9E$inC ziI2eB`N!T8yiJ>WP4-Ve<iL1$v{VnoT5mdLXfTFPk9^WO%QFveev1rvc=Q6D_c=jD z`$RO!R^R2RngZ+3f`bA$8{m~l9CL_7Gj`pMNsJ8cLG|=WLnG3Q3#hCyzoIye;)|&| zz8wtNd$@xW<ZAkHV8=DH10qw<-xo<c;53MFHL>rk4v%2)kk+jRi(jxQZ{hFTO|9tP z+b3b`wMx7)9K1Q7>!54Ejqdzh9XfkSC7Tjf>UY^mm2>31&`7XMIPdEKmVMa3(<=)& zJ#Lh>-5Ak8edfYWvkHuTNOrxXPyW%c{fCoABOLN(wmf7@@`03B+Ql6mxc#!0%%!D8 ztl-Mpw46E#mA`*78%Iq;^QD_==ff7TW*@8W5snf#B_zUC?74v&${F9Md?;XV%B`O@ zo&yKmZL<PMo~UzN-SNl%bd*pidwFeS45dODuYP#lk1Q-v!Jn)9VKL)iYGBS3;ldlx z94j+GdjiBB${?KJ3T`MZ%)`&xw8{Lc)u{6&d&_Y5II3+PVy;ZD!heSc1^>oQlbp}$ z5vF4#51J5vg*lr>p+WB7u-f%JSY^q6r%BE)$GSr4t`V-A=xV|EH`aI%tkpETz)bf2 zFZPOF`_Yf)KfcGAHQJ+v=|Fy(^bkg_Drz;HPQ;D{mYRfbv*;vZdvI281&za^7=Lt* zK!dRKp1tkf;2hI;%%PzTsz*nXitg0Gz|GvKH!>r@Q*e)=<K7x>3nxPFyed38;%maL zGY*^L{jPl|o5wM>y$RH-)r4>FC+bA@^ZSb)UhSl!R(Lg-qpB_3i);eCdDBlO5P$J^ zyUJyv4PN7`$XtNLmP1c<e^4n5oJ*q<=c~s4$^+fq<ovwWIOHvIm;!gMB<Qu9|HS3g z)iD8T3TRx>8c?w=0%oQzhcuBzNcMlm8pukmP`V{PNiTMUJU=%b%8MTd18QFS6ITE5 zn&lh+FSVUe#GmQ;<=PZFhBnZ-f9=A;XPHgzvbm(^(V)MJaHNYXfB)U}dK5C<p^WYn z>6hw0=$9Z~gPY2?sp8^W@sVY%!w=y(u>N>5@UucYEbeIv+wz@8q02g;#**x3R+SX& z)JYz6rTx|3(&1GkJVSloT^lfCu*yGiY#Nh~yi(4k&x1>1)?!V9BbY<4ksIh<g@u80 z>ifv~Z7+>u$zIayiE1x<|KVge7^UsA5YQZj)32Ew{sw2`gw^`T1)dpPzBAuDu$+w# zsqIaY+h^chRK-);tYKufrO-Gvx1f{&l^qA+zX#m*)D-#Bg$#c}Z?&`y;(r`7!cjR> zp!P_V#W{bof|hXG<eoq6<T*Qa%5Z-#ZWR(#+#yWzo{HssuESv{tALk&2M^${jP}_e z-bDz~b(9k4T81Uz`Z;s^5{O&tqWg4i4g20PN!aoC!<DE}rud|J5KE~v_`=hHe*?GK zN+vC#{3T7bp!7k+j{;S~H6^5fhT&IO2cSq^`b(bj7+BDh3|cJ3L48YmNm6Y!Xb79p zt2`Y6bKg6%^l^32UZMBp7U4Z9X?_}23Tp)#4~CI_v4nTA;n?uatsATAX-)J8H)ltj zu0O*Q-VZ)(rQmGe3tvl82BcPtkZm%<^o`0a_TEUIEPhM+=wEK#ev`BeuGlKuy<-?C zV(C1a%E?^m?^I;}8f|uuB@??(XD7J0F`RlrdL4g$4TzdmbYr!_MnmF%3y{?KnbFpk z<OuslJ5$I!f$u|u*R(%%cAS}^gN*DF-oMDV_(x&@e~9j^X?ahR&1aLE;(K-q%ng*C zhTczL$GN``hIQgV=>B~<3%Pn|F})w8tI!JXoV3(#iS)sf!R5%1*jmt|T>0f*(|}n} zckvo)Ek4*}Ik>N6320;79+t1PLh=hUp3wvfsQhqb=9_51)%%61aHSdyA{A0hNiQS$ zw@|dw-4>+ikN$U@p&V|U=eG8YqTsl>jbxPn0B(A7s==(V3FdPT>ho+}fh#I^SR|L) zpjP)u*0jhRX1>q&w<@WGO?Nq%c9qj)pU?cmkeIcM>U;Da{UiP9p&QAGc3fSU+W5=+ zd1*DQMF}eDN%vx$*VGv2m9H@1)ORL_g-(I4fJI)Jg>V%M>>r&w5snI*kIIjq%YpF6 zW!$Qy&oWd+G5t@a5MwJg{i6%&$0JFmoHng>kfR+h_~r?1cJt+q3OBA6IP==N$%?B9 zGXJS;J)l5(pm)Ay|H)VYzXKc{QTK`0(QC8fsgi#9c-`!tk0i+zbsuE-$1;IyogxbX zTAe6%Z0+QG=4IG1d}`jUnognBYs&J8Kn5(z{QVa8p7ak5^nV?RTgH;I2Ys%|EjSo_ z_gVIv1>$q0I&K}C2jez3PtcT1g4AodKR$Y$Xd>M>c)nr^Ld1B!|K!gFF|}N=+lgdf zk)C<l_eLKE*nN~Lo}|uZ=5zC!8!N>{#&VU!fAvUv{{Hx!<}gYI412uW)rvB`6C0fQ z_3*O4b*Bj78gvzv#HycdgTv;0x#r?kr0*E|;Ps(7JYz{)eA|**VMw$<O_zQGx7+{j z7k!1OceH1^Ykn9_8V(CwA^Vmg$+lBUw`!rzJzad4NH1(eej8vdt3wM$(Lc^YZxNU- z=`tD+|ChjNYdI-52p)fU%9`X~o#pI5?sguAw=17d9P8@_rX`xe&%$-^fSj=g2_O4b zwBo7{=|6;q^mm4k`O-?%vp^Z*8>Dz~1&`dHgP#Mn>7Pihyl`vClgw`v{Cqvl|5yg$ zu%F%Yxl?i)M@rZE5A`&|B5S6`&4CQCxcSQM=M^f2x4ZPXYdO|HAidCnHFp`t4rhk6 z2@$W*cY5Bx(1~syb@s|%(tw~TLK}!T?8mhyTP&vvaZ721;2q}*Y*rhQysH`lR~D%L zu^gbz{^Pt|JU6rn*XsEW<aswhde3l=fK3NdZajNXvi~3Mx=V=e=SSc|On8Un=2=Yf zI<$S)flLh89oz2Z(uYU*$B)EVcfpaz@7_E(+mC@4=sBYGiy_oiCU}hSZzi*#w7`!7 z{EwDJng_c;gOyd|k|TMaf4*nUjky<hS23!UaF2k-OOuYRxs70Qx8T;Z7}A>xHqx^t zejcrM&$Gq~J!r3>;(W+y0>&In|9dCY2H_93NUeFTqxEuY_R~`0EADKu>yur88hieS zB714G#hOo5t`QILR+A7<PGjPkuALE*6fMSRhWkey<%r+!osN^4?IhHhB?f4*&0v`E zP3>dKeHik4m~B7X7>F<*?7jUx9hD5)U)8M4fvt_8r;y7qE*uu!+BZ9c@5DR&#)7|q zIQ#I+!t<nmM|sF@wrLWJT@Q5oQIq)wUx5(o+5m{{{Gcd}6x=sh%~VuP_DM{AIoh=S zuwRz5jap?4og-f_>^<@qO@WKUd|)0gzCC`#PqPN|gcm(I`bV(ZT~%-&M=4xj6BhcQ zLVWE!^d5$5ouKWy)*^Xq6t$y+pZ!=R-td96puz4~WZ-ACrnxf+iW(&bA9vP+pkhfb zrL`M`70&wS5YE*t<IN8|0~gTCm?JP@_YfSjOxrS$m;zvZd)e1IfaEG3g#6e|xJG4Z zO1@_nv4dsl*78r{%h=|nFKRl2VoQUffwMo*YUIiR#=3kkyj}A0NXZmdF8@74`8|q{ z5=FP{{Xue{pD$jvr|kkx-&dN8vLmRoyRbYqZypy`<K$u&24UT2p^@jp9BP<(IMtH8 zLtvSHSFr99nDBdC&WIp9k+U@0?>Xcn&s0PTv+Wvu-pe17B2J@l`oi@|T%Lsr>7DiU zQ+0%MFmt4*whXVn7rEE^c^nu;i|2~&{Q-_VrIW?vetMzj%;QLcbdc)U9oYJK7Q7;C zUWd$$p&e5i$H~eK3|x?mocxbkp>JIC(F-ODQg$vqdq$pLJFaRy%zR0_H!{9=kD6Pd z#vNDtvzG^u@pXuDsp2fKpAY)|<;EPWJn8@MzuX$M>f`-R@uDDo!uOGTd@Xozq{w-4 zmRM9@TCp_DEukyB!}x=OITU)QcjA6o8T7ccY}a9_!=bZVFNM4(zCG%}l@+&9R6E1F zae{gr7G_Ec**;~Wi$W$;zYKzB0x8W_1$5chzZv`x5~@Zs=`TYI($mBbvxy9YI>2oz zqB-NiZ_qdQ@y*Ye0XEO2c-zKCsMM4+dYDlNlY8Ci1z#ng=!2mim&Ha<=&xCGZl8l3 zcD+5DzmQyz=5uzZr>*#~<*Do#4SBCWH2!JsHQ~Ur?Cq;s&cvt#<SLA#&i=rCVy%xM zAMY&BYD-Ow<Eh$9DRM5$Sh(|C@#$;DxZhsOZ;xa@ZueiZZaOjpC%-N<t)HBRP9cqC z>eGE7>m1Mbs;U9N>ao1QyJd)YDYw&KjPx5KH8YGYo59~j(@8_31t%+%SGfJU;6yx+ z)!FTpgby9-oXNRJxFkh3;?0F1Ya~(b{PQzx{;RC0rxAhY?!3~cIamz``fMj;@@nDx z$dBmbo9BS4xie@{c?kZ!JZrdzobM?;8`CR<!#^6o^wjv-8aC$ltJ1$1gwG2Ko|Vhg z+2W@Y?&r)=;I#x3!$?pQNSrC<o3>p7{lf2IhhPTYck1N$noI-ZFRnL^WPd&xbicqc ze-srB%kDdoeOLKna+ibDAi7#_5ik~5Ku_110sC`pIJ8(MZ&kSf!CfrROr+~^hr=!F ztc*dJ&8F%M_i2U;x6O(k1lIv$`1AK;gv+vtJ~8d=mTBw~`#Li1I*hw=r)Unel)&2u zvRib72!F6MJ1Fnh0!T-x*zT-c0#)kC%3hyJNDh7ZScUcvD7!z9^vZ99+wvLF+dKx~ z_jSJRsId@OeOLHj$(AnEmJ|_^x2q%b$O&5I51;Uo`;KVyFyf1v^V<6DS_AB+Vz2%` zcV0E)iv`_}C*T0bqhA+JqTBDPPDhgSS$!S-@|E^1NanbDdWm;qY?#OWkWK9nPj@ud z=uax7c#p)qqzvJ+O-in_hKs1LS2!%ZEfFWrIiFz8SU_8X`QFLVg^6X4Rf0ct!D-3J zB!}EyjQ+83^L^q3G-gzDpQfeCX3*JO&+FHVKVA<1)c0S)XSSz1Jji@%zeZwWiTey5 z-00y<DxU|h?YV0Cm&o<OF6`RyrVs3+Oe+Vy*CBV0#H38%FhmH`UezS``x4<_seAjI zku#<9CLhTUxNhIpe>I!<NK4C|g4&nhjKcP~>8x?oNY=UEK(&T*nF0EyL4Eisu)D$r z=(5vyxbj?0S^xoI-}{Yx%^-}dCc1>9!R7?QJ(K<D!g?oy<v<RwW++Rai)zBF5jo@M zzxcuV=brLUHT&`U!Mikprd4pMXHU=9OR2cUcO|m2oN!;Jjn4hP(+AH!D|HEzd{l9) zMU#KVFgo5e<&xVpjc?by4j+vh2TS9H=hB^nKvVzkKX1afT4sK?IgE~i8OwqN5yo^1 z&D17+?+7R6>Vjs(w~wUP`+|SNcVHTvM`D%^wpGC``rUk6_{n{Gi%6WZ*a%En{>QBS zm(1C9Y5$46$^(8T{o-a$I)$ExI||#w#$e|uch75{OX&69c1Faq3eO~kdwt%~g){>e z+AniRpMG89OyLf~pAj%zzI|;OG1kge`FsiF99}u>=CX#YwXxe>$o){g+;@v!#{iao z-*}Vyp%!whAD5)u7{#H^ra^i6A+&c=T0f}Q0!;^v7sSOW_+PcDLoIh5?u&8%U@$oX za)NrM#nP=L_p0mjn7Ruju3men-!n!$_9{ChO;&IV;~+&&uK~B#YGg<SH=&J1{`mE6 z6j*FKV%K}0f^UixhnIMJfcMlsd*75v;4d~7pgOaTJT)n%PF8)O>!cNH9N!ABonE{Y zq?rR}IX{aspKch8$Osr{ug9F>(v#g{6i{|~Ts0rDg63HhJ+xnXke0pZ3={Dl+!|B; zwYO;o(yS8}o*2<(bJ|M&m0?_l)kw3#Uz9e;(w5op`LGPdJ8fzE$et!A)PimFMHmRk zaJY%*_u%}nJpU%U5fn>`Q+yG*3_+CLX`k$-!0k2f(^b0_$WdbwP`B%a=kHa5>*I&v z^a;MFSzJAk8<(usPW)UvVRzLkh_~PbKj*t25)-gnLL+HLY#r(%g?;rCXcYb?NqJ3h zmEhY$PPAutj-$@mdgln&9PFNcSExni&mx?;%oa%%m=|~U!rBXx`&bKhJ?Tfd69ada z`R@;+%pN=}wL+7fuGYEuLU9__9Rn&7&xFCf!K4Fnt2EiWVsj!wTw39YokC*m@(ONp zD&E7ELX*8B<*srhU<E|zkDZYwpZnjG)hiGERxsnUU6Uugi}xcN#X^Lm602gtMc3Jf zIcAyJGS0+@v><!f+GY`!XfCn)nGxTtCgUBq3lkV)xcivJ#ySMJ4`tN0RfEyaTh#(L zYOyczhFd^*HSm36^81fc2Rac97xf9hvfRXDt6+X7dN`Cn?y=3rt7WOPOqMgGN7MNG zc|!;OcS>o6_2DQ8TOXM^dOHvA3Vx;f@6bHxtz<r;sat_84*h=VuR~ZHJy_QNl{&kM zXF=@iBKcfYQcvn9=Ar!HO&Mm6b-a-!BmU2E0ml4oUHo+k?=bbNXt>id&~wFpw!AY9 z@((DQ0abs9|B^ZVE8QxjY^IhD+BOG!n4X9*&Te4dT>iSu^HGw=d!@03pX3mEqs+A~ zG+@(<HQ6G&F)S9p{zYwK0-gN19cVbVD15J}6H`|rT(BX&VwabrATzZ6C#`uez7MP9 zRbP)oevTV;jk_0sDXq5oBV!3_rFtuTGwuQE+v!IB+xuWOPJin0{#o?8GF6rz)QiPj z8ob-j^<x6FY^Vt74Im}*b$9Rt1~uKFy;-${v>|JB<5v?<HnzcE#b^#`ln(W|pQKgz z{o*K#OT{9ndej{WCwZLJJ$v@)94Ee#82!;m?j|g{JXJz#Lz8VTd2_h*XeR`D@VPOO z|6i2bobj8%7HApD`rc91i%D#!PboicLJx+4#=7BL=!?6(Uza>@wJx5S4qxiUkM5uO zD(t#3u<*@xp4=vQHc!`MXgH1ko(5izS6POeLuWc7H74No^|1Q*14&qP*l2djgYaf- zxcman&*4gKWgxZ242(ZHu0toa3KsW;4YuuQ!HQF@w;m)`<H_}Ya)U{Q%-1wCsfK;9 zkIkq32kA>0*Y68oeLD_o-swfZsyd+iq)1Zqg#@fCK5^qz%p~@)&X1e!O#tN-zRSaZ z${{9fSC9v9KTK5Xvq&D92AY?VXH3cWJac<d?%LW0bnr6grmQVP)>Y$s$H@8IdP9Fi zMyn5RKfV>Fs5k|Ap=F=wTw1Ut-fQfw`XFX<_@*-@kX)shxsE;eB5djwsnZHy!1zzf z^<z$Rm?N!N`JR3r8qz6O0|Umew#x8cDDfmWya>OXERz933S$yxwq>MWn09Y*Z4ubs zhc%8_bYlIUx(MZ%S-kqfi=t)Ihxe*QWwXtDK*CIURV}z2?rm9>e!sp*=D#$muM7I& z6SZfxn|~K>v|P}BPVNgG6)jLg-h1~Q-o#yhX%frxu4!p@ub|5?zu2#wWniXu-?~BG zhxkT*Wg4Do#-e@>(KYcIFnHh<|5t_Nh>nbHX>FRutLnFs20jj>PH>Q4qx~>mS3B5o z_IoJO3GXT337tW&Yv1pQ9q)j8y%~PKj#l7z+iW>qF@XPE+$N)JyFl{L$0(Jp6u2ap z5xKo&5-$v%q<g!o8MIrv?lTS&FRbTMJ~to2x!;agP6u}5b`kNPt1BINsF{UQd+Hxp zDUFAGKG6xMV&;=|Li>=B<`q9LnI~KHjQp2Qt_$IRO0O2Bs1%C6h^cRJCSF02J=SU( z?eO<%H{Xu_Zcv9HlYj{d#7c5a4eVZqBTRvxd4n=g$K;{Rl4T$Cz5g~M6_}0MOMj*K zPEC{N$;82#{$>!QV}HYM-i6_tE#$|v8*tiyir3Du0o5%>QUcb=d3*n=-~IYxTs#_E zDXv0+0}Ot2v5~c?DX_@*aC8vIe&#NW>ZXIP>yQ5?#i_Edj0pQVYgU7M`QG}G)*19T z6BK%5XA<)3S|-1ZCi8!HL!~VOb&$^U`_~cqE!mrN)b4cA_rqxJT(IgVy6m$``U1`L zEm%4gcB)vX0e33zQNJ=qa`56Gc@!%<Vg7)Xz&JU7PRLh>8+ebP?OpE*M&fn271|QF z5nBTiiWXN75pF8J%wwug8$tK@PuJbPPQlRhL`$Y^4TjTy_`BelhC1`w*`MxB;lbr1 zi^)f{3fFqih8%b|h`p^&#+9i*@m=(X7RgoOM{#Ms`psk(?klNIp6zkLit@*adby)u z%*nH#dS^YV<_tGEUX2F*v+2i+GAh7MgZ}BX0kuMyOQvbY$u?-^N!raj+J<(IW$gL) zjo{u0+2m2^As!Cp{&U`qkifwj;7Go|ifxiJe#5D7@tWX;FJ%MZqxsWUv?>La`S&aw zP$N8*qt^|hg}ss4QKOo%wig23OYezh)*{XQ!<%Et`St*-M8}&)qgY+>>!6ZMHFRt* zczwNY9=@k;xH7(2#QCoub?8!NQFdKDR(@>)hTq<s*<{!Q=|?wo|6J;VLvi2k4PF|< z&7Xc)`l<B6WJmhZT~>owsyg5PWG}TsKL6*7*}@D8!UZqYVhL~7UMo<#H+~A%6aPz8 z;90@_g|zzCGEG1$kTy{$-wiK+@+wO%_u^<6Y)eq-CH>w5Pcya;gNiKI)-wm<;Koh3 zd^D*V<&`zxZr%JIA8NfA;=9of$G=NCA1|c9#YYpICrvyc&`0~+N`4h8Zsp@@ZYTM5 z?(rLjqSMGXxYaY{zz{ZsQp=y0><6!(dka^UHZZ-edGXh{4}P#S;(Qv=24ak{7dm}Y z(fvXCC!se>c=w9MR{r0#3aefFJ>A+y@FQr7bU21%USndsJ-NP{epLpnoe0L=TO`NT zidI0uMzxmlJ>lW1?+9m0Bt7KAA4t4y5bC~Ke)_923Tccw!DpGM6#lA1<W_Rusn-cA z&03xSNaQi?UtI;(;|^5wANs&|+ig}W=XMC3`(-${vWDzQPEo^uI^htT$w=R^R4nbb z<K;{zy}r?j&DGn&P@(6kb_eGyToF;->#aagkZo66%^q%G8k?|nHQgdenVMftRc{AD z+i%^c%?3dudWrwK;T$yZB!~LuHiLP0ZlPQLJgz36<J#qwk58zx_GBKMA^W?R9_q=& zQ}McCcfqY?+@VXq_Uv*m<g9+8JG-0YKi(ds#Ag!j(HSis*Z5-O=htw%9#7`g*Ec+# zo?1YuYCE-k52&)si)%*zN6~pWQvJ4J93hlSXo?2WP@+iTwn|D#Axaq~A`(d`WfKX- zuOcI(D6+}uK34YLd++Vo^L^gG;BdzG8TWO4K0EeL0)z7qbS@3S*CU^wpBg9geUl@X z#dSiUm8YL`?M)+Q?PpHOWF3asF!LI<`^2lkeKlrAfz0`>2Bq#Cn!rz`D-nk`Ou!qB z*^m4*5m<Tu<TtO%b*xHTdBQR>i{E<IpVSi`_yz7?%9dyQq49f8pO`}fn5eO7$}g3Y z`;9KeSjAFcrXH+*@_PV&QG8Xnm3vXXt}He_xCcUypH6>CJOc(od9fLUqw4Zu*U9<P z78F_U=E)STh0_n7rpE6nfcR}a+cy)Qu$XGKa#+_K>|N$?jyg@n;k@sM@ACBEbk*0i z@X!62x^*|pr;HBd^FP*bdwv>246iDksp!Pm-)z==YE6*3B``&tp73D13JYwer$DOO z`M@@hRrqm&LFJHnJRbV1IEA@XXx5DvSRVL`QVhbeJn0$WvNm7mskRC?#eZItAbFWF zQ>Lf&_esuckD~Ca{7zWc3p==cz8`4{g}rK&=J1x~eVr(#Zv1lK$&N|QO5j>9_m_G) zf;|cRM%oeGFlNJLx_{#w=p2HYzhX_qOA#V88QuqGzT4S@oxj7Ao(D>D=2g&rVqq8m z&Kk5}NsNy6BV2~(wMuqoB&YvW*_%RgnMSqc-MVJ|7&D-rHPYP--P|wjUJ)PAl~OXy zJ~j<parU3PEv5-S)^FCLt_ifHr|2rV2Ef0f*y{=D8L|m0Xj~$>*_P5c>!sm5<UKyR zPt0HxUzip$ZaO{%ey6s-IZ?6#-9Dnm_s(`<+}4Xf(gUiY`{X88#>1;P9g#Vx;7-AE zE8oqY1!E{oby0uZI*I+yHeTS>pG2-It(Dt1(m*&VSH+(6uah5ViWqB;g5XlO!`;bg zOnXs!wziR8`r&@%>Z$xG+!0^>>E<D_UcE5=o8!2GM{i@20}U0M`NRT0OC&+JZDuy_ z&S~5h5W4N=@FWcM-!IsIdJ(E$jmNxMC%x${JB$?xS8ET`2YowfDj42MvwJ<=hVum? z|5ErVBqzG{IDda4bd4A2@7&e^!wm7?&ytUPyvt39A!7w5%+D?P5Wen{)18}Lv^&t% zYPV8E<siK0Zf%J2N{1<rJsZ}Pvmxx}+ZNS<Zgi<xd;E=|6<OoujMe1{kN(EHg`a^7 zxaC3k4wvK_ydo{aoGeT{?4-P+Jvxfl_<n`5Z*2!AzA$kM^7%N;Jh}5)pNf^;$1N0J z4G_-id(A}J1rXXh)5)FMi&GvuZ#8<35Wa)1MJC-8G#{-^EPb+wjSNC8^F8b6TvU5^ zyL>-<y%{;Uo3{XF@_I$hRr_I8)v3-<c?#mVv*zS~S3|R`PVtxPg!9OL#DFU&1(KHd zVx`%~G4Qv<!-50OxYb_fUnbpW*wins9WFjg?v;BkZ~XoZ(+$7>sdu2IFwO2(HW^yN z$u{Tr(Uat!!=mON=ch_IQ3C~sCL8e0?LT$`-t+Kr?Y|DDkXU?m;%vhK-ZgkX@cp#T z7!5^UJU&>4cwXv`8*VvD`1S|)^@p_T&*N@)i`bLl{V=(`oc_q~E)->c-qtXZg0FQN zVh!7R;A$Sfx2kn9t|W_&@3_1QS6O&Jgp>ZaV#VE(?RUmNT1Cw8reiJeUNAP0d`o<^ z9I?&^7REtr>1DcA(-c%blG;{&c^+i@o^}j4Od-dt!K*)Wy*Tt&%!OmJ6@?5hcsT2a zfx2XwjpmnnIOru9=}q=QcVa7<cQVZ4jsNmkj?1<{neFEGCb1Uu%i2}kF0=**3N~d= zM3Q}8*7U=$v*Ebqqu{tw#4Ok=e%YIlO)DM!D@CcVwg?AqTB+Jt^?=(0yC2LtK_K{s zUN?_<1jLH_bw|xYVCdz_T<tr;r{sNGDDGSa0_=|Em%HcSW9!DbpM;mb;XkQ|)ThMj ztI+M?*-?ox3ICoPs_wwitxg=CCm1Mk2MjbW-(QA*-|qG;RQ&>Fj)aq8>LpNHolh@2 zMmUr0Qi&#K+d$#W9*qi|foZnzBbzo&K;|ZYSFgK6z-}Y<;=J?<jwNq7rQltK?6x-( z)K>eEJ;T1K>MEnO^J#R@URi_XcOBAacqTEB@mXs9f4NZOL=`%+F&huA%ic<H8G|cz zMnC)%n}PF#Z;<82acDcydVbqbHrywP*=JF|G52H`E35TC$oHvkJN|qcF28o4<1|=8 zJ*$+b1>`(`#Ys?rW~LACEFJi{L!FVb7%m*2PUc8=*h)OV5}qWrN!@H&c@d^<hU3OI zQ}LXy^^*G2Q4rW5m00Y%fpYU4PuuwogugmedFo114cu7f(5W)(1;I5}@d%Pf$@u4> zU>ev7UGKazy|sGruarcozZEUzl!JjbBVR8jXm0mgQ*Ob~$!$$09~Mwi>hVmIOFMW+ z_>El{ARdA6zdLsZ&f;@<&P-Raf8erC9k2a1kCRcqegEXf;)ywC3VqHp5OBEV_Nr=l z*LU%t5kn)mh@acnZ9N6kmrDQAu6AP^^J{^>HkIIEDbL&RbOD`o=>raTmP3aJr*gmt z!b{Sdl}eW-UhoE*;RgX^9yR^nc;=OAh!(&1_GtAWDBnc?7cH46|1W%s&U6s3Ikj{! z5sv5AMHbIj<b8TL^_=?3G8V_G_^#}_ybLPrMw8iEE4Wg+sb~jzZWXn8Mewo_{|pno zL+(B@2Pu<EkSSRN4-L-&pSCINkFiN|bM3_<*MC{b`)MgNm-WPhhGt>RK&nKDwg+5v z-}9V(JPuU8j?6N)CFnnj1B+aJu(~yBRG?x7T~v)f@D0U7PMPH0p$xJfZ(?q;BDvM6 zLk83OKPKUr%)3sr%M`+`uiv=0cos~UM?M^4Yr?ziU)xKAhhS&jw=FlEhTvXIQtHox zLqI$D$@IW_14#HLvuxbE0ACJY|CB{TdO9}u3j2ccVC>w!saCfXtiJj)dVRbK9QeB? zS~}w~%}Y+8*Y`VawSHLOIa`lKN(BMe@6l6Uynkv@Z(Idc`PIri3R9Th`%<Cd74c9S zy<H;Y9LNee*eDWN3mnPhPWgQk#L>MNc^x%`haSH^Q^hxn?5w?<%|N)RU3<jiUbKU6 z&$XC&!Vxfwv@{Ic?+BjWucC8)OhfwlA1@S^x=Ek;Z%q5mIe2hvXzQK4PMFrOTX`qc z4w>44Ej9`alm&TFi7B~6==MvLf0UYxekDRo3V~H<SuJ2z{iz>rHYQjkvaBLYw!4Ym zYr^}H{A8H;dIH0(d6`)cE}@$1{T*g9ZMb42_ovmc3`+CeZLi5sq1M+s5jNkJAz{O@ z6BgS$@wvN<xvyXz*>Ac;Gg!|+(VBkRjt7;5Pd3ae**gSgB?G6rT_>Pv+Zl<bxB;k5 z@CbV^S_AKNI5Pq|Cc#q8aSuaN0}79S*z-MR5H)U^N6Ph1V?C$e$IHQ_Uo>3&j-G20 zZcqD;gakar4gUA}yyh9C8{5n`1^cw)ts1jaS6vg(Qb3#gR@o}jh#h$?>Pmc&q3UnK zWyUdELQ$&iRt-GqcH}edp1@bs6K`HmR)Xl?>&tl#v(POMa8RiWnc1ox(h0XcHUBXP z$<JUbZkGBcKM%)68^1`YwxHX~clk^+?s&=ht4{mdIdI3P+IJe0VU4}*Qeheu=cf1S z0`ZoMvr_2-E3(NxbMvdOnoE%A=XrI~s|~;G43;S*{M*Qiv(wK#enG>R>%p<P>u^2% zb4SaC0dTiqmOUj>kDHAscRv-a!Z$N5gJ<u%APO|LJ6|HaMfLzbOS^oC6kx06t?$AY z2A?Tmxir#0qrZt6))NoY43oNG$vAA4jZ5<G>4U^jPm^Ae9=N>y#5qZZA8@F#>FwT% zZfq<F*UmPrgUp5f?oBsmpb1N_X%nu;h!<n&dnS5H7v)S-;@&Z2v*(tVRGPwQH^!>7 zUTyF}!S7?mu_<_Q;^Zf~nm@4bVSoI@;4;L98z%cmX22<#li#jhjsqpb<>1+8y&!yf z^VOB+RWR&3VWC>R4qjzRN!fFSST&dQ+{?NMWf#;#yyoMOKYqAXF`V#G{|cWm5bVH4 zmM!8HC;WkzztMkOlk}R>x;$CinlOCpwua8O74UT(x8bKu;6)3$;x6Y2-10lk@Jnth zEbi|Q$+jRlUK;bwspR~t%F<wXpPmY}_@wGkSQ)Mz8l71YTt)ZpF`sA7o#?TjDK}9v z6?7PS^f`_uK)B<ekDAl~o>h9$TG$kZx;)<hz08<JnYLstL(f9+q)BMH9!pCp{{H#* zm?N1VG=%%R#SKDHR#kPK`!Xg!V7V`3PX3Owdk&A55Fe$I6qha=;eY*39NxHx@N+$1 z*fk#L0!>%OXWuz%2=7#V-?P+K!mFKgo*`brlr#K}J=?SK+{KBPjmp(1|DVXdo4nH~ zal;`rm?0hx@0@aCc}Ib%9hDJFa~q`RUBhzQi|diGRdLYZX%?EY%_Jv08z=sy2U(0( z7O+X*yy<7_1X{VJ^JmcdqM&n7yj4dq@IR)%eUR{R1@;fTw~|^!6$u*Gnb<`fzC303 zKD`D0+~FwyVBU>=@}k7R*Mtw#(ozOZ{=uKI*twd9esI!?<R9Ke?o}k*B?RwP;*)M( z&!FwZ<FO^5!lPY{lH3~WLcdFq!WW!+ig6KBRKz&L4pn00(t=vXn>M&F6Q}x#tq&Qt z4ztj8uELJwD?FobyC6(-UV%$!5bL&u(S}(TVm$A^+(EKGk1YL_G3!G5tV`lQwGWf` z@18?Tz(F#fVHHn%$-+Wm{?f&yL3-{FnX60WesyBhAYU=xyI$N_%G)3i-H)fUf=o8# zj-jIMkF>i2m6(0@?a{`gLr~?KZZ@qDkNMHuRN1g8kTgxsx0R=*w1|p@=8}1w#iOHX z%oNf)Z;aYs71@A_?V1;!n02E3+3>SBqv~)(`@2C_@B)l7Yd$D?Jb;REW|7wqbfSdQ z;Pi_(B;R;8kz(wej*<hHe0@&*hN0xkOHYXhkov6nL_pv=jPA*@rN2hF_mRuqk(?7~ z&@malZzC1YO0cI-i?pHIS&j!LBJE%-+?r5H`bP{F?q(<0h_B}Hfd{KO6*wK!OB0v4 zfH`+}+Wpd5M6Xw&w+eHqXysRRbgR`6Hs~-3PjdBQLqzEb=FDZ>r(5|ldD|-TN=zvo z7bfSElM^22^=80{p1nVXaBT}D51lDfZbHUIDO$b+!Y`;OyU3SCD;*g<_oIk+8Uj8S zt$nc$Ldy?Soj}V9nBHK!oIf)HO8n>b?~(nWRjkN?F|#539Ts_yyXrTJRtI%5tkF@9 zC^gyNo?HNzm$%BSxQbD1k9g(LM#5wJ%i7K(K95gGBdC$L7{Ui6jZ>LO&LhXh*UK;) zo(0@FAbv3cXAhkdRqgJD#y#~OmXdie<V+1tk(-7Z7sj~_2Pfgec?hRH+lQx`T(&H@ zS3vU94TaVzq`!0Jb9mSlDz1hv-P^)Uyezz#>PLG<fHnHQ^yQcaydKWH@1f*hh&)p> zQDM{tM;Bk}NuOMV_IJexn#<~-R?@X_s~+)D)LG|llr6-wTb`<K|K5PXN3<vG<%ZyU zdAyJTgrLcefgAsAss>-p6WpbHx`Ds%sb&k|5O!C*df@f04~oqsKK~4AgqWPNhsSG1 zaPajlO**Yw;6G6!G*bEwxl>!iBr@yZ#_{01P%e_k8;NWAo4kaHv(jf2eV1?}YglJQ zYBn-HaI)i=Edxy&B}Eg`ujp(KW{&BsgGUYLu0EYBBhQf%z0)3ZNayo*!<U6>+_zaK zpRc+RFpbgEEP4jVrzn@QUlH!5Mfl#i?_FeWJFj6*_^kuEraR?+)q%6iG0$iE>A3Ga zOK?^l1EpGs{=`&GAM(Buy>*H3M54Vuy}DIG`W7E5-38?PaU;(eea?TK_-<#v#nt(0 zSfp3ex|Z4n4t~mdKd)E9v=O6X@r5cV@qB#vdcYiPO3AkQ(_e!xf4=uGD4v5TbLTES z)*77s!?nJDVifmO`+O;6n@5d9QFncY%CI~wO)lG`36DXH-mNcVAd_et-pf#hz9~gU zBW5*tN2Nd7pRWmIj0HWnS+zsJ%49gJ?>JP`Z<4vEz7EDIkxrb_6%eo`ubB2m6R0{3 zwOzK2hEq51QV(fO!)Al!@0k`$!0Mv<Tz{?}WhYGk8s`;5tv%N#ZSflLH8y^#d9V+5 z&CoU;+0z5f>jKpWNbiX2`7pEZ_zYZo>1=e8{Eq&)oG%KZUj@w%RiS%NkD!x9Pr~!- z&Crzm^RmRLzu+R{qVGCG1<Bph4wh^482DjhbL$O~6PL2F>o_+B?x6`sYq`fUV`-~o z?>RDG-6s0|mD?JQ=M-nWe-(@WJq(O1l%)cvs?l0>&mt~zl+{iVkMQAz$eD89KM)<L zE`}TCLFkK{ZqioLtCK$|Z%+EXkE?uZ3>1CPaqrU$cjD=!O-;YMPMU9^Xg^^NaBd&L zd_nr7ugyl`ooo0|#3&8Lr9?1+^ZS3$X3BKNv^Ik5OI@;SmKO0^)d#ldD_=qA-GxeT zD!I?Db6TC9Tm`zLf!k|la$!*4K{HMD0|x9d_l7;y*j6L;vp~oZbrrbs(?ti-ZTl|H zO|p3qx%E~JS5X#>Up#MJw|5#3Q?lXSj|6aR<@C6=BM<YYdw!j=Ek|C57O5PyNa*MZ z8yuSL#XmOY8lSj|z_lWjDnPvI_h#v5Hma<^l~o_hou}%7_0z?k>w-h@vSxGm_uU;Z zeWcO;ZEP2mP775eJXpd02}ef}e>#fwTmubT7Y#+3*5%ar!%<vaYe?iFIR(a23qjH5 zepD|_ylg-?-r|%0RW}@;!vn4FZ8Ssw;&OFfh;LQ{3a0-q(EsX)Kc-|~6q+ug<iex9 z|MW)S*&6TL4vtE&wq&6AiA{ibyo|{Q;tR<?{Xp$x&KRynxt5ekPN0fZ=nBWu7;NSk z-cn1rY)mJr-?dZfVM<#e^rH6+{3o4KPK1}x78{x5D>n;qhO{)Ye&lsF{e9-^H4IK- zOCvfG1MqF@+g(3Z$1yI>QLUHoXKUEjoNJR)G1_smk1x!D<Xlg_nh|fr(CocSk&U@H ze0D-dHlZ2qHhUyj6wKq}EPsa2<9~_2l512TWg3*sooPJYH3IqO=qjsqz(vI>!)?ny zVKtnhBKNflDz(mNdKlNEQFm|fL(<C$$@XYZB)I@q@K`;WifG-!S97<j6!71@VP+{B z=>uA?lJ{QwislFY1^kYzLgj~9O~S+NkY9V$zTC(Wp8N0VT}vH79>HJB2G+e`rqWb@ zmGGz4R{CQjToFS*^wez$na4Zrm$x&^&*SS&#kWGDs&HHO;ok2T9PyQl;H^W$lZYqE z1kVR-kp6k+NcN>43-Cv|%0R%kAD=V6Y>{FhUg+987I!`kfGyXF#QP^+!oMoLZR<S! z_->=1!Xd(;`>#ZiIWD{sDHV3(jgM(4(o^Q&#rBilxO(&}v8~OZ>ex5zG`Rv?mgi5V zl{LVJZ|TQVJe$DHuQ_mrS_7c%-^y~b7rZZI&??i^pnU&=;-)>7$a!APvfOYIM1BuO zYLI-=>k~B!S#kgH>h9qPWyWbNrA&3Ztc-%&{-l9>>;tHFv-M<f+8TVk!nf=Fr(&3D z*{vy}K8f_*`8L{)Ss?mAw2=M3DZF=S>$yEfMc`yIqA;<w29`M{-m<OspnN^ALNMWc z(syn8cJx>w-c)xqOc0sJw<5xg>leC_l}oXv?n4!rJkZ^yI9CieG7Px&4o!m%9qX?> zD`Rkj{>034-Z|JzyTl}Ttr-$Ck31D2>nc^}<+M&g3|@+kN!q<Q2RoanA33)d5sr#N z)eN~`;B}!JqO*Dpp-o2&%K2K+m}}0WV46u<H*?=ml6fbXDM~MW=$Sy}8>4nMjv1g| zz4x2c+YubzR+f+{$0U7%-eJFn{s0u`TnYV1dM-1o;RAPfb;9Uy(EIR{DR^h!u1E8K ztMKFQ7Z=9KIcd~ji_8U*SGsbb>G8AB8cctFk<lu05IFDHC0Oq3fQ&6l7t@7jLF~=F zwDPNs;A7X?Jk>u3S%;$6VtvSd!%uCqziuBeUGklaUYvyciuo1qEr&pD$H5vasX=Hk zW;Iv)T!S%B4S2GZNPo%UzbV$czu~z-Mf?2^Bj{=?(|Xh^1TD77+9h!`LBF6@ZfR#8 z+Bm6artTbpIp0q;m1^rKZhN_-HJ9AWd(tf@1+-$ZZH$R$;~01yKgi+E$w=wD!V<}! zPx4Sg4qtUQPlNGV=I{IDIa`0<=H?YjKW?Mdj@K-2f^w>RqweM^!r4v>`w*Xpf_jE& z=Xg3njC$-Ae{v&i=bha#wvS#q#dN0tA43@y*&XssVxf`#LfxbOjd*FF{H&a(=^loO z@qUkti8$PS^Ybg~xhZh^c`Vp1d<8a7C^qg~F2q~HcTc1X)Z$3E%(mWxlbCrhGeyj+ z64r#eM4t}jqe$zd(p{P{9H|%yIyX9i!Z%n?WM)<2uV2NtA3OCybc<HmB@V(hoXoBL z=f8+I%aR_MR{cZyNbRNLCVB9Be3H-Eat6a??RIp&>_y8tTa9#@J~$Mm%x3qd9$p?$ zKRvy_4GY}&a@!ZxV6fJOv8|D<aQ4)Q%@a@3V^S6tkfe15{;ubrW&bqc?%3|h|77D~ zV~G&G{~Q&rvHNX*rI?HzTYg$@E$&CXmq#6g#mXS=+T#El{x;~U%~iXqTmrvdY_oja zNOFQ_g=n7?P~k}JxpXrdS_&2aJk;1oK{mmg3ol51=tIojpaSU?n4elQ0}Bd%_<i7s z_{B+3bp6fO`iSs;`5cute=5PKOG$B@r)qJ7QD@PmfmML|YB4saAv8YwR_)@m30UTt z^_?xR20_LnTaTZO!@YSu-|JK6@k&?kTld5aI2OS0?D4HS*rUJW`=K+7@NS$Zz4qt; zeDajOx9i3z+O7ONT0%F8TALU3Lqy^+CAE0KHXt4uxY-;(=TE`JjU#jY`ia>6>`ujg zom8mG4CL8JTYz$cS*``!I^jIa8|R(8RM_}d?2A0{9<F64WC(1`L$*sE#@;=ocYa9j zXVrsA_*x#HQKvJDWfDQ1-^e}8Qxn>UBYXPrk<6Lh7Bk(TCF?g=vuKIJjY^ICQcLjO z$`6V%1FiJynXXr=Kg%F{?~CImvPC$4DWv7ow?%BaBpfD4ya-{RZ~JMs5ic8S9NWc_ zdK~wn3oo+Cg%>d!gHp7I@oHV6Wspw~d@QV;eL2&MN%~no%(#1T+i_>s3HJdwovP7e zYrKpS>`qdLbH;)Bn5IT_WD9=gsCMhvHHYk40wF@;16U;><z*;^AmBc+&+5Yr^cdR9 zsx+6ucZXyhrxVQ5RVPIxqvaNWGLdxOT4RiOTEZJ+5?jHdJITg4vL2&mj*L0Q(^B|^ zg&s2hsD#iwyTrD`Z4ee{zcJCamiQXFym<FD;%>o+UuR3(p)>Yg)4zLVNUeUkF*%(I zH2>%l3QY!~H)d=7#dk}vVVL{TKU2bQY&vyO@kKs7N}r50(e_5Fv33aGKrE=Fv@@!` zSix`C%%U8^Qn8S-J=mim63o?EeFW5+Fn+E7TV)O5OFg^)NL=7EJolvX&gd?q;D&;* zer+Etv{R&3Jt~6TiRt39;-u&Gmi;|jD)B;Vi$9H7BfOyxLf-p{2iAdKUn99C8y=OY zf6nq7!&^Zcbt_4aSn->>AD`Jz9MWseY#bxLCv(vbwfEg98bTdC=Cpt`MNbdw=gdL+ z#MhzYwj_5HmYF4Nm5ps#&4Scl{mA;ry*!pYS69^U#<0C3e85ao+jCn-;VsX79Xrx@ zx#c6h&^9oQ2fA}^35fQh_}%BGhi!&|JC9}Sl<+dxwKo>t3Cf4F_U@ccOw;hiHAdqL z+ce}#>S)MtuYeEl?`;q6PQYu81*7kdBxih;$;<R771<k-THAx`v5+zP=)K3CU|Bo% zmMgFczPXP6_V_ys#mv*k_7gt(oq2lah}J$Rr^K}1KSc%SsS~Gj+=?Ku$K=L^bA8x8 zvghroK$1U;x2+r+AA;ZV*=wzBLzva{efyQ&{lIZj?dsCT6u4limO3jj0y-nBWz(+R z*!t4sgzd@{x{7EYlqJ296QV7gOi@layt{~wUYc-?{ZuzxN@+(Lds&WSBqzA0RV>3Y zN^)FwuQkKg`=RKn>vX7W1{~^{)>v_(q4<8$mgUuKgf0F%`{}r-us-_W)Lp{~7-^Ir z<k0QGpe=HLTlJeTfJ4puK|~#HoWCX?5>G2_PTeD_J6H=AADe0y4$k4lkmaDZbiy^e zmU3rSstk_BTg1KgC7gw-hi{Cf5|GLB(Bo0tGI-w=6;k&m3?J;t%5)g)MTrRst61|P z&@)?;!DoZ`6eLpjES2G0(_X1CFABzA|F=m>bPP&rADug4PWC?&uG+gBh!>t$)A#MO zDl#8?!M^=PKk3~(ieLNEjo#_(W8%d7QhulK`TVy&JhI<bW-7J@)>xZ4JQZufs?0Ob zgRHkJdjsPaw|B$QSmBoX@?u!?__BQ`BdxS_{*y>f!n=toNV~xn7mIEO#HV9NhH)cX z7|+v)Tof}O9%(TygU8My|1NQN;73NOAHv7i;rq_*eCGenz^dT$4~M(vuz%CNW|Jtw zdoC<4z1U57hZxC}Nw}-oO$I#f=O*Fqw_9J+oBtu}Ns(@j^?B6daaW5ln#1D!%QZ|c z*}!$p-Y5P^0aWX$oZLb<ZLQt5-lyjh;g5aWJKnFY7-DzTF{oq;m0ykAyhKaZ>zvTg z^CmsWXDP3-@M;48Nr<++wrN5d1)+7Vqn-Gyb$31Y>n=DEb&58XI*W$7x-*PVC*ZfZ za!I?<8Xlm*6pJCk?>-%pqIkR!n9e_0sxhxehW*D%_DhYSk&*u^H?I{u*ub?nB#8KA z={ROD*AS0t0#8FenFB=nyo9gk3LxP|bJAi@7N}f(YNnIf1G93~Uwl{6Ffl8nh2s+8 z*j<?RJW?|Pj?6n$pOgKfp;^eK=tsl&Z_f8imjxq5W3*B#@*NeP8lND#p#iAj={98} zIa>wMGIJaMMo71CxoXG13|m6uqrQxEqxySq)ngl)@k#Ao@!(;?-A+3%V$Vf-J^CF! z?TTZtl}j)+Qr{n5KA0JE$Rqz>C`SZK`XZjBMsRcLO=0-2<j`*46*v<b*z+r*7i+!+ zP37)cf=4_8%Nc7l(n}IfPbpG_8<YC6<y6!H-s}E)HEx)JvZ^D?EXTi$xpgg~YY#r* zeyI;ye?2QuvV6kE;o~r_^6(b?CjBO%XO9?^wua%({96MYe+MDZ`ZH&{dlUXl3cYfB zcP~r_`Q}MzRDxuiFx|}EYP_D>890bF;2EGr?>967MRgmMa{Wv2sdK`)cP^C}M+pOZ zJ$sa+r`v5?>IMVav5sA<)fjP2vc{M2Hi}2f#f1`ba4C6D|K-SG?7g*fWQ=hTG$iBQ zUOG>}v1fZn`~&--!;kB!<h5>izDMgcyL=luTW_=Cyw(YG>WeO#0+XOKBXhD)ssjU> zZ{!$9H>1eLZduDD(jRFv{U*}YfxVeVXRpuC<MH@2yBz`u_bM{E(tRKmpY>$C7_{g@ zBPD_O+lgIpiz0GO>D?IUdu6}2p&Nn2&+n}7xY~zZopODKc2n>=&)2}Gw-)F!>y*#( zle{wX$&`?HtH}2D7FR}MHMD3tr92!T1Bb3>kCMG|z)el@<%jSl5OBzL)tRdTnY3q0 zDb1C@$9@&cobs{B?LVSeABX%Zk9`c@B@neO{`u>HVNB6J&J?5FiRo1wu|xecXq6Yx zRex~;OBLLuyC0JM$k$Z8zdi{V!I3*EKsXs=QhVcH=a6{~g}c%EZ6{d0vgY5^*F*M! zpJ=1z24UnAO}_s$;j*~0z3tpziG0N@o0KO?@t(oo;cSUD++ClN7+65O^xiv-?wy-} zclG@3whF!2cm2yjTQb)*TV{Uoxwi}NZ)c|K$snFnqp!4igk$;j)t1%-=^jYsp4z)| zcLq1FoQzfcuz|uAqrbLlnF6hnvTgLQM^Vi(D*4dOSr9a7&<i--iauO__|BQuz@$?O z^Fhxj<P4Im8Z05)kx0fF*}FZ!HcXjYb?k%jBeqYijk<8($Gs{60feXi%2#*k3h}4r zzPU7zk%4`>I+~dn0f{fS#d+>wln$h&bBOxd05tjW{w7*$D94?r_>OH3)=RaW0`CwX zl){%Y?mIhiTA<CPSSbg8Uq!hk=~b+;^8M?sOvQlYv34fQW>CHulQDI%4`!krbvtfR zpy%<Ch4|=FIC6J^HZ5`quE^(~n``U`=lA=@FBp<u#*T2M&HqwhDA=|x=j|$9I_Py; zyDS@;V*Ki#$xox1P^t~{X2KhZ{`v0wlNxw16t&q`We(G3^iSuh&Y=4d+vWw#!~OF| zwm&6vw1*>1TtSvosJD5?ou8zy$D!|gT>StYMRasYjDxur4=j&%OXYO|MaJzjrKS=U zE<{N>%#DEVo7iS<(*FqjQc>XPK87rX7ZR2<7r?5%gJ-gB7H@O-98P*RhsQ(sqiLUw z!hG1rJ!|r{*eSX3qiACfY|>gvk+Ptp_}g!>L*nPC8eTv9th*P_zK^!P^?exZyT?97 z$W4JzXi_2``G1d2nZ-Jd_&u_sT7RBt0<{N^U;P;QhI|*lI4bIoW9W{99<{`So&U+% zZp?KZ;;Di~tK~H?Ha<5yvSSkY4O)i`&QS5@O9}4^Ap9`p-cWs>6^Nocrnz5o9&^v- zh<S(+k63_%ae>|pdS2KPe9x;MY1HoTaV0taR$uu(i|Kj1(Lxcq?9_%HqO)!Laz{Zv zAP?=cYr$*JdO}>|EWBmu?pGi@;c}8Seq37snKDJOi4&8Mna5i0!P$TulnaeVewCue zf}~l^?{2ti;VSu<eGm_L@*VNWA4fLBCDH3b)7Vg1YI=8a9ycA4)F_&&gTPO{(9t~# zY+tUAE(ms^V1A))#Mcq5{J5ePEnf{^mA+3`xX?%o&L?sAjSYZ<6j$k{H$!NDAyVd% z%QPAnnzqJG&tklmDZ9Gy02&-N^X*CThsKpNsk`5~V{J(*HOPGe{Ty{ICWIQ0CqC{s z9c?%2Y${j1R!le{Kl)zm<f?>l7vJn;j&v{`-Ts{_x(H4AIgvGAf5Ba=d6D9E8p?aI ztRTaYDj5H9pnro(2KcgH5ZPMU3%^sf%x}-lL+`G}lWr$VASbDRW3SC3s17FZkNxh1 zvb&!K!mN7$Z^&-_#nA(c|55EVg!=HC^~6Ub-70JeTzn!;p1(0x64OVzz5tg==NX)s zN0Gbb84KmTK)uCy`Sp4=-u=Vcv~4N{zxR5GOc*xdTFm<~o?b67e*e9uBDfyv)1+&^ zkol{3aD-(KCPKc<pU}bE1Hg6viL_ApI7BKt+a9aWf?1!V#rm~Wyl`@Q%X{8-sBqZZ zE*Y8*!Rd!N-ASHP=~z>C@%ad-mY7&Or@MyhsYQeJ=i^YQZEDv=+kP<ec$YY1Ifm|? zmC25)B=^Ypl}SQ!2m-Boezu)`4|g>Wb*B6GK$OO%$-VT8u<yi`L7Cc4Tsk|Ur>jnQ zDq){W1%hVaSA3BD!OjAF?f5ug%kd?=;^&>H;ygn<+?RI-Ff3w)>#Z$;p5u7fD`3CX z0?DDQHF?*zWP<&!9Wzc5lW4}J&X>1$fN&HCAATzc0mUO*|NP$6hPg|*y{Rvo!SUX` zJRi|Cyr#9|g>%9JSnAsZy1$-*jq3+*d@>5cQ<5)N6bNV8e%lpcOz*|ad#}6rrn^w( z<das0x7om-tNYOE9m$!wO%kHsJjR!GKgu1Rg;=>i_LDwcSpC_Xop*0LMxJ8ve{YkH zb<Z8Dc{Ip*vCg??t6L}1K7J7ub1Wb0DC(?DX|3?i)al_H)n?LH=a@7+IF1&ZBSc?6 znnv#u)lL2({rFSvQ<Gu}1yv*|%wH?VvF{tB<mpGH=>B9u-uWZ(m{FK2mDe^%->`ep zn`jw@e(z77<@&RM!hD+YkZDIJ^fJhNOEO#p`n2EIF7uG}IWALm;N$`vY>{|$U2GMf zM^4Eu)_1|)l_OTcro|Wx9Ex%RD_F62G)*SH8kmCV_NkB@)Arz*=0sas%FdRM!%=UD z_g6i$Th)im<++@niVXL`fTm+hKe@kc|1%ih^0yy_gy=%voS(qL`Zb^9Pc~4JC7cfn z9P7hs$*UHV8~(uE_NTUP&<n<5GDQ`t(=Z~(d!C-`6Is7hmTTM`K)s6ZSr2WN@V^@p z23Og;(O<^AShltURxWn$SAA27XSuA=jBgr~tA3h%u&u%_m;RGG=Nn;d^m`#+KLy?n z*~Hs0x8u%Z!h5^2|Dp<0)c4it9=O78dD;{gP(rY5-ei9xszh(#yuvq*pHJU2S2iX* z;V(nt_9;Wi*=%<^ck(vqRdk#hB#-36@Ae~u>~kpFJ@1^!K82nUWu1CP6Ck*2G|E%G z4*Y&T-CdG256)Fej(6_UQgT>N=Btr?^pZARQCe*yO4;Yy2pcz|d524@?U@?%f1LK5 zH*lKlU;3|^RntlLJaTVm_(voCs=<)`iWKRwMQcV{o~XudLy66YBw8`q?PTqYU=`FV zTHcW-Jx#4mX`wp4^VnVz)T5R=3ud3A?)4GQ_RR8wgr6MqsQHVvahKE-_B1)|yZCPk z#{CT5-`AYMK%<4NHe-u0##FN;Se}LQ?ERNEkUrV*Z^luBCavJ>vpAj^xrPgeh2`JB zSORN0`K7PM6nM;48O_aI0v{YlcsUO*;tdw_@l3fP)Y4zoiQyYWv7?Jq1tI_NezxCb zAid((7QY?}pX~-c>sSK=tsWS<BY8+@v=g@4DE|m5sf3Si7E>kO11Og7)7vYNgKr&d zrupOA;pFctSLro+F#I^%-9y8(_?y!^k1;p}49~hA9<isusPT8JsAr@{c1A{ZZ_F~r ztg>vYEGIdhj%x8P4U)IaF%?ef>B6mWmYF(H32lWQJHE>Hz~T1Mm&TQ~z+>8|U)9zK zMJ#g9)Ld8aU+$HWPO|PQnfEq~iZ?);W|`g0n^y1{_1FEY(g_=)W?WCXkHNswZ52bd ze6lXr=i9|pVTvK!($|4nEHjPP@`$d%i6dLWH_VXxUHp10{J<m*-+LTJ%lZcjXM;r* z_~Rk&M*Na$>m1md=`gr^gn$a>e-Mcoz*(*9Z=E&!@xMQe8$TP>W7XvXJ4=TgaCpJ9 zJ;QSYrTulYQLk=4$aV0Sy-6E_Egjr8+X)Zj##)o_2dfUao67o8TZr_0)6z9^?YaPB zABn$aUB-}*VP=j`6QK9wdY4371CFMjuZm!t#FMGCLTsBhNFPloIkZE73PVSow-(&# zL8?P~*um&=+@ngJDOT$Ry2<?5i-!vE>5P`|Vn`X@9--4+{#*jNkM_Jxel?G#N|w0e z{1U!<soKd<z6|?)LT+2QwczD#vHpMiN>O-3+oIEz@WCSXYj$s|z`y6jXQY1gf!Ny3 zQ&zT<a8j51g`(3Gj`{4<_6-<>(k<x{Mzbrhp-hBld4Dsk(1bsY?rlSh=Yr-32p31I zr$zI}*>vo`P;T#VG!LJ7@HYAa;h}vy7~x<%hevw8JnL@hgma8}EP6ZWrD@x^EzJ{2 zKDtu-cfjry&}RO4+&sS>PcnTu%0HV&{Dl)AI$0J`+JDez{nHd~E0341yO{;K<Bu8` zLOO7Pm1W<G06DkRw@TQMdvO}gk%bR$7^S^<&RonErJ<N^wv5dtbFi)&70z3{A$at7 zU21gpKaia7G1>Mj8&F-^#HEeo9liJueGq8E$8-U7A=4YAgGaB|7pFJC>1~(PcoxX| zr(0>MYTSW7JJgc|vp?Y2dh{q`$s~$C%G~6!c@AxB>~;-ju7LT%ik#EX41U+Ydp53` z@Uo9~>PzqHM;+U}?x8;?LGP+^s>7}cP%uuT)V?po(n0-CskicBTE?<5F^c2{0@v4H z2P~smZFj!WbP`VK{@5(jwv5hw{~j8A><6CBH$C%P|A9GgR;`_TDezPc_XSn116x<A z@+PKw7#D24ml@Ik=>g|Hy6+o>uYc$|wbXim|JH@f$ec+m?hGAj?41R!bW@iJi(V+Z zA*iTM{OLTiODb{0<9NG2$<pgbH7q$-^p9<&;`GZdL-sd~VC8w*be|aU0Vc7<Q9h2q z7O@|@6~em_Xo4LNchX2#sHW_Q_wGXf(;^=(w2=EvwzXg*yD6NN_-k%`n2J*G2Kg?` zOdxB?=iTxp^wOL$KLR$#QBmYX<Mx6q3h>-;OueiyhzDINa@wi~v4Mu}*0#b9C}+s@ zX2~2w(fhr^Pp#UZL{@vB+V2T0TeNbQk(tIS%|p~s{x+<Zd&BVH$U3aw+o5$jup56g zCo+bf8AglKQV(;s)Pc<B^vJuUua;<Orlya5c#xS%XYfluP-6Db9Xdq3m2__5FZcIg zvWTfg#nW+++to<DnYDs+Kch`=Y@j8JbRf6Ixqf(Y;8B6e!%29mXD1wHMDBl!4{#NU z4uKL|u<li*Zm>x;+$>N==KnS$TsxWiL3zjYv6m$)m@QcIAaZdE(pL2*Z25c9HO>Bb zR8lPjC&{>59jS+^Sg(A8AA}2(m200udWXj}DoT&`_ro1VB@YZ_kUqRe`*G#n0Z1uV z{@ScJ34X@B!b~I=jz6lG&uC8o-Taby*TrH?r(S2-+tm-=XNpc8G^#-6P;=QB;ZArs zYj<Znw+HuKF?!My^Bu29sXMs2Ws%(QC|e;z54H!4*t$zK!B1=Ma{Ck$*t?Haw}y*+ zpLH00O!`PJuXvnsft7eSBozj=?nR-K-~Fw7%NlXiQ|0h^j*r0c@tS9|3(3uO{xDHk z?u3A`jkDvvn<$5^lr!7MsA#Pz%*$`kNCveLCUhbbV64|_=)>QHrWyZqYb*P}fckJr z@Kzb@q_?bzVJBXB{t7Ra$pU<P>%bxX<u3gBtf6>USsT#o=nlJcXBDKSYV7Szl0lH_ zvg6E+4V3x{{b@%&a*y9y8yBZo0b2edOV^N`*Net#-FjwVB;eRQZQ?vQeoXtcnY$3h zd>m}$2{(bWfb%PbHUvbVgzA)-hY^bP`r4s`K()MbPwIXF$eJYT9jGCBm{4BtP=O4% zWU2pCVNVw>7hOM=usDw6+#caZM`v*2vp`tVwr((93bxB2zmxHah)&vLJs9=uf{cz< zAJE>XynS@P0kb!Y=9p0_c+tA?`7etqSg~vqIlZe0`#V@V>kiJ~U$q+MH)kf`&%?~d zy{ePIxNz-Qz){jC7Ex?G?>d9GPaWCvSEU8DG^)Lfh_Cmdl_4o4W<gXOxF_x?0VBr6 zTSuBZA#P-&+3MR~JbgMsKQYP&8Co_rrhlWtpUdj}JO`&STjueb0?#$#+4y2~<U}+6 z$-5G7Lgv3!bip11Run9GL-X+|T|Bh!uac}eMSR>hcZb`*D#zyzm3vY2JFGlvl&s2Z zhI<AN+gO`gi8u14-1q!&P`Dj(M0UCn#C>jCIDeT!{XhLb>;Ibt-UrH+am0Vwyy%!y zUla{I!(2;$_7Tt8@v2iT%Y?sQbYaoKZUXOG3+T6rHi3&U^A6K}GpG|ckapp82yC|D z6-p8b1>Eo7drq+h3kOtbF5Iug(@OF|+ajo#8Qwn|I$4SA{Xwo1spRt#vFvmXr=ze~ zT)m?5qY8FE5uugnOox--^@^8Bt~_+beSUq{Fdo-#wC;XS@+#t8?i)uJaclMYq6jjl z{&D_u^KZUT+&Rz4IQ6*_D`$i)M|fwUKURdQ{C)x-)jQsdUYUfe^u8>N#D{XJT;0^m zcMe2Oa4VhVY5=o@zYk5LC*V0>u;7iB0W{ASZ)$i)PuVtlD<%8m6uylVS`v>U{J{gU zpMy_Pab9)c)aD-I&HFu}Pw}or6WeL;9%a&(EBO?gOE&=lb!+=vo)6##*6VAc_Ic<+ zzhp0zN<RMuy779td8pDO#R<0=SU;xOr<yT?^6!Le+-jO(r=0q^!u`5H!@gk~@2_bX zKHYmTL|_PV)HO1nFh#+s#uUmX`eiKTJi8wDko2>z{-CB$)j$sw7@6bkFp*L7Kq8rs za~KXYnAxu2h3pMylEo{bjH5%4<691fYHQZJ&E>%CT`isNQ)yTw$>lf0u#6E0{9kha z$bjHo&+AwShe5tY_upVlJq(Utnv>Y=0!}|_s$MM4<1Z!uZqZf-itH<9E}qYW(8PO6 zAoy${p70%vY44f^TXy3y2E8FT?p`$dN1+oqzi)q~*1w4M5@)<v#RuSPZZogTR2JSk zFIcfRWdv_^m}y?>E`l#BwTc=Z2*2!vm>1r6p#75!UZaW>@Q@X45G1^k)0v($@Nx<C zI{wP-==}x>m!`$^w)W$2@rybA)^S|&J8*tHX%6Fqr;EIkr@&~XMf8T&B4~Pf@^3od zg+*J$i>+RM$G*ywuN*pCvD4t(8Q+V=aI~0<!T%QVGd#76Z@pKA&)f{O{p<h2Bey%D zKc-6XKko%jrN=#3b|^qDPk#=KKYGTemW{x7JEP@ub$uxBC;q#IwF6%sS7dlexCo*G zB~#he#KRFQ-yNgag@eN^8p1dUS{~==Sq#IVR-rI{=W-F=-z?f5mC^tr8`58FVVi`h zYP|@4)=qGDPLn@>x0sxNx~o!WmvJI2P3Xy`4xBx<d01sW3FK~EOZ((Ji!S?44vtv# z6MkH>{`si^*sa6EY5chf8Z=e-xj!&a==)<&$uX~^O3;R4F5-)MJoP)J+?e>yNB$bt zl$D|HDc&Qo2~!y67;`XdvJQr?&`V}`O`)`DxnIMT5g0psukcRvBn&=$<jho0MR&0c zm#oXGG01lPd_Cz$8?ny+`<v7Ss_{Jc-&7GE+3_>^K3b&r_2QU~s8}9KU4WhOEL40d zz!q?vhVUvfL_Ygg5#QuBxHsusftM^5L)X<t;BE9#ab4y%%pTyh#m(bD3KkpE`g@Vj zqI^@_sSNObWp^TksSHf#hlH<-FT%Q7T-LL?di1Sk)tnKWhv|{~DQDK{DKYEvCWl=} zZq7{JL1z0R$<3MBNR6+;!>RXU?pNuhLvJTuSudFcmp6BUwyRX3t|Q0t$9DtZ)OTT! z8r%la4=VJSqx*r`J>mT<!z74_?E9fO(hEbMX|*EnFQTKVbFhk8H~hKcctF@?5N7*Z z^LE^v#|mm#i7&Ya>$7GV>LEPB($2lsCK0sKKfMpa@lOLtV@=R+1>HDQ{z#9um4@h1 zox<$}M=>==Y~8i8A5SHPTs}+u)5vuFt9a!+9@b_`IIKj4M;@ElOT==JON4V<boVp{ z-TfM_ai|h@<9AxA`4uQ)e9ZOg#yFZ<F;{14=V6JXLYBi!C4TWLgt_5GWWTaCNXL!z z=5}bvupaBj?HTLd*0ZA^yNCM3En^lY;+%Im_*KBGh{r0+m4tJ8U6#w2^ja^<hV67e zpA8i+ir21*7U27<lef$ihA~z^;?CB?lkludi)#0=8|@jhOjye&;O^1la0yz{XX#c_ zSDY(^$o=E~R^(o5(D&piOX4A-V-)3i99fH3e2+Yca3cB601fA1?ls)Qy!P?)>=f4e z#RRRt`UzRGD!($BD#3nJ=+)fqRba`SGayGiYjyuE+zsMh1U}hx@h$#IcwX2zx0w9C z>B|3$P_!oe0cRE6<%SwerUY1jm6-(XXN&i$FV?{=g>MzbB*&g5*P^}0wFdmw6`gVv zs*#eDuC0(nOHr;pP}0jkg}cO`U+9->fzVNoUkqGx7<tdl@g3O@v+jQT`jX-(Zp}(d zm&m9A+HSWTrY;YdtG?@Zaeoykc-&|2lb?jW+kD1+a*20}adp=+-yo<iaJLQqodo90 z<2PPDAs)1j+041qLwMo!DK{zlCfKGcU%EKF0OA9Y7iPZ(Vy;tFQ~9hNS`UYA88%sf z50S(CdDI~^FI3q1FX9LCv(H@@?;C~V^m(HO#+`V9<_UZKy9RhIomoybo<Zve>c2f6 zc7w_tW7*ZrJ}jcE`&~!olD^E}hN{`BaeA~lLC3Ej6dKv8+HEIL?*(_BFv)qbI!zyR z7_WpK?ZxzAW<?-vAQP?{MDCv&t5x%oMo>NN--+>!LrB2(PC8jpm?4n4>E!--{FrsL z`)Cm1UY8fM&=@7bdzCTq4yINNsBHc3S8o_xWEdN@&|1J6+O6{j3q7D^np7wCbP~=6 z%Xv!^-d<U_O3$MQ4XE?w5AS4bHyYS>acy%dM60s0{rA)tfrF!KN24F<b$XPGHOW^1 zo6hLRmnZsQiu*tH)Z#v<YuK^z&dYIhD{~H<>}mn+`i@<k(GBSNMSksmRU4+#_8fh5 zsS~*zi{p+euj8EICbzbYx$rtCUa9rVB0ewau+oX?M;ks1|1;!VeCgXm=ACriu*TT_ ztmV@L(gc1I`cObG{VBibZ?oP2+Lxe)dGrLHE7sb=p4N|n<|WxGdR_Q#F@iIF-#>Cc zR=Z*HGU0$OTGAt32j1-(P-441jI6^!x5_Tg1Al@-MAvc;eh+=M>8&=IS94z*6<(^v z<L#9rhYW^c@?HPYtVNP15?!$VNA`K9qWrxcKl6Zg<;4m6EmSn!uTY(PrwCN{MmL+O zc0fta2UXVS44gjkv3!d3EIwwJcV9nW2_LRKOtXJ82HqkPJMGp-aI5?UD?Q~!eBf=# zoqd<|3XBuH^6SfyBhc%f-S!D&=X@V_XX6@F$?}F(rdLDydSa8pp&@u2yf?gO(+nOM zVq=`QnMJeCk(?jd*&x??F)-Mq2(1Oo*J~PDv2fRUOMVT)xv$vv@3{OjIDUSAQKyt} z_?{amsJ<Hqmzt0>EFy!zT-wj2U^tJvY&oJ<^_wxzNoC=7_#9M<n)&6Bb0v?rTdi06 zDw^26-0|a22;KoDt|7@5+|8a@ol7$T6Sry-Y0H}M)8CQO-z3*zY5)3q9d>~0{OQNu z{$yVqIP=D`eIDxGcQPJ^If&<A&bi084mGRCQzW&gadSqp<r`fp6uR-wB<i(6*-0`O zCOOpUo=czouC&0?o8<#J#CODPbN~Jh$7JX|&p91aJBXbL_s5kE(Ni|Y6dOle>I6?$ zo5-x|r04nO@_RbBF_=tmY49Pvw>)R_RDIJnNc`=Qv~ZT>Ew|bP`&lo+eu4hm*NA`m z2FuQceQix3cc<>8zU2g7@=w0a@|5_w!q3o3NTh&_@}~o|rX$e9@_Xm6fO$AfQPNqW zp9H~+B84KCeL&~;JI6;_RQP717olNG@><Lvo3y#Rz<7b9_E>i~@fv*jDYknCEVt+F z39}^o8qYObruRi?70xfQ>FN+9UR%8RAgB*QlR7Q9u8o4_E0uu1WmI7KC+gWEzW{K_ zp5hne5B6;GM!kfu%fS+rbhLO9N=NIDMA8%^my!z83#ER@rU{Jm@$tdbb1|G|2P$EY zip0ITJ(J{nHm=P5hl0=aT28;ySb_UdPFA(s^Ki5w`}HN_59@c@R6s2uK8;OzTjD5$ zS2&<X%bijOUX3D5#{_=hm%ow4oM%&jwg0l=Z2J)O>B88LO<9;zaOwJ`%e^QN%KLeT z%Q7xAXeR6LUI&&_?tS{!E$~{tQ0)G(SzI-<E4qEP8j9!NZeAJeM76CPl^eda!*&1S zuFjEO92VNbab=cp^_kw@x)VzLwqG?IZc6rG{S$>PW>=?CK{13~h_R2nXq}U!Lp&54 z3y<zSn+2xSoCwozt&kh}Regzbk$BG*b^g0Bhk2i-uBdI8L05JUtL4ZUlvCqeVAE^C zJCFY3WW^lp$`d*+O7dkq%-W3J|JKky>A1{tQVYZ>JDfc5YZ)mH`1p2PDiX<>kgQA( z9uvLJ`ag=!JDke@jpJ4-87&DJQASaSWZtBb70GBwJ3^Es>YEl>C8X@MG|0@z$bIaU zz4zYpn8*Hoet&g!UHy^cInVQX?)&|Iy^M1Q(eB}-aM0mw$a{`@BV<msLhIeQC#)MP z3)`Gt2IZlC_e(dq@^NI{`^I6#st+X{?!73fUxwQU??3*tYY}7KJFwr;YQ|$l&hfpK zgP5vml+W?433(&x4>BE@$EfZO>W@c^6uRU+Zd(7y{_FR<J%`KZFk`3qcoq=um-vMP zY8wbAqM<!3ft5kc$kw%J*QE|T^pI82`Y7>Jx=uQY{nr6u0nGZ{cGdVdegBay-W?dU zsA%-kxC|8BP52Z|3n8y_sXX;OJ!P}v`xPNRM#{C($~(7)8!-3E`Hrd#Ds-O}8@J;s zLJzw~FCG;2qK$=)X6Lp>ye&R}e;3Gk)$NkQY(WMbUieU>NOCpfGxn~JKhKdKuHXBV zJ-PU_FRO*At{sQuh4@`%8t~SN>!|}qYe4zK{^f>d1+rROa-7}Yiz3&q%<CEE5MC8u zj#u*(Y<qoIB(Ss{k34#}rE#DWzP*ns`{+da)B{2tUq`}Vus%RJm%AR{o!cIi??JC7 zs&teVdMOil$_3&S9}y3eVdvw3if9lj($DfIdol}&;3m1JWX>WQvUer59KX8N2HS3L zgbudBb8_1{F>1coL@{~>(~A3jKh~~cbg1d0`N&D={dz<CJK;Nt70ovJOw7WC2NF`A z({yV3nd-SSyH}AfvOYsScp2Q>*g9UkYJgLJmTP~ObO1m1(fIPmO>nK@@)wuR3BcQ- z-SMQqb^hFiWVRnvtPGOU>?XYurY;i$YCYjhd{62z8R!GCwnZ~Jmoo6nRdF#QJo=cc ziNZm#t;kh<{o&!{QJ}txTvR?wgV!4*xEqV7q3j4%KW(lK-zKk{ou>`p6<;6jzvTX^ z-SyB{^4S7hpuIM?d)W>~z-=MT(gCtQ5xKWXuR3w;#8vaAVu&jK@h3QC8m``sO)(>L zvco=w1Knjacrr|bCM(f{l=;(nj#vM|vS%!B(e^<QoV*o$h=T^k#r&?qXS+~;d(^9k z_owlpWz99&tu$=xiWyKOp87QZee7mTZNPk-W@X!0h7)cdMQ!{?&_DAcn=;{vo$dT@ zFEjHZ2uJPV{*zme4hJi1JCtHU=)si%kJuOxefJ!bbf+-h^TZcw+&D-*X#UhbGKUwP z3^T{Ytnh0t|HA8My|B-4@s!0{4UFE+s*%}D!+*nRhM)HJlD&x8t8a<5uwgtZcnqn~ zWH5bl``ZDmPYX>sWcvmlOlUg_bNoWZZ1hkVUq;^a$X~RGO4KUtzmc*+1&yJ(C)=mX zv1OQLu|Fst&ApB>ypSZlz1Iq=S{nzEN8{~b=clu9anFX5^X?5Gf3L--<Q5gMB8onF zxC>3*J96>wuYv@j@S{!Hv%stov!*~in6;@9@@#$mP$${{OlxBg#JaxUKXRiUn-`=4 zJY35#CQR{4<NA6iom5jAgLX6&`z0>CZV6^;65md}A$zp_-ruYuYoVm(kKNas1Lzrc z=7jj_6nNX%Cm(Sgh248j1sD=8D$S*EV?P@eMUJQ^-Hq(Waz*cByTV#fp+HO@y2Ih) zODXRsa)VfSAh=9#R}ZWuIgUIIY{2+4rd)L-H`%RF$Nwg?9qF&ce`EhsiHWD0C1yze zjbfadoT*WOLbUe!YMza1;>))bT|-GuIa3DuvPiyX+I&jp+9xoSWPMP4b^^KohIHue z{RgooqX%rR_2D-wuE^Y`b_^ZlYA9@-N5`WVkDq!~h2jS_C2dJwRnI`Bx98jvP~y66 zOkJDM>EFe~82u3t6LM7C+};aOV*b5%I+tLtfNgsw;kgK1ci@ni9)UQ6i>6HT#5d$8 zWol*F4{R3wN$jfi*cFtzRW^DQ1nqNpFRFLJugssyd5>ElJ)=Dd3h32%#BD;ZCbz;# zU;2SZGHuw;d;b%MZ8XSlor_BCE5nEJPR?4%wP4jF@b{LA11QHtt5o+kg0`{sm-d)B zY_GMfd1Kj*Jgm}e5BBH4Zl8RH4ka4eKfARf_~|5Yf8~(>kCAvpX20nB)cu6}v8Gql zbfPd+eM2_4ISoTXmZXoLsX<vw|B*L8x}eEl=hY^{*MIf1(Ntm~7pCL-8xv-$;ZeM5 z5wH6sq;z%eW++Jn<uopndeI?lJMR@7^|~77`srH_?3#o1uHj}kN-CiC#Hiw9l84k} z-NEXbMT5Unu?As{GdTP(+xahR5p1_9SzC*Y!3D~L)vl{^K#A0Tkar>ze0A5&Xtt4_ zBmaX2r%N@s%%^ESZ$rgN@xA#r-)muded8}da-Yf-d~8Q^X$1dIKGD%K6#TEw)kraI z7{9eKZ`((Hu8iMP?zdVh!O}<|=l1?Q_z)LV>UEHg@;;RstbKSCwDxmuGU2O(qz@Lx zuQ_I*A-n40_ZubX>QSPS!%>N!1&@h|Ik%!mP>@68_Y%l-jrTDVrJ$yfYkF<-9J~@g zz~8lX5|7(!e@VVQ0LCF=+aEjq!cSLNJ<g5xLlBGGmt$VtAfoeZwD#aIj7dk7xj2&N z=m(n;`RPSC^_jmwq_G<lBe?5MzMX`Cn~heFwAMiDZuoh#Nb+9)pxb8$`JR8SA&vv$ z+tIo%vA_CA3kq)G$<G<72DY2a^Q=u{_~d=}-1(;~DCPV|pYi?@wwapvEg3JOyup5j z4<~A{*5J_8@mCb^8C<6|u&o+)JM8%3wW}X@nrW!r>84i`dc7KH+ffV45$=o~H)nAl zy`zdJ7x9&bYDc-H_rSiQvlT2Rvp8@s=H6w($DsSXPv{@XW&3@g9%ebwMV^o5JES-l z@%c`LzPZ>pK-GPxHTQNNwkg?XGi=X;y8$eXrwOk)J#NP?F==MCFJ&5j%9ew8JhZ_f zkaY@A(n}louh!zeIj#RvdWK+nyx;ge!zvmmUic=rG=yCXjOTa8*21yfx3(w$*MveH zc?P91v!H*}Y&~cBFz^`3I_(Y2M2QnE*6wt3;GjBSQvbUQpDUf*lw?c#_VU?+&mP2K zvd*T;St)Y9=6aJ9A>0jO%Z{<nG-<$9!dAyL*$vJ2K2?5uGC=Mxw~QJG7s;NEo=(_q z0Zzr9_P)`*gq!1*7kNldz<rJKSHyva8gvWu8p(0E)WVZu**=MvrA!hVs>ATw$wqS? zuR%QQ@ie4LY8rj}{JI_ubs!yYjbS{w4n{@G7;LE%c&NCKxmtV_zd3UL;<X|ih{PJ# z5$$eR%CC*FBK=GCeQJ9if9xbYtUNw<jVw5@T<KP;vVy!FI!SEZtspqcnw#iT0cm%b z-m^=NfmVoY-xI-)xHb6}mwf&_oZMotfLsh}!7jAd2P>*UDM-!4>BBr86*{|?=vj@{ zys9&gqe=m8usr2a&V{=M-<3A~?!<u9rg8m`v*>Z&Bz|&RIgYCZw|XvgW9lJs%k73U z@F4AE!n@7^jQ&`XRJLmrKTlL%b|5(q#z*<7Zr!oO@4V3?P`M9vxQBHudIm7Pa(wOk zt!a4D{>r{$x*i2I|4OGacH*P(dHtpHqp0i#X_qYhVd`$D)B5#`Fm!J=^zhSaY?m#( z+dR<*e<PUKscK`WFra%VvnL;@BIU<Ucvlf;UH%iv#8Q&S3Jm(opMz~ay>CJiNUy)> zW{z8Q7o-p@Q0gf%ul!*1&$KiJ|F~BjYQP!HW+=$~x<rK!74fx;=jqheoj9O$@b4rH zy>R$ezrP$aQe?jVI5Q8SmA`Kv-?IRFGB2<=jJD(9D1Y<rYacPLq)IQid=%QwS9rCi z55dmluS&+-6W~pDlF#tte$ewhy>%>N4$no^eHh$4hgQSQ#rmw($ku)K^Ucg+e96f3 zxBS60oX>l%qJOmt^EUL*#(oT<_4mC=%#;zhE?`WNu1H0e$A7dL{Qjbdout+!yKv(3 zes_b{l!h%zB5|yZR4}%;rJZl=f%Vi&r#c&p@mH8$+oc<IxN!&bJGud~e@MF&yxW*b z?J2k4#@*r_=-DA1o=UhwXVlcT`BqLL|FP1xX^AD&6Yw-J6Q^Q5AD{O-^4{V%L5V;5 zl<?vQZ65nd5U(F&v(c`<gu^5IAne-(!Y|N2`RnjOGN%=pG%pPpg1<JV_H++NapBKV zJsuSe6kAH#uz_n3?z2tRT)t6*2Ork9EmNkT@@G^dy9)7Wo#ks@l%ZmL!#AfH-eJh; zkfS=1_x|SPCV5@k6?i?=%XFuOQLS`rp+Qfe2{^TnIW1P!!3m?<y_<4+VdFZ_S6T1c z@V)NagsrcqFeUUPhn&eW1fNxS{GD9Cc^9|)er4%`KJ#pMOD}p#RE+l30?$UI>QFB^ zrc~ma%H89?A5_C93to4b1N~re;cIHosTn-IG?crebrJYfk9{>MSpm72S9kWX(D2yD z76a>wa`0b%yFN+t7hDzW@@&|(PVMm3iT2HpJHd~c#-mYDj}kMCCOMfM@a10dm)FuO zaQV&f*w3O-G#P(3ULw7W$>&`;mB`<N9=!5OFQ3GHtBNkgzjEL~XYY}J3|*MLkt^!? zn=#~kaw2(H<p;<{(q^A_mO#4vgPY~Djlln*)XCg*5|;Cse%5zRLb~Z>VZmZ59O<L6 z^Y}c&qgxVw{`9WJKLsgP{^Kohl0$66f$1es;8Mwd{iGJP`XzGdr6%!Gn%j>RW73lp zR^(+QJ=AJ-^quO>!PVjTz0sD01H-etD#cH)HXm*sc=%E&_P$+GwAf1SW7Er~QFfKM zPVMt#oOLeHuj&Lx%uhhHnBs9O`4PNZty8yAj_^O`dJ`%c$i6J8N`jf}xf~1J_w2aP zie1}E)rFkKLGZY~+gZCjm=l!vwkf_HdxAt|%0}Dp+P%{2DuRXR!^9@M(}Y5v*AL{6 z=nvotrR~?}%6>uMd*yGsljE46^7i0Xev-$%_UMK&^D?+9B?@_@E&*+H|3!f$(wDq( z%zVsx7-sHmxb6R&3b%E|U$NWLsfk-xcq`p)085X*ucb*p$<aXNg{@-`@GgA6;{BNL zMSpY&71a#lmfohLbaoAppYn{o;Y|Z_q<;Oit9=bWv)`0eBE6skngIs`r#peE)Z>Y9 zaVO+uP<*7{{v^52Uge$FyKwm1j~ykSM^W;knRLm83HYbsc#vbD0X8|)E79vUftQ|d zfl>tFN~76Jg&ixX|2*7F$+#BQzE2&RNt=deYcrYK-xa~O;jy6{`E`_Ma#0HvJmfi8 zaOhq9>^yA9C|Z1S^(VYf(aeYyn?y;iU6pYgNxoVsj;%46__b1w*G?I%!OLg8*4utf zVeoaE$q4y=<i10z8B+;|ZR3R(eEE9es<BS#vz<-EW3{&B`R8%SdYqEr?EV0s_i-M2 zM85C6i!!{9`pfvlQs5((!Vo-Ry<NQL@iKVYOBf&Ln8hU4epR_w@xbz*ze1L5CCQn; zi&##f0&mVymEZ3MAtRFS`0uoF6rk1W#9=M?^0OqE_Yhw1(R=UX_2%HPg?+_qvv?T0 zSzbT)VhTL%9!jKbCB1<YNzK>%TcMM(J@s7uA~eo1@BVaa5~3~!N51&6QLVW2O0!yA zJ@mF)9?uf)K{mtIU9EMMINv9h`;weLmE9yY6n4;2xOo+HPhA|t1>2n*&$duu`iN#! zb66MjD)dbqA>R4?KL(dZRSLm}_VR_mI6dWXX_eYhS|esW*wDZ2LLGb+IJvB!Jb>Pk zM>eSR5&m?8;yKQm8eA+*ed(LoiGlw6uGx)}ob&6B@r9LUkiME!!>LQoN%T45&)1DZ zfRXhntC$fm(tfv}vbYHDR~6^(tJ16Sx<~pc@200{{eE&#LWzme_$T*n%-va#(KN1T zPilsdyf3tdgkId~Cx17wdJ^_f6S#f-T2X>a=i)(kZ?HH$IOnsa9c<+v3s3hoL;Z4g z+rMfWZuguqes4Vo<?1w#mrZqWx0z!hhj{iBO0qk;{tTg@Xnll;>ondtAi-kbz5)vb zFyXdk9zRkv`5uuuOWKv28YTN{@n_EA9(?c?Q~9F(26~zaf9=;p!_Y2plRK=LOWq$p zWS*f{*;R&t0!ozS8})GUGVgVjL;c8Qkmr8?0u>j1M1tJPNFVb1HZRZ1OORfB?7tkP zukf&?F~n^hxvzgHPlyruhjRnVuV0DIflZLxtLx&3KIv{3B3WlaHT0cbzfLVOi?6N~ z)huF2XoQl{4Oe*nqS02$WdJ|kTa^EIaE-j@GMPV)>cWf)ujcDJr!m>3Rw=P!5p8TQ ztv?!Ei!L3aw79A|X!|}NEn41<rRs5~WfjQYMT>`FpT{hU4OQz4kAHv<*`XizSf!9E zfRhJ%_$uZE$Sha<js&fXK_k7^y^t@RTdEPb2wLp?IwCI$AVb33Hu`xvm{4|X)^%o3 z<5D_zvvZF43wd5go*;g_MCq5h+FYHGHpp6#(2)zTwIeF`YOlg{;OnGhjU3n&^w{Y7 zQL=xQ-O(d!au&C9#V9|ISVqI;k5|9+63*1qAEwFTdGP19RA;wxA4FO_Joe=D1n3uP z>UT=df`G@@6$X;mvOD&sc<DP04>jF1|M-*q%9u^A*~t!L<W$A+@9HmMcbkvg;oe-Z z-(aG!eTwwlJPrCYe^0<biXeq)Y6OHl-aPy;IuDVT-kv`++Ko(I%Noc|ueQ<I{*5xv zFi>K1`~_5IA<;tJ<nGNepgBLOqNnx235PPz=Kp%2z)Iol=X+6vC-J6(ZgLcDlx1cQ ztPVj^)Tm2J7vbM2K5pIHIs=a`Ne&bi_TzYeU}M8(I<*N6KHdHHi(r<@u$D{qr#h8? zLuYIV@1b^rv9NItI6}2T^(_KmF7}WmgHASltyir&n^cSO4|K|31=e6+)WfKlhl6Mu zG&#pa{4VA@-pvXq%;Dlo*UpbyXTZ&eeIlK)9vVfCPO_IKp@x*NQ^||3;N<u)hyHLO zoHen!q4=l^c?+kW{b-uSH*bd<zZ|QA9Yqpnuc?K=zTwcA?u%sq1$;AW^vy_jd6J7` z3^8stzDX-K7yA@tBf{bq;NZF1<BhjVaB3~^>&c-ZNcK|7u$Y?$&-}lPW2rQf|B>{H zI7x+G;bVrfvJ_l*X1ejJ-7tDQzGWOi`U4JC3x#feR6KDrL_&;?3Ry2{X-moDFyT`1 zBC@$1t<wF6sD<MY#vdL1dM^#RcMVql8zuS2y^WRkczdvVlhJ->X~H2}dGRxqaDj}S z|B85h8-w)fmu)qc4WRj!qkDAM41_*qntr}AfF8U`dNoDFZ>N6eZE_azK(T+a?<8Eg z^MADLlb?;EgX=dA#t&u4_h4m2uaibN;)|56yyN)0_MBNxY7#c`|GJpflnbDH%{;x6 zii+9+Rsmzgv-|$$`^^h8cz}cYT*$W-I)v5S>#TY(>fBB?I_nYG_N%3UE1Pf}=2zR_ za(BbFd5NEM#81y4>BnhH=66)IQ1;Ftee~CK^BqEca5ig>t}tU7-!j|h1n3r^WB1>% zW9;-42d(x_{Z})v>~V6dl-CSi>D6PIzV3<lrWa4_Cpp<0Q3hq6{vF7|E}mHA(}rHH zJ<@+C+Hh!Zbjy-X2Xv>s*k-gghmA}Z2bGNG@v)})X20Rj7_Q>t=gw6}Y&oYn&0f#p z-SW<x^y|CPJ(G3i!SP&>^jwi$8mYoDl`XLW&;P->b3uFk^vK>U3V*l~E@49!_06^O zec0e6RXO=A0@SM`_HdBrV^iR7@!sZDaFE^qiT86oN>OusSZ;RWf8#fEObi*-R_$Z$ zDl-4#_2e3@jT2P-{-49d{4&{N|7P5GjO?kbclnP|eiUL<jd|#sh5-mnaw&PryNc%m zyq|eeRxql6m(AC_d3bkhPwP548jjRz%PQ8-L)6Jr?Ot?Ks6TyN+KaOt2e*m3eQ)1L z(bPVa;~BS}k|`9LA40CzNKcky8{?<&-QG+4D>u#~#8jO-_-g{UI2h+0rqHQf5_T}U zxOot&Ef3y1^KlYyKXG$-GHeEiSo0D?ZD=69y!o1>*>5OJU@!P7P5N}dGd~njNN;rF zrUK{25mf#uiEng&;NqQ}{d3Y&Ffdzel1%dPUa3EL_7kt71@o3^al+k5>E!aIPfEwm z8{rCB{)lG%hn24elKJ^rai*>2L-<6b`dR{o3QK&l*81Ovk$zg<+e2g&;xwt!T_1)~ zGJ9~SAd%$1WE`E>7JDFY>|w59#~f_lTzHh{Q8ntt@L18kZ^4pnxue&`=5R-Ym8s5= z6=2g!3>CJ_gVTgXtRLNq&eYJrbEg(y#8VR$S-OZnhrf^R&<MsWZP>P_eG!cUiXpeX z2a_Iie~u^n>8|_y#@S`FFn8j;^X=$A&>s>PV{TQAt22pXAu@Sb%j%(QYMqNO7Nj`u zYfQrF_d&l$<CgH|>W0?>yP7~Dcj?J}l~$125i$SEz7==5rhkg=okqLx%n{u^B=>NB z)c4DeF_5GhH(xrU3>i-yPi`jp@k_g8oV0~H2?V+O3yqs_`l%Dg{YbBD%$#2k`>9ZJ zSj*DtN-=mo<mB6UrwzleG`%$w@4?CbsyjcmMj-Z$*7H;Adr)9?jsFy74)0v{_TL#k z1fts^n&WRh_L(FsGk=|dx846mR0|HmT~!tvP)bEP;eBDrO;qChmEWX&U>-Af`feU1 zd2v_Wr<JeXQ;}#W1Z##ef%DU&2VX;Hq5V?Q-vjxC+s9=?k=Gf9COx(-t?gB46ud|5 zF#jwF-nC8Io>vElEZ=9x*UqE5&L+jUYjhOh)*G7x*d|eZW|3LGx)X|PUbwy9LxoVb zNpbbu5{TU|zfCn}9#*7IF_*UtBGp`T6O+**47(kFZZ*-1x6+yHZC?^jcHxNV8V`9- zY!zhNl3#@%b9h@)Olxpj@0H<}@>baC_~ght<py~7)I4WlsvAobXK0MOykP&YA$Rp2 z8oC83YkoZ2jFw*KtLU#0@3EwVL$TE_xF7UjSNLw?Y4f_fS6q4+s0U?v^*9<a{8wIJ z{WOD`e7KCG;pY*sk#2j;s!n+4Z|^@{+`R}E{Rb`AwdP}~&0UdpDU$D1|2$w|U4@#= z+ja@i#!&vtf=uGuS!j5~TIM9sjJ9P_?Og0L=<}a_v&&*HG(VkpI5RekKAHFEjiz2f z<e|2Zw+B~nkUc&^B(xK7aAQnlTrgfqTj;&uwgySL`C+#z3oz}-%NJZrgQ&=^b3p9O z1nOldB>2Cs!z%-|jzUYl_&6ka=R0{SF0W=YpR+H5Frgd6n~xG6-h&GMV}B;G?dfk( z>o*f{z;gUP?IRVqyX;$nFVx}qy0&b#p(Nz6`Otb+Z~*EbD*Zl4d~^0W(t0<pw}OG* zs`2;g5m=<-Vye<hLi=|IzW9>-gs}gsxqz4k=$&+-tt2t24dut3Nn81gKBDqlg*_(G zq-4+_RlS?s$7{N~X2xOfjjHCsOABQFv&88%L4mB@YRgTxN3i@TT-wP%&WRV7BeY4L zdd<#|HCLe@Y#$#F5+-}*n)JXMq2xZ|>wNQ=&9ASJwzlY5bGi~$KmKD|Ae_+q;%zYj zhu2fM%gQ)Z$o%<pQ}Wqnz9FpW+2*hyO5XdJR(rB;tzq+-B`eq12}~B)9ko+%7^hC2 z4Y1z)7k+2iU1A=ehC4HYds5?;;V}38-nVBXps+ui_s}jnifckb>r4Jgd_Se%#3}I! z%g5IERhb*`A3kCU4I~>>uL<LW=Bp^g!k;^xkpXtu8*DUgjlp2du$jTtR=Ak8d?@xj z$<36W7(Tj41-llS=hc__5b*LQl#BJkv-d^&<X2~~zrou*!7Ux>XsWAX=SJ}OH|w!` zape1(Z`ig!ybxmbn?vM?pF+%c=tO%U>FXaqaiXr`6IjyZ6zqcP0hf+dW;-Qez?He+ z8RGp}`tyKfZin$UTk{1<#Ss3v(RO3(aUniU;-ME07{@F*_^Iu~pyoAXH0Pz&3g0=S zUXLzS;oE8vwy~@Q2$t;4R+etZ?~{*$bx4j;XkX{v3mn5Rzr3J3MEdp4Dx#GC^S0)% zj!D5xH>MQm54<6ssZ~x#rky8S;8$Gj(7LKwoS)si`THW_?r&H2)zqGZJG<68rH-zG zt<{uyBFTqu88dJzGh?LK$(gcD=2fD8Ld?nR^^>^fpSsf4!AQxI;W_M^T8zI9yuV!` zdHkNAvR__pBJ%_)+rPc*hTzP~iBG{lo4{h9NP6AFd34v0`k)#;4<75Fk~uFAb34W# z?jie=sH~T&cYlqbW&C>AJo<SEXKwI3dMX?Fc7n=>utE^wnCPXBQ~>{im&zWW8nDb2 zDSEHgflD0=k?VMBP^4;W@s{W+yrg|M)1T~7jr6QX*EX!e#=-6_Ot<OOifeq|Wibuo zsF{k5I=SBT_}25Z7`%qQT^(>l=@0PBFU*)eu0fZ?e-4hV6ELsle6?YHAy!`4EXlKL z7<TX8BKQevAb2>v$Y;10TTgqrRFGZ_eFgbmb$8*LhN%tbeilK#y~xlLk1R0js{GV< zsSWHDyHXgOHd1)nxs^hxr1w8m`g2N=juM(@q+?W4hbn3bU0w|3u*I|BwMk$n&b=y{ z(L39ZeR}2ofy5VUS*pGP7iw`+hQ4;iAHuB_;av@jra=myM%1+)az647){$;3$KOxx z4quY(K;xq`Tbf7?uW5u?I753JCm4V950HF{l|%ULbvT7#T@K&NsY7^aEvtIh`esBu zx=$Bq?Xb-GYx>ZRQPLkdf9q8QJ;mx`isqJc<&f4kq#<yVhTb=>)Xs3y@PS*gsW+_` z^%SnHoiLt)h$pKFFRU0SN2b&mh?D}SGgN9b`_`#lRJ$Yo?9LcGE~duqQRs%;VyTeL zog;*^;T&3fwE!8{ZQ*0-BP!PcXOWjXmhsxVg43x(WG+^Iki+8D96S&ZdK(zs4Hr1h z<z3{QfI>^n3u`*WV`S6WGx4_?{Az<%CK)MsL|7+1t8W-;c&(d&;UDx#o#tZ@orQN+ z`_$}1a-e0;2lIVz=Wx@eU#`Et_dud}*Xl0$DKz=Q;a^!%jRkS-JH>5C5A(=I>m-W> z9N#K#+9R5aHcG#3MgH~RP1k_3{om`+rhuYyw~h2&JS8rTO4Xx9;F-@`J*u#sO|d1% zwgH293zWX^jR&t+tIq#gs^Hm$eh$vsCVUo~IpzBG|Nh0D&z*ZHu-@<*+ry$|+}US& ztuSmIg)vj?pj_}QP_Nplcq#Vdgv77Cq5k=}n|q@RPevaeapu`6C%c5NuiT4%X+cL} zOyNv@+rNt1s>5m94@|?H`2$|J%i{=-+1x$m8j$l@L??a59IkdR7JoQY2VG_Z_qAsl za4x^>=MBqYxO{q@m{s61I_(_0$o+Q)SvU$!AF|J5SM0kD-^{1r@1EO^>kel@ztILC zGqP`an8m5J>PEP9iq;gHuy(vy_faF{Nj`?~Z#_GywTLB*d2(OnmXUM!w^mm2{9fGk z!FHCMcOB`ZV{^^>F;Py=$VIdUTtW&J(jpnuHbsAO9w7Je^Pvf~V(aEW_qI^oeBm;> z^XD$@9Vo{^&o3sNgVnfo<Hh4N>1ilDSbD_0@DmPxyc-uNKL(l0(eZpubZR@V9IZ_& zCq3LfW!?{Vr{S*#NwsalWe^(On4o;J7mn)B-p*MZ$Ig=E^J<zo;J3SK$K+vpwfw^4 z<q6D1P_dbb;;{Gugw(n2h3<}nPhuwo(%GBAkhZV%Nn`|Gl6F#%;Tgm`sh)Bo&qiTs zoB5iK>;&P<N&MGF@^uHos#sPtXmF;G_jHGGKDhC2;~?*U;PAQK_q!JH+%*h;DKHpE zt!7{2Qpy0{R`9v=(q|MitOEAvl~2L3m8+FWa0k{k)TPLfeA&m(+$LgdJ*fWiOv)aO zVPMYC0SWS6#qwXshuurW1JJM}bEGjBOk1V2gdX(6qjgU2|5zsB{x03Sc{Jjscxr6= z)T|Bs);-Y_G3$nl!87zHZ7Xp-Gu5)@P&NkI3OIC={Klea471<;MznAXX5tE(1&4pH zrgtzhscqidNwvSX45u!ByI^BM`di;@n(PvY&(*icX5mH=F8}Nvu5+Bg*UCS&*0wJ~ zg`d;v%FGg2mO66#(mzL+t-NiAKTd)2$G0z>GRIMI-_NXwANlC}&Y3xc4RO2Jy8Qve zE!c=QiuBZF7#R-Hh}7Ds7E<eL>*ijI>}mGF_Iv8#^_g(jTV+%f<-jlQYz4^wbX((5 z8R8qXbxYs7)&P!N*(t{ji@>;&F{3B18;&1yQ68ezBfVe^i*g>};cUOt*RA{q6xJdN zYL3_A?3U>m?(6*^$rX7pB(xuzmvSHMUZ}#NF6X&jq$exz<Hh^FHBY>A@v>M@NG%AD zZami6m5%K8jl6$&3qjdfpgexVB$}JK1^l!ny!-8z$Ly76L0HO<B4a?fAdVbe2kPl4 zxfd9%yZyQ##P$5Hpxd3G`D*u))fXBFUs0WN+E4;XcN5P3dpv>x@?4T7o0-&(ZTcNt zx!8vxR;ht+w~_qn1|D8K)dIu3H3xEJvp{u)#v%EffpSH4v4YNb9fhOS_4t6n6kZB) zNF9FKg}!2EcgD_C;Z5DM>_Ru2fO=m`X^yv>_|iftDr7$Baj!65{~hUnSa#*_Z=V8| zsZFBF9!tokS(9TPF@T#n#SQhY5dZl8-@0=<dXZIfVLnQL^f_8v{IX;!P(4(jDd5;B zrgT?-_2H_7D=BL3<GaTo#qdZ`is&fTvyIRdf9%71X+FiNR_);al_^}7wg7KdQUkgc zW`J|MZOR_GDt!2qI=qWx42sR({B>y?f<JxQ<_847V9vmVg|y}<oEG^p;N-S~<uxW< zJ>jijx=Xyjf-M~8bkEzyRFl2a57l-vmO&V%+}$U8pb##_n|KKlk6TlsbHuhC<3Me^ zaeMG{KH+K~T025=IWTy(&(bv$f|c?=FETF@ucq6hxpU3feNbB2HDVfmEY7B+xscB* zB8;K?#w2(uP{h@?PQ$$9)?`nWNvwQtxbwC3EPkAq`+2CO2d$(O)w~xv(QLc?re2$T z;@Mbcl!#<jW2t}l-y;>m74tdW2HP93YVhc-EQ@Lw-=E=Jp*{uze=P;p>rMfG`PR2# zJNvM<xjlUFLj#rsDII;kr2s;>ekt)K&V#{|%>kbnX~6U_a5S0l_N_gy&@&9J;s*A< zM=H;VFYC56bDux)o<wby7Tn&8D*30)i?~}LagI@X5;|}b+fF6#Q-!EKb@xYBQ~~ty zx2le3&O_QCu?u*)7{yd>_AsoUz-z~@v+nL=R68eYO}S3Xh9`%tOjV<Uk?n-_hK&bG zAm~}Ev!`MQ-cIwd*wIgVhCU85EnkMfwdltxqhJGwWO2`Enl=-^5W7>dMHx5>8Qsko z%Z82#izN>yGVjhD*}YeK7(0vj_De~0!sk3%UvNei{^zr|qKu1pW3RmXdiqZSO8i|q z*Ox^8Kc`ZPA52ogU$*P9EMFU_D$GVaY3c`SBmdGvdJQ0!wF8gXBtT5*U1nLmHW1w+ ze{UhG4^yAG%NdnUgY91ZmR#jpSV$EuPIMX~T&T|ic5e|>G7UQ0TB<R@MV-UzNj%c2 z|H|$xrQy8L)oKBsZp{2AXOU($hjs@cahH8Q@{Te4)Qh(QPn_X{NW)&(VaagKDZdAl zHmx!Ys;{STEchz?yw(KFZOUeIYa~}D*+buER1G3G4UTH*%)?i`JtbZ;1MvU3-wney z<gHWr@x6o0`QE)KI7c|2+s!H(3&@^W{I%r_jc`MCnqytGu>&Q)y&X83xeNo55yE@< zv++iYY=o)m3>1W)^}R&?{oT^;t&CnZV5Aq4k~=_hr@ZvLX!SHOnzVYea&sPN;?j>| zR|@dNegElMp&Y`wYP}YHY6i|JZFscCx&-HUy>h>jSqHM;d?kNJQGqpMp`7pEG7kCp zm0iA-g#B+5*x5=+?vA@Y?a1OVZsZytirzSl##z@X{LRGcwd7FwR+)-hj+XrLIhu_~ z4Uf;bS`S`jJmI3pda*aa)+)4Z7(R=gj5+>s2K-K6T3KyhMmO;v$IRH1A$5}9>qFfz z2HgwhN>v<3_ICqcH<3B5%f{F>cH>Uipm^hyxOE+Bzt27ToVO0YpOaROPiTf8RP#tG z+bGKECgr?Qp9AsxwtgXpmQnYNv!Z`X1J>Q_JM4Lo%(*j|P0KA?F)lak$fm|V9NM9H zs_Nut2r%6uB~Cv7u`?Em=MJ<$$X=yCNIWK2`|o&dUYLZB-&Xjp8b$ⅇmjE6YD1* zjHqVr?!l^GaoZ*ir$C6@(;30gByh5&>X0@pM(+<hf!@u~6H>i9CU^o?zMa<0J<$)t zCp|aZHSR~To?-LA<z#s7&=NJDyNvX=N7ds=Ut7>g#WS^k7A12o#6dF+8g-;r?~(nT z#@V-Gvvq{)_Jcv#;Li-Se5iB}osUP;G_|r5n_J;w2X}gHbR+Ssj;-rFJ&#`^qZxWl zNq=0du4c2{B;JraW3oM#^c-x1JF-`+AYH>SbSS6?r0*`U2pJ6^k4WEL1OFjRIiGEF z^v?h=)~splw<2?#LmmuQz6{{#X6nrKA;P`szrG|(JaL6a_q6Y74Z?pfWztWk{DRSE z{n=mNO`zLTS#kH$CU_)P?40?n4u2W2M|sb!fcna)-pZD0(2UjCSWq$vqgO48LL$@A zh3{Ew_s}rxJ>R$Au$~GpL_!VfpOnLM<4n~TzuR!&UHL8+oheu|EDWe8d=!BzSx>d! zRb$ony1$Ngy*S9){xa!BG&;KtCjGb22o+6(Taqut0I!PozrA&cd?Dv&hjhzO?DK<$ zYf1IQzgD2|qPh@X1qlf5qfNkRIuGqZ&Q5TUzse)K#7Manx|1iLIU6z@PP3-Oc7U+E z;+p=cGSt$@pISRHhN5dT0|g_s5M1D%xpk!jPMbVkjyu;2>pJsC!k#cuE}R+5RQMeY z`f(+%EbF@=sMEGLEII_yI#M+K&OB^dxgpg;`os*^M&qBXHG*aMwXF3VBY3DGjbC%~ zBqk~>ocwlu1iI*@TWFdcxNj-DdUw+#2ue0)JD9J+$CZ=QW`Ej=r)RPp>gwSx!>x0* z&(e?~_ftneYX@o{;WZE=b97@X8Rgzt((B(nw`t^hFnXyJ6{??J#8^4atkloRcz(%6 zu!^Gw8@&!D=Jk<%n49kDH2WFo)f><-CG(#PU7Y>w=8L#T)RWf1+X*v4oae%KPN1#8 z<uf{Fq!+b;H^L&U7CYLeWOPnWK*G7it`3P7RHZ!X7;*XwVdmL2s)TpznwzLA{Iwfy zIsCjZ)Yyv3bKK$Wm;3R)OAc#?SuN`EUUd$z=ta)NvRZx1Vg#Q76^5^?cz<(bnEyx; zvYxNj%$6S{Ii89m4bwwVvb4Fngq2ZkqF_s%a}EUxs|Az|w>IH(Rh#`gYWqR?o$vYd zUokLvP3E7l;s7>y`d-K+en7(?cRrRz4x{dm0ebKMszKn+r+@8)Bj9#gM(EV?EGpFa zxlKHZMa2Ug6btg4Gv4$r>uX;%sA+P<e)k=Q+vQg;%B|3_+c?VbF-Ioh){kqfl5?!a z3C`!{gVR`WEY7Mjs20kwptR9t85~N}r^0^Mz{47)3x|Kiq25!e(RVqd_rrdbd*nq2 z`12gvU*|)wRxmSvnO%4kc6D9aH*_Wi|J`J&o%kF8;@UQDTjmNuU3~X*1(qr}zn)d^ zxlbb`s#>zw+#qvh$D}_y&ATx!STZHDX&$q8)Na4FaSr)e|7hPJy_N`L(c7`pMVOV+ z`71%>59FK=Vg0i<i3gH~o|%i1_Xv;XFNT5r#6S7wz^NQY%FVN0qdyKVVD(VKVD7eR zJiGC*L!cJfyUWm7H?UQbCy%ph_7XXl_TcNi$2;M<W1mM{;w;Kprc#x4mr&K@v2tlw zF-Wa2FYXMC0sj$Wt+f)uN%x$oR&-qekJ3XYcei%qttfxx<gHY2?rgng?bC{TWJK}= z#R~EKmCNmdj}q|oAHU~=6@Ad$r+4g_;RG(1H?4eQU4f*R-CIxHq@zf(V!z}4QQ(#R znW{iMcFh5dj}pr3P=o%f$kvU?n0dPILBR1G3}IKWf9pr`U7rM&#EHLEL!-ztW_}F( zD;o|v?q9(F3cn<)?OMUz{~5Me{cJ)$5Sgz1I1LJ+E<B61v-t1R^VGm+U6>_N5pBGC z0!|8RHGVFP!WS;dCocu90sH;%$F&Zv;L~Q{uaMFYX~!vw+yAs+B<EsqQ$RKT%8MSf z+e!G2o>JR-J&3nqGxIscvOe4@pE$7fS35d+8!9Rg9)cwU2Bfp(!Lq^OjF(sX@#jWI z*KZ%^U^MAaw@EJP$Hn~_Kl^4G7eig?XXj_&-MI}DzT3NDMq1&;h7l^X$e$5$;){g$ zH!IEF2-U&v#``<!SUU0HHVct%?QRVC#Gd+j3k_B0jfMALp8=K;`cr2K2as)LububF zuV7F%HQVP}4gFi6+!AGPhnpvZ<$u@{Z;VtV{e?kRwHSrpRV(5BxNCLGnMeB?A;^6| zEx@0Gw%fC9Y@f_QC$;X9pc}bwU*)%XzoQzS@7wuY?nO0l1-|JMuP1+cci5gh(TVTR z3f`5MqNnVy+~-#4_YpFuoc6JMbby8C!#Ms=!KkeMC_Lm|34VK0t)R269d~fT>#75U zXD-T>$FEI#4FN@>u94%A-qZdvC3_azy+tfTVn|=cCX_p!%v(i@yS3ROXTbZ=w?EyL z<Iuz?lzq!)8g#<bjvV;ji>|qk7XEYWg8OT(hvK%i;7{d>#`|O*F)mJbk|{PHerrlb zmbwsb#)ZQxl&)sHL6;buMc%(lHnzH45gP;x$qZGQ%l(kc`Z#Ib>>LbLyUusKpkisg z$q$9v8RY$%Xt%4i3)a*HU$otwhRH8G9Su+A1EXZqlzH<Yu5CZZop^5@C1J!hyJ{a5 zB7zyutq73bM15V+)dVX3+EI`(8{COUrP#~1WDQ_9JtyaO^5>^3TwIRp|KUuPLiY79 z-QfE5;lFp+m?_6@dgvuFEkdZl&DX*-MvA^-Eo)}u0-RtoHd|LpayOkf)fH0v(82%@ zNPnQg$d*3gE8hKZ(7bVOeA5()g-K>?ewTp`ik6?x?{UYY_X2)yN*x0aiSWISdX4z- z%*AT=n+<5OuC43VyDYQ{VV}`q?ZL=;W;=bGDmd`j$l+7q3|<mhmWdS~K^ZlHq;A<| zVEV7e&-Z=<IJ~=}wr_nK7R#8wvs&!LhD$QqFWafm_WboHK~C~{ZQ?jQ#LxiGge6(B z?TX>?nHS#eQFFwfXU;T2`gXVG8=Qm;y3xh@t<}&u;`=-L><CwDJ7_L_ALNJ|!pNP? zzf1{ls=TskF!1gIdR^b)7y7mrC#&z(J+YVp(FSkcMEz3Oxo&M6oiP>k?1}@XBfBB^ zzI9RnBYCg4na|%FOjwK&UW=4}Q@AXeFEi=V2B(d(UHDh#VTZ)LC8H-j#V+%Vtk!BZ zZn-!u*7q?BpG+lJm&td)aew`#yUc6gygkGyH6jJ6Uh9)fYbbC)mzT5UXb<5*esN8K z$5222C~RZO3{*Jg)%2gEKqlQKi_e7LQ*ChnTqAon=1p6u)N3>VMfK-Z!9BA$rlY~l zo!5t3&WN#?bgaTJ+rPCD->KjWnH<(PXW@<OJmE0Wu+O^LtmEba_-@_cx8AiL53JoY zw=Qf47ExbCw#%gNNI5$_Tvbm5_UUg+j&@;F??@`$w>tPPv(&L_@d9tAh%D#JQ(+;) zwyR(<8B>>wl}nY#_1{kQnABMye1?WA*9~cKc8^@EVCfJZ-KTr|_S6jF<dj9O?&wDi zZo|SG)Gi>3%9X_@o!EK$Ih}oL6Q=%VJxk4+!RJ0f@@xMV@yCab!>2xzoEFD+jZL50 zVQ2LGS>wB7SmA&D(Os7*Fc&n<4wxRn(#iA_#c@UWbZ2VmhYij6BkF;?Bgu(>vh7Lq ztfZ&R&2S~?uQ}pNL+-u1+Ga4xNnrCGl?AwDrx5s-+&7hG(w{Jtl71Dv1mC)rC6NE> zx?~yO1UJXkqjUClf%+%$kiMWLsEyq%tz%URVxf!7|5nzk4R%OhmJ#}YUiX^hZfL^E zwHF<A#?x411gY1B2<OYPCH<#J8=PJLxFIN-_?mA_v>Uh#VtezoDGA+5<d`q_J}$Kc z{T1!XlZi9%<vIVN&G%KvjoxTm-PePI4Ef^qX1(B9cHf=Odlb5UgN3fnKbW8AJpNvR z^oTh!#W;9oFp$17@}bQ<&^O5Q>a<J&`>C5-)aA+NWcsZ>59lc8((S`y*A1ccKYIh0 zEd$uGOv{ctM&=d<dwJI%qGCi(tiwT*4(MrW_1g6<AB8G~3mAUU@WZooMZSiAXdCge zVdY>KR5Ya4{qkLcgIc%eWg`2~dtOlc4dLm1HjzI+Iz54mcNMMcOv^CeXr$0va|r$2 zny-g;P$4lseOSYE7=*h&{n#$n4GEbWeoEJOVmM#xz`w)^kSTDUZLgoj2YzeC^Y5Qx zsLt(NHO*O!Ha`FJ>E}Sa9N_%lVdGA`zx8l!$mk?6RJ;05J}!k~!Am#Hor<w-#khD! zNj^T=H5ev(dm6G<Uan&;s7Ibh^FCR!gODF@lH_KT4+GjWB=AYN+$*(aUwP&TH)VQ! z{oZ!`LAR;3Xk9O=c}l)<r7=@JYMhW6q`PSxn-tPYIW9yM2admfZjBB`GoNuK3l z<(~MYS}?tE(z$1@0M^f*9gVl>fTBY#{`1f0kyqL9%+_$ygFZv~{FV5jwtRS`wfT4t zI@HFt{AM8hzs6fT#tr&W*D|W(e)%8{C;ioQGAx71jU&nnne>!d>5J=o9@S%<2S*^^ z&q@67?OX7k9pkt&p<>06yr(Ngo_&}sO2wZ?`PXgnn*^hf7ym^Ku7KZSNX3128a_M~ z9vU7@I9Fn3@~7fwK#S{$MZ9JqnzXQ8c&nQXyAv<yPfE8UJ@?;5+3j=`JyQXen6h#3 z_OlIfBD{7cXTBr)ZFH2#ias|HvS;e!yYZXXpYSU3JnTXvhOvP^Ux3|g2IgcA{1#-s z0d&%T!k*Pn!|5;fPEURk&h3SPFQtN2$nyT_Qt(1G_Nw#0d~>1;xT5+^m$%QtLq(aF zAseaqvc5VuxqB9@y^E!-PfdW&{v8waepz7sw7{;H^rH4Tt*|~n7X#Z>v<v;zh9QHG z@lI%A4?5*9N}G`1S97d-kKyeu*vM!b&y$@CGr#og@=0!t*<;@H;l5D}bjda2Wog9< zt&HAVB-d1&=By&vPDKT&X`ZE1gfqIvr%FdW=$qXC>(6tcr;G+y>O>Nb+jF7yX(hfT zNYgx@;ukoH-5!eu7jo;+>U8}fcEWRcl()(GTSg(=@Q@lG*qn%x8WRgMkCvb+EPxXC zr5Eo!+0V56uNB3&{u5tM_KbmE?Q)mGr%<c=Y31#gtzaxOyz4vfB+Rs2Vg0!2H`1-f zj9uEX4DtC2LwTnv@T;hu^N=&yM_)Z@ugAUuYb8M<SHo*Sy5K?g;O24EPS08?yjqR6 zxw<T2Ol??|cSa)NStshMZMNUkSAn7$PTQ;usc3prVjqol78{hBRg))L5H7bZBwp+# zeM?REoqM{`hyT`CEmIe;nGB?OXp#Q9#Ieigxf?Nex$De<&|V01(QsbxU4^gQbaFd< zNv~C2$f9U?7*8FX?$NWPK+!AxFX3TR$o%EXTK@nY#cTF!m`NZ#<@bwC!r!u|0j;Cf zt^3#t=~|UTzeO1+W_@}k9y5$;R(xBVw|ySR9ml?1v?-=nt2X&`0BSlR$k&+0r$+^y z$S|w+KOLwelU`RZyMVFrDp6`2zd?psUC!%A50uhO#mr3zkFr#Bp+O-PMVBM!oZ^UQ z-P&vAz%?qy4X>X&cP$F?K3i*+70yES#i4FNJ|;>yyLZ^|-xb7l)$J<Tt?*e`>P3Q5 zJlct~#Y$9@^S6@h%o6n<+O2W!GrvgY<ByI^1qOD5U;%g4{VjyQ`Lu9TP&~P>7pMF* zKSV(mBMAb{Y=Al6ve<~4aSS<d*yE690lvI48hqEh6!*7VzE{884ZHaqyr8Qc>{r`I z9+7?&z0f1EkbPt?+T6bNQ21Xw!eVBuF5U|Q%MXiZpRQMvcyZ=AJ2&yYxSM_V3mt~z zhg~ku{~H87+t>T(p7lT(*M`vSjcf2UB)7V8v>wxq#$3dokKo4iNG5r$VO05&z$8HU z@@X6Bf88Y<yx;#m-p=cl!;%3BXI<4^;vG48O*FI$E=bA9+TJJJIqpqqa`Y=O<L+yJ z-Xb0khp2|w{iNXP)32pP*Xh)Ls|E&3O3Xpj{ln$|P7c72S0V#qZ48u0Z}}fqYEQ#` z{t}CDmR`{LFkH9UVi?op4sE#S_Z*G)joJS`JO+&aDFoGZc41wk)Jy5EFt~7ai&J}X z3!ENLOrh+a!Ma5!x65QM$Tjk{__E+QM&IO)i2BwFV)Bu(^n}~w_=XkNtkUtcw_99- z`x5+>+4Rk2p%bi1nG9#o)Z+Epop;X@o}D1u9p*@9l4twKDj^^^ff>IpX}lS3g+yjk z-Ca_R@bSpTZ+1exaKEkZcG=Bo2wf1AdSy)bI{PDJ1YY*zwZW5*a$lFh>Zwh-pNVHz z;QrrBSD%ieMC^K&EV>EYa38%rzs%y2?#l+Xp(YTtjd8NPK8_256w!+NYnXdqc;Y<q zCEZ>v`|{eY63?<nU(=hOg8%H7?s-p+!)qUPx}m@c_-o(w^913ZT7GKUDM|8?mu(8t zTka4JU1|g8vE2jkPr_THUv&m!^SO;f$vN51o^GOcjrh5Q%-rBsET&x+HhB896)btW z*aXkjqQK^i^vakyNYswu<d{8!N@-oQEAf-yEvkC&{_`jZHXr;?dLjpM%(&%F9-brT z+VVPouOjSL-A9Oy%_MhrZNWNx29LHr;WC-82NvB_nL*++u%%sDy%yAr*Kp;H{f$1% z$lP4ZozVhxZ+z@uIWMCDk9Xh&Q_`1R=k|Ndvk)eh?sVRMSOJ0>C!aaHG+?QV>d@j= z;(fH0GE(uRQwv-4D?j*P46PZNqtc=Y5C6o3@AX$hXtlw#;lk=ND6zioERrdQV;^rn z_6;4yj~zy53^Iyfy?N_~5J|!rm(5z;(Lnf{hu+iZ#TY0nLZ5E+_f;eF`5V5E&U8Yf zszg-WW8w=aiBQcO&VnepxZyC78vOEhFOBh83?A+~PG3zpL>YzQ#;5;wLM0*iY_(c} zmy5!Kaqg|)uJ%RaU26^a*oo5XI}k3^=hseIdVjIzt+m#_nhBIT(IS!ctr>59$T~e& zR0=K}Upa&<$<MKNGR*uk=?k^#?E4uuOZN9~)b2BtgGY?SiO$;zaN_qFZvp0R9JiFd z-%I8`Vn*uEQ&Ot%wubS$6XSnSHBT#cWp)Y!H@LsBP-q6zF$bQY13h5AdE`no@g$v8 z7?-z;ti^$Y!Sf%Z$ehjhL*FF1Z>NfOa_N!J^XtUBZss%N*u2+Ga?33Sim>+CJ3Hj& z;33!dI#Iqc<n>a2_Cl2Ojacln|LyOGyPiq<Uk?!8a*B(Gn|dd@m0cZiE~7$0@`r+u zD8i#q=F&-!dyji2&X+%tNrwo|x4kXOX`uYv(Bbrh9%LF95+2cL!0VSjv!A5TLHYl3 zc`eiEDO)Q)WqU^Dz@sl8l2803UMFhk<trCzalf|5pHF89=Sclj{qK=Q*uOGi`~4LS zERH&#lhvX?n&_QaPdU=7HtieE8lT7BJHig0Zz^!0KI~&#TMjDo?MUELs{`>G5nbUg zi*T|0y;^AP7}m7>H{$eP7siWR3oIR`V9cQRC(a%kuud6hX}d1qm{GxvagvW)YG~3v z@S_I{4v*S%|LF#$D5JfW<lIV|(jQ`QY`{<ZXu4`MQ*h_ra}*-i<^2b2p}oicN6~rs zQ~ADe+$tGG6iP^mil&B!F3Bt*Tct>nl2N3kjPz}hSqhaEN|BN6I@x>gy&d~F96NsZ z?+@tZRXv{PzOU=^dB3v>m*qp}CBmDar~bK<@w6Y}5Bv(0Uq^gqUUF;GcGK{fhBJ4U z*gObay~cC0iHbUsA$bXRvoQ4?r-IV&PGk|?SNxE0Tfystxb#XlR0RguSPBsj&!()z zGiO*S(e2Y`_!Iju-t_d5*G#=A>KCS2zL%Ne^@IP3!^jw(<rg{hPqr2M<c3G9VjCew z`GW>=j*;_Kt#4mT4&1t!UMpP5N;zA?S~aXN3A~YEuRd)Yfe#0+95w#bk0Xg)+r%2k zJorLhSi5)|;f|(e@V3zLdc(;SruFSu6+c+c5TAl=N8N0B7mC4sTs~F6hl!GSblS5o zq8Os%f9~meJqFh@Zv3%0+lD*FTvXa(8(`FL#G<K{_}{W59_Y(-;~gy{{)>UcPcc@c zpY^LBtRJ2JGT)UB_tjqK)-qa9Cgx)}uV51-d0s#IYilIg)1EqfLYSO4G(#V3ou7q_ zM$3Xw(({O`KVxMl(GEPv22DO}?}xV$wW<ju=gwi;9>tbVh3P65-7{JxNd0)JJ<b0g zWTz_M`}AQF5}(G+71*}pm0gZOQL1AYDR_-{j^rE9uBqQ?Y)Hi&XUZCBoUMr0Rn+Aj zyHSYan=aQ6(v!H6b;UcW5}F&m+~ikg@yFGr@|d<6FsLzht{~@|RVZWaIM{$36w%X^ z`tNX<C(}>=SuKQyJ<oX8Oy;4+j(ammUoyBq+Pivj0pE9?5)~povID$+EDlc@n8B~Q zXHQToe9L5U9$D_hM<w(FI+5{s?fl)C)nbGT_ip}%oj^Z2u*e=R7OsbzTY}EKY#V^B zww95ugG=b&wO=xPYy?^BWQ@<Tk$lp{Rp)%Q{gHF7x1h7I52Bu5xz*-21CI}~8U2mx z#@wAJzZ4hE!o6c(W!dU|z{!d7h%<8v1?PV*R-b6aEJH<CU$a_>rqAEj&7i^ll9&Jq z(mM<m?8#s{)q}aN&wht<^x*<Wi2q)fF*Nx2z}GsEfpRzMW~Io#r``S;o6@8lR6pCO zCmhD4(5U+9x}E0)ZoTwQyoTIsKW)5UvNW)Y(gz-@cOeH9^*^jOw<g@^#*de?>sql< z`@_Ng<BiDZ)RW)Jw1hhfW~1lgh)0=RAGuDBL&u3rySHwhKr<+LxUHuEBRYpHS8XMG z^OLE^g{5op2v2OYpfv-femEQ4DJ5RN(9I%E&P}lIrI?4$u{jW(mC5NK=QLvhH0ZBt zN8``&+Ly_^qvG4@UA*xVP&2(w<fGj@{tV9+x--!Wf6wqmIFPwfNYk%9NrmNTBl3M$ zsn<sg&@x(Bz0!pbwy?!&wETrAF9}_}qB!W}DXL%^8UeBW&C&JcVR+9(_uj3>-^gWl zT8(ia1xC+TFG*#Oz+1n`p!nC-a4+5?^rl!1-V1E|t}8YO^Qnea$}hW#|Kncq9<rxg zv!$!=nL;11YMQ(hJMkN@yLm*Fy(z_hb0LeYYa|crHIg`5kdIOP(SHJ-5MD;(rHE{5 z7|JpgaBvCL0sAM9nH?m56xmK`iQLePO7+6el)dQ~k<8sVN#=?puGD8WG6OL3FTv_{ z56LNSb6+o_Q-BGV4jXa5sK>XRRr*@;4VdTgI6tx@2G_U_o*w1y2dTs@YX_cXp;_DG z{ZIR-Ak|*V^?JSmTPwL*SCjYUP3!0R)<K;(&Cz2%+f)zkbaIk?k%zu7JJ^h~yD=@B z-kCiyjWZ!m$Ct!t*y?Us{>JzZ#DPqQ33nq_HiXN_S~TK$?Un{E(wof}J|VVCgK*x( z)NjW(x4}HfozklghiIO8hn(0X5H1l)*j_z>KR;|(6;{ilup^-)!22i#8fQOSnhkUz zAMhp*r;p;B`=6{=^b4@#-=)Q#zbi<SoxjgwGlt-A#Zs|t7EP=^-I<kY17#k03rXG< zko2w0bSj*M<L{J1@O(dpmr7CQh&N>B&H2yg4XQ9XEK4z}Z~`WSCmejGvhmyO(Q(0j zRNQ)oRrb_d;`jdS^13~T^qS`8YdHv~E3Z)@|Cn<#UI;7|P+b^6%iD9Z)!!zGuQ!Z6 z$9xEx5@n9C#m(U&4^u90Tr{>>+_f+Lv49*exSUU^B@>R#&Q~dm5x6sFv-W#V25h{s zSeJUNAOEK7-P|cy3|>M1ne+eYM4^rm&S=|t$Qd$^v>z`+)%bi?{>CA!{uc6jcy}*! zxo90$c)kFqV>g+J|0R1GKP~FpN;<9z!Bs*X<US!0E_73y3bLwt8Zw_dF#><aCN1`& zX0T3lk_Lh({TY3eNe9lzha1heq+>bz0nf5f!ZSO3a@@+T7`93W2dx~SU`a!VO#CT2 zQi_}Ye%O=<kF7STe_~Dn{vX$0^YD^9*{o9MOT#g=k+D^f*X)Nlwc~4U{2n5?+Vc7O zfEl<G5#Tobi}+kORouGqm7U`7OnL0I$2e*hP3oMqCpiZ7D_7Or7C|;yQ>W|03>c3N zQMwhYN$=L{@~vI(LAar34|{n#ge=&|vvAXKTaTB6H0kZx{56eLxZVmT3zaEP_6>sF z`sZeRYZ&k~s<WYPT_TjJ8f_K3PrMetI$CSg8{u1d_6D`IDpad>eY!Hkq;PvVuZREo zBpCfX(ev1#AN(sB@pGq0uVePi$@Js};ImKRJ@Bm-d#?qsX)e?75c5aYT){f%j|;x% zwXF#?O{NsN?+ro35gXZ>7zXAk8u4iu`~^PP!1GXH8lsqjeYnZKUbdltd56m=l$k_V zcstW^$Nd8Opx#Gl_;KoYa7s0tld_R?k)J|N&$i^cKGK_E7*~mIo`GmNZLxI$b$C$i z*8W&>p3z;E9B&cx9e>z*-u=9VRl(8X{@~}#8QdNChxb`*JS0$LyXJVSpy<f1ZAGLf z5^Sx=toDTL9~38dc;CrE-p?Z;eZ`|#c<|CDfgcQ9f9-0K?D`2<IAiN);G7SKwR?B< zKJUj3ba$a#V+I=799A=$s=+3qEBAUdx^bQOz&eeqR1i3GI=lA?$+t+(7HjL$p-nmB z;1S|+a%g5g%wE+6F~8IO+8MbRki2)gNpu9InHO0y4Qf%{h1Fo$XBw1J{;bv|@9T)T z{D)e`G<3-N^dm#B5^6&I9OpXw;N9x!RyX4Rjndr4BlMmICw^^X3+<Rde>=g~_uVE4 z=S=Lt8FF7zH|nm~)H{Tu+FK1pX%i@{WIAYnV-W?{bl-h(cmS8b+FHEbxP(pr?bWhi z?*prk?hRo98Q{YceZ0Vel@h^k{U~sRi4rECZ`AEZzVG|;nK_;?QL<JChG1(W9I)iu zT{oSAx8~;A_~hmw@8OoL&QTUhtcf3cfL0H1Pu0A;M!d$2f%~NH&Nahm@b`doHzzSc z>w12k#}wAdh!1R<qoIk~<6BY^zkpsW%v^bxh82#-wps=ZLV>X(!#O1lV^%C{g-Pyx zyX)X$Ny9YkRW{SQzheNW_Mc!s%1wi`P~V#_BuB7@$;fcxF$cjfoZFf($);dDB(UY- z67kR(&g5CUk^JeIWXTg!;}{hz`FfuC;*v}BOX4s8#csW5_rT3GXsr5t{ee#y6l$jb zxI#RWTFX`wEf4;I@)x_m90i0kZd++o&rIeE0m{l(Rxjb#V8NJMZ+(Fpq$Tiqd;l`0 z2mGrg2BE6*j)~>|S@g4x>tYuooIjuSPAZAxaHEdLS&Pg~q>h=&to$YO8Bs?{iXO@3 z83~-ZMBY1>x&O0Sy|x~H%9NQgPV{4!%(~}a^vOPF(w;i-WETE2><G=h^%3OB&UBGp z1rJ`TN9sCE!|WlCzxBeS@c7Q-o*j7%h|VSWG}7Dp*CffYPcH@3*^{+D=+MA<!}pkq zHH0VstmmF4pBXB*%%7am7zetdyi?=>;#D7+veo%Mi`g5MQhct)Ly_^mf9c-+P?#X< z?^#g?)gSe;P4|wYsQ-qwtd`A?FMsIlo{!V`IYNb}wQdkjh!nlQbgUP?3)iya)n&+7 zzm;;-eGH$1*6mCmI{E~-`1S2thQo$WhocpUN9_2y37N)Zn3)h0U~`^?$oY!XEAnLj z_mSuLLm_5`*QT}|H8zv@>`!+JFFQF82Cou(bY=kmIyPFCt&BibOPYm^Ke>OkvRfOU zBmBXrrCp!Jm?*1_yxUt2r=$K`W%YG~lR)L3j6X164970p8b{Ah!;ku4t1kKw@d9Uz z>riQM{ZSHYvQrnD@7HXWi0cIvib@N)Qo$3K!S%{h-C*h6Ya>DW2Cn_zC{knDkbPZ_ za<-!Zt#+uK%Ps9eJ%jJ3kDj5UeCj#7##O}Q<y;^$E;Egq35pu}S32OK^Szbtt#kN2 zRDM@5a|OQ2luz}n8^@UTn|F?S48Z;kw^!Y)T|_=lfBw>+wZM95=H!Y?E`Ey>lyzN4 z=BXz)PrR@ghwIUoJd-A-VT$Lfu@K=a91@sOnv$*qg>Hv(mPk6JTF%pYr^%e+^k$}m z`wKB_@2%u7^=V|@{lIG7vqsF0_)1e%>Oe))nL8&GSriWCf3fA;M1_k^CC>k-i(qlQ z=&yDV9qUh}c_+|oVCq@JdHO&Veou?BJt9(rDz3TQGDEpA)TVuL(~SlAVRyk}Kx-By zj<lG*2qEwH{oN6lu8!i>uw4)T)J?-%p(8G84dtL@FP(Bua|Rlp+>t3y=|$g9yLyCp z8SwI{pp_uWRoZYh3|=ESy1%1k*&Q`2nCbH7c=b~nmOoFM{pUA}dy|<>?rK)xm96_+ zBI%>(7m*TF@o|lUWQy2(sm3l4x}!w-{%Qz=pV#hpa-IWkvx+eD=3Y3u`;!%gHVyA< z8l)!N`oI7V7?r&v`yS!q$!F1Ip2}ZnMG~qg<jNU#Wz8H^IkI_*6HeLvKeZ#t+q)sF zHX_2wZysD2YwSxdGw=#kib{Jij{afq)rW6QV_)(|Ki0esh&(H~&W7B>XY~`$NWWS^ zTZszR58@N(vu%oX$cY9u9r*`tC^Vwr@ylOkhFc-}P#IOnvIx(##BjY8A$zvGZH<op z+0baFeqeKVJ9hEt)+!AQ!jYrbA95%$QSxuTxnNs8f+I#BwDqM2kd?1zhtZ2k?7CdX z>7_w9*kx5^#|z6rRpXD7(#b{etFgJ&mNtmV!e&dED+?$e`kT9cegtk_zCQQ${TSG! z)gAny%>di%VzcvUQ@Gb8EU40Z4A1OpFul652dFX`Gp-kAK;B$nP=P^wr{^wjE7?bb zi@Ue(Su4^F3g*SdOAag)!F?Z16LAo3Uq0=hqS%bbm?-Xs2j-w~a$h60i;3b)Svz+j za|LaN^+u}42FTxM{nKftW~^BB)!kyWK)hy)!n;XtQ$}&?TUMJ1l>U3FckR7CNE2nq z^$U&ToFdzcLnLpQk=FKX+npIGO|@>On2o@-=OY3~nyaA0a#yL{wPhHdtUVhuMYtNz zcubYzdoX$A)ZwM|O_;zkb9*Ru66X9yvs<zzVJ6hs%kf$+4h6k+xk&c-(=O^RBL0N$ z&D`#mZae~$8z}MtJILI92W!*AF*0{Zl4-jp(TVHB6Xl<8C;jxR_sw$cDHzlHW>?;L z8}vRJmtc6&fN^ZLsUfETZDl<OMxK>Y7OQ&B!k6%8A10i&o=?ZI^N%I9ZZ3dQvq07R zh+3G>|Et~U8bETcwQoayvnx=3?Q!RjC-cxFZiN|-7ZI)4U9TT!R_J~$T0R*y20q#) zzWYBiD=;-G>Zg(O{9@Ahpxf^n)C!+Z9h7CFm?+QhxEN;#>(96ZSMg6myoEibsG|_v z_jsPCOR^~Z$5F+YKG+YkH)Lvx&QZbIx9OAV&^Wxmuqh`fVhyEWzjJSl`~WIW{CmS% zML0rd;gDa(H(<7U@yO*(5A3-v$u^r%3?AEK{uss({)pAetRi#)^XRkCP;w3l8}`#_ z;LFDi#+Rg|j@81F1NU-AcMlfjTSpr$bi*5NepQX8N~~eNp>{{73{T0v*uYn|0Q*#C z$5~f*!ZMY9=+^oMT+%(17(d$vmJF#e!Twg5O*kzl_HYn4%1PY$agq+)3T?UrJ~XWM z{hV@w_$Crm4Rw2Er$AG})F^dn3{*0GL{!%d!gR9cr<~k;SQhPw>hbLdXNQ8O-vy&E z5pk>9%d;O!Qq-vr{i#qCKK;^Ra1>@7J7khlM&YkFi}QO2W`&BhZ&N$TelxCd?u7ah zIVXg*EZ!l{zfzLD-MTlc6rxt`Icarv3_X^F5`E=s;f{nc_Z$}u@o`mj_J33GL`!n@ zixcmOH&f`ZO+X2VifDM$FZZKiaK62((hMGy=sOt}(v8<?8nM26Sty@hScuwgA-sss zA_EE1tO}RipD4C`n}u&z_j!A=5Z?CgEDNcXGNi9{S8pIWD+eF`9FOx=$jYQiak66I z$iX$9H5p6_f8>hK`Y@6Fn#<(Dm)3vqdg`<B9|Jw`g>rufS7kEcNqzUCWk=$+s4Ssz zlCQ7su29}KIgi7dr{w&}^IuRKA!SrJh#>N0d;iupv}i2fVrMan6Hci=PR~wZ8|%6^ zSLLYK8Gm5Xa;_C5w&uEj+qR76df|SWkIJzmwP$c#s~UuBE#G%?PC$;!-(7Z($=)Qy zO}3SsPg<oe#TyeZ+ZVNYt2=KgDE|EC!-xaL5WmX1aP-wQBoDH*tj+9$A7=%VtFBPd zp<&E=RZJJeU6zrQyuV5z$3y3cc1RrzdO14w*$v~ZkV*|&K_3`TYv&hhGf~WK!waog z8KAxI@w<ej0dQPXQFM-%^yFE8U;g%Z5VQj_%nn}bLU*Ih?{&!jw8v?>ytjk+=Ei5T zP@0B;%MOzh6645Yo|)hGy$nq6_h;-U`&^@AZ`4Ig5VCpn{4|>S(8%(L;BYC~fA~pV z&&sZX?v}Gt!&CFnSMYGl<K-Dh-sUb7=iUvyij@}z$bI03g9-aL!yYKMwPg=YYy-1r z*Pd$Kp9CrQNC{z=LM-^Vy~5(=D$33u<>rP`{c!P#yVPvlI2OzaakPaKkLq&6b1usW zSns2%{B)E7vL|d`FDm7N!J0^gj!k(OY()Ea0m*lAk#*FM^k7||CyV`~Qz7Ba_9zF1 zeE6$V@k&N;20Nt;t5^6YaZ`QxS-U#}AUmcP|3{B_UcdbMC)hR#aXa^_Md;20W}JI_ zxS$sUwG5`qt!7c+%l5ce0$q?TR&)90mKq!|R5lOk9>Jr_S4}dqm?$~Aew`Oy(|~`y zLgYuqO7yY$p;|z=j*C=U^Dr*p%M3q{K#hKEwHI@rsaQeik2d;2eBW_Px0H*E6TvWA z+v?4|cGN1LtMFzTBR+56L^-|@sP((RZ}61l2Oh9Q4Iin8R0UVY<H}#ab<Mywgv<k^ z?-cIQf7=13FEWizw2}SPfaz|v;89?i&c0NVRfR5w(r%J>T|x9%Wqifp3)tBuEKfHj z-}`sB4h$V69%KE&oFfX=aR0kUSeOObtH-$p_%hMqvy8wo*UcT6Drk~Ct2zaG-BW9w z-jRHW|B9GT2kCPza?d63^@E|hoNdn62^9Z`gLQIla4IQm?a<XiNVneRo|rp}i@i)~ zzWj|Cps=ONEvgA4-@R(MPI#3!-o8B;-d_)L4xH3tBL@6;;*;ja?_KzMP4JU#pE^-P z@$|>HWX^D?PS>RLNg1#(`}AuD_K+UY=PQv-W#Bt7W9@%32d^lqM-}d>h1hcYk5Nrj z$YHwQ#$DeJ#Si%nSmWuiN9jW}b#FEdt-X{J@`?@?ar++2R}pWzNR`g~emXoA61cn| zUIx)V#a;8td3b5*ZR@4#)s)?b%EUWYHNjTz-Odlv7oq8q=nJ8d1`t^_a3=QkGQ3%O zwkOWM3%2}o)96@i2H9MGP96IpOt2pG%+4A_XUWgML_6YP+vIkt{>~a;i2s<sd9xV2 z%`4V0X#E(WRzKSw(Fqw{-((I<R^ZNiF2S`VXT|&U$%%)A_b^x8rtPjr=FehELo||) zD2<o#p4~%yZixq&OjvwiKGP<*ON97mlp5JM4#YzLE2(WS-4~%{X0XyzrXC)N9lLYa zZWuI9Cg1v}Y!AvmIWkNL$L19K%7HDT)41x+nwg~Wdhl!&j_M@)f)oQ~%{ZlQTqXQr zt>1aFUp8<an`)WIv(?|YG&H)QX<b1{1uYN9q@LUz;u!()iS?9SQ{%A0IFeNFJr4gp z^r))op`*wf_2!RUWN#;U<1}Y@1IAlN?Ur<%fup~j9rX!k=;)Y!!$FNwq@*5J>bK8D zfqS#sL5H)EcF1+Dpi39L*cf8JN+l46wp0(_yh--k3d*dtEVYm@>i;rxU=*d2j&2r> zqJf35%I*^8E=<&!uX~_Ti;j<iz2wH9qNe?ZnCOKW3<wJjiz)wt>!|BfEFP?&zLFdN zkWC$&*u9{2w0s#4)mpFYRP9Hf59v25eQSVq&NZf`vKgFG_EvHn>cX(NfI^qV9#mwS zEQ>kt71U^Vm(q_kfK+t2^A-ylDufQ_Oa~J#Shl4t#fyrRGtPaMt>YNy&ZTuPq#qTM zdnR&jRiiLndAaIqH{^T@>uZba2hK>*mhDqZkm3@e;70Dh#W%<(H<Si^4!6S(&c;FT zA@9-V*&g)VGWtu3<T;a0sz>yGYbBhM4J?v;|FAOmSdfx!A{>_$_ub%3cz1I&`z@J0 z7^5Dok#wRL(|Fy4-jO{_{M}ZnU-}eiSIW!W*QCN=$wtA~@^t{=xyQ{958|_^_P#lC z{@Wy{cXldd0XFXD(pO&93%x^g1Ic9GnR(KB=Bm*+rnfPr>RPtr5qpLBtH?%)qD`GM ztDL~5tt#Pk9tJc&*I|U_)4-<3(8jN63Fjkc{);`Af%?wzsyFtJ;LLRiRUyxDT(e&3 z%c@d3G^%eox-PO2FUK6FCKra|cwV6Q4x?GTtieeiFdfFzZ4O^gGYGH0IxOGuRuB4G zGz95hn}V&D)!q}Wg_y)IxX?M%hb|0O4o9Xe+?RLrv%=UEoY|MNe1mWa7+W26b`p+a zzG<+sL)IXW(DF$9QZJry#O;EoMu3CVc@vo1LE>ui-bS_|)S7Hidz6`j$8DVYuAU}* zx>9f3be}?;ko#jv3z`Dky`A+?KL}SfCyl#m+L792k=^rV2695r|G7-bfuFn9a?Xm^ zq2<4eZzG}_;8&N#6EiLb?0)O8v3MT?(dW4O2DT8al^NciBEzJhlIN=$N9jTF2TBPV zd4!|9-SNtI!rT5+Z7W7MnnGjUlNVpN<>U9pD_?r7KcUz_=8AR19QdvqueGMkgOI*? z;jRPIV6#6zz0Zy0uUCSqoBXG+$j#eTbbSvhtlQffc7YB9p9`nE1(xx}r_)}G!NZ_( zfF)6mw-ndz>SJl%M|$?cZRQ>eRWK5Nt&6j)6TV2dF8$)01Cg)?8#kL1P8|2;<D;P+ zsN5KPYPIb+oaQu<XO0}es5c4?g(R1-Rz@X7fOvb1v^sBfUtR(k;bY&IPS@cZ`%<^c zq&ehE$`d`MHv+ermJ_DlH-mq>Af>!@1kB4c^$(aXK?_^YXmIg3TKqb*{{p2O&DObD zydu4zwW?eH`xw-Mw;tQ7s0YvEBRvk~A9i#IL#uj6sTJfmtZv$U<sTWXOx#|yoyOfi zR=vycUBr@(sq-(?rr>wRi^V+-OK`TLY$zx<414}A%-ayY-m^NThXEB`pjlE}Z!l2~ z6LRrBF=@o_$n#5r?vMvhV$GktjGI8EsY3xlDPt&Okstk&It=6Sp8}OP=D;Dr9VTCe zYEagDAIn8L@vUddPS~E9CVP^4_1DQ$5G7DKXQ)8D7x|Aat+pN_+*Q@?R)<WyGve}z z!PkX2XYxYuWGmcVckbfdltH-IQED(p|AyZij`G`@PJ*?f$A3qqn_=efbZy*|M#y;; zx;IZc1${KFo@+=?;?%B?$&+zq7`@nDt;#l!OKS#SM&B+6&M@urhR|+2^6O>q_Tnj2 zFMh#ZK<=m1=6~D?6FoTP9erx@^B}VKm|l8Ie6UXIMrD&WlDv_M&Z6#yQGCd>VjiZm zh)V~!UR`<I0RJ&K`?y2u@qmaqr<vjuOiXj%IF(b6gZ6v>jr7vdu(u}MvWw&i@CvW} zfjrp#*lg9``5O2%X6gP;AQ7aK_8MFfqr;kKlVy~KNi015T6`b16RKu7cm8JSgZ5jK zuQ?k>VV*I;rB3(=tV<^cZ*HPuK~|=b=Rq2Th#ppP`H>Hnhq&$B%x3UfslESna6cO7 z?9krbmJegUEDe7Xp3TcZ!9Ax4_jHjrw&MN$M&P&)eokp*?y+Z+;*H`i+;cv#qNXwj zZ~QdWh~cim{ZZ!*jg$UiLB7`O=s$E+Va)8?qspX^8TM#?cf|xY{=Sv8be92^a;x+- zc<DG7lRICT_XxOGA9P9a>A<<_@-_dN6JLbe6q{qtFuY6jy%fkk2Rg!@M$x5IWbY7R zHXvS<C#S{)6s+2SDRj?bcTyRanPjcCe!hSQ*KK!}X)T9!;-PFpP2I4~`jfbHQ7^RV zr(XJEF^+70=Oj$U#!0R%BrC#m3X(JmSr3<IfY#=_rg6QaaB*9+6C*kq9A;cDSK5># z$NHq`MY%4hE3>vbMDk*regD3{7EzA6->z^oR0+pS?tWqQzE*sE^R2~O3pPrd`q6bm z(!H?naO$n+<_o~eH!O?CXHep_juY(&6}3&veUiR2!1$DE>^VEan=f?UbgOX~&xFiN z%ghsB`hV}nves1sU1h1gF8&{c_c4-H2^S}C&4EXk6Gx!(K%GJF-7(miBz}WivJOqM z+plmY_kxT?_y%89DwxMf-sBnS!iO}6t_9+!wev9_Ji$Ey&AhMUtbBu@b4z*3*sB5* z+Rkfcw37jnhq;v^pZ4NWeT@bw?OAa492AyTPKLEnb%sCAS3`ur$v%%a%do5YxK;Au zW%PVE$g3tbk71%BF@g#VC{o=LymfR2{y7%xU%Po0-HU3uY{~xg@EetUUany{bn&HB zlhzb`9H8?}5x>lyiJc;zaxIu1{DaqC=pXU2d@_GBK89LppMBG%hQSU!mYL;yV7T_* za6^^}JiHf8h_b8-9e(GUH+A&F-Jnc*N)X}lz2QEDqh0vh@9@c+Z>jL1P~y!kl1Eu# zv3zB4f$(892Y5bZ459w*iwm5Y!>}0LpPn)~f)n&9e<nAwzx0vCYQld<=6xStoUI|8 znWH9=Usx12J>GABDn1Wg2Sd}}?wW*strp7E&I!08<J_@ZVFLZsg;)O5nZw`d$N#I? z5)RJndQ+C!#6SI6BPE#pe)Ap+qeYMZg6_HNKHpo$QNcL$w|r3*%&7`UJ0D>{Yh1lk z`1utubO=;9=ePh~V}hBZv8~XYzjH{b?-yD)Fn%6qWT1lg!c}IC5uE0C-^czn3(U;C zTqUd0aOaJg(g5#8Op_7a_KD2R3Z+Ftf<+dwDrfhGqrI(Y+4R{Z+mh_N+2hV^AYN>a z*7qsD@AtsD*;lqX56K*P#01JTI$-S7EYB9Xa!ffQe16=Af%|U9<aPCtKIkxCcR2qX zeEudt>M|p!Q<8V7fHn%hylWnuC;l5B=exI!q#B?i>fMqD=|{>(UNOA<f{x!(1f*0N zMlh2<P^aoR=?NFzQ<>mu0zr?04EcL`u(3b&++EW95x;!rxJ4y7UvyO2RcX&+zG11L z{`_~`(7UTtmUAB8MFg$gRPhU=e0FOP%M4x*+2i4BLj$pt_^N)^1>~d~#%t;fVTU#w z^U@9)bZrTpkL4*QeZVUTib3OOQY*D-fX<}g5%TOY$NqZQUn8=4i~lrObC&fyeOCq% zKYxZgrFFuS9Uh8pr~YC5V-JhSw=Hn(b^E58g-+08_5Gmvt_Q!BhAYP(&VfhF1Cg1> zNNz(i^T^|duPD32W4pN795BaZ8Quu(!FBmcI;VFI;)WaDY#XA72w(jC7ws2e7<t*` zygXYi<Vaq;U-&H%R_v4x6wTG)&1``qjMz|Q-z%rR?=Rsg8tWB>2Q7i!pLAA--Se0x zv4_dZtP#EozSWmgs{v})&Za3xW(vp0>_szPCd#ME#XOFK-B4}5Z|cD7A-EC{@zq3N z1xI(hk*wIjMd91!-?>Vq0-iy-<MNGZC~x^aPG6|Pt-OD$rHDT>;gy5vLyazwn=<KD zdd;qITDQe1$>=Ytn(xjLe?9@3^K6^fKcV5!e^Uu>vKU}iWpTDVVG*dCotk*3hj2uB zOn!~x6dD~G7py0o>$9hG#gw0MDfHfR^GLhBnzFO%`OBD=WW2WXn?FjC{sPnWTKCx1 z3g4zO-Yc;%DexL=+g}rZi&xI?JT0`2234PXtoW%DxH0}kxLAHYteHIia6|Dlgz{{D z{p;QUXpeJSt=1UD<L?`bTx%wP<7k_dsv+S8pHvO>Zeda|5*#Wp&h3J--OtiRhsGdT zMJ-5Y_cVr^r=?2Yt;6;x5urzWV)4D$V;e_-8QAWp^?RoPg>cwl8=C|jY>Q|9)U2Hb z>Dm<Iw`oJTo#&IM&6dB=(V^us{bh>qSl2ecy!012+aBAxC;kE=_AvcP`jeJn-JHRB zOPFBQxg%Jw1FwIOetNHQ3iwXkjH+8AJengV6C5W7@w$Kq$G{;PL?&A(oA2w#g-_pK zUVB#!)Rs%P;u5-H!}_xZY1JeLp*w-9C4Z56?#W!Q>LAwaXKpr|9|W)8Zc?+v&19`~ z_T<;KwXkRZQbBN0BqUbI74s?&;K@Do#<k=-`7m@)EmEu*r0>y0wN=V+-04r}l4U>i zH2K=R5E(_Tl#;nsfrJy)L9J#45<f!8mj_BmNDlUji}BQYlKcGmq9s{-6pkF*HoUB{ zO!)bc`E6#ynEuoBO)g6V%6Y~2STN?nL}_)gK9vq<`<60VeW(zumUp4z8R0bf!L0eU zGBkR)S5we)5v66*^iH@>W3Pd*SFvCZIvnDAqrpyit9JJu&n<M|J^5H0rtluD32?l> zj=cu1y_?vaJXZm8GAa?SUitWWo5PdQ2Y*1OPG90t<SL53yv}F)t@#MEFRw8r=VLi~ zxHd8x(X{Fb(-yW_5b7{(eab(Hb`_qjFHet>GU8JUMp!>&4F%MS3ay}dp%2fWz<6j# zJsS}$w21FlzKTW^wBw(5>OC>dWPj#ke#*yc90KHIwV&HoKm()DV*Xei_Fj4EP<|_q zoU0cvMD-Qo>_?V^P8<7R`IFt|l^|9H2Dg$;N-ue?Zu0ESCAkJEKKX}1dOi4hj_v*V zwM-O^QhndY<x_Y<TA}-Z=oqww1r+p@){@@l6=B^~gZN;b6;Dg;EUZ_TOW992Dc>)Z zdf(HZ1%{^_cLK@FinE;yU?cNywa-IOEA#2lc}7=t^B5I-tH#)q&Nc(<=)g{X@}4Q? zj_*Gp(h8g(*`6LC+!vJHOBEsW8Z*#;*`+v-Eq{jvN;%0KaK~2Tb+=~VhupD8svlNx z<Md_y8`mb#(#i05z<3=Tj;wm}aosQ;{;@e)MRgLhQm5;-C9^3=>?~k9Mfy-4>L+b6 z%pP~|t{xPBI)#?JdasKmhH;~B3(dXvKD^+|ee*Ss<fCiE3u+W8sPko&KZDG-?**Uy zA|5vk|7{YmHL+k-cxVy%^mbo8WQzFB+&fA5Mn$=D-~Li@?@Usd>6;bU6(LfP`i+?) zBA01?+-DZHZn(|NV$%sSTHL*kOEf4F$f`7dNbZ9-)ec1#(ok<gvtqY#5tt|{r3|X} z!u_!Tm9ww9@j(TX|Bl&F<URClBV#w=w?BURC-6igT$um;G`h40wrkBk`a}G}Mw_o1 zHV`jQAU#uh4dJ4gg~*8>)*pwB)Da*1_XAjU?HELpeolr?^3qat9-LNVYZCV+`A3S+ z_fj1O9z6X)E!?~bnPy`TUE&Xi0KX4`>d8~2C%?Y>Xv{QR=g2WW=UfK~i3tnk%QX0; znbsyIoC|?=M#rwMnT4kMqyM7rQQ_UE<s+T{s^P+}qM?z}WenY86LfNR5Kle3Ztfa5 zfh+ozsd;YWFu4E4_($nkRGkywH1c`~Rc7zj6@B^--hJh$7CtcnFSm=t<al)B(_}sQ zME)5#b5CmebQ9r|@jE&1d%}RLpXN*k9eYs6T>4Eebr268+52@Qs2uL>wh_3#X$TrG z`Coj;GY6&<N5&7N&EX$G{x#RWG@y3cW0nU;3-HxCTBY!Z94z6pFL$h<BkMKyw^eS$ zgEhFLnMaN6JF5)hz3qA-;PsE%-ZjKKw2gg}&Q=;m*k0FpdT<G*4sE-vuSdMb1s>LI z1PFcWu5FvouTt3fANAA~g?4ysn6CcY3$cv%D$jSz0_^!({+vl}1iyU#m*V|t5znMY z<z01}!jxEz9Zusz$US1tbk3lQaQC(Z6_r<E!vxoxwH=EXc9Z7QAHM>O@DDe;E$Yzj zXZ%df&RN(i5*~Q4p7dA)H~o~4Zi0J7!}^lGYbeXsxsFbm{eammfu};(P;^ChrPYvq zM8VKJ7rPk^HX9h!Ze`6yJ87rq5=RMdy|ntqNarM8)HaPhnlS|u-U(a$-pt_Yv4(R? zq<{2h)wx%muV>)&hn7|g!Z*_o<rCy`EP-lg6;tyaOCa^x@6#!APxRjNeREG?B_8N= zF9|Qr2MK$}TISJS_+p{5cI3z;ZaX+8xG|EPe*=Ho9MvAjV2OMA`tuA>kd7RAlv0D& ze<X;nSNx78#+%fq2`}3*h)<uzg?wMw>>he-nJ4@0iG9mU`Iw;O@|b&XFR}y`KlsJp z4XyNf)sr$bkg~rYp!Jz}khvt!jfgG-V?JlQ)#nii66zE#a_EDw)6%DQc-4W^-6yG% z3>rjxjVqW9Gy;$1RrdVnRH$}sc)unm8NQ}Y75BZZ!f#g>Q&rbep-b8SXr1#g@tL0q z=-J3bk&zJYib?H-vlr(5@*fr8$cHUb7P0;C{pwXMsY{*k>(V?YU&j=*>z)v0^7{=; ze)3OP$bNS7io(*;i=QZRXZq}yo=&*cR+T&L(gU-q?Lo>v%OGYk)+_CHBR)U)O7q?D z2(I3L(T?><0iI8`NpvFji*T>KT$f4zJ^55#i1q0S$TJuAxmM8*mr7>eRj}qm(doDP zU(LH=xpk+8Hn|q0x%-rSZD@p`aG6_9ds}hsv}3JbU@y9!j!8-#p<`1~l}oN)AueWF z7zdL4eV_er<wvb082E`t&%=8Kn`O*bi`J7qSD7HgnB)__)){N<mTtrMDq02W{r+K8 zlFGuXpe%g%F{{4tSrbNR%5yqy8G*xR#x5l*llcPQ{ivDhIrw`tz=yFgi9S!}={ben zAg%&(N8c2KjbzT7`|lP3&i7kRd~Jf}Nu|2y?JNpgyeQ_LY$W&e?O(PudH)r%?D9YJ zz7xD>hFT-8PT*6^ug^6&O28_Oy0mRGxtH}DZCiXZjYY#-Z{{wx;LxIZz<qrh6w0P; zH<qJ8G3hUNe`29<@Jg#SergA?+d4tj-ZOCUMFy+km0W!3S)AKQse!@h4f_2h)v#ID zR<AO=4%23GwH1}Kp+#LrKv;PUbz>$b!@1ib;+vxL)m@orG|^DMRcHt-T@o5Y$o%W8 z9QCVGY88Z7x+wUElKz<Y`z_jS(>O^<FZa(F!9%~Ec?EIL-~%_~#A4QI&^-O0;zpGT z*mKt4@^o`GD#-^eimj=G?@xo&Li5^i?~U}OKa@$7HlCQ%R2)H0DLTsxnR6bi%Fl_J zAH-^VvG!kY{^4aXoZ9wl24e3Yr6N}zxHKiXEh%^7h7T;`g@nJ0f4@%-w}-)PVg2sC zo(=Hu&cmZKziS{!bg<^ju}KIW>lJL{tb>bnY?Q5cQizAzjCq*!EEJ<&vKrGn(eiDg z(hJ2d@De=t&bOfoIPK26c}o67&V4b#B}V<Q@h}wO(-EjXQY2W;G=j0C@1<fni{N*o z^XuJSi;$EV0XN=}e1Nd-+`Bc?$cXc4n13}1v9A4jmY$?9t!v(8_iY;5V>4#{vCpG| zmBpKM6DkU-CCNO|BHX3u=3+U?DLk&oTC_GU2RXtI&NU>>qUc+dLCGIAcyZq$oxQ3| zlx$?R=8Pq|$0iNd2ZjBpmX-b5^B0|P(1q!%PP`_0_{h!6lMyK7`Dki0@pSmm6!SIR zyun6Asq}sA5SIU5-QdYIjRB|E8a%!>kDp{`SeJGzqd^&{_w~<1y1hqI*5WjzU(C39 z@J=>3h~@s~)}01{0DgV;jCnA#$bXuc8IAM58xyLWstMn+7mo#W;)5_)|KLg|DjySl z^^v|>q1uk`#jcP_P*eYTM<l5WCe}aTJpB9z?yYI^X*}P8EOgV<+NfM;soVIMHbT6c zHdBsw4mE?6*5aV44A~PZ7w=6>X#tfJ9P4%|P5?D;ZK~%3!m0e$T-&}>j}tEEzE6hL zpjZ2~M{=1o_`Q9*fR1q<o_e0b+pbZ8T904;+9=roOU`kcL$h6AZ*!hc?P>)EHV!_D z%1y*B_e_5C6El!u*Bh^ET>wrlL5KCfHQ>P)XHR`6JlI{Lsc&cQHsEb5OAjrNIlSFF z+H~|<AF9_5c1bl-!E+$9neM)TNuK?i!fs|^(+hsiht+NPU&P}9w~`rr|LeGXw(c}G zzyHzNN&NCb_qar6_RvtYG3w);h&pgD_0+43D~I0U-4V{lIoM+G_0Wgd0XVV6&~brq z3wo>$r|vYG!8Ea>mUA+(;9p@R8QhwMOt&Ni+3ZTN`>3W*<K+MpZn{>xmYh$Gx^jkJ zZ7YKsuka__`R`!!<m=<m)dqVrCzqst{{=&tjbMFs82vtkl!pw`2v2CM3Mb)Y{x{qe z*e%U~HM4DDP8mZWzI2zLw%7$5U+<VRX{LijqSPhXul3OBKRNz%br%lzKJba^nZZl< z*E;;=W>PSt9p*VF+zYYKcLmrfr(sdm%&OVo9uVH{oA(_iu=j%InqL17+~Ripyt+sY zoNHr}_o8*9MB>@q9()}*xb1v;$$kcWmNeVz6xxqhyW_%Sk1T_4y%VKmdLHUe)s1`g z5gzw1Pl{aUI4J6JC5U`)!WWB2qBcY~A}i&B>G4&)*j(XdI70HD+slMs%NhG(gnyhV zcPyRo2edBOFSUaQ`?*%BHH&cQK6@2QC-L^CjKA46&8%Ri$tHOvryF+PCARTw3iers zd??oZ3FCg_D%#%75TeNQOtPm2!W_38u!UlH@ojxOGkpN43ZtUYU#W1Y)ht2~yJ54Z zYJZ||54<v^ZZNvni3(hS=R;4EIf2b;>F59^1;fAF>&gb3K{0Wi^*Zu%>{ka|e^ERP zta?}d4w3iqGtRaHW_w03iEUz}UbPA6+8c7VGcBOck%;E}y%i{be8>3!vS;{o>nbIe z^baf3#qO5hTSU3r)S)oVDU7WB_BzhCA2wBMuxuA<g0(NzYMoF1!tKY)%!Qmw@U!*t z>%Zx<IP$dZ1fP8o2F*xZ=T~Gv-b7CCuuwX#R}bKNw7nJ&zGfY~D8sDK(j0CnS(k(J zBfM|2dgid)oP|T+P!<e_+bg|n%fsifwn2Ia+rfTAdqCn!3(OBrD!!NM#Wt~H>_rYe zXl>+pck5UqWDTec&un(Zrbg}wN<kKO=KWc&Rd^4Yft#CLNgqO0%eH27#4L!dlRABk z?86?fwKjNAJqxU^)UKt^btG@i^v7^*7gUB*1D~c+QT}F&K{Zb)*l!l&=kUviZ7PE9 zwe17YvxCFZs%Z>2yOng@>+HaQ?JG;1-!s5NR$f-^*aW7}?s7FC){PI8yV)|@#i+3V zon6zBZY=PQdE`m{+=<#6gC}Mc_~B!6NN`9WC?{@>PV4H&cWa~^#V*$2&es;7`sWB| zppxQuXN2U$r!x#r{%9q<@s!)LmwRwoNGz`L#w5uNym{zKdK>&_wnR2F)8Q&}!j*o< z3g~gh%~m2bocyn_!)I&>OHYP|GGqxKiY=v9?LHGF`E7u|l{1+`xK)UKkZVTKGbu?% zWpvcL*yx(&-w!ubhj>O^Yv9bo2^wYfAe=lksTtVoje9T5?c4aM4o>lzKgeJnfz>^U z#!FwOF)}>V@mWPX3i{~^3`Nb5JQN2H^L8p0=f-Z3A#*yHZR9+Z*M-SH>6OWAN1<k- zTkWe_52%TIjxW;|@Z!srl|XMQCf@(!IJr3-HNJ?PomC}!jC*WqCo*Et`}XONGbU9q zd~~Bc*W-GyO83p&_q_!aFIqnz>0Lqb|9aS#HWOc{huLErWKv-8)o4U$E#f`3P>AH5 z!8pFdds08qaiOX=(MVwu+vIl)hWnBKpNSW1qZn)o$ETj!2c7OfiQq_UIrmApbmPH} zw=IN=GcfIS{tg{Jo#JonxHyYX#4{LQV!Pq{`STnP@}^Nn&PU16yc_RFYu)kwJr8ei z)5(qglejv5>jBBN<T<<d{Y1S*4vLS+O0-j_@SjU?tKi9WH2YB$gyjA%nHhCsG`kB2 zjpCSEsuu9kfaQo3V+MmOC>+<^m?@RLdq0n_&%^x8Vt&;NwO|qR%Un;r8;X+`k3{Tm z2e<TBN<Qk#@Skb9t?j@RyuZAZ^@yJar^G`8#}5oaQ((=p{ExNRnIiKddd(=LX}mqE z_HO|Nq`&@quReo(VVW^(8M7D?<fg5$J0CoCW?t?&H;JNkPR!#UeZbs6{wuYv8i(t~ zP3A*}Kqr4DdAX+@Rjha2USB_eiJ@MVCF|$m?z?jJy!tx)<DPCi*4PN|r4`?7%uWQ3 zJq8>}B)=qf*m-W!iJ9_m$Mtja2fE?gRwuDlr-*OOUhc}D!5A3p(Wk~88i$)(uO&6U zj0Jtu`={Ctb%HfP$QU+|{L;@GZ`NGP#?B;5)kvFq?Al9PdR<P#RZP0<!-L@<pWP7B zSTGMK?aSK#=z2he!rn42@xLh7$MfW9Gx<3+b)8&ledtv^lH9vvm4clB{o&)DHaz6B z+q8jY7+wt>Gcq~!2faIu1C>9Gfhc@*V<&vi8^fG(Wp*R@wLm%Ekj&fmi5+7+8;Sy# zkNoaWbE$CZ{kbcf8|F|#c+;VcLG4($hnjp{W(j?7yKn0v+yL5(szt7>C7^s9YP>Dn zix!5<S&C=rm~%{TpQPz1)K+s;n?Ie#oDX>(F42RyJ#}}|tbY~=D-=XL>gvM2J3Nw> z&suQT>0M<?WFF^Hv=YCmaT$}des1+9dz~QbdjXph2f@9SUHr{>ITX5=gnIi-;@P#u zn$)AUz;BqAI6D3Xi`d%wU#yfu$&}N!XHz7<I?~fo>D&$3+&3@w%`{+S&ItF@lO!h* z4sAg^l_)H&Q+3t71JuQSrY~(B01E4cf4~3yfvX`>@6{yZG5u_x&i3AMaDSGje?O3L zaMzuQZ76pKGTJP~4>WMq-;iQI)PlU8%F@c5)36?fWH*k?K+;Wp;FVp0=Y0H%SDti0 z_7<Hu*{87}eRDGX%4`AZpk*Vb5)MI?*(U>qDKJhIe9NIiJaVope_qtrfNZ}%#Y$ut z-+!$-7PDs(S6%+kYR#o0v=<t49#W}6y&}1X0uED{WEuC9v85CLT((cGbeaG=N1JzL zt1B=8c8S03Bs|jJZ6mJaJm3+v|HR(XMR2<R1WO-H!uWzAe%z7=of_=duFQ|&F89B7 zEp;OpJ?%G7e@Nb6Pr}BzTZX{-c3_d^*Z>Y2oDti#f$Y5-G}EuFbmQTlp4xk136rAE z+x|HB6@UCWbHtOg8~n?SO@e?5{%)85{Rta{Ug7e-FULr(lRDSoL;nrawC$`69&%Uk zZ)&D4^}`OIly5)mn&5HL9o>WmvM1l}_kmls8)nWV*T-@6gT;;HBY|i7u+ZZjf8&*M z_|<Rb)aOC^Fu|_-U>^gDIi7OVJsJm-rpMX|TJz9&JVX5g<t4^l^32%(j(Ag6>2T^- zwSu%t*7Zj#9XR!oU1d2b6AK1EXhvz%u(Dr>*Q~4vBCJh69bg~BshRoMW0(7(eAwS= zkJc<GIv9&Z{j381qSdro`$5dAx@D}mNbZZD+mc-JyFooUN#50O1m)u=xy(~mU@7IB z!0Lyi@Ty4v+L23R5R$R&$nP)ZnD?Z?=}+1;Ub&G$Pkq`3oN>01F(M-{BIEVCDU{^6 zRb6AA3C^MC{mX}cOA>DG2W6uRU87LIIHofAaT$e5&bCgUB77kib4!tV;v>BDigh-0 z4D0WU4?kJOz!#oXAM7L-@KiVJ)%IJ%Xz-h>|EcdJ{7Z95WyvM}kM6kI<d`YkcW2{0 zx<@j|j*4iAgcGj4VZ|+TyF74zT)Nscy#TAW?#pPKrQz5636iv-Q3$+#%QU;20U4Gu zDNbEOIK6!j_XpycHcjj9%Kkor^Py@lo;gpE9@XtND`eleu=-c@jVlY_a`$+|iE=8u zTweV%MRE?zH}h3y*^YtN5l6$hLT1X(@(J5~H#%PPc%@uYHi|mkGRH44kHYI&d#~2L zG?FuwjBeJ<0A~GQUIud+SlHcO-}Qj_1Afa6&tMmJi}t%W-zGe>>{rg}#G`1sxn~;_ z;isGyv-Aj!7)8x*DyzmPTcAx|Av60X6?{024(>Wj4D|geS5`*nAT&m=Awstw1LMZE zH@qcW$D_#!<r4F_rgHZEOX<((5xa8dmFW<kW8zJp`TQ15wSVZ3i58-yg>Bo%vMO|a zWH!P^?E-nqSmdvj3E<g#>Fi~~_g^?7Eg?2K1(#B}^0Jr85nh+vDW9%_kAW@6j_w^r z_AkC)FRmX)`xVx9t@~tun6XZE4Sfy?ZLvYZY6M-`dew5m=}^d7KKJ=K$=(0x*x8~v zjS*|__1`CR!q1k=x&mBFpyJ6}H|)~{$zk$k9iG$hEd3{cp+O7y?cDydx?m0-+*ba6 zQEm!~#3#2D$JS$2i21cpg(X;jjB|2?s|#rV?fIQv_!a$w9p9bI8zdYF&CSj{ov=UT zo5gt%^84P>tsgZ`#jHlZIjYezitRY)^yCro8;J9L%evhLJ-Tz&Wfw>AgH+Ct(f2M` z&*jea#k~@xxp?2WCpP0hYb{$jwJI!Q6DmkvwSr1lHwgr#PQk+t<pWucqxhcp=>dal zv$!*4^Cs1>UQpZF9UdG_!<nY2BhR@8uq|S_SNd!LRBky$_O`?q^d*_=hX>)*qVYWE z2o+*zy;McLTKuH2GR@jk52iczH}LDFp<efM-ORNNa0`F)d#5QKJFVLNZ*Vr_+wa~P zUU7p!F`@H)Htz@N0$9IXJ&t!~UYz_KNhAE3E{0uFJ;Z75T+<TYkMrq$5v@i;c<g!J z#Y17eXrTJ&{vyebz0s45P@_-dX}1uWmF+XwE3ogJqg^LT*_Rz(v($<{4?ldlq)tIS z2lJ|CQQ}Dzvs{q1r{TA;=O)KFy1>S%G-FrsGX5O&5}n;N2<#bEYI0AR6?Q$jKcOj8 z3_}gI^Wsm7NWVafc4i0R;zhfZtY4VIzT?BIt-S`(E$D&MPhTd5_wpB*49K2R-Lluq z)wUE;>)#bb%aJ)o=%atT$~&Q<*(-kXdLLB0y(^&0GyxUgcEmdI6+)|)%PdQC8XD<3 zRD`8Wfnv}<_0HRExbe9m%f}QNEK)8^k`p#GmToy}?J|j<9satf7LmD+_O7Q6<T;Z+ zG^u=s^a%g;aJKKf&!iA>+H)}>u?JGGM9qpWuA+2XR=~m66L^j1<-CDiF5JoMkv&G< zo9vedyzMGUY2`-va`)9nkl3kw;lukzoM*ouI7j*dWn1f&c9<lBDyz(wp|^j*L?^`S z;#ezA>~|D5Bf0U>P2ZCn&vzsDgX^YwzN4h~V*37=T@r2&lv(J?o5V+{nx%Hc!~M`~ z@AaL96=?Eu;d_DI|8qsUJeGx2%r$TP^{0V`mp3l0d2JXDAO3MPOOV{-zROZo7W_lF zbBV!>l0z_qf?Le|2O)`m;dh5#2{i5@m8ZNu*!I}8{r3710J-GG|50=vj#R#H9JWgl zk=2w24P`~7?qd~+s7N72gVK^@WF%3N5fxvn5@jYMBizTz%HDhLb?nXW`TYmwob$fV zbKjrObv+WEfy;aCS9y#&uy5up&y?R1q}4=aO4CiDWBU4ms!#Rs=p3cwiTW?_JpI;O z^m8%v6*4`rB)z;C`yXH1D^uaRTZus6YB$6NABx*<N8Y!`^IKZ>HR8nR5#68aGoV`h zxOo4;d9)rAvQIJ@1%uVm(G8XZc<0(pi=}UkcxYE@-$8+Dpi>>VY(O|yNBL7;WtsOO z{i^TLY{wP!O31R%%q9E0C|SuDbK&SKRit;6c^ZCJsk{K2F4+J5^xKmHwO}QB;E|(6 zIkH-2GplEILO_kQ;;nrZ*xJo%W%M5L0>u2iBt8f0(wEw#g+}lRgOtGeZ<XlgzdNNl zk#NY~bcW#DK*&s9YB|q4iG~KdZP#M!Fj<O-<eMr%F!q7^Lmx6H`n&$`mF#Q;>wd3+ zhiy2+Q6RUIZ~~?u8fcbK9^w`)#;+QFi*Us^_TBmHPPDE6@nk8Z2N`^PkMr!DhD#gP z`x<L4;Dpx)k=9)_@K7%lKRYvqvQ-ipUc^tB_E)?w*02oA-t|2;`a<T-ESp7`NFU|p zyS~UXv6Jw_d@A=m!yI0{&n&V1XbnyukMAn1Z2|C;HPn!(#>XK{5{+c8K}$ONGPbY> zxRZrN660AY=T7+~gs#+}<E-7mAA~1z(R}#UD!nzVY|c^kyEBU-zuEe_?W>TIwwk7x z5|3Ak7poiG`qA6Uspjl*0~lyasDoh}cs%V-&hKu9orydBU3@#S-+RpCnHLTD=*l<t zsLz5wvzW*K{qfqFhv_2jQIW3US)Pnu9S&+M?I<Cf6R-Sl$wtxx;A!Ca!k5g8KC=(s zEl-FCI8@&m^r9KI%v{`X*`AL2(>Ow9=x7oi=4bA76RXF<;<D6l$NHhk`siAo94A#d z@Sbt#ohGoGdc?9U7Y&zVzOBZ`H{u@mZnZ8Ea;`MvHgE50!d`dple@$!!R~oQ+a={X z3>CW9uBVy;sWZY4ZrS{U=yMtlKFL*RwR5OoVwLO{;)Ts$M6AFG)s5MVLv++9bhNa& z)-vSmY}od7Z3rH$^!adS(NSe7dPV{4G~6e3d2KPO68Udy?dBvtlnZg@R#B(>@awhM zO*|_zm?$iM>@@M7WS_abv2N}Ua>#ZH#~Vyw^iq76=3+k<%(a>f#>{}clvh2Fy!4H_ z+)dolHF%&VC)k4LAMrj5tbG361X_GN9Us0hQjf9UK2A1qV0U#+#+`$n`kQ<C1gq@` zu$5(ex7xD^GM*bf#ci6AC-V2cF|w~q3w(Smm5y){b(?m%WF$cEetx#wPidI7aDu0Q zV;9JTpuBALBv$%{F}kvc!`Sv$+!i;p@%;szQo1MOXgGUJ=CA_sB)l%fXVEmID~vlU zVcG@7TB;X3Jy*cwhmIIu<^o#x^!$C7M&@&Do#S^;HDJ?w&YC+jOTZZEV6OWu9(%6u zRMYJ0MxKzHXSj~lqt)1P!N7qz_~Q3OdDn0N(u^ICDXEe3qu9~=H=0TRa!o5v+Kt@1 z6vp*bD!Nc(sju!P-vZLO0{A&+2}gI7A@H>ND9|2=hy5N+LD`1=-@Z7Le$;z`6R%&> zK>j*q`(vXN(A}eVD)C((x;TtUgw=MzvJA)j&D)2u$?@#a^zIc9gOOnG=q2cSboai) z<93jy_Q*NUB!c9>TyE={N^p6Y$0y1#i*iy5TQyEiASdU&eMq+qoi5A)*h>1d=HlVW zCjDSAs4gTc*-hq{Z+!Nd&SJ?9m3z%9jMU5AYNAKU9^LXk?EnRO8eFt_vUOBr6*==> zJ~iNLf|HxXwhdX)Qwm?EywnuxM)^~@BMdtTZ}Nh`{(SZ+eE0ZG%J8Le;`I&RJmStm zu~6n%`+jo(o$%s+1@`l}!%^Vk&25vI9?`enWUde@rOw*@u_yle9-~V}Q$uhwf3L-^ z;%abq&xzZ+IUX068H?Wst)uwnn*Ll%7)4Fpy{j=m!!_HUgNEL7`0We7LPB3HW<_d* zdu*%#Plr;jd-=WK_GNihladYAhwiqg?45zA?m>tpT#VR`lx0nUc@&rO_|O;g2bpY( z-Va?&hHI}|GEI{^q3^t&8poSHyb-B5UG;?A*Qjq*f+G9S{QB;yrNmMYxYkq?eQFM8 zLbsWhf1QB0y_t<>WWFUhd|>yc6OHh({pnSgcmFVF`M(IAkpZ}&HJ+dzrUe<kvs#SK z1JD+<D(^9{3RiMN4TM5wa7)hXnx0o3$Qk1_f5)5#V|6pK#lPvOVn>!vtV>(KSLOj9 zl`Doov`Pds7V{v9^|XD!e<R>~KY+u8x&&t@jA+$e132|FL>_oLaQ(G{@9){Gz}C6G zL)mW{IX#T8T2Bq&qR9zKO=lKr>d&wsb&g_u$1tZ^pVa|ww(qQD9`ur)kY*!|M*2yY zr!N*ckAVEGo?grPIp8v-nAhZX;Lhj{|BRG2T;9&J$!~iH{Q4|o(ni;e%MbNLL)Ml+ zIXY#5uX`1y(~_mV*AY&3Mb?RO(F%0%T-N<XIPmmoag8s%r{R<0<|meCI^a))_fP4q zU3krRBYj3W4I?|eJ(l+TMWirGe!E=>+eO{!nH5{mx8F?jMmjx}f50eGhFXtHM~}z; z$m_zq-<ALIQ3vtipy-I&Xg6}M%2}UHVxfr0gc{ws#zd)c-WI-x%<Y$yLsB~D`yt`| z&-h%4NgNPY&3<@t2H(jB3|2_8P<bEnMV%VzfkVP<zOu9)!hM>*Vr12WN;9j|jPdQT za)j|hEn_oGbZ76b7Hh_JQ~z;<lYS3dwO-Rc`bOLub7$X)%@g1nViS0r%*9rFjyx&z zVxU|tGl}*n=>|>Sd%=`LgJ}1k+V%4iooMMAd;FYSKXh_?#!hL^K|nvdPEU3muxGzj z=Qu=shMg)$ud!4DLw`fbM&)IkUGwzN+}j1l%Yqi3*Za}(Z(QoR6C+ses=4`3_y}?} z^%^*md_ccWh%1HUI`drG_iK}T>2+DLfQu^i@H%<u*4do{Xh9&@A~K`!J<Cv7Xx|Y0 z$G)YCt*!=DRCl^~v&}#_y?NNSO5%@*b>3y(LhjQqF2OpsN$~FQ=LkDC1Kf{4`ZPb7 z1cryS)8WVHsC)k;%Eg)W;~$s(vQ9>Sz)(K%jT@y8oGr?g<ihEwLUl_I&Ms%5!DITU zi%LWId+PZ}T6`xq_?>xMet8O<%J=^DC7jc>(`*5^%|3%Ua4`vs_W@G|L*7@{I(+cd zwC6&pHz+dwQqYqtf}90u$?uOyKIZSk>J14~P%~B@v)oSlbL;H3L`)GbO!->SRfY~Y z5fI|coA?E?RvR1WHdh0^$^!emJrl*`U`Uuz95YofaYusv?p$!%UOsmsd;uz=L@ubg zlN_*f+XY_dS@g1dE!g46Kxxu3|7=?|2df=?o34@k{sEV75q)K|gm$I8^RG4G{~Xe{ z6xOBTw7E{ZYX$lI$J&OI31|6EV>RdB&Qa(-*d@!`Lb#9nmNp)`(13<+@ty_Kb)bLq zX6JR$MN-pAdq4PL5ZY|wa#j8-#>`e<({c3yJSO}sqnP9tI_{4;IlQGozS7mf*1&E^ zrHZ&HESG>XM?B?K{3PBQ;AI-x+6X!xTDuuub%4c2^};ISLaa*24>W8h`{PG>ht7yF zQRZ<Z>i(4puzth)FekDUKFn1t?l<j6o7+wHEcr|LNO6m{z4;fo`9Nz?ndBGx(qFh- z{Ym^L`u_Z9s^{U^65ILU`y((~AS(Er<lUIk;vFmw%;I2wmttpI4_x$K3apnPTyB%? z!Z#bcutGra@^BF0U=6dM9>3WQXWW!sLt=A*b~Ds#@i7zil=LmL%BTgb=l;VQr8o!Y z627>5?(D@iKIf%_3?ukmD6^;~<~v-q3Z{KvU&LqHrGNEEPO-Jo&T7-xFpMcg?o0nL z3>iZa#!a#Vs4*K;6f`seubwMixFlE$=9hiN9`!Wf`q&{3<!7z%>>U@=0oHzG4{^PA z_5CyA`QDh<_mP28%o<oG_pt-=t#52S+fO`GfedfHlAfOAz6RN^XQxrrFV|@zdKnHe zs(t^%KLUlcq*m)RZ=8MVmTKmkL^wIfUU{t_xs)2GI`oq<wx(q+U#$bBrov^1u4REn zkHC0MBt3;$lrHs+X&$UJmT@kg$%C7ncIMu--MII*hKV-+U)ULzu#N9v3tH4Jc<U*b zVw=f<eUoK1;Ht2B#-+X%8l*SL=wuG#rkyT|KSI_Z&rwg-(`FW!ZhVgV{*;9>@=RxN zNBTH6OJCXNVH*n~|5B1HF07%Q0M`Ll>t5nXzgz9Wy8`Lg@6-+QEh1+l?__Gt1Qxrl zymRZRgt%#Yu;#4=>c;%>upf2k7jJv|1lePhD&)!4Uh2kQ%Kvy2Oq$SbzR2*ucp5s( zWewkMn8JmjxYc-P;)VU5{lPw`5}L9_&dM_pf7P9vHyq5$aUe$FGu!+$IMlx4s2}-> zm!98}|K>vWQ6f9&uW&3woV;jWs!17^|N0Q-a=H#H4lQdueJ~7>9{a}P_<C_f?q-0| z)fF79pfj-|{>=VsaT%<sgoEJhcc)V<9nyHXu6%nmLHeoNie0A1Fud&Ms$Lj5&-n#b z+Yt`;+`)8Ota=R6#}xbA@oxtoy$uw%7le;_#=z!>DB-3RE)O5%qoLO1_@XxJ9B^nQ z=r{c%{>tZL)Vy1rkkq<d??$V}IJST3le46!$$!S-1S`p@6`U{G!ZM9V)Sl6<lex<K z)0+ltcg7K~lcP~rF%4XA6gE>2k)9dR2&~kMgFVwnhYx=$pzl;gzoO^@a*8Zj?buWZ zdoR~K#m`l6tc?4CW!V6hc!u1bjvj+MPXv^^9lBsb%{AT5J_-)Lyn1m@OaZJrZsX^8 ztqL-3cqb^*=JD&hr_72*{YV*(UAdu2Lr0m3We==H#$cAneQAB@Xd5Ig^QH`VK-6zl za|+V=7HTSVdVyirHtJ>HKFA*(nu?Td$7R`YrtSg;il=qtl8<-;Fp#jnVH(N(XfsnN z<fPSeaNTTA0?GYXu4TRWoQH1gA92m34>uJ*-gA<85Ih7h=C`#U%9<7!{4%cvElpv* z!xlN1UC3b{J=zN&UDAEO&Wu4w^09j-NPkv&<p}Fb)=nIn|0wy6g^m(m$lUR1tQ{Wz z*Bs9-l>vL7nHXJ?DuPr`%g?M0G|apeIoc%Gk7d5>{w;57P?04heRD9$<u^N|DL(6m z61E3c+muL7<@U|_Eva;r4_^=Dug@j>`S&B2%g5``I4xj{>8=G({mYoF)lz`1muy<T zC=Q}bWVPC!JFNf?+{~erPO$vEtNzK`Wilt1*dNo;3n#A%Kl&_Ek4J)I8jrv@<o}o! zVqH&onLK;x3`M5#&&x#-*6bAwxs`p`>`y0NIW2QeVQL&^v&3Kf-JgPY$P(b2RE8;E zj9(UMMZyBFm*5gZFVahGGF;vL1uF77W}3)->PYGSo@~wz6#U}X#n(OnyAD=0J<gbe z-^~V(Wi%S`)kD|b2G4%r(0}Tn%|C>LCDO;kT$5qnZu7g-vo#PiuE4Bya0-gI*On?- zw!^)kvY5NCtI+YIrac`e@kDtIZmemUM-9P}vSo5Fkr&b<imHE5&eC@wbYl%%vF$m~ zmNSj)qjQhfA9uwUT0b(jY4~HJcQAd4Y%5fF3i=E<BQo`APn=UAdmZHi_a5>5LVb6E z!E*iqxc>OFXYsi*IK{!=!tjKV>S5jcr^Rp>x!48yL~jy)>Rp55^t;mW*%iLmP6GvC zGx}mW^G7-6GD!+9-|hydS|*cPS|hUO)k_)m^r2-#guvLkAq<xM`l@+^<P>uL{{E4) z0FTRmXl?fz2blu9t<B-2$Co)z;uwEnJ?3s7_ZtGU<J}YmpCU9!n#z|EUB=(R|HY_m zore!kLcaIRO@QK<_9mmf)o?gc*Iz(t8bW6H71C1~se21(SHDLrfQXM2o2LZvb^3)Z zgeoTEnNKa{9CDSY7&YScg0&0MT<wpB5KgP?w(_@!HQUjzyW#62wj2<>^2qP>{WjR& z_R*h}je+u?xANyH)-jY;jIfmu%!R4(AaP~wC15jocrRwFF9?5<ec+WafoBe#PAemy zE8X$Adf%opTo)Z{w$Ma4?U^A@(xXQ3hyA;_gCuu)_eVza<_@w?mV2jdS?hu_$(o^i z%&MTJr_-I$ehwKk#eQxSUd5%#Q?^R$reMU&%4Lw`&;yi9N?bQDAWxvJW%=%IIFJ=e zwqi8kI8O7wAk>5j{gJ10tsBAh2}8twvq5C0SKqsPb&l|s&)?pou>?hN0>V<+{V3P* zW;NyW1bU^97W^dNhpS?o0#~IvL3xm|bvwz27#O<L@>*rX9`#i@!$z`)e_}G}9Nz^{ ztIs>=m4lJ9uOBmC?M2O-;#U@PDv>%EfOb=>Bwv0);X26`J^diO^S}i+u&J^>^qcr3 zt9M`b<1Qusjb8<vQS}{Ilz&vUgAxO}PIkv8N&iwu@*Bs9Kgq2fudtD{8N(3P8MREZ z$9=voQ(%^F0UEY@Z#5wMm~g#y>n|-<p}r2U?D~d2XkRazxa;U|*!F5IlIcw?YVTt< zQrXgui({XYKN3%?0^<nVujvFhx0}9L=XU~fJ&!xjWj6pZ+c$@3+jU{=p2|~)*-D{4 z?|c2Rni359d);DkC>N=I=dA~P)>AhI8Sd42&<Sip>$xA(HR9ymMa_qmo%oU|z|Z}_ z47@XOQ`5RK3B8-2?Me(>!{|_w!nibz;z=6W{|f#><i`DhB2ImHS7!HUI@!m{3dj6o zAYS#_=pBA-4l~fHT&JWiFo$__Z|To1Pv8o-;TOj(t#EsiQ-A9{I%-nx1^ed$t?&nA zehXL*!^p<Nd%WG-(7>+z<kGK6R1&|nDMX2iUU8pz&&PEGx7=9&>Lq$g_$lM|BTU3M z+p?>Az;y_m*}sygPz|gFd%wxF8ih}d5)w;yTY&N*rOzc`20PB~Ef)<QgP6rAt~|n3 zKXCrv!($2)uoUsy=BC3OoR)bp@MvQnh`_~J!NO@wbFIlg@?RGuG;J){V8BX^!kLf* z9eH@Re{;Uq5Au0O`Zx}Jm_(C%);ihsd2rTsd(l;3qNXHyu=%R8Q0hba510_{=8phJ z-`rC)u>F}F6q@xL4$5x*xW-9Gp}jOd^CW2)^ok7bbBeTrqV#0r&F>@NRCr;b`^YN3 zSKmE$Bz_RWm6t>l1tu}Kot+~=uLiTt?nGVqJ`L(86vrfVhfs7c_tm8%<nQ{HF>h>V zFQn_8y7p$I1?&_L)hbH%f&Rbkd9TQG`HIcK5q<rBU`q=&S+SYIEk`p$j&e-Ftrgj7 z+fm|ARMTcX&E=1htoECq>nwmMwd}V=z&FsVroS9cde$1R?4OlX(^Fnr%7l24T&;BK zFW1M!r@rK%z&P3V59LL?+WtBY!?`5)Lo*S7z)3lEj+v_&7~tbU{po3BQTW{>nlcZq zYPlDk`fAWsOIhGmdO3)=NlG3tqM?S+5v43kGPnBsg7vm@7slyaKhzkVk6iXIYK#}x zK!E;Kf>h!FxcRJwG+nNP*8XXZIg15M$XC4=bv_iiyAMBj(=iHW*N2vyt;ey(VXMZm zucP2}D@454zaEpr#$^oT2he##sH5J=X^`AQIa^h>0#Qe9xxC*_0}c9-;SBakTrE7Y zr{G5yS`UTY>e8(Rj^Hu-jCC{ESof$-tD_M5H63PtCN1Kbkw1GG4>sY4bHb%-+@tt% z{9P9P>oI6Q>TuWpDHUG@$)!gUKC$TM+DWU=GZ<{WL+rFn2ME0VbWq|C@fMks>QxfH zbAS8K7B$@k($_C^ve4-VnqlWyMC=MwGDu~XhmJwcn2Iw$$&<NStSgIr5(ER$gWZ2r z>8ZN?uc!0Kb5uX~ozJP>E;zYoCpXv1H+1y974V9yADhnaj(KY{ivlkg*&Fsv;;EdR zhBpTXfFSqx>@#RWf5mk_H8-?lN;dscpzIh_c6C0q(wl(7cFwcsM=S8a+1$;$hI@e$ zvi`L-Z2(n*1@DWTuYo5rx|>Q^hoR=_U8yLx7a(rmx%tNLRxovp-8UiI2HwWXXwgkP zuMhj%48Qe2y;txTp~eZAJN3S}*er_te>L9ehLZiavguX#YoidgMRvc)Rq}qHPl@64 zV4`L}6riN+ZN{xG2d$E-`XSWeYUp9hMkqb0%5*qz2~&7D*UY2G@YH1<W)<maT<lbB z)cBnTKXNkFr2CjCLaCqK3I-7sUhw^~J01;3Y-K}zk2GRhC*Q*rGI!)$So2*+dMid{ zkBtsUCBRfcL4Bz26a<s>qsD_GIH9n{vvDQ`zbVkxq&LoiPj7=@z>i9dc)44p=kg#P ziTmSo+>3a$xDI_!KG}#ju5|HSeVU5gIq>Ev`JI0*ySH!m%ml7kZty*JnQ(61-#d;` z#=wKSSLaUC6g0LJztC=Kz{4)7M|V~)!JllU8fKAP)N2e^m4ac+Jd!tmDsvI|v{z0? zCFG%GnZ~ut0mP5ym^*y+^<Pv6O4e@I1(f^w)=p*T1fD$iMKGf{6Hh*W|Gh-A6~5Y- z(~V0oQxtg*z07DP{kCkk`bW?5$)35}M&e5=q)PU@lKnyQ=EHTCEYAqni}pC4HaUYr zkM;8`M5gdh2u*6tvKHp0l0##@lIIBD<vll&rcifv@2px3@!_ewb-D1P2~^m(wg)LT zLvx?T<)wdglu?T6hbrT46jI;HU3fAd<5kmDY{%#+m7nxH?@mnNvMw{bPY@k-f?@4g z=)pc*+xkUp&1nja^6ow6+@1z@-zGgIx~f5d*HEVX0|WKH|M=ZLd$)spLBY(9h8dve zWfgw>Z5&#!s_&&~S3)k{`mbtk2Aw+g8$4oM#D`aCS}(TJQG(gTzW42DgkStpw>RsN z^UB0oGr?jv3|!x!B{DJ&+mhM-Rx(YZ2fyfe)Jisly~N^65{+o59>O(S*a1OKJs6>9 zfl~^it`halaQ2bX7kjV2kP*GkS7oFSovr#UWw%XW@YRzd%qBzVnzvr9#-|5*%#Shd zpKga+Cb!a7JmbN*zC??gzX)GGH@p?}vJqq)++41dRpGXXgy7`Egmcbz+Hpy}146=O zA29q{#v!v6^Aw@qki<5tyP&%a&JKHw8NTG=LSo3VxU*?6%hB1HWtav&w!iX5P7ps- z7w;C)zE(WTdf1#%au%tE-SLxp!>F?5q`RB-ACybvmT)1wIkDLwt0le}xV=~-zgX1? zbnA@+ZRx5ou*Eb~oWBw|s~>o?cM*@ggO^<X)ju#&qPzQ4<rE67Eq%NyGXh1w?(#E{ z^S^tE&)MzLjd-phfueq+6Q8Qx+IYNT61<u|j#niU-;z_%76XO|xGr;esr26{?BWUz z(lRDFzylN0lMNFn*G28;Gn<FyUt5dDs|L__LqJsKcq!`4e#+7@Bfas5|Mgs6o5bob z2gaPImvN*s_*(d$4#>UBGxMZi5>8ubi`To5{8X1{`4fd|JRi)v$?nK9+U@c8{i@pr zWt?l(^hWtue9qUAPJSF*3uom$wFtNKzo*ZlPtC*U_QR1e+B8hPYkBr!+%T9GsXnod zsYc0JABK>qE?6gBEyNYKh^E6HbYCL-A?r7HzietM?3{SzDEgf2HQxV~I<#vT_LUV5 zj*K%<4h$!Z?Xq%3rTC~_cTzi0&DDkdGMQg)JN4>l%!LW4dYyH#;cOf3i~P_~aqu$+ z8_cDZ1r^|IvJ!*GlP-9aTGM*%dM)}Eyq2H5Jr4aN@71qd8b*N<+L^m=TH$1R+QU`< zHB@jbgjW|ye`E*GR)>;BU}kx4c!8aG+T;%}vfhsb=3mKsw8;16j;gd{ct{Vro_!te z@Plv?^0sdO_oWmC6=@bd>O*+`>8aIh;vYD^XhCVon7{`?Roy<J6S&~awc*0%Y}j@} z-*}BYZ~v?v?X8y|0LO@TFBxPA5B!kZ!;<S=_@JpK#d1ppaQ=F{jjf>*_pk{u=l^TM znQ>#zOQf&zvBQ2reu{Xwl`AvN8D>Cbr|0gM!82&F(<48ac&*LLQ)xObZ6K#t%NcN_ z5njoKmua7{0&YgeeQuqzShhKfslPZGg8p6Dxc)3X^~K{(QFDt?JUFT}dPF4~Sl(QD zwXm0P`egAu>wY>a-xeqqj_3x7oeUusgpaU4DlSh;l<?yWf3ysc{YAN}>$86w7BTjk zZpe@JZ0vWBWm0#p!0Gj_(F``Da6|Th${yApn4Z7KkgPtBCq-&FpWFXM+Bbi871|Vz z?D+cbmPRN1(shyxUB8HiELl={uU3HbRJ*OjN(Gc$AE6v)TSMm`n`r1k!`*g;W{-*A z_O_OFpTUkg;7vPLp0<vTYUeR$8br8R<I$OGmtL=-TStjy(p4W6AN+EMZ=e=RU$M^* zcXq+uxb0_@UW{Sr{DTdiRZ|!cvvhG)e+DoA8#(?sd=cu4qNv{r%0Wpk%~bs}9i_D0 zv{GW<BuuWo{L~$k4+nFnC8fv69N*3*%8rAcB6qmbkkj7=YLmq_a0^tx`=Ha@c5TgQ z7Gu7TOQH?$Qf|5dJ3X}rLy8|-SHjQT@jES($T?`wT%9}N)u@(*UC$tW+TWs9c5=E^ z=+7qlU#UIeX|Un1RG|lWdUm}or+zWAnl;?$x1*=_>M+<jMb?t%O2!Z2V>4*^W8>Q) zTf$W;H2z%rHvwD+C5<+E(^JZw1=6qSko(Dt6TQEWSHc<Dwa`A%R<s<rD=KO-5B!2} z*y>zn(N2r0`tYq;oM|x43wYQ7f86QcLVOe4y3}#QXg~2SP1%NuzHLJDz102guV`>t zNp<K=1=(jAY<sQoqZwOuikBI$Gy}W#LHoMzQ{XQXL`|1XM8(G$T%zp%puu^6TmO}A zc%3Sc_Ow3<cDo(6`}igroPBaW-E~K3KJ|$|)_(#r?e)KKeC)>Zf0Kcaq&k3mi6<{v zwF$goqVd7-6l{~xKV0fN2NiK8-TWUGaZ3dCKiRfM7~lDo(Tn_^GV^xu3KDJ)ZRVrt zoiQrh2wkUmE`{U(8KaN4w6;S;uxIWT=~6sZzFXerXby(vD)(fQd8{wpo-=lN4UpbW zTej031&{8`c@^OvusRtqliD{3=U6Vsdk2&IlC;B<+oCxjE?hQG$z8_hrjvbo<Q^0* zaHowzJPt}4Ki555{D!-gpGhWI6OP)=ou<(0gO4-C_N?2_L}B;mzKsW#f#<sP;r5^@ zh{zQVNFw(R$_IZRqmMOca5eqX@9o_Xo}03u^syfe6drDD-j@S|7IGir#R(7P)0wB= zKTkmL31MpRwOK&9yqvAvL$D#y%<5?VGQLg|iVa+2pv31Z<-OnV7Z2Qy<=#a0r>?hd zpBE!sr!6)^fxBKZQV*1spHnRzLOpk7V`=#eNVxi34|N$STB;SkVTlF!O{i{@)xKVA zp~m)2N7Z57_BWZ<yp1^W)>y`SI2*H=-k5r7O+r}U*kLPMlE*gu;L-BA9S2ib0t5-i z>Dj1vxv+FA$PtM7z`;3)Y?ZrO|L7~6SUclu9$koq(lHMs#wNjcX|v1r00!#I&23qH zH=AI~&x_Mrwoc<tZnGV=rn6wxA9V9%Y9|WCoZqKvL%gT4B1`#UIdJ7J{W_Zf8W?CE zKR(znfUTvU!*nj>fWtwFQbv*oy8la|`{-f|x?byhx_6nL8uU7}KH0qso_2)9M4ThN z#dkYqO=<L$dsz{IU;27LVD!H-M>dkPDr{G^-#i0bglqy13Jk+S;r{cV&t^aXi<RQj zE8S#{dYN0~Fcam;pU;!a<hi;wVy&!kjPT*kyll-0PKA|}J5{VLE10o!DESscC;Dxx zHlArFzC-D#%e$tVakH4)zfm#LpUIT4(SI`x0h+wpEZ-I|s&BIjW7R0?41Ro9pI?uv z*K1382|uz*^!+4W8Al^USKcJ|5&ZH#w$fH;0Gf0LH|xyT!*kn*!}1+1$Re($_m`s^ z^!z2#!j{M3#_k;1dp%UNc)5{Af2Ip^PO-l&z1;*mqT=ITYyBYSNpWM(o88!b-*Btm z01fs_+MckAZ$+QEzO3(zbd=axzbXUe38ZL_G@t3W1*T8cH5&B9Qyi9|J*-4{i5K_B z3usNidHLbn*_=J-w((Ss^pQ$9e1~U>QuYy^%AS~dVb+7b_w(i2b%<A3M2xTNHOaL+ z+hxiwUyGtY4K3@Pra?<&qR5YYFPrPek6vV2gWoRR+^&o@INsH_bqoJA=uYbI`sgr; zse*^(J+BvH)XnEVTXtk){lfF4n9xeBx*ynk=}Q<27pH~$cJxEY)Nw1q<-*_5)vAq8 zQy}rUY4Ne`gCMghh%LF32ATD}ywhfdn75fT-lcU0+3&tD%5@(AhV1=pin6`n-s|XO zQrUoVURQ63EcaskA+6z7zTZ$|CaR%-w+q(R41ZHyXVFMLzR#O+6w3zex;@^IeaC&p zO}b~s!NgI4R$WJO!HMCqUku0aiKR;H2S;D1b4k8UQI1B-kN5kx{MQVA1v)X8NKTFJ zQjq&vVi9ucUF2eW*9DCojspChopAZwM#<*>Nwj&Jky|DE3&ZUM$L<`h#bB54w~6ud z_+$K=RqR3+it<KnW`8q?pY@ENo&Ft;9-OTexesQ*JM~7??deI-5V6eFE*OLxz96x; zqZ=za-u0G*v_Y>?-A9>%36!AgP+>{!!}fv>MLHqE@oPRacI`FEeQwD=#^uqEQF*LN z&j+f2&cMJ^{Qel>Ili2}U_v-aI|Tlkf0#qTM_(y7?=Qkc;IbO)*b+RjJ3p}StqAL@ z|GBSy?#9a+GI22$#3S<d(UQiW7WA7stuXhX7TS~x=xp6c9y(lJ-|7+Jbs3kO&QzPn zO-^P0>O9jZxz6*i2wxQnJ0JX*P{mB~*eD@n^lubd%AYp=YN3I{)&!Sc{a*O=R((wB z^8n`ENOFHzGyz<ORuPY;htTS-v)sH2$?IM@G3CP6fT~|>?kzO_KslW|(h{R9AgNHb z?;FVn{HxtR9kq+x|3o@8Ukaw-AFG60gf0Nh+$YP7d-~w{#T+_`i`}@kVdT<b{z?3) z^hwHeh4B9v(mwhd6ydf<c^i)Allis5z>xH-Q7AB2uWIks2Iu1MZBlCK20vdWP^(^q zW2O|p7+&H#AJDO~NMoRK_22pKaxfb$_I9(h5D$RRb;;Ki_r|ev+1)X~yA>XMIasVk zyjE>LKAE%BGEmol%`#uyJ_-?-eXH7$a4(}YP5tl9z}r!a1;KUQQ0e2krHRZNXb(>6 zmCby?XD)M5T?cC5@f8KR#EreM<HA3?k5zQk<DoD7s#NMAlV6<i>#YV{z2Z^Inb?gV zc<#l9&-cJ()?+)8vX=1vyJ5w35@hdBmvHl^QZ4XFAEq%@^n*}MYEb6A8rT}QG546u zGM0*so)%4N1!2(u{Uek<%)0hG>he9}tEt&U*Q@^>o-+GOCT^`HdC~SI>jU%9V#{MG zG|&$$iHE2;!2=lE5L~@SiHYi?&EmOgMTN;kqZB{Vi!#?a^TM9&-CF;veW<px3h!}n zWP2W@!KSbek^0WlIO6dqrqU=I>1w0X68u&{!p1n&n3;~!m&A74mUSJq>8N-nL%<L= z+B(huh#mrX*>o)aQ8^yT+o&_QsR0Z_&nEkfcS4wgaBPYCIEZaX+N_~J4u_ali#hd1 z2roX{DT16Q*gci}F9bJ%XZnHt&wmlmiEGwxCvUQEIGFj~kjzIahK%f0Np7fK;fjIH zqkJ%Tc#*!tHyd*j?O6p$Z(2DeS^85|F|Houe`*{yikln$Ggb1LK!$Q&_k@QdxPC`Q z<c3@M;C0V&R9kETC+jR%W&P=?_uJwg<F_gp-{h%(vXPz|Zd6b)-_r@Lbj88HpVs1^ zcY1B;G!E*Fi>4cNo&n=woom$&({OEJmq?iNGE^FT+d1=&j>^;YMA*+@4SqJ}FvJKg z;^M>6#ZRU+czoA23AxP$xW-%Zm5%gF=`VkmUDwxyB0|S+s>asix6B(UrXCI0_hwHJ z{lf)x>bbMx?pzH<Vl3~sJ5?a{twEc~>vl|KKCD#ucLIM?L@L*2moTieN3B%26z=UY zZdno=#Kyq)*7R0&V7a7LSyQ=$-N8Q%TE~*0qiWCf!K7&zekWmXwqpWc=$+8`+S~_q zw52H5m3a8H_phRs)&fi(jg~jeD#iO}A3e4~l3Nyid_Yod9E+Wl3Tr}U(RAj<(aO9c zSf*qAuuYlp1@szis=p0l@tvUVmzFfV`ZFRm*1i`4zm&TE5gNv|=0wBoyNcoY{*7U; z$vyA)^sn5Ylv3DH`PsN%JOy1$qDN(A>Oh8l&uU?K6}XK#d3F*WXZ})mZ-HnlNVNKy zL`L)=qsoJ^;)BarY3`_-*hM@h=2kMg#boaL!@R8W@;Yk$yA<sd!e=`2xAdgI_g0K# zndS}=Z3egJcXQ;5D$urIHgYU$3IoLo2WEa%pgSAm5SQZ^40`Qn(PNy1doRVdNBeuD z+b;bHy~a%9X{wJ8q(wsrLz>&M7#cLKxNj|GuEgtoX4cP%FX^3SoMr^+5i3b0IQ#JX zL*YH|dt(tb$iHxPpQYv^jy#ZJ_nOZE5ixmT_bW|URbI4~&ozmrb=>Q8{Rq!GO>6{2 z=7}FXd~&B#54?0CyWk76(Bxlav6(dm#+^o-J2<mZdyC!a{i{phzN|a45ZwW5<Lh~Z zT>e2`l*I+9-QD<wK8q!0>jZ|=Z@gPMmkY7ybRB5q?-dcw7%M^Y%?Fs-)9#YKqHc9g z{DMt0$rBY{eiPP&(6W7t!0ZA<%r-U76AlIAtXSva;v~#54G90%wSaftaq-emQ^~|% zJTIG^LnOaY9B3zUAl(00@7l#~pi{n=WV>|;O*>;}4E`fNEA6$-_Mw9q5tzC5T(%jk zifi6pE?+>4gNqF2s(p|?@oAobWsq}MNw7Rq2Lx!%7&@Di`QA>ouMtu1@K2cO<6XXH zP<gS<d2yx}s>F=i%9XmX<STED9QO=loIen4ZrKINO>2DeMT}JNJfILb-UpT$<sAB~ z`PjZM&|<p<4J&vbCfGF4Q?7WPK0T4php%{ieNFNQFl|wIQ*zieo=Mf!Sp81JhtHpd zr&NdFyRpA~RC5{@d>icJy-G*DmXj11u2qi?T6U{v_!?1X)WrY6?RucaX+KSzEXD>Q zE}n53*^64Y=y!e?hmOw!Jyu&-sHI*P6GYVNh@VeA>@>*<&zF4G)KqB&y3FhAC0uf_ zMP$kIffez9Crgj)xRFHq_gpd`UK7sQy3O4c2IP6f*czkYW&_*q7<8T~oWt_n=JWdw zX5gS?yYh5d0Z?z8IKXkD83lG~K2h+Vf)9r5Sxm%BU=UW$St(eFKTHmbc_^0RocT#p z|36LWtSKh-{Omk5nYPFbzgoqPvbZ0)OqIan^@QPp+yZ<GW4))msTM;*D)$5?bc4q= z+s4Gj8L%(D9Y8hC2DuM``T@Rmpmi;Wf067F4_c|UDE3W5`)I@Mo5r8v<Uo`g<E~y* z`1@bdDK7Hd@fUF!v-1O+Q1S4?yGV~(P$_`zG#%x<`{GNHv^n6OS=#kqcnxsazEe)n z9D&F68cA9gf8wiYg_~o)<}ql0(;<~@HSpv2)a$zA%lJym^PIb17sSl#UfLEHfrnM! zdD=Z50JyoZj#+#Z6i>@|emn3Nyt32gO=rpZi|@ev^%wJC#^Yix|7;ZYd3--EYSe|t z?+;vhvN#Q!(p!e~+ZsS%C8WNJ(u=P}h2NVwOhQ@dt}ii%iD%5<ibm7ZNvJN&*isYU zgH?%2UDKPsA@jqtFY3mlpv0p1x9M0XUVr#mMkIuIQ;+<VNIQ`XVWU(3%?(aq@@5Ui z?eU{19pl+@qI(z(B$-Ulm@`m|BzF&T9T|s%HAfzE7`LLpw1xi}78=~JKh3Xrnud*C zp}JJU>)LT?s<Kn163#z9b8E+Cat~JRRy1Sn#wYb^27;Gq$Zsl2VQ3w|vz*E0_Jb*S zvMEZ}<$MR8{xdJr=v@zSiUp|w<a^w)xl?57`2ujC{qS@0ze$L=T#~c8cN|gTJG^rr z0vGpbK5LF4<UYQvnqEWR%L2lCxVXnL#3IkyW~Bj?t50c%6?H+h{6mYjSLA)?zx&)D zbuxc%>OB86k8u7zvp&7)_zQT>N>xpq=!bo?@y8-0$v#8=;pvT2<46}9JZ(*KV~qWD z?7k7izdYEIex#1{+XU9v<rq)ml$YR{n@)@P_sG4ciLJ|+x^_<3p|S&nBeLdgHuPZX zp^RnztYG2|cwZ^QKu4{tqUX;3S&c`7*nZ6s{y^@Cz=$B>XYDL5WL;QFfw&*d|Du>0 z&@wPK<(*zB9?94ddPuJjCFs|uO_eNzc4T1s`UeAe?@o&0-J}(GQSZiI>HP*?zW$Jx zLcCbQM+@lt|JLB+y^H*pqc%{S?n&wLk^XyR;=5B%3ExFqXCH5R);#`vRR20}{UmID zRPp4iQ#BeLjx9YlJ&b$K9s9OPtRA*G-xj@FPWbFRUmY{FnlX{{%Q};<t(fgW$?F{? zzA(4<Lp}u^=#^FK@7Lb~tSvNFp2;G#Q(*`@`HY<Zp74b*vvmNgD|Nr}y;*p0E7;?s z)nEMjV?le7eEuIbJU()Hj$-1WEUh$t8a_KD9+`iw1BPGfwAh+ALz|nWnWt(ecI_GM zw_5BZd(Ko13jYkAtk)j1D4oPG#@AX~6EpF_wIz*VcPc1pH#q8tP2q)~d767<iC0Tl zes}JTDYPnh*5!I=0(bYm>OX4|2Ak%N&nMo_LZ=rB{+}jmQ2fR}%9n`|c)=RY7+jSK zgHQA?8Rm9l=(FPIXj%=zTiHHtCq0CdHqYY79tb|(t#Db7KOlgVpxbT~piSJITgSms zOqUQ6_bThaZ7Q!qDL&Jff8RU(hS)e<m*XfXjv+h`j#IT2FoF97uCCE<u0eac_a&7B zb0}wNKWa?wJ64(!T4$E#uxOw6THmKGe7vX8E0>e-()SCD^`0Mu6M>)NpLTV_cEu-; z#>x95?aD>|7jo$!FM3Kkv$-0aica{-ziUCCbP?m*FS0>Rna9bqnA{J|@4A@!q=Bk$ z;R?^*dSt)A!tHuJ1!gw<^%0=;L$s{ej}zVfxOVt<<bBgoIDYa~H&5#v(pB+XQnnw2 z%JkH6miTxy7vy<zQoj>Lth@qS*ebD|BaGR#WCH$EzBu!i@Y55Whf023BYTVMxvA2@ zBfvr1!Ldf>YV6WSxtFF&Q9B^MFOr8mr+3Y(d|Uj7J$`df95ye)uZz324#mcxVYz3l zWLr0WcPQI#+@6I~7nT}Vf><a<KBJZ)f<16TQJp4E<{>A?t`$*VbU@qH7kgyL`Q;Rs zs`+l>WnVk-WsB;o8IVo-)U{8(5EI(^mY>P?!H(<>pWKW-RJGJ&O5R00$!|1oULbv2 zDM!X5B9g5r#%WKxaee|+MmxOZjb^}M`=&0=mKoFu;fWc`@r5&8ds69u^yd`>rIn5^ z1D}@t)*U(1VCws7fmecXVb27*R+IkvhAU3Hc9OYjzuYd`nT`f%Gr26V$tVEA%XV>d zD1U+N{#*IPwoO3KjoZg&$lv)c%f&azALe1|)X$qLYs7naY`8P<UOSvtPnBBwGz~IG zo(k8Je##fY>jCAL1~Hv}-^EBExsdc2hfQCbpd!nCLm^!U80YY2vsP4N8E=L#C2kab zeZLy0{8|F%>(?zkR~RVFea)Yy2v6AINO@+_BH@0D9Xi6SQwipQ!PjEhyD;ZYoS|uR zGraWDea7T750*i~tdrvH_<k<0dMELx@I?juDIT4HTlC+*8^$d_l&}`>Nse)3fTF>J za`SMX)7E6@*eu+g7SL}#@*5g064QCh2xokEm{O)x1uDiER7&5dLCNmttuvv)=<l}9 z6+P*xEMLVo3+x$!>byDi4K%{J?bwxh+p`0RD0=CGeg~YIOih;zY=qYvE;e#yRAT*4 z8@8MOk$$pymR~z(3$7@d@iaD0;q2yzE!_)qn5ikAt$eQs45usnVt@Anlex|jJ8A<| z%&43sy*NB7duXr6WFYSP^r!vOre5S@lzPh=#6UG355FYVxrTLW`yLbrJcp|t-Uo*B zCgC`D@v{!X3sAasTCKCY2jv7(PX}6-0%O|__e~cEaBS}rd&<NBa?hXp=wRLkvFfdE zvwdSID5lqMWlm2$Rr)5*`%gX6?>e#R27eV04R7-9VkYX<^MlE{+Qab2u7oaIZxMDn zSA<BC_tA$9TdJx#(qLC~1TA3C0$hCFb;!(m7B31dpY^@(k2=G9)T_^rA*XdXRWh6O ztj|8@()1ez*Sq_NG)Kss^I~)zo5~`(Pbk}SYmVc`#0Bw1;UWmpb=;gFum;?QlD|qe ztl`>m-;a+-PN#;u^3b)I9^|>s8ZM?mI2&5?jXyt-oG8iFv8FWROB0TFyySVbqqm{t z;jwC9x%B#Kw9hP*Zy9=(l-+`&O)r^K&#_Q7e;TQUclF}+^1$@l^W*3!JSO?(^$hlj zaWAbFwF1L9Q}%oFY2^E7f8B1_4Wz}5wixFZpyA9`Z9c*i(A^>>Arv+N1$|l~&HY2b zpj*1nY~vXG;XN9AIIIG;)==)tPRF7CH}NQ+!T^~3oi*drJ%{f1n5%Ru$H2h*vBq#c zc|Qkm+&{FEk0M^``9*3aD08rdrFmi;Int+(y;Y;3^80l@4j1~s(9xWKV09Yj^;^{0 zxngmah1t&8eFa9cOfubOm!RB7gz}A{oaAA0;@M9wqK&3<@UgFLq`xU+yn+1P+4pgG z)OAkckq@RPoxjb(nf%#fw+6cK*M>e_e!_v-Vdh>ClCliGrPEUP_jbaU_iwhHv>m}& zEt8dN4n4pik^23cR59=$y0k63sTE|eeSWI6w+815<FCwLSV1c*zT{0(Bk<$_zq3zG z7HG}yJk_G!gSF~v>Og#pU$?nlT5_bPoacC;d-37~YM)N4w>YtkYaiANJ3Lv&oWFl! z+}=;)1}Rw+%gwp)=ER~w<ZuVty<Tr2WJ5Td*V43Sc}t)&&F*+S;d4po*hw?}SjEgj zBbK^n%+&Ml_KLKI3b@A3*yxu)-UC-Qh^5_UqAIslk8|pe!B;g(ugTdSpkDC5fBsu1 z8tlmq`WiHiX3u2np39daecgwG=)z%)D0l8Xdt)AK778bBb2lK(HF%Gw%q;p1_C%dX zBOKPXo5!necj7|VdO5>gBiO3P+?_emhkAiYAGvaKG4`Ta!P|*8l(gUY-(j^j?2X#n zY$w=(S=!OsWw!~R&0d=?eUOIBV_f1j+5SkQ^0@`_F2e%%_ki_e4$2f>yv3le9TxgB z2NQY+L6V2U_UhIQ_S0r8q}Hlo=W{w;8^#W-qTae}NjUkb>*$WJ8*4-^R(j?vl0#c( zZD1T9L<1`)-%?i6+l#lqmUTy?4c|Y?>e(4P1`Y8?K53Bqe^KK$@tEgTApdEtzUWmy zvQ*5)#@wog7aKh_mNIGRd##bp-f$FB4vBB_NhRlAt1MHY&S{i0FQ>V_{eqY8Am#bN zMGzh`Y~w3!1I3f9?Q*JRFx^}>nGrb*pL4#>o;_5Iwfor&H(xI#^J6Vd&Qpz06?;oZ z`Rgj|cTs3-y%G<a?*G*4h=)tfc$DHERt>VDLdSWSd(d4qI_}FX;q27DZ&7(W1$W9N zkA_SxBL^PCw+ihbB@l3O8`C)9f$jC^+B*-|<XGrcENW58S~{k3U>4q*i_tva(*Qr2 z^GEP@0AHJ}j@h9wkl{2_`Z!Sy$w!O!*JZR|V50{6hnZQBV}5@7d^X7gb4rP;on8dC zJFiosKCEF&=AnD5+q>X!Oz@F+M`-X~PG6dH8_AIs<q2-zJ_M|WTiz8Jv_tc}#n-s( zI@CS>xoq*vBs}X6J(ZC~=IV!bYUO`x#gN`O&SE2ydrzbbIwLd<@3nT87O|3?`GalI zr^{(D%VzsT)Q<Ee#(z!EYW88+!@;?2HpA!;_DQApGVxsfy7)|7f^Z?F2Pw+2b8u~2 zQW>{qJzV5ksFccVfR{a{lUu_&@j0`=U;(XzP?!ZuZ`sws%VN1dS2%tFC9daP<c$iL z2~fM#vf(ERtXH^tZhIF#<I*)VWFYxZCZ@Z;NY1s;cVC8Wc^z<nwEWR*F^*r>oeJCX zAp?>wr{*1XpTf%B@^=628^PSrTfZCYyU^>UXE?J#4+y>ue5*seI@U~#T&YeoFlRmG zAO3L(o^yX%y^ueH=J5epXI$s-&K>l*Fq98wGG=c3%Lbq)(BsSccfIJwVHj8;n1^@7 z<qyvuA0f}jHtpD&CcJ$v)am{931G5*$2@ZLB}_9ZHFVt}K8_CqcQ`6q!A8%0!Hdj8 z?O6};K5UqVGyGd_JBJOz1DX1iH~wXqIl)<YrF$4SH+J56Y|{aTIt<e$F(dHIHFsqQ zr@?<(JeN*&5jO2DdQ&Y#JS>N^6tYjv!ttg$X@j2wXsh8W*v~hB2W?zUW4Rfqw?1y4 zE|ALwp@(Ou1sY1h<jlX?x1$x9Yj)SO?JGG?gmG@LOPoiy5$6>F!l7WWz4tcSd=cNC z(tM)xd>%XX-8VlIY{7v2<$`D5&!BG->+;_%gV^#@$ZLfOF-u=YSo1p#TsrfqgTF{F z?$-%}Qky|E+5Mn4L%A1r9}T~sv@nnHMr%K(nubt+;VF~;6Y|_-wNRgNCw_?<KOvbH zUFghsKU$b`0;bHitQinKLc8qgOjGH3aA3OryZ-(%#^_&tAbg<-yC^ZmY{w@-*LSMl z``ZkpOJsR$x>*Gh3yX^F4AmfQ|1W2I*9;^+WeUzdGX&EY3Low|n~Gmq2c^y4P7_Z1 z4mL~j?>h5NBg#X&1`96z2`umV2H!j_>H^5`cACZ;t)xx`n(<BrC$$aKNA<7ntBw5w zuY4~(DRLgKP+XmU7DYI>Aw_{5t~6|TA5{D}t^{+GFZ%X`Ccw*x)hioBI?%IvFVk7K zakP}*W__T(0vJveTG)}f-_>&k>Kubju(6`+v=ko$<>60HlRftv(4lJ7c{p?#3;3U3 z<XkGk2-gy|74p0LGZw=1JbM=UPdoQm*4Jb9zCBX%rZjvIQeQqc+7FXzcORYnLpbFI zi?hZ@`k=+T``@?k3xtRH@^T321D?D4wC}lKH*h8XZCbyb>^t>?5`s@n;GUOP<P!?l zQ1xEklh35Tr~FDl%e`qCShSm8#J#D+yE*DXnj0$Msm?LmltFUOU)7=uY3V}2k_+xD z3ry5qssmSkU8EuBUEU<Fms5EACadpPk9yo*Ks9B~C4Ormu61%{Ik4MDkd@zi5{i!< zTCoybK|NJcuMD5U0;<A}ohxaWAam`v_UmEjX75;0*Q>^h`o6*p9vi5kJx|aess;S4 z&pncHXQ7V9sP=00R6y%YNb=ir3-F&$wQ9%DaroL8q?~dj1q70Jo)A7;36VeC7B}u# zzz_ae3=7JWQ0et~=LWleaOL)lF*~<_Axw*^68nd+aAy_c(YPkySUxq>n?!u_T&CLF za%%82Bc0Bt$O`n7@%_0eYY<+$WGIF9)xph!xsk>nr?Im<*2|i10^M77kN#j9fxZUe z0~%&IWIpmL(EBAFRnT-$Ze98SS{)YoC|=wMJ2F39$R$01%!5N~ZzPvtW^?c&XGaw- zb@8RVBKzSfUDw8$ecjN0MgOwu<TAXWEC`5^eQbRQuSp0J@AaR=6FuLnQT(p1lsxIv zWnPG$KT1b(Qi+ZaA3N27ZH}H5**(KuJ<*8|I+<V+YjS11Rx);StDA<Bxo}?Wx|eG7 zGlXY-;8u{rI4=BMTU9pdMSkn5u&AhBbQaq^cPqCCcVGGW?D6COQFPwnSh#H%Mny@B z(l)arrIgT3p+YiCg@j*}D6>)#LRpcLkVKJ9X2fliz4w0Yz4!Q@@Ba>mqr>|?&vW0` zb)G}8Z-t7D=kW@vuYCG#8?#D$1t1*A(1WdVW_qjzR8r6OlwKO!(+A#dj!cSdB=;fk zP<!@p8W_<$2}zn?L-qOs7G04JpnH`^DPSP||Mx|`9Ixl`XTwg1s<A4d+V=K~6!Am0 zJ&@va2@k@NmsiSU4|HRJKHqIuN5YlT_TF)r%ugFW?#(i&t4GsxE4zT{byOEfc%5QG zIGEA2HgDM|C|YSg)RH(2={Fr^V@R$`?RELM7F#t0{#L7vBXjz9+x{#}SPg+y%QfcL z*AN9ygB_LL9B#U|i&`^w9p^aun8k>1?7HRtIj^WT_+j%=gsFn~Kyp}iiTIbHh**|C z{df<^QJnb$UFN`&GJDaFDFa{Eo{K$8?hO<LH=0-a2;bbyw>;&~#Z8rmzbz2%`ZI-) z(!;!2pm`%`k||;uEP|M|R*Eao?&<oLP5aaE{)0!)occCNnP#bvMV{%y@;_sL0{V#e z*hguSTDA#X4v!i?r<%hz!&P&o>&Y0hGt#hSI0FPv9~-*9a|y*NLjAT_m4Q-X9{<4N z9L7f9IesRp3ZE%+6}mWgBR@wOqa|Gq%wA&blJ~E|sX@&r#?C?DP%z(BHa&tb3U42z z66=NKv6nonUt3Xf)S5TiD;*p?JFY)<sl$G4`@nhCHq1XV6(vOS#Cl7kdmi=lqWGU| zLlN&mY}u4Zu_g03)0qv~!4tE{d^*TBWh(`47+e}PnVCiGWc$cyLOdc08^yfkrMO$k z&oo7l^l`14O61xn!I$%K+$GZiko4^}(ArxI7mCuj3}VP8ch6GO$KY4EC+M5xA+0f} zzrxE)Lw>Ft^O2Xv>{IynoSO@e1O-ZM29jO*ra?cY=+CM*1(tLct-R&h@l(=N1a}LW zL)qG2`bXx@0()+qqPbU#-5YZeDk3Dm_2yU{?UP^N`Po~^d(9nFt+n2aHdo_cHp35b z=bG@w#Qkx-z)r#er3>0l^9xynTD|wG&B3)l^ZWYmA|R7&dbIfnx_Yenb45}h$n_rg z`>`&J!#x_c<i0KE8R|eEv<B91tu8%uYJ<^;BMD+xD)B|Zrz3I1%U-Vf<mg@b5!B?} zsq}km9$uY&d3zt{I!JQ3`DHkhyxd4>ldnAS8Kh`k_^-PHU)KpgJkwA^-hYWl?&>V! z;+1cMZCg9=0DJOCqjnA6<;gw;LNj>A+rt0oQZMNHa2%Z<?Ez2SdG)Ps)0ltW!DT+3 zf)4fT6w#NYcR6UlaHb{+%N~9$<1FpMcz@p2CtsRCitF4Z-G*gQ+^lxs&97<HwfXv? znbHJF?$2!JN(X_lH#Fj<*fI*1Y!m!lMDjwCAwP-@!%+W4=z0UWw|X`%ybdM5Z)Af~ z6+Qc3{BUW-R$aINs=Ad6KHsL!{{5`l^R?_SFi+9P4PIzPS3%pP=eLOWv}(ZEP&p4u zGET-R-0dg4H@mxO{42mlwRPVU%>l@@UvHAHT7|_ENyXV=)KX1(U$h`32F9ZAJ!_|0 zg0sAhTa6z~q0TwGL;Z#(XqjR!cJW*vrkDFnn2@~0s6vOj&!KMot5_dVmpKj&_G*%) zB!_N$g<FzaZxtg{!$Y+W*W;}}AG+Kh5PppF&<V+dYv5l~z#;T?1s-YZ{YQO>TB_vj z^_z)%hVik0>-aIZA><nIJ6}$?anadIQFqCltIsm3CtJTA&KYbM`%ChBgW<ept-+1( zi!Zr2IkXL|X5M;8T%eUQ=vQNS<uZuU0UM)s^yI#DbY?ZQZh(BhpKuoMn})@Y@AepS zcVn2OEPuHo$!E}Qv})Y80;5y=ChD3BG1yCm*6r>9?8$#7@>*yG9_##zE^-=#NX<XN zw|@^Jv#+*YO>#O!F&7RoMWsUjpkgmOj^lJz3ELSP3Nnbj3~VNRqw>Tt!$64vF#n=& zJlQjg;*xy^)(c}m*W;jT6+chrTIZDm1ShdZ{gGuH>9P1f>Pe%pw}aQZ>!$jvR8ot5 z<AMA6%fKaF>GP90k`s?OMOV!|h>ji$wYRbg;o}1riR~|P!1{sN)TC5A-V~?RyEnB0 z-nSQ+V+?2Ua7Ka&2YDB02b`|o_(s7yPePLv2-m1)FU{3mqAO^SDrci3zKkhNMs2={ z*@(w_f(1z4Qb8?5&Gc$HvIopno={we#WXEGFNs<F6+y3VCa?e!0vXjqxqp%QWnIYg zl}-#58VT@9t3vIoN828T5T46Prd>4o{jezeO1XMs6s)Gd&A<3Ijr<-r)7)a#F^KQh zXadIw^gj!+5`R38{%({@3TEASZRA(P-<TR0H5kfSbtIgC4`PzXM!Qilo61b6CXaYS zEt^J?20^ppf>{3LNni-t=~4Ei0nQw{#ocpa3FQV4Z1wIW{wXWjzkWX};TPwa{b<k} zbbT@THMyr3qkJx*V1EgU8fm{WvRyz%*THSA@3u(sO<ld&<Jy9p+!hM<@3WxccT~Ia z<aaoJ<+|Z<a<8cf?oEy{AHw%7BHvFHjiBzR4+}4n`A;Fg(sP+6m}sC)+VedOj$N+b zq#f4<5G~%ASGq|`CL;M#b$>I~7@1|!ZtI4}x6CV>CEnoGtN|WztqGhzA@Amr{|nbU zJt~xRs~~TUR(6wW9h&zqNN_)=fWLV0t=-U#b<ai*zBkE+V{OXS_N;`rm{`U7^Gpxe zrpkJnkv+gZ%9TftWowb&rN7mk`1R8EGU-GocEgdhX<F`wLn!}!`O$bvJ3OM9@e&&v z!2bfaIWlfU!3}Q<;wfr?ppd;L>=*mU`Q`GAzMRbQ_twhx+YZAI2i>*JUl&mHYStmD zlhtsq*-u&CxESn*$3`6Jx<K@cW6lnZ8e}yuS=#lCaP{vVxBjlO24zZcqEKcM-)Nl^ zk&bAGWWLHI;Ss_Sp_ULQ=RVlQ=o$8Dd;*b07Lw=8#z3C_w?c%!BE3PEX~#?Es$)N- z=hU0fWB-ArreDJtr@Ot%WONb&j+ZjNX6r}Z8?q8I`_?coF!N~g+8hWMa<$%xT14Lq zw{CN8S-?qyQp#jX9r{}~Wn_<1XGcazWy~h6VgSRJgZ3$8@9xILBT~FYYCGTQb0VBw z_-FOmz2>wQe3F`xQFg2cF73F&)K;B>vXy@G-x$dLJ*YEllkWnYQc`wj)@neXTe_i} zuC(Ek<lA?<n`hzT{mYHj^-Z|>P2UrpsXw5>!u=tKISwQlb9zVbF2Eh;R(I97QQUCq zlQ>EGnG2Oo?|J#cAnSo-&d<H2Fn-XH<M!unbdGoS;TLI!72TH-=1i^N_G(pLgK&qQ zoz<+l6G7ga9$IBLjfOy;j(K77Za-4ZuKfP*STAhjai`ZX_QzfENpEe3*TC!Jpyz>~ zrAU9Oys%Sl6m_b`hqB{mAb_6p0?#brZB#?b_G_fK=;S}TEHMVN4)-({3@eZ`UY=Ql zs~0W_GncLx*h7WDmi@`$$uJ*AwN}-=0jYfB97W26Kl&iB-i_qY)qSp<->Tbz{3@m0 zm4&1)pk63<^y&t3gte-*iswOr_?fbMjmwzzFMj6DxdhxT`(~N<X&WYomGWiXDnqGY z^#cOhv!J%V(|B7A`8*u99NtpC49mgGj6N5;(D)U%QVrqOa0i|&YC5t6R8E1CHf>!v zdQaZmfKrVo44-+spDBQ!<8&Sa#BaVKmFoU2vjW_7o=){ny1-K%pXtpn=3qyH!qLU1 zWn6tbDErsA2^q>YZ>&5nMO)WHj!%|DkyZ49)f3lVJkaW^Yd_M1YHGT)RHTQS5Nyv- zzH=3xi``aBpIyZ3OS|GIt-sK=_j7{nWrRs(7LO0y{dnTwOw!G;9=N;oryzfI6u*7) zxb|?O3gS)~7-ox10R7d*f6sLLkmGEAtTX9P7WNEzh=!BT_lmRHfyd=gyfu@>`%fy0 zs_?4k5MOwtMbQf++?_ER)ngZ4=%Ql(o1^r1iHGelk4;JWADpyc4mBlzS9|2ne@&}@ z2w#mJVbz-qJg8uD>Coy35YO%F9MbQ-AV)c$KHQ0oLSGKWGj@Wc+6mUfQKNVv((6?o z+awxhn*GACU|<$=Nxr?i7H;b_%be>Z`L3KxZhyUJa58?P^4k4xD5G)~Qu`+0{t3gO z+}pJfcc1C${g>_d@2p4U#yZJso%YgjR9l8<lPkSNE(7qd_l*5(^--AJ^>y?pT?q_L zOYr2*Ph$O#tnK}aGhq5QS+`kb6f>q?Sk<RCg6I9LsvhwM(9I60>@cf=^!{4QTDDc} zn{;1&%TN5Z$8@OMGd4^0ZYpLDoLmN<@#)?vn+*tV$Q3YrmV#j^i4!l_W?}!K*X=j& zx1guxp0hjKhGAg%CaW;}Bs?hzc~PZSkL<(cELLw;z*v<gfJKw!u#^7vxW|&78N0Q- zN$xn>uHDhxOmcWG7Xsd<?w&%bkLG{wRL$VOV`n9l(n%h|g8sqqi5jpw$UwOxmjDUl z>^GfAZ&ZKygSyMgJO*{>P!{T(2@lEFuRCoDXk(0J!YG@h-dV<|hZ)R4U0Q#;w?jQl z{TKX8Si2m|GG#s})n;S2w8WVscN<`E`&r$2#eUQ{C;ME*X&N|R$3ML+{|?-kY<F<l zbb<80b>G@EiD)UA^{6SK7B*Ma6opr3;*rBuB3HuKv0~nEfqf?hx$izcInFSMRLk?* zXgxLnIC2H1;-Zl4^P_}diBULTbWk(UXBO$c2b`~G9D!6$f6?EZy&w_GuxoaF8Dc{C zKF!{o1sT_{N2kJ8aI4Z+Z$|AUJn3lgjaje;&kE(5?ak;%xnPNBRy`dMB`T%!A8#*M z9<aU6KJ)`<^VpYo{R^SZ@z2@yJ=u7LI;!uRUpJoIac`JyH#vW9vOl&wPeGf<^F}wP zdZ6d(kFnyPgE$c;^M`w153>Fs3pV+1Jm}>9S$R(luq&)!>!A`<b2H62^>dSyPyw4o zbJ#pky*@qfJ+g+ehaF|>ItY*d^A*v=LnQaF8pxu?*nn<ydYS=kgu{O!TBrOtmDG2E z{1A|t2c~OuiEd<nkZ;!>(^wh|Qsbh6oWV)(iDS#l*h9I<;1;YHN%FaoH%_|J@99J) z&AFDv&;evya!lWo9gJNuc{V4vPU71k?;TPLWG@>2&tdxrwG_wG?rpmWZ+gE_Xi>gl zHTH#!X;#~mg0b`=VR;+EciYRwWMx<iVot}NKMtA%qtPgT&AbKJTbCfb^Vk4h3Up8m zlSN1#5Xc@?U&ogMVjo^DjzO07;CuSAIdC-B{Z}%O4zjk=(wTLmAZ?~VU0Rv}H%}Kv z8}z%uajRTq3PT#+;keY`Sx&fR$BsC#OpgG=<vw#)Zo(1J9o!^#yASRtz29E9w+@1V zKK1&cdHl~QU4WC)4ZDT&lPc;4z}{coV3R-LXYAG7sp=MnUEk@duY?gUU%?bf7ZHy3 zP}XOD@*dnl+p4KsL*`%i1-I%<5Ks8kQmzZ~RM}yDlUxbTeUN`HJI9Cgrd-tiI~@ID z4DO0mdNp#t!%YT?*5^GYp!H6p?h&R;)VLs9Uh!%euEf20$|Ti^5Rem2J)95Ew~Icb ze>ej^`lsTk!xzEMXY5KDWda%Vs!kmueVtFHoL_g_PT+qZO}_-3o`eveT|7}j8>H7y zw?Jo8NOItTO3wuQiI2@<QoMB@nU21FCy_!t2)BdwE_|y2^U5u1-3+t1z0CA;eGGZ8 zR6P~{5KQJMfh;PH7Q~l6ySd;@XfkZM6Mnt!UL)98wW-+dD}^^+7LhE((@U|nRr_V! zfOJ;DQ6`Q<u)*qOl&JO>ws^#(3UxH#*PBIlj;@uczyC?}8IB6<+g7PIQab<}-DPbV zA;VyiVO7E_zKHf)?zi_p??&;e*CTw?y%@iBO8J-fGC1*7b5s(q)(=P4tyjzYK-4<K zicX3~s$D&H`tbWqaMj8GIV9VFyb5xz4A~24DPJZ=J@p7md|jC~f*JsdF6wNNC%)>h z&cCaleTKr%dly;{&x7$wTDUyf10PJKixNrfMHbGJEBo48fmu%`;I4Tu9B8OuuHcMB z<DCg-2jYqMf$lmB?cyMC8h*ANC;Q<s{telw&G{hf*)taLb_mMaHZyj|O@qpD{?!eV z=i7cuX!Sq&HsHIgaMMqs31b8aX~Ue%i6XYk{7&qLkB)I{Cv(cM;lHWILr1&7<^yM& zMN|qH_jx@RUFpVunF<CPqI1ZmCp44G-46Q)VkV7u&SPyZom;@rIC8{%)Of9248kja z^{<K4<IYRMmYTcApw-3QMfq?&M5`D^R7MbA!|U}2rhz?JdviroOui9K9hlkkP1muZ zh}Y!2g)KHI$({?!Ylq&Hc&{<VCW!g6|B2j89|nu7d-AXpL%MPKeLKkpG#8wZDIJ}I zPsa{@mhv2h@9I>XqQuWetM`>g_t6rHWFFyLF<t}ZTeW41e!a-+md7i#cN%?*-Gh%f zP2)Z@v&<pAet7rjuvbVlIVUvE=(LQq!}60pm4|UN*m#eQZt2Ss6n}U7Eq7!DoamXP zf4`|GzL4cKA(H3!ee-Tg{=z!kefpkLGH(&fuC;uxJU)ZjyM4dbDUf{pu!lG&2UYfi z2M(h5vKBD>=)H-#`-5;OM~bo(*AMr@%{^vhD0u(;<Dhyf;>ER*PtO$b#?KL<PYsjW z(8)pnN*wVOzKn8THMK2-RijN6UWZn3X10c%<>v<0iw6Y@?fQ;Zel|A)E)j0)nH!O( z^ZMY=+=qZ_O;bD+@_1FKU>zrg-wbR~Y6G3{z+j1*c|1TSMeL+!y}$CUB(;hK1hXq~ zwR(}c_CQF^Kb8UfV>TenD6)tRv$cN)+H0{S>+~-tr4~?pvlq5x{)5Yn`oHf_67OnI z<0A#1e|W);ZM-3&3k4pYk`<?$2Imp=;WHf+82K?J{@+dV|0cZ{qW7Z@Iwg&&yxM2s zo`+<W;KL;dveIhO?it434{gIAQ=4#Xo#(T&eJ|>n7T!Hs)`WeuB@s5<6L2H{=?Y`Z zB!*KW&h5Q91#+||r#yqYp_#Mkh8yiBsXf*#nse0@sPOS*d$?-@0=EVq5B)g;^zW1o z-y5FCM<Hi3Y&4SLoA{{h!3L`AUiC9!F};D9BjG3L?7R%`?DPg>#aqBnD2{rSiFmsr zZb(SU(q^-IKc<M!Pr*aqmD{%0>VOBlZ7=JDqu{tN)t$UPyr?HqZ??Z2f)BQA5!e`j zCH=FHiaDww>s6e-<*9ls*LX>L^4J2L_`au|b$1WE;H`U~@bN3KkLzl7`jEX2<v;&! z!qv0v_7u4FeF9UNx4`9r6zrpL++GmPL2k#xf%;!Q;r7U@-o`BCdt_L~(pIw?%^IJ| zy#Lq>Mzwkx(+4~tZc~1F`i=ld`>DEp^ESd=@8|A0K={YGw5zE)B>zUkE2#0>Z4!6d z*Iv9mv`Y5GzXkWKj={%d?d$q8i||oH(K2an4I4i1tY*tvhn5v{Kb6=jtln%kRS`rj zC8XJPeWrZ{ZY+=TJc=p8T~1!Mc}lNAw;|t<O<)qTo2k@&$-UDkI69<LX&OK5h!W!? zbB>@?zhtJ%1JJs+yf5+4B#wl?PrRQ*BSkAlX)~N9b7!riwJM?g;NGTHDc(5*%uX84 z9MW~Dt`RBd5HyY71hT^-=W3u=PS1GlPAtyveoWsJIR;PHUo$8@aYNR!AhjDn{9_p& z!Jod2;Luw79r&CEUdLOscOK8iTjzRg7{Vq{qB-Z%!#WD;u_wq`{w&0EHy&+yBKZf7 zn9amk{Hca!S##g3d)9$^E&THx>3-O%+0N(pp$qAbvR3WhN1c6fqwc|+c`kH}&;EX? z+62t}^xZ0zeeh&OdDD6GC0O6^P#fZE1gm|+BAdxMuGcWab5*_vgkMO}<aE|Rw6f4K z^`k}bQ~suop4KcHFwCF4qBjC8!Yikml9!>~U?xZDX+6FhOZa2EmnOT+X4K`<%|=}0 z$c*-Go5glj&buP~Bj8Lwlf+#;fu_aj9L}GJe>XwZ)n%{+2Imbfbv>PfW4p534znb| zKPi>ixVJ+XS~Tt}ZBh;seQb+*$H|`M_Q%QafJvYiaNn>a{T<P$k$3b_g%I{`xzdcx zA0C_#-Fp2a$*cEB9*>!>fpa^81oAtGXHG3pq>JSCBM*tI6~%4fb2IA1o@@PhVZmJY zX+F8PRGWYM@p}N+cGJJn>TAI-#e0j{UQ=+2^^x!h@u2aa89HYc7!C>d@=t7K>4zPK zh3_Wzmct9?hZp}<60g0JrT@bh#A~L&%wt&EjFo$?P5pgK-eGSvQeK(#Vy~EpOUqas zX8wz!fB5hR7%C{f^*GZ_`~ls0qU7HxTu-yEKi>`Vs*8aY*NQRm!A6btwoqgf;d5cP zUc`*B;MteH@lfY*$g$>S1BMHHbNg{5A1Cf!_#mj$0M)EgPrea<_{(g+ihJ%P5ByKK z+ktqApYC~5O?$Q(B>Dr~pGQ>V>WPeRTGL6$xRqu9D&Y=f`TV%W_;nHQoylYHQBQ>8 z_{WX>)y+U-ES+SZF#rW8e0E*$_J#86H`YuwsibJ1cyZhe=|;8WuT}NWrs2u4-F&~p zQt-N%{E&)rGi>Mlx`~VQaxX|<f3oj3IoIUB(s!z^;`gkioi}W!(Kgsn<8Ev!9H+hO z`I2iAzNpZ%@kCA{vqz6+YTy*8S2MTlaOuJh%bdBOk5x!?yZjmp_3)y{ecPA6<LIy@ zr!Ix;^#`N`UQ0)fK-#aA=;ZN240{+bx{G=qQ@=b5yIeB^D^U`Uwu<#&M)vrbsA&qO ze%wCk(>R6nX7A%wcnQzgK6Z>|un&q31V{B2`C)8Cigy9oN12;HXLA}^z?$bSK{s8> zNZ#(XO#gMlhqahES8nhMQn|h4@7#R_&qY5s8Ik>MyqKM5h)5@JZ+pi!z}*UE@zrD8 z{cVt;WfvpMR{&Q!ch{*;H{h>;_u-BPzId|apX&(y5`Ot<Be}J00siZ>(duH!#p5>_ zh8{%DqSoh@vc)m#>}&UO?82BAp!({grGsxKF=}Z0jpW2y=m=0cf61c<Q@6a>A(lA| z8+?apM$T`*<B*oaq1USM2;1!x`|(Cd^b}QW5MF`drJPpFqdnN4sS|&L?6rR9ejD_V z9m8?u{)K4AMUZm7_Dn0g7O$GDi1?7cW|F3h5l6)&P$x2FS|lyPnPVyRuf6j?bGBRm z-SuhkROLJUrmh1U_>>qg)V9OC&OI@2t}0|bnk&#k&Xdj;TMc=m2+vxBMOf%3nbVZp ziicbefyt=V(Sz;dc!u}7b^h0W+&w3^dHy-^;VczxVpCejV_DS~TM19x>8eNLf?^eH ztT2CH5g&r&8&M-V{e+*v|3K{}Zz)E9j){9o_y^p*6pgc_w<C0AU*j0*m)2Hj`>n*( zqmt1zIen6U8~QC;6I~dBw5tD=upVB31T3!1tS$v!QE7TXn|3@R(s`Az_i@*^nBKB6 zZ^&eMwN1#O09P)vluOwY&SUohxd=H5@VnEWi)I}J=c4kiA#swszw`Hn6yGSst1?^{ zN?gS6Ppo^tQwH(<uh*N^$vb5@nx{={+bGmcFi8kXHv$<SZ`zdl6>oOVGn^t`Y_pHX z7YpR3@z;8^#3Ao$82uMbbVrl$);hsn(WeSnt&^S@1-?e1Zkg>hcJ-h|zwcld;i|n2 z@Ho9qJqt}TjIKQl96;XlUX;^f#OIkfn(J_58WNNCh+fjJg}09jT=M#s;Jeh_p;duC z;CKFHk(Tfi4z^xgRlO9Bhbqtg$9Odx*W_pG{5*+&yoz5?J~<huU9P?HHQtncvB{b< zk>r6{EFK<h59|Z=Jfr8qZwKMwqgLZ-!kZJ7TH2XeMflAf&v*mJ5JZk0OV<B33;_b7 zOv~ewSnKdDyv270q@8kO<!*gO>n}Zr^{9ui=cUUJUy%m5X4zrvwSNFs-?>VCUya6Z zXOmv-6Klc!#(a9GelOz1=h07+tOz&iKW^p|eEsOc{K;S;rX2$!qXgfymEgtQ&F2{W z>tG?UhC@)c6ZLv~-|T3mplU<Q-}Z)ibX7dHGcBbCOISZwf1Fvw`jLtAO8il1pi<mo z$vTOp;=a0h+N;P{TIv?>-Ub&rO*wqdF2M7d(4m0MByUo)z!OOFUC;B~2cu4sUUJd6 zkV9(+itiH1^QR+zXlK9OeOu??{QFbz-n9>l&i#7hV7!9TjIr;|{prGx+-tY)Qq|+G z!ZfqWq+Zw`&HHMEDhcJ&g!}ip^~3wdCd<CbM!2TJ=|z$!s5X7PqnvPj^v_kEbaki6 zrYrZ?vE!t`KAvBDzli*Ua-KTB-dFu_+-o_j=)ET_JioLOxw#R!l=vGGqTAuf0dwO} z$`octD87@t5{iWnc9^Uc4&egN`jAk_I9|GVYCZQm*>`X>{oPDIkE-;4f}E=gKz7dS zYjnXBPHE&%G-gag#Czwzx7hnp_XX{}u!trweLp_taAp$13XQeC1a8WHy0q13lFVsj zf9#_gkC;ZC;r)iTSq->_O}*=;K@)y)yc@DKUJDeaBUuU5U3iP1OQra1HvW75xS3gO z6n--8QIT|5!?x6qHcyFfXu5uS#71Kl0*`IZYDrJP`s$;M3x^ls7XQ;%rbR6%U~o%t z@csn42i?A{w?I4<?$w7B&E~Ml=0wJV&IYbZ-5egYS%;-YubabEqj<icl%m!(4V`Oc zg?ucv$W!LjEOu-PDn{=JP-I(RWUQCV`PK}aw^-AtA-ySi51K17gg4_6EM~ZR^*hqB z)!pbOo~yd@bC27-x`2yw<rE8jC5{QriQQeCg>6R<E5$66e#)v^DOJxh&>o^T`A2w4 z;TA<6-(;wzTtZILd>9?a`gfkiZxhC$xOjYg%fv6_W(cI*vm#zLtCx3A>rcROrP@4a zj$!EcJo(D4cM7?WpS^H@?;w7j*~dibp2W*WU5P7Xe?v0*Y8QegkV}5lS?PHp{Fm2x z(?EJ1cvJ%4Qqir!<-3oAW(!D<;`i%F?Xe8-XR3EwGVjB^7rba*vD6a&%XG%lE|SO8 z5Uh_@BsoXHckKJvr{I36&VQS!8zJ2<hTihzFrEpc;;fGD$9Vn^S7?=o;k?fI2MV$z zC+AVk<a@abx9qgcI2cn0Em4K<8#%hL!PsMN@3|Mqd=Z0nA5tJvkfp8QSr=HLtA1;E zADTSQdXc%%2o^JI|0>@Rk9ow^V7d3T_*wMmGHo;AHcZEJ2*k|b8}?`AX7)o^C$i`v zCprepvup}A2g_l8O(*E~^emh>KOY>QHwNbgGq*Jx{X|B+f3-Wzrg1fjWxGxn$sZ{) zKKipI2hJ?2Xs{oo;F^Z`#ule)OlOUe`bPFli6!)d8k82u50K*7{4NE0ZA@p*a1sxw z_00`K(%Y3i`m*Z<={<*6f4O$Sr4L$DY~9T`O5yNJ7PT!8=FoVmPCK%o2OVS0BQghP zF*EwTiZHn+I^JSu`tcv4X^c9*h3XOt>{=RAQmcS*=WYIO$A_U<UQ21|#w?Ug+wN0Y zY=srU!#dXdX;^ie{RZ`?M$q*v(qF|v>@ec>Uadu_qzgWHp?n0LRV;R1f0hZwbz1*1 z$yLGaN#WvP4#KNX-1qpae;2-$&iEwoFbU7seZ`2<1~l}a(bYGiz^&Mrk?TLZ(RjA( z){xdb+Qz;xi@e;9nZ5F&bmx0urnX1<>Pj6HNHg8JKhlO<3as=Ej<3O)5}ElYWbgkV zmpRCh_&}9Pxedo}ko|4AME-Do6`p=vZ&tRk1lfP;uIyTW57AB!51$>N$qv(hbjs=Z zG-d@0WGt;LgOW4nj$4G=FjSB8TUGiA@2o`V!D1t3mb%9a6)oc0f4pa!_Edq)mEtFw zp~Mf`mV9xm`!Fu&6l}8DOL&O7eMe7fko<eV%?aC{S>Vzzr{r{!`M!08fyn+EU}7@b zdAzV34`hyncdroM`#Yf<iJ7FAUa@ljG<z1rerKB=7bHD1Q8pdPKjV1nu-1m%+#-4j zXuQ(oA>Phg_19;bL&4?NFI@B=1Mky+xc-z@;7y;C>^%(w7<>~L?A3`k{!sI_!OQLN zu<VaEqv;rozu^=$?P<qZQCq(F%2~*E9+=<Wf!G$|b59uCu&pm<u;SDp{Ap*px~X{* z&+fOX;>sZNS(mT?r`Zm;8_1JfN6xu?Q^BdiqFOv?<hyx)P6#^vzIyZod9O#DywI@q z2DQ|=CMsTG{~8F6-J!?(qYwREKJRY!>PHdd^xq{5lem?$)_QTY8@A`1XfYY0%5G68 zvXP;mz@0nVqor!5pu@}K?bZA_?7JL}lcKfw<Fn17KMEt5b<aU{+vYwz%x@87_IC<c z#EUImv<NRGdE(p*6IHf)x<tz*?=cAQq5G6XdX}^)k#4laf6jHq{Dz8Z49Q{SWd$6i zk}9xN(_`GU2-^)$B>%fN1L65XzPh|km?6p0^KW|_GL%TsXkT4MWu=>a^io~;v>?KC zv1k(3Mi&?9_}8HL?HOCA-~k90zZWV-NkDdq(0BZVH}x&@e31XvLC{F3q!qBI%J#P7 zX>0MN&h`)!xwq*U1-K1rEltX%q1}4O-ixChvD|)OX{izI*T&Z4tQUdm&V^j3EIKKH z6Pv`WpHgsG@Yll+XKAF&2L+gR?COVRMeoqp1EXlV@#=Bbw=rDqIT3z>zY4zJ)7;~7 zjQoDSq8(hXX{9bM?tIGF{Rwk6$NP%SuEU^bbNik>vao)rvahwTm-tnLrW2)GA>Z{2 zbHCvX{`Q^iUa$-ye7N0_(IgM8(5mzG(*)svtI6(sLV7)1TST{BHJb&R9m?-{JBIPk zHQ7yS9Nmyumnuj{RSgr3z6Ra)Qy6Aqe&+wZf2G|VaF=lo%EZgx>@k@D!&nzEp8A7A z1Fdym-Iw9Ey|F?y;r%3)Upcosw+D-i(j>HZ<$;K2R*zu84+ywm8Yg)*8-h>wtj;J= zK&8L3`{Qyy#$G&oqK{z!`&utN;q+O=!Nak4xbF0#%v2TK^PDcoso)l#zrTb(-j-eI zAUwj6_fD_+A9q3Dft><;Dsz}7>@In`xf>^US|2tSBJ+T+5%achV<99>Z-Swv1|y3q z_T6<I#{X(Pvdzf*h|*a3pR*m|+@9}ySVVY}SeO!inYRsm{w?cg^NygJZChoNe+O*# z!#w2y!U>n=c6PCjz?HW%hQo$5*>0(w6ZOS4$So)Fa=XbSD46fpmt^sQ6Dy|M`G^P7 zK)7``ZA=@4hSlnORm|fqUNyZay*8|sO8Vzcc-<@lBF9ype*(e!(Tk>!mw{@ZFw-LG z?c|+!y-`(C4+R&u&eq8N#LE2#KfC_wh5II6znOjw0Kaa^V&RQdw4h5(={QRENbH+` z&|F$V%0h<HB;#MKU|3GOJvx9M3U9W^q!a;@@qNdz{r-?Z$HeB4P!2YqPSQxT5iU6+ zm7pHkxAR=;-6|)U4&T^ztBVRoBK7#UV*+cvD5^QBCLmt~hwU$B^6elwp*z>(_UX35 z%lCBjt-R&%kl`!Jwe+F;n>dR@)xBs?%;VZ>GKR5}BW>+deoz+it@hQmb%?NU>$Lfi z0RpNjw6ap8uu;^%o6fHvxP;P;o)S*(3tDq#MT1VbI<%E>;pYhcV0b#So8*p%j!sxz z^Blw{Njmd7H8j~j&U$R)**pco4rMgVRz(=w`~4ml*&p$z@PD40o5jyG8`Wio-Owo0 zWvk5X4g#hJ#JBUNL3Dqkx}5(ayj!x6Il5;ES*zE(MZPxzj2wLAK0<Oue}fhFH7{U7 zfr@hU?g6+zX_DoZ(utnC_m4{-n<aUizOC9F3vm1H=CAvOXW`$CSM%l{3Fq9Y`j)n1 z5xgy^U}4B1`SAO1Ov4DD+oyJrW0f)oYe&sW@4oy2PTxMCAM~k21;wJ-oQ;0iP`zx` zK6(cCPpQ32|A`RjlYZ0Fj(7(9-d&C&-^-CNA1Xyrwc`b`)LU<By0G;1eXizh#o%~6 zQgV0B=Iqy`Po(Cu0G+2+E%wy(;#vJDBNj;tek`YIju2_UlLOi_lVwvlt&<=7GK2Vt zyr-E=)5_qhT5(#r*BG>YOSB#QTmvM65z<J!n^*T3w7uFO{T6D~y$Ub9$vepZtimPg z?8f+kp0)GM7@2VLze6OSyQS{st7h>z{O$DXO!(LcdIni)f1@HjeE&)j3$l+@T6ECM zUzh>0=9uD$pLMXdm3x(C%Oq^Gp?>5wwhTi>k?Xsib1?q>t-fpW{`f%sz!9$Rq~F$` z-}`osHv36##raX<i><fsOI@g3fWJoFpRbbpj_>(0mx|^loDGn@yl-Lwg~eZWsbtpS z)BVXEA8$6`_Kw=u!KD9b#eHh_Kk_*{dr!4n?aVN8Q!!1Lv3Ec@%MeAyCmXL{Rt%dH z>V>Rms#vM10X!+0dOG!S0EoYPH*o0QDn_>F;N#^%JTd<C)0)>TUc4cxVMFF=h9_8( zOFun;2{B8CYU(9yy`=K7?9LQ2am~2)lY7JPVxxAML@kC|KKRkH+60pOmTAICKgP4h z)$vkcJt_o^c2J7TU}Jn+K~DD&46tc$%a>^dgYEyS&hbv6o0djw^Qi*-bKtcp$M-r| zch2#<UQayK-Ls9XGlU0u;v4k^;`i(p;CRfldkC(Uyp6cHvVl8IuK#+?lZ{+zYz55; zV{kb}hMtk+V7eq8>`l8ueon)MOxj%|c$Ri+`Ih-sc)Vk{BZw*!4v9A|`L<-hV++ru zP4i?9oEpqM=2?Ovw`31|H5vxF`0j(xY6;($<xYEQNH*9VttcA1+=w5?d$`67`jKDW z=CPoDE=DpNxbIS>$qw}{=8Bj64J`*+rkROH*KS0ZL-6Ag7WO6`-br{WLyN6jx3R6D z{MYNx+xAq0W8rx9GT|AnPiaKDICNlf+||!RKFyH$%EL$dQZ5{OOtgo_gmW3KVI-h9 zh2<|xUj<4NFXS4tb#BT6q^TWAdRjaIwDrc;MlL^bU82_c^qzj4?tJj3^(^txp5zpK ze5o3ZdA4`;MRyT@LhbZf&vATO%;hBJABw#y=HiPME-2lfQ|<k;2{le{R7i!BeROZj z=!M$<|NTln^AYbx*J@=la2&*`pFskzh*$f@M}^(h_A}V#70sB}Jd9p*hyJ=gDMah$ zfV-8Ci8p1A!?yMGcc6WBm0ABr9`LaG4BsHU4GGqrk6$u(p|^2NpU`*@Dn5#I0PjhN zgSSdAxSJ5tMCalI$$aVfcOjXM6yS{3pxR!U1hX?Ij}Avy!H&aanramkj6M`*EpUr? zDz`n&zeadU$9DTWZ|PZr<V_n}Z;DWG{#3D<pEY@JltEHF2gw%?THSuSYZmsl?92QX zy8!VF?46EZ>wwj5^3kGT2Ogh3YxwYQFNR38ojx-79rk=RtG-G+I=_?0S>=sq;C|*q z{k&gOu*)?+L3OAA{~A)O3;&#lskvGu?<Z4ea?Yf8t(e?z{f}`P93))O!tUtWoy~Zh ze%Sug%PIuB4QJ(d6uf)pIui%CE`B+!qE|5AkBpJ+J?FZ9fwoB>s|X`?cITB7jHbIN zSV7lpZ>~ywUE5~vEoc&dVWWec<h>C%T=wek2mLMx9^7YSlrjgpnzGFwNgs;E<<eEk z??w=~Ys2PR(F|N+>`oShgLhf7@P^sxMhLyK{|i>`%1$icsAG9gd?6*OzaK}F_jI7? zE0G++yIp0PIFY(Sawf{n?-$o_>%e--Kxz%r#_-tECT2mjwqju3TsKHZZ(hpp8wK}L zcy&!|8oIs?4o3<{Lc^nBN{YV=BsK@v1S^p~=qi6kF5ya7y!TY2R_(%r=qKkuA)Hu1 zFLr}r;H}Z*^>tgu!Kd9<4rZ^yx8u7_cCpSwZV1>Jx+bH{crrb8WjWm1|71P=&!%ki z&XxVznZ#x)VpXB<ISwz*$A~d3b>V=iq|A|^E;P7)Y-dN}447DFWtEyy&_6M5fo|{* z-ny1rCdWhG@5`e?yLS^`8cV<SuJ;YFrkYdg_JQPYj|T=;2vYDFmqS}RO)t)EXY;GR zvVe^t<<!b!bI2$cORM^}9r6vV6*?czfe1IV;)3%u(64@(ZXx^!{y)2%qmJ|f4+m?% zPj4f9;%zI5^PNUM8Y5j9g<KTyold@eb_V{k&vtK0CAnLF8DY_5eQ<Cf`$puY9>i7F zh-U)>n7%?AJFKt>k)Gf8o&4Gb2C024H3qBTzV!^x@jUA6++SQK;SR0nwSC$5H97Z; zENbot_cmZKE$nz`+KVMlh84+C!zgoEzv6uw1wZq>Iby|BhL$@r)&t4Adb)k{+eGbY z{Jp`flQ#Yet_PbWe!D%19`n`aB7d@x@#4xWpc#kP+wv0WezxM?w6X(C>z<IA<)E<q zx(|fZ<kWe}NRIS{buhg_HBxBic4kiZLZxupQD)@|6cuO_^@yy6pon{;U#pri`xK|K zSnV7P#oV_YO=`yq>X1Miw%>5fsx%>|Xb!c*B|H+pWDvi`y{k>+_l<O<IS_q!9F0xv z1_cI&P+X{jw{|TC&&tzMZ5o>*9LOoI{2%l9BR)QzCxvh)q|fSJTN^^H=G_UD%lUB0 z`@BM5$Oe8trO2w`p9kUG+(+O290l(ubvA7OreW&G<`!OyAn;xnJFRl)7YaYheqa!? z0wuP(k*s7tLA%b-A$y2;c$GhzzDSrr3k8!+j)r5vzVl6VbRglQyDe9gd?5J(2CA*W zM{4ofDd+F~0$re7wbb!SdJ+#t<e{bA2C}XSHwAf8@XfX4sV|GUXd7)Teu41obm9+b zq~5Ft+hq;8pov!Cp`&tLl3j;O@8@Qf707#z=Y*;#Hej=lYQTVbKb#8|y>q;R^hoYM z?+l53ijShU?w__9#3Z(AE91IcJWL-l)?2=S{&qV)PTk2xWvY#g_1ksm-FU{kM)Du# z{7~l_c(aJIqNV#hYok%f;q@~q_F4R9kZ|F|k5VYz#puv)LcF8x%UZ4)p&*_R#yfbP z%twrmzPL-~U7bGEh1(Ztqz05l5<<MjF;1H4N%47CoHgXMS&B`;U5Z`@6kk^XW#sU! zU9{Oi^KgBWB}WV{?rm&!JkbR)kx#@za~m-#pnNRfaT)J$j`IIxXhzk(@tqb<ouFmC z!)Q@)1m-n<FDNZ7qf5b5{JEkgcw{}~cxdw^Fz!4p%}G-Vr#`j%KkFkLk==@VJ;$ez zPL25^70JUJyyHDBbbSuLouTuUsOg1j!yO4!iwn@Ye=bXZ*8-S??(%FWxlFO(w^lo` z3QPMk(wMW_Va+7z!&x#*m>Ydz?5|BCUu~{wq5cYJbKywc$4Bij&~n)>z;_5Ns<*_> z_Ws14>_^5sX9mdp<BMQ%O(*D{>eNjN?uGW*)pob%%cxk}c3+10_YUl@q@i1HfDPf< z(OY~ZueO}gF8`_)av~YFbdt|Sw_UnQvQaN8q|ok2rOd))U`x_-lV-vr+`BA6d@KUT zyGpM5_G1T2-hfy@3zk+(8I<1Xz{te9C}y3jQ0J-YE)dua*7_oQxLqdUBWvQWQM)>5 ze@VSmOXdV}vJ-0mb(3?f>=vDo;0pR4w%xRzl@BRvH7R+7Bl0PMgZ0LxLY#J2t4%rB z12*ABLK-}yP%At?%$q%po8M~{@+K@}8kOLaw_@|ycKY=dKc6>HFf!7aG}?@ZW6#h! zrj6pTNc8cFSA{6oJKsUKy#c&+-Iv1DVjyDk^Q3jM?~+a{IA_e*2QjhUjmsXh=(i+F zY2P%85>E@3)q0b_c5jh<qfs$zb!O#WBy-Nab*;U;@8+?_;DX)y?afju8(dGz$o=k) z{_W#_dsb2HQL<KvL?@2#u-j}WHHp{XKP&G&J_>u2lcZS$<H4EkG@J6tV&H11oVc-t z0uOc$d7l40j#^8#>5k;wu8cF1Fr|D4ex45>15$h8j(a%cEBOLY?tE9XpjwOjSPkMo zx-X$$vR3i@{3JM9+^M=R`Uyg^i%%I4&Ow&_F-sZN6?_<HEH4oH2R>o=Ydvc(*wtU@ zv(Yn#wcAQE)*keNqK~qr-Cz@Z|19{;GPf5t9_v^9Jh+Ssr+1|G`Yr%#obmA9qAaLN zW5|f`$%S7fYNx&VmcX*;b2i0b1n<>zJ=!}sjS{Et>PfH;z+pbNVqu99vL|`DntN>o z1b>-4_N-rlgV84k>J|RL&!<N(wBtA&o22$P6t08hZOV@_Dk@>|PuE`0=QBt%Qm62D zV-)<A)tPssr^C=Q$x379O8iLspoodp0^IvEVn3*p-1zvFJ0T{M=(kq!z_Mclg`HEX zf?pFK=KifAlO=>VYZG*%md_VXX>S+GC;WnI0yCrZq(|!$y}%tmzKF--w?95}F9cNN zT)X5+4(pf}+g<<B2JC*iM_q#^1wB2=q<x%LF#Tt_EmhDs_+76#fBNq*uJ;8y5xOP# zrLE{W^-KYkB<mnG*~3b`6yBDzzBPNz5MqV6zheXsHCL1F3Pf-{k9$vB0_xPU5+6qA z@${w0YjF?LaE348vexTCNQfNVQ<}SsGa|P#5|>Dhc<BbKqdMu2n=(t?@0f(2-{o4$ zwOVkWy<6Dm3<cx|%#Ho5=FqBy@3fqsJ{Tm&8DE&`!g@QCiMzGkcseNOT9MBzXayYb zaTOq*_V}_WeGZbFeOhYoYcK|q!J8ZZJ3I{3l;EO;W3||+9o8n?T?7n_-_xW>KGf!| z#tsjeQTP+Mr14N@6&*HT36Iq!`?s8f&oY`jaA@X@!t=EeG+z82#CJ9acMIm<zVmYc z)We+jN9`*|o^<|%`a}Kb%>CowkNy>?Xv|FhIadLn-dI*p(-QAn{UZ)#!ZWK~m%AN$ zf=)^)<b3X(_+F^`5w^vWZVv7_I_+6J-i7<(-&Q{+Uap*6QIF&MJJ9E9OXuASji^z1 z_I#lAEViwB-2d6xjUlF&X+KVpx!MTJ!Do7-sMuHK|4^YDTP=zjGy}&`qeKg42}eA! zdWG4QygUEg-lO0}-vHUxc4bV=BgkeczoVjL8WjDm2KRK#;QE#$mrqFd0#~bPQk7;N zn4CN9bh>;LHC~jc*|D@hr|sXD{+e}U?#9FGr8$X0V$ZfE{vzHRe(rITPsG1v{J}G6 ziM-dR_px>LB%*3TTza|+$txXT4q)IVdzQJB$km7_JZ`T#_IqLugq$B<n>sLs6Uv_! zyiE!)R>A1lSbG~@@MK^2JUs(8IpXxp*J-j-drr*_ERx=2?{<QlOhsm`OWoy<tw8Xu z#6GK=L*V^hMfAvvY`iyre2#M@3;&(poV)FJH5M*k?qf7eLdof%T4!lTIA$W+|4A?b z2b#|OeWx%AHLCmGC;S_SEeB}+n3H)*Qlb6!X2KU+Ii<QG!Ci^wStdn_FJ@3W>ukZH zqHzqJ`uX12vmNN>KGAJlpw6~^;#R7hH-a%gzw^qblHSqCaC4y^;Wx3d*_c1i!(V+0 z92d_GlR3vJ?ZYG=B<KEKk<VZrHrlBs>^R4P;n&~IYYBa@RsQ6U^q0{vW|3~O8Z-r3 zbk6ku*2=IyE|7EEhfxUj+pAU}&;y*?BMbsdf5C%8?Y&M}q^BrMpRk}q!LRloe_npt z45n$-N$EHUe4g3?*R;vJpI1-r)AMog=q$@)H?IbtRsrd=Y_0IY>}2S*L4WjfSC*SG znS~!8RK34mo`px%T6A%jH!$(^a@V_^oy2EBQ&Q2o4%$tx0w3;ZM@<G!uTH^g_`+7f za`IgsmS}A|^nX6BQ@eYseql9i(JQ2xw4KFX-Wu}<!{puf_QJcsfmulWvhqt)XbcPQ z^wlTdc0`Mc5*ZoE6-;t0*nfSX4}z+Sr#d$+;E7{$rzk?cu)-jJX^z|<28~Wew2YAa zTKjyV9Ze^0Q##{xo8<L66wgXubeu#Z&sPT`nPxG)bY|I?t{K!1?!O|Il8k$ll?FpN z8=$hLM&&ojxrM5pdpdS(5kpl99EyWy@Di)$i-1Gz$Vm03nf7@vh+c-h!968l8tK{l zmh`cXh~iEe<zgh?)t_4=hj8rN^5+4UX?R%qJ~Q986b<xfpIJW}L|VQqrKL1-4sg%L zNS>R6-C+Uy@7Yg5fcxl^zfM!QGqm=bQsFAr<Z+Hr1$TnLV>5N-WWtdfpLNJdBYQ*o z+52T39dLO^6@x}5$xWW)yckb%mVe<K-;!?=c-?={>2!rE+r;8X#)$kJXl-v|`_nZ8 zt5r=~tu%(wVaJ!Oaib7;wc4_`zHkQpUG*$~<&2^Qd;3d{_p1=zM^kD|Mfyz6XPSjS zjAGWyR!Z^`xfg~v-TAdLf%IFLw2;hyqNkJI<t7o%R*38K<!wFSwVE#XkAVW^-4zuh z0tKMYVpJLzJB>fR^>elJ)^T6wxSg$69%QGeom<@9jYYS!9|fwdBJ-A*3VXs;Tuv}m z^#5K3_FuXx!X&3rwb%1YRed|A2(q$C6cJubea^lcg}t!vV}ao#mOt3>{a(0Fdl`yx zKQOuNT>!tF#ok&wjw8Q_{K~$$Cd^M<>K8Xp!>3baM%jO>@XNDru~So_Q1EuM>Jh>} zkoLQ^t#L2mM)WLLk?&)yKhm!#L%cjU6(8=@C%JB}&xH%kFbZ?!s@F;t7Qm8`XWJW> z0sLk+UG|7}9&X-j%`~I6!cqB(+k0!$Au*VJ+e7mOxHLz1mv*TRx;U5gRtaxN)%^77 z9igMR_x|@D$>d6u$h;EZ=}5Q&gVbUYg*CVlU(vCBV-A&+S?4;A5N`L6PeQ$Xoj~!U zSN<JdgPvNCt<1I)u9|lLiHvuHFr<5N+dFkJ;N3MDbY5-^e<jOz^motVPS*5(tE*KI zs`KS5XU8a9Zec&nnZ1E!#V&$wKS@5AAz=ONA6lud&9Z)rM?+B5XR~er`!Jl^GBhb4 z-G<e4hnwFXZozG=Cq2G0Euyqw>we|1DWqoXlRND-0hy+mQSss9*f1|#{JS9^*UYMP z&g8b@cd7FmoR@oW&$PLZ<D&^o5dL;vW}_9)wfPw)ZYzRZQ?_>xwiAxSm+F42@;u=B zzC&2AJrg{|wU4BqpMcLD*GKI1W>8L$sc-aBH;je3y)9>LfUDB?9)5YV079WJ7!Fr& zk;+fqWc`77-1Z;)w}sWW8}hSw*lL`sz`RCOhNmtPF8+AG%y&N+92Uj5pHD2owAz>R zG$Es)QB_{t^Suzg<4vNTPyWLjecvp33s!J(VbjmQsr?}CZxO`FSw(oZg3mmITkw>s zcAD0%Rpgu)qGnN;#iQ3$CaC-8@MQROs8B^Woc3G!&=kFZv-vMs>4k?ey2(D$Lzi$k z^+PWSxptyK-iZ+xoPl_!%A1k<CvlUwA^(uUA|z-~e`#Loh9LF;30KKFc#$@{$M#`0 z;d1;CD#(t-Q`{q4Ye{}P{EbL3+l~cnzsk}<%d`khADg+_tZVU$^6OWwmDMniwA_7N zrwZ?Th$S+6PJp0z{;G;o1~NFD_)$$e48z{4GHz>qQ0#DlZCt7W75yg5gk1d~Y-)B- z{%LYAYcE?>o9}`6k<F(>9*yEiPzUdh8v{7}>r|?&XeaQwm`j)47)1TQNA)ZBQ=mcD zyJqc5H|Y0Hm1L>s;CoH?oBL&2@Z-Q!>kGsuQS^ytAvR?Sof$uSh^NfsW_^~A-bFna zVC;G4Kej<sknoP++B<;dcKUHLuGMHi!v8vphH%=vBxyNs4Fij%(t9RyFX$R$a^+^N zM3J%)l>unNmpulq=kn_DVt)F9rt37waD>0onIhkh>RHZJ!u6mzam|wECk2`BNIBFs zR>LlV#Z>d}nXo5`mS?zl9$rxFqy?MEy!%Q${giY)h?-_U-m$$Hv>cBsfBG<oA#E%x zrNnoitgP#66EcJH`+Yq(v^QlBvqvs{A@iV*8q-!{|IL#7oSD<re|1=4Rvf?UYXNFE zogGi)ZNPE4>R3t5BILGS;Ci9|KZ?%7kqWmB!**yPlF=XynJH4#V{d**sgy)$2}Mg< zM1_n7ii#3a_DbkE_TGE%y^dq=@BRJ*%6ZTGKF@t$R|yQoHzk@)$76=XHrLL}BOv?4 zZz-f`62-2I9aeK=RH{(ci03*_JWLy+f?D%tp!aTK*kWcAnJa$wmKzuZP1ZBY^c;jU zU!{D}tYr#3Kf1m7OYV_l=HdA|y{mX@oMAv*a22`IVtSna8-u3Oy_dCG#?U3N=5x^R z9vI|ccqVhY3V1i|Ieuc}5SU!fQPlm^2U#b#{%oY{g+qS^&gSY)g1MW~3im7xxx1f? zzyDN-Cua|ykDVg9?VZ{Elb0)?=L}0y2ieEC7q*G9d>a5gozQa*6M3kgGa<HDZyf3N zn=n>4O+W$5R;RMP^LQ>G`reY@81AGA7ylmX!LTQkM+cYl!QgCXtJ|Gc2>Io4zG0ve z>Cy*>ud7W$U*}j*BnO!*&nsNn-qHoCiV{K>ic7)wl}{#vZZh5rls+z~6$fKdAn{D4 z8=oG$-WWvQ!4nE*z76vkV4>b;#V$Guv1P%AHEOe1$9OCwW}pTptfY_Kai~P4XWbv; z?u<f;_q1$7%^W=4{mbOB(I7PO&)q!H*nyj0$g5GEnlNX>X;J?}(<nAms<fQnf_FE@ z9`I~l1-I>NbC2%VgB_Q|{!=Q`2+@qg-FN9I{WgahWW`4CJJVv`m+h@!7p>6Zkg^7M z7iP=dsU7I}(824sz$&!gX42&l=mDz4<(h3|AG?3Zj>k}V98)Q49o}Lsp!8?E+isI( zd|Y+YmVdMnt(E-uv(`_*Nt^h4_pejoYveKhdz4n_+V*);_Gb+E39=rDy*_}4mRL92 z5KdS~xWRkcK^h9JRC>vq5s&3sgR<55BUqQrLpO4D0bb?`O-$$&p{2e}WT^oarLK8z ze7$uLy)3mZu8+xwuKa4g)a#94RT;q68&n3-3*%cHBh%qyp7**HvTs7~*$#eVDhMWY zy^hP9!@04TT_cKJm@r{X$2;PS(Om|IR*A1_|G3nR<@*INwO3m;ePcD2{Ynetb?8Ut zu>SJx2{bs*d~hoL)-0OzPB1o~qe4wa(kdVEw`|O>DcXO7e7}|z1}`w@frI<0DNi~k zN}03EJ>jcl9;Puv)n1uH<4T)<DjAV@JmBT+!M{W3(4_rFGo}f9OvW;2Ln^@Kz|E+q zs$*n7Af{_pngY%zimGfLe8LYGTH?Q7BYs~y8_k3dqlD+&wbtM=gx+<jyF1Pl!G78M zfiEr=L%Oeb;nDZK`1NCd&RMf1>^0((Y-uAr?oV1i{2af4(#B|&bY=ytB$k55*3TgS zoLA3`-#i>EWFKq@oB)o~HgDozEW!eBX@-hQ3EXvLA966Qg_psMsbxX;P%OPtUBz$! zAC}6UsJ^!VVhJV_lTq(Me2%SL!#n_#)c5U+oGu3bZ}e|^WoNL}TC3?;2g#ex2Y99l z524eDpZ>BB;VXLg{}Opcd_%tt#X}y9qix_n)phYqN_BbL=-et>F#f)lTtC^%8U11J zeR#hFawJwS-j13=Ax9?`UfT&6`5FE=p1B998(pnL^h)6ooA_CN@fkGA_!BQ$)r^sC z)tAKFy796}KF7mtgQzAw{LY^6;_s#!elaea#qf=0QEJ8CA<~My+*D!`K6uSEXO`BZ zR-U)t`~F1ucVp(Pr&tS?sq)ozuT{a)_u(5G6UjL+^i2A=?+Qp12^2kzNr7|S$?tw0 z8-R&D$|GumO}Mw^rNpAxFjyOLi=SmEg40S@(s{&5f95K`$8OtFgb(*CwybM_Bds3= zbK@$>eoeE%>sB2e;O)^suO7Hyc172+vKp1OtzwV;$;aw9_isk=&cK5`AG!_6_to7q zflE?HXrOZ9{!7!okMOOxR{q;~FC6nQdiC(cB2LDg{VJnH`V!CEe9n_TJl7JfP1(K| zImh<dsgn1sU{B5`8=h(q9a69pI>to#9z?ml)Jpi|OYO`8uDMv)=2ljw*M!39E?M3> zolr^dweFA63|{urb|@nEDy!_t=K@J35YH_4Mka>%G*0NK8gA;s(z`|~$~3~`{9Cxt z|B~#HsTFzQBqu8TR=#5Qv0kWs-Ye;tw+b)cu>Z%nzYvZcnSL=w=JAQ%_ca{;-w%By z{o@|38?~Q4J@ZPw9oghr|6W=c#z(apvSPHau<$L<Y3a%u?s4g*S1X#sQ({${$6pL# zzfg=ojL0BXuB&NXBy-QtokqEQPiK(i_c+){-d6bG<+D%!5pSuJdBWe@{cvuhOT%>9 zcUZ45%hLZU3ogpv48QQ5ynEKi{<iAt#>k}OZ|#Rm;ptO1>WC|y(xr_dottjeL6BL( zf&JRw@pdiS+A_(tYQVWsL(=n3xyIt{5>CZ2XP>o|=vj2^_K-UKI}h)*XS!r8ka>Kt z-1JL3ddfIwWCp)gF6=q^<jDNTEL;$@n+n;wiqh|udh#5?K`+6=%r>bLttd-jw-$&; z_UuEirTbA}yYs*i@lUy^JMn@;r>qw;{S-I5%aQ)$JC!=c#V$xcS3?VEA4MgJ(6VNG zvX7ts)>X(dhpu%?a|>}JxK-Ij@$IMgpkw`C?7p04c;P6^A*3+@ufEXTS>3RL?Uesm zr5!3k=mp3AO^eg;J3F4IAY=eDf;)>?*ZMJy|9;Yu&|b`(>EdU5JAeTlIm5$wDX@60 zhdWPq3SVwa=PQ+Gpscru)~qM~soHO?Ds%A#DC{V&m_9+c<S)z~c$$$t%a`SGf8KmB z%UU;X`*9JUnIzL6W2}Pvbj!CRhjOv!QIkUaaR$n&bnRr?i*mdjlU}W{JOaElh7_5Y z739<RE0C0L!p)w41rG`j;Fg=B>u-IVg|1rx!jc~b!7}g9H(iB(M2wid7CQj`Tq8UN zeT!tjx7zq@Zv*T~;-LzU5}t@mSW3wYa-WmfUs|v>iXU2%(=AATcNY%mNV?YG?>#-G zlZh*kFqN^9y15hV@9S@tIN1k+@@!?h?uH{>h0v2tw`jOa=3TMqn`QWYPDA9JTM!W1 zi~Wz?-MCOKDXLC-<TL%7N7wGAVMMH^X7K9;EOdNqb1jHbN#h!KVfuzX=-Bdm_Nxgw zZ}D2|9ls9X?2CL=eQ^*hqIN2(lAhat;lfqwLme<U<1@2kb`Je6rzuD5DTd{3{vTI< z^g@l9PmN(2@rh{O3}xc%LEkx%yT(V!Jtmu@E<L>$R-#61HmS}ayE2`h{5iq_xhOh# zdA0`JV~aR05kH36*njE%aql2ii|vVEY7zW>a4u5Eq5y(F|L~pS3&H;4%X>J(XYk&c zSo>#!#P5DVjc#0d24o%RXHEKt@YLv?r%Sej5H4lucHA)w<QJ$_^d41E9lXr_sB9U! z3Qk-ZN+$CnS)b1H#LxJ|-~c_BHZ!HfRbxa=VHO2nba5@L)Bs)Y(rJGW(yLui_!&M+ z_*0=Nyj@CO&=z^^O#1QXc(e57-3Gc8d^_IzbGV3bDwbNt<cPOtpx$)mT3s28%nXM# z^^IZrHO`?E&&WId)bnl5NwcWSz3GK*QZZn-F26s0B91?fEN~z>*IoR#x#N%eVYAGY zh?AlNxH?-Rmb0${vUD5W*Z!@dVa}bZSCg?goNZuTMfe*u+C!;}vr7=~klg;6_@4L_ zSPz%{ra{Ke<(m=@`f-xF67nULhSOq`0yfP((3kAhwl{kY>~46gzP*@$TPpcPjWp(w zL8q}#$#@bd3n#)vYNz3`<o6h(gCs|($8)eOc^dl0@7_608^%z<GEOs+Q&Tw~Q^0Cp z4r@K;13ynqf@0ZM|0l#(eB;lvM!^f|U_?<l|Lh;xGv&>16}FBC6$QI*q58cz%e(IQ z<Qxsx8|Smkbhbd6f&ZiLYlF~z_rdQI##6`~TVp`?rXM+_K3%<fXas{<Zq~2eXoT(B z^_dCP!^p{ZQTp%Q5z_D9QqyRZgyo+E3hy@5!XnpOm4B?&P;uzWrFykq6cHMT^lzb~ zM4l{{H(c$69RooOoDUe4{!)+UpIjJ*SN<{YXl4PBc=f=rYdzsb>lZ}Wew~HwLu{O1 z$j?XrfhPCDiSUy)yg$Ut+K2w3KhJVYQ&D&OMC?NyDiqsU9nLQJftjLOf`)mM;M1ls z*}ZoFC$8@0-c9BX!^R=6f3;Sit!2uvn@kR<w;ejVlcN!S334-7G_*pk#ii`Wmj<x& z-G3eSBquAF=+%40ZwQrVcLim&O<;w&RL}j@A-ucDU|?TW3jSMV15WH@p(rpUrY{K5 zP{daM^~2nD(0KE;QGRnc*a;{pME+Yt1<MED50H0k)zYplhVx&s#VYRHuay>*-6Pud zip=L9?^nG>fAt@}Vjeqp%f1S{^}Tj0_jh3YEDBNPYLH3%d>S3$iY^W2uwrZ_em2Og za!=|-agSu@2Xq~Hd7O=ZyEx&MInF+u5UK?`8jDvG@!)BU^&USFM@NxLcFryT*93)J zYsY1chCrl7MDjgrAMDhjo%{8cip|dgPMr;$#={TQ7DLl|Fh=XDoh8Y)&be=kb)&C` zTN}djQUj^bD|E?i{_H4z6pl0UenWbhoTJQ|`7}7&Y!ek^GYYJ6dTX)dzTeVkRVJK0 zf<h0hBs<TCpxX7Ae9JPzOE@Z^IsIi0ZeP$NCgE;m3Z#y4@Xo<|h4#|j!gEl%a%%s3 zw`o*7>y}(vF$HC^g4P#o=_n^$<ZaDJ-_l;CdWRM{r@l|?yIfYG;?1-j<Ld}VO(VzU zox&3aN}%AC-%X@nbF$4NxWTs`xW8XCzGdEoGWWDUsmYMOqGPK9%H?9!$urvF71i)i z`F&{BN;5c9yCXFJF5(edw5fC6AnvZ<ckTX`M1J1&k)<xJ;Nx{b(dv~y*{4}cdoR`z zuAobhibOipml&D<3#~z49p#M-{|M*ldDVz@>^Pj_t@`K~Hi)%hZP(dCJ3+0Y&}$3n zEmoUq8*G~R2Uor9J`9riL?_$xgSmNRKc}eDc11S}6d&=ua&%uukt<af*zmO*Z|ya6 zkXoxE9+g{Fd1SsK7kiwke7PUuEcE_vi0%ZpdyBb&nVr~mhA!+5nYNztws`3y(TtoH zb3SUm@sQjU!y&P&2%o;|nbdpPfd7Urc6+WPpC2`T=iWoT_{RN<%A0H|oEuj%ZQVMD zzg89KZ4L(GX4$5_3Z~hp$`e%EL3$&xyg|$Vt)o+lVgJW(pWO<F5`vdn9Ol6O`k|qt z2{U+IvFrZSX)>Rw)(cvFHivdc-*n2mRO3C$r<hu?L6GxI6u*7HA4vDP&Y#SccbHRt zgpm7~*p^4kXY!Wd2vaWKrp^|uyEPeTk+=vx-@_;7I0<L8l&?Xu-xn%)J_vj~s1Lpy zbfwSTsK)pA`JWFu^`ZEM8K;_fDq7n9QGJ%s4VM0AuFY;9f_kMi=}N9d&<NXRLO(GN zRn0=@<)R1R@(a%yNsB3H7`Hj?{T~IJnzT;Q1V=$X)yG+paDYh<YJ%%~4W<WmT-Y}| zNcfg-M^5<6qWy|)Ug4omeEBW*^<BdK*e<^7YwF%sH1BJC{*`S8n@#_Pxe>m}Q40pP zqMj+7u=-<o%#e5k20R{gFb%=Zzf$*(h|wTm-JOX0)m4PY^e$j(@DJJFJ~3n2Sq+<W zT6hi+PGX7V7EPzY9u&FLxnMcYOev0Ei)1{=pfoKRUnj!XiO<#cCSBdI2(H0j41!3m z;`1*p*~B+i;GVL_<6Pz}1nn$IJ-xdML_LOB13Z^-h*d5fLkW-Sh0Twr74DFc;H(nX zOgPGwS5=*MB;gu;NdND@OV}MGVCc0s8((ka-~H-f8nzyAa(wWeiK202&$hw2dbE-} zhr^$zaCcKconrJPxJiaiFLsv$*JcH#IVZ9ov5$Bd@-Q3T%)egT7|{re$KIT@yG2K# z%4}J<YEMte*gCSx7+a67TT(dYVkubm{^p6LPviLKI-leQcY39dQSt0^sr4w?lheoV zKMuA2yN0h$5HInSIh(l7e)#<_W_GJzE$BVbqIom6po^ul^Ga0#Og?RPt>WoL((z<2 z$s+p?zRd27ALT$Ve_x6DV;|m2+3XaZk^oU>E{fKgx<dDW)0=?Hy%;g<<Ziu(266up zN=F>wJ{MhEyPcPXc?nE<H+cR+CX22X-?=67zWv1+Kyv5m^7Ru+*P@YP)k`O|nY^P* zxT>9<`>^IiSmcB8HemVQPjfp?MVgYh@RwJ_4>DF!q^MPeVS2~J|Ax;&<h7dSKk@~j zJy*P0Afp*t+Ui~@5gy}~@_Tx@B!`g3`y=%>dDqapw^R(jm;`6f3q^9*i{Wd`;o963 z!pVJJlFVM-jp3^uovU7%@JnX@GrnU~$Z}hpDnCfxkvsI^LHPoddG$U${$U(*;$CXo zpDY8Nv%eocFX@MhpXzVV##F-9pdsc5Lv1*$J!i3X&j6k=zL)l3BMl<|Fcx0DPfy8= zFm>1`H$nDf>+f;=>B4}gf0H!ryC7AFj&7cXUa5$V$<|P+2%CI@J{{{^LwK3DKhwGu zHTE)?o4;<ytLONK74J-e@6WM1iPmh0-SNbc*}4idrS?p2sTfC(6CGZs4iH{M&%goJ zb_R-li>(pc1@d!+*8SWdPWG_bdkc~qOTfF=JYsZPF*Gr#Ufv}@dZzESUJTvpAl@;Z zx}t2t8@F<q;3U0#kNKC@LhF}d#dx+^SGf~y9ojyQMK1x5_T@R9JN>9*b7S9Sa_=-L zSpUA@(G<zuZ1r`xHG>6v*Jh^Dn3P22MAjSX(=h6)`89WY#D-JyUgnxilo*3G?w(h~ z8yME^mhyECHa3Q@?#_$H(aF+#e-3A0Ugyu`<kv;8$iro+LtDdQp=#qxZ^z+twwm)X zw<-8t`F%KZ{|vAlY2Hv+oeo{p`_&Gc2;bPWZkwrSEAS@DdKvCxqAW7+bdKgD`KQBE zyM%7dz@<GW?mG06eo{s7TP3WAN%o=}(f0l5bmb*=*_8Y}I_<s@F;WK`2AiFhB!7aa zittTJ2!oRL#|I<gJIFbhIAOaxY7m8~EK3csLuk$z@hke!EZ7tXIBhj&pky!)r#x}# z!cAp!V^6LWL-PKNM}vL~xC&aMGbA^1(K|3idn6U)oMox5a@DZSMx9IbYB|*1xxAC^ z8_8RK-(*zfF@}~IN4u*(4Zw@gn4xl$YVefn;#C-2fTwx0@3{DyaGTVXHraUMJ1h$| z9%i0_iCB5N1D9y{Gn>WFVrMNdg>C!Qe=`-}eb0KQEv@Lm6HqxEHH4{+`VZMvo6+?@ zw!AlOMbP;Du(C?^Abvg>!O#A-A2h>Mr1i+XCrz|Xw6m-qOGj!ZRF7tWqNK;{cb7?s zW!1{`B|S#5xfz-7KNrB(ccZOl5%F<%#8{`_qE}MRzIkTXWEJkZ-4Qu%RtM|eFMkYz zIn-5l<ox{KJig8Pd;DxsCvG>6_*{RAiXRTAvKSvJhx3~mmquOY2=6CpWSlt>6vj+X z>xPWM8r`+A<Pth1op)F31K-h6tmH0#^!iBypI^FT?yby9(te>wzj5_q^ZjGGRgH6C zJMgnkL1P?JP93hjyl)DpMopyV%9HSy%)_=-<vwgXX~0{dO@m8kLew&zbwSjF**BZc zb;13#&7b!!4ui5#oahzx3A{ebMAH)?-lH3XXQg_xar63`-Hi@)IMVJXnO8uCL20}b zvX10r{MMR-StFqAkn$sb(qm|CyTaHzmJIZfIjqE~438Z$f@JFn2Rd|^e&hNCxS?7_ zcIRY%uekN+@z@-6$o9*a$$v}E$%AU*M}}e5^L3^3`6+DA*T3^_W)O^|E^z-mRRgIX z{ImNxh9NfmCB5FJaE!WZ=5f57K}lILI`S|#;oz?HKf9h=k3z!huCNnc_LpB**?EY^ zY+JhRlP2{^H0Hk9ezE@lym_-<-x9__rbdK2hWO96A09tNH$wO`HH_A$lZRp3^q5GO z{2;DP&ZGpUEyEAH^#UG=>y-FEg*x$a5iUl>g>NjyH8?k`(HcCG42CPkM}x?}YoCYS z$EcA`xFP&a`Ofq>xZ8y#ejxp^;~~!^?p>)uH-p{Y!*SD~CF7Wp)7y*!L;iK;kyJEK zD>pu<9Y{C`!JD6Sl6%&1h3g#$OOU_of$TGlb_`0cnmluI3`edm-EZOj3>1Ieh^Mln zXt2riw>@_adjH|>ayYpNqLd$xH<2Feotql7HecJIJt>CmmQpGP=;^JodyT=u`;+Ox z?}qSWtd{u$x(QHm;0{<Rt^s|WEBkiUR6&-no!cdsN;o9Y?D_3+BTCu3ZWa?IduCd} z4Z#lL(VQ@OGubtcFSr*&e`GDfp0CRDk&miTYtkk%K%)g0W&SjE(|16;pAZ8C(^F{E zstp^cz8KWb5|LXtfc{_o!et_QvGYS>vw6WJ%+Oj_j~pI^>F<oxJKG6g^yp$r1<8@w zOO<Zp&29iirJE~aSBU3$JWb!@`4I4)ci843I{-%Nwqg0k#K*fiGk~&E1yUD>MS3pu zVWQT4CVlNL<P;sTfAJw5#Lr7t=dusLwbEWUW3pfQwB_9np^Pzj@Z+lI^R70ey$NHn z3Y;WR&IAuN{w#R0<|&<WCmFcZ+|>JGYw-S(-ZC5U7+(mVvQQv7f9-Usn)8M^xRLdA z<ynnN<XZX`%1oOD%Ee%lU5BGlLf{tM`$qhB37%R$ksh$oGqc2i^tKf`_FCnLu_$FW zxCw{i3*7Q?V}oQv4`@EJRBQ}-3tC?SJmOC^0Ap6_S1Iy6?mEW0XkVlT-y5)6F?tGj z#Ip#F>MkPd>e3r(XCs<9Pp*GG)(1b#tYUP@T#@tR_f-#a-fkUZn|?nsiSahfSL4sr z;rH^{n`_@DaGSyt)>Ib_d@e(Yn7&L!iOka~NsYv>K$Sgy>uC>04)OG=c30tp$9%u6 z+SZ`GYT>c6%OLu-EcTjY&~PnvE&O%n5HxSunN@DpjA<PEsLv~?;P`vyU8)M<JoowU zGkG@;n*6(pv+PQ7;<n!QGaQ{bXSU39RJap(^4jKC54NFBPVPEh!!|rb&+bfn-+{be zI4qTJXQ8tTd)XQ3X7ExKy;4m0M1LP;M(xv~L6~lJa}ntSZawf5pNf)w5LLU{-I07A zy&_%2ZqQRWUO#Dw3oFKuW&4w&*G8c2k<XL-HIg%sB`XK(8O-0j%j5$2eo%Sx#keu6 z1^z7-@g!WU1g_$$(`!n7_*5~n_(<juK8xJ+_rf&E>%Bg^du>-c2Fh|j;asLCI8RM_ z3C|3|#~qeFs$35V;oUn<N_Rq_;N9$N-|9d{abbhMZ$G@KF!sH)Z3KC&6Seb5zKwgN zot2eg2-LftIob>l!dBs}aeTBU{4RFrl@#ffeT`pg%6T~i{mge=M3zc1?2h>SxhsPp ze>%69j=d4iTRxD~_)a_zgWC>%Blj}-h95qzoL%4%Q5X{I)(ACH3X>tFgcIDnZp6W> z9p(1y>hb$I1m49W=eWte_WsL>F4Zsnctb4vcktbQ2z%c;)HYA@4_SvEsn_MeMX(E2 z{}vD5D$EWgauk#A2V<pP5jv&K4~lAUKl%YI_BPu%HZv;G|5^O=aLgTh-q&yDckaZk zm!72m;v+q^eD-hNrVCgpGW55sh=y$^{Buh(sGxSk;`(A26*NaLUwis*7|dKaA1iF8 zp<{3Ky0VntAk@1dw?AbL>e*Tznv<ME-aqN(Ac0BLnqJg+Eja}N(Vh+^zZ>!82E8P6 z^}k^46Rxz;H3|RBnz<Gl&%msk>CW@vBM^V^P)Ut{7YMxP3H{Es0N35wmLF*Ufxj-a z?GgE8ucbZgU3nxIilimVL{dADpVMJ}T&fXd6bg$k<%hvBio28WTmw414#k#`aD2^I zzCz3TjUVN!*e<h;fK}a5XLhepplQ8q5!Wk&ri!bb)jCa(DN#`^csT`pw`)~dlodf# znr*>3mtqvY7dEm<n($er?g@_E?ZVyKQyE78_Zykj*{yvVfk^X-F69|=?)?+;ycD_w z1{sgmnVQw0Vt$Z0!w3^4;aeDo9rrN)<i74Kl~apvpZgw+HqQg`%-y2tXMAAw_A`+r z9>ROIbK0TKMLfY>ucasjaag-&N6g%1Cdw9xiw8Q~=_tNzZhPUwTNs=;HeX;mN%*N= zN1r>lzzdGq(=Q1xO+qdEzx3B#5Mju5zowOuVqv{0jdrCE%x=7Q_%Stzw)uW0takqJ z;g+V%;Hv?+8_02i-l!9%FAF^mJRE{s-m5Hs$?XIig$9aUFa<{QPsRkU)nQ2xwdiH| z1ghw}EFIrIh30a>E!i{O$jnqPUTRHv0&Cr!9{Gism-?+_z1cX(+3emc?ox}X9wEbv zPU|Ttk06-;(jb^CZV<{6>jQPlv4mH@I^m{A6x;eJI!e1cNA$qudOY*-i^~J%F7Qv* zE16*F0h|u3XxFcSZ4ZqvDRejEnrE5Gw%!5^&I;s+_9o|{^!}6b>#O05GyM<6gT1(s zXWcg~!h;m}y1C_zUk5H<>l(PLGY6K1#XO(q`yrI};bnB$0JsG!?jNx(fkDl)v6kfi zP<3r@tkLB$;?Js&-CjD4eD9yE@{)JW;@X$nw~CXI_u>IdA(LT9@HdoW?it4LEe7>7 zQFAc<sQ>Rd>HuufaNed9I!N+?6VD@f7xBk01K*)+8o2d$Q)3w>@XU{b70>uSeAjo} zO8@K(N^-nB;eKEiH9x-UspiN>)$IRN+)2LO$f`l-_3<gVApL1S9BGE#n`AC9-RnhT zFG2NEaYl-Q>3`4tzED9ME)`sNnu60QJz;CN2k^Io<!Rd+wNT-|8<NM`A(3+Q`1zNO z@bJ}{2Zqx<kaO{pep75MoNW|tk|a4_g|beK0DF?x8yj@kLDx(8M@NHClvH8Fj?ZTq z_LBL+xYVRXO(*zJ_L|Q558~C}wLe-$gaa^E;k;?{BnaQN|JoOqO}MdJJ~oi^fakuv z!|U5DlugnP*_ya%ps;F1v3yktxmh)X+ZJdTQzFvsG(C<2P2>NfQ-<M$>XTn#>j{VV z?(Un<$o|Z#g2_77dI6j~LvI$?ko)DsOWRe`3XuQ3z06e1ETsD-p1N1s1}YvhLM1x} zVLjK{aP}3#3Eyzz<k*H5SgU{KsiKgMa}j-g%cQU7z2Wu_1OI6>Qfi7`cX1T#?D^XR zVGs`aT@6XTJposQIjzObh<|(kn~1>MB=-`QZf3VM3PK`>IS$?=b4-`CWFE3_onWus zt3Tfh)Y!cr*T2b!x}k{S5OQyE@Lb&Tct<+^pyYoaH}HekwK<Nu)BULAX4GV9Uxx2; z90f<mrZKob^J3|nTzoO-EzwQ*7;dt&HxASn;haNTTU3831pR*WLu`H+qJK%)PW%0V z3NdS|_ABl1yF;H@;8+{3wBF;%b*+Q#gD*b3ent9}57g;9$$j#Lid?<$8!F+Q6av+K z5eW+==FSx|H`sA$v{1MOgDm-7HO{Q!<4aa%-^slxb<ak{!u(1Uwp2QGys;mnn%;k# zxs`}7A3j_ZQtCzjLjlcy1qxtisLH1{hhO-h?8r}NbHbOLNq&DwBL@w9E?)QLo5Ncb z$4=~E=m&Qe3n>ATbB;34jCsylhf`HdJfWPUs8Ms*LcP5hz7#$rZr~v>-&U+|dm|gV zG*6ok9vMR?lM$DQO-*EPAHaEI{UWF+K3M8~Nc>&j4#aAlng<Vy%_nUc2JlbqN~Ph3 z4luvXJY^bDf|-JQ*e%bb;<L032Fmj!Kj$&6VRD#?@4u|5N;3~()~=KHQ;*CctGe#n zk$0U?zwysb(qqBrpY<3l50d<cOT_1V$64fB6TX|z*9VMtXSEGR^Rd27x1jxgH(aAW zifmMBLQYLK>OP(soZzU>>I^5o<{gzH`8E@fW@gz|$@L5Ef2RsP%<Ms(B;Q%9bu@gs zsnSrAcM7jrnlLR|7ocXN&PYNc4RtO?&`iuL@MtL0$<UQV_#WMHUG%~#u8$k2_a^tR zt&UH391B<?{S~p8hPwsO%Wzph@pTkz*mEE$tZ@M3_J;DSW)m)wa_?2uGfkio`Q!t` z!T?OB90_WBG=qK>nH9x^V`gA)c)+W!8nY)GYdmx&;Pazhx;u$q`(PeJ&5|p*-)0QO zuk9bhdFJxUPF7a(Y4F^#9NCY*9xA<KCiz0gGqdW)#9Z<4{O{@=yLv$*`e2-;;tG!F zwpvP8=7ajm!!Z`gN_3#<kEY5+0yW3;5|7{tOq|p{bbJphMR$fXFk3nssuE3FL`YtG zT}zc;@_{ORtySBxllU(A=Iw=!6jZ{Nx>m_~uUstqdm#Jr<{`YvQFT-(a2Bp8v46>G zS%PrcuX<Cbh<9V-!r8!^^h)77WADuTo5o9$%bVmJC*kbL4nA4E4l-}{XFKFF1_$JH zf8;ulzFo_|;R|K+_*3UQXW_aQ5OoZoOH8eY&&f;9Ip>Daa{o=Yqin=uAbdKhWu*h7 zR2H}kuGJ%-(W2YVzE#*BeLeArYb|ovU2Tje{8UdFAKp73no&(f2rW|Rm3(8kg9#Z1 z-PL7u^gUDHgmp4Ce{~wfzP9>z#&)3S#`?z&oCR=Y&~0w8ryCg$9rN?EqN3ILcJV9X z{>adsc-VP(8sgizW^GFP(1&~Z#p`hf%A7#Hmf!0!aMIyetj}5k@syJ(b^d)|otz`o zWz0lT&};VMWa<RPJf_<_h*vw~g#UE@5oSue>-r0-uOl&Ug~i*=G!s5%=?dP?Cj76E zVzpkzA~>|^*5M=c6L92X;NJEvEpTaEAa0rP%ayn7XFErwQ+l41%OY{F8<jYHBYQ@O zzni;#Ld81_)a|?SZo(pPY|G}i_MoR+F-z(Y*fa}`6H(us-;bh;j66?^TN2X8cI_FX z(o?LyxKLZEDR?yRhTeK=D+CQM%kwT!am^z3+hu`8xaY6vJ}X0~R3I<X-pbtuq0(D2 zvdI48%i$h@jYlVl7b)xJ1;VwpoR6ET-Z}-zgL+4jd`7^TSdZGaRD*i-<3ZZJ8Qk$W zI7o44KJl}uMn(RZgqVcSO+3pq>=CXl8`Q4GJ2B@5+}P+TOFFn!Kzjk1(r3o2tm~08 zJKwh{Ivy(uU3T92`WLjCPX7uFZbB;qd%1tkeW2y_spN-XJ)RVOE*_yg2eRg|?*szI z2w&p;VbM`4v^EHS;_;oq3;qrkN7Ku}I^^GpcTQBSe@7`kBr*m$><>1@-X?tKu9qVD z2PW~tk7HcXBMYE7lDLWEzd`tKJ=dcti9slRd+(1*eKTCrc$0i>&oJs|K4aPtL3nPQ z75)*w2S8dz$D>ZL78^!_G9C9WpcGeDq#T)R%;hNj=uah__X*!YQKc3%rA8+{Wlsl% zYO$a<&Uw&#%Q>Xx9y#x1<z<3XHz=)MghRfBd-v>KoKs6;CtMppFs#SWgSm<{X2lQ9 z&{?f<Q|>(BLim*g#47YdF`dZj-5rF(U){&)L-^Oaa;LwuH%@@BllY4sEk>o$8R@5+ z6c{P3LXSGGGEBkOi9&h3-YIZ?IaM$8uLE!YDir8=HHpcpnKx6h0)KSuV|*kT49Q={ z^sReV;lZ6tukUF0W0r=?x0=hNQ02OM?tEt!)(S6#U9cR)A(J#O^`;55Ikx@M=Abm( z=cO(dxnmNjm+t<$^|l5D4&|@j4x5BMgTqR#bA)3mXuRZ3_A&pt{Gc}FHez|Jd!Ge| zH%Q+P^f%>N#c<P~k7&fZ?aID>c4DRlvRch6%d!`c`?EFk%7J+B9Ila(noI-^b#L8y zfhCaIxqOmqauFCS4QF{@Orn)><bLVN5fFP?r7aPchkveoder@lhR5HizOP9mJ`{Zo zhBu4EL&{!jxO9+-((#=)B}lTLyn6+x|A~%(NZQR%%Z>qf`#D9nf4B!Yx&5z{SNz4y z*{^JyLi^$G0SB93`~;FQ_OF~sD$)A4@4sY=IT*WZAkMqkiE{7t#TV~Y;UWI~bzz5U zaZ?*DL(D7%Z&x==NS726-_WpofM7kai`K>)zVSon{43?JQ-(lJ-|DP+%?z3g{;Lta zI}VbQrst(fvcL<CDaO*B7|B;lZ*#T~9lh(iMkfDa-nn-b9>_pZ)a{bh>RZ4xH<w{c z$1Xf|bYi2)?pX{m{=s1G+kg~CM_4Vc!q8+rH4&hKxZ{e@r@}eRvrPEzexwdBn!ZXD zC4ENy-v(}h^}}%4=9!40$}Bkb&O6GL(I8eVc%6#J0uB^6=8D!vfQnM6<z2!lVvEq% z(xw}N9<~jekGc-whRT(c{2jz6S^RX?<MljzogMo={^m10*R6SPIoX5~cfR?gS|p*H zlDmSjZzEj(cPDs#Yz3;W(qgI4m+=@8d!7G}<P+FVIIoMyz!k*_|ElRxblS65`IGN5 zOxJ7|b~GLUVd}2GlhFwnWGytL?8BravmsOFsAL1aN(?x)lk{w9+1G@9iu2*|BbmE# zJ7|z!^&mrXiHcteL!z1AFF{}M;L#Y@NjM<jEn8JV!>e6l^V=%NfO<!i%`|KYm`YbJ z1e5d5_51!MChca>x8Jc%-j?M23WNOi_>5t8{B^^DBYp6vK68<9e(|Oo<0c)8C`gXe zJC#cA;oBqqGuZp5psVu5!n&S8IQeyZ8gEVm?!3UWax{G!4dUry4MftheS7(Gu3-g? zX^2G699sq{rUNDZUfqxyskSM=uL~^7d1rVk>rf=6cy!?S1E}_XF`sL|K=F~-&Ux)` zI7*)UZ2eL@3+MJ;(EI&;7-%w^o!TbnLH{V<KN@2bE{KPZ8Ei_yV9!a*BED(JQEX{1 zHl9T5?PHMweuPJ+qkc{EY9+oOW=rQjNUtOvb3vrk)*GK}yJ_da*8|1EO<Pj758w}v ztmRAY<G6Y5OF4(-G*S~)1A`q2Cy#yq^#|Ug7;4^dMwgSE(*;7-=h=x@!rX8F2ZtHF zZ|PmReisepIlIp{KqlTz!q$18X=v$+y#02q32g&Z<6ZQ6z-cc>w3k%^cKtSV4SvE% zF;nEu@8#^mjyvoo56OJ-lGxohpZRNGzw3if1HXIWzbLb7vS(-E;1BkpmMw$$cK2nL z9bK)kd|0-XX=)5u8@5WN^bLc;5eIZnorJ*peXmRv1~5^Zts-&<=_6(cwk{YTU@|zj zk$(S3w#?|$ylfconbCOuq7Muh6|B8|mhtOB#ewEGlTazLKTtb>3U=dNIvYG^u(mb$ zWx?h~JhV&tVCcjQ*}r!^iJxYm>^&?0MwaBg7~W23=IrXknK=e;sVu_looMM_B6FYa zVy;b_VtawZ|GuKx_z?b)^}ksxk&Sf15ig$Rr@=2(kH5dA=b%^iuANg@J=y>6xx}?V z1?8<?!3&av?_jQxw04-D!sc&hknC6iuY`X_<+he0&-C16x(nf%QQlPTxI#zC-0?xo zmxYQm!zrD=gVIrPvUroop9*|&Q~DE)nf!kBck@n@d+mo?<M%Hnb-^}P7Q>H`J&?Q> zX?c3I9}>s34XiaQLHXH9<tD)a?B@6ues;qQxEGepw}`F*%gDj`>UBuo?Q5muFPFhR zY#V3pz9pcec9b^0TS1l4mWpzvKltRtV(^IVQJ`LMKYz<M37(}yOIDmCeKHO%jq}I) z@Ui#ki`4_QxQiNC{g}B9x%o~fPVo~i(~(5e^tCh)E|kmbBzrm*!v<UX>N(W7BS04w zH31?b6Hc}Ai%|7j=a*$~JzO$Aw5`>234={_Cfl?};hN}~O#?i`u*W=j{e*QNlyTc_ z8#+`C={v56j0hFN+zWx+HrC%@E4om8AM3E|zx(I8t@=>PochnkkzVPmVuP!3%`Bv8 ztd+bU8U@kxC%CVJNy#CX(`TT16ily;stJZsQPu5yjmMo?P!VHtu~N+>xyL7Mj9H}r z|NYb&y+{*M1N-k>(5%D0Tb~{?Kbb^5SB^-X>z%;r6Ib-^6#0Cs7yi{1ErKtcF4ohg z&DbJu($;L80I&D_Jh>=KJPj!!=igLL;<@_b$rz<<*zof2c+{_ITu4~YS1mRV8QWw+ zXBug!C9P5Bezphb9KKC1rciMQ>wUd3wJa2I<1*>VXo2j{JW>qA4_e*y;`FX_>nQtY z4~AL1se*#Q<H?%|2Yv3JmJQ!)8k`(=dKk8)4qd$W&azilLwi2*=xptRspOQcE1OG+ z=iH#9<@OL(47q4-vYiEF3_UvIIRzyTSDVGh3UJ~O(-}U2d`u3!lW~Km5pUe`FffTK z#UOoJ{p?jLJU^%U&VQv3mDCTeB=t|gyo5b&C0=gHL0g7fzJZWEkSCSkSdOZh#+f0W zU9itsa=$B#fSi-4FHcM_E)35bUkYtSnN5=o_H@J_=vEllNbX~on~$xtde{$v0_H(? zj;)~RVYcDegXOTbEd1v$l9S1{d^jY_O0TplJNZw;@Hp)HlvQ3y@)Yx>Ut%7<TtW$% zRinH&lgP5LrCr~*0^TubY%wPHe~~XcCTsU3LWSHz%f1;pN|NY-_?ozCIP%aTw(Dgk zY#&&@<3!#ic1Bh^M4lGoK1sTo?62!6T))(6bCMY-{XeCi?H;G%J_|Wrq4Z{O7dNy0 zw5<tUPugV%>`K6;Bu9B8@p<ew=6FO2AiR}edHLfnNniK#w??iF#Fvoqcw32;H|PY< zo~t3bDX}`XctNEp5T18E9(sEg^WBD><1GfjmZ`9X-E<5G0z74Z&gJ6wp!S20<|lAn z6uZ@*fHkC#H$J09I60h|XS_GC5Y80tbC`{$Q@T)hD13j|0%%_Gk9gzK1%^8f)2{f^ zQDRMhvSz3^qP$H7A2VwmblosY<kPHzP$Oq&lg>eSxPx}#{naVdy!^f0Sf6mE?6+9e zNX~+&sYAR5?*iQ8xZrd(v<Ch=eq{M)%@FPz6$tISF%B2l_W6hg(~yPN|H<|=D&$|b zF?URiNAd9Ec2$&VjNW<al8nzNEWWv&)F(F&TX$rdE#B#X1;ctHwb=%E)UjB5{m2mZ zGRH|wgrq~+ABUN4lLg4&F2CThYYyql`d*drcfrz?rgPlWy~w=9;>~m#6<yD6J2fCw zgSpq=_M813gPYzpjyfZwU>GFZ;4>Wq{_<T}XZ$BoDelEk(XL@Ix+!?2u`mbIhKi@V z4-Q~py{V&kQvpOsy>Zxddlo);jtdm<Oo6#|l^wlkKOQmJAFD_5k3Esi&$LPI>hDQ+ zljKnv$gPv+A7m%q&RaQ=e=3`x-eSZ{d}J0s>Q7o&B*me3wwDA)1r=4)*uW_`AGl>G zJC$BflX<b+_TcnhtUe+1?}tG?$jREe?2Vkm%}had6NcR=dUOBc>j2_A$=`lz`VHZ; zIz}n)B6HaH4mvO2k^bCPU!Q}SrF}4NBz8wbVFZ6}9e2tW8p480<_+!Pop@SU?F{P+ zPe?HHlTmp+goD$y7CAapOtNC_9FFS(b^e2GH6`)L8~oqEf37LWDIp6Xe+$4Yb7!wv zbpl8|KQ*Xh*#+-|e(upuD}*Io4Ts(K4d|(-8mAKe6)hgO&~Hp99I+dJ%gPEyL8)Px z>(GW)3^QK?YE~;oCAGZ2-J1&sti@eDsq+x{?)9&2HyM;XuX|J<e%uW;9}D8{gmj{) z>(Q{j*baE~yC(5o3-P2lyM48gZAZ6&nGFdlzko9&zh=YnDKtEoqFnZohR4e2cBXEv zhCko%^h=VDV4+F8m9;N`3orhSCw-mAk`?X<;fO5MmrC!_yWI(%W_{hs-e2GujiFpQ zt^}IyEmpW6Sw(TS4DWw(jFh&Jbq!^qmB?1!VBas6i4Vb4mhUJPW?EUwtjfwk|N2R8 zzVMs4ZNkB1Lahd+(tn+@PDlaMAMPjGdW!Jqa=V8oe;PC<sa{DeCVUaqC!|i4ie)?V z`1lxS;ER;K@ceb+F*w<9C3B39Qf_eMRwmiYa<Dufm*uDiU9E}`!F#jV5x#u;vwJhL zvSpg3nf5`|{uh-O$<M*a*nUOrPa8TJVNLw#IK&Lp>Gd3*!OCm(9?mVDxX%>&k6ayq zfG%kR4Z{DC-DQw_-J~C8<=AGd)d?@X_u|hLG4lJ^>W54OEFzmp#g9sjZv4<y^0un1 z9d^D0?*XQtXv~=N#67wTw9P($5uDG0)22_7lXd#=d~Vl-^1U(~c}-!-Hk~DYl=q&# z8w*hI`;z#P`f{96U>x#3(}WzUJREm@moeYu<8H3~U6`djuGn7Iif1c$4>S#RV%|~5 z-ekg);LUaB3p5_VW9!RYReSTmJ<35i<XboJ9}k^<b*UNus$H{q{Hhcv9{MU(BGce| ziCs-StqM={m5Yzx=)~HcI=MbgRj3tU$RtF1xRZ?8pLqw$@rd)9OZw+}yx;r8Io6hn zAOGBxeXx=6W{iEJIBT+S(|L+!uuDB0xtf|Nc7F=xAoXl-<O&>Haz3?Rwi!0qeNXv8 z@<!cHBM;f^rotVsz|)E!bMe(t&3La@4e(i0>*!lGDyE9DRqEE)V$py3+PSy8K!R!e zv%a-T)P}1*CkJ|fvS#bLXZHl;_<r4Xh~y6Jvp$X}5`T5E4+E1;?h5{Wd3Sf~B=JOD zRmheO?}tSx^9z;Hi@4b+VUw43AE-L=KRGK^3@Nu)x<=|tu&ne`Fpgy)+iR{?maI-J zN-*HjrM*S}aJAuQ(N(Ckq{CerPVW7hfjtd`J9<y@X8Nfk3wT{xQ$@lh3*Q=4d&d`% zcZcCS<^5{~z_U9vm7lzGT(3n~_D4>k@7U%kPG2gvJkb;nlZ=7wms9s%xKxG?uDx5! za)(e}_Y!yKZ7TYaXmi!#3{>%Exu3Vng8r@RN(O&S5IzsTPVHC1Wy?vmHm(@P?HPVH zqaz(?Dt?8DGq4pB<<09q7}X$S%707q=VxJj)|H{ic@`dQ)4$jm(um(YSX4jT%weVG zIy$M5Drk%NX3lRlf(#+GX*+xy@%ze!gNk#Dgwt?lL&E$BPzR1{|C=dBPv)*50g)j% zFTlensap^E2e)cRHBcdjF87H~$uw5bl7^ex=b(wACc61^6tZk!d;PR#5)4}!^OHqK zuw(DP#W%re(A;98av+xMg(J6wEvPKQLF?1$?OXcs&V}p7yhGoSx9sIA(*Y)>^(o`+ zY$V5#EUh}h$<Ts7FKm8Xdwdk)_ly~b1jRy<#Es+J(KWD{_5ASdH1hX_)C)I$&tggJ z`Hqd;jZlWFY2t;1|Fp&ERJL?J+&S37vVp%6H4hfcH?J#4zjKp^)@?2UMNW?T`Qk26 zGE7wu(WSxZgjYtpNpJJ6^P&1I6Ea`BxNTxjGvOgNEz{HKwZP$f7Cl3Un{mYQk$^kT zB>oKgT0KAC31*el%jQ2PVZCf-kn-aW%(1g!yfDC|^yp5~yAKwN;M;K>o7KsEQ{cSd zlQV<R_`JI2NigvdFi!aYC4E5|4f-7qd-CC>{X~)7d-DJIay&tQE(1K&g{^#OGk7QN zm6+Y`KG;(fE&u%2Ag<s2W8f`i2yHtqKe%K$k0I{|B3&fgFp-va`|qodKvnKFn;Rzc z@z2>#Lpy7res$kqbkY>6bEodM(WFzltEPTycBTiT56DF5Xc5llW2FO^ToXv%BDCB$ zasb1Zd$g-f5@42z{jcrW5xkefde*OY3Y%~6eXb{Spt?k_8r`qNTgP(?HvgQ#FLdYS zOCC|NtFG(3g>^c9S+H%cA^Cp45B!Zm=T`8e^PKPB+%8D?)9rHndnwpT{7M}#>qOU) z3yRzymr=s(o}Z0j5g5z{njG$!!3-ta6zglnxGvIp=?CXLioW}E<l<T}u;=f)dvKxv z9_{=gs%6eZk$Aim{4QY?BjZ-;9+LjVe?hzrldp-dXx-rt;uOM7oo70~aC{m0c+H2x z=4K$|igD8b^I!aM`IU4Z^Be@4?Gxm9u!13e{K_$U)7bO-Uq@6@KhCjb#f3=><Acc? zMr{|Hpdme7vYGI!6t@)QCI3h6D~69`MkD6ngYpTrH1hfHtLm(q;qHM@rxNvNC%Zw3 z)lc)AVjey!&L8|#T?^44q701owu0tx?!D;M3G`;P5#So_MJ?7Px@on1ur2Jc`qwoF z=l*MS6?pXwrV>PKwj|6zlWW!f@ufDL<lOEs_FpSxJ8rZV`&EIl`_m-7cP~TXuKv1Z zlHU}#^5v=)CyUY<<>Ofvy!AK_kAioFOhW(f8xM-L@?isa;^tzLV$kGH?|JBwfysY9 zZ+fBLMEc<Sh-s}7yk{O8Oj$R>GzW*ASHb`+ot=vs+>?V@{0cL5m4D#D9Q~@b$`nc# z2b9g7uSaLMt}@Q@F5-;|^mxqG1Hm1PQXOg|xK8WEl><~7etKdN>v)z<DI&$dNpcJ6 ziCsRYEJ5a>;cxHLS9#Hp@<%x)IAakQp1o`M%SPS{c}uL%C;HLeRX}LDhn~V`z<-gQ zIs_LCZB#Xex{>>^<c(qZLAct!$JJ$b3oPXCOG$5Og<!T`O8V*m;jLPxm=AYC6YJr} zrS=10Li@QVl=ymoCNM<rJzWXy<(hhKEPco_z>&h5)`f+ApDLoA`_WF-`Kz|QE10S5 zr_o2$;L?kSAs@*-(v{9h=vyA?-JblCc0!tlji*?ig`b^8)9xaN0Qm{Le8qjciT4=@ z;+mA|ux!N<)9ZVGe8~Y}CFA}ATjH?{;DPXWgTSfC5@tV5zAq^&ny(3WQ|Hf(%!s&R zaC>0CT>7XJS58d5yQ5Zs#@7$4pN<*=x{}>(@r;B+cazclV0tZZ?Q-m5GN*yv`(bJd z`8(LUk9+5D9vYeV2((-d%fP^#_+Lgnedr{yF~N}RwTpxEj>QgD5swdLi-K!4@^l1x zyziL=+e2qZ`O2~(CgAS|CcSwWcc}THw7v=<K>2`?eG?wN$LP+qp%MRmV_{j^Jq3C3 zw2GtKdQd_^NW9=aBSkI0>Qol-EZ)<0>@$sPL4mEyn;xy3#^20$I(95nfMD-`$;^k> z&~%t<dO36&2AWu+m2S~figrrdv6I|N{=$_l&Fi}1;Z7I!)N_OQar+)I&bT2gJRS06 z?EV~<HV&VA;9miO24i%^glqEo^`*>KrGDVQOMf6pdI4qjPjDDfm!QA$*rL(v85A<R zdAdY%3NNYgC=M^ua3S!-!5ssu=&4Wt<63GroHnsF{;NQ|$9&ws?~@$*n{zUs*2T5q zy+Wt2=9h=y;-j#0mB!sDm%6BG63tAxk-x;A{*H>$M?S9^wG5zwX4I#9zH=~WH18es zX%cO7bndB>dlu_PF8YioDKNdT#K6{34!gPhwkpb!e$?7BXZ^<!I1>4eJGiV9ghV$7 z?IGuL#feRE-h)(Rx)%HAmCPh^^ZU_@auUwN@{hBQh5vB*z~AXd$;1o5#1>*$OuRUf zQo=kN=fGbh+H!<G9{<G5-}`M71(_qYogRdfmvB+ntBCY^<dy~>rtK%b&bTq2@}s?Q z+imbmOWO<V*cJ4;MywN)e0?U3_Dtio)Lc5BoKf6*+56|}(^k0L%l)~UqZkfc8eJR^ zn!;VGeKX}`j>A`EdPsL8;W;f#d^R{kf%Dr-_N#rG0YPVF{Q~}3(Bmy>^W^WrN-u^x znm21vKY&@)u5uXa@5-LaJMjx%c88cJ6HkWO`~Zz<b_nyX?!5KJWtdn$#{553*5DtR zatqJZNi>z?z4e4~3SaL%yse7xu+rLQS5>|ezx$3^AsC$mi(fA1K4pzVH`l`Mz7vxW z{9Wz5bKC@KPj?7+)qTW>mG!q%=|j*|{q6nTw3i@w<Ap_|WDR(XR&M0?Ed%?tlD!<H zpKlrY=hN5oqqvWDU1Gm14Wrd%MW)p2NPbGzed+oP&Qg~nKE7N7!NPLG{BwjyQw^cF zZq1_TP7$x(?j`uZT46=q(+ZTczDiEyG@YsYHWKFE3R=u}KBst2fbQO!1(nosWZ$ny ze=fBcPucr?i6!&YcUm9b%FK*m;{4~2BYRTt@p*PdW~M1*GrYo{Dc(oIjQ^wPyu-16 z+c<2KXiyZ<G9sj+)Q>KTQc+11B}7OlQBiivR;i4Ll8UIz?5@Y&d+)vXWAFEV|IBgp zhw*&B_kCTT&v|lC-VsinRZL*8EoUMw1()ZzP1azjUGV1V^9!V}W!rgFwjPxXdwwfk znIpVLmxjD=li)9Q_QVDM4y;}cOxT!~1@^t43{Ybn!YVlqg&v&58$0y+GaeD23dg}I z!>zACI!5@ZyX!P!W$ZuB#yVWx_AbOLmR`Ox{Q#b1o`T5olJ5&)groLtuq5bfA0(YK z^$U6EiZN&8+$M8rD8J<Q^?zg>K$bRl?G5Dbxll5))1l%oT)dmtqrHC>_}w>J<i}3o z#%I{2<v4+<$>E|y(Vsy{)A+{*vUjskd%ofNi*E8Oy`8@8WC!Lwyymkry$An;^L^_A zlPK$dLFlA+879hE%8HOZ*!W=`Q_1iK4C(ehvG3;;>`hf5`Hs)%r=w-RVmXXCRHp~x zN9g1~DxA8;(KLobPrG<cgnf~Jv3tUvk(@*R-FJ(v8p3d1?r&R3U*qj|+5AL>0$5>k z_!M_@3a$i(JKsD&yt~(wHH5;3pkd_sUhaVbtX+OTsZVkOOu7ek)c8nW^MUxYI<;J2 z34YCeTc-{lJu2CJNpuXV^PkNg3U5XJOMW#khdO~TGUt5_dEdmG3!VA$CKnv6*e}fo z&jYvTo%?B;@9>>Ngz|yM4M6*H^6fo~6$ll{`u(T952M{{DX(u6Z;`;FE?W}GcM8&8 z@pmUasw76u@;xgkv5WOi^4(b6qtP@Z<JgPKOO{g)gmbX9`q#8)-vE3J;8!VQAA~a2 z)90Bbi*R(KsdKWW6|%K>e%!*uKsn?pZIJ9R4O5*rHy^t_0*59Xl-fJSK(I|VLzA2r zwlJEAZJp?byQSQpm?IOwUNrA(d15JaZLzo<s!KQwzgmLlmwfP+>U^X}6&37d)BW7P zFv_1luH?<RbsC)&axbQPg`=}b?xM?jJ-!+%DUWda35&GSTPdEapl)#8Z``~WgA+rI z2ePQR_2*G*Ev7m2H!rdDNngdY{26B$iQi1@Ok0?vZw-beMbyk&mtgJz2ADM)hl(w^ zDrGq>s2w8a{>HEceds=~zf<YL-gMgbpDjJ`WGzRSUt$1mJ*&GU!r6ry|2f*Q(MS+J zKG%Ow%%~9ObeFB0<QCDS(yT+YhWI5JZ;m((fJ>Vu_ZPkid{yN0GlleQ`~{7dr3m-K z+S01`@4puOo|VqlnqCZEo(87%uR8FWw_PQxS1(Mso$CMjh~$kK)~el`dQkKY-3b5e zC=MD&yr>MEf&1IToFuyo5qHSFueraD&xL}cethf3u=mjxR({hEa`dZ!=_v7cJa)VF zE4&Nz{gxjZOE2LIffLG{4a9R__wlIt?seS1BBpo1jeNi5X}3ZW2Ow4S%s!L6R9szn zQonzh3S62eB0s$u#^Z}6+3#E?(5;RB+O;tTc}9D>pHd^$a3;<(n)&W;*e&{8&iQu@ zJPL4*D@<I(<(+}n2DGbibK?le4>h63g}NHkjCRx<^vE>7^&W07X{j&uGy?bWvDbGA zx4qvlVOogrK+2lZUL1~pj}1w81=WvF<8#}vpTcKIKEovb#M~1qZjp*+o;cJ6jMs-3 zxN}=zEPrI5WkN6JZT{Xi_pSrY!><Ti-cH1!siBOR!{mMOi|MR|_dhUm>dfVT+6zK= z9#q=chY|lY%gQU!PP}5NZW^IKfq8O=Bl}%ivHKY7+`E<;G+lbM@sxNcSP$JBRlM2@ zp}o5Xw)Kp|7e<{AuzMEMqMmHqMfR-Eg3f6d1drmy&5RAfopkb7yf&@))BeWrTRd+P zeH+1N6D^OObu(5yJ(tyETLU}CoaDF#DsbR#ZU3Zh7v|%6Bj5Zb{9q-U8`MQO9WGZ6 zX82B_471h2?GwG=cPydnuJ9tToV(b^z0{3|Bmad3Y+ga9o*$R@k@tvU_pZf{L+#Kj zVf2l|go=s#wUg`;SI}-yO;U(G3yXJO*eS923}LBoBezryo;(m5x%Cv`0yyM8%_e<L z>VihxYq?QOrFiv)^N-+Ka9vJ-PXmU&NKS6pLPZvDMea)q-!L?mUi2w*6Y5tL^IYCq zjS26!2v(T1;L*bk77S9ea4y+$?R<YRRQN3vwmffxZ4bKBQqC0<AE>l?68SmJetrI| zRAUM3T_(20+9bi8^^Y~$Bu4qn`=5(V507B_=T-%~V@<G4&bgj0cO2~AUXM_nr=Z$c zNnh%@NUU`HwpEOgiZ6=w$F}+{!|qG@+7C%ThPmR%haKN%aBsx?@FtlWc;CLJ^zYvg zD02m$lWifrYDV@3cJ^{Ce|W#Z@GFh{yOCWsKMt(JMe{9DLgqdABVy^giR%npok??h zX+44>7pZX(OZ1c+sY7d=q^E6v@lW~z!j+=i*Qmmk-U&~CGYPOX4&#rHrvF_jsR57s zYOS+!gRsL{^_T4L77Qm~SN=PTct!4=l-PkhylikglVxxk`Y5rUA}Wn|erPCs(+3JX zjlJL!|B(2ZB>844vW8IBvbC9qAsZ*IEoUh!R^$1j!DBk6eOSaV)UBG;gtV;xX8v57 zLB=mWo|>hVaH!SB%H?Q2CbO_4RsZfr--j<WIwl)oc>CSoGjmPI*TUg^F{uL`xz)89 zzV$$u{(SPY-&3f^@cGP%wmjS}G-Jo#zK8<!a@Lk+BbYyNys~5WC>s11z_lY|0Qg;< zYobdDmu*87ujfn|EIPdCq)U1ab?-m2%B9u8gPphHx2=rg#~r&{vQxWZ+Z&S&`APJY zVo5RC^=Xm^p_Q-OAWk@~W|bXQ!9i%CSkYiTNIX{xpG?DA3gOSgx<|8&H1eKDa>cgC z_Jh-`=;rr#h9GbEqch2TeZ+fp!1m7WUR>Ccd4b8K0_;zY@QH{QL!knPT-9GHJff%B z{`k`*iU@Z;QoPiUg<QJLR+suPe8fR9uzd>l7e#HdU(Umcq4|Z4E1h6;*F|Q3!ZNIO z`(HjtJn17{CsrS7cA-+!Nw(z7RJhC~&U0IM9D12Anj6M7L9ACDckbpXG)+riYZ)!U z-y8lrNO!jm_A^{JIpfuj4UVdd5<90sD9(e&FU=PgTU4V{e$2tusV`G(H4}Kij&365 z1r-vX9D4MP^oo3qUiR_p&)`DNm`Bh9DyZig|Jg1#0@Ft?o1FFTg#5H3HGSeMzjE?= zhxVNs7*dn8e=)fPfyN^A`D(-XnzpoX?sOY|dR;^PdtwYb%IRtLrYs>IxoDv_HI5y6 z9~?{tv%uJSed5WDj}TlaUpd}SxEbmv>5upq!AJTchws{Bkj@^~m%6nGJ%9c<Wz6b= zySZ~mtX8XW$Ej0eW<zxH)bB^!k_?+6jpeGn;pHxHT=2~}U0sh2nwDB8$>)7$OsPiQ znl$RzFG*zQRHK*4{j$L3O5FVG;^&pME&#fJuig}t<G!1pu07->US%sytq1CVp)&i! zv-rez7(A&EX35?Me-&h3+smY&)hC%ZEf!6<EPrituQlmYwtlwDBlCUlQ~T3-t%)z? z(H_+Ylr{`Y+0xr6NbUng@1A~#X*{6QBQi-i)zql%LmM<2ApCQ^Kq>J}w@m+d_~v#E zD4e>Y^DeI%zcW7&ey}<Z9yX!dXs$G)xRbb5+mi-3kp3i@Tf6{D2m;}vbT{bJ?`a=b zTEqSeHB3%X^*9>cc6YyP74(HWhm7|2pvvO(dm7bVIKK3XGy32ZoC^J!AeYb#Wftm} zos$|d+MHwj$(|hGthF)qAUT_b!oq_^D?Z>KvH7Hua6d3@ThJAYB>fY`J2kt0EW^jb zLy=y$Hd4lNAIR#&*CMUj`?&og)7Wpl>2qK_jr?D})?~K3mAL1i^%FjYA#}gbe(<Hm z8t&iU)6hqHJ#E$ACJII*@6uVzV6ZPAO#Uf_PJRuBQcnlY)f<(-_1^AbUKBk=uzbwi zJB<QT&nO0}N|V5~&CCqLTH#Rdw%_xc`q97T_-Q)cb$C-;!P#p(huzz_^p27Ku-)10 ztcVx!sQsYrb<=lu7)h5LDg2IT!dX@%bZ`*qc>lDC8npuF)sw2c*Qn5JW~^sW*9q=9 ze+<&YS4sb|y0cZX9{vCH{0#Y92i^YM-i3M1sK7ka0D`mVBh|d|%PT4}cUGNy%hdom z(IXedIeXCg%TC$d)g)&f`Y`!r=_=UKGNxp6_2Tx0V=_@;v&d}Nv-1GgIILA{{n~rB z24ipWKXCosfV^?SEJu|4Aips%*BNQ#IXA@bDRk?=qhdO`4bO{FLqU`y(t(`wI&K_S zqc6pVm`%lHw0ZEKG#IOTj$-pRN0{oLLdTy+*hDM4Vg0X6TGkFSU!0%Kd47KeH#-_6 z>N*u6%aFRk*4v%%lRrhSExHzW71=7c$dEp>P6l-&|11u6_&OQf?1Y6^YH}1V@;;SK z6c^_kBRS5W&)GOTuxqc~)TY=Te4KL0T4!T7a9M4>tIb4s+WEe^hx2ElGVpC6v(6lF z*gj^q<?lj~<HA?p+xEhmrr9`^YXP$6vOm|Z{RN5D7#91}m1w;6+KtYT5$x}$e%75_ z!j1)>ehsEMU>E7#!112U#qz$&KAN9^>4Hs>=Zk45uTIh*8+_CYP2$$$jNd2WpHj+< z!^985tF!PJc{2x#!?W{uZq8x6#(J@}W+DETewCA8OFW58K93Fz6CRI_c&h%XZfJQk z%H$MOg72^YxqQuN5rsrO4Xcu-uw>@PjVG5$zt(31<NiH}29tyTMZG7vgyfOeb~}5C zM?K?uHMuvtKF^9c^RONUPV4ffM9(A7l+4!?1G#82Wt{H6X8@*0-kulEsX><hWyv$A zn<4m~?T-?MQGCbdVxh~Gj=MNo+qxo24=!+j+>GBari-%wnwRg!C(`Cj%kPrmL#Qm? zzn2F(eM!pu=)XbbpWJs(@<ss*i-i3;=YW58S-i+$0l0<vqwWOzL$(lwv*9$2{HEo_ z<Ld&1%YMqvJb8`yb&Tpl(wZswS-s!>sZ0r$)bI`bXE2A<@1@q`hGc#zWz@V9SPQp9 z?6x2K_74{oT>V3@%tQa-i0O{mN)VU0y7*Xg7QbEHNHE9!piuE#u8VB#177KB{FbZ7 ze`AL@4$~6f=g-Y=_5@es$!q?s6N8Bm*K4!(FJlq8op@GKQfTCL8=VZd3lQGLul-N< zjyIuSl&9{7QyDnq*fO%`=n^=$%URRz?7|x}l&a+u6bw<>yR+455}vomo+$g#0B7{R za0zUgfm34Ie7q*TKohhadRB#oQcE9sP<VF>+-<z5t~$DkswDwuciRrYdQ#G+xF<`P zWccu3Sv28!n=xACbX4Kx>L%Yme^x<Q`QfUY!8pXS$W)e*TwbMbTc@aS8}5A77nInV z3*Ww-Q9e!h#94#VT*F-5_@C&gjbuR;me8k{KMom!(9ES_apG~^^?h`9(1h#*l6(Aj znN(tPl>F_$-Qz$jm6FT;X9VA|J0zNNO@dKfHMijCH1TEh(G;GEMTrAHIu4rEBKM)O zD<5=b!AJdZ)3sw6#9t*7@6kbizx&v~mGC4((_!~yxv@Fisx1F;sihKId}<w&MM)3t zv7z2=;+LMSduD98|2Kqm-)I}rSbz}c%N%KZ?38UP%FkcUHz9YEUi{v)Vf?ym(etx` z^ccydD)em@L=?^))r%g&5x?&iC!dp^Lgn;Ic+&ukA+67I($C#|I(^eJR}ZXo?UiU- zCdrraqq-I3b9657sPM0pe&h<s{{FAC2Z9$K-MT42`lZgDwmbikeIf&mR)^^j{ww^W z*13_M!f6rxyS}m?EI4MWbgg@_O4DXIPCpY;Kklinh$Eh<_zxClg;Y4dMv;$MuLSq* z7e+d+pOANRp7YVQRd_u5%8KGVh($HCdw5&ZNPi>yaRu2EC!E-J`y{r4#NSiiqmflO zAMa)GP`(;J*gUG>&7Z`<54X?8LoeR{7X05no<>y4Waa&qJ45y$B6s3Qj@#i~O;A}5 z;oB$$mGB2Q!cS+bxM-&)$kUzuYP%;8<bG+cc&QIyPt+-5D(?Viqmf++6{GklWWxka z_Yg`j3NNUn4#RVfeACi5q*vm@Y<s1<6E#n&l#~n%fNz%J{=%6qSQrqzcgb`HdPbWQ z_dJ@zX5N8^Tn7-(=sdQ5V>yK`aqmnk`KWm5=_SpMgrATQzO&dyIu_%ev*_`a%>mE8 zQ;FF}Nxx3#4BZ3K0Tfr9?+tMoz<+aZd3ys^a9#gry9HY}ZoC`Y%of~<H2r*b&u|)C zpN4Jdqi?`&+kaPXzxWG}QyM#Bb4h>jh<7pP*=1N0_ZWUOGY1p*I=8Tubf8_QQM>y@ zBfdST?j1TtBfndl{e<C_UhuspyQKAsUjFih&xNwHOMvlX^+``w;g`-v+)8q8Zf(yl z6h+s7xzqKJle4ps{>9_^m{Jwk?B6se<JO7>e-&J}?wf&qKPq{}d<Vds;g-i6hB<WO zeHUKuJP0a#e+===EWy$Iv|6pbG!)L$bq{ubBJ*?VxnFO%NY8&V>)Xz^|L|**>&<%# zS)`wPO<Z`c61o_euN-7(#=-NR0jA6Yn4P4vnyEbv*4u3R3dfUh!}xOz*5WQ~bDlRm za{eU-QGBPqKADCO*F(4OyRr<AleTXYeVd1`_p_uNG9CqkD-Ehj9OWRb%%-TXHca>x zCEl#c9q?jdyQuhG!Y#|RFnf?WinK1D+PfvkpfW@30=sK79AK!An6X&{rihP$;hp5Z z<QS|jWITqcQAWF@9BJf{Ui;doucW`?cxl@)w;6bPf0w@_nLiDE|2+}bI{_+&PaOhC zKei~?=|R?~d6;PoO|G?@hdaA>oVQW!M7n(TU$@<t@sixocEQ7g!0yvA%eO{yxkp!a z1X-q{eZ6Sr&W0Jd<ZiBE@Us)etP)TAtu^4gm{bcx<rSdD2+fZb<>6cYKOPn}Gmv;l zb2@d3%zLJ@9yM%eLTBy2jA|rT7$DrV&y8?-wgwFBVr5{FS1|lJNjFvl7i7Hm-XMJr zH`U}xL19+PLAwv*z8)R;sj~Ns3-KV>g(wC8w4OzCy~{TP{xzWF55~8rjY!^Dm{#l4 zIu+3MR@kiB5+;02of6|Fvy|{VdzLNJG4p7K{fRFV(7>7|FnXX1>K#XDdVKp}X!D8p zBEQGr7Ol^c`>n6AyGU16m*hcvBje0EuC_v{(Dvmmob9N8<UymA7x|ozs@Z)yQjbw5 z^a~XB(#V&ai<k}ZRH2{6cg0_nK6p(RduD8I1WRLug{!`;!n5WjdM}IbNI9Le_;o!O z3~VeixbO5qVvK;+gUn@USLS@rb$kJ<>>}pv6lmqSY@QtWJ~s^m7oMsPB{`wxb*<9< zc{K7N4m6KG`^3S!=!v(ogc~0C<$_VmwrY5h<|1>brWdH-DkUR7jxl<V%pSilhoUnA z!J^lQPpRbM4ZG-m*kW?xu84a-7-lDwaB~!4uKBvR%1tWiMKzcysg7a2Vd}0Yw(Yp> zzYBi;glADDyqg+2M#bn$T}!{R7U8g@Zu(BbpE~^A(QSUQAA%k_C2Fjf!cE`6H}<jv zAg$GQ>S%ox+_>m<r2IfToa{Zr`Y4JDNBs-(^X`w3zW1xsuV=?WT>f>awqGz_)r)t0 zK@9`O=cTktr{^&7X}aLMrAAcS*TEdIzaQNzq_{N)bHP2@SVJU>L0)xGwnUq|3?(&H zlLLs~=EjoTH~yEC*fVIIWlnhIH!R{)?Fbk5y4`?*DswQ7P8Kpa93IB&bsBMNi4$<L zPolYvnvT<2gT8mxhhaK9K=5qEET+0AzK+VE;_cthV<oMIKvF(I@4Zen23<aRp3Sfi zGQ{`%j3`aQmH*7|?jk-of#-)Kj`2+3JF(S-k}srp8GilZH}ZFR!f3B8Cz+4@dCaE% zt2hUo+&SX7Oo-RrZ=A0trV^D`xPDkYUq;W?tMixGNIs_4_tdt_e@M?;#NRTZjpYA0 zejM8{fnP*Kvw*7&oD&2$nThs-lE8~br<QDpEzoMXGuHxVn+HygkvwM96NBZ$W%J;z z9<kOeJAvDoviZB(mccb6BX?4)k?eanxwBbKqNBzhI$FXN6k=X**c>tiw2T?=B~7T{ z{(E0%zup3*b^JRlV$%T+A{7NMu;t>q;{2lzb4$=_@@i$f{3lG_m-Eu5&>bJx`Jbjb ztwNAn7=NA|IiE1@YV$SiLTvQgP2U#`8*@%oYjDh9AA8_I#^?@Qh@&$Q|3-2Ijl3Dj zx2u8AxjX(V{S?HWT;AH_J%ZfN6wk}vCi#}k+gt3fETZp??z<M5<M=~KazEdJY!o-? zv5?8E#TB;MmuoSx=oyoFwkT>6Y}|h(=h}~hPOmGos0Q(MsFQl~hIV9N3gueyUBKMo z9V|4e^C-S%=(U--7;>*l9l8HJ15<_$#Y=}%Vbi`^kp#0mWS-ggxNDILCq1rBiH~%_ z)!Y+SJ^IV&eKBGF*!TbzbH(#$Txi7izT)x<#e};~8I|U9{RS=(o0gXaNRM)Q>TApM zW!R$nE#D?!0Glrt`_UciA-*k_Z_*1SuX}iHa!{D~&pFFe;(ZW1A}I_k1MT=~-s1>| z&<G|S<FVfnFb=Zrjv<de(NL})Wsdl(MuFrATSwYk#VGyp^EK0{Rdk)O5|xvEi>KqA zOExPH!gbr|iu%+h)bjp1^3P-lFIKs4t=>L~iUkp#XO6X__wJ@$6_$f=YbkouG2RZi zU%}<2D^7)vW>(LOEtYU$qgOMnT0dBw6=Y#rA48{ri{U#4o1pK~^m?plHF##}ta9(2 zgl8;1{QEa{;knn+8)>JzNyv`rO3LnbaA@NBUUzl?Bfjmvf*e$AYMb+>CqAm#`#1jm z9-4rzJ2$8->mQIK_U!Sw$}Y^64^Us{90o0I=VyOr=CJk?^U*_vgYalX>Uqq6Rp8D2 za<TQn0K{;Qzx{h<98T;NJKv;*;MY@s|8C=VkVyF{9W>PiP1|-|_fqYGhz;U@UHt~J z>@r9212T6gW_~#UiLIdXvog&xq!pY@+w+{nN}z&q(<1HA7<RiF?zv0$5Z8@8e+q1^ zB!2pBwi#miczh#OmF67r;a>Er86y3+U}*=(lgWk1>BQpwMy(t8zHd%`_ooYJ0@h|y z*2+P%wZNviVF>7?x*mS<A)KOAc8e9dFOah2E%xN#44RE>d}v8S_+Xl%a@&bNuh=M} z^x3~fP&s;DlD()1%*TaXgb$WO+Q8)U-gMHd4G)QNvFm|~^R)Bv31i@NHmc@q7<rFK zNNl}JNhE#&3I5^od{8zuZPvd>1&%jEm%1gB@%v39+QTVxBv+;KH+h+OoLV()V*K0i zOV_=u$Wv9=aVDTgJ->jwUl&^p6tmz-U0q-u?F!km&07UG&f$P42*j99L%zzgEBlKy zINdSvXFts{E*n=xHE~X&Y0v&S6IHTb)mNNY@mj(815frewNi)&-m+j@<0_cPos=nM zssUd2<yL|I8KfR4>ajCl#mXH!oFm*i;PU<mYva{!XgA$&_gH2HrmW+Rv@|xu3*W~{ z{ZUC+x_i%b|DJciyXSOQxHOGCd)qF@m}gWt<Z@x7BSRG&yzcQnC}bI8W+_toELG@j za*6+r|1xA{K9CB?szxKK#txYh;tlfIbf1xM_Zy{#hm!WwQN(E{iypB};;*k-^N(oP z@M}H!|CDHq@p^3`6WD{N+&qE~lJhXPl>G#2^$5r&D2$(bNZ!BEzx3`ac7s^BW@UU} z1Hx3mAM;+qQ{r;N@%2IMyzi5je{=;Kz643Q&h|np&GL(Z?**VXIPqxH?^<ZRQCm*u zGY#i%UMm;0o&?qEqE7)ztr!|(wOyuw%#m#rYc9D>fwHeMi|N}wSYA9dc1xS&q>c~v z91JJ^&XjEo2i%51=H|KV{?;~Vk$9EHv4ivq5{y`WZK{Rx6rtK6^<rfA3g4ZW-w(&i zSd+$ShG9XG*WKsV3`jES-5OD%V%MIpUHQ3WPapZ!SUU;P@MN&{iHkL0@a)KAHL*-! z@C?}%K=x~HzbzeEcTD4<5&s-H!iS0Nc|`waOCCy0KImW%8N{)=HO~X2ZxE~VIly^k z9-ky`?~EuLK)0P-(pK3sIOZFnE*mh3jcyyX;+94saznT_ZXLlyH&ewb%}&r<ym<ef zQZ77=IMtc<wG9^?Z_2$Q`_0z8_hwhNG@`3pI+Z7Q3J$)x`nsF!j~x^n@9`z~W7W^X z0dIje_&Xx@Y<qAC=}YbCG*y~MgO;dQJ3lQ!?9YzFCk*O=-|%H9J>mNe3tpi+m@<V& z8)XJRM^EA7ElNdg=4JRsmO<@?2=T&Z3@hfd*Ms}VbId6hi5L2<;@mWC4>%vD(cYm( zzCULDQ_jvE@L~G}*9){Pl*awveoqsA4=qP4&-X&&!+s1-8ZK){*<AgrnsEG!dEfus zv6qh0YQ}KqGvSsySUA_(JSU%bR)ezBUnk+esysK-ePoV%g-2PbWE#`c8QnN-$|1LD znvH3H0|=OKnm6xl#xsQiJm<efV~u5riTB+!G!AawHhX#syi{agH0DjAnT+d|0;3%G z(*O6Px5ogMFGQ_b*~f!~`MY=>dcupIlP)=@IEcqxPHmt`Tg9j6cVCI<{)oV~ASK=~ z4aVE@w;cBBMJ<gF=Ps*HqL5K;*CEYpToIT}>MmfGSGu779}Uka*we3XV^eL$*fy1g zu!SyYoxEJ5Iz{r5lfhbC+zmJ%B%^*Vw-URYln?y>oTHuc`RX()Gezo|Q)A@PKREnx zJCFA_GVj0XXV!R;%qNXmx=l>0;DYn%`}x94xc;S)u6pAlZ2lQ*mvitR)?am9aVwn# zb3Mi33m@8`<m{r7;*WI*>uLRv)#i@}oGRL-mpXyNFi4BXt{CrR$4va<o<;UK?sD@6 zG6(E9z_rlZ1zjJ<GL!wL(0)iDY9h@WjQEC=Y1M{6SV!_e$mwC^x${OoiBgNweJ-9i z&k>I|Q`}$EPA5oe4j23`)eQYZ9+!u7TX8g#*Tma^@Jkh*YrUNqCcKr)saI92Ffi8O zVlQVa{5f~$bO6cwYz$8*6q9ZQ6P~Dq0=--aj%9ML5$uKEH|g?6w~&3>ZfA@8$}@P` zs&(`0CtcVTuII(_VHC$RRbH`?dmK|h61{qU3S9o6I#zLX9XQnXTxNSZ1^3TPoiUiK zf|~)C?1we!<QbZ_`@fXx1}Tcq-~{1EGWWT6xJ=f9@$4$wj)HLPpX}VnyQL5GcsMD6 zF3WH&q@?n0_$cOt-YR)>rWT7C*xu+1Pa|tt>@i<i!hv!A#v>?P4%Y@2SI2wDVcx3^ zwGyY`d3o3Fg3k+hI$DD1?ulWLjl3dUPx|hnAN*eFQ!-HNo?+l2qknj+^@+S=&=~$^ zJyulEK8>#^wl-NWi66|HRqVlkRk%zq>KV$@K~%ww5kbb~04shG1qpK)HCHxltW1R! z@`;WqpMx5<av7;&(tAl37iAc3fm`BdPtq(&0-HdqR4myqy=BS$nieyHP-ixLZC?&* zD~ShX4YXoMK8@MpmRgYbkv@J=I1M8n772;(BllO|O+60(dT`a9*O0HY2&UC`{*Kp4 zgI#fd)Rj+{V(I-K@l~XkzoDfdS8K5wBmye3hi`U+QC`N)w*Fa&@s?p>nWLpRmF)e< zQcoq^qJo5Nq%V0Vnpd6f7!_li+BbI6*N{E_Dh+28>G^oxO#E=N12%~k+RJ6l!Ixd> zY}@H#;DKVGh{tUz;SjPYZoWqP#j0Ng+hpqDOola^fq5?K3XVweJRd^#2hrm!5iOv9 zI_{GS=?9NEm=^~}RpJXvk#hz{y(n_#4NnvOXDrYPR$k@kfIlaP@;{B`g3xuT=%LgU zd=ts2O}nEXn>TP<NE*$+x>K0e?&TZ^Sb1z7%oPvWpDnie3D&^ckPPjt!U_nn*~h1T z>BFP?)#ovI0@5{D<&R&Wp|CO}h_F=`VBG6WW6StzWD|%BaHZ=4g4(Ouw=|0#J9Gzv zRYTEYPrAdi-ydLaTi9}9T?1PCW#fHlhth6dABD3$5TCPbt{YGb4hKVD_5I31Nk%sh zN2vrnVv^`ft)D0NR?)dO#&WRwcd~8Q(Q%lX7bxSXn??%5sIkiXIQTVp?Bc5IIGS`` z(9~Eaebu1h>-@gGsEype?!9fs$C}eDVPR8{s^f2<pEiM#iXk=B=p{Vw`gq{BPd9jF z<+#UQTm-9g?0tLFbHRJ->d8)}97u1_xIfW6hX(_^y=T%`DQcZNIJ-y>W#yRbj+VFy z4DWP}TIwkP8NrVpE8UEgc-oNGI;e*^ee-5Lky^O3Px9yYEB$cm-2>I!x5V@LVfWB? z(mUhs5^d@en+4rP3DrLZG!$$748`nbvLDdm_ItuWevca;ulM`*!`StXh4-&#AYAYL zC)LJoJR<G)e4hsCrMGI|&Ss^6=>wI{g|%uZV(z&YUz&mD52YWBk{-hTcYJrE$i8{0 z?P#Nbe;Ua(%W4c+eF1&b9kmiFvB-STHan|x8sDC%{@c>h3tuEc1qB~wLqKB7$VqXs zr(4`*{^!dQx^}V0G|11OwCd<BUh;Edyza+o$TtH)R6WZOrCw}2^KDr*stilnL;AH_ zoA7+W3x~zcH8AJMAth8iMD}zBCr=yD%U{1qJL*sJFUk?0U)qLt<DucZOdX_0BwuVY zQ6jT~|2YlP?0WYLR8+o?|GU)!EdKv8o`0K1ZME`k2mg>>+mq0SU`KM!7|F=ymhHjb z52d=-Et%wv-97b|7OO#4H_afeaUP{-rui23j^Tz!IlhL3-_mJC`TfUb8u>zok4w5u zVgDVj*Vea7p?)%KKqX@V=ca3X8QI8w>+{<)-{Yo0+VD?V@!NjfBe$Me>^K8?%ECo? zA!J{W)OFc^V;&5IJp5EmJYTP?X)f#jXoSCCHg49_Y=CD&d&IT3_Cn$~r|QFli)eQ7 z;ks~F6Ks;WzNM;`>>YL;FchIDJQ)<;f0U*T8uyqPo2Ruxov##q)8HsdGQGSK(>aN{ zCm-Cp`o0w}=k%=n$q$FdjuAKe;dQ*AFtFhhna{p-a@SSyBRN!_@`jE6Wd2{k|1|CH zFlxOLNtyXujY+oC&%POrK!MmcO7x)~@QvZpZ89!H@f)H;?CMPNOC@4A85cg2KEnJP zU+HP6jMmL#ARRK_{$fkL=ZnO@p+d*WKLAF}0xtVwhH#hg^hGYddBV&6<*DA^g$nc5 z%IfojU?6R+K@BKGtt)14oTrEnVEjOQF8eSPRRkVXK2#6?W|X}{2xl-`s^cZ|p?O^R zsQ+lwcstw<a2bgr&%ghS&prA`@}iF{*dFTMNQT|q%raG580D*3IKPNKsKq3aFzY6g z6XjaeTR!9Z58v;V<YwX;290al+qm+qu+G5o-c|8lQ2xD9_u-jQDEhBdCFTPSrF7S+ zuJ?C)!Ru4Y(x3E36xW#*?lYgpAZPAWy~iZ~@$$yKP|sdCZ{zRm5i^U$nHe?$e6u+F zB6#U3Z7=FB+Pt~sL?ho3__4~CsTUePT^il9a|-k#{HCondmw@Cg{H!hKD@erpyHFk z1lr%McK*)Qg^iOosqe#^@$<5epN4rM?(YcEmkwQnj!#Va@4gd!vz#gG8aEB)x$~Ey zb-_Ut54fzjWqcMyWEBG=>Su9Ah~*%?Wes>27^x%&P{8Iei?Cx@C;HPFS02{NgsN&^ zz9y2R`*8HJX$J2oZk}1F_4`e{YG!GUCsaP->?5l169+PXl?qU26{e9NShY91Qcmvg z6Oy&@=Q@BUm^Id@Wd%hQd0Fk2#zB>nc1Dk!lU~x%Z$O7GjJQ_$<TaVIwVJ&B@6=cW z6z3Fc%xX8|mGMLOTm(Du+*sAoUjn6g_HWwN$CP?BKhD`IP%woKjzW7yGhabkE6cm* zW9y(ase9AHy&d$1eYS0cVn|WRxKTMnPYL6)>b$Tt15x{Tr<OdS0!v%V>`9Wt+FY%8 z{GmPJPdGEs)Y6ZknlJr7`nSuNH`cM*vVR7K?GwBQ5{FRe;oSD1ra@fHGFWBcBlm|N zOPST=d8NXXc+Zsh0xdT2D6!d*`*s`M>o%5HV87Or`=3S~L=4lFit&;jom>5du-OH0 z=aqldsZ)gOg5j$VGYMDMm*GIr<98@JB+8#mczHQ?I_qK1&3N!@p-bdt7Wok>&vs>z z796eF9Da{Hj}Hz@jIVF#2El}dVRphxJ88rA;nP71id=}OPB~ZuTl9=J#Gjvmz`Pf~ z3!U3Ba@S|=@<-ViZ8jY%EHyxU$1}qg6I2|z|5W$e>s4rQf2HYrArJnl9A$m3G(h~w zYf?|#YoNJNIAvQK6_5N~@f4#(!4h*)dX-=^jQ<-_?jd_wUaGNn+KqMyGcL(Np#g~9 zAU@W_Fb<jm=aPzv2UE^DFMT8N11VkQnW1c5gi-wx>nQp`bgg;Zm^n6&5?S=d=iG<D z<$~gtPuxE+L5Ew;YGn$&|68+SNu!Z}^Vy-KHE#qeuKCj38*BvSH{bcG<X)F{lAFos z$2d4lneUt?_ZAOd)%oJ3ZrJ$ebEg0Acyj+fiAIzC7<_&{S&X$CPHo@Lcw`UpGp&mq zdv=kIqBr?6AvmEL6x_C(^bxPmD=(I-8$yWBNxzMSVJ!pO!Ud#1D3IP#@H#!i6$Hl} z13bI8b;0ZBitX@v7N4m)XPu1AL;A)Gcdxat0PXo(T5V_Rp|B!qq{OKR3J)L8EZa}= zP4OospDPf~yW5fT+g`TAW6|4;f19h(s^7zurmhKV+_(M?DanA%@0&gLxTS&zYyK90 zv3Kx^?;)dVeJ={-I{O@Hszk9vA-|UGx`Dqg1oi$#!gGln!&&`qd?o8}`VPsdM=UY_ zerjBgW;Rz^R6b6kSmMmoaOxsllDx+j|FaM7ud?QWA@NqQ6f`qi&A^B3Ai+SR6`+K$ z{b0S^45=qnoeac#k%8^pu6Btw_~Uy>?;LdsMvj=oKa(j&e?G-{8qQIWeE(zSzl7KD zSY4UZthF2eoS{AHF5V9Zj1~va`A=YXX|1UP$&<YHwCj|q>BcX{Z+QA<SMiTs@175g zQ~2?Xq^q3Q5ORFfrroAJ4mPlNdrmzSrNbLW)zb&S@t;0bk~<BTY<ah^z%;PCQTrmu z^RXkUDqTCjlz6xz(N${*X*d56-gt8bR7*LpOLdcdLHI`Tpp*%;i>$l0^=la%yLCH$ zc`teH*nLrnY$CiQM#>+HzYFN)7b9b`wgkV<_v$d4v;l_z+eg|LjS$aX60;m$fKe5# zAJxl-FjNSqpTDlb_^xx4Zycu~!HI6^f#)&=_85kmyY;|VzOX|LisanXX@13;yeFlK z_uC&cBL4G^Um|J-CHTQ~tn8KR2%P)O)oOHN8P57fq{f*Q!4Dt5tW8CwKtsJ{YZB51 z=E1rSixmw};ICe?yLu4DSm|#Il3Y8-F%y9l*IwY~_mLO4vj!($-%Qr|ScRPS*VSy? zCy=dC<K+ikD&Y^L-q`(?g3Q<F-;`@Ff$Y_Kbu*a6ODC4shNP$9-sRsBZ(fZ9Z%5aL zf8^d}$S(Ha&q6=S2A-z~#twtqhxFPkr4dMVv!zdFX@dWz|Ah6QDgs63?DrJ50XW^8 zS(o^T_{Gb-uhxC}4BA`YbcsEygJoxf!MkJmpb{>(TzIk<CG!>vDr9Hz#e*4vgC2e8 z7bLjX)qE1Z?|sHqxT_btM+55ZCl>HhZd{SW5EX8vReRj+TY!ASPOtwa7NOwP^k5yC zSD(HX`Oh+94M(i>udMnLF3&>OlD&Ev4#bWXSi4M;xy|O1g6mV*ru36Jh}_c-Bvrco zdRvZRlhy~8SJN<<hWdkpw-#~J%E(?ZFNixEy<uC*0<xuVp;@1tgLRdglU&2W;4PfO zyVI`=w!e&1OE0TIreUV5o^<uVY?EQ-Es+mL2Q||_PSpS#3`ymkB>oUe`F};X`*4HN z{lP<PG?e4gdnRQWR)EH-`oVjVZd_|C9lU&niV^PWF0QfDm_6P$|6n*8uRDtSe%9$m z9=7P%;5P|iD|yLgpG*~W8SAC0+b+OEg@#Rk{Z>&Wti*3tzn^eTt|rZ0s6>jA<B1HH zI?U<MzH@)I2@Ki(V<AyJ%=lElxiYa2OaiWmydxYJ?feEB|Ig&SqsLJEbbv<w>^aYe zd}h-)syP-GHo_=BUo-5}&P6ywCcV{j8(Z+RPFVMrFV*0Fc+=H12L{R=x6uFo8jcgM zLQzH#c^+kC`Mf>Y&<sCS>XCmZJteNdN#vAJ5h~;>?XW*ag~ouNOSS4$JRcw``I3+L zqI}$G_|E!3p!cH_-}PHzi5pIItasuKg&Qn652wIinQ#3T?{9Q7gP0WEHkjRg{Oo(q zDLD3tQEGqs3}~G1$j&Rufr>u9apw777@6Xg6Y4#Mb}JG^77|q4R2Up|#IO$H#}hZy zJ*fhE=Waf`wOV}j=_7?o_6n<`7x$Ht{Q%z`fmKeH2@o=K7)m4jHYJayklkCl@u&Uq z6Wbl@;PQoXYtexzd?FqwO0!`N0~iHWX{V||Y?j6Tz`ss}YbSk6D#+hk$@lus^%NAj zR|S{U#_$`*?4pG2EKu9?bsjKP;@kbMxw+zbP#^J#OL%i8uoYZb_OvH`^O$=<Hk&F@ z<ix4)f^=GnI;#wwLqa!NDhasFrgy;==2Mq~-!@^>?#&0fh)3XS{j}urk1Fgfc_lRv zvIb%FHnznbZt$g~M+vVnQ>x<@7&Yz`<A~$O*nN46*yTg#=)0+icwH%xdqUfAOzCdj zp{@b=dT1_^HD&;F10J+?&-9_5(<kX0yoDI`Svy#TWfivArT4wG_yV$gJS~^^t^%j2 ztHn9FCSdv{$M?#Ya8$DotiKQ+MFk73t?>#&;C|_2a?U&zcocZ&l1YC`@>C&TRZ}lG z7jQH0tZhfT3fpXX4&twwwGuqk-3y!fOT0g|P2=g#y++p#*MZV#cEMB=;bEV9b^7{1 zEhG&c4!TC>@xJ-`aTWRXc>fL$s~R2g5We#aym5IBmG02%J4O)h)Pebx&-ZC4%K_|n z-_qAY?4aeudAnxN%uRjCrO}9=Hg0vakX?c$4JXsg#&~S@rCzXN?t-?p$}MjXg`@O} zr1C-9et4RE-7rpf3Y@QJJDxZ;3zy0W5TIicUM1U|80F|dHn!{6?in<J>0gs-Bg;P2 z{M>0(bGHMEUmn-JOZsrWoS&rT^-ICT=eG&#j~;B5P>uXtN6vpPVj<zxRA|VN^IS?^ z1m4dLx{Nv#;JM-5i5b2&+&zB5^pI5t>gHRTg&WdSK8{^`#-CLS+fIc=H0&Nn7C}dw zOv)RiD&D`WYD2hI>3olzr%4`5anIP~nFZ(@dR~6LDjVu$BVt?E$li8$Z~bPkMP#DH z)HH3PVwIclN-x=WzdoOomLC?2_EUfRLPOudna7ceT<TrWerefQ$$bS|D8^bZLKfjx z*J|hm!jt{DRD8_c;2$_VQ2%ew=XuDaVH<rJw2F4lKl_F6kK?sBue5l^hru_ol=AZ( z@hH40Ih8rkiPaopr%t_0hBfWSyK1)2VZta^N5;-{u#V3zZFBO)eILU;g(askgGX-J zQK}R7$+H$eCH?3MqZ?8ePtT$n|A5<$`YEhe{yz2H=nFPh-g!CX(t=v!?vD*wr%*_& zv8zyG0$*-c?02K<$2LA^jnuIjIR5t8p1oE5c;)y)TQr&PY(F=6@fX?O$92Y<c$3`M zR1)xxl@_CK|5$6J3hB8yOWqoeAUyAc?6!RJTx)(c`Sa%12GBfv&!_cf4Y*GZBvCgG z;n1<f?yB<@c<tEL_}(+g=&!g#=M?GHTpG6g@`SDzdM+$K2z$ARwnd{$wuH+*YXfcB ze(fMs@K}d=VF?{wf?jms5Ip-^E@Anh6W6kMxM!J{fP-IJbvAbjXGad*nh$LP!H?E+ zc7myJwBpjU?;0~$W8AKrBGryv%%%60+y_y|`w;ivud{f4D)ngh-DLRtc3L3mIPq-v zSw|*l^dUuX@s6f*6P(h$+?71v4W99jS_cgL@McW%@xKp=M_Tbi;Y?&78hFJB+lDuR zOHs!sl`VuDcQlMkc;+`AyMFcYLImNzyA~Qo2QpEfNyq3dm8Qd7EY5``{==GQ8wE#{ ztKr0ij&j2p3SPACxaNCx7AB8QEwe9GBd5$34;do{d0`9nF5L_Lxc~9t*W3klAnO`x z{VnMaip#ubyiqfVKQ-t)P7x2O&Ygpa9UR@5=PDCrJ2(X2_~NW8M~GKR^+}B7ktOsq z7niiYP3EdnY5JUb^YEV(hsYt#E-)DoaSYrrjpZg)7wQl7W8RbA4Xj*~$XMm-BkGfc z7RN3t{F|Rci_oY|e{+7|DX+WVD!NiYfnujOw7V2MwCGN=9hnA6Zmk{{^*J13mSFhz zumUr89{KLUUjQwd9!;7q?GW(OZ%b6-7&_4WBHHt2WZ!4|w>)AD<xhG%dU=|PXTDQ+ z>XY0~NAziy(%^2W$PC+^=*~dtyQ}4H*-Y|R`$lh?|CofE>AEk>BC2s9uU<7=Vhmpt z1|{7kTmUw4X?`c?9AH{Jzs_9RhQ*afLuJA;U|ng>@cz#Mh~L~c$-aLMB3K6G6^QSG z?YF)Dw$g48-%e{U>oJaL#bsgQQ-oXS8mSSPw1h%3Pc`(t=3vhu+gN`4LDbqD_`}ky z0it+sruC<+K+~Sck!pY9W1}%YBxkw={xN=XFC}M*f2(MDw`e!sk6_Wd*SvsMGVKXF z*6M-j?fIMUCJFy+tc>-X|0JjwIkwE*>xHNcz0Rg9kFlfRgAMf)gM7Ecz7sUIWG?&8 z_-JIp3<&qXV)rJz?<ah_H1nsr@ycSO?Dn_h9F$ts*pu1=VlU}8Ds37CIZ88a(6<=k z%dURP`f3nKt;gSiW&mGQ8ukaq{6Wk6MxGrUJ;=g&|G&3eJK=2l;bi~zQef>)ySO!n zR$ey5ba1(=5Tae@zy7N40iRh3Kk1=j$lunJL;JN7`>6IJOV1|om{w>`f_*(yn|^$0 zn>vb*FX!H<B|Hb}@}l(9m`vQ9`sEAT;2bvjv*8WmLo&H-plwL{S|`K<v-gdXuZP|U zt&y8Sg|O?T$9F7}{$TX&`-Ow3SJ9^%EK~=g45k~k3M0UMr^0fY<{D`8X}e^2G{T7u zcW5NZzhw{2_lb$Lfurj4qRQ)Sc%XqtvALlL>x0g|o?Fj>({0M?1`fH<ME^|so6Iy` zCvgq^C()37U%x2j<PVJ8s$c%BmPTISYN=7o)@!h1M+8IK?G*Hrx4rXFA|B>5U(LEq z4Iw3tekrS_9<Bxmmw)(1&b#5NVA<S{mRH*{)>c~a{u8wmI{T_2bJ)fpFf|9ugcOgc zmGq;N4lgYU6`-l`=TK&kNvL)V=8PsDuu8_mR{Y0Tz__kzJfk!mSK(~5+No>^Uz%w> zlhF?1pG&%z$a`P;xAb3^LK@0KP&94=;-UV*xl1X!3LnwaMo&$5;)U4)GdA}c{2p~_ zXQ)s%PCoPS?$uj|ir4>KIaq5@vpZ=Qd-ntq*R#%D>pak!HE_!m7{Rs<$>EAaR2*%? z-elT&JZ7#a<V;UXxvqODV1Yaj$EV^>6}FOl?&B}qp)Cz?d5GaQ7d_b%B{H#!un*wJ zw)9`&+d47RA=k<8atp4P2DT`>tibV37M((qQRIL5l}&)J5iImS1qucbZmX1s*UJdf z(+zmR=(S-ATQ%PXM7$x~0dpD7{|J{@VrS&>SIWKcV|IgP#II$XWb%LV>O&($dD`j4 zw&q|lMZ{ujw+}X}t34OI^9iher|BsMT4Lyl_+9oABf!~fmg3$+eA>E~^5Dl3)@+R{ zIn11mF2|WS$C7!BX}zdn%5W|$l=3K>+#4bsO;6s>Ytit7=D`SK@-XIqXWbI~_AkcK zb02=}IuG-wE401~J;7sTMtzIlsc`vxU4G>>6-JsbEmsoGWbch>*N5_5=&1SondOaf zXex5$aPuz1S?)DP!}4C>yR!CY2g?-h`*3l{`uZ#kwr_3L$*e|isz-1T*$Z{Jyf8Ij znT8z)v@c~b*1`nWc5$z~UNBK8W-e@Bf@fcgye#&_V7y9o*=*nh?wUCEv{|$kD2Cz+ z+dub!`pvl}#(QNr*u}byi}>@n3yx0HobACi)feR#ug)X4S<Sc@ndcmN<`wk2ZV6qg z2Mb;+kD_1Vanb6>ji8VjvU|)q7d#KUF1+aP0DGrJ*WGdr@Q~%jp$VoLaC0f~4z}rm zZ*I)Cvo6C>X)9>vQ96USw#jZ#C%!l7&CL%5=(6zJf&P#p{{}QRO+B1K_^dm>a&K47 zp`(Z<SkQasO+vq@zr&GNlVEan=$jYu{LXGv3!&RNi1C?P4YsMIFLM9j+t$c(?BL#O z>sHc>L*lhUmAi{Tz1!v|C(R(TGR|nXko~aG9^c~)q!+_c9cLS^w+83-3wc|mlKZ=# z{aIPcBu2iAoMEz=##<_#-pynVoz-!=>v-A(<nCM_NYHJC(^o^Dh%R+N+8x)7`nM&Z z4=lgR_e=u(QdOp1T83S3zj=n}44{^C*y3trDkyRkhRIlD<BoJ6LBUt~uxH;r)zwoe z_|3Iwv|nuzqZ*GsOQN>Hityt%M(2nhXvXS!R_zQLHFodmCHIZb??#IE*N<bXMwvhr z>8H#lXhckE#Y4}*&4oegop7d&X)<DP5Q?pVFQsP?(Nu(CDQFbfweK|_IO~d*r;@)F zA8JP}-3RxKyK~Xzl-*UqKMhcoJv#kGsvDa|jtP14O~CwC+sMc7$T@w=i*vKiFvN&Q z8CjF(C*$oz#S<`#FMs$rKS`c|&91|IfAoss>3J5#9g2hx_r=ZJdBZ$JREo_7H4fo| z={ufLdvd;1cPhE#TLX<gBXc~AEx;V|=l<E{K6Ga=n&l7t1&6EO-X4;wLJG}thG<P3 zWb6?LF{>*Cqy0PTmwKwfOk;=r1)BkQ^Ch}E;b$|Hq<X%1>^lWpRz3<9l+6J3XPg`3 zKsGYI+?eknSA&;yhmx;vFNP1%m7DhO7)Lj+@cZogc@SY~&L?R;0dD_&x#ZkQ_$j#( zsmrXB=>CrN_Z{hKR57?ce1q`helhf#ejlELKVr}BedaHL;mmiv8kNKYH@z#ZIcfy* zHmt064^-huPo>yZTXOz-$HvU$unY}HRC=$jjG&-U+tVS#VSH*Mw6(Qq32wJSu?xxf ztKIg#lfcme<4<>l{&w*L-sYV?t}_)NVP+liMY<SQ_E}51ZtB79)AWqJ^OoT0p>|Je z?+jcYALlFQy#`_|Oc&O_m*ZD@|MTbh7a@0M@1r8ZH{xu*zPN9;1d2{x@|ZgJ6O)y* zo}7G;5C0u{qS7w-|9;gUjl)BOaBpxI&$pQ|+%ng|=dz3Riyy|xsO{~6qiT&;v#sax zOy#4XI-@c?U&%`=*gz-0>-K{q#-l6Xw(@gX{p$d5rDdMketQ8fzxVU8QfUBx?|a9n za%<qubK&$R?s<%<Ozj$BZ^NZe3h+E)5Q1X7<UTqTVA>W=@uiP(M9q8i#^BxsY&cO{ zt8Cr_8Skk%g?lN;T2Qild%hAX=FDIG(T@cGZHlG`DQmcs^OiWqHp3&C8jF%Z8VZ{; z1KptXB;nnu(QFW{hq_-@e}cOgvHD)jxg|1x9c<9%{<V|z5-63k4T^JcoJPu2tGODg zw}05KXwZsG6WsFG$a$Mfx$H__9TjTFc#JnLCV`L0)n@ClCLCZFa-hlT#pI{O3(ILF z$8d!%Z~g)ziRK>zr%n)1yR2RvHVA*89&PHE=?A%8pJUzyj>BCVsS6jF2H}&*ocjEZ zr#Q+T+nn?-6KJ`Q9C55I!k99q^ReXf*xXxdD?)k$?^!o~(yHtM&y^Sdqv*WDv3%b! zZYLxfDv1>3TPTF0Ttrc+gi@j;N>R!tN+hXNR-%kjWTotg%ieqMz32PB_Ws?!e>)sU z#p`+Q`?}8a^T}3(LC9zSkbL%ZAzJTU`xt$u4eKg=(rJo>YsUF;SVTAthPp};@)$?J zzSm_e(<mMEU+i$}cjyK6bs3pPB(Gfa)MW?%lV05Kvd#L{S$ak8{ftce+WpXD&ppK; z=X^Bg;f>AkoP$4BgM9^(6R6LS?uLC0`0(?|FY(^_Fxzz6(9pOWZ$A#p6cMb&E{E3F zC$##IGrrPwhusXA6opwFKRXMZ=gwSrd|Zb@kHp_CQ5wkew5GV}Mk`+56yz{W-e;GS zcx{%3T2c6y$<&{1NuZn4*jOl8hC3GK^Bq|hU|GA0v6k?`_>QymHXAnM%Yx_uXYVSQ zH&B|%a~{LAwx#rc2dCh78JA6;70LhdJLK-|T7p()4W`Gni}-P}F(Ss5PO&<Lu9k9W z2_&x6SJ0+AAR_pT*}1$SY^ZQ*)AY#04U8888}?M8MeOC(rbrqds<Ehfz(8`HaSrp> z$v*q_dH&6hSxC>MpPxU@atLNdphWqQCtmzsVS1n54^v%!eak1@?8l$aX%26hgHcuf z$Sl8A%%Gbd>yB+l_t3e6UIT>NV{du1@gdm<o=VD0Tce_m=uhbgrBSd-my~~6)dH7e zDPQ;Z4&cRK3$^<Xka_gr<7*!u^x$l&F;kx~6<!Ug*az+?#j|muhu*ROLhUgf6sVaY z9<+W9{<a>FR$|qE96N_bcU&q3&t^j-H)XvTYYdieueeA*-GYIm<~IU3$=rSS56V|E zhh~$^3JaqnpWo7RKOglBp=|@lt|gsHV4D{z>)Dcso8K#1p3|bhl{*n0UlRsM&#S#- zh4e7ZtBkwEf0m)`oK&{4^9VjlE$rl@_Cvr=Wg}*RI(Xz+_eY?c3fbpA?@lH8hj`yF zXD*U_bhFDNT{ptNWa7odbzI9JZK|pDh}<7%oSJ{BzhG1RmbYB%#nOj-HfKd1oLK=0 zx|VOA_X=S((z*Ekf8D@x@UZrIr)fB3Rv$e{-rwK+&)W<s4q~Efs*bJuILaE>Gd5r9 z00FD%Clcw47$ac(LHQiX*_ntO3DjtY_#0l_A#cfj)!0X@f;k4Pelb|pKAMAnasw}R zkUrhvFZrRjP8FczY*(n6_aN}eZTuNecvK&s#`7<D5dXsmo*#cI#(=To*B)_c;#s`? ztar=hQIs+bJ;B*D0O<plhFgt`A>a5)=6`~1cw#2|jZ1$waKV&#>(UUg4IQ?td0m3m z=a0{eO)UVOIom5YP6~N{<wQRs{r#N$A_w$Ogpq5zTU)lS;^zI->q$3fV3%<3*u8Et z=ls@w8KcXQ11-gii&JoJQ_=5si3K#+E?=IoP>me=73z8R4bXa$QvG6S84g4@4Bn+i zpmX|5PPYTCaH{prwOx{AUKG7~ERUlfxwHGrD{d}h3!n2w8sPwp9=|QyuN($5CatcA z9jkH2Zu9HE-}U3EgttjhNv9~IYN*3kSxM%ywvl3YDQISJCc=yGu`Z}Sv~JIwfmd%k zsC#2p;M~c%z>x2w$n`;1w6J{))PFBdl#qV-3ftD_T~@?zezxM;j0L@-VxvIqw)bSt zQrB{y&SC}XRNM|Ok*_np*JQYkV*#^61zL`(v_MD}#qAN9*X@;-7WiGjsCa?yb7OMN z0BkZGvH7;W807RT(uFS7!kJx@Ge`alBl`wLjc<)Dcw}?Yl}BbJm>D_QwE1=djPbGw z-y0~w`WM~F>n4lg&iYbu7vkMX-YW9xOC1FcM`iUrC)^N&_uuZEu&KxW76<9R8&ME% zK4Ln#aRCa>3J>eA3;}(DM*j!muPr%QvACm?3Mqxt3{N(VVin70Z)T4<jBQRyQ%f0z zhjY1<)N|#?Z2#ut6U}Li4++Yo&69q@o`RS)!mVjBeV@1E!Yu52AN%H(dj>pv;yj{F z_~w3}<imnPt5Cht{nq32^oqXHPb=(QBVgUnZks8CM#STT&u4N-|0wambyfl5e+q7W zwy3^>2mj+a)w|XPedFbE>qt&rxQ(&x`uQQk`{L{TL*`_$?iZ!SWl5j#3v<~wtp?cr zbhW*Utrr->J-@g}^uqACNyfofmALN8nLO3c9Wb%7{ARdzoNyUmRL{jzG3;#E$Ngl^ zIeIp8ktd2FE7bPG)zxFmSiZV#iYcfZ+8AV{Ow7u0%W5{AhRG~27U;>}8fk*TWBw!e zl}8BAz2KR8mL(`{8D-*b9D$wF5A4NGlfB$v>05~UhC4JTJ4f8waaOAIlj-paY-f3~ z{n;S#H>7wRe<an2{%60=y1q-q54(dDquIzDR(kC8gfSI`FTC7k_}2<*`#!$r-aUww zPMI&1gXYjvbezv7wGZ~c_ugD3M#UrNL+%yS|Ag~ql4{<+hOj3l<c`D35|EhXJRqXm zM{-W#r>?M$;2^T}y*xMw0kT{DKYZ&#xh>i&_jl#tjV$rVqoYeGke*z*G(oQ@V8FHX zbct|*&a&^zJW-9F<|;o_Z!O~0kmNHZnLTLydQs-v;|V;W?zD8+ej0~eZfMK}{DUxw zh>q7w#8)G*@w*RqF^DVES~qghaF<}*?DoWBR5VxTyhSaA+q-5@?)IsLV@g?`dF1;f zd@Eb6?E>MopWa&+^oVc*CDp8z1jpd)NY|GC?@K-gNAe`i)uYzS@aBsh!%+9T@Yn{4 zHV9_d53(Ae!34A2dB3ze*f($a>Y`{L1Uh{8<T4<hn~!B43A^SAC&EraUTqmsM^{9E zbrN?*bT082O`>=InBv1c`m7LMvw_+>HDEZUJ2$faFV-&xt$7y~p;XpR6KeV@ULHBk zo!#4jQ+PzD;|&e&(wiM&z*_vG(QsP|=TI<sCHd%I;<@{I<F%>zEHL+bPuAV<2kq8x zI%@}$vCwmeW8}pJ=slEHr?<5gRPM3AwQw(jO|yr;hAxajn72{-xJ?zf4Y`gW$!%ID z_^!R9Rl$!Flt24U)B~(vusrd#4UX}hmf|2DX@&Emw?vf6aJlQq%@FdwSc@}z?pr$z zoa`fP-)|BAuBpgGv0y(|=w3N|<xB+5#+^UCy1fdLd=hW?uC`*l<1tgwt^(xw@6G)h zN)Sx2>}Og3svku&zHQ}r-UmrXyaLJ$7_)NF#$4Ju9_Pzh6C<9~pq|z-?RB;}_;US* zkf-F_|H(M5Sj3eAOYiRq#dW`c*=3`;Yg@;l$9S{S>a}L<n~IZnT9_g|&#WWbnFFvu zYxuE^^CKE;<JBrnn<2bXjp&A|ITR?q<F@DM6f}t)wPkto6W))Ge5HDl_k-y=i-`CU ztT`N%G{wJw$sX5K6B1`(Wy{+qr<{CnPpHn0E~P=}i@2s_exL<hocJbIzKnwqx8%s5 z*TW#{F4ey5T!&5U%$3fB4{ffn;f~0Ak|#QSa^^0!60Yj5mp4KPH>a)bZq#3vtgFw0 zJ3hw^VdtKR&qs^N+<WG0N>)oTif&!Lg<0dsbAe4<*&-4<x!wg&L}#G<4g0+2on2UA z-yR?wUjo$gs_%EPW<l|a@PFrp20<`^-}~KxNuWEn{rnk5!mS&ozi&$ByF6V(rQBOX zfpf1E>*={#q|x3d^a|JGv3n<}nj|Olt-`0bfqc$`i`+Kt>+gbqU+yLs#TG%ObB%77 zX&+XE-a5RceHcA8okTQM8?Za`$fK^fNtm^6;rw!A7QeAQae2x;0-l$mPHfbj0Ua;% zo&Tjz;s)O8?>P>{2X&HOmR>CnwZyY+dATRxp3Vm`I-?a_b7u|tlvItO?q7-zay6pO z{J}w$z~7iqs4}ZunvFJo0wXUndm-{T$8PJWPH-5o+TPFFhW68k55D?Kg@9WEN*r-T zz<tBQR#JKxcU}_?-mgpgTpR)Wf4%KT_iH6b&nAuHXi@WV7Ox5H7Wc_sd0&XOC&ko! zhX?VJl+gBUbHed;>nw^ZC;Znl!Y9XwpXS+M_={I0f--XFt`MJ69c=t0wC>QwKF}S{ zum4)v3wyVxO*C-C;E&e(;U8>f;GI=Qr^ie?{@A$SmOe-F@*QRpYwro?j>9#vH@XiF zl{IHa*3xGweZ9QIGEafzeXGS!CCEKpm$#{?{V(*tj}J-^?1uVz?*`_TLDco%ajRvd zA9+qR${y671f_86b;Ih}`0P<}cmVeTik*&F*PAs6NAt6~#$CxCOxRy;ki7{KmF$|1 zGB?3*(VTYwsc{T7F}S7oU=a=|y|h+qBDvRkZ}z(KMJ!oSE8gfv0Ueu?;eMwD_&vo~ zdG7@A?qcGLy@aDPFz9Zm9zeru?iNMw2}l2U|FiY?Zjm|3$h#M@gM^1v5;A*m&oq`> zsXRF8R|?xgZ;uGEx1i$jeD(ycS=e~aY*Fid5t>!Jn<MdMcx)aAJ+iaV_U?%BMBf@t z`ItSfKHLBU*9H%`lHAE%mA}hzVRLY-|IqH-0+Rc@eQ?m*m*i3G2e<Ow{R67ixk`>? z&dO@y|IyQrN%7E=&Mh~B`mp{V<Ehj=_3-d;venYI6;M0A)@Egy2`Wk&Ql;r*=yv>< zYun@?_zbBGAAi$`t*Lv(f*R?vdb=f|X^Qmo9t0Hb7VL*Y;Z1c#ja1~|-u#bpr4whL z$R+*oWmKfG3!3_=)Z^Hr*aI3JOp3Rl;o9DYT6ljt{3@^3D2Q(o-H=*Qj7}z*^Svz# zxcS7(J1)8ds3WKG=l^?i-`lLK^LpMm`Z|(&=qGtjqz(jCdz0KpnO&S&)By4K1X2EJ zHQ_-{xyIxn8agYwOP?yJ#@W?|2VCTy8DGAS&2n!hcyHZtRXQLZ9&P&(KJ|1G0}PcV zo8o5hVCcq>DeEOrWk1eIQ)@%B9HuBI8sTg8sJdFlH-Sx9kPg>(;saO;jb4*s%2H~| z=qz~=kDayIELWO`L9yRy|MLV2>aQtXU2P$L=IV!BDjih3CiAB=c%})a%M8Ch>zqa2 zeVas%oAx4C+ks!^@y(#JA^foiH`yZz7XEEY?8Z6$U7@EA48oV(Ak&V_Ic%$3rYld( zhf8!4G1bDE(Dm?0y<lHGZup)aAEUR7rv1798f|l+LiB04P%IUzPYDHxe;<G!8FFhG zLA{`unP(#Xl7jC_?9w^!$3QWc<M8|TN-%NzvLpT7H0~~xJkYV527LyLKV&VY(VB9^ z`HufM%BeQLP9goJWllP!i24cm>;KBL@%j|J|3Ig$vZoBSn`HK;?4H3!-S8u?Nq_EQ zo^x;Qdn(?Tx#sS=&<RX;29gWX=(GNl7wg}wl7mJyPjholk$#%rc+9*)HsO|S7f6)o z2NnLRWA3Dvc;kJjfA*O!@Lcj_sqPxahQXeStp^Do^q!TyqS7o#M_;|+zjYejlg1eh zc<R96)Zc-FyE=(aB{6#Ig=UO7@X@nlKk>hJY$?8YU;swa-}v7>-2)kKUM2((f5-bp z$*o@ZhTvwY){*C|Whl4v$Vf=|FeENF2s^TjqW5${Ca*EsEC1{64}3lX4~L~{nSKsK zn8VV$>Ct{jIWys4xG5F%<oLISd@BV8-!C7w6|~@?=+%g{=0QB@q!kqNbb|PK?<jKa zp2dan7GB9;G~9eQ_47UXE=aAVo;J8x1GJ=M#euDjFh6?KO;)=P?2ejjdbN`V=X}=Y zZj(LCeGyN$vbYgA={!MA4(vn0hZB*3At5lBS+F9otqlGdrrRG|TL$aX=d1hTX&{Iq zpEh{sB7Kd;<o&K*$deY!A#QQh5{lc<akVY8H}OA4hB+#Zg{Z0La+IRWMEiPqE&8lI zcaFaL_T?|?X6`*DOpQkEPqfW%+H=6MI`W%HX%&VWdN}^MK96nj(T>N-`9%8fjK<A) z8lGAhH%vG`4gSye(yX@ifN$wP(@jme*tzbAIk)5h2A&p-bD!?Ua)z>NWjDyb|E@#P zzdsZV7fUvG+PDJkOo0Uf^j+wrXI#>39S^?D?q+YdP2q@qTL0C-MU+@|zHLJGNj3&g zc6+~>K)Sn>&tkfB7_{|uf@nM8?bjYC`CdWp0mlp#JiW&;<<hcpKj|ef8A`7gKQjYU z{TJDeH%4M;wF6U=e-AdC>fKUHPs1(tO%nHPNPg;AtHQ?z6EME+vi{r8v)JG7DS4u7 z7%XmoKQ*)B4GQ&skzs0GaD!pH_-^k83^B8~E*8bAD02AkqyHjjAx%Y?ZFf!&#KyL7 zG^3S5*G9QX!!1<M&zC&JQbDk>(@z^meSV^zH|P4=;Q@S_<lg?}XE%CA?a$XZL`DAD zA&;KMStxiIUQg#Sf@V(EhS!9MXY9gY*tQgU#ZZ6WwIRM<NKNIcR8S?nqS$ps!k<W9 zg?{$jrk{l4J2dP+!&8I2Y)9{I49vw}g^N#CHK|Zd%~MoTbHTf3!w>LhHW8nn|JHr~ zh_^yJD{iOrD5TuH&~mP{8m|<sxfpIIT;-#qJY7j$Xi5z-T|b)x)^V|q`$8L`Qqq=g zW5z6Adb5LRo#`lAu^4^)mFk6eHDUyNH_X6@jblLmvwnc)f!jO+E3kD7Pt7sq4&s4G zFtbfvM3vOhr@TJI`x`v``Z;-i9C$MIb|RSciv4uI-ejQRUYpAM-}TGj(aqYY59f)u zgQG3KemoZ@<j%b>I7p{BJYQhJ(Yg#7D-RVm3Q^Hq@<Gw*e-wNuq3g?jZ4i>o3mlv8 zb>jJYk*)7`k03iw-rU(kgP_tN#T4#R17i~t@6Gp)Vb;F3x|o||D9mcz%;7K#Puo~z zq%-NW?moDimHV6qO5++=e=yD?XPC1|^G15bT7IvJ;cvv#DxSgqfN)DJMQ=pet1Lqq zOEE=1h&%`V&9?8e8-onF8qbk0OZeXpu{2xpVF+ZAERWkUj^c3-HVp4=#v~v02`{}V zh->*$BO*G83hgxO`@4H_)2$8@>jO=&iDQrD#v2`Q%l%JQNN_Q9W_j6j_%Gmfdfw5+ z5#qnTNOOp=?gn#r*1Nfam2gzgI)44v2K*A*S}U8^jHl)0qdqo!p;~!Eot|7e7V%d# zHrY?%z4k^mUfFUqQ~Ep6mNrNB5})GV@9%*`4o6lY`e8U5&l}KIR1T+_4zn={b>b$h z_7UB~sCd3|<Lyr$i1#+Z+2F{@etf9R!6Ey&2kz#Gsy+La2*X^j52VaYp|ok};DCDz z?!7a_*{8sq)%?u6>DU(X{5ETk&U;Sgg>M;IhQ<akX$x<U*vu%fhezeP?Mua~qO(n2 zwk6PX@!G8cJ2Jobd(~D$eo=Hj#Hqfo9fZe@ZlXT<wGb3)?GZ^ShB3w~`+O#I(e`1c zSXdM3<u#0MUimtUQ@$TOM9pVlFp&4jbN(UJXq1-oV4cSpNgF9s3kulsvy2&rB;(13 zdOv|Z{Rlhhp4j$w!_^;mYqA)}!NkOItk9+uqPEbU-1DW+GC8(8&bv?pP8%^Q+A&aZ z=ug>I_BZ3uLpNm0yNLq!lLr%GmwV8?@o(;dsbYLFb~1F)^%h?6e#*4&78T<*hE1p6 zox(cK2T%7OZ-kW8@6I}ZqQIrfZz?8c4l2?vSUfeWLMHbgLzY*@Alk-*Vq-y<724wQ zRrirINWJAP@nk8%-r~47-Q%NhiB0?8vzJ{k_gq2Q=HN1F`khS~UM&OdN3?J&AsWzR z7Pw>uKj5YKlt*cCqj1FO0DDZtI1JKBsjw;az}#=2{<UFx#fXWYSGk%R5PLLVdvB!A zTDLy@keI;=?$I}?`gnH?CQ_WPn4Ly6V+kJC5n2L4=BhEyg#|p2CsTT(m;$V&MbX|| zeI$o<?2=YUH+nHkEqIYVQ;FJjQQuFkps?Szz2Y<lqIg2?)B6x!T+Wum*Oa@lw&23c z1HNQl^&?;H99sz(A7+hn*f)!_r&J0BS%{}b?|FVQ$>H>t$*C+|=)=AdMI|=J9GJd) zrQl6iHF8Eh_geqG1C_2u46P7v2>(HU<sP#^_<DWAX|-!h_<Ur)hrI48ipN_$;*IWw zZ*7+%Z-!TZzkX5fuZ&*2Dnc*)jBt(ft_h~<TlT_bkFbZwyQn1Ra29%m7SQIT(q9J6 z9OCg*jH;HPpd;5c)$@bP7+&)#%js_=W;zz#l3XnTy5$r0JD8G@?vLtVWaAu+QA{-Q zTqv-&qmSnn*&o}wXjpF58iWFEt7_NKN!<N~ru<*d5^~C1KFT#r{9-P7!1!t&Ga8$c zAEXVz5DPEo8PcDQbYW6STc)CsaY6+HnU5x={|$H})C5l@okRy_NH0+FYz|XE1^QjB z=l_(GN9G{e-4aGLi23x&Es*5kOzeLa>s66N*XLVwra!BY-rVN$nqD6k(0i4v*wH}Z zx0e=$p#t7(o6zm%C7klA)1F@s_kvnmwV}|hX80Ly=F`a71cAci%#Y*7U_hpv-l%yB z`o2A6>+H$JI-A$gMPyGUy02-9ktGf~<L!K!4^g1g&OIud<QLLrG`k+iHo_veZ4D#w zKzqo~?qzbCK*xh!Uye^q!1iV48xQXEfWZBK&kyXF0ZBvWj#H#Zll$Ld_-*BWi1g(; z@8??rUy=veTBb<8O?IcU>1PV8I_k&;HICw&T7#>C!2_@}zkM_{b^_1P@w3b`QSsAI z@0h$DxzAVp;>g+FjSVuPL%!s>8(Zaayj`A2k#QQ|4H*&6jhdl`!TuiPQ%T%#U347M z7LQjA-yXzs!E|wAt<{hzBBHeRBn>)mv&CM2UJHU7?#Qn2&*8^6rv2Oa#vtC+VD~tg z>j~b|tRPHhoZ9dtb&P)+pZIZ}b5JS5lEw$KjAWkcD0ze3#*A<#ss^HEG{!(iG4cB1 znPE&;+g#`QhX#tir<<OVexGr@9&d+N7iumUKRzbX1DD>MSYDYU{gc0x5nlNzxLkel zW+!<rS&!Mi=qTvHipgHdgZjge=D7K@)TeHYd8?wVM$WzFTD5)82U^g*?K}0+y?Gd` zeU-~kzk)K7KY7{27V#~=v8NEphy0jQrB^VS#X`!`MVWKc(5<z8a?|)E;jz@Q$PA2Q zMH(&P<Ch7n74^#5tI!Gw^!uM4E*!^m+n%>E|8B(5#{7(q?MWzg@WH|EHxp1^VJ75H z_@K%a{dfCpmVo6*Fw@)QC{W?OU84QC4XQ3Q_C?<!+>NG-51%SfaocFd*B{&c(WTgE zFP;4qe74_S^Q&nbFW2YwvM6+rIY6yc2=O?zJ^tcWsYJY(g|BN;HEZFr*MFxd2WY^t z=~1;5m5Q6rhsmn^8^Yzo=_~$(LsOEQG$*dIj5>^uw|76w#YBzO-jiSaz?1QhC%Zrv z_&8s@>3ggSXosqFr7zNDwZ+8C3Hq{RUG$Ubx;?l6IUlwQsBsRXuMdYrw?a2qhADow z*xL$`v6DR;VhdsI;iZTjB)2oRdsqHlcH&nG>q|RvauzrIW`1Tc+J+t?S^Mfl#?bal z8uzhn4Y)S19TLzm2<r={kEprNV)Cmll^e|sII-%kb-{rOTMVCR7+tCXkIky}ZTkjb zo0sO1b)RS`E^b6-{LyIV6ru3RX$rD5oTdY}rlWDdj6}iRMZEcAs_C04mH15K-lq>R zWc|~w>xmc72Z=?c&D>ton5N_^P(t!1Ztho8n8c@nN%{A9Pw^D0NeFpWPftRIcu0Wh z<tV&x_S2}gY6~v3o>^oq8pcy$S4CxX3Sj4dJ#QYE3}G~@UdBr4I1HFiX>Ko@#8NK$ zr;L6r(5^a@u*HEcD^tR8_Osg(Sc&~vc);C=Ycg~DWOxVAKU{v!`$G$g3!1cq+@AzJ zk@pPo)If~1kvmlLl6(%C-#ZHAjYGHN$JcN5dcgbTizXSum+}%mWjFL~4S$9X^<_3T z;nXol#ws!TtnFfKHc7k-cw6Z|7};12)%F_;Pgv1q&Cpc`E#9n$drO<Gn2GP9Qt;jB zY~l$x%RcDj$7qeBm$^8oNgdd`iO)ds76s+L2DArNPs7_awR$bVbY!sNOtpLK0rZI* zx5*PvQ{P8F1<Uj*?CM|jYDmt6#}DnXp`aeqYj_oY`*h>;?#CzHNG@3DrVH~!B}T=M zfwy{RTLyqL+4cDAn-x%E9nJ3T!>E|f^4XE``XYYb_ucvTo;(O2?9e;=`WNn%2{Ftj zydjximG|Z)+tBd8dc~l(q=)IY&P!E#7<}q|Om?3koRBjY?y9%X;2!~VhuuN#aBQqG z`sDF6Y~=B5@eiS({IekMs9*}TYxRq3e$K(0Q$<ftdp5$~Pl?82<nytGKPmP?)EMzb zsoXd++l8LJe>~35jY2;qzf5OuH&(5D2zkiZkB>G4CmhM|!UDhX6ZyULiYECo54>3i zabu)qmz(qe1gh#B{<$|7jE$}weiKP@6mKfZ*9+5Uaqmw1XcR)e{#CVzKXWnkSja6o z$<#ur<;R;Vg;W5u>07g|6;S0|u)pka9$N2ivd~YMAh}d|raf_EXsBrwI1<_b+GD$I z6|oKm7Ry{amPfE*_^DBNWfzE;>(6$qYleRw>7KKy#D}?8u3Mp?7u~nUu4Hslv4&aH zZs8%}HIxXZ{7WMIf`ttsJ7ya(C&j*8jc)?Dou6KWDgzK|3AB)4>p`u6R`by3EfA(V zB&9Y@!6H_7(Hqy6F|3Wp|Hs*J(2zF@mU%#y;(sQ(lk;-GPuD)+$Wgj1!_{1slaY(y z94d;td>FG@TEC98wROXPj~6Gkb`HY^rs{H6vs%=NmzdZ@dV=n`ESEJ8nuAxq_<^%C zYrt?Ua8H$ND_WdXNzH60-pRQ$+rC<oUcueB>8Ed&;Gvj*?zeb4$$cQdXD<)o;tuJI zWYTD;8$2U&<-cBNJ8NMu(oOncaSuzbIx%L6DflO{(#oKgDW?qYG~-MJo4{uM8QisL zuXFU)A#}-cIBsNI4{vlrOkb@Z$5ZE=e?OmYf<O0LeA>0i-?J>PQUS#45xwC3Hf$E# z6Y|Dh=62%Z)J@s>qF!`Nd$D$Bknm6r{#tt_ISlo^^TK!SDsV$|dI)QB8SJt9L3vd$ z4#`lRuxZ`}8(b)7h3aa+e?5x6yF~%*p2J#u)qmsa>-O)OqqDHsn#d?~llUAW2m08P zMuF$#{70RsX?T3b<WtGIL3r(0Hxm^_fj7$xhflp~0HYgP$=iL2FFJg1QIzcCW~$BE zoRoXfwd;WW2Ev&*VwTh#|A0<$^hH$2{NpKjoOdUhPkDjlm9mpwGYq1-$cTiw01e9; zSl_m<QDDelnJ1BOBfovLaeMo(1@@idlfNT9LHskNLi&fuzUcWbomvHYMFq3ib=SM7 zsMbhz7I33togky*b%#D!ziU9O#b*F7sneZoQuz!lFN5Or3f4fDOYKi)Vj+f{e>u@^ zPx$C_J7q;j2H|XN^H*=_K@fRDQ4Zh0koB;y;I!p-Ds~CA{@42?44WHXzB$QLf%&1T zAIgXyXZ^)o=`!{K;$NXRituiLwDQulutN=awz^m@N1pWHicU`_SgfE&RI$3!-F`4) z=@00Ts=*j3Iz|@Ge_&y|@?RV01iswCGi#$84C(JbONU65!M9(GRi<N$_~86hvVtO= zVvk~!hX~m-Y<n*>wKI?OT}q1NlFzK7*f#?D;!DB)xDPD`iN8SSdfSg<>j)R4QFhVj z-x4^hQ)5*UN?>)T`HEi1B3L!F+AY1S20=&j%<K1?@Tb)N1J2eID6*gU`<uE97Oze; zUbX6nItIPR_OtD9c=U_ai7!LIe0j^(0HXnPQy=o)z%~nN*X;#-JI3L%-;F<l4u6r= z`5x`#87gWEn8@G%Sq;C89HP$tCH}>xHXmL65!5n{dTLoZi7DK<?=wgraYh$A{l(^R zbFtMUS^G-(soGYxGm(lk;rhL<ZB&?0RQ--(1$b3kF%X{2A$Lpn!>re251Mk}`-xp; zVCHU=8P-VhKvSyPg~3ZCr^)o7Dz*o9R_t|rr8$HmJAUinr5TjC*!o|@B7Ig;eq!0k zp$^#a<Vt<Vjt7t<yQyrKZU+t@?CRCDD<__#BLA2Uav%2S@L*@5q2m3ba2Mqj_@=4b zbJJi6F(voHyK_BwO~|5cm^{}jIY#CzlE*>8PRRSxmn?E`mo#yhZ3I;*6Q>jBdx1xw zUU``8-v_Lyq0WRq^yZ*?)Pa5qd|2?w`Y1rBxW>A(zBTIyl*hNFaP^dcK!q#|r(pzK z>et+66h8#|tbb*TC06jxRe7C-G%AStX&qB}GKGO(1MdDwX@*Ttf)3WY&0~V2ugU<W z71!<fW7pYRk4Fw2FOm94!6!ymg|F<tLz?nG*SMXepFea`Z@=~!jHKQ>`HwmWj7s6j zuWU*0I?Y~4U5o;{@mo9ZNK(N?dUQhw$<4Ku1fO4#A4cJTrRWj&LdekC`uRf+;asxZ z8%`v@?|(D?xzMpuz?xx?FYDn|7*U(zGhNHa%HtKvj_HKUD*NK)sNFvh`xn&X`mi2K zu5sjS&0oZ7x%6lCznUQ2)WK~FcMbU3xr9f*ZGjfowG?eva&P8{i}pU;0@972pZMq2 zg6G#Od?s^4_;gvP@PRcspNBGaXj9fez-+MP!!goRqQuzyxQxPAvs*6<#%Uls#l_DV zPp_!`@o*Gh_DeW9(B8Ig6AfD%yn2}os`1=n58J7VD)6DPu)AIEhL<}VjhGs$aXi?( zTySU!yIZw5ee68p;?v&|G3A6K#c*ZAiG^+y_pGQ>$sIx+EAgzb{hy#zTR(x5@a85g zeXJw}rtzP-EUO=R|LvIXXI|wjhufDoaL&&U;pK1F?0K?lk!yYH*~>r4=e{RFuaM*t zj2{(+-|QU5+7{H;v|Yw-5r#w|7B9G9xl7flA|1beGP-S~i73kR-+yuU2$$G~Rl{&s zGg{7=xPHQUlz+@88#&v8SJ%?m_f{aB-(DtE%CLa8rv4IVF3jU`MOu$^Rtr9MczN}~ z&J@_+xFXu4LVR$;?4#N|BnS2Fb4DlORJr!OX5Yd#1lOO6Iq(wHec+c$bqW0i$TYtl zs<4Y*k(Q02d;&ROrsTr(!lD@+o+ri13Jl<sigV^}+kC8hS(|5=Ld9o8>zQuQnt|r_ zu*0ye17Cmayjf{Scy?dEt9@>t!!fyEjnP3luz!cl?wyG=9Q^ZB)I}^8n{VAcpCdE| zvE{L!4{j&tLO&svHOX@L?RQ`@b+QB%#og>pv=^{*{kpXp$r<!B()gbJWf>I9!rEf? zPU0pp-3z^Kjc79a?~UKaW)um1Kdf!wje%<{RlknWWm)sU++uGl8v1KKHVEj0ipN5F zw_XmwhbK<WZ_h@8YYIy&Wu_Qa6;6L+Bt5fl=Pa&;nN;APa#e+B`=4NyqOH~cb`ED^ z6P_s8A=ca;-P69lAD$;E-q_U2khNe`uraK>4^BSIncX-;ulO$ZyL>%IFWMcTgf4#W zg?v4|?X}Ox@ayvTM6-q=s1Vz5IYMm!axOC0zMm(YtIrFkcWnEPY5`{SVfA#1S7NSF zEgNSb`#)tpMZ%>?Jyy6DbgU9}SF}8OBdU<$+hyGYH?yEzK4Xq8y8+cyOqiYam*Bvc zhHwe@MtqM<!$H-P`1oz2%l9X>FeA~^x__DqTb<*6{8*_3yL(nlPGmmJ(lq5(Lh@!6 zjgM`gagzOY%GmmMWu2(xs9!TNFopgpr!pJLSK!LLg@%i7HLwTP&R%q^hH{CVhCJ6H zwA9US`_x&F1x$r)T^G7Qt?S{Rh_6fV@`Kzih3N*ov-$Ct0sRyhm1~a{C3*Q^(_-0i z8FKDk7z&Q{>4%GELh3Pu>(>Qi1;-iYpuAk`bNA#NDn_3e5Z9nr+%F%l|F)R)u)aLZ zohl&ws{r<UwBr$QnAW(XeR&?QhRMc8A8rP^bn|DlFT`WGc5ZOSnF0$&)qf2WI>GW> z+l}vplNZI)xR9z;4^?x29F{uCeTx10%%PegwD*rWJnTq=pZ52!K3qQxD^|gm%4y{L zaMM!NDr6jH3?;bJpY%hk(a!TfglqBpmL;_Z6?1r6K|P{)YYDcvZ5fmn9l(PRl7n{; zZ({EH&wpN@Ujk)eRhP`8-C$=N&i>Da0(50g`al0>k>8io?^uQE&`3Krrb2QGd6~^e zR0bPixox1QxNsRK&Sa|!lYIJ_T9cyh*@T;_*2z^$IQ>7H?*8j4BJ+rsd=K{WQIVPD zX0vu?4irlUd-u5v<Je23lh1Qn@Z_|oyJ=S_X0{INcaeGF<cOkUMr0@9z-hAY5u3u5 z3-3N3InaQ6hBA{U?aOg<-Q&}J!j(8;u^?ahuLd(xJh{ud`++||p6gszH-`E4s+Y=k zz~ORPLpknl{8)70j?wQW+>=}(lpNTI&M|4GdYdLu-q<F!%Jwhu*iC#G>7Rjf+nTps zd$SD2hE%$xjBenQ90`aqB>a>i)`9+Wd6;{yik(w47idkdORjLvLM)YYhrp=?*w%Wb z=x6l`UOcz|@xsOyT=CfV@`(%Sso8t$1QG8L|CT9#vklY0ur*;Rka(BRdAur2y7wH- zO<6B;T%5qTK0m3v&3<5zM&nE3szzt(55^7r11KIeZFzt;4?~~ae9X>P;^U9u42N>( z!J%e%&C3Tv_@!QOozTNkY@?J8MA@yvPx^sxd)^YS;{DQ*6_-Z5R)5sqfWIA>S<Ka0 ziGO+E2>ZhdGT*g2{!67qhRjha_`b_6kv)gMPSxnc31nQ!l~S!7z(HQ$z+Ubd@HJ7J zWDc8x_SS(9s@5}Dt?*(Xi(?L$xVQ|(={rFB3WILP+YBrpY8a-}mf?!+s#&sL3jFAl zKa@jqZm&ILF8#egg$A>jd-azK;lm%U5sUC~*x+YMH_H_dXOd=(8M^vFeEHk#pjR&3 zqs?b-&mV$*zY`f}?3#$@`_7u+s}7{fof)soB0O>Z{Jr&pjUb`-SAdTPG12K@iO^O$ z#n?*=ax*dw_;@sLdbn=_oOx&l<}ze||L@RhgiRrAOPu}N^QnR4v^G%P>FePmy=Hc8 z))4kFHqLx(`9pHq(vnN`6le~X+2ou-_NR51`RVE=VcnG8P!8d<(j8I1WNSzE84Okr zbk6moQSo$+rtlzkr!ai|dyaxe1~E7P?6HL&=}L_>oC4!*{vA7q$URtZ{++of6?_k{ zOph*3!ae8w+t<v8knfwMbN%T!tcndba5%q$`Olu0be7a%NNnJ<e90V?2oJV$U?luP zv%<NoQ_YaGuBR^GL=`Y6Pjhu_>i{Qh5mk$B8mhneouII51j|+bNcas;z=l!EPY?3G zzxMH2p-A)$T>3qhwx&jxwJl2c_r-PnprpCy<YF^pmI$-7A0?3Vd>XNs#xMk)we2U3 ze^tN_hUJQKvftL!jgV0#T$=R9CinH<%;3cSl1!1Q5nPUCkcf$#!TpS`7mu`d!TH0T zKgJBkAbI!juDI_D=z7IuN8nB3X*Bs>)lcRFAzPSOx!%v??~xCo`B8Hin&6|pODPHS zsQND3`wXG+MA0Q?(u0v7H?Z3%y@LDiY*-&qn+=cHw72l@qQU#swd~oQz1VwSS0Ko$ z8Bg3|jLaySLD}oN^IESNvZ5c^KKfNXiwf`6<^B5lP)`U551|pBZityNvu_8(Q@<6P zL}w6&#h18tOyV&U6*rz=%V6%hMW^i!6))HEW{welaLwF<61~PQ6!e!fOiUalUY2X= zK}Vb5U&XLP#iI|PwwSf^E9ui->D%DH>ki@iNXM&Ir?;c>@^SU>-hNcAR->yYeipUi z*gECJIdt=`8djdBVf)PSpGU$5;0ue|p{h}atO5Jjt1p`3;BcUoTgH1vMZPn8H2nyl ztMB2>b-cbL7i;bD<)jn&^PI}Wne1%bEX3ye(Y^?{?ih96R-J_(y}JF}d7&`v8$J+B ze4NG$Kjh>}2GQw-0BefV8ce>qXRfbYgyH@d!+3-9;cfb!qeIU;ar17GX<4Tc5WYPv z(|j}$^`B0JCk4&mQ;w->%g{ws=iN~~lsk%&>WrTzLKgAO8-=yKB$pDf!|$v!-!y)D zSKL}4Pp3E`^`S%V{t|9*_V~fIqXm0R)VKs1$MLAjjq`4e<xo9q?Ege63i>zL7q@i{ z;i{VZ_Brk;NasJ7kmgIyCp(i)WNoIQe(h6T0g+C8R?qQUjXHr3-|QGR;Gn>qAzOtX zM+y8bFW+LwKZVXBg{ZnhL65M43qCEixL+W|r<2?d*pEh>Gba36Q*xJ}1&rXCW!bB( z7Jc|?@8%b~FZaVy=E_-_XG8euz#IRz76!$>IEDQ_8`|OOUAtpGUHNDvb>T^q+!WrK zr_&k?B_2O_HV-=QRyd~fvD<a65*&}T=lB<sdA<1)j;F*cQT}h-qWNDTL}+n!G9H_T z=T^TT?f;yF`U3QkqLF<deA7VLE3XphE=Kc}=H+1q%h{I#fy1D)>(!$X>1os-)Ef0( ztisQi`sVs7+Tqk73vY{OJ8IsMxG(!_9_DY)KYb)O3AaU`D?O(&WC<|GTUYNJMn=v9 zOfpUVa4TuEx9!zg5D>d?;+jw!ZvUBe{V?|;3`u@_-1=(-n}2^*KEytW_y2XJ=2p%D z+sl)YPmWFD7pd2S>_YJnDSJ*|M|Tu{S{i0w@&1L0bl0WJp$83gvhHuYM8m6_2XFb( zliXcQi~0a-1KgacK6*HJ9tB+tXVkZ?f`<RRmlJ<BWZl0Oq{b4BiXwdKdqqhf=4!XO zH{s__o_sfEtw*?VL)J&vQHfVGO^R_owionTGM(i~f9d9wb5i1P6J}gH5?w_&DsAh^ zrbw6%Td(*OAD=3Q+|6fGdAv%na?GRDdRsfR$NjggCD#Xj%GH}??*-vX-Q37<;xOEH z8EF>lCEjKco2FgK`AEr=i7E9Yel~VXY>OPh{^xnUrwwax{YeR1?ZF28ni9HrZVLsN zHea#T-%^2^e0!3T!g`=6v-uuHvKxft{$tlqYk?2jOjzH0P=PMEAoAY70oWWt?Pq37 zfGhQXpNwx`fb6qzTp=B`XyCYbig%9>$gtV$Tl&%uIYWP2te?><GO#P3G-aZ~TU(K# z<jWn<c#DL%l8Aqde}77rax=Df$ygmA-X`{s*PP#3tm3Yt&9z)YIT&O(`hwZ-CnQUa z6(l6D;K=u^2P349?_e;@|68CC#9j6M1ykbj0<&N@UFbAs&00S4h|hvcah98299ck~ zImxgasWq_ahLkB?dp|6CnXzr0FGiJ(tO}X>Yhab95%T8+1^oIp_0D8>;hX;+l`f^X z0dG1TuSE_8x>*&wRh-h`@QwQi&}jg860QKV5{u%j0DbvTTsvq>NZsc49EZdt+)w#F zheyYJ{a@=0f&9ku727NBm|Lv;<HXxa@HzT8&W$>b-{=(+-V73N2`ty^h^FBOVdnD* zCegrR#}Q5OsYa%aT|UAwzku`obBA5q5;2&^BYUs#5D1BpvQff36uC=EoFRS6C9R+! zO_J}VU!>P6pD%|OF&gF8uj`>=!~XuSJ{e&6yms6xbrve@rx*(fhn$ajD#Pl~x-6mc zE8P^6c{n4k5?b+c3|}99HC}VS2l1Q0E>Y%uEZClEuYG<3xM&{T??02?``3Z^eTJ3T zp)l*u(KwGYOt9P&R)IcjmRz|m<*3nRbNtA=dZ5?o**(6$4s}Y{LMU_{$jM>2Q;=}; znuPr{bKlH^-6{14`}*o(z+<P{L5BjkVa2LhxT_HVs<_F^lAaKwbV2ODT;i+wPh-!E z2ZLZL<8m(iTsz#;+j_bGUJB+OxoL+*R%o3EpKfWDgJRCz1<{ZKsOPH>{v6YX>J}e+ z?Y1ywX}Zpb(!cJ7#`<j0;7cPIC-^&2VsM>e(cw-}Q*zI~cFzAUdW>SKM%0TS?|%H= zwd0CnXf?buJMOnFkOI4oaJil&y)=%m?@qnEo&oD4TbHfdTVSK*zk~M<k)P|*o`#lJ zX&BaTooy-Hj!cK+?1h&8VoR*<vijF}kabEk6SzV0Ces_g7FbT>GlA{SvVK$0b@KFI zzRGTVa6#h}=dLF7Im-I@Gj$a7M$9~CpV>p8Gre&z`95p*s=6HRWm2@Kw=6$RdgYzm zM&()LytA8oJB|AXqvF-?r5<i%?sSR0eS9u+1dEQ{+Z;g7=cBPDuYz;NFsAc(=HB0g z)4AP6WlgCUqg>e%B-dz=B*w{fthfj30;A5S@9xI*4r5NyBgCIk+#<QozX3i)#_T!f zeFv^4L>py{jG&eJp_|E(jZide|L5{DnVW5LVxrV7!m~5Y8*h^P%nfJ$Z}UT>A5$tA zlWaGN&eE$b1q*{voLa=ueW(&AW*EmeSdO9Vv*~xY_fO!srp|#!#ba=zliI%J?ld^q z#r?eTjD{{}=Yj(&sEFLJYpdlG@Y{aBZ)2Nj;Jy2*%rg@z+_0YyUuGHu3u}_HkROHm z_FoqN{h)w{+WzHTP>SEe5A@N0pCf)Rik&C%meReIO8sD+huU{HEUg`{#HqmWhv#-r z;InYYh2Q@sp~LqO>x#i3uthcg>Gz^j<XRa!T9A-|-G}<879@K>enDKOP=!9LzMNlA zvV-(yPAK1=^!p7g<8hncQm3K7$;74T&H%Lj$nd*&ViwmA<@lPNpwCJWYz`KCGLQK; zuLen(cHm8ol!?HxQQX9J++wH90L=fYciw1_0#_wXCR6UNfn!3h+ac2DZ?|yR*~QiY zIlXTvGqOWq{9c?dC9Vg@*|cv3?WKZ=<^4CBel(n^b26iJ)?liKC<BKQ>G^v3{C$_& zh3A>o9R`mQADZLcms^i_f$lZgjrN)?$bt@0*4xGi*XF;AmE6(r!1i3n+2vWdVzY6` z+<p-vcy33AI_BY`#5Zn*Q;T>?ry%K&Ka=7fo@1U93KL`=^p>7mD+$kW$WIit3_|)o zJ^qg$=8)c?_BI=qfIY3#YMSg1gfidV`<49^w@Pr|)geBeeb2?ePbF2utm*lt_)iNM zvU+CUIqzO5iz(kwk<gDEUTt9)7(y_s+jKkUzH(%E5TMtp`xecOUmcC248pM1luQyQ z6<-$<&{)|#V)stTc1H@hguZ(B=wTBYCGsD;%uCKYg@$=5*PDs|I{ViY@g+ahFZ_0& zoF6)4AO0}@O2tzbzg0VKBt3z#zsA0XwHQ=dKKGLJOn5Y=eU6aN<Bc6GqjIT(Xy%iC z<pS|G^bESbo0XeI?YWS<(!mpGb723*-B(H8;J~K^{+>QOKOa{!d7tFmsp*$%s59{8 zv&E&`jC1(<V$xfd-Ne`K_J(?lmj*8WrlX<^gwy*l{%yT3>7^W8uOs%N6JG>)4#*rE zgr;@(Ul-MqdD}tJb1p&s*yY)$NGqCzwjG@Kxv3TI-1pLTE{Y}l>as#}9vWPK(ks?6 zKLh(3o26U0XQ7lQ^>&%s4Du}dU%0!IK1<a7Ot^m=IX@K(x?hy*hbANA9T5w&NUgg6 zfZetb<Bue;pRUNpjb*mo!V-V*S)~8pkf9b-_+9+MD|ZYI$&@F=)Y9;}=be8866F6) z4bvVm8ppkb55?&xh!>nA?bWnLCz$0md`Tl-0fR@*pOdV6F!1yA@S}r-m*i&IbwMfz z^FJIG42l1ZH8;Ay#!%=K?IJr|H$|-in|ItPmBamD{>Xpg7>r=%TgJSt;>$2Ha{khz z=t-!Y6uUa`vIq8u^Q{cr$%3n=vu>8;526(FhwV%5<zSV>xV7tiAfUo^g(do7to~8y zB};f@cK(K2lpYo0=<OXXqk>C#!z=b~(#KphkBe(ui6Fj4U6U7AB<pY$+qNnYF2)bl zpI0^f`r-KfwlSV(W$+}Rv+ptK*C`pUJLGLRg55t-;-h|4K}0W?YQM1?tT$6q=o;<8 z-=8n<qw)>mdu6`XFZtt8XnT!cCTWs*6<)fgoL)uxK_(BqJ!|mhu|`Uq>Kukon;Mjx zv|>?pqnphA6?kj$`z`OyY7~~GnMqmq!!_ZKKSE@WW%R;qCD?BTgLPf4{t+JGx=Do_ zoNuz>dFt#B7qcmhqHPF#m@xyB1GX}6JjOxu=Z~Wky6w>TNWQ-zst>w8tVl{+BfRyv z{RY46NM3onM*J<Z=Zc8@LBG)6ge=Z_d}id{K`}l5<JE&&JTFkH9CF11`%VpBoqiYv zA5U-7s1lw>!_vdu#V;7Me*Jee*xrZu0XLp;7D^h#g4*u->7GjXz}>yhiQWwod-%)5 z4ab4MyeKM_wHKQ{#_)7qZvzoUAqVgEgOHXmzm?qgK#JjuUXc_Htti5e{+s>{c`p`y zITGeE#PHqJH0K<=c+_2>L~=cs3eW$Wmm)j>a56nRG>6Y@D<oyNlHNsZ5EK8QHgNQo z&h{B<13!wakcQ6(y#9{o7Oigq_Y@=z7+&Zmd9mDxp#BWBe>vvF8r+I?op*gBCz?Rn zzSQU)pE<+}k9n{Cp+H1&_xxIQC$I@8js4j^1>DzyE$+DV<3V1b6_%QD__uY`gpx1- z)tffk8CNxe+f~1aFp`g9iulMaMe=gB{Bq03eJRLhZLiXiv<$lfk5o*pUj&L-XtWQ> z-Ac-zYfTRx#e6gQ04@DFuzAU{?HOG*{#F8d%bPu5rq{duZp0)qxP($mN6N6M<foji z#whN-{;<|Yy$(KSloppCoyKs^f`AzL1~d>>cBPjqfIK#@=NwMt=PTqPUHfz#YmMg< zAGGB_xqU8E{QG}6QIb@A`UAPooH;l;ae5RYCas4lc~wwiOn>zxS3C4?Ir8ATR6kns zjxoQP83Xf7N{KNSo#G$%M4ht_dSGJ0{Mgj`1-O%EqtR{N1^*q><-B&K58UGFwyE(I zg6oD7F_)?WY&3hgb9qM}KGUBv)p(i@cWhrcT-0ud*?VTM?bDYq;}^ZUV;K$8=o)@; zGtI!C?q8jrf`O1pJ-17~g<jG2Df4qB$#y(bAUhmbS%NBGG!6w>=0TW6fK%B@GPFiA z58WnnjL)`37FP@N@ml7Gi(anH5L60&kE@ASH%H*!8*+~}JI>9ZN_ruMuQkJ0jpOjt zNea?@Yf+s|LR_Gv0`KLA9TgENhl;w3uS0CU!&{r3FH}gsx@PzVU)jz949QM1uh${- zT1P|Gyd$NM>+s~}i{GQr`S|qY=ZtPNts9=WHP{A`iDhCO{A9muYPlRi^7^V{p8~Z{ zG{Bdr>m!k=1(4dORrpD93JZ39ia6dq50U))Lgq7T@mbN*S!R|Ia&9eLY&G%&_r`<8 z6cdv3KGA!({Qf*{ncTMCYi0^mbYr%%C}sn{zU6<7x`daNt9-GP^bXhU;|3K%%+D5; zj$ooz!HKC#sZghRcp(^GDO}Tlj-E`O3dGMSHnmP$<#I2!RtBr7TTkHV5i^JFeAPHu zyJMnXeiV(kPisyt^^m?v{7B`k8rVUL+kV@YyuTQJ&>f2C0gtQkm)sINVN~yX@IHDP zNGHpD+DZ2L7f;?^Wm_fl#fk{tvxMV?QzAw#>k^>(WB$r}GEW#jZz|@=G>AM|*eklO z8wXDHyh$w@z_Wt3%JUw*xT}mRDep2%ylg>wk>4pOAjXq$+;#~+Wk?IxUi3moJu$BU zvM=JIoOpuP%h0LWtuCX%kR@5>!tA~>2kZg257*Z>;Iism(s})UXrvMB*u^oB)!FJ$ z!ZZxO$9co}TT77DEGlZ%j*4gh-U#oI9|X1Kpt7UvV<`Ui#7uNoE8bB4ZZ2Z=8w&(Y zl3y>yp-oc3rM|TcTy~6*cDp%+pO`L0E2LB-MmbE$J|Oq*I|YwloAl$$%=+v3F$(}k zY{Rq2RqLpL_J^PK?O?x?cWBLe7LJss4tQwMWl?==_RATxfwJQ3kzG!i@M3-}PTe~h zU(W`H4RQ_<4=Q8ZzAfGO#^sM%y97c^MrTsl%{l0|=$F3YO`dz%5Bwo=3LF$An5_@Z zKv~ms!_-0w`q#0)s8=Js?3YZ3{^Zu-d8zw!cUozX(6i}t{edPd9Q`z-Wkkb)d)u#P zotl7CY}q#h;&O3$E>~bmauEJU(Rs&H{k~z`Oi4;e8f2A}XelGNjASdKMJ0sHhBVBE z^({pjB9fB5GQ)lBz4zXG@6GS|{qJyI$LBoHJ+AA0(Qs;Q)LIY1zCKY!UhXEiICtud z#lRc{^LmB6(i+E07JZwVwWlzDZgAyM))dxQ+4H=9nvCN9ZU?UtUQ+2?-3e)d2~-~c zRpSs^2i4q>M)dLnXn4;4TKa($xF}6W{VB5x^QuO|Ztm%W-JazZY;mtpM$BnnMdB#7 zblo{~{9^#RhwV!j63c>z{xR_bM>}D!MCpeMCl^rD@tx@Kk9l|!+Wbg8+!mba4%vs1 z{6`g+mA!^i`S`|ofNI)z0nbl5HCqIc9F@bJ1yS8uFtcruTC9w49&X8qC7-KAIh?Eh z-adsR|9aaTNq@g2&}_?R`xWnR9b0z)(S_3O2Ux7jsbsjAbCxqtki6C8{h4Z&)Rf^y z<F7R@h9M#?=WNVE4+Qd5?Qx76g~LA=luOKeV60T=&NyEWxEScT7zK{w^vi9*yIlM6 z##5d9g>R<ezR#85;kZ$J_P~d2*N-OH{`_iU?8Ypv){YzQ;GThxj)pOfoGGAdVxiDT zd_(zB%rzlltEez5CH(YFJ6hhl_)e#O5K99X?cX^rWBfPW*V{s8K-uG=dGC#EJXP}6 zY=25CBpG|eWolN#9ur0Jgsee)8zuMnWKug;1g~qyv6B3m2@9W&rYVSbl#d$8j76)l zjTS4V6}*_p8qZ_V3Fp`i_xQ@U!TKkTtsBwAFI)f7Nc>$3yh~;-X2{Ei$Z+pG#`~Qp z%~k&S3vC;2uCoiK_nF0eT@%+r5B0%+!XM8?x=$h9KWoXuRy}C#%IuIuc+IThZuJo& zMWEa);dYDMp9`lChi5-%2j$%S^zaQTncpT4J8T%L@q=AL$i0zi>|DH<8M?HNnKZE_ z9XtDAVzB1-_<<x?$(`zTTkVFt8)J_36Dz1Incc2+a0(LR{9I(WQBlrUol_R;&H=gv z4@uP(f9&US{}!%4gAuM{mzA=M5N_(N2Sw+@mukzU2hGF}<UHJdD{>yFSd-+}WT+^? zf0fFph3jE?LB_q$a005#QpY4ePvG0Y1Vi4oF*sxw^RC0D9^$tikGtyHh`tl?^2Rdl z@N)g)Ve7t5G&}yn_Qs`Y(0`Ng{Q(2vOtMG56?oQy0iTQ-{zXsXmKXLMb?X11UiM$T z;BpV*o-b#5%w~~)-)rG!(r@UuM6d{E*W!O=9>4kbX2bA~H%Be)>d-hNKkO;l_eji| zdpYwBU|LU|>cm((>bcoJ-*#mMC~>o86>L;8;XX!Xx=sC{>*I3!WK2E$kO^u%c%}~r z9_^dRtu95wjMS`u#D`*+)lfWAHI2b_<*(%4%)v2DcUc~r5_sltKJL!NYNSgM<+*nx z2ZHQU(>bq=fz}7dwJcWBA8kYyj;R)di{NYvX9&^nN0%QeF<ypg9~t)4xfYnEc8z)U zw*u}d@3<{@up6htj@oRlUWHKq3)T*DlUS5S_5M;;I1WYH=*AKL77sUD_wSHR6o=PO z{v4lZ#ddD>GitQu;PP~fZQy}2>^(1Rn0>Dc{3@1onRfOgr?dVKv86T8UE{TOC;P@i zLCmlt_mdzc^zUwsTu6Rw-5;7ziCiXb2OM9_;m6^hBKw*L!R+|oUsw1l!RfX2_;Hmr zIL*hAz3F@*=9?Wk(J8eAE!|e{es9jfqoo#tf2d1P>!fSquY28~-1E}m`QLR2=$T~A zr^&_(`|}<AixW^kP&DY5NG}EoZ3%teL-J;F4kz8X)`lrUbLaJFlQ4~YW0BUI^gm~* zRdcJmAdMrx(#W1lMndimjfDC-NcIo>e&3!28q)Sh9X9nN?*-Nf?wx~ZpL6<oX!Rr< zy7z|WIS0{;d6>Cr1`fa=-*ubTy;GQdYipChiBS|{cq8z_I0=N6Q&b(E&7rh8uii@g z2o_wHTnl##0nINVw^8#MTr)CIJ@|M7>=&z2b9}pyZ;Ydk;dvn}R(?I)ATkSF!puho z_f;cHj?Ve#J4b;&i^|%H?Du5~t?a_dee82c^mKy#KMYDW_~}bijpnr=A;?_?kM_)W z?EKRJUn@0gJI!kFr0U<2ZE@8=6LRx77xM-NoVrLOEI}hPFQQoV)c6hd##+SH&@VvX z-5jN_i3<>!n{bzx_>ez+VZHgEK@QNLrp+vSu!3JFUwCCj)Z;u)Xw)>R5BPYuu*@Et zhEdM;pMH{)z~K^Z_lPkM-?Yg74Er<!T&==?9LU@)f_Yu;erY!->Gj+FaqYq&$>zKt z#80-#PT0`Co0?(~>!~Jv$ra189vyX-=qKE2KGlA)Ld-DZl{Wa@4{hO&Bdz53OmvE= zzt}nj+C1Z|vXFogk<G8~WCS3SqDgf0f2-gwG&<a=HVc9ePWH*A<s;{wS28ihLpasC zL&n&40jnx|f+G3n@pj2w=}WCKASka{kVDQ>sj<&!+1ZTOBtz_y+^A%3Y8o?vJjw5U zeCGRM>M1OMxQ7WdgHUq+Mwt|uSBNMwEO=Oq!Nbw-Zd;REQ7qH!V{PsvES`}099mY0 zUX;p?CGtFRSa`olHqAu^`RD>C#V)uO9K^fNXA+J(P_x+ec46Jv+Re^_YRGY0ZFM(Z z#2x&j3e7>Zl-eC0O_dsH=oY1rl=pT9Y453ul>XO={ly|;u(}BHTa3zDFDyc!VQvJ5 zbRerX|CRrIdf_0iiuGROQ9LB_Z`%cnDdIC>5ooNfM2G(zW~WQ0AwH<gG9zOY)XtuL zm%Bmoeq|0-4;9SdrC>;zS!)BT|9F;;`3{2ycvj_@6aGzJ)lG;0*0G@G+PBLtzrn$S zYuh1nD#}Thzp^@PL}%_}WELBg1tujmbc@G&F{qMz8{?6GFuTrb{aJ4kq;cEt>XLO( z?^;>hEwqlCba~RQz8%EVgPPULq9b4>prW|awT2%b{*vy<-Yk=}x7U^`bP?$&qZc+c zkb5Y^FkqaPj$-|diYxU@9@=21)$8^yye(hBe|cvKPKL*rhCd)WrK4e-7i0+U`B|!i zo@N!goNRTL9bLo3H0~6W!WPsKy82&^4ylJy!ng5^cVhE}SO%`6QIIO&_3YFd*~{^- z1+BNvLhs+Zg2JzAAdSJ-h}MiwCgI2xo9z<K@HA=s(t24XZWlOqgDbcQZmdx(MB>`9 zX6q;24~C7%7$8+ryk!G@I84TEhlWW`yx*f>5eoeMw`IgnZ4Tg$TI=<&ui#42PI%4` zjAo1MD-OKU_?d6{(-x~wpyR+|!s9?iku|FvXe+LRW!wG_A=Y%1@j&@W-Og#WGaK0U z=f5G4kddyE>)Is4!gMrO^yw0Gox2e*TvvxSyn|=-Nd3K&USJ^gQ4Y?_y?V&4J%+cE zSvXFyw_;J`vqC+oU--OLZF?4Z{vOg#JfR`6hio6VGcOU{!-HtfOnS}{FxtMmvL$o@ z0<w>Bx%&)(K+UP1Q)dT&zC7rx{NxDudS;Xsan+*E1G&hr8y%qfc;?0&Bk2#~-flZ3 z(g*9Z?}F5>m&3q<<wtcdDhk)hmiE%s40I`Bus`OSfL|9UR-5KWvD~INw3=oX*m{0) zYDSF1=oN^JrY?s16usc%dr99-b;_ZYj+)|F@2aQyavc7xsFw5gPU4)<PsW*DmAG^_ zIP|dV67Fn-|903cAx}mYvv|lXXchFyG`LPdOJmgsmUGD{=*aB4$A<8NnZ=*eC{80) z6xSZN{0=DT+)T?aNkzG8>mA9i(TG>Xzkw%rK4kN-FMH4RLkj&dGYbDSX6m~7bGR(R z#yfGNI-yL+@(aDMbF?1Yr&I5q*tLMVUp9aDB77Z<z9a6}{ED!mo99Uur5?`Wh=r48 z0bIZ6ag}B-4Mpy6Pxjl+I_xg2ojfc*0b}1xC`Clac`8^vCdX+E&N*Da>_EGW2Fv^Y z$>ud<(--T8pOk43I8l5h-FXEW3~nA_Px^opXY)F`c|Tyd#kG^xMihK0v2fjNg!K8z z>Q*Pek@_VeHuD9^5pL6T<ag(pfbYSdrTKPD;!AJQBEttu==sAVoXV5z$@n{}m-A!s z(<`0_+_$Uo@-FF{+^1V0nv`5!K_j^C>*}f-RF3*#+uyz@j>Rw`XL`dY3m|Aj7i8lx z0H?-uhMnRlpnP%HtcGV1-c6EVn2YGfj(5_1^%av)ue@X+_HGecDi7BQ5#6b)diZ69 zv+X1Y_w{%%(ZiL^(m!=Rw}c1&8}i<xMoY<T-GBY_i$N&5AI#X5JAtlBKOD}@*Ptv@ z)z^KAB>zrS)WTVx@byBZhAL#6P#{cQAt}3=aKV~$BBR$pVSBKu9_JJ!2^^%=G_Hlr zFOLiU<PO87ALIE<FIMsHJ(ES-1HUoXv2#I{=n&7VZjIU$Nda|U&ae0K7Vu6M-Fhrf zFL*6#=xw+8gj1bWU1nqt^3j$5pe*5YXOFl<Yb$x-^J^7~ld=VHui}s1=G7KR6XpA1 zcZEuZp+l9|E3X|pr+MkeTl!Fri~ZM$Fp{gTax^l7oHy?FbyrnL&N`@6^Qv6$fZIP^ zc8(;{P^xeL6En$*gRD5Sv4>A)VMw>XcGzMWcm25L)Nv;iSo`)W71+<Aljdzr0r^~* zJ5)bVY)kYX*86wl1yAA1$gb?O-T5Fxd-dZdqI1y{wVb7S(2YNx3=-~;{nwVyu0!TR zW0(?fFZCKL$#efX|H+eZ*RL(ad!K%@4ttc?Xzzwp0^KII3*RqpqO9iL6c-gBeTvd) znqLlG_*}SShx3(5pue~`S$e1z3R^~0WMy*jp}gRrQbGyvWo_F0CU%U>k?Jn(`!It_ zOD=PRM!nGZ>_#wE0O@xhEhjy;Z9${`F&83_RHO2Bq5Q2jLtyCB@k2l_3#{Jr{p58e zoCvzhe?<idN9X#I`@O|==;pn6vhq(esGW8x$Q>fwbk67QD-C)0O*^Jge99lR4@-nL z5PsHC@gT1HcMBLhlOxs38V^~D5!@mpEl`x+^2+LNFUtO{V_kkY2D`qrvV<qkVBq&L zy$cbOxUt_x;J)=Rblu>&D$LLWoI|~-Lq~~j$jM#$#EEINV7!y)-&GErCPJ}Z&f{3$ z-f-xz>=GX4H%cGOT7x}*Gj(gIh;BMR@_?{pHQZS>z5Z2a6&Q~T%3SbYg}Vv#e1c5v zpkv2*evs@FW{S^P`!>v>-HTE88>J(tFe%m+EfJ5}#<zH+Oln~y_WYTPga@OZD0Ap~ z@f0SuM*iBzK7<Y*<T{$}3}9_fGV`OQ9Mt^VTF@)JipNedGx*%;$Bj5f`-t;}aB^VW z{J`NE<XbcJ-6cil$=?btKO_26-)|a^X_?$%lqPGS_i_iOaBrpUx?YIJF|*bWa;EW% z@muQDsa1UcivHqB{y=OuP*Z<M+XKRx_u<aLA(-fk5cJOIfZh5(EYo(<$RzJ#-O=%F z49xwfc3<u3La1ohf2uTqeI7IQbb0d_pQ4yGMcakZVdf)CQX}~B(}N*K(@ip84?CPg z;x|q_Fs1HiJ_Fo@hv>^QhTr2^1gHPYLFO5I$^4u?aERYC8`sx`F*Yx^<!=1|2bH^* z>`oKEsmx`jW4F8D$#>%uQQQ-_akA#smlVRG66{KAZ*E7%`}tqjZ&S&5`24;orBXwD za3!B@0;wtYd9%MnGA%+!6boBt=@f`MY7Q7lOv8@mE5GPxd(rX?|E_1DgZR%X<3#d} zYGgaC@G}0%2poDNeChA|KJZ{y-BR^n2>3m%XZUDZ(7NIJhkc^ok#}8gjZ=!`_cnxA z%sir%saF=2w)sl9w&MPYD?1i(DaPXZ{XKI~=2~J({kRife{PS^2u?-*gvzt})QdR4 zWv>yckcvrdl{Bixw3HD++B&|Eb@&uTj~^uWDeJ>gsh32L<ItLMmqxo5+!<u=J9o`P zkuCARv-QIrLv4SSeh-+5^x;-BvqRQ@bsj8)L#}20{7KRx1#ebY-Ph3@L%Y?Xq|@S` z@&3lSFz?ky)QQaSf0$nl>!EEz4*i6aD{)Bl?{FiW<Y=V5_;Uc6UIiyoN_#-@NAJXq z6I0mrzAB8~)em&o3@9UP<a78v^vsX&`p<{_`<}XE4L*bjnExVu&x0yiK9wKSctEOq zwk%;9idb$j9n-Bwsxt@FJ*|eY=TP>-Pj<ppQG1Z_fTa&qcqh$mb4MZ0`=@)h!yKN> z6?yMc)D8ouS^Lrp22p6CVslkf0W{5}mRi-3e2Zw88*NoN@Xj{=M%49aIJ{*Wi`_e4 zZ0z~Z-?xg)H?+1|zc-!5;^*rZ>z<JOwCgv+-)i@P;uigmJ(+#b`eux2PgOhmer8Mh z^WGIt`>9q@{*rv!6uqB+eG!G7ZMM!GB=<?+LB?C(Q(!va$nWxJRcQD3=q~P4gr`RB zCHg3eaPy_6zo+O9BYUv%UCwt?Xl%|fB%r^HFQs_(%ZMLfgfh%$B~gidyNVC4@eV?u zuGqeP2VcTENAQLoV?9=%KF1!NL-J!?qC&)K2SBP}hoygP7Dg<1B^S0%LPJl69}l^2 zM^NadCGq8DvUjRHZ=b|x#aj!n6MdNYBS&htz-jcO|7JZaT?08&g1J#Wli)b1Y#+6! z7mptJ@6o$9k|X0c;Fy0g7K$BqFPy&D4;K0Bo>PK(xM)<flBV1R_u}uB(33vvVdkwE zfya@cKV^E=CdvnjE&m1G+FXV86OV^|_OHOXws6tck>uWH`z4}8c*I8)Za9jNJO`t; zX~%bji}uSXGQm`tR_1h`)PFBJ6XBU5{h-LP4HQk1qz|%R$0xR&d-NtfV9LiUS*xZV zhRbfV$`n^4?~_iKBd<E~4bO~KoejclxQY|w_dc9oT?{*SsvaiUaHE5-2yK*Fs~?Sa zARz*GMO~_bo$FeMUwKT!)hNdeZsrwOaeLSFp|}H89x9qISWMx9WZ2w+D<pr;MEURs znswYqU-66aVG6#@zw~swN;EzbVp|nIzX&IwmA%}a<n%cv#u*a6kAL(2TG3}iP*!Mt ze}M2-Lx26LGV2>aql9mj(KpE4JI>$WAIURRwz)f6dVuH|LO%3t&7Fn*Z~Gr9)=a=? zkEfK;u?@Ikum7)c!VCQVEzxOdEFy6GrDh~k;QC%|+vvkf;Pqxj^V`@8vOE*qr}<zC zX4UepQ2N#}5jTEsuB?Ex+`Ia8k_|Zf<kExEFHOi~=yV}vz8ufbMm_UMDFu0W^gaK4 z3uYxW7xmQU5H5$(pEp4bm?LqD?b`$$rFCy!-;41k5EYcWZ+x*8{mxIc-coLXT$R^_ zikv@zaYU_5RiB!oWT`QimA-)AHap$ea+Xd;EB2GfGmj!TwZOG_@bnBGvZ<MnZYKMD zx^tUvJ8r<e)8qVSm}f{Hq+_(o-+Ay|_w&<Wn}YWKF=#1YfZylR1sQ7x@Uh>e{?-xV z3wb^_8?TDUUT4sLO}`6{cVxNR@UDTfSBK={1v1A-o@sb1R}Xg#ir<CE_hG+tRIl}0 zS{Whp_J4};B+t$AQL><Q3kY+(V2Pa>hS*FQ-KRhMkW*Tn$1`LK8NG|BZbcX3hkJWB z&RK;(()6ZJg{h6$UR~+r=vReCacf<)QuWB<Z>GiIKrJKA(zQ|H(+z8SSNpr1`yeA( zbl<(&UfA$TQraWf40o>bX+9<Q{`R|kzWk3FC|0Fs&#IjF1;Y=(f|5aaS6#kp>`FJV zXNzd;`MN;rm**#h^P4d>OXYSC?I0YeS<opD?twn~#}b1zb?6#hIFV>Njd8aPV>y40 zpcHqkpSsvM6#wqx>0`{rpSGSC?h`#mC+mX%x#(Hgac1<i?>kce`-)f2pBn`~OGA!5 zQ+X)mO1D#paB^nuU!|uSF2bvCPm~n0O+%BL=?4MzUMOADn!Wg90&W)-i6xWs=x}JJ zVKwow@~!f2{VYTBXO1O@O}Z1Ep!b*W`Fw*g)#u(rxfg;lw4F>Le}^G?qG`j&Yyo?z zHOe)wwZny|Dr@7#La?q%)vhd~k>M98xuSbz1V0EEof2Z40DI968YiMRI-1%M!0yzK zbt&RD1#`8y_n7qO@s@6Mv;O!q|2N@{SvY(%mz{=7J<%f_F0J_BN@s6*9GRbT>9}5d z-w8EhZ%^*zn8Y`R+f5XQYBA|bc)^*9Mc{e&=Hh1YWpIxfIhm6}&Nc1_Z%^mZ$eg+7 z+&(!uf`c-{x>vrE9L^=lx}!f@$bRA2LFEgi?)_fM7hXtobQ`jdIG8%oAXw#H;L}x% z=8W?lT3&&w6=rwg(LA_D)hzSUp75SOJ}Q#RD8=2^PF@+QAUru!y>~UFE)i4O=ff^c ze0KRqocUi-Q8;Bfuc+-LoU(g7K8EDn){%CRP>5^;9UCUWgM{PiFmphzI;k0})H6&2 z+44cbiuub{??&j08qO~IL2`X!9e$twSq4^VdVeDO>)@KT_<wJ=#)G7w<58nSqrmLC zx9n_XF+jwLr$f(4jwD4@`hG?;to%n0%jd^HKUn5mPi`j;O0j%U+0%iaRGBXPN9OYP zONzNed3#}{n7N>HZVGaaD{wcwo&bf;$vX`szbW1?He8?dK|ygJWKVAH2Ih&$;1KaD z6kWh|Y0DW5(%R!6X)*xLSm|#|RY~&Zs*P^>4B@8JMzL>SEP=+rrVENMXk@e}iXQCs znglVCT-MtPrP$D5ka>Z%8SwUL5tgGAd~{B~OCy$=66XDj+p1*-{Cy&FOaE5E?E72g zd){P#>8z2m1mO!M*Lt!_6WvpuVA{_o^Q{<?b;;rQ%pi`*xfcj&Qpw!&6YxInnE^jd zmlG~%lIOCBck(*n40d>LW8JS+kMRsoH=gaJrOXS=oZUCq2fWPRx5|^;ILnnJGoQH} zWQoeSvYOTa(<@Ggw<Qryvd9trmZOtk7=LUa_wPrHAUfU)Yt!HsE=LuWQic00`L%De zw8HKI0sGahArSHAzu;|$VzA5VJCl-7E4q<4|7DQm2!4;4n)M|9*f$9;;&x9VO}<IE zO!GLpFf&jsGZX)Y>DldvNDh#$fbVvfZw<&{8ve+7WdIES(5a+K4#LvMC;p{8bKw3j zB#YutN11cHgTIvKfWcDku<`XKXqUYHWc<_us9qBD;|!saIZ$Yl7kn-iQoX`EMN}uj zOrpZ$X$*~wnpUrmjXU8DUDuHmlxqe`?w|c)$EQ&&Sw-P(=}{2ue7(!$dK0o8Fp^>D z>jU;ndoOY}^}yh#t$R7j*6|aslEo?A9^~4yGOgY0glmtA?q(6)-3f*E@NI01;Q8y8 z!N{FPWGhoYy)R+{o01%VImhGxOV;{1UX}r@v45Xx#5RprzTCRV_qh%Y!pDn4syk2t zO{c^5_CSzyR^`!}N$h_8&WcK_3e(b?DwQSMVX8E8F8XH<4mW)5J8)<o;pNfu9|%wA zSBh+ikt?YicUI`rX(OyJ{~PngSme@7(>$Wufy_sYX&7P%kHh(#RX)QQ1U;fTkW2Ik zvjwcG=_EfRUwmmgg7_NDI$1JH>ZVa^p{VG1dk=)jCCa?twF+^b8Ov!u+F<ju^k7Z< z9+*kj3=TTJj<2nI-`!6j^BcEZaW|bwJbh60`^oPM@VLFUoLg`XQ@&|rc=na!#xC~l zK>puh8^)(;E86j9s91};OATDhK6F{oa0&Yx+JoFG=V0FMt76)~0u-FI>)_5F##%=X z1I72G4iR?ba*`N^-Oqkg{XX3T&c}=tmM*qHan+06Mji{OU7ULSu<j}-+G=e1O!yBE z3r%(g3TA<s9^-Es!76yRs5TJ1IS2Amwq)=uRA9C%*z2njog-;Siqps8;_D;U{{?lz zYnD52xAD_cQj?bZtcAxhaF<3?vg{xvZfRZ(ARN`tTa#A4epv%UYDJDn!fCTkP0~%M zFGWHv8Dn@%!LwVkq_n&UAAvr@X3xt`jKR+iNBz3-#_jc@u=G}(Y?XSZvPSBTD}^Hz z7Lr4%SgEVMLAbhy4I~Bf*Py-rxEn)n99SBK2%S-!1LLus=}|-3xMP5K+Y_BYpiyvn z8A-m6%`1}!6UJ(=Y~{Ly+^Zj8|AgN^n6VnaELp6)Du~6qfA@OiGSz|ck)^;LT)pU| zeqoTQWdwT+!VhLJwE<JxWUeDkCwyz-OL%*%5jD8~JF~fN60;xqoB!?Wg*U?*3zy0F z>bn6$^jX$r{CPMpC!6GdvA)qwKS<{H^5%&j7ec1MuJ&`C9L*R;-(xr5d$E<w2^U>1 zy<7*5{hP!F<;U>(8`-!EalN>+ncvD)jpT2nai$MAFW?Er!Ov!)OCUlSZ@Mx(0DU_S zZ!x?W1y)({{(4_Z@RV>j*WF~o17(p&oF^QqQ~qC{Yc~^pX@ttTuX+VgcI0y*BNdfQ z|KZ7p#@a0y_+o3_9(OX=H9Am-I<xrgo$*X>8tEVA<y{2m+tKCxnf>t{vna)8SD^Bu z5gvT`TX?UO?5TD>eK}TI3r?~L4S{ExkhN7yt4p{G4q1kWF0eI#u6boqtS!m2Ub8&d z<rs^G4UvmiBU-Tdz3AQLE#&i8R_&p6>cPGj0?g_vB*#L@;wc=Nf&<Tvzs$e)2mLx{ z1017zP@6JRtH3`FD>EAD5y`W7HYhH!nfU2Ot*GT>-ImZ|CVKNTt!fAy{cG9(wi>?8 zI)+CqCu3ce*Uhu0omlbY#cQ?e3(&xD`tS)?Dw(5aTz=gqb;z{!=#BTr1JJ+v=Y!_a zc~s3Cf0ju6X*COj^UKDbFgBAcH^EKxAS@ma-FJ{Vo#VpfSJP44xwi_{T>3$UuJn=D z+&qpstcFWH9|PlZzwS!CX`GPneyiS2_~7C9Sg)3kfx`Tq_;-ersBo@=+t#v`<cIoO zeJUNr{R^?X(u*rmV?xN@`PvNXtFX-ryd(9*f~9X9(dnH%vwh_=l6mFeqVAQzbu=;m z6&FOE0PBXT;UX_G(dksRz`w9&l&J5EGpKJz8KX&8%ge(^!`ED~+Leue*O@(Mg9lJM zHP|?VwgI=+6fM-f&PV<u$90T}@6R#!z{SPzIQSSC?%jE=6Sc-@{<}X|hb8|Ba`{)Z zKxo{*_6?E?zfItN7OzhW?k7Qhy=2~c_RC94jo-v~R+`{4B3y+26pBd|$vN;ivi;}f zupXSLtPyrURgTBTNkTU-1#d+^sE_$V_BGS&W}@%L;X&R{KlM^tnN_p5%r4ZMD8FNV z3MwWHL%Zj)z=0<S40=X6g9&r^XlKlgD<b(AHO80B@*n_ICyWKvyc%F_@UfJqS{(-d zet3+R{G6ACVaAr9#NTtwzTJ*-GiA^h-e29*44(!MsX24`p|p^ipt4p6)+}-#KK3ph zybAUWuE%)80qx_dX4$hi$7fQyY)AB3@A*88LI+`4*j2c6M?VVN8$_GW^g+KKi(L4< zI=FdqQa9pnJ>Kc-KXaexU8g@kaQl9N_z~j*?^H<6pd`m~i1Dd<WM(M6ZG3$e84pZI zjM)Z3`>tPE<qxXhm#oy#cf~=-RhX_%ewY9pA|X8wzLGuP{dik1^4w=a6C)eRFPL3v z&ohu7!{aL=NvyREuy;@OhFeMx=;{8qsp8%&?%(%b=u8aZ4vuTwd2qWEW`E?gz9o5X z?~)gfW>{r`@Ey)LX3}58`tB&cjk8E?hDW~k5PlP9fLy`PaC8?PWdEo&2fvr3>Qa2? z;PFU8Qng$+Jml?y%av;ol`^YJXV6IIW&cF?+^K;UiEcxSKkZPy+crqjHxY;8tJ8`r zN8rxm&;|GAK|D|6y5?p^D|6`M6=_NDG8B0KYb>AC|Kjp-H}@@vqH~{>xc=v62!6<- zVWv&~-iEu5XWkGruB~#L5no$S##^oQYx$7yNS}T!b`p)9<6gUY%%LQA*d#~V5{zug zSvzOcfT`SHV>`7Az`FA4j9u|6;CWphYW8Y4d9Fx%F(U%$G|LM!$@xB_Ga>$Lz7j4S zspn!PyiE~mz28^32^U9=I`MVs6w<njDjuKiLa*>usW<7<NZ+b;b1|(653=@Y_Q%o7 z?C`hU9dAt~vs*}>F2bZ51`3^h^_r*gT+gA|(cBgsasD0qpnV0D9i%G5!&fl%W4fvL zjbzOD8gpme&K0&_oMRJz*$6kADn2c-=Oe}S#+md}Cb+*q?90v6Mf|wSv{cPt0h8qG z6lqeXp(ZF)q53;5Wq*Z|@a|h>K;de5{!xu^4?mb2c%5aGkso0iq%mm*-G8HV%Qq<? z;BR%~Li{RT&?t>uAbxgVp~ZvKpIYEn$Mnb8V`F%jMSHPnbrt`nW$m{%=!7d)c0Kdy zwNS>VEY_@^kIKoLx%X|3#id>s*))L~;NPvdOX6EGT(~xR#^=T~q((mo6jSKOl}~ri z4cTp@c)fWQ#z)RY2TL~1=4%a5dhO%Y!q@At=F%ydZsh}Me}9#I*7^rtRj1?vX<DJM z=4Y?e-CD34PhyV$-UzPst*VOE4WOVtYF?K%3eGz@A|Lv6LYz*X_7|NY92>c<o}(~? ztZHTnOt+fB(y%siW15b_m_0fCl<)xpylskP!p0#!B>K8)`81TN%*M;Jwu3+v{g#0J zl`z0UyYJpc9a{2QQkw|3f%(g!PN!cHSSaxNiIGe!3Q}oju6xqS6e*!s^Y?j_eN`=S zg7md98duYl$Q<`j2xX#vPb`EyoZw_6{hSGxyoC!j@k7)uW{PviA|3lHok;n4xY}lO zYJF!H3d_w&NsSVI$d_18Hq!q$yi;+x^)4O#G$Z3{in~B!^zefzhGO{M$ME!*Of6ip z^$~wh`xi3m$3O7acR}3AjEbFub6~%@esyZ74)-?+J^!siIMVr{=SEd~vCyI5vrb7N zBp(o{qYcSJi?Mubv5Pd6D;g3u{UjINP`u)sMRh+;@8rIqG2Q{)6_*azoL?lo=mgel zdZbS<;6HD{*o&#&ZmJ!`5As*!-Y~=NX?VWvh^4AYJw(%A{;)RN1K}oTR$n}x#8PV+ zb2Y*%;5g@3C6f0Ny8W|6_C@sJ`-kqd8=7;#so8qesb_=qbCI_%Ge*GftKw!yw@%}h zK0cp!8ATBA&-9ARp+3X}e_?&Sb;1KV*Pm-10Fk3<9uc2O{^r?DxtcRXU-NRwSoUEP zsHo2kKG;Y6d6pN8@`q+2_|^pf@HT20ft9U?Qgix2zmQiJtB0}WhU{R?f7MtNO|_%J zY#iHqTZFEXJ*~Rg>Cgk_6L?|kwy9luZ5U)0&G4$1O6H`o!<er35PZ!t=r&zl#&<%A zD)z6kVe`kz^&5-xD3fkzCnWnA10Gs(++3Z7ugCZJWP~(9OABu)P}b1#=~iy*C#AUU z;zhO@QXe1Ergt6G>BW-<H~0U^tN_nh@7cNUUEsAzNlYnm5{e_X9!$)PfV?aw2b~{; zC$KcGuT3}>^7&kuc#-hC-l<VPsh@&N^@pb!er3bn@RLnjJ<3r@my$51PPkfUoFqS{ z_u`#%iq4Egcl}x<_-pvXd^q@h_p!!(BQUft^P#+JH~Oa5{g@(p$xm}8n-_;?Ankdc z=FYMOpw72!iV%AR-}9~hj+4Dy#J*u6gQ{e73b!od*BnIQCtqm;Gs}UmzMjTgv=x76 z=ncE>=>oypz-LkGQ@|L-$i{9~g(*gls;)Ws!PS%YcV0beL$ip31MmI%@mnRA;~U!v z{8+T--tzN0{C2T?Qh<fz7QX%>7?zTSeyY0~PTF+?b-=^KP+O93F!bTdg;$gKpXI>{ z!;n5ONG$rue3M3oH+C^3wXO>cn;z|BqNhOA<~yx(iSuyMmT!IkU<bTbFR1&vV;uX; zemb35u7V)lp|<t)0c<!651v~tLuI}p4-csuT~6y~tp6T?EQ`8C8>s|5F!4$A4^ItT zQoZ+hEv5mqEA-4$jc6%c7Gj4!H!UOc6E-Va`G2@+%_!uAIr*MZ)l2gos3IJKh=|+A zTjA5aA*zFfZ&LO{Jv8}EBkm42U0L`-I4iUZT37j(!PETxrXzRzp|$9CoEPITB&xa6 zPRGySpyT<yF#>a_twbg8YG4eF3Lb7gzupMDhMzNCBK?fitEJ1zg8A_KiDV(w(+Rw7 zyiG}p?8oT1x<BP?o<#NBPX_1zj=@?~0i%BWG=z=3Hgt~c!-SwX->u@S;Ih|3Xp{65 z-m(%qIC;4qX2fy^;$j+c`td=tW$ywkI@x^I&5P*jGG=bP_G*Vq4ikOT`6Pdwhw7h> zPBdyJ`QElUH3YW5w{u&#PD0-d7uVCATxfXR?kzLhi91Cr+KqO0Lgvqhjc3+pK=#V< z*D-S&$msr+c9*Xsj(imLnIQVRx0Pp4#qaNg)}_$McW+yP=ZM}P|LA$(^Dh$>@~?-{ zvkNDN)MvmivWSJ_@+y2XRoD3RgXrB(8^p`B&0v-Pp_v5pMU41b__0iV4WLxfkMmg* zcCn;hi-SCvjD7n`WNHT5_jyOl7Y(AqJGy8J;obAfdhXa>I){bs{e1V^w@_BhV$c1t z8N}F<CU*V@ji@)asJz=?9=9$%@mw(Ig|FK;g_o{O!fgD%yElk0S3FbW-{OlJk|VzS zr}FbKaQLRk|D;-l_kOJNqI%Snz|Y!EC;IYG#=kCUS-J!NmSqbxC@y1BfLl%dw|rFR zq>gqHeh>DeXlF@1joadVRgH#A$mj6LXp-!uM1Q_k4(K8Mv{0!0vUnvjMb$s*6d>FI z*{A2J_(OsAnSAzT=VEvj{{E@tfo|YnJ@}iQaBZ|hO^&N;Ou|NrgiF)JAnxIP)O}^8 z86-AK1*l)_fB?odzM}_;Pf#p0<=~!a*iwGeWi>Yg*t5QgDn0H%(*br{7Sg94T;5m` ziJ+5#Pw^K{C8m>n#DGx6!Zw_F^XRsuK^>lXb>_4qdHpS~Et1X5<9JGFaZQ)ZgBQP_ zGs|T!1D%DBb<=K*Aoy|RyZ>rD%m_3#*OGk}$76ReB7M8f1L}XwS=0DTPsR3HSU*s> z-2xm!#!!&PNX$`)iejdAEumXz0|PsUj8%3{!S&c)1@B$6=-h8_s9#=;vo}jrwfBud zNm`x$iHR!U+&_~;MMK_~o@n<$k7`JC_wyfZ?}CF&^}2jqL|4LL^>R_R7H;(g_F6<N z!PD&Iw@;nxL6_e~c)oBRHcWSVM3pbWqvF%5s$)5*P?VymPjuiSEc+|_<qJSt`r66M zZ>r(QTeIx-mU7~+G#x!N(T8cX9l6Uz)sV{AUzAVT0H-GP++s^=%6mEIyPSIlap_Cg zcI~(p$m4C7QehtlrS_)ZgLeneKMF6@>>zV9Dk;H|*&<v^p9WX4WT4NBYzkMHfiqJ+ z3tNf4f1A4Uv0dM0U?NC*sz-AK3N=zGLw`Cktj=J6GTRyqw=7x)49vrS&p5N~W%^L# z#aZ#BE7K^onz`p!RUeMr5_`!*bXlAH?VmSy&%-NGPLImvTJ*TzSM(u+a9UkWr=RVt zf-`$g?D!-$h8Y8n1$U3l;HG@PHu`_W7xbs)1AW*U=EwA&vv}5qQWdc#pXwKoW=!dp zn{_uvM%8cIO!Q5rbY_az-%?Ss3Vlr1k_WNta{P0-^=1%`?ihO&nMCvs=O3}w5Ivt- zr5DRblFQ9$MLUzQ0$UxL_q^p9Cwa+q`3?_e(a*K+f(hyW3a^hR4elBNj<j25p=5sP zp|7O>M}GuX?z2o3NjCzGs_1=-i8`3D7HnHnnE__ePC3qqBFJ!^P;9Q62G*pxrsVEX z=w;{-%N1`yu@%J|2Z;`U#nUHZ@#h9!e572zcxM&b-dreIwVQ>6H;FWQn>wIZh>Ii4 zEe@G<o{Hx%_d}9bubnihXA24#=fzF>aO27H`OEQbctfFo<HOc@{Cjx3Lw&~>E;hX1 zEk@S|_ExJUQNz<{w&}#a(V0TnE6y{fnb3mrf{J_i1BYRg=yXN7!x9F1oKO@`8AUIf zulIdoa>2Pqc+!5>1yWMmMt!sfadB#Eduz)ioYWJdOJl9UdnymN^nNTv=5#~Jo703h z5s*}V*|{F|M#b2i7`vhChsHJsrezRtay;Wt+l}@|Q%$v0YcS@+O$#r=Ef5fVVcvLe zlGGuscQdaoLi^_T7S^5f5W!}tT0=N+67CF7KYI}_ZncAJIa?msl^miLlqkS?vmS1@ z`_;HKUHcG+rhvP9zl(zVAZQvj=&pJYzu_OlYSa9B{M@&0QbqE*u1-B0k+RN$6?&J! zt3!kE_>NNCGSd<i_v-)b{!<J04>kYNKS}DWf4c+K_ZA`h_}WEtg=V6ESo3QSTE~#p zS6YeszHsdo<B2EUW9Yxtv`s~89CBKdO@u_Ikl&5vz_GD(WYL-a=Hu3mYdvp#V;lWZ z<nWJ8*A9)t9Eqy@t5pZDJT|?IxYma;ZVzv+c@wUx?K$POo2$6Rq>u+r*MrXUp3h>M z4QRbjp1tQc(QlPe9k<(81}Rrf7zZ-b0KCTJ0?EGU;5B-?qe?xP;&qUsl9L7fv>wlN z<vVeG>!G$&hf;AqcCP12^8{2sQY$;((t^RB7c7G|y5PR?OEr$`-BA1MrQbQH3G7S= zSB^+sh4_84t)07@VUOeKCcQ(eaFe0^s>a3;6mAh$q`X}MTZh}aFRqk9X5e8lX`+WS z5q@^vbo)Hk|C67y`A1KA6*Uv^qqiU4czZ^yp6y3=0SETP$y%H?y5@HK6VaEnT)hzf zD+hmWZ;^R-bRBqjFH|z^BlojPv8_co9p$9SONHk74RqMQ@@ytO6WG$}Ol?&Nue;b* zx$t*8bQ?<*nK_SxMQ_YXl;}L#h%xm2IXH>7eKW4cq>gVKT6-I_lgzo*j*K4o-H-ci z59rFU*1`U%@*j8H2@k}EFC%b21#}ndq&YiA@vqLPM?d&rDOEr-D^)MF1phVNn65@| zU#G0ilKsH_Nv`4Up*$4H?OeTjv=(S>->zolOagx{MPR;t2-`m19x2aSfW=VnZ7nNR zWL_{@`lUSrB4Nibj_?U6RmeP|LVU>gUsHQ3uU5m>{1N^EQn$;_`wLGpcS8Se*&kkt zDaf)v*@N+U1++{u`bi!k9L&3P59|MoVBf^e>dZ86oOyn7n`Yb?e5Bm2Qk#pzn#5;j z-qRCkDCzbr>%U>}S*<Nd&>sdj1MW-#_DsCZsrBd68U+^zZ*tO_j{wbpj3`5CE~K^c zc^|mY52>22V>)_^nEggRnwNVH^!C=VzB8MJ?=|$zgH$W1ES_C3MErHdy9LxlY^Y@d z232iFrFzhyt|yB*y$VfQ^QW}dS8+su>%T-YuU+yqUEx%o$6}G)aO7n?xc8We{#wWa zhSDJINaj@-y(FW!Q+xzUidRbBhiyRJ&1-T;M~NP0@P6ftYynz@vcxyePs7jnDC!^n zwK%|(yVdeY9p)H*e@=UG8D%%OO%LBFg2O$2&7ubiFns&k`gxIRkV`n}5y3QpE{8rS z8ISkkqdUc~^*P1~uVHxebCSb)M9960->DNVc++DyliWX9mQ8mK2__-?(_&{~<7_Bw z@ONa6?gqh_aRx=ZR#dM@(aRz8$B~Us_3k4h7<A~%6N3+=AF94&yPrH~?v;hHpOoGs zZR?v-m#99%QEswR-<JhdGt0yN;q}Nk{K8`4NH?CP)Shh@AIFy9op)?B3Zb7adTTrv z(c>iT-MsB7J>^Rpr&_Yy7?jhF-?}7`jW=55Omwym65j(A+qFOA81gl`&qSdD!oEh2 zg%TcWx`TW9?2aLL9?-%4Z+|mJM}~8U|ER?n?;|bLHY>RFFWq#Utr~?3x;KSO4T8tn zAcCm$!TW1p6^mTfaNVpeB7rRzE1&*sdwsVEhWoY8+nYCH$h(JKry7%SPsmW)GSw{X z?^Tgj6(jXVaH85sFUbvJ%FPU_sDYt?ci*&KNR9)I-eY5jTueFL_@3p$G^z)?<-WbQ zg6!Kfek)H8!n$bh(PJd{J7V<L4w;?Rc=~qD<D_eic)?pcZsos5C~7*kzp<ki`?oCd z3wO;yi}`!*OIte8Irq%=V)A@taSSA+3NFEGnY=57r)emi$)52~evhDd3<m>4ZV*bk z?%4MIa34rm?QC(BaDvzm=cg3NoQh?Mw#eiD06a_hdV^gf15yo&y|1+qeX-(R-_6^m z;3ey7J%!|bgiv}s!`<j8TVDKmlu_6X?FNjE-efOMv;8(q?XE+Iucv}5j}RVpjpj|E zv}%~WBtE15u@`eqe=nMRM_jKs9Ap{W09Unkr`sOQAu%bHr$5qD$#_4ljnT;%#;VDe zbbfuYXiow$F2;;Pq;_}>zAA%+ZT*7-mc8(8O(WO;#u8lLQvTP{D;|s4Tn;D_oyA#$ zr1yzA6QKSo{IT=%DsVVyIWrfZ0fhS5{fT-QA6q9or`$s@tSeb=Bs$an8$CA+NgYw- zGU;<hZ3s0FHPzc5Y(`^yBkh*mIS|;{ooA=t20M%Nd8}?W<GsXd;tLTeX!9qp%$>C# zPe{bPYJ4{gAHFjDTX3I*<t@Rw4qj215L>h*Z9kRFp5d8t-!LCAxb{k3Q>Fl-N_2*L z9ZAk{{_;Kg=r(-Moux_oO|+^m)7rPU7EC%*j&3Eq$Y1?wYciMnq2S78uLlehpjU3| z)|=9c&+qOmi({RFo7pkyB1yf_cEBp<`?o2aOgL?XO2ZI%ER3l=Gyz|;#UDTLy$7@# z|7iRf%tPclb4Rdk7XCciQomEM9M0X=iYQEIf|a9eqP)_CA7vZ%X_;mLALxd6IJPXJ z^7N(A<Y%K8V9NgL_d()AJl18YzIg`rsZcz7ZAc#x9UQVVW)jQIjTAhtF5-3r*QS;y zn`APBZ0_&<Is#6oza9Fh-2ul0cE2j7%s_RthJp`y{p0F?y=KM3aC9^)sODTV$=Pg` zSP!0p&V!-(Wk<-I`eaS|I^n%-VlxhH;*Y|v{fEnWb+VAbTXy$LM#B5L9432f$rFPf z4sqn0kKhl9JPzvf1H?}!tscYQ0e1O`c}~QS$4SG}7*4oLyJ=!}_enP4ia;dqU8X1S z`NpgShp;!Qda)$DTI$6^FRXlAE-!#kQTeFL?{<v7BgnZms|m_$4$+hgE}~-*_qGQ~ zOIW-3>7-EF57ca{W1Fp;MLHb;MJuNY*k!Tx>27%&^g3+J^UP)n*Hf;G7Uj`VK5pB! z$>us0Ww+dAU$@&4F#P4UNmy$Snx0?hVosdFyG+TF^tQyWm{u6s6PgbfY3)ZYS+|4R zJ>$oRJBhCM(&LQ!m&>4FBFh4O)D(5GufddzKKxa}Hq1!Z4R-DOLhop;fKr1nuVq#n zJbb@u8L2*nKKG`5T-i#|@n|5^@abA~_@p{>f#izajWVyJ9$3M57FMqkwg2MBlWfWN zGKS$%hqD?LUlY>UpWzLz>_y5xewQDLbC_pD&GGLWIdAU#$oxlgP=BVpaeePc`iJHR z4o)x+BXc&1pU)5uo3DFc`L=mHP3^U_JzxR44aPNRq*@``mO)(i+bpOZs12Pfngzev z_`mNrs3<#D<j)yMH$j)#lx0W%6u6p8y7iPSqqYI>P!i$WZV`LfSVBI>kj<OhkGm{@ zF3XZ1k2&#couHNGQ>%x^wjwj17wdq7SvifyE(^bNUNi6|ytjXY1*hmjdZFq;(cdwr z2B0Vf=#M-c#+}TPy&fe);MKqvU@TaU*D^lj9Y`2~6Jpk1WN(cj(>7%bL54o0W4Ia+ zqR<K=_5=DO-&XO-MA>N3`)(NBvE4t;V+uYop7|E8kO=(LU2kbtD^ZM@#_5rF7Px+N zex3Ma08{(Rw{yqOp=QGKfLpW0=xQ0~#w6Z^Gh?-e#Sf=&+XFSDdb&{HsiKzo!MO~t zJ;i)4OU}TYl3@277wPx=XU(4x9?@}cflj9IZdBWCFmr*Y9yy%)1OANDQp`h>TQ2Mx zhL&5GRVsqB(VuI(=9R<^m}1cUZ$OlA>YZ4B+FmNhKyqqFeqO`#%au$)WrYyize}?E zSQ`wnzYC=MGX-wec`_xbgaefo<IHxM)S+J6cyAK!v-V<%U+SGE=yx)y_|hGY86P9O zdFG~2MA~)WjAse*I8B}qVfc(^-|{?C`!$dKx&ns6yCxxuBdm?xxF4vrxMX5BcS7IP zS>+w<Yfu%~zPVSv4}^8g!x+T}(BiO=y7_Oy5wM$Urs<vm%O>bF{XCCU+iqMlKi7jr z@dMQ&Y4u?GNTG|iyaR*_u74BTMsn7=Pem~{mf<mF9(u6vhR)r^Ob>1^V}IrWH>XR4 z3meVz?~X@0WGJpYbw03y_gT4)Z_ysbj3x1g@Do!I`CxIkvM=dZH!H}iKc<pNrL*4r z_-!}-esauvW6LbuxD@3XK)CD@-}LC-v(Zxo7YaGI+mFIY(_A{2k`@qkD>Iy|>Befe zNO_UdHE5Q!w5h^#8JUDjuE=#Iz`*E}7eZZAgkNQvw8x6*>q~#=+<5v8=XJzXQez9D z*5xZ}^S2r}a`edEk~0*jGUdKvoH`5Fm&BhuHi-c@)9M^kl_nT0Yx7vyKZ|27=EKFW zW}shwM&a@FHW|O%5zY&{7eM~(UK_{QTtH`uUd5DQs8!~QZd4us31-W2hnf-GcKx$d zRL(F4C<&P<>bl_dMf1v69P{`!;#fSh1mc^r(fum+tFU-kskz06igF=SL^tx%B)&KN zaLb8sZlV@kyDT0~z^}8dZ<WsX!@}%m`iBSmFe>84_KvcATt67}u=3w5I-a_F!1Deu zK5K6CGb3}(_OYV(=|2ev*zXh<)BR%fUbtlPpuG~l^%{B9RL(<tZg9!k^K{@kI7+Ae zu?U-@FE{ReSp$deB;PB4+zEKe(Ac+N4t8)3axkkWqSFVcE2qnct5p8i*bjAKxVBr+ z*7P}i!*>03!-)`d_wJX~DXqmnoN{02O)AknWVL48E(+eQr0?M?>PGL^4*I&^r{L^U zYAw^%IZ)cFbuLx46OIL5f05YP0(-XGy{MO)f$2^y6UI}+$oKZ))gK;ZxM(O5xLfTL zs`#^UmAs#UrghU#<3?m|8~=f;^F=nCm{-~xBeaPU7UQ1z=n=_RnilNwA4|kJW#JL3 zjYK@NJ4-FmG7d6IW}f#GJsQjOg0NFU8Z<mj`f%|J;nKB#y>(A;9)k`mO?M1e;uNQi zuOC$!3O{0}{=+m2QYW)J6{4DO+5F6i^t2DwhYZTU=ckf+bF3)e-8K(DJn;|7d_pI4 z-0v3SQ>6}gbwDlDrl=9vK8@z2eW`>0w)!lYYR%x)-?ix)(jCC7@bk}4w*l-<t78%| zFNKn23jZQc2gY<gUoH(N`fmRDyz4`aps8gTY`sGE{E>ToE2Qg5o)z=A*@8q^@XB=B z#8-{z`I{>^qZ`sysy&WMZ=jhutT4SH&o4vrS&6U_458Viv;S-(1V+g#y7T0t(C5gq zi)6lAlXtZxtF#>@-)$PmZ|z0r-j2}So*S@zhl<0j@FY5B{j3t6YQ<lf@=Z*#ksz7W zvU8Uy;XSKu%Gn)BB@?9o>FsKN6TD@Qx?y~>6}``YEvN3Qf%@##zgcpfSSOKeE?~G> zW_inb$=zY(UO3^l^FP9?pqL%_(0OVWPfu^sQI=cAbLKCv_Zlvuc*y2BrburLvcEjp z={knjJ!dAK9vFeZ-H&&L6_ucO`EJE>7Q%m(P7T;=O?XI5<(~T4^)Q!x-*G>89Wu(j zNT<Cr3|6;m-;mM;c`FWe<!z9hfYYBIGrmYe*Pl0z%IB1VTwC>>wvhqo3cIcmRh<N$ zk+!$PV`A{lE(T@?>3US>J_EfZmq*T9lGlr~9%T1~I`thd2PQ55&WzD+5S~?0&m_4E z@!?xS`1g%soNYi?P*Xb^nYOvyaG1m==a{UR|DVg6obkPmrwzSmE3Uge&VimR>c#6? zt>Ctg?bt8Ja@6>K<?#BJX)H<|+Op$5(XaQlr$4?={CIaHFCXrl$E-K`RsUn?yaTD; z!!T|q870b0WhAR%luNxwLqbw%pdlh<wza5KG$bX7P_nmd(TnW8_uiXxjy>=9-}}$K zb<g>o-}}DL^Z7`=?!osGi35ihTJV}rfsc<V;gGAUH3eRrg#Rq2cr>hLAkVPHMuw#k zs*``uEHih5R(jLXYp3a0EcmbDMn3WU2q`pw&>*~~Yn8DsQ4M(E5?-vDn8GIpeucF$ ztJpFjVWu(8Oqmd><(yF`J+0~I<1xu}pge8r*d#lO2f230hySD_x4B`qwEF-!zcbf% zh^C^;8ubk)33vU5Xa`>hF9RjNT<6xGW5h$__V}OGix@cmE9v37q-i*(uib37*$QTV z-H7AsC4FLL?gLyKry;kiP23@J07ur_|JDrb#G$wGFaFD8rW`SxYv0e+k2dWaA}yO+ zP;Gf4MIyKl4?3l&AG}CDFGU}xSqx~n`>$S0J9!TmOt&y8scZmCf%BGs4=m&NCwuR6 z*i#`Z&B5#?tp>~GoBY$pXW&rloogDDYS<Mu&GjL504wCh<z)3~Ff!D&$dNb!wYz`u z_Ye2u^YS6VAEyH07H#Un1)EwNJM!@@g?!GW*MBQ=8ES!=>sKOw%2Wa*aI*&8E(7P* z-K)=|*JODv(fr>l3_$bowp*0YQJg+ul$^e<0{#|xE|n*?q6Qm_vR~*DjxK-w*L|P~ z12aP7dk+pm7+>maq$%-8s|fS&{Mv>0TV6}A{j!J$=lUNDe;LBSXqJqPnq$Zxo+;OG zy$Wh9xwbRkorZ_mA>K`<Be-)ynN>QI4jK#wF9ZqyJ!5y_p#<R(9H?N<vO3!jrnNy6 zueS~%zpVe-l`~y%fELf^y`ON|3t}5=t}UT_N;adn_G^&&+Ey_q#!j*O@-+CfX%i$K zJvqTlIFhr?ulke?CgH}59+#H*HnbLx4)9zaLRS~TSf}TmsP-5ROcIZH47a0H;{8Yn z;}}?9^rHdZVm8l*Mn;Ng?4t)9+Zr)3+;wTUb{n`;lht~xdI0;bD<<>JV5*|`p?m9Q zAg#Ohr4e@_c2G|y^IP=5v&VI|DWwZ&%p05L(B+IepN<V}e?Z5_9?_!~&xjwYd(LFM zcNS8=Oe|Xz)Pu*}aF;Xky@>NV2SYo`$lWDY;mFf5l#I{XsoFV*z2Oq>U(|nr6wA{s z=BKBy@a>bwk%#7Rt!v}-yX_rFEKlzjw+(_L_s={n!3pU6>~#EO@DP^jmHf_(?S(Tk zm!elp`f+J!4tWhb@S;bD;Mt3l$X=-Nrq(zaXToHrck`3`NLy+Cg_|>AW=~Tos9~fC z>W-}Z4yHoa$5<NIiCkFG{O?6r%n0l^D{l}2(u=D#b$%jDI3=bdn=WyWf?2OKujYL+ zU;2tCnC;KRh<u(i^5>G#sB2)^Gp7rS1IjGgW?Esh;QdnShi)9CRhMTHF5-nti76AV zdGKWO9s^GLKd9XJxnEC&aD1<h@>-0=ql)*RuEppm=&}rO=MNx%@1mz1Tr?{2$4e<^ zXRa#jkkXbk@0q|ax9%m)5Pm1U^Y^3hZGG5s<FT7?YBlmxq`joLa-r4o)u_fmAKXjR zXFW*v)s<U*n>l$;V@X$<>rBofs@i!Ep9!JD>#V&or(3cSru~HCMr%oqoy$3z^hZ5} zkH(g?bRy5&KN|NLpJUURB{nJXUc5w0GEwzi#`V0nj!dgf;$)aluT(1?-t+fsUiwvm zZ89Cl-+d%phy0-In#yjxPpi7RZma=Z#I_{;BfXrHDT+G;UQgjWb<XRY&2+*8Q(I4W zB6F*_ag3J5C;XYeq^3vj$5yvB_S+cgu<-fDCyt_JG?A)vJolP#2OgjPDf)ICI@=?@ z>Ge~QEiw4|zuFlrIz16FDK!WxCyxe>J{-i06>{$x{ih&uZ8+Q1j&2a;{%WTCh=vcg zdFxzxn1^i7<wsLlD#3WaQNrG^4%p{$TU=Xf7+nRzG#LJ7q7e^$)XQNSQr2{89N1Ec zC4L9z=d^mTV1oy}ncS1F3g<h$YWsu1vc2zOf2_dUTdT90)M-qKAHVkB$Ru25E0K}E zUO{-CA;IGZ$@A+Xo7KE{A)Ms+6kN?dk6Pw;1fJ`XT+ioyol{w@aB|B+>+dhAV0!S% z4W3&;B<IeUZS!yic>OZgn(H?JgZ;xex@sv<Z>4$Dmg^wbjULzXJ`1z_8ZO2B8HER8 z1{;qC=D@QjOzzwZ1Ni!T#w@jK63zvDJ*7W8i~kL8S$}%26a?HRS#k(pP{DVtn4wA| zYK*ip@%`w71B=mGY<yYpn){f24)Nyvri=$a<QRjgUB@S+$sW~&F>owuY8AvjzZh5w znMD_gzGzi}AdI``W_HthO_q03;(5-7DrBv@S#Yn6A&X5<k?rk#C!AhTeEj?`;XbYB zYHS>vLgtsJuF<$hAj68T5u{H?nl<zr><fbwhCNr#^%L)KY-sNny&8y&%2sB(GehpX z=V=|M^YLnKS&ii`Pkb8tqf9)x2-_l$d4`JSfImAMgD|;^j;GtRzu{elFDJ^DH#n?9 z2gl{(-Q6SbXb<1*;Cw_CWz{V)?2X`7$Zs7}NrU;=)~9mq6R`U)6C@sNL<Q3mCws+c z@aHJ6$!R7=$|MZ6=_hughM4B<7a6(eZ}GSwdLS0ZZ=?k3#RtGQW0u0p6<Kib>Y4_f zKTYs)Dnz)~Y6<65G+t=C)I-$E&wI^y$zAmGDK3YyQHU$1JsNVNfv|XC(XV&q_>h_D z^()yqIB>ZvzUgQ$c(JvFp0{MBg!X)NU(ZTK>*bgJ0b*5<X7jsuC-)>~h)efM+xdXe zoh@=ngctDsXSQ;v+#I?GhBTgY$cD>l_l@qdH{(Yq(;abPjil$s=r)|+0OC$rV_f=W z*ne?FFuAZ5!~I?}{1>zWU2>@d?Di|jx9P~Nuw(*Mm(9ztYBYfL$aPhH$V0(!wmrkI zb8y%Gw|BXnsHk$T`%CGQI^bM5YMtmo?n<AEt{TY@Uv1tB<E~4iz|48T={n*6edi6d zP7WFeg^gzl;y+A5)M1Hh+b!yWci@!jf?Ox^*%tC%s_BKWD-GWnhdbfq@=4{~v<`Ic z(fm+WT7j$EZUj0^WTUc+{b`-?K9I^%WoK`xg3`_*vx5DMSqhiUc29azK`68JSRL^j z`FYvhTz{<@pU?Tc2%PMKiMiU4@imNDD&~XRj++mG0Zr%Umk#p%-Yg^5cZrE&508X= zl@{^J;lpM^FXpf=JAIq@!v&b27Db4vj)82*w>A7{X}~cp+NZ}mfcLu$`NDcDQFqIW zc#mz<SR}mmo2)6xgT);+&5o@^?L(;|PYh<^zZD)8+wnoTaBQ?x$1(+WUrF}%b|U_m zqmFyz&Q&3m7R1RT*N#G8%9>sOkzA+Y4obXtBrxfCBux<S*_z(rkAIY!fUe!FU!X|d zA9!RdN0y>7)|6$>VRI@r8dy(@_K#rL48Nq-gK79{s-M7frWYjUB@_;_&w?T_sreZb z&LWS(Po;OG&|=<Xm8&@kI_yiezwJlxf~%Fa5%HNY{|ISaoScJDDrMz75Agw+{n!`q zsS6q?FU*9a=&;9PU(Q$o;VA2}&4&}-tw9s7Vgb2(#=QT%<+@KXOs&eUA3Hb&SKpOM zFAH{~Q2VOj?vzQK&lRSQW;126mczqMB;TiM+oYFPK7={{#f*;C_uy*Vu$9BbIGkmj z%sEn0hc};|%Csh&my1Ce<B6-|SjKV1WHx93&NpoT`EAn#INSbUc-NZ-&#KlXe5MW~ zpCXt4yJmzd@NLA=jBuDYF-R~=WnhVBi-c5XB&zLTKk<(Ij`7%VoCN;?q#@Ia{O&1G zOLVuj^Cdjb@tsuV29o#tm+sQ^EEt~sYAZN$jqo{#dF@=%=b-U-*um@Xnvlw@MN#~_ zjOi!cU9#5>VF>>%Po>ku$Egu}&X9+W{dZ+MDo5%_?{DnpZQo&3o8J+*K96{elGPa% z2siSRh=dZS74d$(RCj&RRt9HOEx$Esmcu9Z1Tn$5HCY)-TlU41-r6y{T+_tWNpL?M zWj$J)1l9ouL<Q$oaAbRUWQ$u1?CE#iYe6Gk?C{lJ`DCwt_(y{N%)<f*zq@_oS+h=@ zPN8`<)(j)(%~qpOuUdH0WO3f<!wTBu7*FPpkh$@r!S8>X)tH^ycOWNY4hAGyy+Va% zF#5?_^UbH4Ax`I}j;zxLu;G3CZEs~KIDULEZRb7<MS>y{b>jnQxBH_8-{}?%WvcL< z^Q;2#HrJHGs8(>x6FsSLX9(I2wdNm7|HB=Xyj2p+lPJNlXmtNMmGH2)Jz3jRkK!6n zb{|UY#t5&p?Oz(m9rvl@BmGBnD0JH;b^WCVcxm%FT+g!(LK)><C3%;ypPR{fy-X!u z{Cj^}^s#O@va=*&MDZ;Itg-3dai<HD4=Bf_oEw6*+~<N!M1!DY)yG`<U@BnFvQO^P zIG!E7DBBr609yww>$n97-mzwt^4vQNcPy$Gy4%IW4rY(pi(i>2=XCS6PL6kB2xERl zO~42|@%($ZD4-Jxa$DaI^nS&2Rg>3xcssE$<>55t&Ts7PANdeLpN9*okvHtmuE5{m z%|YL?NdC>``=mAZ2jE*w65UhR31!XG0{b@2L9KdS^Zm!EAo!Y@zIN+0ez$l!cZcL0 zN2k(8{3@xC8(is}Ur2?rk}S!nv$LpG<<T-{zY62Q<cr4Ji#l4ncBJt$Qi}Fu;IWk& zsD1k@Cf2wc@4VF6mnRwvFK%@mF%|j;|B09=-yEz1_X9;mlFl>GCsXcl_yEb1zteO2 zOLBqT>(?HN+_?bSt6!77iO*nv&dcCY_dfg*c}r2mbR0Lw%o~a@B;YMWdox|pX-wPn z#;(Yv8igrs?v9CsM=AcX`ya^z*U0^yFgP*@4xvUt>m2&vU}lJK&$&uaWt8IVaU^qH z{cCM1<2;(a`C)%0m+S{;R(d*@htbfxo0%hd2Gf^2hIf-Wl4ksUwT|!wGiydSI@9T( zKNn)R<ro`9wY1@KX5$F)UcI{yDt%zlwWfb>dJmlLTM(ni55fD-r@Yc+X>fE+vsd1` zLfExIBE08z4=mQbDmZ0HcyuHVa%FiDLvuF=cKvIEuvVX25t{Yr*yDX;R|yTI+-%<{ za@3*zeEZ;)tBjP~M%uLkQ-&;WtLYu52uD(K$H=~C|NenTU3$P@dOP92XjI<1MRF>^ zQ_LE5^{D7_bZNIaGZ__)Yj5`TVVThz*-gi(m|i6&GO?iy)dY|7Uq~VRi8q3jWIvMc zzw~R{;>Hz_cvG_FI_m;l>sU{_EK&+<y8T`R6RvH*b@OvKv*xf(iZ0}TJQ1b;+C}^p zsKhD-osh}lS$tYAZ?Wa=GD@r(damiMLf2%+pH6|K*K)}yTep??#kvC%WiGN&G$m*J zr!$-2ac#h;_TFD`j=O!k!q5;@nC88WV(5eBp7pl^uT8_D+PDV++F2m;n1dyq<ifO~ z$|fDo(XqjGZ4d3|Ah7oyt9T?)0|pFweM-Sp6b(rzFtTFGvbjVvYgd|twI<J&ws%cI z&|ifyhdy7><IuhP?h0d;*R4l)d{P%7L{%s|PkkEPjw-%6&oGU5Tovub!a8B1?dZ(G zo7K2RP3pzNW2M-0#_(Rthklf>tI@K%G>Ehoi|FH1Jy^eK+Ps+L!Sn)a)7>?Dac6?` za%?~WG|qgub-ceDb~>h(WQ5GYW9|53VjE{k4r6nQXZ;|o4HLT>t4hT$X0sZ@CRDiU zQ{7+1kp`j*r+#FR_YnT;6(^g?9MWg&zg}bA0&+<7svbYYkX6Vb&-n7j7-rcWRE|Bp z2o_s;uZ;X|1xCiVt_8G7O!(roji2~7IFs&`d^TsKsORr1`>Qnw2LF`&#mRFj_CDt( zu^pqBF1m}s(u;UujJu~^2Qg)xyx*V}VO0ZLoq>y<5)ZM?Z(fKh4C0Whk=yVI;s@F{ z#&_7E3!QHFmsPH7!=lCb_^9)Acz38>=(S`g?(~RhWTy;*6i=iMyEO4-ywBt549LRQ z7ua|I6fVXdBKAs{nSu+V$;z&utI2<N<M4Iz=b&CWn{xLO@dK^?_RAi-O}wo>O_MuA zk-vGt))tE(>=(7)QDqXe{^WT)`qd3L6^fQG7m(axyGbCkTPsr8`)&s9@yFMr2cN8a zJc+w@NIOW2S3ygPwc^PT!r|@=hlrs8*tB-~XL8ISO37G3h+#1(bkv;~eOit7PZ?yd z5?}pbtM-S8syW<pW3&0|OEqxgW$8e{jb`)~QP?53Lc?>`oYDSdpGwnKxSpXq2F3=S zFC1%W=q%5qE@p0n{4Ct8`Lq$Rb{mhp`E&r-ThD%Db}5Fr8=tcZBdX9NVfB2#nPD<d z302o~b>rR@Plu`cM)((2?{9yZIcr0j+L^03h&wx8N9VSVK#L+b?jd_1VMdqmz1wQB zGFZ>C&T<sA>^x#UbVzPdSye}m%>Tj?eJ$}Xi(#{>9X0$#BkVjOyU#9Y9HljtRZi*u z!|@y=iy@Xw)Ez$Iy=$7}kl)5kv6M_f$kPHk|0oT2T~45O=9QwH>tMg$yJ2`UvHQ-O zl3utKtDjRy`di5l25B<86XECq;nH!B66EPlKHYwq%vXPwx+|>auvmV!<1cj@4yWu` zS6<VH4IMkz9RJ2nd3SoeH@ox~G8XxZM8(!)D97~j3z12@aX)2}-(dznHiTa7h$zON zM}~~~lIb`V{h<2SgCr1c8c)v~twot9Y`els39p4=?OB%#j1&dgWKDNgvd?AXnUK$8 zpnNa5?>MK?i0mvT7p&YG@ljjB#M)22xWUc$LdxT1=&NF%u{l?Zx%-B0UD{3V04{#b zai0RAK{VP<@cS^L<IT$C<WhKa>+RA1<fw3XpytA#?kv2id`~#CZ50NDxU0->7Nf+M zS1PxOkE4wutZsayhvf5v^o`EUW2;L=kPhn<oVI)E(d{+~GaPjs60*w}eTpS(r&TA2 zgcNpGt2E;_srwmB#1|$I)hd0~vjY7ldcKHAE~C+Nd9yAPGRM7jHaQ~G1LZE`JVSCM zKPeZxyDNPR;^%mH|1H<Rwof&0A2|O7F&XV0bHekG#}h}F8Jfi--9q(?!J}}h$Z+2Z z!wZlM-+K0C1RV?azO2<=ZU<}T-)AFU_Cc1_8P)FnozUx)Fe05c3ETqKJqrwd=sZq4 zE%J%@(&b43i~KzXO0|6J)}4ZOj@T<%9nD~IfNS5ej9+lX$I0k({w(ZCkUtG9U3k61 ziMC*~1e{VL|8$HBaO04T%&K!9Dz6=XW`1E9>L0o#3e?Sj`fUSo<<4?^y|MM;p?AZ$ zx&F>bHsL|LETnhYn@q!MbLPgPea+CK7vQ?<bSEC+rJVx5BEXBO+lAeFP^j;EMps2G zFgU;9Fkmdg%5_xJ5*pddy&mLGI!@-+y;aNMq&F@XyzuMna4Wu_mC#J7%feI9PZG`6 zH9*VMv7kr2({SKeJBRu4MKCS0?KUKQvL?xzDbdCuvIjr)Yx2_=>~y|&XsB%xHD>v5 z(g@d$>$HjWyUi=`?pS0V$J8`T)r;nDf7b}={2>APaq}4Q>8I-#l_`>NV~YMR+6{(W z2JS@$bePMwICxTc3TH=I4oCXaQG@=HYPXl%JA4M9?AIt(R5+@=yGZy50|v1~KLiVP zb>Xyx2DrQ7lYoLxE)Jx~R0xkv!G|xmWV;5FKo?(f7o6&W&gX}uSuLXBpjU{@fMGw` zhrZ!`M)p!|`N~6E@`|yz&&yYqvl3RRy>FB?$oKYI*@be_mssS{n&THM!*MQ-!W_ce zZRF9}#NgPD7dF4JxRq9pJ8~J0E9=z2qWqO-ljQTl!g<ANseb@v!mK(j9O#1zgL~}z zHdlapt>j9&5gm<vxYCm{rs1OO3SX&S5uE+ExvNKk25bhC=^C!Nh=!t#d9O&1blv#K z0Lg8fy3+gp-7SW!-^HRswO#$-{xzs}Z`}wk7O(|$y<NqP%1fz{ylJSV@ngrk#ZlZI z#ym+MFMw^K--j)D%E5m5^ZoZhG`JLblymZ1D|+Qp)tw3nUra47B<BO+fHEIC?B+9v z9PJ-H_$<4yYLC9O%$jjnzUX{&6X9la?*6@ce7+5?pE}`t>H83L-g)5jb2tx~6cWBt zE;pgg3$dmh+QXO}z5hmbM-R|8-1s06oP+x<rJ0BI>(Dc_h=pnG5O~#j)!Z+yfF&1= z;=!pIFseIUrs~L&b>DDWthTEYzXj<^?{RIz7r%E|?D6YB#udw?CuH9zsX~3TQ+E(e z3|0;ZiYCGPP1yqf*xNuU*wtjK^#b~s`^w2%Orb)q8;|9!IW&5uX1<BcCA;*aYUN4J zU1@&7b5*V%<>YL4g<bRmf$v3%IoDfZW~^83?Ves>KVy9QNLUl0F!o*fl1GJ_q<h-u z$v!(!#O~6&!75lVIy|Gm%0fv#dG(ZT@fa4aJnvuFH%XrR$G=LSBmVdG@)F6bt;j?% zyyrGL3CbZ2nr2vun~IF;cZ&_7_Vdc_FxElncDNfnIFp3WH@xRL{-BBEfF85$O6tKA zA52BvKh|PX*wRvwNj_{CufMG5GKr|j(8L;Ci2*y?io=6gDJlyu)bpiQkSm2gRZr#{ zC&#Lm1fen5w_SlnU8EWZv)|oXW=+H)<|j?3G8rj>$$Od3Nk)K~$Azi_G8eImF52~n zbi#g4uDcigsPJsTZ+J<x9rEt(>@q(;1&kaq`$Yrkkir>$f-1Ly7IEttKUR*RTfl=> zcL|ca`DeWK;`v3e5&Z1w{3RcgMvvYt3$DW2WEnoWMdG{f9I@{7=)q6-GNSx%=7Xrr zc`lv%Lr}lrO;xyj3TkFA2t1zs4fEP1ey=zSKrXyQOM!6~{|cEE)Va<<>7usi4r&d` z{`Z$r&9e_p-t6Be{<RlHi*#q|M|$u!hniJ`UoU8=rb{q<T!rC_N8TtJO~Kns^bn0- zOEAEku25~+2z%BEuTJ?_!Hzd^{tE&#D0_`@c4gfdip5mt-b)_DrG0L3&DW{W)1jg* zky?ws*{6o8s>%IZ{zd-j(Gh%~eV2IyOAjP|a;jgtFpQsXzAowv8o-~2ckC}GJ+A<^ z0<pHw6R_#+b$Q7*J-~RjmfQM51FFsDe+V1-37kEN;@Y*n;4>FZUuWD8RxYk;4>@LG zC;jPZjA6(cpN*3Hc6E^Kg&RJmd}xD<QE&Axm`{P9Mde?A>ImBFADUy%&w-&up(f$G zBWQG>fbHbr5y&}l{U(*<PyU)+>gBmMgl6>F9U*^LFnGk`(LUlcWKWPkSx9<XZ6wgK z{~qC6k25WQO&)-`l8i6Q#)Lc48$BuOM#Vbn;do2F4q#fP(QG-V(T8n1>LkgxzKGKN zprl=bKU%je82{=*S>yfJ?&o#m((~Ex9~@?2=we~5-q%8OuzY+c$h8LfC&CmXQ?l{6 z+KIqn<{?O}qt5af)FDqXl}ja`cm%0|c8)UbVD?AE^|{I-WSU(K?|wds15`V&?LX@A z=9=eODN}8b$iDfjU1Jx%2okM3OLFQppI5AQkzQX?YlMr34C!NR`0>YX0~<x(r^t&x zVHTEjtNq#%%3%Dm{mAJu!hfkb_+*N;7gSFs`r2IVK{NNq1?_gtxRI~OXgYWd<s7?{ zUCCWcL{Y=X<Tf2Z=!1AkICIuZ`;n>7r{?k3gLkDZ(yQ?EcJvTS-vrzf+n$?vXC4Y4 zSTr9$(2q*oUB8#LNPaou`{T97WWOFETO1MGfD5-+YB;XU<J$rDjiqnvASU|9XSMQd zuzsA+@7G%kH|wme``M}3Q^K(K1MLU+HrQ@_B9}wvq@R{oX~f%65Rv4_T7-I#+jspc z9TI-$x#mhx$#XL|<C%6LiZH9Q$Sd{&r9f)e?OzMH{kov>G|7XG?d3~2VZI7ST%pE& zLlF=v&Z$$9bmALYek8V`7x@l;(fD?M6b81Y9nNeRK_MQI*CBVS;Z9&>|K1$p#r!HT z8y1laTZ6>pDEEuuesJr$2q!u=dRyCb7S-YRZ>u%0<%`j=CT?elH{nlO1(>{>9fuCL z8q*)Pd8ixjp6YK|2o+Wb{5lnKQDWU|x0g*r@aLxYcV4q5^oog$lDawx<C8O+3l4N) zfm;KovTZgT6ylsL{yhxy>-qbS+^vC0{q8>nvN^D8i}+PL`+h9r^_Y6dHV7=r58j84 z&4O3Y-F;8Ivhki$ldD~EC-Q6PXm7tg4c_^ke-~#*(0KG0U;k^uIm+B-`1xG{=A=@Z zEcX9`XJvMic|$3fq~<2>px+HH`yM@U<XT20%_)`Y>`r8#ZM<`WXBJuekHmLaF5$D? zoc#Al{?|-k`l{02TKvp<0E$F<Fi6tC@Se~B=`%c%o2^3B->-USDPslg@12im(#eGq z&&ra+_iMoMVL+IRH1R6i@O{$krooEI?~6&kgs<Fd)v~sR4v&{|CA(*9U{Kqda)aIu z|5+O3+h`2I28u>l_uD?m7wF>^`BR7+JZP(H{cF)=fs1~BeG;&$=p^e65f9LI82t}t zamU6U;o5~!Xsf>#@H3dq1Dmu$)=ad**AHB?rme-Ov_3bt?dd2itG9bPurpCE88}>j z5ju_Xg(h;>$^Va}@F$wLHj?M;kF}1cD(djbS{?4qo@CEAdFJwI;(h&+FBIlXxUZLP z+4<ex6anccbHig77_%&|OtruIMf#>^9+tZ=)IfYC_ogp)UBD}M)7WWuIfRPdEIe1R z48FxOa<%fa;9<q;+R-=#Uwc}mD?=9WmEk*;#6P}J@$2<@MzbEM50l9|nllZyz2ggC zR~CTt<vKe>-Vr>)F7Q(LR65LD&i)wJ&<#(SoQ9PhJ0WQ6g(;&~ix?(RKAd#27q>sJ z5E^}3M|wtbyG~42LE%`|le|k*IO$!dr%R(lM&<rU2H_zH(!JX9RAdV3E?7=R@h{=m z4N>_UdPqMj^v-Wl#}4egR6abNHV+>|_+m6^MVLGhXKexVQ176@oAYfD_j4@VzbZC` z&ez8IjRU8kd)uR7o1Q8B;_lU`_pJrY4fieX5Ms*ud2y;(F0KmK8Xc`nC4k6XpS%P6 zh}TWOxOQ|eM;)y8o15h))x!zLxI=a=<FIab;Yi%=Le$~8R&;Et1t;Gu`tDTihx)ka zmv#mfcwePOjr~~-d^OFx>cKvWisubCF`6@E-Hm!2xVd&5@BTPQspn_Ts{hf!+TjyS zc<N3=5qH;8o}u;eV&Ol)EmnJT&-xMY=d$LFCLEOe<?VAk7Z@l9=8arz$bI;?Y*AEv zb2g5==S&&DFa`ha_&n0`&W6@^x_w8v$KkBlt|}_&&vI5s*S%dAit=tbO)^QN;99p> zDROxbR8<^zipH$~<THg?ksh6R)BUw_uSVg#?0nyF1r_?f8N{dMFF}}_Rm35=T)4Z( ztouYy9I`pPM5;VqL<OC3PKT&qr2lcfkk?A~0nE>CgI^;K=d%jhMKWXsJkL;E`-(=M zL(3PgkwyQY@_mgPvYnXI<D{vPF^u-%Jubp-<v6xuraI?)7x;y57v=l22w?+XR#OA# z@$)|4sNLSgN64=mT>Ua1J~4~WeVOTn93754-yXvKGUJ-?q(4JHXRF9z!d>3SIpOyA z^dMYysS9~U`m_6g9_HLtKaIiMGT(A}ry<ryOkH}rJ)H6UbMB^pAFRLjVM$ND9E@{~ z^|xqt;ZHHoPRF(c_y@l~`EH+t!Zn>g>)#V!G{e?!Gn?aZE^f{_%`6Wkmp%qy(iHJ| zRj`=n4C3ZDT?5RLH6T3h;O7%Q3+W+Ew!tcNaM+l2?>^TOa2<Ac_9MJOZuPD`CSR+N zq9x4B6+nesZFghx>Sr*e-KVsimWo0{l9We#J7CoPaW`c{2-N>-9GoSdxWAp8KSuuz zfHmRp{&9E>iEmdgz512{G4`?DTWd&;d7rid?<HnR$kK(kdI5BZ7H5c!lUxFKZtpQM zRl*%zS>Y2~p9Q90zH@mTm;w*aHuZ|`2E6(5;q)8oG8|cu7uUMmg^l-~_%6s3@4>Fj zT^{GtL3H@T!yeaVXbt?>taFp}GAceT$;S0#8snEZmb^mrz1Gq9^x7N<SE8N(Un;c6 z9ZyNR(@);_txLQm2}dc@GPF~^oY?ww62AQkgTsgJq<UgE+)kh8HzPR^h3Pv<eD8Z< ztja0v=3ph>8oyLmXj_Kp@}CUvt$7TO<yyz_sRp--ANBFi48{FlySFnse?W!$olQBL z>X2rTrTllL5lafRq(2<3$8fI2-T7p$pZR_dOkNY-$x`8MbN&W6cs%@3+piI@8HypL z3mVw|_iD!^>Cx|-TsXu{9|r@)81*}g%W!tA%kJ*0UL0wT+mk$7iLQ^5+%7SZ{%%Wy z*YhUEtZg(?%60Yu9P<rrbL!3q+Y0h9Q6Io(VRt_&Id|eA)|ESKN;%;0rtSIj-g)>e zcr&)ccnsP?*mmnDRN~HtXx*KbW3bsV!>{%5DpD4Ye`_D>hat+6`wF=;Hl1E$X+-#L z;U8q<I;KidtFHNZ5LXe7)MdW&wjPCv<Tcih9}lDPrS@G(Msql;*BoMCP40S!?!D<O zVWvb&meSvekHYKYnXPV-E07XnvSNObih1s@CROtXvHHz1L8&Af#BVuY3p%YJ^CIF{ z#1dnc(8!f7$%8G>x@)i}YM};Q-*4LdW=|DdzjxTqZ@LWx73*@gH}>J4(eMjtQpBTP zvF+r|ZGGSzYR&Ute=~~Bg<Y}@=>~?EvhP-|bs<*St<8B944Z*U`{}rX2@mxS3%;jA z=q^kBd-3VGSX=A-9?9P5<b6ve%>gh>J0sBim5!H8G+w^!Uc~m+T_@PN?BPb}`g<oU zOR=%w#C9vvM`uZyieYCg#<`^O{F{aK5W>XZ&Z?dYWwu%S%cuJ=GrGX5>TMeioURD` zwY3Azc6jHVN?rxo`1<|39<pTB1++dZU7o}}`sofwN#0ur1DBWdhLPSHaO3A6gyjkY zuV?=8xcI=ycS@)pmbYE0<)%%6A${8BGTCcQ^zT<;T2}|WLuX@Z_^M&^c2?tcUXyt5 zDRam05XrxfT{I{l{V?`DzHt-XQMlJ{ckrXYRy@D=Mds3#B&gTxGI^`Lh*8g^dixmq zLDPL~7x$iCT)A-FM7EjC6O3n9HvgK&kLMmtR_vof@p86)9PxCCwKAMNyQdHa7btgp z12b{=T741uV<GTHQ_A)=e+90g$|~(yI}VOBe)E!d$vnyRh(S1%@T6iso{Bj@-jfHn zYm_8(;T8LAnY||);jU|9`RRc{^nGC8A%0~Tl^!mYUmU7J?=&wqN+Ri_2FIT~$~2Fk z&U2Osq>X`%u~yN1I`Puqv)oos`3+h<0p|m{{$WCnoQj#kEOtK=xOK32040wE4DQw= z916+bN@t@MvGcgH)kmLBoIC3$=hl#mQMEf&Q>&@4S5rMn#F5OqOpneS>@C1-4GnuW zB^rFxe7LMAn+x=@gLc~pM|#a0jn;Vw!iBcU`FQQz9CQ`krS3a62Vc_Ew)9L-V~pvp zmzl(Ck>*syeTH=e{`~ah3v^)2GT<6As2t5g&GkyVe3u$QTaixV<)26H(wUY(Pr{MY z<4bONOy*e?g%oznKk#(+yqA?v5IWEBB{<fN0x#o_9$AHdP))ZhPfF;<v`cl{i}p=p zoY<=tWoM==wLaU=q8cn&Ue>(tch-iWLMyYqV^}TTU|qe&v9=EGZzy5)C~X5aPPR3j z5^YG;mfp1?tP##^lzO;vst-#%5-B+!TJZdR*+>6v9)O5e-IY_#3n*ljW3#?v68(2r zuGz_23ps7mM{=Uc_s=%MHW<dS=zi*dzczNmrr?kt?KyR*x#_&tcb;0TIc=8`Qq&7g zVte_+%=0l$s^h7gRV4(xWvw-?TEN{4j*XA=M^JWmP)vCMdCz;BXlR|*i}vSco8H9? z!)+y*F`4J2Z=HFr{|;X+jH+<tUDT?C;Nz7}zFJkFQSrs%u}~WZoQZrdoKO0JKA~E# z<Kp43Y+HWC1=9Ohmpo7~P6gT9bZKSVN~lixMSV5Y3EiU}+c^`-UOn@CzWJXPOcKR9 zy`oug+wyC`GN}jlac92RxS4S8rTNr%yl4f=#;5UD$=+s--Sw*sCpjri*#ebb#Op1j z_k#0{j~_Imb<$D|*>^Jk(Ng|zn)n$t5=O-q(CuPu(}jg$@|?~csEeA13Z22Wzy(H1 z>gswm*MfRXjQ8(5RXT%retW5`e?0-R$KQpQ@1VkhVqnZ0^7-4~!k6Qq-3!OwnS>U4 zje`V(-ofqiGr+X-z@Ox6gby*5XV`YRo_KJSij8}}!^36o^$#sV@zwc|0dB@gXrDLl z5Xq*ZJKo)ANtuEJdMbRHWS^9qbL7{;`xfA}`TMnvJRieUxhlf62{)e>w{xp+ABgp@ z({@Ot!o5y`5XFKe2)-P6n}3%tBuVSq3;b-udn?T^1zS2HPRqndiri<Vs&^U}Fie7{ zeYb)601efy6{|ix(}aB%3DjT?@}4=QSel(m@=#8-t;U{oaMjmdtNWu69<G~tu=*ns zgo3I$eE$w1_h$=(dG8!h9KLJP=QxBSAqQtZkX(+?=C}S;UM2W4CaGJ;iEtK}nfUoN z@<Dv|^4`sy%i#7v|MNSS5?I^J9UW}?2Y)l9zu|VKq0Iav%7qshICXXUPT7}KyrH(M zR`OsU*$dW$Erc><@rrB77WMYw6;<UDE8BJu5qy4LB{dwHS$1M)6ydqHl3l3MG!6+# zPiqyW;hj&n3O)NXFll|=xI$eg##MePXjoZ<(>GFn{71ZRZ{O#wO=e)s8t+WYOL{?i z$J-SC72V0jlbh7;-qLBuW7aZLcb*Lc&pOT!Pybn5vWe%n>hHrEL!+3`_7Qj!c4WOy zMK(r%nDk#hM2C^Yg9G=)!$2@9f$b5=%~=^f_U5lk2V*8lRV6-he^Q?v_KoVo6<)I# zg_t3DCGPa*?Sp)hXE~5LWVD3NaqFi4jLhQh?u7SI-^uTb%eKR!$>eiU{<voAU_X|Z zDfJ4GJbC-wk$)o%6JR|2MCh;MAnDUx-|5{)#jT0f^@|LIdwWbG(BbwX#A+QG6N;?` zk6!z-LxeYYU}<pty=OHjHJ{-Y=Iut0179Ea>#UId<5y7*zh>av70IR2NP5r`(zoYs zN5j=mO2e|`9u$1v>s$zVAKDT4O}I6=6f*;VsQK#lz#i?Ah_-`0&=YHB$xiwTQ&#fx zoa+~{iJE#mkNiIAz5X4@L-IY6pREHnkb9cBBq%K=4Z}X4>pJ_q{Ge)Y-45@QoiKkd zbg(dR3>k$}<{L@gb*y}ge!#T|I4b3k|B#6ao;@$-4WCQ`jqh*nezhUcnM}z%{E+m~ z!_P0@UCai5zpfyc-$m$<xp9B=W5QWmKYTaV<{va}dzZM#_Z^L&Nxg~h8$rqRl9Z#o zY*}UZnnIemQ*mKu!*$8BL0ma*N_%>Q^!De!KNt+2!~&82;<Y|a@Y;kuq5fPcw6MLa zqCBhsUJ2D3Ro`bIGk@!*2b0}cv+0efq*WIh_&uN~Bo4yZmF%$*_epq^JZQF)aQ?pD zJjTIkQ2{?XOXmL58z&R{X2!-{!`Ry2kYuh_k1TvmC{e>eDLO3fbZ(^<Ivz@wW=4%e z6c<NP7f%!j`#3lla}W=y)yrR^Ouu3I?$tkBdL6hlUHEs8Q8@8PwtS9u>Vd7;8Jbkj znDuvlYmP}K74&BZge_%T;o$D~V$GB(G-~Brc}8o3Tjt*VZ!_wltxawyn2APsjOmoZ z|NfEu)SdohlQP&Ldt7UcZ6PQm#LC)T8%DAIVuyR(HE{mclcg6;<G@srEpJoFK-tc? zm*dXR3~H8@ZIL||4mEz!`rB-p$?tD#1lK=?tb<Av2S2AJU`so1+P~TlQ@`{%*6%2V z?0<u03l0<5;gZl4>s<^&UprYg#1Enti=m|L&k>Yb%HJB~N%~5*gTq!8gIFJJ`sUel zG9Uf4jkCGf3HIft<DS(Gpd*+yaeI3`)_#}idV6CWUsh);u=kCDqT<P^bTZfO3`qT8 z$vO#(rjduz)EB_hB;e}ptUuU2cK&nbzB<UbqF`kkI|$-x@{ea<vSv}+H%NVZ(|~J~ z>Gw-i|3SHmjI51Z9WG2L-iUoZi?^r;l=jDrW2P^0juTJNk;0K{ETW8A|0RkS7LvVa zN>ACXS8dHe^~)(UOm78<|10v5ZvhS+x^Y>54<n_jETC}i$tVQyu^VdmX5bqIXE#No zQTT9nYta7v#VE4uFy>wH7gdWgbA^aU&L(Ftd<XF^IdpLkUGmH)_l=V`wmtuj$2#Y& zn&oFO=3tE8?d5UUmz`Q=kkp1VX)*g62_JFY>9H*d8@mu#uilnnn}+;L3U&-+?v1Cw z(2wc`JY~)qVN337HEN0M5)O1Yv5r&lHLVvcmef?v>W|^0)Z~?}_9fsSWDz*UOGO$b zsp_gH@jQkq_}c1}pyu(?5WRwKV2%xIGFoUwgIVWzlQp^MUfg^t<8cK}pDkk%xK8>f z%6FC?{O*HKzc1%a9L@&=joGa$JEtJIAotXuz!=!+Rywh1litH<S@#=V(kH2S9=%bg z8^8X`phr|wap+rubgSYY-0*4XSU_7XR2~%FSG=@<zP_rSVVfB!^S>00y~QWsm$bgY zzih%G3s!%=eP|U;_3fX=ewl{8w*jf7Tn(ScoTfO^n&IDRIqkYHlgPb$PrDS!gPe_U zEp*>egDNsP(Vla3JTG|n-qqA;klD6xw%4i`Y{WmR3$~Ww#Jhk?9lzFQbvJ4~rRXi= z!yw1U&8vg38~+F#RVD8eIa^@wja1AUOMNeyG=c^a14*~<a%R1=4;(cgV4_T0g`RG? zMT1rOHs;%euWRz>)05kLNO(=o5AIk@Li3D%!iNfSA9ae?VK$(m=})Gs*-0(f`ZeEF z;^iW|$rw@oPM^UXj^4^IPo_b2Pmg=2Ts-mVnmSiAjKcBF>a9;k>1fp_Jt9c<;|kw? z>)LmYW3OTR)3j#d8%X<Y^Wnq*&ROo^NlNV_+#TgB|20fQ`QLMcf?|wWz40R%y{~Ga zZz(9H;B_C+nyqd->rUZajZN1wh&M5qv2$%+aT8qF6u~9iH;tSAQ~4-xYz)%4Xa;ZU zmoQ$u`)}u`esCS>)fL&E1#Uqip1udqqO8>5mxn)_Vf@w-tNQd5l*{pLl#d*R%q8gv z=fV-V)R4x=TQ~+PWl5~OhBYw#**NqlwG)`{-7cQ7AIJUkS9(+458$QB;NHbqmaP94 z-Zl&Tn1y8FaiQicFFeAy`DVLL2l!TAa=u!@PI>iCjjAj|#dAjv`Cd^QLES?>18%<; z&?YQAWc^4fxcua})VxYX>5oB&=8u=c{N_#baa-viFV!i$oJl+`vRTY0(rD1)C+b|6 zKzPt*z74ND8!(sgXDK~;67Sk>*u3F$8+0ixqz;L8pz$%w4%@vGu#`|=KKrT%{^gZ~ z9SUKmJmt~Tb-z3V8~aN&3{)1dc9!FLqE|k!uIJseTH8$gpPH8vJW3%`a%kt9A2Y}y zz30ww{2c6o4GLXWVL*2^eW>-U1}~q@-aR1|h~;cwe~$@NLCX96_ht#VLOJ)YbfEVt za-A@@SL5u#<E7ubpB!PLnD#|4j^ACyuz0!L>6g=>Q(##6s3I9%b&3@-O((H%WO-u) z`JP|?=J_jIobZl$4v)-~vr%-jEnb)ejeuzS&rh_}Iv6%uVCnkZ2siq7mM1&XATgrr z$JXUJY!E!Lves+@H1`~iw9jFoywKw~Zdcv}-=3M%H?L_$n-DeTwObRhTIrwjNhc~^ zbBeg@T;GWyb<H*Py5-PmYBy~>I1QtUl6=C1+r~ci#KniT32tAm?jE|#OqsfDTOcpd z0$q>njb4P7VIemyTClDjk~h4y*6!$skcfx#+#jhh_G+V$$z~SH;vX$tNMA;W?$yLR z;;)JP@!D%(VF7RG8+1D#SRwq3aq|K4emA(|KUat4QT%#5T0it54eqRd8uxno4_oT^ zLYPY0F^hKjM7dlyL^f~QS#Q$>e8rthxvTA<SbAYNm4$d<%r4w6m>q%3)=fJ;OHQHj z_VK5m{IgM*x1FVlB^O-=GKc6d=TTvPiNY2{#~yX7N3!89Fn-OvT9WuiO`h&~UNl?- zp?X;?+}~*U%u%SgE3Xb&StDaioJZlnL!p|Qi6PL~<GPQX?D_YJEiBL7CH|I{j-+p7 z|E6xmwmf}}iJ~W{VLm5Dht16+-$e$0Lb|=>CRMc}*zfU##ldt54I={0ccf=Pmf%P3 ze6a<Pm-am@P{lxbIib!i;8X(F4xib3PqYedO6+~Dn^Xy6wsOPrJOj8SDH-XLK7@Mj zPq_TnNWnYn8y>Km((tl@>m)-h9Tc9@*n|y<A1Umcl=I30o}1}0yUNgl0y&nEG{;eN zd&8FOexwsz+jQrfv%G<qEqZ;DMguZ-DKFpfi2%2V$2Z)b=EKMde62H54(Gfq_h$sP zW3#|7$L;EbUk*!3KW?vryDtjY9&N?1Nz+fmrAE=!xp9^nScBuif8qxj2>0-7yMHU; z3*4z+UmgFD<ovSjHC|Gwn5G)>N3U!ewm-O_XKOQnvkHovS`LrG)#mH|tX@-a$k>vh z`AR48oZOh!B^+_4Jll@td-Evv?D!Q^=|6CIf2(q4Ry7**9rQT!lLr2*&F@vJCXuqy zG1JhD4$QX0iXJ?jFnBS)^9Olvsu}&p85}YVOx%g<tbEwBYWJ9=40#dme8=UaW%3-3 ze<og}T+{~L`|Xc@ZVtpN*ElcE-^nI9D?at^UZyM#Rj+{z;aT7{ydC39yq^pzX*EY2 zr+~xq{d#wYMD%X$qEHFH>Ib*c^UF>}aHwK++s>z}kjG}VW#Cmk^0Y7|4d$$3d_dT7 z)+1ebZ_V0i%3uk6Jzrlre!COQQ(kp%*wO>Gn(e`je_FtTs{H5P%~c35UXYzDBRRJ+ zmXUkFk|p>}D}(O?4LK8vB!_edAzWN0MkzZHbv~x8ooAxKw^p7j4=(kBS?&B!o3K7e zIi4EcyifviQcT}es!!p{<7Leya-S@fznW<4JpfO7Hh8ZkoR|4?k?O`CacExqO8sf? zGVc9;?r+eVX%x45{hoFG404}1^CzU~Da_n{X)dn1iYE%T7PyePMdnz`glJzYIvP9x z7jl<xPjUCdjWO_^#<8V(s2^T^`H$^S!#I4DJF)mHc?wG2PPWb1w&1>^HkSHBgP7uS zaQon?Zp@!N_w?XI6|OOiJ}9<K#Rumue_mlC_d3<l9RkC|dl18*L)V-}s|k;%-U8&G z-)Wk=e3u4JQY|_aWIy*+aDMii8VxHxiEOw$--CLV=clGf4*i^aZor?FIZPAzu{ofm z0S3<q?VH;_hNU<EOWZCxiBErK$anbD&^W_mj9;V}%MQ*eF_C?w_Wjs`(qe|JcK6=f znNl6_{<PhjvkBwC|NK6On&tu+{v0Th&z#4;#f$b;wu9t7hSBOVb0Oq(wes~O&cfql z-oMw6&Om77_W<zDK@pAz%aPaTVN^MlJIs6qGA**7eom;x4BARUlT#<*UdQM7Pba|+ zuNSYU^c(Tk&EXvpC!0|Fj!4*Nk{do~=h73E)rZaAIp;VYQ^DIVBeZ0DHheBSpr*n& zMdr@i5_4h05PY~m`x4n_PXGO+qc>6w`<cW>IS0pqLGk+aTN~;4%gNy6(I0gvF(Ve) zNc=fI$Fy#le8|Pt`W%mE<0S7}NqNF$OMchd9_;Tb%q3hho~-l7Mp1T2qqSUi5L>22 zVh^9l0r6gIvsS-W;N5#>F43|FPBA-fd^r3GH+@bLJlOgdqU`Q!s(&H=<KZQP&)XO% z)*m91{fQUvj*9konYJZJ)a=>zsAC*XT&s9I??X5!#TKVN_%C37`%ar#0Xo`jlW)?Z zcf;x6U5*ljvmi9ICyCp75x!{@{d5Z$!H_2(Sk#4WP>kO{;dtr*EOzF%{Kr)b;->5u z51%0%`{V5msrT#g=+rWLcr8Ni0sepAF3iIHmBBx^RTwFsEq8?u1QDK(O^E~_JrK4B z$Nx2!pc7u<p2M=-9at@RJaFg<9T@SdtNy1(e6_-)97Fohx1vV{E68(&E$`q>tGY?_ zy?!j-?MN+3ugf{Pu5A|V=d`3X3yScSQdBg@!`tNUlX2G1qy}`)tVs)yCOuNxnP3r< z5mdO5mgqmvlEpbU`;L0H0@<v-e68)ThO*O3Z|^KEqU4((!=l|o;GikYBVyAC^Q_aa zEbKp^JFkuC;f;A9Q5G(pEi(pu4>dzBlDqP~m+O~KERBGZlL(XlbOU&FG0Rx6zC~rP zqp1t^<M>Qo@Z=YRS^UI*52{#*?^pQGBU6C_0FCYqa!V7~s-l<gxupVC+GRQdI1<r* zI)c+qHwHGwzk1WEGzDkB{F~n>-U}(Tx8@%R*Q?0KYHAbf5D2W!%HQ@znE05qt7M=L zcO1Dn(oOgxgXd>V24c$K@Fz>L7P%@cKH;+SLB<G}u4EdTTx|jHVBP(l<XaP^)fw%B zhhTiqCimi7Ezpsjzx>mp57k<q@d%4jL0PJZ$7%x|rG}rGYsL3rVxfj(fo(BvKQhL; zH;(Y~lZA~04iWFNaleuH4xa;Aon+&eEhH57ikG6~-{>dkDqNj!`i$NVk!P2d9k zSVqkt4K81_|E?KJe4a5D8Ep-7*k2l-!WG+#y3uRBvagQg&pvbOPlWf)RC~tzOT#Q^ zZ{E|uCsTk^Mr^E#I;*h#FH_;U3epP_#}}_t$B;$Z&+8TG_nfl3Y5ucn5JQ>UT@}gR z^98NzK=|(z{KDfK*1+5h7ykX3*rPZJSG!lmr^XN)w#z*`%Sy*i+q9yXo@xB18v4}7 zqz4(7x4I9IxxT^wnFDo452y<q=m<?|1k3g6AG%r_(O){~pO(uktiS(lL*5%Y>1%Xp z+(=r0E9ypkg)w!Y5X;)NBhnwrL)7R}Y+1Nvz+8L!zg}o>D=7~R=!Rj(3i50%K@*i# zqk|6hn0nOrx2oSL8Vi>uhxT-Vj?|cbEA~T=yW7LdFQ%X=U9NHG=m^y2+r3ZiB=@9} z(avVy9#l?}UX><y)`xTjkw+Xs(3$a_bKu=Fp3>?sjvpX<Co2?`F=3(f85fRuFw7&v zCqutwgHpVK?Q7Y#bV0UfsIKflIwlXi`=<1W<W-+U3!eP142KT?>iVZRjKgokb=zB3 zKq-CAI>!*wb51_}{@;VoSa>36Oz#}w)0~#L8p+U$qdziEt+YfVEA?oPid`wz)<iyv zWUa*_LE6>IHZqS03%FdX?ZkT{R#F2ue`0|9^=m)KzfZBp)!n5!3YpIYna|xN9R6-~ zrQZpOp#LmpJd1F5expXMzA`K2(9c*2{!1lLTy6B~SS0DwjZp?XrdIIR-EEpes(qku z*I2ogliV*`G-RyK=fUb~Xmw^F4W3DAq)YpE;+L!ivGZ3~kzTYhUF9E{Q<T76z=Z}8 zR}~-8m^<*$wg338obP}LyRU&Vo%7J=S;cKYYX%?Y^fs%J1yFMRG%!baw`=Y>MILA9 zM-l#ACH>S%@W7(2$7{Ml_u8?d<&a^*8QiTK<uHo5f6}dFbD6Rdd|xwljnTkOiB<j7 zR)(yPX(FGVkX*$nJ=^F0CuumqBeKPZJ_(g><Lr^^haqxb)GZIARO~KyeA)1qM!4u3 z#k+H=Aa_NxfkxirFW=O5e_`7Kb5d~=+_Ez;Xs^N@hg9@AeuY7+dlKT*&UrL5Fj7XX zwj59*++Oh)7K5(^yI}L8UAFj*G58#%DyZiZ1J72}tbC6#Qud|ht!X6rIhGHUAJ28V zpu{WYr>k``Y&?dlvgxCkHDcT_d88H|Xq%Vw|4-3*KT`d^VH}y2jEqDBB_cDF%B@M$ zUX{_H;iDp{q@t|SASsm0>`+Ez+{fN~@4e@-x9{`)2mElH^L{_ieP7q>wcZSMMlYF9 zvCctU{O#nj6Eh%DaioL!9gWI>__6Hp^+}|0=DU%xqXrfy2d)oNh$n~r>9_f0^7m8Z zL_X&9q5JOVk*((zAT@QEZx@-rd3gVM&F5MKw3~p9S$Gz^6b~pm@9YO}S(_VqEWM<6 zmi0h;M=hu@n3;vkHi1-ZnW7@`K-k@t45=hM@$Rqv$<Md<!|>^M^v@UQDPyHO%Xin- zqRa4(b*F$HsGtr73}?1s^#fP=KlkThuJvDy9@i3fsO`FDZ5;-53VR%cbxCij>Xm`u zY!=9uo1Q(rNJU%C^QtcU=u~dp8l$WIuLpx;XpDT6M^XDoU7T4!C%VWuy^?zv1+wM& zlaikZKRo8<q9acyD8*N>#5fHh-^lgX*KDX5%b#@d;Ex`(Q*qis>z0J~MEc!hg=&Fc ze~{aMkoXt(aVMpWQ&4dEG)-WB3mWXrUD$WC3!WQ(Ph37252xtsH(ZqL#8_iSy;Ig? z&bH;+IEzaG^u1v7>Wrdd`KWMQ5qm#8mI?nV>NpGAdf8O`*;c_z9WT^q7NJV09Iub? z04~j!JsKWv$1{G?iMC{J@U5}YIFNk4c>yLMKc9t?dcK^TZk>?6HDXqK(=>c`J!mk< z(}|}KUjLG`neg7??R2eJ7vS^sFWKjI#DkY5b3K;q!5>7u|8%Qz8MU`EchHdMJ%8Fk z{$Zg${H8}8@StRa!G&4Y3q>{f^%j$b^i&_TZA2+XF5(+Djk3`@LAcYj^Z)MJ6My-| zj^}+9)gazCDWEw|`V#sdp8wvqfs%JX88Qyd;IR889+BJKuy@8bl_O>bd)Hs>ET)+T z=KV%i<?O4_dE(Qf@Ar$qDdy8X3z=rnQgCZzOs~fKv(LBad(6RP?AU-9$)_Y7usG*T zDM9tP#FMxB2xqW%!R5NwDCUf)<R8diLZ6@(Hx~D0U~i2SIDKdy4<5>KtC`LPGq+#n zhGc({&31o1T4oS0ad&=FBA(37!TaZ~5H6`7@A5kh3*tcuthVb(>I3l;<qwiSw}3OP zj@{QI&A=KK)Dx9M@-oh6?gSmP!(WF}nnX%Su2Z%A?13HK*q&%+_4owwEp1b?IVok0 z_nhXeT(*b8(D?gv)s>C-)3w6n==&l3lr^rh!C@8;8BpZ@yqg2sXujwL{U*4W(q@x6 zIg4(JFAS!4<-y~tt4=#ezrOWgW6G>{J2>1`A1ZTdLxx0$zx`?N;Fc*%92e;qDPLCl zS;kb0BGg{*Gq3<<UmM27GpS%Q6Q$zIHi3OTFSAN+4WO0uzF(ppvv9+2nQp|r0i8!8 zuZkx(z%xFE;kJ%Ki0*w&by*w7Z!1k*M}5BI_SK_XJ!v{|Cxffgt2ok|OvyO);QSAS z-EZ&2JSfM_H`?pMZ;YWYRq;-y$sAmCPf5OY;Q!CN^k*d}=_sj}t3A$1&f$abtgK<e z&Eha?RM<!SuL1WG6qmo$L;RhRxjpSYz~=O&g2ieHp1sMoiP@C}LwyOycW{kkNqWco z!oda@QT65fm`s60yKNEI>-{0%%*L`L!CpM4{#d`lnu(&Y!X08{w2XG?j=c}beD!SR z`{Ul6pKvHEk*DxgDsXzzAFFsoMUO{gM$_$uC~ojFfsSzuBHw-FljfqOs5Pmr%Q@Dg zb(r54hk_p5xNdu*Kw$tl#e(VR+9#psxTg2jR1J8yM>*}3LpSz?i>w%(C->W*Pq;>E zNU1x!E8A^;4tKmAx@gKhjP!eVdOqJi4<bV9vt}e8$OOGNfAv(rzE5|ktK|K|HNbz^ zlgyQ)YUV#`{hYy&BBe)h9uqiymNQ49D<9TGUf91UJfZ!?8<dz&5?<1_S5;Q$-T{r( znjyO-*<U!_TYhIchiPUmH>>JsC;~AXEY&(Y@#}utz6+XF7;&qSVbA+69CSK-qjZY! z2o%%43l}ay@u3*D__zVMxAe69(E1qu7hmIi;dv!Kcwc|^!bBRJ|Lt7JCEbIr0WY-q z=^C+>w|$VpJcT?`?G|$WYset2!0O{Vj{oGmHZ9uvk^Igf)#pxxZ@D4y_+R5JNL7C+ zlu1jgvf3)AVkuvS&M_xTk7%u6XU9a6US<ZIQZtv;KUD?qG^9E!3D4q;-M{qrGYz;J z@iccmmX`9PFMHfsHw{C@E=639Si`TOtU>QMi-GBDfRuz)B|3dI%Y7!X0Q-40^5(*S zgHRz9Op`h1N$EX@60Q~CYa6PT&hj7dNm5gA4<Ew%1_l9MW#TPguMsxUEQS!9wN24n zmEiG|e_xW{5@gFUDQ<Mg1OE2+*~e(8P+-yCexG3$mneGmr?e}eJJ|YcKbfOT9Pbc# z9=nY5g&#iccJqQ82V>b&1^Pi-%l@_q$1rU7t+xwhEx<hO<gW9_YN396(URNhFu25U zrc*C>V!`Tc!+|lvNi3IK&ACv5Z#<tW@7_8H5^usNle@d|_YLLKy$wT<kU)vAXd8wg zIw9)kgl-60m!UoBUxg;L^ssGe5hQ0%{VP?Q1?rl3<K~`zpgM)!d2B;G;>U`j4|z1g zeqANn=%*wnch@GbLZb`iw_cVI9i7F@Yg&5?Bd5{n{&}Vc?}*oT$COmK*CI&YK5ccW zuN$d7yMFB4*?|0Fm2MAw{sMn@#!*eWW|S6PI{A6627XB&HCrW~(z64@nIigB)JS4k z8X4^d?`Tb_uQY#fmt<=#rz^?*sR(HunMi?Jfq!@6evgAx@0uJ-KLzqX(xzJ8`vZMp z38u5|O^_GM{#ssa2KSb{woVNv{FnLGE$nBSq0E4)^H8ZDt{jbMS92%<P9KAr)ssu$ zW<N8y&$J4X+?xAZ0~@f^xQ=aDgbJ&37bZ-uwt#9^u|>?KZagnAo@)JV1?*Z&`!^W1 zpm^uxc1F%+Fj@O_VC&~8G@X4dZpuFm^TBCrPGOB$0I4Y<PpII2KIcw?2;rr)8zn8y z&%?<$cdhLj8K73hk-QSHfUyjUgGO0Z@bT!k?lgfI7^W|xdDE1Da%WtE9_!6QvdWjf z%>Ffe7o&4JqpJ~i2yc0?i8d2BQ=`OgE>>b=z_;98A@z7PR<Od0yMer)(mSq{c0-_r z+V5-4Yp`JSM>+2V72n+3`8oL2Bwjr|uQ}h?4|ZP_7tNPSaq6AnTg@kgTW~44lqGNq zw_EMDb-B8X9?n-XM(1f&WF9fy-7=R331_t#`uL{MF-`v2Z`(}V`}ofSqZgSMKe?yp zN%rx(qqla=@e*G~Zkq>8jN`FacA^VzU1VOfTh*K7Y}nr@Neh$na!A(hN!d$ta6!i+ z`<Q$=etGery|$?h<~UFIvF_}EJ1^B!N9n)7F1~|U+e~r{mUJd#S|g~$p7=*}svmz< z(l9uFUV;5$)uFaV-RR(TVo3B~6G%iPxLtc)g8tn*{R0K-!N%ga9?doK-m=xZonlTw z=?7+-=Ji3q{7u~FpK=v$4-C?A_)>;)lCHUTl$TKD!f@v~!U?f_&YP2=KY)6-+@u&h z>&cv6q~vu83nldY__NT24U~*%#mcL*qj2)+L(PU;P59*Sl|!PTJungX%_5h93eBuE z_7+tG$Pls6uCqLkWlE~1#_M#Hqwc3PsTbG4QmSeH<J2KYJj~0sW2gXbdTcEgdqmE~ zJocHL#}>%BhjEJ&$pdId*iHDqNW~<+@niKbLvXt=Rr^KNG8~WQ-S@GE3UOP0`GwLp zf%vH}23tu#r9F&a%#`?z_HBFkhCy})rx+C%SN<!*%=dK1?fUEB*AHnizUR|8J^Wrf zbD;t3Vl8O2&dg!%E8#-wa3x&Kx(dm6dO_6NR*YvC$psuyc*{oLhN)+!cN;6vs5mYp zj`GkB;^r?pO}#ZEga+dB?hZo>{`@7zSC&$bpTxP-k3KC$v#4+KzD^ThC~AD~oI))$ zehkZhnlOe_t|JWE`R(YCT0H!+pGrJFac|Vy7m1f#z&u`m94vPBSt$I?g}>iFGRs+X z5>CwH&h#lpN`Yg8=&B&e37-2HRs3)ouT9MCKkK*x)?U|TLblRVUhwz_T)&<V+iraL z+u>V@U*kTqpHixZSLYuH*FGe3(Pvvf$&#Mb8D4xmE;|Z_@%ME+-Ex8F<_CwNwK*iB zg7B)<Hh8X^(P+yyisKKvHYK?CL3noc7kxc4{|uK5+wDn#61ML%ak}-W`k--}0uKf0 z%FlC%ou7fW!Khmwp4O1(W-(95b{dtPGSkd24F^zwMN&jyWDxA;Px4DIlwwB<%ber> z4Jy5#vQ+#dEAiL{xymi`MVPlqM}EtjTzHjqt3a@72zI)(hlhQc!{wBiZMim+U}*j? z>%(db_-xJtr_~&ww^(GCwrGRTq1>!<;;C?_ICOWzd?mcw9iQu1Q;O9;!x&<N3Gdjw zsZZ$o5IRjLT(fpzq#X9d&C$9|=u>RgabrgtggK1d*FQn}z;Pl^=*d03m34F2mY6m$ zVBR`9a$^{22j6!6HR^;jDf_%FpZ`LW4a(ow?k?lir%x+xmJ<HlgW=xzd*u8??c24^ zN6y1Lj-GToGXkfBjH=x?jbreSMBP8OG?eq)I)z(q*1<6|ueVjny{NGBcf=N!D*VnM zVcB9ki1#<_j54@Mqr!5!rzB?AFlZKkT^f4ag*jXJ=GfyWK~v>+c<%55tZiX?>;I1Q zCl2=Sk&~Q7F@5(_V|J6+bK$vw$)$OafAx7@_0I|{m+ZSQs`LYz4c$~%^Vi_t?Sx~m zNWX83Yb=LsX+GR6k<jZV_p|!_oPt_G-5AULTN~^q!J^cC)8F)I*u6*adc@H+(EJ?y zwb*tZA2G*>>plF7-L#|n+Q%C3eP@;37Ns)KvKJe&x=*-j)MHJV$5$|?c`2gHU=)2h zXE#rB_TpXI_k51lgP=a?oH%JUg(f?~lV+%qV7yT*tbeo`>6`kJcF^QNrd8C(N6C$- zC@K7brC|-{DfF|){Mw+l&p^nitqmK#(x&Af%?CqIUo-ak3jAq#x9kpQInr8OvJv7K z$IA4_c|LMu`0|r(gl6I_{_45AC-hu4T#|Y?!*{S8Wa*+S5*TSzp5K#*oL!j0Z<^1e z&L8f?F`p}ui<8Z;7`rjK&~+Gu!aWLCNdIqstv!mzsU0)--*(o%5rP=8z2ka(1w_bZ zmL!ngZ{zWgLPt7?pY-4%on3}iNawcQ`Y`=0t}z_y<=!`hKl}sKXD;-Sn)<L|eS8<r zXceAfKjRBLdl}jGYL0>ES^6Ed>MRuXFu0hYwS<Z-Mxl^41E25R*edLkg~|46`x*vX zpocG6WNv&8s`vXQnNCE)dU;5Bt6?qpSnmkkK=#8AnE3x&JT(UU>6oUxQi!Lzvd)jX z{0Uj_{rI(+xfbPK$m&}7_hK`1z{C@r#JIYp)L_a+73nP!Crk;SqS`ZsZlB5&{5NoB zZ{=wk$~gvCW0Ax)aIEOK`EDzj(;eGz{YoztN0v@hS$?Pm9@}qu*^CqDDj7W=moSc8 zM(JQbN%H=FIxB^%lZ2zerg5cX99K1V3LDq1;_DMK<{}(*5b~+ahx_m}7`%Q?zmx2V zcVD=1Q?{uIwA3%l{QBGoF_qC@-A;BvZq|x?+no}O_x7%D@tOywmdE>r)U)v3vrBz9 zOuN9)(IvXte-gY!<mpep7$JRtV^crhQjsCeUz^(`3@Z05&9T|9fnR|m*3C~sM2g6# zq~9dB!ssTmXE(|BEETDKpC<eq%4wy8F>_F1CML9`u?!nm=^Olt|KgH!{n97iF8H=v zLX~=e@N~bmJh0X61XUpiDfd$|#MAdgf0N)CZrpIj;!xxw(42age6o8QH@flNIK$cl zT$?xY#BOVY-=3pvK-YyXa^k_9e>-4$1LK7Hqdquqb4@Ji!5S1;+i%FH>%h<TFI0bQ z?u6-0M|i?s6F&JV)*2J7abUfqW%-Pk_?({>%qwPe;UC^Tws*<C_2lJU-z5AAxA#I; zvY9RMp7UOLaC{e;Cr74>b#PX~wL<1%9pZ_T<bPq(?ivWe=Y!AY{b_-B;muCrE`<9v zPoZrWs=*kQV^42Ta?vO)T9W3!0kqlULsbgsfXf;3$Nfa9xUw~X<iQtl`;<fhh1`$A zv|Zv}tkoi&2@LR-&B4!vEm@`y$sWhE*Xn#jG6vm0=^ApI_y7*43>tZ@;c{znM2lV@ zhR;E<pvgSy{uH=yHE<GrE>~BZ7k1!<sXRaV^(DM2UuStlY!oDCUe0y}4#7qa@hj1K z%qq{qC5|6HL4`<3j<4<mrTBuM+4^V#@p*?|)5(q-gN***Xm`a86q6lo*16Kdu<+OU z(bdya@MZ7g8ds-eNS;jn8Rp*uO}6v}Q^eyraYyGV2$CKscNA}~-8hPSjE=viTY>o< zegToVfnsI<OE@v92J1?H8>|w}@u{wRBYOV|@a&4p=^~94IDNV8y~K`5Slst&@5Ht? zyt=gI_NV1$sCSc3+E4P}I!4DoNl@#M*XBu=8)Fl^%^p5tU_1rs<E`o?cM5ThE89p> zeE_1Zj6<HDSV8UY6ywo*<2Wo^ecwc_mH4<qUf6CT+==pclB0w}Wb=e~uVU0F>biG3 z-TAK@mNs4b>zz}DhGh>7t(eNuK2o;tn%)GSGpV=Ouak>P9H-qBpZ9@Y_WSSYQ8Q5g z?_Jnj(GYCiLvND0&<6n}aeSSTqbQueH&4-(%$FWCX{zWK-~qY@tIOAER2T-_;?x~z zDJnh>4wWrTfxP<d4yVNg_*?i%;^hB-Z|WIO>0VFbZk82;@5Phg<yh~rq}qnNzkFCe zq2G*!G$l!YPxfNDQC3)=YYkYhT>5YKBf_0y&gQsyl8M5hXD9OJSRN=kCdl;G%;At{ zN@tL4Dt0VQMblf%6Mknd*U6`$aKombe)I_qg&{jXlZC4V?QEA@I7nVQ+_J|z{U+H* z*;gn=o$A4np%8BQk9}CRF7<4;VI7=%<@($GXdy0+eA-bmwuC#l{+yI2=d$HGc2}42 z3ZN(#KE1wi4bxw~kS`Zn#SW_zb93v3*w=D~a_K-V)U_l<ZhHR-_uO`RR1nsN61*%b zmEO&G@%owiHy`O#Jfix1_7_jU7B^LQ?)$SK_pu1hdUvBKf5|&)DUC{<hv80-Gk?(9 zKK``^;UHh$CH%9hz90IW5AM23JXrx&_u>U<dyw8r@6}l{mwn#R;urXiiL!C!=fNqa zUbHpbY%ue32{vw8I_Fu}iib2KjYV9hz^q5fW5aw4=|>z+mNsjEpI2&YQY5KB#GMN# z+J;Fk%*JXLPXb1_a7$OsR>Fj-`LFs>!fV$&b9C`56{|j8>uNqug(ERaVr9A6ctG=H z=aNw_@rI4vTql0%Uy|aTFSOU;>58tTAgrKToW*O8qcoKC3)8Br8^<s~nk`Dmxe|4m zWc<jI5%vm1s9zPUM#Di>-Adz8d^I&R9eSuAdL@4i9s1V~_eBFninFI+W|z*V|1OTg zO}pV>R+4LZ^My{ghJFz`HS&`)_><8)L2wU~?lfLym$Fl%_rP6MWd~O1Yf+<Fv%1r( z7JnBq@3WO&K#`yJcO6RWA)4*Z_dj2YvG(hj@rctny8Tn&`uMXI*^Z8T>)u~P#v+~W zLl#w7Ul9C)a<>pQE(MyDdG&&+WF>R{yDq4TuuHDKLcAqca~L$^`(bln{7L7Z<FH-# zFDt$8EQsFS9<$w}0TO?!)r$L8fw}vBi&EYM5IJ@}MCw{6rjU7j2Q!&xmu9XnvHyY3 z<2mVK=O=*DSJnN>lX!@WPYKgG_d;4^{V%1F5j=EI?zKi^FWNUBdsh0j9?fqP=kWG9 z@Ko~naO><OuyO7B?NUH`qn}k6OtP|2BQe`z(QFP|!(RCskY1bKF@0{CHR2;^IySZ} zzW{LuZgl65OhEsCR(eHG=HbM@PZu^H?8R@n*N(j%t;1hO)j4m4yul!6`IOfrceCf@ z&2lcn;pH{E%8BE{D8r*T!Kt+j19hs(oW@1q&hGW+rt}|_VmtY4?h4^T?U%XeMfw;E z%UgGrkerDplgG2Tt1U=>fGa7OrVFoL7RVFx9R=U>pT8MhZy-51wNtnIyD+ybwNH_F zAYag8nty61D)&4RSfcGGeut>DJG+Wu%XsL4fh{$Ji)qqo!aEA~I%<J*PnIDw|7~MN z?f@KHzvzDD+A6&CEVwwPRe~SAnso!Rr{T*_MR8}}W<2_h7nC*T;KTE|)ZXK<X#J|# zd2A=~YHR2}-8tEY`}!Fj4Ou$zsfVb9Mo~9x@f^4R{%R19pjCQ!_HQ^Vb;V2i@-$R% z9kcDE5`Xc*?ojTVgfDF-nj3O50iE95KjiH`kG8q{=Z50@@G{e7+8wq1c=4jXO}+u) z$2BdTyQf3}Pfd%z<4vnT=e6|I<5nApJ{EP}eQ_4j|CA&Zy{tsvUg=Y|p9it&U7A3C zGU>w@LA^Km|CP~v7CC#8^d_qw<XbltBYSeZ=U`L<ve6#jS=cj<Vw&o4-NdW(ee4&H zZo&ju=C~hy;Wvb3Y-6tv8<6~f{PItF{ucN_$HaE+-xzH8AXMK%8OB&0U->$YVxZ=T z=<W0A!e(bRxth{W%xh1|{q?32+L(9~Pwgh22-BxIJv>=(eOTnqy`RCv2NPi1vf7US zvTZmo3J^bXLhoJPhdp>cvvXHwz#^PD=n~9D@((x9_895Bo5uS&pN+ZpErIDIU5@os zDQ<Hr5lD2bB)QP+v;K1N;1n9Z$=G`UIL;`SrIGJtOOsQ(;m2XT8P{v5HQxsN>K85L z4t|FZ4|?C%YPaIw6OYZs$+^+-Olg!-Vi)Qq8l~TFAwI~Of&kXtgHWbZ?SJJ_E~=jL ztB>^jO?u%~EpFx`D3CC^5TZJR+tcKC9@^RkR{Bnx+4rqO%N1?2)Hmbs{(;lYS{oY_ z)sGiW-?xAoq14u%$`0Hv=$aoKLpWW(M3h;J7qK@#w9`_24Q0-Y`JPCmV8>gv`2-Fc z6~mJMnr%Mh<MDHwJb36QL6^d>a`fOlI#a&P_Uk31l4O-NcLJHCjTS_SOEuu!!H<Ww zKk5bA?X>>j&<^P?22#?osc3XqXosy>CDv#QhBM3df%9uqcO$~d7MVXbIr5%(21B3F z2k_Q_N54O7q%Ao|wmcU;p*Rn>H@DvVvuOw|PTQwGjO>K)XMdEtO!Kiv%Cab7Z5S@U zT&UZaTnR@;-glVpZ^VmHzx3IDHKKbnZE5Mn0x&C_{N=+*_6nk`oo2#SsQbL)FPCmS ztkNp{n%XgkEQiEfPNcOVt9I<84^Oke<DSOm%zXur^{RPM?+wY()amLT`ML-XogIX3 ztv4fPwEif6J&#@LU78+2!??Op+l?o382Z|Ga7vFiqn>R;`29P>u<P%RUrgeCVD!DP z?+EJ>IxfF<bl@g^o+-|hM$0+m(~0+EnW+N9AIvNMf{R!__w-=JS~v7=j^jS^Y64F9 zA2>igMMLR3aD*k1(t~~jMhvRjR4mT8zIoAM2xmp4`cSA9R~{K8D-xeyi6_TfnVebZ zW}aMHUZ$tKvvJ+%t5uA*oagTSS{nkdzx7cv|GL5K)iHTPTMFT@%N*dhO8|Gtz43x- z?ZChi{`H4nHM~FX#~1%K3{G+RJYy0Xf|i&%{a0kKbS3RVfk-#u1N;ay;5|c2*~%Ez z+AqmOfdXZY@a}PZ$2$J^pkEul=N$;Xuki;B@9(xKFDH2sn>0RF9KZz8%gsA;i@?Id zSATE|9mP}6Y};L(9(a;)=j!mcb%-e(y14nv0_@q9WbZUz4%A#lT9fh>h<QVECDfec zA>D5$u&EQT{N}Nx6D4$%2yPlHi=q+q^TDm#uT0{D0fELVKWJ4x*E@8YUYW)nvjwGB zf*N2GAHUuA)>hp7Ov^&lW&p*Us-r{~iLajf#&x-rIn-0xqfmRb9EuC{dyT{fF>ms) z`dzDWxDr2Tj*7pq<Z(x}z@tgH(a)j~T1)0@Bgd-V+ss2rKnIu2pLh&Aq>;lQ-VUeN z9%U3RkD<SVvQDEzF=!lKyY-OF;rTd(B_|!LK<sQwVfSNlfAixV?MfhCRyRwr4dk4@ zMBClo8NLWl#AB0YKcqoRn5UD<Tp>QqSQ7i>o{8ahM(^xNj_5=Cd9~Wy28>IYzhzzA zg@HB0N*WO}pr1$OzpB;>l1m<Y1an(pD9`_~E`{8WY{T!SF3rRD{LH5&t?A_a`F4V% zuM6W3S!(h=>xXSe=Spm^lHB!Q$GZ%^gFtP6@^vFk6J|6EXMB+AMeWa#9{Rc|aF;3f z;Iu;$8V%=H$>{V#q43dr{hK@B-{DH;g{w8l<a$72w_iMHH7ANkWwv6>2*vO2S_JxB z+SfMyV+Jc+M|O%6AK)W5*JBHJQenf7@at2@=HRdaN8(1WN;Ehdq4krE0+JkB<zuFO zm>++mQh=!fS3V}*o47RvnsJ4M;kp86L&b+mw^zak=dIt%4$t5#g)J2Kcis5wk>Hc^ z=63v5ai*m}ssz7_J&CLHt^!r3!<L!-#K+6Kjd%6+41R4rFJfa9i-)Y9eF;<_#XVOd zhXyr9aPWl_S0U*SZ4~ReWf4a5&oTO!`k?{CO-^pS-N8VazUx_kjC&b&7oGNsv04Vb zbl;CRcqZ@-bKqQnTs<<~<r2=UTg7_C`zN^TmcjNMeN_3&R8%(!_jMsXnv~|48;kc5 zn~n6Xm+K};UUcZ_m(y)XU$W(HVN?euiPebd-s{8KEP;`~#p!UPD)}Y8Si+nJjfl*J z-#D<*^*N=0_^;eY?OV@GW8lQ;v+ml{ct@3m)$(~5o^&^V*6Yy>jxX*7PPUMoS-zGW z`xfG*3Ur;$uj@wU%t$HgEB#RVL3z5exDx(szf#ic+6uy9GwA|(gD~60Ci+0S660#V zF|nBu4okq_<EMAEAah+>*JvQ=E$pgNI2bdHO{P_ky}~KbcKywgOJ^fSZr)y3qF#rZ ztjhWZQKO*Vlz%WQbrtvXraz!JT*Kx){3frQ*D<GlgZQ(HnebLtkbQa~3$N_z+>`iz z949pG)#QeI@M`6Vxv5VV$i5et-g=qrKmSfX@(n4$jJfvs1+2y(n*Xf()#+3?lOkn4 z%B(|yM7Qzwk1L?{xbpgFegQ6@GD-FmUPGPI*j@S@{rF~IwqYDM6Xif#Z2BtU6)S9H zeB<_%yk9Es_)jdhLgXGD31!_9u*qlb_+8pha!fJJ4S&X9o96`oThdcuTRQ*9=_`ZE z3eSf(7Jlmp{h3^67Dr$q^@*yX(<EMa&G0^%XBJgcnLm8l*o{ABcLz7^s)d7WrrGRN zV{DJ%_W$~(9_t?SA2eW^LKZ#Ks6A?37`oG4{Rs0Q2yCD9-I?2sC8`cOFAJ#9N`EZ) zK5Zw=1bL|!(*=XA`LW$KbuA!xYCG>X&pwDmd#fkDrKse6$+A$U2LuD1n>Hj64zkgu z3wh0L_^T!Q@1jsQHu>-eb$(xfY38NhHP+>zY4O{AKym`-%=b(P)7OLI9J+fQroi0= zsXH`cOBfu>o=&A<p<sDuz!Q&LIP@y?@DHtNh-C8mD=ImIUOMwZS>$tbGT&S!5<zm2 zGn#BcWbQsyaL+rLa9|dVLT)-8AUzMcCSTp!84T!noBW^hAhK2QSluCg)ad7t_SR`t zprOeS&G@n&*Y#X>vY3*+lhJB{uXPmOp9|mn%5E9$%?g>t=zAgLT-NaHfjQ(FJgWCh zHw!F3*~wn>%l<zfc&5;b`0bP>(++&81cB}>;m-CVWU5SQ<6-=QpG&Olm?FmU^k6`F zCE<fy`5Kl>BR>g{o~);t)dFATIdU%Q{DyO-?8o+aR6wx96CTRrVl?8A8-smyurE=E zUh6_F%y3<!<Y`jy-bUGf9G{z^J=^hE;Rlira4=rFvDAagaUm@J@&C|piS_TzG~)Bh zDR^+}!yx>y$yiOc=)u^Ku)Ke*3%Em|S#~RR4yZD+8BZGOP~bvVp~jbFw9jyyxJB|h zDWAkm8S8o>GL!!nHLen5K0)`}!!yu$Vs}s?=`ByUGjdLCo`bIy*>0T-rLf0vr!dut z?Bn%vxAPY^qvrmXE>8Y&sI%Sm=*us?_{39s@gnI3t(4o$d68U-jYp&XkBJ;K-$y4b z7?OibEGD^$g2X@Qdnq=ub{cdKmC?*Tu7!_*=j~_6^Z#NXqnDL7nS-WtUH(-52j3TI zy_A(p0riQ~jr?l;=wbL{nr0{s3LV22J;~fAcxRLU*EW*JH2N5MknqZK1QM463f4j3 zfRF#QWgp&m@VKE&-k)1a&q;Ra(W*R)KHs8QPPo(lA@{^3+Tdx|Y|Zhl%_yO)I&tKB z188fe?+f2g_U)CLihGn+;O*KFGiUSyJhxk#=_Xuc?jw9TkA>$kTB-l#p3+!2z4VQ` zN<JS^vRnQ8s2Uj-<^+`$#!&Xz-O`8c?ZCI4SuICq91FD`d=?X!0SobH)sDxLNRM=7 zcL-0;`iDbag=Z$7dB4qL2iecC^W6M7LA<Z(I)V%uXX{|<4c&`nwNS9#;}hVs7zN%! z&s@#qX5eO9RW0jDDg<A>Q5ludhFZ^gj*rKXduW|T#(ZcLWEN+CNtqjjPpbWL+jkX_ zdx`UFYpr?W1ymMU^Undhv&;u{FJvHlmXbl-(RH}WvSquMAn|Y>+w7))i}cnLgWh|W z72~f%(mR9*uatqyCQy=m&wNua1R5W$z}_C?&fynRc+Gl2;@HCy>}#{zBy)TMSJqyJ z`KV07UiqJKfoj2cbIOtBf!Zp@%~Zd>CX@@dZ1hF!dzNv7wRS?&vwqCxoILwDbq4>O zIkO&niH;&u8=$taV+8->O{Y<m9z*sYAsml_JwR?ynpOGI0?_{TjOHS98M;6C%8aE3 zU(#3veDmr;H3h}6<~|zAh{VWxf$0=_@p;OMPPfAti;t~?RvylnmB)Mtr%|z6QO&ub zScxs6f$xKOXVG-!S4Q^+!b=F#c&n90Md^hrQ^ASFAfwc3e35XzA~lu2^Uw8R#7x&= zN%3^7X5TfdPkMieVL!fQ>$hU-?muhNqmlUZ%A5PwSxQiscI!vqi-V}GDL*?X*@mv4 zwW%G!WF8_HJdma~1h!AlDVCb7qH4jS=4IMx*nXl%)>xt%Swtuc1A$hsXZ=gC7E2!- zTH<#s+0+Y)@9&$KsrCco@H=g_F9mq+kKyFFL@s{oHgjqw9N>$G1Js@58{vRBkKoU1 z3n2df`q5UWPH1R7u{mI%9VLtiXTEQec*U=CdNx!5KXpO&;rtq^rW;1tiIjps5QpO! z<0#gB@NT+lMfRBI*t`ft05`bxvh<HF<5Abj2nNEF=xWL~e=qj`ocw?lE6GLAoBv8G z7JrYo1dH`;GE$K~ukEG!%V>CJ9I!n<Hx)JoOG&rwApO0^Ih=}W#Fv;CyEF3lC{FJ# zw8`llhrm&ZL??+TpfmWH#zy8~mw%sSyX!Xs6B{3zxv&kuduqOurE4p?IuEo@E;pdq z;FDL{VN1Xi;vLr)oQ~UAgi;h;%aPrFhk1tplZshRoPMa+6o%x#Y?6@A#gJJx8~*e> zVD-;1sJ0u1Vcs&=hWo@5ot<p$d6b-A{{B{~nplDhwz>m?yZXU_V`J9i!^3D((~&D} zOFYRdpN5I0LM4m)UWaSY1bpy_5EbfM!p5~9I(2$g7<}VMi-f=+>{$1{;#NP1*3V;_ z2Pp%@Z<uJ4{ksl)q-+FPLKYysC^ITzq7lqh`Xw8bbI?}I&cfEI4ttd@t^On47mk^( z_F?WJh`cIi@H2S<Hp9V}Tcs+IFaF+;SPaR}r}^|W&r(szcewM#=PtY<Q1oTkt^q8E z{Z=?Sr(ypsIp!mzPt(lfFDEZGijUOltmDS|;6J<QtV_2C;peh~T@=kSv|3*lJJHpR zzRL#vnPXGn-51=`7vF+%7C}$SzfJ*jI4irN?FtT>xtUn%OhSLLjLzZTgfDPh?UAF% z5ZLst*}Fy5!SM~N7sT&OAjjR`f^W?cR=9bq_AIW$+hql@yuaOe)?H5c)A32Pm{MaK z6Db0(y)6&Q2PW|H&Fkqk+LLH?-VPg<2%r8m*ZAI!DZHzkk?-wUgKKbm%gL`Zu<1jH z|H0d2eiKYfyOc%Vi<Qo-F`=#GbBLN#DV%{I4y|-9&pz}$dZbR0u@8H{-(wFW{Fl0} z!<W8np`jcei?#dCQGiJY&g+)TEud*`r&TZ`71G5MOTPw<;U(|hzXiX$;iRyz5Y%*m zys)IaK2s;s7EeAsOiNE;ymjBK>goi3d_Ov#`MDV<X(MIigr-sS(4|J&r$s2uz4lcv ze-@ksQf@wUU4`t9>$f8wjbfnO7IlU_LGWDb*DcAnghzlz_j_9Banl2}5B-`g@J-ZU zK-rB76H6O5Ok33;<80Qog5n0ayP2~`<mUpyrhbEZzh3yQ=JWV--#l!)G;Ff_$`DXg z!mmum%)!}bf0_jEPeaR2t-Rqj;^*#v_Tb3=K8(LCzsts|7CYi{hvoaGaD!Ld;{0wZ zw9QF4yxh8ur=D#1WE<BA7s?G)7q9n1tv<tadSDey`R!5qI?{!@*X~Z!m3v~4Q1g=G z6T+>1E&6wYyq~oK*8-k=?uLI|bl!v;3?<Pz=Z12oF~NH3^_f3^u;-20&dV~{XeOdR z=#ox;FHr{Sqe-DaSAVs47vlo#&Y`{#m!YRvbDju&*G2XKtOb&$2O1%D$xHS)-y}RO zSFA7yHHAr@CCNs<9#CUzSIJ->f;Eep&5ZU@==fQg_C4zqoaaAv^V;DBaBj0w=DIrp z!jh$rUpeQZrbeh_h{`m)r5#vc>?JgXaKG5KunFM1l7GBMgHEO9s9SlkZ5v2gE+7AM zyA#g7_;A{!WeN1-v~Psh(ooztesH!YzVG`vBL&j~J-EBba6?4%1U@qQ_i6cZGfe&D zeCEwPi*M_bzxBtq;IYe>kDI2D^GDN>1Fnf>i03pN_7c81?Qu6vXErJtCIx3tOLgJu zb)8R}$Xs}r>ZK(1pgGunXRm?I3h`Ct?meevGzs08%-+k_PeJBQBSBf-I`DGv`{r*w zgU7ut{#DvNg`e%O%a1S(;++d?2WylDp*J>db>o><EQ?Y+=$q38Jdq6|7QBQDyv29B zwP!Evm1<6mSsenwvq@uZR~LXQ_0CfCVjFTvsCe!RtAMGq?fV#SP2$^|>~;Y~bNKo~ zZ-*dHJ)T#U%9tj+7-+4itrN{gpEuhcZzLRFRxTBjREHYiW>d=8K1RI2nLoMiS~IAy z8u4mGJsAPM>T;D!yc3|nntR{~@qd^xON{cdO<_;FZ%$n+$)SB2;eEKJ0sa~oB^@3h zd<%g+p0}f>p>M~P1Lnl*d3Lj6gs5&INZ->oH!Q3}IyJYi@y@xRVE-^Ae)9|r%emxT z{z>whIv=(?m0d*PjP~-wie-2?+P=r&*C6ITUTujX=K?$ocg}w6$Cl@IQ<i0YF#3<} z;#QJBWSi(XW%riwPVa0O3bD_{(!}v(nU_8I^b78?QSL-^(t7s7ryC2H_C0y`F$oV| zNz6ZA(*o0<mM;bo9{SrCZBCO}T@b!tDXuC^L2VT4`v3eVb9!Q0ZE6UAIsKG6E;9yy zq(WbMGgLyiG}kGv(^){L*~imzF9nP^{7n834$@Q3;d-GgvY(UCX}!j4f+u$@s#IxI zfy=*F+2?~I(2dG|r9Pz^UsVhkmONg;5p&(%`)_DfVvHk$^xk;E2qj!KBd;E^^fx~p zC*F?~Gxp>0Y{Zx55FYpGVJGUhe}6VZor1?oyi6*z6JS;p$)NC+3VNf~UfQ`ekY4ZV z#P_Bhi#XWnBt{lsqnBR!Epi_A-3DomCF2;Hk*oOXMK_FhuMTtDO+X{%?1K|U3m7DK zpIS{g18<U#e1CDj4QJ>J+cg|X4^d#3bCPZ=aIB8$<z*MZ_>}Dvew#&XcF9nXwroH; z#jL}QK?7*+7am->ljK;Gw?<lAZN@47^iu_7?)CiQnSoD_3m`{gvrvlaFfb~<*?8wN zBSrRl$Tj(Gx%g6G_@Qs_6uQ`@9}XhV<%N@~%N<Xea7<x%m)&>@2pTD0vnr^A$mk^= zBl4WOX&TQ>=x4yiRuJNrHU<IXe3zwzR*<#+rbjH9Qx7d<@~;yvbIN0k`f51_Ut~W~ z69(p?>C}HcP6`Yvp&N^4$5-+&V(D#+!>df>->m8Nwsr{6a#Nc^eGMG3{I9yQgYb!& zGgrnblX$mlEsB=#Jv4J^6>@izT%xRpb5i;sh#&6dZ}TRfC)J%%-hc`lOYc~>lrNw) z&m@!BavvH#y!zv&1<4D%Ipxy+Z3YGEEmfFiNuKbU`Ix!kJlHdz$q8utjWvQ7?u@I~ zLX7*z<jc0Jp#SXl?fOp>xYOaRkODvPLtEv1Zmk`MpApFiL%3(5>%J7_xL6g=zM*V0 z-FpL_b|3ZKPdA4bPd$5d>F7_?IXGdSOE_cK4T4U1TCYHVtF$AJc@BQ-uy+hRPrOE3 zUKt0<&tm`9ysEy4Hk3LY+Tc%m0_EAfOz?05QX?W3&iy~no7Z9S@IntHd1UO9^&W*E zznzq`B1VBd>dx~&Wz8rrJ#}j@|1jxcw5{$w(T`JymKkDaNd6=GZks^bPe|GLHnV}9 zaB9`ouc(I4;8y1L0|S){pg9&i<{v`#)C*zF;?J6(QsdUSs2hWrF3qnJG0}ySn`;aI zy_~>N%~n6I!@c+?`kd(V_#%{@33y&OUJK^5370uy)^Mx;kn^R5MwmLF6k}sriGtJl zYBEd2kMnAILfg3o>~r;4es=ia)nQj7wd`T6UF}Q`5+ht4!y^uAl4a1DPh-(cA$c-+ zkUf^L0DaO4-*~8n@bjAeHn7XbI1ZQ5!q2%Nc}3sLqI3v?rZ+CTcCO$mQ14#ZM*32! zF=K6-Q~0p@vDEwJAsh%`x~i=@hTS#_=4>1jK+{mfSIdwG=d#x<?A{EZsNLkU`-fUQ za<!>)%{LUInpP*T=T^XG(M{jzi1$QKcJb=e*<L(kc)mEFw+lUm<eWYpqgAPA<5%Cr z@*U#NIL=Poi~zqKt$O_IonUY+C3uTm4Hnu{6pqGp!>?xtF1{FRgR%8W>8VqLNc%7N zKeyl2C>}L&Cs(o+g;&76wq+jg>%RM^I+qG*7gCC^zwE|y#e1Ww3cKMM%Ws9SUDIeD zSon;4YZ=%L{L;!h)eWy}s0lL}1L)Uu>SFZVC^D;C#A(S=asKy4=b9eE$-j;w?dJ(U za|d_AKJj&EExWMgG>pNSoX2Nu$-Kbui;c^~7}>|Sae7`=PQm^8%8y&_lm1I?+->X3 zVxSN5ku|WRpbg86>$V*;SeAA&VpN!l=F1x_dP`?;wR%lcL*ONH<u`6#>#0WnGwLTj zBmbf$Q^BW%>TY!WGQr~gy&sfL>b!V9(T=8f=9m@skn{UhW(N<GT5RP{ylF{#I7a4k z+zS0ucyI5~sdsEm&|~J(q1T!Pa#5Li+Ov~*eRroC<=HwM<T#Pri4=_Y_Z;J2rlCme z@L_!^KsW_gY7%encSICg-Bekdg!>o+!s~AQ1LIxK7&47#;CRis>-Nvd^Z)oO&h&V~ zkBR3?aLtUy`G3<c`vZNjvr)?NFl!b(A80z~abXG>k89Lagcjj7s)YEn##*e;dhzEi zdm8wA(0N<`BfrNx$v4LBNbhEE0he&{5c<5&2$)=N$559_j^sz(=pJ7#aBG%A@)e)| z?7TUF9l9KzG^O1*RKXijIoO5$Ilp|W3VSj8e!yetzx7a9tD~4p<}0t+>5uYaAs#-? z=WMnZ0&{Zh-F1C6knp;Cq)B2N{0==EHNQ^y^|IHjthTj6#YO|y)|7b6p`l)OoSnwE zu0&r)a?)ll$2S)w3?ip)un_&iDjc`l=2o<o<dT+x?yonI9PW9O1OHT}@BroeQBKku zn9dZNEU~P{_(5aur^y|d6_C*~L%58ucO8Ep#6f{gqH1miVPlwAcQj-3seZ&S*W*OF z#=t~CIQQAMSv=@XnU&_x#;?ANx-+q>NEf(K)A?f$wj~&(@K$%=su%Z>a`{@E?AY?U zDS~(<&crtg5`ULTXk5*i^PTutMG(%v+)T+}U<%C9Abay!b_H{{An>}Oy3yor0%YB! zzeq0=0x{uPneVKVAzZQIXvUUaat`d9V%SagthAcm50i=i`xcwPgA3{SinliMFpo99 zwmoAML;NHB)iE;pP1WG+<L-J>qYOEx>W&SP`;k=Xy}c^YgnxNXBK@ZP95C;YbZwU* zeWI<@YsNCexIZ|GHnDmPmEK<T-=r{y4I5A0w2o^9_v5Tmk)g!<G#=-!DcX*!|3XEl zNd8$!{CP~<nJiE-uX?6_eHu&~uYXyoZO6Ru4Z-x)v$%2A>&836M>VdG*>GZ!<hm#H zmw$gMN1Y?5<mn!_;VGJ%cGtDdAZ}gZ++)!{m@IyK(5j#iU6_B&nfVl;6O&M!qc5Gx z?WS{c*c}Qk;ZNfBll;iZ|5|%xh;RFc-#?GwfkpTs5~gKG{4oN7C7$N7lW-{N^FJ0# z;!DikB<D?fGPEDBOgMZT$L0d7x`(l3-`#a%K-4`RSy*m}3P#q#m6h4{|Ma_YGPu>6 z?rb?S*h|?znQQ}B+IuIzyk${Qt`fKRxxawvK`ht2>WDYqOM5E$)(G%aFDJ1?H^Rl$ zv?I#a<ohhYWW3vga57{6Nk^0WTg;|1xy$F8@lMo^ZCNpMC^w({N0dCr8NOcHS*aU_ zETTocKf1?oMKAlW_1-ZQW$yd%U;GIET0gNDUe1C?;$Xp=Y!W<AasKk#V+~qr_We@X zNyRS}HDbY53@T2~^*CK^W5LvCBQ@n;BNX4K?RQyNBD}4qclZMrpx^jSp-&(2x$ct9 zQS7e3xrFb#UKOvP!DyqaBX2!C(sZW|5l*3b(W6L97iNmkVcv{)|E7WIK(nPc@wT?A zIL@<tnuXQ&A7Nv1jFdc1Wx@fZQ@OQCeYi5E60$Q7gdLQpLiWgwUt>eF$o^S~PPdwT zZz8v6@BI;rF6I6?o=$Uc;Ffx~5AnY_nQ47gmtde6ORoI232Gv_#|=iInFCms>hAwl zx(j|J+P%n#CcLQgYgZkv3?Wal?WX285jb^m-l=V+3i#d>{Fqgmg(&Mi5(-gyz&UsR zl=V<C8mAcfEy&eDul5Tw?toc*&N}!iaeq6qSQPo}S)9fF+Tt3S>|L;jQsN<%v<BP$ z*#zsiPhce7L!NogB(OR^vv@{#4rGO*JEZ&C!1k1Vx#M=?-;ODq{^&f7o3-y3Z`w@m zH3`0hb=kET^K!D=;RLOU+?`9D7EN^!$Sry%v7rOaVD<L7m~I^Ne)Qt*-zl`<s?AnA z-GvGjQERVB9`osF%aIMGSx_bEtsunT2kGY}KPQ?_<5-%}{(Fg|$l+JVF13}+zZY&8 zUpq(6C)_15cLQ_5L2l2k`X^n`r$O^*H?<P97riLW|21RAbpFkT`X>Alx%2GDoeMBg z>GYpoNDn-o^>Em1-;e*%nD#3%EMS-NyxAY~Mbwg7m5nwZf~Ag$(I2rSzt6*57}K@@ zd^_)}?<9H7?9-2=f4r}QlTO}~mLzAokN3-Am*0)}y3DjzATA%a{{3D5?D-VbsLNW0 zS}wx&dsV6<$-Th-Zks&Q_FUwTY29x8yBY?Pj}y&TDWqxLQuAM!$Gr{|Q>9I<xNSp{ zi+J`TmTB77&9!zTef?IpyJ_PPrLSaT^mz&r4)5*7wn@DBDX!hdrWHFwc*|A@CsyL6 zp!u&uYam!?Dsx1%6Nh~%DH1v3WUrSlNq67}s!hZ%-{c#_w+0^c0S!gi&+^ji#J4WM zhm3Dc>v}-H_$Zr>FuB)B-00{OtU|}}ZqbCsI=CdV&HV?NCnotC%w7&yMGIdE?u{Is z*cY+!-db`Oiu#J#^Oa5D!v>+$vd|3_T0eH}ZJxwm_S$O4>o-+6G?~neAAiC0+t2Zy zGaY!dfzii7p$A_DT(o>?y@aL5M@8tH$)4!k!U(H6xxZvO<|%3TLuh~3;#<;pzf#0x zHArp2So-49uesCEyGbg(_-YtFOwowE++GKv<$7is=Lm1#I^JZ*QUgBy@8{Gld2$Yx z@SHF49fn6rMU}CZ!x+<(<fTdSuL-H;Qg-1BXm|FGP-J!yntjt&{#hD?8eJ6kdkaH^ zZ>4&vFo=TkzC4Pi3k~SP$2#oiy$V^vWj{sRvfyD{>i37`jFgcI>e=sIJ@7MKO4x_= z>19MeG4I`xh&vBzT9xSLz-#Uw{iCM6kPe+%1rDY7GQy%u@)O~|hJ5SICmjCeDBp!Y z)-06OBQyd}9uQC5>#IRqH;e$XDllZdCpldo#=tP$e5f8*EExS$1Z>h*#hD1Ffo5jg z?zyyL94VEt(LG%VcShu!{I%BLgb>4rtxEGqBT?zQH@XU*3kC``lIM25Z1${=9ThLN zQnffPcL5D!Pg4A1JIS-pR=*=$Yb)+U!seu};D2%DlcMJ$Y;fk_y_U8B#(I)Me8F>s z?{v;;Q&lHEq}>(nV%d&dK@)Qa#h55hxf@+<G{(?y|9_!RQij0u&m}icN3y@Wd;WEH zz%X9=&X}^lU<lmGj&CiZ?ZXd_dCkvW)?i1r59e=^pScpw$RfC@3pRVa)oq;{z?%%M z)r_w@u~(r)$GG4(@x1%qQzX8Wsm)=QPs!dXXemVJ8eKAYDHa}g5FG>KgD>s3`%J<e zN~oI2-$gJH?(ccDG>51EO>7?_d^eu?`CW|UdGpzISO4pnHgxh>kyNN{!QLn7>P4E9 z(D#f#W{hJNZi`+Vi6VUL*}V)}Z6yC2%YqZjIz4D^&~q}Wst*m8f3w+sY=xj(>D^v3 z6pYz<=&;nDc~GBmR*2$ShYI2HpXcun1Iz0Q$+`dc7t<(|o0ZKFC{PIR5-H$*CHIl4 z#v(op^HsL^NAgo^&Z`D|<i7g+^btpLk4g%slR1$zjl;jTT8;R1;Fj?bj{>W1@YFxK zL8FnDQux8Xtp4LLs0M!I_`HMgj1EaZmTzrF4T<<M!FbZI6cKrNGPWCc>Q=6N<EVw* zN`+rlNS|%a(kjrEcL+*{Sxm3b6k$_o<76Dkm8_ll(R8D77*D(3ElQHE03QpM{d@j+ zqhPWzX1Gqn3AOD`A)iO^#ERtShC}nf$h1r3Nbm~2cjnQ)cbnw?JZ4WXR3)PE<A(Y~ zwqYDSseb$nImgZ~`Uyq69U|ugwV)rWUFiBo_s91g^SE2gyYJyT6$Q54__%6@_;)r< zxq@#F#|`Vh^^!h@*LE*iSK(ar5PtUYtTFM5$bYpo<eY);4|iUF>(Y&pX(2vMV@0Tx zjQf7Dg+h_c^rKV8zagQFY5vDpH$I?!XRw2{3=Ql@9rSc=!D9O%3-jI$DqFWnD`xKK z2mb`A0|Mc%@%y1}<0*>;h_BNVIv~}JVQ<~)f1j(v7CC?3LsogX?CuvCZO)`}Z;Qku zcX@w!w7=T<$iaSGO|g*e=<0-s)T4_FBrmk?lzjzxexsG-q<q57c5<${)}Jlek9{mw z9_)mBVc4!ZH$}Y*^r2Z>h0^9QI<Nm+-p)yo*=Csc-IL@P51XXYU;~_e7f>nOGK8__ z27B)PM|^Le(`Q#M&co&~rhQ5QD|j|Uu_*XN8D!aA_F&ZM#Hz%6x+im^Ad!Zr3^}u4 zsf@LP&5wp6a&emajgOX6kSqVMDSZqU>NQH3Rg3W+3mo>yScW6i<C5>lp5K1r)2^<T zMR>~hU2Q0I2psudT}=&dMB&M3H!JK#<C$nzPFP3ZTThG*nWrQF%ebfmrF9r8oALV` z`xsF2Yri;##(}K}|L0)h<GFoueS9dd3MQwHm<6zXL?)eAF>DFhkOl=q+(*m7_1{{} zLEjPR>VE$}iq69y3%3j7BxIC5(@-I+lu_nU2}Km;M@q_Q8PTwctVonfp(GMT*<^%c zQ^?+X@4feXzkh)bp69;LeXi^JUc1r>_j2>o?V@L*6<}#U+#X2o#Xpa(W*+-kgOnds zr?tC!$h=vwvp;DGl)NktU1c4|tXX%><E4mVJhc=Z#|vOjd2NN|XaP1<9bIvbb;o}O z3iZ!;$B|`o?#}VfZitY%_3y*WX5s_eb(Y0zj^w+e{^MmNKG~v34<51yk!iiWEyFks zC;D~ec&^UFfLh!2iDMl&+nQ)LcBU66j?c52(@)__(`C9j+X3(|?_7+D?uJF_S;^ec zExC)E8%OdV&Z71VGpekNg4!EBg>lVkyke#5p#5|O;u3cB*8BZNlR(xB4z;zg;U2Z- zH9dy$({&M)PV0DO`$D*X+yJ~SUwtRJJcFYl2B>+j6GD4)wyr3zVs33;me_%AWU2V_ z!tUJw=JC)w9_Eh)30<M>Y2;jf*|SAnfO8(^fB3woo9YF3JHaAt&ql2I*24Q{dI+0z zx_T^jb-~Q><JThIr$N2cvPi$c0_Yr^>MBbagQBYm2k3A0;LhNZjuq}D{GbuQ!8$jD z)G-4qqQ&_LC+^<4AW#a|x}r-DRds^d<XvAjo>^#ax#WIEwHhZ}o?nmR`iQiyH~T`Q zKfoSOC5JN<^*DKYHjIUR3^fwHy_VC+-cR*)aIIlIKD+2H*DKZtvbhtM;MRZ#f-W+| zuMOay?6m%$sxwfzPw>=;?=;FUsqLmX+JW=Yx59P@cYte3^pOKy;i#s(a5;RM>|vXG z#}jA2q6(XO4qMSMa{mzo>ZuI8Eb?zngPw2&zyEDvBl>?wb=xa9;*)inoaq!%Tms=A zcV6}={{~h=Hnw7xb~x~-<3%Fv9J#N9ENP-AG2MbaVs$zXo@q+3*{aP$URu>5FT!y@ zar^_P_afn4T^m^U9T~ws{n>ooxfZzfL}RWXW*Tntay)wK-iq<`e^UMUoMGB1yX9N< z5R?|{9kSn5f?5(C*Hf)G(2&FXYbe(`Sl?!)*vwo+rZo%r9#e#sf6FOHMSjC$NzJC@ zntr7FYV}x3ss;->Ioryk!(gp1O_D+)3-%^<HGA!%$<6OpiORW{iqc28jCVa>h7QjU z-y<bTfNyKvRyE^s(D1kUszP#x+DlwNgWe86Li)DC$C2F-sBq%vRp%*GKUel~tHdI9 zG{^s-_gw}fBWZ_(@Oi@7?K4u!OC(&(vr|2UkL1mEiDut4@!J&9Qfjl$K+TF<fykM3 z*uDIz+RT`67ZwGw-0G{)#>jG#E7J>ZqT;#-*>7u~l(nHJ`k4;D@%YCFn>a35ALQ>; z19k2E>g_2Dz-?opU%0yolHY!9y#9LtdCpu=ma`bZ$-wHZH&RQ%;BN17?eSK;*4Z!j zjrgoR5~;Yy|NDzOr(Jn<<SBA3tw!@c<Ze+GPICNIH}n^-^pQE`^gIZytZ&KYFGl-a zjhnW_f4s!JrXhKG7$4r)5tHRGg$xdsQnWieA&ZkfneuBb!Z|au#oi@Y-=p{T(%>R0 zzmth&EN{TM@6y(3=O?hWx~wgT=(TQ<RW<)vjzGY6H2?B*8TsxV2tVr43>lgd%Z0bw z;U(0X@F~uqirP>>s^9`<M_aS{xRSlE#<M|d(lhv)vNY>&An}`4NU@}>w1JvhmYSi> z2rS&DefH6$4ffu=70yYqiWmRxx}m+V8Xb<Shsb}6gMM01t^Fh)EzHKbBz(0AFV5<n z)^({QJwit}d~PnmY3ZecJs*m2Pm%wC)>jv3$%$pRoXCTL$ho<s3^FeUQ+3elUBR^X zHW8G&7UA@ZORQ_1qfk`+c|5JNmT=&i>a++aedu~;FSFY$+FIW~A6mW!a`EN&C8W#o zuFN;@_cr<9d-0?4ne-VbSW4BmA%5#G9ztD73C)mmm)@-LJmJN0y<u;S@4*TWU(R@r z1-Sd~SF)|ZJhr*={G*p2gn6kVhsr~Q+rrBgu=ZgC_yRb?F42yn)sl1TZucQz`rUoL zf^b3q$V<s?@tlE^Vp)#kJI3&4v(vrPdH#6hY~$6(w&{>`<;j-hx@kDwbL_XjFX=rW z@y!>K>%#D(cB+BXy|{9r+%MR81N1-j?lw9)gv+~shO=i;=Khe`@59GG3dM01=e(}X zAx-PC-1Gdzrz$!8D^`H$77qhdlRi-9S_T>3^D^iM*Y}S<Ha;&0on~I<7q&&15MP@n z)KLOgb?0Mm2R4BCh;;3SCWW%-w}A&b*Lv`Qn*aSQ=4$-B^s2<4I{{m4@+17n{O@42 zbD-l$9c~!TIrNPaJ$`r5%Cn>{P&p=YuJ6)3+!$vLNVF+NhuB`W5gPLTa{G47)TaS% z7H1Z4kNpLco@@79>eetO{f>D=)ew$V*jZ2ftcDBQqEeM!7GR^tQN5zS<KTLu?L)F@ zFXR~;ByuurU_zw1{YC07-1SlAYv%VgtaMX)`J3b*>qg&xDrD=1OJa@Ew`^Zwv^ewg zWv>?4ch{;XhG`5=Tsc3|UNQv6H~DuSP#`@>RgaBl^Ud+$S)Q80s2O}5w*37>R1P%p z+@F_X??(R@5+bZdA)xtUOAkdx0i+jr70PzTK{ta+`^}0asP$FaWw|j2XU|;R^j08q z{4WvnGl7esul%OZMX(xU_k<PDNDx2yfrG72jyI6}f4rwvYb_K8Ub)qEa}gK3?szTM zeSzEU#r03>XYuHx49m7l8*pGByNz#V6K<j3A6sQPj`vq3uQ%`N#t@#K82-#Ma7tC| z)qc<kBc<GTzb)3_fA^GrGgXth@WSvRk(V>DyLGRr9(xIdo4$6NApP&UCJqeu=P8tJ z83M1|Oc}>TAA^&s_eUWtq2^O%);e&pGtTo7--VufIwPG)GTvrezMMk%N5!MRxclug zF{tCYf5KP7RVlvqR;;5GMvweTxK%QTe^kR**uK}})yuy$Qcl%ib;(z)e3P%ZnZ2$b zu}1#Rs<fW#)5};Dko2O6ytCg3wti3{dYj!^FylArMNEjQ`hM~AFVIO(`oM6b1Mc&G zHm)uty?ffiG}r#7qFI+-p>YjA@WhT=B@_SW-r9km-F7o5&7=9*1V&Jk;<b_Sr97<u z`5@@s{UKz#<-06@H5nH*91Z;Bd*SRp`z96N8B7dtU1H7|0A_hsKg#zjn8bL>BPlu? z3}a246X-jj@14}_p`Kpo>o(^LYnVm%gBBg+5swB5%;kxX7l6hlP~u+RG>A0DXUd(( z2EJxh?zffWD3f?s-KnP*<vDK1KVvIK-PyTKn(AdFX)U$(_)WAw?y`J{W)3M?=RQ-t zU4i2+n+$ie+E7Z=IQvZ}>5Eo3R6Y?nhBu-%J9PL+fA%5H$=B3WxnBy$3!QvcFfQAc zdHE*7=LHA3a``RF)B(#*{hH&bI`Hz_LDOz5Z?yF{Q?JKeUnR~tY0qP+hPVDlktvXM z4z(ZZSb;@RcbrIC!<}DEzl4W3L0ROK&vmI<5N9w>**#kiHmyrrhX#63NdBBYx6dTL z`0v<ST}C1pt0a6j$QZz|&d)`Y`?uxF*}MzCd8G!Y0^K#<NEKiuU6IBulAo)aOA|lC zHvzsK;+5PnO-K`MM>Rv81rxtQ``n6#!N9s?`P!jE5J?W+TX=c_<bFC#u(*tXiFWf@ zmqpU2vV7s4>B0n*PZ&{~k^YOg8=fDp)ilA@$drn2O9A+UrslB;bvd4M%s(RcHw*Xd z`EAy+y9s;zzCL-le+?}R*?c0Rr{LE17Oz(2NnAdX(#nPdct(w>^V{4gChqpwZ){AN zyZ5xpw&(WkU?}wN!`$&f5T2)Q47=G0Eg8LDp0eG@Pjygp`(im3p9%6hM)<f47iJ<< zpQOUM2-&>B=Ty0opA`mfkX{FqleePlxq47bHB8Tcx&?dgzTAUOfAAFZrtJyOdDOW5 z_gwhPbkyVa8Y_{hL0B5Q%|QA;*bap8v2V^}UsHh9{i!bEFDX55MfC9b#i7m1{R42t z)1uO_m|ppC0q4w>xf!7L^%0`un#KpO=})B=^+Qay<MRAQ6%;q@?KVBp1(Gf?UKzyC zp|dl>c)2zY#JVou+On@6|6XiK7$}~?3*{+B0RnaS%VkJZmtq+1u4s5`iHyPiw8@y= zIi&ZghB?QX?2A6;%dwACw&75kxQksj=~;WAaxq<C0xv9%GDN0N!}5b;m;FR~@hP2e z>QkOx^yJR(7kan^-o>g`+{adNT<f^MkuBl(XguR>Kh}xVd9v|G3zKj_kNrrZ6lLyn z?G?>)#5e94j`9unMqo_n-t*d)X=rp&7MqS70*zcAX*)AJI4XZyyz_SnOl#8oIz!Qe z0@<%9rFAFZYVgbV!9&wHRQY6J!ItzG+n(HJ>pKX>AuPNuUG0#>xWx6FoxE#rT`&-% zq)`6+OJrP#<lL?+ijGwo=R>@MNtK6k50+=Wy{KT5i_7h<Ns@97D3c~uJNB#}Pp>RV zS#T3Sz5UM6aIv3gt=nqIe{K-W?!5EA_j3UKsB^~SS*wXo60e{t*MehiAis2f1t~2U z=8|-4k!OMFTUkUc9MitJ-E-F(2*#;=QrNeIZT|wC^<AQH-%8x9;@MJUt#EdUPaMIB zi;4xswG)`&U*4}RP=JSxc>cRhxItVqCshw`BYoDFB8GNqw%|6=vRo%JpZoYcpnCbQ zALRVR#eP)`!X9&$*W17S0)<6`T^92*_-dYZ51a1@Si6k8q9Z<&h1qk<A?I5`cc_w5 zwX+*%h2V~~|18#>NuC+x@4`!>Er+%5u7hBuQg&!LMJ|_J)`u2pvgf=+{X{0K5Bq=g zaMPb%0Y~en{9eN=_+rpx^;~WT+zGQhC!tQI9IUzh;$mzS&aRb5nlTQdtc<|Zkf{Q= zd^=obl=%IdY{UknzmLG_{TGZM&=9Wv=TlTJzV*QAOP^5uWB^ZBtfYoKpM(2t71uSd z%wp{5mc#Q+q*so~JgTj&8E92A($xNLz-)h@Nyhau@ba}YzC=Ec0#fQn-q>%+O~|G7 zvis12z3qQJA1Mp~ud?bm|JE`%V~`ZZdT<HcT1Ty9XPcle)?nrbLn69f^;vrD)(;;k zzogfsPN3Gwl`!eDZt%45+{5nL4LPjGDL1x`;XfwN`My0pxK0R7Rc<BN&UAjlYF{yQ zJ)~pv$sdH`<OB=hOrk5XJ<ytT83Vt8dZn$hgZLx6oKshg%pX^>>?gE}i0->DM`(5p z!+O0hAEIam?Hw<3hN){|%U(vEVYNa0=&GcwJ~xG;w@U^pi<)qsPaNONJ-x8Xx83LP z!ESg*b3$dBwHD4@`MfHt8H&9TKibAWO~Abuxkr-QDU=@{JraM2x(8J9WPf^E^}(YC zL+X<*HDJ~yqH)?P1tU5nRJ2ED!6qjCg~-EFpdI47;7)SiqB?`d9wbj5_ot~tf9nV= ze*2={t~-F@za#DVAFiU#_wN7PUs2_n{6zHul8^V1*(XbuVMtZ1!2a*uJa9P}N~Su` z!WMd^L*4fMV5=J%Rogv-mah-4<&0A(k9NvGjW8MlHp6NkM#6pE1O3(#*%MGyv&qH$ z-wHIZ8i#eWPs8CFX9o@X78KD5q-c6Lj<rt)9e1u}U{9~0uJ(y`*!|t)M9pkBg#0N@ zqf+gG=C8+eA|=S2SK@jo(Y_YKH6wU*{V8(I>+DUuH>SY;U)v1F-_Iz)HfFF>vJ~!% zi&qMgedsT_6SgUj7tpWuH2d1622gU@_4dH^S`=oEEAbHNBD#n1Z05mHT;?9l_L*&l z^!I`Xu9NxE@f3xE`?du@X5nEAu^Kp{ly}#)YX)~uT&lgMG7B=YIdv@Eg+O;pwl9+C ziE7rl+~2k(;Xl8x@5ZA$;Q3r5b;{@f$xj>}ICHlZ<T7ddZXG3k>C1d3-MjM8eXsTf z=b90?N@|VX+4g|;`>*m*2Uakeg5##-6uB3Ri`Ths*P%`MQ=a0?Ui4`3wrapB*mr&h zlMd?&-uM)+uXCXR>{e3Ho%mGbKW6IikaJqDh(fUN{1h^m?Bd`$HUs8&%;NX;G~oNL zgmc`jU3m0_Qp;|JDLgO9STQ|H-WPv<h?J0fsmq00dQ@fr57Gw@ySdCjSN83~BC{d5 z;aS%FF>C^rQ}d#<ACW#|UYBu-@;dbG$k_{y;~4%-nkvq=0rv-0X;wC*kv_I!#$-m~ z??2hu+VF7<U+K9~o|d3e_8ZP^6mVI9SV3xQnz|~OzjOL>$hiT0w^!@4ec~Ln{B{57 z%-M%2(~oLqJeSbt@x~kV-QK`(=uMJz=q&8??EfTwxd8<SLrOJQN3n_~Gc?zs3s-9C zcXj?Z2dsB4re=N{2X6&Y1x~MFSpF<2EkykGCzkua<%=``S09^%qvkMntuV+JtuErq zfk)4c%omVPL|OjkWx^w!>HK!hpZJNIgf=QO$B`<iU#f=W<JLpjZGPSkK=vf$54<yi zRr2Zw@BCf?+4Y&_-0&{2ANG`=JlBS&eK^NF8M<-XOApO>u{!*i!((crv;?EIOHi*c zfV>64j>CdApi}*+?pbXue&g2kDtS5qy@f1yM`cKr>b3Ya+E$Wt-<Q`Avh5>YJ1@e} zkWZ1zf8q|E;Inc(TpOw*EI5oz_r*udkv4Z~ze<3;Aw_OTa#c;tv%h%GQ%{>We+s2a z_Is>bOaaw%(KF82gHN{I`Xc;x0&gS>b!9{&*z{e?di!_)((f%g?hu=Yw7vHK0$Pia zPwN=V_j?WSg6lq`aY;Sm^-z_oN~9O}-Z!oS!t>$p*Go1e68i;3_FWEjqxj{@7w@a` z^B}fo_p7a^{=j&`F73LpE}|#i^xhHN0KC6Go@#PzN4ar*JTn;zGGReHu3ml6w(4|x z$B!C};}gDE#xslYwES;0@@vR`#m2BEV-Z~v%nvYLSb~x}Hd3)=sn}wqb2s419I(jP zDrqs!!|c@`)*W)>JXtmy-u1j6WqD~;Rz3}(=(y$B#-1KH|G;5wjCT&UpOd)qUtkeL zn@Zjn7VITDx3y`0bs1(b%8#!P%tPnI<0D#mrMPCp`S;h30^A>wvS<AHU*MbY{N_a4 zfr3%#rdC^;(ZP+yMuhN%D5ZIf%-ZTv#v-F2D!Lc0P?_5P9%(@(iR`|+x>GPWMLGJS zW&$_a^_ZV{4#CFQ4HkxxLWmr*I&G*xcq;ea#_Q3Rz}x89X3r*yTsP$*R$;jTbY1&& zF1T?BPBe2ru9_bQ+lV;dkX@57yOpNyZTb{erY`I?%Ary&f7w0DBuaW%cP?~)5Sl^d zs8_!-l(yuGnJJwelrO@puagdWP4(y&%=T9G-8^ocb{sd2>BY&q)Uyw@NI$K8!aK>! zbHEXv(6$+{4wA-|s*(chc+D!3fr=pyU(mMsaU0Hn>3O3&Z$ke-^p`2C(*f<kM3a@x zG_#D73GwN!BJI$0?$HzOf}g-V{o<|d?T^@JDqwp*xCIQFh2ow@tl>iz%Jxl?6Wx2f zQAb877TH&K248ot!TIL?Z!{ewCl~Xg%dC`e__{L(bn8bU!8DJXv!WjN`Knf(AbdZS znpjgg^9i{9<IYb9y9u<XCsk)se^AFKAo29x5}?cAdiTz`7Y`H`xXW)R=gVrhUYl<* zJ}i8e{P@)<?3f#LC?UDSjEA}`vhV6a^{i8CuuvUbersOuO7=Oz`g(s<i4OkZweStA z*W~_n79GjUu7s~wBsi)sOn`hvsOixA5%{Tcd%JV{H~bu4%5eNv9lne;GR~9f$MeE_ z+IGC3gr(z0&Ybt3!Ar1ay5u$p@e16O$#bhH<?$rig>a<0M%nCi=ti(%+m55d?zvbW zyW6)RWD%|o1=a2${M=xpf*E0tZlF>;<m@^|^3*Ncl?@gUG(QCju5asu$%Cg|mkOsr zV6R1r_+O&)hW&N&`!WOZ;ZKh$$J8Qw$JX!^jt)q8kQ7kPN%~~vFN(cx9EFFXhhrrf zdqCGj{PfS=p&-iqOr_p;6cuk8d=5W84nY?-CtH6}<!U~hr`~5+4e~LExWYQg`^#ym zUzg-JCEVVhJ=I3;$)j=>TYOv5hwts(i?_d{TCaCz!<Vhf`&>D;4Uzdn-O52zb7T_V zJMyH5)y6>!J<WHXBW;jT(Y|m#JqeZ5isY2GEns(7RJ!wg3>vAWG9?JMLetGg^PaI1 z@F?IA{X(0M&$aECBN(eddf-7~lR*JgYk7x$k{v=9uX4MKdE@Xn&hDgXY5?%srTenR zj>5GWj@Kr!iSSfL%^&g`Q7UJ~xTxV5HofBQzi#^t{ch)9e(OS|JQyG);Fdj#v(^4C z&yzc`v;yvWE=>c|i;aNe4!y{o9mzS$Q3X4gFaNs{w}4_g$5MWaE#qGKS1t7=P1yXj zIrV^U6g)Vj`F`h#G0a*mZ@H$`0WNe4oXlHh@GEolli|yK@VRr1b8eFKjzzmSIq`Pm z=eXw6jFd|#uEHQVCe#7vcgiSOJ(vXQzEyYHm0aA~r4d6-<_IkVS#~|$UMTXovv$I{ zADQ}{8DM+~g{J2d^myj**y2Ly&zCvSQF2G+;pQ|P<a^y>{4)>c>$(OOjGMtaD9qK% zwFtRcWePpH29Sxi;-P%Z2wG3d9zE&1MY-vt<RIJiZeR{owat#7K}G(^*M|>Gg8z(g zhZ@NRE+s^>*b<(suM88_LD3Q5WPjRhDnE|=TOaCM$;<<91<T($e$q3hG96BRWE#0M zgtK3-mO$`zX%$&=Z~I%^K0EPo89sk*=zgO450@xr@9zq#LJi9X_y0;~NPoM0O3~Ly zy!2sf{aw{MP`GTjQOP_C>=%V?oi5kF?XutLsUsaIe{FWENp20P=@oO<R|nwgfzijs zU%J7+P%BDMu?3ok6_s+WHqa=#Q2(RZAii?9<&k|lhXHa`FXUyZl#}#_xE@{Y#S6N- z`u>KIUY@Lk$t^Zh__yQa1{3jTG|3-ij@>;2BQhd1lIFx8u~d4kj^ve33Q@Ox+(-H( zMSu5m>?=WiX4WaM;|t{Xa{M&$ZynC(-eA6RZW8{Pug@g%_M`AV$Ah=_)IgKav+b^W z4bb(`)we;s1b9+7@+D&C(YpLcY2|<9J^m@|(vy8;|9?hhhZ>n{R=%D59!NQjo0Klb z>6fPQzgSM~DAfske&83R8TmkGR$dyr!#tjPG-l@*)_}v}nYT-JkUVR|gVac$O=vJ$ znGjkY29Fk|F}Cv!qz8bVccH%mRTRH{df1i*lqvLa56OKW=lS(T-22~Hm&vM-o4*A7 zj>T`H%}K6ViQ|&I-X@yITQ)vw$bcoG$p2Uw$oJB-t~!i&6IQ}TFH1x{#VxhZ{#!1k zP}c4{Ir1)b48KJ5(w0pR<2%FdP~YwW*f8C*W6#M(pcKuF=>N2i9%lo);X@s?Jl<#c zOSJ*JRZSEuU;!T;D^XvFAim5N#_{X23Am)xxMe+^aB!H34z|9GKa79wre~T!zITuK zzf1Ll-<Gh``$^y5<bB`g-83U$^^$MpJJAn<9<~dy>h^;h`+?EQbIs^u7hW8d-iuEv z%Di_Izwr;X-TKjfE3iK2=$C9dk41~atkie=kgcbY`E=_vR16-J{bs&_4)z^}j)IwJ z)Ffo*I6>w`*-fLI$Thsm8gr;exDuQ$c^gRQ72>iYODaR#8hm#=`TW1qI#k-<e_&B| z4Jq~rjd7)n;pwj#Ew8$IK`MRRK`VF`Svg#0Z*8B!x+cA}Wet+!eo&jX+PMbH^LnYa z`GaUyN_8qKVFq0^zUk@4%>rx-)X<yiMQyq3Qf;oIBzNA}m1&g%s|~uBnh&O9nohUl zM(!Ydo>Jf$vZBl_RMgws(=-crU!SKF(Ia!`{;}<)Ni(?R8Pk`jwMx_yNj&A4KME2` z!Mg%?7J=uv4>#Fz8_{jxmG!dRD1^U1{>Xr#84sO2DRQu<2diUvpKWLDg%5Nr*IVT4 zpz!)%zDpUSIKAlL)LOoP^%vj2GMWB^u?B1x<3n1YxVLLr<Sp?l2OqY`<;n%hY0dt4 z?<o9px-Rd$9^tq~@pHEo^&;c4mWw%OH>6T=O6(h=P&TaIHXtI~i^Br77Y-||lKt8# z<@~8(G@nRUQ*oSwScCQR+GL**>B_Okpu8T&4gb7|&YB{OTvc8r`gIgn<h~TQ)_`0u zJr=!J$UEqbj{nWmBp3ZPMnr6W1(|%#%v`$O4@HH?YxjH^z?*Z7uiP$2pk|4_&GVKf zkTJH<=gnw`>i5nX9;=O{>m|V=XSN$B!!HVZoSnsAPrZsJXXjvX`kvNT{T_HY9cVA? zY70Lf>`Kx0T?3vQ<+6umMxlM3m76iJ4z~(kklb^y1#&NO$K8KF2fBO=v&@9gtu!i7 z%U?1B8&aF+W#U?}@bIebTdsI`eCR_{jpj1a9^Ya+GMNbtJ8w)>T^zs|+P@8_3X0(5 zA-V^T6sdEETvqme%}#~UEkb6oOMNg~9CdftVHC6<i{;gkzV(?TwUU3=dqKl9>*w=l z9guSC*5?mIAKS%ve$V6hSv+ebyJvsz3=HvX|8z~N26!mcoDx~<(In%wWvu5gh6Nej zPtq7bjhVM|+J5oqD5ozk#F&7iRjRk69cJOyg3#v8;2yN8{<^cOjqs8}>aAKT=Yioi z=a)f_DOigDWs~tKke}QAi7PxCC7t9ocaO~CrK60e{CwsiD)-a?L-jmdcRXbgbgB!Q z)t4#~uhxTMu9?K4<w4vV$JG7bW8!m@Sm=52Yz%6)KAfq3H;Z=q`{Y6!#_>bKCB<E5 zS3&)RsA>Y?Xl4Imo%~Os8x0d^IrkWkfq>5U<2N~}ls%B<!vFPI{rW3ggzX10<b*U& zoHo(#4|Z2uTM+)qo+i4ddgZ9JS4*StXcay=t>AG<Z4{#S_0!T^>jC52H)w8rtONfe zrGDAl=ds<_xJifbpF~f-RMOe(f=Dr=#5K!BP#lg~mi$%&B2Ev^=lmE1wXGc+-%fX; zRuPTtrHC#NEN+hdQC5X&4fR|C%CopN$#%b$WGm^LyHuj#KY=Hl9Tj@1>(MEHXZi2` zCS)l4@5q_IE5I~bs$#a-g>sqRfA{xw1AR0jkKrn<^5<BoEh;8u$mMLqmTNkOgYFyx zt`woz)T-e3N{Mi5KSc7zXwL!7MLDm-<oxgbmuPvus~SZf(ny>qoa+zS2P>F(Ne<Hb zo<f+;682sm;m_A0`|ly^UT&DdnydCV;-mX8jPllWRNETn3F~ZoTuSmTrst$Lu9F-Y zx5)m3clu$QAV+17`UWgNa-BW+w-nAgIcncsUV-eNGkae~krtp8S;0?1X~5m$a4;=k z0rk0tE?X@1VT8<ni;c)l<mP!Q(D`Q>J~4(;+mn7o7cM(qT^Z6x4@*y51hy)>`<`rh zDn^z2QB-`T%aZhbY<|yv64VY?&4jJo-Ymko+q-vkr>vnO<4nsqQy<9YO%FC)Cp?M{ z`V3dv9<(Z74){UxlZ%1LP2S^Mm9O4iX#GStgTK;@hk8QC@b85n!=aEK&?wfSALk)F z>(=(8{d`k+e{^}w;nNCqzuV77b0QVEM)T$MOKag@m&Q@UUlht;bf@huX+?tYiQi`y z9(KSW)r-vCqJ_Y*%Hxr*-$VAl3g@bPN+HMSI-{<77TGUtOIjZpgsqH*=QiC&;Jf5= z=~jzo6fRIM_(yuH9VW$3)A_ez)4Ok@Oq)yin2!AiT}LN+cE@rWrB=ZP%Yp2+0}Hr2 zp3S>}ei3FU6l`?HD3ybo*R++5$R3L6bEk~LIOeOUc*c|S?{{SF;0cCy-1h5+$Y=d_ z^rYRKH>&7@Q(|gHoc{S})%5-PN$Fv@`Xc`E_?czo2|U8fmX{BTUXPX}zfPfk&<IoU z&n&!YH={z^@CW_HPxiiD>jt011@64q8K9_fRBE~64n6wqX&y6c@K8;hZ@a)KP}x10 z@F85CbHUXmfhmMzQpetTO}HPGnq}k8_Riq3!zw-01v8*x%{*#jx{6aA;i^0hP0+IA zPQGX38hIyJ*5Zz8{K54{T%fcIos_059ebB?(nwJ*z`hKtf2W$5O0D5#{iFXn#b=4n zYg-ma>I#k~UV5WP`gLyGtB%&0v>>H*-K2CT@e$kUio`@ML*irZ9NNdjDD<Dst&rC( zn9JBrDYYjXr*ykzZzvDKdzoH^OJ=?3Qtk13jv@vu1T(Dm4)!74Q)bD?SCq=;ISLG^ z|5o7k;b$z~Qv(ohJ)ffaqzOyy0zSF$)DYjTw{=KP558X&U=q^ohSmF0|EUpwRba!x z@|1h^z;<3YOY3?yT-w%GnL^u-&vO?&1(CeltDcQ!k~tuLQi<*z)hrIQX(yZg9DpV1 zz+9oJYOwCzWpJu2lH~C}npYjpLIp`{$}4vLFx22ie<vaW8Kw6r)1?d{yNTu%rJ^N_ zKDQcsPNN?*Z-+H#$qd6}P}p0Yp;@r3mkPGH7>lnw8{Tu%lD+Ej={AFnX1x4OC+Nre zI$phcCeOQf8QfzR`#)xNV{>Hs%JV<HD8}otU5?BrEnCiuD-!)`UPD-3RIQqvXQfZ* zBCE0UsPgyI`({D)eVaqg{FYq3^V0TwyD5~<?zXX{Uz$KGiLYh4!`;}&<WO56KL@t^ zTn=Zam%{ptIB!JzB=qT&eQ$aH7o8e|{YS2J<M7GhfQ;JDc(88%W1;#N7|p-V(o@_8 zAB!^2ys#U>Oy$~d|4QdEkRyBKKM%qk7gp*%&DIJJozkfTZq>nem&d|Bp+sK|lG!#v z9Yy-L!dL}^T0zvSxK4Dj3&xHNHkNsizW9a1wD0|zfME!ZPKLH%0n=IYx<`at{%O1X zTeT!mqcRb8yg@k0ca8Sdo7KTft(l&M?}M<yv3XmZsS=%<Ym$7f&7+n0*K^w@h!4)| zqGQ{e3DB2(;1}OGhmA5Xl{5cM0V@TY>Dh8d<;oKr>pA4-p2_&)6mpjApRUcVUd1kK zwY$83sA~q?^H*~D75||AjrFvI22YII#&+babP{OI-ZWOX9)gI3HADTzR(MS_f9uAR z6*O1(D{9Ig0R=~vruPlgC|DxvI2W0WET-b#h1+Mr{2X-@OLjVr9tbjfMRW)HQx}@; z-q)d+Yf%dG{0c;OJm8k$7=Vz4v;12FrhuZ{`AJjLEb3&%eP@cLQ0{myL3Pn)2wnZZ z3BF35!`<@<s?VH*@Zk05QawbU<C<Mo_?_GdT{Oq-g6=h9xN#$2T~-$C6uMKIsZ9Jj zrTbaFILyF&%kXCW>>31WD4&$iUW7AWyvJKr7SWJ-=Pqid?YVj<I?JyIz6GhiV_Su+ z{($JV+jo;nC-IEx-_<)X34F1h@TzJJT?=1?JQAA(l^ehOHkEskh9^YJeAgsu56u55 zIYxTTE^c|nK=L&Tv`x-c-#4KBi&Q};+YDawIT6o$i|iS@JWS6ej6i4Agv_4dQG7Y> z<i=$)2RputjB)vw!koueMF+|c$o<ORAYpqMsJV>lWImt6fAQ^V`#z9&%ZmC-2dWKp zcjawA#ng+vX&ZHlic@eiWH-g$%nr!i(iYS5s{xDszf9*%&7jA9p4JxP&liz8^5<h+ z6qs9HwLZ6f1{fxP)IAHdLB`Z)JMWJagDjWuHUG;6KpkWMkLxGl<4rOB5ge}svBPgq znLb-a?RVlI<*NxtApclgck~M3#tQ5%IJ}J6ift9AUiYABZ=S<x^=w?Vmkc}KOmbrU z5vGnG)`7*$|5dzJH@59iDUKw2s>?Tx2RDh%<kVm`cZBR8?JBOsziJ^oE1tiXTYfIX zUK!r^iaUDnTeP+0g;%Yh{d|b=N?ke9<?0{y9jO53h0Wh~+@!}~>i&GGViQC%d>!c6 z(}a+IeP?LpAYNeVe=(7>fXhx1Lo?L_z>=f>abkN5#s%eEc=Tg~<S{sg`FzO!<F%c6 z;kGGsO53erYuSl+Xe0F!?JJR1izJ)Jx}fOiEB7cepXJkyn+%rEVp;OPAg00zIPJ3j zQevPD`-53i%}72X?Y!-IL#{>K9y)Kh-C!2QHnc^<$-Ze=@?)MKUmL`+C3alQ>Ve|0 zeBo;<t>`|~dYDPQn#|*`Sm!x@0(Hp?jFiknYq=lko)!7{Z|c#=Q}2(+6LEs}@*RXu zmm6X-$%F%-D99gHOZJKC_FU6#OSqP*@@`4J6(nOdIsTAyb?xz;7dmC5I6QtmQ<%(~ z!PDHW>)RV(r*P)5>CG}=S$X~`z0nnlL=PJ1J=sK_cOqfCD(BJm_O>$=n(KJ`%8$dX zN>eavGW?wHaSccwc(n8N9PziOiGTeU+J|D*+4aALrf{sz^wpu^5Xe_jRqWnX546YI zZVUuZK+ot|@!o}LIKpBovOzdH9wnz-hD^tC|Ni}7=B@tEft;Jye@prYCvSO_npXgO z<2}0Hq~FPj?WE1WxiL_Co_ze~{%#OW_iBB1rw^1x{DR$GJAs9NVE5YYVssl@_cx^) z0M7l>pB(jxzmVzsPZN?4n@Y;v`blDr?Cm>3T$L7)uK1@|(4hi2^>x5<&1nJpAKf^7 z^!fnS?oqaUeySPQ??<Z~V9v(-fi3DiyzN-trLhCa942!qewaF<3)jp8?zi}p{aSv5 z=XK)$oTMH7t}fIDt&h&uc|Ds#fdt!tM^)ueEoNXPLv%qZtC$mu<XsflI+BnXFoG}D z`up11e?Z>~uVX|B`TGTGu^eOT$F~0(A2mge<HbYf-A-RdFx}5oM1M99cO3NGZo%FH zRnqr!+@z<VhNJX$XVet_=6sr=(?a~DO>cWAj}OD)0D+w>ZoeTd*3$FZi+TL7Cue8W zwlWB23bHQPKMlH;S++SNvoIK=Q+#DO3!6&RN9NPVpg)eX24-WR*H6gr+a}rD3eDI( zYU=<W`yBeKanm?`HEg0heF0S&+@>8m8nNr6o7wA2b;v1}&dl*?7%k2+&M;K>VZa-w zOL0eXFtzT{N}ulxe0wK0mw0Uk+uv+sh_RZ7Bf>_sP2?W>EZNom{!IgV$<Rzw3oU_} z^7eUY(M8OVxlf%)(*q1%bcdegOyTpbj#fJ7yMW%*pZ#TP74CQ&(QJQ?a2jh@M^2~= zBKK0lz)izNeE*ustYH5<Y-VUtt&<#)qCi7RM0XqR_?jM#XWO7U@=&g>+8jRazpK1x zM*2zZ7_LUj_kls1nZl#BVQ?<H{!2G*1RG_4RhK$VA*+5&&)aOWcQg5sQLwKTe$4Iu zGeqX{vlJEGe>29w`Sgn}tG82lATr(J`pgpH*5l3B0l%@w$((iJ_ZVn(jjZS?48nJ= z7PXw#5OfaBuXMb!h!S}7a+3ksw?r!lI>bbP7Drf?+^s46XP$j=Q>qOom?^Z~+lFBw z=Z}KwhgryU7n7u1>A-s$KO9eHQz@S`dqH{lNiDkFZokw|GAD<gZ4}eVtU_Xt@5rm8 zgV?>3D_w0%6;MxCC(S-gLGN`r7g3!Kj4O2I=OBD(;~Mj$|HhkOTd7z_wowEAcd)jQ zEvpxGj(qPc<X^%YIa#X8+Xj##x~7HU<OVR@Jg_k>F@^bWFD%3yT|{nw)~!?~y>RmU zz#N_G5d88Y0lL?nP?}?Z7>)&E$rd$EmEbANqcO_PZePcKK4JOjWb#hkw{vbE(Iphl z(XEd>U4*VHqt(qe0|0&k@=tr+p+HoE!l`V8%>C}B2~4E-IwrbnAMF5o`5g+&DV|0O zrqS_NbS=;(nWA<itOsb0j~G_!&!KKxa=qqMAW9yIdBajR2bOk?%50$%aFWs7c{#Bi zH+n^eM5{``ahOH=Kb>UEVJ;r}W;p;kr5{|`Z?1sQ+UNh8NZvu_f~%Z0`COIke-pmj zn)s<I9KKFH$RN6@*aN9MgjY<8rIi)dQBk)dLOqfqx236QBHgEi%pbyQ@`R_KK9aS_ zQ(g)d(<Z;Cw0}Y^+ffUw9s`TLzAfs6*8_AqdU^ZDLE*uL8|q}A{<Ow~Id0D^8t>{4 zK2k79xBxQt)Bg>@_g?`ca@`y7+SQ<cZgK^~kA>Xsy+e9(LN@Zv(}@0k$p5Pm>3Qa= zd)c$Rmnv5^B*8+)cmk)glJxw#3gM{XgO{B0gJ`Rh;w`&Uf-RM=@5u_+;cDphrZUop za7en<x#RvEYVAi3@Azq~72jGsD?5hL=hFY;cfxNse0VK!$2<5IGLU+Z_;4wEy3W+e z6Wy|Iuj*Nn>xdnWO84L`h2v)jSmfh-QJL4-{O<5CxIoJ%ab{o%sP!VxSn~Y<xvl|~ znXYb}wz)b!eykg6<w~u#=8t0X;|V{0-dVgia^N`YlT{GZ4rYjqY=QFi3Wxm$;~@Iv z9ozlX1}KPBdsF|5@EP6N73a@c;#=<BbH%@UplFBOd<zxPdB>P6_gT;2iMa2_ll~jR z`y#60l=jmgGdP=n`4G`5Kd=5hk=g}m?~3O+Tc`1q{_mcOH`5@LcUW(`<uZz&`!l<9 zV+Hj&x@oTP&OrB;P7Vhcg-1Q2x31oufW_bCzH?uxbG_SZCPt4fqTi<hnS(;3u$~zv z5<~dNS4EwuzIYO@>Pu=HM&CKq(X^M~6-<KD$(`=W4E@-gAnY7r77LY6f)bqhx-jd( zPQPgJzv%qzglkzb;mICnao{99Mt2Le4}MS$g7LISr!1#M)IaH-&sQ`F8eUtrO-yxR z;_aX(;#caRRQp(9xa&WZG>~&QztM~tdS9mRjQxi5l$XxeaJ8d8r9g@Z{WOFJKS;BV zq0F^;XfXbe@QT8Qrgm!xkR0SwE_F_ZHB3tVAn{O^@O&4U4@XCQgg~tm&Y|ff*U7+9 zz_VBb0goOWIuKBd|AeOf-akpfel_<pN&Yz~Otz7K{dEZTY^})4i<v~nD?bmsG+9KM zotDR0cawaJ>$2v9$Qg8AbCxMuEyg{KjL$;PZc(1TS98*?bPap=hS{GlpjYnnb{-BU zdEP0Opfa!AVN9EJf>(Lu`;b!U!T+HLS;gG!%cf>PM)YZkXnO`k?(zx#UND9N#u=3R z7&_7AKuqm&=pcj-aS8cL&Eqk%c`*%#7R+?p6~h`{3nd?`WS4v@373F7Jj1aXj@BN# zp`%j>xtnFHQm?Yn^|8oBC;KU=ynL-IYGMFFt<AW9G<IV@vrSRlj#)g#cC5(LcL>@= z+GuJ1|9MgC^)WP{Q6A>mdryON2yG11HRIklfW^4V-_s9B@0!$4=SkH;D7;oOVMyPL zx(2ECfvi37hUNvWmcl$VFg$E=X52sq#RmsYQFp_H?UJjw5#jN4T*#qUoy5j_r&8x0 zlOCyx5K2*<eB7U5ciKlJ14q563rEP@DHd~+s+O`Fliy;ueM}nhHUH<Lcb_UZR3hMD zO-w)BGd$GE7ZL>5Xb!J-+$Q+~$LcWS$uWFy^FG<#rX95|&3n+4bb|}qzI==Jamd8* z<vm?nm0w(yj7d<Pg_LVni?6r;gcv=V^>y)Sc+CIz@#?}biZMOsJ@(}><bU9(Epj5< z(p^ETc|XZ{z!n@`xHk`eh}v~WA0T<@n`?Qda+9EIEvOj5p9NHua^_PcCwR4ef#$AL zKaQVK94;ihh+`*qh94@L#2Jbdix9g>6#I0eA}D$pgZ8-fz2J+5{YjGQD%pMTVO;ze zM*`^&`|srQ@6TpXe90wmo$T9|59C@@Q`Tb0scZ4)7wb`J-%hmdD+Am7%-rgML1d@3 z*MGCv0X^G0>gywO@HBpVsq&TNI^6U`Ch7@4=6Ty03uQNqrgLSmx!DR{3_T|V4ldyt z1(qn2?Gwl&y^@m8wE=<G9d~%||Ak6wS2%eu48R!*zyI=jmLbhPCFZ!|IPAjYKX)9) z@bbxPPhJm<qipC`i#Y?zT>dqR#P5mIC=@y3vZ_!Er`Wf1{Czu)qqP^CgPgiBIENwW zrRD-MtzUcIv+Rj7*UWgYzH5b<+kZ66CrO?&!ji+RHy3JFCvR&0=_6dGTYmITByYy6 zJmlT81X3~2@7h04g}31@*++KPKw#<pWJ;2+<t%$%eNki@pHgNFJw7vlw(igLe|b!S zK8w-%`<gMZze&l;zbhN0W=s?N4ig?A<gs2YuZHo*RZhOFQxG<@Aus!#aKO}JJS?k6 zQ9Fdgk%si3X&Jp1HmmLiz8kmf9t8Km-xJoF^kea8onP?e`(_esj?-|QZ63x)X@Q~L zCYA7ZWavQD{&jpOqAz5>qZr=EU7XjZYX<XsnoAc+|1RwJ%$}H90_GZvC0PmL=XATB z>)Nn}9lFc0A=<5=ub2FxroSKOY&YW{ic%;CRrm3KX3hk+PI`rhsfjo-?eepjGX>Kf zen-%i^g~C4G}{YN!W}&tVJjuk4Dw>UOM<snFlJ1;G3vq~E~wd9cy8&1R=xGdcWFpJ z{8XLIX6gzYEK(o)p+AL2LUr3CJV<Z*Jx*W7rD;5OQ2oC5t(Q=F`$fNl>jE0zHHa&~ zG>E&-?_$1Ci+La1l7Ed)kbFGjIQ!jC@cMCziLk~3WQmw6eA_V!mCd64&m70WLZDHE zv%MCdba?M7<V(h?w=Qu4#OKUp{B84!@Bqd??N`2>8w;%M7c6TGtC5R+Vwm@7H=I&< zF<5dW0|tvSZQ{xQdE?XjOGgO@LwIW>$Mfy)vBdFbm&d;aJTcNVnlRM~VyQ`*%@6Z% z$<XNYkoy!oo@7rp=wHXs9f`Ayb^%}zqBq<%-2?}i6Whu|dth;)F=%7kFc_9+G5^^^ zdSOe(c^?ThLjg<Trd4PwnQQ+w9#2^TH9?nx*SmV*J(I-e7M3134s?up?@E!v{8)1M zj!k4b*iEnghHyuB=vUMH7$I0LMGo4EY1lH%z^XJDi_K<6z4q19cv(SOG~28X<d0RU zdc7F~J--?~)iI(saanR*FQ|d1Hv>2>eD1{u(MdZx^%}75;t9X5x*iBNV~b%TdUE~+ z+r_)-<o>H4J!ZQ~sXTg-atHtCbn^QsidB)ES(I|sV*is4+@>sWm4oOEHs+dlw)PF+ z<9ni)l9ZYWukL!{=eR+v@p73T<0^qe59jZ0+K}(370)sw@x3c)jC$%5enj(HfH(hz z29&J&<EHp@1(!tErA|MX0-P}UH@3GIe@hnSDJ0F|f6Wu#pL;h@A>_}wnVlr3tV{Pn z<6bL9W$iNme1_;NA*poqwuI-H(<StKXD!5^+q3@<;V$3lHjGM~CO%lpy}{m01n|z( ze7s#@7_H*OFTNz)!seE2pBtJ8Q5xYpE<MS|-Kj_GV)UnxZU-H&!w=G<Z6SE{I>}*d z53};WS2c;ht63tvb`FEwo#s>bHvR%DSI{19af;lkcjqnju6BdTQ7RFif>a<|rkcnH zRgmDJ^}I{C3?E;yCeEC2=<EEt`ALBE$ld<bepri2x#X?&&1_#wcovPO5`BZfe^5rd zgxousZPQ~)dA%6&tKwsF%L<0l+?Z{hoJ4uX>_VNgJosM7S;o{jh;NnFPZTO|f-YU; zp!oKF{IR2ver<3VgIj3)BcFDFb%f33_^C!<@v;@-B>u8M%Y&$Ua2}n$Tp#c08HNEC zfl;IKLA+y9saudv`V+2YU1BNk#B)FOb9ff}@$(Pmqh<bMnDH^;zo5KX7_Db$>De`d zx_vt;YY1O&pIwkI&5LA+E@C`YdZP(HR_0ZPXEQ2)qCOJ+r)>sGj~GOqP$2zy)sa$v zJ7#f4z%=E&?F_QJ4@O>iG6#DlOBWk9H-Kj(X5H^6O>T-2KS#3k61KWO3z_`1jMIF6 zY@$bIu*sn2U|6jsvfWz<*dMwAqwN=2hg1kZ;jD4W(UWUHY7z<rJ*zP&S0^m3y9cFH z*5o9+Tfu6nKl0MiS$rBP8G3-H2086a{#<M9hSG(4w@XVSr1zEb<q4Wf*sbXF!gYKO zU;GB+({DTQiKIo`z2ocHXK-Qa%|tag3;dj3;~oH$^E%N{U4P)qSDRHCI^t^yisfN= z)=qRnV~<;ZT0!=;-p{VXgxAV0p=9Ye3ugALSDsOq!81<XHHv-R5IrI|(x6{~D~EiV z{%Xg-e6_RGK8`^QQf0VV^ri@y0@^(D&b5QO+PgV(|3%#LNsTzrx^XK_#*&-!R%M;* zd3P%LHqnDo-HNuT27i9j)yxx|fxdY214(b&@r9myic{A(C~mj0zr)svQ4E)i^2NsR zK5y{Z`k`hxI!r4o<2QtNK73dUyVVEu2Uy2MqFb;;e@h&N;wYMo-1By!>W8~`)NTg0 zwS#|?F_lr5Gd_PXPSy3S58rNWy}Z`mk2-u&*Gpd!zw2xLSPu%K`;E?zbBX=I7Vo$q z>jyn>k$p>#^y&uuVt+57^3oe?zm0vygcZm&*pv|cGe|fBIsFq4M#0W#$K-Z04^O^l zZafy+2W%==Sw=?&P_O&8%5$1r@JbT!O%kjFLCqfbG`<SB%wJ)cqB;ieUQSBp8O`HO zwVmwZq?fAa+>nCEk5$|?h;{Mzr|`oosaw;BNl(CsM`~5Mr2nrvGW*U<GfwNxRpbX2 z;Ek=m$@vBgsC2fO@Ajb<Fn;wjkG+WadRG<2)X6-h*VXark3<v>AN-cRZTUNXiL$6@ zxG;*_^voK&3<~k<7?tH9Z9iO8$TvPoM|8eFv0e{_7O-yc=TXX}T--div+$nB44ye4 z`s}3E6e@h~uhbHp#rH!OC<Wf+L!W$-<UhAD^pCpRV%gpVix1Q<gxsuxj3Bp=Gh0T< z-bJ>AiOi)Zyw`F#q6rTqKKK17JK=^tETlZ)kb-`(OPfi#191BG$G0a*4n1>+q=@3v zdDI_v_{%*ogtyu){dn@%;kk3>yz|&J{?pq%cH(6b`8=DLiC7jwf=Hxhdem<y;*6dx zr0N8$4v|@U(hkK&6<l6xUFiOp>2VqTmfRdc|EpKL22ie?C-baqJ~ZaNxzDAyjE3KR zxdIADQ2dOYiKAH}v{Q>Wy-Qh!u!x2dS>nrEG+Pq5wn_SPR3@VKl5^$QM<-KJ>tX2U z9HsmodmlL$xHV5kH{(ai3DG6XHuyMrw<TO^5%)w4>p$uv@7-H-oNHH0A$7lr^iU_M z0C)%{rsLGP41uZ-ZmBIn29>V5$f+nynNV%1G<l6vT(_i~`8$wa<Zo!R=qPGzj0viB z5FIJ~<ALuk9q@h2&1WGjRJjQY3{U&4HlSDiP`rR&Cn#;TSGsz34&wg2>5`P&!1DCE zVVdd@_*)ubF-d&xxXZEA^?El3OGc!rG%RBK97m#o=}W9tTYBQ}+6$(iD%wTzr{Tei zwPAIVKNjD6w@RFFv6u7WxU3I0;^8K<3)TTE@RH)Z)*$0BI{O-K2>%*{1N=+x1_w$| zkyHK4C}jm`^7V|$eyTv>x1R+=q*uW($LnD9R?;_=^4mx4BkAFuwHBN!AAvBoVeX!j z4R}_wN?)L04!8f9i#xn?3Vfxcvrku+gRYg_?}J3wrHxgpP@P+VH_L_k+bSGEGl=4s z{?0PgTrJ39y|#w$N2pwv%==Jw$&W7nc`kmql@P@BI3JBCuN~r4YQ|dvi<8Co34f*6 zY2Y>ad_*1AOgPK94qNU2KK#Pm3(R*fiZSoqqP&l~ck$$2id>JUJxT}Y8=&mSSdn8` zG3@UQxVrUlG3KX_l@>GC!$iMb?3p{WxFb(u!RNsQM8BO(?ob?r<67!EPJtv}6?`ta zbf^iko<#7lzep#22iZ5iUQNRr)4M5LmHW{s?LbBvO*`%%r?XVfEJ5qvmKy3_Qy5vg zcIVYZEi5)OEE{d1P^Nh#&H3Ur@h!FgP|;x9s;tD`<WH57h<kmy#1gDKLHhJ$dWZcy z#1&n2%+Kw|ryIY$sF%C&{r*7D8RI_mepKb1Fcl6pVvWn|_SCueedx}9R$GMS;IpeY zf<|CI>)LGY<O2AIRW<%cau~+P1?FeiC&_(eIC+QgK(_vmqVtZY!fnI2O$jB6rj?bD z8I@ZlWwa+LWu&O2{gY9YNC*uwl9|W~W!}f$d+)v1;n?$i-oO0o;~dZP-1l`|-%F$; zwQiyoV1>tam+}hwYyMC?F*k|sXN=~!9(Ti4SE`<Y?GN-xe`8<eGlH*fa&8$Gp}`;N zCL4zCWvF<><<PyZ5A7Wy%Uj<N|CHw*dufu_NTz=nJiS(c>-ue;A0qj&Tkq9O9TKXs zA}E3KHNO$__+&&^Mzi5u4j*?~rw7JXe>xFE^2bp-&$PO6c0<w3*#pVi!{DW$AK<z+ z0y2^xUhvbxp+TXsMZU5Pl)7_bDsR>UXXXJ1=RNf5Myf**vlnK-(_MVSr?f$MPno^p z6W0e)8B08Yr!!Ge&7g;xUI_=9%tT)X(Lj~)yx5WC0%%JMb=3w&^`}9!#x!ycN8B^3 zy5dKAH0LA5*J8)<UjmPJ+EO%Z;eDDm`)vhxw~Bg9jAfx>jq0DR3I$*vG^)u~*$w6A zjZUxq9>7D{`!3OGB*D-5L$Al5mBO~IkM7<RBmLi$u|7LVlBdeCX3L)bg-uufx)mo; z!ErTf`g7qp=x(0mGKi|j{SeZZQ`n0BmrNt|1FG?p+@vzaBnzL;jZNJqdwkopd+nUN zf-v~0oA%phQ{eU`bmxl9ByuGlf5Uui1~cy#mCS|~KmgZ<!%A|?pfqSl&2y<l?&c=% zCi@}0nVx%o*`8j#;qQnHU*#fHtnJpKgyn$nH>#4)#Z-`%&z5Sq=?o!*iLm*|Ebck< z%%OtPi1j<$w$dWpQFL3fTM*AAY9H)6B}w#xOE#z1Kh~arfJlpN|L=Kb`!(4#PkO9W zXP9^ci@H!%^f>+C$TGgPQxi2gSdRg5$`QQGQ}8{!JJEmlAYQ(iu(8;=4=bK4t9)%H z`t|S8^AdzVnSZtEb`yI8vdPTm{4SzGufyMw2I3>|`EU6Jfh%E9a?UzlMjAZQruW>{ z*9?tP{DSHvKXMai_X~U`=dMjn+17<l*zId5!@;%)qyJWpv|OkM&!OvAB#2K%HR0U5 zb^rB4RR`a5d;NT{Q&`DPT9`neyz~29ZV!+?8it&sA8F98x1!GctsA7|;y9^47}Yl{ zU*39>)(ZX^X{Q6u48f7}^GzLLWbe8orFLA9PCah4Q0}w%46OTbxBiz-H%>;1kk{QX zx;4nz6qgbn_%>$Woo@8%8~rz*^}IKYrROy7kbMbMH4h|K{_6$zHPiCakswHLo8Y7! z83q9X1#|Cb<0RKxU<{FiV7EoWG{l<trEfYhnew$jL%=V7_a5Tw58lE!#W#n(mO}T* zg+RV%=Ed?lWY5KT?!j^UDWn_Xtv2SNQ%C!B`^MxEto`tEV`64Gh#c3=C}*nz{ciu* znY<uWiF~Y023W9=*xb~4hV*O*r)`e@^%oN-G^lmcq~EmbjX&9cqqef#<NKo-$gw2d zUQcw^7WxbS<UZ$vfF`%@u8v+DJ~%ED;@64xyLXNZD3SiItNv#1&t!sD(3>O&T`Fwd zargQrOL}z)_K+N@OfrY?OKK-;PeIRJ;7p7rJRxJn+i}`GsKWEh`Ge#L&L}+MJ3x9z z3l;42N?B^KpMj0eUZNOY9SU2#L~@LpCtCz%?G|w3e(7b-1R5-4-aEnD(SwDbci#Py zHVc8w?Bh->|M0ZNKfy0q?YLF6;k5V`(sNm3lE2+>7`L7IH0R6Ggi5o9Wv08k@XX<O z>U>Wt@XJ)>=th*m$AhGO=5i(S>=%7}Nso$4Vdqbo>DNM=*!Kt?&3+j6vht`iXQbp6 zi7S0pUVsCx<>6&4MX<~GdfnNEItWbubnvdyIL<}eAO6`j3Y+eHKC5c5f=iK?+K(-K z!q!R6DA|Y^V3Yh4%=&E!=IFTugm@}()a1hbc8whPP~bFIGaZk+81KfiWG;b`)r;Hl z&-+1B&++15zzPVY@yqjm3&Y2cSs*Zf9tS;}TPj{O<8n~?srHH*Jn0_gr}dSJLLEmJ z>^>$!cV)uMFY`1E?VDKW7S0E8sp_(n8?$KU8<aVEdI-0P1#D_mZo%*02J5-l<{(m$ znXS*D2d7=XsQo(9hWknqADj$L!MLnW{h<xS|IqM8f72_{^BDAcofy|Dgui?2w&n0L zY~F0QaBaQ-f4#Vx)Apke4(|G%qB%o2my(IH`%AL$<I$B<T?!olCKlz#pczt`a~nOP zx}ceRcZDbM7kEG9;CAbzK;NWy#KXEO($m;4Bc-+s8OHy98<Tt9Ej*~|jaC<C-4kBx zxlP4qu9YG?`pI7VhR838lnV4XBevcpHw&kY=nFMiyn#R2BR_f|5ykSIA8wl=e5(A$ z^)<gcaD$G6#~7JcG0Nm^<l%m->}1(YnOY^jwE0Ix#Fu}@RrrMGsZkIpw)eQUR1ACC z?1i*!{^5_@v&WichTtdX1vLr9Zqm=qXQ!@4#cgI+GiI(5U!;V`oj;z_xLsE6$;PcK zxbo4W^$FiFM2yBPq{$K=GI!p}rjUBrBl=_1{l9;}`eu}8*OejYeXu<FQlcGpiym<9 z$y>nWyYHJt`ODFq|AKx$(WU?Xe*5w}eH}>T&^RyownA>`nOofhGmvDbkm+-R^vb?Z zkYGMYgN{~?C$4R6m{G{R;C^WUIrINp6ThDZp<&0`<}!+K)8)1|mpQu8`cKIllTDQ{ zrnAvoCo&!c^kpPBY?;J6{<+uNs=82@Kjd)9&<bpjn5lAMrJ}X(X8o%4DY6$T`@`H( z4@WpX!j;^{;E4Dh*Q)$(@RNRbWbegpwDXay7rUK@TfhH^c=u)%V|d^EH+zAR(s5nu z^G;sEtBe@V=AR(n9}nw-OC$%);bVF7(r^~;m2m7j+d7EfTQ5rHeWAiW)m<0HoyhyP zzcoWKol*VTg}zclhGDRM6H+OnR}2gmn_`c-Wuo3(U4q4HABcFL>wAB`4Ue1a^d04j zK+F2$&z^Y?1FP1B=9i}!)$L_vx9G(tK#O84r`<=wyZ(MPl`g*zuPA*Gd7IFW%t?cW z&(F7DcLAqNK-CbQ2_7pF@us2q*2Tl>1{1JBn<4RM<_L%-A2E}&9l^i4F{9sj=U{q= zh1d?#2jnGC-NYe1LHeC;<t~xAr1t#cr^uce9F^oV`fsWg9m=lu&O6kD-u7tYz;m-W z4Y$lC<f`G;y%nZ=k9%P1P0-2itreKp(LSJLOMJ&d@A8~}J7KrGuK(^4(qH#}p=;i{ z132u~b3AKkgdyXsy(6P5Skj|^)$a@g<y?<X%u(wQ41UXI6g}$>>1uYq@ohs8Y!+6R zyxat{uICGWkh~!MK1-!XW0m;idZMX3nU}9Go~_<adiQRx3)*46G=$l}5%2h^6Iy?= z+n0NMhHUSb-gcr5_^vG0_%zYW;tiYxU6p#l=JUf=MxO=js-eGW#M%!EjR#+f9HWxn zsgw(+4E{m<L}~2948obbapj6#Yaiyir#CvsGpI*-htm5i#6vsHzSN57!_p^2xD)=+ zpfxL;dhN*q2x)z|9{kZ7MA;t-Y~yQ3I=$RWwYz4p;rC{#Xu~mBry1<`Sn4-Y71t^2 zn-4=uWzvhls{_!~Ih-ZEZv^yhzZ|cNpTWONteX=rt-*t^sh+p`%^3gdZ9!cw$z|I| z-khAOL~jPSV`pBiftRgk#dncW?7y&??G;BKT%i|}h}<{`niqQM3dVnfBiR7z5WnkQ zou^kk-J4;oqpw<$yvyj>%Wr+#wSdwte&u^+7m=F}ltYRCeu9bdlJ%=4ED?FYzh!X+ zzg<1x?UUb$d{uY9|9wTn4r}fFuO6hIVz0Z3&d~v6N$%NeIo1N_X;C?S<bCv{a{j|k zs}2a`e+`S5k|9MlE-1c(QJqzmC5}mO9*$kxIgk_EgoUNky-}B@p(UR8n$r^be(jEn z@iZI8k-f9Z<2*FX3ZR*Vd`ZMB_jVU_>gGbqxf@n{4%Fj0n)k!=!{3ops)+vjjXp5x zyeZQ%It9B=p5|$-A@5+13r~kh4%}Gx?r7aPCUx$i0P35!qrkJ=*s+=H$Jw^TF^{Q^ zVJ<(1|AXd5Shb3FZ>t)Id}o`8ubX?ZIDvj<xVRWs|HU3TA65%YyKeEdyh?`S1H59( zIgMaGXuq(IaM^xa>>254j=_5l`uXzqEx3y-$3lmL>`it&4-Bd%`N!|O{f)*~z_;+h zA@L#x^{vf?pH33p^KW!!dBNE_yyz{@S-8Is?>&=ik|cSj+CBXDr3@M%qS@K&mBJ8u zzHVy!5MKqmJ^7~<IeK8nlc4#T=z45*5o;c0pjQ`C&F{{C(uqoQz1tiZ{~`UJx*yqu z!=9RJH>fo<44Pg671Gj8aOAF*cD#QDa>{?w(T=Z1uY0t~Z)7ekcKO*Ud|?V|qfTgi zU+#s*TTLtxf}@Zv@gy!hxfQ31FQ3zGqd_2hu>if57Y2RNyRXC7jn2%pNIQ=#ymjV9 ziE{NaDmkr~?OK<DL-%H#w*4N#B}slChl(-`q2n(x`r3&9{o3>WUrGzwZ5R9FNqUYR zD}RX+{nrichZk#Ks11-FyHXJj*FmIIf6hA*J&66Do(eO(4S37z=i&f4#|ICzn(G=Z z;uFgzUFCP3pd|Gs^!<iK@V!QNe1UZU-^%ZMl(l6D^7m}l8QnjGk6dlqe!U#Q(0A7T zw~XpwiS88haj#i;Qa|gK!QYAAUv01X8Fk_aEj*%sfQmt7w>Uh0zei0t6dHWG3LnNS zJ<@0!zz_B818+0t@zWj20!OZToToG#f6mhl^@CgVO76}>)nZfP(!D`ADtFY5;dnbd zYS=t}^Lzp%J&|O3XE2VMXFS<5esx0j>3@s49Tm9m){X=IhjZ~&+kYvh#7}<I_Ut+{ zqgnXyTPCH_x*AMg|LW})3&dheuXFk~q~~cD^D&pwStyMjwc)7mM%{y!8eT$+uv<9M zs@kFp-nsb<nat48o~AK<pBjU<j%@jKDpmMx<F~@p;6CVi)SXkcw;k4Q^s0xiO~XCD z@LPFAZ#O<Ml+37E16j$>zjS|J#0ZgB!jaB|qw#jUNsIXHEfYVuaO?G=AWPa`tJ}>m zE49y(Q)e0W?tR+9#n284?lj{j)_ByOX)w@po5EECzFmo{vn2nsWTr1p_7QGV5zJOo zP!xBA&FMYSC4Xk_h;%1@2;JO`r{dQz(J|F4VPXn>OWV#*d-Q`q=)2r=HRPO6(T+*> zU4-JUqzjvNH337&H6C^9Fs6$Rb3GX%i0G;8r|X}^!Hr^Zx4B<KXh2Iks4G;7<vuee z6tXw6IBhom;c^Q!{haCkKj)S4;*h!9kx4i`lz&}wbr{FG%)W2j*h~DJQEJ1RhEanf z?IfdKGe$5P2?S5RCEVZW4JEJov1(EH=!OK6n{-|X3VJ>S#<$Ckab4<0?=;wIw%Cb1 zx^w>?&}CtDBZu7Wr%P~7C{!YybsC+<%GV19k3#5cMK$WaPGFdqI@s`Q83xzBUePCf zU8(SyO)V20=xtaV)f-9Pw?_>Zet3|doeqYr>SY+y{|c641|gl_&+ql8DtO>MZat|; zM;R6mHuVo0!4nOf7A7mJP$&AO@_riO`-R;w)GW%x1De)R5>EM$UcFVvWVsE7hYFoA zt`UtxH*aAqN1R+b5W7=w1s*>;Y9xHM3O<L;+PHETV#S}J*pHr6a7c`-99wG#>P(hE z4Dm&cP*OL?u=K+j`-93gPpR;^`B2#g?qyh7ZndUo>jNh0i;?p1M))dMpeRlH**3r( zfdegtkQ3X<$1U21F~zZ^QRgNxsQh8r=bf!6Vr-KZCA$nJ=XbkCJg0)r>U(+)-)1zL zpfJXLB|1?(GxK)R`<QB@QPW9yr8j3>4k)CMo{Z2x1-Bmdqge4@882hPU13^!)2=j3 z_@sqS4nL?UIND`WX)%KSU9Fq6_fNq|m)@U@;tc9C^XD8!85g1DV(nb#$v9|KmR@-M zyc%Dci0)Q@HiExOhBN;*RKb~|fo!AVQFu<<Akg#UJvfy(YL_H-;M7LD6D(wY{r1Kr zV01eTv*n45v#$wW$8tm}wH8AFMTIw&@cP!c(uBL42Ozs@)I!ba4+>h!D_-9|k1Hwj z^DJu<FyR|(p<=lP4LjbBWbo7=gQjhNC&@*QuV<MtmY7DtHR&_|?_o^KED#q+SOTAt z`{vtUb_0{)4W>O@t2kCDwBh9QRuunM<LO9O2ouHeNzW$Qa8_4JvuxW0SbRI0e8==J zZqkDN^(w<~>S@f^LH8L9?{-^@iRnex8Z|SH=yWLVkIZ^EP>p|gN%h4MJ-qT#Vzjj! z>2<uoH+U>?2+ST#H3Sfy<y?ZQu2NkuR_k}vig)_s+Ug>kz0NRJ)6T~4v}i&m`*jt5 zr<o{0BAd?mp00-U^Np`8Q{RDe{c&wJ#waXoUQ$V1?!(ss@r&VHH289C&g^B!D4d%b z7ODC78>}cN4BNgh!7HE8i|on7cQR`!ROQ!?J86dLFIp0CLe$8Jy}bjDc36!+e?_OR z2bDJ>C=>A1Dnm<-_bx@gJ1NX91{0<U$r5r0MB&u9k1ZO7usg@tEbz!Vbm!sisp z)tz`$D%Y@vK8~@D)*cJE)nZR4wV)V`>}*+wE>@y~8S74mZ(~>`>_1_;iHgck&fk74 zZwc&=MxuVZS3>&eo7b$NWDfXDpYwE6FIago8T}{Li5{Q!+0ScIQAga@O1_~3cF)KT zFB1P2btcy@#H<PFxBQ;^m^}^OxeY~T+<&66hpxJR9Ldcce&HWixqwv}x)*BCRDj5P z@lE+bQ)m@@k~jBYHPQb$cDTfM!l^eJ*_jWh5bCFKYg9iNAFOi7oqaiq8ys_9-*B47 zo0lzi#<(P6dS<|P*4tDVnc$1m%&UQ|hnCMNkUR#3<)7fICxm0^^KhfMR3`?@unOf2 zdEl@Pt*|Gu7lLJ2Zb^|nbi~j&cW(oOdbZu*{MAE6I4||YfIWW#tbCrgw|!^<5skv@ zE(zXv;Z%FfnFJ~p*3vs%DeFbeq$2uMp*Fm-5G1*oG6ow_`=91C>Bq?1X8h{%9Gcqs z-Mr`Bf$XBLt<0B(;b?M}TK@7R&eI=4KeCsOP290DSCaVJC8Vl2-xB^+c<ZCRU;A;s zmPhlSMI0&*{1-70Hv)bp+PhR<Qot8@Q)jd$p=!l|;wn-LQ(N1;rcYD@%V}QRzJC^- zivLEi{A>pK6#JH+3uE}=<Xla)%3n|!F|w7cB6<VwaCPqt6|8Z+ek1YYyg3%H<@SP# z464i*q710;WADD0xnV|i*Ue9@v_;zC$t{J&hCex=ndl|*5D`C5En9oG&EoA>OO_K_ zU+}#Djg7|^{4x6Gwx_1{({OZ;%x!;ZlDDhBv>C#v@L1`s<L%SL7t5Plk&{G0x?`*j z<(vB99aT1ITW&kpu<y6OPB;;~R{O<deHhfs7wtG6s#L*ob?bKvfu#4SU2pPrW)TWB zthu(?7s2{%!!keG$FcI8xI|@s7brYjIq95HgY?hd?aXi)#J3LZC*8JmBG+ZskNnf6 z_*SD#VAl}I2Wc&`=Mz6*=yi@hs)IK?p7hl(6efK$tzWj@y*mJ`V~*@CPe&oe+_vV5 zKpFJNNu5|;W1{>@X0Y`keT~EKeRz(}cVb+$NyHOt;%~gATT1tLj`WmVSbH2dhIVaI zFTZlOfS7!<g3!)EeCU2<aIJxyTc`EbRqOWSegR%3=AZT8oMK_uDc=E90Wsfm`zwe& zCN%%Q&*Yxp_TcovYf<=x=WK=BJlPXWZOG!gMz4M<<MX9i`9+wXt)hFBl>yR8Tc$`^ zBp3-@lymCOgWNb?{@|J%Q2H!a7VDmhSr#+Llde>Ol;<fX;hSTG8&|;Ccr_Y1IK|o@ zG!rf^r(auSb_+Z@>v-f}%@oRq$VkUqHo>>fx};5iJE5NI_@~60S*Y7s^?^~j6tyHQ z;Jr#a`Z^BU{bS3A7aBJ%pZd~(lI!;=a5qe#{Q*N-vvWG~jGTxZ{nQI{f_)CcYw57( z))DbXd6P&pb}^8XnI$?$+M<8?67Whd?)Uw^ij@QJ6AlG+k-YhQ$+nVJw92WaT>Mvq z9~Jw=o5}~F?(80)?2<v8_t#0=DAEr;TVsA`+EwBo7xBYe?hRoASL|V%yb(-Qe1CCM zNgibC4zbL6v}5r@9aeq)N_gL>lrr{X4ECqoe_&8dPq9~WNY!zkB);CD$FjCWA9b+k z@f?_dJtMYuAxCP_H2zm{wA2(ZZCa{oc+dvI<#8{6ZJa^c4cE&&whQ>yc<*m-GXK<B z{FmA|LVB}w1-rlQUw~dS6K^?3Dt5fRW6gN07mm<A#5Cv*;}PrO8+LmMKjSv{t=t3i zaObwQiICw0(n?co^V_3wkJl}IZzrPH4j+(O*HQsn7v#S(2F`&|rS_=(*`Hv*ps?RU zot)Qi(?vg|^}tn!$L`vTdH60ueM0;11bA_7=G`nffz62{Wp%2Z(EZ^K-_u&cXL-oK zk&$T%9XJcqO$hh(We?A%pZkVTa>iqRUkT}t+xFI0#UceJcWWw@h101!F4x^ZCFq58 zLHE3TKa&18x+LqU{8p^{cqT@SV+`-kY0AZ@=78n?PSbsQ6A%^zDup+uk(Rox=U-eC zZm0=Rf4>rsdfhv}H3ZP9ho;B+gbyS_qTGq6*&f*ty6;S;S5XP*<tdj4yLX|*V*OtK zt3^-*d7HGWTaj|-;A;&YddlEve~9RZd8D26jQU$eM`?XNd&|^m94;G)cw3XXqw}TC z$O-dKd|2`GZaCK>TDolW`cB6{`4nqsXm+}t^w37RO15M{-}yIdfBTnlL+h>8&3!o- z7nsp(Mz}Cs$46OMe@tM=*8%TZvKO9^T1{FCT?CWAChSKqb-=swRh{{>q^HQ|yk8cL zaM9F8v(r5rKtfGdc$MsnZw8<Bt5|Kp6G|<ihdxhYJ#W*BIO*%;7S5@!NTMOd*~`Ir zfr27OmX}Y3(BO3Ap{h#lf0%x>U{c=c9}Zl8VWa;&1~zAe9?YBQgpcig^gP!|ZtuY- zo-x`0E~w6zX-|{=WNZ7iTWsBUWco&DMc*ozU*}c6e{u+Aw{nTHunoZ8;(KgAstLFD ztCqFPn+8l;(@a)1m<0WEMN@t+St)UhRksq%{=vhdFljDX8p4)C4j&!_f!K&?;snu` z`ODs0+wcrRs~Q+&&ye2R^P170Vhi!3#tR-Fwmk3-^n3bDKN;?adnz=iFsq9csA}3b z&@e%_%8OHw@U+!fymlOKg5zzM=j#OWv2pYL#o3k~ymWA+JwAqp9HnZN%0vAiJTLTb zok<yX+hyAKOB5rM(u<tk3xwC~<@c9IIvdY;Dtql~r{X=c0gVo_2TtYwSf8On1@Y1Z zb-rWd{4<=8(qAZphpS_wkra}vkG|ye{8k-?<wY@mwXFrpV!El(tx0^KvLn)gg@Sfl zf3Y`YcY~$Lcemr=fly~SQqX#v=&h>i>jvyYplkbWI}v^=#64^GQ$9fU{cC$eJk2KI zYA?@QZ{aB%x*%^Xsxk*E`Lb&V?~Xvu*$etEe}~~P{OD3Tng<~>N}fS^{TOz<@=ELO z6!24c_xqViH6F56d)Il2_&EFX9}P;A{%7C&Y`$xROLW*G(4eIfSX_)4Bu+4@uTS<` zX^|p(eram{a_}Uu35&Zg&Jf+=^8}+#2;q?K@c;AiK6y922*?yWR0c&tH!eS$>?J)_ zF9xfutMJZcgXE;yagwhup_;jm!(nqH$7_RKAfb|Dl1X}PYrD^Gf2`Y$ch3y|=riwv zU<?1_*+0CIZXuf@OC7+?Yf7>-)l!^E{X;1hSc2y&24ns^<}jf}GtVY{1q%rDEa5pL z<xu?tOXmwYusP;W5#{bQ_*!;;%FZ0d9j_#Mhh4Ja>jpO05RNWncU=1R=V32OWUQU# z;X!hbT$vk;?Z<$a==YSxIW%+8@rxrI=eUH9(N#afZP2=6)!Enx3V|1W50ktD-RE+4 z-^f}NceEMM*Q-Z%pWv{N@+D0AG;J;ap7bW)leqWAc?r_Ju1@WCBEC2Y?Fr%dRJ2{Z zeB3*jaP(9aZJR4jW7(13Z#L1%=q&w3$oItxa7;I=`)#3uMDrd+JI_wI7Ipsj`omPx z=ltNiLdz_+c`hV;6&M4RhU@-!6CL0l&EisE)fC=7-}<&favp2$a=m>t6AHK8nUsFN zB7RcU5YL_Dee`W#$Vgu-=@%{ZEUp_KgZ~cR-E@db!>tqT$`+Czf!^<mO6zPHQUdGa zD8Z@V5_vkJ?*`#OGKz`r`8kirzU7C}AIOJOKNu%v$UNM<!#hw~cofB%*ZY^BZbsSG z+dSSv31n~7le9I92I;5AZ!Im1<Dd=C#Y($Ycq<eBT=mH!d4c&IVRM>6e|x2WM`Xru zg;he@o_-m}^ACM?KAa0J>*%wh21q}<F5BZE>q&4tzG;Uj2Nf(@Ep3Dfdaz4n>FcxO z)A+Qx^XWEKCW_4T_BZACGC|^0kMYyMK`5mPztAJRwZ#xto)T+Db<y?lIi=w<Fg!ss zQ6oA|+V9HCqs;}lUTam)#J3FwRQ7xh=B|a9t=amfwWQB8?pk0zLmw=$bcM%erQuft zpQsPa;W%?T%J#o~%_z>2X(`UoiGg1=?rC>6;!SCR0!Qfv6kIgd{}A4Y+o~FIA#VgI zgY^u&(!(J0{B7rF@^1AQHoBW?U4|JC4k~Y2zkp$%x?Q8T)kF8e%$>GG7y154_H-m4 z74K{9(|(cI1PU67b~TyVc$m5Ip@RPeR(MKrZ!%~=JLa?2)h`P1LGj|{Ah|Vkx>@?h z#j*@_-koYu<R1ohsZZUBe@5|Pj?{8R#{zKW9XeQYf{xNP-gQr-nu;+(+m{2|Dxg4& zn&o?F5c{STMAu2SqqN4AyDqE^7^Rkze8a62=Ek+Szmc5EhhhE0(Q;+bTd<4w+S7SF zzD{t&Yx4@^nSLLCbAxaOl-(39gKD8-_rZ(53yI$NqvQA7<vPNF6%iCU(FtES%6Tq7 z?ZoaFOIhmd7??$xG;^0%W5Eg5-%U5BK~gF*#V@FY>}jKQ%KqenmPCedic|p}qqd0+ z^G>7vtu^&8+5b>9f2ibQ#R#4}n^FJOvw`qW2QTkSZ9?k?6<VfE9#RzCUoIRVyhkN3 z<u|lu$j;()_Ks_ZU&Deat7N`xXN+9*9hnC<{p#$bmJtX@k?m4kCBB6>S%Lh{4PYT^ zc#4C(d$qQ`<!2A<fNLqPY|0q}klO3eCO9>XzfGx5mSmngC@y2!yHtg&BeV~X#`D27 z_6(;M;e_8Pr3-)7M8%nz1HW?GtFYZuN9@QhDw;hu9W`v8hU2WQCvAxC(sv;!!aOqt zd5Qv6qP+@Xthbf)#4X@V?b2o~)mhZ3cRMWQG6@{sV&`6255gB+HKAnpDqL^+=AWR- z94agL8wr%m17FZ(E;c?o3i2Ahal9}Jip5)Q_QdzX*@-sa?cYh>X!cq3wUeDlP1(5o z_+v59IsGxKC;Uw6ErVr8*D*LYmCF35y&e|D4U{tNg0aW+m1d+E1<nW@w&o^2+mr{F zQ`hxRkvZo-Bi(`-tp2>1u<^<$7QLl(IUOLmb$j#6W#N-RdII$>o-Bv2`-GP=B+GE( zw78EBV;Yugis(kPEke!W)SC2Q6}k%s8g!S8!*|ymQ8SN<uwX_p>#1i8{B^z*WjsBL z0vpf%5SSqS!FmrD13QNCs>yoe@`54Yy7la#Q3jLx>CgiTzJy!u{l!h*a(f-@<8I$@ zp7=3u^t_Rbvspj|gH3ZcoM<Tc-a>?3s1wHh@A$lktwo!zW5FY24k<3o<JcS72d9>o z5=IC=guMp`lCw#kEbQ3__N)Oc@h`d+t~H8|>xJHr5Z_?j(dr>Vohm#l?fgu(x)TkL z9hSdrUI&u4tzz@Xd*O!gD<^5me%SYUx0|iO8i+mi(!CTi0qX0Hme$k}uJR??pZ7%r zpy4^LAi8S^m6TOev*Y{Gb<<`CAO8q!RR7{Sdyrn8#>JR%;`9Kj*99CHcId=1&8M4e zF4lwjr>4r=p+S&(`P@>$pCO>XpfJRz)Qh2EQJqi!>j72`|Ezt~zu2v}>guf94a2{k zec34eSP@A1&a!O;JA01n2Rx!v5C89p)=BO;OuJ-QWU4rcQ*YJGqz?|E(A36YMv|}L ze@>}M`?-kLjwU<Q%*gq$P{@@PHVKb>>SyG}nJLUe{$}0giTF$8f{HZn3fQfSJSOyI z8Jz?u5e!!vaBVcoW%urE9DcF%kN#&K+0UGvjnQ8PV+X_Lh5<R?sPOpnd0!tSAL1P5 zbZ4g+_Kxs9IWdBkVfv@rM(06RaxGO^e-VfHABX(m?}FIBbArE2i&66#kIAhAOTbbV zE@Y?D0v<kUGahb}_@3qK7Me*RI6Rq;=Dykv*De{Y-LlLfe(5BkzN1X)k<Ba_EK&bK zK>HonkDim@rEeE={rdoTyw-L6p014z!kXU~#R@QQEiKA@VHgJJD~BxzPmJwBS%^dH z2>Ph>zhpg9i5%)1oG1QkLdS!#8<_m*DFz$dud&qT!JF_9DY?A`_<Wbcg}OKz_^piP zuMf?}gvsAK7C&WT+=^b5*w=Qrugced*JThw$y%FUrW=mRU!+R>o=5p6_3t|`G$WUn zQO;Q^Bc-##YLid*9Q2O2J}BSGK&iZ^y=|0f78tgAU2MKS3{@E)-<?>>fzp33;YsuW z?g*K%eJEZAjCN?6GBkss_xg_<)FC{Y$FncJuhXF5)l|1BE8#8M{LvbA>H}|C?eztV z4OqU-Jtn|l5E@n_?th{Wg3ZsPGUxRYF)w@{PwOcf`t7<L;^t8XlC;w|O1WO+iQ>7F zz*7zPl9?KtZ~|@Wbmw{U+o9lV+Uf0e%W#!;Hq%LC0J@KROR;&DVLIK*s~My>V=;I` zZEfZxj#dpAeRG+`So-@XQ<El<-Ik&m7_tICDw-WbpBLh#;mc4$^dRbTk^5z%R`6V% z`F1)p9tPhBsMG|`LfL4K_*cF;Xmt*6zhl6pKH756Z0IyOAI9^gAE@-<xR*e~@P$FR z$hVl6O-BXFUV-TI#tWF(y~(tsxD$qcg?lxb<)eJqT<mN-;hyiM#fQaBV#nju0-1>> z(97x({{4jbC`_Y1>y(qdaZ628d2BuEp1ziJk<9xIP7-tzL{Aac3*Y^8*ElTst1Jzx z^}~0UY)Pr472sNz-O0<af~;P}0<%A>aJD^6<VM&s9H{2qn=?hl_x)Ej@BQe9tLzff zp_ywS)N8%(PWC+RZGN&dp?3uL<ZY6jQS3*?wpH=R`&&sKD{4=Hc{X@3?o8J(8^bjc zso(?#N_Yd<+c9^chh^o#oVG3$ZkTY$emV^Hu0pE2$^L*PTIrBhE9rgj7B8+5&Lnx8 zbFce^MxkMKV0v$LH*PW&oK7R0(MMbB`I6iQ@J>6+A74|_KYzQ%Bf9!K@)RiL$({?t zt-axl=6O}1vtV8H_EQ&{4b^SCsc{s9DlSz7Yfoa*?C!`N>VwE1`GNNZ=}Y;3Wqo~` zE#W1IUp45FT7Zu=w{m@_Cop0cL+AsC1yEF|s+hh<{4a`^nu|rL;8K-70bfbqW+Ru* zo~U7v^GNwlO<98bUGnb1@~dD}U3cR#TO(>#FNB=BGmK4#mHNhIW^kKxn?Or_AmJI# z=ol1sBKy5M4`Uk-*g0ipJGA*D#-9l7G&%kqlKF!;?e<fl$lSR0?w)F_+sHdp^oQI} z$Gqc{duBk8^=F@=VkefqGhjLPZW@FSD{k5nI{;s2*9#}{wS%UF`JOT5dFZN@+s8*6 zLDN46rncrKpkyQ-+sl%VX_N?E0Wmtt<=}1FS58n-@#da-Gm#NEuVcu%%VHRL*Z*+n z4yWSB8iCNqBD28y-D9Mb+}mXbvs?ntX5-};vtIGCQ9L$1u{U9Q5Z0-dDLwo{IB7=@ z9MvU!zPUc($ATMrV4YZ+|KA(6u;*iHtxTamE;@e~%~G!c@nR>%^V2lE##lu8GqM1Z zOxOD-$vMk^$%^{Gd<qk}Tpq@f^Elx?-{ym4f4$x^u(IrN4H`$YrS8c{BlD}-4XyP9 zIK$~}Ek{0Y%lucEJy#FIiI-1a*)okeu68c5%iS3BKz5fAeKk&I7JPAJoQJKtApyz} zqqr}k#fDRR1UTNGcoac=!?)VYgpw~3eoCs*z|Nl(%zm*;V_!3Q52k2$pQY3h{;g%1 zT1Fq(<~?OFz$&!r-}GpA1<Ctf{j$ovp&!fxy)UfAQ9(cHSAv;BAqEyUJbAml08$%P zjnkIekZF#ica!BZm<<g0?TML&!#dCDb_S8$QNCy<bKeYnse<1L*$kB2$_j}Di6j_& zOmC4x^p9&cE`0W%y-?p_KH_EgBr@*P`zdi_3jEmSjK5!GP>)T_v0{6bi@v?Dd>#qU zqRj4F!;Dg-XJuLBZbWY<NdNZ!eB;$5ToGb*QQJ&-6E#|QYgGEdE$)@4DeD4wjD;51 zeai*IpW3yvTbU?Ner5$f`__xG?`;G1Cx_9|Ak(bkIUU7#<jQkqlR8w{^XmN+@%>XL zMx+Y7Tk-x@P6LUdddvx7%nOcNL0xIS#W<$3Fl;P){dQpzER{vj-u&#r%w1dQaFE;! z=Os_v&KkkePb)Sz><V!{XQO%O-!@ni96N5BPWlAiKe81H9R(JNs^l+!hX}Xvl7=B& zA(k=DN4F36;ytULKd<%<qKi~ZGW#PMC~mg6j9x1!6gk5?<5La0mj_4nv!-Cfv7fch zS9&qS(EYg+e+KZy9dBZn8-ff^Av1UTZ19(D;}tR_=ii>SdhUOHaQ~kbPhdQ`&lF!j zOP22iA+HA`8GIeUb9X*v;zmBii63d_EPMkwJ6Oc%B}PadZ}JAm=@n#tW>2?uWe|;= zJ$E?Q4`6A>*}Q;@V|W8D{qQj+JzI7RmeVSeaFXlAlbfej@V%;#o3%?9r0nT`7kr%L zsVD8G&JbSBW%A*du+pn@eC<BQrZI-=$EwP&=Vs%dS$Y2BCz4_PQxnEo!VUBMtZ};I zIN?F5M#Q}zpTQyD!Nw~2VAuz59<rni!bTnUWO?Rp)IVRh*0pO69d|X~r1PiYpz-=0 zJQ|JQmb1*}UX_7Qqm6@?N$x&3h{563_&6N-E%$X&vjMK!_^}Jk&V$e+JA>P*gYYi+ zYxB3$Bk1h8`fI8<1pf}Xzv#P1c(YC)<zK7zfGtCEm4ihmtUlH2izj<-p5IchzVVO1 z9`2ZYDX+i4d*j1~nI13nHZxVyj#)rkv;3PGYE`J{w3GixB@JboznQahHNetFscY#^ z^FZ7_Oj3D`aF9-Xex55lhPLIrFYkM<04qz3;eSoD`1q#Ut{sp2F|cks|GJQDFxip5 zHHt1BA3t-vbmZ|ID2)7E7u`>CGuj3XchzbkBi1qa$;lx&8S%L-(I6Q{W%v8E?QVpX zLy^mZWY54JJ*7yin?zGz?TLLKd{BgW*G?@4!rQqT=o@29PZ8>}__)G2gCC;q!-*Fi zKxyMnyUx>&VWzQ3p=tHF^sMkeBk3`^`(&?EN7WkCDBj)v&Tt+doXgpFAPs?Y(plDg zx*s*IMCNxdh2Xc*k6NpQWB={*(3nQvFiLsl6$z`1fTH`u1HvZ>Khp5v)Y*wn%)hjk z{%zqbj&1pGYqxqG$m$)lZd~bvO$T_JTr7iuBP-G~o}Pxk?5Hgnga_uy*|p!Bj&SLF z6xpx0{z3&|{|JvAW4Lru<4Lz_DRh5ivyBX>!s>P>4*iL0=-~U{XUawVlgmoHxAP}4 zOfu%ywc!%fS2yO0X0L;vuM5QdHW9yv!dp3~QS$z`Gf`GLN9MfqCMRY7ko$eGp3X78 z3$Hu8bzwZ+iAFU}vh)R`aGZXt)yb47uxvXvc#7Q%KRmSD%=e)OU(VbVT{4=-3oR-9 zZG@jbwxiRGxwja=Ydxp>zZtx4o^JfwVg@^()n1r)?}RHxUbK(ZJvez@?G57rlDA6F zSeLI_i=SdNu0=?-A~khjTwq}iW+z^%%H8b5==*IgC0eZN6}W;ncM@=6Li6VD3m)*5 z`(Uj9pJ{w|{iH^u>I?||tNXU?Pa0-V^wy<tv#SsI8PEK+n83c3S|Oi^7z_`&CpGnc z2Hi8aG%VN*Ln_Vi+mrhrF>*xu$=B{KbRIdvl5~%7F-D@s>UU?rMwUV=4(lv9na+0Q z?v6#!$y&3T?pnj?ev34w`;Dk7_UHN4N3~%6rJ22s%+sgj7anDO>qLu~Ep~i#Bd~jz z=~%*xK@bxd>amttKy#tb8j9o{s=RZ6X8N}a6kX&bE)afbk=E;Xi|KQ?qip3T<E3m+ z`*P~4oa-b8zPPVT*-rd~X$H5xZ5aS#PjOrdVWtRBGNxvAzk#LN;lUq~D=2Eh_2Edy z6h4`bJ!;iQbYolAO&hlNqRo>K?beSCaDGAKt%MU5-yT%$vMU}0b~OS>cr=1xe**eG z%Jg8=?Dg@H+99YD%6xG-i-tm}n;A|K4qT;Z;Dn!GHO`hU2bhunhroeoiPX!?*r7F7 zEXvu7Tm{@`Y`n?u6_?u(>XHX*FJB}F{#gbuq0G<b+*1(m!CJLO^ce9_`MZZ-6u{g2 z0f%a{vVpq5^r|wq9^2@DtBby@L{~e{{OqbRRBp4ED(;}-9m8`y66STd@`2UsooF{Y zbWRBv#}OTBY<K5NI?^||D_+)PlJqK*F311q7E$Po>E0o;U|6+8x5TP&+|Kqg&$Vj- zzRWH0hClAXl#j=caWyT$#&d%I9$v44V%nO~hz!xAXRB@ep4Wn!Sx;?9Q5{I7UuF9+ zP5g~&Nf$ys)WC%e0|G(NiH{!6^aNy-!((IVHz!KxAyHy!akjh}s#Q#_o`=)GZb^6G zog@YF)Qrkw+7Mp2-TUZUH3f>#+hns%iGOLM%M5d49{C&!FP2{$$L+tQq|cMSJ?4;w zpH;`m-sr!rYlbOZ_;>2k!*whzm>Y8J_<!3AP?>c@|5ed8c$pP*)X{qq9~pJ9RtCQY z*27}kHCPwn*eUIesq$6W@VIy?!GVrqbvAtaZo;#TSm<pCWgUbFtHGeiBGL<e=}dcA z!35a#{r#aeF%4^uw`}(}Wr5l83$M-(^?<0nD&0}v0sQrz<K;u5YZu(R$0aRA#lKz8 zcb?cuMMmn@+~++Bpg6lDquaI)Pbl2zI#2Sui|R?8Q&(!yxkJPB#=Sl){2knk*4?OF z$RlwlXb^eUKFVF#GXO(|Tu)V#Ctxb0^X_HkIry6@)JV5)9K4=H=!FH6-sNwzeCbUM z(D+RI!nkBFwtx3cw<9?vo<VVuW+5uZe!9H;CUX|O#txR<ghh1zPm?CRFiU(<Edo(i zGvLxw-SEn18NH-BKcBi#49Wd}3j%t|;rKfDD!E^isCD5*(%$BNXsdD+U$W}~<wGiW zhjeE^^QFk!{i^j)p`2@OX4VXX2VQp_wkg3Aw-QV^?(`%3Cj!d4KMM`NjMIh)m+YWD zr&Z3iNTgr1<E(0^hZJ9{$;&R?P`cl|!%}GyvQs|4Y9f7=FHiX0d9Y&uGoSU09yW`| zqFN~ZDmn?bKO8hFdOkvO|Kp+iM@gQ>z&_D{Wd`0x3l_h6Jq&joRp>sn24F&YZsD^% zGq6WG<;MH6E?^P7+E_16?hO;!0JVxPxUbVzlpZ+%cV8~M>)!51dFwBeF_lZuxn_`? zd@~o0iRc&Ws4qh8VEna;{02Ce_F?2^e-|!wN!gARkUp=xq>_8v=1Je#)c&ReS@34} zQxPx1^^epDz1w<V3a^Ww^%l-1{nfj#Zy&u+{tj85zggQSu(7p~Z9Vp(;j_nozX?~O z#Ldoq>B(atxPxzRYkw0e^SA8TaU=)dRJ-T<AD}{)%(C0V$MlqQVtwW<I-}?-bG7?F zat`gkx4AWCp%PR>PZ>%z^`b&ci^tuKBnRkRmo<B42-#+pUG!deA<KuIwC8@&DB88r zd6MKNFEl*kq$3=Wn>)hdS~44utBu=lH7_0=)+TwPDh5&btf!=?cpo&epL01jPI_TB zW_-6*uf+YAbtTqwrlMdGp``{d!E4S-uN}-7)s@zoejiY+#PGP++_%kWaQtL{i>lTr z*hY<>=_u&~r{#$KuIVjk!hPq#W|MwAm+dO3@oyT9{etCeKM#V?pQmjRY*TPn$!*=# zc6xPAk-4Mowi8e<BN3>>k^}wg`9x`<HRPUp!Jf$1i(4DTRc7gip>5*4K;^XsJQ^OD z{OUFNf9=@H9`RuXrH%Rw?@<OI%$h&NU1=U(#x;8v$xdR*{Da+r=Th+`Pp{SVRw`)a zINdp@kcgb@Vm8$u*TChYbDg8GE1JCCS?=914};A`k9FJ0eGrhGxOrj*>U4Z`#mX7f zHx=4W>~SHvrQWQahoT6-VM|EF`nYN+%*#*Jm#hZ1>}xDTnq6?d#Ph+*Ts>C09`2dS z%EIpYb<6urNpJa`6>XKKD#F3me_gDXf+p$b4-9N3Ix+3cI_VvQa9H^0D!*R~UODn1 zeS)VP&Qj$c{YP~Ff9?axn+ZR--sC#<nD8uoW#$i4Tt9<u*I#|$+24yg(b3$juc^du zb6z<rXBjOr^VJ#}Xy6(1E0;!chSEA#OOKw{<H+dACmR+iaJHfO#WRj>2$~mh<vg7W zV<+E=#~tYh+PI?VxAQbGn@_l>NG1HCo9=te%cqg=MOoMF%qIMqq|o$6trcx4<NHtk z&BNf$??NN5%z;GukbIU*74o+WSABcX4*zNLiM$tH#?%bw4~Gio(Wy^oz-9I`#D3M_ zZzR6(Fp0aVmpkV0LSNX+!b0-*y`dX+^a{PYzTUFyVUh!yZD&+Xe^3GG+g*mV{u@Vc zm0vp&$oap$V~ZTug=X-tq&D0o9P0E?O{cuv9u&7f$K7O@4Bp&djeX@hAhE9H&(Nc8 ztd{q`C+L@t*H#Wk<}BtSzeOMKEwbO@C@d<FuA9Kuu{Wb+?{*`b;NC4vE%l&i{akIz zw-AqToru|SCkw)xdc-^jrjfZpqxJ4&8NRcAE#O|*0&y~8-!?H%Lt$z6E53vYkW%q6 zlrWzJ|4%yqX=Yc$VszB5Vx=%>p0tnBfElD{c~@7T??6Y_n{t+36xg2=#c^7;8ZPB= z1x01M;r$&A>5*>Jkd^dVlItL=y49=S?>0UzLprPLtBR{+|GMkOb$-Heln?29+oU%K zT-DpIb8wEJtKm7FPu|mDmiwqEp7ga^AKl_**!UYqwu^b#y7$3z1^XlivL~*;DLiXt zMtGRFzy7GH9s<wg?kC5YnbZ~VRQtK-HDH$dKrT$A8@y*ctT*bn!RKAC(wwfhAlG_Q z$+Tq*nV-tASxHc#^T^+C8JvljCT8ne$@T|@9`qVV>kUJe`3)Vd`9KtTu;{;6W)VHI z3+YOWs^RI$txIf3r|$5uQA+zvE1LAmYn>FDhAz8~o$Sh0z-P2Uew^^)JM@~yEw|HA zc8eMp1$30*fny0YHqxU?tEClxpj5(r6|H$?%}y*(uHV~rlapelqUk}uI)Jk8Zyz7X z3IVTcD%*dAk{qa)L)OI@!oP7K7Jc18_-03!aJh?K{q>Uy{%E!_>~hQZ(f+XpKgta= zg3s3Dnfu2dH}VXi)XlY9E7F7;qLns#>ev#B79E-QS;~iNxvNT>C`^=v(#m$rmqVD7 znfuV{Gs(YjstJe$FsR3`h1E-K>A)vtC+1518{yys%nC~?hAmCm+kapBjk;<lj+~*Z zM&E1Md+sw0;i2Y3j_VHe!d6=N=$|`tz+YgtAwH-S2O2l%U+1Qw$S1d=^r2pmi|IJ= zVt5MlJkNI6<W6Iv<nyJ6wKPQL{2p67qWixMoUF8JgALpAL`PU=(Iw)2fTL~zB>31e zJ!nU0h1w1Qg>mq3nhZahR}8%xbEbPDR-sGwq`8*(0$jIpl|Dqb3S3$JTD4claNywh z_*Ks}c$8Kh*5K2FChq%E><zl`{oKwHBlBux_+xj_jQB0ne$III+mPJ&;*#}k31;>6 z0X+5rcUs}6ja+7%!Xjp$Dc-1cv>&$b?l4^-y26B9R1cT)EX-sE8+Zi$g_{fTiTy=2 z$b9cf+dbZb_jF8aWEq-}`?cERa*t5V*_FfTyVL<E@`61pIXmzy^Wl*_<okK!<cqW0 zlq;dk&`NSvi|E=nBeMhf7}XcJE}CE5z(nD=I4HB+kOP~Z7H4*SC-au!2d9s}NI!RP z{=N|RZfMp!e&rZ%D;$~+oMkdw1^0C}$*(KYL8Q$2@qQ|ux~re^sTV=Lka5Jy_wfEn z;HBPrGIOvSGJ#F#HrZG3=KomNGEc#P>>O{NWzv83%Y*${w-;=cEQ-%fn}E4%KHQCt zg#RMzd$ZJ@<XHc<7jTr;fQhl1lY;jM@OFPM&$6Rn**`5|t)NcGiJ+D?D)hmF13Z?` z9Y#>@ixQL$4T50g5aXx%PH+(A-OK-q==S^0?*6=)__wT6Cu#~8F#Eb)`B7Q}eA{$* znW3@?!_P#l6L6Zw&!>Hd50l(oWxMKH0bdscJ*p_}Q0Rt-r{66}9$y5OA7cLoxko|S z#Jg{a@J-p4?ru_*4FbJ7UezwI8W{EZ!6vbk2tK1ee5Gwmpd)|aE$a>jiVK(S!&6A^ z(;g>Lugj(Q;>YF8{OLp#EZJGaBvB7%wdNb&=SD-6@`;o3Va4$MfzGw2a}>B;9Lqk| zF^hT^SNo){P>^qlB6NKlxi^aAh5X0IP|}0x?Dm>T<UKl(dXe<n9_VbUHPOk(5;w&Z zBf{bP$y8Dz=}$)qf3BD0xX%m%Rnl_bh0ntInhG5whXwQ!lRZ5u&<L`>Dw!Kd&VBoS zgO>&6UtwS9t{(}+*AoKU%l<C*!v3ncFCv3fcyeal<;z;7*!ZksoNiw)wzx|Qrw0r| ze9>Pv{^WibQa;-B`(HKW=f5|UB>AXpPYZfKy)L|56S7ZNFdHWnp4Ok^q@r}mCS^J6 zL39v2G1%o+1%{{WGiNgU;QG<ScG0sG@Z&C3Wc2%u=EVX~Kc<H^Y5_4j-*m$fy>goS z^CIF4D;ZRJ5{<h<H8Yr>E+XGVU+}Tydf4bp`QW`h6-U|IXd}(t==YTN?g;VCWyb#a z%i3Iw52=T#@|MK!xbxa}nKZ)DU`g!TadHr;56|Ve<#t0?+y>i4`e<|>{3_R5)(fvy z3?!bcl78*Pzhws8mCz=j^?QVH5+(__eL-jzg2YcSpDr1}PtgW@pIscsjEL!p?XNrV zif-LRR^1YmWcign5uLyf{j=1bz)^@lckt%=JO;|lyNs=G7sugP@wdWqT{6!{?E9!k zH;r8$N9x_HsZi*}5@7av0m{=wwJhAa@!d8LX|r)fth<yDKqK6Yw2q?Si=@Yo`+;uz zsYk1*vqg5wTjLLI<>!lYkLiZqk;yWH%xOqk9oJ=gx&Z5y=DNl78et}6?HYIP5JJ(l z(5~T0Ji;UE!{^d~v2D#)Mh8oAQ)Zasn}~Xl?k(0#D;`0WOxku(BK_#57IYF(vA8#D zm09K^(F;1CQ@Slv;NXvSOnYP7z;Crrjh`g|PyOICcOGehq>qbS-ImQ5_NvL2`&U0M z1?PeGiy2(})V;uXnnhjUrunlGy9Lq@U$SL+d>qR#>)ffBWqhZ5H93;_g)3~i#!Tv2 zDN`1YGTqc>@vhEEwEi>>C3kFlnSb^Y-CY$wbra6bQ&&^2ylza{;ZW`)*a=Sqa7WzL zYKZZ;69Nj8urB+;(I33C*t=DYd)m4Oy}xiyyL%Vo{MnoDweEdH_T2?`lK=g{R1K~) z%k*K;W{R}YkuO7`XV?6xFo35z8Jz|<kvx0#j?F_k-KfSEf)_I8A=^t%>LDBH<@T^( zI3kgR$8E;%Y$yD*Cx=gEbb1c_kD~MN$NFu<uuY<req~f>XsFDxT^dG1NXuxD8I=?v zG^7yOnMsj`6_F9H$KHGIz4zX{_xlg@(KEi!eP7pk9tSFW8{SoYGlibPtLFadi>Rp? zBiMCt3U`OxJ?6qXOxWIZ$)O#^pb`2odcJiGQxvvHZ*A;>yY@jM!L-@%=g@k@uNKlH zcf8i!n@;>}C(e1QAFjlEezcuzuc+mBnrO(mH-+Hp;B=Oj!vs7Pe<mkL_8SI9Oa4|Y z6Bzh6E6~7Y90MY14$N+ENB6$L=J2cexXb5AV0FtZ{(9hWnQMSbzAT0P+E4BctO(!3 zpv$+6=k>+{L%bU>{KDnq<w8AZ7^rQ$$9^29U%Ajd7^(rY##e95WQw7Ae+DM!F97UP z%=mmG9c~?WX0ezZMVhowJB}}8ZgT6PlE1)LSPXs^bC2-SKaD>-{ah>p<~Pm$^nN`K z9ldX>X6hF4mW}R8rSbsGy`0^~e5D)%C*9pBQf0U+?P=w{m(23}wRxi}B^L343dZi0 z=|MpaLk}wXQlxNhk=XKO3B+g@iu8RKU|Y;gTl|+2Pz~QxrTd`=@0~MM5w0u1FQSj^ zPfBIsE!z*Au2yqs`{Pk=OGPutd^u}=L16%8zhzyy{jUq3*`x|=X`Mp34wD^DeCv>& zyEo0Whf2OzFm>wsg;DH!$ueIyF#_LZnalTmCHt=ON*k?d;+0U<w7mPA^ywR4s`wFa zC5115OXXGqKCbB0b>*psi2Dydzg;ZG9fk|Wo6<@^baz!pwOAVtDm&*6KIy|ntANcc zZvEILeJ^i4c7fd2xg7E7BA&WbS-~kejyI(@Y|~~3(ArY>*vWM&ie@Zb(w*OPpjUpy zjxlKlCd`bMH$=(4|IGI9XN<d`OJpl&RZACKmGrOKMV@n^`4`Vz9V7P;wVgcliy<(k zkfGyNPW*s<BhqT*_1?bysb+WC3cgAz6|K-Kfo|r9O$SeO0-bN<$)Lp^IF+3?{DkzP zJlftdH8I4)kjvJ><7EF}IelU_;BYNy6zSba2$X~82T!TrA729Qjl$74w!Pr>VpyHq za0afMg?teH_7|e}YTY>>mjceuPrP3K=L+3<S4tzcjpIMLPie7kg<#OnP<?dI3`TXV z^hAFufg7v0m6cC)Ko?VtuQzr;Y0Z!v6S*IaoqsFrl-G-Qo=Q8Ox{?JWE$NP5zm5QJ z_8DDOl{$2(_mQ1un*la)Eh@djf6!KR;kUmd@pF3`#P_E)VWy;DWx7oUoR5wedePW} z$KCF%9=<Yx#yiBTp1?GIlz&jue{me`8lTH_N>4*uM%kBbnh0WiE8(v!Tk%k8ws(Ql z04Po$Iu!Hx4_p{`PtN17fEo_#H{Vpr+~>+CD}~Qp_@T7sqGR(E9$azSeTF?7w^-{X zwMg`1#IBQ(C%wr$a`di)6?-7ujZ=Q~ac~142>lbhy3ZBr4IAl#&kaGn#LVbwY!}Fy z^D%e!G=ez)bxrEbF8q&rWkpMO0kx=Y4h9zWg33a$ZDd#@Qf9ueOWo>(_aEGPZFD-( z=%n)~l~6Ir_&i=Uj3v*371M6<>&0L_$?tie%=Hq=OV|2E=CR7w{KV$96uhG(Z1|CO z788!1ewEgnfV-1~nf(ffK`6t;=D<KJI=LxwcBd^tXxWD?^WvQ_(f-+E;Nd8!mcKY2 z*X54%theaI(z@_v)G;y2=RU~4dVwzX!W4$gmRpN5^udK)%FMQ3nt+of-~Yv_W;D*| zrGGR28`Xm%hStAT;xGGr)rU*zpfe?xI(%{kqg41GKKe9*<EoR_+*l@|<zZi$=|U~A zC>fjY@EC)R`f|Zf$4hZfaS+Au)eI;nwrd_~uEN@3HMu{xMltxLOrnrc56o@X8++nL zd|rF>6dp`2;;^Y^ka8roJoi&6h2FUpkh7<@9eOs3;c@hzk?=@^OCMXUT&}}|t6Zro zJ%q0*N`XC|6KHVE`ElZ}UU+*|1#kW8K^-!?i%2cPM_+co416{Z6Oz5rv-c-Ks+W&W zrXU+moDlrYAythl+_Y^>Q(gG)9)B*KD>+9xRM8u<<$~k)uE{n@f2g$y+L_UpjwWUv z5tH^=uq0HuIeTOpT4jnPAARn?`X?;6uL<-)yy9vG=Ms4i?Dm|Si5-Jbok%g>n{5!b zt(-=h^b5OZ|B9RL%7K`SyI+Tr$=~U&(fZ0c1_MF_ChuKX2ML+l6|=fbxcrpjlzU+g zgBdL=uLKa^*P@S<mhcp&9gazHFz!K#w?5(v8x3$HrdIgb`(6n68ZdC?ObI48aR?S) zo`KJ*y+N*IKiw?lD;h-RZQ1Qnnr|m(G5PY-9;QuQXnDp~*m7hBZ&#LdW^)m))Y?|L zu#7oq)Q|B^;3qj;TZO&`YERe_=ODM)HJ<p!RHoh%Z?MSle)?<27V*2uGOv+m7?wI! zl~y^9L(B8WiemEh_~+-NfGr1epkhSQ&QEd%jx~Qd!Fr?~mqe`ZPQ4q2(>=8;?b4yp zuFLvl<#I2!p7HZoN$!I&*C5RT^1ijaJy9o7odP-+w>3)c?7@Qa{|s-`_hRZ#U9S(N zWFD2Qs6shPylA?%(g`_FaOCj-m7~@yE@^C?O3cuM_({heo5l&?)u~+3yEq5MUl`>6 zJJE!pKgG9|N>-w+;qxPB8&>dr;OWbHTGLo#?c1sRYJvDSSh>Fh&%$rh3ZagONf4FW zzJ)7c7MKUzr#nnrVE!`W#VM*zcxPnAU!=f9iN4i(-qpDmQ!f1LW~8YE&U4gV!h{R_ z{l=N-#>8$E=7N}qx)XT%sJ+e!vPbPdyF6f=I)Iu283{VngW%;<TIX=04>_}?Oejs& z*p<|!Qq@hwyS8Sbv(*7m=SRQI!Ep@AbE$KS_&Sm0=m{a=m_%HAmAt9(SRWKgk7ay6 zPq=DJOerkw-Qar6?C;;D7RcAW>ib@z1@^4_c7<ll!fwW0Et)H1z+*M%-N#5z$(AuX z9<-hG0fr|P;<LyeXgz--|HC}&i=95T-Zn;h+=b=s`|{y=7+v$)R1IdtGP&lT96_<W zH2Z`n#z0y3OyGgWHpDRgMh?du+#&S(IwLRfe`syEQTfjT-xxRlk>(7b>(YE;Kyp`| zoC=K%x0_&kv>;-yOgplF>ybL#Jq<gzZ17arPXb>LQ+NSqGd_zCmF^&Ovi>_0GB#fM z`0h>_e_DS7$!nPx2pUde=GXzH?)g4A@J8XT`>6<={QTy_>z)lVKTaFGwKM@8XNPO- z$T=!oJ+n%;xfW+9OZ^i=3h*%7rgrbqZcuNbe*gB-EM}Ni<;#6sf?~U0_0^nnI58Zs zF7Mb61t#Sa4lDyuo%hu+LTwU?4+kBy8m`Bv5oNJ<xe=sl+I}c4cnUt5(OGfK^`Od= zCFj>X<lg;K{W-nr48AHY{QG<$3$i&5ecC-!g+GhmGis7KNlESV$>pI%EIsMn7^M6X z64Ql!730St!<X@y==O22yk>A<oN#}ZvjUqR)s&DvQKfzldm(=Po_uatqZ{A4$IvNU z`hl&n#Zvdlek9V%!(bh|K;;`v@n4f!^b}K89whvyFrkrKnF2{@+<NNzC8suEjTnFU zE`Jb?xQW<#?XQP_B~`K-YaM7fnB%k4aT3;k>`QJ7>wp4wpW_QU(^v{x$>;Jq@SwPX z?KI(t(nsAnrA+P}JDrM)rU<ur-TUr|J?BXe|F&wwOV13<;$rx&{qG+P3BRnAh?u~y z^(SLfEgMmEYvH?wo^iPEdL(qK934fi<CqOiT_nU!{<po=ycRcp^KqqYWuPSF+L&D8 z^T0ggv}|>qK3I)1GyMFn15TMyO3x=W!X3Axx5GctP-cDw7rB*?yjJ1D_^<QD=;>^= z&DXvKv(pAN9#VIpG5z4oEs-fW7gV1&aOD@Ak-YLO=u8)E)s7U1VXektk$+UT3;Q83 zTlm1;sCgWU-+lTFcRe0oa`ZbDHiq~1s@sjNR6$fnB5$u2;fb-ACkowc$E3R9*sDe~ z^5O+gMnaQ3@wvBuYU$TpJn%vqE}kd%8{VTzu@{RWX~cj0KJk5(Ft4byiq?@{Yx>VM zE%G@GcsAF`Q3uxAC1qECCL=|E&gw)!KL*4xtY0>3hv{+p5h~Jmd1gY-R!VqFUaSXQ zuKJPR+mPU((9c7l`J*7#CZHWTsCkN>WGw>C!eCxNXFWVFDJ(Bq{sC>hde48d&{K|g z8&2}PA4832tNWS93y7Cz|Ej^SanQ;RdEY~F`<{nH<e5od=*gxX29aMXfi*N=ztgK5 z{Dj{=<)r*2xrDpdB`Q1N>Ttfbr)V{b{95aI=GFrq1|IMGNzTc1Fuo%>dmL=(R0RKB zkHNLTEZMt7X)s`_d?Z$90fzQC{OWsL1J&Bj*_$`_fjEJHDxT;-ucZGjXndSN@0pzu zy_<``IECkYzIPvp+1FR_C}x5j&o|keT|@Zf1&y*QLlrtDBx|2jh{27Bfma_jX2CDB zPtw{i1CP~)s}}xl1LFho29i!|D8X5{<<w1j%Ew8AR8hw!*iCh#OA1Dy(m+r0luk5E zo!IT6E4_kUyh_YA)D4)ecq7QmH4$^~hSE6|&VbA59W3&B?ck=PF5aU=@`;a%_;X#R zfi~*>W2WDPf6(}E<;RXbaHN-C*^@nvzm}gWydRoEF%5LJYN4V;NW1R2zo`RD8?3fR zt@pucid?IxDY=K3AN4sVScoUb8?66xY(w3d{v3gvQHYD%#w)Iuhj-Loi?>?L;M?aK zUHAA1Z_#(rOuU7HwXs33Am=w$uP!~{-`xuer#R*BFRa4x&)(PmOQ;6nD^In3&n{wI zOp9l<Mj5K?Ke#Hme+5p3w2jJ|)?n{np3_Hg1NIJcxL)3vMXl(Nzd^C>c**ba^?h!G z_^b7)E$v%!uFg@6EvlVI);3nx-_afLVz9Ef)t-vdz%h3z-C-VIf4A%ZFTWS%cNnHH z|4PSXea4Pe4r+M@4FNTG7UBz%ziK)&lLwY*bdS&Re1k`e-wXmBvfx`Nd+7e(jS%v^ zm)3r92CDRjE%;m+D77QWJws$p7`FRZ=uxW$l=&CdOl7@>wb3Pc6RqRGxh%er$j2;i zfAMoOQ*stYPSr@f>s&#H$afEuJtpBCu0&77w*Zw*@t`5$-V{Hg-qzXGi{}$L4AkBG zVaLEF<(j@fSSFX_q<DJ;Zt%J}d~525W7@^9<8M<_T$a{Xw>He+`Ydx1bWdY_xOsk_ z>Hvl^UhPy<BmYkDp)Ij=8>l=6R8CFdP*VyDfns$q!{l#0OLCx3PxHR6m?pk!Q$ao& zS>jpsU6l#Fv51t_<}F-XTJh`eLv;3uB=;yLJE};|_kXV|etRn34c1iw%o5yvgqOF} z8)31A(`(Y^&aaChxcG4YE}ALWdB*j74bLoY-8;gvvOfux#kSplsE`OE9N7zr)48aX zWc#b!Zw<bu=k3qFJ%LZnD?03b=I|xI|NC_LWn@S-xr4E!?|g2n?A8w?_q90NCg!^V z`Ykj$3Ge%Ho13p9lv7crmue2%WS4@R-0tlPk4c{IZA-)Y!CF-Q`oeonpY%*PeJMV~ z=l1L}WipfSx=yYhIjlE747WEg%V-~%1hosEeH)rR=;HC;&#FuP7}PuA^2lHqUfsBz zpU^aped%BL*_}v^MwKnQ`objq@oU}nA#wswZF!w(O6Id!E8j{sWi{eq6-Nu{<S}T^ zbm|n;nL~xn5>C<2iO6H9eL3jP2p$>z`lz>=<Y)I@@ymEwi>;hy`o#}h@uIlVkKUII z@&g;g!>y)6xNXZ-*S*IF@HW?k*^n|dWmwjf^{GlfxCQ#@UE7)u;ko%fgY}lk<{fP^ z6Tb)__RsczzeY=8+_;&YCH(+LuQ<|*%KXF7&9C$BzF&oHY+0;F=_?6G%<IH+mULLI zZrpNY2k|qqR!f@v=?3KnW0Aw89}}<TFWlzckBpV)2496vfZTZ*dobyRGp86&I;2ek z8|50crw<i{U+<O0v0}nCozOb_){va99XS0Sd@jRCr@Nfhm6PQAwmIyZ!~i<?-~A-! zl!P(|Ki|&kZp10$?FtGEBPitbkEK_He7|e=T2ej_f=q3XiF#xmT#lgA@^xqimjhcj zU7{kr5c_Vay(j0va&6gJ{#yk&H7Cfat92qZ?XSe6EOY2}ELEn-hlcXm%p-)Wp&6^B z{%WPPc0-@qt*dXmXJIx+M&yO}5Po>i7EN1P3Tyotx9sw3fqqtQS8!AmBsx0lozPAM zUc+hLqn9=?&U~jvIPnuzvoVxBH0cM5=u3qVl8@vlJb7GhWeWeq2&Esgp_4cL>!EmM z+6A}_6tgovcEYM>#i4T$3Wvw|LY>IpqiQ-U^YMBU1e7MdR(VJKg2D+#Hk*kzsUTJA zR{_Z*F0ws#R~{pN!H<RZ1#9qYv9E^FxfXxDIq+hi!VHA?sa*UU-2ykZywsXms6%as z&G!veDOh9M^5A)I8R`$VjH<X#!>Gqs8IB{3_`o==#aq4?y(xj`T=;vSef!@>vFE*U z{ok<utWqW3*}oco?06T-vI^)k@-O11!h>*e1M$y<2Ae1?@o#+5FtR89QOhvPbQ`x; z$e^%lMsCi7OJ8SWl}X<yaE<*JPhkUSMp_CS-oJr&pLY%(d`b8(?Eg|~?TL@ceH(S1 z@ig9ByID`0K=={Fs;Lw;h=;j{+gsb{C|U!&S~8bvfVXdG>c^Eqc$mK7^@aEzjgo)g zXx~r4Bi6UF<IWC1gNR=<pNS95_D`yJ3D*PF&L<1MW&6-8>hA4*8|3|<nK;1kupbMy zF<pzdm_^O>ayuQu!I|E;@$A9%Ubq<88Rz$@6ZkZ*RT%OO;2BI({1w>^dVv!0K_nM2 zRdFbCT%r%RCvKiUZA17*;hUB@&J&MU%tOPiUQL+G#<6edA{Av1_pp8pOE2(R-sn93 ztsY|^J+J2}D#L}QsM~5evk-Z9F8H!@6S(})_o++offQLG!!6{wFtMYPg>!&#s5iJ7 zhoWauFS;Nn^-LqKEQYGzBOE$IVFgiH?Gac}y=nXC!xBcbC_LOUU5CY+X&Px9W-vy_ zTIO&xHRWDf>bx-ttLrbztbX$+yqxm_-)7>1aArZnaZqmvMtY35n(n5eP+h9_%OUsd z<;Sy~KEqQG6~~#p+}R3#eBbPqnHc2XEzW&5y)p`pV!p-9{w?U$Zq8uXJOt72R(vQj zD|k>;%+Z2-6%H54x$Go4*?Ylta+a%vr=7&v+@r)mv1ev#D?XG6*MAHrC9_t+`M38r zEYJ4gz#Fre5S<Ae+baBKk@R_&gyMPK4f}w)eVxkh{0i)ys`m283BsUEQ-4Ro5qie{ zcT|@44_HSH$PX^};#q@eiw?3^Fv5{W^UYPDS-)WAnL+rj2QMW{6h&fBqG&l+VmqXb zD9Ue%B|e=IrTmBul2eX6!R(SV0r^xV)(@WzV5^lx=3m0sGR~E0t$Q$q0q!|>uV+r; zPi39GTWz{Ad)+p9JI54y<s>CgFSI}@i?b4s%4dwrzCKO%u0VgTL5z!f0F&?DF?mGt zBm>Qg^z~OKV40%I%|AvXulrWf?f~JV2RV=G@l4G@U<?17a_(_VrPeax9ccuKh=@V; z_pPA)=KAPSyGEGyvhqn_FU8B3Cpc&fy1-^rtX<7$Eh@4LHk;lXz_@QE){<UJsAWHP z!}LcM;lgfmcdPFKb#JMlQ_pAM9=GuMA6F+~OAL2yui!K|#OBH8SoWcePRQ35;YCzc zX#2o>z8-Zu-b5DauEJ`V!<&}(zhNcyhl1nLWUy&U55DoR0CEDf6W8|E<Jt1guZ<N& zP}i+!c`@1x4ID#ue^TrN4}qu(52-fTw)gtwD{6}n34>cluU0{gSIX&K<AK;S{z7a> zVHj1p*j?R;cY&RK=H|QRM&zj+n6yaG#z5OMGm7LK>da^HgqL?1K5U<{>Nz-v`nr9r zjvgaWvR8%E-h37Kr_Q{2nV*k-!xH0pzeXVJ{>f{-B<DoSS$dnnBnh~8oMltc9mI3K z`#HDY9t4k!r@YB?eYj2VfYTYW|2$v!xs;u88h?DT_|D?C3b{P8&x*<Ctm{Y2CqoAc z=zrndbZ0RS1xL-SPbu_(t*3A4>Oq7-p|q$F=SjF@saw(`G7bLYCwJw}G$4b(Y6M^O zGCEwhwq*_?uk(XbUq#C5pgt^L=Dy=1cBk=*OQsj$nzmd(clQji@AND;Qm8}GOU+R+ zlp4rUIpZx9z69QFLP7^ER&lZWR@1%z`tYCKY{6c_WnUYnn%fgGgiWmD#e-R-PoEz| zo9$VQR&Ci;0@s?+`CM$1g=RChW?p}<J~#sQ+AU*2TPM*mGwh94M+3-jzxZ8}VFvzo zsM{{qcHs`a%d&3iIY_It_H}<?6=rDV1-fk^_um_pq3;aZQAugHHOKf88U&dO#H<YA zSLRWt%aSQ@#o<N8zJ8K#m3=M8no3O(&$t}wSM?p-y=-T{9EgUr^Km6_1p2VIK8zOQ zDk1!x`HL8mH$Rw=U=?6M=F5p)iA}wAP*Bv(b)a|{97L}6a}d7SnWcRz(pyV#vi#!l zQ!(=>`<?F72m_P+$G|p8Ym(!iqf`ce<Lm>?zMu#f=WJ-wmNB`qdjvUMAGVhLHw1i_ z(x1FnBXiN8TRW9KXE1Ox^-)=gT8!{tyh&%Y1f2H?y4j@=gnl>Ke59&GvSPK?@*TsR zuqdBgmmnw)3fgx<iFlDZ_qke}u7R+2DP4zX;>TOo-&Ojs4^lfR-?=a6!S2V;+9&_a zA>$^_`Nh|LSk`@__HxKH7&h+Y5umL@*|Zv71A$(sXmbv)(r(0!>m1IP?5X9e(jUp~ zsv3dU{h2qa2HJ3;t)6|)<6qERY2$P_X%(+F8@5SkG{KRGf(~cHLHwGq(sMH<1#KJ? zhpp{s<uzt|lPk!1cfP;DsAHoLcWk!)FR8f_EiO2{WIR6xMZ9ZEd%F8@Vn|(JAYcit z;APbf>S_2l(x8$$z5%w6o^QLa5D1NxTuU_q-54#n-+bD=14Ux?ZI<IHL)LWP(7^ZP zp14~<Ow-d9zJA>&+@)ECUu)&Ovfp-ru%t#n_V!Agkl3gZ-aC$Dnxb`ta3ZCm=WE#{ zx*+C}q|A$7>sayIKcnCQ;RS4EwVu1)jom>BFZ809z(KshhIfwST}+$)-Sk_6x!+S0 z>TRniyYXX#t*8s{7<@l{AYv7oYS$S*PBKu;a;|Dk=C32wT$UJrzzpPD_IxQLW!%wF zi-mBd5_}>@y%@H;8J<3-{=4@{Dn52UMsI4h1jc+4K2|q|(4RIrbIM>8c5nKbXH7h% zm+j()Jr4Acy~!;Ru8IxR$TD_2W-^T;v4_OfKNP`(Z7Hl$i7RN8`$2v3N*Deb(8<Qd zA())XfxZ`6(0-XNH=kn+K2#RPe|{AYZ=&ObfA$kzPjRc~3-<{)DNt!FuF!(qY0Y~c z`_H3;C%4tLwMM+p?qp3fQ;mx|EXxK-et_9=nq_XF1{324?<}p)f<&TN`j&0er04(1 zbx&R=1Z?oLF{rhp-%H(D*OCsf;H2&9ywC$&jLyGVWOG3}SDVd^uL&xq950-F7y--E zQf7bpT0xQ7e~RJkEQB9b{%c{MjI-Wi;l4{nxUkP=tfW2*@?8IF2V`Y}63=fgxi7WA zS)}B+NvMwShujzq#$v(wYWSzBKQT~$Xy}dYrB%#MN-PcIS%5?y{)UjwMs$Cq?AA6> zg@r+BVsST{!PxwD$IQic`0!N2-i5jZcKfPn9`{Lxm3*daPyNPWQp+*r2=t+!o6!>^ z?^Y0Wi+uZsj!OR6yQg_AB>&niJE$AUO!5ZoOC}!vsTkwL|9ioD2BabL*Bk2soHPsf zVHAqT$Cf>YH40tG!@F-t<^Bi`>-6X(`mDl_2mWWXJ67<h;}fay@;>-&%sXCq%O8{P zY};1Vw+5Vc->kN8B_7SBwDX0>d*Hf4kn+QUZWOZ;dsjK%gCh1H+0W(|LWoyS?4U?D zvTj_?U3c$7aGRscxsZ?h)J&Sr@129RD_UYZliNWf>xF?0hYgNgc=jw@ZwCB&7v|t; zBYKSA*qf;`h+YYSBEQJJZRnUH_q|(_aNYI+zph~~>2Xa2XQmMz*J1{Bg-a7&exqDc z$^RFY+!wa(;OYVG?d9`9N=X<u$<fgmGX^>%^!pC7^&#WSlo&b3Dss=#-fn%qAH;bV zDJItlhx}MQjV@m^?%BSNHq3nqw{@&@r;$C|;gr~Ip`<SuKgbtnL+<ta!q`oOM_aM$ zRBK&X?ikqB9{Kp#vI}iQ9!GhItO1SmN*}%6AncND5!630iJgK6cUmxY;;iCy9VGT5 z$Hu_5l<U+K!O8=h<<Iq_%h=DgMY9sz_?UoPrc+qr^&~*<cQ@1)42f0$>&NqF1*hLc z&7sHB_N4yWTC~j{l2c`0f#CCzLnGo&gms}^f9YET@W1=$E5|T{(()>i4wME|$)D{T zsT=}U58E(fwlTbPHoK%Crhss*UWgXF%Z2;;-VB1n?J(T$Kd*GC54jj$Ox4`$!W_Hj zYe}1^DId2Eepx2|y{B!5Z~620;;Vm~hlPe`F}-^CV3aHII{Hb+l}~M;+Su_&P72i^ zF~0t3pIJ8=itb)1bs&6JYRB7sVzcNn_uu`;CT;M+DC}pr<Q!&H{<J#CO*ojM-n)ma z%P`@_t=OxvD`5C+hkrf)3RV{+JigLh1M$DVnETv_#@|l1hxP`L`9^u&k^8!<_-aRF zX)W2S-sm_ktQ;N=BX%DdDSXRda5P;!c~>d%X1(IKC%=DvO6m5UX){=$@TP)keijOZ z3V9ODI#G2{=-(18=`U5&Ut&@YL&HeVrfSw2;G@?Szf5@i4&UyCoVnVI9fMUFOGoG7 zaz^nEKeKT#z9)6l-E0(eWQ2}Ar_RLe+x`CyIS?*P>qbY|`*j?C;Jown%ul>>!^`ZD zUMC!KNeB)leS;vnYj!C{MX*^$f4zAx;di}%oWh?&c&*>obuv9h@ztK4ub=cc1Mf4P zah^XNV9>hTUf7`**!tUY*K?NetYtT6pF$fpxbKLyt*4{dnEDNIj+Z0tggKkb4w45f ze>knPz6K}nd3@6K2m*?J_}Qlk&E&lL%>J(oBc(lpRetT;AX>`DxSuEg?|<)ejNI-{ z!7s(6j4|RNNfiD#aV@k5RrPdEuI(iK5pG$B;M=pX(Lw*D>-{+4xC*5H-Ai82LsgqX zt;s%iXq$wP1o=H3kqqnBppp+iF{c0E#ysZX9v!Y#8j7yO5&BxY1~R|TGteMh;}Nav z6@g=9em8#CpJ%8H11&xGs<BMsVY9DNZI#4VwEiW2J*5&E9(+5e<o63#((kccl61q< zo)0dpj#NWMeXWM>8`9UXv@lvdUWe*);T37x-5BBJy@{W<6>ieMqgQz~g+^<C=oJW0 z!ThzDLGrC0jDL8$@UR0TrQB>Fl7{?V#|^#@XDX>d^cXmhQ~wpEhwKBKpHIOMR~N73 z?k<qDWlnG-J;BB!ySB7HY62_!y|K-ktMK=zv{GJhFFt=8<n7E;kI8c4QDeKSQCE1! zheO0~`Z36_VKYY#PMr9;=YdThcs)MQ#<+Kk%tMczVRY%l#V@ZrwTS2OhhMXlQBxPn z=+>@n@9qZ9)vA|<*RtTws~v^Y#Ph|LGR)=LMkQZuZx|OWGXtvLPia}rNq<%%xt!Kx z7WXXvC*rKDimy9%PVpS2r|hcPB{4zz{cf!~jTvggsB|cktLfAnZePiA)nTc^?R_eF zg?#;>+uM?LvVIEHO4Hsg>|TY^<dI{zD;c758Nbe^QORe<`)u-L>ca-Xq7Hp~X3FHw z>nm#gr7-YeL^An(J@RH--b+uJfe#Z_HfLjM$m=0mU~f$FE_)<-Xy1(EX9_x+9VGjN zgS{iEt&?yl;1z8kGnsqDKl3WT-iFS+GjbO#mtjoYLv8X!5BTkDa8CJDh>>$gMc+Ik zeC}sHW$G0}c+JpKKsJfY^Vy0=rA|dad&4#Uoh0|Z6774u;Zr4^zT+ir@UsVn4!kOL zAbhK5qPE*qWAcIXw(4}upJ8Mu6Z!kn!xG&TTC8^wK8x7)62IT0gy-|dm3H|F9i_%T zRV{1u66%j1U-D8}hBp1%>C~I1@NSLIz6TET&?nlX%Q0V%SIz$>@2_hCRqFxmTockG znxsBj=tS;?RfXA7M`ywDh{>X_80j5Ge0w=JjPSZa?b{Q&BGe93FSO+A!Jtd;S~D1C zQK0UKE<4H9yeVd7i7BrHt0OzIxk&$v>Y;g$YI`Q$Tr0dYVmXX^rIo+D-O>$8^&tnW zNiXbrtNf``hPmi8l5^1Amh|s-{!X?2K|Dv*Cs&Oh4PwMqbLjx9_dqFcKCC-b2~%y% zSzWb+GZAmlDYLdp?rF}uMGlpt<gK^rJWU-iI%n+X6<-6Vcc+PRq>aMx>lY%GkyXgi zJXJPC_Bp?A(=6PHtwgQ2Z<gF5T2Y3{&qs)k%rBdEyNI0Vfz?;nKS@6CMR9gP{kZTZ zOw%oS-NCbjp>#6Ef4&kAumxY<E<GB`c`CE?A~Ih%G3LYZ!>9pHD_aZ=ej7&qCdv=N zdrcr{`(&L)g5*__56$i$E`g4+A<jeRsN|WQcAgseNBoK-B7%-j*1$*jCH>!E!l$~( z*M4^I2)xx}>oxjOhAYfAca%5H!~0X8#%R-rV7Q0&>a%ZzE4#kwT7zgW>W5^XX+6*i zAg7a{OqqlKRxa$!y<LUR!UB(aFO5N_-b0O8(gTVN%CFDmtAdtCuU|4A&qcA3#6M0B zi#Q<~!lZvJ0EKf@DrPPW!r&(QBQ|fS<jw9g@1!W#L8Q3AvnMulD9|tAx*e)evOn&f zmNpG#GV<5tv(8a4QKwh!T4@2U^s|KxaRVS%zGQkkJsdPtvmKd&vS57Drjy-e3^o|9 zhx8mBhQ-HxeLw8GP*e9aoaI{u&4o$E=dRS0o9`=1*WXT|?&X|~&$nyfz>Y@N{qIRX zYF}bm4^=15l>KpA+t&bo6N2nQcj`cuM@I9Lb0-o<yj$SUXxOHxUX0YF4=!Z!QLd^Q zSbT~PR@f%MOGf$MW9eDAC3`5XDYy?!qW0ZfXCHuJp1N+%t>d8HV>}X~G!Ij&FL?RH zCh_za=618TCO9t0VD|P)FL<iz&C=zSL#TfA<IEzGN2gHfdyxLZ=Acu(bC+lF<^I>X zwi5Lq-&hf5rZWt;hFo}dk^axt*t&~X+6Xs(etV#*@FMuRFpbmg=|rX6?cx`ok$%5M zfB32XQ7}&xRWq}rrc56^!<F8c0?|LWe2Wq>2XA+&HOVG2e_6R8G`I2(jA@;s;~F~g zyMM#Q8-6p`xXn_F{#O<p^iZxZ7n#Ka1&I@#ck7XQQQCEw`0V^OdcQM=j1Zo-E;XEQ zL-|i!#V1q>v3e<sL((Y~R<6$V_Ff}=4Z&ZEV<bPZ(wj!P@qQ8|>o4V0l3aPB?&m+e zyGgIOtKpT|herHSxyA3%uStluJNDp*BKaM%G(4-o(*^6=_w3ysG~tXeAJew@X;9g1 zuedJq4^K9WpH1-{!QySSQjNpQ_(nQzZhHG53_G0kjh3j!J?k3P;cw=EXP#q*@z@mB zsoEX+*Ak6`ey{g2))gYt@r@$tZ6hGvaXDy{BjKz23k?5~X~W0btw)S=bHM3z!t1fg zUik7p4*BlS!M8`;pTi?NAU}e2BYhh^#q{n~r8le8lq4ydw^4+5({ef~{aH>2iS52( z(+_HZc)5$_7OsC_i87qAxpx}8PyKwD9bE~&7gh5Tin?IqUo1V!Ou+*NGc`KqX}H9o z?Df8E1ciIr($829Lc+_A$Y)N2xP0_Xwh>zobOiM5%-dFjD;?r*O1i3%VTXh6X>~8q zvThXg)#}IX7u*8}${Rs#w~TCI&0pMJk$zrPz7lE^G$LL^Ct_Kh!%IWQQ5Zk6+sJ^v z4!xY-FdwNa!qA5uRyXsCv9W_;I)5?&8&a6=yh|EG6(Yzg52^;W6PYE6qTPg(5VK+8 z(g!9=v7<5ei=b{|Ou1lHi9c&XvU3%>QHAskXULxD`fn|kn|6ipVxrIMOm03Hb8tQP zCLSGnHq+&y7o>;yF>igNndI0&du`Bb5S_EUo}zdwlz(M{(L;e)^}0xQxwIZPjb4sK zazFS>x%21v+92d-dPU1BErY|^#Gu>iWN+j+ZvWzv81$JoEM5Cqf@vYNJ2WdgFuZ%> z;rcF;|Bpz$*c`ZqKii{fn<X1yiJM{gUi2bXK|V*Y1nGIvM7`~Bi-VtfQ`#O8gLr1m zh`)$y2$cpDOrA)E;pL2UDt^j$bTMZ<eyM*PPyEVVm^E&M?#uZFk7g3FCp_K6nDC<h zF1KGZ>7|xGY1;HMl(rv^dbhUEOa6r$DIvk<yoXU^f^MOwxeuaOr=&P3>o99qbhGKd zcFeB1cK0oJGkkohD_ilk9k`dDHjdohfUolL1#4a#c<4S&yy>4>U~e!re#YE~K_8P9 zu6C0-g^#q#$h%UQNfwh;w(bJlb^O6rwk`}CeK;_=NJU}$<MuwS0P(}FK?b&^HP{^- z=Dhb-6WAX*Gx9H{2IOoUj2&k(AS<3Ca&fc_@|$d|eflQx)?l{1Y3d+0I!>Lmxi<u^ zG@43uN%?p_do%07*b*pRzFrw|cM9qLi#mCC7x6%TO8LSqQh`5en-d4mkK%<8-qO=w z7jS<UaOLEUVh+u(PID*1D;w|Dz0H+}(cEWqPX3{h*Kw+O6})*7r!BI1RalnMcfaBE z0nZ)~tvBBI@vsC;PiU*XcO^c^gxlpOS_be6lc>=VnM&{+)MN1>o(JDgGLQWo2B2QA ztw2+;4F77hmiwo+fVp03zvHc5e0{g@WapX}n4hpr-N>22nK!S=+dhxqgeq=B%P2Z{ zMf}{`{Q`JSUsn5D+XGG3n=}p|YQlgZH*v0<J}fGn9g&tM+?p)ARtGXim(_1LeUgcs zdz%h@$&Q~#J9$^0zY@)mC>S2n-L{NuJ@+=Cvm1`gsg%<`B0hraS7v(-O~MVT;!=mv zX_W2bR%+B50#U6$Ij=oCv2nexfnIVI_Y0>6FmVmTIiDYICNJi}_UY=(EvD7TsG4~) z_T?88-toYGzg8~Xa}Y2y)}JBs=$|r`^4-|7!ZW<}bu+AlJ&&lZUBa&#zVkw33z(?m z-q5{y4o1JEx$m%RMq15Phz(xBXea9O*zNVWcVH})s-+wUO@DrnCS3FNFRbhPu97^i zf6EZrLm_8@<#Q`Pa{khv70K6ML8B{8r`c$8aZkfqPtu$#3cYD(dKNGY(nrtGYMM2| zs*KyIfE|4#zotQnVx0lHROTRM=?PHpJsraR_zzlAztWC>vW$j#;U=tC%23uXytkC( z1=ipEo%yMe2iFP>w&ci?er|Ql<2tT3u%L-aWm}?>-@Vf$iBn<&H5-$kE)mYaE0>ey znRN4Too+Tf%it|2-bsEZNq7)e62X}RtV>v8vDM^^`Vgee1q^s<Phr&A`YVOv)D-?3 z>?4ITi=a2gxKD_9Cf)A0DcuYG1L72g`rxQq_$6|a!K}Xqrzo3Fn@aV9`koK|(woYO z7c+5ZoZtq!H@$gL(bPz|;oNzC<T*I^Z;r2$oAAx*m<}0L^`fWXC&_i`by(Y(c$2fK z1|MzCc04~c4ptUlx1O3N`z^+Ak93H4h4#_9<=5yn5c2+UY**PFgxcMvEZe0*_zm6a z9G@x3yfBjW{6Yf^DtuK)iC%}htLb`b*UE9K)ljy1a0V<57DnaR%fZ<=#QS$(Cob^| zK5gVB{2@WZSBI^tAs{L^Hk6+9n7c1lzxJ-fZENbMij3NEb4>W~@7qIIMJ=y$;C4UE z9^bh`p5{AJ4IU7aRw;!@Z=FT{xdo_&kg)S)PpvII>(FE#hnXM5xXb+dz-<4w)|`xS zXp8lg^LsLkyy|vonoL6w<(AdRK$DF*2?D-Ny)~GVVj3z{G6-S5_wPu&%fr~WNe4*< z6CVGg9(bTZ<|B2gw54-|*I{lU>v*dl=>9p=pZPU~f+{{IJADb?+x<gL*ULH#IPiC7 ze5n>JcPw~$3YY_}m^{C{{}_l!Np~duok94pP(*9ih~_ktRo>@^;9_)?hbzYd@V0HG zC<l}MjJIg*GMT%(*L%P9f3b|8O}}{+>eu4C{%bE{Z3d7>?IQoDwJdxu5iMT&q7xq( z2CHVw4`QmEfTdS(GuTJR%60H{!4{oH>9>D}K}pbZGSa*Rw)h|Xl47<Dl^)gmZh5!j zK(cXQ*TN*6cF+sFA3F~o7N+~_^BW<bS^QyqPCFd7RjK8oBEGxM7d%JzbYX)oU!2kf zDvDLAbmNm3bCA{Y<gL#{Id(K>c^z)<hBEEW<G-w@QO@`7jJU;5IRCru!zKAiT$3yf zOLS?(hSsEac6(D{pDGR3I?my%jv#Kj(J4I9Yq>QvxCU-*j+spx8^Yj6R|U>+wg9A5 z1Yg(~!IJTA`h@ioR2<#r^!!^UBqi%;)sp$v>DwP`cBfC`uvz_xAL$>A>^$1+>obXu zceS21jhIL7o6}rTgr{|3!ad>TwRUhVl6>l0IssxnYHR_iQ*eOAq~lZNV=%kB%<d9L zyt^uy{p-X#?V_ws&&lu|KmYo};j*v**VvZXnr^p)+RO#*S#r-)xw8^-XLCE|7J=U_ z*#`I<Vf)+0r3+_ki?iln5^p%^G)Y<xVE#kn_}4=V$mT>j5unr$cH)fJwtOPZZrb6; zCER7``M1b&Fli7EW>Wbv+tfg$fM68e&NkS`qt^0Jvk%#ac+=GACNWTT$K?IOE}%8d zd3mZa2<Hr+?s-o?41X0%?k5Dz;$W%v$9md%$h2azu{=G4cZWp`&Z*N;hW=(mSH|}M zol1rMVLBShMOhyvliXk&%u{Rp(=r4nl_n(&9xOmn3fo23qz$y!6Wn~5vjEE7opXlu zt1wLrMy$HYxo-OG(Br4A(C2oHk%fgyUMTe*t?%k2zWw+39>eP?{B`;mZ;@OPuJ0|Y zTr(X7{cOR=!?J`MtFmb+=SdCR{J5~|kidCded56)**FD3M=}l`K0FNp@h+#Ef3Cs7 z3(HhjzB+>7^0TKi%w52Ic$nR`IvH*xBwXpH>4c9wUX8m*KGN*bYW<GmOW-p9uc)Sj z_-usUc0VZ@BK)*>63X8T(RgBFBEN4G&W7=YULUB2=ABPfSn38qL$^x&Ik|691;NoH z(Opnp%Je{QYMSI`^S>|OX@|zhfz#Y6c^Ebney#UI4i4DP4mc3Lh@X(zPy71?z{^?| zrDIqF3EkJ_YIA8Q_djX8yE8!gzwI2_$JeHzg?esLB!SGq{MaJTzny|3hx#OM3AEys z7pd`X!j&jsx3cTr#5(@V9v5=Z9K<Kq3a8!AlHMZUAJ^K@S!{mQ{Q0}`7ht#{k>yEx zO>g`<1p}2k;h#oCuebo&OPW2uQSU+c1e}!r*4U^ioAOS48Xn5S?!!i(L_Q3nmU10y z;Molf6<eAqn5cm+mLw@Pk~a^bok<b8NIo~`g1Um;e#6*lq0GzgiMR1FN7wIIC+K)~ z;h8LbKj@h^ge`e2z`Z-W+}dCM!1r}t9TriuaPlCB{xQB1yyx0Z(TnVY{<TtB`_)BM zxuRq{<lTgmf0%EpoF74fvu}6ti}rv^mPnppa2F<0DJOW`F2?<puN@0XZ@Sm%AM-j} z3tSM`R>a7)49O3CtCA;Hpy43X&PnQI_{84Y;jkSE&)jvBKJoZYZBwn9BfP@CiLSRJ za-=_~9eL_aYcFOV%`UQO?!xTL<voN~4+9Rn@{WF(1>3`&48?Y<sKc=7w#f5EsN;<* zj?JmYt;TG5+1ym}D;p2@+R?W|{};YQ>fB}M2xL*^RGkN#9`!3sn%(fWl2P0+XcdoH z{1xR5Uxhp8?4_9QPvFOhzcGQ%y|BH#5~~eLu+37+J4j*@_DdcTuyPNFfjDmq=cR5u zGsd@&PPl{pc){p-+ye1`Bz@VhGXw9{4`|Pn{DTi=Ee!jUE(3FNQQKCfaWoPQs}uY{ zdb4+pO7AHw!T5oVS36=NK<QfXv(h_#aFPE_SFd#vh#htUB1eZGIfK<t<)+Z_k5;5q z&j9g(ub!KX>I3?lYA+;&NS~fF*Uf@(e*NNdYJv$L{!(JL5Le|m&J=|3Jv5z1scEWB zTDtA{vFgb9$?hVsQ7Sur@n<dy-VoaQKD`pdp0=?$6OV2|?8|F>hU5w64}w5AZVQRD z^!bDnC)xZilO1aC=5<R>_o`O>#r`g456Lk$=843(_HTfJ?G0<`h#900SiBUXF^h_^ za@t!HRw2FOm(=#RsW4!%QW{Qr#95AUW0EHGP$8dF)P0|LzZGz}se%HWhoi0PYnmW; z=$U!oY!BYQbwqaG{Q|VpzjN%q&Kl?)NIiUfW)8zM2eSCT_rk+{LRUs_b_3U@_a2=3 zB;TVYLUsMm0tiVYe119H0FN5wBRsEWf?YGq#0Tk0(gPH{W%6|dKP`VPFJA40ed9sL z><?F9%f*<<;kGr*dT+YRab*VNn%UjoUn|A`PLi;Z>?DpIJ88FlZ2-7Fed#qgF#;FN zE?!JNHj8U>2?Gb_mT|bf%I|>nGURM^k9^~khiN0JxkZ^hFlMgw_)+aND8|Q8OV^V= z+fMqhz2!6%x0i{}g1L#mrct6ycYOeduKRV>k@K08;%N=5c^|wsxJ><3X%eK9o2PiV zo8X%2e|*h7jkuG6j;hA48?yYLzfHeUgSF+SB?Cxa;6urj%=CwR;ydxJWBIxSzeVS7 zge)zAhSKQ$Lb4Z-y#I77joxciTlore7IVlK(ad+4>NoD1xlqf`*o%u2&AcVWH4tbt z_@57NA2L5^E=Vt0L*=cVm#0}r@Y#@#O5Jic_Qmpk{I{nM=HxSUi$3%~t-#T()z9Mr z<kdpW$Q(#Rbo@@+zE-?DEo!e|GXP<J8j7cnFXCm^ZwGf3mykV=xpYSs*_*b`^53kk z#+~o>Zt45;8;d9W($)(Hz&eFBxwwx!=YO)cu&b@$j?tY@j!`Y6*DANnmz}Y2pLx%O zV#+U^#Ae~vBX!ty=4hzSxfytn>*ueVREHVy?&pe{XHk3LW!GNf#aIZbXE%De0^jfC ztI3jc__hzNhj}d!S<W?m$RND*F3Nb(o-4ITIgWvc-_?@2cKsf|XWb|=8IOU`fZp3X z69cU4@!M$LrhVk|xLdT!URtjNPYvks(s(pu!EKFU3ywuR!SnpV+JiQ<e|qoGf-~`U zE>g~vZJ$8hiO@YF7HfF2^-;zc6RkXx^sBGu7N#Nj&%;ljHj(^zB2Bx)I0ZLtNvM9o zxP-rp&hF;8-Awj}H^K4dC_WI>Nxvo64o|`rTf7KQLPg;5l0Zx`9%%jO)4zEHMxIpg zL`i(Z5%nblu2zx{)}h(_<^ky;W}RBwZ_!6`c6R#Kxm~cdRn=X<ol5?Si$VqW>NoJ7 zpXKV&o5aX2mpEM`lJ9!A%Gn$~0Id8RoTnsPfWq7|>dDiHX~+9ARxC2H^VaWLN8LFv z=qwcw<mdxtT66D9N8_Q>w);hB<22-{3ZB(T90aD#vMd72^FZBrqs(2Y1{UT^oPEgN zN7X^0MImJx%18ebV^*DmLlFytNqgHMP5$*Q>R+?)i;}q5d@Kzv{Ys2h5g39l(-i%L z8B2^}rA>?^xjx%Go)6we%h114dM{bL2loGya>;x%gdbV2YD!-r&)sWJe_+B0at%s- z*m8Lqo9evovo1BE`TDhx8<Vw=wR=E7gYdz&3>)!m{nrHrZ*9U#+lJwZc?d_SQWaia zp0?N0o<{4vTurXlW2E1?@>qT|wfwQc5~}d4?Lfsha!jLo3WDv98%3C}A{F<|QsFX$ z1be31;3o3Ck=z~C#@mMeW-nf1BjHW{bGb+D+lby-7klsS>%nugd-tCD7z<L|&mMQ4 zpT*eHwe2d>eQ?&`zur2UL3ml+^xWo8HrNKFUcPX=7e3P#b#Hbo!p6++o3cos^`b>w z>680iIL?-PeTT^i*{AOKw}USq*2@Fb6dsHaenZ!C%xD{qT3X#RaiXT2Z1X#rML&rH zp%;XN2c|HltNGETxCM|>i?<N_zxO3;ZctT=<dTw)s2%bkJ;Dbq-@Zf<?x4}OMpx1& zmg<OY{a#ms`+Ypk4j$?OmK$fzX$v*ti?{1t)@GBivP)AaO)&)<#=p)`CdVOgo_j87 zunTToJ1S~CHGz3SIT4jFYcO{4N!*FBCa7Ln{_(ja2RF0G$Ak(Gf>FBXs-^fG?o7bC zWs^JzUi{F{HbVLZ=3vf8_F;)`o=w5KT4Dc*yUJE)n<0jCyMz?^{&;@ytXe&ifGe** zUJAK4jkyDgsvVN8XxPK-9z*;C*?C|6vdI1Hu=UR0exx5^8B^S?Sy6}Q{pCcHsLCLs z>#cXg%q%`hGe2caO?o<igl`Tp4gqiF!xQ_Qrs3$MnxQ_)yFGq!FtyjB6Xgn|B_1Tc z0R8`Lzl?cwV)j=l=lRq^Y^Thgd@a$01)tTrbFLH5a^b}7bETayDWh&lH=2%`6*=X_ zWS+nZkDia^4`cm#Co$G14WP<7k>-_5e9os6y^Ox60$t%o<$UM@4kkL@v#cPV5w4~J z&-@-x>1t}wWbMPO@guDtS9<Y;gzVPObZsd7*|5jIvJukF_R^j5>PFR>k>jDq3BS=@ z?g<aq9O3dWNN7ExqZB-lP)T7YexdFQ-$K5u<IinfhZ<a_alTdW-%i494!W|>WUyos z6V_Unj78=kV`-HVYe@lol2S)6F$%Ofv2yqNs?j7E4r!8mP$!jwj?EY18Il|e63JXd z!|&HJq>nYB8bc1}j(2{rV=V5|65$vrrZuQ;yG8D`Qd)L9Nw3u}U+vqj7wvefGl}Xy z)<hg<=Pi+&oPaxnXBArw8*#tU!8i+=0pMob_d{XxG}`=EdOEGV9yCf>cASXHfNl3{ z6bgljFWM%qk$<`tPckvwW-}xlAH6IyXL8SKeeX~jrcZi-o3|<$+^oWol=ijRmK6ly z*<DM22}xn_NcAy$!qJ|VYz^y6!O)6NaO}t|b{Hjs+#=z3N3#x{5$?eF--G*bHVm%r z5|H|8Q;!O4)g>1qJ5fX8ij*^TIqX_Y?R{n1iFw6}RrWDOc=pQxqe&d$1j-ry_v&3e znn;*>Tum;5{2Fl&cCk^|!x%M}6EY9#!alV}ILJBZ)y(>H_c>H&u!~^}??y_4H8*dY zD{L{mrrMJ-0h(5GLb=JS5Gl%3;lw-&We#_D*m8UW4!hlw9gNlZ{oSRHn-$8S#czFB zTeS{@cjq2r3M>SRXbwxE5OS_L|M+9`&qYxC$3AWJGYeb>Z!u}?F2SWMR5?4ws3;H5 z?K+naqd3d{`vLXu5(ppobkgNpEtaIPU4MRM4vZ6j23Dqb!QqF64>J;mVe82<&!LA4 z7<1xQ%Pp@mbgF-p<(NP#-~H#u{bKh)_!Lk7?)^1#zZBHbeB?3+R#ah;XBLN{@vrJ@ z9hYLLa!_U8BsK;DiBoG!a((dqW8>y1l4DQenpyW=*nscrC&X+{_hIFi$Z=y?D*2ap zyziX-+yW0zXXh<HorKgTSE_5~1K><I(0zgIBX*{Ab>2($!sDoUM*c+`M)B?u_dZeu zS8Qs}kDQyr2g&t2?Q_ZN%>Oj~2*W!JI?u+;;<^Ow)?=zK&B<PB?@0H&GvPd6`Dfvq zG=NdhPv7odU%{z^HwjO;2Xamw*lfF<<Z~+*4iB~z<JN`PL(OEbxUD%*N#}Yqu-@C7 z{^#u)%8V$P`7cfrt}X3r-+)YfN1wc)_HzXT=;ZtlY>?-l28TbC<bsUi%WO!Vg?l}2 zub=&oqVo>t^8dm(LUu^9DP@$Dgm0w|nlx2bQbvd(q@k2bWrSpw>>Z_$O~=UId+)vX zUcdM6->$B%D4*v%=iK+})iVba#`j)?7#E`SdRfK_+3W109yb}6Z^0Kwx4W2!)dJ(k z8u6pS(Qui0V&jy|3}o|v@(&Io-^ZrP^?G}X>^qTkFP@M;=ebOFV&QTb$OkY`E|b39 z>gS(!55Fy8ZkXZJzot64_Lb@&W>P8`_P6qVOK(JD7a@vq{b}$zNqy*?$Ph3%R{hp6 zm_~M%vdgE07Vvek_P$RsPZ8wp1MZOd|FwK#-|O0H=$6gh*~T{u4!?XRw0Kw0mRo*3 zS#1ic`TFnI@14ePX%TCy&0Ub}maXEqr58d)uf+R07h>5t2{}2X1>(E2<DMir1Ka0E z_xlBtenmS&rPyjUx@7nKd-{A5uZ~?TJaCs%;f5P$pS=R{f?qV?aSiQ)t8YvcsuNdn z+?jp%A+a9ZKW3P7R&^X2{O5Wz-MXOh+=}XN%1XG{%k|y<zhQj3MpOH<sv07wWf?Cf zW}{K8|L-LEMbx4E?kZT-fP=*X{~bS{gXL6mOc^azkS;eh=a){S;P&gw0|GOIv*Cf$ zKS{nQieDq?L(nV=Q{R3*rm%o2RSzYPi4t#f@xP;EOr(G1KNotsArlVD8W8o!6uv7; z)21=|1FvoWOx*jGgE?suQ}J<AAlH2>qeO88oy-13U;3E|!NTjzJU+T`Ad~i)i*hau z2`G9!xsZ=RJY!SlVqIY1-{9@^FrB<DhPrdIE#M!Wde*qqIsAQ%->mFRCD1tur;X-x z;h(<L|5`(8pp`*pC5D~!oN9l?TfZH|CZMeP_q7iW?R}xN_Hhs+GlM3Y90*5RDm_#$ zj(B{{JO|F1=Rj&8|AX(cHRL1i#HeL=Hx?y6TG4pe4peu&V*l9A<1@+i3h#w<2%hjM zlM_W~vAO<d(`O1y;;I?gB#Kb;@x$gK?RwOVnu)b5S%OR&W9Qf3dhtVd!(tA}->?6R z5ownlg+o#IR{XP)fn8>jbEdxwp9_9(=O<r}-P)-pf#C(1T~&Xbv(yQ~V)XN}1H%~o z-<uD|hI(Md_MIP0ll+`o*SSfOYaHTtq6hr}=us`d;=@X%aJu5BBz;^OunAuK;3<{_ z{Hr(rUG-=Jrn#6Wx5?b@^)kwc$6*lI#X900qr9;#t@lL8N+Z6Qv*|A3A{-j5caG8> zLQ#Io7k$NDAbf3fRP5<2_L>+j+h{B!wTR^lFTn}ikzdw(m*j~@_oO6eJsv}fqpA8b zZsVxDbzJb9SUxg8)e$oz{ZS1E=B72`<vnD0|H{zj3a)R<Ha)Pt7j&LfX6v0D0UY`s zC$M!A_WTuhOEDgTJGX@dq@Vr8sH#h55=VQHN=qWcbgdm#GH<BovQsDsMHSrDN~*(2 zhlhzg1(7Jq;?~ftGYH%7<Zuj4jv?hSE{{7UllWeoR_#H-H1^rXITsi%0r&HUs)MF2 zB!?s-y<3;;=U+}$hF#l4S(hCr#R-3k<}(f6b{z)R<(~fX=d&pOQIWfssS`!y1r@EB zMsUqO?d;+AE10s+SzP`2800wQ7*YHzg{wWfU&XHvK*ec2@h6=<C?j8}x0h)gLatU8 z)U$TOoF9c`T1qx}#aae7b2MRH#tFE)F@#)nEiPa>2TauxO_HKjIM-eE%{+e=x0jRc z!PN}B68;1#&rhRTvG1WBdA;zomCttdzec>h`fDREWeEzTVne8pletc9V}U(14fe54 zeK+x{f_(u({|-4<z;+3z|4jX6kh50F*5tn~ICE*+lU&bPV5efM*5;Z-{UF6Tnd{j& za$|d>g+(tg#0Ndz=e&ZGnsU!r^Yc+`|KX9<8`JRS&Pvnn?Y(&Y!u#Py(%UGx&}mum zmGm&?H(ah(*Q4EFt9f5c5#~ePFWGgnZ`+jq>$}l}KczLqPDamz>D8y4IsB8j)~3|G z{R*{$KyZt2r)W3m9pU>EW!Z%lV|%*jzAVEVM&l4ilBX9PO6J~?Sb$vQwdGqw7Bt_w zH8ER032TF!wtH`kqVUCiAFCt>@aN4sn%N_D*e+z=qA{BUF=aO|oW4l<&)hdZ$q05} zPJxL=xGveVrEOohp;e3Wp}JwZVN<}T!JO*X)(9s!Oj=yC7tx4ek)l;%9{xt}O#5-B z2ZojsHI2@ULJRlfTf&dKp*`%LLDs_|=n!TK{rPJORw6rAwUg^HUYaw0qND+=DW0O^ zz6LzKZS6fD<r+LOwLIGYfpDhF9sYeb8N_IYd%-X}4m}I@$?eYuK<7VaFM~aGu<?cd zTw&BK9K2Lh>_JK9`RKaWT){Ni1{co1>c3cpZ_jv-s}tV>Q@C$|yaVwtKKWwx&paQ^ ztfdz`(i34RP}KGx?;;#u7YL8CNrH2?&Z#};>xAtFD@JMAjSyVsNU3dA50#xVx#q4t zc)Z$uOBUg>X|W|*+2n5E)D60m>0}@Hj;h<C@#zc%9B+Kj7tjL&JQt^L)(>K@oqf_? z;wwL0a^63yZxSCV`qawYTE|%{iE!;LjmVd2CK>u^7;Aga)=UalVmyT>J>$1p+_^%{ zS1q>)g9W8?O~*QLe@~o8uI4n@=5~+C-I)h@Q63Lj(wm8UkZ?OqaU26}<l_X$o#yRt z>hwLoT5-ri#IB$_A0>Tad(3Fap5YDU(n;$cm>%K1#qzlowBIW;#T5*ph;3RHElWJ8 z=O?^NY>LDFr{<@m)w02RJkWSY+aRt{i)i=g)?#CGVSmvY;kJBs9J=PWiNT`JJa+%; zf-cskCWEY2w7(YP^C0Lqet09xKuLJ2KXp_JmhR2r^n=HHwbr&|t0CJH(;MATx}Pm} z{Z|P5NFI_;di|St0}iQ8iOquZe;VOBCsJ{nr+}RAlNqFcGwb?2pcFFxO}Z~V9|eKK zY1iIJ5?|Pybmz{N5quSMT6Uwi4oxm~+^3iw0?U$j@9t<<0K<>-dGdFb&}l;bvk`wa z_K)tRo>QGbA3M{!x*e?$%@e3FBS-EE?>JUc3rf)_CxGeZU8?NzXO!peTTNo_g)Px1 zcTS@8=nOm8%oJE~d_Qf{Tmx2cPPvTi!>mjW>rds)Lo-X0<*5w91*u{-&DZIH1}+v^ z*JjcKEV!tnWY&n<U(MMowc4@&KAMHJFQRAqMgPc0Rp9M@P|MMM7JA0w^FH6L2A*n* z;|6TAV5@QJWzH?qN1lGtBIg;1mb14Fu4Z+k+T~qqQ!<S>`p`bq@ZlzkH%2cW_%Q<i zc{^PTkn=^&o|F$lTSsB?%N4PEggbfsMdCJ@=ta0foy0Z3*N@Ln^gWL!`zhMsKXP<S zvuGN|FhjTzz!T`G`B?$MyYhpxFV`se$~;_^_Z`DM5lttVU=2fL+?7Qh<=}*}+XJP! zFjR7i{*tnp2SM-3bVb$2VBr1t`s<!WNUiJk$ik%#cdFBKwI0s^yZth36er7|M%=o| zh1}6=SGx|sc}1y^_R^^%HKhv`vmEx(d1S!*r!&O`ev5G3X6mFB;f`D=GP0`6EeFnv z9#4NG;Ux?YTX0g<L5Nt4Rq|31<Z@p&w<H|G8&`J)eYVU4`aP40U%6)>k819c&X;!L z6;`||qDXr26_bt)v>PZS?C54@(EyACd1FV8L_m?mUEejo6=0(+y!X~B7^zNMR;jy= zV?^|r&1UQnj(QHfVj%B@n@<wy|N4gzj=?edkf>$UTTPD9K;pS(FT48Ro^sTSAF0zB zZN{dE%1a9d(?AoIDRRG)TA@j_J<BhA0KMpZ`h0&ZgY4opIk%Y=)cKZwx#D0KHr}y1 zzfZj!_6pW`Z9eHk`=p37dk070iE@30+Cl+HuAVOb_=-Xyy7;!L1mSW1$!&K!^fnr# z%Y}vx%k;rV24$Hy#KmxEL!)O0+3!d->a*CBK121O%H82lH7I<<;-|--W$ZfMF<+F> zhba$r4so9Pg%)4SsAMIAfaYIsxcJB_<g9Bo$depKt$q%_`Pw4H*p0mn&98x1zqJ#S z7JJ~W>5Ey}KY#Hw8>4_k^dK-C`d*+^n}gmo9TRdf<tP#NX~{~i81@x3-Ql}1PVPrO zq0=+-D9<>w`@X>xmR;^=FZoM&jt(g%nh!~D*(-hLwvaA(KmT{Pg1{KwZaA995jKT2 z#wQbI8N1M*?aJXG|86wZSkACq$b%=7Z7=`Q^`WcN?x;x|K*znW*p5|Cg5a}(|7!cj zu!{C}$>`J~Fncrn6cR6n8{2xg-rZjSukV=>BGw&f9#MMmr{gRx*O*Pa^DKj8y1}ju z;xoCt_5R>W*96$Q8Xoa*8vySK77e;jeMoyz*V{%n4#yGnC!Qfj-Et7}j$Ow1V8?xx z!vlD6&;Eu_{|2GO_2GN>`8ixYP?%T~mkM7oTVQuuF368x<{{EF=n=Q}DDIrY_|6|+ zEtTS7^UwRGkA`jd@aS%a^)1s_wf=p)`0@gNf8+T5R2kXB)X$C1-I#&Zg*ZtX?|$TW zKlvhD<p22va}(v^E*N4htj{j#!T3rxn+?}+U}er3?Ygl_eDqJGHQC7DD|PlTvt|bt z)Y$0fuTR0t?Hg?eel!8ywy`*^sCo#C=oz^Y+l4IVtmv-23~lc(Xt}n{!Mmdmk9{0% zz}w?n3?1~_v0_~MRA9gahPul=&UjG(+d5i32c$>vQ_K!VC$4$8ad13b<x(#M+R0iu z*GwSu?(X8*HFD>1UrSjd{)q%rdxsZ}Ghn^l(xmg^6v~C%>S;Et2m8qi`>$<-u=M+M zP>NGMeEZKRbq`Awh<stF@$B!z%W{-%habg5j`y)MqL=g0E=Oj^;i686x#rP-^F=yD z3P?pNR4l{tR;Q!~(fx$C9jfX+o(<OYU1nTATHu12;$$Ktg#x4MQPrC)%iw*-v3h%5 zK8CZu_KaYr%HCxY^!?S_Zd5kimr8eK25cUS>*mWOp~USC<B@QZ<9RGEO!KW15?4}{ zf-8!kYmf4a+S&-LF5P6*Q*^^$HR<Z}hEw?ZSfrugnL3o^@KriRJWC?l-;1d@8{k4y zcTaK30`LqU%BOugg3?V=j{9zhK(D*8f>h=_JlIZ8p?oYKjOWA+^!(<r?x4odJ<d|t zm7x3R#v@7vH>V<NCxa<46FktFcA^%pF%BLE|6w?^_0`?#j(-s9^5^TVi@A8T`&@H} zWFIuoOHKLI{Un|fUd?@(>#+Uz%P#G>UW_TGeAvz21>$z1o*^AQSoV9f)rravCiiz= zJ}t9|cl2mfMml@IWwoYRzh(ly&_4JT|9zNvH*0!(<Y!RnZIo`xU_aQkUUf(yc>o4h z{lWu}%V3K*1!J8?6=WBrsH++Nf#Z71yF#_casJDZ*loh=c(koCy5nCHh_zi4@$&7) zzsL9N$;%<!kHKagmg}ETLwYpDgm7y@%9wBJkiEI>$vq~DgtLEB^}z0Xg+pL-Rbao? z&UJin(Ux~9yA7xBm>1skYQ_-nqXXXMtvGl6-IIrm9U$TE(W(3X3rzog9y?BQWDkt@ z(@O7Kg2r&y+K&U|`S#bfTJ~fwehE04AI3`jmTr5(CGFEuI@aQ_ndJ~(PTc7<AvlYn za@J>_)-2+{g%d9W*N5RHkEXYWFzE|Lhi}@ejUde%=?Cjh5s>+2i>mCx4BA>9eqtY# z0nVW}EOhSn!xdkB7RsX|crd1|K$fBs`!!B@S<AOVuH&FZ;npSa-L88~E&VT!-T5rm z{g3by>tB}*W>(|J>2&UY?ftkQQ7BV1K835{d?KML4ak&xhe!G60K#y=(hTPuo;)~4 z8%S#pG#VB;RuhD$YwA~f#&inZHc$8(Z)pT)Ir`#I!kyoCGfT6pdL0#pb3)a~d$h#* zEBDKWHMrknXv@^LE*yWG`8tsJ0d@&9Grjpd4%E^StG>^=u!Euhk*d`=CS-Isy!<ha z|4~XwtdYAz@yR+Hr-?aajM}+ibh-;07F6_NT}OfDWr0%St5w)0o@D#gr5<BHzN?<e zUc=I;#egRAIeE^rJl)G}6dr#Uv)KK29EEnSXr4aa48gLCFS#0N6z(e@G^Y`%MJ4?* zuK1b(cqKfM?9)1p3<8;*m!B4*pVJfS1AJ?!y<^~ZF>MX_=gu0Y(TqWyT_vApM<gia ziUl)X`G~?A%&y{r*%<h5@86>t3veg&uHv0<&EOmrb$d7W5)|$~?G-au4IN|m=FgD% zIC#f*tIXFENI|znTIlBxhLt%ykFKu6n?-MrT_5a6tHt%5uU@yq$9w(fcP)?L0e<bL zr*|!a?APaXZ?@He``&yzg8cy6SNyx%!k2Mdn&lNXk^||r;T`?X-U#=8?;<_fQt%Ps z;!tQBLd9GA51!#$g5_F=qhDxhk(=h&*`^lKS7SI()pt4vA8)a=DIT7JT=PpbgPhG+ z*{FMcY8SP_yYt5X8IyaE?tZ5kv)U+BduATu-9hqK{Jx^M$vxQa$h9+V#WSe*`UeFq z-2m~W5AV$NApAI1+q%5lqbNBbOB<NC1ou<zId@49K(5O>yHRnn*B9F%o3&VhJ2GzP z8D5-*qlaDJCw=vVdkev7THXav-&gGtM!yX8DlYwOS(YH@-ot&ulDt3kjyC)=B0RkN zO_tw&PN0+Yp`Uw$NN>KxeOx}W6K@8-lJBE#!|-gs6UL1z#H0B;i;Hp?cy`ynvld^$ zOeH<JAPFi3AuYM<V-dt3$#HeTZgvEj-bFp)AMJzq>QHWn<HSe$vZuC!asmt_yFHIZ zSAyQMv;Q`}67auk|K-5#0o?sIb>91FH;nDSprFV+i}peB@~va5XlSdqC}v3Ri_bp= zH!046`!=e|x$sdq`lq+5b&2FA4}5Rs<*3JWL7g27o#RO9mE)c2It>-(Xa3{KYQu}2 z@V>Wk3ZIq9Fv|=Qj>cfUP?G@RU^{U|Q>HZ|%j)M>UThQii&f{WnN%&N45<|O9f$&} zIqnw!eN&h(>gsv=`xK<8-{Sj1IEVQWG_xk#lHk9E@t$?21&DkyKR#4J`Xm0b3;l^R zc;o6D#paw@kfp5+GAM2W%Qz}EYu|3zIvc8YmGp%loNPF3)j_-iV(Yeklas&=JqH5i zi{N){^yaplJlLx$?Al&G4}T~Il7izJur`R(U4Xw4Dyn~u{LJYEuCyKpOUZOFj%t5| z(Mw<+A$3eNbrU3aE$_3SZNNH~BEz}NPbi<o#u#wuD@u(wC1#opqbZNoH@ze^ur{52 zc=X}|(0G45&DS-EAs6ErF5DxZFOIIMDk>lF&i$^N9?PrHKNa@Idp#0c&4ZXM_*e0S zmw*60FZuNgX9d>slAy6uomZ=O8ZC}Qdww+}y!zME#|xAPu<R0~PF3__y{>`-^{ygV zp?4N*(;0!F`!$`12?vI+#xd6AXbYaCOr^JE{s*5juT}Cr9>Dgp%F{Iy-k`qz?nr6% z1YR_Dw_*LS1*8PuxD>rB##c$(x2rk#!|m7C<}A-qDr86JJbx3}3jGcO#%5o7Vb6iu zFd2y%pt>IOny;x3ztQH$ZTwuq<22+PIzNG}`9IBeO_3b3RJ$`f@e+E!?rxO7w2oDq zdmM5%reXH=EnnrORNy^$&*KnV7vXfj<X}^o0L>i}f*?H)mg1kUTuUasJg*?CZ7Y@N zR9|}HNWumrI=wx>+S~|s%nwWjSbOlH6w}ip!n^;)4;e$k6xkmXhqg<4ci{y0TyP$_ z3vdLOym+YFi2uHK9I>0|gs*JbhC6FUkb22vzs%!dv{CR&Hc}md(qsV|j-YYKVCHf9 zd8Pv|nRirike|o#A{{mx(KM(Ge1Ex2suXQJ+$UAo=TM2OOMLgmNs>DWZRR&xKoP&q zpvz=WIy6;2lsG;QzZp!N6QWu{sLi2McXb9BGY94FTqN_+xoY!ffpK6ExNvFa(lGeP zD}0YPX@VUBzH*mRrja9H%~86077q<bhQFt6hg&-yTa}D0fO1lm=OE=0IQ6SM?xK$- zTv2vDhQo!p_bc_^7e5+NQ`IU-_$1+O8Cix2@MItx6Z@F_yJ_G!!B#esTm;ic6NIz; zd$35Gf<<y=8pWRUNgdx`47Z-?l(9<<fDohdPpMt?P#z^BVMOxa3CYQfF?rJnJ;y=^ z`AC0TWb65{Uyb1M@9LdOn=t_U{2RF$?O>2>qdcb2f`d#8#%4^!TQf2EZE?>Go>sm- zsrZfTJ+ibrDX6w6Z0RygW|{BCY+s99Cyzqh6ZY!mBd!tL7GZlN_uwXE-mj#hXK#Xo zh3=jn=bBJ0Eb<|DKoi*5ObH*2tHbL?Ym4TTRdBHO(+0<|C(sXSgr9jdgjVisZx-jq z;b7yg3rFi~U?<P~zNt40SbmAp`;Q4lHeJE6U$7cEgCyEtGPCOfrx63o3^H#zJ51FL z9vLRRFA?$g#7n?Lb&FEIs0E8<bXmm8yYRJ!fB$#C3Aj79{%g;+Vbt6mLN_l&Jm>G$ zs<an|fvse@!u@y)h*MKD29y5>hczrcZZo^U?{1S06|+Qm%A_5j$sPyqr^mOo)UF`K zge%Pncd}>YD}1#}cT0A<FSV~X=_T%Wtv%So+k?0I+qF;WcEL28{#eo3J`A>ER}|x& zf<tu=4@WT!A<ceCb}FS_;4Ub(pYtijyBV}9f(s3x7CZ1zS9%fp`$z5B_syb6L`XLe zMK%;=6%-lOcjNI#=at@ew!`i0T@TMz=L3UnSrFB99zOe|{bypP5hczU80O!|L)RZ! zS1cyhkZDi9?L<}wl<fKKKt=e%?3}J#aHbyi+6C-t7;V9=DW5rhe40T8@5N(K5{VIX zy)7RO)q%~7!%krfN(J}#I}iUR^BTi~@-CC{Nq8b?^`Cn96i~ICqWkJiyw$QN2EN8j zVA-<v^RO-buva<t@n4P}tX`As?cI`&e4oEPd+oXbM{+5vnulAV?OWTbt7<p0(*HTH zL%E1@{5RRGwQ4Zij>CQbo<+PE>&nvpwE@HFlxcQxZDK=8zunapk|X2iQW_g3bA0E> zV|CRo{HA)~R>>yu{66y4+g#j|9hG;tS~X<`a$6>?v=?SU^5xArxuFI~{587pIk_J8 z40fIlyFQ5gwkw`}D=XOfGv-I}+$4-X<Zn{Yokael?>`5;ONSZ9nufDUUC7l*dz?tN zv!znwhpt`qf``LbYJ`b*`23KOpaWAL=88WnXUhr2Q3(O{-|~HE@<hPRB%v25rQ*ia zS(iZjW#hBq8(sKc&}Y@RO7-wSaC6_RS1&{#A~ZkiIj}g=9MrP5h_t%Vdo-5j(Ds-x z2e)4fR(3RfueV(X<+ZX);r$`Nn&eIOVQ>v-MPe*VNp8+Y{mzi*%|5u*GVo;OS`j>; z&}XofUBLmVQ%uQ>L%3G1cX@zm46EHrM<w%?@a~{(mFrtdg}J+#Tz|GUp(2G{9lh%m z`l$QGj*L<&IEk=jMtq(FbN_nI1B|4vuNp5>I5~lW(zgEQP3!P;r}gf`*ny?`zAfiI zRbjMI*6aPZdXTEQ(9QkqALQM;Gvz<`bWA*X^sEERG%!5R@D``82Yp_%x~->cU@&M! zW8d8#9J<msDx^1zocW9rYMR6kZLPG!gUt6PEL_oy3Nvu#4EKo~w<UaHS@EHIcn(bD z-i_Y4I)LkoPaf5hdrh21s#%qk54nSz83eABBgcos&RY*uV`h<3{UO4OydkVp$!$6d zrkQ$<3X@&vr>AlCz-B*+^slzw?@GXXCuel@64o$u*ujdG?0>G6AGt&AJ_Wa14{uK( zdBPv%Bkt0avv}94!$`WZ2@l@+Pa@o*0FU;&2%J7&1xv9(Q-}7|!$0RYE`hNPSXpiH zFr07%jV;1Ibr*I(=_4713j#sdxi`M&XU{x(XI{~JC^ZH8&PHWvAA4arb<Z?s=rFqP zoe!YnA@h#P&L!cjez+MGTQuU)hh=*#4*0wE;BuqMPKE4Fq$+SvlkF^nZ&|}UQ!>+N z+oET*_@Eh=t~2%Q@5_Qu-X<eaPpK6wzg@l|=}9~=1+#s<RY~xsFI)6gWk1{%D#>&B zu!KJyi}xy}wE_Rx5D8|3N}Sn#{vPL{HE?;<G;n!;3kFo!i|22WJ=pWpjh24tu$VRZ zl4)%mnCXIM#vlb|wE}skJH~+Bxm~>fN)N<V4I22d_F-i__se#|U*Ib^7T`%m?x8!2 zE^&-BgF~h4$qAA_%cXQ@du-YYjO8ieK4+^jnfpl~)BXbVyT8jhrM3+%+dN7vR9BI? z%V(#;xkaSV(>Acb(uz4R{td3h=3$qLvh}%#^BDIzfi=>!AGGh?YJM|R4-_NM9ny&h zNtKpkxi@|oVxHxHpX2WX>dQB0H9Rx$Lad}ppLZ3U%^3=O`)&yjAMTJoLGJ2hGBz~F zc9Z_#Z3?MWy*5y*5qMeMp8&M-c2R0^WbV50Q<q|@2T;=KOLHY<cD)0y)o+Pp_}#a6 z>*RbSZ0D|cz)#Y`mEV5kee7<<hr8`LSH-Ea6?wWSwh*5hV~S?~!V<~B@KbpDM*l`5 zfwgL__d~#^z*)h-L7BbvbjOxx=OtW75t|ry?ZTkZJIVGc<#@kE)=MM37!F0O^JqH^ zW8056w+3Vt&_Sa1>%8C~^u&C;mArcn7|ntsPqcTTYH;ugCYEvZ%J%-2YDA$>`zAzn zLT4VYr0S;pH`|6(;q7#`;iZ@yQ88LN;*MXk-xc=VT*g0fCf&2u6=>Jf`=E(F4W^Zf zwfJvNKzw%a@Rpb4ed%F&ybJ9VjEp7LC-V{?ifWOr!B8zwd(KKa|7(GN^GP|MhwE`8 zAc{Zy>`%hyz4`FR!#0R=7tQ2L9z)$0t+NrV{b1CaG536a2$=jXCcZmVgDf871!7xf zP~dJn<ztOSbPuC(o7qF3{oTxom13b0eUs)oub-MhQT1pZgY(3@IE$TEvj;IRW=O<k zXbmKNc3#{UH;03Dj~4BDW|2WfWWU<ZVKkc&*!jZbAMUo>9Zf+vPgl1_1*RvAqwA5k z;>S}e!QH#$N+%2Xx#Mw@rM{H`M$DT@pYK&+mRG$0PLTq*)*53@+1(2=8?O(=DGY(5 zK8t{n_zdz>I&)s39z_YdqWjq;`B=xR(sZ(R5}uW=WLa!1A#yNXGnFobq7@Fk;l1SN zA@S6=b7annJ^eRvOIrd+|ITVzq+Y;%VYcm$epg~Z%(9KV3T^fti)^ZrZG_|Qpz-%4 z;W05PW;UjnhvD~NQ^WIr!=Q8Mp^^EiSv1^FL!&KFheBrOMr;lbq63HO*~;j8s3|m? zx?NZUWzY0)o)xNxWR|59Uv|{tZ0EVltTW>vo5`rY+j|a+e<|D!*PO#id++5N@1{}4 zM6J6|YZ!OP4XJ?IA_N?!OFi{q7P4-Ij?LE%KrQ=?@SlID@!o@o>`wB0E3t4sVom3b zpE=r3)Y8o3Mct@vA!XCBF(FDrf4&21G(578eVhXOV=w*EeEZSAIOJ{hLIRw1ZF|qX zrw9tOMC283O{3<Wq-T^OP2?W$`F@<0_&1t7|J(Dr4=BSvDZTLNMem!s0<8_pXyzL` z+$=r>*9=9s9SiNi#aof4bYI(0Aologtx|f0UsRHhwdw{j!oWpeYs(O<DZG1mc&Z6# z+4k6d*Xn~K*Qx_wRjwmP;=E?U>?o+~%<pZ?q0WAk^x}cxz&xg^pHuo*I10-iM+K^W zrsDkZe-{{z60XP4@^raQF6=$^(p;XZ3i+%}>57V5F=o%G;m6G}{I#=-x#V0T^wnO^ zvoY>Q1^L52?q?D|x}M8f_Vy`sD2(FJ(Otrb&knQAvIFG)C|E!Eg;GJ;{@REAJBbHS zHnmhfc^<zS$|d1Q7jE~zYoi#@4PSC8vOd@oUlTP8&1t4#P#ey(e5o{zOAH*oZOZLX zHWV(n_+bve-v6WOoVtuBXB`K$dq_^^UxN2Hktq;gjb{BWJ%utfuPXno=0ZDHSDeMU zO5#;I%Kl}#9_&0#`5BVe@Uzs<ky@_`v=)x!(1>fp3YJ~h3i#r{<N1W0&QdjKvl!B( zy{#pEfX0onGo<%U`}oa&W!-qvx{zhB@+=%t-nHbvWgHaK52eQ)T>;~W1IFeLX7O)4 z1-0io;T1eOUrOKD5ATlAI6XeH3Jobv&kl$8gX>m`)3W+aSnsuQv+`XAdR6UZ$bLEq z^yedf)HPKjKgSlcXr>xG^)$lm==ds#?e}92AUWV*n;+k1xd`X9AbocBVF+%XE$q?K z>4QJJweprel|tnWsr%cm#K1$>M<?2siC@CX(w`pYp|4o<LsZcacu|!wi|G6#95L3F zqvh3@`(NVrq%6YeZ+hj<NLhh~lBJm?YmGS8I?ba?e7J7}>~C-JARN}Oude-W?S-@J zO#)e;I-tvJX;*#X7&OcLow;XL4uZO2vxkEzvS0i?sPm4c51!LHjLO8dz?jVaH*!xa z@pzCqGyD4)bj+7fjH)JFUJvf8C-%F*^wni*Ud}<d|NG|!j#IU8zLGmxY*!n4ik+n5 zbX@`1mdeO$<c_Ykk=m<V6QI9Oo9-viG=}CFus`<e!i<s+kN?Q@fKA&zh*qP_77~BI zQ$=hEHoWgSu&j)u=*|V^Ug0hb|8cJ}0DEzRFG0&}dJ#N&q`U6>&BAo(rI()P$>$`6 zp+!2`gQhb^m!^1iLBuhZCq5nna3fRwe#U9Ck9icX+b};09KY49{J7`vCs(~_Uwt#i zxISnJif8~S*2s}f-w*hX)@NCZ{Tm36-$_}NM;xo5xg)x(85M_Ld&ZW};o89m$JzLo zvEkY9t+mb-Of|jRGO$sP`cWREOh5i$+M7`O+a!1L%DH3o`x<q&@~_!vBNVMzA0Izz z);Nj9p{FpUxC;w(CKMOGcVpH_-!NC#GV&f*VUQ<2k_#p>9-&1GXm<TT=j0dSKR?+d zOV>9KEVsXJIwZ8A_JiT!d6y}i9f~NP-0Z?Hb4PCGmiHrLw7E)N_Z-CaeiZTHs6sat zX(jrdrI0!IqLS_7U!>xTn=1K3avZPDu=riAhsobl)fcxCKS_<|sddutbZwkF;rHYV z{&b5{D$cJ*v4@^4#x0XD5pHwl<Y+IpB=%W2E!TkTK)JAqpBsqAzKf6hPJEC`_T2|9 zhVfGOiLFu>X|ty<3{22|7ywawo#pk8PMD(@tDzzLRHH`qkJrm`A=mUkoN@C2j$P`~ zYC1Q9e+56C<RU$>Ot!lnPUP!2^|imVS!Eh(`TZs7dzMh_>*Hx_pJsHh*zR&fhHx+G zf_o`n2jjDMTN#F>3gG3XprNx`gP?qNp=D8`0p~>De;&#pdBt(wa*6X3aF}J1OTe-R z|7aOGE8gkCDF!X2T`CJuwzuLSZ)q3&&XCZT&|HBaHp;Dh#`Un>>7gmbp-E^SFxX;E zH;frO)ni`%ssQdwN9p!y=HnDSYm=kU7>vbD{Eq2&fLo{7#SR?nfj#;EH7eQG!;hmK z{#Elc_{e@2Fke}MxX636-^QYW*T&fV*u8Q5_RL3YcE<?N2dE}FiBIDJ6YKHM(i3R% zIy9$0cp6#lnwngml@q>T`XO4v_hY>mEJxF_fMU9ZJHuWt!U^X2++52Q5OjCRJmu1j zoD9EKysgIwC${JB$<;D=N+)QLabggnuZF(b`7Z}`^@LkRl=|>QV62HS@!|MQooOtb zX@lSgW7*HNCSW|iib-{tGW!IxnW?Wb;+^#qJw3^J*irg>XIpYN@E@c-yXe;m7kY#k z!Jre+vFqrWo_?6|NEN(K{1@u0^<kFEwXm{#K7i_*3((0sPLBJoq4cW7tsB?2X4@y) za;7zW!)p5ON2k`8&}(#FRr<v$m`+{f`uZpbjwv!MR1)9tXjg|&QD+6x<&XH5JSoA; z{_S0d?+#(T)pp<8EzK}NFI}qgZUJ_fhn~J*?Tl6iO4fWWNq9>mk5gT404-l<^DLy0 zJa)*so&SwU*jj#l+rElUd_DDTvPq@@mwf5}@@;F!@>e{r5)#A6sx8>yrA|0u-^C1X zI{t$2O8?jCLA{XPmiUxr$1n2yFq?5vBmDKUKe1H%r}6a5u3;q(l7loc_j+MHh#FK% zrazJgQClw|MvY+^Ytw|jCj3qSzYCYea}U*F(~^(f4;3<>r`?cazpw#HXG6-Fqi4|N zx8Lx^zd0CtuS$kLh2+r^3cAOB))8ODlS}T!W9Zd%j)JQr6a8ds``!kpgUQ}2J8kqv zke)qG=6FN`#wA@@f6zV(*YoRSYl;Uj?l|vqrFt=l)0&skr4GQ_u1+0V@;PaoUMv_Q zTZ+tbk>%$l$)ERUUuX$GaSu+5%<cZ%K>R24_R(MSP)Wu`tA21A(p*T~eWMrtu(u`O z*C@pc<7}LPed};?U$#kxc{;FrZu*{bUV^QS=ceAgFTi*PuQ$OC9mu1&O-i=C7Xl~_ ziUw-rL2T=_zB=A%Jo@3!VG7$W=y`wc4R_8m&@K50zZG7F194fOP04dT;8Qf?r+`j4 z-gL}Oqk;In6pDIeiEqSF%6Z&}?1v{03^n~B_W<E%G$%Z-PC)<V6VZlehfrFp<Alyr z#FGPbt<qHes6Us)IQ422dLnb3x2h~cIh|zSp8aD`>`?CIc`6^i`|JPIG#tkv{Sfuz zN%7FniQ`t>YnUfyZgi+J35x0Ji-q;0@vX`5K_I;zL24VNb*fAFi07s6%fd=DYIvG= zSG*Va><j%8>l@*=!WVU%T);i|%MRz0IjmLC?u94k5N01raG})CLDsDw149M}K$}~= zl}*qP;$F2e$Z~h1q{@vIddE@1xBJ+_>E;d^*P<IfrZ+=HgI7=VRtklMglhM`M-&RQ z1xa)>27fSUAuRVa?Jy?$RreWJuYgq62i7NKpSG={b5vlE^zZkVRCtj6&A+wtF79r` z7pIupMYW|6F4=c7d<&TaUi)ijZ;$l>1@p-ePL2W$WSKiw{&fcRGtZdRiZW$yP3(A@ zCNTmTub<^8M3eijrr-L9XJZg(%D>FLhj=+YyZYPlZc$LNwV?KE8H1w^(`G8eAt0|% zm)#UUjvHCC@mrj`f$PTU=lb#!IHou5<w^QBOg)Ue_4IS__BX$Bc4QKyN`}QAtR{ZT zqTX!<NmL3p+#H+|Nz*8;dwfHNc!MubIy=akM1x8B?<Kh=G6#-7F4zGR5EjJW9`bk? zxKe$7a<z;=)uhmn`+1UwZPlimPF)3w!E<|q|29F)y$?d7DTDaMhwqmb=?@Lr+VvC{ z5zg`#S*PdaB@mJSRXbs99-gMQCG6&&fZZm^alUrb;HDheo#VO;_gy_G5Bjyh)b?^G zTM5!bYDii7Fgk}PGP_2Mg+k$B2gh4?ed2q+%C1c{lme2Pt2!+%)$mMM?3N;Ve*Ah{ zptE~|_*5b(t8~Lka9QSy`BY&O>|`9Aa+4yy73Ofomr+CTt?r0=^xbuMk`VGJmE6a9 z&DmYjv-)7{*Q;y|*J{*g_Y(ZM*^9@9+f-G&i8s54PwE2)>Cr1J)GzI&QfQ$3k`Spn zg7<wtUwc4&BQLL-^40l{LM_!q*-3>BFs>+g-bXm+=X32SH@K*>6HO&qOc)FCjkw#b zC+{opuf0=g$(d2IFS2IZbfU;so0t7GTM>qFim&g)<&NX9F4OrlUElEi+eC(f!?pMc z_6@tcFTl#^4zJTY=kU_Iz7s{1Rk+@bwsom<*ubH3w2nNlz6x#Jk1QI&q0V{LjDS>J zED@ckdt8RPnVT}b%fr}Z*V5%8)Po1lr>R$a7UEl*ed!Y02|q~rr~ywxE9^4lh`2LZ z4Mi8LDBXg4;mD2cF<a_GfFpe)L-W=O_GKTw$NO;*CNF50Xb?X_zmEA!YO)VEWpd2g zGFXki8E%Y><h{;hhf;72xnIVpP)C1~p~~J=r_-grJPX!_qs{sG^I&lIdB(GI#19ti z@yTbT6WK(LhIaO?;X(O1is~f7JC^eC7rr+K=|;xq-w;o%+|{?Vyr(N+!#1z?JxwdN zSVV<QuB;Gla%wY=dN-O>XGwhgJ`J*i>+8wqo573yWLD|XIp`G}Mr!*Rj6K$>eMEf$ zr&l8Su2XEHJiW@Yzvu!;(Mtc!%^O6vE$?QSMC+j5(MZ;jdIfm5G$rJbyIIrqFKnqv zQTRjorqtmh-@)Ym^MH4jMcB{#L(QsY5}%HxMzZ>R2R3`*UE}Y@@#N)4)uPnPcvib< zmjg!wOr!Wyce)|0;`q^9bY&I(mP(ilk$Vlzn<EX?*GRswibL63ZyMxcBpPokw?dTT z^^omVOBlKsA29r?8&|LFObXil4|X~V9BMu|jT!1fT(5{XK~cOrzVFWzE@;b1y7*S0 z$orZ@KCcNs^i;CVz(O~8n#JDh5EzD_W9`=$n{r`~qR`f7%DuR)<?oT8z;+B!=W z-ve8ZTYp?VKY$#uCgIk4eXxV(*WN!r*72a6y7I10!g<`LV?fcJ1pT}{nxX&t!8$%D z*Qk%=gDb>eu9JH}g)}{DCz)TxgeVGrMUQ~P!8=tu2v>TSsEWfz{2Unl(r`=v@DHap zyK6(5Q*i21i;s*>BR*IgH97gb8bkDZ3~WP7QEuCXz8JwOl9%V-!+C`8y<c2D#^Xu2 zPg;740UL;MltoVGc*uPqSpV*yxo((tv^UWIL-wXGzE&iV-gfq>{$Z=*9q{QVZASgZ zFxZ=2IlPs291K)_TMV8Jko$M(qZavQ+`5N-iIXo6?T-rxrt<Vb(uGZ_?nlY^eDMc% zUfjTnuA5i*uJyxWqW8N-gLz;OdH;r8k@!<DozxC^N<8g-`gP{>gs;@#dX)ZACr%q& z$)2ksIY8H%r<AWcK`&!va*eJN0}m;^I8D)ueHZ2od>dxLgV(y=^TIqxR;R5|%0_|E z^bUu&hnDfJ(z8pOJ5n)A@1>)xS`~1p?ERGKoekPox2HBMj-mH{p>*@o6?ki$bpB}< z@i|c)EE`RoK~)#iirSJwIPWZ?ahvqqWM9~L-gO~4+0^}i*_=oY)^68vR?bBj`f;1W zGk$<@uTy?JyF%u#`g`l)Ofy($l&f>IaS1}$4><-U&w^0q-iU1$y_nhk{f%kUBCrP1 z+_ogWQ-A5{reA-EpXZ9=^qEWK-ddKp7D;?H416++2hU`}yr`>-I`0A`Xc`WkW+0rW zHus1x#N!vSl=$erb38nLlyB_SIe_;Cxcz#rcVT*n()SPb3qX6jlk?wwZ(yM^eEWHC zE<A~D-(-p;9=nSf)(izx*cao`^WfDGyiYs$-^+eV1@*bg2+5HQ^p;o|Nm?3%`zCg~ zn&wGgx5>F&(`XuA@CE0vlD=lf3eAt4D}^W_@QS`gYZ;PTlrsw1`p}N?%!%4F^O$hf z%1HYZ;fCDd%y5_=2NkCRPpxC=5J%-*=&eicHw_U&BE%23_u*Da3fpe%IiTouTzV6G zq!0cYKTO`M_uqB!eo~Al8GqyXh<2cyOc@QOuY+^P4t;xNGYvI+Il?L;R#2$-c$l;B zXAI>0D{*bd2>RYG&pAe2fH7%#m)=Otg6EC-iy{XXfstolb$-x1I=-3sadlfI-lD3S zzCBAgbbZ>6eUBD!d%V@1+U@Od{Km|4`mR1a?EhWwHOX!2M*QTq=*WhXS;-MYUKH8t z65CQZo;09k!<E<PF7}{ye_vEG&k#oZuo7Y`Z$wK=8#W!aHQ@F+Dtmgk4VS6U8;kL# z;G1CI*z4ta*g1B>$2Ngh;aH@_{PN%e?zTzmcoI?zooR}4l9r^W=hp4ro6~~=ew{yd z%x%fOzI3RTy|E9&M#bZ;w`^4qj2gYnYB-JNXTNc<x@F;w_<d7W{S}!0*d|e4mGqaf z^-1*O1q}YB{H&mJ2ozODSZ95wFhinf<nMKg?7#P3)L7B7D44LlGR~LoMAj_TRYmgo zS$CCjDS?VIn|tvZGf(ak+8rO3^X2M7SfEi^`Idp<y|#B2>C2I8?L~+W;g%K*q#q&3 z0{lMby2C;&8`Z6+uO>~z!|0AHnT|As8{VB`R!Dln?<9PzIDgk7Ma{A3T&WJw`;xj- zpYYZ5fq7IoY94(?ILH4ZdjloUe$96CNnqr)SKYm<1w{0YJRHeuL2lbyQ#(@AaZ}(_ znxDZ2PEVUkGjR5zeyO@`BL5_uh?dSvu}Fj}lk1$^59(0hCi5zF$_A9(8qs{Oy##NJ zWb!^VO+k*P!4~#ALnyWLttJ2O84&IBaaC38hlTw*+)<Hh==k~AmyD`KXasj>t?yI{ zCABm9WmYqAE3o*Y{)c|TAHA%)FP(UB{&Q`KxVQ#C<RgZ3W&7Z?y{UA~k7;-(ZhCV) zY!Z^0xWfOPCB7R&-mRBiO7Mn)jaq`$KTK17_jbOq68Mb6%i806P%G%vg;$zWFlKSy zuXTDIl{KDnEy@hzJx!h1DaRIwkqf{4v}71BQr+<{<!Z%C$|KJ>Jm!fP^F-w+`F!Hi zr@Z(xYz{Q60)Bb25nr%=Z>uvj;|E6CU9a3~;B}qk57FRJkhf?rn(fX3%#ohpwjD#J zwn@X0i`{UUa_c{<TGIPW`6cc1q7%9c4oXn{*M(^Ftj{8E1(r?4IIm{qqBQ!Zow!A< z@YhK5^R<*t3{lHxFH~NHu!DDQ53_c{$GRDoT(4<p>ItOsjH-l5gL_n~^2M07#Zy4Z zx)<zEwlRms&w}#4s;%=ciJ!qV%WeCkMA*g=z?n|IPqy(NOm5Irp^3IQU)*9lhP_BT z8P{5eq8DBmyKIu@(s^-}KUVqB$1B*HM)t!3#}4gq_9Pri+ncjRRD`E!F6d!=e-5o0 zXWYEXC$Vbq#}xtNQDpYLdC=m_5bSU{O&3PH2+GQv@;hEkBe#R(%sR<4-C^z2l>6Ha ze$7ITF?$HdSX<sR$DMdbyg02r3`vinNx{BLcpg)#RV96ir=(4Ta$jyt70&7%^qkjA z0GBmty2VG4AUUt;#ADop{V)EWnLD!yeY-VlJDFD?b6hV5V~Yt_SJB*8w;9gyUq2F) zvW#CMjYEH#G(bMf*8pL<T6lZ&KqseUH#SibWYN+byqYim_wgA;_V1U?(=R>+f)GdH z#n11^T`;Ko^sD$GpjH!(t>4mzRb9_=PB+fr#7W@SXzKt??wNDV+qPsctcVJy1(t%_ z##6l*@p;@lkhWDUDieP{wQ{jtorh$-HmTXpL8MD~_FbQ^8gi|;KkX=+M$xrwdbZ_t z@DsRG;1Jl2FFP%ENy?VOGR@%E>jzu$G6$!5JmE;f_PY-X2zPciEcnW~wqd;bs$%KG z8sU%J+<*MC#5!KNyHhJbtPR_;3V7Kz1|aX+y@E}{Fz`0Nw)wny4sO_&-9J$g2jUg4 zo>ujCgE<{jvO#tS#+~-~yw`jlHUIqhp{CRg-&h@d-u;S&r&CiDzw}q|#`d5!x*6hY z8mvheGO9+W3r>b~nhmI=@#*>3^=bHVMl0_w>7li?uh?_B*P>mp=;=LaOBi`SXve|A z7Rc&qC|!2!$K_h#GdzE0urfE$_+ecyRy=uSF|wrzhg9|^UTK;~KM|?bw^DheUo>#c z<k$>uFPfV7QeDT1FghuDuTDH9E3_=Os|VAoFQrL6i^R#rvU7v0WPX2J9Trd5kNd>> zo^$wCK|oRIwG88Fyrpu+LilJO8uyFXR}HOz^y>4JxX%OV>HprJM}3CuQBVGQPt}OY zyZ1Y{er<)+Pu^U6%sVhmq}eXSJsWQDEZ*<t8;6^=ngN+v%b@!FjrJ+2evlNXKC{@} z29;;o{#>?CgYXx+4@8BUq3R3U)7^fHIC|asxR$~^7Tyxr(5RqLIB@mS)8D^F!1tF9 zi^BUJSoX}{|Lb-a=+2!v;xs%9`7VM+RgcJ?is5+l`Q%KTW%*`iw7QDcj*sIEcg%p! zav-Pc*+nd=5zM;(tQDniI##_6Yk|8qI%75t<lj9cvWMgN0Gwi}kB!{B1ky4Nf7&0D z-k*9vGtJE|cvp6x<7ICvTAg^5DA+K9_8tM(Lih&Y8vPQ*5%YOarZ|2nLwp1;{rdD} zoH7^MKK#@pek)v2zVi8AUmsixTW5ODO6Kufth!B8tGGpCjfXm{1LH6HJlpnl3?oEC z)p~w5py#c$4W_$!p#DNxs;YMYC_Nm8rnJXUc<g!L)__Df5WPc{{%|jd7Hz6WDNMjY zdJF3oh9xK#4W)bha2$EgrqSG;Zvl<HB`u>QXD4`5D=)>a2i7&Z{}u6&KJ=T%w}b*C zG4smFsd1?mupAG6t;IcwMl;spva(HZqczFyeAO&y#O+a^GcCc;E&=+D|0uG#v)k21 z917r+n#s2s#SKvWb3d+DY7%(cHC5r>6nOk66e{Q0f+0JY;{6l5@axKvK}Q=hpZDu6 za`zX2|J5AU=p@2@=NUQXAwrS8ocV}lv9cMT)q1Y6-lE9fIS?cC*I*2n+HdZr4eP~R zEM`9vN;q{4haKuH=72Myk0q~!I=i{x_8YB+L3mlm)~cag4o^6O6iyNjP7Oz&S!Po) zGF}d+adNH(NlTmhPd7WD+CYU$ZN33sXwNb{ZubKHTV=|@57v=6X7Kb~DmsO-i9$DR zal)ZtVG`txCmvmD9l?)$nb?p~#OAYw^jG{BpZxo{gpU&~6S-99AdfcH=(QN(^EQqA zx5vE>Y0Mg#lckAIsr|{no%wzE_=KM|E$O*cgn#`Wp3#Ua{=?L}f3Lu*z~kL)ffYF6 zX>7-Pvl$xCAAXfF*og;@we1$!H-s-VnPaHj`aw3#aIe<)85ABomGa_9KV<JNE|G9; z!PWW$yNa_{u&w6@P3Qd;h>Xy>T;eeU+YZnKKHZy)SALd?PKXacSa(L>7Lhd=7cSTK zyF5>L3oPln77NhwGS`z(Mevaz^Oc;EDX^|=`|%>z0iPXlAO5@60L~i8!viG8`n7Y) zg-epmpOZoiSG7v8L2zj|@5Bgv$(+QHE&W(h)^2!+dl=iR7q;>ej+M2~Z`Z5Q<gQ`i zA`#eH2vHK-8qfV1g{JPWa#lMK&ro}RpgWoafxd24=|QVNVM)Ictg(RKHVy@;ZT3M{ z?EA)c!X=g&=NFRkCwbCs;`MGt-Jsq;ap$<&I>gpRo+}Jr$F{!p4bRKH_*I3Cp0{-n z9xh6@$&;L$t88$8$h`r~5eSzYFPZ`4uD`RVBIDqR*q|e~^bCkeP3kY|w&Drhhz&j8 zCdjVsJ*+_H%l(&3=E8=@VD+FJMt-DJ;1;YM5%`pZXIYLZ(x;@rmGj+Kiuq@Og*p1O zWp^)f4;=9*d(@AY4o>d7VB3Ya{&@~Ew~m7CpIk<ZnISx4G1{O1nEd|m0G|7FGoUS& zz3Y_^b@p??{mii*zk%N_Dzxuv5)2f&tFcif;{07}pCK|YUK7o-koY%%L$r6#e2HDe z#*D^PZ___GKHtErsy_~@G5kl2^!mx&`IkzlPbX>~*qP1|m5PO>0av9+&*Z^)g3M}7 z9iBM#H&0k;2;JMBNNJxfhLQx4>nK|SDp${MRFHdb5c^h16>-9y8uzTHlIRACi@II< z`NT6KW^&xXt_~EfV@qQ8)PfYpmrUbH!sDolYPtNW6P3B*W4~q%<HICwD9R_#*`WN~ zS(_<n9p3TDxVarmPsID|xZVrJH%$NL*2h7!RDVFe)fh@HHydwr%>;{015@w!#V~T$ zld|D*J078Z{P9G%FU*MvJH)wuLH|Ju0n>fNn<mahBeanVqigf(k<(3(u_)_mMBb~m z@VQZ4+B1oMFDftncsT@GD$hSh$j*@a>(zVDN8e)+7m3QHmqKTC+WA6j(r>b9dP)~M z496Uwo7){D+`VsI*@l6{dnRGlUsXK^i7xL)=ZnfAbAOqC@&70~4}YrPHjdl+DJdgL zgNPI*L<83;Ns&q+6)B;CQfR0Yg^(>$T1Ivm+2cA^_TKy0d++_+&mWLi$2q>|zOU=^ zdB2JGnx5<4I`8Odl+`+Kayn)d`zIgP++wr@s;2p?e_DOWb7k3noXo2SpFR%SdFUS= z4itZ=sndrSXAjz~^UJ{J<Lvus!o<t#8O)T@<BM`xf$Y=o2`{Ami{aHxwJ==faV^ws z2rDb2`rjTRIT+8H*Y+CKa4&a-A=ZBxeBHzDW%BmnVXc2UgXHt@<nL+ApTuu;%t`T+ z3Udw4SB{)0P@t!55<J_U`MVhjzv!^pzG^6BeD;{tY6wn!;fo&iUc#)qstX+|`QTaY zZd&(d0^TY}RnPAr=UN|%tG9g};fVa$D!7`2`)rMls@RQU@XpS|=ZSCNT-=G@JFbqS zjs2U4Ub2L%&(KZRmi`si2Yryz%5p{4)%3OtpEKd_zE_T^?|N{wEx1FVC<Qcpgs(Hj z(NWuu#>6aB$5Cq_`!b8cIC#oOW$LBOkY0ePf0@aD6e0cI<ko<E*pPKl)KYQ-wd%sz zL@~0z)VwO)x;b$M#FM-K+a*G{)3xVKPuY;1VQw2=cG^7Y(~q{T<@6Ko)q&geN;DjB zEtQI~%!0u?2CpCOD<_=T4*z@i`f<JD44=cTc1ZD?7CStfi`{9m2Yw`bK*K8L=8}E2 z&#nDWjt6RCBV$ECAIX=*p74+>_a<CscFirxC%f<@gF&t^Gb5EzwJSwCv;rc!DEDrb z#iOE=-}{2i<eYBd!MCD23_JIC$a0D#;JZ$aPd5_kVNPv<<`6dw265jk;}a^tRkMfp z+U8FDxh%HIbBK83opgF-|K<XvplYC)cnmMHNtahn4Pf4-!+dfPo#>gQ)$-%U1UTF7 zKf80G7M+#cI+k`4ztnpw|KI2#ENz^we(ErVG=<HF0&}|{N=@&gj%_YR=Ve4Rzgs}H z2b<>Jg|Si$lsfl7=K$Hao0!oEUyUuP>BQw}I!aq*mBWH+13G`3HZ0(dLHj#`|E!uj zP;dBb(ckGwSROGJrY*N&XNqU264_UK7VZcv>958GHJy>~C$ix{^y1O4?M*P9shsiA zwh4~&*o{jw*TR#sd8w@FCN%p|CK$ZG5;7<KAMq;mAoFlYvs3L9VDyInZ0NGU_PBlc zIgJ6xI?%lQ?Po0VZP@a%zMAmloV~(Z$@i!K*p7N*HF8dQyezbOZ5lWk*&Id*$I$Lo zoV)R8H!?k3^7(aycuDMg7*2SPBlAtCiXGpJanGLT)CS^vFNs(;VR>Z`HXN?lJ<!q# zqlTZ3&VFh}@q%1`>HIOsESYQ<{XlwB(Shqb-gg35@YxeP7Dqt6-m<OGrwl9{44S9< zNUza+%aV)40`6KV>vo9g!3*~e#g|pTfh2}cnVe6D@L2Fb@j8zzOy#(7*~yp&68o;r z_JvR2<*?j~XZjf^K{zz*p*IA%Qlg%w%9X^E@kTI;<PtJ%UA}J?>PM*GqVj2}5o`;7 ze2P#QLa)y++IYA2;IWSSVj~AHI6Ampqpq|XOZbG=GLr`()$(0ojXs&vPiA=aCCuT` z2A+`}JcK*GQL@JCd=VIh2bMR~6+rvVEt+|Rx7De9aBhfvj*?FctjH1W&E9x5w@dW1 z7@uL4(6cfFI|p_rrg^pFDfx^;d@<8-x3FAcKiRXTomb_~Fj|AvIlm;?>-`|&eTuoF zs}ububtb|FvqAH$(z+w2EvS8xuf=M87`(gs)IXZmhWw%%ehoO4VuW(WF4dzexRz71 zz5QT6%vDzyktHYUF0|~;X6?nT+f`G}Ao+f!rpP-UYKHeaw^g1Lp{F+LS6S{#D}tHd zB@ZNiSHWoiWEI1B9~|-eMis1}r)V&hv2J}mjDbg)IrfexplE}~gTg&?sHBj-(;{mX z*XlkE<$qrzJW#=y0CJ8DxgFhApibtyDzC!4e&^ufw6pcoPr|Uw;Y;#iJHn-tH1lZc z>PDfprJiSh3Ez$5!wtukDPZNw{P2)?=Vaoy_}kh|<J8Yi`^vFl?27QFMx8Fhu!Z8x z?S15P@6eHGaySq~MBN?F|Du9hmq~*N;REi?&DyZ;SS?ZxIr)~6=jgKfFJXzR)98A) zpBj_Z37#Eim&^8%JdfA@w9wHZ?2~Egoc%D2i65`CwTD!LnT=fN_Onyyl6gwz0>;8g z?=Xj?XXM_lD#@Qla`>E#9A8ZB371SW+4816BlWFlVy$g*9p-5Exg0)R0m)u}YkPUg z9<`X93I5Lu3LU*2?OFuZtI<ZgNKgDA-=?=GNggasRy4DWZ4Mdpq!hTxoa3f{&@98R zE~tI95bn2g2L9uSD@-_82u&~gewi-Rg8D_xItP-^&CnMf*!p4;H@=cRA<j6DNxd=A zMrZ9I&veg`?_^(cb?&8>9#C=L=INhmB<CbBUmB<Ra|T78?%6&jL;5VG^g}sJ(|AyT z^`5I}KjHoUT=tJ7Ufc4pw+t36)MQpBBTa@%Fgm>YQs6}e_LepuJES=Xlk65*X{uze znlS$KI^jR5D;+=kl$=W=4tQTaa<3gcq&)b{n^r(Tej>`#rW7ach`s!JejFM&m*{`E zRDr<M{O2{vDKNNdy;H4?d=Khf+U3633Db+~BmI2xkwsKP(@1><_<f#V>3YzIToxJ? ziQb)XBQA8Pt#}xB_CDldFrNdCxixQ&@+_QYxu`#XmiXcS+)0UeQ3nE_{MnB_8U@io z?~h*V+TiwB0wr%>7plH!vCyyU2DH9;$e85Ti?5zZ_WwMM^lP@7`gd&5`;A5Bz$W5} zKlai+`A-E{zHb-zdDR2_<_m#GZmgpS8(9_<+4kWzyF>Xq^D2q|D&^*^8#`6rDnvd! zxftSaw^{W6sD-TTHZ~y-dg|OpmUO9mvp8ZhHli&{!_%VMKDsQ%;-!oKMV=$MzKyq< z&a{h=ecpgTuR?7rNSzJ!{d;#5sOIOAxL8+FF_1~zQKJV+WaJpWmrh_|>e3Z`=TX$u zzRprcSB)ZDG&(yf2Eb0aZ|$o9@z?oG2f032K>ONnwsUIJz_o37s|(#f*b~UA#3e>@ z@J+%pVw(pc;zUCj?_57rdIUV(zbhM@TMaCgfbdRqf5f}7)}W!l6c2Z69bPeHSvy@u z*r;KKe*^jo@N={D_c{MmpsVoligrqct!JvPF9vqP=J|9=;rGAznX77d_EQ?v@gz9C zf7ga_Gyml~WVWF|Vseh@qh@$McIw}^10)~h$F%x}VH_Cm{yo0$SSK=VtlcxjIt)R% z2RLs0w}y8wy|XfLEWood*><V_NPkF1%jT!lFedv~_&-R@LsJ@uiFWrq1issnenW@` z78-4$y5zh>v$MTl-?xl5Ui0-^b@SlV>4L5lGItsG_#v-Nt42fT4QpxCYUn>-zvluU z70)QO9UMD90~Z{Xr=Hyy0P&{4-Ch&ZxE2MEjguSkPTF4iRKZ}#q<zSJw$M-V-X`L# z$J_An#A?f?braYZzgW#7%TD3+ABYnrdGCf(2l-nG$GSUgUqtwh4tU?iBb78Y0rA7z zsdM);L8mTFA^chv9^Jso8NjlDD(ep9hgWr@yWrdTpxQC0(h}>U9QHv~>4vyLg;@}4 zQDRn*jfTg^wlVt34&t7PwPlABgWwJ#K|x{Zc&WrPQ);>rsI?u}SAJFCLwUZoiEq7d zRynyNG;ka`-<s=kTavui6t}o~^aMEe?%H9~PJBe)4!F%;?tx3b{ZntwcfnD&J1*A) zS1@oY_g7Tg2&g>?V%V~N1GRVi3ZMS^DI82(<TC%5hyBHA9|{L&P|sHX*ni9}pm6#W z*~>0K`E{FMI=>RwP`EukET#p_wu*+1440rJ_tiJ*o^+JgN3<GtdiTJVpb*z5yR)Gp zIFZd=wH=n1-6GD+mqTNza=DSvBsgVks`I)z4dFF5>@O*`xb4MBp4oprm=XT=KX9qQ zq1*nW-=GCr3U>I?Uz`E<va`zUgr^DZPn6%h>Vn{povW`cdyw{e{d}$PBtF@(VmPIg z4F>LSS-Gwd?s4@FMc04**f&kh@Y1KF3ad0lUJjbXH@UGMx<bTzc(?FH2xBb{etFz? zZxcP`G3A%Sh$I6=zW<ZeAV&*q;gcPcpC`V_$_F2YT0UZ9oY#z*Ru{ZCYvj2={Nm3F zZM_aME`Vp$@duoQ56?lz@%spM4%)uf+SL6Uh97#8f)Z^LC{!tUiTB9_G#1CzF|x!# zd%<aC#vS9xqr|v%JNf&|Q@5ouOn2jTbHkN%S_je`lhrkkO~cEA0nwog<KXIXvQ=zv z7ld1HoEsh`-kk0!Rsn};*x#wxbL2z{l++1nPA@IMo`j7oDu%5XvC?y`;Zy}$*lh7v z*;|dytt^3g`)T0Mbk5+1bQefY=-%^A9EEs=jq|xSi};OA*X~O{`J5f-+bT_Rm9n3< zhyVHB0`)UZA|HF0DXCFT4>t!7<KQEX4>wiIasR>4-1(fZaDbHHlh~?p*;&?va+jGh zpM2oyCxL3P5^-b;E|~;w=B+c7WB$Nt<C*pAMIUH>ddCs``YR4+hskRBHe;CV*<Jen z<zOFIYp5jJj^6jTm7Fq}go>pG9j*JNX#M?&(mSb2+<9SJ%mc#F@`%i`&+Q^y(=z@$ zE5pRAqh{gbUponhER;A~Hgv%tzeg!!VHaHaC>rnJ%1GVHf8>`W=P*2Rt&)21p&WkF zDZOr$U&fS&-$ZHTbJy`QKhUU}^pxk+PWVTqKvStyu6-CCm7(vBR5<aHJRA;Y`<u3a zT$CBD#k(sY)!@C)aMLJcZxOrIo>K%xdp_AT952SsB-19>mTnAp&QC~|$$^G*+L~t+ z|KV_TL&IW2BZf>p?B92^iR5rZCMq=xz|Q)=w;DUg;pP4L^`|_UsEI$qO-;!8^2))T zl=_A_yxM3pb6cPfUA_pcZIK(sb}zT#gxpb-EKzIVy3_&p+dFH2%B7NiTnmLqX%ud< z>=)Ze`a}wMMq=LQPJ!IC3Edy!zoKJx$Wah)L$i-!U)4yy@RL{6=k0B6;F}~M@vpcD z5347#*FLL5$n_W39G<}8I^mvLxlX8e?h|KiAiRh6zjdkP^KeO4EhUQhbs~m;2<!_k z0gVpbm7Dj*;Kcq%jFN^WczcSyVh>#pzJGHS;z)lA!{rj&?>7KN!{^q8Lt|KW?(|n? zg$7X9NuHj#xqxT<1d`t@5spE)tK$>@4s3qynia&*41QkkobJ4DM-IO{MNhRM)XZgg z@$q;LHbs53{9`-_u6Ku%v~P4kn%Zrzu^Y|MTXE$fXFvu{pk8si2;p>}Jg&2HaS9BT z7KKL7k$iRT%lIp#&$wv1&FA@Ml3#XitSwKc!rn*m=U&<mq42Erj1k>9Ub>`~PO&Ea zr^mA<Y_1HH-tNbf_nK$$eCch^-=6}}bu$YCXYmLG+mFvM+R<<#BEvo}p$k^^y-kJ4 z-_ec7G^^{*bzuEZ<NC1QGAu<1r~4BxS3uc%nMX$w!BA}Vd)fB|NO)zao1<3`Q}t&? z6VBwL?(RKJuJwa>e6&i=rz#0-FVtVVO8D+JoNedKA{PMWa+V{V^FV${H(#rSj(R!S z_@UH=8T?+sv+W?)B-%TL2L8}a#V7@Vq~`8&=w&MZtXy4*7xON<w^=bzl{nv-5uY4d zr8QSCz&|+7zf(r2brN3ayB^+>-hyo@#=OCrvnUf_U%R&43z2Le=f5dd0<V_KC5P=( zsFkttamKne^!@#p_w^lm>YpdfT6|{V@a5q8lW0Kt44+TEj1Fa_HqaZ<X}Wg7uiLZj zmk%sK;;`UV#<_9aV!pk7=kGb(Ev9TG)Zc;FFl@Y=a1;_bY{#QCx}h^Ur!#4m@UYUP zSy>*<0iDlj%&o|PGm|lYi=P()zloYzD&b4ec=(i6z38cCF(PN`rkbJPg#4UzLp8=) z*@)EXkKyQ&#V!Byy*O(6cH^t_Nst?w)i-o|00o&jE5|(I;49mqKViG7!B69jkNf=$ zv`hC5<<VINjn)-w4#gRy<h<87es~i19v>{YP5QzT$|Kt&_x3=9N&LOu;c9qw`af4M zGOx}~i~Q|E@?>sJ9cTPlN8oCNue;9;k}LTnw6#EV2)!LSn2j&DVd7b%_)k$2xZ#GV zH&@p<<W_e)wWgmzJ|Q1%Hoh_pc7Bp4<Vg0prj8;(r}MEOs?KTO(`opUZ*5=d;*L;} zCUtVQ8l2Bnuh{Y~0Sn_!=Rj&VN;-L2UkS^Gfnz3L-|S!|J=4yu3Hz3jiEAHMAlawf zNv*C~Iot{b0wsqJ@sobk$)u3KN6DPbV$)1sZ3oFQx@))|4nSSoO&%PH^B_?%AkKVc z7#w#+%io`kMCaZ++g*8Y!!f#_zrXM328D*9sL!%Akm`JpaP&qUK3jP7-^0}b{FUjk zNn-;InhrZ&ICO*DNAAaLR+i{M&0R0=?>@7H4U%3e*<ty3W9weNf%O$wx$RQ0`_5%D z|J16e$}1<i@-LM5*MXpY(4S92U>c5>1ZdhE%P0GydJ#6>Camg=iAo<HhyJ_(?wfy7 z(I~vWZ8e&S!Y93K;B<2k!mfCPghe&t59N06Z&pocqR8@Y)x8&KW4e|KjtrEt8%4)? z@7Ca>_xZdm>5IS(ueVBXn}<o$$fj-o&A^#AbI+b$p<&Xhm{!Wr2yB@xrP1u?vDAg` z?(=Ik7{5zaw8Wqbvwo?#4b6~!cA4ZY#vGCte~@wbN>>-=MigIoYgz%tR+O0H(-p8Q zb;f31auScS#k-&DXoC%9QwL&5->mv%#@pADO~`#YXkA|X1cvjR7c_EfKxsMWpDzyA z;&-Y3fr==y4~U$i-~V47JPg!s;oQ**ymo8v^d8hga}z^#81YVtKTQf|jTk}AXTPhZ z^kz{s_|r={r~?Hj@8d6QmaxPBeY8(aGq4ogm(L~p8(}BiJyLr^@wRM0zS}+0v+ziD z6Sy-6rX>MiIi)5s$B=VPb<Z%~PwCANupB||WV>IQBsXXCA)m)gwF9nti?LG)7j!?{ zZ{FJ*yKzF?+0BpS0bke~b(RvZ;4|wF1w+<7xO0QjlL3n^48QjHvohg6^w!?zJD89L zCs00Be{~SQa<_@9XA<8?`H2^Tp0kjv6s~&PrvkzDi_J>*D)L-D?V>_*M;Sr&<@YSB zk%L9p<mH<hP%{+<*TrCX{+QuQfYu}^sPZ#11(m?aXTh*v{-bzE^vvYvZ^8I;w%zQV z_%Pn3pN}19Vx)2gu1IK`H4rbl(Zz7SE|h-VykGcqEd=)7=rH7%!(9U}zx_Tj2ZGHq zX<sxlz-fQ?`nMT#_`7#wLDAiDRLL1SQG2==>q36AO|VtLE=wLQJNb5K%lx96Nw~(g zen*w7mWqJWPxzYL0|shMvfIzg#DAch?90<~Zw1nPqJrAS1~DwHHGj~*mT<|#cRPm6 z;?(^eJKk?!1MZiuUWxHT$T(y&lHOc}3Ke&Xmq|{s`08sN8*V?mcCbP{oy=+V>fZ|L z&rHBzIzP8eJmGaenThXY8;5mgWbF0M_TzEwsFR_rmGJd~+f&xr$6)+0vMfWq8>kZO zl$Tdsa7v9nXGcd54om&Bi6;5l;4Evpx0^{1#BtJbODV}I=fqhkk$l4O6o{XD<b%&& zRXA5Yn*`502TgmQPot;j-p!ZA8{k_me{k6M3glG|iMe@j0cOJBhvwH`5dYuqrgve5 z_~?se==`fL+|~EoBkp}JEVy6bk(8~%Z@Aw_g7CuG1y#!p=qJE3i{qE@(*>w(Sza<! zBs~qe-4UHdbGY(ft*4FO6teEP$RSF&1{Q^$T3uVZz$?jXQD(;+@aJDp_$XV16ATBs zv}Ky`exZ`BT5kl%ocqA7rcQc_9rWtn_gWyV>1=~XST7XR-EtmuAvyWJB||s6DP%BK z-lds1jfqpzB`loG6#mMdL-Q|4U;4Xc=Mw1|Ec|)~3S{obe5%+P%t*d>OkKH0eg)P^ z-0O`QT|(vu7q$e(^<aK&0R1piA!sM>?Xuu%L^^M+S5Db2D3jrCE|y(}4wqcpIRBL6 z0Rz)Vf_;6+&HtRb&1w?ne`l0!Abwf5*{j)Fp7~h!Yr^r}<3fD4NjCJfBiY+WY+KOS zJb?kHVx`GG8ESREd{$2FhIxy0_L;I8*yid#wd*kr*73_epCkF9MDKhP@dN+&c&Kc* zKi!1=m&`bv$-aqeOtG*mXc0Op8NW_#TtT6K>1}-K^B}upA>5{l+{1<)Z6ELN1lnrx zf%@W1%v<HQ(8^4Kk;7kq`QIdStto-a^pT~YroX}amP0*wMaR=CyzIs>p*_d{x^+Ru zzP^HsX_IK@@U(Pi$SSTruJJys5R0xA1Dh0sI^eq%<>d$S4tS>Y*>Bmg8d4N<#r`VK z5x)5s&zEW0@HTDu`KnSEKHf55VCvEiK{el`{;QnEC`J_p(`4dpJn?<4s-X|7gC*^S zU(Lb~<sUx{j{U>VJ<s$u?wH3<!>?5Xn})#HG5nPC&nX<KWhU#A0Ssvp{`Z4$&2-ae z>IM$PgW0opHJ3uFz*+v~V5ammh#s)NVaeZujJ~dVuf7wHPlCXPCzl3c;*Hkwp0nLZ zIr}uu?%6ONW%Ba;wXg~uikZEUXPdyG^_S5n<0a&B8al~JUU$*k%(v?F3#c^IDCD-Q zhIH$+)^mR#-Yx|X4m+D1Fx~CNt8`%i9&8^qK71?(PTm`5bx9k?4g=0x`bC7t_<G|y z-uI3mx7nwcK79gqxpqWYGEab}IorW3;-T;3OZsE4xCAzPxAN7l5l)%h{>aJU0vwyD z`nfbZi7a`c&Jv|lK-HJtsBKK{nOz|lLXBJS%&yT9!5hUGst~v4(A<Spt)0`EAv56h zwJ4xWYZWildY|th|9%S{ci}!}!t*}uuv3)GgA6~~>va;~l+o5KgHVPq41m}^59 zj3tVu1~BJ>U#zBAuQ&}Ue5d2)r3nw)v-q86aTDY?w5!zhHNtRKk(63l4rK1(+@u-V z2`(Emwa0SXQTAc64y$!N>^LFx-I8e@TbmASe91A5Kd5^+jW-i7JWr-o6(8a8e_z$% z2pPl2oEIhzIWD00R7>sPbPPTbp9wywz68f3lgmUltzrGiyY6lUgl{$b`L}iJ7}CDi zWF+D&T<d?8%wS4S8MJn9>D)qih`+U^wmv8T?yU~IYgZX4!}qR5jYL)w#xd2MMRXcW zrPpa(BzfA>Gl6pn5mR_zP=))*a|Vh{_gOaMCnQJA?XmM2@y3|>Gaq_VO#^Oil>)YR z#LM~iy7?F4NeX|%UOl`c6;e+=<~^>yjCq?Yr4Ml|f~BF$t<U`(uym!<Qbe>020xZ@ zMStqV>~x-3JEaWNRjj+-l`;rfw+}|!k>^?UncMfvH73x0{l$+}xs}k}wCUbh<~VM( zU_O?mOE~-WA@ySEBT#R>+x&KNJML=^ioX?0_PERQQMEr-V4sI^qv-A|5R9F)esgpU z&PUkPafqzJiFqH+xU4p~!Z@%eT8(g`MT=?~C#K<+o>!KNOgijaQg8Rt9D&6X4tiGn z#8<{AVD@|`1NB(I7rnQFtkirL#z#qn%RFl)9La4{33bP+Wg^{%p^xZp{lZ$&ZNE>O zs75EA?n;PcFP^~TEFFB)3BA~zaI*^pJHdc$&@PMkm+$Ikb~x`H#JfGW=wG!nP^Pm) zJ_qT~!oH7`7!jGj@LqV#?$T5&GLO{M+%5Zwau(|CJ(Zm}|8i|gCYFvGe<WzQ$1wvO z2VU#%?(K)}`vr$RLuavN$*h0AhK3dIzn%V%_&|OYEyMoWd5{cO+rvdo#j-0FMJP>2 zF}J2PJ>NZyRn#YfZ&hY-gV%5)h4&*0wMX-~Rpg*>o$jxsBa_H}G<fDzSw3_I2zMNc zn1K1XPGg6zDV$#?u`ZD0Rt%);x*wCCbNgurdN1RC7}@qj{PC%AaFgNKWc_XoK5F-7 zvZf6{lWlBjQG7QP&5JXv7`359E>jbaRuz8A`=H#Qzl7HNqxt+?QlMT!vb6u#7>s`r z&U$~Q8rep|MM7-*ks*&jqu=+Tb4G&8CBlp3nVikPL-xLN^PxdNxT;_N!mm>HA+Vp+ z9^4dFiR?roLo=Ahp*!y3u4MjtGh#!N57~2D%LjB#8Mh-3y>Dd{$wkvgNN>C!{s+qn z@71O967S!MN%xiv!p9HTAe)z22G>W-?`LK`1kRkH>*9us7`!dR!E5&d9^sh2_JBhA zcq3;-52==*zQgXIprtO<U>M}S%Jvnk6?4;69cv)Es?faLbOvOFy}F;-wqk+#IQRX= z0r0*5cRWBn3)frxxG1o72vXjzm0aeEgvQ&(mOO@YctM1RNmXtV+h`tBgOR=XS;e4A z$EY1=qeA*u8Rqfrjw~rY?*K^nXSpdtZ4gxNU0AVN%>}+JHN9^^eQ5e}h=<38^unTU zQi22C!aAQIfuAZ&)OeOwL0yI!h!k)bY8sz|+#ld|<JAI6JYP=gvYEu-dZl&l;e!z8 zJZocR5{DnV8fcY=DnXD;HJDhZAZ1kHW`6b<ymZ{*BQG+E^6WEdd?ZhwywTvpF}gN# zZ&a$MmmYzm-txzCiics>%0^%LN#a#G@F0U>Yz^mlTugt?4B;;G?W5No5HFgxRNv)z z2CBi9vO~4>y(qEhe)9D5@A!t+T}4qP9{FH5=I(@Ec<`zCgV=>`IQA(t!|vfEI$V=+ zIQ3u%4A@l;N3o^BJO@*nJ@IF!Jc*)<`8|WCWqCcEX^R-)%euzyNqibZ%1^f)n8a5O zw|`TDiRVBmz51o_5FAm=@H{Xx2@n5R#Yr#>!i_!^O}+<%Fwp#C7LF`|uALuuf^#EY zI^|G(fT;(j!v0-~*fImo2AgYi1j}Ic#U)90o_?%sO8Xmiob*X+toC}mnFpn3c7qL< z|D)~+re&==;|l@Y5A`@^`e1XC5rreP8Lyv^kyGHVgr$}3*Hum~;P9R4`3<B$eAoHP z(yn_ka7#c__@nj|v{IX#icUAd*th9~{N*vMp7|`B_n3GGN(z!H9KJ#5!HUot?RgA) z>@R8maSkJ5T{P=MDv>LZU+<gZJajSUs_hV}#MXCycj98{C<n^FQp{ExFl0i6#62=W z_e11N>fRw-Eb@f|WDjuU#i{1ipTslWCRs5qwhR{Q7B4b~bON`tjntH8HD&@guL$v6 ztFTP%mp(a%g;rN4<Z|n==!9`1``%?7u*s0W<XZ{(`AUO14b!lZdeG>6VK+ooFX^;Q zw4(l-?6-k}^ppoO(mOs4^n!9zoK5OlKk8<)TYn+_kKwuWR@;RPJk|U0W-n_I{@3|L z=vFqlN4We6Q5zhFL+PI$(8eYqK$j+(8%6H<{dW5D;sZeCZ}~JaH;j8f{_fL>twZ)B z!zsf|t*Ey7eg3tT0MycNS$iC?1O~j$lZ7&U@b3dn^TN{{2+KXLGb}od)NF<aOQMs= z-}kC?ryj}W@9%O_``U=tKSi!~lU%?F{)7Ej47%}!hF(<8*J}`cG+EArybraiPwxbm zSD~Ee!+-ZQ>8J^QUs;ajb$~C|`P&%`Brk9>a<UK>pyFyP+jH|VY`U<Ox7}eBnDuL# z=D7l3JJqP`%hOssn#Qn4>*5?nequZQyDkTP%Oyk;e=tyo@4WJH`rU@-s%y7yGaP}z zl5L+2l4-a$Y%=%HY!Ws<EZTKFW(KTF?7p<KjAChxu2QsnALzZAe>BBkgM1fWdrGkP z;f5>Ut*8x!@X7zThwC4b)8VIi9aC8aO;JIu!RiY9tT!%i{x=Qwdhu+|Dk{Xf%lj?+ zR-3V=?$$OH?FBIMUNYB^nu2>$8mC75+MvEGa34G2oaWl6S_D2Jd~MMW#pD?RY&YYN zSB9)0?^{2!al&~M(5!m%_fH$1-y*XVvM`D>uRb>${$7MJy9-~2)d}aXz;k7Ctp`*d zZgt)I=nv@c)e-#co`sW5K{`pL<9O(%PL$e_P<*#tFnv=J4W`xZUpw-;9PabmWViMe zBL5D~x{w!Cd{|e=%@*7Q+&48+N(_3y?q%swxs(NbU};#L+P(^(^iFR}C;1Jk84t(P zw|yuYvPrCNauN0jD{&^|%pw}`514WHL50qj5<!yp($s8C^OCN{A-V~@6qXX0dgi<C z_MJtz&?ITOPOJ$g>ZPi+Eqft_K1J9}EDvn2?uj}3VFHvr*}C|CjUYoNPldl(3%W<; zCJb1|U_{j$K8eSxa7f_&)p^oKx%QjU=Lo|ZuKl39vQ;`3QWlh}t72o(c(eEqX=*F@ zIkkkP=o4>pLXO_Eh#vUe=y5q_aURa_WN}q6b;ItEX_YjxxBX^Is>Hu1@Ck>s>L1c4 z?X^6i@mpXGEO=s$yAz(c=}5g@jw106&TyW6|7`@<Gg)arI9!gyw1XSvs`_!k`&F*p zJsP~(rCzWPMxd+XR`C?!h@G^PTs5&Cg}}t_2AkOdWIuF4(su6%Y&>hr99&-se;jQ7 zlu&z6@CIvol1(*m7=EXnj-){|Q&H8i8`GdYo?+)x$xO}GYEKE$DF;`dCBFx$v$*5W zhQjED8OZ-OIJdupkxFBrRb1oj!hzZ!x?5sCz*zKiI`1=c@M%v|8;xra<Dcir$EhxY zh?VB48;=KI-O+Cm#?lQ~_tGo7u4fK@n;t4XNjHGKh0VcYbk(>zE+uRmScwlRM!a*G zx={P*w^j3BWDYkkxca)Y4fw(zidbHqg(nqf?|3~fL1nKacRR&NZk%=Pgx0$i>=X=C zZ(r!gu2H(0xRDk3<-<5DeTUpvP7b{YTO5ba+e0<o+-k5gYyMm^Pa7KjWAUl}=uPrW zK><1o6+m$k%Hd!@Wb5g?p>)0m95bx1zv6YqoMrajis@cB%Fr8;+)hJYp`#a=yH_zv zbu3)Gy9lMUbM~F(9l}Ia*%GtNZnzdMLjPK-6t*V_@Tj^jqC%X-K9P|j+|XJ$9mUs= z^98x95#+v#Y{z~xD~}`VPmS2Xoo#q?$<$#qY!&vM&VOi7zYNtmm-}O=lMv*)Rn9!e z8N)@ba~~>HVe`^s8Eb=TykZ)tGedGkCmyksWs|d_gb^F}I?r@$G=Cl6c|RYFWe%>M zX`F-NC*B$tPYz(_@5qF2mzr?cq=BdI{S<un{Ic}*)iC@mUp@5RcLX=T)=Bm*Ks0Bz zA1t8dVbVWoaqFdSXz|cpcX<Qh-xS_DI~6+!FB^kAl?=MUFWYuc9q%04Qjhst(zQTW z`og5%;})#aQr~)qVF?0um-1Z>qe1QV^%XC~<}i@ARQO##Jw<Qw)_n_F2n2uQKeW-i z7Q<||c5>Gc&bLk@<HO@qcs5_=>DlNN{I{9a_39Z0Y9N2kgP5JA<h)l><)YsT12u9A z^_(;aF7D$plN*CRhWM6&l6o8sHBN9K{n{Lg;kp+(3{<wJPH}(fF%UC4$~bs`8g$=Q zUaq=agOUMNsTa6QalifpCYOk1%&6VvdEA%ekTb5T$D5Fz$m$(we#se>H6dDZ-dT9S zZMU!WcQ*Xnep_@mwFG1Y_gsqILcCDA68rDoZv=|fWv&Ogqagg~+~7WAW=imZGY=T6 zN<dQe<iM5u8B{-I%f;y5j;BAh(w}>thhAbCl4INQA?4xW7lCA7yt_AlKkY~($^>)O z$Nq6Z;P7K$jjRPT*NM-UpD$nyQ>>Ygz%QtIJIYewnvZXe^k>NHHo{<9-biU<64VtO zS!b@^j*W+J-pi?21fTY&3&nZ#6bZGWTRI%QkeQgaXLN#`Q;Y4d4vsTWyiC^auyRiV zu6^rxn>~k?JG~yCcwC21Drn>N;v_dP{bc++Nx@4x^fA?_lJ`G5F|Pj(Bei1K>8L<G z@!4x|^sR6YKtu4#w9V~7)Emh8o2Eoh*<5sU)056IDCXW7xObof&K9qCsMN`Z_j~Ve z6=Lp(a=-i9KUAmSORUfRokk1zCvs6IXQdDIpQIgjv&+PT{y%n}Cw}V}*B@vG8xX(8 zYI$sm-URq>O|HNDtrbkD2VF1jq5<RQurpHZ9cTucO$&y(aNV&&=>hqFscZ6GxN0#( zc(r9Tv%V2*mOU(diEyrVj?`a~EA7VCi)-g%zb;_stD+~3E;IP^#V$IBp<L7#T8OG( zr>BHvRyV{=SHLv|4w2tu<Q@@qNA`vbBc*|J!*LDOX7u1VseY)b7@3^;B~OjaL+fO# zf0lF~e36#{yQx+n_!53nW`I5m{|;7FvKPuS7*yT5fGk`m&q_zsqpXtQWg&$T5LXH< zJ1|7Uxvg*h`>j5YyngJgG!|d7cN4PSLO%ko&5cS?x4TH*sQjtlRx0Vio(;++d1%pS z1%-#sX<&7SerNyjY3$Gu4zv;O#nY7YoFKmpx$g4Rsu$Iedc9Qb>DehLc6#l|`DYj% zH1t}=)`pPw(cWf}%-f^loP<K;2CyPh?5^!fH5}U>ASSf`C;Y3S4Q|?8hRxBb<=^X< zK(#EwXb*oSv|kILsO@M+4+W!KAUO(;L5aUDY=wBz#6tDWCmPDr)ir&{TfyYz1F<<f zdeBJkwFhGhBjtJZf!U9I|6t?o75>lh<0w;js-$CGHGa7Asa@Ty7vr845ZB%yT%I*C zZ~u^u!VH{wlm}gqWLa<J(OM3{MrDbtyfYZ{x_sYjS_G*7DbvUZo&xtLjoE(oq@TMk zPPXqL4Z>HCdAKvqAfE4?^4V4dsi%)7%f9a*b3Sb&{`7c^y`j$MPq=H@RsGzms`Gf` z$JlKq@_ULuq1$&#iH@2b3Wv3bcLz+w4wXFZLq^l0ReF-sy}!(DMkW1&<&KSP+AE20 z)J1sTYE%OlSA3Ccm?OWR`mMd5Hwmvkao>w{vPax@tJ3c-g@(P$*=&u+OVG_!+0*sf z1V*hC3)~b;$JA%^@m5S^pZ7CV_|@)lNEYrA>A`y3nZZjdZK0v;@vLy2k_P<puEF`0 zXAcHi_j2C!v4Eb7tc$A}G<acWP^CFNiOLIK#GZMTVUxxBcXoygXnZYc(>Xsns@2F| zX>P?4NO?VT`tm>(gtBku{Z?3snji0-%MTrdN-LJi&zZHjBppw0e$@?nM?87;tt#>G z0sG+}+ZZW42i1d>IRo&#<aEo&0KzTIJA9e-rY9!G9j=vk7=ievPjWsVh*!JlUlGep zBg7tXxwh#!@s?2>m3(r@-ly`NbGX|$6!KYw{UDsw#p~JG#bvYj-*j$=4awIL>Mr-b zpe)!VbWHZ@$#IPA+&k#|pb;Vuh{;u+>q0igGXmyT*&wDI@JO?16-BMLW-%S8MCfbw zQ0Xm$uJaK;W=XGt`Rl7^){2u*^xxBZ^@l^Kef6%1wRsa<?W$=!<=G04AJJPC%}u~g zU-7{f>wnPszD~#8xdy9$bLM+S7vT6pv{_nkIhvR~Wi@?X1=T`*q3*}~V5#Qe3Xj7e z_6<-P3UyX6H7)JXb63)97@67{xJE~rm&Fg1nGOj0>AOkBvl6&6)Y{6jsVIB;sQq@u zQeag4r@lR*8qRZBEz6Vqw+l;p<EHPqAoTr)_lB!Iq^E8`d6+zflNE1sl#M4)@CU<$ z*p4=Yjj@dRyC?8pynB1YVkvpfXy@yR=0Mcq&RNs@o%riuma>dtFE#|e`J$5BjjK=f z{wZ@c;q9f_rMJ(!Aa>o*(ix#~?A1>1&vKu}b6>7=I|*ciaYXFx*3G3@uDnnlakm+{ zc{^O*pR7Q&#^=4yvS%?y|Js>D?}pH7n%>}ZZ!@m@{E_lairi23%KunA>xeOB2U*%n z$n#2<L+MFU7y4~GXmJ13IG+6=^hagB7e43PnTNW4!-F0BCF4(&Vvaywi0aKE;4RN| zbe8eQ^S|Hd?O_~2!6zg4UZ@b?L-&p&1Ed%9Trgu-TG$*qu`B*K=10TtLhnP^-ZVqe z^9y@9{fE%>V{Yh<^_iHl-fuPL^(gTwGR1yi@Pg-hH*YllAwBw`>-Xk;tFTf24}+Z7 zEWWP~Nn4*kN`8JiLqs#Vhke|6;L(~7e*JGe#FKC_i};R-s(quQxW68i%X>eHiHm{8 zyVHqxke%|YDytHAbp$P>W+lM9m)-^DPU0`leM4Wz)d3Y1sDGQO7^Q@^>|xjG!t>U? z0XW(UZ#}lph-nZX-_fau-77=z%(Z~7fR6NtwP<UC!rizbQlvs5suSy<uh>m1b%0b? zu-<#tKFH5&ar}L|7mgPw%yAADVWwz>iSD;b{O=ocm`BJW<b|u`7VwZhtbp3dnm)pV zWD<BX;oOdL!aCJyGxU@%6ETq{B12%(IoY?W--|5U?g$BLbR*YWBh3keN|@6!vB@O& z_wGd1n#92p(0A~@?-)fm4^jzqYifjl=`oqgc8m1%Y9*R@$^O~R&BaTeneZFl?0q#^ z^cl|D9p$n%`iHrL3zF5sghwR8UA^m4FVbx|6q<Zv4o_Mf^>MhA2I?DoxC5^<QWy+R zWa<wMK%#YE`=UWUY)aKgYjEg*C*JL4F63Skv-kJItxr2)@bD4CtJ%r;=52lDW%Vvh z?Rgg>-rh`nhidIdof#;sNhed8KenQV#pzpbNe|c%VxxB0R)OZa7lB#NBY<>P=~XW* zVY8F`QK!v>OC(4YrmQr9F`Mx0yGM=qA^y%xU|kDd5)OaLczFnQH!jv-cORx1?A0rJ zNcJrZQrGTB6vCt8bPHw0Zj3N}?>qT*5^~r7Rh{-HTmu<D0p0UWcy+(fyG_?d@YPc1 zHQziMZhI?nS-Hs-LLT>&FNG{YQrPGgN$zg=$yGf4^G`n}#q$ZOnv6n4`G+o@&Ur99 zk#S%oVi3zO_~@8F8pIwQ#p7{j=qPuL#%Vuky};3Nw5j`Z6=ZH|<-UE=gZOg4y`ZUO zq1(T!MIH7turL3?wL8zM(WS~hN!!2&#GQEW{rc1eDeX^^Zl6hpYL;iKc^)LU8{QqM z{yYb*WSSZqHn*ecvjN~qUc|k;$#z|=t;jfK9+z%Cgo557licse@np*Rv6FWyu$$|! zK*Vn*Y7%?!0hc4yIQD0YjLe5|u+4t?a{u*4C{2yu`u6oWE*FNjm`fEwv=j3#zR-9q zm-$uZz%&hoOA_6_9(8CPX0CtmVl~J_*sRLQPXo9r$gS*~MAlnpqT~|l;Q3y=$Ic;1 za5^y6_xHy&+!3THHt5j@cZdAv3%LBTxxxA+p~d0${mp!%H)k>Rsulmok8!B`O8BVP zp%LV4YK(KWUqG+Ff3$^`KElpBv1!V|gM?!<dcTY0)0IZu3<kdkgD-<bwrgYuek#1b zCFk=jR<XXWND6L-(|qfcZZQpGT3|D)0?QEGtTgR@ltFTqYst9_N(1;hurIDLVG`EO zct3k3l@6S7Q(UvJ5w^%2Om+M)3~xch_8Q@8t-3QBR_~d|dMgg5@b(BSitCGcwQT|E zxb|+UR44@LgE58OIg>ap^({7_I1{{Xm&nTKc7kPekwn745Gp3sNY<rQgUfk-_Dj#I zVLH)?x0jrIc*2IuBeo6UM(yCbiHrSU<tt!m+Ut!5NpYbz>sP?<L*P&0eUo5jz<afH za1x!XGbDYs%%H?=vrBHj2O&CFf!Du>_z)z|sEEpqL+jb*9LW=7pjCTKP5e(ev<p%e zw|f>~pbpQgzKtaBe@fi3K5iEDDYFkv$h=EH>g;)~X7c){D=qht`Iv*!L_`j`r{w+k z7w)i=>{Ztf6n!PV8=Wu4Iv&c4&?9?9hH_{I(yIIB(?>F4(Xd=X<!BA$?!94@^n~=% zGtN!_$2|{+U#8}6_v<Dc&93Vd)jG)4)O}W9IF1_rbKkj+3`3b3mtr=V&qjX^<lk>c z14*7>LyK?2@WASp>Pd1g33&geu4O11C%V4zE>w`cK>4GQxPd0z8^o=g?of`u7R8(` z>6UOzNx1IniE*%)n7eP}KLH|N+`?6Dx`E&9gpnizjc}#&OfHZ;LvO%9+<(UhpvY_U zA`eR)%o#ghXcM5LN(Ysh95d^IyAjWK-5u$`#0R;`r%efOiY`Uuy5KZqn><bQ`aB6Y zQV-fO77c^^o!*Hzq*tNIpCmZ`yqj<WFJApVG=+0+qw6mTw4>PvS?jID19NV+R_arJ zJ2pge-G6RCc)Rj$iYgNMXc>L-L~;fV<!Cl+(w{njNgxEoMG5bPr<F2Q(u9YyoAgHu zXHe{uZ5TzS0vs!TXYIe#3*OmR@BAk~`mLjq;wmK-kPsly!?cBta{Ix)qDSL1;B)ZO z=MOi?_h<37ly>NWUy?<(tiK8&Hl-o8_z68FH$=K!G`t$BZvGH+>LUEeoA($qNdA$M z>S{kCGKCs7fn5p@3W1R)Q8CuC4^}VQ*su2<gTj#FxTWhkFrWLQQ7>~1#}77iN<`9A zT2^_OM_*;&<A<NE_3G%U$D$=)eYsf)TA_yxjfEC){#BOaDdHEH&%3o*?=KCz?#iUk zPWOYac<V>E%|r0JuTg~Q{t9H}tFm5kEdlKV;vI4u!;r;ETB$6Z?4Q&tj;ePPPlx!c z?2l$MxGT%o%OIr<yd9FiI;f1o^Jff8RhMSrD7Rdjf^ru;{E&WUr{)YOw(n1=7Z`%M z=+UjFR|zkFCT&WQ^g<tV{COLHuoC$H2~QbYRiO_5J6Fd`At?7_JH^Z~1K0hvy`^C{ zhtFwemo^Vy1!hH)bJz2!urJPJ_`zxwR_Gn@n(6-snT+rCQZC1U>507#hQH`2FO^c1 z4TDSJ+|$fv-JVpmh;H8W^aR<@MxKid<LQIFCx5?|9qIyu?2zI`tp+g9d$*=^d7OBL z?i}w9TgHctW|OG+6;Gw*aJ~tcM31|chR+@`QJ?FJwx@2L!Z%r2boNJyr*>H7X-s(s z8p~ze-CfgxTw5ULCh-f3#SJWU50pXAdSh#KTk^dAuWsnAdII5coDgzoCjR)xQlnJf zO88{N`j|nx5ci*t^PVR2rwpqL=0l@va4E6=L_ya)zEn9A=oa4&hbB{{(^82i`OPi( zO1OCDcCNayHQo56{vhXlzIe=;k`I@kn}Ow)1!F63!hJAGRhJ>}^T7&}2+4CLpnmrJ zHzzjYTj5CNzt~6xc3(yB19t~t>Ax@DcP>zI|5Zwrk?8_%-ZB?|?^h2>^1Xb&A~=lO ze9XAne5WBeJM-s{za3b5I3|2^N-a2TSzxf#t%cy469b!6vw>;;nnd!8DU`G7Qe(dv z15dYhn%9pe!<y^X11*HNS=G(k`ALh8dZX9T%lwcheii*7bK)zxN8b4Fdx88I@wI<a z{x6tD_6R+;G`?Bro~G3}vkt)E+wcGZmLdF9%fi~&QV2U!p0bs_$O3C0%3A@EUeJE4 zFxIi77I)B9ch9HwqctdKzHym_gyWP0AJlrVbsMJ$8`*<dRG!~({#_FOE;l}%Ej<Oo z=Cx-$zSZD6Z%J|QuT^;AGpj}DzFy!KyAYG_+>csT|K&CnH3R*ne#u?w4Ag~d&fX=G zv5*t*ztMql85f>cKe<i5&m)Rj+>gH<M3xQC{`;!u2~Ma_cm26u<afQYEk1Azb{m#G zmj2iUmF>)6<~)b*4?Gp4xr}02g!CkXNDrthH&s>E6yu731=BCTF;IicNji#kI1nK9 z{O#B{S_!CJ^B!s-_p8bc9kOeXuyylc=h0H!us!#2$h~T~VYkOrEp`TNOrF)&?^?ij z_r!a^aTR`z@XT>M2tsGoKa5tSzt!4M%VAG=KtC$IFYnRIf@`@MrdoR%q1t=P!X?8Q z<em4~G^#-MN!%Ahj~4~Qubg9k+c@VS%D`!7&lTcR)UlRU{o4UCKZSjjSu??NEIVZ5 zjVk=%D0p$7Rv}am<Z#9~$HD$rV*{t$=ip-F=;gL|F2q9~uXCzk7}z!i_(4J^`0C}a zjyn_ImyBYS^X+M<K&pfdwG+mTXEw<%<l=%DbLxdpDbOpgEb>*1@Ndj|bEb|rBD4AN zOI_jJFh0Fk|Lffe)E++cVQ8=yHFnn@B$GSJwVrjy1g;Li8Dm{VPv1nWusUy|bhHBg zaoqUI)J0D{A{-PoFVKY7eVz+kW=X_#)1vR6iP2G})YhNKu8RZl1;-F67UEeJkz_0S zUJjQF{Vi_A_F$MHbJS1qIozS5>mi>@gR|~GrPRotzMmr6`lvh}w`-nvcOUP7=!ONR z6_!O5YEpGB`AJ?^_Y<n=l~Axb+bXdzJpnC!I!q@>e$ybb)cT*SFQm+==*&z{V7&P5 zonrZf2SdBRGOOMT3Tatco5~oe134|hXF?l+sq9QH1eL+bKM|h?#tBdBm&Rr1u_`25 zsn0`xUC{S<$74>9esqx7DP+3qA7-7K?X32ngdI9IkG(cCP;Pp<`gOhQhehw2;?bAm zI9+HckT=3YE%Hlk{$tk+Ifb#>AuJUjuTc`3mzM{MhB~hsw5xI5<VFdvs2(ub!F0iv zKLKClGF*}w?Zl#?)ia&f`eCnB46BUCG&E~Zu=D4RBc&_dEr#^A`Ap3MA!Zm9rbW~y zi!1T;F4-oBVMZ$Vva+8x$qhgHxv7Z9^9|&QUd?BJl86J_dV(L_&w`&8nM!d}`4Dxa z`21_2!q|k!%{;OXcPdT2FG+evR!Zg$m6HFUZjaVX2ifndR4exU(VvEEU#TW-lPNee zn@e}iuLq4)xa@5Lvmk6QSFwTKAfEY=;P@=19p!zWIW1nVM*p1ED;_1ium$HItv)3_ zt-`E=;;tHW3EH^+;}AVnQ+GkpN~ad_h6{79LJ_=5ANk?&JOKjti77ObJbJ1rSBZM- z6#SKQyXZS!2o@59Y4W?LQKHz$TK@U~eoReCh|liF>nGWLvxkP!txT~;pY({c!zVoF z%=_SsidWwzw?Am&$}uaoXBCfV1=(E9oP)9{!7N)CfJ^t<dV|tyQ3qT*dQ>JrSFV(r z<=F_*L;EOYgT&*SZ#ibc(1+^N8mBjNO`&(C{i83maV%(0-*({L66rTM9TuZiLvX&{ z<%kPis37!uPi+G6B?ylE4UC!u${wY&Po(BB=i)KzT@o~m=4LKov6(>T){-lI&xqe^ zm&35)!d)=?*JvI;(+Lu*PpxIH)B^qPsOc!LR&Y?9k!U6NjC($JWvlno@Q`L%$Ucb# zppi#*^oGCSWZoNdue}HEJhhLnc-jRY9!;<}P)Tp{M97Ej)ET7nq?iQjIf0<7!R4b? zN%(ByUBLf)(;1tch1aomflh7Yo(!%&DBHciQRD#~C7*84ec;?87E{7LWf_iv$oz{Z zR%y)Ct~b7^&n{0vY@NteH$5u6(z)1thwM|B>VkRvIIBU>Zolu1OU1x-R`5`eK?1yL z3zgVaoCJJTyR?Di`fBcOv~2dQz_{CWGUr?d!S~1;iD6)*Sl?cLsT)0v*Dtc;x9&-> zHey`6eQpK{#y8o&m#jd=qdWQU*4N_f&b4OSb%mfHa?6g!HwmYF>w{MJjG*)@>&D=% z%fP(NLs`%`1n&I#Q*r0f1i14jDZV<M4HC(zDx86{*n4_ZB8GTDpVX+wre12r&<$gw z-7ZrY-(+DDq1B1a>rX|F5<jZ+Q(wm+!uN8E<GG~pkAdPK_^XI3zZxFf^!V&mn}A+k zdZ(vLMd-w5SZ}S}1zhgC?S+F!@uX$PjRo6(c)7EtcC*DGwyoE=X1tI1%p$);x-X4_ zR`~sXb>V4vRP}N>owXESvP~I%>(s_|1CsW8_{bb$TGL>)dm5QAh$Ts&5+^e@*wvOU zK$1^?C{2cenz@{NB`t-XTI0nbp0HsErW|f9N^wl0IrZ6c`J-|azEqNbR<aSJBy2nS z+S)<Bn_W7NehOR9?Q50oV5TUx>IYQ|)r0Hi_N|-r8K^g-Wbfx14uH%l<M^pBxwtp+ zkj0t%RgipsgiBnEks{pVll!e@92q+J{M-%7@Tt3W6jxCj@$=5zy62jKod2WfyyLO@ z-!N|P@p$b0*dtUzlzeU^MADKX$x10%AraaktCHqdD3T(3<s2g;dy8a`?7heD{QmMM zFVA^C=l)#xb-gbk!vy^0JnGlS!<`ux(dhR8kzT?t&Xzy-%-VAuyVMY#W|d5Ei<s&D zwoUe9tylh}zwz$D7AL%UKD@-x!TiLdI7d2W9lOWO01aV>+s_QU6I^Is|J{#=iT=XT zn9nqBnd6wY^T|7$1Sj!Hvy#?-T?;5&4t9;69mJln=8N~PP~lBSx{v57{hwQw&F0eD zjA-neW$2X0v7^r@w0~@)Q91wcuYEm>s5zkejmuCMW-RQsqwT^9mk!)#en|979NQly zBd%S7X|4!+2c2KUMBQ=*R~uFl)%O68`p#K&{?3aEPO2eP9F!cvc$FHe`<Qo!WVB*G zeAUODxN&T6TgI)T^#+6~Mm24CZ(_cZ*Nr#qhtS^qlQTv{znnnu(};yH*@%0t{I-`m z!A0iq{p{&bg%aEZAF2`a^z_ht#E)Nu-fnc7)m?iH``XMAf84MYD-M6>+7h*f-0!Sh z`#Ly{HQd-!Q!6x#s2};pRNW)`$2eJ-4}1MYQu|aMT_p7Qq(7tL|9We%*ndC2xra|; zw7)i=f9xMXJKz4Qe~1}Ed!(CIED4UWYFpl&;>X1I<CSiS2cdKQl`S5$**$>J=2vHF zxqkG3?p&_f$3MumgXIO6^(40FuDiSLZ!6aP6ouc@YQgf&f-dGT4ItOBQiaP02!3#L zpA_AN-`ESC9?luUhhj(-e}{v<1CzKrKIO+dkECyXa=Z9#9Mg3zdgqrmho!I!{e1SW z9j!C2JGB^1VaXd@C7Gc^XqWFl(wF*aRPfUMIV&;erhZIwv-*$NZykTS`04BtW^VF< zVM>C?(H!)qN6mxipp(0@mC6TfeU<XQo5%w@+#Zegh;788?kI$`z1qZX2g8eG*#_)# z%=P-wU(*B+r!?k$**KyyJMD4y^awWor)OM<m?OU5$(9AezbUV1vs35QiyaUgjO}_) z^p8y()$j;l0TapbkDkw$kX_K#v`Zn$Si_z48*#Tv(QTti-;Ems7@NK@m*ErQ+<Z07 zn4~m<{Vs}ZiLmX#&huqmr7t0VpRXE!=&L5=>eR?aPt}Pv=}-qRL=b$c^tGhg`|H@w ztN4OBmul=$%bI2--zGXz^V3-=VhBCB9#y&FScncPTWxJh)*@MbQ8g37rx^e4ZO<$1 zDGc5u6s9~YMs*(SZtva3vBnMkLEh<EB$L%wt@5uF`;k*u`9*9PyYJ~y`<k;K(;jtr zgKi9CA4=UO!rl{k%&A9SYh5EmpKet~;_xWe=*38-qu+|1xMI^j^q>!k(el+q%y*-6 z$yqxO^@(2Da$M1gm}je|jxFw7Sj4oOJcA;;+OX^QgGJsPoy6!bzo>qhl8=?C&-Lr> zp~j=GlDxOJh+eF|H$5*xyRgl`_J&pM5)?HVqY=njgj8i2O?}8c=<QQp@mBd|Ea48D z8%FfQ9*{r0kg7X|y<F&}<4k*ovc+5a1GLMr@|~}i3qeg-`|J3P{bub*S*S$p*Y7oS z+Ng{{mEf!PMqCV4JlTM)jD#}_+D>BSYgYee2oCGp6P^81R9(od)3RemsR$D^8j#f) z>c%3p``Ltv+@*5)$f<iUj?{}@7!LGwVu_^OA+=-Uh+qGTCDqO{7RL9m+y7+)qIr?s z7fLgYgl28tDL6JGi@?Ky7ys|Gb#}axKC^-bI47#vpG{%Mt3UH=PBdc~Hl9^?j0Vvq zr%JC2rTyqf&Y_7v@5iy5C;Rp?5<1Mwai8fIUy1%XUazWUaz9ot=+&}!oam?49rwK` z(1LbROjM|*eq*HWlv@D{o9Oe0N!z`-%fvpc!;PVC0;3yd`Tc3G3F*Er$A&HXFjJlj z+|hDG-v7z;hR}2i`Z4!S<aZgt7Yy6n%qwiea(b^%-3lghLxCw5&VHXoH|x6Y<?60t zCk_v~h7fz&X&2W+@BbtCIaYSF-7(bgAZqKv{KO!p`7>&Uj5i|Dwx24gA+y-G^-ZPE zMnBN0l2&YbU;}-)&MSPHyoJKD$V0zzFVwx$cw>-b65~!-+6s>SgRa~$)#$Sza#QR7 zW%Gy=_v<OCpkN}AcrR$yRnn+~$W!#4d%oI(iU!|yom?404pkX-zV^*nUEYPuN$x+f z<qvMFeIo?#TO<B?BJurH=o86NeoN>`4r-Ak2^xGNSjqd0!vw19Ej4s0n?_zw{=PY9 zNA&+fzU|417OXt_sYUF=T&(%re?uof5`Nl($-1{MS26WZeU)v4189EWpv(2K6~wUb zu6U9M;g?!JB=m`@9}^dFDq!a#xDF{cX)<nu=vJ)MgU@M8=$E^9@Ii7P=J~gBQkURJ zrrYuVQ<q!9T>s6SX#aK-ouCqx>*Jci+|&3qsD4f(I!0-!+l0Qci^b*4E597<``U?p zd4U^<o^ov|+`I?l>%E<B`<L+5RyceXe7A%(puz_a1PHE~`?n@b)>bUo_Oi2h%PgwG zoC+Gn|6neEqx|O*zN0r`cD0R!4?Q-?Wk}JM7Bc0F{X#<rkPhzjxTm-d`^}Q=>6ev- zIF2R$o#ALj!ee$JtX9(~SY1K=ws{sofFSA@vVWk((GS0pYl%ExerK#w$^hy*eUzU& zHv{{8hkdVbcOTL_lh9G5IDoxM5`8n<*or1(FE`Ft)?fi4R<y}&9YhYLl5UZq4W(bX z=_!3`1d9~z9uqk}iFDK?2j6Y>qbJLO;sWg(D41eOI`omackF()v*9*@?cBL)r7B49 z*7o<b$KIX5`fcJwI(oaXXZ4-Y_Qd}oqwznrp#58DVtiugE#V((Zjj`<N#t<yC9Kom zQw<~apGS*CQ71A!&Hbmtt_|s`#&v&M`-M>$LvOgz5P4P+$J;LtW+N-pOQd<;G1R7- z@O?yY4ms2P{IDlxfzXNR(gVG=keOn{aOouBYwQUB-1D~&T~{<=FeUukNhX%jcXgJL zdAD$zk<K{Q71?#KJZ&1CQlO$~a3FeGk8y|TWo{BWh}DMO$~?yWZ%iz&y9z~ho2W+o zB)G|Y?DixR=kMvX`cSp|)#weImsE<(IFj-C#LNGU2EtxB(;L?;qgy)fyC|CdXrGI! zT#Yob|2aH~{`|>8+Do|~car82$A6I*sxx*_(4jAX4zJf>dDm+SGB}BR?qzaxN#r~> z+8gPR&N+juGnIqy1+u_^j-uTH%`8@=Fza)puoH7qdDUW_N{<U~f4lj~jRAHCA6&L_ zSVqyTiBj}2Ls(hpgXM+0TPS{mZN$@{5skQu*5t2GqVI#J9_hr_p}y?xtpg&{*cqPh z9y`~2u%}i$!}di3n8&yRlj#}4cl7-2`j;AlH@)%FE5T<2OP!y&b&4Su2{9i`6(DrU zkGCrfEscph-L4t$xcmal`RwB6<`~gik$o$S<s`w|{=~-T*j0{(mnw$!hFURRvVFm| zrfzKYUvlo<)E!iQ)F9<C;oJ9L*L`9)OoPK~n$}{52BL>HNW?*`2m9pLXhZq<o9Ky9 zaw7N5p@+AI`99B&puG<>=H#MQuuDy=9tvvF*vml0$+w3)u_u#Pdykh6V4{ah4`e<X z!lL8CG7p;dV#1SSmx-tZ_D7&#%7*aM98D;Akt{!pw(FkxIAF2ZRKZD!9i9Z@xwsy% z8cKz)Y#vS&DVspOUX18<+bBk!2=3$#sYHdg8tJwsQz)c{TKtYh7xL>>IUpxDj;*Fu zZ2Ud7f-YFx_LLYS`hEnr!%vuPB9D)xa~ruWNLjP|XXv%3Nb<m|FDX~4Alu+~J~#g$ zin+OX#qDDs%9p%DOFp@VPAX72mq~m@(XU;}nzbX?C&#?N`{J#ryFP=pO|%ciQ#AQ+ ztj{BfBB2gln;9&fGRJxOHIavB&&y)gT0ut=j345LtC+1Z_is<tc{Cr9@ffcn`1yy; z`ly--zTRmU-jSwq?CSp7Eyun6s8dF7GH<6037rws`0lofDcN+jCh7@;vyjx2$}n2c zah~P<EJTKVhch)7Hb^*s)U;?d0~6H0xSFYaO#rrK%MKc!B*VjLrP7qxE%fo)u_ZYl z9vBr+DPL{i!`+H^%doy#Lz;1yTskOQn1hCs;m}<k;1}7^%WUC<#dGY}_0CYi^{mz7 zZ^lSa{Juxl-Ip7*IuqQpEv0~m^;hNR4IbbtNX+Z9n!!Q~KkL~OJ}>7dmSGpCTT%SI z*1d`<G>~_u>40YKBo@-S@7N5%!y1^+=nxmBg}4!lh<#o*=IQ$Ar*D!h<p2IEc7B)x zG;c=zY4w`K9<dcSk#0+Y**o=`=*(q|>4s)FKkq13YhbA1Gavz$@9CPanvr4u1=_O- z#~E<G!V?zLzeoTZQ!jISgdwh`Q<aV2sx)->DescpK+ZEi!(#ui;pfk{D{E}hfCtk` zN-hHpxLYV*d`sldzt4~b;<BY6{YW$QzO_}<SvWgz{j~smJIUtuyJ!n_<QzCj$14tT zDIeZFI6wzI*g2aXCkdFhQ!?iM!~oI9J5(QeOMr@~|Le$?Bv3T?aYAoo4%^Yyc5!;b z2QMskr?v6X;-&Aen;V#r;b>(+kpEs1&Z3>fbG1kYBq#i6;|QPhUgdV~xdTji)=P;w zQG#dT@^|*;W*rAec1L)f?<F_|%KZ&doD|5@z0vHp!vnDf-`Z<;Q=t84PQ=ZGRg`$Q z$9~a68kWi;|J}yvp;jc!@RYbHkQ$hd7TYgilM7cDV|Fuxq4*|v^f80>Iaj@R-{(=u z^$N`~Cl<UTmiG|%bqR>QVPH|_Ee4gEG-D6@))6K5@@`XX3t4+tCTRS}0L7yX+Bx@` ziNE7^Ft3LgG+bTR4e{p03piAdW-ki^WBAH)7>gL-|DB|q^+`eAu{}=%9uoc4G*v7A z4yU51u;=%S#JE81)Lf(fOHT0lr^}HTxqw8ORCd^J)8S}GOWJaW4&qqvz6sccW58TV z5vealNAU>;R!@G|Ts!{lzS=f6I`B0yWl0!@CAB-%Qlw#x{lBLdLP&6qH|AlZog7U3 z_bsP1UI6qHPYNEOP;fJgq~vG(bYK>uK>JFQ8O-;%#Fa--!|^w!cLRE;A<V7CZi`kB zMrKr7?mrU-lY4FAcB%XzFw~@TJfHA+nZH{u52wWgbo8VO&hkKqC^^T$hzl}gwnSE# zmr=2K;^sFq0bu!=y)1%+p;_>Ly9m7m#HsZD&5oWznm?&na-4gx6^qL^=!tnxc2@m} zqZ|cP)+%HlMskB{-?I1j7<#<%N?vLxV;}Zph+}vyXaS|i1~qiM*P)%Ulk|C<d_Xan z7E_{@0|Uj3@3QSI5aS^CaW{(y=orY?UlL>nrzoo{YmfQiGEJtxqpBGEF+UtG{$&Q; z7>YUZuUs4s3l^WekRb?tlw3WcVi?;s)pm&CEH4;XMs4x#7J#uYUoY~;@q-!bD;+0h z!uP``JJhjj3&rlDD133BA@-E@<^xnDus3>P&FV(@uNlN3(X<wOdv!yPC3p?PeFKFH zI$0p#M_8?qAroBK9Z{1Q#SM*i1ACQ^<zbEABCVG0$biEiOWW<ye~5*-mR;%^BmSlE z+}wpONr=mIV3z8af}mGnttZRwqZ<R)a^H0_fQ4?8RPYx;h!(Ik8m<rkj}^bvbq)bg z<7U16NPH9fMS9>bQcI6Vep<7!VdI4WwNo-BfB7IgQz!lD?rkDBxo&pq88gIDS89u# zC4tAxm#o4K9y~}rrFPdbGDM;RHANaeFihp5If}EwoW8%RSPThwck>-KJHLgTuTPt1 zERdmECpK75PY{B_>-lFjhY0=~s^bV}!P_6E{E~5D#Kp{BY#EYdAti6?w4pCAE-B@~ zTkgJ$61AsvzV@->ZrP9Ps}#5))|Wb-Bb^PNTU$DunILo;*O1W&eSR1`v-F%KDFM}7 zA0k%Us3DPBFV{Dd3VhjPBkUu)vC?bZ%#P2u&^G<S$dXEFsID7|skIV?rXgz9bJtj4 z`CWmK6mj0?^mRu0I0=CtK6UVP)D{}oIwY3V%nJ9WHaV}YFyOZ|Q=InK2|`+}s=CJ) zX;3=<)Xe#v82rb}Wtma1g~iyh#(up=hJyobx5k6WV9}9vBqK{4_M8$K%q-x5MObQi zP3*rZybH8y%8bAs5nX7`u!dIS@}z$H?_f%4MfWn#tf6=nO9J;o3yqftW2f#h!FSsM z)xMJ}=&<qO>g>;SaFy1auHIt;RhMl?jmfhB+e+FU^7Fr#?|Gf1a$0%t`6gxdbZHyC z<O@7j7f%cAIr-m?6Q5J7$3uSdJt=4%-aV^5I)E+zCpA7Tw}nmmoj5J7Dg`8g);6k< zZgeyM>iGxHdQsPM{P4^cD<~V}U*50J0;LNB&6-Li7||K0`mvAjC8Tkp&I?T7@nb## z4bp*Hyi&c}^K~?O{Nq*vwKS~9rucCkA-F(H(;j8S@3&jFJ^cNMBz*e$WamnSFqE_p zPZhF>f{Vq1GtCeMPB8@?3i%)f(c|WGnNGA|_bJIdot6gISh#e0ppgX@r>*Z?%2S3v zL1LGpcX8pLupb$f%LKP-{@-q^C|W$&V|dD?nG1BD7)eOB@#22R)h_*=;=`-@1C_5C zi-7gt_5ueR25_3yr6$X9z=$$eiv}?t;~Zh9UfFX&dhO~)`~gwu-R29nd?yNO)$)N` z@lv2T{wr2+hR9PRIzBdiF+gdy{(4k&@W+>X@`?)=G-k!DCh;%=g=#95t1Jt9Hu!8t zZB+yqOukRpmx=&W5WepM2OCgwerL#5HDfX-w7jo=7J`cvck|!Qu|cYH`g+QDDLBU{ zAgWTz0Z&@wo(U^+0oCGrZsA2q2+|P~3%|hxk<Sf<J`z6lHm$JjRckKzAshXsjC~W6 zUm7&UC&m!Y=5-)$fEOg)nB7!v(!;lkTsOtrw2(h9q|m;|1$K|d>dWk@;1fNSuk%eh z{Mnt#AoV6rXm+}2%ez2Sw9k^3p`AEyy}ukcU}Az_SH4)yR<9zR0xe8KRT|umd(-6z zlR)l4tf2l;5^SdDHtSFP#a8!i@g)?EB9(LEm$pjTL3-p}<SkzTsOQ?-#i1(-2Or+Q zx&4b9_tg+kofn+NYDN`@{r>U6(+9zsO{=S@?^3i~jom*~nvzTIu3&>HnNSTqc^cqk zeSiOMxDYgH_+8`I;KWT`t@JKV2}7^|leQE_0jezTv`cfsFlBI=e&d-e#FChVg0^PS z+N8FGEHU@E#c$+zi!>sZqYgPoVnpE`NigM&p%64?iku&+8but^ud_1rq##&EY_9q! zKTtGwEq^2WFN36qvt<HVA)TXSMktgW3Q2Q+EY}!8ve6;)memN#qr3<RrCCP5W@m3E zouY=E{W1YaOA<V4FHB~u3cyfh&M)e#{J`@^amph~8m7r(yi8QwuuVCy$tlAQ=i9yw z=U)&9`HhIhf3!r8-O|%!W&Qy)*7)?~G5HCi5AN5n7ST&o?Bo2itCt&W%^zNNeVT(N zMWq^lpI`%FHP7f3G7mWSU10heNrh+mY^}TzCHjgP-{0g77l6&+An*4BBEVZC%zo<) zBeYwaeJb%6f>SZL!%`RpzuNetEH{V*s$>6s&$`G1MQs5sH-FQ>?WNjFhwcoc_UOYF zJV!T>;WGoji5g~nOu;mhlpziLVSgD`F&R+za4hL4p2A2^f<Dz<V1xdl5484Ysi1D^ zwTVu#ATY|sWcUS>p(XZK8)ZK)F!Xx2>hG4swOItl1&8T?>-6Ic@l<(OSBWp%b&eJG zV6JT}S;QW8twt&~krA&tSe+Jsoe?~YWB#5{6$YXA4(}uF7>S+_`su3|_`zn4wxH*P zFid`?mC!#){5<2I-dekkap0w&4`qu%w;VTg>T|(JE!n92Hu0PebKKl*AOfea(kSz| z4Pz-RZjv@iWMH_e)Ia|p84P8w*k2%#ab1(*VpB0P$d7y|J<25pmbb#pLk5L$FNxia zg9_}BTl=af;HxNPq?fP+^0I@}THpmqD;A)Vc6+DL9E9Fx-Z&we#)Y2`Gy9<*EeyV^ z9erZwyHS?rjK?W0AyBZYFWWX+Ld8qTvTD=xxWc|w)+||iP@0HXDHkI_yJAYlJ=JY& zT-f`!%UMQ{KA`3`u)__jp$x6h;(M{T=8xa8Sj=FouQ>PCeO|-(&KTZ$u0{s>o<~+W z_hcX?`PST(&3VME_PjFIjRzOGu+6zIL=;j}MLFNU;)Th<fRvVlJy=7Kq}<cHTwrT0 zJW9L52`gtm)%g37fKP+|bwktwCYDq`wR?#KOvd_|CceCocf~v_!hm>g;yzQciV8!c zx`e*OKQ`#u&b%zBEduR{JSBG<1wiWQi2&_PGI%w<=DJ_X2G%Uj+0w-Mr=#~v{`S`m zl(c=(ZC5Kdlu-5fNmDk^Q>N4lYzb8OSgIRy(|RN7we+;iUZ4i#na-S3#{`e#y)QjX z+d-#Ia+w+;C1J2U@A#&mG^n+lZ`EYs1C{8K*P_>Gz$D^g#NeJq<U4oIeZ_7XyW?>v zhOVC$g4!=-aQjMt;LuZ?`9B^IyCbb&Y0M8=%8A9j!=m6?|6=*dA|EWSW>7gUaDi%+ z8)<ihAlP_y@3L%Eguf+`YMQJPz&XDa;6UC)i{eu$VLyaG%kz-x_M|A#UFlk@8{xsb z)f@6J8&KiVEAc<i-P**e9`n8XYenqmyHUlOA`P5U%rsoEV!+F{E2BJ2SJ27&KAynh zQKXTdUnEvV0e^cR7E>oqD7mPcRQQzyDdVyO-seeB$ZGqw;@~bYicJ{U^N-*f1$`{2 z`!Iw2m{#-EKT3i|VB6>ZDRKC@*LN(7PXYeS(fB154q}P*RlP##3s_7A<*}F-Be<O) zzq#{|3w%{L&ND7-V8?^6^Lg@Yp*6Xf`@8h`VE@3fF5f{Kymu^V`I#RTUTN%5#S$e6 zL$V(|ZLSl1;kYCt>BqddnMk)+d<O}_=g#^G)AK{#rch*|`vBIu=k^tf_!jCE;5*p$ zlM~7ry))KzNw{VCA)8?}E(m&8zhAVK27i)XVkziN1F_}R1D}Wa;7r-T)oEg$-*+*y zIm(>_PVW!$8|P#Ks4Ivnlv_t6cdEVbwf>@eS=!?UgdSC;+D!e!g~-LkRK7(Agz&CM zFI#uWl2EvRqbGb+27g-;JGf7o*du-o-Ay_z1U$3#R&<rzII_R}`)w2({`xOXPOk$s zE?Zy25c`-9)MlIMEQt3w+jLKU$xAMnm;mQg;#|O~9`3pNB@yj^e7ew*nH3J+*1z_k zfdXQ?!OsGXBDvU<hRZgrxX7*N<<`Ztz$e94qGGH7%Zs+Ry2xB$BgHF_WGx7LmM*(J zTJFPw9OLPqT}#AxShWruTcd)(^-{z1Arf9X>Fce*L;@=Fxk5iWd+ZLe%>U*@4Ou4@ z4Re5uUvO-95ecBd8MXuCXOzXk+T3+GOq~}*d@g40`9Xv4X+7c7`kDa*kEUDt2#SE+ zoRHpC2_d*yHd^12MS<kXtHT3}Q`qDqnrZ99oWNOiMNaXkI5>(X#mM~NgNd^R{UzKS z0HN0wt2aJjHjkaM_Uh5#ddk0jtj`I9?dYETZ`NeIoqx5;gYd7bHgPCXSFwYFzeKBZ z^(3m~R+G?vCj$FyhO6Tai^7dtceNiaQiD#DMyAU%2`Db4-w&L7K}9u=VgH~Iyng55 zR;wtEt4NSU5;b|iuhqoDIfxrqt0;(IA@meZ9~r6XkquNTvR7I9x)3PNXCA$Mw z@wunl65zbvloP7P2eQAnS#>R#fO7JJ@%Jqpo4bC|O6Lf1uDnX|N^f8Xjt}i^e4Cs= z;hA;QQ>OyQD-~SVEq1Vb)7;IBA4idE$q(v%u4~BuMPt$5i#w=xb>V)gfh_p`-7$2Z zX9dbZ-~NZs7~#Fhp=+m7B;njL!}OPUGHCLbjCpUd6a3YZ)0)IN;V4(1H}ixG7<fjE zU4@n~75{LP(R1v;`$;6qqMP_W*vpX&>80TDpqn4v6#;1YkX^U`90`<;?7c%}#0H7) zyx#oxg%ys~BqbzTGsCVNg?XDgIvnoJ{1RJh#FQq#{6}7y!;XJeeU|c+32&@$-lri| zi9Pr&tWvSb0c!_J6D!Uyp@hzvBc6J)@U>m8FCm@>-$k}c>QtbBy2|tWe@@GSxu#oq zeh4=NiiI4?=iNj%B_3o~>dV0MH>WnZj&XxX<gNm-C_XrO+gG`ojuv=6A0z5drQrGb zuA=qT6)cNI+_LYU5VY<5dYBX^1V>cPhXpta!YO;E8_cr;@S8j-HGP~1=aqXixk~6I zleTfw|6cNgDRwmC#3<pLweVMZzr+txk(R#?Mo~av=sVeymzdvPZ@yY=az(b5k>~fY zO=7;*TJ&7}LXd2_#ZWV`g^l6;+^TEqNb7{QB=sZ{NZn>T*#3(ZM!xa3?XVF1B)nz4 zxPle_cv;jf5xI~!F@00lA#sqc*Ey=m#0h&Eev?xP-s-i=^if-WE;ynsp`OUX4OFho z%Z{p5=)CGVy5%)-82iRZmV48I*>MYAI(khUG;WW@>gI63_Bi`O&ZRXJVJ)oAI<biu z$6xw;C2V45C*IJyU*ZR6lF@_Va$blN=sZ1ZPv}2U4?GWYvclzaHeGv|1fVO|Q1f3P zALLGLIDLD=4D<63*aPCEV3SwbdX0exHm*7=-SJ?9XXOJGjE6*_>Rb;~OY1cHbS<AY zSc4HV9++KGPY{JqCink)Alr-tue>!0+)DxS?n6avPRu}^xaL?`L&CKK&c5La;RU7l zpN7A@6o<ZW@$n%#K`>fN3~wUt<@T$E6JJB=ai9Aa&S-G6;PA~vw&y1cnBSy%Y-&yi zMcG@;FZRhpu$ckXzYh}Nwe|GXd(S4!#bPw+&@U!fMm8s;?n&WUtad^Us!Sks#rVcM z10nb#`y@Y3l^gty?Q*>Riy6*qevYj=#|5)4^EPV)S9&sU#V5mg8znpZP<`JZ47v(1 z^So6QvU?6bc>92xxR2zY{`W%wf~-kx)+S@<(|~(MsT37X`|+*K$4y2!ebQ*giAe^u z6t1RN>9B*qne-K^-Gn}@w=XS0j~g@rOWar$#PiZ_@XdTBd`uDV^+#?BK!@rJZf;Fp zP?4;=?cY!2*CP`G(|gMZ{;Qlx`L|iL%+s~m@RARhf`{otZZqJCsi$h3H@mUa@#N#` zdW;~T*BY_^2_xP(^?Wg@U>Z}qZTB{!lgNu`{~KE==Ynv030{?8CNTBG4{Umn;PiWa zDx)TO2<j@J{kXM-Mjm#5R{bOb3KgqbEUwfr$;rsNUhx~1XE!Z2)e)SdQsHyg_b(%! z$fkxR$2nx>nH5RHDFQ`|Q~%X|?L%zYWQ@5|3MzJ|_L(d5!1DLt-nK&<m~m@QpL94U zRM!TqTbl?$n(wX+BS#^KyL3!!(3>B|VmJpr5%-wbfqEBN!uL>N`Mt+!kQtt=*P3VD z<G=$S@CN?dOK{%5&E{r!vg7jn6BewCvXB#$IO`)Nf)~*@3vb&A0p$lr@$4fJJWSD1 zkoE~TuITeK``11iILgf9@R@kOoJ$dk4Dt|$^HUoRQ&-s`F61UDEtmn!O=rYT4)Ow{ zMbGj1ur*ZMDi|B)#0OuERq6eS_pw3BnFJ|9uR7o<^P=S#FT4&tF83*s8{h`jhrNWq zcTrIN_0|UgT;fxiuSh5va&slqs4D0or0KDlY03_Y=@O|(4`2mFKh`sS4*U?;Ud=_x z62M{L1@6s}i3QonzbRwnfT1$!%pf8kGM<^MDf&$a`fdsy{818*iq<B2chb1PdguD$ zyFy_oIK{i6SStwECSLxIQ0+%6LCKO@mW(*t<c#S%;`1xLHG7x&;yhAXEWY{RHj$@3 z{n)s3m=T=%rc)}p*+Is~TmsLK0`1}8^|OUiaQ(TS(KIU=-=RD<sAJtg&nBzp1Y4Q$ zBdBPv^^ZPOGx<QMTZ04vwL<py1n9vqrk&M7jT`cknf?8F#UPb7sU)0w7JDD^Z=hvI z3ifLWerU0nMM>d%I0KH7@!YM4*5{E540+hTli(*o>#7gcwFZ9B+ux=eaGV)be%W@m z-s1(+{Crm}T`stv;vDTDxP-3klE&A@S@91~-z+%FY$KHpl`HqBWFe2`bfjB*KhjOE z|9U2b6KX{lO`6#xp#1ml^p`|lFRl9rV=_GpTtZ4|4{f+$+x#2LDZ>@?*0dw_+EY<5 zb4m3G&n7|K>s)NYhuCw_=eX4tN`e+^(U*iELa!eaT{%jY2AR%dOhlTHU_t9&-<v#- z?$@o|tO$~Z_>FDa^8vJ=CpM+G+QNe4QZ3)@YTja|hARFG0h}Po@Qjzvy$4->dA`y_ zgckNt_+<<>NYG?l?egL<8J7zC7+}*PfM;#0IntgJ0{LSm`pU<+;7_Z<s=^l0TTuA4 zQksz)!gpygL{<~$?BapIIx{jZaN7CwXFfKFY&jEi_$?XA=j@B^%o(AhLI8h!djXwK z$z|7$=E9xt@Rri55`3yt-(K8Rox-S6N%f5aw-I;Rn<XPIQSfkk{iyYU7`#=H%DT=) z<WH{eyZN4%2_F2EEK#-;0-Dj^9Vb<Iaq}U&P$hwB#Q9s{h|z=`2;b|>KkUr_5y!0B zG@ns$o;D?!DZ*!Ha=f7S2_rKc+ToG2(iZ_0je9F35#pSo2y4%l@k6@AifDQhGk8YJ zOy*pt0-oP2P9||%m~H)UnJ%_wR3RQv$a9b2lQY{HzaZsfLv&5Ms_w`ET35UGPh$oB z2~4le`X-7im#0{?it)f$S#d?3o)|28rTLhpaKcE-jCNTrFHFBAHQ6Lkz&1yT|J>Jn zERHYrc)=RMxpnd&o3sc+h#kWn)?Lfko|P-KR5=tl^7%g<)^2uCeSO!Uz?C1EEn>Ok z9!i4d6&;?Bdt0$;(JMi32;SlSV2M`=QLK<XUT0;L%nq$mW`|ww@WQ&&&)F9yjL?wY zM(bqD4(mq_D!9ao!g9nZT>%poxVNel%<o0$8r*7Z!iWJR?)g{yzu<(<SD$9SUtGni z9lv&V<cq`V1?CSXv`fg<<fhJ+A3GdYnG9OW;s@!@UE%v=`cPBho**Vdmzm8mVWjb( zhu;Q@?;SElVSamle)Wg~FemsLA7|S}LI0Jzy?p);4RP3*rbqXpIO)Tdp<dLGE@!XT zn74_JeiioilVgKo=hI7;C0m%?o;@KKO6JjGavskcmJ#HmDjG`W<_6*Dgt#f<d2Q4y zN)d5uN1YMxL5gV+iB*>nWW62aB~UU|FiG(EXSBXl<#l608E`-X`;2C5e^67@xbWn= zs^H+ph`%Bok$k`=36EH<bKaNHz-FbE^Kb@{GhnN1?Kvp|jmG;-ssHjrj<$MV)Vd^G z_G~Y<pyt5AS?ieeoB&+0DPI~8;sN;?|LfY#{g{XgX<v{s1@<f&n9^2K<HoFPXYXzb zgWjuuE<8p&up&>2O5x!Ff5)lc?iVLe;Gr&A4HZIXKI{GH-;p)!kHPPM8ssU|L=LPG zdCUO!hbo`M6Z%5X%MZB^J1S9DYU7i=HbieyQ1*@D8(eVtx%kT$#NXd-b;TA9wqTYA z-4bXViTUuq=r@VPzJL4AwslSn58RjU^15X&4Xb~8_S(MW!euF6Zl~RogYTPnq~;GR zK<bJTcHtu*@Kr^(@c){}=s4{M?kWp`S<im61mgK>WC;t^@g@G>(KE~2qx5jNkU2%Q zoDZ^C1GxPo))82B3w@aWg}LtA_c1SH8`1PAE)>mBV1Bp$4`KOLWPLc=@n9t<MCIjl zkZK6sC==tnQ_K(0@1U~TwS?JfMX#|(H(&>RvV3+8(89wdzGo7yL>@0R{FB{YLC~e) z;&{_Y=xCIs@>K~L*b~^JRQ_ri?P=b+Rmi{wM(>$5M{m_*pLdS(hmUaL?ZrnM%)1CK zN8WMckal4>qkcJHW{Vkuq(@V~c^0GJK8N19pXP;Yem~1UXL7+n<j=od@e(j*aoce2 zm>eW4{X4?NDGXN4m-zq02*LXiE!r63bL*{IJf>jA0jygj_w1`8@b>b`Q%cwZX67vY zS)GOqMzrs8I`qjvr|<JN{R=JFh?R*pF_2+5RX`~va0t1v?oOKX8AE#{cL^R2_<}9p zbSd~PCIdn0t?YsBqQJ3oYk)0e1x@Sxr8>GJ3Pt>huk_vt;qG-`T%7`WVdbNn(*7U9 zplR3mcVnCjcObt@n#yK}vr$jA^sZ3A@(sJ=Q2zur7G2CnzSf4#XXVT&|F;|XJyOa- z5+z}BOi^Fic?{Y0D%9lKQ{kQO!WDU62*C3Nkt5ccgzk<^RL@OpAiwLe?q4?KK=9?9 zO5I&Ch&xrCzw(>{k-DN+=sTDo!i*{`J7EoTZpM!%T-n5yCyPB!$I^l3*|LK_>dP>B zx0U^do>cf0d&H=1I}f-DzgsDppTo?*8HHW8B!Pp;kq(Aw60|X0QuC~tMc?g&W$#nO zz)R!Km)sBm2*uvp$}^F{@@(f+^Vt>b!ua0+`!pup56U_di2b^)tZ?16cmZ5dyz7&E zg#_4+4C%AiccQm9E0UGZ5qoun>wUaLfub{i0$f{K5#ABN=1RQJ7klF7@qZ-z5Piyu z34;t6Ek69<EG-DXWR4AZf8xde;WGOlcr!w(O~ufq9bsU3+t~i}$sBUY<eq>1TmbI+ zj_6_MC1Ba$sMHprPupv6>{_HH!IQh;_srXvq03sG`qXZA=)HWF^>PzGKE)PzX`cB0 zp9;7-efuT_^7T`Pjos-%`k>RgEyE_NO}^70w?_ybZ71hy)zX0VJafUG?P)YgzfY>y ziUJ2TI=fF3-)A}scLM*TZR~C&BmaFKYCQG(aRCkD^G;Q6FAoWj0AG`dt)R$B^zVno zUbj$wD3bkr{9rN{h|}r+zG=@4r5X)$d<pdUTz%4n1M!}iT=4&yrXdO2nvaLz3lq-w zi|;Fk3M~`~XPBK5<c6TzS|TTZ7bCgDS)_XobnuutWGegKHfkMXG~2W#?oGRhW$k}l zxIEFucFV988LD=z52O-vTCowMF0q%RWEHURCKe)X7PUwh69!nV*JbRE>%~TDihg_; z=7;U|8!07c$Z+T7r9eR+qIc!Tg}vkB)VP!S!_=<0Idpz;ctiB56rfv~XTx$ifvU_{ zZ?9xKdQJ7hK#SOWdC{`!bp|nl=i^+XcU;`S(n`7Op2mSw6}o2TF=wJx6VB}Twng-I znnhjX2m`(tA1`ja&I)#tjfqA=^uU~dMOg8r1oSgo-u*d11FApPZ9h;bpkub2d(@W) z?ub~{8%C4C<0=;^jmYm_Q@yyj#6|(<+ECATe!tLo^_p1f$S7h-Rh-#JBKELn?Vh-v z`2XIRTr2yG720Ll2BY)2;gR>hU&AeeP*|Ju)jviW{)k`(|Iv}a`kduvKHCnqzV$^E z*A@hy`|JBG3H`~}Ezg_(%^&O~bHP$d1_Pur+E(59E&z&)^$Ml`O=A0-tU4zNU0U<` zytsnt0CsXI&!rD1=EHbN+QAcia9>A!fA4)ku$B7KS-QS}v51Z?nbQ+KtM~g8lF=%n z%U}xK9$rNxGiq&x`B`*3$|8BTdkyn3@Yp`eFAS&mwsBc6i{RR%l(JLL*+G5@)4rP_ z0jE-Hj@a1q!(ETvvdRn+@c60b^@+pXsPS@&iS8i5*^P4uH(Vy}|NChz-@c^4H5=~_ zOWVVkG0lan7j5(~TSI$8_mm*MIB<sPgozZ)R&-LCzT$^NYCZz~ot${d>vtVtRpP+* zSHJto%Q`Hq_QQ>%3+u>W^W^JwKjOKx3#4mGp#=d>`6snAqp0RZHuR;hpdxkBHD(h@ zh&;U;onj#4t;4>ebkAkrpiya+Bk?)rg*eSzxw1fTJ+$v|4=p12$~_vH_!fm0OO=1M zp2sFn=7os(GC{RMfqt*wDi-Q$ee<Cm2gE*^-7I^<g=<O)usb-cq2$Q2O9?-=u+EQP z(uUS%ket1umOOCb`bj4v@m<pJH}z0<!x%rrKjY+PdN_hMlPq^GYZ7|<3rSOYO92=- zVs39m=nb7&S6bb=#bAt4*byW4d_@Oil$uKVkcEEBD@zk$5VpSLl9|H|7iLr1|MMZ{ z(w7l@)Z8S{J{gqF8%+2@PQ`B(lnFxVukQ>A7bHR6NGgf`96z{qd=sy{vy8&8gp?a8 z6MGjK0GHZ*aQ>&FLARa&h};ZT;(jIo6tT^5p9?>+?(EhBQAA#CTzIcyHY?#XDii$3 zXw43d72<j0P1JC(^!}-OA1eI7FVj!G1ZR`dqxDzv01Mn%b0YVC;ep3`cEOyn3@}|{ zu=z)a1jdgY1XS%vc#g?b&FxNJoMk&yM!S~|+E}iZZV~5{jJWB{$3{tLC-=pxJZ6La z7ta<OYtrMhW1b9dAyw#F8jm+CF{cOc7g{!Z%fqSVL0;inDX6_#^FY>%$P3f_%$jka z1rdr^lQ*X%7?F=#tx?aQJygpsPi222&G807U2h?9Ibc<>^pF{}3dQY2ZTaE1$pu|$ zl~uI;XvFPi6eAd?={uyvQy?>J91bON!S{mCwpHVs=$xjC<*^_J2rp>N-*=Z6(mIt~ zS~evB-$yeLqbUZ>7Y8-E9p%BjaP4eTA@RP+sgq7<Z$<t0EJtX=xN*ppr<xj|#+&vP z@4BQR3PZGS_pnz9Lws|CuJQA6WNY>8j<d}Uw$)mrbbwI|B!Asv{oYImR1zsGy)_S! z$Z6jLcL*Qd5&wUj_S=L$x>-<B-L!x@6&{?Rav4C&O<ZnusuXY^R=40;5CxISm&}7{ zazIMDxrf=94jM`w#EUuBuqqGdXBT4mU?o~`$lP2I0;iS24r<8}`<5-`6Qd-s)3som z{K*dLLQj^SClh_fbFcWGoL|FiOC;%O3j{%BgW{U4#sNl=17C-YXVE>kzX~qPJYdwB zlYPeSH@bh~_F+*=3Op|SB7K6X8M{vValYGv;AsEq-)o4I@FNjccYg$O!Kq8U_0CG` zh^^_6<N;9@_|(9~L6b`O*vxny-IJ7nVYQKV|0!yq3w)OS>XHZ?mO5!r(8mcR)1<g& z$}&=x`&8BDLcytC@(YnEJaG2OBPj-g-%qutX1qD%3!40%|6x0P6}?Y!oDrKL_EBBm zTD1lWP%4+tOzlVF9&*?}<5&kLq|fR<DwJ73*D#B`++Bq3Gn#fue|Qc(ySXdqKB24A zZEpuOhxcP_hR>MO-1$I%GP%P2vj}+3`blzi5dMHV_p)wzF0c?0rMiBCf-`D;KK$05 z8YJoB%mNqY(J`Bj-KU8;c|MKq;4UM6s8ZHl`bt|v@DVC=Dr+XO&~3JllWCk_;hO06 zguNNPFittwkjV(u!q=}~w&R5t6q$TIXHgKVppN)!#t+&Z3a=jJN<gIQ$hy}p5&ZBq z&R4myw780!C+<Ma1@2u>NDrk5J!7x>yTe3}TC)>N_6Hsb82ss><ouiyceOW~eiB0g znnLC6C@oGH|M10c*QO|h85+d21hV0D%gzo5GT7i1TlLYWn#A1T%iQzm6%#(gKKVfJ zE(z$Cw-?9tc<_8ZBY}(iDX@83+S_w@29dHCV-|92(Kp8qp|>UyaOZwh!+ye7=g1_e z@S>Oog2@{X2oM7deS1#cmp+T!%%(n>Tx10Alf6nm4QN6CK&RE-+f1;BPRvg#oB~;L zJu523WZX3@xNyjl2M-mpNU8=QNbgf0{1CK=cBiF04@o5QJ`4kD8-;@Khb6sy=7<0= z9SUqa6Ch5^nNKWr^H@M~{xWrhBGJRsnb$AAK!Vtc_NV(!2*66)e$ojaYJA@c#Y0eg z6xn|`_b&PS7FORf@2I{)^mz&VD0{Cc03k9)tYo1vOwr?otEr0+&U?oOaetr%WkvQ! z-yPQwW!YKbO6Lp;yKXpYGr<m5a}Ql^nV<sIXF4UK#2ou+Yj&@NAK^ohKWpir!3lj6 zNu2jAxWPZ8=;@Da5*`$;X=qyc9YxsA()9k@#FX!=?Hea?fZ5!(xLKwYp}Vl9mP)N- zeY=F)&NS9yS1~)k%R8*V*loa^%|-Y<7}%<g{GThq)mPu($%mU$)}Htb<Jg`vQVEOq zyD|T+1<xQ|T0A^Ix*)@c3AY}c{XjoJ4a@9BK8q&>amB6B?|TQ<iFxY#xNJ5jgddii zx29zRrRdL2rUTr#YO}mv;4Vo3%KjUb{b|T_GX>-FV1Y{0PE)}l;(n8S#^|J2KUT!L zAYb#C7OEK)ut9>yO4Y;a@M&lqJ9(#+nj?qkOK>^dH2H!GKUc=`qw3lm+8n(aCsekD zwd?I%)CyyRbwwVj8@x2&NfKkC{l$pS%n#9}WQjt)fxpA&$BSrnJvpXddk0N6?otW< zMF#U%u^DQVbu`OOx;#X1L{!!zn=Gw3LE+EX<CFPPaJfp<*F~Ba{PU|F9|%;V>G6xf zSEY!(Gkwk;Kb955U+Q_`;a_fOR$93F%tjOrkP@2I315eNMBLDmj|7jh@|)uiPhK#g zraiR$hj@REmG8;bW`m*;cf}W;#Qb}Mu9-~e=ex8#e!~4;Wba~F^CXTP2C06Os6Sdm zSN8siYv?5Q7!ENs=QP<slhfdGz&JI$Vm9XVy&wYDI?uVz4GV&0mfgpMcZ?84mOSN2 z+`poaAE|X(C*g6jMb8ahwIbs)jg1e!N<lJiR9a)nfR7)4o84~40HFTfyf^a;mOk)A zRpaUw7N@?ZTNB@oeTr62zCO>4vsC0}xi@md0iT;lK!6K&TUv2b-=xDI?k7&4NM<<3 zEpzh{i48pPqFEE7H!Gvdeqe)>8A>)ATXH}EuQC_n_s}5r{WjrF<GTeRwfFGwZL>K{ zjb7uR##JSFoqP2DE5jwEeYZ=DVQ~$4KDy$yLg=fz{uqYiFIXV*)DN4opb7N6xr=vq z0u#iye*66E9w%NDT`RxynBY%8+wF3Tr3Txr!I^uwg%uZAlk&TVbK$Nlg_GF7znCjY z$hO^|1+uV2y@G{tEG}$M+&f1p5VTU4Jw+!EG5760d`+Xku|A8}B^(UU`XSBT;0zO} z4$i*W%4EV7sk72wNHIgSOoS?<2r-{LW&gT*Z5Bnp5h}TGh8yS2)C(C}VFa4vcXRey z&ZA`7&rYQ3d8BKzyX*KvY5-xLn$s|hpi5tJ*WY}!VPE&vD}EC_OcL5}evSj4rPJy( zrfs2mA9mhQT}c=xhb`F<zL>b=&`PRIe(0>@h`yHHh6x5eX)G(@C46doujO5vL08|~ z$lbP<fRi`w_H;ewhQZ*4EYnR%0zR}LH&5(4b<GOJNKFFZ8k2<cMlj<%Dym1ZC#y*5 zP_~!BtTOnm-`CXFA%mI)OV=ksUK~%m_CdmE8a=S?J<cvJ2j&-F(~hk$!%41M<$DVB zc!f#&NR%}N-dDc4^<O#{zBA_3ar`z5(6FqZls>}`eX=ckY1+1t&S9-dz7!_BO1Cdf z_5lUXiN<XU5j_oD*ELe3a!HUlDEcUeMHr9F_3hBNrU5IaV7B*T^C-3RAj%yV!_PNK ziBfkE{^1tC-J`87D8qlU?Coy`2nlFxHg*<+>o0@SboWZ)ac_==+~%N#K6VrLO5;Uz zmNE5#c{U>m&2aG=MD}CX+SJPS^%FYim%I}T?`fgg%T@*TOGEMl{~*5W8(5j+m$T*? zg#PMvgeH;T4jeGqdyM-4BXq`i*JPdL#$9$@UW<Rt3`a)sc-2%^;vS)(-cmvMz+~!c z*omGE$=tNzJNCrhkO~$2cJ07Eu7+kgZ?k~=K+v_CU}2Dw=^Y{-Oek<93+F})f^}r( z_`k^!WH~w#vT%qWym)^ap7}-i9KYW)5jgb^la@UF_<6rF=*nMT_wA&G*719GdHeWb z^5}T~<SHMy-Ha>6bSBWC%^xSxCT{#&-zJtt_{F07p7lNz;KVHt-l&Z$UPO}I9bI8x z*RfA!|LS_Vr6GbxRVDo$8Bae(HFx3+8;lzWQH~7K!O<>8yNMJLm{&D9bx?@`KR?;y z<?AI4^i3%fhWj`{lz05f8u586xxQ0t<Re1@zvb7{S47|*%c+N#D&%1~^pK^+2_dj9 zy=hRkp9WTaaea|Jf3Tsa|Ctu$@xe1XE<v1A6xM0WTXOwd5cQbIjdELR*k?Q{_u&{V z4ABJaJN}&TuLh{@ac5XZ((;+2rccOlwcW}(BbFONPoM9jU!lU2PEI>U4f5mIXTzP} zJVbBi+q#+D^Ma5*lw8M7_=j4RtEWt3X@GKD29NJt!YDGGo$S&rD7AL{%OH`9%quZa zI%YMD7B8PI?S8`t<<EMJ56S(*=#mRX!Y(s_WuNCKCV6J~%t@(L)!_%H%lh^4GCVj# z^uvAbI&_e(-o?aDBLO*Y+u6InFCZhMHZ~dx!Sfg7YhqRA#_P*Sn7@iN96VPi-gQ76 z|GWSFpqdUN*gm{8FZ)9RG;7%FrRaLlO6Snf)&L6_8clzT-Qoqe%t|MguT)_4wyEI$ z77zTonpP5Hw}2!bsa)f;=LC-Bm#@mtQ=qZ!O`GozQ9M`Pyh=ie3Wx^!xQF|>pxaF8 zpn42(PUdu#88?za#(Ht4K7)8KS(lRrGYEcAaVXcPAcB9FO22*j3mv}tLdsxoLI>gs z&PzYYEC+c9r<O<og7Cgkiz>fF6#AF;erfZegO}IWB;F)0qvSs`8NWhzu=c~_EUd!< zkP>a`nf#a@#FEO+a-C+vjbwYX6{1$r6!pbJ`R2TMNv{WML?|zac`LTW>Pf(Uuax|a zz}*n{-Lk#5hY?aVuIQ-|K0k};5Jr)Af?&4VMEfFc9n0h!yrp@N4lmuj{3mCX5zNnC zvCAgBe=(U>-)xCoi-S;~Ttf30D!eQBLT_Fgto=V)3ind*EXzv<Ph!a+;%yyrw}=MX zMY+QBiMfpZ?h(<LAA&#*J-uIgjRS^rMeNRe7r>|JPCv4*W&qq-Mal0&Ci;E+cj{0Z z7tHUk?HAHx!hO@+Ct0GK&|B%K*w?!W-TlCBk<RWNRCI!%VD}O4_lcI$Z$JXg(0xw| zKZ`?{j_UgL9y;9eTB}*Q0~s=fuEn>!rNH!!bk=>Bxxqw^xkQK9=c|w}@aGfxhPw~j zRkpq|;w<*^4pJ{=VNZEZ#o9w|JVWRDl4ctfj+@r*Iuj%XDu)7@wEyD*FFiW!=tX(h zJ|fdNBS(!(XgGa%e1k;z#BX`9ClkHBA1vd{h<q1Q=WHn}F?Z~+P4C3}NrG9_sK@*Z zM$ikG-Kg*<;Zk|SHxCo{ah*iz&*W|fI3KMmKg%o%e~#LV{U-FyyIPD7o|^1nN#Azv zr<;&qt?D(4sWBJK(7kO@Gvou)FFpxPsXX|@Di@XTkWuW$y)#0oME+!9%h%|u5b>TG zdUjN>Vi37MERd@9;e<du#L-%k9}mBr8l+btjC%;4LX;FP@c$v}*qgD6IcI3Cuiur1 zSHr`MwOO3F2wemR^#kHQlOT7`sdx;F9=nn@V5SHUnU0J;Cid_wkM}j0x%MO5UsI`R zk}A-AYPDsvTMGKm_gdM734=$t^c^oPR)|yceiW6<3dS$1tKzS*f*ez;c-T7%7=<>_ zo_Nj+_P%HHDTc&8j^+D-pM>w@{Fk$eSyp{0uY67{obdOgDCphIx0=Pu{2F)JJy^$l zU+^C<EttSc`x)#rju71Ckw1aX^&GIe+08ieP8N>l37Gi2V1_hG@l~oKNf-u~f-?o2 z@MCH%&-fSx)_DaSlZpBJaL~1@k{ADB-_EdvNK=S@NXGwBbl&k){%;t!9s5|v=Gc-g zrIP2)ijt5@g@|k=Nu`XG@s%V=iYR1OBqXWliLA`Z%F3Q)@A>=u{`H5~;XLF1T=#Xo zuTRdKzzpo;i|_Icc)>kpaA5HPJMdBa9=`d#hIcP4zTucvfSEvjGsCDJ>|*RcFFxc) z8@sq_epG%Kr(C*8*U>$P9WwE93d<5FcxuDmFgh|5Ru+yde+AI|*(9Z<J|+!sS<hTo zGwMbCU3UZ{)#+g-yn}H{g#yp#4@+2($VA6$heee*F}T%{m2i_?0Cvrdk7yv@ruk{9 zU;Asvv7{eNO2YT}U_rsOg$`k=&SN2^4zb)omm}Apo3@6#-O7G`75VM{JFdF7MVkh4 z;)qlRaXHZ9xoUQ<iJ7oImSR~NfqXlXd$wbbOyC)9Cye|0*g$wAfL)=R8`_Nx2dh3v zL7!c5@0MQ$R>Hu0wuglR4r4F4({L$RZ;RJwnMLRI*Yy!{=-j@(x|&_?$V)VvjMa|{ zk%$t<#7}4IMllcL^Ut3OQDJ0+aGd<TfG1?-tMZ||$G!iw6B>}OtJ{&^ar+z(p{`kR zMO%gpgwjHA;eHwT%gQhj*}wqK`<RBXCI#?1y?#KsP8Mji3s_HG`GGylqn#;j;sXB9 zk6VVxEZ~sj`a{(b`2a#@d}W>wVcA04)689x(AmRxdipaT@!I=#LDW84DB*r^fv152 zS?fBgcm8zYllol?$wrdE+BkZ!S5W|7_lmKEI#M8Z#;?w~br}<+ZPhqJPeTMo9W2vN zmxqK$Uq!-YSYX5VWRl*tB!sNQqhuKavEiK_ww%ZTp9i-L=9_4s!&iv*?x}e!cvWfR z3G*h_Z`4%4f%Y8M5p<85he_~pfFUo(N(h8DsJUm>dEj=jog@mIfiBJNTLQaiK+%$I zPnQYG1(ZKtc8`~Ue+%E;pV-ag1$l0K>7hKJK9)4lfchtsY>c);E-*v%VCO$dDVk@2 z;YX=-70%qcm13+mgyo7qxME{O1=cqWtvkKB!7Y$JvgimmSZ41#GgZina!C{CK2m<* zf}QcAk{8P{SI-_THP&%#W0En*n!Jqp#knes)+}P96HmpDo5_QzV9qg#QZn%|Qn7+y z5C^&Qu%fY-1)ORI|4az9;?JWi6~xskKv>WQlLgZ8YZSZVyWepU<;Bb4+I*rgqOEzS zEt-MQam}x+V5Gv&JGF&TQq17y7}jzelLo5V(zP$SQ`nB2&&p3$kWb9%xTlLT3)FCk z2#ZLTV(Yx7@3NODgkt++g9b@KVu)#d{@WW8<kR`G)cG%C>Ft$_Li>4$Q-oP6Ez;G# z8DwXzqn|GwuX@UWp0j_Mw65(cn8Tg(d}jD`(YgQobN}Z!@)tdh@eX>$01n&<JIr5j zL)s1h?fskLFx2C2^Y|DURht{>yiArxd!XdZ`b%U&I1PHj1DJ_jZX?C!<{X5Zij%{N zCz}7Wx++3qgh2O*q7_RQ(gWwQ4Axaic%rQEd47io$Pbj3RU^GAVP!gca@Q;twbA6m z;7$Rbyw>cFc@j)Wd=^@LNFwTk1uwW~GsB~tpQpDTh=89&%QvyZg0S+R9^dYj7R+YA zTbq4Y89WusadY1}Y+23o-pHH)B!y9STE}c+TD+0Xj%t#ywSHxI=_M0voR%=4FA)Z? zbzl<>OT}J?e{B6_(}s0VxHyC)(!)x9Q@d`}4&Xc$E->jkhJ{71`IVfe!n>-cUX_c> z_{+q-9}V9MLD+`C9&XYGF4gKd=!c%SokROR(x4n}8{1}qeS{G4J6V;t-DD9rG-Ymd z-DV(cGB3Puv0((7llm&_k-xAQ8xzg8Svn%2oqhA22MdgPCF@%?$iT?U(tCqE^uSub zC*;R{GW14A?~h*;haWBy0}DUckq=Aflj%n)V6XN!e?Zl=1;4Hr^u474{jtvn9e0Wl zzxQhC%5CsL-01hoJ4jc%<xC<OvQQz=_<qsMB85mJX-FwtXN6lDiHW@TksppKY0&n4 z5HC2@-#s^=1X(;oOG)%dXMb>VuHrL4WDbw~aGewea|w+OtUVv!rL4xO>nR0=+hdDA zI{2VwSSs(z_BTw9F1cr8mLKka-H*zuc;R7QJC~`fFfqIDQmE}FCz!r$`jcrS4D#>R zW_|hQv9}^lH@=~LZ7DrVMxFNx=C-5U!E{avGI#Agn~$zf@*(ez7Hiap@SSsJgjpJR zPU>=a+t1>xhmU&H2M%C_%GYtuwNY&9=2Ld#j&ZyUB-Q51(Oi65kzaS6hG6NJ$w(HG zf~>;d%qx+DxP9EGkZ%@qcu?sPJBbNSQ2FwDO*elX^DAx*-}=6eiF#MCeb*nsf-k&^ z{f}uDk6_xvH;W-XuJ**<D^n71%g}$Fi&~9&pVuSVkcHr1_gx3Jv*NHnwSXyDP#g?s zF5m6M1ws24<@t4V{WM3mpAi~e#rD;%WG4G8q4P%26z;$Z%j*J<hP1dqRY%eEkvy6M zwq&@o^jHX!@Y=O^^CBRAxmxK?gdE^SL|pI|8<a3#zgBmUjwm>~#F4|ijltt*v+lGK zP%}bT)p&6df93W-Xc_UM%vhGQ=3*F$ddblV(GT?S(6&<ZatfI!6g@@jK&`}-AK21H zwb2v3Ro;fJ=zV%Z*8Ldi00}&nsN=UxP#%$v^X8-j1<YDU=?BpK8_Zgo`0a@xly5Lv zeT)=FdC!mNbk~aoH=p2KM7a;bw4^ChVHPu`dGy{igB@~cEwSeYv@q)Jm2I`e3PJ6s zd!3Fj5X7h3u#R-aPU1!3XHyoqYq3MrO=cbMtk_*~M-1`SCH#WA+?k-qH$JIUZ4)cm z)p+fW(I2dgkaVk!mIMaLuS7=qI<|^(t{(zq;4Njot>YdQ%rC?UJ1O?yEjm?6y7}DT z`qlTx#?Nnfg4c-Ge|4R>uML|gY%XJNz8_Z`aSm|W@%QYFTie)!pEh%6nNUx$Gr#Z+ zgJn!b+UtZz1qI3%6269ah(g%aDv?<^R`_)y^ZGxOTk&PaPo@e{z;IXI>HSH_$F#ra zwg>XR>)9wrG$^x!XXmirdBZ+jmbr`7Oo@?Dx^%T9iBk%i-=!2YM<R}mOv;`5Bw5(P z-34?GN`r>-&_naPB*^fn*p*`{4{a>smQpr9apDB;fO4xCadq~da;iBeDDLUt;n9(X z!~PQSe3pFB+&1Hs(u8!<Yx?uf-xxtnSLuRPFyc!J`uy@JmxW<7zh72p-c|h*e0aA6 z`rOpNS94O3Z#BOpx;3jE6Kpoldg0fB6;^t*{p;Mo1cIN-aE}PWeV@K_h9amr@)+&& zA8~x}g3B{1^KB36?PLE~uZ8lsK5jeysjXs+pNj1k1L?qgkoZx4q66no%gMX<KoYti zZKVXD=Y1bFGe?DAkf=cG#uSu;8sa}Y<H&^cT*<x5O-GdA@>+7i%^$Qx&Tx4Z<u(~s zIHo!`-DWZ6HRdO`4{-w_Eq{LclQ6NqDxY$2m=!=p_EfC$A3U`_<o->!X?);C<nv=Y z1mFa6wFLb}`FgJivC6Boa5R5*_^T%eYzUfnA45KGdlv;Oh2TXjpWY#1z+Dh1i_%i= zW;Dc`3W3hGbxycmF0Zq+LI&Pr2|o9vX0Wvjy3SW#NP}xY_D<__{2;Wcbtn9iB(#Ji z|CxBg0LNIDO_`4|g695+`2Al*i7#i5%bN9!;;%dV60M?GK_PiCE7M94oQh1uI5SXQ zCD*LuzAH0vM=B;1qve8%5w{UTZ!w6qT6Xy|$qaWfjy7v^CfHpqX&z`H52T;7H73q2 zIP0}yg<bEsp<hzD{m2##vH4()HdkH@uK16hb-h7D3}}T4cUsb+91+C!ThYShx4f5K zuC8MnL#%?Ye=lI#0R<`U>_Xtj?c|dE8TCPpY`v&6kp`<zn+7jYuA1ed?bkmIyg=Gi zPVMsIAZ}%qgN+S|@b13U@AvgDKKomTQHO^G`pDVRjs>mQ3l*Vfq3?Pzzb{+{4rson zQt57$`td@bne_HdHu8@=`etFEBm`IK9K^%}=?KdeBjH=0_@UtTuK=FY3`D$vNV25= z0<OXR^+@(nGVEEpez%N<n^;<{zY(z)?Ntv4eVwi4f-iMO)%L{-;2*VVaA9Q=-&sRB zn#afic@iWCiv=D?X=p)Zsz^U{HJlm)7I?dmQJv^KgBvy8uDM}M2YS^{!-GDNp)g6- z{O_@KEat~aN&!m`mgDWaE9(#=m`yF*wcTbXX3lCAnt$Sg<lWR2DQ0>ikc<BwU%m*@ ztYdi7w_+53`8cy*at|5!qAm2#bRfSVd5@Z#Aq}Mdj!GTM5(Tr5`ZG_yu|VUvRJKhK zA5rc0_Ei@0w^#->o}fJCfJPq4c$xxHV4D@4^=(7FekGr;yD|O66rRt<24<3hEUTJv zc%lyzOtN}5fN}*dyzA|@Sv#>s-jCLAw&$_fXdk&ToE!9aZBNgfVgPZUA-_~F5pcJP zIJn!86LcS~Ej+m2ir?Pvvf6)u3Wl5e#u9HbL$RdLMl#ZU?(kZzYFBPyUxuBZ@=#Ge zef3_PalSCj%WVz@Ca}OMbK3W3N%D~Ug2YTld*_}98BP-W&>nM1eo=|a0jes8Wn8v+ zft<g<yT!@}r~i$2MHliyV?-xCN52#tib_1QWH*QH71(DvcApcHl_h6AxrD*8mgu)` zqkxQodavIzM&PaRb9T~WAaw6f2iA$m5`X{mwLB8tj>kKVGf33Qzy-TFF{vrEXO}zW zmhhSzNa9vzrLWNQeC$MzXdnZ~30=DPum<_hno`C^)po*lt<t-Sw*6RGiA9-koGK8D z?h+LAUg(niB)dJv179qTZWVLWg9!DgS~x2|v5_-x=x;oLiL#T(E~pPM=C_Vw_=kS% zoY_sERrKEIyTvzYgx+T~{a#Zg8GU%kf9aAbZQpSJAkDYHAq|}~<>I?g?qT1D?9<1d z(-9kw3U{6>n#QVRIM}pS#Nle}E)#7DNigUx-^r0Yhbd0GzV9`mB?z&Rn8$m0pnjvT zish0Rkn;NG^}RTuT<w<cN{>7gQ&+bZtj92&8_z{?bbajDZ7el^iyO@U*(x7q?ZVcb z5zW$%ksu9D_r4wDhK-HmEw(<}m~b!Kw}LX{6AMy&DOk@3bixC<3nLT=rga*>{Rid9 zxi)&rwBF+MRWiIX1eyz_(u@{8xWM*N>5a7s<dZk6{pHijLr^Jf#;kFykna8<SRS2= z+x#56wSF@~*uVa=#l{INUFQ4c_Ck8NcEtmZQII~A{OSWM$`PsE-*dq>z8jbNbwJ(R zsT-TQ_WeNgd0B8>EI7(4fq3M;J1tD;d7van_CoyMaonTrIVbZ)QE2rGZEHHmK{$_% zzfwf`_TUl!hh&d7tg&$DAe%KOwCOGct$js*f7k(!fn*Ud@B4M-IO_k%GEZ0?i=YK@ zwumL`i5W~Maw2TBZ2;3*=U68#uHi54of6i4UXD{qQAJ{+-PmlZ*OwH{8Qh7-C!lHf z8vc!;#=ZyX-RuQDH$?hT|LlcQs}lMZ>_B*5!a)%>g3KNy&>uRBztP{>GMUam{QXtz zVuAc3$C!%mI1V#Hs?ykv;0acuPawf7u(A!48ZDKjIgWI|vmF{#w<(M{?zD?Pdfwdl z&LYV98_lbiMe<e7A^w1%jeooBB;pb(+P80QV!g7~A-8!XpeO%A^-Q-E{At=ySVDX0 ztkSCys)F1^=hDWW@x^7#XX|&TZe2evk?NWI9z);jFEdC<pTtie>7}bRkpZ69c`V7{ z6v)sF_bX~f`R3LyoO(iNet#SIGs;hr@Ov`(h0KZkgcTO<jfL{C>xB<*$em4W?Ny5@ z?Q8VDZMGRW`jZ~4Z8j`S)FpuSgnoEK2P4=_uS&PS;{pX{xpP!?lxH8JxtVpC7m}r; zs=Jku-(lS{HpxyFE*r*6mfRPGlhg+;(`4ia$?vw+OkTn4iprnHUl9VUu=O8$W{B(J z+qpAzSPld><qoj43lp(7?rHq>L~~(a2L7rZ-FH%XdUl&F`1fB)ACA121oA|1TdxN# zc)YB9O~*?E>9g^Y;;1)P7z)Y~omh#NGR~DE=y_c7_cCw%8AW(7Ra)v(jPk=jLFfzv z9Z;%EJ74dUf{XU+PD5gnkf8)snLkA#q{E~*?+eP^?>$$cF@bVPN_QCITK?c?jz>ux zJhB6<MG}5YB&}kmbSo_b?ffA2z=^|61<fIo7sst#xPkh5Gk@&ROYHFT3c?9pH!{PQ zS|X!o@vm=>9HKJsgb#M+XYUI$gRxXL|0ox_E==r6X$A}k!?k$1<&YrwK7yAZDhmns z<LxdwZDC8yYgRpXL}BKDQ;gNYZd|bPY(PfP2&Oyy*z(s!UWn=(Eqrm7h4B1O_VLU$ zW?&2$v77V}gI;mc!CmM)oNidVT#a;iMS;s(Bb5SR{(k1t(L>^}qw{Z&9@?`#Yig|c zRkwiooOLs@>L5e@p=Fu(AE;36_P$98{r`l!=FYwGr-GuAdyJ;dCgyma$qtbQK{TlC z^F_;Me5!_t6f(gB{?!{JwDJ5<==}I0p*?^v*xjrH<QJ;{B7K=u%TKU;H3)K?6N9b9 zkjr7SJ3x3b_UOb>ap3#V?@;}k0%5d6tWG0Ba3Vi6Aaa3+IDPr)nfoVM2%SRJQhygg zNOn2+>EU<eS4y_^zU9OUvDs>c!bgxlpP8$;QMe9Mi&R%lqWy{	~&Ah$9oXpL5om zpB9*Q#^qmIlLWg4&tac2I^q>}S4yT0<r=QP-DQdNQfsdhpS~-L!NX#K-?d$=a6_`? z;qaIs2=o<CC$G$7Q$=?oXs)vZyI?)l*>4MvEDo4_c@X8#hdf7um$$I_&IZj$MLsZn zQL}3^WCrJa#8v0qi_Swa4FA1+AOJgh#7R%a{@`~EjJ<*k(H^mLG&qcr1;{tnMt0V0 z;`=gQrW+zZ`obGg>O&UPKXCg`*n4FX;kJ?~VZcZRfz!Kdja7t!pxgZKzy1yU&44!X zmP44B$~*Jy*Ch!sE_+7nYrsN8ixdW#hH*f_in5hF@=YjpEOK&n$v{d-PkLFS64?91 zjV(0tLKe-Fl3eQ%EM8={>9(y1@%hA9tN54*92Ut@UG*EmW%#`I_9<^*O_^JCmuL|; zi`HNGWM3y<b^cp?#$i_Q4mo|2fqez9*VWg0$sq>WS(^H7C?_24>BsbDQwY*;zctiM z;Dcw=H{ZX%!%v(X9vIfNqyYQmSCXe0KWK0a_V%OPJ&97M7j5$odoBKCIElRnOKG#E zSHB~M_EPlAO`_Y_>t|!yJ5ESJ+}~^Ix=!@O)@Ep()*&hIew0xzm@tg_h)(7mN|?o@ ztENk*Yvf>W*pYwwhLWJJQ$BCo$P8}}EgL*66NjvSTf{q@0{LvavNU=B;CTa;m9_Tt zgxi#>{HaX}IJtai&}l}Tgi{!UoIej-k?Yohb_IyqHIT-I&e>MZ9S^e>rm-^@AEl)! z3xTP#>Gv}^WP*O^+?$@8k{~J*aaF^G9r4M|KFc^M2{mqSFK;6~&eMrWBI<<@k;5?+ zuJsP>8_Si{ZgY@e&uoh?hXWg23=?0HvO+n;V0vLcl;hJ;zsl|=^b0FC{or|&Q3M{( zJ>@L1Lq5ed@efVgb9k2hd$|Bpc0%Fei#IpZ*RdC>j}4S<zv9APiiek?#DU?XoUTv1 zG)%_eGQ#ug*gans70tI?Kw>=BB(d0!TT)s7DYxtZ#q*S;J%>0U=1fZd%_9_GR=NHv zA&MWK3qWN4)(G}yd@RKA3^&Tzq#l(LTELPooJ}hBXMxwrymCL#oTi&}Jab0(54NUw zGmT4_8$4AK6aaC|P}HvGKW{n6m%h3^6@qxq(_AW5wG4n7Bpa~1OhjP{SDGQ>ij3T1 zjjiBX$4(a62dW|c@2?gAucA|ekao|PyQOsp3^3?CvCxx+7WIHj0<paCd%)~@tPm%> z9G$*SZ_EQ|`~7^&s1r9{VjS1J#|@q1!>v0}p6mCGjq^s_%NP*H&pk_7!B@U~nGob0 z#QT`r_d4{A;4Sr;nS2dXcqpHV^I$I{k#4=|Fp1ueyX<k5OE>vJZaHncB}5Q1b}I!r z9_9f#W>(o}Xy53NsTw@mK?C)ARRUi_hOnmx+mB8tFJq$X91DTy{NS}OS=_B)8n+)( zyS0{(jGYT?J(~Vq9PFK*>g<>NjrHwr?bW16!yHdv;*ljLV(aHmVF@*qTOJ))h&;v( z_5(#5nOi7l-7Z@C&0HL+sBH!DVcbAA2o1Y`0rgTUtX;TJjCcZ`CU;p%X0bW5c+zX6 zbH9qd(lA!=7gynJT>arh23qbn+AbN=aPmx6yS0ZP%s5S_G8`Pj9#;xb$$n%=;|gN- z@{xuIwtwB#g6Tmq{5#?1K}W!;ZjNB*Y|QwH<)h3K6}a;LAj{`ShgZlBxORT8C>W`a zTyZ-<1~amU%*nevpc8x}a9MgCr$(CmS(Ii#k9f~Mui;_Lx@8nDe4WC=XGu50%NB5F zg@^3zR)Pf6kMjAGvtlr+=cKxb=H7yD1=qNLazdr*>C#t<OW2tU3eiUo@xr1-^NXf; zRJiJG?)85ie>+>d)0Rpm=0xjLI{zXcv;Ep<hMRr3XYI#Lwl~X|Y#;4~S14~5(-vzo zQ!4<s==tLh6d*tP<s8~ND@ibAn2%p6`iFJ!jIbGLbYgv(({y_|zhDRXKFgdcTErS@ z=yuUo)4^CJMc=lz7H4yCyCQ4K0d!+$?d59Maq|5<iNvKzY}YRJXayBMVnOMdUG4*v zGrE*~c#^V$<(4-YZMo7zg!)F$`s6HrKl4A4fhHM<CMmmYj58A($Ld~1qdwO$1%WiV z5AC?9Mb+GID^ZZ%K{hsiONL01wCV)f1zgRLWx!q!?Y-t`tuMagfQw+ambo&AyVkZ| z3%n@>FJ4w3($A>IO(hC_?T-i&>~clFPR(><+nna}q3B%QUweT5@a7CYcz9@h#gdzd zeMJ0ZK|ZRd4n(Rb%DwKM(;2yMrveeh6HJY3Ohl=5x#n=S1eAz>b`Y^A6WLXQN~Xi( zc>c(4nn{lDxYxE)nEVC@QMAwKwy2f>bbs>N7dA=<<p)1UZ<z`Kh4;Vftk$$ds(fbh z_e&J0R&a>Vc}am87PC*nTmyKygxV<qElJ>OzOG9;&O$H*mqk(Tu@d3KJBJ2y5l=%< zg5~-(wAW!1xJJ9T7Y_+u{p~Ht3sY(f1z7<|7w$I?5~*v!?C*BG%4*_=#-1Rb9dl?d z5ps-padZ=-4kzu|lR|--s}d&9kS{W)?fQ7`Phl9__S!w6$^%wgF*PSxxe1)c{la({ zJ;X3yVTv6RgD28y<zzihSn_<g+3hU?OruF{j))gV&E&gx+ej4hjjxP&7qwtz3lCUD zuD0RkC7&f8@=Jk%{~g9?6)vJtnoY%EMg%khJLQfd4$H|2FP<Z86u9!f;k<~jAlweV zsL6F!2$pGiLpv3v;fw6#(SaHgOlGgwyIf%;#{P1;J)q%)Ru!hpR}rTs(By91M2Qqp zGs`V|By<t~uDz9_bd?dF?|-W5ejDk+`1iRo^gMdxC7ep<Lq{ysjvbO^8^mPB(mh|T zNP~4R=gUoTl;2N0;T$f+1|-ojb^hIqgbXp-(~h`qF&%McW`+N7?OmC8GL;*ISz?u^ zN;|Q!?{SQJUr4a4>1(2%1PPk!F234HFcVE5o^Ho>(u0=huk5>le8l~wP$~XX0?=|~ z=e2~F8<-)(TFIKG7{q%V_nVPsg7OBpl-ZNwAbODZvMJKT%Cz6c-QYu92HG{*7=c-w z&LM-PMN1Y)^&{b@e+a;~K7G{98b!EltUg-sj11!Gx2fL!!jO??7uP<@Kv3O(mqy_V z(6e`&dFzP?QRc$Xm~?<0)GCfC(L+Bzeu?e#d9ek2owC(db%+7po%;00dP9OR$d@_p zPcH`VCT^~#vPnV0?iuedyhxw8R+1fw{8g3dwmfxc|9F+wEdPqeGB%g3w9f<O!{$l$ z+wqn(h+~kOco6w|u1fGIC=^M-iI%bz{aHHjKa;uLv&jq$FHfB_M|<pRT5tDV%c3FV z{~dqRJIDrSA`?#QZ7>mfBSkse?*$25{sEq*EeKu)esr%yXbFYOR*QNGb=co)?oTcj z&=UF{p5og6bU@9veO{U*3SVyuO;vrP1?Sd0rdq^{%a^+I`bvrvk(98~U{)m!J1vLz zo_@+l6z@136oH-t)XEKw3iLjCQN8E&-#08o35$=bDi8AQ6s=%JZhx=@@3(Q2KGWD@ z0EP4Q737~VcV0eI{TExUyYSo!<?@ur9DBan@DXuM+k*ovWMCCi2{>6G0So>yjkTJR za6jy@gVa+tVvONIvQ7pAK@uG=QamUO*+#0a&B*^0On0=67x{MS4xH%Gz!tFqif`QP ztwrqbn(^eG?0JkK;2T3c%9%$sc+Z3si4wQ<(ho&_5QJ3eS6Z5B+~6&%JxBW=KYV<B zV>#xrH0-{x+YKvbB0^`!UmI8oLiWN%?f*EKfHO2;rnQ8NNU~4}xN{fnMedmHSZUxQ zyqzjSPb1zZbep^{WT64O$xWMkaUz64>ukiS&udtVV@VipG>8pe{`D&+9`W<enMTrn zUd2p?vrd-<A^mJNC*|QoQIIi7<<CBcIPqy?f7&ECfM$L*PtUptdww-5{5_fnIgOky z*`|`f^669GTQ{e%uD74y#!YG9_qeU6(jx)ql;->oM56OY(uYeE9c-{PuDW@SlM}{n z{p}Z_4q(k+A8+-g&tRb@&P?{n8`$%qj=N`b1;LVdd71Yd+IQ?tY0G!xA-*?-{7m$$ z#Z>q94D&PyK-k{D;haB_9#vhUO0O#e&K*aGMAJBl28VA+8v_C`w9O(WF)0M4kEW|D zXE|Y?SX-Pwdd{_u@mXYxix3-f_Z2iBjbPN6Cu^Z1HCTkRh%5a>B^G+`kV#UT6!far z{qskB0t@9^g1v~-P_7eJI$X;Of>9oHB4|EN{&mI2_oE#6iuGTX9hkt(#X5~s$NTZA za98E71B~G0PPw{zQHZ!p*(aEd`iH)pth={Eg&VdzjatuN;(>Ua(qSBoIJ&_lf0Pr2 zAVV+D^+^ZvGp;FPHShl6Z5fw!XpB*BU!pWtTq_GJ1Yxeg#ZBCt`bF}O<O6x<%RdEf zk75s4x+^q2cLL4#tk3k)qxgEu-a>U+ad_OmmSK036Qmc;cT~*_5RKNY?k~@dVIju% zmmZo)K>qS$iQA76UvWr!_p@#^e`nYX>1c`&hNRZSUF8hmbUffd*-gYxwzPDpoJ1V9 zE=8vwlYem~S_=k35$XCW>V^?{$lq5jczQ8x7(YB7o*MIo9sHBdC)htnKcDCJTjb>@ zEOD0DL%Vq(-C{W3B%GhHe*BGn2h%vFTA`UVD^CwjJO=mpwAS#vnmOx7$lsDky=_QF zKILHg<M$VBx3R1t{rbmu)^MTe=0fJL;y{|Fn>?2-0Kp|*{5Q`mV|>Z7-#t^gz|%+K zQ-iDsv9-@h)Z?}k_&YSeR8W-zqr77t|LvCpkbIuAp~D7sc9|5}7qoDg+^EtujqX3i zqvra5#6iBH@m*Kk9F}Zn|Fh{VC(LeZ%-?3=Lp-sxY)6#iN|6~^cM@kK{)9M^ra7pP zzm+l9_7e3Ne@=9ua<YKOZ=t%nGIW1*P5Pv>&=J|p*49@=W^i46VP^klW(f9ci_XRr zVFSApErRwm_6yvS12KbmZ71DZM9YSq^>Epdo|Q0%XX-^M^Z1wW&uy;+xZrd}vUH3) z%AsmlayuZtO{X-os}ScLHtS5zA6BNomt#GS-L>1;o}|u|_m8E3ck}NdyQ3^HJQi3e zY0U%lKPW%RZ#FRtQ_4hCHytEdoMam4U;t6Vuu=SvC}au0o9Gb`g3Y5pTa#<aMC0#m zc=DJDswT(2;LN-bawGD$I?^kIj%RqgHd0|#&uZYw%NeYZ>8$EP!~j;DXWks^stAHC zA79&f$pI_%&xNerl3-u^wCCtK9>}cvYQ!ol4wqkkyvNJQ25}qar8^H%f$v}FchrPP z482&w<-&O3%HD{M`B*0CXT-Sg@o|Cip;jxs^f_Eg-uC_T!3A8!IpK1*Wgm7*vFdaJ z%8ii)R=mE<mt*FvxX7cY%h)M1J>}~06|B3!CULq|5VF#*P(63A;?Fb>VB&Rb1fFY3 zq4(~^J4y|dE|5jQ_I=8e96bu5!%gjs8yv-1DGnD6G<XRs*Kn)Pw*1hN_xDxJ6lzg- z-EnHCnJ^fi`w%)~+K+Q`ANXk>&J0`MFKjKaF+yRYpW}ud3t><DrSDOw6ud8wczbV; z48$^<^IDptdDLY7A++;Bk*$T<lWhq&3Oqyq0uVn?DEF9HI4yBC$J=Z6Bs-xo$T@xN zBAEbPZLSBrJVcD_OFrct^Vl)3@%qchrGOznK3og=Lv(^#h8Ga8!`oTg@_pJA)^YFb z-r4?nyhGBQUP@~LvlTGPWXO~PzH@&Ta$Cp{v&sJHx1R`1KD$RpD=P%4g~X^!0XkQb zg+vV$=!jvSmEUPp8px%4&429%FWTo{xch6g850#xRA72V2KRHL$-kOKK<V-1*{Zew z>yM8TQ^gb^Mc>zhl}dp@;Us3Oo%|5{ZU5PIt9ktA#e$@PFM=Sva5MeTw^{rr)1_^7 zcUdq`FrpFBMSWkd<)51<^8+EJt|RD;xTczg!Z#Ba@Xm!%hs>RSv86Px5zyxY#lIyb zB43%{M5N~N!y}Bye-b)<9Oa+iGrm%^qhkVlM$WcCVG6vEeJ>nWMMpg1bm-iP^ti0g z{c)bkzwnqVLi^NgH?a>Vzp79MgrMzR_~84Kh(l{EhA|jR!o-1d3rj}aP*H4u#~S5f zT?2HiKg^HgC%LX)u{?|Rzn5ZYozZhan>t;l7R(ASq6GE~87e^jG1`OfZS|PpuV?Ev zEK(4Z`^x=~m>e*bey^pzLi;X(H>O#I+>piiNjU*=3!0=?3tp|vVy8MMN$orggj$wj ziY2;#YEBs6(r$0Y8va{BF%cR<cjL{lzYpr64`{k6gZ4OT7o9VQW1F#^_bI9Mi;Qq) zaK)m6X$}*PFXEnGMSi@6*3<3ZTk+<epxt-gea4i+Ue^`>+`wsG&}Ce|Bn!;%OTTEE zasxvrX*Z{q2oZ5!kz9@T+?@?~UI(#@z)+uJoDt6qF6O*pC@0DTG>;q~Muk^nDvBII z{IWAx6Sc&qo&#}vu!Unx=^ePAzg<|0I|*jU$A@*b<}j7l-`w=5qM-O&rS(3U5$<cz z$7L1>ARn*y$?yB5q58mI*Ji{M9@VfMvPPW5D)Usfz=J5C^)bV=E}I^VWmTyqN11@{ z(xrb9M<t-`?<dT}Q5c*L*UVR`qH{jio|x1YCc=K`?(@<iGKAmiJ7DIxjD@`^e(3Z= z3i9_W-#FmM2-Gt}Wfx+oD2G_qct5BeqtXg_x;Ag%?ELn1{?k%GcJOmcB+J3QZ~2~G zY8=Gk4Hc!e3+Vpja4aoamnBl7lH2lUl|VtxAUDs62HH-@q#sn^B6@Ed9@(g8f#gZ& zFPAEIf>kE%iyXukwvKgskEt+2{;9e@(MOxH%Dl(rJDCxGGESU*UULF->d?IE_>Tl_ zO0L>>T?L7d(Gq^Ui%c*;^CS8GzfEj2fO+RDv|qK}XM4tH9p!$kBD<g58Nl;1qj^YX z(jYi5)GL7Iuc`N=9m0+5a7f+9;|v=Wf<9I3j7B~r?TN=lyeq#j>J8abBE85z<FonQ zR-_G&rM+#r%aMZ^;pk$HCnI0f_Sp2{Mg}5tk9jRyH$Q}3NJ+TcK!#lFkWKRjS}<EU z@Uqcu3A0L`%`>YZ5rI2Y;>Go);S*i25*%fR$8y#W<eVtb__gA}aGeCfV8^x75BaI? zR6D<nmfXfj9HP%`wl^_~+@*Y-i(K&Jmjr*yVNT@hHd%dgp9F>2^_;c4l8|%hejQFh zy2E8zo!%X-nB%dq4BaKP4~&*S{IjwLd+k`gqLIP`uhg&3wmj#8t)g8{zw_z9`9L$R z!5Q>9!`mho=2r0cEo4(U<hQeakitqI%?Xsv>y^9FUg6gPhwL{Z%y9B-_LWCyK0mYM zHproau9vF~X{QnI-=CL>?an6hXP-K9+F>sf_#T-(&q`$jzbA5MucBP!=Us+roHWS) zN8u2S`^5_r^4GtMt0At}=pLraNDs9?x@Nb3PcNoTrptXh$U)c{wC!s#7KR98UUO5W zIjm77;3LGXV-R~{&vKm*%-LAnyL3hbEG0^u49j`J=vv9U7srJm@DC%Gkryr8D`KSm znIj1H2HcNVP5xn=*9EHXq4N|)dRSjshzVHKe7F;?GC};}p$l%Y{aE1(ZXV`DcDUnj zs`0I#ooM|t;<))%25vF+x>g((2hIXcM}e;buzaV=s4{vTJ72cnMH%@Dot_`B`+ExQ zSCm&+@BZk)rbBd|$;2su)0u+T%nvp&&R(kJ-S4PhWRIWLfvd<D;iqhDjP}kl<C={o zZDK$;yKuZN<bj|oyob|}?kA{qfqzD76MtuqPnw{8d9ZiGG4jDqoIyrin<kkH>~|9N z+UR@iE70JZ*xP|wP5EhaS}bCs%sS#9@6!N}=Z)-Al((%vU3#P>d;z1*hUr+xv|{qT zkLGI7`_|YmNRtk6*36>MoEt%U!9Ml9BekZ2z+up39(7F$27)sVd2<e8u901*E3J9q zvznuX`=xnoEw$?4pJ*}A&?@>E=PCjInWZ64(Fzcvk$pY~an;<{QZ_44&hL<c_Ltv? zN46aqefA#8$*~v4{wgy^=kNjEA`<dv)n9qr6+^R%wFTH_d^yHX)JVT{IatgJ8WrDM z?)xFW&CHjqdBh)Q6<+Y_+A9rX_D=`ybWY<A*OF6q{NjfQg)I)1|N9MNm$nmbRAa(^ z@S(j&78DBiv7CF<kL{Cv9`ZE}ohy{(4s|KAf_|6Bb3*|-&~8&CiB_y)!VZ5eP9gra z9!32?K7}9rz8`h=JtYM0%&nYdw*?{K#B{6cINIBCYlyUbuffE3s-N#<oW?}%{YneC zh4#KyZ>GL4Qb04Sgmm^b3GTX_aO}A*23DW_z18iIf2C!bvhZ&kx7Uq4W9l@5HP<|5 z#UfiV8hkzaq-QMd8#FZj*?t1A9vIPKL3-*p`U3{^TvYJzjtf>6L42H=?x~mqU09^J z!-I>62SH`(x_L|QD}I1a<B0gI2(--j7Z<xwU@E^_-<p>Z+~@8eOdjL~Zu;^YDg_jH zn=QTjfiWkjHtq`NG+}~54W$jXgY%g8Xs^C|)H?Qg@#gw}J}6gYxsxgH6q!h{uwJ^m z<0qcNL(e&Qf{n0cIQ9Fz5erzn616X`L+1l0rlTgMYgoyiEx#T$4!|~=uBP_!K>5Bk zwqC?1&0J45m2YDLR)?)?Ju`FI7jkRK0c}pglT<WNYr{>9Ty3&(*pHqI`xQR-A4hx& zVYMT!l8AqN%Y7ulhzytZzWRup3PWhs&s<p##0}68s!bo4h3x0z!Ql$xF!Nm`*hPVt zSk>;Y>%K~crubKk4f1?QCnz=arssy!`k$m6QUxH$j>h|R5Yl-_Qmmr4*a#`PkH-Si z*uW=~x%uB4#A~RW)$K4H#qvLIg{<uRfrZ~=7_yQ^JsMgJSE^O$h=`2q)tr4K;*MI5 zl$aV7f~^9ZzC|?RG#<y4rXEN@^7#GcpNRXg<3sn`-a-l};PS;97v?aI&CWMG0&;|r z{*aag>LC%P`KToFNetZ00!c|ZR4^z%LZUf<c!_VfpN=6;R#tD)9;v7ejN)b!<Qy$P z$oe@1vt&@=(dIQ0`8O{i*z9)lz3DdA$2C#fi}s{fXxXkSl^}lKUl*gqJu*aa;`>`} z3g7Vkh4jLVNkYWI<cRd&9JGW57jte?B0G`ocYP&CS{X`6d6ZMTn26Wkti{tZ*uYeT zd+ayr&EfdZk4cbW1>dj_3X}Asho#j(BbFQr{L2qWucqMue-@4Y_*;??mwJ9Y+63)+ zX+<LZuL%)7AH_WwwUH0++Xw9($VWZ6tXb1~i;k#rse4vAy@<`0=JSl0BA<@LIWbwZ zA6=gzI<2`jv5MWlM|Yw;qb3%zs<(mm<>vGEzum6K#NWO1U@N77xo!E{f%4z@n3?1N zC;ET2?cmjnk5Pvyzm~j)IbP`g@@H?z2se>`Zfc)RN(a{0FKzZpuN4=}mA{fPFozE{ z>`mYQOcJJakBIV1|Har<oYIX?(L=a*ZcOGm)GM<?>qSqN5HLh97fm283fx>${p>9T zVPzq=CYWg<@LcWKq|YK=Hn(w;iCYewB&SHrQ-5&H#kxQ~=UGfHc+&ad_6(kWn6K!S z3JDsblTWs|%EN62)xM+}GPqd}t{e8E&*$t_npjtjMc#DRx_l1#B0mt4;RdsqpWNKV zKSHQ~XRk_ykO?{`|0@^#FNF>g8yYLVtq8#PyLV&*o0tfu;0FbrLUd3%s!$`LD+Dx` z_AMr(_a;?}k?VS17ye|V(7I><aiJ<J#@tSb0pHG_fpSY5nCMj+`@N&mgv__%(?15N z@F6Ff{DhSX0n#SY{O`n|x?N;c;r<2|z4f?a_}L`3nY<Zo5s$e1$p=k-;cHmtwoBc~ zU*fPcNdL#)0(4%EBj=qB_=6vEnXYuZBn<X$UJ?2)7qLLugUPw6Lg2p__j}yLMnI3x z{>9t`Z1>I^%a^-3K*`{VhH(bscw8!e=4#Fk>QvT=lvu<k$bET0_dg}jj?&64F`LJd z9;K#FqjTApQqDg^NH-I6cz-7BF$4JIvVPUmS;kM=ttf@lk%*X^tEzuis4#o?fV=`7 zBlIT@N!7d2L*@8`1xsmO!h1TLeiZq^7n6Fs&u4N25AUbhr)d5xU#dK&jB@%xT;UBz zTKR$NQtisfM@G=F&P{U<;RHDUK1Z+qJ6>~TCMdi>1TJ"Hs21`ZE~@}8~Xhg~i2 z=uN!HFxLywL@Gb{oZRB@zJT}%ArX^17h5rFD?9dzS`N6ps?BNJhd8cZ$f0+&I0$MK z5673qEnJajOK{*g6HGj+Ij7aTf-!BR^co9~U<?1O)gBf%;}*~E+UyfX{N6gP+1l@n zM2W%u?=-ZF*xDPjD?_M1C2maY>XjXfnEV&p+;L|rcnLl^F}A`F94j1GZ9>Fg&|=yk z<g5VDSbD~M+3^l{Zdq9zKF)>sb++#=>i)wSg+he;#mLYo#?ks<kW8@iHs84C_ZL&t zAO#rhmVg9fJ6B2MXE0+u9j1kNximo|^DJy=&t0*ozyG*2%(6W39#i2Vl+I?aCF?PQ zGF=L_3vnE16>qhSAfJvCd&be|4j$sCHNRkJw-9)<pMEFc%nrI1a<ug5{S;KzDB<iN z2q!LousFQH1{D3*|F&yH;k%K3ygD25y>Rqj+==*zg%%QgF8Q0-yqb6g=`s%l?5m5} zTO$VF=8QI#5s$rNTiD@(KANwNEy&IvVIpMh%0JH|PNs=n3+Jb&BG8w+!_@MrAk?^= z*p_8xg!8H!6XARd_&$o()z6+xgo3*D@%Ppuz<9^>ur}ff%cz_qn<GwQ#`=X531bwv zuI`@~;>`;d`tARSyT}(;eJi(png%-OLXOOqNPz7%ra#_DUyR)1w_YAlfX-pxoPR~~ zP-a+`#vRNCW;>17KL#+t8s%1JKEVWXcV2gj*&zNd|F=~OXE_KK*ZeRS-HL5c{|lz@ z2m?D^P`@SWwJ4DfKKk%iJHE;wlb9~W4s)L3X$fb=h^Mo$1KEaj0Gm|RF+Zdi9lk=U z*|m+giw$xaOwkZI8txMrh{HH>@5GhIk2xW1=KbVyAL6}pByg#u2!XjF1M54|5H8#r z5^<=L3j`I_IJ}KIFbnt4t{VggA=@I?;DPQZC+gSQI|hI7wm;mDnL^nKpR8LGw^bxS zkMub6=viTiGCbWAa}v#+)<s*_SR^3pz&W{eaUSTxLaMY5%fjI_WhGt2Et<c+F>*u# z@h%<P7$g{2!FBXAs)C=z@_BxYgfTD?COIPB4d%RrkXe>$4a!f*zm1AFdo2Vt;{j$0 zM>g@hycTh)Wz(oP_ZuZlvm9ShDWpA(IAG~FO6ztA&SFLCj;@+XOmItRph^|-NWbxi zGrOSuX`h<DcBeV=!5z7>lp7%mrY(%Xx<yOGG4zZiqJ2Sgz5ckBP8a6kW1yLlMJ5V* z`uM*h&f|f&`er{#dT>yj<x)kwe!5`M2hO827}@Y*#lcQG*j|5mnich-C^f#n#%QPr zgyKq~h6nO{&z#i!jrc*THo2L)h==ZUCDO_HodB>uD(C8m9>PH>Y=2dH4L*G&e&ZUI zn{XJ@e&$h5g;+Z0$bk#o1ljHD?!bM`7&N;YKJ}u912=Lsd(!y9B*FAg{zH_Xt;`lp zmfgU}3E>jdo)ye8;HY(?&@6WBvxfN1bBu7qX|+!2Egi)EF=9EAD-635JbicU9l_^P ziXESn4&m?gh2I>v6N1Q_Y4-djWFqj)J7e2DOhi-L-A6&lhq~{{lXqO}WEduCI7mu~ zgK)m}7z@D-ts6CVUFf<zRFbxyNsn@`@s7<`QNFDP)BUtLAqbx|)P`6KD1@ME-@*wr z@9sU5xYn&fhEnoz6)SZbh?5I+pZy~ONjuAa3L)Qb4EKJ*L%tp(EpT|>J&O3Bb{-Y) zXL$&>eM&v=I$5B8UF}j;6*`COeri*@IDvU`^X;lTQG_@CwHG0^^1`9Ykg~x(q<fwa z_hS(ugIbc^>H#4(;v0ux2Ooy~Mtd*66I0&8CN2`mj~0<HxvaD2CL4NgG;2#)@U3Dr zyxYGtJ)3b3t>eAwBd8yXE|2}qHCCciD!j61k{|Tb79?3?`3XIPHS3dKX0g#5r*rFe zAs?E>h)kI`JtX8xiH8X<V$XEs4jgml0eja53)_90m?izfjcOq(X#A*HXf0#~9s3t} zG2-^s2h;7I`-J-Cx?W%E{_z6O4|)D`&;{kku1PBk+fad^U%MPf*M;pq%5X-g0{IbU zHiC?Tg$Qr`V_9|k(VS@Bkhc*g2Ep&#K3(U0jlD^(#4;ApT-6Nw&msPBgt)W^?XGF8 z!^F7c@Iyv$NqBM0e;xHi@twaonzV)e4gu!7szdn6^vyB~EApi;ZM<qEq4%8Sn!cwP z72f7V%9lQ%gVt03ZZn~LJyk<&o3ncapD)fhDg2EcK4NR;sV5{s%d0WOD0CAWn7YlF zAk7Pf4jCWU+!^7^C2PJ)TGSV|8r$9Iwt}5+(5XCw@(B@vmLvaY(7xU1FbhiyGmNpA z2mau##f`tr7al?Wu`_n07Xf>h@o33q>Nzt`Ld|a9+DWvJmSNIuWSo)&ukB%rB6?b4 zY0}krRF@BEvV`-8xw)ZyT$ej8mI0DQf;e1UxL|10RsJc;VYNi%@*UC>hIF2bX+jT{ zFt$0Zx0?INpx{K|D^){zz(MU_zoS?{snsga_s2SJHM(4F^L_xcd*o;NR+Sg79->pz zygiGL@OoZ5d}9&2HTBbdkevla9z9mJl;6fij5)`5`EkKa<v;zq=sa!9_TE{EVHTGW z4AcCHjbj|5lEo7ai~xg6B=Ub~pBH6+fK<&4OTyG2_U$O&;mh$RJbVKeo#9_QlFI-r zAqKV9Ph=sn^kE#yOA2Tv1a?0>6@!Z%dY~utm>296q@!Y!SRtv2vEoJMCYD_rmnKjv zMa<Oem?w12;?E?$2?Z&j>+#lqPg8zNKxi!`y*OwY+jf6?W#uC)XmY9_iw~6qk-Q(Q zin?=nX8@Z^+q?|ixqT(ueT@gGtkXfEyxF+da7W?l2MS1xUwC_|RSwR7kZpEJ5{Gkn z6|wtI$pSnXlz3%JCOoOK<p)iWum07G%5Ra}gw3ZN=gEO<7|A!sEFmEaJI>P<ARHwI z#gB~+S}=)%(}yFaMRAB5OwXVhu!*>ecZIT(kPhxA(rMTbE(XtJt)<!}6+vZ)HVTVD zy%hYZ>=l{xP+k_7)@?hB#c|Vpe3^{=n=#@~IuU=)?q2BdNHZ;*ZY|&&J<x|6o{E)@ zK)TD4Ub7BffVf@;-d|fO^Y})iMqFd;B6eiI?A8G@lo!h86YxDtON=EozU2Fe^mDD8 z(hM2I$No`}wWD+uyEq*3KG+uNoRNQ<;<D+9EM@-_x?D5Z#D;<Q+I7@dgWst$IMIn? zd#2p~lS6t_W&dMcz9pRc7{7hbG6P%w?~(6-`Z9hss8B!x`5rExsr#uN#RVEqgZ8#x zoyGontEL|=V*&-;!Q6L|e{k!{xSkaG5zLIroC-)c?;GM`|L)5Ty}M7UsiNM(f|Ymj zPPKdxvi$Ap7TWjwSuvc8^FVxbsm8QGJ6gg&l-)nIk`>z2wne$o9z6Q-N2%rOJOl$d zdQ0r%D5kDE9P@^Q7E-@Ey7C=b$5)z@0yE@jVe|Gs0pD0gs1km-la@~$)U0Xm>5Giv z^wdBe`zGYa2n<=yFPg)vr9Tvy<cYz}hN53ui2o}?^G5L$@=slKE+0P_%0#p=X*upd zy~B5Vs%&1Tp&Tl%BeTbVf#}HFA(x9dQ7^Baq2F_tLfGGOw&amW!G^bgJO1=yCH7tU z@>Jvu6G7S$_#nskH|`{BVz?T*fCYX`nlL`Gggb4OK7RXm5PJm{)Jh?4Ffb)G>t7~A zXtZUywh4vE()e&gL*p0zv2r$Ayh;r2nsGWCQt41$%hhPvLjnG~VZ4*ek{xzS?z6tu z#Rs`c(FP(&7ffL2O=Lff_7>URa^^RM!1?q2{UM?vu(Ie&W6#M*=#oDt*gfjO3qniJ zu|-NjL;Y<l`hy}MrDe<b@eUKnGAGVXNQnYx4!5og(s2o%Mc;-5Ht5KX&z6d0hwI<D z_1FHP9-CbSKYhojz`@qLtnSASNp}J-^J#EGXi?Wj(iJJ#^Iv^y-BWp(TiL~5_E7}J zVucFNuA|<Kr?)klvzsuU{gf&U=@J_<byIBUI_x8PpMAI8fNB43K9hHG3HKybk5kWa zK!W!vCn1!Vf1&DkZO6-DY_z$4-_3Wjz$w3WS`YcnLjJ4|@<yUwuq9=S|DLdcIjj5{ z^TqF2Aa}CHF~ko@J0Uaci}=u&5*VXkni)nJgKphD#!XmQ2xog)qVF%j|8Qsn>Qx*K zJ|Tp7B4>;D)@g>Ypx(ieb9_HV;PgJ5N`+}r;)VC((?&GcZpiQ7I4jBr1N}+SW$}y< z!F^Kib1x&YLBm2fUcP|&UJ@3|eZ~vCRGsKRO)C0*&3DO}%NXabz4d=@qWj`~d$oeA z2<SFZYqI*$?@@ZL{wk3V>5}6^e|GlaFIeC69vu0ERUE7{okQ<uvZH*gG1~tsCCqQP zUt7kkPqLjje{29ZeAE2=xrZ<uQQQ9f%n$X@#{cZQkNj6o<cx{S(TGnT;*<JmiJPdG z&JruDn#87zBr^i1mvCV=JAP6AK3qBYy0rGqL3}ZsoGPRs359j!d<JWJ;A~%B_2ytA zsuVov%`dSNALOpH$BVNPuZN=xcuja9>W8U%3YwF)#0-<fgJ|J(;`}Y895zUz56Dwh z8pgxkKCiuf37tRcrriB_8}Yv9F=xC!|HQQ)KUMm4RRm~R$8L@OCkrnovrfE5`M7-* z;WNWzZo+OrELZ=r0K}z~ecj(cC1&33dFhDqfDy@#+H+l~7w5*$E+6w{%xsVRHP&WP zbRLYz2oOLV?cIyw$?DP&bB)AsIq4@Jq4IH&&3hE5Gd1q+H(199FUpT8&~9NXXaCsj zzQG78g2l~lZCkjX%|u6ly%5~bPtUs>F^Bg#n*ZiZYs6J{Kao=N<byuVhns0d>sVj= z5hbP{?=kIS&t>u8N<3_C&*_y9d=RD_Sk#StfIe<3Pc&-~Z+z{C+Hu5N^xakJ&M-NK zIX{rD(Bfr--huNhr_jD^*Be!?gXfm9Uk^9-?^m6|M|)XMd!sr0(s&9*?Wh!7d$oP` zpo;+Pr;jpnV53FcX&>rMdPaEm;{Kk0IwWGauA=KIMF;{v2=MHc6NBr_Kb!utG~=&n zYnd!0#UZfYB6JY>^5rxSu?{LT!J<lzOAFfD@FeI99n_<NXEMJkB9Q-yb+Kzz?B^t2 z)q`L2vEc_71qkFrd>UmknU&?BBrLYHYhIyU#c-K;F($;l5Mj%x4Upi6$inN*|5}iK zA**~!WK9laN+L?i@ATjXE7q#===#2{+r62K3BsH4eFBGD_`v3K>Lpr~`_ec1A4TWk zkJbCe@yFhK@4ZL%D0Qw184W9=fu>ScsU#Ui_9_%5TT(_s2<K!)^vxzAWQFWKfA{Yn z@bcn$&V8Tj`h4E+G@?kD5k{tFlEoUu!R(Qt=WBW~FsSR+s<_BO5M7r!qhmX8b=Fhw zryS*AU+C6Nj@yzDnBee`P7>wzULSQhj<_*KzNd{(iL_x)nG9cP$sn$2)>z^TW^S-8 zJf(2+o+t?7-(~ep_+b9u^%(J4K^VAglhus)3Akx>rEVA*)UMhb{|X|I8~YGOkD~Xv zPuxjpr-_v~6r5&9y$R39u?aRtTu|3ZSx0w;kN9-ZODl>4@jIH1FL!C6`)JCGCxM#r zxN`8jyvxs7f!bC59rcztnkP=Mi7t=h`Xi?CR4xB-S*pobjL2JK)K}|p5arTEE($YW zks>EbyAN+xk*E-t@cM=H-+!^;(;rJF=Qu&tql&6Ok{#UlcclbWBhKe1^6iYhVSIyx zSHGu6JYr4jU#grO(Aa-<#cUY)8H>*PB<|1>S!>E3Nt#R`JTq~sM3)L;jGsREiT1<$ zp6>)upwGL#9CdV7AKELa3`OKKuVCz5exgS|Adb<9viL;r02U*CpDO-s9Ufcr_U_sk z8HCw7&HYB7D<b^r{c<C5wC}bG5g<mfVp?4XopUI+{3BsDS4|M?S;H@xHZ9<TasPc( zM7&UyEw{4_@pIU+TlvN(luxH6Z=(LfjdI{cWD~vUdp@IgGO>tt20J2QcZgPC9<%>3 z{`;^rD;QFhGEV{GDVs};#UDbwH3>euY-=uXwTyZ9E|Cs-gI2YBI_RPEW#fr`p|jYb zTTc@;j)=lMDc<}=;wa`)e|`OBA{#`=jXS2J^GHkiimuu!Ez}uo8j_;gaG4veX@UKy zS9w14U<k^&H=nTat5ZT86!j~AyZV0N2go(&*eDUF#;rl^csnhu=hGj2>;DgXHhX%( z%w_>^l+2UpyhsJp{MO=T<8tumhwG-P7UIWigr#gDJ^)r`NgH3p3*$u|N>Yd)?;?*e z51X-p6~wn(L%jjdo5zIJ?xN4*T|Tvs*bX){X4O1CIghgkE_S}Vg*aQzqt91Feq-JD zlT7cnazg%X+3&~huHYl9Kj?0Y2t!c+<_imD#G9*EJpE3v39C~2L8;9}PS7`sF3Nus z0L`Yx;gn0rd%kqOW6F?|fb3(ODzto%B=oZ&NeOZP^O=J`PtX8~+57|V=v(YzigwAp zDa2*8jQd1YI*JKOTjy516b5hFuD?GhHn8Nlt;j=}YxutV_xPjIkso+oq3?9v7+!gY z|9WCDnj6O4K5KPI0$4(gCn@>`f!sI5v`Rr1+{>hsHc(!BHlL*MAM!ELUN{l9{DBkd zP6+?~N;ZvCQ(UmJl-|Y~tHx9P@)vQl!#Cc@`}AUpCle3yGHzp2&V4Vw@(aS>y$0$` zl$$!~`m0I~amNmsnO<>{=7laV@4cv_6!2L|2~H?7fOHwdh`6ONRNITJ51_eS|Hr8o z@j4OW-XDFrR#$fD;{2rHh351ny#<y{Ec}GaxyxVE;@N>$#y{uAGAHO4o-I|rh30sq z_&0$o6wueTC1jn0?(L`5zg#QW!1NN+>NHC>@Ocg1Cc~ZuY-M=AhxAo651gf$dqQkr zcModcYV#I=D9fwK&+J7&ubJBD{8@UUmDRE-;%*nN^G3~v;_v`guGIQ>dV&Wo(_I;W z5?c5b+hZu|jl7qltSI3v4ema7Yxkr1;^p~({-HqhJ_PEC&VOluU1B(Xs+kJp?kD~0 zNBJF<#N4H~h?`d#zsnq-y@@&5<m@!=3KC2ARclF4sEKW6MPuDU1`zpvg`YErf>0Yf zdBI0n3Qk8|^h!fLMtV1K6MGkwTNffv{&1KQit9>0^@(u9!&!z@l@eyy77^g%-cJr( z`F#xkO$dVYowu)J-u%Pq_HO)EMI4-JD?;sH9Si);{<?Nm6mgMM3=epT%wnQyy~V*- z89**aIH(@=4*XxZ&l67Ncw;Sfu2mB?B*{vZ7SnHImGTvP22YnT8tYRQIu3j=(|uE? z@c9x}{8L|MQA7%~Calx=+qj6{%!5xj422-`nc)qyZPcTz3>KV_p&_K`Yex&EXowh3 z-g<G*D*SKNm#ITIC-EYm{M>>X58?TP&;H$QTH<@nO5>aX$|b)!+Y^NNU$qho4_gq= z@0V;#meF%gNDk~|X-9jMkvbKFN9VaghH0PELv~phk4c%J=%9hYlcw|XO>{6a-gZ0O zW*$p#bs7ku=7nnmR)079nz3(ss|Sq2xABB?H#WTOR<XztkKL!%ti(Fkv+E`jVsJ39 zJZ>;qfH-uO)bLQ98u^I+dvjo57#r2F)=qfH2Bpms8(B9N@RhIKw=Pp4PEe4oqH`4; zlvUK+w6xj59(~9&Qu84Z`T3l>&rN4=Pfp%neCYhOjZwQKo;r;Wm9<5UBEQjnPC?pL zG)JZ`h<mJ|x{7-T-s&m0r+}>a%bvc|qL6(5{m*F+G%rw8PE%?`?~DJPSmZ-{^m>kD zt{qt_IDRG0LYhtz7NdS=?{$d5xeKwblu;Dmo#LJ_%qb6Y&$k>iP*1e$*T?(qsNbnY z&U5|c8z#`n=;>&5U?r3<rMxXcTma3Z>l*2jtc3lfe&vqtE?%?JYCA;72<$i5ty$5} zul8F@xMsY7`wP90ef^Ia3JV)Ar6C_udyPED$|Yt<ahEY;Fk=G7G<Mf|BPDpZTv2vN zlZN<sIEa%H?JXuXoo`-u<b>T@<iD>VPwf<Oy*$EN3c7P|Od8grTyfv*eX{6YJWR~( z`x%EdJT>KIq&QnIPJp>q5IH?DxG-K|`-mIJPA;5zTZVXDSAY0WK9EFQB_86g*apVj z*Ca^2%Lx7gMG|@)Nw{I@3kv@BLA*U_MbuYp3s3s@nmsy!4KB~t7ku>E!i=SaV%d>D z&{izrygu@P`R{$1>?Nzflc)xG4^B`6YwNh+3<WjJC`h(<J(<GvZl-~x-6B>nob`hn zy-$uyGdDO)i9js%DGvp99yBl7AKotf4Zk(+*=;_!h&4!`|E%Z240UfS9la1w!h3<e zi|))k7R9dKqRKgmPg#d07X_oaY3=i^2bN2iiniTpj(=TPeJx&6AA&rEtCEr4UH{Kr z8Hrs+f9InCl{G~??1XiH;9-Xo%Xt2eWaq_pVeqkMb{k~e!)hLrUlBrn6~l+&VhjtL z*m(luJ|;Yl#dI=|)c)JUM)Im^mlH(c$fMBCX6YfUf~nKkM_Pc`&)U(S%#HdamAj9= z{OQ6*BF^Y_rV0`HPAg`bXm6V%-Ej1)#|CD<QsQ;0i<0P%q;Hmk9n4nVB)Rgi2;AN$ zAnAzqoe4Vf6y}{0$Q#tnJYU2Q(SBxp7Z6w2%Zu_m=lf~=B)PiEs4p9EpS%73%T?5? zbI|#ifacDu_cO8A$Pe=bwc4E#SHIwph}+=m7)C_B3N26X!%MRT(hL4A;CF+n-INGM zxE4>cwa;gRuzgcDSK4HWMurkSw==Rpx^<7~B@;WqA@^4<=8~{yXQL=Z%wyE_OXMd; zC$ZhcGYRsNdsr{^p+)xtWB7ODQ<k*I)9G7lDRHKE6*GVHwcopij<_7vs;}0F`X`j% z44zy-UNEJ9s*g3<K|H;KoerJH@>g%)u6Zp6AIpr~ChT~@Z5%a@GSNITr}oDoa}H3{ z6ed2jEn-^v1<$5dCUND)mnD3s86ayl5D%`V0F%k+j!UH^5O<3Z`fr4XNXuhPJNA#3 z*m+N5*L_kPgoUCzuQyN;Cu38WwGjvDUTg*Ri9{-*So6}GFBOc$Qu>~*7$XNL3m&YC z^5%vc?U%MnRM)YH9IxL2;T+JQ@kRIj?mVs_n7vZ1zKH`<O3so>B~Jd9^ZwsVJ|flI z>Qcfe7wF_)GM;N+#?$$AD%^6ZpiOAzpZr%r*w*Kqt2jD?8<p}uZk1cYb1PCE+?<e? z;@`64sXvs2zqRn9;!q{lsCI8X3h^@bVh2dvfygVP`n?i9Qxm-5U73#`i@_B)?GyE= zS5Q^x@t{V973u}^KHW`2{=5Evt{XiJkaleOan1=b;61y0y-`3E!n#zeG;-%LnTu67 zPg&3qm6p*Zf4=;|2cJ@|D`DiYXmy;O9rYLFC&q$qAr9lvQgB(JyD&jH=Kg%IKne_V zeDs~iDG2lU4cjtnMquS0OgZzD1PP7hoOvfvzUgRh%O^S1FKyCd+-qfmBuhE_!+|S! zo_yZvcVEOI>5h}#pg;0@*d1j#nkj_F-9KlWA5*}co_7xID6f3^Y`%)S>@Jp>@OI6% zw-4_wUg<Q%X`nScLv=HS5h}umeZ1O4K;_fr<5LH>u=h{N58aC*g9M-Xm~UAUP~)H# z>=iBuzJ|wWbXG(`vcqJ6lUxe&7H^FI<l-hg+`ZB}C{dm?UG7Q{n$t%N7(eioq6WYC z<K{x=IYEFn)<v#d9DI*xFZJ$7LSfhh&!Wj!jP*aBBAH`ku-|aPu8xfpdbixwKD|cy z(w~xHq3W$z8BchmFz+8M7q6w2+eKV}+wvR7O1Pl#uhbm#BT6uQJ$hJdmm7IL0$N%$ z(O&xw<GoQE#C7EU&zNxxaRHo1Ow?Vsu-m4rj+0lIfc~hnF-4LfREL~OO#g=N!4FEO zdODi1_bXA#vp5f7+w4&LfrShL_+E?0RinMdomYRmyV34y!9CG@felCt%^w_o#o?c6 zVoF|o;UH!TrV2>s7x6Wn6H#AKKQARt)tcO!hBzCQ<LL4k^(eJIJTohq#a#~GEIW$M z9a7Hc=l)%fvE)2ls8Nv;#I<PBn^orV(;CCU&*oWSctXLf{3#h+R65vXq(lP=r}t?U z7O{cw4O{hic9aj&G&LwG;fK<;i;uOd$$;%kf0ter6(MRzo_4vj6+h7@uW39uj~R^G z$_BY0ZWW!huH`%h@q)zl`y;V{3#%&eG76#ZiD0r$p#dvlW$d}Hj}mzv%~T#kKH`Mr z`cR~ckP)3F_k;v@N3rbYOwHLLE`l@f?b^v$R#>2Fk4r<jXx{TwAy$FoSO7U`BCUlB z8egTb>K|H0T<miXq;yHd_RK?Smwk#L`mp2kd3MC1VGx)08kxqdCnTzqCcCiWQS&hA zNW?#`<@_?N&k8+}<L8GIxPekZ!de}932&ZkOA$c)X<wl`=5NvdP4DFDzZpqd7<ciM z5B@9%RQ-$H2?CTr#xoI{FGx=KggMesZ|q^Kzs3{rH(a2faD+|Z>pJ$$I`rmPDJQJA zRStKf?_peq<@CFNSzJopV1)B68$r9l!&g_t3Nw2)G8%5Y#85Z)$P#H97YjT@a&VJ{ zf??{=K(z1TKmNpMJ9Zsc5V#T{s4NXuOTNlCe{SRBB+?W0J#yeL@8k+`Wg|p8`!o+T zF+iuhS8$&%7eRh8?%Uou)c<07H>%9S1!e*gm%g>}f%ab?L0Wn=H=W8>5qPkGk$7)f z3Uy~-pG3MV&kL{<FP`L;{R|L-1I*eH>4<;mdM~qvGj|9l%$g#7lXyU0!l_!WT?~di zLpN-b(A?+hO3t%xcDT{}bbH4Xc@FvVbmeRLfi`(Wy7wSEk))^F{0!xF$203SC;~~4 z-O%5ae10BF3>c~&N4$a#%S%BYwRnJ^TyX#0gQ$mo@^MrK58|Dw?2qXuNArd9cl&II z<}kdP`@?|@G7y#Ad%DNgi3z0Hb(r4~0r|(PAIB`YiPv-03V}N;Kxt9h@Zu^j{K+<J zXetl|D^JbvZz#X=`|8VIn~D-(#(j}jJ%$YQrdQ%#+Wf%ZCN=FuYluVFSyvL1IT>Nv z{*c$xALZJ-mI8i<u)~=gJ0T0iUr4+rWZASW2r8GnYp(ay;#TD@_Q$hmfIc8H>Y(2& zCRMn9=#1Pnra9nfSScU`mtw=7thP!6YjM{H*S(*Z_Zw%6y>p1)L#6jd?gc9xvNOs! zJ0k&-o&SaZnj{f9_X@*a+OFfrZroyek<AUwzkB5>!f1g-=**9ftH|$pxFu^dP8#A0 zxdL!B=dOP<O?TLO9s6`HP?r8W2N(wgcow0&!%+4|w|g(eLApbCX_cP@tDmJvEK-OI z{;bu#E0~ptE#DV+wzwbD;oevcxRZ_jl#WYV7@&jm9hwVy=sZDW`V>un<XJv39s8pR z^{LLCJd&GF139j{4YVkCaW(#^%%f|}P*E5Zwu;{Su?`KHOBazJk&m;U@+P{EALFQ~ z`>>90K0dqAWU!3gTiZ+RTtFOU?v9VvQ>eH4_@LL20=iGv%>I-<FpL$J{rh5t^7M(O zBb?zu^vGZHc;3fR6yooihPI(|+Osg}uRJ9sVL0+JNDtj(^=$n0V}COff*u0Kfp%yv z94%Gxvw;(F`h)DBqWo2qxmHKnIvY_bDyAU#UJ%YIXI?gTK)K(~rr&>zP{5#G#o}fe zH^Hbq7XA<AzVBq74^1*fy$T<W7ekxKE6ZK*J=z}eM44TZ(j#`U#xng3jfDa1>#_Sb zi)cR89zVv$i2TGSZ<EqTP|snf=fHH19~&gSdSL8~_9xd)JfXQNvV)1;*ywtt#|u;5 zXTMBabHFs)t(m#U9MGAaQ9++93|=1&)!hjBhigO@-B#r00ilqG`FGc-0VPptnv>Cd zsaIZq{1Oj{`o7hm3SohZ?_S-deZ)vOK4<<FcyJigWxlg9gYNLuFHci{7eMDIx20&# z6q=JHoVa%U=m+dulDYjhGZ!##Z}-287eqY|lSQ-E8Z4JK;?+kfZireA)jf7c5q`cZ z2&&EChrwdUlGrW*c*9-pDTMJu*?SKz(rpItX(;N;xQ+N0#IpK?5<MYfq3p(n&cB3_ z9})3ix#8lqbTYS0R$_EkfFznbgq@f9H57&I;60Vpj-EDRK%ijr{YxlE6KVe50`0kU zsn?e~PEdiCaOkTl32u0G*{?Ab<!z&%Bs3N7A&%2;*1NW1QV@|k$fN2qi?hT~l?q)N z!Ss!76~}1VVADZ^#=rvYAH5Uq{HEK*Lc$BQC?~t|$!`1oZcAL?crK+|V&NCg&UV05 zp_Bq>i*=$m$WhL{i}K2N4==pf8NK-xamrtO2t7#kmJ|5Jq_4XQ?cnv2CxvZ(QK24y zuQ(mbpU+f9sGhDs?-8^70^j}UKsY;CYvl|h)Hu;Pu_Dj==(CcER{05>^nhk`dHgx{ z<wD7$@M}E4Z8qwW+Q1E29h|hvEhx`jpZ8c1{oX%355ddRQsCnv!mg`NPf*VV9{+Se z6y`iAy1uMZ5xHk#@q5<P#Q00`9RB59tn8uirRNODUu!=b)K|>~^alT(c-_SZcEXyH zQ-g^Ac7i@KVx65hNtMq-Qey)~ngF{`h%?DKmv0e)=11o`!$#h};{wkERB}g7aYHV? zQDp2cK%DbPr<f?7#LbS+HfymoW4dmS{TbeqL1t*ES>1KiLszC;kEEuBpHa@&99qO+ z-SyVxj>|h(<B1o=1HuBJOns|5<Q4J|CJ5~)qkO05<!axDo?F<6#AxFLpuW9Iuz&7; zL1N%pn4p6n6}U*vuRlOMHA{iQV+Se)L6t2cmUNX5Qe$?U+{E8vKBh;~E9<F&<;F^G z{~#NPM|#%8|0W~YcOvZ>%^9G5o>|m|Rsj01AErIBK8;%otkONgnFz*MXTBqzD_Bb< zkE&egHhyC;G`>T91N$VVsXog>1%luHHC3M%gik!z{EvM^zh{HDg3)#KIrcs|9I5>W zw;Nbgr&Za*4xQBSW<)(G&4ArI&u=ea@=6u8DZGog!7RfCiR0`<neoDCq&qV){(9h& zr|S}S*45t7fD>_?<!+ST=bOgUqz(>UsuP4wLU360vm|^QkzXEO-NnMTTYd5NHN2;U zQQ${C7tw0}VA(la1|+bKPua)^qDK)OE+51RZtBmYGc?hj`&$k9McRE}&{QTr-@JvN z@pH%*bfSPFt)aJNBzlPT@nnCmG>#=D^F3#l6-1o8$1`H@>40?S<<wol2z+ImeNRoC zA7U7?H>Vf*L5W?sPNo#ypEHg;o(f|Ht-iOzG?U~IwY44x#mvwy`Tak!Ftm?<-w+W& zEMSfH-0m(_j6mm8xJPPdCDa33ei!`zeBW}233&epSMSK0l8yU=7hbX;@r`cdL!^;` zb}?=U0m<yAq8wnY+hubgi;jq~nhg=0V<41HD){F4i2`Hzk@nZ2JJ`><A7UN6jPOHs zjhq}40b=w9Tg}ES_NkKl(|M2rugk^tQ%!xCO;um#hz~W9+?&!6r9}owZfhirX&%eg zCRv2Mq69zo*21=Na=0LFdZq68EN&&VQWTlHf_J9(YVQ<~!}m_Drg|B9@TygzT9cf? zE)OP*Fc#B5v2?9Vi~mnd&8G3`V}(V0k=)ht)KLLo``+=Cc?kK)s#4W>%h<q{_us8E zC5XpGd@vDTlm#Nb_Eojk0+xW+;?pDKz-W8=U82!AZhP+`y8_x1tbYCpr%?`;Wb);5 zyIBmzrCQB6|A7M_jVNf(lLW`wamK_Y7Dza<?^Y_}5&RnzI>Ea{MGVb7_VYmZ3jN;? z?Aa~JKq2DZ{(zGVV8cAYN{Rf|r?wuB7+w<vPu$GxkUs^OE&O`;_9gPqe(g58(5VCi z8y_Cq^{?aJJ^T2q)yUxEs9H784@S^!G-7m3=Opxh2?)NfM0-N|c=Os=5r_|U{x1~G zA7nNAT584UL9wDYTJi`33=7p2-5o-n?Xi6m=OmF2oV!8iMBNrP&lrvyIyB(9)GP;h zBM_%BaHY>TSQOq?XrE`~lz`(8gXR|PR<KA8*&k*V?2x*ecZHFm4R19sThG&?fa0u) zr8Y-))DJ$K6Use<lOOip{C#;BzsPQvMx!DGckN!z7NL9b7g2n<)n^^!rquTAyE}!) zdg3(&G{Rt~S1Pf02IU<x6c3vV_hW@0)k;QezGJPSS0p#ykO*68o-Eg5bRXOQd@H|- z45Y4q4H-{ogDLsI)iu-yJaX;QAKZWg0!7B=V^MzROB<=YM4cSw$u*oEpReHL*YR)0 zk;^#Wzp-nEXpeK{DYNRfs~GIBx3p!#{$P{-CNf{m{$U4wlfq0;U*sAiuMH$E;gJTO z4_w;VfZ-44Nb`LP!Xe`W(<fVQVq4Srb$jMt{8akKNGIRFn6y-2*2&wbPpKNzS(&wt zC6H_4A(e=K6Z9fd@vb1@DI4D;bZHa2__4qBFUolszRqvL36y){^rfss$mCPvqPJQS zP;Wt2_?lZb2a(j9F7TIu5ll?m4pc6169!>4YI>K1h?TSxVUs>nnDng#>n>eZBBE2% zl;I9L46OZH%_~{O_Fs?m%|d&2239)ppx0cmu=_KrNm~YdpWP1F-$y}Ynr`cNqPaFH z<>dMH>S7!`y5e?yig2^pFMsn?5$Ec<>~BVb2b7)*8Ga*|fXe0$@esy;7^|GR!~9+o zR@%sHvJXc&2;N82WtVA)ahi-O_y0CAKfYx%wh;kH5)_QSh_Msi(W?CZMd+U08XR2H zBmz|oqwdN4;t+o5_G2G621v~-$auhoI6&PKg+*HQAbQW)izbf&a!V#h{04YnRc4^3 zZ9np$B0%o?(H(5XIlBD!DHh^qpj|2Dep(`GhSK>t^3bNHPcNJ3Ga^2y{u#!JF-$UN z{q3eX6Wkw-zQs`}0W%AQ=je~p5Seusyl1j^FnuXp8(p@r5y$sq4#DzJ9y9u4@;WOF zy;9_GirB?@4}4KNG(Lf!sXhLAIZF=ApFPsi)>*>MUVIyOc9H^e<6#4tJIi=8odvad zGKqM)W#21wl>_+X`IsdS(hv+rYC?BTBfo>8g~8K5bTF^%D#O;uPHZm>59t|*5NE3b zw7y*AC9cX{Q0NTjhS=DY4)3F)aO+?@|M_o-Lr&Jja#oXzNDTZU^&RoqD&;QBxS8_+ zy+<Uk_rNAjV}CF!&}#vAJO5k7C}b1k9bmh6Qj#8Is#zaf?PDQEPF~KLL%jZ&3Yxok z5DmfeVAIe4;3(!tsoThIJ&&>X4xYz#_@G^;{J<pN2DZfhKzL&d%^S+Mo-?3(>;7!= zXaDR_ew0C%XM6Y$_CmIA3P*gE!f*5v4tJ2>){^W+?yVK<wf07-SOhKflLyaqHFLn( z3AVW`XD;A0GUNGTx{75Jhv^F!H}I(LjUzoWQefWrZ-i@66i7R9n}eR)xW6gs*y+4N zY`mwt&}Nbrq~5;$d9Q+s(8w$h)751mWHX}XO%Nad%hSuci^#7_n=wMShWY{4|M6se z`ala82K0F?2dSa(NK&G0@h(mxg|56f{|nn?G?%}mCJI9`A3BQoso_PHUf;3`;$JXY z(68pO0;yd$`~3Tlc>nyjS$EXOr@k0iwGht*ya%SXP6aVQSc>-BV^_G~=dJb%Ngp0K zU#p1N9o$6pt9?ebZ6sKd>HB_IZyUSMn&*%w%nx_Dl9ogMB5#+hG`ZEX2-GvG3SAs$ zAOg(N$i6ev0w>S%9j8b-LjRol;~)EHaNZeTd(%Q5NRF;bqYfe``WXMb85TkFG1|q! zf;Qv_md^K}_&JKbswph2;}ih{Ud81D8Fa8@HsK*_!2)Nv_9nSP5brgFdEY74No>)8 z>h<kS<ZG&@S>3v~g4f+}-c<Lc1%V_^_XX5DkL_9UI?^IV$ZqikIGC?t?b#V~H#0=Q z)n4=VH^c|5*?!FNLVykAsH)F-pn0?WhjLaa<TW{`Q(Mr}zzXCdQ+ag{kT2&C`;6=~ zCwQu7T|YRojyn&<S+-TIW1pj)&%ZSiCPqiOcj)U7?^K7mEZd0=<jtS3#@*#7{(igH z8*0P{;%d^Os~_orx>+J48TG(KJycVZqUW)h+>fK*`FAnnd99nBbjUAZe2>57xjb~< zZCDhy6obIg12^g%oA9&03fziB(7fmC-o<O#>p0o^?loG@Hhk#RMz!{xPnbma^L{3J zAy80srs7-O!F2}yhy<4}W86$iA1pLiurBGBZC4+m{PqFKL6;nE(CqW+OKU)RDvfP( zNohuSFaG-52Zt@(?bK4imwB|8%pK;>ew2#e%~<~PiWm7NH(BHhFQWdT$yiBE<O(*q z_5Q)N#-DikETwaV4Hrz;S5%gKlZN^u;|8Ng$zb!5T;|QgBoO4!VX#P9!Zb%XbD1g? zfZGoXYCz}TjFS1>WD+AN);m|0e-;B-slu?*;T^o@O?Ir<N%TCZ{f<kouHywEr>}6o z6$X=cO!AbP$V1LB*W)SA0jGlQ!>y+x;6GdYA_V1fNz^N}*B`WC5@(gXn->0I+jCZ- z5BJyzcy7+)`-24h4XPY}{CDwVoYDCA6MH!8^Nxg5g=k-s$*^w}y+82&5xSdJ-itld z^=GPxV*|biH(r14q9%-zz25tb?cu3j|LyI+wSf6|OZ+f?NeRmJ{1T7R=L4!TvG77B zP|omXJweY*n9zh=n?dtyFRQ0M<7%vgzcvpjyj{f;&%8)EF2{y)+Qxk>CWCmfW<TxF zLq?Q)e?!G;Ap`<xQLog#@1guxmbb-I<OTClr(xt<#gbo@PmQDfyJODe{V+7|2<*E) z6(vdyDlHWQHCO3?SBmwK67tb|rf8=JNdLhO)Tae0B9Bjo*8RpYH#ShZPabUJAqT8X z2cBG7-oz7`m2(zl*`VEToZvXg4PdhU)dO+0GVUD7F6ShJ0q;K2xqifb-rx0lrx?xA zIH))H<$q&^luxe>{++|mJ+4eBndTr`LL4gppL0^%$uirJ<A+#3&o5j(Qt+$b$x>K9 zCGq8WF4a8xyBcVvR@Us}hDd{wR_qZCaqJs)s>GrYkpGT(E`N~~F1YS}9{Gy;69aql zZxsb#Hj3J2&yEhF#-3BY_#ps1WIS{Y`{yvz%k1vi81kz8)F=O_LkB$90uCOu9 zZwrnLio*KNvdB-rQGDHA=Jy&4@+c|fSzHj_!8?~ZosT4qW4sRzcsgDY1r`3Q+?gr7 z5N&)o<vi*ot&acM<2cL?#Vh7s`Pb<Pt3?uhy3H=0NuT;;4CTM|=*)y#1sGublx}++ z^1oOd<rsch&qf$luP80~QbUFAHN{SJPgq?sva34HO7P_9!qO{h!u`Zq;=UK+E><;5 zo(kh8mU^+$FSaO8sdcz+V4H+^BYUH!!z>Ww*IQUvLrI*Juoqok;{eX<i$<KJ227qt zi=HE$oLKwp+I2FD9HJA#&Obo@z-N}JStg^13q(+UewQHtZxt&|8rVe$UwW?79Y2sK zY>!W+kpC~<yn5V8NSy;*we}1DA<g0DV$#Pu8QCGb-7|`?K^`Fr@*XEC5lE-yE0H*X ze88Oy5K6`XCL8n`Q{mLmL+d2wO1_S%Ed(5<<m<xBEp>`NE%Flcz3m5IM)1MrWy5li zLpk#&<afUyF6#uDY0dN~I=|eGeLO*f_ArBqpJ9pxit}Dx!O`<fz)i_=Y@8ol-kecy zxlIR8vUJ3j$`Kb$%)_t;@pe*TH?^A%&tf`aUtE*BP;Swcce#I&2HrHCZuKcZIRh%M zxS_aloUYw+N&5m5kQfsk51KQBO6r}A6FL>x@`X{I83#JxKEoRN?*l#DVSD>Zx|k90 zDkeoa^n5zAaLDiOe`18P9Mfy;?;qTH=I4~uOA_FNpPw}#zGJOQ&GAQV>$t~Myah!R zKQTk?b?Mh(4k+n~VUm`nf&1|%#mDX-f9siJ${M_~FzQ&7(BmWyPSwkgSlLm(VeHIy z0n;+pQT5{KlQ?E*@S{;z?M1oCa#z|lbgv&uJhRvSgB*-nACeAmP2q=VjtzCTFJSML z?IX@~BL9x(sfZUO4gz~QAF|7^gt>9LSiW0kA_Pl+x|kt;&8UWwzcSkADg0f}{nAbc zjz!w?u82Q$MmI|)4CQu*SY9g_v~=Oe-73#LaHE0kvl`3->wobjhIf_6hS1zt&eO^0 z9y44}EvJr`lY~m+bsF16MnW!WinB|Q7kYahoahnf0or%d@10VlAnEdLvbiWpplkib zCt~*p<Mdb`FhTROpgYkP?=xtL_t&-<z65RK9=9u0>zTyBeE%Ezzs1PY{^|G?`X(yy zmbS|Fj$XoC6Il&k<3hk7*`lX&o*YWU&(5%Quz<nov(}oZ2gCh>p*x_KhN$gwcVQ1% zz$~i7A_!exLP#>@VJ)IW?{w=F9YuQ(N4WZ)WeV}z$JIM!f=I9#6ijcNECqT8O_UU` zEaLM|r;qv_Bf-}MrYh}D)T@4Ezupp8id`sQ_vP`Tgl~sCH<VY|i8tP|v(*n#-Y-M{ zf=Dq9AtNf;109kuH2sSI?E?lVS9$Y}GLIf|@6M4QE|&zc&DQT{>JX<&>g>KZDdSk> z(LUbj|9If8t6nf)5fjw3OQ$!}(L#f>$M2s`9H6F*Ep#moV?!TjMN_tZ;H81uR>u&h zri=T^+(C412xQV-50GXgcFhOAdgM?75i;3(-##59`32EfCbi+6{kt-kcPZg;kz~rC zHSz_<QBe1XBX9bn*WqdCc{e&*&aXi>ffd+TSPkV!!sL+L-U#g`Mt(rrVq}0H)}KDP zRD|YdDsCpvdrmoF(uV6?H8)9w%e!H}_A<1`U^$ZI7%Tw!p~AJF6nP=la@juPI?7#K z<t}~odlBE!yuHiyn?&>*Rmd8tE@Dpf)#*9rT#!?eda=C+%~?d{-v?G8PD=1kNB2iK zHqsGgijSl3Io*$<$@FEszMQQ|LT~~j{O8m(ofrwY@Jl;AX9Ek_ij34>7Jv-a+ueqK z{BS((_o<1{b?n@YxO7#6ZCpy{)vC1;;=?Ropit^UTsbT#)&u2?sk!g(ZRQC=DtmA^ zw!4Ns)N}Z7^B6nad~JTj^8+3DjW)~f<_+Nrlwl+1F0m4V`?Z#`P(SNw_?J8P*bu+O zYAU?M4)s7TC-SeIo5nKZQ;Q``5D!K%Dx2L<1U#Z_Hx8@sU}spRYLy(x2yy;u5y4I5 zEeSbWHu{yC@JbD)s?A2Z#U}B5YicRDXuXeJtDO~I6*xWieJTOJlYdyAq7;F&=9I8u z6*PA+9AUoF!3ODUE!8Fh?6BYW!+tM*2GD=&Q@Oyx4cLa-)-uY|`qtJ{@gx3Gr9}JI zjSHJt-LHfT-+pal0RkRzl&DwcTAn%lB#DDilvRCpF`E}glP|w1_3y>&s`qx3_+_EN zvU<Q4^|;roMC}fD%wfqtPrr>F6eaTQS8n_=6#~}nV8O_gpV(`eGY`0~4B@wqsUN)i zVhxj@5n@)gV}eN={=c0v0>q4{#m|Y`ix>k#vbmTNJ>U^<2;DLXI9kd4)B7?n5GFx4 zA00$}76-pAs#RWSTfAc)x<U@57s@v4f%DkKA}zjinT&9uM%98^L>8FsAIQ*#q2Bm% z*;>&m9Sj8<kJG*w#9n`hkRNRm2Eu{;+*ytttTXqQ>|Dw=Cdt-q6|Xmj#c+$+kWY~l z5_5apgO00M*nQ_%y{LIiJF24e=O-GJE6?#2pXC7^GvOy%+9W8mt{dU^8^h*KR+!N_ z^MT@eRA5~764qUiOId_`@;3c`A1ifPA%!wg)#ooaRMGyX8l^<}>1f-@{9hz+E4eol zguJ)nas8ER$jfr1uyJ&|RTRPtZ~I>#LOE2y1i{GVH9Tx+SdeoJ^}q^G2PhRVz&ha8 zIZ-@7o>_G(go_;Ns@7<#@@T+&-A3Q*`aZa4AjqloAG(+P5x>3?$c6exy(Q#PU$J&g z7n@PiBI2L7em(M37#?YQJqhU@!uD8y^o%6YgKN*4|F}LI5q5f?AS>c|RUhkAQh&9A zNs7%>P3>*soQJ~p#l<lJ?SO;txSRsyo>!5VK>HHy<*_Lqloy!1c6>1E&LZx6S#m7# zKPhNWwzmGSUKApxoi}$i{$TVKBKk%T!~kmf?#L!>U`aE=riY}+L4IYi>zozhUH85h z{?Awf&gDe~Q?Kv>myME=Nf;%Z{7k1N`i`17c+qD5-!uof^PGAbaE^`;4>hwVdC-7b z?rl%@RP;X2e?FSwDkTg?c<IG(q5l*9&R}6s3Qnobe`G;9ea8OAAYD6tA|^Gd(j4_( zu9#;>2aK}79b4L8WJNUa&+mg}Y$y{kNv-5+NW%t?UTm0OQDud1Z4y%Z-=QAlcuPUv zA2P^$^r`kE;<iqz&iZ`X&jFQ3xJ)9^dq&H4fqiz&9)4}|6q}(p2`0_x+07Lx33s<S zc;F@t+r}yp{o&~RlV{CuvKED&EAbt2Xzo`dL^mpj{O5%6rIqgP8EjtXL28Q5SN!DV zjbd-a<2rmcEzduJn#hhY%b2~&4-98NCcY^`dE@(4Bc-k=&ouogA`|79iXVP9$s9m= z$(N+5iUnaPW?G`JwGbuBgDl(LeWQm{_NHo-C)e-*+Lko-auRHCY!sb~qK9+vDBg_V zhnpG>!j9Ct_$;~g`+X#KX!xLK`^-oJeCnLngx!!I=ESVqIma2SRFHZw(P<u|d)aG$ z@+LRhV`lp04I!>4#ng>eG!KoaW*V8y-o@Pi`bkB+9KcE61N0|jXy8J`(UvQyN3Fd- z+5h8f8W1@`P9??12q)$DR#$uFAvE;g#5t4;iaNQ;DvzFjfnDOZ>mA(SGh3(`V2Adk z!zQhZh4Xj>Q%}<apAr0bSb4~q>m-mh4x$u5+?Zs6+|0+%kuSOZX(dM~D|ByrhByh( z5sqvuI=Zv1xU;&U6{{5b{J3*JDMY?I=I<P)zKV1pF{ZP@|6UXtD?|jXuTp@^+$z5o zD-)y!_EzxGl3<(LVEEamU97KPc60!7ez*q?**dk76K7vtbLk33`IXV0&kx}pUcu$* z`p=n~&~nkpeM~M2A=@))N;|WdAmzbWzP_*cxdTN+<;`X65%aFRC*l#w_#Jd|W8#JW zCqKpoS@v*Wo5`WWLS*pbSCPm!M>L<i@zCfAr3Cak=jWPxOT&~<<kRyi{6zMx2vyZv zbWk1H=iEd?g2<TKm+w5pK;zpig`LkXR?oThF*1`3ZkjN>dN{m+7e|=%lixyqm~-EX z=!e;$bJl`7;{f8YG(3KG;4Up(JM^c)Y=E60ukfe5gK}f8m-3`oaAvr|k$X8d2EE4y zOjmxqi+H3~Z902i+jwu1MUM8?CiaA3F<-8d1ZIq;hpv6!!1{f|K5#cI;Kw&@!@2(= zj(fpM&8blmd^R`y8@)<S#8sYobS0P%B;`H{FDHwF`-SM>Lo>XHBV59r6D<sC%cg!w z=$@^q80{#%K99G{uDXY!{Vsc0iHK~FD7-2aeRs2h3-+IRvSk^=23kC1kGlSG0SAlr zTkGdsV9on+?EuO<_Lhy=iVh6pNBWb0Go)}rTZZM6q;fF`dwq`~Q*RwRa8`R?mz5Mu zonDasJR=L8elF+dy%YdHI=1f&>QSd&JIH8?^468ro{uHNIS8t|wq*s9lF;vQwj)!X z1y%!9nDW{gh{j1QI8amwUVfvXKd6E@^fmQf8(XL+@!_ekumc<6D(-Ti{TC$>*&ItA z$HfUV-#OZh1o*(Q(&}T`MYI?8*c@g#P7D5H5m!c0zMq@>Lz%CVDC{1VRNSehfdfXj zE%s$H6Eyw|`}=2jp#914f9YQB7^OkqY}&*o{-@5Wtkjqm)L&!I1L&9_^QKm(YXB?3 zssDg9-z5RrDqP8}nyg?kJX`v*dl9>QC@Z7LcN!DyXSMc;LtMQ}#<rt$>p08xfcuW8 zq+upzarM-#A&flwtU~%>YQp@t2;Y+fB!cDfciC4q3s}Bqse-l$C8&Sy8q*PwgtrVw z&hDdOAWQ~yr7V0!U{7hj>RJz)7xBeuFXZyTA;o*Vm&edPlr=+F1LY^J7<*IVMg?HL z{3iJYc6ul}E7tgDoD<AkZ~Lj=Y{zcJ&B|p-3V@NRKhuS;<dED~o+n>~JVZ|Qd9u8s z5O};Ipsr;Fuj$iG-V$2ClCB+1f2qw06jskQT2LO)@Z+}`b@VxpdFFLJE9ony5*=<N z{FM`~2?{=vJTrsWg`fG)I7AMd&pfQ|r0K$pw6HCoi7xD6C5_YZa4ztUS^Lfu$_K|5 z4K5j6-Nr{-EKi*B5rtvi-MK>(3{a!n!!wEQle$~_T5Z30px$vrI}+XZM>L$g5@k3b zAaKjfJ)9D(FS^7^u<?NlW5U#sgb=uEr#xsGl7dZgUfDhVZT#Zj+a*a)(DRoz1P@-` z!wXyeYLwJ>F|YJy2CKC;?8{j0;RuRl%)0rEjPU*?j4^Y_)zJp!;UBde=SBC77*Gx_ zygH35+S<uhQwV_2CGsNX5acD?rp~#xOAZkhf#y9F(x9(UCfDQNjwyJtFhBATCB%zO zj-XQ&Jl)QAb6ppQY(WJwklDfG`6f>PZWV_iS{}2RokE=YL+G5cloa@%rFkR4{}qeU z6&fn=lL2;xooa`CB{*8J-J4`02ImWPmK2cpe$vE!gYnA@=JnI=rRRfLZ0<zfEmd84 zP>eavr)t7RRC!p~|3G^p;<?=@-(L>6sG5E6%5^d#AT>npy*~xvHP&2arpZk3DIYJ< z*p-Ch-wfPK{nMC^OIcj%Z!Y*?DOzX!TLcQ~KMAO#zWodxjpI-kntSErpH~bva3kd< zxy>3jIM%AR^>3UF{=Qq%VcM$4s}rtjd_!}&n=#LmgVraoz6*+BhR;Nx^_V=hlQNnM z<$QfG`jiPcWrLebxme-D{XZ3UF5?)c@#`j*NeAwWa@*_;i<nN=xofG2`#TqAb)KI_ z3iO-o4UfePVgF@47|}yLc2=Ke2mL>+!2416DX9_lOyo94bM3hxpm;A*UlMWUM`yrC zT$~{A+vx(XYnX|~eC`VB5A{>NHeuiE$A%&|@+vAyu;qgsQ@S5Iu_K@3s+RQrVR~I| z)=6u^#Q6A;_ep$Y@I<YVG0zO~OP}&<*9no}2ZiX=>sz8A%6t9e=FB7p?0OCVnkaxl z=>GG_K=k`GktfF+^TIZ}!jarhYuF2!7r)|PbfBKHTT}xlCy>>zp2{&K2d5Lh(iA9H z6)p)mX7~mkA@=mjyE1VQ`aztzuwMl3y<fe02hDZ4dD=CeIx`T9d*gb|y~r=+vYGAt znG!~mHa+O0cQDgt%$iS-hG;!5e$7=Dajp|Rf21;h!%%wQ+_R`LO#jy(y_yMbppMpm zH0~#ad^D>$`s3*Scu$?&*Pa0ku864SGYi9mKP~AO(ojBAI>_IjYY4-c`wzTcXCYcu z9x8XEJyYjca>`TL4eU{W+s4ljT6lF=bWraF83bC8Y{UCxfIjiSaO)W^!Y4DOpV*aw z;y+bAiX7B1uleeOH0rH=xHVs$-opn6?>$VkVL|hmR;G&IPW+G%#CA9GAUQ!LPMtU$ zhxkkm2hLBU`{hu)C};C4N@D8m?$sM;k0w4F6&WWZ0B5L$qw{Pxa7y`se2W1FsQBla z-S<oi;)b5f+RaEo45nv&IARpr>rZtE=4OCpk$mC5X<~3yxOk)AfE$|PLUX549<bT+ zW#GdhK4QPL?EEpbHznI2C*pUU8&V$oCL~U9Kng0jCZk>w*~BR+`AHJU+`c#E?k5KK z%_>Cb5%)mAM<C}<BnL6F9d(2C`y_6vc(_3MG!<x<4)Wkb$m6qM+RAu^1s<5Yml`pW zfl*gRZHzkNx8%s3a<bz`-1MLqte;T7J>r7xMbx91dr<Mp^W7R&JN=|%f}aiDGlK41 z+dq%Fh=^Npp?&y&QrnJ`u^YIinsY|oD%w|gb_rn=48W;d?)nVvEe%28x#(L)Vu!C; z&kW@cW~YmnsE|*HbWM?qS2!C>y-?tj9JP&~OJ|q1L(k22)^FF9{*u9?mMk}ir8UfL z^g%A`1{DOni*%7_rvaVorH)gw5>Okfl>OyB%2m8MK~j263szaTbeIs2uqaefF!_`$ zq|nPMlT6ULAo}ungAq0Of9^7tdEbFw^Rrp$*5U+5?JkD#RZ(I!^x3YZDh(LQ@hO@= zS->ZjH8xVh5HFHN_I-!*AmaU<_B$nBkNH1U=6-{E1KCsB3UftVAQ)gW@p$4VW_G($ z=Q$-8F~H5Pz}d`$_S;?jbfU<s^C`uUyMT>wXMDNp`iKjzO7qIZq4^-wwbHSVGi=ad zaUoCU7(cQ2OGh#24!XZIxMIfz`GEGYp16X>D&B`)vhrvb@W)wS*5#;qV445f=6NYm zXf5C6rIz`LeYSoby5Na;M2kv&-mOa*{l}$`?kJaZ(RwIxzws2N{O+O0u^n0<@|6SM ziT7Yr7Q#^<b)<mpkZ+bT%^KF-#1!&sOAzraqnH@Z&f}hE9F!I1{^3gTfA;WR4ltlo z=bRZv&);L2>ULIWkI$SLaD+?|4z;~34aU*)IkVWl80FahvGZBa1T#YHpBlQ}i)3)P z*WvY{%4IC#LVk--8tTunXphJs4u|Ou<pLS%kLp|?&-`z48<(c9HO}kggWVAm3N7Rv z(eoEk6)PhV#QVba1T^>Q9Xb$dWkvxvN4p*>t*>K4&9{I3l0)xHUlpZ>j_qO1oOVCS zeJP2W1?k;N<hfgVskTb@k{pJ%6OF7GH*h@s?`qwk2q^dpMe(@uf@@vm4<1eAVV~Q# z#L+_oS^AtF_b;kIO5Fg%X1gTJzt=CKK=}p}Fz4Y<Bf+Dk?#0p370lR;Q|?JQCsDS< zE8p{y6&}oR(oc#}q33r_>ZcRrMBeIk*YGqBxRDj6_l#)|t4~rb-$5P;&qDp~<M=3k zc-OOfxdJ^OZ0f$8?w5cNf<5wB2@5<uCe=FdmKPEn%ia<VOoWY4lh4f#9>~_2+rl~K zu?ntx24tIvukV0awxv)J<M&T=gzA$4>ylHq{#Pa<re6MQ2Hzl7812<akNgSV9=vL= zUNI2<2k27l^9FFL43nBSiwl@5uVvx?c{9>^ImLcoSwVTycD9sH9Mo={pD^4;UV!k< zmqI?`pnN%uH0wQv^YEMz(@N$5LDEAT>ixr*mC;}J+P|D|`Jp5Af9s3bVhcwMZnlHd z4L`rQv5orKiS(w5y4$#?QO@S4h)rzv{=s`{TGY_{n#wj6N4cyEDhHlPiV-cclQ|~_ zH?f3o;jPhK6rj(=m1bgzdMyJKKF5zDKDe7wO+zj%(ViFpQAZG8CqpDAfev}W+Ma9d zS4aDj`!(u$W20D^v>Rsg-wc*3!Nry`jJ#z5iK0(SIf#0}ZflL2HGDEY%K2)*Jmz%E zlE!yn7OT#0;C~%QNl4$53;1PD2{(`WpFK{m0E$T#FC$N}gXtuzKg~^Hs2XNMnZ_mT z*oWWuWxXlDFRjQut9=P~yfGY@#>D}$|Gn&Kh!%&6>7SoHco~S6mhW0KHnUixcfF$b z4Jxqr=(zb|P6(LGmuq$8HnGe+di;wY6Nr<U*&KBv1NVrv)33VPupC*{xuOO+D0}^U zsMwYkUY@1M;hIL=q<y!jZ>n;Ff0fp}1V)SQpAtM1hKO@KGaC5mI}MR)(fE?MJc{xl zGL+oxT<|Jd$?tc>5caxwxA9Z|I;L#T;-+<E0dtVqdcx4c2Rb6W0&Zbw-jmxMkn6~b zyfE>Mvncm`OQzoF1M<5T-1xhxz|ILdd`{NZ@#ENezqsu?OURp2ArW^jWE}r7o%(m| zI|Eo0ipH;8B!?xxLVYFV`#NoaUpUk+34`AbefU>E0@nkjHz(Bv;8R>By+88PyyNVM zUB1Ewmre)M|BDiZk7{iBD*MSG<UhUoy)%>8d6!t5PSk(Ds2&y`+{FakBX%!7KcgWg zk3NW;cizG(l?}!#X(sWMZ$6(Mqg>m~xDb|o`cs(r-Tv!3&5V##PpQA2!wX3fZ)=J_ z3xb}Q&|9fmWq7m8Ju@fKi=BIJptWs7gXRMY2d=VE5e3&Ajx#cm!DP*M7fuTS0Mnzs z5f2fMK}BkE7V$!Ln1*Jj=@I|U*qR}Oo&wq@;ww4Dsenp|Yf8|N8)8ay89puTVZz6P z3|F%Gfl&085z68O@9t28);2L9Db^i1c6S8Rl~ucl<n2Vl^h82E;(Sa#d<91|#<6Yf z%l&pd$Zz(w?1?@D7s$r>QQkt{@7DE{MD@$eFrB|(|Ev_9|Buh<tr}2)1(%9@mI*5q z=vb*Z=<-3!xvSoScTxYRjPvp3C^3|0jr2H0F^+o<w$KJS@W8DVKMfrR2^f9ts@52d z=2)5s&-}*Fdspjj$VqZ~@N!|=s^cXGnX>)9O<8+5`&TuR@G=?U!>FXp@`MaT8I<;V zBq<3&=R=o{zZ8H|0$=o*!fC+D<spUC^*wCLs<Yrj)G|&w`0K#K+e27pG^6o<_oxW> za<9yciVmDN&t>f4EF1A8H99HHNeo)nGR~KE4`S5{4en9D#9-5lt$`2F{f;v;e_OEw z6Reo`VMShQ{Y>S(y0hejuJ|Vt-->zMu0D7*`5)>F2--JZ@)w0c8dShC5+atg<<9y4 zKwdqsE3rJhTwwBsPBPe)17c6Vzhliq0hUwheMb;)&J33gZWHXo%;a6SZ(eD}?>~vX z+xWH<uTE+xyX3x!UmS`2oq=+1L!W+#KA+yg(ris<32Edr`<NNLeRLjs6O`;a-^N3j z)UVBzp?;;?iriFw3^&T%#4Gk@bHefuZ%3H~w8wfbl6jnK8W$9gsJ@T*;Ac}WpLl`t zBMFN<y>(YOVE2(k|JU_VT%~3;PlA&dI8UoS^k7`Y6tpjK<*iWxZH(8Dis&rn$eOQw zERl`)XX%p87b*z0D*H||pr0e^EAhFhX94T{cVFW<;!Zq$#pJvuvWB^*zt=OSpofwV z!>pf-*odC(sSCyqT*UYBa+-U4zcB{&B0)iUT4G*`_L2n3<@Y-VXx<kfgEyqbaYG5@ zBNE>|=%T?%@L{r2(Q{%z&OXSl{YM%cwG=Eaq|rn6*%Ufc4RNCKQ**-sCpsdH@b@|% zvW?Y*(iL=G?Z7tcZ(2T{;2{3F+jL2p&_JI{$EuDeJFLs)99}vyhMl@`e5OYN@kb9; zeh)!=+?*`uZQ(Y=38Of&uamh4pA}RL;M!n^JG^-#7wxC9yIPS7lm5IgqjZOTMgr0G z-?&ZPdqGVc*O(L8XrUlR-~P=hFyMo;jU_|t`pj_irSX#L5f*sAWqY6sar+jkxTU-h zf8Y=`^=PLuAEZ?!c8YxA2iH&hS#9GBn5dDQOgoy(XiokPr|PALei=Nk@Cfp`-{}>d zxQ6^vOrx9fY=5zYzglg!Ih$C;j+5D;_C0L2S0-x%afA7HXLAp`F5x_4N2$Ivtl`@M z2^8<0*olS*f$zA;7V(T;+HV`5*&*)PVEyJ22Z&!he%TyxuVj>7W|!3O;4z(wZDR5L z`0xF#wXzy4M5Jumyle_9><8_|fk+16RlV)18;yL&rAl@}qN^BpzTFRJ#A(btQ&z!c zhk7QXgF6q={U>{6X$6z&z;$TDdIjFn1Ml<9*k;ph%;Y}~`&JflLN<?|g(eH#!?T(5 zWC(Vsyq|6tcpP!7+F$>VqVo>t>VLzyz4zXGWmi^%^F$#<BtljxEo75aQb~4_@g)gK zR%RhO$H++8q3oHRy~pqU`@iezx_r)gpZ9Y=_x-w6!amc(QIqH()u1Je$5HXgxCc4R zP6rcrR3`9RG!|2dui|b3XY+s8lM~EKJKLT#!a$Nl(>ve2g}s3H$@<(Rz_4n+pK%z+ zv@M2x8j&tKn@9KI*bp~S(D6|x<uog-W!HS2JA4499dCGOp5cQo_K{4x--z2kbuD;2 z2JyvveJvg!{h6GJWYp6i?JFWxp1D2k#PwLqr$2pXB`7rdiw-_UdwY3G*1-T4i1$#v ztWSpa`bNVF=7S^vr@fuxL<X^gS+)31v;@#=6x>ajME?G(TpkCIjvgCoK=K0h(xr5- z<k&uAhm-eDMjvZk#ASlEZTS$_BV}aZTihbz&wn7U&mkR(zJhC3;PNJRQYIr}1m&hU zx3$jEzTyDpB~5ery=A;0(<8xrSsHxLm?TVoU?DbNB^|N_N`k4>{Nq9Ny!|a+9nkvB z0b)0<9r*l+4z8$L=LJ-4Va8fgEBs2W_>NQJ5nfCIv?y}o_|X5y-*&-S1NBfh49(~2 zo<wuVtv^>J8+NhU-206;G`L}8=&Ri$bPgR!{O<_e3N0MeSIhfSBLRgsLc-1*ltjA3 zQ(d*^9KeyL{ww$y+Eebe8ux0qVQ?&=luoJ+Hx|y|Y<V?+!JRUNzPv6hrz@1Me_jD< zZ}!Cv7m9#^R0CU==05hmZ{jc0fFcArci%K$=7v)jq_3L&$4A7`j$al-zLFg#kDZ_M zbJ#}T5?LePcihXUSN{XLU!}bL*WQ{phOs5MEZ6^`2Ct0Ff~TYCoWGFllZ^7ERbjV( zmc17Niqg)E881qLhc%qTj%pdd@bmA!i{lDrp|mvg8|lc-JU!)s7$b3Bo%RP0y)bNy zN)$0sj^G}G5)ys^i0_UuchBD@1^c?wacsAjvEf<&ilw(S(EguZ^P|iud}-d7jk<pW zU+73OKen@h5!)=al@qiOFJU&A_InxE4AU4*yH5}Imm21tF!K=X@>y4_IM|6XnWujO zbVsm+4yA&6GBU!hPQd6phYX}T`|C#Wu@h0HqAiJKOE_Jm=lOrgAFS`>bJe3_4l6I$ zk5Sm<13zw|-HxFxT#c?De-X2RlNfwHysb2a9c2`da7KQhk)BJmhcC#&Sjf`lSxq5G z$zE#lemsPGFEkd>yDnlRIcrWGo3C-(9^d4|Cn%q)bI9jBg&3?0pHePAht5BBMG{M- zL*zVaX;1$lOl0hRqxzCfPOw<gT{&=^8qRy=j(+AKM}330!kBbXPWt*jjrjAwnA#eh zsbxOmiG&|{Lbh6nO+Kp*xmVbVkGu&Zo!b+Il!)IcipPH9(KgOk-(<6cgWp8&Mgr<p z@KTzLxX%j#)-=0AdCB+)=l6wE??~Xv^3aD%<}{$7aH#QK7%3<pbZLc%dHh?&ZVv9n zPf#!kQOW5epUW&o?hTq~j3kfi_LDhROsONrJw2HME+iIrRG_}M3gOOLGt{G;wRehM zabOM;i>S2HxX1t^*G?pe-{mAiAN}_8Um=4c)2V&G|MO`qRt7)QqkieZeBSG{QV?J} z?e~gU!<s})j-?CnK!g&fA06_YTy@RvV|^zEB|<tY9%RyRHhr0*l$RUMlWe8`ME(@x z*Cl&@bnEf-Me!x~!fA}=DW%J#^9FY0NQTNvIyv#j+At@=m!7bdE5D-nA0K>{lJcw* z6eGrJDxdWma}wOQtMv!Qr9h<TZZLb#TTC`(Pg_H83mbl8eRHJ%`IM@k)+VVB;!eda z)h&qouO9C}`AdNnI11>}=7-4P=jzXSFE$$ZBG2=h={psaN^DhUG5^I&3!i&F`qqbk z(*36wWwnhRyU;vm*GC4L_QNzMkv~8~Ik1&et`Rd%=BRNJ{e$UCByh~2b7nb^_h0ZA zO1N-rVo+e35AqbwUCeLdA#SjU28JI*_Y!u4o0l(6W2<A|%$>=2pfx6X%f_7p#>^|y z{ZZd_Ku=5r_vvgr#c?I{g)|Qwf8Ir(dz%l)dLApZudZNs?QeKdSF^$7%jt1$>mjU; z``L2$CssIODy3?%L5_T*0dvv6$FUTd)Aycz9L8*FG&5?3IKbfEzgrG+%n&t^@<whO zeP?q?{gqLuxtlKTf&2~RcSw6*{NgkVYz-d1jG_Jt7Ted`0<KlKYtE0rS@kxIuT$>$ zCq`;wH^b}Oa|3Re?0@yS;U(hzuCE*}f3%Gs|DDyrXSRbGGgKUFnjXcbPnzspBV?fU z;hg0U!5=t<e$L-;#G5D`KFJgLX%yEsc-{Q-BI?N)R6G2pM;wyxX|O%g5JtLHcUHA8 zIShTUT%3OX4VNcRdl`6Y2cv!Iw7W1xLNwlU2#D_Ig?vQ;6B3<iY$sRx)yxtt+@#<c zZj)e#kE3K+y-vv26ss+)6(<CzL;wA^(T4O?Yp+&b8U+|T(=_u9`R>i1lq-+Cpd=`n zYih!RC?Oz5cPwD73?n_=ZXwGh0$N)!%re%C7)OEr{K}7AjD)2!b31Jjf0m%wTs=WX z_*P!Lv50u))n%=%if{QK$cX)vhau`Mh$wXAL%gr={KFqykl%vjW<=BDK-7z8Dpbg= zwT3O>K}>$g51Br9lg!F=8;`J4wX;68h^PNB-{nNPpgPVUL8%skC>NqaB6sm6mJ|Qt zx<w!IGnXG_Wv3K@<5!wOzOHjY=9gK+{mg#cV_nzP`i~GGMk(z-24ye_?TLEv8TD}l zrfFsCP=aLgwQTMKeVCO^B{>Qk5YOfO%|6EOVnS6L=R-UZ-{NergXY6j%&5C_R;L1S z@D56t{Mlp%_H|dmcI1~&ef}hPMM9LIIc~N1j-&y<=2>||<E}8Ao;or7xP~57f*%gu z(&Z(LvPVPI@+HA%XzH8aZPb6p(RTGxFFTA^f9f|_rX$iFtTgpnXo;~<?f!kq5iHm9 zr})M!1?-VDBs@ZVau!)lQ){LUEI2N3fRAki4=y+3D4-z+lU4a=&-oZ2pxMV(8SNQ= zo~-w+L;feLNqOG#BcueEU~0y*9x3p(OgtJY!3lr!vV_{?MZo;=R7N=;8{u6p&+64E z4MUx7MM~)Jt1o7JVo_}am&bhdjkY^5=9j+;e<xED8zo`)H1F@=lgbx!A88{_9_?hl z)IBc9`NewhR?HYKkUAD`WX%YDoMNWkq-4NWb?lJ*>NXxKx9#`+&I-OH90A8J(-HY* zu%NAi`fJaOoXq4ShqK*VW*N08SHbb(kHc#o5O_*v;J3#P&yo*}dtuuc%UunV`)xIt zY|o3PuDd*d*Ol_sEQvye!blwND9Yc6@R(&z{Ke$Umke(Xqn!8dV(nr82Z&6mI8^w4 z!(1<)Oj~-#4l36ih3?i%!$v!N&51<kh#oHg)p7$9jXxz}+9Cz7-v|gNqPbOE@zGwR zH5>S<DrGk!A7De8jr_W!INY5$_?ry*^>5VIw|DGK;!@-7u=<e<#L}W{nNEqo7}=+Z z5wu?!aKHSEvqv8OJq?A)W={C}KK!&j>a(2fp=7t7LVt(DgHG8P%012dn2if=;!?{Q zt<&h=IW^x*w^*Sf(qG$#7YB=hZOmuuN_Q#vb53dQAjvlVLETlCjs*4I$-Dn~hUTS| z-pj$B46LBOCL))P_(<J`&9wDnh)-7er$+ZL4+Ouxu5ptE>8e5PY<}jmcwuDulib5x zz(scVmc>&VpyGFFlo?@wKq@|u5_WDNM!6SWMSRAor5WGZbs`RoYUs-#(K(D-tdHG6 zhy*s|gcH5czTCrR_4;4W1-xQE`_1K&PE5h(=u_<$^q#W|G7L<k{<@^&Ob;)j{;%}P zL%VmGK=Gq`R?Ba0xUn%Abtz*TciQ~-odx+B)Rq=>j(%Liw4xlJzD=6NjJ(6_-^%g> zd7}5<YKt9gDKIanqH_l?7?U}8GF$-eYF^Ii`y&NG8eg+_9C*Q|>(oQ{cVvXU<SDV5 zqG{|rGkKkefEdVyZjXvPuV8Fn4Aq-uNMU6t@F`OQ4I~Gzm@g)9K$)b@XO>NFC{nt| zSCBM`nZ}ysxkZXXz3U}=8^p~G%3pn1h5BrXiwsj-Kgc03PVRnSGY9d*JG1$X+YC0j z;Y>4rsR`%1`LpolI~wR%?B$KdsDVYJg>6l-6^}9(CBOI^@eFtF)G@3{fCg96p#tRV ztA26&(Gv29KF}Xj6A6-m_N0c-qKKR2*(N7NHO>WFIfn8HigZw_apIT0FAGf9rm#xs zi4ldx9mg(>tYGrZMsHO0`|$X@Vr?47WsK&!a3udPZcxtFUQZKM1bYY8A~_EMP&?Y@ z)gHtL-%Wf5N_+)?MqNotV}T7?ygkLXge2gF{d#!kDjQ@aP}PPsQxhfX+lE?M%s?G_ z>WBXkc2KU3VaeNKhX-oxc%UB*+~+>!#A44utk;Fb?@@|@@88Mq<X3tyUp>0eBXiVn zW%eoi4$9k0YG0qPY!`rxc>}HkX|k|kPe$3}x{G5yRjMI1+%RFD9;bx%MZ4QqIh+R3 zeQPr39A?4-wS>Doc_bG|Hnyc}JF$b-n-^dih<J@rFDa*;3b3=fk?+W_jo?vCOSBg0 zd$^Q9i#B^B8FW?^r;>Q>U}K65)g4r9Aj;v<SKG)<Y%Y@6o>%1rulLpGLQx-`8V4mu zO};3Y(yUqM&aGo7E>J`zpggzY1eu_DHY@RXc3154?q8fWVP3|95&1d)SO^n$C-IC2 zKiKPcrQtZ^Bc;8c6i~EA|JF^E1UOF5gq=bAnC|Q0YX3&W;oY$N@si7eU~}<~!KN0{ z-^09hz9KF{(lFb&O&RigR42c3LYyS>ke0aw{tfJSWOp}p%mhYYo__y4`|#O+JCrV> z2SA_iy0c~BFDxJ<B&{!m9K7ibF@<Sv!u;#U>z9S4p(IoI-A!I5VD|vZg;pwJeqrDJ z`3F%LFgr{7#DoOo_id$l=1_i=a9Zfho5y0qZB(OJ5jUax{@>OZJ`fU#ap*oo1uLPo z<@DJMFg5O>!Sb1bkg;g}`uOrXCco2SvLH8taY^`-*&RXOt?C1fr~nwFZ20h|c7~Zy zP?ve~OMnd&j#qbvm?6ErNy7hq_Bb~1dWa{AUL15UI+;aEqWhhZ-Q?#|L5T7SOAS~@ z{Q_)$2Rf#|;bd_{_u%>(ezYjh$WM?5t{?pGrR-Ne0KOSvh4BXL&v4hnj7@RSPSCNa z*Ajv+Z#}8iUh{%t^~KFJ<S%Hx!8m%66ZycCc-p4>*6@O&TpxKWHsb!UUNhwY>StmI zCDkoL{-zR26K?+nJR*{8$F6f1V;C)J=<R1G>@&U!M=iDE@gg^?mf<^|5=`?(cAS-9 zs!u<9`yD00c8gY-3gxZKU8BwAxX8fbpMIW<3l#ynwcY)X67bq2nZgj}Rb0&8V)9eV z|N9Iq<#|^Hf#~D0#@;kxB;7d|t_!zf#uo!gKZb8$lSlvgX5XPDJV(~lPMo9$hil0- zf^1v(rO%019!rpdqEX&%U)By*@UT-+9rf=9iUs?7Yq0=xOk((-0$vbx(I`zw<|4SL zxQ;GR^MkDJeEJLzCsBBV>jv)wbe;+;4%kF5;Md|~sMMLL0m2gYL-oXfHu;;}qe*h& z-IM4Nx>zbO5F*{IqNfLCufsW!b#qwtT0n^Rf+z$PyjYnYSi=HtXWtL^Yr&2m7%kvq z6NV@3x{Y3w{IIe*-(Q%4`ivYt8t8mvBR1xacZ3>KqUU<^yr&8`WM%}>6uo7F0jGP$ zDoW%;YGqg+>EFLtb=m8qJUPg>b6IG#VFPiGbH^$c<mg~k&hgn5eUy)zf9^+AaD(5i zn4G*Rl=~cr|0E){hjD$BC`l1VK0%(;*cpEYLg`sCd$F!O(B(d&JXA{s8lQwdn4tVd z6dj#E9pd^ArQ`@39YkF0%Zz*TX_TO>Xh`<u+7`A(R@TABIEF>(^Xt93C<^R2<8j?U zUQm9=e?*Lo94x!Jh2K3U0m(C!O-d>|*rD)&o#z>h;C&^L<l+Ji$b4-3^zPgqCd+Nn zX&u4_`xOGF3m-|r<L6+1e*YS_WujQ@P{l%AJ;(2o!buI41s#l!qi8`rjjCK-jgbgu zeiu)J&Rx2`su^bz#7|tW8Pu<w!j*Q8tp`|1g5xPAKLH&1SDn<fy3lu!-to#6P7zYD zIxa@JEF}$BKh9FtS24rCGN1Q;He^KBC>!HC6$PA4xuG7PN(t%p7e}{|-!+VmrPPXl z8ShF__FlR`1@-d^^XW~DMDCA`pNBfcAg-FD*OiA6q{~#lNfTVqW=u9j^O6;!wxwiJ z4({L^#lLO&J7+MK|9Zv~o~L6;(;b+EFe}KueD<Xf^-iQeR#Qz^6a;125mWE8lbFUa zk;?A3B*a3|LxY>mLwF|k`vAT4KWu{i*5~t-B%m$Z%V9UQfC&tHu5Wd&V{As}tYTxA z@Zvw#{C)1*cz(i1pR)$bxYWd*cR@!v2!`a371HRvZKX^#`>4PG>Pcd2PP%9hVjhQ5 zg%scyIPh*Q1?3h>Cu&?{hOxbhU8f>5v<Dvlcq?@P<v!B%t1fhsK>RXIa)10J{#pDr zO8PBh4<CA7TSYn2-mp8|T`NrRR$6}DK8gp#suj7%UasIAy7_0XDUD%6wAJRa^o(dv zq+3}~&H~2gNb=9c%wv5+_mjvFpMt~AY&^k-6%GaGh0mQMhsguqgV_5ik&lOp&gT6V zCgQT6)b*VMSe_r{|HV&3l-N$B%yw;Il2@yHhwsf`%5<IlGpP4APTa#ueUcPD6&-x4 zu0#gwsado)x|gt6{=2$#kt9TfpZ@ti$u%sM^N#BF9}3uv>+XJOf^uzIDel?oBUs#~ zv_h;Q4Z%bEXL0p2FYr4pfBr9%ngFjV`9&)+D1J@8#*FTd7dWGya>lRYB!mCLZ#K}w zoL&C4Nu)a(x90kc>!94NWYgxg=x^AEQ~M3=sP83*>guQdA++E4eB_>IE-f*4;h4UF zm?+$)`>f{w0p+2;(uY(kBK{<uG}m*-C9JTnqf|YzAAih0+M+tb15UmVK8t)szIw;Q zhQcTpFUKtTHiHy#saqbV&b$`}1M%rC7fQtS;U?vyujhf#o-WVQ3NG+|HyIRYAqlXS zcf{Es1rIoHNY%l@Lzw9sHgq5kz|dPGKX;csjLrV`^(ht_7}~w$(K?E9;A4w%(>Lq! z!_8&4({FPUuI<i721Wz;AEQ~8&K)+QL95r<w48#V`B8gF&uj$$^B{+V_1Xp|eQ8XH zUj^w)e1YV)Xn#ov*6N2(H{xVICkhuMMsVR(cNtxgb<BTdR9%&p4xMXyc6K4Fc%nnh z*OR5}un@dTyZ#M*KPBUgzilyserLTKm1sK_&(S1iledal8tRvb1T%twf$pokc5WET zxxi)i5^<EP{|h>B80pUC$)Vvs%Xn0#l!%;5A7<pt7TC{${3mu*is#UNYwykNxRw%D z$T*)Fd=~Bh(of#hzcwibV<t}G%qWNZ^D~c=XeK9IsSNh0y1s{}co;mQsN2L>lr(M0 zcb2fhM=2I6lHA~^f7)Jhofh)VFVa}r)#7W-hZBe+e9$BG$|#7I2{^Qd-Zt~DWA85= zIyI3k0abU;mFJ*0E%k9u-kTv2i1Hrvw$u>>qc{rVp4;poZ1P1>CrJuIwA}I^XVCyp zOVg2w#RbfaCUF0H)*=>^Rv)d@+K$<CP?sYl6GkC>NBAb)CiXa3>mtWBN&*sCjBgj! z<2iM1oL%3L-kNC6oWN9o#nbjk9W$KAq85*vdb*Rr*rk(t&&f9M2=cVbls{Zx=>Frw z>29>Y^FgnE{|fH<^P5ThogPekb0<3-`S087Z9~aWPUP`%vAP2eQ}_nw$dm~A9LA%a zFw$eoN?Z{b(-bt@#(nt8mVXFSK^H|q(iul;B0o}rgl&<Y_%CTlX@HUwS})MNJ%Rd; zhDIVtBKFZ<fB#PWm?JrSzdLq;G(wPYO}+arb077&+{>hrIw=8%|D!(gU~38g^7rtt z+b<fh;wwGiFF-*sdk+1zZ{<dOVOeWtrFy&}lcRmrxeeFi*rZCASjL)$H?n`LalzB* z=AH59i0k)sP9o7$80c8EL;tRgV)k&@otOC=_Fm8LxGo<LDANVoFqd&alI2xP)tOB! zPY!Q2M!eQe2FX~mDF*0c+BP=-IgU$xx~&s?gOPxZXCMGSF^f$Pkw7)%2Pw1rcI+q@ zte^c)ENodAVr67@7JNlON#$%LsgfA%h<GZ7#!?azEoObLx7M+vW!+*`s2_${WE$tF z8^N_$<<jk6@PTL9i?rW{^Y}rw_+;K~K4L`e@*%z(B18q-bM0114(Llck*NED9L<GY zV{SWh7}@>>|7;ghcy-kHihc>wzc$;`6GdBbOTi%Jt?nJn^DBROS+WS>D8|2Qx+eyl zs$G=7%xR&PBSMDht~fL%Jr{1<riMD<$HiA)Qp0?lLS#h^3E`jp{pG_;TiA~bdY}0( zTbQNu*#3J50a$vMC^OTB_>UsE8gtPG=3ZevU9~3zIWK}g9BW5=V+)t>VWxlaTe_+L z4xS|?;@NfEZ@P`+FCASTvR9&h)N^It7X`=(l0xblb(2ZlJZmQRr1B<y#p<F6&mArp zpz2un(d7fzgZf=*XfM|47RLV+`4U-rb>7cCVgV5Y9_lP(Zr})<mQ;&IdiH;9Ro_&R z-^^_=$p0)8Yzb?+y<DUqqPcf>+sBu%8zZ~F&xp_>{!4GBHx>HMz00vFSLBBDu>~C} z&Kay_`9xJ;6gwO_z3?;VIR|m4q%WK-m<P5q&T8~(lE6}1tdZpLRlJ8MM8JfT4|HCc z%t&08gk!0ejIXmf;a)q}+|}qE4Cd6135}IvJ=S)cbxzw@U}(rGuRWA&R3F?Gi{=9j zg~fCA`rM#ql_>Q7IU7u@L?@^#N`UUYZ~H?83kc>7QD-TT5yf-d?Q>GJaN&1+woE=9 zv|aKuYnbGN8=)T`A9otYd!D$O>!Nv8Yo_(vVJj}MZT$8AX5I$AVN9DkG9(VYp&IV1 z$~=&x>2c>Q^8hY?_7pjlEGhA_O*d7efdV*+DStY-3&8n|TIu)B90Z~2t?)jp11p-I z%s=;Y1siHFmGWOky+?PdA_p)MusE%G>FR50g2?!486wb+U%9cFEpeEH7)$Fu%3m>! zqXhiY{f%n;Mege-Bw1b9vHsbGxF4cK%6i_Uu*x8I=~kWJvl|1rH3Mr7J>pG%uNFAo z(>9EE)p$^pS*&2KEkE+AcTivE>!U_vD5uJH;Cf?;4ja5@I(_vn+GEs`_3z1sZ(+?Z zoYoGCihy^ILHfik9^h5?6n~P#2L6eDLc$X(_`}4cPi6wh&!9_BCW|=Ku9rFje=!R{ z=OAa+16K;D)fWERd2R$-7f6ixh;pIs!nz-$&Mf0W35GK=Ssc(sDkqG&vl8#!D3uF* znV_Ur{CyDO_)Yo^Jx@pTtZalutw8b;1~V@DqelF2BYxla(=O_JR6f!%V891P_o|M( z5#@k*tDC(qBqp#6H@`P?<p@GWwRqz5>m<bY_F!i{UuFoD`xz?X%}cnnj5sxkA%9Ns zp-FzkNtmYX34LlN20b3Z`~N1{!J;xWkaT(%^P})xiY{41djDK64FmE4<`<ZnkS=2^ z`|ocE9$CkN6LPPeW*Ek);@T`z>nT9v*Ng~`^npm>BEv2_q=yuyx%WoB!B2D=-IOtu zh9h(*YT84{KtPYS_K{#8W&?**-q;C%t4}b+Q%5plAt+<|J_{ez*$YzIU)aT*^ls%p zqDH!%QSP!5@@3X#^_);ZT-Sxz;VJm94v+A+uDn<*4$}n(IW3u(;67)>&ck&MkmM?l zwaBF>lz}SFkE07uI&F2;TV@OMdgYmB@E-M5#+BG#SKq_A-rR`}oMA!xh^4T;w*ru7 z?as1zlL7X=R=N45kpK~Xlp|NO1+TUL${kd@h^e05RU&<WdNY^#vU3ME@#%`RKn-1f zA{wWe>r{|}p{l$aM^MhSHtX(`C_Bpe%PKGIa|(l+@70r)zM>%Z(QV~~#txpE&nFdw zxQ1oP$1F_%`KpSqlXLE&{M?N{C4o9!*wvwwd`*lEqz*+zE*1-+T;B9@+W9tI(BPfk zCd#2&eDJcJ+*-!2u5ksaf7r+5UGATeh(~@+uTlq*3Ta?SF}u<+Aq-t=l%gbIa$vaX z^-vwCh?ukfoHri+!yW{)UA)X911BB2wcKQd0D|I=_BZ{)rH1Py=27nYh-cOjSuScQ zv%9(Hz)cO?Lei<qfgAW!--)1wXY%l{P^OohoErvudQaV0Ac5bGJ#M$wWuS*Uoloit z9e6f!=I-dQ5yTP2a?t>4BHDjLiH(dG2Cw``zU)B(u6OF1NBFw%9?N4b1xb8huuG4* zo#TYL?zP3k$aet+K7R&0axq^u)Bo-#OF;^&nNJtWNr=dAM%*(Zfxh9>VcPU4cZ@ZR z>KITE3`fnb&mo<|bJVi>>@GWqJbC+a#76+?euYf=l93WL<EBDesXSn?v>@~1s4P4< z7IZnUe+=Ja%JDMoSi_d#itR<@mp5?Ynf6T)hYjWD69N55pQwHG$aZ8OUw;Lgk6928 zrmB~yPWgi?RBMxw&j`V|u*;x7-!_&J9X92xIf=&-j~Gwp@xgDyLtm65HnA}2YD)JU zW{~6*8)V6m0uF7TYbr7OSTX&E!sB*UkS7fdJ3Y9GH~&Y!r!~z?1Sd3{9yy74ntPwR z_gT0>=WKH%X2lL67ZO<{B>CVdKZ8jUIRz1)#7p|OP6V#x$aSyOp?PRnUr|k910$h6 z*HunK3oAM;NvzZ~;AH7p$@iWX`4PM5E_waKscBQH2DcfZDfY~;^FLZ3Li}*^`)L1m zpq!^eR0`TwZgVXaG7u^yH^N^~Z(}!;8YUm`Q$y)gS25?z2G-7!Z+6j<56(Y`Z#}$7 z4L|rJT^tqp;6KG*r!Ux&5{r*06-k5GA!T#zlPBr}4?2=0RbNC8CnzFZtpvCUMRmAs zP|XN3VMV!Y;nTS5H}X2sRazqM_zA7BtKz_-`}o<#Cx7vpTmO!dq1-gr)*sJAX*vkm zbY^Ki!3%|&Y=Kj0C?9KJXqWMek;rVe{9M8+0Cs8*8?*Vzh}P#0?>mf{;g;BPvtXte z40AK~^&RZM8lJDASYr<!YZ~>C%oX|97w;VUmBLS$3BKoR&|o8U6^4#^^K*kG*HenX zGzs|eN7lz&Zv`V{c}(9~*WiJsp-c6RtS~IOvB3C&9mtq`uWr2B!z=E5`MY+97fz15 zY)qd)y*4~COlnA{$+~u+Lzayc<_~oq3|-yBE(|@XyrzkIFwe}WB#R^eG;pu=r-?$( zsar1(Bc4r0FP|LkCrP62Tohl{?_sP$Vaz!8AS03Tm08x!5}l9rSqTxS4?=s?X{W)9 z3`%2OU6<+=0Q)_sXjjKZ%tpk@lNxb=v-Gy(U{n&~f8JMp5Gn~ObtRS*Z+7w0O7)Fb zzo)PZ6eH0wg{beUkJ43Sun9{N`eb$41l`N!wqbaJ!1c?DOnM91;7yax2C9^U!Y<L( zFDlEp$|$*M|3l<!cHt)&U$5X(QtxWwGN_5;k*<%w#|+@#8S|7M>8<0j{n>R(q}<S4 zGCZbe&O<O5eBf+F+>e;ZFXn-d(f2>MLdp{5USn1C^Tlk%LFt@~o;w!<D6Ef@nA0;5 z#`UapI`6jd#of|T9W-y|==rBVMSksegL}RBD#{HOeW$!q(S;$X^yDV$LncY53ouxJ zge`OgwB3>>1K)Qa9v+j~z)wUE&bEy2VQKu#S(~>xVUvGI)PGU}q+g~t2p=FP3RjH= z797{{7i9kVmr?If0L|@0VQKVS&>M>9{kM;2O6t55*e3@iOx-Lkl!>?n^skPcKsxb3 zxt{ZMQ#e!L$*)YUOc1uuRj9Yg4x*x&vS}UkKvJP{J6!%LepM*<<JIpX(3Vcqnt7X_ z@H$=eJ)edT@h%UBC?XwBATm~wRF?+Tv`St4&Lf0+;gd@YPE$a<#w!8k2p0Hp{LZhM zL~aP+y8BGd6!n;9@3O0gtzy~Fb^|?)=!pmyeeW+9xrrWoU$^Z@q}yK|>G%~z2T!UA z6Da`_IMm{_U|q=zsh)IgJIU?1&BJ>aZ&#u3Na&5>w8M+o(i4e8N~qWS)t&omS5?S~ zPw$v?mzOuOa$3zJoaww^K22mm8WT~l@#Dzj?E}#I_RT2uITAwo{4uE$t+kl28k3!W z9}UDG;#aH^K|LbM^sN+)wOEfWZmtm~3F4RZ+}B;WiAkWFz1&Gdc)Rzke=ih*8>OJe zoWKitIbLB7NDsOrz9dJ6a)tq;RIL;Ri<o=S;FMr28wk?=o*%nN1sUGXJ`IA1>y=}p z>!?l(x|=((Yv&oESi}C<_7`60^RMy_Kzb#OR|%7foe0R}>x$?;+Q%!zOWUj?5bwO` ztgZzMD^NYQIhUA-`iu}Pl|q^e^{q0nkt_A!s|H?&kBV(!R6nH4;<}jO;Bngy@TP<+ zvvYq&1G$K!KlSXGQJ%%}_tM7!^$o0A`=Uh}$|bvc;!8G&>*Y=6dpSCd3b<Y5)qXu? zgSSp*udFCoASla`ok5rZc7ycJGx{LTzgXu;63aAhQva3yhodND(dY?&uckvfR>!*P z6zX|nYkfjmj`V@MdtdM~0-#ZQ=<ls<d0=x+J~eE*hm|}rm~ehX1>3VkRSmTm47R9i z)p{WwZoU0O^44waL)aAK2Op#tZ(R~9s$(URP1WRDX3)8>%ko4}@e`h-$@F{W%LwLL z)%I_qfSh>D^F^P<fdl+q{YvOQA|CP=yZ>$?p3RSzshomcQsON2u=f*fez4ohmdZ!@ zfUq#Dn@xXEFBExS+LS3R1ZSShdwFsOFOK(c8MsZ0@^p9Z*k6mr*c(MX$WcDL^RF0L z2rngMK7MYalCg)2Tzak@gYq?0Qo+GvdQ|Xz<F$dG;TWEk@S)eYlZ*gyW-jKPx7f+T zi{%HncCkgWmEI)EeQdZ^%G;BB6PKmR-GFu~APM{XdjR#W#E)_L7tpd0)pzo9;e#*; zS86oKaY%sJ^j|MW<jYYKafr}RK)jTO;h5l%HQYD*bGGhSH-2A6cv7E*7lvYm7H1tr zU~8&8qW>w{vsX&X3m9@kWoyFAMHe#2eG`yY#>)xzuEk>$oQlwG-hAoL9cl=p*STtW zdmdN394Y7h67`gZ4}{#=BL|f;w?36W6@lgx=PA4-g`h#(-}J{LVb~f;=!|1U^Y>rX z7k6xzv6mqW*U|);P;UFb;=JTCEIQd`Lox3Fa3)d-*+mM%`t94zoro7&P9u>S=dy(D zU76=8tDpmd{siM!oS7&zYC2<^LkT6OF5GiQKQOmI(f_W!UBEc%za|XG(ZiresF3v{ z;xiZ9o(?Hl#~*&>p05>J!IQrJJ37udk7cgsw3%>I0FQHnQx&raoR{MFm^{J+<`N}y zU4PcF?@og)?$aV*Sukkvg^CO|*itBh?c~9pzixw3eF0Cr|IDYXM*wOMt7ye7@q&f> zhi@BFTtvPoU)KRNA2!boeACrogy<9AvhRy%;3R!S({EbT!$Qx?#Cw;8pdOYAZH_@X zW`{YRVs@lI1l;hmdh!aN=W`AW#dff(ZR`DpsQ=Xb#xzUy;yO0jz$E|UZ#TxH$fRJj z#0s>zSLB;-{+};hXW4rf@%KjL$DOKB-%sot8*|=$T;wH<VJhOed^{JP(j<?3?I)#% zvuyUU3M~rCn;$!{)Cc*D9#vux73JFz@ctjx&!#+{%1lLkqO(2KvBLua?RwaOy?*>$ z#?EnlG(QXA6ExF^&zVV@PSs>U3jPLxhxvHsG5O@g!>vpl;7}m!t{BP<ZMQLBc1J<@ zWtA<pa$*U4$MH2Q2i;T4lKuoAQE9{YSLbZ{)%oEhU--h&*J6;*oky;lw28;e^wix! z=UC2Sgf#1I5jYqpn))D_3$zP~fvcxc57iF$C+bQP;@7+gC8?ztwC5kWyeBn=RmiFH zs<1P|9rC4Ly7H`W*3}`r>?0?nwkcHc2C={;;WQ^<hgE#~rjraiCmU$Z4dn>gP=G8& zG0SAw0#>Ei8ds)I0-5ey+SMqJ*T<l(*^Tz(B5iF68(lO&nNHtfEKN=XK5efh9-ui= zB%qq9Z3{2fN<HKGmY#T}66AY-;2;P~w5eWa6oaElP3h&lXfOMrc)~Sd2eTlC8qa)W zAV_X-C2tk&VGAoJO55L7vEweK8z)*8ajU_mtVhg!xQvjXb3}6&nj=%R9BNkZnT1<7 z#%0-nr0YXPIMm?jWM1ZN&x$ZD@1}PZJ7k1VfYYrQK1s-VC>4rb;00HC@0&_2sPEnA zX)Z?!I|R^$f0ngm2diK0+IMWE;L8Y4{3P8d-kf@QFyhBJuI_=^_|Z{9<-Mri$q7P) zN2!HdG2$t<p2ZLK#0+75afTnFQEo0S=4sL8U495LhzMTU6oZ@P6RT!Qi}(+w(zW-L zY_RUXDMb4J-ke~8^VQ?ixVur~$aO=+*QEJL+G5QBnhVz68O(^6teAZ>Rbm1^cr1jA z(HT9rOy4y&s6@c%(W`yaqim3~QpHf-A`Gy)@QBMV6VDVp$>!yWekV$inP>WlyWPd| z*hEJHN@e3T?pn3uI)7NL-nj6BJ0Zf;@|O<;4)=!`mJDFUG5(*xMHED6g(=3)?O<7> z>@M3Y1Nhe$+|F7Hh*N8!)Ih#M1xZU5t>)XP|F`fPNe%L^_sN@hEyt1(etns$3Q^<) zoA{2Z`>r_nX&iRD?S=T0Q}rdGVyIW=08>_l`ZjKO`KboWZ<Ir}aS{?ny>2PzRZUu* z$e<wPxM7kc1vpIagw?rl07aB|@2EV=2cO7m&vroE5~0NTLGNAchueleUPlSMS9Hq8 zjL<o$S>8bIIEP=L6Z3lUbQD*9afw^@3+gROv72q8M!fJu^{)lf!<hR@z--9{VfciN z5b`?oP&!bm6sWg@$;zm1BwMn=W%C?QUJb-QTKzcLV#ftSr0RnbE6A_w&Nysn)r1Rd zecJNT<%e+JLo#L3Oh9Dp>#Z$Qf!ez__2Q93cmeHr+bSI;VLg`>A*m`18qylfB}$0j z9C(<{YvecXFRc6ay_^JiYMrrZ+oy!pvr8pQ6i8pTE^F!X`-FS%tX!L#5Q3j{`IXF{ zXd!F1+T^GT12M@R;L&%A31t5G$)40r!F^Ad=FU=afl<`{tg(bR<Ub?Z@E7aC8x)nS zlW7<T{V%R#^bbe@9-S8w60OFr#7}S*)u8?GAh~*T3*r-plLmGa)!^Lrno(S?(%>kb z8T$zB5iUi)KbSg*xX#CZUJ0ybBMexB(ycco;3C`abCCrSg#42Gtb?&IXoWPkz00Bi z)-SW<btoq=I}liwaSYuvWdu|2q=(^4FZIhR_66anC(Wkt3qi1JbWR^azDL&pDMO3t zAGknyx0VC)F<((@j*rdX#h1^T_gkVpY2QL^ZV=Kz=|=B3{z3O8`W3^cf9+7e&6cjg z2rmmf(_=p~f$rB#4L+kuH6qC0$SvE2d>=BQHecjU3J@eTLx!4-bZ{%@{h<fxsHfp$ zta<Ho<a3GYY;~?F!_W6OCUnG%V`P_-Vp1nij_U3y`kOO|Yr}`_b4!vF!9mfDt1Ii6 zZF2cS*IPDNW=r|J|BwTwzv&+y6{8?pFM5y}&{9GR+4hU0tZc;f$7ftR&A5mw2aeT7 zZExW1*EPO82$;a0jT$o;qn-!FlDF5eO$vhj+u;TR=_C;}zn@5@{=@XUG;Ta?N4Y?A z@0te(X`$G6<5J?PG-xUI*_8Q6f%xnEfn6gq@R~UEVb6*b`K?)J+tIu}&gNCmEyj#E zycBTDVFS-)I(*;_(&?9I2d#xI*ofpVSGE%pGkBJqMA>t653u3oQ2aEGbi=!Y=WYB+ zkX}8n;fV4Uozt5nFIiEZcg%coQm_W&zqac=^WQ2aR1c11)+7*(AVt1{V&IZRzA`My z1O=T7_W5rlU@oQbl*%;*7;YJ&)yO6VpXYLPQG2Ast$SjX{%EfAENr?({+9-Bahx0J zC*Q>ab^?F&o|A-#_S;K#cWH@9dmcl*OZ?#Ual=OXxD-%)QL3j^q9t~BFQrb7QV>gS zI!ty-ED$?tRM$<hgpYAgw1l5g00WlOnQeU1aPtr<1{WbC4jZ3)qDZxeg%wv)&qb`_ zL8+R9zDuZQY4HT#@&<YzIB302q1=b^N&0|=pW+ZU5^9y5B>_{hZ;V+Ev%qNF9p?yB zX-JKc4oX73EMtY~=RHTNu=owT()SkRK(bN(aTVqAqH?+-I(avc52gQ<Vbd&bA$?P+ zOk*8y@AYhEQer2Zbgu|V4Kl&H;+SLk84A$fsDCGSWCMF)`i;&;9`#ke?>K(p;xhhO z!rAmcq-U7D)!rC?w~Uu4-3<SjPC}eL;JCG;$w}1y6A11uT*EKQ?Z0yxVTI3Xo)6x< zrv|qWLBm;lN#G2MymF=*>3%1KOwX6FL+BLAWa@Kz7}77B&v(ej9Ab0hS{7GuTe4Ed z!X`?hIWoqsriK~<_tcJSZBf9=W!bXW-z4BGSx$RNXa?`1mSR792KCQh&EkIWd=&q! z-4VygOb%5U=3&<dg+NVnzdYySEPmCWHF_et1{V%f$U94qcwhn{jr?Cwj{0Tew^u4m zAY4V}wmmEie6ivqnGaBI`Op5gY%ubFL{a#9#LeT{Mh}dZL?{Vw`Vx|7)yRL4q?~`N zhKne>(NaD-CJELbuikBw69fytUX_|^a-wvAQ@v`49cb)H$vonbf4PfaAlq^u(`iag zonGP~0(*VKVp*kNQg0?S;PnXBOy79xKSxd?N2Maek9r*^Bt6QQH>$DOZ@1o`^%sKt z;>oLXI!uH`;PD^gc0;)RFNeyc#ZK(*JHIb+g`^<6AhVWdkMb%Xy-gw-L<kZ}74E4b z2{6d$Pt<cn+*W<L=4jmx?1G`9sl1jvr0y-}$=ziJd-uPsv+t&`)}7j*9dnd3!aE$f zP`*sQ(PY9=8}&0ap7O6M8^T7vP-Ne_z(L4!+*h@lnZgU6yxcE6CJt=UbdlT6T;Ss( zAn1e6!NP>@KTY9?ZzW2r`--L>OENH<|B8IOw-{uZv<S4FD0=De%!Qn=cJ+{V6YIwR zo|ZGAlvjXho|EUE<g-B0wUbYYSE8UXe7-IqKpb#c|6@9cPjb>SM0*JJj0WAib+G7y zDDm#de3cH$@mujsOOlFkKyk%x=Z9-T$PXRrH=D{z7}Gi#8P!Taom5Hh%@d69>%fF5 zdnh?5=bWa0b9E2%R~a+aMcfS6fT*bg#03kinOeEHKnj%W0ZAXSH?Z4FY#sk;lR%W? z5k1~OIyh7)v|pA?4jcz4!<*hQfa?jjdv^J}a5hZg$Vt@eL3aEa&A;4rJWR<dO*2#( z@~1P5Y|y;KY0IDd5#1XJ3N2rK)o<7U|D40uhm%<QC)KuBVU)zHj@a>lB~rre<lH48 zc2bbKVYb<ge9KI}5rJjTM=^Ge`LF=FWlUos#OA+DN)WvN$@w|rqqsh299$IThEj(N z_cNsvC@(|=F*gk3z8AhE<>$!4q*ho>?P?c3zn)@86ZRKZ>R?KtMZd3mEc1K9VheYR znmr}aP7mSg(RBlHC`U8*uLW8W$4r<yUbsLE?0>D<RvnjwrJ|LUon;c};yH3`>oXIP z>8oBGhWJpcmvcAwj0B-W!J2f^ofV8dqYtXu_F>xihpXwId4RIv_N|w*C<j+@yU|uy z0iy0-9c{AugG;+O9yUQ7@9s6Pe%yu!5~p8ZIJ1s=u?>eqxse`{#de+H<emuJXi6Xr zry9b&%Ef<ASWpmL+LzB*USNPq(t{5#b0NKel=&>z0ZvHX{Ztooj0ckHr2dS&7KW47 z_kX?Q<pl@K?Tv9RAJ|T_h8H}eMqF*CmAfZ7;ptJ?L?dTzV93;zP0*DFGMY_t4+&9t z5p?p4{%4d25=r}@bblUa{6`w`82uhkMnfo*!$=7tPUAmk#thuetXTT>(<w~kQ{QMn z^ddIq*0y79EC8bB{vpR?D1hRpVxaXT8!_EH@?nUV2J$RI?CwykVO^>E&sa4?fYL$v zo_5Oy=45*+Oj?r~HdP<dS#{9@2uZ1F4%A~-U-VcTWBDLUz;L#i3f<ou*{kh0so-Kp z<alw%GA@QwN9(L2y==M5llg%tyvF*}Cgv#M=y*c##|XrIoL?HcA~uHmPzS80aSISR ze@H5)bGf0>pQ~j-o{32QUFZYA1d%PJDQ~W!p7w<teb%dMc)5Dz3B5r9P;g6gqRS8j z4qc6h$*#OG$v(Q=&@zREB)K%ozgxm6ni(c_1^aN-5Yy=Eo6;~c_w(-8F-C})u`zEz zoQ}-uRu8RffAF*HlJDiV4?)aivH3i&I6Q7)RdakJj&#)Ub#mm#p<(}e?6S=izHeqv z=aJ3|g`9NKfbwT5hT(KiNoYZf_q(Xs0zZtBO&;c4;DB4=FTY6}vVcQls?DxBFPO9* zjdJ@f16O6#A|GUv!9$0ltO9*rkhv6<zZAWUQ?soaJ^4vaSQInSJoK5x6nR%YlhgQ! zA(;mOszt2Ch043D7>6JXNcBG(KO_K}6gp*<ZPIY-J?M>5vBGzTQS~D9T--{1OWmp{ z1EW8q-HcC=5Hv1hBmrDpAoB70$Fqa9px=1;50~pEHj%{r<Uuy_Q$19VaT-MT(>?h| z2d6n9V7f8MDfKg+?;lB-@wyG$IO*J<p)Lw$JaR`(&u(GPRWy2+X}CZp@7c<LF7lsZ zkG-aC5vN>-+w|A&7`Dh^pJHah3KYM@62g?EA*ZS&_w-Fx;`p7>2hrPH;5c#Z+(&8_ zh;gk>IN^c(=N^Y^`|dM>>xaHg+;$e<Yt@~WnkNIE&z;PKX#<}B^=Q}+A2u-Fk2INi zuz-6=21pK%Y-1<a1-rfZ{^EI7KCdFlDIi$KGR)d&6mvf^k*+%^0yjnUjcysS61Shc z{=H+0?(fID_p=tqG2<7zM_PxMu}tpNvu8uragpwVYxm4nal(g%x$E!<COIsmtaFD0 z&bzm8)gt}P<<ZH=>{ztlkd`5)9-$mKUE@&<<&IY0J(Me|7lr0LbMgFp==(7&`}66i z989bA@Y$?DLC{$WX){tqbJ%x9^@k{*dGCAtrt0ZVtmxXtx6xZ{K&pqvHCu9GFXcm# zYXl$6s`}N0{zm(-`Jdq{hUi{&F6&FH4m-fl6ZeK*yu+upc3kV<Zerv5rVpwvlM|e- z0(O@UpnUelu=i@+i0`X;?^)zG#H%cP`Y_gq0bK6x?5(^ZheJcBGfXV#z)?X#VH@cd z%_NM&CPz2$ua4wWH<3;mBlN?CYjqLl7z^<!(Bgz)RSp?f|5e;KSyz*WX&rl5|MbaI zUwTL-?>Hj(xC7h!qIfycV-#Z`J~ZT)Q4)`lXVxC|+E&vThZ`Y&HmBmsmtRFw_)1xk z@p?JxDK&j@;z1`r=su0-xAmcispTXRHD$y-4VIC-JWzq#pRS?iO{Ij{HtvIe9*pCe zjW+3{N+<_Z@PwuZ={b=lapA2FRL~h{-2FO{i#XJ?S4sW}^>L*ZFX<|xJddE9Kv$Ot zBx`JLMD`<I+m()#Gu@~+`no}jQWWBFJ=VVSp}PvVNdF)%eQOOnr0LvxPg@?&(!1pG z(~<!Dm!Zoc+{?KBpEo%^Y9i3ftEvH#g7A|gYso5j9~-;N_L5v;5l?nL`O;RA0~nsN z>P?ML;36uT_>C1#aInJv@f<-MfYgv`|8P-weCo;VtIR_1AbQ8=>wm0Zdph8?=rsyr zg6oWM^FHeJ%{s+cwk(ExeH0FCOZzw#)1a?AGbI?yp1=2^nilRJ-#c0=y^5W^5x-bY z!vOtzypuA&c|pL;_=7y+`X6!iE>F46K?p=2#6|9HV-PWL@2kNuP6Qb<<`#d#Z=Ox2 zC?{RRE6(taHXuDpp-J*T;Y$lxvz=-%`6JX5YgGwlFOdHwne#-2+7>3fWfp%tNC<R2 z=!BQ`$RN6U>RmhH0%(sw^yS7SjAb#~%sYtzmi!}FWOh*R^Xe<s=<7^GDK5${@{o=2 zY}}3r9;bq2&2t5vkN61b#Be#v_(?3_AL)3)D`wz0ku~V(I)Y7b?lMTMj^l$i&WC1V zC7|79$uI%s`^IeC+DPNJFi}On#Ve91hvQkY$EvRcL9B+1FGx6m&e?JD2;y9-Hyf!- z{Y8B@!S%;Zf7{3B2eKl&irBzNcjk3a#2PlrM0+f`k`ks4g$+eaFW|PVi;-9InL*}c z>9NuS8_2&V&pCnm!9M!Wn)=i+AdbiGsY9<(552PO&NnN>M`&jLS<*%gvUmO|B(!Z~ zuQp^l6Lp!P@>s%KPXkGilB07xZ@P)u>q;^ABOg(WJA3ajUn%%{)oA>2wK&M%;<;LO z4&|}VxZbfEAHxTRXGiCeFUcZ+C7wx942&)Fb>4eQLe_ToD7TRqWOj|Dj+3%Lv|T<X zxiExlI6L}|6mbwEavLWir#av~znOZWCk-5@7AQNAB@8)Ub3u<B(4K2JEgP+{v9K00 z#<WlpLS->o^;!=X(N9ihR?;N|*;Mt5tO4xMmf6c%T#Ryx0||v649J1Wy+c9t=n~cr zo!3^IcnOgb-?vwgzVPQp=NRgKg}xp!Uw46JY(Xd|?GozsRGF9GT&_U=>3MnOf0=?% zD@_RYaE##(#@z&>^@Sk7V0gD9TN3PVu8M0Z_F_ZL^#b&0k6aq~=aBegCioJ|AX)#D zgRuUqEUe&#ILz9Xk|fVs@w5l`%Se!Jp!U(t_Y6B5(R$5JpF(pLr`S%FxzQ~^kYO_u zdFZ@Ie;3a-QH{7|P418HvXT)jovYzrKFnZ09_afXaz;5R#k+T!RaTL|K&iWNgc63r z){7Dh=5Y1BTV1pJtJp+_^ph-V3B)zqGWz(P1#I6oYlfqIHpxhn{O7tvEa<P$J<Sq9 z=sTDaC)F{Gi#R=czAd|rU-`(*8ZJ&oRH|Gt(f3mZp5*Z&zLX_wEB^M?JVRj!K6_2T z624)QZ_X%NSo49u539B)(r@!uw{xng*`aW`WJAPz5nr%aucAGH`nG%dzVGKFE>6#Q z@0Cnyunu&S)0|-<a!Rv?LTeVW6!L?W7ar0=Qs9DoI2AL5G)@#BK>UGtm&Z4*j3D2! zwCnf|4eCuvR;V@4<AQv-(jecW57<hR(yl{cAD;h4?{%*J8fN88$NR!;1uq&pdndJ) zj-VU5u#p$f4~9n08ceUbiKORx_Z!bpf}2mum4iRoK-}+5Q|e<;xDtJOM2<@Wj=M3m zup&NIk{f;vm}S9S{O`PhHv@DBEeJ(8F%erwIdyZDc%W0#X>}L*G91f14PG5bes0N< zCS5iGur!f95pY`=ZdKHK2YE|@w)km!+H-5zcoo-gqa<2_WbdKOH<K1jK;o`;(#`~? zNz3g-kNodEzjwK3$cFF(1{eSCHKP6A=VLFckPf086UZ<Ao1R!LnTg=lq9kfx2<THI z4$9<qbme$;2QI+QeX-dc^%GK5O?<ED#AM{J-W2-H2@m#g<88i0EJkcFJ}P7s%X!Xx zdw86M@c8b0Of?DZ;S)pVe^s<&=ebNsZ@SPBSD(Gttv2h$1$<K5UfGjE%9Ysa=bZm= zg<xyDoZfM4ntZN@wHk3gGhP(j6XApBrx8fdgbWT<aFtGSiUXnPyglDRN;DAL&P&0Q znC_!#s&`ix@L1m$xgsnZxUAdUlBR$%s5fl$btA5ROuXtqSj!e(q~aGwrYb}frk!DY zbBKX3Ja{wP{|_73q(`oPxh(`VYCkUBSs%iz5BJA$?W21XYZKr64ij;M?HP4;rvMa} z5Ba`E_a>EpF@5(2xgq$=RLRrFtC);$hU^(<dXQf-TsI680*lR|%^ShuC@<@0aHN6? zM#f(+T(#zh#Kg?*Qfn?k=tUzndo%}-1RK1HiDiYJ!3sq|%>}IZ^|O#Kh*#W~otJpv z<TAFh@p`eeniHb4R+i2M2*aL2g=BKf5|$X~9U#?<dbDnjYTr#<$8U+yUOa8g2G!3v z*sPY2&%TMZnB?g<Ox&)a>+7|B%qg3~ZVvfSEqX&A6mj(6q%4+6!WonxXRHwV1<jv~ zRQ)eHmQmhBCpc~t<+7!Yt?xU}?qF<c?_XQfEMvrC`fi6h;_Ji|eV1n8BYw7hPz%;W z?`2Kv*m-hMD9_!^S>7arfQ6Szo*vAwGV{#&75+bp&O4r~w~gcW9$$O!Eq*B_S?3~3 z${wLaC{ju)$;e14B!xn<lC03M<(w$8Ws{6DviDxk{ruHGUaz9BbME`PKA-oS8_FmX zJm4mpYiAloef8vk@)PkZVQ+-tmwaav=O+=c{^7VHN5cr?xqH)x#wo$|bp(ZUuN1_- zi5+{o$4bPIhf^JEL3|L|LhIHMGUAc{JqB_iG_Ua@Y{L;B$;+Yp^QDiA_+Phor9<ex z(vx&ld8)Mudvf5`K6g%5h#});ykN@<4Da-&PHwJaeiEfqVF$)=PK{H(_tAXm_qlzN zb7)@q$!>>NrdI&*GTPSb^Z9_2s??HAbpv1D(fdO7RtTo))Vs2@Wq`b0-O$T~nn>~% zY8HOR2IelF>F#U7faksS@<jfYX1!MeG-i|p8J6ettau4G%vqK=rbYqKcR=ZaD(Y|c zR%f!I=l<^mHE!MoG9r7`ba8bVaauFlhFU(8AiaR;cGd6zE^zT)^l#MvU;M%L@#4S| z#!J<8Ez7(W>u0X!QF^?K>-0X3xqcnJmmf3it1K3SKkOzAVaH{m_^6iN$6mx$w6GO* zd{K_a2sm@LuTa9qx-+YO3M)uo+Rq+#n+JO0Yh6=C#bG+v*jk3B7f<*RQhlg^7a}aU z$Her>L1lI(^|&P!VQ{ELm46#~Li#B`MI&C=cEZ2cp2x+Z&W7_$+&B*ib{(>4Z0CSl z858nm<ZCl<HkzR<L*Dau;btunh<8oVE_dER6zZk&r6sKpukMOUvF8U0IG22PFn(76 zepi|__maqoSEUX`27df77`YO>?<^G&=t!aO(mIVvOiG)}tug?auU*h-+E7fub9vu| zI4Q(o9jExpAOMla$j<yipF6kZv0?GvP0WJkh24p(LpXa}0~;d;9sHSFnTV32AWkQf zm4@h}d5dmN>1y;E-k5!d>%>cDP&$|TYw3d^SUpN9+kL|bwp8`jYN?24v%-xjpx(B0 z+lbMVH{-bMCIjn*j|KQzUAaPjyeK@Zbv^%4o&@Z_aVFMo1=yy#KUg309Y4^T$F8J- z{DquVY-}8CM62=ka^+eFc3!Py;d-_h*lVz<_Wu=yIA_{((Hw)gtCfk-*V-v8ue(O^ zvN7VRxJTK1TjzmwiySR}w6~Ez-p_M5cNG^VU%r2B1Mwz!;t$QyB3|j4l8#kLA!1DF z@@kDc@>#2KG)B$R5qh0HMvtlG;d7wtRh4Q1xR=<;60*PvRt7dI?#rv#kp%7fYc(uj zGNNB>`C=TWnu;=iX^(QEv+sg?kry`o@#OIriHL__mloPMB?`5tf^NFkun-FOD(*CT z_hae9uU3wq;w5+|=z9+Crz1FGd-NL3S>fJk%TpHw*x~0j^8NJ@lJMLrA^2%Ni70B( zQZ;R5hs$kFs|($8`1etx*>n~`$keWUId=g07kbPZucS)@0=ekyY%k-aspj#`xM{3h zH~b7OdLNTU+Xi-!hcI*Y@L#ThaXhM=RC^g4#2>zDSdp{m1yXDD2Hjx-S929((~1{@ zcyl*8>4`C%V#ZxiXom}yWt+u%NUTt{cp&-H77r1;Q1XgU;)Imiy&P4<@zlD`o1!@& z11D+55<J8iz+<aQ*^YJ;YvO2M>_vI+!sr6m{fQLB>PfAHS~NH8tlT=^MxZ=J*`xVb z735!h^om!|a}aZU@97X_I*K3tQBl=tF9u!T5-#7fLZ4fs4pAw_XiOxR>V!i8@@<}M zE12Y2$5jFXUtO6){EutvYt4N^Q1x}QqdSQQwznVJ)u8_m*Egw*^k|=*DWiJ*hYS;; zyVestgL2d2BKPIbqq+L#bTlU&@+1b*s{eiUr4+jp<#OP<l@R=A?nfpW&IxZh&c|@d zp!`ld{mI)I%b4%<=PW#i4`>{2hYPTA5pR!|hOVKn`}E7eFw2Y@$gD>y=l+rdBfl`4 zotH3(jb1*!Vv2gR`||mp*R#TvV`S%O-!VYa%9Ls+;t*M!Is8RxKLgywX|qns?O`e5 z-I4oI{vjjjU&i>I4Xj8>BZgOe12b2k3Vz5qkAGK9XEzLCg%3%$$BfT#p?sL}d;V`L zxQAw%lE{8880(Y2>gXa0bdhY+MH_!Gvg<<^U9dv@F-Kywl`M&{escOMXAnE|p3M$> z_yBQ)6J{vR)=?7Noo9cIC5gcsxfQ95^K2mdX4TUzjT3BlsE)oy_W_&van#a8`!E-W zZ_n&y;K#OM_v2v>Li~!n%flg7cx126{#tDS_aQ%DGJ*U;pLb1~$B=);(dpC1)I)M2 z-7PLN3_Y*Oa9zblUpk^<)bx?w(r>)ke)Y~5w4XB)^FQ$X<1!XQeON?$fdYgBk1fdy zi^F6dlUyqe>WwlfaOrC;U_K^dT(ZX0&^0|<z`#ULc>m`jN@u@~5!z&yU;V1Ej;gm4 zf@hKMtEWnYNuQrsWr<vGaTOq{4G#-woLInJ$l4t@5ihvlu6zo&A3YJ<;%mMyjvp?C zsoUr_uj44gv25^Q9j}sEUY<eRts$*o9c5`saHh!*l5^k0isX1lO3-;6-YN4;2G-z* z*y<)H<=Nm@fK!D5nu|$Ab(%Vpu>jA~9hGjxqa+RZ)E&v1!5#F>e$W@7`&adG^4L36 zM1B2(Qp>PKEXmMS$MqQrzE{ip2$0ZRozG}-R%smXW^{~ue_8<O^uPIjeb<X^`gc&j z)nJ2rS#q`k8MAnsWS7+=#9z18-VjyLLg)AAg(q0%QJ??zs$k)X5iI@9X4QMNS1S84 zQr_u;&Iwo2X#-lSF}lLgV~?xRymsLHRMiDxs3GUjI6cn+tvSakmnN8q{IZ*7TD|OW zV=C<UPN4w2j&5uYe8xqjv?|VO54YgA%rUFmAIEW(jUu*0)W0h#J}aqmkdkP#em6DS zg3gDz&Jt$mTwQi0_R0_R_wd@u#*-CD!pX<Xhc<n<h>X?(+7_mDZ1vGq$7`tHR?rn- z#-+v&BV`HIHr{L4($W6??B&9+-FQ6W_z(p&e0<3jII@koKJcdvKPU=;dRZEV)4%ac z4&A3_+EKnVN`>hv%74wx7mGEkixBDkfr-ZkR`D0#E?s=Jg7~n5QtriMY%u3Obt*X- z@h2U1+xJ%^{#KD;=W@R!jB%J$uva5L&}xVKsc3OXu<;=~phQ7DlBhky7C3`Z<%KpK z9V8>z-!j-!t&l^fak{X>(IvbjS^vc+MZ~Fl!hiTP;@)fy><Ei3E@6|Tnt3yR)Qdj- zB~)CQAC8-0biV{y3C;8)=Jmls1jWEWR?As2aQKyzIiiX3Kp&d_yS9%U+LyJBtj9zl zUu4={jDbXaD_)%Y)k+Olys)&Ua5``w+P_&ZgnB!SEwYt%^H^fN*}@}M<ki$km1g*` zgzdE)cy49O2|D+=^f)bPA(EclX=_ph4(djf)qkGDzs4GM3Kp;sZI3C!X9ZUAQUBc@ zSCmsR;P)i|hVp^ma|gfVzene=TjmOU)ci0*1pbtsqzBy#7mk~v`FLV$_@lR+WJGXW zo&fb0JIH?Csk`X&2Lrh!FFT=c*pEZA_2kkkSP#+YeoK2CXV$su$#Rg9aIhv0=iK20 z`TAt5vnbcoFEv?Gfac6rycq(cD0g(8F}|2U&#|Ck7IPfUE2-xLj<|kch1kD&jZ^Au z1bb$8udoIk(f#SkH_5M*1h3PLn}Vmrz(B|3$YBQLp=A0QQHA)|(=N?!x6K%dC`UT> z+Y3^_QFWg$R#*z)PP2U;`n*2e=K8o{hj@L3i7J(dm&uD(wgVM?_|`$Tc8S}Zpq^Y> z`a%lj`#sYAlFirgPqdfIUu-b~U-SNF(ss-c*Z+3V@6HzP?;??MmW~7dz9_rOFG>UY zS7bc29S|=&Dca2*`B(RblMuNVaoloor+7&^$bC>OM)PVGgR6y8sp!3U!KZNWFvbX# zvajD6BQN6*RdWpuhgtmN$pU%-hiyE>k-`1tr#}3AO6J`23Py-aw!tm?XdtMya@$l0 zy~p-dtRKrle)CWZMxDDtpxB#TyYLe6*u86xU3U`&*d^8ccd{N2xG4O6XbN#F3+`lx zqn>48vZXTjsVwYrdYSY*x<B2Z37+rjM*W*Y`&_}<ANYJ)oZiu*DLlyk$&JPvB=A?3 z-bwy|_Vm2LA6x9v^Vo$_utIqi8%nw?H;N$+5=D}hYoa{taA?9mloR;!sNl7yvM?y! zxy9M`_Xj3FuhS`r@(Dk>TO)QWMBr%7FK*3<4eW;c3;jma!?<0vf9%sN33B2q?(HMk z;Fw;v__I>9H;oONKKOAK-|L>b_;`vB4j8wb@h(EV)6(;uZ0Nne(3QDzvYQdCD_f{- z`vie?Ry2!8fDEKRr|Ok^B2PA1euo|E%f0s3#7Ky1!~N#PkOA@{f4CGFxt<{d{oAUh zW@BiclwA2D40%gZOiKMf>#@SRUdY6cCX@q{DX#CkG>nDR_XP5OFTp(CzPKE5atd>> zlSz(oWQ0qHDfaH7?{ngI>%Kn3!46zK`$Jp23*(!4{zzQ|^`EY&VOl4tfz#CeC;L|} zLPh&-!KGz7f=-h~PgrUVub)wL81>+WJ?cTaZ}~issGMLp5s&(%yK|wQO6&xc>D#Zv zQajlB?DyItujnB7R6}jRT|wy8KINPlw~aaM>-luNo|B-W!ZxP%$U&$7oP7K&2SKJ6 z`tIhFVmu^ejyU&t53|EtZhy;VgTA&azfvPn&ii^axuzl)SnFH)Poa6kv}^-+YaugO zjIP``+>ib}qeD@@xWyroZ|cI}V_vAT-`e*nj25DH<<|cEnZW#{q>dT2ZQ%xUT)i&H zmpIuS`>8xn7($GDPKKDF&trsE)ud4^ZeSE0nSk<egxss+u3<EUWVw2M740y#dQIVQ zlmaWT6PkHVhiC~~KJMyr)Dz|;XVbgYK8E|fJ+5*>0{uMN6*ZQ^8Gt47Q;=po@)E6f ztOjxl!UX|&wrfB|j8uJNU%0t}zqp<v`Yu5V_9atg*pBeS+Y9W?^y`~g-|Z8T<Pp4Z z>#>b#BKjP3oc7?})<B*d-ZjU&MwB2j`9@GHk{v>ce9mxDUTBQl6yMK-IGB#_9hex= zd@XEYf;xZ=w5+>44?D9%+l)Qy*|GhQF+lZZRBaR6(=PJK&SFA+?Nq_M5pt9#8so3j zq9OY19n-=*xAABhgG!-0jD(_8YU}n>DL7p;MDi_WfKgcOe6l49+y?Xt(OS%eL}^K8 zDtdpek7w|!C9GrXF9X^YG>|_u;Mb*BZ73f<C1Sk9h&*xqR;-`CaS>sjRF<)uvT!Td zUQf7e1#69GSWG;`POut?q>Ei(hd_H}x5SeIP#O8{;#orm(D5TP|1u;7w1Ls7{pDzG zVszt1!VToFj%vU34)u8xms}T2(D~{ibE`ld%Hbtn`eyN?kQ-h}MhIO)`>HO-&Pp|2 z8e%BGM6P+@FQ)qF9Ftp)C^(GXm{BrBoI78qmr_qwamj-zuHGexx59a(t&9H?{=^xf z%v3ocX*wfniVn?j-tqWrU*Et9zo8Ig0Xa~%G|$OAEd)-~u@QNFsAuKgFlKz088Q}C zeoaSlLPz|$OHmb~FnNYzL!ps}$T;g6@3)0`!1|m1ndjCq-fMBuJm~vq6q9cbmRiJh zlKEni5f8tAN?pbY@jRN%E{@fab3-=OYW7u>|KJKHRyN-<!}mf%B|Q^n*wv)JeINB5 zGZ)p!WNj&+lS+Fb=n(2JPdtw~hR$PAk8TzIzWfi1&N?0@zaa<}TRtN+h^xc9%ORch zrWIF7r}g$aNe-?N4vl3&i&&*v_@NF#^m`w?ued2-8QUZ8i|6lQA<jHM&f=qq<_;!e zv&Ek4_<n}Gu0B^uP-s3y9fESi6uD26`ZT%V@~B+YCkvDZUcdPLE9!fZrNvn??$Qxl zm14|$scb}+g#}mYJz4lz7@{OTgS=>iMo-^xl0XAL?4^wS>5@u!gjG|9Fq!C1W~CYd zxTULD^YfN0R2ICC!_8QT0iI#Apfo0;&HdfF#W5;kS(W9;EBZBjWT}oX;y-4np}gPG z8Nx)EkJaikjM9O;-frCF1rjVss4oC|Pq|S?N8UZMf?evqe{c2ZJ`hZ=e)!E{5o>&2 zc#$M61w0b@gO(UMae>cv%QS`+m`WwM$^&IUNrH<Q>G*{`@ihG;jDGJuuWzvgARkfY zoAY|z+Y*qn^hjZ=M;t!hXlYmIB0*={yw_lk1f;26m6dtO0M13jG^@;<gyNjLiLk{o z##`nv0<&w_xdJ{8@_I3d>NDm3+DHxc=UuHZY#aB;*V5ERT=}rrh)3?FB$(D{KA0?l zau$<$Y9t-xGoj65U*wy@XW4&+40lt2Jw0Bq%#G&08Y1t`Am7c=0rp`)=kRZ5tD=79 z?&0neqxHKiOW44M<y(z)K2Wp|)~R2YB510y<Gv5k{^QQ<_rOJTuN`x_Zl=jje6)VA zr900?s2+*I9X+^!WSLC;-lZ06y`3o8IJboF9&{?5juMAteSyo=qJlt{b1t8qejZQM zQm`lv-~fB><!+S)E;x4W%l^~iix}~2_~D*IBknOY>cF_YgIOQ9T|5-R2yN^Ep;?v7 z_y8@<p9cxZOZMzV+07V~>&S7sCeg<X3bC^f4<o-$JBfvZevS+ZdpfED@6!SM$-3(g zMulMIop6*s`dsn`P1;&rp2yM(^D?>IQNG_tx5C(U5NjW_?a48l#(!T-J!OHM!8JXM ze~Y@9K-cR<+{+sz!h1V7PM3Kf47e`&4L^`UtT|uVFH?xGsI*bA>>~*BN&8X+MT8-- z;DbuFIW2LhP4mDPYB8wXKK#>7Rv4JyRG;Or+`*J%pEzbBZ{x>5elPv+k6^8@*$)ef z{KetQ2MX5y3GBJOvc4<_+804#cVyHu?o(TrQ|iG64~{4ON<$o<`+e({*O<u&Qpm%A z+=>Qluf15@n-AUpJpy%f5MN1`yX+q|;tjfSQJIQTO2Nf;g+4_g^j=yPi_WECC;s~$ zZ+PXzJl49;%bLSU2wvPFb=dJU1IbPCB5yz!o}T_76G!`olI4%Y63r^6K~hWY_2K|Y ze?g@S5v{oO{STUj)06me<Hnj7B^wCd&F1H|M0xx`r8fqH?0}Vp+c&*N{jltokxnSU zTb<TfY>zhK3bHI`^|g86nb+UiW4rV~>*Z_d^o0U0hlEXCI)Qi&-{1RvVHbnMt0jZn zU9&ihoTt2baSY>`FC~9$Km$&yA!Rz`XfK%0kuj>o0R^Ol!Fy<Lkd}HZAOI7EPP1FS z+~cCqxS*2OmrD-SR-Eg1(zt+Z;BKTk)pe{fK11gl^E!6ztsb-gt4$1V$}nEB69a2b z#$djA5wHxpL9lD0Xb7izOL0CkOa;I6vPL=cj_2X}Ui&Gb_ihCB>s<*LwGAw*>nDSk zJ|l6{4!q#gRQ`#qa0xfPv21s$P!u>H(noFIqyc-XFauwd9|`gcJzpF^PMGl1FW**1 zIgVoC&%_0^x7XKxV30b2xBP&*yqELXt(;yq!&4}q{7><uB;xN3Z)>rgwOzt>b;F`R z>`?>#QQd93HIzdtD|?_i!3HmX9jFp%poX%jGSByyg(2bE;mi3SsR`lJkNgt;A--!f z``mZrZSvhXo0=vn1!R7-28jon@#(_U+-@?&iO=diHeAj@oMT?s(F{l4z5E74W*JTx zihO(;7oEeEbC~|SR<VX<=#Mo0J;nh4B!u@EZ~nxax^@dJM}^@zZGYKl590fdRDUmY zV}s3i4f=0?D+BR*$VtXY3?7`aIp)7ZNyM8owyB|<)SNSGW_Q0hxOZeLDQ(jbyti7q zPNDPUPc7}}zV}?PowI57@YXy&Ta7<`fH<{_WeFFL-bcA?Y2JA<j$v%Q+nam#D-ZDN z*FN1o$^fE$>QkJgCY;ls(JY5d0D_ikP5YymV6@@ONPgP}W_P$*JxEp%sHF7Xb*L~x z_;$vvi&y?&ehh9Sou=r%m^{1lT$~MTbWW6ucrt@Z=P8Pw_&v<?L9t&X^5<~NyC!B$ z?%{at?F&ze7x1xnyxw1YNpQr#U6n3-3Ck$pIdTs9hgD#3j{BW34CgP++KM3F;ZjTa z2I4$cynOt$$mcKa|KjkDyA8@CfB3}L&P)NE3#so|4lm+F8vI(;t;P?~Vu!`&P_F-H zYeU_|73`hVAl(M?)CX05%B*n~hqr9Zzgek8q0Oew&g3c|Ffdga-*hK~8-J=@f4a)R zq>*CWU$p1H%8~nMd7K^i-)hb8<_bV^$t&%lw_LzVJrEtw#6;Y@WT@+_!w)8*ExjZR z$3rdr#<-_Ze{5zY?|B0)=n6ESX+Rtr+vT9GH;9Wex?|;$(7*}r@0hW!RUuA_{k&+r z+AgkP|HUyUjDrX)I%o0ZO(xb5^;_@?%4=kvm8&?v$^qZ+%#g*g@PhPn9Wv$vd-#{i zJE>FXoW{ct$k}#t8UGe>s^$6Q7AAQ}czvuI<<?4ma)<swy}ofH(Vz}VNI!k}*2v}< zw!S5E&U=^-GU-G9T}>LmYBB}Q@pdwJ<SmL#G|_|SRfZD{$d4#$WRSCYALTVj6R+ch zDZq=F>Tomij1|+CeqDWoxIX@GZbB^b_`b0;A47k>G|y>o25#i#$dVp<!a#`q6)jp0 z5eJLwE9;IgcQ6@)i&Jgch_8Cf{$!ft7WUTLL*}D0Gq}{8IqX1&dLgbHU1OKY;iWtQ z7~)}nymlaAOG_Te9T$^xWW_;AU2SpdKN0Y&ceQ*qK??^;yC_c5&=Q{PDe3bwT(H1n zf8!k)CDCch&1<enNn`~a-H_-L1<9%2`YU%RATiY?TfK)DYU2FVORjSO)69Py*24er z_I-@T-c!<0T&<_5)Xffu!sf^oc4sk_gN}CPYCP~zMZKiHe-g8?(@G8PCnFrp-kKWU z>%q92ae+S?C~r|9*0q+&Lxi25VN(7}2j4G-KS)D7mC7uSMi(EHlV_PPJ9~hI7^<h( zbQ)^MP1L^DEA$h%r<ibb?d~ehWWCeOi#T1Xi|b>DeVGaNi#<0r%mrZ5?!5!|=oXe@ z?$NaKoey3$RZJCXii54^;%lR;%*10ORpcC&2S33R&l_(bzxY89re$=#Kj#xV_f;2h zHuiR}H-^v<qo0Rs*m%SsOW5h+d^#g>%%rE*`6G#F`<db9oyQAr#lC!SCZi^#OTKLw zZ=&2FoB&-4<Z04Zy7om2d4#f>s@W>|KqJ51>ZZjGuH@$1zQ1A=|Db5a-Ca#i*jT=( z$fw!Dyk!pD_I2;VhSSa(ci1vQae~o^K{hvV`rf>-I?DkUTRm&j7a8DWxwwxl>gh%L ziZ1T;3qhnv;e#G(^mEQ=&)FJ9=k=Y(r_(-C!jzuL&+J$d%=d@N<{V&!wZ?8zVgLhB z%x8rti*tZ?|Fh1xAUY6zdTo9@1>JYs6z@eupnS}~vvSglTR52@RmkLC2zI|F<nxKY zlAspyjVE=z3m?+p!i&zL+;q?6*OVY($WT8(p=-nqCgf~<2MZQ3b)L4s3%|*MHz4%Q znLuhH^QPkdwJ(%}tCmNagVqeL)G#A4uPO*3_nlvqH8TONjb*6ie>8;q@P+A$Z9ymq z^b$PaH-sJWXms3rAqbSt`%BXAkK>uKat(%J=&)y%&}>u71b-d|H{O;+^Laes?-cUX zq~?UtTBULktW_0`>c|h2`(fFh6d^z)W7UjgPH3(bU7$?=9}Cc_3Dq_}K+m=G12-l< zb3*<LRdUmMMxeo}Q=c#)E-s#=Z_KiTt#UoJ3iV&c<%b%|#R2u&8Aeh%5f7%~jMtv4 z_Z)698vW@284XBGsjXy-%;I(o4U|uRi^89(CH(y}a`1S6iS7aNR>f52EEyxuj@L}s z*h`e>=;+@GYnA0CUhNDtvNW&|horo-U+VATH5(*9+OQSOS}~9I{DnEpy(cQi3wc@m zL{^5o-mTyqWfpzL-_d;ZoU(NVH#(1d3TM9@VSrD+pRQ7Bvw?)i+~0q$f)LrLY;Q10 z3*Y?*{-w=s;C)?}y;G~mLG@OzY-?)^zIpal($q^K_-tYK+LwM3k0aH8t~3?`8v1Dp znly6Q7*LB!JR(R~Jup9X2la`E`X@E1{y(R1J>`;7w2X(5P2Uf*{DWN(h?+N^{e>;k z`k&uQq6JCIdG|g#<i%LfEJe3yJg1-`k4aGk0xwFQ>9Oa7yWcmJ)w+2gN{afzpu;B4 z<S|V5O@Ra>j4rXoTC7C<p2gW3Za&x((W8A>g#20Mz615%oA`>g3Z*hh2+p73Kl=Nt z5D4|$6L><=g_-9|opS4^1Y*DN;AUzcHei2H^13SWm5@bSIU(OF73HGM8HHi2=DTgb z3i7vj$k(cWVI9W=$+Yc4-YdeU61Ph}dcW_Fs|!k9qJ>-)y{zBnjKF?$|D|&+h{x^n z&+HO<Z)GM3y>M${g}uG^x^Ck0_)7<RUOyFn*sfcn(r6gM)^)T`|6!fOgdZQNt??+q z+mA;M=QxoQN{6}Pp56R_)pkb7xVRt>sp~Mlz=HhE_s;Vg4e>zqvz>oq(W6+se(*JT zkND!|`b))r=-ztqc(vZ^C2aL@TRB-jBV1$cwW2*fkL51Wi&vocj%bkLP|zqBJh4&g zo<LmQz}AU@-|{8cpM#FB=VZ3<KIxSB_jP+%%<=S_hBujkDMX$vrdkAC7b>;*aKz(& z+NzMYO-2aTpXANHPDUhr=Y3Xr8Syy!|CD6lT=3^dN&zj4I3#J=1q6GcJ|kVfhKt8E z<~tetSf~VXBh`BYx2z~2)@5hb_bmy2aM`9rr=fd6t?-H|7LDEecH#Ion&0YYkPCCL z&_ghT`|~fI-I&^1%tT!2Cg$|+!ISg|#MN*S#N<^tfYQ8SuzXnp4&08`5dX^y$-JcM z$0FhobZ;jw9-TiP7QcO1hkAh$u3_VM1xX+|#!Y)Mb_+AVdUdIPf{`#=%O2h3S;YUd zDV=%C#RrMEtT>oZ&TL`w*@2E1bJ(=ykE6cbYnTI85LTi%iE_v%AC#9dL$+@%^T#nN z5Lr&sGPq3(iu3;+@=@EwnXlAs&Xl1!#vhaFvS!2^__*FRZ%#*elM3eowP*1-u~z<e zWm?d#GB7V<<AUrK#l-(}sShS+1?dz{;9gN5qa~;R;jh(>XVs940p9Y{jjURbh=iZo zB|kXe{)y4(a}_MmagN(DU2zKWl7HEV*KA<wcN*tQe$j)HJ6SpV176TOR6{qW!2`RZ zYNG~8>v-}_nNySn+n67O{SXvlfo`R`)LsKJU=N<X{?`X_8XL~r{HHGg<)aVxs{YUu z@{ZJ=%N)o{qt{i+f;=#f>TjXmDCz@lt=<uqY{T?P0ok?^f-v+}{DuU_2+sY~-&2~2 zfso*@jPfpB#md%l+7EG2B3@#z+B*q3ctqy^ne#mxF+E#%Pt<4?>k$aerPbgC^(K{q zxzi*xFL8Qa=huQUsARF-`@{m8PqsaokVklyEnMrFg8<_BSTR{1p$6y1%H-;P<Wus9 zVXVs_2lmd)XQDrMu-pruJ<f`6<DV&Z@-Cm|Al|8#+x8UFLj2p}&BQ2nXgp#~#=f(N zTjvUBZoJ|o!mgh4N*G2S)qmnVujae)BNU-E!aq?@IQ*J1Z`&tqz|Lf0;f){&It;%I zoo6QkYiG?;)59=c$GtAwHF_c&kx&yB(OkOW+e;H`G^f{HT#>pQg<+>#SqzPZ0ko!H z_Kf6V_hN)iqfj3pgeLSzm@?XP(a$lvveQCm(=3TkfeF^r8m!Jqjw1NOnc5u@3Dln^ z-(5!g;_d!gnZiR7urz;G8S9zByClflBR(>~fA#(%;e~WW%Co^G?|LrCTe7j?C?g~K z+eePp94*AA?bK+7kzbB4^7*e*O&p-ZE-)QcCywUuF6m{FRaluZ<<B3tm>}ik<rB-- z5Z6D6j<H`K?ah6L^>Q!KqFz3Cl&w74=f$eBi?5GiAKqx$(8z9Mm#q%olar?)B2I7I zQ~bJ))2;vPE#wsdmDi$cw`<tJF|9@5#x_53BVh5Xwkg_EIC3?|wy;8BiLO!HB=W*X zUv?Ym?!vh{8a|StbBHT{`L(q7)R6zug3L%}9`mVSo9y9MhM{;?)7huZ*a5G)BPszq z*!C8gr(Fz*m~1PWY7OFt42HhpvVH3qQ;jo+lOH8eq-(~7anKO+g@=#zeh~$~iTC{< zZ&4CY94$X7p!bf|EAyS0NkPz0Dlsv5i|$9Icb{h%NkC0n-Nn9aQTY42cJ`PbE!5Q= zJU<pg2E5yzmt1UCF^Lp1`BoOhk<R|6VuSXYVH+(6Mc*?K4Tm#Ush%@HX~4VjMSCGo zcj7R)9!W-oQB`NLcS*prwC{_dm^5g8(M)5FqJy)3dbz?E>4<%{7qe)BsNlDL*38X5 za-#Knx&GJd9axGsbK{|@zu32bN5*xgB)}luXI2RDb#-0;1S?-BL4eCG6*HB6Fcfq5 zx3|zJHl*HPS%vNkE@4vYdL?LX7qlAnB6A(fPS+C1y@SqqT#<sIu3SJ3PyFvmu)_~) zkEk>D+yFn1iFjA`VRi1?WE^p#us(>}^i?k4SJ~a;D7PrU$@zqT<3kF9<rdFfDkcsn z0t*!j>S?U7JG7|i8V`(*n{nM>UBwMfkShM{o5fd?O1wFnNg(YKnEF`&al2SU@|{R1 z-@5efSw9&QSV&TY8y3vs!bT^Tv-VRH9p_21wVgxwZ0U&o*BSI&isZGJM|^gl@}Er6 z!%QH4CAhe7g&qFW84K&?C5I7{H-jh9{bzd=A9}7v2ZBt4+d^)8*ih;&zr6@AtUG$- zGN)Ezt=F2XCx5izfj{^z+5VM**`#aKbLc)m{zw2}AUR=XFC~#Llou$j3N9D8i$d9` zC;cM%Dn_Da_A=hzjFXYGePKcKD+RZv?#=x|;2E(kE{f(Aq{mO9_csh;eknXpLWM=a zy#A@eU^eR8GyaVaKT1ca><e996r_R7A+Ngm%02wjm|3n`rU>j$y&Lqso}8GssV}H; zW(A+fi{gs8Eb#r$w{tV7M^fY-Ou9)c0*u)Y=dO*6V`dp_8RGW@U^tdp=;#5IvvDhS zvkFHXHmLeMWKDuxp_ssFt1*ncn4haAbpexIobDRKI+4fco$hN+Zg7*m`=W>n`6RlM zB33T$;Z^@?YIy8WKSfH#A-H1>^PVd#INJUhKlpJZrH=-2y^5aBI~;1oEPjQC$*0f} zCC9HA(e^VEv`HN1Jj#580w%ZK+&~G2-&yOWVgx|>>ILgS#0$$}8~~N~!r&)qb<Y9u zR@OwOCQ6!RV1MDWqqE@>aE-4kU9AoAC7ZH`Td$8`4@HBM9_BGZLO2K4mxrQIq-&z* zWcLd{dC6T+hmH-_E(N;&Gm(ImBcFt<wGk&W|8K6X6hE9f$5z#|L_t(dB<0*>nZW%Y z44z|NL)^oJ(vjn)i@4AS+2JU}>nIj9Es3w@AXXbhwN9g4E=~T+U7_1TKuLSQLI0x& zRDA4sE=<h?m_UpM>nao6V(6c5RAYnZst?~XJVLpF4?Ih*J}vkm$vdZ25hpeG+R)Rw zTGX3r$yExTp2x`~q!dm1JMkA4@~OlFR%jg=&+kKfPP^d$zSdkvxfvVR$2__7_`{jB zr)R(M!ep1`69bgXtIDe>_;#BL@sh$8Hf0!z+`R+y&O7uF7B4cTqqd6ad}g$;R}ul+ z(<0H|w{~#{i_dHf?Y}W`zT2EfPtroN8LQj}#GT&xb%mp4lA7Q;<^9U-J1yZL&b(ks zJC3i0ev+yE!~oVio5QCYMzMoG#Qi8gZ(@(~e{TA6p`Hx6V%Pn{3?L_5$?1Oz`RMqE z_!4{>kgxm2#MdQ0U|RgyGSwjkOJsF1Zfl}YK+clhadH6rPWk4+>wWAnI+Z^AV}%nQ zXMEeaDJTK|4TVrXVBv>;`F;AU%&0dhGm=qKoPuli)eD_;TgCO*SEnD?A|Fdj^qFV( zD1nOI!ag9M1D<9?JbUmF<*MEviQ<nzoZ#_7#^oR;NZrr~B@1LA@@g14Fjv$&zBNfP zkb?eS1on?t7NGauwG+KzExTAT<G+2hh@*qwRX%G-D+SXApQ9wim$2icHs%ZE8<=Q& z&0_;0A-MDKpnE&Y5pRzldfg@@0ZK_u`y%gcVzPFnp$(-%pz*_xzVFx?MvVIu(b7;7 z;&q4KGaB=N_WbQ3HZ<?dJmY0>?xQrwc!*a_=7~XAfJ#zw9^xdA6<PRCk7BOjcb?TD z&qNp{_I{Xx9;7oJHCqnyKxdxnR{eXlpLzPFk;!WXQz%Khf}?zA_B+<lP8H;LY`2;$ z_gcfY<G0r8?8RZUk}l|6!#?QLv2?AvN)D5e+|DdPim+<!T&ilig3sO1AkS_kNBr%w zIXZVH<lBpgzDmvn>9fAMp=b`A6FN8~eHU?A-q<~6{IU-kf1UMYmLW%6=UMvJ#4U_W z<mv8<jVPQ%M807eVj{E|4_&c&#RbY=Ui@Y&A`#z7(obB`T+{W_z0`%v+qlmClV>}g zh=On6(F!p+bl-e&zhPh2Kg`48UO{RxJp|RimOeGf4Ncds(7i_aD`fk+684N2qV7eg z*qiQQ9#ZkYxbu0TM?u8*TJ8+q^z+~FTXY|qU~u-fa^Qj!gEo1`C^?BEo#*EVW9VS+ zMte-3+$#Q)^6dSoDi-L>2~Qq-i8!*^_&$poPPp=`_z}At%CBELPZzjD2BJ&yv^sL% zaTf2s>TGn5)9oDezreVS?Gy7E7ezc+AHU)Bd;Yv&q$I#_R8Wv8d6`<I<oXBCG`nvk z^^q68oRhLGc`J=_=aS=(nrCt2mbwCQ24-ULlF^QgFY=YX{1$%>aX~f}*}TOBg~2$G zJ+}$X?<+iPj0H<put{bKuVh(r5Wc1%Z;tw21cSs8F)Jyk^rQYkb9xmEb6Sd?jT^;z zZ>%2anO(!J>tyqwst+5Htvz3SdKpXfP0VWb5`Z#ivFnA8*@>P4Zu6pLIyirIUOdDV zaX48f^ri+`i3Be34}69+gzA9=zWe|Q2%%LG4hkK@TS}@U0!L`!%@{RD$1XRK8!mXI z5^)usdul(~3=2clu?a^bm1>N{pm$IrpdP;*_j5<igCCZcznQ;&LPyYsx%Ym5hPcY4 z2hI=ug@M#*#Ktorf&9rgj%+lQV@lSCQywBNhGgQtLfR9%_`d(FJ`V0|;wH%lw>ic+ zq5kKY@LJ^AS)~_ztdh<_*!jq-4&l_Wo4MTgsUDptUJE*k#V`{mf-hVUb>s$DMS;kd z=6`XvJ860i?~o^n>G1(&W@@-_+vZGhA}{D%GbA^@D+*uR@Cx>Q9AGGWZcMCd0lz%= zq<B4=kr>~p?IS`^-njJx>rJ#b{?wFU6s?c;_r@g)9}`~S#jPw3bhQHTk#QmR<^@jp zcf?~?q*(&uH2gl<qB*Tz%WKB1ZYkhBd)eV7#~zlbGN;gda|hG9Q}fsX^(X%v-5++p zh!#xhLyXPidN96#q;r~0yfENcNqU{h2Ip!_WbW@HK~ZqDH!qr-HQZmcUgX)pj1(Iq z`WqNQ|JskR2(LZ-n3<SY<T?$!39>jG(Mbj|{0`^3&vQb6vjjUA%H8@uJM<&_wIl>* zPMo0U;Q{@x-!vz`Bd+GI?MWLJ9>`S<qoCqtg8v-u4jkKR!l`U+qq#-Lu#dF{_oQv+ zG2ZW|-MtO?pomOzCE?jNt}4ko-h-`U)ATPj+P4NVrG+CR(-fn){Dy52!z}WJYJR@( zUlRq9QJ2YGJ}QCo`TxA_6oiSHlqG9wW)6tbyhZg!fg2(oNw6g__2LcN_f820Q-A<T zZDA7K&qGoetAif!fph;7saFf-(OK_T=pNX@_8A(w^rIYq{YYe``1ff{`^xSQdagyx z$0L;SLm4CCchsFOGJp%jesAO7tT-S&Uxh08%Lb-Ht+!dgiTbaqZ|)f;P{VtpCy$(& zs0o>cnuDj_QNpQjod?RM5a&U`?A=}DOJpFI^*K{32YLlf8+a@oB(m`OuCeUm*|&|0 z9q;U7RtyiEze_NKw{Vbq=;bZEgwy8Vr2|7);>BXB%|2>4_aVace1;eVZ}M`Vun_~v z748SFPL$Ar_vK`DEMhLh%QQ{8Y{aEK{>4>W8K@0Vo}aHpbIcJp+jgHJTym7oG<E{@ z86y>0Ea)b1hz*Z4ZfAz5*~vqVvBUWD<2SVo5a;@LiCc+1dM^(J?Z{=n<t2K?W^4Xb zQvri>aq7ESYS36cv-7ZY8cU0hDRU`g0vYo!ohO{B2$klFPjo>j2eop#Uqu=DB|m0M z8ItJ1Hd!>inUNEUS5DBKnBK*<dE={1mDs`MYF>c~%Ht9ARWYKM3bBJu;qJwWs~G=R zGf9R|OyDqP!&8&EgK;^ZOxPVkUl-I9d^G(5{-%DQcutI+a5Ih({nfICeHl?nQMt_p z>^iddHR5@Qv>A=2Mz&R~buh_$gHs9&2jZ>rn0BxfrHD6wToE@m_RP^z2Qu)awOlEW zL%l<B=d!=(_d$#5sf7#jlO~=GxGqe~4I?V0E;hWPaAQX3-tnjCKDbl2T{?~Os$+&x z)ydts#A5%g|0;TM6Bj?9dc8HQ>%M!6w;~f{FpCmN4q`y{YHxLda|!!Ty1JO}J2|Wm zlj3?8c;Lf@BkzpEMd8fF0(jlLipP8yQ@Me7_@>&C(Ou%qAT|5`z}+iSkhEFmS^8TV z^7*>{6Z%FCf|_6N$&Jy#CEMp!U1cbrPieQ0k?k)wUn()D88wJ+V`sH}`nT{)P66jn zj!44M*pvrfs*y)HHm!XBC)5MBNczrdMFN(`Ofl3IY=FHv<(HYni98HfDbDC~fuEHW z3+opd@HlKKcvOJ{cKQ|^4F3~{AIEwq)lYE2`Ts`vek1O~rKa^CkFT;qUZ(cp$F~vp z)B9(>dUYGtdj9fJl}D8Dr`xu0MC||b+?Df>V)=k7lyAjVnG?(}EbAu8FJtYO)X5m` zt>JWm;_uIfBR<^FX@08P^w8sWE1}Ru0z8<_BKd{}uq+!phRPdTn9|F?=I3}AA>eS# zRu|%FmQ9Fucm>iEtbWNvM1dISk~ewXnOVWO4|iJ4$;p6z*k`JH=H$fesW#GEDtb_j z58<83U&RdRU$CVZ(ZR%ef)c$IBY5ORo}vnuhQRTdII5?O*nMJDa|Po9XWZei+*d9T zRpc8L8sUIUy{0MAJB^ryoY{j%hs40Ms7#FE1q<|be*Da^q6o{T|IJ<afP8O*DJPEn zoyTdv&~qjTFXBqKOXBnv_`x(MXg`k@@?>78<aVK2!S+<Dg(#9FfcZLjy;2nbr*_d~ zF_dQ`>6Bb%DeuMgh57#p{h%N=FP=(ypDzy2p89iD@^V8g{j{Uj_ztEdzyFy9@-FQJ z_d0bPq(T1NsV^%RI3W1kwae_8!<hA6xNjimC{{kg%NQR>MtD5F({eOm4Xe+I7!UHI zBFfT7+bm2_u5azn;T7sdY^5ml>U(v>vk~}7q}U3=gwm7q)dPsjnnEL8mMsqK!#Bn4 z4bZ;ot=y?nLje#EnSa$kjr@>9TmCs7bRhg9vxMUVH8>@2+59L#xdG9iGIYT@*dbPl znd2|0VBO8BMoaxSR#bmp&ybN9PFspi<tMFR#A4K9gDZ}wV(*pu-U@?4OR;6wp*}2A z=k)L=l!xp$rZc-DMh>!GslidZXg<)MW__Or`SSKrS$Dn{1W`4<iifCgmDsHMO2AME z(t|hC9cb5aS>H{K0WOq3#ipwBjv{{HX@yDO+pNT`0Jc*K|F$th-44F}2hp6LXG4PA zpAISt&Ul~K+rcxeTEFLLOG35|mh@JG3)&<uF;O5-CVOwjr?r!4&R`ekqw<p<Na`QY zc!-W-VNpWvT$((fyK(Kl<uM_ch;5kqtiX(NXLW-UNvI!Q`A=WbSr%N}#jLqgxWLV# z`>#pU4mS2zLv1=_3=bQ+TKdpl3iugMl5^f%z}#3FEzh8PqN}^?X?Kks>=7$v;;SRS zu>SW|K8z?IWWw8h*7zL_Xcfrb8f)eOQs#kt^}kHu&05}?Gbcb8-w|}7@I@Ro4mDNt zC}FTQ=cp<}y)|BLEc81)HymR&RABi{i_T-(gUeqQaH^|up<0NWs#=z0TiAhksK@(D zl9`c5i-G#c<Mw6j!&fd{y-i6-x%~2Tec~c^Yn5-=jam{$*ZWLv`ygMbpq^1x_8$Hu zTs1Sghzq)+^G7Xyp?>!Civ<%~c9_k)B^`v$h1?e}9qqlz4KWwp<RZT;VQwN%75BK% z`**D1id8l<WYy@MugCbIgXiId*GVC0Rr^m_u5l2P_HSt8wqXXckUfVg^xQD1G(IJT zdIU;`Y`#&P7eqYr?tj(|zc8A6byAnkY+*GLIvc;yb4%o!9*4qfHiG(c4kd#c%Kxwo zj@CtT5+#cFD=Rp8h{|%uvf@e(B5p2bo{(w97v8YHY@Mco$5ulo;J`z?WYQ@;NX`o! zlpBV<iENN&e~kKlCl9f|wK*tg9p#bZHTyYekq^zjHPBur6|eMtS*w^qj(*Q#8lNE^ zk441!{r!hzV630|){~Qbz$#3Nmgts*NSfnZM&gV3(CFsB0JdiAl7O536>SON;}&SX z!9fe{X5V}~j);QwQ|cQ@izrvUqv1Mpc@KZtKOFoO?WL5ojSadH7w$!2jEF=YGaMf} zLd%uLOT4Uq5UG8Kme5_)JyWzRiTZo0Rm)^NK)-1s{XzxtN$ok7hE>^#e??hyl^cBE zbvs(Zo?Qy6<L1Tt>sbiPef2-f&LZwYbw}#H0&zH!d-tpTc@DJyIF7GhVF&qg?K*P? zN{B4q2)N14Oi(%Lc#gGG5&}c!nN_Cbuxd&9p>9hAN=&1O%gBq+N_{Jv#)S^d7@K7E z8kq>IVnXH8$OuN<(`f3bX~3q9nX>rV(O$ATZol<=TEbdp^Jktg7fjLI=&Q8d#H=Lu zJMuqAUZvt=r;BCK^N~}qA2DHw=Whnt<6pB9_e#cSc?=kc>5;?;|F`Hp`tAV|$1oE& ze!M#3MYn>f(#)K}zX`y_PM4_Bqg03!MD*Tx#sF$m&E0!md_eZb;j?!IGa+7Z-COh% zHBle=INexR6mE^ENAsaMzn`_vU-tc!M7m06qyZ1Q=j2`OQyv`0vQ9lWppoYSiY5t7 z=V=<^m5aI??P+P);qywfL+2T}Qfa!pST@i*XdV8?ff0uFI8P~M2|z)9*USSn&oP_h z+o0#;hCi}vCOrS7Ah`CT_rG^S(4nqVs9igQdEn)r5T*?C{`$E%a*_>x+e}F2`fOv> zAN0SeQPP9oOV#vL8#;nzXQRj$8^%v0$qx=8ul$U^Ra}4z6SQ!4xr$66&&EPSRk}O} z@k6^jSqbs^Cyl2HWKb`&*oxcY1v%<jXGm5=J>Y~(N^;JhkY{1?++~9!M>s%AK)n9X z8*~o;`|lYy-j0zr{9MvY=kTe!hV%R^Lh$wXqT+irhxf1vTRi`V9EheH?^_VRlE@ap zb+g#ud&&_;iar4#)t0G0LY{Sl&b~`NWZO7wc4zPBoy3BKcr?YMkVp5L@Lr$eJa%xk z&_sca93<Eba|l<or{%hkAQ!uUF9_wVmWNUT?`dP3F>-0B3J({1@@f}j>dPv~dddT` zj;zK5v8YFt_Sm^`NE{AtOx-Y&6oEY(`Qy+2p!2`ta|0HoQT)dD58`6uG;mBL{_4B{ zH(0#;!0_uj;ve%Xq>10`!DIFF1OCc!gXj@I)4|zl?8V8M_n~QwuwaYFg>CoahkUCf z!t91|7j?al{CebYPV}JRxD*rkJljuugn<WIS*kQ!5Lf;6tM}uUu8hQIp|27Q(&CVq z#2pxLjvoFiIvOE5f_&{^EDy7m3$dY3d4Cz^HnEs5b({jLotU(pQ=o%AFCnOqRC>3T z6M`>zJ`8*%2xmBaK2RLv1o6coF+GDdY<(2S{~`XshoJxgCA4ob`Oh;>wqp&a^}VQe zx*zQanzj;5t}#M6g^vBzbaD9peI}v+^<$xTR@;eV8FLT{zoR0_1p%&%K3TtLQGT$F zTJ_B?MkE`WOYhId$if(tj#G)jUgig8bqhh@W_Mk^RLl;Q&7B@6{|Z60V(^`3H_^W4 zARzI08$Ql2q_kg!6Bu<fyxt++`Job$^((~ZnWxA}nK5t0l|1C;X7YGo)kBfu_b+sg z`sbaat2>Hql7{8@Q4jY=yv44k<|aOW>~qRf$|)>?{fQgH9d2MR__f+{T?jG<<n=}3 z&^h~h_*(P~AFP?zZFxMTLgzAW@?Qx<xb>RumyeMG5c4y7w+-Dh&A7}=lpZW&Z^TM> zwf`^@Pvz_W$sFc^bDn=R4?jgd$?V#;Mj=+>x5xCVb&&|9`+k<lRGGyB4}63n=@eW< z^$A@p#}<C<R*Z3_GY9<h`V(FdOht&lDSr3H6y>-i8GAy}9REk!xL^XqD5i9gb+uN6 z9(Ipt)*OsL-Xl$?Z#$wSNS2$=rH>~OAvK1iFdi=C8y*kK%BaTk9E_g$MWE-}lR%!J zKa3!0KX~90I=`2Zt{8c(uVQ8<chBa36@&5*XO+o#*g-JwBBkX;ltX&Ea=`BRFjno( z_KXFc6TYm=(<vJ<L&0NFeexqDNbx$Ll^M?iG=WF@?r`zLYAEGzLplNY@ggzZdxQ!$ zHQC;GOd$Vrcu2a&3oZ~g3E3~si1=~T6k|DpoA|(BHmUfQC{+9%bmoZV1nzJaqml?V zD8zmrCLynMN8gyk5!4Hc>)8nSa(f*AGj;#9PT>X?l~HP{b`<eQmtNaF)nCJ(OHo$& zKj#Lg=E={#xG=mr)GGccRS2Bx|FwmbEn-Dpk~QrpPxfD;s;s!BB-k27B|23~LHfC` zFWLXe1AdBbvgk1htfSq&Fiic#T7#d<{u%y*iKdX}6(<g0rV(~GKOt`4<Wtd|9lJHm zD51XKR2>Ugu+g4;-rI$r=IMD7W5q#u*PjUuc;1Np>rZ|tt1yYv{*!N#mZB%<dY&5l zsnCJR;#gM_89Il_I5>Bpb9cdQgX`=~JP=1~M$vM880YQ2UK=|^1zm6X1~eVfJ|?g- z<)!}|&c~#cMSThJZ(qzlRCk}pl&MEvk>i4J_5Jd;^s`m`ypUZPqYw$koFwfG9XN<H zrrc4Rr%^9p@=8n6-XyMYk$qbUaqE;K4)9p<P2=YrYHEFsvk>1zNA{(zP!XG~hiZ=_ zo~opr<$=-)GMJ=D1zlDVI7^<&S%vnFZM2Gn-7!(PdGJQEUJo6iar~OxsYuiZ;BDS& zQd+}8JGMjaH_YNWzQo@(CQ*=<lRLqrC=9pXZX{Kuu@h!GVm5!Kc!9I2UiIhgW&Ctf z(fuRglbDR{Mfo|tHQaCBB1y7b5T0d;(I=pNpK0Qo)5i)ZL5E34?$r%WP&i9gxq;4W zm*%tXaM6?CpXuZ+X~b#E5U#}rdPPCUu!oX?p9)$p&`CuU(SWV#<Gi!z=UU@o;q)$? z1Gp>0dUMhl;47_vq#-(|^c7c6`d*O%_SB4$rcWqu5O#?5WJ4`Ba`x^J&m8g)pW@zV z_&^8qzfxD`k7Z-LH%PQ={Q_Wd?#4b9#1*C!J3-@>JdcsxVDZ188jDfn?z0s}Tn=}Y zOk+z1a^f<_)DX#N2b(tMJ^xUXjd+@IFvG$L<vNld-?j{6BNQV#T0R#GgL%!X&!<su zOxZy8+O!wyWxubg<z69!wiq*#%(6IamXQz42U3DT9F?Li$^mITjq=jC^bac=cy22k z!2s)5JbLeX(?H1c|HxJx*Rh{G@6_^h1i@!pr<3aq@_E~yn|-oL2_EF)Cuj~5Sk$)w zw|7STz<(g-BRk3?c3u?jps%MU=sbIlE-z8SoenMM*Ql3HzQEny8^i&u<_KL#v5hZc zl5o3)f(UQu@E1qi;Z>IZmaN$khxxEc)6?-4%)gsBcHNi`j{Xjl`)!SQQM%Mamz)Ja z^j0kC)tNBNG0{B!i4gKS`Dk!A=rh4AW8MW8bur|jzvF*JuM@XO8J534N=BS@9I!Z6 zv4_28R;0ZdM@wA!FnQ&}GRkvrvKn9hBL(D({5P53&_Y`U1nWETLV5RN%fyrH1pjl@ zWcx>m8{*%7b0J6yQm%cwPHjm=RHl9S^T%!-FSxv=wv74`%F1!0o6JJ6{!FxC8Tpm( z<lYfW!BBotU7YAabN72kYya6%F%d(nOMmOkD8c&0N&4p3l*AZ~%V-HVCk(3l2InJw zH6c&#bf<zAvM4DlbXI5~|ESFDYi&W0-pWl(??xQV=bv0XJ+`pB8=Jddada-1bsPNF zy@!!C-WPGr@WfL-|GoFDs}N6|>ObUCv5LtyM<2a9&P>GboMo_6?8SXA9?Pg}`G219 zj^E}nHhA(V<!(tB1;Lc&)V`H30PA+5J6a<3xNfY;hy2qbM6jMjSP=5xo#{UAzFa{G zU5}0*urCoI@_)YC$3ZO)2LGezJp8eG-#Gr*o5$XJuTYAL&ZQ6%l2sug4I^bl35Bx0 zQYeX%5R%AfkaHSFR`%W`Wbf^F|Nenq;d#!v@9X+}-tV9pMfY-gIMb-O@IZqHH2&RN z$WV|1*Kog+uZHNs*dc(;lY@z{&~dlfcq9sG8>jep4{-wPtDU=a_t?Q}dr?2ASOF}x zew0?FqVvid?&r4MBCvFGpXsx=6p*;)IY`0C2gkoIjJ&5|BeGNIehMC-gpAB?iew+O z&&=Q>IccCgQ_xC{H5qXc%iK9a$xGP2djqPQk|e@8W8wEVQ9i;vh4RejL{V7#rE<3F z0NP94KXdfeIV!?Ze{kx{cP8S*s^*^7^D^L>qw9Jlau8E{CM^Br6Y@sIUc7$vBQr$K z(oxK+(n1h_hG+xoPe0^){zGj}{QvytM>(kH?)1@i5)a~l<Ql0^>(Fh?!PQb;d+P-r zo2@RbworjBykTdl_hBZEowwmhK<}TT@`1`S#Aj=)i7J*wo*nNk;_%+1yfAquypa1G z+NbF9EGzMKVMae0{z>f-0?|HgT^*ryET+e_yaj!aOwL~$bw#=0w7iMpN9?SiU;0d< z{k9||=cPsWpt*ZM-`z?LC2B%_-&21s)NjKJiZe<N5LkR?*VLWd4lMY<?(T)15-irn zDD&tEHW0nudxaWtADV=|30|<^BtEGAa}an!K|CBcjji~Lc#4$NLwB+`fm`8*OI#f% z$Oq0aXw@+h!pE5gPn(kASLmOd+8}!3(sq}nU!g4I^?e;Un1}ihUu@#vlP2-b<jY&v zP!5OC13ialUAUu%qMe;6C6Q~_zqiGh1V)W+<3|q*!e*2Fl1?cX)QV2>KSTW6n(?}_ z$Z%1h%je9?Z5+ibZ8&;&-Y#ILI9*v!Iq-w@%GarTLYw%Lnd-5hV<bY%)Y4<Ti4k&I zud=V@ZD4&;p+QgEB>@hUobw>lz?PO;%wOgStY1eW?a8?nj9SNsS29VEm|<CsSX-op zJ?7;eq-Q+v-!I?RoNFvV8FBhy9`cCngxTPg=>Ay7_B?}@YaRL853_Z!tl<2?`QOwf zM4{J?*Etk<quE>pMzT>J{TBa)VN2x&{EURP+5QwR04I+ukMR%q)s<3?gANOLa^!yp zk1C+tqBM==xZP7M>#3B&{NE|ec4GW}O0x(^$*{IL-tNI7j(;_!Lq0#DqEb1U)JeRg zxlFOZaR)n0zc2}CUJ&KmJUD4Mk6FmY`L{embB)f`t!i`*Y;27-vvZ~aQNA~~pFbrN z5?@DRZ6&CPaSaaLw_PY7EcgBBapY}_{rPUgGaPwSuddzS2|~VR$yoW-14H=AQK?5e z$orlz8NzP-5BWd;rR%iK(*QZN=9$V5E|7fR<999=-S^smgfN)#5oYd<Webb#cv|<V zNO2ubSSs9+SzhYKO)$GLCoYs9om)Nf8120~zZDtER;}PBFV2%c#*v75lec|;t|Fh@ zveVN8-i$=BezWDNHv@REZ{_pwVAM;$HNrdNvVnPj`cY_p8lB^s8;p+*Y+==}eVO|u zCUNuRrnU2k>;96(Qq+=J9Qv{D21De<J!&7B$dD=pfgZ1ZNTc4Op(u5!E<5sy*0c+L zXl5cbW#<K@T1RjTF5Md!QJ?$z{7YFPWfM2ZG%N5B8^KDt(iy@ZQKI+pqddWLJn*|@ z<)+rF6)ZiAmM8i;2W;gy8f_*aKFb41#z$zLqV{=jwt+hh@%F+d#x=x9&~_Hr2q4Zz z$Wb%SjSUWh<nW$q@XHlUic+(~>jo_-^m%78ydx8t(Mj?06NqmWLEpVj#X}r)Y~N<B zU%)SS2FCi={>3A%rJedopnhogfeX_*OvJAn!Hmx@P!cRJ={5S0N49(WD^uPI6*!6( zw7)_;;JyAekv5X_a8tDH;bopROlxVBvLvJtPowkhY{k)DX~O?D>E!~xb)?&xH2`@s zs%pt6(EUH|_;Ds>A3oR;yeVgbGZO!*3*(hik=NcVe1Tt;4Z1tZH@t7~Lr#e9fxL$_ z5FhsO0lSeD7%!I>P0(-SV)<iadc>h4Yn>h}K<v&7KO#I8lZ2sIHg#9Pg$W8gugj}4 zAb+wO;}@k>3B>LFzM*O^3`))agdb|4eG|($CiU0SV78jSR^Bp?*?nELFMcQjwnl&V zep&p7SDLcp907um*hQ_whyI<ITYHom&!Ii+C31v>7za4LO_{}Ok^g#9hw{-8#Enor z{e)kg9xCfDjB%lT=%i0C{qU+dlpNN4H2HD`E3C+1yQRqkTFW_aynRtGDxxx&(p3<i z#ofLdiM-Tw$?HF4H+TVyjrp7`u!?)nNa02=If1LXlyT${4g6q`cyzoN-KW2qC;u`K z09Ny$J3VO5c8^2x<W2Kse8kM+<O<rSDcuw9J@<x0xE42O8c1=$sh8$nHl>u%6nms@ z?V12k*wqKhRBq#p+u+mX#tv)Td+4oD9$tp{SQ~=8)@nCziEh`)1Ix|ey>jQ!^Y`xH zs&$?OFjDp?ynM?Boe8#Sr8DUMEPAMY@)|oZTRwlR+$aWoF^mz#*bF9IqxUNY-J2gm zj#^nOFXY)N2@0)o!zDUZmNIk>J)Iuc-|3+UG&~9e6_oOb<1bK4DX@a4W=KB2?1%m? z?M|QbP@ig2?ct>hCxwWiZ|jQ9=<}>|sXDRBi<UTi@x1NW$6YKgFe#4VB{!IRq{Wes z^CPZ7bZg><0`hKUN65Jef#2!N&sufIu$7Jn18sFuAd>9bb{X{ux%lD_c2;r_Djy9D zuC$<e90#Lm)Rq_&MWu8`&GLYJcgo#jKMBwhFEcD<V<LhyPVdaNvJ;GTs}Z^G+z|DI zH{qi)2WT&a2S{>kVp-2?RShb*p!|WE^JP8s?+j&Y);MfqreVLgYbH6tyhV+hN*MXQ zJ)8%g*h;}M|6U&lDSoKL-0%H|<{NbJ^3S3|#USG*4~N%o6W*MfKU(~b3@1v~BqT=X za8G`EoW61ubGl6*WdBeU{(7hBD&C-m0Kd09Q7hA!k$W{BV!4h+bPdOL9&!?lD$~#0 z0#>n^F_F*r(LMi5XBCO%6#D+3&{XPtN>8|biOpobOikqbCZAFw^FV}gZYga#+IL)w zWb?FPB@*w-eMck|qJ6Z#T91nYuEwS}6#1Zht3uO{EB(0`yc@sE*v<;ordBUDZZN>s z^6z~PC43NRe^Y(t9v_%p7cT7BriOIU^{WAMY{Ycq&5s{Zp2#!KV$>*R5JQ1bv*2CC zAEsyT5Y=QPEb7x=`h>E9K%s@&&S5IJko&@f!h?$F)!g+n`$<FSpYF5JW=8vZrOR$1 z|1m+l?yt^TUJin2C)Xy0GJx{zi(MRfhBgSJlSvJ1kaTDHn0KlGEdSdam!4h1V~v(? zwDWKP{VVs|<->w-D(UDmCG@?9iVGLlrkn8^(e5v8sNbBH^h9N!g%reIG#z}pScp-d z+PV}b@DEE<@%Q}HLxRE?%ErGJ*nvfS=ZumwEodE?nyD^F&zYV!?hKSe3N-I#KS6_d zZw#~A3Vp2bNU_z38s!}hX#Z?FudD>QO((8vHz7|QU*(ej<Sb6RkDqt)3?GnE)UxC? z-(d!yS$iV}$MARKy|h<27BJ^O<05rULIg)+(zDN3M1l6@&x!0BYLMXEbLWOJ7j)b+ z=sJkzDZ!F4MqNxJ_>E=Z!zRLPkZ~YFfcZBQNF;2YBOMe5kp;#6>xDc(Sp64}p8OYk zN{E(`MiKv4q$$(;_7o;%GI9J?BqQP2dvV{aAwB#Qe61aJe;M1a5^K^NgZ6dbLRA#X z*})>NpVx_97CuD;{Wy*KS?S5F^gRnJc%soPzuh+CM{mBUdvzW8PeYRr4aiD^i>J}2 zCf*_Z&3VtvX**7M_v1{2y6q}9Iy4{R5z&f$@_I4A?@fklm(Na~azi<>9$sd<sSSMZ zoqPjZx(z)4Hs{mxCGA*4+Q#&O8#`E@RTTAE5)ZV_NLRPFq4}@K#ZsBqGGKN;&#l9L z4jT_tF|U_Id4uYGFB-=gAaHAs4EiDAXl2#Z!HK`PNqK0@sDTi8<wo;X7$A<S=`$fc z`DGlvr8KjXkViO6-7~}q<u^Fj3+zyinh4$2OI@WPD4Y8#Uwotkfq7YLjAa#{xB7h4 zy%u>!<-4Bs3DAT1=dt(hjO>KzyT_e8wyfY%v-;#-nE>=%S=frwWCV}KyKUj8m+(JE zzxmY5H?TkNG=zShVF2bo%HxR&i0hxh+9;jhg=N|a28pH#!N(8vdmopH!@-9e^K2&- zKwwXilk77xh)n?L-heP<nw-BLth|P`ezvpvk|PN`gOA=7gz~}pBY(I)$?*`D?ny=e zqUpeKy6D>B&rHNjul8<En;49j))s`eqke_-D;@n9ZZJ7^Wa`;<Q7A8Y7yJcr1QzR# zF?_V&18N!v?M(!bhsTlHYdLuhZ(KYhQ9d9K=O2|=rWh>Z$%AGE?kildw((gl_c=Oe zBKrq-%rYjv_etIl8DY3(XgwhqM@QIE4aD5phdc?R8ZpWAO*kd>g5dvi_30u@JGUgz zyg-h+_jo-!5YeAjgx}U-H7AN&Oi^CWoOQT~*?J9Aq++U^*kuAMW<H@%ZhG+Z6e@aU ziTdjt-KCCi$FV(W&w74TZs0uSp@~$eA1L-L_`u5j2`s&-qUvTG2P|pZb=|lp03WCe z-*7ar5(4)RI&1tAhMXWlY+Pa)x6ArC)Qr4j%Pw#9YLq2GbeL&fj)j8Qm;Y})Opcal zctcmUYNr4t&#kES9u8uLl^W9FAv>6#kKjed41TapbCNVXi+qaBzh%>J(ScCS2>G)w zJ&|wyka~ct1>-xp-Q&i+jh`RWoKJ9_z^PHBmYbUkykZKC9vO&&ZBy&Li1#!^C+i*; zp{zEnBt)vcqDB(5FEOvt@UcMzyWpmtFDIB%(g%p6bEwO}mc)k_?65rex_}Lx|8+-Y z@9i9;M16tcj~C+@z~^Lb<az@M#te__UsCylOHuf%j@eQZ<a`_68%4udJJvp%=fDG* zvZc>*SomPz<FkNvaYo?UaM-15<Rq9{4^i!Uvx30yZzs4BUp6xo)8pGu1^U+`U9X)% z&yg292l*CTFdC|uiPxwH>cZ38W9GAliPf}!Z?jv%B8+=SO4B%r%$zgb9y!Rrq%y&k z#;F3N;Hn$peTkSVCOG9ghq!|>##j28Y2c@Xkd$W^3BGIvT(<wj0}RKHw&WgI#y;e_ z=9{Zf5Z~9Ix(WIS5<7ku$24AS;fCc3+8Lb4^L22)4E>cwtaGaO0d}4qzT|(Zch^>c zCK+~1%?ZRKXYT3nyNu>pY{^|hzdJE88skSVQ+n{Z4u6d@z9#&0?-hTdmK{tVR0m4s z(}D*>uUFYuUP!$c(|rK#wWjYp$h9o`i!J_h6ZVOh24+s><h8n0EYvK)ZO_3uJTRv> zdg|d4ep|{!D^&^Q#MV^yjn1NTYW)$)CVmD&sBq{%BXmyv)xAZ~F>t}Z=Cla8ktKXC zxzQ)Eq6P1JB^VKb`bUAO!q?;EsEE4c$vZx8kw^6<S$1v-eXka@hMJxZVpbzQVgI4` zk(NxkewfD~Mt_chMsl?iBfWklJ8r*>Tk9pT?+ruuetCoI0=Ic!P4mO>pPUuUz4(bW zb06B9yw%{zO54P$ulmk8Sx7^urbf4K(<-*tfSIJDzzB_WNi_1JD_H-g&2EJRKUf0m zlkaD#z~`~*wQOE85%8o&MU{6616`c*nm`49IR49<+!Ev)Sia}H<BYhg71|PKY!G)m z=ZQ<5jsP%A?BDKkR)nLWN1_=2q351gJ#W$-Ss0p8R#0;$!)A`@fmGdfTq0@7P#Mk9 z$1994(N#`hYF_^OXP1#T>KT0{56Zo5#54EZLSAurBB|%9h<wn_H@p%eSioJ`EyFO2 zp6D!CD{7~rCG6+j-pl+Ihg;MtI`STp@H>EeB4=d|_i-q06#c~w)sA0}W({$}$V_gg zMeGjd?AqLNnDYO*<<jgGlWEK>(&FZNZYQoEJeKzYc?OJS=2n${Fo9zSC)0;>%h+*N zfu4{canQP<|Bm7n;vnAtDb67`j*)ia_D8Q)<6lBj_o{Kpflp|VfUh18ocPMnr+|E+ zX2<S(Rhn?Yh*4bh_AUjn$IH^%Hh&H~Txt7RBW@QfKj-I|+pvTkVVqBB&lLd)?+sdl zZ3ufmuNZobQWU(FPDjmqqCE7mUr)8@S1`&}^5Qh=@dj`Pr%f=hLyOM5^+69-h-Xj9 z+W4`E?YxeyRG;MoJF6yHx+^HBY5elG#@94FT>a30^@ZzLfwJb33F_TRhAVWlE}%V| zNOVFr<2oike$(U*dJeNcy8h+B4GLoIdFbO{Ms|3SWI{WYi_SMp*^2ow|MxBaB@Npn zzSmtnhOYrUz?b=zH~M%#=3e*!!b&9wq3U}>u^&-?I>Xfdt@jQ-nan-?oNo==?em_! zHp~iVN46EOMNZ>|&97BIB=Zwy%#F%c7!Nv+dDSLtFXP4R^~E8=bi|P&>jF2_Pgk&A zoU8Wa1&f;SH351)SmE8rz!=8}|7-=L=N#D4@pCge%M|T16;L7BhD^}kUp`bY#tD)x z61QfKQ-F=#F&A-JMi8T0*?;k-FsQrdmOL2XgtuCIUiAP6#GI}UI^IeRm$g4Aotxo+ zx$150#=qlOmq4AaWgrdwecWE#8_rIAVJ;7CG~obG+&-FV4>x?tGCE@}jrL$=K_><q zcpy*Fc5;9YajDEw`fjtM@6E+=I(11lC^f!dk%02Wz1*sYZ}QLp?dd)DqOIA1EPej; zq&5Zk$^1B|fX=DZ@2#%9e2hF2doOWdh&O(v<igbzUmgg!e_UHyZU)Qo*B4!JqlMo8 zt}Ex7BA-;A8uP~|d{F&;uTHc&1AMUjeA|8>FJZPnqoDdkFBZ^4h&iN*fcLJVg`oEc zo*Y+y(Ku!fbNJ*x{j^#HM!mFqTm3{JJ;hVmzMUF|UF~lKrm#ZhE(7DyJoFqsWG>)@ za$IL0*fy4Fse)5*<_Kwr1aUP>0wO6}*yPInDnNM~k{H(;$Dp71+RDS_4W|lRHg-Nx zK5quEZi)|}KTC%C^b-#II+<XJYrirp4+ZF+FxwxZzk{9LbGhq8KnuomS(?M+5H}>o z$v4xW@9$P!5~rsl>O)6R3Do|eA-Ep2H@nx(V3q$!O(`0*@Z`vwg|pU6xJSDG2cduH zdGnKV%5CokRxLDYYIKr<&~0r!V^7Bj(XTFEK3gtAJkIsI1akbq%U<*#?H4s%7*Bt` z=*vmCrV%0w0gYI|W%I2&VaWGLtly)mWPq%b$vPuuWXP*k3Cn32z(*x_a!dbqVG&Fb zXP6P6<MI)U!rXBV<dx}T<3!H`#$2`z$7pGI6~zAgJMv);>NPX-u=U{0Q`uYj=;xR# z<<>o4#0G_C-A9Z52q2G;bM)L{dKk3W-OFx1ho!#azcw@Z8uu&};ER7Q0|hkO-#q21 zfz&EH{0_g5@7w5})acy6zQ(f1HzE(_RH&n0)=@@?b!EPw9+-?xm4xmc_MswfsZ%%K zLcOOKNr$SgkIF*JlRZaY-IRc?#^cF1kDwmU;_Vl6D}S*suWXZY7$z~10i$+GDi$Iw zp6Jh{>%{5rR=;ntLAl3n>YJH8Q`nc$e%}1!Ohjlx(2~#<PU7c&^&Hdh{Gc?fVPf<~ z6v*d&M$gP3?(zPhyq6g)5PHlmh~JO{2G<{?4d_kdX2;iiBsS>?2iMaX2faq{%<m4@ z<qZ(GVDr%jmxI)VNMhiZRIXM0fmO5JK6L)}xSn95xycFku8Ow%#l+$4!B4)<k%PFe zldpp?%4H{Uhv*ebli(+>%+<F0l7vIYm~r_mf%S}eWgl$k0S8)rV{f{7ESiyevn-ni zK67T~2LGGHiD&I8dZp+-_UVw8s*)&p45;MxH1op40~%s4{kY+f*Yd5k;7vTQjdn-( zDHHS^3HzpGBnVmD2E;*ICZgNyiCMaiB3u`sx+K~y4o~VG@Yl*bgn(0kb>5Z$ggz+^ zUHXcAflKB){K#7^I)}|_MoPeA-0RBJ0vU`i_TDi=dEq&?3lTR-oDlzaNB5{Z9T3Z0 zI)X1KK&+kq=W<64&U3--`hnwUFLG78(w?51AciT<9k?X``<(g*EN-q~X;|tv%6lT< zmCnCb^k@-_zxqzE265U9@LJ)+O7nQa1s^|-EJ`BO?RA{d0zI4(S;9P}7zs`H>I(KB zwD75IZ}h0M1duPSoIP(;iCG<evo{v;Z5#f5Upjk}9=KvmC~Q!ES?Y4V-a*7){1!HU zh;4y`2sPcOPeOjROTUwxzb-6eL0>qw55=zHzb>T|`>isAvggV*)go?!_IlF(ncEZC zA$`ee4b*e%iFB~DKZkNfB)2f<zHOX|%+DL-#0jab!PJ~gC_gOd=g`>Kg1qsnau@xO zPwbw6$fytMGaf&gG>3T8jXsW3saY$SQAHicS8qz9InnnEuL$bpggCa3IZzYZhIgx~ zz6-;L<{MjmZRqouLKR-Eig?^H(eeCd;=q;gq29-Y7v}EK1{`=tf{TUG=0A@qK**;a zx+q*0f-B2lF|h^{i!>GR4-tlYW+t1rS?NIZgMs&}QC?z@1N(I+`Wr^9eEY5j0$_0d z^=Tg;Ng#i3$=m!y1L6}O$!VvkV2fQWYWT_^9?$c1UIq18&Sm*eAHvvC{?U-RD~SQL zUg)ung@}Xx;rmMAQW9`Y&85!9o)Ro?Mki2<(t=psSuNVL1(;^YVB7d<S@_Q@;=^4# z<dc06t`oR|cm!?d@4m>RCRl&Hc~0xc2YeTj<FXUBu+*{hg-#DX;77*2MKZoh!+WCs zTWz-}JiZuNFk!|9)2?m*y?8W-4KRhjjM^&&Cw*v9d!-ATLv2A8PHMPulSYSCOA2T_ zJ09nwo)W1o(5&R~2$qoifU9^P`n>87dI;zCV>~9(gYJ))G1|%K03~`7L25~k9%~uL z6s>Mig*l1Alf|U8dOli^m0?@6uAu@$9{<D7bh!x<Ib%kxeFqCJl4fBs=Z8*{Wd0@> z3dq*3DtU<VZT{BLW3SJV;9Q)T{alU^Bz-ypL3hS68vC$iK>WqfQ?eIs*7jm;ds8pY zJXpt<t=1ZRIe4LA+$ZkhE95!tTmM~FDh2||swe3_lc0j1d;DYoBV=}kPq^^$LDGY7 zMaBh8u$SU?-lrJEkDLl>h(6Gb?~nxlI)2~43{<gWiB~vana?k|Vw4;FZ|Xm<@kM-i ze*LJCHZ-5J7kNQH$^cT0{q`Sx1z^Ss%N97w1K)*?Trto?T;$6}!(1)DaQD7&MHTe9 ze}{1xl%P3Neu9s$0*Rl<S|al&`-`If?57}El-o%2=s%O%K?$t-+iJc(i@2E4n=9-n z7pkO@y;y0mi3$3U46A=~LrNC8u>kRsOWS&{>VD>fGxJFS4qglpU8H;?i?oU>QwUIx z_MkanPt*a0d$dGj++Xc&_I{j6v{y`#PZGRk9z4=UTxqh5@Ye<OJ&x|YXYnYF1??@= z?DJ7Bus6z2pk;UxtJa-U+803u!OF+!|5bJ2M%456g6-(}^jq`lsyr=GES4PpP;ngp zdRyz{0Lq2+r~c;K84?FEi4V~^=Ixl(*mY-T)T=pRn|-`*iXS*;u4=m?zEChFZ-U;- z=UC*+C(_r|{@@~&sVw@yi{2~J%q@zd(3zNN!T+`qrwY9v)#J+q%JvB%3n&MDu_FDb zHp+nn9yG4DDPbW-buSio{$9W;YDi_BGw42FsDHAjZV<tGD)`ug+2CyOua6VRD?rU> zbh+rR9CSuj9MNqe!4u6S`nJF&yz}qA6m<c_kNN6%^UT5=R#DGR*ZzQsaHxAOo%R`> z-`B?z|2PQ1!5O=}h$57Gdpq6H7KQfMI?r1t52WH>N?r+PEOUYb*@xN1vKb@AGd{OX z8pT6bZf;87BNOeDnD#+NPKZu??~u?&je1wql$2sDU?^hSIMy+b8L)|}R8dGksdR<I zqJ|U%bli4x(UE~UIic(;(Sop3c%;Xzc?+kr@Qd!%C4p~>O`*6W1MoIW=(3@l-C*qz zr>D%d_~oZg4}X$TF2gn5bNgO1Uc^`vDIM91d5AVrohha!RtpW!CTUQEdhwq6hcD3H zGrg{+wMPbWA*Jq<rwWA8n>smHOF*Rq;Z|$HO1!tE>ad{|0J)`eN%Hk%A}dDV1ox?b zxV`wdWP9ZGsyy`UjZrAtn`d0laz{N^@}Iyl;hKM#1^0}jaK<*?*QGfdwTn3U`)-@v zeZv7Kb`QL|iRNx^0&lBIM^k`Rl(JiDJv%`@aOc3=uZY*v!h5lHV;Y-Jh+;IOLH*Yk zkB6TDH&p#OwB*x`_U%PB%?njy80I?5`zmo0JGF9|v=fQ;^G9i!w-CoJFu$|>Q~NG1 zKe$N6wk8Zhrs@s3?9<qpQH!GgCeVJ~=2)A+{ywZcKQA`*q$JcdIx`RbriW<%8~ep1 zQEu}&tM;LvWMW90<z!46>dTpHeO^QRYtKjT1eDR-**BD5COr%J{*+A(H}4|fh6ho0 z20b6IM_C@rU0B15Pb!l7*2uuEqfpuzO@=d9FC~h$OT&jy^~^u3l%U^mXsdl-2~XiO ztMYSQ#m(wTediE=%Qoa=@?(MqPTN?@aZpeab<~&AauVk75x!;vGsLMIxwKU5MaK&z zxgU5!->}2v*|8h!Xx`dnvU+(F<sTzP=hdEU?BHw-*iD))8X`LA^@BU_1)#i&KfqKH z^;88`&y1&{=hYkG&iyBlH>$Yc&1@I)5ssZcC1XYnC&I!M`^a1b{ZOD)FfoBEtc1pV zc4CDo>e$*pFPUKYs9~56`W__*H1M5|U&XYvi042r4D#>3H|GkH38F-`{A2zozHsEN zrvjN7_%zc!;OjV+S+nrpF-k75^*vs{xJVDmHQ9QeEA)uJrf!%dPe};yU%56JHHP~= zee}4KBmlWXhb;b+o4`tF$lv|%)nHmjCu?uLA;Zq6nYSX7+t|0oQS1LQ=pajpYf@E) z8mvO4jmG*&1ZTm$vnEO#cypZ0vFIzP=LJ8@3bLgk?^mAZfUOu&@BLM@_7IwX`e#-= z_&bNwPwh9$mqhy&mNC^WJ`s3ol~gKw5k0qFRXIc+S;MPr#dUBBZa8amd?mPA9=OW< z`>mWsU`$niN$fNa1T)>KHsV0{ySfi!qn`#aFNfCM^C%}X7IA*-&<GhA2cQ0U@|g;n z*gh4o)}c91V9^`VIx?`YX&EaNDS+-V!62chR4^wgJpQN}d09fF-JQ1-VWR8l)r1ai zpbE^;QfOl()_L@V()c$p=&KX@wcLVpoNDf3N?;}UEW(RK?H93Dp64l76NTW#Ik(#< z&eB5V$<IH9(7cFz>do@iDzw+SVq@`ff)a{%lUWAb#feiF41$h^tz&e7i)I;gQlRnt zr)yKO1O$7P2HJja#`ntP<lhyihFrOS+1}?+&NKB9*YYyzQ8siOelWoW`d{{pn)`^r zmv0?T)gm15RD6CJPSC=j_O9Hs32~T6n{YQ>;vmvVzee9Iuj79uTcrxk5bv->Ua(c0 zo~YB7GdPLvInB3^)-zX8KrKgb;%DSbG^2C;2{#eX^=JEJxl28s=~fvTt;-Fg>hpCr z&8p}*P;IYrvIO6<|J`BFPY1&bMPm|Q$?zlC?Edv8GQ21jFxT+rfYFTxirsWEaB8m( zE?8T};!nIcu|Yl4BAR2v-;FjgtG8bdDY(sHP{WZL)A<=owL8`={P;8WRL$qz(sMB| z=ok!oiM$1Q9y>$EA^c$D%I)N=#sV|-<k{{Et9ZfVcn|7rP6!AWT&g*Uo_9ArOtKLV zn#ZZFO);efYcMX+$lzupB>&UtP3q$Vo4Gts5yYoRY!sSvtlGtTr$dWf&LW@QO2gsk zBOHXqM~=XKv50r@?|Lmq7d_BlNLrZA;03Xct?2s0dtmL4Z_Jz05$tka$R49T%eY*i zV_%j5HF4E3v1{LXAxIX^*QQJF!R$8YI$of8Zzxfq)VPAYF+!r;LMUfFPN(<2keV4d zo8B3IBlsY|+U7-N1qtZ6Zk2gBE@Fxm?2fa)nBn`bpFzu{ESQ`6bsNWTU{hqS9}Q?< z#p-JEp!P6&Zr3#gS+Fq@-6R>lzFRaPMgH$pOfMY_($Tr~EoS1IL6qWtqwJ7l!kf(b zm<$J&)NZA;Q4){)xpP?>d4S@?*)QDR1;M!Qw(IM8<h{S<XHm)2fuE6b9-dg?0||xw z!+u&Q=jS-4u!DT}bi1!PIsYR;jAKYr=^Qg$Kj179yvahuaf&t{E?^`^BaSDR+0Npm zk*_*LRy7`DRoKWY#|sL+0j>AtP)e`t*MDPcJ2<&IBySb*FB6?#D=_#YuL8bn7mB>M z0f9HS;}J*h%T(CuVKi?UWuFKmTeCo}j@8i_7j_s_*J!j(9mk(OQ;QTssXyb$jZ5D? zG-6fC0<(@9Wa1k8FZav~G=$R1>c!W_G@#+mF2{&+$o{TZ-Ivk4$K^fal{$W2fDU^x z<&`y@?`*w;`d&Wx^suej@Io)nDkp#GE+GLkraESq**Edd`uQ!lXc>r1J1e>G9Lg2* zW?q^wo5EeZtc$I^C}FPUJwr>%ApUy3A^Z#a|4saPD0?!H1I`|a7g`oZd6z}gD;KVB z<B>h5=Y}R&K#q%hCJS+Bjnz_$FJGgDnTy_a`J-ZB>`8vD>+}b+oNh0*i9zqvT`>J` z?+@Iqk>=w+hDGd8W77NYch~V?ep&H_pnupQqkh9S#M!$uOgnlX?HhLtH>xb7cd$yI zKWgz|axnG4tHc`h=?l{3^fOV;dP&>&xbaR07N`Ejzx5g~tiGQ#VpT)=lav9ehYUNI z=U5`&{Ff!n!@Jg9%yJmFk<touprwbQIoUyH<lDNnU;9gE%Nq8MTK-rO`uWyEg-LI4 zPMCQgBF`y_a-LU6SLzW@Yw0+nTWq~B;eGS|GhJQCGnD}G!EBu)hijTDH$V0}`j z{9ZxmvXHwW$jS`VAu1EuRoj@RgW~QdgMXMwt1%;V(ZNs3-D3`@w-&D<ZuoBxEAiXH zL@d>a7k(a7oHDJU11;mNu#W5WgxSwd9qg1SK{nsgk7ZoN>e$G6z4d>wWb_$1_#5#{ ziWkg>7?$zL5BG~CFU(`H0bZ$>Z5pveyCq?&^ON|Rhk$T|TnpaGbp7AK{mjIjN8`6i zvI>wY(k2xyMj~Fyk1~p*UXo;<V>@oNf(iRS7kv=S0V>bBMpP?Bp+fD3F{ZzSPj)`g zGZ@;zZGFDoEU^-VvXF!39)HN7Bh72kuZ{RGhEkVoHmN`&u{^w)odKK$?GM=jHTr!~ z8eMNjKBhP`zMzaHJh<obt(R9?@Z5dc#=+g};1_yFWxx-4iyx^3r~ecO_oJP)HGBDq z<LCK$)KH#p-g-VH4(<EsgtR2|q-HQRSJQBMRm7=f?qONl;X|IxOoqHVW+-4yUN#mL z1OcveuDgFpKs#G89=wY7*v)fk6#)x4_n8^FfM&!~y860~=IRjsy!ybaf#Xz=JFs_! z{y6Ge5!i51tONucZy{syR7AwGtf2HbCnPg$IUYslOS;+Sg4fBc1QW5=n)zD{dMDqX z4aYd3QAqsB_GBMc(^%lXv2P9wZ)nN1G1$Ot_cV>2MLCRN^JM-g;cYC-s{gKzYCE3z zXFO?{`Y&$A`r=@7(iGMxGAjPYXa;}v_H_$ODJ#(2FR@?=Lfn~LpZxpPln^M~W&UAh z3n!(>N0Ie72-f*vt5%fTERMlMSDY9KKBbtmlI}mSGc%##IcQ%TL+KlOUjg;3-2cAP z(yYbee>gsC?rq1#B*)qkuS!7PR)(x+o*;ZG*SCFjj1T4Ng3Yf~4`NQ9T~6O_iNe=U zb`X^>fP9|8n`tsACqdn2`ZGiVI)mBmTh-g}0KElM>aV-_lx50(?oLX;7IY&PX80i? z@|22gEFW~SwA6X#3}F)9Ed5ky?mzE(%|8DnHB{Er{rNb>4dYk)Pv_j`A&SLIgYK#$ zZ^pF3<A`c@NP05Z_pD(HiygjUMZZyxyKtO{$rzy{=zku(8mf+RM^Eq*cajme)p{^j zY<dAFYu?#qms!Wo40h!<jnM$Jz<z^Xj1vr^OP7A3oQnyc+O2RydEob}r`?WS!cHlc zn^BZ6WBHOUAz5gjh|F$vU8+pLklmVyp}lumetT?NG~$AJf9^etI1zz=sA$9<%R<)I zCO+9Q)I*T{CMi0(gpK}b#gs}Wv81Oa^>J}D#JMAvPMO!RKym2>_ekWGj*kxwdK|$3 zYhAyV!<LXwgf&H`%T*GJwlBQNU!A}`)!xyz8TMkd7u&pldkcUGReR%O)SuB6dYX8z zoe90yQ?n=CBtYV#;ip$l>_9v-d$y!AhHa$wp4#2yg1ZSuS|&FcV2=9Mf-L0})+^!Z zaAcJRUcV<V&b?*?-RtxV=c`_0xBSCS(k^ac!ax2p>-(WSY#7C4Bo`kHZ^awBq@zBy z-b+?tw<+w;FNce-mc(Fi+jH+lCq?MsG)<j+I*%pweyIJixrp7bJ*>uhNq|^WPVwk4 zqav2yo!J+OiNl{bZ`nFvC8~EE?EBxe;lEY;2mYeI!Lh=iZtD)zL-F6Baz;H=dXIdY zoMt{?u9-cwW6Tdp7ss`qG9e$kOjaGwJSAk6{vG*-=Hq7r59^uG$w2B0GLa`o1vj>~ zwEv-do`XA|jvN07c2w-#5HH6vrguSJOgNk!s4N}jzkNcSda^v2-jao7lV$Dmh!?Z{ zMTGGpCPLKtovaeoq=B(I{gOCEG%xSEux=(%hwXKX<qk%Bu19Zrg-#;hsuZIoX_|o- zl7te@Q^^Yu#&a5nLs<Etz3I>spS&?#^;}GC92+&9v$)9itc)32h19?5T@!@gOD7z@ ze3pc~EA2;4$)Wj_t5!oW`kZoj^<Ap6VIkhD$47bgaR4o6^wUZ{<R4nrM2TlcVsK;8 zfZ3}F)1+sNS}vc(ie1W5+#c}2nbJ7@HWn^;Tz)~vZV2_J#+W;jlDPo64$s?epgwJg zzo*y%Y9QYY9F;@7%5a-b!7<%dY^2ChXU_mPtXY~T6r#D(hU1Z(VG0Vuk7M(F#yufm zM1YXB2h^ZIpQtoBhkVkPlNdsj8}Np~BEu&a8t}*Ne9INz8K7QGAaG=Z8R$<8s<$A2 z(~!C(SwxftG}kS3?f(v9MMwHwu7oaO<C)68-D;Y!w}YH-kKRVP&d*VvC(?OgEb-6w z47w*zT?$g+Lj8=YEw))#5;wtrQ6;G%odMV-C20lAIUp|K1xF<r<*F<WPhJ-NjXiOx zS~`sO64vk77`^w4Ks?Rx^d(a<XvyJHnYu^`=D%nAgAg~Okep_7Y={J;PQk+t{^i)? znxmyUv<yV*drU2^_9vF}%x1FRkPqHiP;kvNiUYlsR=7fVHO3Qb)h76E7ta$K<x|~4 zeBVR&1f6!fG3IZzr-e+JVal>&?M}-u9?-FEGq9it9MdhAE?3TBG0*4%VwwNXu`*`; zC_#c~jbgkZObWyXgAaeBtHq<~nblrJ@d2yHSD9TdY1n*`$vePK4Z_l|g|%)We{&^? zE$_7~2-X^TRpf5sRVk6x!q)$=E!FVJ;Jjrl`||wVx5mh)+r1Mp^JWRFbD1oBe}fFN z{eusDyQ#qHM0th7V|wD^4?oGToID^aq<H)9Hvw?EZrLu3-a8f>y_9yEbfACxW17b; z85q4Ap6YEa3B#Nf?=wQ!KqGOxc)t_!1k<Bd?VD{ZEidQR_Z?wS)hxZFIK>E+D!DdX zw~;sdB%|9U#8b`v7h&%t)Q+W+(w=@sUJ269K$VhnDem*Q-LWa19omTlCtEK|!CH~a zNJ75^BtE2#ZA9-!^*5q|W@W>8bYP;r2)=@S*5^2tigFQR$==e#257&#%4(8!Xd5#c z+~}eB!UYWHJw7IG%fQ)~k++Zb(?M5&hHFJEBk(_3qgbHY#T_>-T81wv0==O<FSYg- zX6Rb1_Tn#kK9xF`cxU{;lKa1xRA(VB!26WjtYp-~c({<@>sf`7mJA=sby9)&hEkH3 z4dUgkWV~e35eIQShv^5#$j?RnTI6aVH^fS&T;1IHhX=Q3JIK7HhJL<AuRrB{aP|Fv zpYmAH{^c}7Y$xLTZEI}^YEH95P+v~w{1hut>=%v9rA59e?chek&vY=VE7aV+IE<CZ zc%GL)`ERjZmW_=|Rrq7wD__DYsbGGli|!z=81UvyPR^IG0&e}r#Srx+r`j#_vg$YR zwYV>$H}M|)$Bi}DE#wb0*D>@CL;HZD5XQD5FHyo*->&93^0}z}7Vzw7N8HqRQa;qC z{NUz)TX)Q!15!UfIX#4O47ZOQ%g=rw21$B_E_9JHFs$EO&bLNKXfiiEZd;Kc7|-A6 ze~5A-w#I+FA8tz`{_0DXsaQ53|NhU%;?p<W?DceU7s`Lh6dT=<$QFPY1M5{m<N?5r z6n<28rG&iJluf^PbYLajb>%>U1n~5?7)D<~{`jbmarp_{MBdxkmM^rTAiLIhb^Ep; zyvWeuANq~<U@U#}79!~L+DQNL&a^08x^e&Ot3n2JUV6;PhUVtgYN>LfXLqo{HtOW! zFbaSmeIeiPQ<&Iq22T=)7})-l*R1qu#9H*X{r|S0Tzu4&N5V!bzUXB2alMBVhUuH- zjkuWzJJX7Cmuo_Vqt+W<1Mzj7Ia`!-ZhIB;72bNh<U$ET%2L}O97pht-JkTO5?pY* zwA6}nN(lC6&YmJ`AP$q@_ZE*6BGA}R*`P8!g}cgfS!tjge*#apmC#EXU}xg_90g3E z7L)nf4D}n8ocO5kY>5DE4qr;t%>O-6`zBHg%J5I_Qp2Ym(Z2mp&O@%|LHyZ`e1lxX zbF+QRwpScOJjmfigIDVe1nDw0uOV$L{-Gm1^NcaN&!1Imlx0TT)vnNBzatY^r+o2U z7Ohsy;o$r1^T-=xnr(YscY*`~F2_$bx3GiQ4r0GYNP})3!|xa-C8!~*f0sghmCoXP zmpODE>2o?duU8-jU98wOwQoEGv(mY%Z}+hSPB)~!rinbuQP1h0<ZyuNuQbl4Vw7JM zvbf8#$%^J$w)wrNZ+cI|@VjUv+B@BRWK7*(fxW2CQ5q>`fWIc$F8FU*kkUF?-NrkI zNA4+PU=`tnZpj#yW7oxi%1&xB!H`T0yO;ZBKV%0k4i5=UF=jA-H`qpx_|Svar*C+m zbI@HZ)UVKr8?vWjgA5T*);)#t(ZvBC$bA`qhCQ8zAbn(8wd!ic?msyA;{G@pthd4v zHl(QlN}X30W*RZ|DUsQ0PE$Bz;?}$DhE*)}Kb$+{>>w6<C+x&tlnWXn%O`!m%LU;l z=$-4ou!B_?H~G>}8Q2(&!(^*QvE^0aM+Jy0CNgnMMFjO3>kdq-#;0>bazU44%ODp_ z_-o}Wokv`X{{$sjY<c0SvQF)X{Ty&d;X~PUwG3D{zrF5sQ5^Ar-ru{&L<y-wLiuqc zRM2=Y?AEyG9PaBHS`y(xK?FQj&sU=m2XD%+JLepzh!-b?W@m%B2$zj?1~pn?7@+-^ zy@P&#??XkHzFF{sX8K6s$+Kfv&*Rc^9rJHE*N1#%<-3e9I(~?hx@QQZ4mjqbfcQ7( zA9=-1sv*zH*S&o!iA%UC#k*=ReMXqC@ZM63M;w^kgpk+!P+zd}x~jDm1)-$<Fzq+u z&ANPyU01$IhO=6Vzh+#vu)6}Tf44K}2ww)x7TjbFH;{;xyiFxdD77cV_7h@|D?fMP zd5aia9Q2+Wr(p+mQk>{b#BWUeI-n8gBoAWuZrsYTnZ;Hc2a3eoI8jc&g;Kp-99YiV z&pJ`?6Q1(7r=MpqLy~mC*tN+atZ*U0ojgkemKIc`W+gNS9*a8kD@_K(-;&$d(0hV7 zbf{;zO$aJwGwyz8LOz;A(_wQ7HbUs__`1JgGOm_A8oFi50zXCXp1(t;CT52fv<_wn z68SH(I}+We@kczirRj+Oe%bQ3Uv2p^&UA&=yx)fmz%IewjB+k@QN$ld%O$*~Q!M@q zJqetHzPjA7+QzhQd0%Gl7X@eILBWo<yIA`CVXNXe5+p<%F)C>hLG!aChkMZZ?V=!e zf#Rt(Z0u+76@F#p73K8~zHmz%md|%r|DQ)tUH4|y$dV6?%8mW^OKxIrDq4rPf1^Fx zpR*GWkWaBJ*E#1l%Co6P{$_3C*}_JjB(JBV`9huX=_}W&`!L-{3lkiIvzYFpRdi7D z7(P&Fd-q($D!xH|+(JON8JD^^<kyDs+4=%KZx<22DJ<S~Z%aQrP|MoBI*xiI;Yr6s z#xK<23Ifr>&i=?ByT>s5CAu$h6i|(*7o&5Js`r(KbRlTG@m^QoatPmwGbnf#NKN#+ zv&h|kj`AsMC*IC6P2*g4v@;5bkH(xd60ygel9(K~l5;Jjgn=d5m)@v98e=H@TFnY^ z)^@))ck8cUBMlNp=4Ny-rrqNZNrCP=J#iPL+<s%a*QGC4&aPqxkDe#!Sn)u)Se8OR zE$UM*zkNHLLIH=qoS)BlN=uaK(Tm$;Z~`1#5t6z-glSE`=O1`10K1FQ{v(|n;Bm7_ z^!0x{aJbsc``0w;iBvYl@ci9DzGXU!!<QTI=-&S90}pA4n~ACP`Y|G?Z*QIP>=)XH z36DEy(DmVNhsHN|_mAL+YbBC|xcb(r+3roZx3P@R5f3)U_~2&mb&lmER`_Ib>(0UZ zs7FWn>3a4><onPn>@l=Ne5PXe%VLY1&@AS7+M1gQ_P3N>XuTo?Q*k23+Fh%-)eE5x zhEGe_+)#VH&k`G~OVk!D`*J{b*oP}mj*&oI?Y&3XJ!#;^E<C9i7lUPw8*i_o=h?4r z#^KjYJn$s)sOR)qv^QH{?@f@RB`9LGlw$<vu@6rIY5qeT&6kahKfVqMg4bJxJLWuM zaQT%-O#XTnR$$0%%_%;QP22m4ExGVR@2NJ*p=b`MX$zg>jT0aqR0!!^bVBFD-%Hwl z)2Kfa#3yI0Ckf>$AM`AG+2E3o<u}^H=zafOaW@|IPF&BA8;+trven8VdnO$bDDQ2v zatfTlm++GbQJv`gQ4llW^9=d2&T?t0Z*o9-0i#i8g(3)ag$goq3q#ah&t#!I3Ml+L z)?^nY4$i8Vo*zJ5?rzT0f4R}UZBwX3^K7a#tbA-W6wW3Al^a<wO;`{-vn&a#b2V6~ z7sKW56T{fQ#$zHPhzH7Nx8ugyh31P%d0*7;qrYc8kKcR-@(IbE;(TW=O8BiTpBO6{ z!Oy>o{5`G5M0EX35iQ<9`8;h-x@?hY%q{JeTaFta+!xYMQN7Or_G^!6o}u}AFpVQ? zsKq!Q%+=YO*W8R(($)`C-Q)#9OARCLUF5;2m|Ue*W`~z`HDQftU-Z_e@?0g#JAe4) zW#G7v4E-5{U)>Q8gFHyL5$!XCeK|dL^gjBYIJ|f^aF<`6XuI2gWD{{niJz~{e81Cz zp_+|XBI26L^&C`8=orA>=_JcDeO$uR4=<KzA^uv{Z|Ce1$`wpkbGY(yD9S}2Y*952 zh{tRPMK)D>sG<5p_a&8Y3%I8Q-H!-YG0?PDjQ_5Ua@KcyDBU<&AlT|i7TcCMy!c_u zmhgTJr+Te!nu&ND2bj{X+uQRJ*Y@2XsZ^Q7_8g@6&4M_9ExIwjivDC^8U8k~-a<{( z#Vb8IHj6$l{Y%e`gjj)lApE}?l*8%OC@V85WP+z6>ORw((tw9|F1;klL78uqw@MG% z*HH&m@nXndk;0dmBhL;7kT<|+AwrZzsLj3F8p9hiuZ!}K=kTeihoU0B$oH7!TvNF! z47Do3RT0Qv7^A^vHp|Zk*G%(od4@26g}c_8=_}-W)UTn=U85yPA{sSW2VUTTwjs^O z=EwwBfAl5o|F|Gcj<$Q^+#L3SeNUL$ImB}vF5F=(qa+k=CvGm5ZDHScqqt2}koWVN zzhf=(#Az5#eGx$%*TNw0oBJ#o2*D#M+Yiycm6|x|n><8K02N2t{SHZZ2lGIoO$p^h zm_@e|%9-$xnIA?M;`6CNYAM?2y;N4k-GKb#)gK=?cxmy&f?Dk@_BL+V8CO!SQJuk^ zducf<mo_klM!hbTM3mF>o$Qlb;e>-rzy4deinvr!Gk;G?l0Z>^B;zzUC*0iU7w005 zyr6XFOx8w`=b*6SNi3BV03k4)DEJ4vSm_bZI<$zhP;2~Y|A~4qiT=TQlBt+}Wj1vU z@&kL<w&3Dz(vUdj#l?>HTuI*_znnY40pzzl-Y)c$xN4p!XDs^`wlk%ASIw9K`Pg{5 zKG}}oVFO9E5@PJceHr1vvs{0%Hka8G2lpW#?KMBAlgaYX_e~4!KY3x_ZPvZdTli3) zj^XVe^JUDMcezLh@nF`L2zs-9YslZNUv+4|B+$~{jiy2V>hPiW7M)cac$xKF_c=6= zGYN5){Y)ha-jPk&IimAeN$R2de(3)E;FRaDogiBH5pFM{{G1akdRS{+KJq~G8<W4b z2bOTVg&mRD4-&8x(IN6tcL-xJD|u=6P6jMrPHOH&+}<CC8Woc`6|B@MNGE8cUZefg z{sqMEp+`Jw%x)aJ6^T`!oacfMVa|6QAFt!SL1puS@0CHKNpO49UmOPR@3IM_9wQ@- zSvy824u^V*M|6DV&>qB+M<$sb4k<SOa(f~Qj22mFZZU^{d|ov#)W8e&_sa`!kH~<< zyuCwu)i&NU-Tb1dmJ#5T{x9>NHTZ{yJHImyGDC2LYkJ;F4kql)&0Hm+2J!zk6j?@B zF>l_fzxGD-#9QTiR8-HIATrw~OEL8S`2kmFGd?L8YPs_K@JVjqtr8r~G!%g9qLVyc z$WK9iS*W$`qadVJ{!!FpVF5c&Z)fqd>-bZeW0_x3?jy$X>LT3<R;aVA=je)NA@(hZ z*JvScK$P`n_r6YQcqo^xM?1s}+cPHw(=5awq$|CCe;^t9j&}VN9jAi(^W5h$^w7DU z&!5lY6!Mi^TOZ}=XvLQPd=_l_%?o=z-K_3FeG8~zGM&1#i`jY%)G-P2!`7+ETVAO5 zx~BT%*_*NjY<JBzA@{Br?3rpi@WV+8mS0@c^UtCNK}m_d4(rs!Ex!UjeoPX5?rn@2 zk$?WmEgf^yOB?tEKWQstLJq>Af<qqh3e5BW`#=)ofu+QQ72yGE_!Sd=l@(h_2vB-+ zDrjN^yB{g8CsM-?O~z^3W8;j3zwbujIUiAYwJ2(uW5!4nDZl)b!7Tz=`tydhZ{~3C zR+$wrK|DyuO6LRx9&m4_+0(w4mtd3|)|%5`gty11dB~_|X7}Fd>Ft_DjHF>P_!-TQ z2Ny1V;$q_hmizu`2N5@>#5rw$KgyGITzh-*-nIa&e@-Od(?WUVg&t<Nf9u%N)$^x{ zrqI0Mmb7((JrxYnQn!37;U_MbKI}MbDh-k>HrnlIAJWKJ^+KYx1#|xFUctxD38YkA z?^Z2iTvO*IGlBl@0Y^DpERS#!He5w=cW&`O+QUeZQxV9U?tJ0ZQ#WZMc;88a%di+r z&<LT?a3H~P&)uNB5Hh%lQkofr%;DjJPo~S~RKR`iRGwfOx~I<;y@;-(1s+Mg(+|;} z$4Kg!D!29wM)8?0a2%bl!W_GXkN_6#l}pO4m#D$4a85Sung}dDX3GnC!wdhqlg~;2 zL3{HAkNqT>6)bg|K01$7fZh5pcXL0w?;aGqZ>jK-84ib4GK@MiK`hDUkk6TVjH|!7 z@t+LxoID<{_G#V0o0a4%+tQYB&F#_DvuNHM*ITYmImbc7YvttnvLg@F;mdqcoLo>{ z&b#M}RS%}T^q8lcn+2rG&$&L~l7(`oL+&1PJGk7=k;lwp)NoAT#0Azrd{9E$mVDe@ z1d2~j>IX2R`Al7GO_#7IR>t47p8BT;mnmu2T|s`BN(w#G_ZKK2fTcXC7kT#%&>d^e zM17l|sjoj+hi~C4x47-D#G`xP-ILE6J*f$SJ)9ZGkWa|`2lFRPj1oRMcAXF|q6WW) z8+vy25}-L<KUK)Mji=c5-pSod598ZT2XU53>;?x--uSIPtp5aa-9IWiSkN?DpfG2J z9cGDh+8F9ZbiRF|9mWXTT|r`$4V&0dg5{^O1|c|bsG>D8a|;joIka)cLJp!golZ~F zP!ca*aq*7VpmS~JR2t9xB-R}}Tdd;EPxz7IKKxpzg7+bBSmS5ti8bbbWzt(MSmMmH zx{K(&-6f&b;PHTgVCPxv+_}dHoy7QjJAwM^z*2R|AN8Rv6>tjvG{m=9WD=d`B4j_t z2{tE6f^L*#X<ZdHdJbH+d=>KzlN3&NnMHoZLw2v@y*wTg<>k^v30=sUt<y*QAQ z3^U)d*Wo|XqMjZ*!w#ep+RPj>J@OCCN7l=rJa5<T{mkQ|xcY}^;epOhES!ITl=T$` z@Vxg$hg>{_n=sznsYdtHU?kf5tCov954HDb8=zj0TM6g?C^`>+uHH6|+k1TRwfCM` zAxX|<WK={YM6wcvM2d>+h*ByEr4&gj%1;WNLu6J~$liPJ?YW<SpkB#2=f1D&^Lf9$ z#ul+>^Ky57A+D7+IeYRc4Gm1m*r$jEh!M@*tlDuHnV@Pm(9v2E1E0FrbKA(*?m+1G zA4Pmb$?Wd|#k$hqB&B&_&&o9J_y{A@T~LJN=4Tu;MGe?ePVWU<G$)%=TXPz}*^5;K zMKz1xmIYEFuYHU0AZFhdn@K~#0a`!4h@DkuAwHd3z2uIIL%#TJ&I%e<kRXSO_fnGJ zszoQ~f5?9sSeAS|-?j#qDfjszoQ$}?@+*dmpQVWEmZ|jCHcse>;b>e)+r^Hv=YRT& zo`aNkhV@siQIF#xA#M;T4n`$bj>bKR6I8Mg>~BSeXG#V0QtteO)4}M;oRU(!SMao< zBrPTU<*{9stK$W-iWGy^1{)NJECh-5(GWfqe;WdYHnFs%&a{QD4UF<>pl#DRPQ?A< zXf~2TeJg1(P7WFL-TeFa{Zr)iXir~Be~$CR1?`RM@cA9QYzKerctHrRN+sBY@=L-T ziRYzMiWtOQJI$R+u*1!+OeLu@Ibicx=}o)GKzz?Tu8X}#yu*v;|AK$bW768>18(~y zh?`FmESbC)F(aP$AJ6JZK*(J?<qLPw-0D|z(tDN${634e&ZZxZ1zgap8h<JQgV{zB z{D^PmJG-cua$E@h$QaU6#!JCAkuusE%>W+XK63?!{>F-QbA~K+*$Fv*y)Cb_E$m}M z#uYcjE6Srex%uDIMQrJaeV{-E2a!4<%Kmi^F9f+VjuQ;XE2jAP^Ml$s{2{|w+~Tz* zjOP8tfcRx`P!*BgdZIxKyFNcl$4AKUXYyrvfTR#;*w~o(Q0!tCReh{v+sUw{W5mgP zjvoeuH<@`I5kJy4fF)6D4o|FkA!em407I|kzUKa-Aj-L@go?LG;JkOgcQ>^V+!xJE z%=I6`H7r9a1<^S<{-xdZnJ>eb!k6vP^7&mXk8iJCOYH!5M15Kcr=<n=e7*VLq;dRS zJ>Qvws28<YGY#LF=7hsDb6yq=44_oFVraIBdQJNZ&!4TJBu<2N81A6FU(@Qbk=v-B z!{;-rnS6o+a(PBMotFnOQkaU<LA0kIopAgtNTwvj)^l0oer#fOO%!g~h>x0lLrF4a zYyuPJ7OdUM<siOLOpx*s$02h6V#N9(R;WI}uce+oh1cEWkeYhV0{5PIwmrK{30F?D zZwHGa&&J7rYSgx)D33Uo>1f@Gk<#Dztf5}?=T9GPqBjNLdHj%$J5C1ftvr=W2?IFa zoD*Y?pA1w+>09Q<N<qY{oIFJ<TEv^B=f5XDiM{sFBSrY4_Z34}(M}SHc=@4p-uu!Z z?p-_9Z&)k<w5+LFlOrVfEuJIB1X8eC^+IXDXbO8hb^KxIvk}~vVj#cu7ut*Lh#t71 zs02ZWzKr5oRK!tU)8(iY5>U)MoY0;B53er?Xrj&%Mx6a?or~l^EZw{^BoO)BG(Jmd z`44yC?}}tR7f?Qr>Fe~eG|G|eU8>h{H>4$;?|({s*FpoyO*?U2X#eLp9oiU)`fx+z z(h=twxS{jRZ6{V8F;Jo*_uiC8J`Aep7%x9wfUvaY`i&{Py2#;%pnC^CrP2Pj5#@S4 z4prVX@#lw8849N?OKM2Uh#jjskLF<4`l6a2y~1?J-f{+%tRUW1Mf*~O4)Kz9d9L_N zfjs>~%J1h_F)EG-rPpZQ;&xS^nH)t!#D9G3|DlD6n8;TCRE-G}eQs4*evbK=p3qWf zLNzZDU)Sg<l0Ss`RTsSUlamL(WHv@_zcoxvjV|y2`aORiF7#0CCll;UzPfpbX$rq1 z^hhEW`P1q*(zvpCQBN`@K_I=29nRdyut~VPi#0J<@f5aD5<w<3C#CuYfckvhJXiZF zCPu$mlWO}LZ@re~JZc~Wy4gFm;{K?w^|XaV=G?~Yu9O3R2p#aB6Zu^pMFTvd(eJmp z2k?x{%Nss5Bp5H*9Fadag=Mv?>1PbDV9{FU@zdgx@O+B%X@%7k#wT*rQuv1?)N@6Z zyN!?FeKHKP&Rsw7tVfG)Yz7(OQqWFkAFCi#NlZ=YdhmdvTT}yeATRMcwCoYo3&YI= zS^Xn&RM7Eql=4}oIK0j_z3FAWiHCB_U@o&m_yMMi(GxMKzpT++6ok%aGBTBsuFsf= zi%u0Yx6$ucIHfSHqzNnBJ0P`dXoKbp1XWrG#!2+jCO-+<<s=f;fwRSf52SI~@6Gmz z(;HkD`kx{jv`SaqdAOg2xOqA1=Dl|mu;*>$S&Daj&{-#FXjVre`n;{bqFE9U8PANe zXr;hc&-|K7OCvry^gj92I+`aO|6|;0!vnR?SKMxIp}jZjsO#^2e{lC_;R(L`cJVz$ z%q@p5tm5WkSAGoG@xs)5!KPHy`ywqH(;j7~Af8pk-~ODigcU~mny50&V;$E=Cw6?d zF~uh@FUUk9ANkKOWeG0xxRK|Z&MP82Sj_oVr_8W1oZ>1ehiWPuV?SuV`M`M>d%}EQ z!yg$d<)aLq>!IGY1>H#_2K1fH|9g=?UqqY`65TBfeU3bg{G~Nst`hJ_$S>II=ol^; zvgBGxOkwqGM}Mo>&=5D`Pi`JYxxCzIZRS&hI9`|R&>)u00ip7<#8=ciVj-ooo%qBF zt#o!a)4z}x{a>M15I+ymwXkCLr)&x%HOy>S*`eG`);CjjoQ>GIF*<cAUjRmg{_W%6 zPfa9WeH^#F!4GR3he875Y2ZaefO(M=30@i7>u6aDK|0Nypf+{1XJw7TM@}Lx<6N&a zdc|RDr%aM#8Wyqg2B(}2l)tXGIA^?r_!tjP>~ru$JfiW1oU>)Wxxv1IAxwFO6$p+8 zCpxFT;`X&QaRIsX1ccwTdH&@)mS*E(1|n31M)$QNcV=0jt&YiQZdMMY@YsJHM-eyL z`w)YP^-t_N^{#fC3OCet*iTSkvsmggqi=2R1c-RX19oSM=t0bQLN@syH6-ZoZN`ze zzF_Y0(d>s}gziVfklSHvnA7jhl!mcQY=y~mA4etXg$Y&WtlbueHScuyC@tjuaID*Q zK;DqZ<}kaLe^Jki^OiK@j}<&|(lGs4;|8AVyGLqlUmI2*So!tC{w?gnp4iUM<U#CZ z#xrhP#Qk;|=<)fbyNcJE8#U~p9JQ+7qZ3<ykhg7uO6iU%BT?$8JzRrwG*qbnG4pBx zSIhd#cli?Xs<3>ur8gjhu0bqcJsI(ligEvMYm5-}ZRymK2Q8s!EwH}e#sR!o0=ZOV z6Ia%s8epwNIlhEFa}H55Ai2Ic6#0__T<E>y-NJV9D=Bk!!KkNDVNk_U__+bk&guJ6 zvyFNbr)~ab9!7mFsnI7D-n?*>g=NBFdkm`)s*lp>=O>;C+#=OavBSMD*Y2_Z-NGMP zELs>QDiTY=x4v0lM?9K$qgsU;XufS!Ki*D4J-Ng^Q@+R7@awiCopn9*koDi-A@M{O zqU6B))8Ro=m@0G0*IVy6VSIzqJWG&<;LcI^xRF5*?QQ%&VyEZ{ts(mR*FTFvtLU^P zL;f6Qu*B2H@m&PQmX8v&>l7e$1bgue`9<?`8V(cG$d}$U@ZoBWAnX@5G;t9?J>u*_ z>;KT4?A0Cn76V_@r<^zAHhv`rBHR}lKYv0zpwO39j^_lC$GyaX-wNH&Qd&B*+3ATs zLDm6SkpYL6hTsp?Y;dRcXE}9j6Lz(3<2LCJE%^I8D@u4UL*azux|T0DDAfN+bpFQ- zU70#(bo5s792N1CigIM4qDaPk`6WGUu-z_J-7f?${{EWmF{2=~@6DXG7@fm<LP#ws z9{t!J#~1p23H%^d!Z#879PM#^8_g0gqaN)EV*_v52^{QV@KfD2*zx$y+nY?BM4!N7 z?7q{@xcg6^&nlfmIH}9kDFDq?hCS($qx6xFJ=uui7#kZnsqINow=Bmb<iCZmn~Y;r zGcg;{TI-nQ%I`ET(;3X|NSzF0geaUyKl$0mX%m~7lGxmTju}+r*n0AM7qPv1$z5~k z{;+a;pY#PmGAz&>q>9==UU7@3o9$jC2(?qn5~l9P6;7_wjQyq|OoLq5v8z;swy*ru zDc%8$o?)8E>STkwgHI)e8(9d<D&>WxIP!p6N(31MazUwjg8Z{m0YWCaW|~i$6<&*P zm~Os8{>4Nplk16mgiCjA=;mH7c$%^m@I6idq>6tJXo~jX9%*~!1;S;);gf9f5GV4D z$*X@zM)_74dl{AC#6Vn~)tgohLvs`Vs`kzXl)reBu9G<-4lBZC21hYQn2_cDYi1+? zL|l*O?44aqe@2|z9?f;kqT6qoE1~`4xww^T<Z0q;JKA*{<=GCytDGcb<U>5u)-)c_ zgdcsDIr-l{26*|W_F2p-B|O{798|oD_}TSt`@_)r^e?>vlWQOam|sz$oBuk2?Z|kA zerZE~Yp!i|woh!ta9g%>$^bXm+1usrII{wro^Pjrf;`90R0<z2G-D+-k`<||GSKj? zE{Zx_3XD3&aZ$8KZ7jX!Eg;B3v}9OV@`&&dsv8fz9w7d<(EPRi+ADN$)hw@n#0up& zCH>8-0~T<ayrr2iBUZ@v2^($r!w9{TBI0&{cx_db^0(;ba5~$@#}6hL!0gKXe=YyG zh<m-NnR4t*P-}m1YLB=uoaa6h#aze>W_)2KVVr0mfA)f#E#h&8<j$0EIFkszVG9qf zpUiOMV>Op%8sft5t$Z64MFn@9l!X#$IiZMZP4E{xKNJ@iL>?Jj!rb+?{?NM%K{QL> z>{`nP&NQnUVO)jsxUJcnlj4*RUT4y4);5gGJ^PX+s<(l?_t#x#Mc+S<*Y|E50x{sS zNUaSpp@*XAbQ{hp#G99T{-cWm@rGBg@L-?mVc4a?)OwK@bSK_k{~kJxU;Wp>mY9I% zdM{lICn*?-$2uJ70xt+)Po=qBstn4)j%NL6?%KK(FrXhu54@(Hw}b~cp_ty!kss|{ z8WR2t_nhd*52s`?7$Ckt>X_669s!gmm1mpbUPIpGg>w&3iVTz?l+#^}7E-E3pGa<R z<K>6yq%;k=z^+K;T+bzDf*f9PE7^Gw`+DewRMC0F_0}G&`K>?)tXU|c9Xf_z39j{a zuMq>e<D0i50CBq)Ojb3Y2txC;ea3Ge9%xr<4L%4<n8C!ffTgQAjGA-rD9BI{?eBwz z*7Q-oSCq2++}9aQeNlzw$WzpFYpZ3^@kVo|<Z$qLhvt+O@!XDxOW<~t%9v4>9c&LR zlXKYXakuif7A+DIAj_MtpDTm-P7EbQnaH<wxNO1Z-)m9AU1##wH{`imlJ~h5S1txM z+rb86dB|6Ylh-<LNx*O7zrZE`VXSrLL5Ae9O>D08&3~1s=VMIsD8E~n1>8fTeKJ$) zvB0J2`A@lApu2gxI7f5=yKqTdWng^?ml~+r^SBB12v&oHu&E79-r05KNWKv9dN!sQ z6B7h_@~5%;uB*66;f%u$nu{-=2>UB<#0eSRpBY3SBJTZ{$)I<v$kU{f!hAyoJ?FZ= z^clu#aqY4Hd>(S|V5Mf(UYt^rFia`=v*8^bWb7ZLkwTodS)1a&ig&~zwCkT&(qjQo zd+~$9RAU|UIqOZO7CDUnn~a%>9!EJXA0wHrmkU_!{dMznwEs}O$T7TmgA?L5vzQc6 z?*IDb2Z7xvr)pr*mC7N-1cv0egN<Zv&}DxgBGk`K5a%tLKb`KyxJlcmx{xn#gDR?* z+HnX=bYq@lDns*~>odkxC}%V-=W|9uOa^u|!(Pdw`QSGlt<*blg2d04`a#de2C%a| z&6~cyGnmBHva`48B;oqm2Nm59R`K)RscWKz5=3oY=g^%<8F<aSBd}^L2v@^?Ssg)p zW}(740q5yyT&jnDZ0|o_NU|P^_D<#kUW%Du{d)|MbIuU`thqqj;B@B8QCfmAv_8*Z zLx`}vMVfE8!2z)!R3@KD@<IvOt)3C>XGr@tyn1QpG3~t>=0!tP1lcPj;~W<!Smj%} z*P^~hfuUAzmvRTzWI=glM0OAl@c!_n5#<wq=h{rrR*zt+X<~Cj({yk+)Kw+~6NK`G z>71ZxHlVq4FkzZ|1`B;{``Kk?7O$5`_ufLhL0dMxZtp!LqI_S;K-N(zP`^b@XLv~* z#5PhsAF^4%cfW=$-$a~v9p&u#*yw&NPeq8EQDPK}iTVzF&0J7D6~1YT_}w8CQQkRk zQ9dv4a&SCfFFt5K7P_^-1HLv>O`nqJK;_XpsnrU0qJy9AX8_wG-Vpiou}o1dF4k+> z#vj*@cUzBoO4*@v+vJV3hvOueh<!6#8Al1GLXCwh0jrope$$JAGB%>d&9Q$C&9x3M zANxYcp?e(LefOB-V#t?~m~ECoMqD~7zFrFsNKmfIl1=3z3bKU<Sj`aURz)O9(GK<T zpFHPdHxdKczCrn-n~3A_tmHe7{5rnBtg7{%Hwl;zoHklc=Yk}<mwkIsKZIqj;-A{& zGRCFVRzy95Jk{@f6Zq(;30YF$6Oo7XFv-8GdaGm(>uatS_S*T2pY=_;K7;yLvV801 z51Zz&>Ye1P0#(#R(oBR(lOY?>ZBz&82BBQ*m*F%2C3NCfgX7{|W0;^KO-|%3Fv6dz z>7I!tbl+F^xFF<LhSx4%#!g<E!+v}Sy_EZvnxH6cJo%oX94jcYzt2&Hcra=ZcAyP; zjxYaCltF#}&a$S7vrF`#;--+Q+{gp|1<Dv3S1W$9YX72Vg$S(Zq;L7}69h{cvA!A9 zKM5r5UjG-iiDfM3e$_zvc=O#~vq`8Is}U9U>6bmqbC0kK<)A#e|GU*2tKE{Y(d@O~ z|HwKP?rEG+V#*0u^;`Drk3#vP+h*@FY*%pk5&Ta@0pfM?KAa2mq#=f=sWn3vgkkUS zmgalZhmo202;=QW{F@dHhSWd8V0`q4K^)2-KhRrqq7p$lsN~(90l`jOYPPeyzl#=1 zT$ZHnWitW0RHQ9WwGedZR^#^bD3>GohF4II2KbKHPU%{&VtNT?55hB~;S}ZhBt5%1 zEbqR0z-iBAY(Swwe71EFYmVJ*5L{v<3d|JvcvH~cNR6HSP?<C|*|fe^E98d4luW-8 z^gbl%yb+SzJB+oRNqaT%Wgb(ya$Z@Rk_!Z7rXQu>kcOvgmKHk(VzBDxfIX2A042)r z=6k0W@jg@EOIHQUF-^?np3rGB;VC?vm1iId+|gf64<r7<RC{w&we<kDQ+YC;rC}bY zNb)bO`5J&7^?q58FLS`-h_(wuAwpo-G`Lf97<tpIAKq#<TEYbmu5F#D9K>?QcU#mh z(n9P*anmEF3;5*StJ`r;cCk-tV)Os$FcF~TtZblLf_psrtazeS9xR=B=%glDiB(5y zy0vjGIF;@`k~hss#N4C0r|wB2-VLzp@}l|Mx0;q_p*SX}W@%JhnB#?V^X1YIAu;$K z!>9TK`MQ@IRi!MEXDxY=(e{c0GbqF}g<8xF;mIsrf{Dc}h>v-P?jRK{u)m&;-26aI z9KG`J`{Xb`>}T5Qby-Dw<r8;^x!Y}6_O<)x?%OxxT|>95OnF&|dP%9Kv-f5(%ZQl6 zza&3lPxmy7IKM*qpz8Ru56CEY?(RIe{h<c4wOW;5cvFP8*6~RdM{*NhY#i}HXn%U* zedawT^gNz_`7OxHgaj^;`i^SIhsQ9|$v^UD4Y&PTo7Xjs{LGX$B%gTHVFQ%n{!9tT zN8zOye(E3{aotl%@ir6c(TYD-xLCD}_nVu9y$WO}c>29(geRoo4Wszs2aGH*_eFa2 znJ@`LJWbky)TL1_J!wc}0DZrwGEA~>NWj8!f4p|Y8a_W-dUtk{l9=CJ(ncdl(7uB| znD1=CnAGeSH?nwP{dt=8r(h1SrO@>IYO{(>J+3Gl2&E%>^o5@p92W%2{j=uFbn95; z3-KccC|@J7n`2EvewZDv(#msh<}s(an*L88x3Jei30lmFi&)^@fJ2X)T5!+XVWBZj zsP`NfeQoOr>Ph*0iN1~Y3AWwJ11V)c@zh7x^E@Z$p?YocO<yqD!`}^5f8WIeLg0D# zg)Z6)u(i##*$M+|lctXNEH}~Mr10z?xd(gRw{mo4^&jqN9DnIH&H?w*bz{mL=5W0| zC%;<QF%#a$n0_%Lj{>nJYTO#n2Njb?XfsZ7Ld|u*{1f$TC>J1+6+BB%j8*@dOQS@+ zJh)~V)zyL3Hm<~6Mm@lrGx+=r(SgNe`y)|18FDVEMsgOSTtB}9sV1147`yZGUsEGD z7!O8KKD8mk4)xSsvXe5nCyW}njc;SG_A@e-ElEQ*hqQ%VaT7k_QLO*8gM$!SfBP`* zH5(x-apa1S2l8X`r@8fzWI+o8REn=4zSWb2o0>*EP|YdB$$z^KyFTdDF`dRikXyv8 zd0Lo2Z#4aPa)l^7DB=rp%i#r!s*lW-A9)GZgEW6#j<P@n3(a)hHE}pz6W*CSi_VE= zf`*2heBey;w_xQt$_Yo=om7`vz$nck0%TGCsY1h`hO%QCJN5gA>!}LlnG5#_yVyC0 z70Jz!GA9M$#-9l(M<H&IXSZB@-H13<m4-<=6&!H3^j$&5Fc;86p-EvhnIP)~F`bTR z#0r@fyN<e}Uftwt-=5>sC|}y#)~Y2yw6n*Yn>bAgWK~-kEI}MPOhbEx4l#h-viarH z6k;G0W0l*KjeMS|H?-}|Nkj_oz3aliHZiFkN-1aiMQqIdhC*&C2h?A;3Z#)12g}4M zcb&a6*wdYFN~wq|z8P=6|1m8c!Gdr7$lfCj9=Vy48nhzBU!8bIu`+R@*Xqwm7uw6O z%$2NpDv1%AQB8k*j3|gcArIlrtKV@-)7f{U;wTqAf9(vJQV?QCuW@Oj-ow&nl78L> z@?^A<YiR|<p(5Tg-#3U3<~lAK9Y*s=Zc7n`P}D24()^_MLyaC{7{c4TYn$<1&D;j= z76GsfIG1pSPX_cKWWOn-V<zNjN;9kKQEq#tadKgH9={(Z?$>9<1y{%ThRS}@5`_br z!!OXE|65MaHMofb(z^c%MC>A-f|*yk*CLt^FW=pG!NU#u>>t%cJ-L7=e71D<ILaIB zwc<Sq)F9<9@8x`n3vBO1q<^)mzygd+Z@o^Jg5&Hlw_@`diI7B7F%w}5pi1di-%a6# z^eD|_Z}dJdT4^}(RAvs(6VHh+NkDrMVe1z=K{7C$asR>C4B98fl!hBt<>1-tGHQLV zxWHjfI4`Ob<@+_vC$+a^fbS;Po}Gd|T*8iK&zd#jyr!}#WFvl>Zqg{Zc!?Gy&c;T+ zIm1R+Jv<y(6DA1v_NH&%jwBIu+Zh3qu^ZS6nKN>#`o-AX`<8cO=MgVsDu+2~nHgN8 zQw+2(u)=f++2#3RZkVNdxS~HO06l#yGevs*#Lb6`=5}W(z>-yJTGw$HQ@-5JczJsV z`xZMtyY!xgP&&7pI6_N9*wk51o<e)qTg|I<hU88Bh61U=Ka+>J=e{(#(X0e1-xS+! z_Hu&u*E{NapCJyl)}5Uj%p%0WO7-$l7arI-Dk%8iCM_KDAA5hE0p-Sqm&?+=RbzjC z&LlDG(h*@pg3q(}io&P<)8;c5`G_rt)9y+w8<-$xFH1`Q3YPa{@5$YqS&UG^179L; z@C_mBxCJ?so9D%+uixT@_@$Z9>LEVJxG4QqfI$Whd0b;Vu+9M$gIU9is82(4|6cEM z96N;6mgM~SNP=wUcrn#QS(te}j<zj`OS2+YF`BT3>&fZ*M!NpQips<<(s=*HnhJe7 z4;OL3{?QH>vtcIq_!n~y`+&Ucc4u@fb{U8qAN`bnzHD%l?vPjn<q~!<>RX-S1o9%< z-Y)6-h0cLax7Z)vD#I++H<qUm*T$BlS@v6pi`Y8zr|`jxT`XzusLR*$o7j<$MIRu6 z9@5lxLO(s?1P4VOKb2~3sLP9Jr9tPBz1;iD?G6dU*qq{k<a<iE_9D6bStSP)JyB5( zEtdr5FU+CK+H_$2^w)>)Xx?Y=z|PjdcMU(>A)c$jFF}CXg=(FyO`L|Rwq;~P6w-yX z{O`N&;OhG_&MlR$;Uz;x#Rb=Av9#=0u02x>sP8NJtLOj^nlm+)+(Ym06$gnwz2`*W z-cxfHuaqrpM5EcKrhOf!kYB3qLjGfml=;t*U30jY220mo4>Hl6G###;NrLEabzcu4 z9*)uLhH^%Sb?ns3mfDaSdf3_*t-m=$4-5|fiMBU%;+e|pdJKU~U|UTYsH!Rq^J9PZ z)>yH?*c*!kqaUn9Xl>mwhLCAowSK8gqKg~&Dv~NrkJAEMYwsBgiY;vJEw`UrIxUgb z%rEl3iV?h{To~Q#Hn1G^RjGf*ynrh`FehK5fphznKE6YIfFm8<N_xJuV5C$sEQ9*r zDV6SDH&rBoY9jMMmzoIbQ9QYAY|TojzG9<mFC4`^wZ;3I<=3!=FUNcjAudMwy?zG9 zckD#ygUR=i=cQndy7qITO+BVDFcp8NR|LwZ1ooVWMqc;2tMYCo(|EK{`EeU+E+V>> zQ%gH#7vDbp-^<Ugvsmo#kArqM(0n8K4SPgg7f$BX>@FrTgBFR+#5ITmZhpuzDKwnJ zJd!^-#BDF)33h9l5<A==Jc62|dDMhUi2r<)G}>p2^A&0<B2Ro$a&&spE>3t!-F?UP zAMT<?zNX=Y`iv)S1YG*~!1va7HuLvgICF~2fUAWVBxE+$y*K9qDg}S1kDB~&SnlQp z{U;*OE^ecEmxdCuy8qi7SV9LfB-?Wl(dc|b{Vup*FDLvNz54HT;tJl!6j_>FPYaGB z`+_}R^AqKD5(O{ZsDRezM_elEn`HO|E!i-PU>rYZG>Xq~z@zdv*QB@l@E+NBGLHmN zKQ_3!Sp7C9Q19${9ag|dBnqT^{^lgXg=btdROow<_UV$^10!l^+UNV`CB+8z{Qmyr z#mA%gV?n=S4@EvOYwnrkDWoDKp8Rw0OWwj6QnMrWS}_uaGWD#qtcb^PU~jKM;1Yhg zOwUls9PKUiG$yDmc5#KLx94X>_)&i9DR0nSNjN%U6V!otWMX$KLVV)BV(Z@C#dGnD zV7h<qFy*}s?85Yjc=ahMu+^0?KJyxRbALQf=C$j^Kg<5xcZ6RU-ZLmmaiBiw&%L4d z7tbzYO>PvJ;u{HQO|Hp^xP)??BFFHP9rTb>`nO?Vi~;WV3|=oLAsz=cuSTE?y05Yr zeBj&RBw{mVHE=X<De%nvWA$MTdsuNTi}M;C7)WlAS&uQJ+=<H_41GUtp1s)Zw8@O- zFB9jxKlfqnnkKbgFQ;)LxGTcjnF{p+pD5M~pmQhlab`U`NjUR1Xkvdo7l^!6|CPCd zIFDTmi?&}xK{VD~$^RkpoN_bu1+Sw1`<uB>@$;>ilzj&u4?PDVvwlmmJDi1>XQYUe z-IRdies423570pN-4M+-bYJtB4NACGhW`KWJrdaIr6Np^J`mL;Rxr<Fxfb$2cp$;! zg6e$&%_%*1Ifi5zK{HH3Qs6^3?q}uy{nwW@Oz#oJBdt42_*m+-L(b1e@#_>B@m@l# z5HoT1#hz|7_u%?V-=~MZm%0Wfd&jw9_3EX^yDP|hE|ksb@QMn&t7N1f9+!d4ADep% zv(fx2gP^UWT*pIR&Fyf1V}{&svE(tU1#FufyD4KL0iDMW$zJP}1tPrW`l{Ri=P&P8 z6g74*?ep6YQin*8IBzv)(}K=rJHs{UXrE{+6q0_ujuUkCshg(%Azw4ip4kj}Nl1UZ z*L$}P^*F>fIYOk!1R*k|lDvuD$1bc+x0oid%d*3%o|;S8zB4KlT72lf_xa!8d@?g3 zv~T;?wSW<<ELT2twR0Ym30!?>hbw_k@Cl>v+jK-@m3NIy1>yqodM-2`XMkEIo`^3w zG9VP|K4M_Ki^n%<r)bae!y~J_3WrDmD7^ghy2&?s@JR3olP=~09p5*FL*c^U`-}aG z{FhctPoez91yNxT%g|Q-Wsc_doo2B-*<2u}bU9RvkC(76cVjUA%1h|^{n(}n-~`Vt z+VZ0|=seNIXG{LHi64K#Z*ehO9Fos<l7jO13Dr@xeV5R@B4Tp3X$bk))DD^`kD~LJ z{`;@Iyr_?Ho4Hc;8RD1}%<xJGjv>F>K`N6>WkJw?oi+C79vKV=QmB6DGJ|o(WpZf* z1HpWS^DZtqi80XU{>*=m{6>p?_XU46<2Fvu?@*s&C7gKNLSKtcVxcE89Y~_cXP$k+ zFh_|BvNA4nJAWh*PmlV0P-!7f+{fgYz6vq;TOQM0WkZ7YV@;oq(9PpIRWk8nMjY@a z=0;NA#|F&u*g*wj4?$SsdHgzEU=h!FM{%S40Sly74xC)D=7rYfem2iq2Ez4lgq6nN zHlDY8`N_$5^zh=v!#wZS5-i=vMNB6bc{|^kHgnEN!Sh7L<kOpyAjR_*E+!z)kXC%@ z-Ghr5w$pFvV@(0%W{*YBbi`>Xoo<NxC<v!IpD$z&jNr{@s67IDXyDnt(D_Lo8mRkq zs37PF;-N*#_w?ybV`-Ou9B|9zLAjlprxtqaxTj5je5EoY*f~CbVU7CckqKAT-}r6d z@>#2@D=62>wewAdqDC4zc@!AGqnwlF6h}tM)I2T}^UNg<@t?a|3>osDkO33A)#h2Z zh_7+0X2#pmBmSTD%U7CYm^nR*@y&{W^}pEZP~@XwcHdwAN1GRZ9KO6?(3BZ020wkb zYhr-^YR(EcdCuW0=gfS+<kArXPrc^PNN-?vnThpEXfA&L(j#^eL`<xkkQZ<);DJ*L z8Gg|pHnG!h6c%#&=P<4QgA1}!%uugLS8l&92h9<Y4kGUvK~3DsS+SE7@+&hE*vn8K z{<|_w#b=b0X*}PeFDV7~mc0@?hzIj@RiEIwu!GgnW%M{85BXMY{j>_&TNWwAeY%x3 zjQ<)rf5`C}1!25cPd941g8h5ho@92L5(;*2h^o2oVh;*;2iy_YzQQf)UM2k$4x0rA zjivms!ND<olUaz!5}<Z8m7ylw(#e#TsCTK@g1sx=ONsdYZkng}FaSR>Tqg5$5^K8C zJHMMNKuk1zx%l+WGJfuGuT#d21$<7!qdq5V2WQFb4!kfdP6!9@Z%L461hVg$jg%&I zPp*;td5i`5j(xSbesM_v<Mul`6{9{(H7LzvG+P!V5C1Wk>z9Iq`jIr>sw9Z8l2@GD zH<^*QMn~9<odlH{a(!oHWFeo%$JLk*dE0t?5+0#FUK(9Z?!R<OxO#5w8IzbK=&Vbr z|7zifiOa5RhaNLP5V7RLM`i*~(+kn+zfm8yLcix~6zWO+{&4!?S=3WhdOm(0ajobU zJh-RwSwQzIS9VVd;vDlN-lCvoC63C@s$8jLf$wE}Jwf8gf81nMbka!<zCSm}xu8P^ zlSEeBa$5>`p0B;+cA_HKWUcLm5O-1MJBz9-aKo8`CWJ$l1hA-FXlz--rxP}+D-ic$ zr5BI(Ga*AQBkkHD#K+YbIe75zGg`udj`_Ai7C$WBiTZe_RD_@q9Go>o=kV(1XB}kk zvk(gV^5VnTb})A@J_nW^E`nH`W{#I_#zS3Z#V(?GqN%_KG3`ry@ao>?F^VxV6dm34 zSp6&vJ%!h#y1tRXQc0XDEV~MKi-_<pKwcF0tV!QnTAUzmaW-D~Fg5(S{xPlvos;#; zwrI+bm*cB`ldA{fBWqXhJKgYm9Fq{?KknSRggvsU>@bPg#KXJCM|IYOiKP#X^nAb3 zJ*t%Y!XnB;h5nov%e>1AK5t6n@=ZA)=1_-Y_gP6O+B3;Lmb8vF&_`%hDy`xq6^BGc z#Opq-cT!|NgAH1=UVnHz$ODO|FQ&9jvqFK>w-jN&G0e7ezWTt=O>8qL{hWv`H+(NL z`{~5EjP4mauM7<ZAlQD2?SdH@Dzq-DP_pwvoqBZri?%I%cV$#syFiFgw7;fWqA3Fx zhR(WhZc2f4$MF-MsPC=RKJe$;IWF)B4tZVv-xx-hpQeb^P%z+YlTG!P2gbDqR&3=q z@TA(f_UE?C*oV_BS6AQ6VJ((@@7mkOu<zb#iKmb!gyLk8?H9&5?AikzhB+!mke;$! z8A~C<!_>uxY5O@~ae8;}wO=Io&ZW=Lb!Z#o?BEW6bc`PgC7MV?Hx=P9W^l2DMI2m~ z3Fb9gY4{%NmTX^22TP|aEOYrugnE3Yv_<GD{!iEOZf?aA7GZeVt>GFqk#8Z#Vs;dH z8f^dWDgQwtG=E9VR3J`WVM_arr_<Y5?u>6Uc6<RZkh5lYQ9*yNw0_`&UNRhiWI1zj zcpJZ$vsWbfFUl$LUw$})`U_oR{m0aec%jR^A#6c^1^=Z@)%jFz4f{ErV14`6E*1#R zB}?yDapSJC?b;qLxbi&0K6e-SXxvUVnpw(%zoF-0i;i_nW9R3Q-Sh?go&ASQTS^8n zEiO1e#E<$D4{VOK?&F82C!^L&P_KQs<aCu9;ssMVF3$Bx%fOMFx!hYP$>3^~7?h+Y z4BwmBTwT;r4y(aj_27O<#0{)FIkCY7LqhQ<sAkaj(JD6WV(>1mQ@j5<BRanf2nC#V z=|y{gcKm_q$923!nc+aO?l#sLkS*ne`W9?vcV74*j>A?z+gX3)2j6}CD<r*946H@R zx{rTlB93Pc3?3xUV>eGww1l(L0708Le#Dy^Vs`C^EshJra!>-DU$`Vh1W?}5yG03w zSI5S-UUCs9Q@@Qk^h&{tgn`rAE1h^NYZ!HP;}&*>mN=^Tjzq*riJ1IN6@bp14%SO2 z#bGgORgQXt7MPY6sM4tfA%D_tLH#%4Y}RwX(VZ{HcC>1bJ5EzT$fnzzSojvk(KqAq zPziY^B~B$JzC`(;_YC|4wJR8qUtJHO8plF;-3H}bdJ*UDsUl0lDyICSy+R_GAKp(4 zKDM6U1FBzTKdF^+L&&AKFGtjAiBRhB=uLKXe|mprSm?+&w(`fWsP*|Arj*$JK~EIr zu%cyn6`%dTKd6-WR*@3UmU&c^F-j9ZDfOtb4oZN%h)%;Unon&$wc}wLUdQ{Yk~O6) zWr&por6WVqbNHm`X@w&w_xGvI?v1Y-8Cu_Tn5-fG%=FyBzkCPB@E^Kn39^V=8=QB< z36O8F^KZ?)`bgBvjh*$m7RCZ0Q?(xk(cGkE&8p&XhZr~x3zzhvoB+A+NvH4_8<8m* zqid8V06Hc%F*Z+l;qo8l%XfVkA@G5$G}*Bq6B|)bO8P|LV+p^f-7lc;L7N-Cc0~ki zzdp+RVoXU8EybDl|L)*QqXumD#fa}25}qX#y@74l%UG=--aupfR@7F%48&cbe;3@d zgWpdPGL)q2$A})~FVSy0aMe=}-15<WPi(K9*Trk&Sm|TWjC5xS;*-(v4gP3(m<qfi zO%pMX<yozJ)BZvG-y=A2fq5Ix`t#j!C5H<pu2kpbzF)_JFR16X(IO5|-n|<`CWF`q z?laz}{g!a!8FFkN;>L{C6~#YVLEnAOh<8uNrBE-=@j0{cJT{u-t70lh1(ht<_lrl! zg9}^E!B-siS=pD*dtXgb1mMUNnbDG(IBhutIzTw`WyZJ~0<kp6+UENDVlt&*B z8@$K>OL%~5kS5yG2;8KS4_(6w%^AjB)HsNfQ9W<WHn@nG0N!N-9x9k>M85HF&Dar% z1f6Wbb<9}#3*+O!Rg5P4?=F5A@m`$rxZnDrJb?5o&sYr>g6(lwv0lgy_M&O>Rw&Bt zK2LiQZ-zL_u`?7`w9RHQjNhs}=?x9xtah>04duxSD<7PyL0rF<cACTUMI@m5DlD!S zJBpF;MuHgP1`hh@5xPT&`|e?P|6w~5+|)N{E2mTd-CM2ua!?QNu`sWAj0ZLGbtF(N zw~YoK-4Y2AxF-hJsYwhfnsN{ta60v@brcp@JNa~(=^w^EQl)j0k%};ycRk4&%};z= zr=`Eq$4Ts)_%-vaf(!P2*>|sUkR6&G+Xe0E*07#H;lHz|6d~c`=a5QXloyT6<u+!g zg(2m4lIE|*@%9t5H$TeL6AGQlJf(@qA4k`iAkaq#wkFvcLns%QHgasSPJR@pc=h5? zboMulH_LID^8^pr?iZ8_J|qeZe!E}5rVEFI$1bmZ9Kw^NlT*c!=O>GP=wPz@3NAAs z%`r^J0u&Ty!o&6`VfVX!O%D4_VQYp~*EA-7VOs$f&Q$&b7`~7D7LS!6d_PrlYWzJb zT>OEBC2ldp-;Ho~WF-SCo}@J@KYHSw#Os*s2|)<`I8)hiv<<5*Wi6E@Ax~SLvAu}5 zAJ&{#@^s&O3aHaR96pk|g|Vqt>};T1oMXE{M_#@dSZK@U>!_priAi_(m!r%?_E{y- z-L(ZQuh>M*RTAabt}?5!+VjJ;ng{)~(`0a=i)#FHPZDT*(i5f<qySIV-ug(%0dBwf z8JXi(vAoBpzt4(t0Q*IjrzwG=@H0VvMkG%RoLy#K9cf+0pWRD%{w@yf6OPG<PCeuR z+VbX=ztx<?>4G3BzR@v!K;4%|Us?nr`7ZiDao)xw0>2u6aqh>ufr`H~M+`m*ofoY@ z|Nic~l2WH^X@Ie0kD@RG4RNPGUEKracCtizGQCgJLxOatO5sl`@L)dJyI+70Ohb+o zyiq{BYAb=4an(G~x7SJb^KLCZm!y?Kql@w<C3dd0{)@Ok|Gkc)+g$Kr1Zx#{V1aMd zgx_ls)MKRaFd5sWCdN-i9lq+w3UeoZl?sX0Vx(meQQ-qT1chG1jmw`Fu}EKK>U!!m zY-$L9yKcfkBn#ZOuz0nIPcdu>a$KIq?o9ALqL>$fj_JE%f1i**eIyWM^EuJ`LA}7M zd>H#qWuM~cxQ6y7`v$WD_+hp8TdI*C;_Da$J5gQT#>z80-fB^x9FR`#6Runuh&;~v ziXn>y6t9NzjI|<vh0R2>u9y&fblbKZKskfN_9q8wgHXQgjCuSc|54mm<fLw3ANsyh zyBXvkV1+W(1(D)jcEa{%7>$JEG8UiHe!)Fw7q>|e(zh5y`~m5QdxX^5vH$ipzM*EM zhnB<Ex9D$gU^JpkH_!SbJ};dreF7IH5xUP)&%`kgbN?)rqg%>OoS)3jGeW%pIdw^q z#qR>(jAyuVo@Io;Gp8>*qP(PI08{=KBMu@eapmLL9+X?IX^YptI)u^FJ?=ioO9?{j zlWf&CD4(OQfAGCUDW(=_`MI{0is(DLoa7TehM&=%E^JQZfUoXB3EC=D;P#{bmFWnX zIAnR?iu5-IIQO4aTigIY#GEH7-I<bx+&Sj+EEOYIgTt{?sZJDx-fzXA{O8>8sfsJ{ zrV9@tG~>l`d6a>up)fOQV?enR3E*S5S;VjTGV1rg=YX-xW;R&63N#-QqUpxOVBa2_ zAk{Gem@5@<txFRF!$rIES<L8r`1ASGVdN{laDccu`9Tnr4O9jDv{1gA_Fc!7r4ek8 zPP95B6XHny4xSXw+{9xRsDIC}%;0afDmA@Yk*CgGe$;wn6=UF=4x=k6!yTuk>uMfx zApY^s;i3i-Tq!8j)kVA+HnZisQR9-(b9}FX0UPp5*Z<Bn-ZO@Gca2<H;HHN5tm0!; z3+vdzb^8at$4T%aBzJT!auU~eZQTIn1uSy=&Q51CAMoCiXq|q6@^wEAQ~8=&F$dzi z&5_()+=6+~F8hxN7_$b2zscLe&o&NzTlL|CyIQM@t}n%jsFb-kw6&ZdOca_QRYf^t z|H<S>xDbqpslIn>-p0J7<1f>&aDaSX`l$S2bUr5)m==*LFnY;GXG6pxKYS?UNczeW zw$N3lHbO507kR{@Io+j^2cyBU9i1aW$`9UTvS5apPxe+y=aJ`Ob1I^izY`CXDd0MB zc@%eXGNP4r9>=i|oogm$tiX^(SF+?cg_Dw~;-4d*VSCKD<DuMjOsxEJlg%7I$e;6Y zeZ@}++Sd7`R|c{`5gNDTg7{D{KI<VMDhXc2QQynx`QW~-`DoR#JnR)?%#wNs2Q=7L zwwt~{{+f~O+pT6CaQ*G6=d#G(J*ZX1Z?uOADhm@UUm$+3y<mdkV$2x!ljnZ65@`X` z7<|GZ@4*f0p`TL=bOj*#l;VT_9!@x_w65)Pe-VHFi2d+EI)0$R2AZ68IEeyy-^Gr4 zV#}kgukV&}6MA|LtsfDed7s{A&d5q$h#omZamhspII|WcoFx^Y#cl4)%OEyT*rbmg zZa{t{K`%b-6-F34cUEIy{V#s{+m0nY`fm3fJLo>s+=vmy;=63uKVdvAE7#udM;tAI zXVO_`H!!EK*8H08ykPJlCx)?{9r0bS-lp2qk6j3m`z^~v4{Ne6?}80Cu+Klm9TE{= z<-4g!2E$7d2-<R2Z7^`a_cxJeGz+AFH5SkBZ6QODe92sY0~d&Ya9d@aq61&b@L%R* zyV$9$&CnjyJ9zuO`GAnIBt$#AI9>e71);|>s8i5+Kp|v(sVSZcR=xB#`cYqmZy%Ex zCk4upHX8cH1+8EQj#L<=q5SFCbLAVK<+t!PS2i)Jj17$GX~xnVCGwY)D_!Y9`zWst zKVPrwoIq)7u_^0L1DuW;Y;<UDn|J<ubG#oVqz#*ev$y}j5W;mn_D?_F$lhL@dJuUr ztX3k*q$GglMa!3UjYYhk;#&43H$PC=R9ax9&lr*3_@z>I4)0cYyS%7NA}$o`b>&Yj zV+zN<^IQn#B6b{@9U_JKAnS^$|II_&xQEQfsgYa#*v;Ncwt+07Kp~lGuZ?;qCO5r& zmE9OX_*HiBBH9OZMRu`TU7f_b4*0d7M}7*0TT5{bh-19v*_Ln7GmAO*a-#t`199@N z2Yu@ANzAhG6lFo5BoX-fi4=Q+92~#y#72R9v>0{sc)L13xZXNMO-6hk<1@AozZ)Pv zd+B-Vb7EppvM~LI3+-Q0V*XS3HcSoUgYw<8OZ+g~;{0Y>h!4EhbTpDo|KV3gH8-Bq zp!YuehYosE8t|kK{PkFl2ec<_+$7|tanogru2+srSn{RFHdAeGh*uo_D)T`J5`~`A zF6(UJQmZvDPu$%DMZdUK0$<S*b6I?Hd+zmOv~oR4WjYebgU#_bt&0(A9?bhY`?3&g zm*}xm7Q#@V@-nT8_AefG_bHd_%VkV0Z6WpgEh%`YPrZ77o)?bmI9&Odi}K%662GTd z(EWS2-oSN{8$KGR%dSW=!i7MC7E@k+7-H%<pWDDoWP5u$S{kh2l7IG_ed8q)PKExr zW2X@3@SuRNR`(iCv3)d!oO&K#a9WSpV}#z%RjzFo%anw9(Diqjj^ZG2sNw2B6Af$~ zRdcX>fH+7@Crd6qB?IZV=bsz0Q`k^zao!_EwBOlMPwbW>qrCWA#;r-jyN8$x+J`&< z=gYdQsWNbF37W)~^V?Wx=9Mch?DLqtJ(=kQ@?!9Mf3RYx69xWdNylFYC<%#yf#Dct z36Rnm(B!p1xnq{vXA}}*z*ryqehkoFINh-7rYY)Mmim4j&5{Gh&XSPJVkjqXqr`nZ zi5qAnx$5&o`th89odKul(R2IuITynrcA|kSv-DwB0;Wz?N_}2LxnC{rgAAQQXrJH5 zYGBxa8~X0IsyfC8G!C!NRd=IJvhn?rogPNQ_PCo^*`Ena<8$m=Pa!Gz1jn3){h47o z?(e83;zx4-xzW0@#R}W%hX@|T8x!IyydRz<1MbtbmajFoa4Lz1epbw!AnDe2YA#k5 zYAbe>nKDJ-$P6#_OKxs3HDM0uksiZhe#!|*{`VhdHEHzG!)^u}IVHYd)qDhJ;E4Es zAaxMW<Tg`TNa7$`x~T326U&$~7q1|PwFvRxHhs8oGvejbQ3cFL2mwp(xe;F3HSC$9 zznTx)3+mC8$k{Klg1#ts_JvqsLf*+YeCv@A#P8X7X#bT7J}K)L3B5u6Yq791+k@Po zTy;d=mVpI0m(*$X-Y|e~blvK49Vz%=s-5rz&7X(e@-FToAE$BCt31YDCUE1Btho41 z0-O}`ImkOGe>G!RG-0rbhq3IH_^2rXs(~e=ACJxBz&CtG#hD$dKTmHxHKPQ76HU{# zlo4FafD3*?(pB3I_2_mcR33)G7TSWwUW)(LqPcDP{9Zc`yE2s-w?zP*UYJ!cup zTlH-hD+-zjy)P$5EEKWcdeJQocbX!Ehf)5ufPIdB4)yMh_>Wo`ccXb7N9B?I^-I{A zpJ&C7)D=v;j(s+WUmA3m=uXC_P{QUhT9;KRMYIPD=zA<E4hDOu(zJ9K35wMJqCMqU zfa-wStb@)V{)JxP;!TtfPQkWWe9GvE&TqHNG!L)iJ%c@OS6k%a(0(nUFL@+LP%9CX zj-*6;=S8Meo_4%ChVk*D8p>HW<n9{$Ck0Q6qC~tycQFO*(|2q1UNM&Wk$fhS6JmwV ztIzYIx$Ps)0m))|LMOb?rIL$+IJz?Z`%m#Imi^?z_;D&O;?ZxihS@&!`&?N2A>cM2 zP|PJd7l$HW-P_u-sbNWA`Ya*d{Z$;^M${QrupnLyO<l?c?H{c365pNm7HW90Ml;m2 z*oQqm9e#JylO04pT~kjP7Y6m{_sgkhzkFu>cHCaed7Q}qoMhx)ffxMwt!w;v4tu_Q zJ;ER5l#A>$V<cMm2*v*1FZR~F1Rb|bqB7dE{}f~RT<stXwVi!~zG3n(y!ZLgy15Y8 zX3>scd4qT<xzTZ-9}Qwcho7w6XQLss%<ejxFrn`RyGGyr%WNP<nP6NRT8@?Qkdx~s zxgmU&_g<1adcOs}Q*uW+M;=9d@2Vspp}u=zSsnGE^;Rx5Ie4LY467Wb8oGoJtxx{) zRb_(2v&?l=$0;C2rd4EZwHH^7<Y#k2{pJ@lr#POXecw4Y|KmKCa>%C`a8O!P9CCJ_ z+nsZjfs{~J+SwzluyD__KqQC(9Bx}=j9n0i$lRor;d)LmeV_BIJ)Dc+C#?k^{YH&) z!|;>Wh8IZoS5~T%$1v5Dj7L?-TX65Sxbnt(bU(bySbU3&I7>myd%vJPlAK5M#D*Iu zaMGl@CT&y0z{cE3hC;;23NBMw7)O3;g^;wqDfGOUGTaMd%}2e)mh)bpH?U{N;nWP` zm|vy*D{xnVmyq03VwogN2cMRx1e5J)L1`+YAmiC8_GISwmrD)E2RRVpH*|oC@Ubd6 z%Y1qXFZh(V9j74!nx`k#*|brgcleQ=HTro|_w~BVq4}e`RW=*hX9J^;H0d_h-NeZO zy-$v*P(#uCipV@)0ix0J=#7Q7S)73aySP}#07ZdxcCBdt_9u?Un0yEIjXfq;dQB#A znDsuPMpKSIyvB2)a9s%TsyknpWHAxC-YNDfh^K7vNlE3#vNSxD$;^6#yvZPS__oE? z3+x{wXPJ8_1JPjiRzcny`FGv*b7Xu-@VxfEv(r-^m>5}UQ}d+)o{sUxA5^>825Tdm zxTq4)hj6)C=5Rpc4*7V6Bf5t-UkUm%iTK!`BNTLod4WftJo)If0{C>}*s*sk@c8uV zBT@8x^F+2aZZ06tpW>kYjkXocE3!ao&mMlLr0tI|L7as9wx(uEXz%hf^~Rd{88V!# zlhIJA6o)D2I-vq(P6&y-lxA^V3EpNG#aZ_EVN3jbzB`$s=ZBqlt=RJ)_FKy2qUIDU zL71C#zbr>Sp@%=3vTRqe{IRAO&P0@}VoamDpfQZINY5R+GeClGKhCs{-s2`J{(7k{ zpzojc`Skd+bOMBJTYCCocMigms-r%@x(T0J9C~rTALRo}uP%Je8N%GfOM6!3C<s>; z4TqPAOaHX@u<7^~5A1y`u~;pI`nlhN`^Hd?Jo22W0@FD%k!BxPI7TG`nKRG0c-gtY zl}5<Od~g}pdVBW;yZa9A8n(06!Y>ZF_hs##e?cA+%b1_KXg~R=!`WO`hYR%9#S~xZ z%0gcn>272PdT%-UiVJp=;MD$^cd=fy@OO9riZ?Ysu+9DOy|_gOAsxpq;M$5n4vG)k zR-%BCp82+eTm9G?63ZD7?U;Jk`}rYsA23Qgd`xy)5{C3T6`8%~@bX`e^XN`VL+s#g zm-ZEulUOOZevO8jxN&apDS_Y}Y_!9#!c~Eh@c8iP$O8#3$Qe2=_&k;ae%swHNiLxQ zZMQGIvOG<=Wmll+FGhA?$**-fNud1sE#1V=M@U4MV)Yq+<w2}^x$+h*@+<k`d6$eV zzGBSsY6l#wNZ^sLIZNrq0T}^?%WHEepSkBs;)DPX9H;aNC69`O+|AgEwizX$%oHf# zOhvt}s|U2M$*p5YGon{KSp*3_(c{-nnX^E`u~!t;PsQQO-HAH~#F0NFGi1XZ`Jx_3 zU2bjt5BaL&$kZp=|L+GV(Pmuk#$|{k()e^6P6w0IyoW`>)c33_gPjBnnG~<h^)6$n zYW^|TJGSwP`(;L5CPP?;kABlxVS12QTR9ngj0r3{vy~#gFaUAqe-xdEBbQ$r#=rL7 zd+#mTCF9&lHmMK|ksV4UX;_IwNht|YenL?xL_^P`h&1dGkv+2a<~{G9P&m&y_kCTT zkK51Z&TYiWirbf5btjR3;C+th7h`DI)-U!OKMUlfQaBDi79oxA7_b@QzHx^D|2G@; z1%lx=r^KEUoRF<Ee#nAG3?xj~Jf}i2&vnn~SJ{}ueQkc{bD?#dlRC%QU`JPn^J0#T zf0lAlOwe`p$S7HezJF%kk^%b(J$hsvM4AXupU(|rom;5BWpX~<3GeYfyj;0qjlEyF zv1(0cupjWBe*by9Rl<NGa`o^$70mCwUHw^Wh2SrVHmT3#BnKlEll+dbLXKP4VXG}^ z*nP<D&$fH`on%u~8-8IBji@hvbiBk1gZEVUzfuc8X~XYJX%1{Kz{L3d)n^*mr<5)G z3%}#+te3Xz)YgdO{C=Kcn6D|UoGs%UKp~5rJhC16nMp>eT`_c+zj;Oe*TGAEyik55 zb<3}j1z@SF@x1d4G4wEm?)3}I*RVV|bh1?nD6#ilr>KIEk>;9~dIuf(C(JWv<(nd0 zKh?Tphl2>nhMT;sc_jxczewx*_#7H^bf1~T^M#w<<2tLO6w)L9m-EvA7IGo(+0x*5 zMKJn(nJ?`lBdM(+u4nUN5mBlhG~^CGCVI}jC3(y%5x4~r+<sHUKo!Y<4EvCCKQcZ} z)R2I&-i23{YM3_`*`lg9JV;P1cD>sh^B-Zbf4{iu>^gdLOt9BVV2%)4Ps_|b%nF<u z9;)uSe^5us&fHV_GQejcE1Q6Gt5iN0{HONg+~0}LM&spnw0<zo)yC;F5%+=K#6OD@ zc)4QM{+2Bg?3@at6lDf7$0L}L_UkOVJ}x@2zljh2Yuz|qoy0*t9^$;tJ-0{%N)+$! z6BK~oM!)@>-&5dd`TQR#+@J68{BBL7jy(a*M`suVMBwr3uwkRWLj+|mksO-DoQlJv z{hM!S!Iga_{mXhgLAq>P61~R@F7DJj?))bXmL?)TJBpZL>c2m$75L}-Ylf$Yb$phP ztga~Rwl70D--hYv@LsNP@BPnbuh$Y|igbGznb;ue=g-RL@pwKndbyZVDh%U!0mls+ z1)$hAzqR7gH?-?vLU_I(o)^AOo)EW`0>l6I+%v*l8Ad*R*Y>|`u%2Hqd*X#41b5b5 z(=4FC;v3?U0G?Oett?v?!+lpFtvN68Vllw}A^lJ3{BTLHBxuj8O_VTkw8<FfJ^K#E z3UqDacYdpR8-pPi%nKhn?eE70-9ys)GE-ZG;)C*g$1h+mK>pgdTFf&Y_)Ogq=KmXM z7dOQW%wewNX=z>Q-a%9cDXv8SGGd~%iJh($AT=gDm9i!l3IF3#hb@bzh&9vf4#Ubt zBq%Xj`MZe|Zn*5I$rHfy`UL9ielrRT9n@?YGgpGS={1|8I4bz>0qx?hMcn^n4CKtd z{+UR<5TL-ccZT>8qu5m4%|Viqx_2oVIm9%_)Xa-AL1-J552kV#hWA<)uU6w|K)$EC z`uXKGq|JEw)2$zPA9SB1tO(zG1GAgVL_Bbh!TM&MzXvV3pt4f=u5=a&>u=bFH!Y%& zurIg6PT(BKUfr{$igcuY%gWRyzAxCyZ)GoCSwYXs{|$1=j1wOuRSM(|$UyaZ_0=b< zc%Ej};=3fbNsP-6sTOc;BJ#h6$3x+R#KZB#J@L;+(1`}?!3sGE$VirPJ)pXZ=Gx0T zF5o>u%r3THM;~!R``yqt)LfYBQrB!McNFJV#<dN!T$KS<?r5@wRuYR=CF=#9%ZPu0 z_?GA<2+)7=ce~<y!o$e>k<8R0ai-k)z?LS?%dP%*p7-2Wf^nGtoBfV<#9Mz)XA9?& zt~`I3%p-v3k;YO#f8SyO4?#2D3$Ginhlu2t8ebs3<excyG)EYY2P>6i>CT}~(UZO# zFY&)eEumhsYZE>H+md5jDM~7SXQ2cg<s`Q<Z}3|%aKq|L-6R%kQQ&2J6LG(23h|cq zQ|By*!7<~DXYb(L`?KiJIsfEEV0?Q`P!d5Q_41Dv)jj2d(*~ux-&_@d4>M@s+AJ;U zD&*Z>aE%ZAwHPSc`prZle>KlA6V3(1>8rQ7a>DgH2BJ}zw|QqI=bBu*C|t75eNU?@ z3`h5}XA~Dp!mi0(8yXRu<UsCJg=%ges)^?mI`;wp9XDTlaBOlA@%xzz^ZdZxfzYrM z8-du*qMp4jP{RURhaN~h$9-Xj5n)x;DMs+RteGX9&V{)dEv(m-a6Y2<`tA`=7E-Y^ z&n18w@4<9`om&{de$I8j<J-PVf#5TR%9l~%Fde}ENl>mI8Jzf#ZV({_kA+%)ma5P} zt>Q^d_X^C_RQteI?j{R2k9uFd7|l%<_HLKoD}i$ueos%$NAQ8krO)SW=4r`#N%6b) zBf5zQ+nf8gK7AviDckxfH?Yr%f3vs=dt81x_e~xW#+>Mcf2$X9pDbB7Dsr+M`;K3q zZsLto0hLCMBb8?c2r8bBcNeu7p%vRaJsr7Vh_d1(dKI4^{z87SIL9+DU@mAFPl2}? za}HL|MB(f|4MXN{BIHLgGZoEJ3b4u@O#6<x0I3e<bSLRlz+P&glx|!R%J}1IO{%eX z{hO|oz&q@T>{Cs8vWpw?#vGz-I<bEuOhMr)mT!K}w%j$2eP{->)Goi2x)Af__oZU# zxQ%Q%X6X^%iTFjeyPYw2JbEcJt>Y?%{OXmL#M8}3I;D-%$gweFU-fLhXeSeS(40N; zqA`VhpQ3w6h%!bLtH1AVJ}C===DbpuHOC0btFn{r5xD>JQR_(Rn-SvcoehpnizO5j zK1RDXK?Qw3UeanuvOy`IJMUe2F`%wt@k`~NLqumr_lhP5TswV!l{a`5%^tWs|Nb-P zS6M;J!sr4by~OedRr?9m!xcISOW2E6AEfl7Kpc9rXvcy>SV=8pb1V_>$6h5_t7t@v zkTSsvaSVnOXmP2}aK-QS1)eUo@w2$M=J4OAP{U5*)5^l4exx+KuWVjde$Y#F?0h(J zhMJ4C6>!lC=Aj`&^EKsc--?6leB+nd-L$~fL;JPOiye3ej_T^+9Nfcwo7aU~1t5HO zV)Y~L+1<~1Wc=cE7fP>Vdgs1>5NR|QZP4AuTrAJ`PJFlN@!w_QPT^!>i1xL}3O1C4 z5CPUU&7dJ7X^Af3ih=-i_`+Cx8|F!mMG4c<&7r&H%OUEFG9a#&cT2l{noxK~*Lk{n z1-T}?($O%cC)Gkf6b%_k!S*~C1-^TDUp!i6N~I);_ao=u^-RmdH?AkCzU?@V*~@>U zUTPY7H%JQD+ASeR=Jd8!+)L`tDP|qSp7~uWBTYx1@xjit1@|@0Q9|@Feg3h-BJkz2 zT1aLRzSqd#Y@K%Ffm(HbVG|xH_>?zG<5R1E_eK(9W23aty5a108FR5I$~ub0x9*^f zaJMJt@E*xS;8M{<+#>pWks*Ge0{ePa;4dSO5Y+GTpH|Ui27VK#{_or)=#9=v)g9M4 z$>u!D_u=vdL>-{593@6a@=qInJQFlWL~ByNP5g-czsjfe9J%?SjCZR4&TDp1Q0!!3 zPoE<`9aTQk+&e>XYq$oi-DiQ$l1zTei#0UR@tWgGg*c?L>_uizupflmV7p@z6Sy4S ztso*J1riKthL2R_A#t~vS6{{t)O_T(SJF~H!T(9g#f6EFyyoyoIqdQZ5(qW&{way~ zLVnJZLE234_4wDSeVaVs;d`Y}?b|f*&sDOTNkk0n$PZU`@%}`sbZWDYE{Ku8s(KOw zNN#YJYnV!|nnY}F%KOg6(vSw3y*vV#s}b5OrmBs(Am>tDy{K^B`Ti19xb81W*nFJ5 zD!7vs7Q`6s-?H(7Q|J{N7o2BuQ)jxMYK3_^)U*)~%h=(xY{^AaJ8nq9k0Z_zYFOr6 z=@xVtL4ub8zK|mnIAL|@8IzYRJh`84y-kiEDt3RgW1bKIqxG=lOhzRzJj29qX2J|; zSpA^Pdp7u?;2pM+!%JEoeEYdSZG#9kz4upBo))GUgH;M~?_ba%!Sa#hB0>4wEzKJf zjy&Vfxh7KyLyyE6eP>A)lH$sI&V2_-Wa$5w_s)|-UQ8R8-I<7ao<h>*Bb*c%5KIs( z>%slV0~4>De#$^fXv6w@Ghql(%Q+n+*Mio^Cay80ETT>0t<<A2BJlRWqG-I5G^nPj z$$oO>0@Y`uPv&TNp_vFFmvBzh@Bsga5$>h^r0M!S_k;~raRc(zS!$B@g{oWpe#|%G z7v0X;!Uls&7OrQo$4B~`r`%`@I~bg7TBKM=z$Lz(wuLe&+=G77eEWPisx)ml{SotH zvl_oom{?%1DfR0=hM1q${@PD;JD$U+Z(}o!+qHy5F9#oHct3_FLo2JpskuO{pjpW% zh93^AiVmLE<0p%BZ$^JDrvmP>zLbuoHDZ16yZH1MSxCLwV?5H$50xi9T>NXez_tK= z;oBn%%26iw9_KN_g9{P=`QZM;<ril7|Ct~Bt=-BTBUQn=$X~|>_dsD^Sl~S75@~dA z9be8BgnjSkRqDJ4k%I0Z%kVN6obt^LD#H6wr@*sJD>CeGoNhTJT7!oatYF^$wpk3) zo=IO~FIR@6JXWsL?*EYPp>V$%YF@G-u_xo+1TEAp_8ieu=7Q{JvL%K3a&VVzyW+$} zZg_9^RFV7KG(pjbFB(|+g03`OU25AoirBLj))ynF;gr~fQoJSJ4=LSh9W5G1|JmrD z7_G)Vz4RTCyUjY$uCuOwk1gb3OP{lq^|>HfleMBG9K%EA>%_S1D;0oxb(VW1=J6Qy zJ{Yb<VsN78fmTN>1EiXE-ENj*g!YeJbya(siJ~3%!f!g`f4_QeK%U9}c@pFLllwSe ztD#r_RUa?#GGE<y*KiGmy*uLmsGJ5)DfV7Ck<CO}e%oKDc3~1_>#JL?<6iXDpTQGe zn)sfbtJB7S^9o1aeci@xkKc(N*Ft{ZX+hab+c>R;>k%cQoobFlkT4TTR}xjmdCL9S z&GKG!VDxYA0M{@l#BKMbmsaB-Paa^I$;Z8I*>Q!oJv;FJ<A=ZzN&)tv?~|o2!k(+I zosIvrv$4<3?SQw_PH`yW?r&W`C<$#@FA7b)wuqFQY;DEX*uVV4+<h139*Z4XC+Bzb zK=*2nen%!9$t69z*DP=fv6fiUo(bjz$@0)c5`k01+h5|M8`~veKU<W)<qGbNh3V5I zDB`~NvFux|*sq!=8JBS3N-L39ZgnH(AuDL-!|V5Dv>>eErf%0aKuj;%v7CA*OF9W~ zl#{Q=(bHJh;N*|1Xy@s~szT|1DBWIrDzt2daQxnof1H0A+3x>zDAj|BOiHJB-P_Fx zD$AGGZL<EL|JH@64;Kr8{4RQT?>Z6kPk^1<4X0Uxx^>sk+8NwG2nbEBe}v!fsbNnZ zZB!yuRk6brtrK3w2J%*OLXaZGeBn9XN57p$EhE??bW?{r_z?D`nn#v*FTd(Rr0`fu zm_GKl@+L6`h%rJj*PzDh3T|i_WZjg<T&_luErRo>0LY5w6uY%>kSDHsy73*@M1B2F z){-&b?}uE9H<K4Vc=T-ha84NaZ)(`<&ll4|yO3t@IjTP5Q(Tc#ojVuV;~YO6-S~@m zpC0x1jJP07XY?!my<Lmiv#vDV(wQXOI9`kUx`>djUy?_rJ95zIx!IwO26^Co6D2E^ z`UK_epFL>$lMa@hA8lq23=sw|GiFsxv1dT@O`h&qerWq-W;}pBT{+i;*VCIYUx7Bb z=Fk}S|3!Tm{o^D7{IVw}my#CHo}w2+dmoRZ^n%2*mY6qSSHIw}ihE|YzaB&f;`g)o z;$zoyLrbVb<JuG7mQ`Y}-DRhIYc5bWCkiC>=TV&9=xm^YGz3UmQ}bWP`GsdgwwEwJ zE>Ar6e*Lx$B+>qzsm(_MQYW7MCT6e?x-tBdyD;9n#!(3!m1P4>s*5%0X9eNenPiiD zLn}l~646X6%s{rW{%RaoWdZtDX$Nu4O&&s|u5!X4YJ8o1*zxobTHEjXpl2KYt~OqJ z&S{9hlk@%$m)G&0TXHNa=Cv5~?a;QFoR~w5+!S7qCz#hYE^b<9w1HZ8X&V2+KVMd+ z@AvQ0;=b&$OFCa8mx%rCI&w{2;=sXTDZGX6H<S(=12b<blHush(bXC{c&&28cghX( z_|BX<GSjk%wEcKFPPw)sGVeM`{Q5w|5=Je00;9wUaJw2~vp~26B*sg1VXle0BhUJw zQG$}*lhTTLcc)j*41YA>0@u|0uM&3flTqI_n6@A8A;QWmZcO>kplU_yKX00;$Um)8 z{VqG1fw6%<Qec7^a$XncWaugZZ%I?O#6N1N4^!YuF~)gRX@P-oyzeo)#P!`Cd$tz5 zA+4a61)>9w%L@Obg2!dltY_7>h*QzECE?+7$dc}hRpJ56;o8G$oQ}U^_KDu>H&=Mb za!0Q*>m*L-wY@;TOT=EDu1n3Axp02hrX#GG3+F_4&yke@Vlb@GGGnu2h4^)6Qdc9G zi*y{l!*{ly8-AOdk$H3t^BC?o?=-}|OaGD;ZPNxRFy(jkoxr_`k8b>x*X41anXz+3 z`8qFnx~1#KJ(C9Q2dBST;W?x$aMmQ&QbAdN@e7BWGblYf)IApO>6tHV+^MWm0O=O_ z;Oc2<_z-X>Ed4AC<o?j~;SLuCOS2LBIzA3KH7~t~BbX6XG&mg-Tm?a5A#|9s!T@p1 zQBO{};{5P#J`uA}4&WwN&XRJtKeJ?gLqUp%Y!&T~Ea#@c=}{Xq)4642m7n*U*9+e> z{u#XU?wLfhKI_br?|9(So2ZdX&t-s9k9~b6VS;Gexai!P%m4^ZifrNU=*_Ymj#=y> ze~g?O-r&B4DukD~Kcgbc_vFfV3M?UiuJ{NiTSkz2u^dU2A_;Mt)C)UKtf5pvAxY)e zjHJnK(fZCvet4<5@}WzYA8rOa7v|dFynfDTySv0sqWs6^o2>}UO_$K1T}5|^^z-SK zOu6{}AhPLN$HYwD=WPh<Q{yJ9?Uk>aSFNK1(v|-u)pC%I83WN=mXaW{wJo-c8uu)H z4dx86SJwDjuguw8>>I3z$rQ4bhQLpMij)qDk{v0Nl-5h51oy9Strc$u2=?nG=KfKW zUUA72-!Dy~-DGlyVDv1`#XO_*J1i6F7a2UYGpI;6vHABGbJ$@|orPG`F>XlBzv0B8 zjDJt8H#da}v4_)VPT-BuEMga~K56m?_d*1-&kG!8f;-T!XZ>*=m8t%I$c6hC%tj|~ zRmMn?lqj|iqxnjryu|$PY21V4A6Xphq2VI$A07EGNtd2fS}}Fp)q%Y><~61F+Xcv7 z|0OJ18qE_u>nd7T1s0K{O_<Z(eEfd+@b<OwG%dhdB_|TY_fzuWLy>YRP@C(ZHnqdK zum?UipX7$o&SWJ%s)Iu0(d-zPIpuj`zKAYout6O9QnSo1tl->*BIlQ$THFiVlP;)u z5cgk2E!twSzbR3DmPzz{5AsQR^KNK!9`$7IeYW5u52oME!lw;b!F9xZN8V3%Qq<?V zO-(Q}evb;8(tTzJn-i>2$MN^*@ompPP|ZS)5#Qu$8Zmb+&ePadW&u(BOjf5#myny# z<J$SdjRdpy6WIXFC%R&P<((Ia``Ril!*OY>z*^@_rG@t&FEZptrEz{lv2=##<}mgF z4$ZNBalw18Kf-(UZi&GUKL;<WLVn=+`6Oy4h#wZT*m;?ml))#k@ve{^D{x@&Vahb- zY5(!AHN*X!SM?X(d0DYQPj*8L?IB?@TPcL1j{6dV0i5#Y*k8UXT}$&z3IAMO4^&i+ zE)Z9`_0I{!ZX(lP50l8Ial*ln`BYb&1lZ4wv){e7fhG?m=Y4p`4nFdhV!|#;;5M^E zowJaZ{6^9}`-go_>Y?hzFPC}YXH=R_)MFl43iz=7WF8H<|8~Pp=70FSJi9IPRR9No z`;66S8y#HppZ@k2u-{Se+Zm_rxMw9*)o*fF0d^UzZ#*l*??~y4WsQf@Fh#Qz!_6%T ztX6Back#T$=k@xb=pY&JdDX}=kGbMjKAIop@9;zLO`D!coNJrxDpTHhq=o34-R|)1 z-~#cS?z#3F&a-eCwz{bAr6KQnpUG9ar3A!|b3a0jaG#L!Xlw53GSX-05qVdH^9+Zl zS9>llA#0`ayDXN?M3#V1+?<0Vyv#($6xdb>bhLEvZL%0x*3*}?E>0uPm231tj8t$h zxjyiG4izkZ&=m?Rn<gYUhch$;IDxaEOfwjJGrpFE2RTU!!c(WX4oepaU}_kM`{g1G zSz6X^*;lb|fN``n51)(YBCXWVzElK$X^IVSbfK=iAeDo-w^UKOecdT%2n~KuWDZta zLq}S<L|gvJLln6j=yHw?e6G#qpustG!QL_5shbL1FZjMVmG={wv%MISc&Y&LuR`=J zBg7!Xkeb2v$2y{Su_<x<|Gna%)-y3#aj<>hm8-IX_hJ2dU31Qgusr?XTqfr*VUhfP z&v8vIu$(ZxeMejw*5kO}5q|_gf0lWXBa;&rHn+2UqGtlnF@`5i_}!`0#j=*?GeZQe z%tz1B2m=2p>(#|&K?vuk9~z{>In)03eg!jjxXN$-ut|9gT`7yba_<f&w1&stHVFBL z#(znA>X<B|Hg|_IVaFLHAfokd>@OYsJ++NWQ;`aIoXk=#e-!~s5gE~#RBm$XHU}Hu zA}^3#Rk;o?sbRJ2bm!kG39zC0?s3Ohgxr=~#*m|lzfT#hnKaKh;2&%r$MZaL`3r4V z!5t2=fUde`Fm@Etd_e>1J!9zOk5Dd!EH>b8RFl6mf$#6;Mf<5Y>G52kcj(>)6%bM? z7<r1h1E~t0Q^mHjU_9Vfb;F8@tlj@~mZM$(BEMJhx&K~8D}|E=)mEa=-a*~Ch4&$5 z*IzxDdL;?%lhI*^YJVd2tihvuV;CTFlxlsocb*WB^{>dfN)4<*cV=r}V82*UvM9ri zNpwMw*XKQj3Ya_HPswC51N|qN#q~ZWc>G-Q&i<3_$lqcxhYjawHax_Ar21(g-!jSd zvKK%3>C>G@ygTO!`u0niuW-LloGvvqSWE!!mpk-+YM4U|lb(~3AGk=3lZUA<#cUwT z0C|4DjsWDVSh<%n;T#)pjVG5K2gzIe^R4B9a-!zRF@3dX)WG6zrA$r742qQnd3TMQ z(N~|yfhWvNP%g=>>v)d^zCF6OE$NLYOyBvQVwds-QEEAlJs-olSLdU&p^F0KN0B~> zmt*xPuS!lY^EKw96%4(J2$O@1Gp_3W9a~8BR%FvR7ct;#^itExk{~&59~6!}EDIJt z;vx(E)=*Pl3SArSw`}fewGJ@fBsRTwztuKm1*6Kx@vw~(9(b%3gzf1=*Vd|^we6<@ z8`+J;6mxdiCLXYz-4A<x_SaZE5upO7U<1?Vf91eKdF*G}g<c|Jw>cf#of@P!C(Pv0 zPfv#1=joXlF#^Lek6M-#J}6v#a>oBRH+b@%KVa$FgC@Rw$#l`dIqSW;a`E&3=R)M~ z^uI0uZ*H#ATD)N*4ZhalFAMhMEnj{<@J0xn%6{wDb7??f)QaJU7EZFP@MCCSEH&^n z|M}X1`74u0Hrf+i<zZw0>P1WZZlk@o?`Z($)6su)(JL8|fkGLD!h#2DC_1s$JN@Y} zO6=Y*(-}O0y1lKmtnu6@Yx>Eq)yq<_xmp;zib?Z+;n#M@hcppN*Y4$A?dK$?bFb(x zt8Af199RDi2VgGKWI1)7<S62OpqgKceW%J@OJ~D}Y036knU4#8!Vslbvr2VihS)OU zt+V({AvM!394%yL#y!`&Mb;Z4;FFj`%l<?WM6JZW==9OR$FaC=;}yyf=2{|r+YaY> zJv^pD<mL!QYr^X!=C5ieyil(Q93XBFE+5&2xw^ci%X_tOPQ-S#^6>xj?MFQ<)T(yV z!^76`YPH*p;1opBu4=`5vSaV_Z$BC#C})dI<d3Ek!e3hJ4b5?mDc-ccWe3h{F=|{J zoxq-mYg2UTJo6}^WH^yEnjK;ejlMrPIF3HZJc_tiB}l3ozh8}Np@HJ}87$Q{a<HDH z6d1nmA9^*Dx^u9a56<6^E^fknLCruyVe=~|nPNP=H*Lo<vgWH=NFSqx#%gV64pS)z z7*j~5p<)0hA}sQfR}b0}Jh&SD3G->!hyfk!75VbVxI#pnnatOfmZ~@^3(q_l$A#<a z&|8=AZPLu6$Rqr6NhR5b?04|jEeQyax_ga&tEJ+7&~IiH?pqQ-UvcceuRhEWlka3L zw8adTY2hV7e)!#WmCnD)f(Fbz^diRgOF=73rG~;@Rj3@A*5B5&g(@2pxV&!;pma@z zt8>_2e(&+N&iFh<SW$5%*UZIXD+x$X-~Z<hvOaS)$wHg2soF|`3cT|7z0ZgDC_$v{ zbfLctFh**5l+pB}(-kQpqTU>&!S)UV6(0ehj>#8VqZJ0wIo4QGCkYfCi4i63JH&!= z!DWLq9-!G?;QG{&1rF2A7QLv(`{0WCE2Ff_=+J(<ez_OYAbG&1YCBnmR+&S;A9yJN zf9yXxJ>bLh=1<PWL0o(=bAFQ0^uc=(4&~54j=ZEv-~s*5`-X^Jl3J7xcxkph-_3?| znh7-T8kjWToCJ9zs(3t-gOnDTliPU7K#B`3yaq3ED9&2ndzDoVHq)fV#tPPn#6lgD zK?N?->4r+dOJ!kr_+XcX^=W!=bO~md=fHazT4Bng+*N|Jy!mAJ6<%^)CF=ljkrwFN zdKsB>WFZGd+N*~)qM2F!ivwE}lDWt7u?)^ZO9(%@(5gcZw{FzW_b&-UMB(iK{cVR) z_S2iOISDxb$)qkt`-Bl5pUX|5KGZ_2Z;NMkY7~W<j@w7p*+z+P#YN;h6K>GdYtOt^ z$4Zv`W_7t@tO#}@|ITdbFhk%rn=d0JD~Ps?yZ^Th1z6-by&s+wgW0R6S)=G^Ku(P> z^E{slSbsY~>oSb<RYIdjPO+||>!C+`{{^zZ%?epn^JWqFUgC6RqKg`S6so*?KTQo+ zsD5&YVBROKa^(U{$wEie3pUy36xg|ZgTcw?A7YwIx^#DjnpClHp|$MAeqn*|+5Q|B zu)aBb4+G(Vc1OU0_sp1sYukzp_O>B$T1Pp<gJR%uhRZ4>d7Q8xsAf2}XA~Kj%!YTI z;)bc)*OMl=xyis?dY(g?^bnEWwAiU$L%3xgHGbQO_e<Zec{$_!iK{{EjsnaV9(~WP z>Wq8kc8%A^^DuYd7L%-bBt8#c*e&p8V9$d`y`G6<CWS;oyUaszzUE`>?bF|8CJ9&i zWscO}ZAdl!?ThAye!|B%dM<Mdb5oWhEp2bfLesvJkXJ@aj{PlPSN5imRtFh)^n7{2 z|Kx8cJ)wTW{{B)$2j&Aet=Mm;<>4az;ncGY-18kvToEfSlLWb$4{4PKRIurproZ$1 zI!bBFsLJ&e24hO<d9_d2Pm_55X%D{tz!CMc4VZsLzV|$6Qz;D{zkHJS2gtzs=hR&_ ze1ha%dCs62K2|b!lJ`4nCnpFf?{-s7rGxj`B}u}!u+Q%<$HfqTIbhy&;Mu-i6;xB% zMjR^t63w5pC4w*qlkfRPLSPyVh<YFJ`W3TDOuv{v8zqT7<xEc<e|zzPrrXCW60N-O zm_^_DQuH6RaVu7>oSKuIHS73&q)`#RGr9*P{iTp0xdTlG$8jF;O*O+o8BWkrIM(X% znvbNLw0gsFmWRA;^y-oHC_gE<6(Ok?ElTPKy`(2=DP&NCa`O5`X>k2&ak8hp1^4oH zetvyM1mq)B_dUTqSa<P~RBychQk?1(XvgRNNRL&=!M8&wwUzxy^V$k>eor$I;=@Mr zWZUQF?O}!E5icM3*~x&`@BN;V>{3uDYIyUuVj-RnEw#2BWQXqyht4KDaDYa}jpS21 z#ITpX&hDzBG`!h(b5qG-4l!{npTCfbxdG%K^mrfc?P#sAbm4w$?{<l)9%-Dfy0NX% z?7|$uN&V~Poi}`t^Hd;9ikcB5MQnYg&G<3TCw|F;eintLiM%@hKoPhZPWc*1GJx{@ zx0k_>)={3H?5I-^Jvm}{St@d=3E2{Ir0;pmvHz&Es}}pr7u!g>Kczfy-+^v-=CC9b z!kgd-M{y`jZX7!6{f4-0_Hd6M_M5Ke7Wux6$DY=I4Lzq%@Is`cCe?I46<NB=d+1Qc z5<1K$(AHtj3{hcfCsju_P%!r(`yB?%t6jUo9w5RFmlnQwjo`eAK-7XJl4Qg@h^|b! zZ9H(8T}s=JYZ;lmI>aRWVw|}0@4@Q6gY0DDJa_CjG)z3Ku&)^SzDc}z-5Y;CgB#p6 zxNfR<&ZA(L@aV`>*z0z8i#X;e0a2;O%riKb5)q~`xO{~dJl^QEQ9l-h%a%!zIoL<c zIEtP<-@A%@a+979JJUf3OYG^4_&K7m_{Uwgq<JEC>L^L;!UOxobLP}Gxxr`1*s($c zbDNn3Jc|tIaX#~KO3`s4u!;3`*Y%SF`m@}(-fV85KcD+|p8U#AK0z)LF23Sq!g5p{ z3-=~6I>Y+1%pT`vcc&g=eS~wDT@U8$pLU~>i|Yk{F>f}J-1B<~=QGvsJx{wO%t-FM zBQY!SV-3A+j27>}Jm83j$@lGq3yDW^qaQ`<q`<t)#djy(^Sypx_onsS98!B5(?eNn zLB6t9t5?5^Ks&pEXUKodK(Vs!d@V~&8l?1xwq3&S`^^O^o=7@U;hND;GIS9w#HxGe z+!F_LYqle|%m)cxsRy#b_u0sXuZmt)=`27Not*plMH*IazkkOSFiseMWB-y6{tun< zQ(4@+C=S2qm4aAZ_~B#6^n3)K$GpRkL4{&r;7|(K;j6<(rVkwsd-j$N{%KQ88XalK zeg6(TF>%NIxV!agw|DU3970&lm~I~WW%fP%Tr345PSg?<I?OHKep2Y_K~`86V%fd> z3@1tO@tpa8&KP{GtzHLzAyTCeR9)RkO;TdCIL4m}fN%Lmoah;8Fb$_~Ixs5$CyU5) zzZRF#1j|tVVkZZg%_b+?UnB^odUurELKuNfVRqN$_f+I0(cJle-a%nduz~h83rUt3 z*`B&60&)X9hC=h)WSXa*kh7!$xbte!o#JJOt`_kwc~ucOdSY8lo|+Pb|7>8(Jt_r> zd$#jaGcrL8kKArH?5D|N4tSFE0sCa@J(cW<A@sw}SK=7<zW*0JX%s|@^V#XW?m<<3 zh`gvFN2}XJTz!+(tz*joDF?F^%UQ68<k+Yt=T}uIwLde-ZOA~1whNKRaZe{PNbIsv zSqEA_bYW3Xjg35Ms`VkmK?>+E^ZnbsBt-rS5Z!HhdyR0l5EVtcI*57t3J%>@RIo?Z zQaNT`9Q;N7RWyFip#wYfi!RHvK@R1l-G-Gilq8?2`h0x@H5`+_VQe*m0*05>SMWTk z;_zmv_9-4v*-AFPIEeQNR2N+XdL&84g2!t)L0qJuMlF}(BtMKK&HO5w5`}Awo+isa z<3!=Cg_XL{7b0FM^0}onGjNI@-zGha=;?^rPpI{S{Bk;M)=*tzG;cDD#A@>97? z{_!$;vQQ{gKI6?0GQGHWHQ^H{yrN&@7Pj6%F<(1xTuNF*5zRCmTMzKO=LS(#Hn~O^ zb>E~H%)oQqhjQbipCw>&?a=t50Y0zmx?E&%e=(V(R=XmWj?904(>|79BYUpBO<q%B z1M1JGpY90iMvu<z|H**)K&z|g*u(ZoKx0uT^RE}!JG8m4`r<!HaIY9*m?`CeZs$Fe zowT?=P(6hdu-{EIriEnl!*he}Z{xN1;d{91?}cab_`a`K*P6B>23;Bvbd#05BnOSn zToD63{7s3f)61g3E9zDI9(_@WP;IeIY@h`PW0#=)7gvz~mw7@fnF`d8p8sihjvAV_ zmZPp7T0#-OroFhNw?p{bEZ3{U?4WH?c=|@L08rW=^tp<SB5vzcg}>MEz1*qEuegm1 zXktwgwoUOtkXT(%Y$FXAPV-MuiF1<D%12j@CVWAbYMaVE4FX_77sh^=w-*H#968Z| z^BmpfGA?b{vuPo$RW^=udFOn0%U9z2U{I}8NTjwjgw%;V6gtibuFd}vEPVzE%lkjh z3Xd$JJSJo6i?-NbAJe$=sSWnJJB#k1-Jm6DOC-1Hd=(<)zm&(duW*t%RI=Os1q9%F zsa_#tC+1TZU3_S~NKXo<1t$M#qJnbqnrih&62P&jetgqz8QrQkyLSNR{`$g|4%#{h zgUh|EKh+n-aQ?u2>h@cl!?SK%Eg4!tbT6Zr<#Dchg#C!fp?yCIAIi1EWjdIvo_S%B z>y9K`7(TyS@)0!@n9JRjGRHZ$GN*;Qa(q5|HS<@ieMgJ`)k$=3%@bEcE>-UE$GOLe z`PA`?f-n&8lziK6fnfBgG`NEE&2n00dG;Hu5G$i4ov_eKTzf}W7vE=t#ORdUO?Yqa zxEz-l=(>S2=hcp92C%@zs6e^TQtUuJme;@b=ofNHls(^z_la#ObV+TPtD5lcZvWus z7RvmwS>>@IL>hZ`NZx*db3WWvW2JdwAjPwNMjOA6)V!KK*1s!3_pslYDtvz#?T9TC z*T)>)e1+VL>l{Gx@3cJKiMb{64|vm6D3Ew!&nZiKKDax|8Ga9Qi|$2Vp1Fd1`4PMa z)_e56qBgVTp8{@FK*LlO{~h;z9u9~9*^Br1Mf^I>?xhT5;?)qYB10xJR?{=I6mvfx zH#_Mp&Pl?YpOkl1kOch8y#CRBTm)J+Hf3}KF+aRX<KxyiH>}C*>ojZ;BBejOmulX` zT&w^HW&SJ%Wi#R_UDvq4pM6=bNr{C#b>YD7iwO5q8{$_~?#vR0%XnLoH@+hk8XfgF z*wZ|maB<k;79V(u967F9C=CXh3%`Y028hO$eX=sAr_ke(#Pa#{w<y}3$79xens`}I z6hzOnjAEXKMCObBM#bJ7kCN>kBR*}54{FiW<l$YK&gMcqWcTeD_aXeAT^!@CZERtI zhL8j|K5j8ENR9uXt0YY_(&vS~^Tv7FUDqB=cYYw6fA5I04VgquQ#qQi9s3A&qo~JM z1+niof1l>JBZ_d;;>;Hr8q9;=N*px|kcCe_l%kgWg)m=Z`A?kHC_$@oB>nLK=5X7K z%|tOsLGO#Q>C^bTZaVLjUWt2xkJl;VT1FG-$HN<W!cy~SKA}ANSKJ(doWBcrGh>hR z`_5<o&Iyyorwp#gPl|xi*MKdDvzQOKk@qLKatkp!DW%C_&b-fUh38)t28hB@bMo{l zda!nI+k;1xD2i>O^d9Cow=cGnE>+@WyZ3~gcg;8vre+fm!zo4T9&chj`+5y&PE{Ez z|6n8!?u@xxu)+yLYP+WyV=)ihzvAxsG*PhAK2^zif*byn8MX4Q&7<aA9OA;?>0wR# zFqstrSalJ1iTJ!i{5z*|k+7wPcx~UXijYpUiuMd<@99A%KWy&Pyv6SaF}2n|ms<$N zpXP7JZcL#8Ij*3vDPhd}b?}f+m_gR<BletlencztOyU^BBKlL%6dcJV2(xRSQVeM@ zKd$H&O+z!@Q}b!1-x?DH{hj8Z(>IMim(Xx#u?m98;q|rAyZHBB=DZ{q-mijoj#3*Z zp1b(G{iGW+P6+>1SWgkGM`qG)deoS2NSbtKCw-BEU=5Z&AqP=%$SpcTYJ>_>x%ccz z$GK>0JKc_JhcLGt^iPjd4<q|SqqY3CBgl0>ceWGe!1QI3&GS0+Bx49WI|KH0nN0B+ z_0G%@s$qx6WbGy3=z59aPSsh&!&M|75>5pU`S&IF_Hn?`Gf7WwZl@*1|Bk#l+QSVl zPX;b8tTB;Oiy@6#`{h9P_i#(s!*N7Pj3u<4_(e3k$DDILh4-wL%@yH1if~EH$IyE3 z5)qOs$RcyJ0Xe=rGrMWK4eFf_&w0JaeGZGRjT;-Zkd>CQyC;YbA{fS>-No}9+G`$6 zmyga9{XDwt)tq9m-#snwUO7Lg`-dBNzs7!v>(6F1KG4IX^h1n4B36hi2PjW>ws3<; z)lJ``E4W7=e7ItcXd#C6cR%gn!+Rf9wR!oMN-%KM>&X6f0dN%RkSyIr52Rw~-igoE zDEO1z;g#SXRM=7b<2Vcu5r*8&WiK#yNn_zq)-5hlO^Rpby1^ET6K=HSJgEpu;Zs95 zsA)l2px%~mI}7ZQTG6gKj`@YsUVJ0>@jbJ1ha=;8?9K6RqV^PKCc{b@{}@g7p*hyt zKdUrs5aRWdcO2(q%o`;eYvP5#h&D5xPIns^9#iri;%6t1Ry3=w21-G6fb5s(QeGHf zOt_HLH;b@C@IaQuDhgSr8)w2^KK@86+1sDkfUD4<(6MYgs7!odtHAI0>=C7x2O=>S zF5KEx#*`DT+}VugqsN?#n!kSHr5q$zK+$GoCxzq<?-PH$%mS`%6AwR%enQ^SGbj7- zd+F9m6>X<=J}4P>7^!b#gu3T`yq;S;P~qod-@wfRSJnd0|6Tt|d{wa-=90worRbC6 zhANoj8>HMUR*mz5JZim8+O%Ya`<X1wZIYP7eU*9(`@pa2RWbE`XNA_`>vNHK&(|zR ztKnY90QNcNL#llJ$iH+iV;<%r`rC`gW*!%Z*-U{CTnD+yU{}6}@)-&+F#g|#{80%& zHoIM}OE8m1Puw@YkT6Q5Gfdvu&47FR&SI}<xweq}_TB-a1?Q9%0;d-4$v}PIg3=Xb zNeJ{<Fl_H(CVNb$Q{N6^&#%YErb>Si!I&rbJhzk!dWUp3=8ZUEfW`jTy2dPV>iH=4 z($JCbh533~l4Rjz;KakqZJ1jqYVyb3V-WotX}sQ6J&WK@eDvYjV&uEFv*Uz=By|7D zFmZgvKw9{i3w2_?zhD=KIM*8Xy*-#DEHrTcZR6PTttKJpNoJFH&8G@w9n0VE*9t)@ zLt)^K1zIS4qhNJ?{yVxB8{mDwpF)nPY03SjEFkl0@#9W7UnaYDHBdZ~LQ+ozJz`R2 zCcAPDi}<IAz^csENl!*0@@ClOLdHn^cQK<?@AemSYyTF6?8oyie*w!|X=}5nS3KA8 z;j$!rUeG=7m_LVNc3#}=`~Y)uIv2Kw;d8YtIik(Dbp&&nx+UzMtRVW@kt2O;Y$S*8 zaq0DSocn69@8lKd24y?l^vMu0;5aAi_fQe<vpBvyD&?kuYtA;|3mv$RdHid?#EKN` zt<tF;RuaLU%AiFizX3vL)92>tP@Iz)-cf01+e6qJULohCgduFV6U)>6yr5HkK9}+v z`-4x!#9zd{rYA*j`Ik?xpla_^WePi2(0?`5mw%eBqX=({9}BoYEb8Xlkbrp~2R~L( z-4j=Y9~1wiUGcqh#7OeS3cVnV{#C7!yMn!Wd8~{Q->4wVL#u>m0O#-m&l)7lOM{*r zEsMb;W)Qw@^RDzQ3#seemR6WWOP-51I%XEOKr|XGs;S~$ldX73XLXw}*?c}?iRvWo zgN(Jh_>9dHRSi55@7uYc{n&+q5#1kXe`oK=JoerPW`$3)p4>w1;zAE@yyFMj>oRuy zFF8PXv$4m_LW+bpXDm#$xFGd>-1W4Vy{P=0=h~(X2V`Zx>Lg_uAxtSQmj6FK@Lf`% z&o!0@6^V?9K3B}i_tK<O2JESedCWzhDFuUVJXXn=xBY9Ra`!9DgL<BM*5o4gzg4lH zbYI7Q_>9}9t~=H-lUvlg{up0mB%>IUe?D}jgUVXY@0HkF6WDL2voCuAb@XK2yQ)2b zV4Qm96P{z)9*aNCvCcwDw;1`l3FBP&yQT0SK{LqG_f~AEun;u2ycye3JVBJjeC;ug znn0QX>-G8zeDHU`VZ_i%1o&IRd%9mOpoe9Z(=FJecO=7WKAepjj)pw2e3IUT7GIng ziW<Y;t@8$oaEF>KyLFP2?gAskYG?LTeqw^n=3M{O?=lc^)nk!MZ<*M1k2f*FzV=-e zD^pv8>|oA)DPYrX20dKmN*vfm1u}YPSRx1p_{7M_z_rK?le}v&!Y8>Pr}UsX_bYlh z>l=Nz^erz49i&=2kR$~S9S6E=dNIfPWw&i34fcuY^*&YljY}2QD=g0VzL^1y|GiR? zhU~#e$L){mke$7O(W_@G$o$0OGOY#|{LGg-82ELbNMPZS;(9~_Zfypxr&8G<IV@l% zEvb*#a%(*PY6;J$zR1jeR~G;uuH507k#@rJf+v@<Di!(bHh<ya$D?TIKTn0#LOzi0 zvUE(pM?)(2Jd|a^d7?`<E*D$)P=lq{=VI^A8^kXs&*)Y2MPh_SR3*!(pRlkQypVQ) zLUt!>I?ji05@rjh!yL-%3C4mxy>Xn+Gci-xbMCPOgbphVJz7~L_RjwH&*{XTrdONZ zZ|U$n!(fTEek+?$&fAZE8P21I!k4Q((YSY}QSjqh4m}w=dEv6;b55Moy}OS|fDZOI z%5Y8#@IvtDy~|uUH(IBm71xH}(`T<7^dITKKAkU5j8(SrLQvArU)GGuaLLEEYgvSi ze6ZE-m!7eOd|ako+oRW!s;u;?05kRod`T84t>MJ{!!=tg{7wk#ybwd3iF;+H1~%x$ z97^nM%xuT`k)9ix$7p}yUN6yMa1i^cjSd7J4mDjOCPRFK8S!^Ce@d=zBaIiHdR}7Y z+{XixK<m6nh0phkVw8=iRfGbLbNtv6fePMhNJwKH-72_Lbaw{(Hk<nQ99zY`CO?kl zw&H2xtbX^GGU^^;aEkA>(0yhyb+%uqiWmDY$*rmU)lM|h$^KG{7(qrFHch*%xya(G zsc0=NNq8Ia-d^D(&Mh42=+Wb#hgm!(_P{yevlSDnf5pV0xr;vJjWI9Oc#xSt&o>aK zH%fMu%1sgJhgd@C{QA)66I{{XidvD<zH_%O+hdPH-u4o)BNSNqn)H>XQwWOFH~96} zq+qm?&$XPCg4Jq<;x9ay^KUA#c)4qfu$J?JG_i5Q?Py+1_aZmhUGt^-sUZ)X`dZtv z*eC^T?mO+*xbb~w(YW&5|K~sVPF?ZB93@Tlz>Q<Bk`Nm*xi35b=a6QP(|ijRhZkD= zKh+xG`R8(E`(DgxiY2$H%`*r<#2E)Qg$pu}A6aC3)>{CcMu%%ZHD`nWX00$OW|oN8 z>ptveNlm`8;_?ztp(peC-o+jqlK^tpz?ez<Aklt7k#B;D8now%7oA-<(T^9Kb;Eo6 zk!||SV<`*l-;=4fSPED~!qu0nO{KO_&z-Ey-vju3-F#guI>HUEvvNZC4h{9n0q5hf zH{irj_~G4-s|4%i`#d8Kw4nBKkEF=1UgV?Vu>0%`BfP&}V({}nCi1=FOA&MI^HC~u z_<Nv+2GTtqsAqg0Mt|<Ev{ee=|A(_aGEA}zu&ru7IkJI?lzqOR%~nJn0!y`M59HDT zCF<%cQI#L)n>Mm&oL)!LUVq|ZRQN!r6@C8}F@q9?0zzK*PZQIc(F~35%Shmb{sG#V zMRYpu;e%+*qg7@tto@rK3F~`Ot97`AAgIn&es*vHSs?yfyx+ti`Mvq}UYyfuE@0su zc;1KBf4!}+PF*GxgSgeUj$?m<?h)<n&7AP}X{Dxe3kO(whu;3Af^*<P!gi+D`9Ypd z_n90&Eot-hTS<%|FIgxqbp?6-MmeVz*+1V=gq{!<8LKo^XlY+zUwp^|+l*9iY5CGZ zpXaR9(kVI6RkjN%HWi1M1S?1CRWa<ROk9Y@IpoIpCXORVd7ynFZuBJc0C9iba&-Xz zJ$g2F<{vMmBE1$ocHhT+5BWijQtI=(Al@YDD9MO>xGA5ep1+pG^XQjEss#-R@`fG^ zDO1ScQ=RR+)(kp-BGVi~Y2eaBuMX$cb!7M8>EG+y_#sa?SwQ3Z9HJf6F}%7U1t0$Y zXs5-Tmx%MuAN|`I$Q9orE9V?e;2+ODRBVKK7-mX0>xJi0!A-L*Hq2S2NUw4~8^}SM zJID7=ykI0h<wUjyXK<0SvN@u~**G6Y8^3<$CoedM(%E)?l7_DgYq!nV|03<tMZHDL z(~jvM9aAluM(X}x7bSsn%|aqxO<{uYR?A%bqudPfg|SSr2hSM`&Qnjj92h6mO={YY zKNACWQ9-VUxObm)>&>3Z78!W-p<+QA^LUjLGG}wJA56_p^;+fH40_-asFY#J0+&8m z*S^bNC)(fFj@J}(l9^l`NgQ2YQHaODOt#xHk`*k^k;OUTgApdOXO`Jvx61FboMV#U zVSmu4jfx2@)`kYDiv{4T{E4*UZEL9CHaDj0C@*}@d9lXC#{)gJ^=&qIPQrS#_o8y6 zFj$|MFj^ZD1nU65c4jwx?zirl(c6_n1e#9&bdULmda}M)ncSd-<cn)Ym6+f7rh+dk zt410aH?u@gYajYA(vFzT=Z1_(8vg1}_}$uMvbPO$i0S<XUQ=}{Lr1i@CQsfhGEhk2 zCveXi_VmX5WyasrCDR9$H-(`qMB&u4FW6V>Te`CIHyfCr7ke$IBn}e0j=i`hMFp$@ zrq|?Xu(x~1<8P0xCE)RUHP@$G6bOH3XZYzhCwVDO_F2iQJp9ve<%kcQAriWBXXteB zJJBb!Py=&w4m)ne=>I1Qao43iicR?-MrBahOlOSX30i1od@2ftB{eVgo(KZ!&p~Va z%)lZYyti$M7e4MYQMzo1?=v5aOEO4myjTC*dhTmFGTfD|r&@x2t5wfWw9K%Rz8`L+ zwPjL6S>Mh>nKq1&w@BT(kBbMY8+MVD&wTJ<sYO9&NC@|Ny*{XU2mwL8wK5aML>A=G zMSDLM2J^iZoa%YfV8Z;=`Ng>{G@Ez*iu|29qTBdrf+0Q!sLDI6IxqGU(t8UwLQY|R z&r6{bXYCiz?wy^No@R0ZJ>_Kj`v&Yq6#VZoU|!NY?jLz;th{8q{L*1mC;-d4w0o)G zC$afT_sM&Q5yCenQnx0G5sp*q{bJ!^B@3rds%-rkC0atHUO|osxm788-sFlDj2%BR z<}9EF0~_+yPhzED=xCUV!7v>e6!PlK9}Y#R)n1~h(_Td6nS0NLoF*_QSVv6qChotT zOZhg5=aMMrLxF|CDoTGPuDMPQ5jnjvB^9h}kUk);>NLa*x_w6D92X=&*0AK>2`hdm zj*hatfPLOcbam<S%!{b~-yRkEZ@loen_lm2-7L|}-xx^Ozld0AcC5#57lO0o1@!wh zBMfJ>w@Gy=z}53}GL;uu!08z;V;Z7{p1%zX;?i%??TSraj#Aufc-u~-T*mLO)zm+G zW+>#R2@Q^}4F>Y$-FwGaYz3h#S0tWtevEJ(`T0xzT{jXwA}pcBig~LN*;5~JzeRHR zL5)Qc-dk*N1iy*Eef^sHrqZ=HXk6yl2!HS-N_e|?{ooV@Oil;9KZg6bcOLpapig0h zAAx(L#;FxRv#jo91I}Gbv2Nd7{>Km6Z(4qi=P;3cji;RDiWy0Db))xPf%C|Wo~Nux zK?r8QO^x3iR|b<fogX)|mx((|Lcw}?o+~@=xLYuU1GN2$pFAza_oVdQ%Qic3K2L|w z;i1bvg5m+h`p;MtPn9S@)N_;e^7U1mm&L$(Jd9&AUmn<3OXlUVf2#0|RL*B}MiAcC zajIJg_ihS1VjM6Z=xemXCkD?oqW=AOT0)8tyqr;}J8^deRW%<L^U|e*_3>NkT5LSP znG)LA_L!OM^J0-Q%@+Xkkii4dHx`I}x>=r=CvbnbxOK%bjvf9o4bOPu^RCcqh<`WE zHOzgkq~w?5d_&THkq+E<`A}!e|2m2pHgQ5s@b@MW!c>2wne!jvxo0fiAM^BX#it%3 za1Lfip?>(n8+<Rb{+?jhCJM*Jc;h$Uvcu!dtn~SFn1{^T(J)ZcgNCle@!BThd1cY- z*ZDdu*c;qt5S6Y3y@%-k2;lDncjn3$yEjY7XY7_7Q@t4I+}qsIc}E<Ml}s7l5a0(h zjm_}g{}dqgT|(Y}jneSw8PiHU?lFI#O0Ltv{N-eo;fE_mqEJZLdJv~FNAxDy+&&&h z1AooRul_WVh2~nR-$M78K}~aJqkegVa9|Yc9X-nj|BB)t3LV7xyE9D*O=*2-CeUm= zvxR}Yd2Knae6I`$8w|1Cuizy=ABU_q?gf<au*UscChk=|UD(k>kNHb?QV(@qV+FAe z26&-^xjHL8p&ACPWXOuzp7pG0<YdMlM6E0ZOSyX67w~sMSmg@)moPjZ2uV@i%I_jR zSUkw;iRFaOb0?1k<uik-Xie15@^NG)$J-T!xry>O?+8^YvccwJ|HmphPSRi1Dw30h z6V{GrY&(8|LjDn~S+Hg2f@HB1#-b0H!6Z3jJb1eVI9B^jA7JDs?Pn^SR?ch^vG$L? z-?%nHr1)Ry3WXk2yy|IL@MM|bdUy3Ts}&WT%DAU2a*zY2gPn!EFo%C{Q0NQqOM<XU z6}X#yoI)0SuIo;tP?N1bJAa7VGC{#)h{Mhi8sPsSbnUm@23p_axMr0~MfN-+jG5nU zqP!=+BTtR+kSW)lSeuWH6Lp7Nx@rDL(Rs)9*tT)_*WP>Yy=kE(U1teNi;O5r;UQ5< zQPGxC5~+lSNJElT8o2Kwr6o#ROMCA<-s}C#Kb}wZ=y%`Ob)Mhvaq!c?L6!l_Y233( zC}9&3dBaM2*QwK0Ar{i$Tk}b$XRAb(ElT_k-{;M)a6hh38YD7|#$4O2`;q;}hyFau zG_W*B#1AJjkf(Pw*lTMsla|JT-1l$NlFT#l&dLRn(A4^aZ;^?W-1ysPO>E;MWy^#E z`}+S9Bja9WeS4PC`m~++Fy8-tYEzx9<>*3=vHE+DU0gxj{edmqZw1LWSA0JHos%Yc zO)K|rYyU?GAKluW9n1|^!$tWz`*FXd(a6h{agAX4v3)yF+ZM{b`$~w_hnq|t=#f3y zK?}=EpXM3f)Dsz7R>{q)lSp0dRmn+#X(ayoxP#HC0OYJ2-*9}~PYiF^JJivtK*m1> zg}U-CLSw;~p(22WoL2avDS>&}Kc@Hp_e4k@o-bKVc36)f&qp~Rg6FF4a?BA5Via;0 z>!yvwI0bUEonuU_nh|Br=4v|jYsT1o*j!~~fYW=w*|uYDpBjry`5~NtqZD^1Nv8)R z%I(1Jqs;v91wVtjJ=jS0>q8=Zm@i}1t#-uiZUZ{8M{VS!0p?o|x-fS{t{~y5h@uGW zhmHIBI)e^j?(}!w7RE*iuyro!zxxj7Pm=R_KkfgGw#A%b9Z6b1+dOj4UC6|}$+Ed! z!`KTI5WK?#ISN7phr6XqCk;quG&$LqQ{&#{59KmvZc_htxSO)(CSpn9*kTTo0d7A@ zjuVOOP{N9sS?WdMN@ldr*>qM?_!sAzyhksJEMq!R5R7|IG&jay|CYz^7fz#~!+1`Z z$;B>cDF9iwt)^RiF^}tw_M{38=7|kh{(baE8gt_gG?ittke77AVt)26p?k-E^QUJh z!BOQU)#7c8V9-tLFgGs>%v0HlFL1BhWkFsl?avT0dQI>1PZaZVBHOOpd2b>q!$gA^ zD<<rv-a1P-iG$<TW9@QQ4yX+JKz*TZleoZMbmdL`GNF7=RpxID8{GatUUCZ)hbd2Y z_e&m(P{`n<5RW;fl_p<xU6C{xNecZtiu=<pHLrf0^=v_>9fc?7`>=mzefQ#)HRc~J z{kdLnzL(ffTk4e~!~^UL4-I}@pd$A~#ubyo+|V>375!aM7^qy^s_)?aqN(Y*Ey*9V zgf4%;BPJzAIFeSEw(U4AOpD8U@dXHh!*;e0_P58;d&a8oop;uVpG$9c+X+t-ZYuh( zwgxtksMY|RiaYk(4t?MCGM5{CwDtNvKOR9!gYSnug4c;BBPu+ZXKBeG5$lr6bQ|d5 zK>Eo?$8hfB?wQetIZROX=WMxV5+^ME?v`8kU?DjsCxoxH2!p|NAZ-%v<31o+X4C~l zp?K|9SE>&WyzY7tmj6Ho4&Hvv#Aw5YpYN+;Wh?7wB%#!K#DW{LY3ldcYp{dcvGlti zFb~h}&3b@OGv**0Htk>Gl?45+x(CgN=a3fBRxz_A0k^6$&r@M;>oyBTOO>E8f}uiJ zK$4b*%oo(L_}a-#T0Ob4ldiCySeUGy72L5-Pz;=O2ggc?)X`M*&0h%I#_I~kROx|o z*Q}nkW(oDknxvaB<Gr8;+t2j)G-O_SgE4cH25juK6K|{c5wA4C>Q|itxa4KF|9mk- zG}RqnIW)^k=F?Mcs<BO>3%N%{x&tK1d(BT+6jFsD@p8A&-8#%6zmi!#yUGoZxAOWu z6S>I%w{_~vC9^2s<nb-zTv@o^H9P3ot^{t64vhL7p@R?E7B0qaqHxChp;L7@9jrcX z+4})|R8mrioTY=6$RU(!sub@PL|NQx4E6DSpP@*(;5akxk9$TIZWSRvo2<tbQH&6@ zOS-9_iyOM`d4{Ut`KP~K_WqqdlCYLtcRJ-LJ{Nbsjo@wKAcObraZ&#d|Gg(?Quc9D zNZ0JLekvpdpRTMi701(o?!V$oA^5%*+c<DpG)90F?J|G&?Cb<;(AwtSd7c?w6^=>7 zgfNlEbokHD4Kaaf+-S<O2c9!7*Nq4X@xg3iXahHXzO%pcS*_ROC3OtLM|o@|;hDfd z{J~Z{->~HTw)8~~ST*0N9AUzI<G`iEU&8TTy;-lXvp@tYwQh)B$-?~qw^?P2JF(w= zPfzhYO%IXVWxLUdp9iH~$84%F-+lGB7J7g%M}HCy&5Fvx?y&pZtfuUwncKPGPgyLm z+Il!@{@@Hz9eJALlmg~nIBZarA74X~i67<9Wt0;)cO5=qcjFh))bl$hf`=Z;7`453 z;od@re|_i2bUfF=pIJ5&JTL6p^CNHv6VTG8S6Af^Ag`xGFLaFf$yOVNqPnbpLV|I7 z0fYJsQa^Vhbue~@py}(OHQy@(VWFv?RBRX_QA1?2LIU$R3VLdn9#I3eoPydFJXfpH zeW87@ii%Wx!RhCU=Q2t(TS=TlQ>e8<Kq7BY4B$<S5N&xgaW8bAxy1=ixb)*t>w|V- z7%WP<Vu5p@_g+&>M%q}Qgt5|Y58iv*uL<uB!XC^)7k%ScX94K<kR5&Zmk#I*8_N~8 zFn{caz^s1@_KB7<^T#D(f1=Tae}@u#klRKmvunsS0jD+6xOCoPj_|;<$J=^|%C2j5 zLW|Rc?6&Iy_MNlnR`$=gkINZJZ>IcT{%3Lf&}9FsrI2-W@5n`;3uGIyz4Am!{xSuW z3adq^2^P{WPvvsfrXn0vxxAH(d)oQ(_4oBJ4-+%ff``N|)53LM=8;0`IplWjBuAkB zB9ZM(cc#5X2}IS3l1A2W?$~OB*{Em>ZPVjidV{&ghi>FcZ^wI=9N)xe(l;dGuWGFG z!VhsUs1BB4uwceKwmQzg9@1bEuAlbKf|~TH>_1pSPYWi8Egbq=dWpU3xh;<xrEtES z-BbMf3c>v_C#?Gz6{I`0AN3H!dodk_nkT0Q&^=e?YmQIw-)nD9=UEnjh^YhLSC@I9 zebPR8p9bcSyzJ{g{F4?=(!3fe!{_{qO&61yzhR!C?)V#BoDUxi)3iMN9`7qng0eP+ zB*E@#s<hpgF?6A2@W=5BGlb><L(Q?d4Wf|uW|U&KET|}dc`@^gfo!;Q!TdiNItVSk z==M!qj{N-VUCY`k2NZp-(k?T`UShrR_kA~h5E<#$Xk5y9pr}^rm_`jR8UDa>^du9$ zPxT0gt-iv%nU0Z#g>`Q7g236XQC4awVR|9ca0Tbq!o*LwycL42@R_YL12K4hBk%aj zm>HC#XL>FC9xXWPTO}~cNs}Q$xAPYs(2(UiN}6Z?(!!8i-+!iqRB%pp<(x!GE4r8e z<HYlD>@EJlYnpE@2`ja<W<$JOVD)dPj*&8e{?!V4C9+Ktb06Lwym_4wzHDoXo5Oir z-poUH_ed`woP!K?ky#)zIptIz(s2VT@1s|%0$oJv#^2f?yr0Z}usMFop9_{_)Ax0r zVkQTyS--qwVE_wZh9@g>IKNcpY(&EvhL%&jx2Qx03FaQ>t9E!U`X7JUIXRmdVqfp8 z?7=~tKQd1aS~kc1q5q6N>d4?+R}AZ|O$kMC`If;Ibc%*7Gy`*MJonCiBtPRKzKIf# zX@t-?vcq-S^X!g0nott*C4_G+5j8yrymtMSg@WT5qCymLGOf3$iCa(#)NQK2QEe9> znT|JJjF-edgcr%di}yK5+Fks+Qm`-QNKLwIY_c?5Q}}XeR7@PAeYH+m8?eBqeX6B< z^3-AO#jl@UhWNd-q!Mv=`~za5<`x^r9Px(D^ZFjNe88P^<@c@{>|<yzFxacl3z?!Z zV21Oi(PJ;dto&OE!)u%G_*?l%@kp)1H(VHTKV-4Uo0AqAhxPxM<D9HwHIKsP$9Y7y zKV!1N{;^=~pL>+?*Ynj4C>H0Y0@Hk*73ID~^nI`6z{)5ijMsXt4{zTfs2tR5JKb@w zgvMg;&z*c=L{eFvCTEHM%H7R|m*~J_-~FGS9(<&xeyXfs7xu}?zxx^}I!jP2R8N_v zd_?L4n*Imw(14qHj%i3EGdP@Jb2z)vO5D^v;NbdWl5nZ_>}DaC3E^XOC8<X!aQ7?Q z>{%ZXU{<30c*$A@czL7xL*H;h!;WP3Sj>gx@T@YG#{8_b%N=`f26hs8<l2cP8ycWZ zsJ*WFY8{0X`}<3W%78=md&X3Jp3cn}FxKkpCaw&=58^ArIV<<Fk93W_#D4|m61AF` zLyuhFzp22S@5=q7Rd|nFWT*V<6W&K27v^MD91#Xdvuq9*?i9lEXO@1H&L&ZrX&^h_ zEefe6$;E}WR51B-Z@D+#kGQlt>?5&n@zcRG={v}AV&{meu;LOu^j>%EJGf(+kaT59 z^*0fKc(WCx=0#6V=jtc@zR3yShx?B4e-?&U$CSiMZ%~t=ZlO%eV{3$K@Rq|gPbX3j z)p*IPD-RVLR|iV<*HHY*fr`fJ6?AiYF_L8w=iT4%4YVi<K+`{+80pKKL<4_5YwI^b z^4<~M=kE0U@cqXz6BYp)a=CBWwJM??`S(xrEIncX@~O<nugbrW;0Q;J+&dmHey#Y? z6XzPDlKfA-1$vNlFaIfXTM;PyJLtR&Du{1Y-jxS%ZU~v4`EPY?l$iROSXQmi0Gh9B zwU4ZG!+)Q`CGPoQAK$M~?VPG<RCLIXPHCQ>q@}}E#(TdBxlwPbyUz4L!z{w&5=kN1 z;+idE@VT_LqwL?*3*2M<`A<zQNd)%C#wrXZ;l7`JugfR%5hU-Q#$J#6;N#3<c8bG7 zK=vE9{E#e1nrd4TOf8tlu$ASK(n<~fdS}!^WN9Ick4otI%U@_d#~``YXaadIr&2qb z^MbIWaMA$wsrLJXT)TUS6N0{PCXf105_*|*hols6E_uxB`VS{MlA4O6D9f({ISBgu zZXRnUbj)wq%kPthi`Omxi*lF6+-R0;Z4Uux$!5>XQxqgq3u@$L3)rCaDt||vo*+=4 z|7tjgIgy-`yJ{XWy(gOXP+w`}StHDjEwYVaUQJT=;d2u<m@{NBMeSV4PNG+N%9=eg zpmo<EhnIyBRQK7<eWkFHs`PpShnlfp!10c+SOCsV#rbvF`u;=G$7SsGJg3p&2^X&K zxNp>XLG9{`WSrOP>)vz8Q5;_XBV>7Lgdy%-Gv|ZM1?2Ac^p-3SGaSBnbHUY~mu$Ox zxyCyY=WOXYE9QLhIl+Juuq?(2JsQ%Y|E|iCJ3hG|Gism$+LyO<{@LN4->KN`I)Tiv zdSxc{-A7)MeAnWrB({uho^6lkb{B#b@#lMP2jlNU|HF%rGvh=CITpYa+e)Y$Y8H61 zfq6UAl&gQ<aYKG}GzPOvLS5gl6Gn%{U{YdIK3H55mTZEb+{B*K*EUTHY8O}`YeB=a z_b)vxE^;jtIjaC`!Q;$aI~tg5`;*d0KZo-D#m*hwzf8m>*1r3fBY>ZuL63fS^1zc8 zGhSuNGO}^@+Fo?160vI5m~E@31HFfVAI^2~!19aYzP7f1M1+9nA;$<#oNu_ZS$%Vg zFq1fXiI#DiSl+lPt1XVdF6Z-NrcMbkh;h(3N00e%6+5OnqiD$Jh<C|<Tq@B;I~7Cs zu~vdsc}C0$dnCj!rd=~C<|GY<jNX_2#eTR7dE@unX<^&HKg&mOUgMtWf^AaJ43YbH zRJm!-2wGQSb+u~bA}O!`p8vG|7$t9aVLXAKU(5GLsYY;5=WSWN&_t~)?j75rD^J*9 zvMMkvaE6{VA7l34>rF)_Rqqcn>|g|X^NtUS4=A8In7e6qP7Jb~!WE9;`9s2<0sd;7 zL$~aDOZ)S)4746Kba?E*Njf-W*MED`PxSQlB*#rPA!QvZy1hngh`%j@$su@_xEB)i z>Em_$Ice8R6R{XYuTIqdn5XL`{Jo+LXD=_HlxLd@y7=63t2o1ud4~Y$Vk~C6`h^F0 zRI1z^((pO!NN_T;X+eei+gdqnxMAGy8Y6QdEg3SQ%lEoV2n1ulej1@4MN<j;#BV35 zL67}P*q!seC~0zK=jj|#Ad5MEM&;x8k|_68fj)VdA+Nq$6To>jGq$(R`>4Uh(6OQh z^D0^m)N@BQ=*Ze8(`OCCv&el<zmN<KKkyoJ*u1`=3~!H6-KIZDOS<L+F>D)BfXf%Z zE^1&umfwMW>dP6}Gb=dRoG-ya-V@65q)WlPMe|$YZz|W&W|4YHzX>Zz#VT{uP>L0b zP9EW%bRHyF$#^NhY-xB*JY+LDG)_pe{}ZB(s3Ame7xaDK$w5x8KQ6jv!375vFYM}i zkNu$y_toW%sYpQq`<>zO>qu~jy{Kw@7}Y-iTy?pc0*$Fs4c<}A5I`m@FNm!ZA4Q%$ z(8V*wllzZ(GMeCfwei}ColUIZZSB5#I#~#w2kV=Q1aX7bR^yI{4eZfVcoted%?h?B z-W8n1d(}46Y8e9Gvl@```WbsxIHfnnzte*sHV*9{p$(-1{e(21a`hqNp+WAnFwu!P zVm~O1lyi_2pYFEfO5cgTE8YeCm@iWiaqEu~=DkYE^RnD|DF!;<Pf2dW`wg>!yMt3M zVqo}gId)qNBYDJs313*5$We3a$XI+I>gl>~K{dIEiZW^W2c=30gYg#wg&%0he&O>U zs0^_eJK4C++du%SI{w)2f5s0E)*P?3HS&n*hm~g)F5rIt;?<$g5)#<Yz^gu7h`B=b zqn3=g$FhBub^NgyEzDoLC2*EQ3JNANw|AbVBgH1Frx#`E$hdlSeanBCuT@%@Dy%(# znlBdRJi&dkLMD>BV4RASs^HuEL`4Do!sr?ftIL63{v(4z-1l~Sai5(E=VP~VCI0-* zx`><;hZl<GC?IsmIw(xJ5mEo0wLFnDh-leG{r66<5WbgGBJL^SbBD86c<2FY(zIIc z?Wwc;<naJorW)L<{vEMB>^kNd%pRVoPQ{+J2a7I!o|94#$&k`&Y{CKW|HG_{5DCD= z(hd%Tbrcjsk9@AsLiOQXgXs|g*lf9S_trN_c$>U)&6trFUPj-JmBpO--#WV2ta&iU zt?=H@3yf4SH*|&LM-)CcKRAAFhmtI8`5q6uXe0w_LGKP|C^3`!U8T9Wa6Z^^<#AN1 z!V;2{Ix3pBG=`=-)S>YKg=FO{u>Cf@j5IE*27Ue`2=27O6)YRVVDq)3+y#5U-#bgs zn|AO*5BJ-czNkS$UVW|cDV`U`e^Q>#p2a=on}Nk=HL-8t<b%A9L^`tBSVYnnzpvkH zyO+g!fDUYDq%5vs&!9!aBNshp3b1$IX(%3~0KYp2&)`Ha;c$xT=mp_?LMK~o>`wLs zI&m^+f8PT^xEad6@u+l^_$IdVX|+BL80nNfo4SneGs@5C0u?dW>e<)74$qp2jllCy z^h;$x5b>*xzi2_)ERuf`uJb_K?QBZNCM)zj5p-n~XM$<^fkQQKHjvgWpV~dm^q6lm zp)iem`+fKmrNGESn(q<$5Tl0Q{|pS)pRR78>F&j~owao2;}v=KYuj3gq>_2Zo#O(e zIa76mQYH3BXBzT&GqfPOT`emy-1z6|;d;@GIa$B6yBi<u!hIHB<!Ap13P6vlufc<( z^904;`O2MiE~xc=^v|wYoHW{bn9B$l;eDU6XwAJ@G;^`OC~`k78Mnhat|p0-9H+im zwN{9I;@`C7Q-0^7#oZ!1lLVFtfsHFq&h6MhPyT*s=*M%#Q+D$s<p%^|*yH_qTSGDE zoos&-qazJXMt2QQZyzL7d@cI#woAeB+CgKjem0;`Nr@F~X9C0K@nH981w2pj?H)fV zL_T@W@}4J}35?vHe|R*7`+W9pE_{Q6q>s$iPlbJ=5YMFg^eCPyrL?y`X&GWAZztTH zv5$}<pZ;g<N$wVgt2KeOTsgFG<huLZRFX8D>TVCxEyww@6YTdoIYx-2fGg!cj`NVN zWe3|%FNu?i&+}qlIf}uPD7zOQ+SX7AmqpesJV$@*+MKPnV}Ured*Mf)8O~Y2jdwA- z@Z4!jUt+uJ5K`wMsQZSow=zlC$YMbiMrdE!wb!!3ih|;2fiv>3oZLpe4$UZ<L(l)Y zOf`yn?B=iNuz)rK(&@ifvg3VC&d01jDqwG0Zg0jngE|>5Ut@{ofymR}Pc(~;BD0!9 zdn(;nA-XJhd($;ha4aHJu9~hBzoV53FFue1nkQC=6&xvKk-)>rGJo9bkt+UrSdxeQ z$9u~)DGZ;tlFYyCndX4nq`dW<0%_>eK_91azb)lh%d&*v1e#{pCpMwFiD)RBccf0@ z{6hWv>ht1M<lbek%F-@w$d%=M5VWicOzZ7VR=5|~9)D?a$Q$3A#BSwMm|mjjH$FR) zZ937X8#lUwYdE1jjP8yW<_K>)tL4Fk`S;2H5}K!v4kJ&MymLFgOcVd@P8{arqydUO zFT0I)8k$MdW$isJLz41c7CQLt5EXnXs2umUv#MRaPpdGK()GtbezjO91oO=IWPHWB zF~13g)#G^Ib06(A_AVtT(dm85*(4F%AmBDL#Q`1#bUm9TO7O^MveP|q0-YINAG^;a z1jc?31BrI*b@_2&>)3ZTva<iy9-FV6aI`W->uwPCS`}Okj66C>2u7%KE^}=VbM;;J z7hcfg{!)#Tu?O~JdSs{g8b|^AA!^YqA4aI*JC}Gv4s%P6bXC_pZznoeK7~!~o+GHo z&#(lamx7kuQtr8U9-OBz_!2qXip;ykPN%&P2kIAm-88NA;KBQvOMMXYETXR7e7iym zHy_uRu!r-3P_=AV8gRkqf>9gkLMf6`$<&qKnMAnBiENegPZFl@+%rA9S%G;mUy>j1 z37QNJaAjidc5YK{^kA6~?!{Z2e(K5u>&m~TyeDw~@`V@fu?WGu9Q!`)j7j2~x##pe zdmqXl64u}!!t;hIifmjdo<sc#3heTHO^n&+(3|Y0hn?F~qg7rr!*p%%$)TrA;Kupd z*kO5$;Ce0D67rRk+{S3KQ{xAozuc)0e;%=gD1K)O4qU)}tX$tSs{X9dM}~FGdJG~j zRf~09Co#CD-kPL?`(K?>K3N->!|=Xx?f92hm;+_|b=?2^8uD@GcvFMVzmsd8<+7PV zpx)V9|GD)KYOWl9K>A>gk(0K;A0H0jTo|~ixU+#+Hp=Z;#GmifiyMy-H8;G~M9%(S z{vyhw(x=M<{RG80Mdp%AIAYGu-(M%h0`GZLV(*3vfJENZpneKBWI78vA2OtYn;H{x z_x9sFrcp#1%k4iz%*)04@M9G4xx$o@!#7LJg>Nq{P+*0$&lh>Tf@NU2sg>XH0xejT z0#D<0+z<DY%fBus37!c-3Qs+_AU-_u0A-yAWKX29-jbIG#*H4f=W-oHK>N#ROPn{( zPuex9X~qXE!tp5;?5o74Tg-*od>OcR|BaJ(y#V~VWRW^ZtprAn9;5y3EMWcCw@uL* zdn)!4M`%R_N%@D$W<y)j;GXkBR_GxGPK9yBe-FU(Hq&OBC}X_$nm9+LhItqV`{N2u zFi?PzM(&+nFbDS6XkLna#zh+BEfz%8aR9BGu>-vY?u*V#-T67Ohywe>TT_9L%(9%< zx8oEg|K7iNoDaW$+C@%$=}e%78tMIgzw%bmL}>E;XPCnzIL++QnTPKKtZnBQ4>h8= zkH%Zk!kl11=PlUREdV<|bJne3uZ45O#U@il5ujA-=~sBBBXZ+jVCAniWbpCAQ7w9A z$nMP+NsytC>31hR`x3>V)!joUCX)tgs9tD1ahV`q(-$-<;#^7G>z3DP{xgVuyUy+b zYbg+I&GoR<T}1PQuiESL+z|G9xKXk24{<A?hJGYwl`xIVW^Baw8|K091}4(8$Y{>e zG;0H&Z`$=UuP3p>f1`Yw-k-VQx<UE#-x_@IaQ%Dk#M%(yZkjE0TT=j9>uD;x(}z&J zi1oOKh6v`Z)L)6$rh_y(+KefsMIuO4U0v$*FzPo@>p6ZIdq!DfUuM!{ZnCIuyzO-^ z@H`}^8omebp{u!iB0sL9oKITPMR;%FXY%XoZz<dx6-rKY=HrF9Xq&%}_3*r4_pVIQ zmG^{_+au2s6I!r2B;8B4;d5pMqrba69XOA%=f0re_Yu>P$SIgX6OPnNY;1yXxvcv| zxH|5W%xzpO6XOS8x?mIeU^Y^D@~)pi95cz8<9lRfcmy>Bq<LLlTOh{6QiR>7aW3|1 zbNR#SNmR%d7WCyf=IC8Mb?qJY6aIHAa8E)k=HEU_m$K|*AX%SlD3_<sA?ovXHW_=E zz(llz+v4&f;#H)H_mZb0Pe#1_5_d@rjCuK^`hVg*@Y`;lq7FfLDDJ2enng_}wcM$? z<}gFBvai}P^e&_P>aKp4&-nM+>08oi87c_iN^Cl&_8QTDo%MLaC<}}c^!JKz@9qK3 zl`#7FS)%^nAuApOZqn)z9p|h^FA)?cc4Bw%8oJtc`q!{56@*IZ9?wq{gd<H}MQ6-f z2osfm%ffFakak_|L<92-a(gPVkdg47piJz|N#Xp2v|}FIz7nK@Fx~h!7n$%LJ+%If z*0u?xSH2{kcY*`nhK$omspC1}!?w76lEQGU;OvI<VeD0FdLr43d2we$w;V*}7tz?G zj`-)8FW=xxm1(mwMnr4>l%1hnL|%7<uOv_{pwrh2#|PQCz)KC|+R{Wo^3^kw=3|Sf zzE3~lfjKoiWzSH}QNz9Kp33-12JEYd`g(KxBM&*KbI>#J2mbS_a`y#SUNS?Zw$5L6 zkkE<i-@DF@^X%2N(KB|EFlFl0{QE5{OiG5jZqF4XlftDU*Xwy;TBI(kDCrOJr%uMg z;uF4PJaUtNoi;;=)U(7C&0&vggh79O2`9OHqNA98`xn$4+$Y66#sgYh-{zj-{Xmw) zb}^YP37A<;AJ#cY4bjT>>CgV~0gccz{k+52L$Y$q+UNE(GO?EzO~!qx)zH}u#_J*w zM-d57LtBVOSF<-|8#gG@_9!02zVGO`n_cE28-()VrQ`3UguwH4=D!JQQCKQAjBwZz z0_KK^G&>zBD8764gk}KF1w5sF`KfgTo&1<Pql5P;?ya}vU(3y-vJW}q&x(YBynW}S z^_{0gO4jh=b($`uo;F>stH}VvWe(<`-+<Dq3tankg+SzklHNAFCzlKsl{UBM2gP$w zc8}A@kSo>?m|I*~fwEUsO+I)U$>_Fz_*W$fuL<6&xup?Q>t%lGlY|s}?sb=u{*L+T zM(cM6?y`~Zr=K>fY)X?o_Yat7$+aNW8%&+Tw`bAMQpHx0N->zeFCB}*%h3JVu6u8- z1<CBmO9H7joTO0ejvsYf++@F3eafBFazKfq$%#BC4vAOfuPd$a!PBUKL!4do<ixt& zJ|$gh=t^_GCW}4r@uE#{=kp|Ren&~un_r03$9Gnn@F^nn@co~5cPOAW5&v5HKT+5r zrJ!4D&rL?|J1MH*+Jnk1m6XGVx!|tR%Q~4bCepdgs7f9`CvN4*qr+8<B)9b=OtNGp zhkqDwM%s%)_UKwHEA1-rZRf-i+ksJn&Cxb(p@0#tj^&zE_tJvjJ$vVm8<;;T@hNB= z=S8GGUYeCYFG5y6P>49@k9~gWy+Q)d@$a2Mhg$u8MmWozuTPD+Ja0ChIho@9_>Y~2 zbP>$hD_?%jqWKdi6c^2sPjL^7J5;Y+Elmh4L<$eNsM5hWpHpXe?>g~_!7VaVco|*K z+n&vY`=-X9N_)ibO%m@ONvg|mv6HqZ!#EyrucHMs87(a>ad^O|WhGrF3Qc_L$i`_7 zWhMsv=INA&hA8p0zuaT!YX{Y{<r~~2OU8w8x-HB_Q#Cw8?feUIO2w*~SmV5}kfvZ4 z=FPgjQjl3$p(n2sDf>J>uM=+c(Q$=^Bj{0s&gc~WeOdJ5xOmEl1sV#{xWBC8JaGs^ zP?-!B`TdPS=Yflon4fy<r-tS@5n9CZ+G`KqYst{Ga(t(UZyS}FgP6a|y03woHm#Yc zmOLc+5c}}<F2A8>VxR`idbR?IEc|)$q|4?1%mXc@M8naKqi9;N{m9bR80uNc&DgTv zLQnVC@9JXY1CGO|>-6np;o2_~7UKl`=a*bFvCwHkoi6b~ps@@r-I*Cb8;bW3nxlEX zZe7Uz+m09YWeQLkVd)WFgL&}#zbGj%vysf=?WYv+xh3Jy(>{?kR#5D`q4M-7e*dDV z8^3+O5wEgUuijV}f$6O=!*cw48o9K9WY=Wj`+$a(a8nb};ap-cc9w>$;$VBZue1lr zMxN4~vj0Iyil*%E{>(y_FebDi%oPq?i=q5?Ux55U8{QW)Mgj4=ciyuw$bm`XPNC27 zUkUSPq8-{59fYudPjnm$1uoYPe)!jbJr|o!=`FZV+<NrS;K!;3)H&YVOS+6A5ewPN z74afqMa3_;9dnx41|&~`10&h5Pk*pP@E3BNcg%<knIp_@|NXf+Gl2bgYP*=-G54~+ zTv;J-6>W16R&iIC#C^&fMO#;8VA$)ceL<HC@+>uWcpXrN{U(|wH?c3<beG<-**C%@ z{pz1DwnF&lp64)v>wM(Cy;UdA4sZd(OT+BYr`SV1m{)kYcN*#JnCuA76eUBbtB2Lp zWytBm7rUe<XE87B*|5W27IL&k=Uu=AE7YHJe3uc2`+>@vQ_-n-U&}A|*Cp^LG53Cj z<9GKgVXb?9iAzleD0`MIcQ*e+i)T{pHJBy|ce>i%yEtDO@^*WnGPywLTuRtrQRM=) zyUKlszvI1%g_h^pV*}{A-EPWQ?-J4X^y2=P1m?;WZ8(;5GLyHWPT$wfnL?eZcg{z@ zq(HWEs|r2#=M-fyeCE21{n!T9hl?@4oTscN(0Z37q$E{4aOiPCpdgJw?vMbui)%jC zh+_jfDdCPY=dc&;k4W=T=Q(sXmn-&$89$Ui|9R{veqWXEqo^IL6NgUMVFh{2`?I@q zC%SW=2;AgMuJU44fZH~wB$%t2$!v!gwTEzD+gq6nS<B+Nuuk7!FRM8st)A?nEoXv^ zJw=B`N)^D($u`g6kr4E<H%Cksi^1HKz}el}*h?RJwWmFFkzl;_sY>M>3%OboyF+-0 zo7}eBxBK>Ydh(`Ln~5nk?vrlwu$1(Wha8|z9>#t#V_wIb5?al~)^y*G*(NDSG_vA8 z@>BwJwRf9m7l^^~uk$TUhbxK8`C@x)7gvcE^l+y>aKjZ8L*=T5^Xw%mdeM$jz{RQ^ z_Hz^S8SQMxZM~#P1FgKsms7&z&ZS4Jl3}7S@!a6J0lp9C|B_=kvkU)!XIT{6Iopfi z*e~xDN;7i5LxnzKZo<wNmr9=F+*aYuw8yi%e-rD<HhN<88>p?soyT=f3P%4X9W(g4 zLNr8bU!V6KC1~C$?SCM|570BYtp79~DOUZ{RXf;9&>WTYiD8k1ASKa<hOhBGO!CIB zemu|P-IsQTyO;*<1;l6+%=1Bq+lJ=HQ;Z}T|NWVlj4-%7ICS3<L|`$(S1g*o1zme2 z|Hb1oBgxy(NWU4?gaQnXH8Y4|I_}@KY+k$<LH3l2nqF=oC!UpM=HUB5@uS#4obx)b zHoZw9Ibd7zxYPJU1~7j2Uv0KIFFF3LqV1}=GJN6}xs!C357M+~8UF;allru~C#}k- z(OAmz7qSuWuhW^>wKlK^Tc=;W=GiD}eHuy^%<~fo9~huIK0!?`$c)ud>r&vu^<Gz* zXc2HSb;=#@z<K^pX#$k1lSr#t)Qcg8j*PnRI+vr)3Tj_v{0`_!k<R|SHJ^uhKr@M3 z;_@W^J@(~xlODv+4;Oa5ZR5klMMe6B%EbjVyY#Md<Dww^=FF=V3791=X1sFjdrFVF zNq(%&+i+ioUDv=8e=fsrJBY}|OcRzyET`lfMKEvbM~MCP4dlNNeS<py=e<NE1$G#- zk)2OQB0KE_;b#=vZ6b&d214Rl6YxBsH&>1OWmz|x`Z_+_@>&3V>u=pTgE_!6ksnVj z@Q8v~th-_AL!6uD->As4+d_HHb@>c<enW|kDAY9kL@3hcl-~P`eYHCxB28wg;E_fl z%Lg%0STWr?yP1Hw<eK82Lo@loR@mp_PwfqKhMHlPF>e@c+t<YW3-i_r(=|j|`6Qr2 z=(WHcJ%yBP%C#wXO-J-<th{42OGI+!JNb6(Nv`^qAryR13_3}tvNxD3eNAih*d4sb zrR-Qy%w6M#b1fCGUPLp%sGFRXOaTYfTw}W9-YE-V%ylQ8Q}?5)hqdxKp17BN>1=Sw zln6X&n?FS9oFHTaK26oU<s|>1!w;@!;=FYJpYnC=2MQfcIkDk~`|OwZRnuOQgt(!5 zT%wCJ=*~o$VYW6m^ytj~%)<Ak%<z(m6JNQZMXzt_T#GC?GH!Fff%#S)$5kxP$kC9S zSuZ0+ro~|Nk8gD>=DW!r{ikR4YY8<M|CkSb%1EmE<b+uJ(SnTAnwfnb4|(zC9#xjV z*w32cuS{~!psORNIPX>PLxYOnVvv&n6lSdL+KGF9rSELAU9cz0@1LtdywC`mK3JL( z*pK(l0e=Lu4Lwj*2c2$VX+IKlKXX*wZIPHBpSAhsR*myjWk+t5&J$h+JvCo%@`GKQ z_?FCHHee{#?d8y>f%4el_V28WWPAR8KV$s;n!f%avDZc#?4DZK_O)}9Z%8r6nPJS8 zvONoD^(CR<v*;5Qyq7#78!q)9?mLUmOBv1lULZW`pF3+*V&2j8O|Qb$6||~&YR9fs zdAJ+MRFZvt8civr@N`8;gXOB9%QZ(Xc(QT(WmKggT)0tl^jEqpER7v-?s~pSge*QG zS$#**d#Ag|4DZKUnBOMxd5MxN%VK+3+_9%6c=rMw&UZgpq3N~4yolANjnMNFv><o# zm00{+LEvQ-(A5hTg$=9DLDhR)&?tJE<E9!b89t<UC1fWx7$5A6d^mvL7lN<vI%3|~ zkI9$&OX}Fji|al~Kc3^~imlj@kl&J!<dAfD|5<z<&PkcAz;mUjO1F|TUP9RS+@Jn5 zP!de-R|5uJ@%d4a#i@}V?>XcobsJ`|H!tT&M&uGV)bQHB51Z!&euGz;o)HpYljM2n z<9k^U*K;lS*T@6kZ!jkS56(?8fBIvKc}v48EXqo!dl9G0mZP%wFVuYIJ#n~c6I~6+ z<=Ym`3Fb@;3i_u7fL>ox_pK53TZmVPr}5%k$=vd%FY!#IYuIFo$u2H3`qYN}IpHQ^ zATjLLqh>mCvAy^CoDLJIxp4LQ{lzsjMt_sWtbKr}j!U|k`;ZYjo6~p-zA}RK_~5oA z5A2!zx%Yv+Ej39OXs^CiNd?)PaR<$%BtX$Bx7{4i(-gi$uYO@!AQZ(CWnHMn;7Cl{ zFA3}^+H*(vtg{3Sv~=Hpro)9fp8tF_YN$4e6XI3#LY*6g(!E_hwN%&_EuW^B-oOct z23}VV_x2Enj{Y&6xy=j(*N@}}l=GAOxHW7Fs%0QN?Z9BvG%rYRn)z3cGC-)Vowt*S z6r6tuIquXHczj*#fDF!S{3J^K^Plp-J{Q&>?IpNht9QUOl7js~YJ7^yv^Zaq9<y4J zH$favzB&lom_Q}_bDi>eabT46xO9eR0=dTXJeKX_#Ju5zBd4ua(R8UrT9Jh)TsYGF z_3{uOIDftt<c{YijeL?1Dlw;1%l=1`iXs<`hC5Rv1SCklwbPbeff5ky(V6m80N)o> z9zSBS=7m39ChTTGVvx^&b*KpQ)RUExGa}g}LA}OQVY{gUC>q`}{)@R&`um*39r^Jd zTFivucP{S5?TyHd$Gs!>nzUWoKLz32eUlg3X5#Se>mfRsMmBJ>zTt^vN0627-ih@m z4T$^Vuk+n|=s>IJWO+^o3n_e`D&pJ{<{6I|9#34rehY)V_3+b81Yd*lU_!YhT&ldI zL`qP@>kBRyT_t!(M$Yp*A*-U~N&Dt(ro$Z29^^oj;PdkKmz%#hu-74lua8=5MiGpE zoDNU6=K*ELIB&0V3OTw!m&;rwMm|ZU+7x20Lp^V}MoOfokyn<c)^kQil2h!{9ivtO zU=+P){rA=^+C}p>!{#76?B=l0Ynxa@T>GEz+4Bi|WX+1D`f#u3aWfTzXzDBqQ5Bg9 zjKsded)$eFm+-j_-S^g|h>#|lbWKj(Q^ZRCPs5B!K8WqfVfetz2e)ss&&WQ<z0+r$ zYOnIP5T{C&g}2&obZS52c}FG&Qn|d#FZU=N_zB-`48go#dyhMk*LMhzlH%SU^>1V& zDw&gY`#AWZXKN=@`J-OK)>(o1pA{Q8DcW7SjB^RQ83rY7YsA1<6CI*%!#rgLLsWyk zhhbZpPHvcon`Od~@GJ{^$qJ_}J)e)E46Ylx2l_do>g`&2#X=k5e94f0m+~wjG`gO7 zS&s<_C-dyRy3#N%oi~=q(}k{&b$Tx|a+9aW+-2STgkfigmFDnn?9<_7(i3}!@6V~` zIn*#s@HZ}7N`4gq=i8}vC)p*TJ?)!W<Xs`SIV}8v)pDH}<R9AFKg@|a>bD+sVZK<C z_{Gk*O!VYIJ<SS7ob%e|c-ebDDL@umix1QoQRDlxerbj(2XwsTwav$zx)_z7ocf*8 zAk4~4H+WVC&;mV2D9#_&4&HDU?iB`~_LPvCVk+>jjFYW=Bm?y4`V&m}q`;3hPcxbc z{~k*OR0_7>9E(Ql4*C6<pZvq-p;jZ#^PslNs&1U5{%PY2F@2M0=n!*zY$x_jZ&Dwn z!@R*Vx0eS$OiUt*eC%?r+6rn&X?2}F!3~A4cQYt!NkZt=+sV4oIIk8xH?bqWhuF!o z{OO{(1jrrSGGADwz%|Z>u$DG4D7Y*4;M)lH`}w&1`{Tw8e2?$<B-qfCEYr-Yo!4Yx zjngcE&59Fle7qu1sfqLdYHx0G>(i3U4lNu$eJqf|l~p>vv`*OEo3M?*x!vJChmEYX zMS;`RDC<IbC80C_l;NtSG&D$m(dMbFBRGBK1h$tBBG1Av)grs_d|s@ZLux}5>RlhP z{mxxRQI7h1eh0EZK+o~^Q@=hE)$D5r@5R!=Q#rL~8QAj?-t+zOEo(0FWR=7LcAP(D zypruc%lsP&f1^L^aRhtDCl${n?VTYmsu3tFQ3<pwZCj6glqMSr4_L9*s6lE*==y0% zVREre{&hKtxh~?vwjR+_C~}nknAVX|V&;K7=e)fnFfM%8%)Bv<C?CYlW)p@8#e&|v zZ{`f}(2?3uXK4=gMYB1T|D=M><3rzen~$NeDA#c9gM;WQmDz5OCsTySj{nL-ELVxJ zHJQ92JYTrv;+a;~!v;FD#V@+68_~I_G6uR5>`ln*mP{$Zytw|Ca`LG(Fda7KXY!L1 zR%=>Mynn|5db4V=oYQm=sdp4?J(mf)&(_<N#+HcskH7d6?lJ<Frr!=;=7wd3ds!N- z3xsL;kaE1#IuWIkyvs9#7cSb_KTdczPiPsmu5srvL73krSv^5RhW)UTU5}z7?f6Dh zc38`URM7KXd1tX-PTM@3*HIqx^<uPSnV6txf>qD2u>)B-gyz1Mo+pHNe|Yk^or)|p zpVg^1rG^0woh9z0@-TgSVq+8M-Aet3%TA8)fYoTO#KE8h;s~Enwp+v$aY>%F`An`1 z=CwX7h-YMn>4?$y2J#G$_BAf*ToD)a?{Sujo!Ugicz*E2ZbA6BE9qdF0)<?wdL^C0 z#)v%+$0K{=DNrkz@aBX=6KW0&J5Q-&gkFbRDk+a}Z=mP)__v>U?(u>7C`}dxEDE0n zvVRZ-))&LCb`LX>&z5-IhvlWAdD6(S_8InVmWf+Ye)E9bhpgDMW>n<*y*<gRsZ_w3 zc$7S_ZGun=R+XC@#k@1Zi}sjLFfn}Zaq-XHV$fxJjYA^@_iY{<uSVf}f!A*@0jp?! zNOjt=TuEZzxy_PmEP?Nx`0T|fhkK1)&F&GY)G*{<k!Fp(52ETtvU(!(NZIT~{R1X` z()-#>p7d!R(uzrM-{9st(WsCqM~lxxLaSG}vV-KnDAuFEZ=RW)j(a{3xQ`oZ?{yzk z(`1Elp#m?j{VN0~FH7b)?(+l+TX=j+$NfgvBdQdfDr#nbwkHao%VqqsKQ>3ok$vg+ z!)qBu;oLx36M2vy{;0e9Hej#Ej~%to`nkj)gMnJ$f)pG0@+v$jb`*wXn{VlRu!k;m z@OorvaU1%W6Rui``!&<&epI~Nnnw8yFLr*wzO|zLcUSuNGLUDK(++n0r2=WU1D^^j z=8!|G|5(4{ca$x4bA9gR7E%vcF$<W%bK?sMS9woJgM650v3rUH_Ai&}1%4F+)<t(C zUp&{H_b}z_OJjl^)T$$ODI9PnWb?aaGVVPmCjaX*r3Dds^Jg;8smZ-nu5T*NOTz32 z0qwapX%O{czo~%vTK>)t<4%_FlA)R9z8aVxRdlgQS>VubqK61vg&546WX=u`5~POj zUtd&gVt!<^Kz%`wE=c4v8@aDk|Hs1BoT#-3mK8+LIVOz=U4&q;Lw^8+lDx(~Qb zqr8q~!yz#h*gun9`e2=&ysgGnv@3Fk=uu4`ws&hoFE9Sf&Bojf$BV~}&*6Oad2d+? z!hD77>n^G8m;>|bs;JfDP)Q(%eO*HuzoN@KL>!_d7t!jE{rvwmEfK;rtb2v;Gk|_P z`?3o6KZ3F#YH;LL5)pLl(e;>m5l9{n|Mf)YAF6-ZG3)f1mOQ_MVUW$78;&|;UD3=L zB3kLV`?viWLyzk6c5Lv8!qs#8lL<eZyCDpPBxV_)=3&Y0zid))^v<c(p~Y47;(5NR zH<cvW_Uv)TSUW%DdFa-CKCpls6-+gZ8|lDxR+;$Rhw}s67N$a-6UfMt<&Wnk1wXGh zwN^0iL0a-|c8@46Jo)eSGZ!m)=zn8jB!Za1e1Fdkb8C7~bPZBSe9Q=fiYxj#-V{=S zNtLUX5Bp;}HdI}Pa9+yiZQ9lEEhuCrHo<7`EWt9@e>BTzozSHGH+MmdLYjPuKVg<P zMO?i6Y{8g$1r5_Y`8++(10nB>zWC&*fYsiKBd+fm$n^PZy{b5GO&zsei5>sE_P;-y zJj=np44$0esGH+x)&6G9oCfA;xSiJUui+w{1zuYvVD6KhxY*f;jl59p_Kv-@h=x4p zwoAzTzzh;UOZ`uGhLfaJTh(gseLxs_%k1{}gy#a!Lkh()m+#i4&BjRVrEqW)*B+Q3 zAavS7Oo*Sg$am^*;QNC^s4Vp~?T#E8Fn(%F8#KWN<+sHnx6^JSce}4ScXPzxm`g(D zzL)Y4`nS{au@pZze%&an3Y|xPzPm&?uX2LJO{%!uT5d4QJ+$b}g7XL0JyPD_e#S&+ zoT4VjCQ`OmNj#9egt%gT|I9PsoPUGwDRZd>bk}(O+65gU@~FLv3ZohwiB>Mg<v-(s z-9_u%qSZVQEOGik73QT$8I`d_Zpx4W?b6<w*D{HKPKK&iQNaXqZZ!4erXn?2#ONj6 zH;A}bOKko4oY(BHKRzf%1-FiLaNk^}$KI2xzw1M#U^-m>f;U-A@bBtUrI};_r*AA3 zyL%<z)8|5-$J$clj=loF=q4F>C01u5iTAdw8KGx}Z0C_G`>o^hNDxM&rM-)HEfNhm zb!yS`^C)@gTStTs7reY=X5vmai!L5%e_T>MK}0aUNOupTgY2y-iTb1X^O$)~n=S(L z{61%Y+J<=<Pj>jM{N2|@=zqAtqQNvmu+sV5R`<rfNSCpJfn9>&y`P~{-hu-@Y6*1T z$NvrxA2r34famtK4Q0$8cu%}=x59e6DtvuvX0?R-^JUXx$2=}h5~1|R8j|t3a7-hT z|54}yL8*VpAo^cFI=9G7Thhiwc1e6WWOtj5{IDfEgQZGv^aJ=hhD$(Z%<z;0Fq5z2 z&9mR|Yy<Tj^NxYr+X<RNr>kBn+reM(&-P|b%ok}bexdzW1V;6?M^L3xAS3zrM&axT zI#bujG&j{ouzY0B6}TY+0VOn9Z>hJ?vBQDCST0EcDY`~-mZzij)jkJP+>e{&bZXv} zH-q+X9BA6yAq5H2{@)A_ijb^zdwHU<|7$N@Uh6S@4zE=5h>tU32Oags`RAW`@%R0C zuWmXUnQc6Dci4l6y!X*hg7M}8QJ?rAxXNV~QI1{aT(wRnE|a6a&X{k>-~0RZeG?AQ zm#Q<``aDHsvkZPeyC3&KO|LFk4q`4)`k})*3fRMW&W}bF_bz>?9?=ZQ;l6W+?OOBi zUbHO1tFnyqpXQ4Bf6y;{p8wwcH5K!X9Aoa%E`(v<9fPZU&QTF?Kaj4%ODzpaqSpma z2FpR(>r3*{26B+S?`z*-+=Jr1X2U;0wT@h$meOBTWQC-Qlw__lSr9#D)udTLPu59y zZBb8gg3zM7bz2}e@Ws@bnNd#?UZ)P;6~{cCJ}LdTQj2&lq`q6!YkrL=rl<Omc~A%v z`t-%oQw3ntD!w@>Ap(72ALo;#`9PnIzoW2yl~}IwE;Mykg8gg%qAhYM5b1o7L3nEm zu?2sgp~4)oSsE&($WqJ!xxDZ8K}8W#($<gf$;&?6-{1M2V{8BgyrPTC>U)L))`d+U z(+iMF%mr7eWbwZK<>|9+dCTbcm5%Y!->h&`DJ^f8C<~PDN!OZC;)9?(!|Rr(Xu#po z_|{*V1%hVf*H^D)E?7Er`}02BpL$4HKe~W9FZ_YgVG4UBLDV+BonLYjJ&d??gx!(_ zf_BFLex!%*!&Ol`7i;i6XvmuT_;!5Gw{6!@P~Zdd;b+&@Eh;cm`zP=X^G3)w;Z{@A z0wg`BD3ct+I>B4&KKQe7ogg=KuZtX|A}M=bO(~2$Mzy*<CoIDUP<fx6fMk{su+p9o z>GczU+G`K1MDutcL&(530dpx|oX+|(&4Qn6nf1FQhgXsB7GIRHG7YJ#vKHPq#|i;T zWdTVY?MR>X^uCWF<LIZ<sTH3$TyS2+$nVpUPIT~GzV?-Fd@k>Qb|iR08goW-e^(vB zzCm8I3AJmVP>J?=m2&)CcvWJpHXOwTMzV)0GKpn0>p**yD~}Ew<8mhiStf`D_gu#) zCkpna9l3W|lbKB2rdmbsh5KJ~EYZErtH{L6?CW4LFGNOu%;;vtp6g=^T}qNTr%abq z`5Ot6+7clLN|t0{-RgdrS{gO*M$~n4`Y?g}sk2&a*t4s{*>pd+3g^C!^WI*~SAegl zQ~Rha*q~v|<91PuFhrz(=<bxFCWGEb2UlN{gwI6it#Qoj=X}vU@R6|=9VAkZWjpa= zJ~F>-nbauCD-NtdY~sMVzH3VC%q(GOx?4Gsfe|hnj`W{$kcKSHs99KHf$+kz{_sSc z7plyP@w20bj1B(tFLq*&<LSB4pvWbp?iaqyqauuXH66RF-r!twenVk1-s}B__bz+i z4<PT@g6I83gT$KWp?xQ|Xu&!&DJkQL5XpF1aq@y<C%PT1vutcH03}D>#A&2*!LOu@ zu5K=NIN_HUvkUhVj2=U?7`F&4GxD&tZC^$PJ&oqgS(pzS%v-Cr^q2UkdyCEG`83Li zozPxj!G2OsMUAnvb=-4y_q(OS4tKKJ6DzPk$a8MP&vFj;FsdJrzRL6H%vHw27fwrq z?UgZ$GVB3%F4ReTlDmZVnBI=q<w_wn?tfd;u)?{Eo`10c#lld1YREB0lMUFDrDaTH zHwg#RVb$-sBB1RQPp6{BNv7nWgoNX5Xx5OKE6<MxA|R~PMiqOi)$K0N9FzvnJ;&ck zvf~^P>r-J0=6jczQtA_=mx<L4ju%x!m@9rwGGq__`d^=R7e0T-N;-y}5V`NZj_foC zH<QKtiDhNm+2o=b<a#DkK7Y3Yh<Yhe{n)DltAl?-=!ImUc;A)Y6N%V^+nxAwqZ{Y{ z5^D>;d*J(F*Fz7J<Ma@zBvED=OABgxBNa{9e<k_?hF{~K-~6h=d%-6B-}&s^efL=_ z5!PobQh|h^ujZdTUmz!B{1DAtZlfjL-cE(;U0XqdHmXj{oOtduPE+<UfESL%wwW|n ziUQ@w#;&V5L4=Y4t5dxcFZeETcxS5efPI>)LZhq<sMBwM{BF1d9px=nS=e9#tw75- zwOB?n^}O(&vW!(?+l3R#K1s5$&2soOxBDD=y!}fGTQWO*tV=D9C}srTL*>@;1O=X- zImjBR&IOc&7INTFHhMWFvv{6KjMU;iUZFEhOFkElv>SQ9La-i@ir;Urj2uO`rF<@6 zC9OD>!x-_sWc2ojduNugPls2<iaVGJ7*0COFpY4MAq7$60dHtXg=nH=jt9>J(>so# zd?r{#ri)_=e59!nqmtpK0Lb*D?D^%*2bW`=Si+?!q{!KWe{YG;5!L!9K8VNRJ%NAh zN4FY0&$RFBU>cVq6&1K%y0NgsrbpnX^>)l@_f8hieftg3T0N9McV`jlouqTTiQiWx zk|)^D)YC%#*!4>ZG(3=<O3ibsQ4Y?Qn^y;7E?!iMTV~8OH-tDziJDI`VDHG@y;azA zYIeMl#fe4$I0@OJ#_BHg%F-b#`s)M%%VwJM>(p@KBJ1CE4{qomuJ~FIgZ&+0EmaKo zT-tZeGQCjiH;Vq0{wD;VV=`QCKmUJD`{q*O)gaV?2LD#nDh}cO(fgwRQFI>uRR3Qb z$F=vh_g-a0gpki6SuG_hm4rwUMWiGvA<8T}Nmf!4A^Lm>Az5E#Bzy0@<M;mk1$o@= zeZSB9ob!4<O_xYB7@zTNgD~z@{QQHXBXcN+NwHUZh6(vq+XhlBu1|2lLi+N;Y8?kW zVaDR7=usc@d{>qT@&)G1Hw9bIP=Jhi{BCsA3YM4GBAfKG3qNKu+g^t_8D=+nDw>pk z;(q_tOdWa4L9i}0OQ%2OBBF~d3hR&YL3_E)oP*yyUPf>4OGL852ijem&)0uqElD%m zyhjix>AEM2v8)(Gez$AHSaxt?n);MkH3KBNs@imE(;)9s<nOl*h|3+DE3~qoh468H z*<xIYcn>Ftq9(+-qqll^%kl;XRG16qza5bTkAq>8H1ANZ@XC{gXQ=;yDJk65d`bc1 z$HIHFW=62QVZ}yQ^giid&`)+lJ_MRGzAMIgeDL<~kAg@RUPw%f&V6|e@sTxCRlYm# zU|;)nU)9FY5is|z%cGBj;ET()ew#UlZM%QIZ=gy88%eZhFQB>qi;%pdM>|kG!}4*T z`WtrQwxztp%X(fyW5QuLf0++#F#9JbZ!r`7Qz4ca%qUmB)cnl*d_U%qdE?qUT}eWp zIIQbb{tx>k{$oKJ@e^yhWa-UO|IuZzNB#M860j!U>q%<hfH%Kxid^I20EgKtrN8}I zh<(A^qt~x7gZia3W4(BG*q`H(FCD=Ip3TCa4@^@)sP^ETt_&H@9gv`me>Z{sOXPZ2 zz{~;Tj|cjz?`-1+6fZ7^p+59{aT`~&DmSFz9f$in`mxi6C-|;D5(SE&!`kMeHkgb` zSEBo;5q!Vch3B@R0x%u#C^^f^3}bfh7%N1`@UrM0=G4Xk?B71^<3#m!vY)nF)gB>` z8FG_X%;kaS5;^}F{X^dH#t)r~Xzw8I-7Aq~<k47`8($8y8^qN7b7@OC5D&M|!l{6f zj`-1fn%?dWBgpg|*gkQe57=xwtgk&^!S3g6Z^=%eKE;;<EhZ@c(qGH;rsv`!R!ET^ z|Gb9_<_||ipZ&IouW#i3GeC21Tu|^g-xYT7+d`{^c18G#%;TOy6JFps_ig$tk0^Xq zd4KA3*FP+OQQ}qM8xf!#GL3EgQ-CKsbSGOJNB0?5h>%(UFX#xmh&Z-z!`CN|-HzDN z!zxVz{a6k=WbDg6>5X{jjHl8?C!YvH?4hdu#{GyJ_jN|#D(Yj_9v+-JcMI*^o#$u} zc5lF<pEsVm)wzxJ1k%mvApdX(@5_LdaDK2pxpYV&<{w^l<$XfnDC+OMJ}ci@Ob0?a zrh#+UD8M@LgT>z0DBssJ(PTa`jTclhZM^c71}kP<sNm2tPJQESxZblCJlalWGM;V` zU*5xBe(mZSUT$iSrS~r4Y2OyRh3}7J;T*SUg^#2A<eW;I<187%9XJ^4q-U^!f-a+9 zh|_V5^EXWu;_Y3RF43wEqydhzBSuVReVCcO$M;L<o{ji*ORG7S4QBb2`fs9lvk#e> zvm{3VY>)fbI!&OQbE?J&cvC|`|I7x<BTn#D@u+)ZE)50}wFkGqqB*Fc<hM1kU5tiK zx%*uinP4do2+u^{pOX75MRhT=*tpz_UuV#{u6T~iy&@g$J+a?OFcXl3p!I|<#@ID% z<C)mcR9kAW`kp7ScbW>=a>G9AevpQeDV7xG5^jjpU^P^DG>7reu=Xh--e60es$^my z+Us`7%&Wh(f?YfqrxNgb8BeHqI2ZUt8g8aAz39Ep1K)A_10;JkNa^;E|4G9F{#AVe zYL?XSH}d<=fnX+}qAYI}X5=EAk7kbr4DdnNr^in2)LhU;zTJ5wo&j-zTvYx3Q4;$3 zf!ju}S>ROQuh1_cV$itFe^PE?8B4pB=n#CIj^O9LH*)0;AIKe3d9O;1IOL_XdrKv^ zvE*TuswWK6pzsE}t!W}pP<YrqdwX*k4-$%lE>Qt^lvnpmxl{r&Y0IAn?`MT}3APIL zSmYONRiTX@8^rcKNjl-sBn;N14@&=$k+10L;vQ0*D6EHOU%aN-fw{Vo=~@=};Aopj zfcs}5&}Z1lf9-&HCyJ(Yc1EnkV#S1@sUahb+4PouzC#8{rWol^l#k)}zSiAai00)x z6}xY@1t3j5)a1t{TG%;MVDgO?ah*6HuN5V7L8nV?aEHej;=p)Y>hMis*XjkT*&NY* z<#j?a_y`+ew<D5yXrB-?)&?az^P_sjYB2P5)*cY{IXL8xc>2!SG=FU`li|ks1vf)Z zCc+q6_303o^;k=nnov9)v|Hb+iZ4Tb3#Tu8J*K4Le(dF-r01d_KBE*f8cGTAwOta0 zHJs3rnfIC#c|E?R76vrU>_uKeEg|-cLWG9J)T&;gFto-z_MvvB1=?@DHfmMuU`FWw zvU>an3;jX6pCMx%o2I(>LoAm8h#UILn8OafTxs*hdW0L!?jK8y+oFVwHy>;tDKHT> ztnr4=ifXYBHT-g1N7rz(7>Mv<WQI<s1)bC8yV!zQo61}f;sgmbG=8fW1fQA0JzFE} z#HXEi&EAMhcwv|7+jfO8BsKl@@HtOM%y+29T9vkA7fnuVY_6hnS3_{-#$|e9n$_XH zPu(&W(Ej+36YBGP?lkYSytad_UP)w}NBQLrC7Rv?uQ@=owco`^Vi%ik?7e1QyNb^x z&@6pDkM_Ev@95_YbYlZqL6g*4^u%SNx!m~~H}PxsnAWf$HLyQYcvFJ<c57dMeqa8< z0Oijn{<D-=z`x%t>OBx6Lfow&-`TO-##I=Pi7%d|gKVm~<n!npwinHs*xDMz?ss0- z;F6<*7f%=@mae1oFw8n4QCOU~SVsLIR)!1e$zdz^LaBiEI!~}Z;@XHQdr_J>{>I)_ z%+NHH(-Fh#e)|&)m=Q-V<!$GP2q>z0vsB2F2<rZuk599rcbpc@jZBo!^OMSKo3q@; z(riB+X3k^*`?j|_(o{Q`+<ILG4JRjvNwo>gQ!#^O9^DbXJUSxav~qqGdXE!Zd}Ak$ zu)^40!OCB*QjjpKny#z1h}-M8=Ng^h1@Ewamp(RLB8Z{DZFYSVt2Yf6c0zrvK!4%X zlV+T-Gmv9u4|2fYdhJ5MJQ;cHzjbmfv|_ZRpw1%_YxtjAlo~nm<5)D^GE?SJeh`rR zXP1QfDTY6vB%Mj1ARO2l|4dV$`j9ksmWW`5$O(yG9r^uuvT6J3Z^=!3ygzXvtwa>k z$D^7lsd?bMcws=?7YPt%=xB*SbGtJ)GkvuXUoc-T<c{7=Vc2&g;bvzo1w63#Z}xak zB9uoOwbQ8<FrJj7!e7+aF(G|{S9UCDkGqjRG)jsO{vGOBJcPV)>|5I<B3E0nU_Wgo zg|FNAs;#)5U=tgBT=^uRigHG`Z?CcSzd)XWTi3&e5AWcLn59gx!2m9{o#mxGEe0x^ z4xBpcOBf%?vvuN27q-WAYHXs23D&(*Bu1Xlf)N+j)j-7QqA*!}lXFZGE)8{^*LW@l z&QYAKd(ii({PnA+VTfB~|7mZiSd}EWhZTss9^nTuuDwHaI<i2e+7K~#0L>*m*}Ca_ zdEm}AO_jHp416LK7qK2P;qyV;!KFYL_NM1GiK0I5g@ojS0~!)wWTibHRzeAL>v7IK zDLeS(VIir?Boe`|zF8jpfFDBCDY9R(2!Q9c&nkakQ$jaI=$K=vG{_0h4jyv)hslip zq#WGh0wFpbRniFJ3^!}=%(n}H#GA1GaY+{N$#iDeDHcL|^!fY6h8c+O7lQ8pQ|!R4 zj@3_)S;w&Zhcq@bj?u!l!7)SE?<?35b2rXCfVg4uA$kiuE0|i=ajimh?^(2qTxnON zAmo2I+l~66dCNRwfK(+D;Wh82VwNQV*_l)o{;$M{$IjQ4b@uUq@OHMlQ_eD`Y~=Ck z0Gc~gdal1rmyv>EwU6Xa^i;6@Qaf7p8!za8x~`JQ(vLS=E@t!Yh(f;A)3IsRRXoj1 z-OLT~#f4RVsmP!yN3PDH(i3NCh@Q6_Uj$-Dup8g6?;Ddr_m6>)aOMHzDJlyFc2swA z+<K6)a+jK*JUr_qcm~bELI(N*;%SMpn09utLufv~c8+6{yp3_`={CRimj(I*v)AkO z2XUL@WgdUCm+^-hKd%d;`(!@;7oQRD5;ns>=p$i<{FKLpZk6{+LE90Vuz^!s7_pN# zuPlW6g90{9F-+<Be77Xmb4d>HugwlDd%#YJ^$pR*Ys_Hx=$p>B-de?3rAoEhj3^;2 z{9$y2CN<H%e}*NSLk==R9Hf=U`Y@3bFBUJ{M)?WZ1iq`!rNHBi*+7LY;+;xGNH_|M zL!YYe;4?ukxP4<)M!Av?e3i0<O!uO`ol?NeO>q`NtVT#nZf6CX<T{j-GDn6UvyJyu z)wEz*QMSinfE_@<ag-O$C9;40X8f%8AAZ}7ZOto+3Ubqm$Wwhx@F_(_hTaF&eff;( zu^&1y-)%i9UOjF?C74d(u_)TxJ@|vOR!kBGEp!h!|K<U!C*SL}I9O19WPhset2oHr zKRf<9gBL(FkbLpKeoXntmM0^H7(DyaSrc8tM||k*_7y!>ixUCCBAZU!@c2vd%vv!U zv79`?MH94+n^+egU{mFS;Lec|X|fosj=ldu8-aXUrC*DiNK{bm+@SFc)d#xF@?NSb zXdZH_G;cAD2ju~G19N@;;B|YZGaiWz;zJZk(#KKm-Y?H%Y|-f*R-AhzQ9@}Rn|P>` zSrv=!b5g)ZbE#?E;EAf4f)6$E=>WM{CxIJ+C?!u%R}EmEryk||q5eivEijFI;3wRi z%nMYjc?t8CjQU$2X#q5|ZtlwPz){1TB~FyDW6auq**8CojZ+#(&prHuU*&P7^Y;{l z1bMfZ^PTA3rq4sLwG81xPtL|3bmjw<j#q|^1_IFYsP&H^Mh!bB9J!AOO2YJ3cHg8U z4bjd2%c&?+6z&@TQGc$&Nd(KBxcHn)2F$u+FP-ochDH_I<M}p}(C<1>^~#nClI5tz z=XzT4>vpG%9=&A-6b{&xCd)#4!kBiV_AVYza&$=@?Zt&II#0awryx3xrYv`9k%=%$ z8D7f695Auk*;wqwiL@P|b1UfkllJRTP$nxSj09#V6aVpnRtWAY$1MP@`~epe+V`P) zlq>7gHYL>lX4^H3;()d^Mdi0KO7KJIR9uXr0Q?9~AHHBGL_}ZJ{hatf1+r=UTO?Rz z!Ip_+$s2|C%dNV8DDqC?lNq}EW>6h7&9f{mthkIBA75Zhe9j4)`}3HD)mXq#Z6opK zRbdEnQ~D%csRT+kxPb%ef83TXXn9F532vl1iV#00VBXVQPPN8INRdXmQ_BbOoTZ{9 z)^H}cx)@xar1KLKvRBz-XEBL!+&*>qnI-bf^yr*nEa!w}>h+#sCILVorRe!QDuM%% z%wMfgK-E*4qqO>>5PtdyjhD?Jrj^iZeaV6jR%J61d$X9~p?mgAEzd1H<>|-FD<0?_ zfBBE}G|FF=7JL~Bt)YOLo3?UROCm7bw4lBBcn|i;FID+R;Rv>T`ux@-S;X<BQCGF^ zM_v$Ns$BwShqOBHk*H)5xKLAkPhv(AdD_CCwV>RC^ZBFQCCbR3WA*v-zI%uRm9l>6 z+0rU*ADC41MT;9`BvN1FvXY?XXvvg5Ar2A_DS9cr5)fpfSnT*t8WvH$)8r!ZHkG#A zQ7h#nGO6#%4oFCXM11hiFJ~1&t7U|Bym1F}TBy&z?}EIFqS>b6N9wTfrxM?IruIVr z=&9Ep4+k-qpGV^UzC*mF7daw_ke_n+f$srbsdc<qi;6TjM~(7zTf)yN$i%GGp~sI( z(SDAr=w5+#K{#brkUh(e_V%}$RBZ+pa3LwXx$5_bi+!!yBNxprNN*Bp8_`~EOW8Hf z)5&X?!1|u%vJMH5>uCOIbYu_<$<r?rKE8-ujL?5venAA@FZt8=K0y6Jv_mf7{s+5l zH&vk=$pW#T*9ZCyw{c%KwUY;em0<pTU@48l4o*#}K~q=x8-q4Ww<y|nOjCV-#10oV zF+z#C4ER%mxcsGQCA5!0WL`DlD)@-sxoW*L{dE;TWmZUg%4G`Avk!VXQy>o3eIMQ1 zjili1$ks)MpTh9ezAv0nm=oTAy*0z&FpVFKzGQtD<$fps@qIdaN(`3uZNE?mOTf)* zRyU$LIACf(%U!vfL|i_wGj40G0E52Dn`J6es1Ik7m#IxAo+nfF1`^2M`s~R{$v7t= z5LT`itR@R(jT{NNVN2M{2TczjHXyF0c@gJz1zw=Y(K@gCz5;g)_}lVE2+dc!iDpvb zFsAU<*t)uE9`_TT8(B#EhQDMF{O>KA0}lT<Fd7)a0}&kN;j)N3Qvae(T<+BdUOgMx z_2HK=aV%|}@yJms&|*7i;zcI`YHb|Cvn)cuJ4dmWjQUhE%ipWtEFeyxcnNeO|7qRV zYpyMvG;kv#e^L1Y^86N`Xx&&D#FkHqM^8;i5YDCRF`|Lupjovr*LMeT7M|9&-2H>R zMIkkO+o;adbRz9Z$dUw?BPDyMj<4d6FaEd}`{ftr$C`U$jV1&4kokGUz?lbPd4j1( z?^xiD@#b7c5<QfhlszZrGk~`|FRwrKs2jgAtzAS>!~<ULx4SjynSg@SSgdoh3Zu<k z*#3;XC~})ZBJ5nFc))57o8j3dJpG!>ywU~4Yu|4?u{Vhhnri)DbzRxS2|drd1}$ay z-<}J4`V(YOk}>=jpGFHYpGa5?@}B%6pSf}W4hvCT#pcQ8ia0E~wsr3$d+-|F=B}6y zUN~?d@cq1!6nOG?xt~7I4pO~NfzoHt-m&>^>-5|j7WW{<Tmt!BZZkFrsa{9>E!W9n zPCbk;ed3AUgxVtJ=5T4RuqHDQzL(-?UoK)dZ{G5Kyn=E{Y{}_q`omb_Pdh!~3^MUI z_|eCS-;<bitz&XB>XWfb9%yyGzz_RP$`Y%}xqwOa>k(PB?;6BU@)DGi2M-p#Dw7Ou z5D<S>MEh6}_FNLTb-d3;h_Nj(eq^o0Zs@FLt)&V9ZC99rvgQI-eoymSmk%GrXR%Kv z4<KJ)u4-|5_IKP(v*19~e;v5;hs1Yp9lG#O-!yc#ga>d7uBP>5IUzX3pnuSaO$ubn zKR7>gT*LdTCZ9(wS7L|Q_^HWC0?=3YK$Q{IqZ8_9XtpWHV8wJPjedg#xE;HEO@x18 z&K`x%d)m>vM4vT0vPcs2W~fKBk)J}jBE_mT5P1o?Y@-z&kq4V%=dxD*Up&71S8jmu zB(^1_9gNX&fvyf!dsI0SJX)2Kvi8`*`a*+3j4q2IkH^=M`Wb%EsoPBTMdxG5h8jty z5ph*bTYga|?}gi%a(zq^0>F~^%pie+9nO6*XS96TjxFoNc6pG-vHh!mi%SOoVO72} z-`GM|@#|b#qJ#W2gpQf&E`#>~exhjE|JP@9{+#>J=i@ho`*GdswqkC<4`am#bWr|R zyZke4Y=ZzS%UeFz%2>y3j;N3Jq8#Okp!aQO$t)0Xwh&XV{f8Zl2|u~vxr2Y~t$wYK z-WC1-9h(A_!@CgEDl+g_5~iG`Jk04f@XC4fRpU@vh<YA>_ER?rB!AxQ&<r5K82xL0 z%CGz&q)~1VHpT(eVmf^W$!yRs@D+?Y*72VI*!)=7(VX;7g4=tvC;nVJ#$eP*68;PM z9Pj2Tf%pfs&siwsVT?1HtMeK)ktcbZ`ZFahjGnworsNa=$H0SYzYGz-t)}Teqt9aC zGUi=WVZ;sfsrmwT49xJB#q`35Fh)4MBr4t&fVf_gcfI&>)^ROW+r3--h!ZoT7JA*V z9@m@N^yST5!PUOh$GIl&VD^IrTcl(vxPEJMGX~Yu+5_&1oU+JA&h2L2&B{dFGtijx zK7%}^WdA=q#U!Hb^FKas<TqxQ&J7A>;UL0hX<0Zpm+*KgwI$9&?65Id&2+7R8A$%G zj*R_aAvDA-;>pFRZyTKYLc@I<%lx7Bq;)_TD8~M!HcFRc@VZu=pP~-?hI{>FWTA$% z!{(Y*&B*&u%emg;u!b47&f8hO;DR&Tj&drO>EUiuY0jJx^3Ym2XxpPbg^R($>tS6y zgxuG&I|)TXFi8I)r4{8auNkONo9A{SZ=}jeooXfsK6f=VafK3WE-qcX6g-bzmn2JS zCD!3ytbSko?8P8nUDHDH?0=Z=pQ1<Zm$xtusiFJaPsk{Da$KVG{xafNu$CVaZ^Z<D z|0Vl9BLhc+yxIuzuI@z^);~@g*s-wSp9VWJFygLPAD@VPeBpB~k6(0Rv~|3a7nB$A zlCk$<`q^tZ>#N}1GLi&wPjk3S+Xdx6r_-(}FpI#SnG7K(Eg`Uq!aKM<H}R}s&TkZ` zF5AOz;QKuf_0yBzY#2;3faB@d-BZYO!9RUrak&!BtC_fd%*^mXimmIXsU04|D?)aV zc*F>2<np^e;{BM_P%Fhy3l}WZTCu3yp@LnnfTsnW)Zjx=d8*M0`PP5-?>=#1h8(U7 z`)nOVfc4W8?Jzkp(De5bkGxL}MRIj_OFtl9s`Q#xYc292H^e<Ve^v<OJ#VS2^zlH9 zs4?Bf4mE73Ov%$Cp4tiJjI&oy@xx{61drn6X?*0?BNuwqZ@BpV_je|=$9dXl`(c>E zDE787q~^}1IGnSu`6}ou4LM^P?ddy|Xii{Wxmm#myI5%O(bl~XIn8?NfLcHPF6X{K zZ7Vm}6Mh?FsWNb*&)LG3X9=^kFuq!N4*3Tp8`^~oM8Kq=z_Qeej+pa!`P!?852!<$ zGxpVtVvD^@wi7rXr0J>q@&gkbblib|=eR)mbyVQWn`JDE<;QyV174zb@yj}o;3g(8 zFmWL?Q5^QV1=c(Z-N8rK4KrM?qj%AZgGEaQLLi#!!2gS01YAX<9(+f>sK#$QGD+_R zQC^wp%yAJJ=zVyg;Xc}X{<t;YUVVWL_I=Ll<ELT)=WE_Zv0rBJ$p^=<pNJz&T$Z+s zM_!rPn9$Rm{OI3ndBZ<6BM#9ob^cQu-oV=uGh-;<kifgZ%l%$4;w(sgH9r>h7xR=1 z-}@W!MKuLoGd$=JFF{Cay!vn_E|9}<L{gRla_BQWd&Z?e=T)`&DR~Bh)^X%wupk)% zp0DI<Wl|DiEQJ*ruWRtQsu(Ku2@)|WuQ%5Gl7g`RUVJoLMi|mg+A<f|OTZ<mGd_dJ zkM-3@^MXPU@&xZ=bpLZ}31blMb><<@V?w&8PW|mhxw~EJQfK`Q9K>HlN?q&3YNc8C z2~u+tZFy%m#aTtrzLm^Q$?O6ac0R}C@<&GEvH!2>WJ8qePwH8WOJ^tafbz>bT~Ty? zm{iW7{9MrKkiaOE^AbHdc2MFEB~cg@RrJnU09wq4Ev^~Lpgq!F@f9vIXn0N7zE?&* zl=8hDBFJlDa*6S+{k=uZSxi_;(S8dv=%}i=f;fSm7B8tP*r`C{!l*Y@-!i@!JN~ht zg#@I1yv_AeLU8B4;nwdryI8<Za<9$LT}<E*^YQqKRjg&dVU3=+7@S!i)Lgpr53{;( z)!@;6Uf7NloA@5ag}g&Qgv*e(CjLsCNyCRx>_mUx-q%;A@jRL`yNxd-uvGBqAeu#h zSHsnzj8X`^M|z^DvN#Dt)%HfOUE~p~maVR4oX2fkjoqo=&=77X3dVT{P!2rvo|@Jp z9timN_AOm3KcRNWgCgcJ7p$)NmIst9Ve#@!yaQ<O#iTL8XU>rablR#UMZT<H2H~=g zT=hmUT86sTa0k>^>s{QMy@Kvbr-{L)^CW287kk|%2IX+wisYMQdBCr7HI6Pu7^GYo zlMI0qdU<$mYEnr7(<T#rsx#tjhf;d+sv@3QaYfuYrjHo=uPXNQ3}c8#ugVeIP=^J& z-s4b;;edhW(btTA)P!yX>QW@|!r&N{=JW;|xIVYqc$rTkjO)0@^wGYdnEL(w4qiM! zYJK2+`yR@J-rzXbc|igYh_!Q*L`w*_eX3+zXCfY!i5UE#;sx_`F^2&(x7|aP9i<~j zOH40&6tr|OqWjauaqrYHKAQc5KXh0KRy;}t-&xXwVWUH0*UUC1%ah{s4E5(23i*PW z3YlOgrz2#s37zvphur)hpnas=z1|FQJmBFp>wa{55G(KdQL;P42dN=Z`F|_O05y(} zZ*+@*LZ5q&I{G`>MP$pgPEiw^uC?O2?(<mc)_RE5cPXguYkInpxP!H(94=+eriOlF z!=-BNHmqwsyib%5)qO`a;5eFRoepC^kN0yxiq}7`ew15Y6`458SuX}ncj)`&=1^{p z@27MIE`m7LVMBJ4{9vo6OB2Dz4$kU)m%k?=&#_6hWzkMIc7_GsF@B!Mx<7<uDNyX< zTF3HRce$A1d&PboM;i(d)Nfj!^Fi}dBLPi@%R887_dXFRseY^{zC81SvJ?oo&`Q#w z{gcLaD%Ii(T+o~+EOr<5&(b#D5U16tiR`=t(Fs}#qDW34?(il(Fdyxj*V!Wl?9Kd_ z1((>sSM<(%0@Y8QP0v@#3f8gp!(UxC`UbJ_$|~P#CjrRfRJasy5#?MDN`xxDMgEx& ziih|P)MNgagFhHtN4)&TgUqLRX0ejgE3etuqyhAwDbqMCV4pLaPsT}eLv5OUZAX|S zEH+;ItDH^;B}SLeKCt5e#s*`-l^5J#_kfp9)Mo*G4qicTk0Jiy&3}2Tw>e?((_Ox9 z55%Q3vOJ)~QG*LmWvzsYtzb3VJNxG^BmN|H>ecQkN$~HGTKM#F7Ly&gwsYnX@{ZU) zzH(BX6V6}0d~LV|&DD2rMg|N0!uw02U1iYydncOd?Pu;C-0YBlYv6-<{E(L(xBnZ& z^_HZae9F6n?-(91d|b*8-yhQRytG02!R-zc&3QghD*u!I0rd}F9qukWq>l1DHdVPw zXwF&uhWRSRT@FY;cI=@mnp5p>ukt1f@j}}3D=aG{2C&<s!OD|EMa&eJg{_(*zwIs4 zxP!K2;v!e9-7UI*c%y`X73nMDMjhiaxQ!A>JNv`pFQ<^9t3ED<?g|N%6g7rB3j|=S zeEulQjdhIvuEr0h!Eu~Y<#1YZ6Y|;TCpnEEPNGc(Dei68B1Xk)vO4+{`B9Soxc%L& z#*9d3nAq1)zjjG*mI>u84ck1iQKofVR835c(_$6R>5o!Tc`Xhtw^+vm2PL4%ims9; zgbjW_Wn@1jhvs~07v7otMc%MIuOfyNhjFb?fBTV^f0$+z<wL6NAza(n#p0Vi`hESb z3cGKdj?Ggt&%93T#Img3h#!+;hxms#`s_=#F(a)%G|T&FVJ+0Ge1;X(JB4}OrU6WZ zbyTQBvpRaed)LlXbS`2dbEl7dGhl>!$;KLIN|FC7@Vms>A>_*pS!aG1xPyIp(iT5- zffvjeQ}hFopX$(eC641qX&|*}F@j9R4f`M53t>n1y20kX7gP)j*efatr5_FG{#z#x zzdJpONhMe|L_4uV@+;5pf`k2-0$=i{MR6wBQ8ax0Wu63k<0}Q1m#83XOK$Eg%EK7D zI4XP{;048YCoQQsln=ez=62gb96aQhju%|o#twMlFLZ7oo@?>4?G6<`JlV8<=z5Wh zV9>qy&^HA28UJM~M<6cC&byhVoTFTb3sL;>H3vNrn<g$bzf2-7R-fNu{74VgG8o6B zB4*@8eqi(@RRjj&f_-=PDZ}|H(j%R(h+FV6j;rASKh&y~CHttMzTzwKgC-loh~vLk zjU|tXsNAT^m3QQXQw=QJ7N&b3xj>S|!L=XfwQe!VsN2LNvg~uuzeT*P!oXNuRS~5A zt%T);iV?;aTwgaXE#n`6>$b8E1LDN-w233m_QHqqtfQ_nF!PBl;o>`sYqFny7Cww} z09*cCpGp?-{GVrXl_!xm<wKg2wI1RE)6o4p!H)KwMc$alD->ZtzK@4f)dk_*$gEMO zB0Vs;1w_aT$si77jcdBj3v4UgD{#+S<QeVHwv~7|fh#`0?5BB{8cv?|q||2Ognid( zLR=JN;V)SKz0<#r+v&djc!7cwsw?jex+C6YtlEFlSj#MCI`WI|Ui&Uq8<}ijwZ#t6 zn%&CX?lc53Eo^t?Fxr=HXP<EJW+g1O?%fikq9Rm@FXU-mDo~J37e1#X4F8>9nR?!g zIMnIiv!q@5iO8aT--c_&VEB{X58FG`Xij|kV163|@VI2ra{H4&t?*?1Nb)YOpfQaJ zC@=zhOczD{qbBTq+HWd83FI5H=Z+p$CGfo|QfbkjhA_LKs10s0UN9Pa>RoVM0EE&@ z_7oK%o^Y+{f9C|aAesJsGY10&abrjQ<#}IvFm5{RUY-6M+n({1yVFcX&|lxV9&xH2 z^DWM{ikK3C{tf*%XFIF07iuR@c&$nSo5w`Qx)U$4n7qXKl63?xFYl(Q@<hCR^=`_4 zTPz^l96Eal&4GIhIQl&vZen_N4Lfm9grP$2Fu7J|1}kB-6*;CNMfgXja&o585vjR9 zEwgV9;1edRQafm`z>g~PSeL#4NN|~?j3zH&A>QL7|J8HC*x3Y}KXeCMzoxxv$VdzN zjP^&S<hF4E;X2RzvuJJ_{dGI3SPFC_E(ZU8yo-sADA-Wo+~{4LEYNZV<?{OW?4(wr zeD%pD+PK3g&%Tw_e**RESEbTZesKvB!6V9NRBRAWTb|;5)yoZhzMWUjJ8l5?dznoh zZ>q-y##uG&0%YOKb$7R|T6Wks{5M*`X9&BlbDZ+ZTP}EEX_kn67l8C)*&LlORKPxZ zgdrN;Lz}}79vnw}XP>^lpm;A{P_^1sv}2?tetX1CKP4d_`epUux!qwr=aGAjcPl5V z+jKZ@NsB`83~BspC@Z07!lImp^2KhirK_jec|hap;;*7{2@s)Krj<wcRzmo0lD!!6 zrXA{Tl%ZorIkn$Z@ZTin_hl#UfMhaWm6608uds`a242Wy$)3P6hBW#9CeXtgn|+#V z9tQ-IytHVGs9}+Qsy`5MvzR4Ry629|!Y67!aqT@~gn%CTSoe)JoL4Q&doS{2@9(!i zzpKtq++lg3K{w7t%<glrV81L5QV&}r#6c9^NPgK25MqUkJ05rRke~Yt%>&ja&I@=@ zLxNn|;uzLq`<E#xeHn{xC?0nqBTt>Y)?r@s|K!_LgRgK=fzn;w{(qjLkWh7_ardwU zFv=hD)sA6<i>qb({#-z;AbmQaj4P-wX~r)%nY)fHI~&JqqW#&61w)#Kl!)5barkIE zhXnZkb+>%8w1D#Li@o=RCUN_VJY5^-zT;01nyr(((HyLAuY7a`7clQEJ=j;z1Q-8& z*;uAW-b=6K>N3P%TD99WYJDRMxn1|~3zZ{3=nwyDiw8WA959@1`VRGFwqwl2K?ZT- zsgFyhF+t&ca}{3*nJDYj9pwo^`<uqA4Ib&gaGQwm-`}S`VBXVK4a5B?H)<1Y8m2so z(JG4Sl)Pgg`hE5>SH>XDYs7~b+XM-qEAGJZG+7`z&a`0(`-vNSNFOR4;RRFu%*=Tc zDcF0W_lOwkr^>ZG5>TWTB+7L?6c|$^iIy)JkL)>?vAECL8&d}8T@<?csog0R+y7nO zyRq;eUTWid+{bMMA9XwOPzCW52T~Jr{+r<jIbGH948*zO%X|F7^}aN;?~SnAwHAZ0 znipFF&dYfGx$>G%AC_@^_Yc2Y)e0sT(YU6|GKOdHZ=^CRpm~Fi+5Idc3Hxo@?<%KE zB1)=DuUrs7UPXl>j(S^^v%0HQt6{+e*VpA}u8gAn(QrOB!LK{G{I^)o=qr2Ri64_+ z&J;By{1~kF4CWwEYcxL66Y(#cT5hby<YQv`B;9ZOKjCt6c7~6%`>{BkildFFFUG4I zOCC5ij}gMyq}s1gOsPGNu5XJ9W>YTw=oqCZdP#ZuY%IbADfjN>DiY%72dIB3LHogd zAGrV0dN1P!o;3G4_HW}+v}TuLE0H&pysl+mMg}2Uqr0ATGH{QR^A&Fs36^&?u8djo z!|BRhb1`&YanEbrEv(@JnZXCNK9meZ<nwe2s`?e|2SIY?OXY-@@2#aI(f8l}#1Njb zhZ+1;{qoMRaDoNS@F_G%4lF6>Je4jl;*F-7UY90EF&Xb?E)r-?>U4NoT{;5g14wsw zBVUoAE#7uMGM5$3OYbk+r?rWv73J=sp8tp0oqLos-OT~{WIO3(%X#br_he&c0LleA z>2x3TqXRepeaUoM<M_CJ=X=5brZG(k&8+^D{rGcb3v(%>4a~KtPT}%TW@6ga?U`QL z1~z?tre1Y)0Uy+S$mG#MhJ@(5jwhtov1jBK)yC~Ltk*1VQc4%qqb9e+^y=6^){Onw z5b7)Y(rs$xqVwm#mOUvyQygv&wld6QvcZ}GOIByEFlgD)tXGO5USF>FqJIVt2+`Av zi9A8xMb<K*cs~jvIx>JoL6;qrZ^rFCcjFu0cu2QE`4#e}s$R}@7C}5Q$yc)u1KU{T zPydvb0ap0^WV|&hix-sY`N~hAeu2x0h^Pz7Xl@-LbT$R$8|=h;9RHIX#@gmm^;v1@ z;LeP$R0;A!+0gaeoIvLv!FMJmG;9p>kH_`TKA{6s*?+|kzVU&_@0af$II$A9@6R1% z*AszCNwMTNz6_9Y^xowGl!rAaAEUJA;RI4W$Gw9F%s@+AJvuMIh`3a>dzAm1z{_{? zG52A_lgJS+_>H_lZj|5k8UC;lo}nk6^c)$(hLaUWIrv9#{Wo$amG*RCcZ35{d}Y{) ztKYCkDLSlRcFy{Xn~5+G9W|AcqB*#kY{hd0=W)#N(Mcs{G+(}CeO-bjfggNdtW-Qc zE)3BT{_&U5Ipy=F`byks#HZ7`^gSkb6RZ80<teQv2y=sSG8V|+5VTe8xqO!eGL6kw zG(6CGuxx*p`~4oENZU^*bn!m+G=MEO<S8B8itmu|W=H1+oVdj8#!Y-ZP{r@Hh4vOV z<s$RZo?S*_=aHN3s~F{_!uQnFD6jY?pRqEFAJivAP0CfoVA?dqoBhcaK9-#l?Sr^Y z>gj(9bu&<2TJTSEzsVxD|G(lR@pZItU+C7Ehzn$3{o&@o+^~k-ztsPWwEYWvlE$7Y zw2Zu^YAOQCu?#3@b9irlJlgx0*tawFQUpS78)t@~eddp);`h$q<p!~Fp$8c94O(7d z^b0+S_&aHB&LX<Q=yS^(wS7i{K#{uw*HDhS>E+Yf#~Bphr%|MS4ZV|Y8X5g?Uq^j{ zvr_GyB|F%ggU;tD_OlTjPn|HKzbMzm&02Oni<bDdc1P#9Ju@LiDQYyr%tCZ=H_xe# zvBF&&9j(lZDBn?7T~i=Ri*kGH-5gG7nAW147SneQFm`5qH1Z1N{(7WaW>g08t2cCW zs_yc`G(BDXook$M?3PvSZ}%ST_fmRKj-V76+rAAud<E^z-7^T7N9QG{g-oiYi#TZ2 z>{_ezP(d@>DC-P~AI|8H;n{O&K7F6<sTbnSCZ>&@phDiEx>6b0n%g`;L*?hcn?VI) z+wlhV(ckerN1gE>h(~r$T7$*>G80(8z?#|Yke5rv7M^`s!;M4N<@?yy@i|Jfh~udX zICZ7c_2~UG*mm<Z`MP5?Xl``gx6JGxR&DCk)89c0To)e(AD^AaUhOyO+-al+o9?UH zhF5Uh<5Sey<oRKIs&m6--HsnNBTrGt3!vY#xvyQ8QzbrL+Iz)ISqMVzKWBM^_Fz}T z8QN^@#E6_6lmwaJAr@+kOp0g8M1H>6x4}VX=sx{z&=~RX2Yb87at`R-pDcOCP8#Jy z#s<BO4#`5$DSw`)#jW`7xe1n>&$N)1wCj>u_#10GXFl1{P5~_~g(Ih5$b;=a>&G4B zf0(}gqXU%%h}YvvS_@U?gMA4~^ZI6#P?>LS5!SMaeRZl!W>?t4PR=<r+T7s<&f?af z%nTCoPB~;#V;1=eRjWh7ySNc=GJ|XRBl>-Qdnn=I%>l2=m%jcMCc}r)qQj*Jgdkp7 zm}g2Ed81Z-o{2~OlTp1RD))ruu;};Ms_|Bg5F$ca>}o8<ovv8<tA)(qp~noLZSj!7 zLE`eB+mh&aa$lkBj7JY<BWHB)#|kGgZL^~O@8%E|-o*PVLxYPLPR*2-mukl?`)gg- zx<o;y$;YF5cmXH7cpP25&Op@Mn%petql0zpwO4=lQWC$pFQs)QEMhC?rQ$-uc?hd* zH%9NNZG5X>DqlJV`H<wTyiVvKe&mk%^&fvZ;da4AvQ9TTcXM~fb;N(*&X-H1gEThr zPe)A2UzsT&czG?&LUI{%))JT~d$x+7Illb*GAAEs#&-Wi0$J>Y<-IX}^nGNNJ@jI{ zmIiJfHJFG)Id<-#AfIH!6=ClgOsO}k!_6>#vSrr@u2WUh*CQ$cPObZr-k~|6&lDLe zc}D`iaBO)F<w@8}XZpwg2ttNF?`>y2dNAAEl$%~3$88El9B;4u#=hS9Z!0B92CQRa z=eCC^LBX_6F@B35x}Wa8itI!_heJQ->vfT@CP*j#{ktA4F6_#}Hv?%%ds3Yf<XDZn zK6IcCF(U(4?XRi;DIS>3Wm~`YWDLL7calpRc|-V8gEP40>7bbE^YW=?v|l^Z$NPjN z0Tfs5zge9Y0ZaWb(*j{y2rz%&>HUxaME!5pyg)wUP#rzmf|Ek9gt-RUsPlv8p;N;w z7wMo!mVdaIiW5G3&lK=FCI<JW>34-FC85fUk(YwJigVwpOEC^cIg0ayienAplR$#+ zYUKb{xi7Gj?=S=8^aR@{R*=Bd=|4Q$262CPm@dY}OTe)j(+II#LBtQ*lw1u)_gDc% z*=Y+}uo1kizlMH)UA%7jms6w=_gvThRtzn?zRPk{Y=;3pKHMIaGUb5%Mnk{C(4KHZ z=*2}>y-jTO_S3Mt`?<hD;musqmkm5))J<6K%{nGH_(q3q5uKw<SJY4aM?+NQ1&<CJ zauI1f+z!s9NsLted&T=V7f@K7$3)OP(ynnt*)L)p>y3PTwabeN;*YyO?Y+N&ul`h1 zm_*zz9<xUQ#n(uXt|u*gbfX`C)jw)2VzrBZog8=H9zx#-<7>C}xX{8~hq<cJtzG<I zB5VBKDKcb_D+=Wf|HJP%OP&!!^}peoVWAn~Gs@j{pQd-O!yi_}n|%vo0mb5+viuv! z>-JgEajF;1)ejV~=2oymSi?+~zvwE?ZtX`_US}iLhd*9??~V9`BO5mIVm!d}*1L(> z67AhIrkhbCJ|925{A<F61=6;={ua!R<0WE+Eq`uQV~upzs8uiWgR^;t(rv^yj7-;H z_(zHSwN9$c1r<wpzn@X(<+WwpX20>r!tjrH&_^fL!bJ`kOmMQnj07QD^Wkm2=rLSt zpyu8sie>z!xYEg$KhzM&Dc)9i5beV)ib_lkQh-MZG76sS!C!VBuix9wMWntO5m!1O z4JUPpr1R&=M1RpS;YVhFuyo~FzX3^F$o8%AZPr}DW^T|P?)ZT2g%1`ZuDc}Q`u_A+ zP&^q<M?_zF^h1cKi%GsaZXrz2SbvK;EK5UZo(yMILOut_6ZB4s4Xb#(W6`%Cxs=4F zz|YunYvjXtQSl$$KE$)-8gCugLEfs@J`ZO*=P@T)^XASJPMB*p$Y7440Mi#5zsu@Z z@Vd)!>G;!MxJS0KYMz1!JaM=zlf8)cTO3{|EJ}-m!K2kshs}A6<Y9i{LA(&$2njwy zjr!w+%<xqrwgx{O`ZdCsl@rx(2bQ%L(7!XTs;Z|Y1^S6{)QPDSK-IDLMW`DYI{AVg z?kZ9fkNUm3Z3Wq(Nlr_X{116LROOTf=q2Fe(_39O$g3Q$Xe(vyHjR}fH5-Lm(?U=Z ztDd+b;zvuD9y#UC4j&h29=YBmfu63O%W1hi;GvU}^;mKa7wT8yk|~u#eYZW@pfQP` z2rrfEM|%h@`uB%&Ye+;=&8f@s$gAdK*Vt6wF^cv0i5))?J&LJS%WBZFBTq{ZovJ?K zbqLyEc@=1X{A%tAHN6is!0x_{u9zi^)~dhz6{@Ew#7lmd=1W1tfgAVEp!sv;ApuWY zigxVm>GcnkluU%!MQXc!S7z`wqw?{T1M66(Rn<AoWD@KvShf3#es|&vwStU)7O>jF z7hn2sia>S=mF>;fVvyU6cTmcSfR8!<qA&V<i1Spc8ofPur!jx{*N=kG-PCj^%Z(D; z1R7#1k-yH^N9(?sDT(MDJtMCk^9|Ffxw>g^6x}QGBTwBzm$B9Sj@_9D91!gifxkff zQ6mpqN58*_!_{tUp%K6j=any=F@GzH`p-q-D=$Z|k2iR3GNF1eOS*GOyB%@gn}K2L zoH&^2y<haxT*ObtG$~b^bHKc@s&_x)U>rQz_jKtk3+&^1@LZt-@ux4nHXUT<LVQ;b zEy?9wEXbOHB{WSOX#FRq8&YYA;A!R0myRJ1LEhZWr;Etzt}$%a>_821rTs~t$E3hn z<7wX8DdgLW`jXU&`W)+7+n2Mo`*D?^XF0ChOi-=iVrbJT2HE9P3-{#uG3tr4;<wOy zCGPo`u2Rwx#`xdt)H=$`cN=77+uULV&3#zm;>RAmMC-;=BS{+Kl5B%t{Vg)gCxmAo zyuN^~cyYed5Thq-3+nowKcXe-guniLBQ=D#Wn`aq*Wm+!@yedGX+>yI-#T%)1MLej z{he<4GLHKw%11FIqJ5<B<~ua5hzDQ9OlQ18M_Brj_dNIM!Fg6G>f7T`UObyJ>U<yt zG5#l3wZiHzey%+2@2<xtE@qkN#&WM3W5-|Iy(z~Ick`+)`mI#smVpblFRhq~WT*e0 zP;Rrp&7qHV*W2eXn*_)9>m)YF_bdD3B)SJ0SpT^^L0qH{?UdWTw^1&Xa=T8Xog3~B z@&!2!(hwUjLY_XN5k__Sk7SNd%wU~iXllwM0)FAH^#5&N#Xw}rjSJPGe)(K$-_o<O zVher+{;Foo(mCqLGn8v=h<lls^_Gt~y=^<1J0uKuEiBK`jtWEM*-%zM?}+CeO(m|H z)S%Rt5q?5_856rnoBkAev3+|AKI1a1#N%5`58jB0LVQA@#-;QD%mF8E7Y)&a^07_x zJ7jt|d^Pk@Y85M3PIgB;H${1rgRa&td(oV*`chd{`(He==*Gj=uYH)8@TiHs3K=F2 zns%2)B2Tg-?a-G}Dk53?HUBxpgW!An%71#VB&6Hxv#z~hg|>6<Qk9}YV3z%2P|u_Z zXB6`vbgf;)+FYxD(zr8#GW{owl4X?p+pxNU=XPN)b1fe<8&iO)q5Sh>{tOVkare#c zO~kXCDU*;!bJ%kqi}m(*AaBDRiLy2c9?<NsG0a?Lh3lK(dw7J7h%`IcE21O{2Bh8I z3M*<txvq6IavtU7xCAb|!B=pt+)0OX)q?Ofc0M8kc|LpR33s+AVK~R|I?oj4nkUV) z99Ionu}|}q>pP!kv9@Cx&(9%VW(w_XiNk0wt6Tiq%XSw*VAt9F%qd-nbCek>-rqxp zcb}bTW{dbCGWo^bX9*;DdYzKfn41IQS0|rprVnC9?;N8tXebCF*qign4)uGj-^o^4 za)6a;x>}kbH{7yyd%AQ7<zBT|dS|~b;(TLWy~~Tsm`0h##tZcMkkwVSBOg!zk>#oG zXeb9y&lw1hU6ulu^<|6oW(lxst95_(5}oG_bjfd1=;06DZPoPaOz^Agt<>=s3}6+u zWul7qB@E6D{0=@w1yd)NRYqNCfMPvB+i2Sl^II9zH?{eQi(YCwv3rLG3<7lGCz#eS zwwRU_k3a^P9@UmJPeZ=0=Ffkp1Vo6_YWhQJ_gRtWE$WtMBNbe^bm7tx+6T5TWbB?| zL;KLokrmc|8!#EoEVY7s8sbXRfc%ar85Ta-JZ+Cy!1?0z+Ki}Hu-R(?*LvO9;mTT@ zwUjLnC<iV#b_CMHAPsv`7yTk;VDn9deHn346xf_UjY~tkS3keVyAF(zJ3Qc-vOFk9 z4mR?mJVx<(^5YSI1>~uYbvcUW=Q@*yiPwBKarVwpjhvYk-1z0$$JWAgn7R}zje!Nq zyXL(<_V*13cn*)9Ohx%qTB@Zz4}*5FLWv`#QHp}lGcPk%b%#tmEUwc%ctHTB_)H^? z3~k`VNFsN`gI}0;lA=$P1tYjs1T@U9*Wn?j=)&gmIib9Eh{bjq^{r^O%8T!#yiCAI z$;>OnuV;N+w5W-4t9%U4f5{YL+%sd^o`~=2{`v@8h&w;Q9+vdw%qMmtJx0i~X_Nti zP4A~w-lHS7x8IrH5MTzk=Um<$h_gPgxBEaliHXRGdAd=rE(2+6Dx&9i+2P3CS2}jY zMb~nU+soa!g)R4|_y|VL;bAW-ZxE=D8PFrF5%(DR+oEu(738m6H&m4Feu%geAMLC* z5=ODEAjNDh6EqJPld$|Px``>~i)r_COTx=zy~m@hkcX5#T-@G}3#_l!6)+s8A{r;A z=fxE^v8;}5VX<Z*@SE}bD_z`xM;Fbtwmp!7;G*yAf`~(uSl78WGR6z@TW->PO7-}} z+mk-}q3E4)ZeH!S7%xF#wotx*+Z`9vaJlbm*o+ki47StR(twO_gsfZ<89wu5#E2{j zLx9AL%b1%8JXPs^<#ulci#+}EvGM)^JQlxD_Go?x`(PHSHfh~~A25mS+c_=>t(B$p zdrT>yI<>I>KUU;T(|NXEEsYmKDyq&XrfuWn#{@p4ouLD(QP2IJPgb${yH@w`8EG)% zNwVo(poatQQ9Sb~@0mxLnQ#4-iRhP4wT|~3!u%Shh8EJ_;x_W;ZYIm<9=*!>@TDcH z$MuZ={`^3Ko69v<Xm^F6prg3ozgq$d)xZDi=A|cSk~3&Mj?fb!ie|Uy{))jRe)*dl zzo?0nNpb>77I{N*F~xVAOIX=gPT#LSv_!s?ahX*BCBZx%W3OSjfaiPYp3x0J+|&mo z<B&t^cy)FEiIglVxW>T#`n%I0&g>_VFG#V2NhsbmjzjwtL`{FGEcI`EL}kaN7R^!h zM625$ZcD;<2A}fKXUyPU7oeBr$PPOK7hM!5$b@pP<=Mb8<olgDsl(BMJOknN+8!U! zUSIjAG${*Fg3ZF%Lu`&3OnRlc&W=eCntsPupQ$3AQbW;bsTl)Aez*c<GvnC7Kc%B} zp9H~Tc8ww@SP06BC4T7}@`5!lhx30ti#V?jN$0btBwU#&va>^f7c-w=M*U-Y;@rcS z`Z;AW*q?0hJ*h?(IyK1!Vu*+7XA#oZXu|{!29%G6?8Koz`mfAAdop3M5T`m&Mgt)) zPBRqd2|_@mMQCg?7y7-i(z>14z>iFgySANVhpt#*Zl@nRxMsh*53e~DEC{@|5N!X0 z)n%12RNUkQuJ^h<yv*}>)mw?Dr%e{H5eGN17w)V;aZuCv7vc|{?8wU3b7F(&-iOM! z!)b}<Z+=Lrl}W+JmV}yHvmKb!#|sTJgdE&`;kzW7*@{Eh@v8~m?fBVC`!ZJ1KJ{I) zw+5TsZ~WbO%>0@k2^!+HE<2-oKRMT!-v;G{+jSx~X;7Zv?UE<s&|8!%mq`#;|1J)V zSC7$kq3=n`{dob>RVw%@kz01?6d&S0Hfgem|HC)4yo?k3*`P0(<@}cwcK9q?Gucx> z0>v6O<}+h7@GwRtZx4E}XdMrX&3PaS{r`mQMRM2ijkvhVw|eYA@%nsKEsq4e`Vznq z@RO6c&DPp_6wT2c-TM`--4x)$_W{p_eAKVz9r0vDdkW))luA621NgpoYAdQ_3L?8D z@Arw=QA|5>aauxI63QKeGfyLr+@AIyPI7v@@X1(2quFT^j||Wr2}JYh#bC<F{m+@9 z^x-<|1H|PBk>Iiyx=T&SEk!+9NGiupG~L#`U9tzNe*E>hc!>|fyDJzId3nIx$sx+b zm4Qh4n_~9z4f-7pnJZwg=kfSLRqKw55$t9D8E$_xhxGmZ_do{X<*Ysl=bT(!!TO3N zzkaY_hgmN-Oxs)lp1#pvR}w|u#qjq+Ea=?#*|~CS{wzBrFw|IILiNtoLS1`LKQtf2 zYE*}h(h#~dsh6-7DY&>C^yF&dJSG<4@_0OR5udxV=x{m{`FP{J?`58pMm+3NAufeF z?Cbz91E1|4IAQbpP({)|T$bTQ-i=|DH%*VtIBmlZeItd(SNRukeU;Pn_apZJ^#EEW zH(`O_7H#7>Z1Rv{FUwGI=@(w|iRQ{B0?jRupy?6|+QX3EdECC#kLw<aIH>)9?pVpO zGbjH)M=-o~lKSK-@>;y&+(n-HV;*4&ca2eAF16*7*$fQ?)yN$*5}|^Q1Q!3jCS1T} z@3r^ILmqG&l-$F2Sr+9VY<B<83u)>yeU%sg50BP6`mHvV7CyhP9W-mDfaU7<zqs%B zVGWIAtKF6>7?;L7?;O-WEjyuGGLa)gSdvo*oXmy6^iOLgGvdVx1_~dRJu3=Up+h#l zhm?qeFVDD_WOKuTtJVk85l@_Z>v<B5{1WbIE2bZ@EC8BbMn~KtnL)WGCy4sVB-R_6 z>h$F{Eih-DJ=aJ#iY*OrP3jg?q4(9{@3+yOh}?ed`mS*<kbidJXgR6}`WYAx&#wQ) zCeFD8Q~i&k^N#20eZ#oD$H(4#h9t?Tc<xF_3lT{fDXSz=LZPHYrIJ(<8D(UBC8L~U zCWM6Sy~!rq@A>`PAHB+P&T~K4eO>P>@E@}3V1K{6P#n(B`m7nVh?DsnwdD-)z39E0 zR>tNzoHOWGs<&n32by~p<_;!IP?|8#5_*A$Twz+%e(r$%^p)bg-rrf_-#d>P_wCC> zg}R@?PCvZI(bF6LGb9VA^u!0k#D|IXM$-oOF&5}Px@KdJb5}jf7u5RO@b}h1*=QB_ zt=K&7W_of$4BF*P^gKWDkgi0i<85KwYg{<(nEOZq;ASD=Ga?A9bzK5fwlgSwvmtN~ zp0leD9@&|(a|8MCKbr8Xq$Q84e@#iMmWP)0rYxUHYBG7=PXA|AKJnq$uQ=?7fL7h< zJ2!7^q3aKlo*v)6f$~k;&I*=HBXj6XNXB_pmc64lVy;R-m35Twf2_TP^FlqHFWUw| zBlztz^Rof;*Xi{+8Wnk%^5l6by^eW@yUIPzKH(rWO+7YSv2UXJdY(n1JmwcaX}nRp z9s3BCj$h+VV+NZ$S|V#662M^kcHddXS@b%l@{K{!B;wvIDG@rhNzhdFoz*(QNIr>8 z4EcrqoLdE|Q{O}Ru)pwv{?k8`XlU$q#Dq61+<4jNrX0ist=zUZ_02X=3{AcNU<WhS zsg<H?GI5VIyITK1ur%b;n<%IsUPf1soK*i_h364%k(Uj3@V)!hw`d72VNfc(sr@gE zmRy!%*f5KlBHF0W-3mIw4eM``wd`$0A(Q3SNL(-GD7={uN?^eJK}iAL50*Vd;Dtc- zZ~U!<H(gs<@74y2iz|`lrN(;=c8UCx3%%&S4fRKM_*|C_IM;kEN(xd<)GxB-QONVZ z{w+)RQ<HaW^2Qdmmk7!FBkvkKYLQee<sa1{CCC`u5xMg)BT02%e;`|%Bsf%U%M0;* zmR)&nfqFN7FGsJRI6E?j9yV%mG(F-1eIJIoxHa5c-~Z-_?*<pdROuT%O~Z3;3z5+r zIDw34Y?Y--ei0so>A$jN4l-r%%iN)(bBOU<<doNYc9>Ze+mc>j0-b;Bmj-s=pC|vX zedSA{V9_xa@`Rb5r1G&0-m;4%9*K0##1S*7L*o4oncZ_lYU7i=onKf%KdD<T`zxMf zgD+5Q)we<WU-HOiA3yoe*=b-L@9D`G@10gp^bt?5E<QVt=gkPm1>MqCPH?vBTUEv9 zvG0~-!Vm*9DapJ<@|fY=e!len+<Tbk)Uw@4ANTTEr*?PM3gaHsu4akn_qk#BNfbA_ z#RC4)KlxImgh7QUQ~P^!1DRV^K2KC(AXob|S6uMip+a-~w{aU6B>E)Nb~cR?5w&{` zCePsB$*Sh^j`(#HSn*W;olPW?<@4Kcw;Cd>)O<TX>)}2<5R3kDkdC|@k;i+jSBBib zHQ{`IoB|;_-<Mq$S8#qP^zd}w8p_{zh5ihVpjU;da>{KKIQ`*kg{F=OTt|6K>nTid zbA&u}rI-Q24k_{(iP4cQA5A;+71_bM@R5rKK9`k5SZ-gG!a06_dWkJDMmQCH_sInh zUb53)?ZGD-J{W!N%^~?f9uiL{N$7L(!X8OmGsO#-XMLDAzL{JlD#7Y|zB&WE;t@TR z<Rbz3vo^Bnm~T&~(P2?_SDbvkZb>t?a|LBNw`GT~jv^a{)7OeU`-x!*&u6XPt4O?H zP|h<=8B&=~Tz_^^0*;nGim+;=K*Y{%@r?Sspurc!0Ehk(`xt67eRosAlsl`O`cpAd z&^I<&l7}6hu29K`V?Q)q)Gh}&#|#;#Zid~+;fAPFYP@gpy!=?1!I@_JG%6bQs#nRN zBhAhIePyv;cqz+>`hkTQc-WZ1xkkLdz96ys#aJ2`s6+IpyV+n-wQEfq^REJ^PE9IO zbKyNiyE%7(0N8j)YeZ(q!DYYf%>IA4kE)&5)=V1vS5uW7W^fL#H{T@fjO{ofkj$NJ zc})_it~-6bDMu12KT3l6xAzldcAJreYbGMQc&BFrh2UMZ)4lCjC$mPcUgVT;0G*&W zpUw%)sYkD<k?nuTJeB^P&rO`)3w{4nIDQm;6#cQSLwg<VWS1fNt;B&!wZ7bQMH=F? zI@`AI#=rLsrf;TdWWc3tRoo(&8!R#e`R}~N{l#i!$1Z=NCG9zMJO-XHk;ZMpv3__@ z;@khX;wuXW8MD&7qv;QY{CdGQ_qOOdGB|D-`}gJ~!S33Y6}5wh^cHsWSH|aV?zQ-v z=5lf%XDh{)&dCmTX2s3*#)9CQk<Imp3v-E>lJ+$$%pv>inQgad*H8w9U;kX*9C2-s zD^;}@f6uEfu%7?M1qC$+y+UzMz}!Ce&UBo6y<@iTcN+eE7WO{md<%0kBbLHTMop!_ z<8oXL_cRT8o;$ap{|uhzcgGIouu4O&p8|PTXO<|aDVML-V<fNh)$zIGJevO&OPRch zIL;Yf&VRzg2i*mTj}7bAIRS^Z@0I0%xQFf=QD;Ulx4WHtA{XaE)+2U5T*C8+qdg_= z9v6gq-&~_v#$4gMd1^z&BEa<JCq!K6AqXqOlh4ydVfA6gfbo(Xyf}8G%4~BP&BVwC z-pVc~O!^v&0#a~~kHO~IKeuq-6Y=)ZPiD;9PHum+KLz`U&ruuB$v-91E|qp3al!ZH zPn|Cso`~YUtApnbj`NaCmClquIrx2EllqZSp$b0xN33mDsbC=LyKh<*4TO;9%mN`S zWDYs{i<TlurfVL#MRBA9r5}s?3q$$H%?s=9x_wNfpeEtza02h+EWGOFB6*=ERbN8~ zKmWFuamkls`N^o1mRA8QazIn_WLT!2ne6b84xtg?g(Sr{HWndNa3V%y-2!t{Ehv7x zz6MfYIJ$XP^|&-yIw}Qk0!7Fk^@3Itod4|?;0V*d@t62GqsSe?G=PkFjt_g=@xkD- zf9P+9b>hFLTO7vcY2lv?3yq94=8LSA<QGp35_#R9MdeyH(W+g#Xux4f=n;MIJn<hD z(AzE4G6t^`?S+QV&`IoLIc60mLETQw)-e$G@cvNS4}B>!mjw;0v&Vl{vx0kc;U0d> zE$<c`O?rNk33x+OCT{Rkfyy4~-7T0ubLHEyfeI}NC>YRvyYTZbDp;9GFD_+=$5fvm zvFmZem+Jx>VZprM`cJpbq@5Z1uly2pILQm{<H`XSu#VOLt#r$N66;zt|H<*}8YNiP zz1j<xXVImDnLC&;Z!cJ~^kDYhakLptC+WgEg7i08n3N?1z*2mJZy)X#&U#xQ(<9bI z<o9mf2<zHFf*k5&>8_$c^>nGS|F9J9iPuUj_{jkkZ(<U-g(eYaNl~2A1?>Oyu}S5@ z`i11e!n&HD6bM%3Shkz7!us!qoHLIF!M*TB`_C|(3pc3ZHC4tv!TXiV>Q2^SzL5uK z<{6yR)ca}pH-!so_PkR0eVreC?SGVvi{aj%0mJPQg}6VN+D)0`z7RZ#2zz|Sj~7-h zh<451k_0`S8>%<o(UF2G3kv$&Qt(K&f1B3GD$3^C&{XwcfQaXfuhgR@VJ-H|iOIXX zz_jc138^3We%ZFSxV{qW4+2AXauNh#J&si~`o=7RmQ}~~jCew>u2qH}``BVy54+Jk zWQOoJqIO|A%Y<7(w5$pCC&v1HYxDNPeGbR-i!zuOQRTH?&n;~EVJW<*LkauZ_ef}d z<jutWe;4y7mMU9`PZQ&o@t6-c5&u(K2S2BZ7@=iXT3O(xDu2^;3V-K9(>N*~^`j6P zvpH@x+$&zhVelt{4)TOFHgn!^Lh1rn#G_$3u)Dd%*Elka-khrTJ{2thUNvpD-uz;~ zaK7*j>sc{iDQwoyi)93pjK>E(L>b7Bc||4{8rD$x^;LHhF<P7}3%xr(6ig&2$LrDK z-?N<iRVi{bf^h0?OG2-i2z+JxJRyj=Y|+wxg&mG_LEt2xKW{P(<h^nELVK4DJiiA{ zbdAxFKUW_$ReE9`=FO50Aq&jCxIA+0mi#QDq>P39#C?zj)B~}@$0cCZ@{_ttHzx!x ze*0o^_Y={|=~5|)eU|+`HHxAu0#IEiL`**4MAz8UgL_<XZq#T}TpifRci^rXCXe@x zE~ST^rniu)mzLi(85s!ZlKgK#mjR^H-w*cr(F3P?S$ZSp<SLa)i5cN@{JL#bgZ?uS zFc+chr|}y=!Ldz3QZ3!McXG}4c^>W)V4Emwq>+LMmiOo}-dCGs2es8)l7vG$^An%v z@{rmu=S0${Cy<BX<VFPU-IdAdd$#YB0z@`f{#Zy62OINJEp0r<MONOg8^pY>`cB^- zeavxK>50C6l-ML<^lO+dR`EmF$P2w2MOgP}eIKv(YyqXoY0^uW%^~^6wDVthaSt*B z_1Q<iB*D6K!204%DTx0p9nH_c42x^0ZUFXGFtzlrwok4hrh-J_b&F+09UBvjz6+6c z@w-;e^5D6}=G+1804^x)>J+%0Aq<24mk*zzbQ5=JW`2teQjx{dio?nt!a#W;{%Ndg z0M%{|#N{G-P;!ktr$xmLvLS7*vzgSS>?aCizy}VP4BcPS;lxc=Jw5$tBy|X*KG{Ae z93Mei2loh{!FrTT--rzZ_C0P-Q2OB5js2q9hjel+B*2*ArNeNf1pG{-P3eu2AQdE! zQ=I99$p?HKsHl7$WxZtJZhewQylwOy{+J^OJa3RQTP+W1X@Bo2p+-mUc}}NsS(6@E zn19$&8Dd>>kN%x*bxDY1{Mgm9zyb7>5lVR#8)Ut^&vz@K4;fv1UHD6Ng-9KJ9sJOf zhNR?OsaU5eL%(Mq7TAB~g1ov8G3N(3Ps)hWUK|&KgM9&M{E>|0T<Ou6cMM!mO%pa? z;X?=I@0<A-NhbIha@evmu^ELc_MhrY#(NUs3Zuq}zv%n#bY;<R{2=RW+I7x~o6HF5 z-^KZu6Z|cN{Dtv-^+(*}4hF?()FWrg`*ul$?D#y;_q>c3%8$+e*~UkKVe2<-t)5)) z>{a30hktQj)53yE6ZQ*MN_>kNV8*=dJ86UUZi3(^t7QBU`yUoX@)IhudEh*k+SpYA zQK)aQXzU^wz+4whzy4_@RBVj9Y}DCEx|bKdBrrFc{{3sw-tcXZ^ygwxF9$8T?U~L{ zoC4mH4(eU%Jjev;vt6tE#(ofm=K2G<4!Bp0&aC(9%s47_;<x=f#tL@Tjz9bU`%C1% z$vUO6x`AW{W!F-$P7v7H;b@_qKzNN<#V26DhutO7Bkh{lKd8{W;;T4DT)cQnEk2f( zjFHbR&c45hXgeRAvd8bC<EbW<yS#HKMq4DF4(Fe~RVUxF!#djr(H45WejYW*GQ_vr zuOO2N&)PKSGD7r`%XrEJp1Uc1OD_s%5C?zo+PMjCIPZcYSI)4L1O6OFTF>}l=u_#d z-$CM7mmG+X#(AF6B;AazBqlI!PN(o>%E2isZTdTx7~zAO-I+vfX0SbWN8p?kGf2Ij zXn6Qs5T^FJ&**ru!$kP0-49O+lkpK%9e;SSzwOIE8T|2w@VAHUj$g&^Pc+kS5BhNw zaJQG!f{6#rWoPrKR+ossHODq$k8^;C^x5Y{V;tneV%>B5g0~3Un;tYQuSDQ+%4Bf^ zqaZnW<g7wKE&fg`#q8g0jq__K&%KvEO$DISdYg3|=P7>)@3N=uCt@Gvg$?@Pf9H?o z`lwpm8*^ImYPi=BG86wi%GHZ|x;wM3R+P;WuAa@>Z{)F`JM5K}n7=4gU*)87aau#- zmICFItdis<cY8KgL<i>OrYjE)@WX#vEE<RTxX8akpY46O;atw&gsWH5<-p4rrJr3} zM2T#*oYa^Dp7+(fAggWxxn|S!8klb)^^XMFe1LVS_ENI%U?=e^&2XDexjalBmK$%) z!o9N6W^}3=;$&8_wrv^aAUxq5+{c_RLN18tKG3>?o#UEIyLKeVLGTejM`E23Xb;gz z7hd9mjC(e`hqetN+JgI2X9gspGyivSu8<&H*SWNq!66Ta+_P`ItmTG*JN3@itJLtZ zEb_3C1rvN%3H5)E`=b^G`Cb*WaghuI_SVCv1R(WFg%f)iJJi@low<d%&KEVy6zB}4 zK-Zo(jPbf4)}vMq2iHyzMzz=IZ`(5ipLFlt)M^U3OTt`RLzf<4sOEn2_z%Qe(z*BK z)-<s`|G~&DMi^=@$(!Umh>;9>z9(NcNCL+xvx8=szogh?%4Dj+0Gb7FE4}f1v2@Y< zSfH&O{Iv=!Ifi|b?nAK`(=q@5?ClAaYaFaFTCT(DV9|@356ebg>%bh{Z^}AyjRK^- zMfiVb``AgQBu5m1d!7_Scr&XKx6qQfcQxGt8|leKSu@p;ft`xyBC<9aVbGfE-k0aA z=uFO^+Po1ttP|_GC3j;UBtzEg<eI<e*p%yCny>tjx*4+TfjkBBWHSrN5X@<%(H<AG zVgU`yT*1=*b>hniS5_qh?kCF}wh(2K$J~u6ZQJ-2^lZ0m@3jOTc*b?iX{A^gOiaG} zFH4BS--2B^2BYlYbYZ(s&T9^MWO9JM=O;VNKf0Z?j{OR~MOF+>Ub)1aa*&X-mNb|g zT6QY>JxXYv|5EhD5&Io;<8R4xGT>h4Wfw0`DbP52a{7dfGH|O=A8L-;M2qInbNYiM zA?IZu+q|MAIdX{Gbj20>^0u>%{khKs)<3S@z1g;c-ZH;ZE~}@5MV@KN^rx7Qbm`M5 z2lEh-^I?nljPEg>Ijwed_`TD=DwDg8`6wpV=R4G+1;~j@J1^?&ok0xttGZ|Z;{I2& zs~-pH+mV(z1r~p?<2gl@X@}ktk*ko?^iu=t=ed)^ddbtM&$akel#~qQ=H{GR5fcIV z>h6%G(*nRIGor>BgLzz)|LPaHxuChOBZ?Yx5$(IK4E4uJ!|JD$&0>7-H|SbD;Dql> zEX^CqM|e0P(#h23GC$^&26R6d$LHn!jJN*67kS`TB;8M=GyG&zt>eLn8YXzxvsrr< z>$AH~%;#q_P?4vLt?!P$Wd-fWD{XoXn@IaTNAVNhA@n24VbAU3d;sOwG!%HI(awC= zP}?S~D-9M7e8AturMN5AV`Dr(w~t}4CY=iC8dE90CUOwvuTwWXN()hS)77K+J9<<n zZMg~i111a~G6=J8p;+VlWwhVNiT=s2kDYym;ZDu!?gxfkWU|%%qgB|)!6v{T(ELyk zB32K38Okjo|Afmgo3O7=RrWs`E_wy{wJ*L=LV6iBP!D}K`Z$Cn=Rvb&FBg>HM9$Rz z{lFI+Ze0Lzu>0=H@i=psxZbv5lZf*dK4y<>+vmDal5($@Q!Vym-QKw%CM^pdM%<|v zH+bMDS-s6GQ525$9Q^V-c#5F9`*=o->Nc|e-Src&E7AY3sZLAWByte^elZ%@L5kT= z(NvZX#wxAHAf5-DU!{ym=Hoq->+?M8d)zQ-$Z${Z)(8^+T-R_`74P@Ech0hmtr5Z& zXF3y4U=Bfcld8}sYEUzDTI~(5B6_XbG;~MtcY$O59io?nWAkYzO>wW{{c6kmK6}>D zzOuJ@6okJ|AA9y65M>5$Syt8?%0fWJ=9u!NT?wSkwVY!1Fq7Po>K#9>(SqW06XK_4 zA&S8~Zyo^w(!5};Y3J)T0%#hJk6CRJ@$>f$xbe9$`>D*X+C~)|{pNREeK&@zWe)o@ z;~v4^pAB}=%!xrDv)YcMF0n*w<fO5SLmMh<GvenQq>yKh{Wxm3Mn{foxW)8Qu#VL0 z?dlMLbCX|A$wuPmsdMgd^&708Dsg3^3B0dRo)lD2j9~$@>sP(U+P8uEKkMB)+Xm5x zwQmv~&u7uo-VEl3WJRD>KQ&Z!mWg!y==pRkgp159q4oB;OhxjYIK&aeCW60f_BEH5 z=z!;Ck@z_=ZYUo(w<z;Mo@}jZuU&gQLdgF}Hs5d+hqaxs`_4R`4=yXkD*eK}R^R0v zxMWw*428<j>B|VJPBqB$c`6OGOFM4+mvaFd#eh=lFoP7o_vk;lMg<N>so7|@_@Pz5 zSLnetR#Jb*<Aui}^rT_ho?El!>?HZYPjMdmG_B-$y=~jZ5d)(!pM)3AopFuldVdjv z)s8!wET@+c-=A(=3rho4wR<Ke`p40CpSKc>Z)Z@Rx#nlx8{)wDmW;jlMg(4pwl}i4 zuAn~y*#irD)ZqE|wM^&m5X!#S+P=>S=ZaNB*Y@H5w!p7THh(xq5Z%UXUH$_enDjSW z-ivjq&?5a47u?nf?RS3Tmwb6Zv-fH&Z@f52yQ-JEVjbG<nL&H!RsqW4{Bmf$V~#lI zvP5spIg5;00ur>G=*a|ag|+HLtkeAqE`5yqqXeY*Cka^r5ciuw%#GAQL(8p2H_1yH zsD~vz9A6-kWNL?QkmKl^?H#E!tnbnq{$TIHc}I<a-qtaGK~g}=_{BoMJd|oCO-CwX zE`9>F$PkS@<oNN|A)Jfp|92aLnHgX^$04Cm2O${V{lIDVH9fi6AjtP$#|Giwo}47o zB?xZE>~g;~VlHQt0E@FbJ?2gv{SdmJ7bXtc9#rG!1##VPnQPHhU|YX~kq7%OV9Y(J zv0VthPIg||#QZ2-t+z%c%A2Tny5UcjN(qv&_4Jdi5e3nD&%<4q$D(MluOd5^8_sU$ zGRV5bP2P@rM*rw9=G7M7^nJuk3(>v*;(y^>PvnVO_V>qn2z7_YaSw2w#n-^q_p31@ zIo~e+!{P=Lgh!QMv0h;WrXL5?6EvmB|IF>r(6@6z?cC9hQ|+?weyPoDTZK5d9{w~V zGqHeR+1+KiX^m)!-lx5Yc_ULNq?TD0#7XCdjXnE=ao?)ak-hE0xkQ^<$=;kiZZP#1 zezC|*1IK?|d4!yWpeTM);NwoLX9X&_eivl`x%J1v`Yjal0p;s`=~_vs4-6A2KEn-* z&(l(F>9dkd**hs3#eyKnz*zmIRT{c&MGi9BVxJmMc=OEVAtbV6>B}<CUj;9^DjoVO z0AV_18;7|!2$Nh+u|w3$h+mCjl*F@%QvYb56VYG=6_&uP|M1*s(6Uq4>K*>~n{UXt z{h+|ts*kS+JlH^0j^>_e1}_x4NgR_ETtjj9P0MDjvI(=$>UR+YH92}+U9=197}xJ< zl|}Z;fKl(r8N&}#$S!m~(UvY5-SXSjD@el&fe%&Yq_y#!vSXKV&UPNS_~DC7g9#03 z9rd^}yrm2I1Zw@teLY4TYn934b(e-`sz3AZc5}cU)5$vilh}Xr=YEBC{}M`^w2s!O zqlaRl8kds=+>l7gV{oTXNTp+Cb79$-n^u~j&N)p*sxM!Ec80<UazR3e{6dycT6SZg ziVih2&K;Li3>SsTo>CSzu}vfy-?P8F3iI~;m;bpv8AHPiX9wH#Fo*kx)t{O@bA(fU z+hxszlEB_EAbBwga|wz*q<yB6C$FDKj+ag6C-c+ZdYSiOJt=>m*3eI!i&;w?HTlR+ zZhzivZ;ki!Oon%oW=#i(=K<@Immg7qLS_i#{hoEgW}`ZDJ&g}+3T{kBZtp`)Kce;M zaZiJy-nGv<zy=2_gIqd9*g&HpFv9LzE!rGz;-BJ{g}q<yFPHT2KyF}?Xu&oHoHN#- zPeU>gNyo8p;fOTs(fQ~64ePzMx`n4IMQFij|F3u@?g<oItF|{0=aRC%A9+_w--v$l zJiVCubO~hz?l1dNEeJZ>Z+ta$$9+p`L4VKRVTA>zZ|vC$Oi($^NUyOW3|?xAbKm%d z;Nir<5_(x~NKae%MrA=umL?r3Ok`O?A^B3XiHH~MC;GQ3`|v<UN^9T#!A<mbSE|6U zI6qu&dMi{-hx?;W%hT_~T=U`|BZuxeF_DQvce)R!$v_0J{09-f2BMSid0ndSJW{>s z_4N+U3Ex`_*I^G8h1_SRJfBTufXbFfDk-&_c<aXzpjw6d9a@?*0=!1i#lF*GvVQpc zaOnK2X_;aqAkP+rYNc^*J>eY<<}@iT3x)R(Sg*V9RkGyF2fF1|72f7JZyX&dIUmCZ z4(Ww%6ir6BjNV6wck=<8kbHc2G!48TCtF_Py^dL|m8J8S8N$oYJM>rvp6?F*puO=P z-#_)Xw+n8}qqN{FU*6+9sccgoR~!%ibMe<7tFNvT`J}L>&Y~#9Fb>w)Z|@~?U0nMG z@cle`E2GJO33H7uSE|oFVS!8RrF&KPO(MHLk-9$k{dll~I$b=a!AiC<w$8ExS;p^U zR-@s7^}i~Q&*L7b{<jy-eu?ITa-9|=xW-K8T@csh*pBDC!GITcS=NwR1Cw}x0M=_L z3d2lzzup$}U-yA0tYAFu8QhFHG0qQ0&eAqW!Ruc=&K6c2pkz<!x>!#|HaT1ujmaA$ zDF6PmbS>bA(M7{PrzvLgbRLu9*Ii;@VC;eM1EMhKeCzT>+?Qfkt9mVGn=pL$kuiJs zmxe554NLR6DnRD%deY#;sQ}&cGnzB7POMysjN)^|KAA6Z_vj38zwkvaZ^LIZXzI=L z#!vf~(A2>5J7CQZpB>(Q96BTiY?hnhpB%ByEQG#4zqv{@w}~Iz#<77Sv5MVwhLOyD zWwRNIxiGH7uep45#o)52O_UneK_ZJe+B|~$iNMKkg}#aP1f#)1J;dQWUQsOFQ6E|0 zU1MyOGiHY3YrvQHlLo{re_S`?mBGEauQ#%@rAg_Yhbrce#K3(_`bU`r1DMd1xiRAT z$ENP~cgAQ|5HWONPu7)(9tP2;3Wp?Mdk7)JHI4U<1>eKHL*|KcE~UYf>}`bQyEo4- zW8SM|iA|Mr&2N-9)UptyEI?}PHn=%@ln;XZp01v^<OAcL&uUk`;JHsiS)?526_Rc) zU&)M}Mb1$xN%<R$aDbSP;KCd?_xz6`ia2kiXYs`8?<^PD{_Y`#IY$CIPnO0xug@c< zzkAw+RYnQN^EvT9J64f}i-B!ofH1jS!dqEB-btwBQoi5%&`KB_tVkN;876#WJ|<-2 zeNS&%1)Zjo5L~=4^~Oq?1@{nM$vJlL|G$5WflI0bMEHO}Eb6BLCa(cmjZ^)^OMCOW z8Bcc7iN=}ZQ>P@%bF+nJ;B)^%%&Q#xm=z>?&_9Cn1RYSd2d>DDRHJ=sgLd3lznYLK zcqv$ezavj91$UldfPhth#x~sZSGoSt-xu!%_Fw2bbSFv>P>`eH<V#*)sLh(4_r>{^ zhc$1+PBTL4dh&C?eT}BYEAj7ePC{w?U<+q8_E{~ltG-N-fNKlmd4<i)aMge4Vh^61 ztm}BpjJUC0f0V7dBmws?y**Pe6~_qQLX_n6wI#t&`i0s99SV6lH6A5e;Cu3B?;hny zQF!erQMqL*4Ad!B(~_shh|+cWkKq9#;PBgWCx1AFtm%DMychFzlAdZr+neM3&ef%8 zJC$i7?n1<$Isu&X4O6+rCoT+hhvzR%oy2}}9lJxuy1Y;uGL;!{7WaUO9?9#&^J>$y zqx0eJPSg;`E7yLjfymvn(>fdTgWkk&(2O^2B9c8T_;vA9gaaZ0`_}15mn)q%*;i)~ z-R~xSi4+kqxOwD5jwCG^`p|kN%7l(|Jo$w!US|r)y`_D8w?h^po2(S}>f&6wiOy_P zN(oAOHEJmm#s~IkU(Ai=Fz;O0J)eG?1T<b9=(t)a0uApwM}9=%9A1z?YyaFl;oK-K z9)|m8%`fq)iDWGxAtU)?$B%8IA8R|RFX1_BfW6pcw2VTY`YkYb{n-+VIjr@gZf=>F z^L-Jetlfvss~R|T?d1d7!Xq&^?D#>Fv;IKvPrN^}Gv2F=_X0a!c)D5dkpRt6qDo7f z7v`=Q*L-7|AqsSTf`8J<L;r#62N`i*%ivCm<3JW8C}n1<cucLMxre0O8m%~RS2zt< z6CA)Em%VoipZB|@KWz0#@PI+q;w<Z`A_P`__4b~pK-gG-C%TV&L?*|%_svrSkBZ*h z_HKHJN{ISpsmufodCp$hA2CPm?2W&VKVg2;fpVtKz%@kW`k|P2^*7-vYxtXfbqpz1 zqC3V7iqN`;|0iuSBY82(isd=h)3nL`X<9fxt)zNyzv_Q{<j3~*9h<d-NY!B`C$B?_ zRMwq5a?PBM{6SWwY~Q(w4xVx9Kd_GxGA`X7a<}1y<88}VTH6JH#@6el=Pn7j=_<*; z7Ap+si*@0X{bE3wl0BY~GK2O=|Jf92r;vR6w@zOZ<pL+J;TXoi4I<>(v`b4EEsz)A z1UxzX55*ndXg}}{>q(KuDvEdxtTYfGzed44DE){uu6e8@boHr};rp%OkH|X=>P)2N zJS!y$=UdO8ZT{4@C<3J6R{g}*FU0L*K~^c?zA?JiQ`cK5nD4xLo8xXjvDue=Yduv0 zwC&VyDEo`R>ekk)MC_05C`|%h?8oaf&C}+?^U&*pte!Nw4HT4dp0Sh`_o-4B8~#?| zfp6Xy+Itz8$cg38D;aET@bQCHky9l#n52(zUb#;PXQoFs)`1(s4dKNjc@{Eo;dENH zax&67@_d(^f)or-N`BggxxJ(Ad)~}uVINxk^)>ZO8mOi7-!iyP0ma>>K`zq^D2rQ< zW^OkV<WNO-a&%CW#|-+y)5O?;&Hmf*i2y0Mz&mwb4Rb-Y>(x}F`DRgsO9mpd<w)P_ zob*xGdEpL^p4~!+F!`)_d9)~VmEb<95Zp7eMmRn$tQl9w-2Vd&?dKn_5<61v+;0BP z3~gH$ezYxeVECIRw(=N$zc?N>74-9wGZwNb_cB@tjs?Bi=kfx;#N0785X}x}cSVhd zx3fc1fvijVdz|-l%l9_GyckvImoZD{Fh5rNfosjhB7(YVN3G)_G1%OYPEEr6|I;1{ zWSj`*bgu1WY5Rch>xI2F?!LI!cSX48CoRr13McdqrY|BN51s3=_~-6k#yfc_PZFxl z504o{%R%SF$*p4Cqvf`5adf8{=5qd7z4k|!8nWYA?)@#2fLQOkkcd=XlH=K4$;dTE zlA`u;&#b-x7^tf6_=5NKwa5GYH6@nNXO$Y0yeV3;bM;=TB!wP?b(pT5`o;%GK4pLY zO{)rFFTFLFN`>ICip4tP1wk?|{41|2KHo+SqrU~q_Y&mg@_m}UROHo7wFg_=TgZO? zEc<N(8HmcJ?i?WK$R$UH_JeQvfNs~4#onJi=(grJt_?9hQt|k>U6EctF<1Y4AX)%( zYyt}&^cZqLv6x4ZemON5WyUe`of;-GC6dlP4xU5ffrC58=O}R8@?BHl0^a|ceOAcW zOHZEB-F@0$h6B2etX?pl#+)ry&fi}gn8}cebaiL^K2B>0tkk*VdrQz;TeB2apgVh` z^5`Dim+qUz&0RM}gg^D$C5HP1)!!$C<oAn$_=)3>Q?YNR_QaLiySXw@nDpJ8US<<L z95{8#L~tGX9oZ|Gcz_vN9Rn`rvP>eIeI6rfn2WkZC?EYgzz@N%n)6$Ya394V6*l{E zeqhu(KPSi{3f+TOnt#{f^OQEL=4iz`Vv<GthF&V>^qYTJxUiQEI{9zW=_Rp)F!k2g zkbxQ0ne(HEWoel(+Hg6$wk%4TvoKF{EiIw<JFFgkPNI;@RyS|u{NsS2J2N>INpr~e z`{wE2-)9iLy57vyJj_d;H>SM79N~!?y%XunbnvK<ZO7rVP2!eKX6)msH9~3mQcLA9 z4Tz^(Y%+Uc9($!v_Z8J&gv4heN=HT(e2WHdk6O~eqvvwnv!8HoT+o23Isoe+%0`kG zldyi}oacX9fCv0@1{Pj_=tIvMd#I-xg~*v1=9u?ydx=INT|vnedQjeda?i;OZfLcR zw#=iY22DL5UAQqp#M^AUNy|Qlo@Jm8lXXRq60GZ5Or0TivOhnYJb-(53cvVHcTFJ4 z{%H4#*UiM<<l_}g1#IwcN1>CKGY`4*+tK{w4a{RsC<r~&*ov%})XqL(;Rd0E?JpN5 zMS*)<uc;_>8`OzaC$t$X5H0Ty1-sP>fe)>Hz2aCO>X2mnoc^wth!C_n?>H#~EA}6r z-45JDubLgpIy^)n_~sp(spCx0`^Q194EHsuz0ZuOp{9eT^{XmRY5C#J%})pJ&2f@P zw--Ixhv!nq8<x+sbqA3knynSbdHW^F8?IH7i^P)$+*<$ljk~+-NKAK|AZ)(S8sC+l zN4zttN{zo;i0=11jpmV35N65?C3#%nV<t5({#A&iVRszg_L(1|ZFUt+;65JflkP@W zKhcoo>rWoaU6coxt3f56vNZ6zT4`;_pr2Teme`aMTgH926*?EB$B58K%54$)S(NIJ z8zb=k>WM$!;oTi<q>?<{b%|x1SJTX};|t0n^5y!SPDJ*j<ZVA$v<~2YEA{;WzaMi0 z%_GI%ryq*|jn0DrhyMggAurn>cg>kVRERmfcY`11WQ!Ru;pbZS?`Y=n^L(I^n5k@p zd(4k5vM0X6xsu8cY0(dHZ_1|WP1(ywv7i5Wukor$FFM~e@#7aC1F7WktBPKk2VSO^ z1~w5aKt{jpW@0TN3cu<ULM128?Y;k<&$x!%Up`M`YQ_Ig^_TqDKGMV2t4SKt9z)1{ zZcy<g+cFyHP2nB8#YNIMWJ$il`xxse-bqueTaT;#{q@9Qf_N`6VDi+M3G(EoS4-Kj z|8aG@3;zww|7SYc+O~5671n5KwLZpr7MEtHi?kTH(#Dpat>l4i+s2%OabLnkYlEVu zd>){_?H_h>To`t0dL7~L#=H(8^%rN3OJQHFLO=!9^~rNoU1_^;-mBl6_>1{r<Do6- z)OAIKzSF%UE7P20Xp%wCJKXCiPsQ(;R=q~NnD{_t^F|WuGp&KFaZ5-q<eft8cg(%r z3je9nAOvevysn~m*3rF*v)*%<14t)9LrL#ez<WX!x?!vb4Z5YkO}v*UbUx@(?UMr6 z1I@`!2e}|uIy|Op4-aV;Rh9ohS`elWo%tq?zpLS^PXeWia34;k$pV=)jNa?GUYhS> zffk+oc{Tw);MkwX>Bvt*<^_(G4b#cNkkJ>*JeEyD#ae;2CmQn>X}gU_{Z>$n2~S8^ z3O|(dr`Jg63y^AakJP$c<e)UvqURUG91*UmR45z903J*UhlB2XC%oS}E<3mIK@R7x zn~M5^V0`vL`b#;it1o>iKO`&yw=Lv-B=L5*e4X1>z-b;WNGo_y<NL}FQ`=i2Ui@V4 z_c&MfDlXjDerxW9C@=Z=-AIsw0`9vbW^NFturET+skVND9lBqnNHRH!LNjU#mP zM5WG^@|X0&u)3H2%!#jjBu9<Xdpk`T7_=vQ<WKNG-F@`@#wE=E9933Q<`BcVV2j4z zoK*16%s1}Dd0B90da+|7Lj>yP&Kb6~Py?A!qfx7tfCLRj^XnAm2$iaw;usAH(mC!w zFGbBcv>Ey5cj^x+(yH<+*AIObvM9)Q3Fnr{7T;CL%(FCL{8ecAnz|TS9?+#}+0OtO z`ES2=M$qDZHn(7xyEwmkVSJDFJ6aHyi>uwhd(Wdb19wtuanED=)}_n4xIt@bw}|OS zMsS|J+qH$C-zl{`hm*6cp!UQvtETEFvHRDUjFW*nR0$v5;yL;g)gM0Su{(_(Uh-u} zWn5iG6P7Ydzg@)O>t38I+E^e8qH|vIJ^Y8xHEvV-q(=uIt_O}6pO6H<(_8ZTM<`_7 ztJ}{8Z{z$(=a%D_J5xybxBHlflpx#<h<ZMov4$d!Yn$rDHWG5ORM)(pu|NaOND!^n z96`tFz%hE821>b?j)#qNLYDZzS~)%+t|f2DF*=KYcyrD6V;V{@X)l-|<3I&evf++7 zF9L|c`?DO)kN8QW2aPS$u6@L*(pXf;$N>$$8f~@$o#>?N`_~yoGe}n?nI*1}0_)`u zhAnWfjG7tqDvxy^lB%GqJy66zUXL&z(va;#r(D|&cM<d?#kiEMjC-7@?IOP}IL;A< zS|_8!@%w&ldluz8<^>wA*3}QG<GzN_;5}3POqeJB^1lf?X~<@1(<^(?fSTBCo;{qw z{dp~p{d41MD7H|E&&G-Y);=TTtS1eTG))<zIKT1Tjp33d_RlDZiZ~u%q9fn81<Qu% z_oJ%ZM<t>?<LKeNIt^u83hA*ZTa}M{j;nN}s;+U55mGPc^>dEUz`jj2U705oQt!Ti z@MG-_6j(5z%I^G=IB;3l#!VV?-99N+$9euDQj!<$2G-&C=agLJ$5`A`lKQzQRSom@ z&ySThm*P1kB3Ak6UA&JFn@jAM!W<0tE8BOR#_!K3Q94#b8IWv@Yqx(mjlR+`7?u-V zD8Q^+h!__E!J`YdLpP+rQSpoFTcdfT!hZDl6G>4hF&?~dT~&}Y;g2=aq)<V1v!nE1 zbt?E&cSmblj~zbnCm&A7_i+`b+UR|FexkNcO~}lm;CXI)#-1I#@bsXw+5_AZqIi_^ zYA#JB@nTYRyeuB~>h%8gX1FU2nWtES5`Ac)#cYcvI++E+o*g?+jxvLaGOn`{T_qxd zJQ|18DUca7r5>><4@)K=W!^>MvvRs9j57%PtgmP8*YM~=M|H$b2b69hcsTd;=fVPd zoBUsifVl!}i=SHTR~G;yO?gAlF6<Lj`k7>~j(JC3Lf=oPzD03C*YekH{X`sG*-VqK z#!%~>1Kvw`&stmA`G|6X8uqUU+cUkyT%{?;#87Qc7^c?0z2b-WIEJHXOZc3O<K`1d z!?}j6!=7sLiakh1NP1srxEyF)Ectgic7w=qoV6Bsg3q6!Thf>G8VF~ahO6Gao5bg? z#`N)F3gmh$WfU3p5q@GBhJ2ICaE0c`-oi^P<Y!aSfsk9ApifP&d&m;|@xpZMSsqRy z&sGYLC@UAK@nA@ObchQeG(fJSh6lt-It)Z8EU@RA>zZ)57#x?(VT-zf`~F5h%6Cr+ zLsRuhk(w3-h&Q>o`c{b#jxt}^zM8{M-m6VzVeO<QH7-qBp1jwKRy#hYtgJEM7<``n zQyQF0b6AVMRlJT?(k*1-l6b(1hN#G9??<bK{dg$C9N62&8Xu(kk%Rjo!8**bKCw`| zJ?<ptyB;)SwsBY^Y$^l)xY5s}O<Sn}%Nw}g)AS&QhIgW)rWN)<f0Bq+iDLWeO<B@7 zHnMrg6<*Ms7?3Z)xdSR6);B3PaIcPFwCt}7OT?||=ZY(A(y%*{x@`z^q92ZMu?yqg z(Hk_>d|lC-L_(5#fz~i9DIax};hh~TSv<jUBogP}xdjK_DWoxzA|&UL1f18Hd@k_s z%p0src}}0c`F9n${&y`f<NPvGy;qmSqrgI*+_rJS)rFQ6J;`dM#m)t;E`hdTIR8d< zbmxV9ytnh&_Q=#HVv{&}MgQ^k^f@#mzNSTn*AYun?fPM|yyRP9m*Yiv&k|R>%Z`b< ziukX&^W}kHanjUEkt5ojiaf@?ORa&80{faye>mgFLza6>F*@M90~^QQ$kldU*rKV} ze|fhQ(Du%rvBSQN$@hG&go^|eRxwBnNU{KDXVL7u8Rq3C3L_D}X<|8ZXsE&gb4)Eu zo_!7w2mXW7uM11)pvvWTcXr<l;pl$SBpT~m=jSfwR^Orl$L-Fa#>&M(o0278_hyTT zIOrg{HadkCV^4TqPGckyeM_A~G#hlE4_!UCfO)>*LW`>xHc*skU4O|pLDKqCqDWMn zDCDpGnwH1DjG*b#j60<Z$ZBVUWuGNK87?=$SIxMAsE$|Au|CB)B)5*I-uS*}%y*y5 zdJjHlh(EvGG^xmeo0|1A&J?g@*`z-H7Wal}9p6~S`jI@Ro}kn94P;cfC-xPd55Lw` zTutfVfPUqX(dBSjh}3Vdd^?Hn+w@&FqaX3URo8j-<S7o4Vv~3{bDaVM`99Pm|2Uy} zmH+<Xf3rlDgu=f*F$VIV|1RZwuc^VtW`^tQw-waNR(3EM`wZforoTpX6%z}>HAQ1a zQoz#XrtWZs6-wd5QY_A0J!Lgved5Rlu*w&%kylD&D1PQSN9iR#1U<bohI4n?7aXIP z3Ob1soo91$F{iGHj9UEK!b564H#lDOP8<fRzg!N$_mUJlJO0~$#37>4ha=2$04aG1 zuJZWc+-bXqN{(+Ais8Dp+OC6rQ3gfZeR%qaxNl+ht_KE*Bdm$liP%S${bFwK%3;j+ zm%c4}^EU&@<W@eUb5#K6eNVasg<*euuKVt=CY;-me!a)GPJ)zR;P|Rh!%Uj{C7jsq zNl(&CdA;Ff!M+=3E8A-}vxqh0aJX$Qo|E~{JUjnJ6oMq8ZhU8!B>h;z9&E9&lUC&> zzqlBM$gY^vvqno?pk!-Y_dAH51dmTe&o3*Is}(MroA}(=XMUaP?O7(s;$-KHvuDJ6 z{zpym=lDpKMbE>Tjw?iO`Kh|E*&D=%ZxKq*%;n(bK+Y`-_BmozqLZ^+kp-67LXVwe z#CaFBZd=~pjL>+n#D0c%lnC@lX_anIL5m0ScL^%35FwHbshg$?h^aK~mDBkxRIBfQ zy0r&$P%8iK%HGQfaqsol4jj!PdRVCSqe*U1u{&Vxk8>zg=d1Ue!9MK#zXB`G>LfZ* z>|dXGLmFPaHEA%DksztN-I(QYF2wQlwbN%9Sm9ttw!OBp90-TCI&a&=xmBa9t>#^H z@bx+8KZWhMN9+2Zcg&_t&|Ib-xwTgqc)7o}ohrt9iPby44BQ9dw2R5@_>2H(pAs85 zw%J2?6gph$m!}20vxn(!UaTVyEXTTCbeDzJX^H!<DmmcVjo4i+L9*n|DWmHTJF$<? z*k1d6_Zm8*#G)nqO$btJ-neFGQGxlbOI`#1SZ|=(V_u(#{jfd46Jmng@c&kuASofp z8Wi4JfO)50bAeSbg7>~%#SL-6-9)Z<eWrzf0}83L-(TCq3wasF{V~`d>7&aZZ~l@I z5>sA}kA<xxdiRZ4L5&r}*2}=)@P&oc5I8m-F)s{N=A%4j%2)?nkos)+SP|Bxbs(N` z4vBuhYv<xD20hG@9^HrWeesZn(Oo7!;Od<0O}iungH{0?^oxAJ`yVFEUZs%6v#qBi z|6q<#w8o){B0BQ1{r#o0&A5lypSz#7SO5y$gC}=REg`Cm=W)Dq`6#C~bv12X3Ow)W zD*qB>g?ftBT(boB^EIAg3;c!mysDI17OMs%<gh$>r$`BO?<qRFigJ;YyqXKSh7v$M zuY5@V9o8rAj5`VjjS`Ik`+gTE^b@j0uZw*%7ttWGUwN2j1DQ-`W{p3=ebb&V56R-^ zS$m){S$fYhs(#&=)$tJL6`9N?ahVZ}?;5P|Ik}A1b64K{!`#^6F<+{Tm^GBclF82O zw}Co21D!LHn~00^6{q%n;0D-Pc2^01rx!9^SbK4QjLa*enAA54K*eK~Ae9nJJYz0e zFz%T{s+W_uyA-g4=4~^nhqLP_E+T5SP2w9-k{iJope_XmxlMKlJMuttI{ylLwE*Oh zSC0n><Gwdz6VBJVb424oj*z8LoV(nXe?<r9KW?8q9B)NpU%PbGRSlsP#7pn~C)9Tx zRqGVUO>^Kq)yr;`k2uFyD|pQlMPT21^sbjGM;U=x+c&?3bs4>z(<Z2JuRTgh@A(!& zL%uEg_<i!yHVBSlOek`~J#RW@hU4KlpX_VLdrW`{oL$AwPfafqp6&lGHNBLFW!_w+ z6kR#+w`tur%ft`Eex(bqd8j~o{XDgNjxZSKZhFhTW&~fY_1DLjsL4R?&?n8zACT9} z*pnVRrJ*e?@ZM#mP1LH8S}Up7ftForqq^4DkYtXz@m5U-aYAMIZN?$IFAgRe>GggP zU&|Km%Cc-ClXgO%f_Y9>T5j>fd_BbYkC$@{wOd4UojBteUQu|K+4A7!8zG3UFmiiU zg!8oWd+#^kzelv~VSj0=G|)L5d26POd;J^*IB&PlA;EJVPrG-}gOQ(vq{qun<ntyZ z#G#%Ccnn(oh#U&cRUQj?okIodLxZ=Kt7YMe!O@+fm`mSEGrjw$3D(mc3q)@AiUUnz zV`&xsZkQaf;r}%^gW|L$78#!}qZB>sgU#D;U&aN#G$bMgbSLC)@4>!y7C{wr2Q4{J zGrhj?vKHr6mv>055WLXUQ#*Cmc%G1Ser%ZMFAMRN20Km0sDQU~O=n+)0J$$k$dj)~ z03`V*>4Y5V$cCrox)&~DzfR!M|Jvw<;H*HBy)KD;*(Eu~qWl|3>3gC7d7y=l_WweK zxVsV0NX2x5;VOy~xY~S18S@~oKZx1!bd?Z(BrELvNF4C3tY}4KfM{BFyb{tZM7lO# zn%;A08QC#pa}<q<Lzb7aAHy+m08RCWpFCNB+Ra^0w{o6Px}<Vja+fri-H1{sm!gB* zQk#2`EV%z8h$yMRJSF#Z`iG{ek|0@hHT@RuC7@DB@jk{dLVTxZcVj;xKnnIdP%Swv z5^VCGp{5@sKu@dOphR32m=D&Ps0!dcM{>xXlDK8U!;+I-<Qff`tNt<e;5~eQxa;h( z&s3De#l%ye4i6C?KVF`!Rr`m=rrrOW<;L6q9gU6Yb!o^rKy7(Cl^*Vl$5F}b#heEr z0jp@Y|MzG2iQb7`B4|C|(oFxx`nyO&;uR}Npd0^ossi(_E)yD_OC%TBAXF3buZa<E zTUk);e2%#tORrVM@m{Te#9c?%T>{WEwlh~7c`#?*S-vow4H#R7AEjYV&hH!>l>%ED zGERTO>ef{@=oigD$=QkfRdfWLzP%J8F{n{|Usnq%_n2@y5FrkyT@|!~NC9XSNWa?V z{11H?+D9svhy#PK?;BQUPEalV64HJi`$zn=_SGxl{LK%>AkV~7!vDJ7YB$amA6WX2 zRZ^r5?HKMkHJHdjwu+35J7eDvY~OJ=1M?&x)>TOI{5bJszS>8lg#zstoW1TB(?VvX z&fiOf1ZW(wcJVTqMGOJ*79zOsF;BuFxxaIhxI85kGnc~&A%){9p2>W$ZgB08MdBzr zBg^JI+kwxIo_D_wjQvGW>LgQ!eSpq~Lmm@;EFi<s=U2+iiE|aV3!S#4z<4O(T;rMm zj6FTeV3Dy#FxAnG9;u%r%nVNme#YFw&T;=gPu$y4+l1+}`>EWJS0qE_HoQ(uQ5Bay z`?^K!4Wx?gEL<iy*xl-DKp4t04i?N*$bgrmx!kwk(<tSriQ9D!E=c&7H2C8zJ;@!` zH&}-GeHxwlHf?fLVEz8|zfi7!M20xmH@_|}pkMN<u4`2V!ZWMj&<U(FFdCl>9UVh~ z`ALKNkD1{3(V4EM;#uUOy-IxBH;(9=&L&ol%8};cK}I^)F&8|qyRKq^4aA}n<*H&8 z;XMbH+MGQNStcZ)dDM=96puC`$|@$2sg!=PISU^YatxIg_%0LCc`tQ>n%jwYNNTd8 zgNyVKDy`kb+OS%N-TbzMBGl%6srvN=YBKKM`wN^wY``X;tL%iIV_YSllb4DVoYtKz zm&?NU(&h@|;#*aO;*p@S>noe6=}Twi`V$K1;~ZlQ56**&XBqy}!n!%jsD$gH98`xb zuBqP_hR}k^9F;9DxLoznMFZzv^1@y?pN$zOZtfQBNblkXnb&UA?<HAbI{V+5u0d`x zxiCsFJ%<shy;PZAG)O?==8NzKUPh8`^~s?Ys}iDayG|G7#w>9`I<w+(G%rM7-%q`` zZGb=@?(IL^C;{n@OBP}qFwd`sYEp{_f4}+fO6)RSLLb8x<6nH7!hHqFrxlEAQ4U%4 zaJ!Wln99BmlWxO(fR^H!t#?NVw>$lVKJOTysx518y*?vs3T^%?te!#czf+?WITr~5 zxBEV>d)Y`0z0R4=dm?ad^Yi6It67w=Q^nd#9CO3Ji8>E9FQB~has@54qVVHq@J-e! zAvp4|)$1PakDRxARUeM?2oA2z2SdH3pnlThh*OIs`1`94(~}H9Q*JHiA}b5wgGayl zKg2zU4@+$n+WJtq-=Bx#s=V+lNX9(rg8)>xJvK94oI`nw(y{CK`|KVsGk=nk2?Q$t zbU+3jR6eWu_R>NM%B%Mp99Q9oo{AFo8+M}b59J%5+_{P#UhH~s&WoNj|DfAfTr`4W z97MzlFu&Dw#xX+@`zKgK``sSlIk<@Vbwqv%JDJFaj<5Wt0htJv{)_pTGm|xto?9M; z)a@N_dK=KgzCjxKxnMeoIq<|pPqPAXTyKa?5fXzN12u#e-aE9iq}21_=iywmO26A! z30Q&-`gB|3y;IP|m}FkeBYeg19Vsm#Cf?Dhd?)OibNAa@XCOrO99r0;(8U4br}b~Y zre7iGo-5dHADJZx<J*L>Bi^q?2dC{w#Cq1(Bf|SMhtb{IE|pMS8Zcp1@uO_8Vn4f| ze+Rx7+|b?=^$y|uipcke?KIo4KmNVdA5lrTBV5k=7;{8+Z~n(&o<Ik8wg;Z`#lC#V zvh>%l?;|MOh2F<9@VpVIyEZ+?3fU!38rrvU1B1BLYxQOZ&=-q+Zl}iwf2~C*_Lz$_ zT%AxC|A3m@Q+J1Cmk@z8>mT-C8Mt9s%;JmL_f;ZT$lEF`w+i_kHrtVQ4*OUFX*`26 z<iVQ7ci{w{Gpo+q86@CdB=?#K_2gsQpe2!eekGC$!kbL)wmaiq%8;&=5wlf7N`4z- zAnvbmT%>N=d##t~n|`MpYfMklJv6@}^q7x~`g)-2HufKBKQjCuMduxlW!uJad+)v7 zw(LR+T}N6fX{kg-Ss6uEM)pi9lw@R!goKi!>#|kIo_XxO_vSs{|DPV857&L&=Xo5z z-}ieeHAxDD<R|cxv{J<Kx@vvzI2&AgO*Zb3(u|SJ$=lrKW#D?$_VF=IUbx*OCim$B z@{C|nRp(tl<3tee+=1{-+=<;ktf+kzr=zrfDk9W}H8Z&-iay~4%XcTO%`{LxWh5wd zUlZc~srm*gE2Hy@v(9bP>&VZouOt1<Vg+lkV|F|xAqG9tzpmWyVT6w%yvwh?FhF>M zh_VYeC2{fHRjv#H#P<#<Wb&<F!W}rGzkMU81D+PG>%)=Ak3DUYz`jKf|5~m&+nk!g zh$+#`+3+=da{l_lJmNUHQoLNxRYsh`nP`g?QX}q~O}+IUy$4<Y*d;`%@e)DTix)m* zY-0{VPwqC5aT2!zYM$nq3xIl<)6e~p+(e<lqlEs>EnG;GM#>t^$4>Z{R<Z@s!nD|> zPee2F7$2#>RjY~m=^Nj31Tq;Q==GT^`c%xs@^xFKhqi3+OUradH)s-HsBKrwb}Pd( zLR-Vr--?2YzWsm=iGv{XWDgb?5d)Jul-U>RJFyb~(<e@saRQsL0^>21(+N;vyra!V z4xPP9Zg;aLv9p}-#`vF*L5oXNAip>tp(FBcX@N-v2t(nKzv89%N@vqlqZs;rzuHsm zfchBy#c|yO-sQ-R@#07C_7c85Wc^3YlM)Qvj%v9c<pYN)%Yq=3uTe2jNH#VY!#oq? z*vl!Yh;1cHhNt@$u}godr70CVvHZNE(RadRaEx5RHZKe9k!og-|G~t-CCkw&xo#Od zUS_4Qgm`807N?(GJ&$t0ePX-u735I=X6jJ#k$EiOsMdnG0VNTlb2f6lY76tqXP{Nm z>%eNfpL#$1!wdTY?a8y7QU6!tTjxe{83x;$XL4_hVrH|)b^Xx$FyyD_y%&A_AbMoC zbWas|TswmwzM7>a@`@gD{-qRyUP4-XY=o0Y`gQ;7rp!3bg=cD<I>-WCkFrSy8qDaP zD0llPH5=g+*HaiUOaY(y=6!;nOM!^R^%E1KRFJa#z@+QMEMEK~$FcO0D6H*j%g=R- z6ZeKTy5+76Vmuz2BmStz_cAN7@DAcN-FDu4rZLY0-EGn1#-`Jl+0uJa>f?x$G98FL zWS_$N_qiJ_a`odr#krjyxk_*s<A}d=Vdzb+Xb|xO^>t&5Zuac2*~P4f66pE7(cD9E zudrZ405r;2OpA<}iLeqE(UTwPAl&Ku<uEsNzE9WJDOf}t@P;&veC>8jrIU5-`@ccl z%_*B>pEW;GQhi7A0>J=eekp}bbQ@Ud`rpszkr#Sa_9v;KfD3v5;#$`~@xV`SlRv6v zVxTzo>y|yw0<LCC$3KkbK5cVfvYDCCb2pgpSCl3RJzw`<qm@GUDkFQD$9m)-nq1e= zm%#`ewW?by)a=CWnT5VaPF`?7w(iS%oeh{Z-guOvJ!5k?#fmQSw36SccM5FeARhkb z?@twq{5U;ibst1G@m2QYwExm+;ph0cWBITENb2|fc!<8Y+nWY8-<{+l?CmvG1#kD^ zY=JhnDp0<hLL&sfjQ9%e*L~BH?J3~(^AFC;JWLQ23G#9qo7j=}B6BJJ9N^gTsdv~` z9Q00<J|-_i{*4n-6*Zllz+%*&r+yWk-+xuAZd#*xpsJI)2W(*LG$-pl$~l2USUD;M z&5<>iXSG*q_b@*DE)mUOX~@;o-j&!L#I{TuX}aY&;Ed=Woep%L`A9ZvBGk(R!t(=h zllK@wEPu?kGf)85t-FP<o<jXH-sAcQQSO@|{M>BVdotip__Z+n0QFgSgTe>2X`rCl zYGqml<y^b$Ox_^A7@5nPd++Pm;a`AR=;kY75ZyG|4Gdt1&2#rvdOWwV>>-_n6XQal zP*GCn#JY{^Z`-Dapxo|LF}Xh87xZ8qS4_`xToiF+|7bAFv4YxOO4QT)D_G=ur~HRK zNf>qt*9+;V2ZEC9v~B_m44+M{c3xY+Dl~e3#oa?3RN+PJ-6M8lxxTeKtOMn{oi?sK z*I2|l2EJ`R|H%P&6)IL7ZwmnBlY#;NjWxU^Yom^mp9Q|ny(zvD!wwGKe!n*)$-!jx z_q#yEHRH;vO1wnD3_tX>!{#3Hff{Gb_<<I7<d>r}`r?e{K&;|UF**XUopa(%pe_@! zkR-ge^cZ=Q```U}8@P_=PqaRI{CN&H5pnx!m>PwVG<L~(x0f;h8HvlG^5{HmFlKo6 z(K3FH=Ldfe@-BHT|2<@i{9zMh)0ee|*ogt7!+U{7WS|@I#{827@?H(EC0c#$Mm!DK zRMlF<8Sp0le25#yy51*pW`rQGU);Zi^S?x)G6?_c@n#O6ys<%krD+!zOd<9ykD>3O zDlL_#C)Y8_59;?l2g<PVW*3D;wh>(Nd*<s^<cVPa9i{KA!UYw*F$Im6C4oVNWiZ5Z z6qAY$V{_O*_p+!!GpRae;2Ozk@w7(gA3xXsoHayY;W49wbjB8b%IdG-q%9pVCh0Pc zAkLdn(>F}(9O}ifR4G(b@ew0!n!0B@1mN2FYl7S1qM)EVn{m#W3)cC4=(0x^vAD3B z^=-5_R`%R98{4CYUx%-AoVmjS|LH9!hK8}jv)d}iG&;y2gj_Ak66KZ->QU@=^@~HO zd4_>@FbUL*3>*D#q1^kvjra>M=ka-tZqvmCanzd%i!|DY@_Rv#cLnK@-+9GG>J{=2 zbGi<$rd;3woy8Xi#e}zTX3sMTEK$tF_=70@AE?K5{!<s!`wGC<s!$jIdT|&QI1%GX zB>-YKmt=Mm<e=JX?=~Jp1@m|L>Go>)AuUPq;z+U>+`$>R7mlFZ{K4$eel*{Se-h%; zyN>~!Ue7kExFH_C-KOt~<T@75_oyj7gagPj2TnL$evX}T2(Db@79i3a2OdVC9AMD} zlZYmi^9s8g=<wnJ6%2ij_ghDtm#6m*)Z24%6N`p1LbLHgpz^GuBGQc+(zt>rZ%s(U zsM)gnotG#_!kQR!4Ec6$4lvHX0ag%Z2|Xv0gSfd)+%odr%*61evqwGMCvdLFvD24P zK72rnj4#`L5&Op9P@aB+AJj{qzc6s)2M%K9+nG1~AR+TPvNfz7&y0Dl;dN>jBfUqj z+<h7Ny$@H{e$=B}Bzw>n2uZ-jScCEaX*wd0WkN#Yn+WX6-u!dmG7~}Jcujr&0P<Gu zjg)1&3V^nM$CUB|X&8F8k#=l>6J*Yiul!`8Ch}t2E>+Sm;jx%+Vx=cD)cv`rNONi% zH_DvQ^z0OZ-rxYsC0TL6e=C+%T%&@M#-GbayEq`R#4T&tf*abym{pVSGQkGp439F( zt%rZVv&itC5>AK??a(fhU_PwRjQcb4&L{AE`mIP0l%4T@)NQ*s?L*s01$7Y!j%^z` zAR_>;_clyy+*sgU8$F{f+EZtC%iZ0N_(KX*TV1D--%v9ly)5k>>I+KPsr<0zgq6Ri zt4;tf1pk~rnu~JMx(bG_o%9m$YlQ#I*bWz*brUJ;h?&7Yg;8Jj(&vH~{^f-i#CV{7 z;i^{dV-^Tub@`ra*@lOfgh?x>(ZS)k@dJTIhzHLdxxJ;`kAM8<aN>a;1yIpZ3A@QC zLg4si&WC>_fS|gpu<$n?vlSD#{LO?9f~XI!wfW8Cw054EE-mO>yEDL~gXTbn$wFx; zXblDf@k-_Qd4YXu@aP?uA<S^<^HGl590VV2o^Z0MAdFMYtr#bgp?$1(t7;uLtmdZ} z-T5H^iL82)%jdb_goehZb}sVtgg9@86|ul+f${kShb`Rat#Z0jaW&Sq)z$pig&7nE zes{*d6N9&HEGC<%|GQa|OJ^a5@~+MF?+c%B!{>XE-`4z*SL@-Oz57n+UZ`{3s;u%K zo;&lO$3tZfLc#QAXFIxAlk)#-*>PRP7e5{MK7AaWcaNv*%pcmpWtBKTUn`i$W2J-w z&GtB<yC}L$(wPL8`#%WTCJVrQN%?qTIa**+^{hFSOAfOeV|U(4qraozz7WG4LD+pr zb>hb~Kf(9QTkM`EJKP>^FDdduxf{jfb`C|HP+@e6-o63(5j_~2;%z$ddjpBlg^~-n z?LXK&eQgCx@Mw}Xe5DLtgWHA@$a8Y!1}X8oJQ+bOb967?!SVaE_f!{Y{@{LB+ZDIi z(7kMmqPMtIfVlfIweSR^H2hL=qa{bY7?oTHimRJ!Aap#Cw6MegY4T?+4ul|{r{8m( zTZ22;TYRQ8nQ9J~9Gp^kU$&0r#uQ9u`*Of$tERZbb>t1E|88Miz(E|;J`#A7WfJj) zk3lUZ+RNU;#6GGC!m~5U3Gt`U=kjy9IPFJa;-guI`UVFB^nWNYzxr?h%Mdm8in5Y{ zrw=<ASW-mb)0wET5*1pI5RQKPJ696)h)36N`=XxQQ9c2EH+mqe`(CI1U=X{n%w%8| zxQBgL4&TrtNMI2*^^nz`6M||v#$VZxV2-ke|G0uE7`@rixSLE1F4+_LOZvNbSho4$ zAF(KpHGU(N+D8C_BJP+spuM^6{TbE;>v2rjq+yh)19=%jR%QY{rf{D{Uf;-n&#)`w zuPQo_k5jGu#{GH3BM}Jt`#w!!6<^J_NWM=?0asrgX|kl>#RFz!e(mR*#XnJ9{FJwg zcyM+R8Y7WQXg|tvt)_(^8X7c=S6<QrZopqggFJwB6;$^k{b`6#)r?R5&T;~Eg3?zP ze#BQf@x-5#lbN_xeW#Q@j}Gh^@zyJ=^?1n3GVOykOmJED;<Nh+Ou%0Jd4xxSgD^{r zlxKg`j;But>@#qtC#Zz_lHI*%;URIQ^2=r;e((rwbTB^$gdQlfH1nV!$V}F5aj81v z1yTb%+@o74w>>ue#Bm;XwY*HF!p#S7q>@WycKLyVAuq%~gN}G_?ylf!Lr*LTT<J7H z{f1GRf8$DM|2=Z{%ChDaI^yKr<ky!(hOxu%O&eyAH(2NmX-1HC8NWX^bRgK2o%r}r z&_VPQ6ZkQdT*|pf5BvP5Nm^{|a3jFy6xlr%`1g2#rF~Bn_S$Zr3~><vdae0WOxJ{n z*p7p~e3fJX!L?bR%I2{c#|$#VMINFqz)!9OakL$<3YIE4evo`Y{(`tC1TjB;pW_|h z!@*A4;nbmIod3&@ni@_DkmOb`6MoJFk>P@eVqB*1C&fL_qAN*|MsgZ?(!xnFUT(WT zp~gtqx_Xc~I&I-15`!`wX#VX-nigV5y!iJ7k53~%Bj{?mriGkmB@+Df-tkZ@U?!3O zd_RjLu7*f(#@xUnRuy+$x;c;sTB~ke4z1e2NLO=O4-^&QyT6PN3`K|%<L43d=p@>M zmRU(=(+*+ZD(~HmsaeP5M!PVnB}QoUwJ>N~CWomXB`?*QmazMBQSnNM8#C%B(2i(< z&_OF@c$F9N0Pb(!K6Z`)aS$&}X3?Y1Sr(P%qOt_sk=GfvMtT097ZJbx{v4iaYQ4i8 zM@gKuB~``|R3Mof-e;Xi0;kG9*Q!uHMI=z(E>u$-n%GCus}N_^Z(3H>$XFiDli4QU z3<!ddzWn3NXNZ&U=WRaa&j5VV1qQm7qj;S}gp#V^BF4+{O@@S?x94KYH*ejdAkuoo z4zg6pz<#f&^X7<Sc}_>2X)<{m@7eoxo41ySsLp$?^k!HZap?L;Gwvt{7`m!SG1rE# z$KTN1wqM7pm-6_1#yNnbd(61hwGY>9p`K@^B!f3hm}(^6gWakX9`0o(0mpgD-TzX^ zKtQwl;3v0vjIsEZs}hd**ZV%uJxNFRtyf2d0<C!n@0S%Xy)F8%i$l@-0+Yz$PkHc# zluzh9Y8?<`bZQwJVXbLW;95pKaV(eJf)W(!O0{m&mg7fkUPLx#^<mQt5B=11xMBK4 zUVC38+P}Z^q|Nl@hDD33HJr)<M54)E)+|+W;{L^He4(EUw(HB<zDw|eW29f_`X?G< z!T4W>OR+e}t*jo$1ernlFV9z_F>$zOI>KV8Cl0H-sYbiE*YFpAbn-HrP_F*+l4J(r zrhPxLb4M8MB@I|Vd=82uBa(i^$Z;~{Vdh>i^{bi<hN~L2Cy(#pq_XR#>8BNe>dQoe z$nj<Txqu^M7&AJD=nO|BhtPwFD-j@^vyGi(e>xjoHG|uBIta{PL!9Wxg=Jl+7yX-? z`lKkYG`u?JvHsJ7f;h19S$=~Z@lD_7+>NAShO0p}Sje~_T=L`K7xApa?w0EoGe4jQ z|591+2OWr`ZW|EfTS)~Uc!e$QpdQGJ6rPT;Hx%GwkSfw8O#($`6DRaRfoh$}RFnU9 zu<QBn#UiZ5h$#_6Fw$PaLtZ86a8ZfCHK9`%`%3uW!96l{?e~(9trK-my9e>{nhF~^ zDJh^i=<{7+4Ixlo6_?SG<pBm|rZf*qa`2Jl>(v<P#07T_c(S1WO^V@we%Es`NL?{b zp4y=%TuC->+1dy3EK84P(S`l^I9JPj>(VIZ`sAu0>Gd==exRIF{0j?VacA?I2Rd(r zsT4=V7I44=rwQgis1NWd#^Fmz@D`R9onv5`%}%^YsR`aPpT^^C2Nk%`-*3_?F8?(f z@{gZS*nV3<0T!=3pH8CB({OIv$UGkf{3q%?$5bo{2eO{KrqnFsE>^JuXW02+7n^!s zy^8+6H)%qQ5to1=zI4heiG!%jsjv05WdN0<BCkISa08?3BMLDWa@gjS7Bu#m!~JjN z=?TU$z?Tb-%Y*lkhrud3cJmZJEY0<7nD0YAwXO?p{^&UhOG;p$9!LD8?63_tsUfV* zu~&M)kq(ml4@ZkEaDj4)eZiMvPI#8w$r2aA0O`su!ym5GL48?7go&asgz(7^W@XZV z!Iq8Oq3$+(U`>nn)PB_GGmCekB1DOx3;wr?WJSS-%HkmQiWB^=ni>Tlev6CN%W3lG zl5o)Ket^{kFT{$-lAYhj1HTm+Z+90>V)yE>y+aA(7{gIoKSL5VI^S;ZQ~E#wWJh<t z=dhu<=u4?8zjkWkb;DV#>}Nl=#%ZI!Kb9HgQdc75g_+<vsokjOo+yNSRBP1^&_ntD z!-pK-q5h#IU4t$z1`SxPde0E@Nj>f8U@PK-{W=cp&AjB$Fy=8V&PxUk39elf{ES33 z=hw*QRT|h`Sd%e=Jq*jYyR8_9{GR87X%HwH8fztuG@Yb@hLO#fbsq7+)xF4`E}>q; zLj0GLXph^e=A{s_gnTLi24s)y#R%_l314$Eav0tJ(!TaKB@tR?NE?5Yjo42|t0L?w z42JtD!m}?Tzi`H^uUY979zGTn$#bIt>#Q{h{dI>60u17B8NVFH9!C9Epu<IA^X%pO zhT(|gDV@z`_jV1V*Xul3m5qAhjup?gKC#1Hml3Iv$FwlE!hZony-g+WjAGB!6+Gql z$8P6(E;u&D@G0dPGw6-m$7rbW0iJN8@?GU77H<AvETnY{JG3&vZjHRrPk!q6R6U>t z;X5AUzk0>tNBfzxFO_M)_*@Cyn_g<7vc$9Ng#ah<7fSa$P(C7Ij8^Lv`4T>!ZOJ@_ zxXk?Jdzz{i+jx+~%3teAPMG<RUp<W+`FzbMy-3#x{Aa)afEpnLr(O+qB@~bVed)EQ zeQ&`yX^sd@wbMa}K+DT-gY(!Cv1WTxKR4VT8SgfKHiY}osRXMauFw5!Vct~4<35-? z7D2nh2?rL{?Wg%z;r!trkEVkVH_~hLQ1Mr4upEC#Orsu+t=()+8Al~{t1#$BSim4= z&&_h66U{^KY3QreH%(&!GKP(ZKC;6(s`YWBO>*K=%E3rK(Hbmq>^bRmJ`Jdk*)VdD zQ4*Oh?YB;w&Ewyl1~aSA&;t#A0yYsZs3Fk&oQ%0R+^l<GZf?N>qao#vhU>_m8)Mg8 z$AP>T3hc|akEnnYndHL#k^}N@PCt*%rG@<(!y2D$$RK}$U9s9j99YPYKEBOO1+R?` z9e61@jep)0)Qn7HfP(esEZ43w!N<0)X4{P=EQm9B(zO!pPZyhYuHK`A_qh}I+6v`i zI-~w>YB@RB=DLnYy%2!hV+n6rpP=)9{DS9s#K&@wKP`5&1M!kuytI$!p!0gbh^+T$ zKVEOZC^d+l`)2v?8#mu>WApwT|K2VQVJGd~65u)FI~b{Y@Y^B}&|w8Rt=EXhIN10> zGg=UgRG0qzSz?95bivbX`%u2fyEVb-0P-a*y*6mF+rht^m8?Xxt>broRH%?^@<Y5& zHJ_C&CDi$jXiH>CLSXJu@!UEd2rOc_V>HSHwjU{S?jXOhex0AywA&~y8=-r2<^?r4 zsCJH?o*cn-NOO5#0w{<A|BmPssZH#k+gr(1ly}h~KRDY`#t%jR%@^xEVj^~>_0@Kn zQQqow#HJ{^&;EJ&{J&%N)Nq|B>7f@wT-`&_lW*o25Lf4xUpV^t-^zq<(visF-=Xjv z{yA=V6)hH$zsL**BNNB`HkiQah{E5ctK`5mR&nD@#2CJCZAA3dWg&QRZNO_nVgsLH z<=0F`oYqtujS4a}$G3azE8-*11BPl*z5#z{aE)3Y&ITtom^>Z-V5fx)N>YUxt<nCg z-O?|KDu9U~n?GfDk}eIu^JFgb$pj72iI2<(a|#kCuNE9}854j2s+t!S^UUD=lWn>9 zuOQTpSv>Uc;2`v845_cLQV`j{Vje#GIgh8c4E#<dvA~^>UQ)@V5M)w3<j9C@z&m9& z-AGy!7>U0yg>_^KA3C=G^C~Sj;TGh1cA*aS?#M)T^-ykW`CN_Ji8ORhs-!P+EgHu{ zq#l`G5*o+2+A@#QEG}XumkvB&JWWBA&DwaHry)P*7q>sQx0s3Pnr)U3*CoL*@Yd=S zK|zRaybL^ZWfh%+XR<V&Rp9axcp6V4FL6)Rmt~_^0$eJ;Oo)7<Ba+?27#S~;5jhTA zn+M(qfh*Mg4))x^ox(-mx1ruc>$!r90c$iwv$f2}GEGi+@SIxQB^TW*3QJ^@wKg${ z|7^=H_o2Ld_UgZvW$c8{NyV4K!8l&28(k;@i}-`-yM=1$<j5!fotGBn92ic=Tnmg7 zfv*Gho@*{t;4^RJIZh`4?F$e3y_19?$(`-l*cS3B&F-et1xP?Zl<2Ku#M$-G-&i<- z`c^zrN0!3&5HG3+ulSh64rJrcq^09)uq4Wt!rYez@$eUeB<ZFt#E+$G|Ci1|+|kg! z9_}szh29GJCT;UrSUefo1sTNCaxL&P9YgPLR+qsL5)}}Q-wi{Lr{K!*`g;PY+%W&% z!|)^p336pP&U$;Go>-nJ-5Wu6NVqJp$7zD*;i7MN+`IcQ@Va#6$YM6mWvn|Ad|C!1 z&EI;~{~E-u3r!`*C<%h6OZ*3(enCi752#M%mIjtP3skMfypVEBdTKrp%^?d#G+zn{ z!})hz0@qHH!|RW`EiGPx;3S%T-3raW(gVZpO-rugWasR2y!+~~I^|nk!9HxnElH1W z1ybl7b>}w23+G+jc9S7gKVlhUa~wLe^ok31k?x(1j2RA%d%E<}Fu_jZu!1|;3P#p( zZ;(Znj=1F{JIG+si5)Xh5L%R!hE0~)=-wK{;k1$VdT1vEmpSFuJ~$$tM0lz2Vm~kJ zy^MKu)1REc3RN>*WDp0+Bi@PGd>8Zhsv?v2je#(>6^p$1mKzEd54=b?zKho|v$sW| zUUDUc%8z4|QjpQZ96miD20ZSE-x;a!K+-%ttKN7O#@4#GyJb!ZEcX(8&;O$$T<7-P z?Pi_Fo`$>a>}6BKcwls)dfhax-tFO`f%>G@<xj~YK5@b5)?HB(1r9j9&o)vBU&6Sr zt@QW3VT9WI0dwh_9T<6yN8{WM`o8Z}HxSO_hEKs$^A}0n#NiV8iqH>i#9@m^@&fwH z_^8TH)wwB7P&EFs>Wg}K%(~xN91gP*AvG~^NBfweQS#aP5x!l#;l5GEfrGp-?wRLT z;>!$g$)@dgny87z<LSK=hgb0aVi)(uL9`zU`Si!1g$%OBbeiaGH?UEIqq17hsEFp+ z3)Z?ue6V%vNkSFM8S|Yg-ySKDfD^6Ts?ML${O;-lmv~(&h?p&?5Zht~`+X$qccq;; z?ar5<g$AS8@)M0)3X6j{eU7{q(?P^@Q_}JF|3C=~djkg^APzL+r|TT6_3K!e)(Yji z4eG}UKFAt5Pfjpe_UnbCp6*^cR;^>n2z;<_(aMsOQ1wxG<&W;83x7gPxMs;<zPnOr zP)QhuwHs@#rrF?}&5S<{I|+ERuDqL8L;StaGY<+h5bytJKUG%a8m8<lz@2)67A6<S zTOdOc25Z>wcyG?*f|UYA88OU6?a+Bqo+q8Sp4I?nzKQam-O+CE5%<R^_^4)<84ckt z)yRMM1j?H|%CWpywSw=es?SS2MsuWmm#T@oQqXWN;mEiXdJo6Zba&PuKMF+^<D-gp zoSCxc{n!{YG^do<n$RQOhP6bWaWe<(CQk&9@r+|m7dZc0wMO%|ZP|?hlq>J4wq6ZG zbBG`saeM8iW&C7NZ;G5BBQeT!b)~U-8Bc2YsCxQxH9AH7(yGd-!qZMBKa&n)L0orp zZ*vna;z85duxd+cXkoK5A8=;}(Q+}z3j>_M*AOkz-OT}YGAs2m2UoGHf5N=MMgmNl z$=db1c;UL0$J8|90RE<88Y)EjpSQd%z0;_F-)|ACq8q~rU-M(8Y_&vyPsFF>(Hal* zU=@3cW^5o@X!~(zj2t|R+tg_bgrI$vyGtNQ7(NSfa~BOTfD5VSMWPm(L&+IeWP~G5 z-RJ&-MbuZgtC(?RBZMC!y4PzyZZHu^r)EM{7|L*~I>y9XqqMN9=x!Ia!%C<<^W(eU zw2ps#(;C8ZoQ^n?ahluU^cJS;KCAWOK06qD&h(Pu%wYX(Fzi_l7a{WZxao&c<f)96 z%Zp`XgJgXwk4G!iM6w%WhKvIf2$}gtUOPjAp$|e4b!cAa!jC^3Tjz$KWJjVEJGj6_ z;8R(Y@-p7IsdnP!mlZrrv6SQBk!8HrNS=;AnH@ebIDK1Emj@*mioG9NB+%(T6J2|t z3(pB{*0geEC8!njy2#1V_XPQcBrBO(jO<iU+b~}-F8sWsT?XxwFYr50Ke6Egz6sh~ zZq-I?v&}JxTwDY$evhVQLiry{UCxqeOd6J(56L*4<cFUVGP@Q2(jap6UM>ATK9I<N zGx;SIoh!n0&RQ0%W5z6szr2L{F)`{&-DDB8zuA`=T8Q$?m{a$mQfE%Mhv&)2{SgMm z#m8e$%=jQs#aJ-u85j6IFMfEDN*Ef|OnJyt`f>Kp57|8#Ie^$(|4R~5fN-Cr1~T(u zJm`;*h}SceV?A{2*y=eFR8$Ev1m;l^n?Ik~{e4Ie4*MvE&LDrRt$OQ7J?i_=JP7uP zKD2|CdQ$tEqCM{Ax`I~^-XJc*#?E@C+9=8|J&Y;*zy~kl0um$8eAP^s?CnU{Fvj_O zp|UEQ1E^~csU)bO`-yX0&#zKW7_MtzfVeg6mA!FD$Uh1o+@JHsFeKx7wIS!;8IEHP z>FT~-Pq>M6o0&hhT9S~YIejwz2g+sVC@{&tL-`81&*!vJ4oC>!|I6ne9nlg(!>hk8 z09OWX9!^>khqt>foa;O9@gMVd6|dP+5l?F8#TPG7!@AbdGL^6{oXW<3x9{UDZuius z-GQAK?l+t-b5oK)c~_;*+pFz({=ld61y<aUlP+PI*CPb}f6ZKsXL&%+KFWLN1}_mS zE*P?3aTR}m{q%+D2rfwbdZjf%nSn5A8@m@_)qpXG97uN#B?s-unvEp4UA*?Vvu<T6 zHMBdLdp&Stf<;jaeBmTLTyB+E&s^UJ>%zR=x@q%xm9IEkTd*uBA9>o*>c|g{t4lUN z5tow2T<=Y?CCbT*&`_O}>%g|(2z_9tTEZe@3JS~JsEKqZ)h*X08W{f|91xB2-<>}0 z5n&E!PWbIb4QJH~20rnnt<F5K;J05ZEngPsV|~>fSlK{1;zWaE{|+YEb@*P)(nrjv zf}Xnr|A*Jxi$-mxvVuxQVfJFR1kBM=(Cni8TY;vfufVq<T+rgQ^0p~IQGVL^yr3%= z3_bdCJhF%uB(d$k4FXI=Y0wycj}zr}{C|cgTqHw18V;Yks6UYXt%<sIfgLKDuF@JA zEn+?V$1T}fIpKSnqUp^mXfBcL{@xn#HZD;#f4Vlx1(!@mkH>_N2=3nO)$m<DsChP1 ze6tGeA6JwEcK(V2w<hhG#Bv6rM5W2FL>h6bJT7hWyRTvE-)9|TWLt5S@*7^RhLUhB zZ7qo4XNS+eRQp9xPvV<Kj^bo230gl~_(gGmj5zf6T)O;z1+XtZ!60;a7>_xpQhG&- zi8v{+zc0K<3JzqN-Kp4zJUMqUjhiEFc&cLL()<2(9B8{fUA=(guEu%xhow<Ib&P~D z*R5hxw?cR4O%V5N`e&!3hA_nZ+p#gA5CH4KDE$CMI;cEQB|2_jfR#Scp;lp`0@t2I zz7lqN`1UnbJjr?jk2^2%wcdLfi`R<QwZ4t=V#yJD{ZbpaL5ts^KX*~y&ODj#XAtsI z#lC!*XflS4-XX;d+00;1T>nyJk5fQ9sVwXZCJ1T*L#8=VsNbJE?I`jb<u`7O^~<yf zg1E6g1BQGfx*L+5si-eLcd*YX4*3g0_`M{iE5wK=L4xrg#84mT<=Y339CxtHW`<Gi zuR_E$bFZ1pNlN0kQoxT!bgyCZ)a$d2AH=p#kT)?;AzsRgWxM-+UeMQ1pNyuHfXMls z@Dc%(3wxch`E&*KHD3=LEO!?KZM{PIi-$!a`TEsUZa3M8cWwN7w#~?6Pif(trGk2) zkGif<?qeWq_1_OG4vb=N4a@~nXOP_OOm#2cz#<-3Ic0~L?BTXPMUOk{D2U%B4EN3< zu9~=iMJ(5t072HMQ|f&y6qg9o+i!;YFf?p;9S%v+z;u;omeTMX#<Z+`W9bD6!juEa z&VE_NKe`Y3Bo=dliT;U~ok#1iZAy>H;Zo#jAhEnVfbzsX!5)ikbIq9gavPCqxr$fi z8C(*UV1VVRBrU<UB`o`_Z%4Ji02HFl!IU65xLZaqOuXd;IC0Zs>%t@^z_0h;gPH{_ zk>NeZ`4i|pojNc50&#?kuxN_<5cK=!*eUx;#Q{8lS)-+B9+J?ZvhI>eOL)Ct_RvTB z%=^0^;<}#kL7wA(*_X6hG1KmgX`@?Y@Zf6Y<Ax71V4}G!cDf8b7jKI1zd`pW`ZTk$ zubNDR%~(ZiFv|ab)3TWwLOk$e45<s<G($K~XHYfQDFJA*scy_h_hk!ds$=7~5T}80 zPo6hI4F0)=x0tq&5Wki5_w*rlcoJz<ml=ULz9VHj>CW`9w%@cp(VLTS=NUCCL;ag| z8*h_@>;X*JtNMV@069^exo~BIYYe~Cz^r5&IE~L&*_N22yxP&Z<Y}fD378_^&^{JH z0sl^2;p0O4?nT#2xamg{jIV$D#3|Z~&mFPD?jhf_rm?*FsOKi8=Bs!@GE4><aPH!} zXuh94Z>xR8eI1+5*80G(p8~Y$b)&?k(SGmwO5W|UHmtw*MTNB7Bpx7RfIUY2^|os` z=Z~~?EZrrr_bw+JEU*`O+V0=Pbq;B~8@?e<C{-Pyz4;o=ZRE#3{kg{smz2{Thc5hw z9X$NRcm?&fU%2~JNb@aYGso520tJ`}^{_ZuXEb;2r1p$qnrg&`&joQlF<^qT^6!3Z zMbW|Tu0uo_IzO9pMul<wq6c~Lghb!RG*G_W7O{u;bL*Ui|E3R9BA*kN+|zg_;!n@y zqpCKv7e*F}FQ|`YE_XfW3i1t*%-qF0+y*ha0<OAZb}>*TofMnw=7vKu$sC_=BMz%} ze%x<#e<f>t%}Q7{;Yaoj_B-jUV3`B5=M8%VAw;%sg$4C=Y8jl%-XLzntVDigoxu=B zF@3Sh$$^*n9=FD-K3s;SMa=%@L;t-#UyLOEmM|!svFzz>6$D$YM}tRLY2jlRa=HnN z0837pcs}BHdR6G~@AE<a8-I)UC+rq*+3G9RH($47P7nWvru0yO0iUr*r^PDHlkS%H z*NzPG>hlyuj;!Ky>rEkZg6&vJ?~zLQ$U;={K4)f|K_0%MeOJq~H?jLQ-Le;VYO&aH ztIt`Xyr5v5RYga~4(5u1H%s10fpf}@*%etaSRXBaSbn_;-}1fiVCpv$$PrJ*qGnl$ zV}4ow3~}PH?rpWC*vm!8&0n>AjX049!aLVG*ad;i(pGr6c^gj?l1!jqL>`!<&JurP zxQL^h-CN3SBN$a-{fhuoYM2joq8YQT#&cb|d_T`4Z&Fd6*4QZ$y#H^{$>s?qXr6VV z=+;4f_}JA8vKcZ^tnj|U$BrNFM2IF@><!}gpSuP=)R2eAZCNb3$mdK^W|V;!?BVq; zj}y#q$U<z_<KgK663kXm-F??e1>`K{{{KaBz&NdYr}`sq!siI5z)RgsO!h(X=Quwx z@L4z=bzP90sQ9aYfwPYa5_68VD07LzV}5+^-EVd<BqFy(ULww{@Vn^@^!wt-%lWyW z$p@ZxL}>7NF=$eG&pGgt8nVKohTK?ZaKztgc%zE?OM<8aX*Gu(_0qLVK<`zvP|IIe zvqrHOU5zF^lrnJ0o9|}Z65<>3eEMay!vxYJ-pjl!EMU&a*C*&jg40)?9g4GMg*DY; zyN|VFxP#5+Py5fv^K?~aYG8++(2V<aQ})d=_TMWC<$uV>;MC|z>5aI&g@uXlD0gLn zrvHTu!?7W3D{uX9{#(R}WMseepq>VD1T@ad(bEuj<5^!0+!H6h@*etcW0C}wisF0s zS*9>UhVn-ZcI$XLjhU~kINC?KutyLbEMTHO%P1v>&NZ%==b4{TK;VzeU{Crjyh7db zjKn{F;_I-_qNObpz(@asN<*xWF3;dOtcZM|Jw&Q*!XB<76UutgY6%O@V(4Le%n0{G z^RMaNLG!}DErk-L$a`ztCwK$#9*qw^6r)7vnJ`(}eEzf@Y&6wYqt;3U=<+U&e0AZ2 zrC<I#Q?tBapJ&YX$+{VrZ8WLO7oY+Ym7d2l+_VH?v(;BsJ%a@#(H=01M|uA56vw_l z<AEZ^W3d{K*@)r0J)R+36L{d<T3w(A;_qMhX6M7Pg{#gNT9wzJJkNh$DfBYg2-Z3N z_LfleJPtANNnRqMedq2&m3zo5%Ln<CD6dz;$L}q0UIccErP+eU5FdH*hKm5|%Wi)4 zXp>+<{^xoX%cLnv!l%7#;EL%Y9-AiG7t<vOx6a(K;b`C>{LR{*xuAaPU~9_0S;T?R zPZ8s`Hb*@)b5{P_FK7q_B60ZD|K~z)@cQmSef;5Jb(>cm^w4;gQ^;9o0{cboqQvXY z2)t7TmY2FD;L_O9N9UrMiQ|6LM@&rEKxW~ba`b0vD180)2IEOqB9XE5PcO>BMg{hq zPJc{IprIS5bZ-M5|C-^&ULHHqW_r12&}JEPVRoduhHqlKkKPX-xYC7r$!V=rqCNm5 zIyk<y<c3lu^<y6By<<eARK_Q9!<%}p>g-Fb@ZtC7A!9=hP_+=n0`HQ*=ZcX^(R~WS zU71N>ky-{szU{yI4COM<E_P693-iDU`4f%bW?5kG<XN>d++^^oL@qGBksMB6)VIz# z#R|2K$6YPCDdE1hek|uXE<!a%k7MC3CE@r&z(UiA2fi2o%@;}Kg>N=etj`Cxu@Kwo zl-M{9qLf{^ckJvACYyY_D~?|j4z-`jr)r@B2hBo(H_q$$VX|tGF^XYK{pu~x>c6a@ zpIh2JW3Y`C8Zw_!_1?oSmm0<Ap>sl-nuD4j6MC=BbIIKPJ&ipVW)I)UK-{Jt?Gtw{ zqdjBeN7WhIC5-3my&o?O_ORGlXRe2bTXDYL+5<w~WT0Xws+<*HftwPeT|ZsWTxsYG zM{tb<90((;oqwtbb)HYdv_hA06IydmCB+Whx8PN?*{nD`G!yrd=%WTTm*|MyLDY*^ z6T2yo?n`>VV|Rb?pr70QAhzCxo6xK)dd$-)4QkiiRZ7r2$KImoxuNh^ocgxXLq#-y z@b4MU8h=Mk{I(rzzDCXs<+^V|WAq#GBW_uXoBvTjXhz3X$=4_^ZFORY;aeW2sYY{Y zF%)?i_uq_IE~6$wu432Rj?xek$5a9|*4f}t&i*KuxdnVMKqumGyAYU{if%A9qkChG zzrov8R@lCs`R_~-6*RJoUfPd0W3_xNPsR8aF=o|oy}QFygx<5x!K8Q0;Pof{!CD+S zSnM)uUMXh;5^?ybRdF*m$7dDz7;$;~O=V2g5vQX++Su&|BNt>HBo&+I&_TSXbIwy$ zG9aygRbB)xNH`y<OPrm+><fQ=dhJ||**#C6C=+Lcq*&f3*0-eL(oDarBKr3ZB=1&I z3nk&NNp7e5i4x$4Ki{r<9`0B5l1uNcBB)hQRq>DP;V0L8E+l<KdnU$L#%n#aP|p>p zwt0vd8Zw^KCphtf%@t<R4ox&S?pxA5uU(2od)$mFQllXBD2gNJ6e-~bpJmzE8`Q+v zA9rm<dJwN*`_Rm(Kt5pn%Oi9^aSu1#D^+VWW+x6AJ#O7VbJL46%?(y)f0$zM<<v#f z75r%5;omFl%y3~@W63=T@uaWM+J(EJ9QG&dxAad&_@VpQ^aQOWd_Gp{kUiRjf6I9y zB{kNAKNfmYQd=(sxp`Y2g_)d0(5b)2Zz|BC_nxQG??4GSt)Net*p57{HES{3++5&% zH9e5KTmf<xI?T&y5I?j}-^J0BgnCz9sViu%_|7GBRP`huz;|h;CifCN*feW*5&5qL zcDK5|Fr)m#&5+g%^9?LP=+)oWIyT@~y`R&w!w=;Ydc%(;ISDhfl*>|M^k7naDt9iq z9Lu-YaR1B50xHM6#Qqzb$E>~whFZNq&*$xOO=)Xd$h6ZC><M4MrSAMlUT3Vu^PdKs z<p`lCY<WhDw%&GNZVSz^q?#`LuiIe=xy3?QpPPEmf_SENdW^zluc_de<<0X!*94%` zabM%N6$U7jW-F>2WrvW+P@9|kd5AFu{;6hHTF}$CU<-XEgnZ4OiM&$t_)&ITSCfpM z@XzeJ+Stqo8f494(@LTsb!#Z$A1yV(691RskBc<i<eyn+mSP~TOi3ge$Dq98jHdI` zE_DBtle{a`$N{?if0dFoxAA`Rh9|PO(dX)^T`KvvHN0|_=lJV+4j5qXK9;5@1ubi4 zoS$15(B8FRxaKk&aS2PcGrNL#P_-LHz7A-Ax+xydS=x(rvnq~N_OXMR!tWGhB89IU zm`?%fpVKWKPE2HDC(hmGyr$;LP9%~444$-`#;gy$l6|lzKrp3|eQEf`MFb~2zL~2+ z4b`!!BoAt8pgE*>_iivb@!!R`?0F8<kEQ4L<v6^B{ml<wbVPYTsivDfl|5+Qva2oq z>zfR0mgUoZN)?2eh|xc#RMPNOle#n4oD2TZ8$A`_l7O@Zj+IUsdSbb9+{cM|4NGG- zH;gu%$LTjcMO2#@iQoc(&tnHA!MoZg@B9VCV{@YGTYTG&k$GB`8|U}n>#OOj|NY{J zz27#x29AQn<O$Xa6*F2mKtEmG-L{BTE}yoJ4iSgorKl!xGCJbm{iUp)xCva6EA(}P z_Xw8l4_1oIyO^$C>VHPa)65{=Fx}EKj#bGXP^duOfIiy>yRl>F`5!xZ`P!#iOeMf_ z<s}JmEKh=43(9YtRB9AHkb`nnhq#+<R(J8q*uX)r6cW%D#GAT0Ax__Q``1IrBdYoN z^DzTX0nj)2E&6$R1$XzHtk4=pe{ZE#;rc&<#QKn!tnP_5{92Z?;9C`L<YBVv{bWP} z?(~Dhjt`kZ*LOzAk%aidDJ}uWmP>F~@uVL28;Aq!zOaz{6ZxmEUEH!Qr2v^ix2}DI z<iPw-Rng}QCrqq73(Y|1LY-s$WF^0bF%vWQ*P<mWSf2tr-*3cydWvz!Gobt#k8kyZ zG33*x;E?g)ib8#?f`5CYcY>(b?N6qlGKec#@EzojBmtelzLcUQN+S03<(<Tv^VmB{ zF2^Hf)DY#$cJK)LJ%Hw6?G;~fn2!E*tG<K_FprHX`57@V^^e{6<@G$yUUhJDD?$Q1 zQs*L;_-NtoE~1+u-u-FsLg)SvVaU2AZab>L03G7a<f+{hM88T_R5WW69v~g%PnpLD z)sCWUOn&Szk-PNt;SmNH+snM8`B4axm@l_jsc^vjud{~}7Wg5U`Z#t4<-|ulNij)? z6A(M8WN%+40I9E;6~4|OFC)LHYBQQE2tCjx6HcWAwy$2w6G2sYqci8k`^w+=owRz9 zCS^9Ddt9UU?rA?3`s^*EJ<5yz#H%x@CQ*MS|M(AE;TBwoJb+~n?G=(n#DgMI$cgrk z93KMB^D%*fYcHPsqahl8&Q@qr@W8n&W(_{IMSN(AsETRlf^!^f7MTHz;6?e{+q#jP zNVaol81~!3e@gZl_jt2Gf80m5FC0Vo+PwGJt}_SG`-8kU?+p#?OMP`M{}ltQ%7%P9 zr#_7@hlmfToaKbfgBHZ&CUSz$Ri{6G5BW-$ei32$B4Eg0&$a)R6uf`AIGA(=@xeZS z|2-ACgKhB7v=#=i5&d)6=+7&^@S5H;%iSAj9(<0|{5Ci8kRCi0&l|je&&w?diJ~5t z()(PKv)Xj<N41JbUls%6P4(KFS14D{Ia+Ec%u5_I={XZ)&j@T#Z!&(l9cyOW@7O*v zjvw*Xa<sq94<=>~yYs5`xXEtA!+hfkY&SGW?(GK&pgAmYo4!tn_`6hOa`OW6CM6WR zyc9+EppF}YS-yy;?l#Rg&&~(2hsi7H|19G5xI$8lE1D}k-X3f~JZT`Y+1bP(Zrnjq zE6X)<!o;17{HJ>zp8TkuO8C+`j_NdaVs+ct4Cpq=#nTW2ABxq#TtIp0vjc7>KUcAE ziaYHd+Gw6^<&|Fj3*9SE?d@yfMRSaIV^5S~nSf?fc81Ad1FKMN2}skTAc*D&*<e$D zTw8Z0=JnlmjBf4vQ>FMxZ1!<A<s%P%=smjs_;qyw=$0NJziPq>yKZB$QtpVWD_Ud9 z;ll!0Ld>}t86Kz;J@__@0&$a8WF=bY$RVvcmR1_|9wm)!76c?{fg<30nU?{|ua3SG zx28v4m?EJYo_`jx@U#>D<PWwmzjpx{JIJ5j=uSJkLB<DUR^6qJ4dqz;ZPi)rNjCT( zewJ_bB?UzC4TkXKk|0z4%8hiyh2=L29niL*g_LdHth)Q6U~yc(Ij3(Gzkc<@e@7<} z?^DXB_OsqH#=_JX^5+0Iczu3zct&v@1IeYd0OT1`tV`7Aq+^4O5R&0NSH#PbAf7x$ zT#ki*GS8jAFhZB!`Hdo!+p=lhYZ(5{4NGH{{w7~(A#(23dO<%MaYcj2@?8WOK~LUA zl8Z#=SECod4lYXrOkcUUDPMsPp8eLMtiT4<dR|`-&Pai+Sy6UG6(y999DnJ~C=6Z_ z4@7SwpGlTUkxN!SJ@H$;*X6-kI)Wf$Zd*M&gL8jS%-UgRg~7hgKGtu``0)9oB)8u) z_&_k}__rD4tIof;++M&A!d{c-i!aiE>^Tp|aegN7w>DqmJwO57A{^F=hgYy`Le(5z z?sM23%P;jii*uNgR{e|l5tNJE&u1eukNnY}6{pzzI6zuDQl{fC>Teyqlf`)n<$+{o z>YhJUfF{<8*6t&0P(@4L-Ts;pq?BWeV_eZbnnEq`%AqMdD%@osod@z_*U8V-J`*4u zxX6$5m@vVX<?fB5hnz6D-)MV?8TsKlLtZL%i4ug5f1P9~Iq`Ew)a}E5<iET7=<Vur z7Q#t;K2K?40dLmbQ>T?d`^5`(N2{y$a8cU)T;+ONI4Rw3dk~$AJ+dhuo(V!eT(vxI z&bCJEcbibt8RX%pBXya{$dbTB!oqJjtqWKGqG2XHAO%0kvp)vPZDID4^;&wb*nn%# zPbj}>1iLA1H*xgcB1UF-pT$=)5=&{7eRb~&%0qZt$Is>P!sf4>HzjvCLHp-oIVLXy zfAuZ8n9VtWWBP9G%57=b5cg~RGl{&hm)8o~6=gwb@Q+}xFA03hN59ybQxVk0vK&pv z25|C34xTMX0kA1*`Z>&vdUbXK6Ghk92@@xt^8=go@KsGwKLPpn#F*EUD7+boDf!e) zC22Ysa-hn*i{=`-TY`=({~?|jZ+!6ht#Ry<Qo#k80dZgx4SxSLd=z8THs_VO&Puo* zZAc1Ap2j-kJd1M=p<edK1;^_9&Dg-<scel$C|_OVm=N}Q2Y;!Z`|?;G3H(LfcN^VU zh?1SlRRLHZ7XI_xCd*kiaJtyy_R3!j%DYG|<8thviLDJA%B*1#whC;#XnxP2p~xeG z^55zA7Nz)*XT!(p$lu8}VaObvtNtx20oi}nd)>roAtYRTv=jAe!}v)|#lB3$r-14I zuDf#*3e)*|!@uOg=TNI!xkwHcc8&k^+pl|g->2Y-VJ&tdP$$EkdjB47{et)5Lg^Ov z**Q7D&5ajS)t|95IMESYIdf(#UTxU+viqg#UM`r`9kKHiV1v2ex5B+|i-E3~rnS*! zawy5U7O1E%0VjD(qZJc6@o(hh1<ZQFP#!Ju%IEMPMq+u1Pe(I>S-Q=~3ur&&iHSab zkdEdec5ERRllt)_*?ozlhtZt$Y1R4bsNZauj;;SF5Cg+fUghM(RgCM$14#uBlqYrm zZ0d|WZ?4&+E#IBd+|jD?{g%}xrdL;*^C*%Ft`*&2WyzI=wCFS3`)jC(*Y0nc)hn4n z<v*2(gfRjyG5e@<yn_+Qc+Ykgx!@=_6m=}a4b9Wk#e;MVd-3^#`js=I%h=_M*;*PV zBnZz<^}k%!fmb{iR~T?$Bf>={p7peU!7KK^{by>;2Nw3~|M{B>!E6MRhTgdqT;y-Y zmn8`@(2O;a3hmv(4}7EOzwS*1n@oNKW(-tt+@01^%54|pD9zPTL;aJto5y}HbdBNP zx2g3nXY;}8`l9S{<hPxn(RuXYCd$LsGMD}PzJi5lj|z2Z(!=32`AHu-3Sc`jndFJy zcN7M#Yli)ZM?G`t=)1GX$JO;J;afZ<bUdKEx*wh2shDQH)W5SMj|Jz9Ci;9OhB6*6 z?U4h5JcXYF-MbICcI_;su@M3{%$`&^^ALn9ee49vd$pDii_}(*;#K|~jV6@hAmpQV z;R-E1^fQicDqzAe@$nYd#P|+o!hGG%qF@|*w`J(^g@cQbma~SPx73g}9@gbb%}79# zhwR?rR;(e+#qQ)e4%jRIuqU*MI0OMb>*anzpns1!Jj@F5816NsZlZkgw%c)kbkoD^ zv!>0mGwZOgA$DfM%?cn)^@cwH>-}==8<PF~f&Qz1lftDuUhedrs$ZDkA3wF=_u` z5to|zun>UWPjB^wRiB{VqHNqTp312eO!M{kpR`5`*wo+s3K{X}=PbE3hYPP_W}T8O zo#G@yL_Wvlir*S`yVkg^o|6YuU}q@h3O^jXyFKt|c?L7hjl6l21@WKnw52G9k71js z1HK`VypX9cB_+i?i7Qb}%c>~~!q0LM7cP{y465*HweO?=yw9P4{|_^eI?_@VhqiEd zHoi8&^#u=)N^juS9mEf(HzrOBw&LYSKXOT@P!i5-hG~6tOh9J%A-zI#7kk<DwxaR? z2f=aIMuGl?5OgKxsA^7&fKYo-Zn+gLY|7n#PS!~R&FH&ZZ|kRUl{|~Fb`MrK`tuKJ zN{-=KrmcI|H`rnJ?E@u&3%rDr&5hs>FKM8-(N!prmKPd>O+LxQq4Q8g)@k8)Q&=Yt zfBzrUU&v(@N=Qb0&}>YY$Rd-6-=bU0vnt~7B2>7R?%6JuqPn@oB-Vos{iM(I!`UE> z?)x_$lp9EGUKnGpr30FO@v;T~P>$n@&Uean2H;A)<GP+djma%U6mr*6f*H58%OycF zh&;A)`0WNam`EF+_rD?vq92V`8{eVlH=C#PB7*?h*A2Fx*Du7);xiN^+bD^JOGi77 zux;REPW4gJRvUN=-<Md25p+%nTQfAJT*dUt{o(kLMV!yZJ4ZN!o9N<grO0rnAgpiM z0dbrR461gd9plC@g*{cH3Tounexe^mkNA%X>u3H*B~Zg&?xjn#vtkgp@$y&}>P^O^ zH&QjUQ^V*;@sHD{yZAbr)|csJ9@xsUbbXKhzx@NM+sh<L(5BrV#D;QfD*FG<;k5Hu z@p~Pc4CJTsW0iLPI>Lu|b(X<Rs291fxHRaNr2x^rHSZH2$^x63X2#-(v)bg)CY^C) z3n%-+)l4VrjIUCM%hjPAwhFsR?dzkP_@taKx!Co2Y{KN+Cqa}~>>o{d{N4XI9xBXK z%<vxNpw;LP>31#RPi{Ghck6OM_2j8zzuW|g+;*nGpX7u1G<S6m`H^+ZOmvQJ_#{1H z726Q@$xj|yH=CVDB)c#J%0SZJ5?W&R)ARg{|50?_;aK)<9KY?o_ujIaDnhO^CA+MK zQ8p#XNJdEVR5VB=BP$XqN?GB$tP--aW$&52$NPK#e2(LNp7%Iz_kCTz-+6w&pAX{S zoa6}~e0zBlqj4q*Nmdk)#1rQkv$>5WXes+wo0Ah8x`E<k$!OmHPE%Hx74fr-PeuH& zq=hq$iElgR_b?&n=qPPfQ7Dx!(aGc_!Dc19wB!dez~7IX{i{U$5_M9^XT)Q6dV9Dj z#E=&J-raTkl!opj3F&L*CM2*AVa?+{JBS^+7th|(S%Td$vTmb~U%}U(6<zyPyNLM~ znOdaCAWqO7>0Q*JAWFUN>M9p=qIpwxAJZK)Z}t_ea|)1#Hv8@8%4+Py4uk*6>SkV; z?^&C8*mw{aM9=vsC!)O8C1!a3j{|5|y%mmOBJk;l(`NluR$x=S+&=bo8Ru_jUDW%s zg9(l==g1<Sj9d^Sj81OjQKE(|nK$X7Khyg{sxQjBjmxj>Ph%%+BARtYZnF@z5AP~* zi*Uovn9zhxB{#^8JWArsKzXinrlh$}#IX!umh+F}2j)ptMbAQd_%oI`OP3``93#IS z>im}qyxHQp_vtaiy)5q&IcOj7K>V-jrwx>wy|fu6_hc3;tKicAb!8E|wG>(Yn_C7Z z&U6n3qJFr3=6!>d=X3Z|YA@r*h!+qdEOKpel$B_;KXZ2!_2I7_b=r&<qk$ZCle0vi zIOP85l#K5dfFsRT3q{T3M6#FBF2goIjNQ?slC~9qR<g>@nujYm`R)FDQ_oo88c&D& z&y87ZETlAg%V`lCaywtt?am94lv@oIf0nS5dM&S7GMR`l<Dizi$a_{5QW+b*zz*Vh zUQs{$IiTLJ?d3HQPN;d2*e&^(0`4yj9)5P7nTVi}xover1UPf_@rr0NV&E3N_jH^j zAyR(ePBHQ|Qp<myE{jDxbVY$NP0kH0D5EFxKhq*i`(V8KX`LQSSz`3a-<f5c^C4fl z-(^8ijfpJHGNpls4s2b)R~TV7?$VFzZ&5!ma=)e4H%@?qqa_K-^Vs~~!_NKm3z!MR zSmfvTv_NHVym?k<12>&pf1~zm40ow@5dVBb9#UdA>wf<ehCIs3|4gWnhwPWdUvH0j zY<*3~>jFuDXdVi5tmxbi@pH6Kuvi-KOloDE(p$s44B7@GS#~iYy25f@Mhe8s6}`cG z1#$Af-HftXm4W_X`pxn-J}@y%SvXgR{7%kSzH>H<LeYqyjL2m%@Y#pH#wQuzAbp}# z2+CJdHr?4Tu)2(=Ovfx(M9g79n;Pd|D2YI>hn|1Ru?c)PU#WT17UgVC|316FZ3Od{ zAQN#!`~S<2e+ymwHHr&zGqnhc2tw+n)YJ2QEZ`h;v+J@ID~w+k{8C5%1v7KgeUTDF z4^bL&*121vplP2duB5kzMKq|M_^>*FHIC^$f9}8q95%!G`nG6qsi4^W4X1^;nTykD zm8h4ueJ{MPSPb~a-7p|Sp1ZEHQ`AA+upMPLR>(Pzt6Hm6WFj7L%N_0;SPk;@6yC15 zHu?|87_>bOA)l2seJP)r(=PUmY;uk+ngo~<r_c^A4&^cOWtEjQgsI=k$}}}KQ25<> zOk{}?=RT1uzSI>0_3?$KYeS-7`7SLu>I*H<W;7P83sb<d@a$uAFBX`zS*Yo!*~E@e zw{6w9m1B;niJFgU=n3Kw+3n!TEv!|r{_c9r7=9#OrM3$7^d1hxO*lP7Rn0b~!r9~G z;3Ti5*UG^OwF@VBMjpt3u>8fWf2GpEb+Lo02mPIVsccb5L<*kn*;)wevk<}i3wl+v zQI3H;OZFa<1p4o(Op66I;59-wSaKJ3aEfrFSfhjJ^O6hRpyuTO^2xu)MbKWl^C7wC zNA&#ta!5J;49YLtx8_nXOR|Dgrw!Jcw1`1Q`HLyk?-!B#$n+)=@%UEhc#Rh4aeQ^H zV0#kze`Af4WX*XIf9lJ=-f=qOz?l2Hck;^^FHO_H4$4bEBE59bbY+KDJxQ}$y<!AO zvQPJp)Fb?5di>i~)MM_w_vk=}40`VvJV?za4PqDGRv4Z2A%{h^$|5iMIV^T9$XOWe z314!K$X@m3hYt(qe;lV`0n$qFurNaocE{$b7*`%Es6XEepluR@FzcCz72T*OCi_z( zUXu~dkVdX|jB<jU>!<rN4(L4hPFs9VjEfjMS~}%DC<w+>Q`z`Ua+tsK{O%f>4;9x9 zU$l}E28~>3=!`(~k>A}*5j>)BCV}4k0vGZ`r(EyuQ0D|GQOoZiv{9e&;zn##=?s>V zlpCw|L=a%;W5p$}dTf0neC?)Y6ITD});Wn7esHa~o2O9U#rJD@Y6hadh_z4V>({bP zm~&ExiYLYiLFPu0SMG`sP0i^goQOl&6vf+B_Ym=rPj_US{GP@*&N+NY9AY8{hP>~J z&5;rIl5Y$i9}@>deU;3`zAspA-E_Uy-cNiNKYiZqAPfABe0=jc$|to)ke~RI!VW?+ z`^Om{tl+uDLOE;{0-(;gbo*=sHDM`nvx&Ts9;~bWP89R@U|-T+90}+ZgG0|Z84g$= zp7cJGwhxzh!T<I*^AN2KT=kBWRi>mU?0b|WlQoIH7e3qeYR-s{InH+RKr`a&{Z|mc ze0Bws`P0D9uGovSCzn?AA)fbIu5=oGzzU{xo#rXUVYKI0R5Lb;;U|J$1WpLs2m{B~ zv!>}Q63{nSv$hw?0nZ)D3w|JPg6?GDC4o#4;?IVji~cGt)HJM(HX;5unQph7l`8Ui zREU?bw<GVue{q_H6`a6-?WZ6|04wa|)zCj|AtM40<l}YP(oixh)7Du{hdw`BYaQfM zwAK0|bmWmR$kZCT`4#o!`Kq5Z!_AmLkil`{!~In}A^T{W721ymY3<!SrkjIZ@xC9; zQaX>>^Zt0~@Q4lA`kQ^yn$R4cVkn&l^@r;@s~IUiwqk<q$J)~P*6@p;J91;t{WxQM z#Z>;m6lVWHO)UJ~D1PTfY9QxTdZ?i*&Nw)|gss!*zyGILg)uu^vD=(Qd%;&_pWhfu zL-*^m@di5U*x8p`X=ckixP4_G$8hctc6IQgG~F!nDlnQI`h&cBf#<ztHLcgNu<oiy z=6hVw23JMGt*K$1XLA4V{q%%u$>F{~0?50rZ&;`@hx})gOwm$Vb(m1O(3G7z%3(gt zcNTO)o(;}J-iEGYIQyr{Ybh@$@k6H55*z)axVta&_1Yhcm}JWGS}8d-9M%5E!<p8H zv*j<}a<LT#Hm}b)e97qVnL1v%=Z<<<Toq2~CzdeF-LK0rXby4wq_f_u`@OhR+`~_` zh4LW7|3vXejv$<v`7dt<-TS=Nk3Td+|6T~lMVk%N13SBbk^MP7Xm{59<$>~0>|rXK zZxHv5`SGojscNjyw;YU3$Rgfs;2|4b#D|Z-`juY&LY&6eF6*c3(Es1PuppT|R(O1H zu%AHl#PkHoi-l+(lNT~N^|^xrc+Ci!<{~n}tzdG-|0zA3j%vPq)|`$wt@v%&Mw^28 zV)*>Xav>K){rX&Ov^{{4JUI3_yK;fVaA27lx^IXUiCvrj$pgj>r1~dvVz8(s#xXTO z4=Giu$?spG{58vwBx|2}jKAP}AQQ(ro~yM<8ImXl!sEO57ptg<vpp``+Ar5IgPcOv zfG4z2?8*4RAbkO+GN8u~WU>?5lb+&d{&IpdGqFc?h#EA<8PAC<Q33;x+_hnS^f?FS z%kkPG{shmKYNY-+ezZB+G2M3?^R*qYe~GwXHBH!^!C5}SdS|~^O$QAe<(}_(GQ&!U zD|i@g<cY)8JC|goyf$#f0_tLUN0j3W;AmFL>B2{zRrkLbVS}`h@OQ~Pj9}P%eK+eI zntyE4%lm&vpKqi5eyR*=xSrSSn})ncM;mwNMoIIS-OJJkrTlzEkh;j>WTAO%f+;(! z56y?(hiv2du!Jf5avj~eyMRwv_J(<Mw%`s5LrMPo1qq;D2|ucexS9t-Oem2*^8Cs< z9g!;x5b)kVtKXUn_>~{p%^-h9pzW4a+d&y3DdoePyl4i(>Cf~tCl(F}4t<;yZa@Lb z*_=J8A&B$Ds`HvEUl=CljAfqOV}{$K=buOSBX92LAr=>5Ne~`3tQ;~yzweQ%`@hlr zpTzv?-Pb5<?CI<>W+N#AUlXnMD>7JN?WKOzwiE?1f!%boQ!K&NR*xGJp9it~G$!=d zkk<rtG)j`Ym|?!RHtLpc74Gu!q}kn@qEO~EG{svg3Nq(8;#<q>@F>!%`y5*bPI>nH zV0i@zF5Yx;5b8mF{>Pago}qiTktL0Sq!AC?sU6n1yvGfW?ouDFax*}_iAGS4Aj%u@ zI&eCbG7;=DHQ(ei(D~Xp&c=<C1A028MJ$X2;KKKX**9<IamI=WJt>+Y%w(9+e1(ie zD1gbadxgDtd!@EO&L6a2b$IcCsev05Z<4QGI*ImSTf?V}*T?Z(=KkNy$ahEeN9bk= zx=%R&us^ZaKnIk9$83)<@WAZV`MKwLXr5OYySI_wg?C@!`?zZ@1aA#2RMp4X2#V)> zl!uS8LY3$DWu*gXe%q`aE7_0c*)!g$)YsSvnW&EudQ{@jc~FkHolgav4{H_*?1jNT z{=xzK3^7Rjsvd9Bh|bGH!lzaD$cTzW^{XE?$w0+RcCuCj<pHOD#GF5i-pie|8jrWR zh|cGVWz7C)kLbzn(unen?)$INETY^3<!Ko`_7~hlr^DmwVR8!Sw$8t<jPm8ZA8R!` zy;rbX%ayfUCpU1Hum*G1Xg<)kHdB7#-;HJcdf+2`L=qTvRti>{q#)Vs@xT>H1_*U` zWAA*=3XYkz#aw?RK-rymqlt1OR9o3%A&NqT=@SVC2M-!}t~fejhWtakw{hMXHBrc` z<1SA^eBdKn0XhX<d)R?x<2OFPgoyHcew{ZTFcF@q)NRJ-?|;uzlRL?11Z!86c6o(z zX0}G(@~kyj;eDxYpU+`-;+&zmAU&Gr(fKTB$NoiLK+YBSwglAs2)RK)JB>Ioiy9@R zh|HlO__*F?n+>wkUL+-4+ec7O7%pz5Bi?V>$N%WQ3&Y8f$n{aQ$DgvPFCZP=!|bKl zT|17U+%(}b^(A5#8<S07^EW~K6SkVTuqqx%{%9e_osDt=`@5g8rnAA+ys1lN&L$Qx z%<)(2Fbz?5HoUoAgA;Q9WpGg(WF^9M&qv>{*}xkpn9uIUqF(jrAx7cB0eo0+Q1mn6 zy^=psdVks%`7vu|WtUx$k9;jo+WrPR=-OR5Y>j%3wBc$4zZocCo<A+|lO`wh6>M50 zo}9pxGu_3?ds!fr!E?um7VQap#2*-lGZ8Nr=u!jk@WD05UuV-)Co%sH)tX`3KFs2n z^WHiu9VA>ncTq>R8;h`~Jo^E8b#+evICrc<9CXt+S2?zjkGA{c$tOh%7%9hT`dBq3 zh}DmcWZ+bUIKEE{58c8!HL~av94LYPhTB07)Hm(h*$cV*i62H(9p23(p}&LE?I%N2 zTrgl8qiPi?2cuQqRGp<OcuaaOsmPcD`N}mme%)QiOUzGP-g||-m8l-vGI=a$Kicx? zSN&&vb=KV^%1i(x<mgI6ln;Yn*yq!y8P;)I{%5}1Pw1ewd!JtS7g>039owtW#zBn6 zryGR@vx50@7W0V_NiflupA!FxdQ|sxG7cbatnx}c9}D`P{7AW-qjYo&Z)mGilAZ3u ztDrEgn*r_F+i1vHyhMO<*o@KAyca9UY~<ws#RL{SR}S$Bi9y*Tp3BYm(DONBuCZ+v z?X#uW<4&$q6RP`<4PCe5hk2k0b#`0Dnu1<#i_Wk>q&^EBibz1ZtjHXzD-D6iUOGy; zhIk;xMVmKdIAK|VEP!7aan93=tQXmYU@XXSv}}ruNV#$Ii<lKVd|NHRQeTk>#s&e2 zh+f1c|IXP{d~+2~O5(Z1GJ<?<p^6oqq5Hr&U92R(LJ)3!i_`imIf}hJWs}P>CJ99G zMf3XGwfN8d1`BH0s8^uG>)AYr{6)`$=RH}MG0A}cwhJ3}v4GVkoTE$<g8azhZrvWh zbFS1<P5ZDxtK%ECf2UDj=icl<jGzE4-{zrRnqeVSyk+09@JNCM^GWq7G^b9!T!&z! z$a7ed`r$CC2_Napx5~Ot4u+SCdxwl0v9HafX~l|hjMe$mf$RDrknZaJ))w8<rfdhN z0_@lD5PG)g>;pXD$ggs~3(f0$L;SSf=F$>@zvx~kx%6Tk-E)a+_N;{09c9|2ph*lk z8@ziIR?xZZe3#DX2v#DT8<oSo58eyMpIg%%!1R*udw6uAo?DaoqcdcpfN$Nb2<#LC z{*!;QMeA6gG~SzezXKJ-y~#W*jP^Q?ES9FvwMC)Axu0;`F9pkCkw*%VUp4iL+1=O= zyO?9f@M$YQ)aU82a2$HsgOf8}Z8M_d0ZESxqwmQpm?6W4f_T**?78t`tI;*Y&ugCe zVMEHq{QO6vQ5Xs{4r)w$zC#CTKQ~touQL<YU9a5>JS5>S=MArl)FqsxsB&-NArm2O zdfLw(^`{qGXQY4sL4Elq8J7v&RqWod?~dn9bpQXY&Z1hx2H$o4rwY~SiH%<?wq|H< zLf#;wz_q~vmiCGbCNCDSUpl<@R07DWbX4;cro4scD*B!ZnH|AH>jO#*sn&2^j*q8* zB2KfJQPt)y7a0+<_To$x@`HAUNB=jb*oukkU5|M7NB~rlh0ja_9|(>f^mt`J19jr$ zld^u4MB&Jc+X3XyIAo;~r1!NSFZiXseu;e$=h=B_aP}7^Y#R*E8f(kKsFkk9(=Sx8 zDZ*3rCT<-+)xMY9Z^;VT8j<>ciy2_SNw}fqyDVJ!E3qk$xC?(%7t8OaqjT)a?mJ?K z3Ch}5_XV_W;ME$|PwxNbg+j_C!+8^40ByI#Ciw|`e3MUk{v3(mev~Ql_uV$G+}kL9 z4E6I8P5xS>pJRs})&$Wr`eaaT^S8KaA1(2nM}I9bloJNR{?U)yp}sNGBOQNr4*2@d zkb{q!oPgf@GS4Z#VZzEeZR0y5c=8>O^u5oY@#m-VOQjD>Lf~}y`IgirjHF?`IQEwU z7KIvParAv|Dlj?OL-`92lvPW}Oc4cB4Les?12(7@|E|0?CjzGOmt9WMN<yoM>q&Cu zDJ;KX&UYU9&<>jaj=Qx*2A6{wSue`1U@k4mG24&HA@tHz%6mgTNLsx0a&LtleJ-i{ zAE=0daZ%}LVhQp&c(zzj|7pSNnO{!lGi>9DvYyS;gEFAK&*Ikbd&JXKHl_>W{fBSf zu9WxhmjI1#smnsnXs?`T&^e3dd92PNvpE4Zm~Pls_yKhPaSXaDH86&_cfsM_bhgy+ zU-yfh$Sc%D#VzZQuQXKPqDJ;%<j4-L79#cF%`E{ao@EXhL)^gQchtW3kr0m}o<Z_F z8yS2x7-ihNA_7-}KOgl$J$BpFS1s|TY~aYKsI-f1V+{)VSL9g)VZXdi-a-s7+`bvi zf4^`5Q)s5X5rKN8ae@!ko9}TzYG}6@E5j}pEO65GE-N)OKD%XGCC>~WRxWsTHnYJ4 zQM}+rJ~_erxb^M;IzP_!9+ZDq$OmUfMeMRvQ9o7m&2%K<o;km~?57;a4VteLtSyW9 zA^D^-^TwMRT>STz{MYvs@Fw~5Z)<LPC^R}{RV9IPi5Zbb6{;ww=n<bJV}<U2TS|;a zIb}ers7FWDkQ~gsM$LQ=3c*nD@w|ouJJ_c)E_WNW<$<dC4gK3$7GfY+?VYI%9RVT{ zEShhZu{vz1kRo0Hf~|MY@cfa2k|1Lm>m+tayJAw`<+_ajZd>yhGGD`_*gcK;%TTWB zt&Hm1v<X~r;ZmA-GzXM@`f%gZ50sy%3b-WunFVU^sJ!;{tHE5{=W||6b>nk7|JaqR zg`xdb^}nuRF<>Q8`VaLZzhy@B{4}E&^2E2XmkCjVZbdUrV=72^e`L;jcW)ajmGu4@ zwXlq3NJZd2`OJ_bm{YKZIJvKDt?YJ|)-jT|vWW?YC}3tE&0o<=gRhow>Z?99pY(UJ z6*b`pE7_heH>kNFVu!NvsvZrrh4(gZiO_)YyVilc!4>@du!w&*$1L{Z{o^JtGj?c< z+c!s!cm|4(xK=Zdpxmx^)3swBdHBO9qk(aL7UDs4=D20NH1Gwv$<qx|!^t2`?y_2L zLS5=SZT@w14^aB(T#Rx{6Kf2o*n2CmOYsA%Ub{P(Y+j=)Spye{tD6)Tug+uneBb3; zW02=~xhC_JpA7N+isa4IOYFp5t=PE-_9AdVDL%Ch-S5t7--zLwpTHW|?`qAU&#AMw z+Cv0!U_jf&FM41Z_b2=CP~;~%NAEVR{a~EJdfh)sybNT6h|3(Bzh$R!hsn5}{nDsM zOYb)Cg1AbVjoDEJoYbIjYlydScOG*Lw&4k{poF(q%BV^r=!wZURS82;^hAdk(+jb6 zO2W40L2|f0+SA`MC=xT`0L3HT&VoFMW0yL0EiSbk*V+^bc)-R@te0+b&>&9bjWEOK zDK2F2c;@-oX_Ezvu>SViJ!2mK7WC;s_YIV9^GrCuq#^|S{@oj_6&Haz`{2G3{VnWJ zwE<=)IEzL4SE|(4E@Kl2fuv<TkLN`k=IsfihpV1DoYHqm#Io$EU%x-J;!V0D>aGJb z7_HrGV+`Wv>Tp)-Q?8SNf7(wn8dCwNZ<hXfa*7vFBbY56<<drOthy?B3BY>XuJ`G{ z9c<apk2e~d!9-t;j4k+4gTC^Fi#_Tew>t3iXZ9{*rtxgq>Y6f$BlYs60n;>=Bq4OX zK1~8j@*2k@=ExukXLwP7eg`Byo#TfdCSsB*#669lySVjF5AR0a8SGVSE^P%hC9yX$ zYju);9JBt%QX>)h7Ym#<ju?C<2kc8Kv`5*HA70RT=GgEW#ylZ;CaoIf-}gC$vC6Zf zzP)p<HR9opmF#=uH@AbkrqZ4iUM7LpT+KJ>23~XzW&hJqDGaT*>691+b}`HE1p(EH z$WtuH^qNG^Ow?%23v{J#;;%zIa^_M0y?+9i^hW#XhN!f;ru&lM&&z0+@_+*jWY(iO z4$z}KP~CS%9&tEyEQLkRWdXC>RyDFa(}{EBDju&Wl>ze(|GGP3;zUOPBayVl27y|a zl!`YI59`eDr4Dp&y_5WsKQxvO_?oI6{#v14$->XCzfVzu#kWIR9A~(o<^)B;Alf&@ z9#K1fGlr5V<B7NakCzfw=|+}no+v=_?7f}uO--2Jt&02U$crcUQ;`2Q;(^Q1m6iB* z2*7ct?)&m$?2xcHAl+HsiyizFum7r)0yd8vW?m5x2Di|Y#~eQ~!L^iUgL}(D5EPtL z`20&9UU;cmt{OeBy(o*0M#iH5-R80PXCAL%u7X<(#oK6J^lQ%B7WKMXj%%*{k)wrP z!ME9Wksskwt2_MzRZdW;v^kHltYQfVbea{5Ca?&7w)P{7<5-~%&CHuDTEgn*;?;5F zB|Cm~m80+l56lM+8EJE)^G(kX1Do*{=D}2*aP_SOq`V!J<DQtnT+cc?{M+FNqmw5d zmg#TcV=~K6-ft}6MB||!6{wH&K|ZsQkCO}%ik$?jpD__0M>Lj6qz&A%_S>tYKgRKP zt?yT>9?j!PmDzg@?i54@<C3syi3o6ykEMrolVF%EPxGQ0JDlVfblVl=fF<63{k<V- z@Okj_4AmQc7&>t<Q3r9>LU$shKA|~xn#iT!o~My_{$O5*y$E_gN?2A&4<VmS)CuMr zKN|2f$LcDTpY*`GbtSt}oq@ROe<yApc>&70j@YuJyt{(LitxLH4NO(}6jz2E8F6=P zk4C;9agn5)p7cGJ0M{nl<7**uAm3GWK|EFz)<b49Wsk38mMvYil>B@kH6);M*IgV^ zgKoM>9O%I!UWHxzX}y8nJuUdnvxt-6Gi{#p%OSzeY)XUNV@~MV4*OIui|(^2mmm66 zj^f7{wyVtPL_jz4O8M7FCPH3<yVF3N9k2o^on37nkdjyPxPp94-CmdCj`Gjr%KSA6 zwa7CvAI)u2n$m)2TTh>#x8;YPgN_?9aSgb-c2tptE}GZN%Ds`F?Z@|p7~j3*yNTut z*3V4T$OwIX!A`ZgJ<N3Lx6SpEHLP=4WbZW@6%1HrPF}{_v6(j$eKZe5Az?wP;#7tl zNM^S4)w?r5&qbXk{V#klA>8xjiTxUuyhz1QQD1`HD?B;K*NwPr6#r3oara?eC!BxE zyK#g5sN>r!2WIe>sgE~I@@6oY{BcCloCX9RN%7j=7lOQajaO+R+t}KM+O7F4X84$w zrRz^G1qIpZb)-OQV67;Buy*$+w)2ug@ih(NKObn?v^%|u=~usa7-qkWeSh{<@^&O6 zI`_oId}R=Y(QO{Js?~Y?Del3=)5{H6M;3k0qW96n(>YBiy#f67gvI(X)MsmTD(bE| zP7B|D4=+|A{<*|RHvOMJTUe^<KuaC+YmX`WZO4z0AZ3sJDPDp&LN5$sZzB#r+cT4D z>l4%<HFK)>S`hNjf9?7@o*+%UG7RqBMej?_t}pwo!o`u#Yr~-y^@`Z{dEeuo5dyPw zn_uHb842EyB=P78<c&JI7|OG`fwf9C&^B)~5pmzEaGwq-csM&-@TPkezn`=G!MmFq z`j*U1FQ-dGc1)Kq1<exX`o<1u{b`9HTTwDP_jF9(_WGjV1xe`ms8sU%EES<1JLNci zl?C!2v@(<+&LN>?tnNf13ey+wB$^dZV}#TxGt;sbOfDk&(1px-oW95^Yu0iar#Vg& zG=uJewZ)2Mi;`<t+hNJ(AKj9K+QX7*RU2;5d%hehugML6#XCFdd4#|%CSd-y^giPC z#pGTKJrO7(<`kaUFhJVEa6|<giReBS|7p*w0c+1l<D$?Q#0|=C<Vbfi!$N!F_jtsW zcrl+c9D0ib)E6_kJHOKdjaL6)nm#+>@U$;dDNF)bU0?2`bCu%}eT@unQ>O9jo<7PC z(R;5rrKP<lKn%X7_b8in3lV*9?IzllBp`_TVC-1nHoki(Ah>Fy8{0T~Bl2T3GjZnB zAO%0-W%R{rvA2s*K&|&=IJY=E!R?rR#R=_quyTd7ZuP>DP&>R{j`M(i^74z8b|%Pv zUHwbU1Kqz5{5Qk4yMP~a+_2bM;DSn@b#hg7F0qjBQ1&~+0m=)Z=}IFL_zmBLX3Df3 zyu`SrmETkrJ{n7X{J=vFFRG7JkdQC$nW~-7F;6BUfs3&uFPVd|UYCB=ez6$Sv;F+z zuqGGCj$dET+(5po_F9>gh;LY#E?ZGL`aX;LJo<aTE*W=E3sI-s;(?l<6=(auvB6P= zq%Vm*%Q$Plu*18POZd~CKA9uG(ENacQ{#EVD&Egl^xMHl3b;RQ;|%w?p)$K5-8P;A zTrGIl4g~W;qRs;I60-pGe{{^-i;@Jl#|H6xPAFHO7%6s;74eE*KlE!fq6Fz0+R->m zbZ$AkdMtgO0p>~8bTj9WFR@rA`5odC3=8o_*|{LzWUd^WSd1j-RvAfl&!fKn?(*1s zjW+Dg6APhFj(o%`O4jO6UI)OE*_7qOZ8UeM2)@vLoeu=qzc~dX?zei{JM~UG)VI)& z=*nDX1J(w?CysOIclsSOpRwD<SKrnesmcj}LfzN+xSQfYUlzb@c~Bh4`Oi}Y<?s+< zjiDzzqmVbkU!kwz9V?vAXWsY^I1sO~!Y7o0lL%MX6nu;R9%&+X>O6ec@LA37!^&&O z2breCX<@R4Ev9{O{-P}c8ebp$mOaP~sXgI39~RfK2=8B4_uI7Lk&`PD+=$;tE7VOr z_X^FOhKChAx%%*=dUI}#P(i4psN)LPMsvqM|8&(*ZbdEOqqFbzDeUu|<9TUZf<UXt zQx{>!142P^jlao-fMUP*NAqtiAU9cjoVtshAc|;P{xl8X?sVpcwkXH<x|Y$z`;`Rp zJzTJmdUz1(_1||=pGDr0T-r!#B_5dZo{f<<LVk1q1S@;w@vK=HX^hokgXpV)r~D+C zAX0Q;D%p>XI1uvl{7?qEKgsS~b14&m1-o*~3G{q5DiJ%t^Hv0`(@N-aQYne^Lw<on z^`a2io={V4jJO8PO_aIl_mrQtFPtV!3aH6$7&#{IU}a5xnHMiH60MV&{)t^(7`cSO zGt)cU*rcU2W5^BUQ;3+Cpu(3itIyMt7ZGo1kN-6HwlzAR?B_l7Fkt{|8hzapj{5vG zQH<Yu5g+4Fdgs&$`#L<gZ1Xt}KQrVOI;XiH&ZClBr1V@HFQJ?-s%F@~jPYHl^*XXn z1%&;hIybHjtSa`i#nb66?5vHa?9sU?Os?LklHf<YCu$RhpByXrguP|uE0sRXVXN2& z3=qe5K%0#ZdAq)O8hyU}3e9^2uvZ#CslYJSQZX0x@DpEB96q+e1pmoweU+CN2LI<N z`d+e(u)6m__&N)^CtNCj{OjC2{^jCplaJgIa4=Jao9q4nwi-sXOFEKZg)!6h#s@ZN z?7r99J<SI-H0k8?=yR!UXm`4$$VLbT6(2r$P8P<}1V${qhOm<!4hAP=sR%omKJqr1 z7epU_@jHyTRma%*{0FqAa7M2Cdc#)e+@b93wN$W#f7l4(xoAoT7gJ?*FYHZVygW&f z!VP3_<%!q*NYooq(u-dUrx$~fK;gTCZDQ~^Oo2kGxEZ^8xcQFxQ7%xqmq+DPh0aOD z?tJ~G9GrOh;dL|OdA>T3KpCyVK?vrD_dlFm#Q95gmJe~W!RpdI-taWkC$jxH*CZki z*%CE(+vz6p7Cr9neNlXno<s9e&V>z{-@LCbxy}uu!8h+x`d8t(QR#7I!wm2<N8MMU zjuXm89u)U`a>Hc3GaY?1Cv4>%8W=XEC+<;NJqU55CmJ(UUk9zC=b?L^4$ojE_UkXr zI|`L0?6TN5P14IzOqhW@$mSm(ydjU=c=<vUg!r){yquiyzV^#88*wmeNp7Vy+>(&+ zZ{xCJB_(v88d9^PME#`t?HGoyBw)>YB=gX38XI=sdVSlK6Iw4F$nRE1@8!kayAMCH zg5`@EW&0oO1nVCwp$2|#!u4s3`Oyn3$lqt)(mFVTN1OUh-rr(}tp`8Go@$7KgHI`u zeL$R;NFjAhf9b`C3aY#>JwY5|{iN{SCQcZN?;fYhqy~*Y2G+sU$Ri=CJM-thAY`3a zn)hVpBS@+H`M;}AVI6jZ7cQauTJCFaN_$l{FzMsu%2lQWKXIwPP;_n$P2e^SE~6nV zoi05$Ksg43$z@L>3+31guqLe@G*|9=R&r8L0v^YhS@@jl#0;go$;L8Q@L$1>Jq~E^ z`$fm}KF10(5k}&!`-0|0>b3c7VG}DDQ8V%6KbuB8<}B@j6GD98r@Oz;>kjH4J)ClB zxHyE39g5aRJzT<U#neY}0deG_-VJlJuj3hCPL?|Oa)NJ@yhHS1PS}jT7Gt`Pnpma= zRequg<I2{`4(VIOBLq_U!>@H<-4@TkWLwjN0)JVCdcHKcONV?hM0<g67B^)qP%r&S z!Gd^X5y};&c^dJ!E@EX)AD=mY7a&^hv*z1LHsenMj5Jg8wy}r}BkDrLW1-~T5b9-P zBU}VB*jDSQ;dTIj1SKsuNQs3!8mJt@4fUy#Z83gu%zI#7Z7`2t9=NjqD&m*kxR=9I z6NoscKRCT9Em*+Va*6L^6`I4w5?yAd<iwQZszOpSA0(G9m!4zi0#nNKuWqe!0c9;y zwR!I$$Ub&9K_^ZYct1WHJnF$o{QmD~Ksy^dxFt+E^<U?QvcVH?(<&*zb|}XDzr78N z*vMXbW7&moHxymZLOsFbFDtjlQQ!Oc-B7wG4CKVqsITwq-_n5NnVs%a8B2JO<m{o` z<VO7M`(tet$K?QPQyjj6IJhJ0?+i3XP~Iid>`ngz0t>xTeD%V43h=L2Y2Ol+0PaQ7 zyh$SR9$x9|NRL8$4KuaFN2^A#BNsyN`rGAUWkuAk(>#2{Q`NAS+0S<IJI*`_kAqM? zOD3=Cqa@1Z%img@mfyf=cM4n--zh+x_T`T&h>!b<^HampA2ven59{2xKQm-q40C%% zyN=P_7wD(d8^sp#V(Ij@QD3;xPy7`*`rh9#_!=_C1k+*5Mz8V_ch}IYm{iRQUo{?k z{jw1POT$FN!`c6^cchf4sU%(y*dP9DyGjb?gG-+_NvvUKM*1Ju_O@WgO$V<jF_00# zWG)hW1`;4R{yxZ%gBeJ?4kA)oeb`@)F?w%zc6hHTZuvoxmN4rx-HSLZjB@u0!qnC8 z@sLHyPkP2|M8)Tm<tqyt*!ikAG6||IL~{KtGc98wsJcoky@t*goLkAmDjkSty}I@J z#2W^<X}D?D@l_JyZ~b!i5}<$|7Q32H)dj)u2>rsdbQySLSNM{Yh&*3CzdJ)-v4W)M z`jJY>c`WS`&j%lsd2IT}-rSrq3nU-(w`BhO1?w&;I6BXdcu)K?(hUDrFvX&v>sOGE zf@iwyl#dyjCkO^gvLP;FC0Dt`vHcRD9n4}fY*mhr*EW~8SnlFJ{UK6I=$|393gUFh zh=`HqjFs0+V1H_Ws}TLZ<BM8L_M^QRt@_-tzWz1r@^shGeZ(a&%#u(1f#!(=7Nb)i z+0Z#Xqje`x9qlvfzWQe&e#)J>4^x;0+6yi$htu``##@)&$U`n5KT(~9!6!jh;-d8T z$_V6>d9{0)l5%$wZwdJKyP$@GD6(O`SZ%>TPzwyXpI~Jo)_yP6+^b+AOy6EhUTqX5 zIA-YG8d_OFaZAGOk}>MvDwSr_JVYExT^Pu@SB$fU%I{RCjpDkkRNk(%0#K(@kW=D| z&Ld1uo+vzF2WyJIE03}k@Scr-<vVDeCw+KcKw@MbpEy}P_a|!zFWY@V_bQnYj(*$c z8JooiR<y52qW&%6hgGQljNYXua#b~*UF*>Ks%`K?V!RNXpLXdkLc9;L?C+7BTGGI) zeSL+e4fXXiQVn8mauAoye9awVc|jrX&nxxG0h~3WdS68jnsc1f<FC+0ejGi=XqNt6 zTv$;i-D7Y8Zzy#y;YT^8Y^#aD6ec0~AyLtHRzLvEGJnMSh*1)xa@P9;AtK=86!<Xb zb1$Y>x5|=vQXH&Kw+0B@Mm`<|l}dfTpLn<A-ZGN_@^;&Nd?)ir5<HGdt(G&P+)IFe zW7a|+)=8#uBQK!`<8au_xO)ou5>j1#;wn%NahxhBcb5eDauzF>rO{rvujF=yA?m&K z*&d;Oiq5BZmsPlPIiU7<cmsVG8%!MJ%<cDQft;@F0HO6UY&gd5EXjisdb);h9BUT_ zwIpuovnXF^bx+9r)MILb(s$N9-3ImA3rI&yI)&h={+j4#btY&oJb38yR|zovXRfY- z%-uP+Bp1I1bHGfoexB=T39wXlzke<k@raa3He9yIrz5->VLwSvD5?}S?KZDrq=R2y zDk0u;ux3)V*l#|VS<Fl=ezuGSa;DXI+E9Sur{^Ie2TQP!)~+J0ygA&RVlX~YnF%KD z*eyn)o>`5r&f8AI|DR`CFN`3M6K4<8j1XxJGx9Q3X+Y=SfxXR=lIA~H;Nr!<<!BFg zsI~b6r4jP8svax%X-ChUqh~L+o>|8Cc5a_-QYIrBDDzBaQ18<*rf>e_BpJMaoN!V1 zC>?xK)^OJ_{EIKJ5GV%623HGpPFkaRj)2Qna%>Bl=bt~Pz^lOs4&PYQBD2sQrQvVF zJ|{K^qYioY)k**o?9S)$q@$j|6LNWrCVIqeEl-#+WQMqlRc{_d3c}s6@Q8vEX%O{a z4_vhRh1-7N&}c&Zm(pwFl0)7CV1MgxFxzWJ;(Ut2cNbf7a2vW5#C(DZlDWq{Rt1Z& z$padSU1)B4`PS{oP(9?UGB%z2yNLQ>Wpe#w=NW)puQ^-#H!IQo<yyry;!K`6bhM!j z=Lhf8&tlsH8Hv@E_Q@JvHt=~LMhwWW;XA?&Ge-8JL`c1!%4GXGM)qmSD5R4fRzkiA zxsG#!<-(bu5Jomw`ss1RLyH3hKP29LQqKowB;EHOtju6pmr<0L)`D|o3AxxAEaDVa z*S4-75(f1uw}7rBQ3!LCtmH#|(u+EOmmkNHgK0^*#alx%n7QcrO|%^Kjp&+6w49c( zpx*CZ>zg%rTF<+O6i@%)TROD2ZADQ3sQJ#jf+AV)x6||#by&uuoB~vi)T0~#-Eh~5 zHzdMk(dF=`FWuPRGnC&B;#^?qrku2Z{HtG@+!YQiBd=MrWqv>-8^mo~u3`&C+?5Xx z;?=?j@N0$I5nR&4c!>A)f~)=laQ7bfQ$D#xTvMRg^I{Dvc&+`TxI)K66z+D&YDg_$ z>@PDq&Og||I+VX%B$NdRw{5Roa@5my;y$%e)l5OCXYiGzBd+bhv0g{&?ON<MAuPi? ziS}EP8)`ZftN62u=iZ{dR1n3kR!$=@jmhvlJ9aa?13!?+a5!O*A4cPacs145G1vBY zNtZv96V{JDy{AIIQ^$|mRok8-aCWM>cfFHDRBMp5T054oCWKcDGiQYPj+h%UbPJe( z__rh7!;{$i;?qaO;(lPQ+h^ZS+iqh?brYw}<$0i>zNnv}n++l@-$uPc=Wcs{HogD% z{?4p->uvXlL(NX#bZ{jH{8uw|>{vY`%8eH;_7|bPMwH_{Zt`rr=UG_&2PTxad~MhF zg~uIZz1PJ&{j?DOS6Jl2G%F5qgCZHTk9c8UY2fg~K2}({@VUC21?AVj$^9#zqyq2= z-#6>R1lp!bN81)=@YYLTgQNElUrmaBM7W3#)W}ADfBivDC{qoL=f2>DYoP<5nviFJ z&A!t$%@y(etYl<-j<7(Ht<CvRLrTD~P0Hj&3Sulde=_rcFeDCh+?sm54<2tT6_q8C z2zcY^U;p1Ao^gxQxa<)t_>;vs(AqOXTJOQX6Zv8wNacPg><J?wdT`pG-<+S|^f7WP z=Uc&6)Oai<FQ7ez`!&YqM`R!>D>3vv@F%{y>@5>?VFN$A?)A|uRT7>*rdL0J-ru|0 z%%Sr)(7xn^XMNl9dpxLeP}#t@3Rm1S?dn3j5Yl_Y`SIgMSg8|9;637Zbk1x4ntOwK zE7-7YBNrb~s2DFgex!hzFr~8Qj{|sC!Fkc6lak<&Bd?U9%0uX%VNjSg9mLOh4`&XE zutTo+lGjT*2`DD}E4Wg`3u#K5X@orDl8^#%$*4l?t(%ST1{obNzx#H`DvX0@n+hLm z2$w<p^44tI?nQjm;*gn`B=WpfM(+;C3&Q8Do0t59_~6gV=}3Vg5fH4iY1A)7Jhl4B zr)|m1kTI2SL)de}WnpzL1utnhW4gN|DlY)JmHQ9mUhBc@JNDZNAWn&4QXHQ+zZmLo zhkgm~n86s2teWLok`tR&9e7SD2hq}>Iv@2C{T>burICfA_fF2M?6IFin5;|~TL!@d zc|DghP3*a#wKz_8c=8wG0i>)lWQan@Nj^=tB}&3wYGWtp8zb_mAHPE4qz6k<kj%<g z4*0e7B)ip`4bJW@blAiX<33aqu8mcz*!;YQk+*Oq{-3^9Tj_PQ@9Y<Av{YHfRlf4} zb9|GAH+y?ByN86}yYc7(MF=f$QfTj-M13KG9EyHa3}VB|`L5&WeKQ)6tL^t_6}znH za(<T%y*Il#4t}j<gk)!rt<SH1VNu3GuQF9=;nNAaAqo>JB22P3Dc6aOApOl7Im$s! zjPN-!2+yE7X!_UG^mGn*Gdz}uEpZXgMzq7ElTm-fYlbx}eGm^TR<lY)_dL0t8uJ>r zDLh%>yJ850Bng!JH;01}^(+WXsIAu+Deow`}xjiL2d)GX`RmKy%vL^c2eHT1Hix z#+;@m+83<iGEl#3z+H7l=`1>T6<+YY>|=ywKm9?M&oYQLXq*U-ccXy_dCgaRy=~Y* zb?dzSD5qOd5XxGE?n7zh@upgy$S1Y$^y{*IUg9I~y+>EtP!F+TVPOR2zG^D(rUxO< z55cDpdUckKc=&NHkiDH6<iEWh*+o93*N13i!rmi36U&K%zY#aBb0GN3ws1c#^WEzE zIrnWWOFTYWD}jM{9Kfq@Be{roB$Qoh_Y?qE?-+y484f56KF7kdu@8I;sN63&2ooI# zyqsJ^IS4rmuZuk^WI%!JZD)9qpG=|Wg*`7T;$hf)lJe@r#+eUn&N%SES%v|h_zw)A zsG7t6J`kN_^J*031JGQs)Q9yn>T51`@0yOG@0o-u%Vb{$^2`;nSN*2r2DQZfTz&&X z*g><49z_eA*zbfJ`}Q<QkQRNM`HzJp)G=hYJ9wixj=_umcjclm`;If}jLsTX&U8W{ zMicS+Bu?<iM53N)-~FU!bWfnPC>D)XKt3#Eh8wOY(Q_#$)%gtK3<s$RN#cPuc%oF} z#MdcKxTT-ya5aky8Y{l-TehSpqV(VY{FTWKJj&4#gDL{hQ8e+w2l<mb_q&~aw$P3p zugZ90qq2z0AAgfn^qdQz&Gup0;d1PGphf$od>)8R%&eNMr6PnsjdG6tM-N{z8dW+6 z1c)G-;_VprHB5nBfAt#j8mi7L285yKJITB~o9@&oE_2@YDB}*|COzuXQJxZqgLywM z8!&JaJ=Q(r6Rn8Hc~9&dmBJVva7>@bsFi@PixvhJh`alqLHp+5DP9=4bZkS+lmVtR zsk|JHh=b`7lg0i`#KrwK;{ULV58b;9jLZ(oz*&cnS?=f_e)=(G`HegdxWHRL5lPMm zq=m_5E|gR5_9YXUx2J_lovPfb&mv&S7Ng*z&J1>PoHr{S)-iQ$>g+r_<e|V+?=;O( z62}jP+?@{Hz}pyiA7zsxpI7t<L$^C6^xf)u<}pVNWr7&@V{}dp&|Tg?K%xV4_scvI z%8S_39Lb%Wno8`d_%msf<}F-{DtyDe5}m)#d$@9$3}6>&Blw6~b}&5_=Q-<10qO_d zr^Gv<{bgNfn>pG$7dPq(%vJD#T|o~MTPz2`sjw|j5-tEg11%Yg95~>z_s{Ay)RP}h z;XkNwf&@{GKh^6vMS-)|<kz^s8dl|=-#Vhm3NHSle#UmJuzCL}$0ct;SQ_B_!Hsxo z@*fvtt9_SoLBj*)d^0_Gfi%6sX%{I7%H6NXx`^i05l%LSBtasO@4em@83_ve?&wXZ zF5!O`{7y6!qUXW+lB~aIFL@<NE%fPA2159?Ss@w9<M~aPF>${_dHtg%`}M9&W5xw5 zWNwf6;iQWxW0)?=3*1*#*?7r8yr-9V)67H*0-qPH`MUVQD_-^;56X2hI-U@HmqG{j z%;{2`7Z-4?DAx<iD`;M#E_CR?=>be8u6fJ$!Y)RHX_hWsZp2t=ta@(C4PmFltYwV{ z5!WYWRlOehzgZp`PYj|yy)R?Od`=oQ1P%GGA6<BhyFK{9#Cm)i^LWK_ZpVp-I3t&) zN)^Ek4Oy#hOP|>Y-!pO=%x=gx|CU4kf;I~@EXH4)a-)DDs#*1)`N%(<W3XC+I1tMg zsfJt(WWcHCA+g}SjB)OfkDu`w$K9e@W2-bbFw)*J<!dIf*m+%V7E2$rS1_sG=<wXe z$795<+lzC7;6JL2kD|Pge0QX@^f(oa%ZI9mMWddIx2bmndjE7{N-t^M(OlrhpBEQU z9_gKLT{h_jH_Vig>LX6mf{bQG;R$MbphBID+xk@SH+0b0Qs^J%b97SlJKD3ewr6-c zD39W%V%Z;WXdtioC9^H6`x{uk{mklU9~(gy;aS@lDFQ-`T#Ci)A|U^>bXVI#0?3(7 zuxP}&%Kndjv9gpC3L6z9PqU#s%E0vc6Z&n;`GY}8sUXUQr@68n*e8noz?t<D<*0Ah zlHx6?_z$ZQ&%KnyN)Gk!Tpl!jV})dkQZ0S74^3vHky)-M!4>DX%WY?ox6)?6mKNGG z_mWjyx&BuGlI4t3e63L5{|?tAFY6C1<4xTSr4brJ$GU`K>39it-biD;tNtJM-R2Ip zJGm%)5L+e>kQ0RI&~5HJTr^N`Rg%(6PEBMD78HHkW+Prd@OWN{xOBekTfW$FR!|$Y zh<Rg02G$o;LjB0aLApcHYNt~I^>o>eQ6bOixr^SVk6y`v)M~5qk~;|+pDGu6u1ErN zxs_GN0yTWE94A;>xS`7YN8S4io7ko2H5}B{G{DXBW{{U+5gYKFI9z-CD+c#Vd)FCO zvHJCu30H1rLexUN>cg9Q?9(zYCH+AzFqBVgJlDt#&!`ip2iMskNWfrTESCZzwp+zy zUv^>1jlYd1=~+RqS8<WXO#+h5)6+^qrtzU+)pjmwL5QkW8M8y2OW0)4nU37XcAG~_ zn{>#C@$f7qlWW`9>W5a7*yAhs;O)gE!47sfc9DE9#qS7U>wm5em~eqk`maSLLpCDO zRlZQwg9b86`bN*Uqvz;no)5!vh>H+asv`O>4;wGJ#qN)uySG`LY9j-<;U-a(*uE|U zl25PEWrzt8Avq__=1~5~W24$?v|t^3FcZ_EWR848nHp;$7TjRlrBE+$AMO3iL<{u{ zSfFr7k3LZZ<qiy~XgRGZ2wJ~z)jQ6E7(Y|Y1QtyWtI=W4N<#$TPw4C0f6;x{DUk4W zv|GbFJ)6&cv6Di7uk_1|hzIn_rc<Vk40&F)f@<*}G7v%fl-$NRjIBvs`7A4gyr7@R z9n_tF;D_kha1PWfU@dyw7AqwViV8CpVQ9|Q6d{r~@|eJmvLX$}KE&e?lXc-`LB3A^ z8;f?@Q&?iA<WE+_ySv(Dt;r=S3jPHxb>|oNFpWytjT?x!vH49%>l*UGKMs8xC=j=W z>ayYmBbxm1B!1;rjXawFCm2g7?V)++cHiu?8!S+k_|r<#gB-rKFeh$UauDYptazlM z@BiOm>({=$DCbz6N78K(AS7w{PlvZq0%h63XVLm(#AikW(+V8%pzF=w_AZHoCvCmK zGb!Z9YWaHqyk<3i;%DM!OA0R(KTcHZP!J_*sjJyryqO{DxAT5B(E;o!-+x`xs2>Kr zc`5q;gy4ly`5xsVK~Q`;`QIa5UKkg&*%1*DhR6U%%}2-^79VSSI|^~HO4!Dq^ylni zZGsN%<9qV(pZW8<A*__d5lgaA8wN^<Zsr+sS!M^;o6p^^wQOO!#;1r2;hYdmabCgZ zDjh-kuZ3-WEEp&JJ$cu?zvB?YmVY3al^AfnnE$UG&E1?Fbw@Ei_%f<MU&%!Vr~O;W zo+JO7Y;xbxCc8x}+V`HNoi3Umtf=3d7F)p1StU8?x})!x*=6l@<QZ(gea1}X(kiBt zTx-5~h!RvD@t1U=em|y8+cWPwfH&0h_<V|Fg@H#*+lAq1&PLCXrqsWNx5jAmbcpq1 zV>*30G8E!)Jbgf{CYA(l_L9-Df)m)7xzBozB_%i)`+B}t6NcPhG1;`srPzYamxrzB zp2^wlxZ?4H8tzI)1`Cl;AH4ng=ue9lEMjw?ms#{0F2lldu6LJ{uvgk&t$_1E-yO+^ zi`ML5Z+yHfDvSfpiSN63C7*^6b%a~5WtZ^R#yKAXj?u$&T89_06ckXHckZld$_Tb_ z>t&VM5*cuJ@+g*R3qp`j;k=vKSN!&T&~ek>L%1XT_ole={h+3&x3qkR4oYJK%3dHo zrjVeOpMoGC$mPo!bVRS?uX`8&Hlm(P;hgS+r|9`b3X}7vb&JQh|FKlIpW}rAY&=`1 zfD<%FSOOo^&=9*1UeayN&SNb%tOUQO?qS-899CFv4Pzx|Tw<%Km<ZBxVtI#cFBTFY zRo_g$it(BZrAs@Af|W>mi{Op`5QoCPdolCD(^x^_>`n@pw8&_0DO<#staC%BFf=#1 z>=n}{%m&`7e|j@J*+Jm@?Gw+W$)K=mRk6or3)@W3dsr4jg}6n$C#KdWuu0k^n{wqv zoSNqYi+~#&q`yn%-bVf9LJIT#vsqjC@#N$ezX}-8{{M@Hj2boJ{Cd_u>-0W&@%YkX zdf{2DX{;~8*S8a+jqPShtwMef4)QyV9EkI@0p|i`c%Y<f`(A4_J4liZP4cPH5hv1) zv^ktb_x;s?U$IZgiTiJ<Or`|M;S1T&(ONgu`~CK<YFwxTBP8oT%TpC%`!!FzX+-%a zfiQKm_bm%pZh_#<UfX3nx#*4~m&i{%U*S&A_VGPT@TU9DQ#5B8A<O!FG?fyHq)ejr zRiM50i^#+sLJD{Xy(u4e_F`WIHaTa>cd<T=29^D7tT6MBdVKpe8KDvJ>7$h50@n29 z^nGpnLR`5=uFP~_Ew+%XL{#jNgZylp+><TDdE*K7W+>dnq@zSfW6e3?$Hd6a?W3G9 zUVGC*W`vGd#O@v{7nA^_XI*0A8N9&b#kN87MggLGs4w@wW&?&x-0sqdXP2)+o9>OC z_k0f%N}cT}iMDOY8#ku6v1C6U>dWgp*gKiZxi|BIaBs%$bXN%SU#DJ+y@8$&!6#&5 z*}d4{T#{D%fod-3oUGBz+UUe~5)9sQb53Bb$0fpkbfR3Y<B@0Y`=n5hqlj?@<;wUp zPbbVKqn_8?J<IRjU6`(4iAyocx4*7#y3PA&50jklu2=hx^6Oqn7XRbuyaTa(-!^XV z`PlohB}pnITxU@zD@ioWhEO3hLQ)h;k*q|<*9u8e$$h7?Qpt#rkdVFic(334cS|1k zbzkRs9LMLd6cK`mWrMoqDjKNLbDzwQ7J)a-wzJFFKY2W>%k`S(Zw7!9NflcBd9 z(u%Nt(=Yc})`O8BZoCjkeWb+$PXkU$f4|KMVcQQ5vR$Tw6y^wZpK>N(+O^jt6!*>1 z+NFOi!F<Z5e@kbzotKfdRzSlB_FKN%-#JZBM<Hnxm;LH##?d?JiVUlIZW!_s`k9IQ zsq_SQ%3W?1hL5NI+B@Sv?<OmCJ=d8N?~T^&9V8_{TSP-K9N!}wrj4f9F;~cJO>Xa& z@9PAUfwvhS&Mij&D8GHbuop$uH)`?5i$knIUYOqg5%h0alchqJ0*RLxb5b!MB<7>U zVl0~!T&>Wt?U`Ce%8A)LrXSc~X}B;wN0p7dHFS#m^_nDD9nosfd&2|D6IM4IF^6@( zWA>0M=ApW3j`iOYk$}|=#pLf@D&SYIoo*pS3+r75)8TeJpmFb--UE<?To9K`R_R3A zIbZX?WU~Oht}jIsbAni+cl*dY%0RsK(Qk*6rwE#4|KLr{aw7Na_N<o*(?o9L_J=08 zxBa31`2Cys|2ISPwr12_3EEy=ol)Ts1?r~TWP7qGnNZk}{$ZOSL<Yn?IX1P1`1>@^ zzEKp1Y26{cXtPz6xcd90*0wH!d932NvkE`3dOVxt8=ykjrNdph#j`}a=pbLze>kU` zH+6T!75n)3eA2hB%0PF4C-od<h_FpDYVXFr7OjBAkSgsZBzizx$qw(=ve?h;IN&Y< z)Yf4agH9z7KKhPtbz}f-T0U*4H(5j5)y_EI{e^u<2BJ~yUa~-A7~9&V5Ra1lRsFhZ zR)}8TnoU$NfK+(0JZgq{NESai>chr1VuNf}DaHEo*p%f;kTd=|?=6V5;U45O=WSK1 z!$cuiB<I8s7c-RplDp=P=a0_K*zVhWwZyM0^z4J}i-_4q%ZYtq3zS|CZBzWm1eTSK z0-oKXkjk$W;(3z`_ABj?>=MPf^Wi(0QTX0wU7V^w!TV?yr9MxABth^<TiAG4SA))| zpD|g9!2F*pRojlt<D6!w$2We=pGY^}UHX_?9`};bM~)wnhZ&y;!6PwPzc$)?qEZ&; zMS31Ix?&%Si(k$MX|YLU#@qYr>eqRKrg^$$w|^VaAvwA_drAsOYolaSzdmB6Raj3T zWRW-+F&3YU{R*Gv4}NP?;DrmO;ZwIiio)%TtC{DH;vO{N7-^R8GT>!(qD0?97@F?l zrWt}H?g+HbJ3JGHm1prfh4GSbF|&qI7w2@$WNsGjt(`&qRskvd_e+9JxBQv8bYA!o z-qsL+_u)Zjna`ia{)W;Zb;>h5?<P)X6-jigBIVtZ94Q=gDCLq})W8oR*pio|$V;V% zL_Qr`vp;kYc6f2OTcA9sgcr=1ACQF=!Pi{xj*F5h(&;K^_e(>fk@+H9*H5HI_p*q2 zT^KHN9s7u|Z+x=cw{H9&*6okdFi`?H$*|ON*k4KmkpkD(4CVRA6C$<o%(dd+cvLOk zO-lqkBIq)hFGz#>*8PD3j`+QzoU;;{%nWuO$K0Ps%Ru-^Km8wBm_s&l=u$~(6OkPv zPA6C^32M2|DMs_%#NDpvkFQf_Q1F$pCNbQjdg+s&{@Y$E6l-*9XRKr1o0`<?L$ug; zH)kL_s5VSo>8GsG*<+nZHnFawofn#)Tvhe)l>yPwU7F0jJTS4lwTbH!FBGpc%6)jt z3?=POdDmiEkXF}b_p&MG{LMHF{0xzSGUq2J>FxW`^$#s$XNd*WKI&^Jf%nJh9}KD+ zch?c=2a*P7?Pt*OOz}fp`>62jnQN-ZT`sUWP&cjJ)<!rSs@mad%M3;Lw0e5Hw}AJq z%Dt)nxL3_gg6>Po0!p4_tb6cT7V_i_l}<Q{!b__o_tv+uLdX0oT`Rj0lrGbt9+JL6 zEIxnos<edz)I2#@uAB3b|3se&D&c$(x79h?=AW2XTM985J7!RV<7k?*@*2_d?oQuY z^B-a<DQNT7A3oCl!JX@Ogv0<e?>p#YzR-k%n{RFy=Fr=@7fL<-g`|elKkHuRhTQDk zz9Zt&&@-lT*82nx*qv((KmQ-@H#AH(Px>GQQP*!LSJTKs$NozerwDo|{<CX+aa0=j z;k^xR5M}}DzywKS7*DjC^{%90f7B1j&QeKpekhyYyP)<~7Us%S77^Ax`}ridGG7&f z05_6fNS2k%V*F3ggo@{_XDU(Jxc}Wn-zui&mJIOMIj`I=7K1CMdlK)pVQ$sCOgE{$ zlgLm>pGTJg`){7TKEZZb0F)`AwUKLV&_J0j_K;+Q#;E>?z_*(O%LH8~uSzpg3VA#E zK^Jo)Dq@=?-hV>Za>q9nG$ldQzvJ`6dJ1e`ve9Itio*4}M`Ux$G&0dAo}7KnM5-QV zC_edz56-ruHv=moAR=pOHx|H6_B=K;3>8{Kq<j7N8s0m(DJ;19VXiDWvNgp`6wfg) z;*Mlp{zKU1s1=D~ZbJ6l*GjR$P4rfMZe-^p+<RZ&I#5ByyjjhU2hRk`!6LiQ&VT2G zVYfqy+UPBQc+NO+H1psl;;ZErZHyIxZo!stUkw5H+LEz$A!iiDOnK?rei<MNIfyUP zf`5^}$6QJGg$1PhCF!Q_1_#tFzow&N|Am9i=~by`c;8U;=eC>&9|-U#s@^segwP`< zht6#oK@^^Q8DFul;qAI1rLczq99kDvOm;{C)unRMO!p@tplw=Oj(b(vG<NnZ?i7L8 zE#n8zefvwqzf`>^F1rQ7rrF+p$-y~@(nAV$txHI!eB?iO9x-r}9Gv$*D*`3&L~jS* ztU~(#Vy_PcO{0WWk8tjv|MN*7tgJhQc|}47e)}kl5bA!QXG@tV@PA>;OCAs>i^@BT z)F1P~vmP(Mn`3<BCDgD}byW~lKkpb%Sz#p&r+3kVE!G!kD_9eCu-`uOQq`m#=Aax7 z(vWYWg4zX*!vpy1GO!QpP>voUw*2^Qa$Z#c2G4#BI@L!*vIW27ul<dAlGU>c77g!_ zXwz|{(p$?&Dk*#UhAQTPwJw)wu}&enn+u(}3V%`L_CIj}d6)~g_^tC8(2(?GS*^XS z0(hTUeIPu~M{1=EdYzDCgFkF$1K(@7!RgTLkMRuR@HWy{{3*U~*l=<^%@dIZPX>88 zu_GKH_urrEb=U`yO0GFH$F|}=+f_M*ekBMM3H$crbq7+Sdc8B7<N|ktIa+7j7rWMM zw8U(nK*pS0P^lPLM-iB`P`-}^4(@R}rg~fgB%df7Kjh*ApNxsTGuQ{*tEFPs5RLVs z1D!@zjw@&%r|mY4*V5R370O<CfdYON;SIw0>*@|W*JAsg3C@L?bRChUK&5g?`$63M zRPnrAywPBsFf%E-AjK{RDmF0_OTpZv9`5ul+9pHV%ni&0T1dfOJ)TW^+Ib>w{DIWs z*fQdwSuo-{BS`8Ld@b36eNEOG<syz(<zU}!5l-gB71T=gx>p#g0HT($_2qg~NJ#&} zPTd7AFyod8nUmoK&%}J4J@})|KkN1?u=G397BDz<oOS>iPMtE9JFq}#8P2_E%pWJ3 z_Hlpp9h@K>cl9lu$-up7S9wEo7dMc0i*D}GS3H<g8Wubtj_(&Hg<1<AS>WrwRSWAo z6ew~i`g@U{7b;tn0zToMcABy~d@|XX%Qs2atG0U%UH5tvm@JAp{*op+%aTkaUvL+v z3+^Wk*9ZRtk9i@4Kkv0S+dR_xwm;5GU=i)#Tk}^VkREueFTO0^Ed~$j$=!KTj3jH= ze$zlhHt38k){K!DBW67xJM+C^0zKu0?Z3aXf_5!moI5KI7=-={Ncx5Kj$`$9qzo;D zaz&_b)5kyW1C|pHQx}kyPqas8KK4~8<?z-O@__Wd(5Sn{5>Vk~nl5FtfE0OVy=F`> z-)8UA%T%1>i1d%&us4teH)SZW>sTiE$6kypU0^4bANSnN!Mp&T3sO~0c<x*dlaGj3 zl?9RF8D%qk-e0*nv6qVdj2d>fuJb3B2sQyv+d!Oq>X<4YeBU~WHa^YssAIpKMZEBR ztCW|-saSHKjkqLy_)>Ltr!p6$b;gIq_VJR_&%YMdyJDU5UY5USupC6v!{tBe^w1+^ zF__Md_gT!(g%nh|pl00V=HE6}IF-QZ*f~T6$)Fh1hj?G%^`w07!9#xuYUbg=7tfo~ zz6i6H)1R;p#7vm$`Ue`&9la!U{TdUTeh`#BzR^zTB>R1jz&Xa7UaGoz6IhQ99X*>F z)`zS_+^)xApDxz|r_R*<G30dJ+;agxe<4b$S=$dQz`+Ns{DMW?&^oAaA}MATc{Tis z{l$R$yFCew8}T#9|ASwR2%|VmJup7g!BR`yboTyT{*?*D7?ZBh9>M3#ukOm7_`b6C zX4h}+FVjeC+#@BwY?0uQySm)tCI*Z$5g)s;@2h{`NWGMT4CLg}$JA0qpxL_biwISO z6z+IWq5c>mgcH9=d3q{=GrK4{i2Fn7HcM@uzLkM&hSuMcbn>vYx71o0b5F={;D0s# z6z6WU%5F?50r6{-`6bRh(D{wHU0uT*<LgXA*(LZMw7L9=<MS*kk=Sf8ORYyjT3gfS z`4&-iq-xRArEQ?%QxlaXN)H<|VtxCt&VDS7gJ)MJA6a(Me3)-!423>Wa^x#$MW<Nn z!+jeWNH-I|`0orHSch`&wPccm(;xa6Z_JCsy>*7~-P1UChx=69F^{3_qbOgt$^xpZ zQ8_y`#Rt2-Cm5K{NWj-f;}=WY`5-F)1smHPUNB}&{;)*h2j++GYlc&J;MJL_UX9P2 zsOfs3<r^6uNR!_xzkHaRjICx%njYvzrm}nzugw(U(AWDL9M@V1`y&@4#^+_=zd~sT z6*_vd=wk4{S1j^y--aqWgLQ)RZC>p`Rl*Q2#}M<Y4(HUbW?W7Ehu=@<W^caY8z#&a zuiiMeig_K;H+TP|!TEH?P@(XXLeQ<fS1$UW6s)`7&KThrhGRu`8djdPB-bMsnyBrv zK<iOeU4wO)#yZj8YH9OmO#0bya>ybYez4!eyJQ8Oki5gscO2_h#NOr!a|*Z_#-4F; z=73wTb_VjBQK7f`$-Slzqv%0sird69TC%C7WWeqY4LNn`(YwcUtw_C!^FwirG`u=u z_lZwT0Rk^2F~3aP0+o4nA}sxLh<0A-t7R+`oGhq_y2U9EspLhT)^stjm?RBiG3Q16 zAp4(OUJ=+^uz#+OR}!MN$1;xIoI^HonNfaI11QnQEmBaflUOm_Gnb3GcxJ0k5=C|6 zMBU%w;tMJqupvB|$97K?TGD+x`e{~?zn;#8xz0&cSrH1g&BH|KBXb{F>qX=n!Jn8P zh4(JnAMTy~+J$>q7;VPCtRddLj~Uzx6+p*YU!(wYKkEKFu%z#Td&r8nZ7RRxAu}u+ zLWKM%q*u3Z`3kEv`2CGg|79u!q20+P=H66DX{gesRTF?_tvUKb6%3G|doQf0R{-3< zdqxC&8YLW_n$INQeA3SX1HTIb^#9`wHP(Osf`&7>u=DjND$)MMxI1nd{cu)-J(wFX z#!$Yrd$<cFKKpc~Jp}hMe~|wRpV(ooW#Y$qlQH6;)_U#jKtagK7i;UnzWuJP9G?oa zao(tYfErao18*YisB)Qd<eiJ1c3ZK&bp4dtjx<f&XMPo(^0&t4L``BG!NdR-`x0p1 zy!ed%l<pGTz;n!?uW`xWYof49e?F5^fpgM%Kl7xqetkkgr>lGu_iNtUUuaE32Wycu zxmR&N)1zM{$*M=G(6A_P+4u$T-Ix_58P4E)Z%VBFd;ISzZE0MHn4CjYl=zE7h?W!& z(P;k`yGSIBvmBPh=dqoy*!i3Xw4`-z?2V<}n`lQhwc|pPG-#cmKE4sm1v%(Yx%+)~ zvVuHObIGNjAP?_3)Ob1*t#KEvQ1G6NXLXZi{3+gB8q!*H{>wzE>t6a%rI=6kVnN>( z=Wq+>&#kQSjv-2_f(u991`&GOlJd2yl~A?akZjz}Pga^;pA}zbfQ{d6t?PJi%@Mgl zccvcqIxRo=8IA819UL9ME1N_i+$H7rQv-Tv1?A8D!7Strp)TvYwv6DEowxOc1sklj zEyqimuOXgKvxg47Wh5>CyQpHJF9S9K@+;pSU@ld2Q|xcd_ddPDoVuR1g70O4U#EYv zkqy=(VaS3CdAl91nBw!?Ry*m&>NZ|5DCQkl!T#y8mu*ab-W(vzb)0U{iif<^W_J2* zCI$R+=4)qfub}Wp$xYR&8^lAs)T;!3zn3Z78nvxXqlX&;i53DYNTNF_;<P6>9Jrq% zejDq$Ibv#W{cx9iYEMr_87)8DI~RB$L=OAUY(ylRL_}a}$9r$5roZT1y+Vi|<}*Ka ze#T)qNJ}p6X$ua%BmimbG^hGP=g^+~W3tk^qF{8#zghbBCp7hjef*!y8zOah8}2>B zebB$>k=Mf+B&fwJ?cBgj4p1$;jn3owS#yuKV3sg^W-c;KDjh*4M_3-TMstz(Dn0y@ zFuzhQ`rx6hh?xwnjVo0Yc|u$$ZgjH1dg(PCBg)OKn3Lc#72s3J1JCE3EMcECw3nqt zg))f2L(1?5Tig^nG*D$xHimW04^LD7@J^yq+U(ld*L=92sWR6LbJ6ls1oo3<lE9XZ za<1Th(b{i!5})C`zuB7uf1~hxH+;^Fiy;zoJw|xe;bR-JNDsDnu2fGbrd6};tlvO9 zJrXHH{bNWbqjvfHPj=jA?HuDAfcITmAx2YKON7j@S%m5_oVU9C_=xP*P2~3^th``T z5U4Ld_?6yRL>GPiI?o4kla|B9?%B_z!71=btng+0`@iDSIto4cgKg-5*GNARw(*$N zQD7ZWkNzm*xhn!Y{wvw*8^H%4dHhAc+8FwFPAi--9rx7+TglC=vXjp)>&3RT@x#|- z<{<eYdXk4u$IGb@_vSt8@!9ZVgIs>WknVs*blB7AR2Sw-+m3LC=HT-_?~-yU=RMqy zTQ7eHUZ{XU#|wq%Y<iGfc^w@as|39PN3$0%Gr>K+E%u$7Oyo36&RP9C(?pZaMcbUw z1!O;Jq|<wbo-A0J6*T0<K85}IzG>-Hu(>1o{;PXCa>-Gc@VdZ2a!3gs`^-QKiAC*3 zBWi1?qr_9~AKq{DJo=c>DlH8EJ~}N+oEC?J2iJ2ORqz~{ag($P<%N}Px-zABjyf@J z9U6##U2x>1sNd2bB$}B2C^?KC4%R;9tBzuXbJ~HdPjJr~d-S_rn^^q&Z!X0r{+LCs z`p=HX&We$%L!q9c8+@cko1fV3_0Q-__PSTC1_v42)VlLF=K42jEnJ@rz&dGHQFr&Y zI>PGx)4E5C>&SbjC`gnsgT@n~#-v%ynb!Qta{~<!{*-X~eVMH&lD1CqB-b43)P3zG zszOU9n?|`)&TSyWJ)J#q*ne=sF8Ih{EoQKpxbihGVH1_r8s1_mmj~YL_XQQtF~>R8 zxN@eO4mN4FCX2h`e%cn5O09>IaL(%Ds45>XS$MMoKBvo&R9g!zUt%4V?tQ>lQ;hfO zVzaF=|0WQ7ymIq`FBdcjUwr7$h|eee)Y)q_EYO+T)yArcIRl?BA5zuC-&aQN_w1*p zh<7iaQj%Qx;Z<POnGidE*vj(y78}-GJu4i_?!KeIKew5_>-aq6SMbgdkC-H^Q`lr9 zjqtp^;;WkKhxNDZ3@3@&dZZ_#AzD?kfZkCYLpic|$=rZl{r#<U;J=)*bCtiD@Q7(( zwV#_HByj_*%_QdDjIPXht_=}tInPf!AH(NEuhqYp9IV4yR-d|_!9h0uIZ?>LGKnnR zP|Cjq2H?1;W*9F*g$s9s*RSL;f@XoNP2)BSOlO_s+s}pl1ZT(1udlO%MxtXsVZ2G? zT+*7lbV(SjK8-(+^QC}JsO;!rJWq9aaT0Hwnu-07zSgX?i<3@viW9yeobb^8wU@?Y zR!DIBcyKox6O<<%BDrx+FrU{U-Hzmi!6SsENi;wC`FpAp1OEB6H+y?&`*A+9!+dwC zdNnQC(PBxz)m;+Q1>$d=Z4n|PHC1G;+~a{L&w+LtYf&<FAj8z4ah>?Ox{v?X3EU$T z^@aB53szu>`+nuraXzS}=(_rLFp&x&8ucqx6bN*tN7FbTVjnLTIq$^-ZaQpEO3j!@ zYmq&zC_aj4UYtE@i1nb{>9F+woHx<aQ-8e#SbrgMk|m)kS`d7?%Ur{9L|};J){Bq# z@%vjsrkI9S3gTaN>rHhFkj(M>B1)YGiQf`43$JkRLON}cUm42?0sCtkPR!9m@M_+! zhx^uuu3B>q?X@jH61xU?f43lViC8T2$wss00+b_1xnP&{ip4%(TJV)EWZTP5fx5Dq z)Ah<cAbR&@Sq$!bS!)(aK5&_xe4O%GeD=-)>KyksyAVbP9Nt_BEH3|$_+%AYKP3V= zo^)Dq87!nX`8}n{i4{njGy2K8!GuVzH8d=-f|vV6!*7bBplz&n`Tun-{mLFIA$BON z{>;#i`!HKZn!1Kku+KzQd;5DET9Reknsf9F?p3p(^D&vhJZbL}=O|_KMDzGXSzDPw z<O_vSi2=gEGikl$&@-H$>wH*b{DU4?<~VLFs>nc|)eLR*+7fZCCbomCgb`@kHkN%J zr4Wn!SMnVc*&$rukHE_#<0$p+w;9^-733y$^xcL&6KKZUHKdqG!2ZwkuS1eVpnyTH zNdVttS2z#p?Z*Cpz0`$R(RkcrSbg=@^E0@AAZ#O+hIbrE9_cWQD4R!;Vl0Y=IUC4n ze`%t$B-RIi?@PXnIk$TljC6DE&;iT&AR8fxS+vVn?)n5h8x*>C*l9eHgiiNTbuQ~+ z!qrwJX1h)=qRm)8NLS4RSGL;zcE<eGDi<2LvJKqNTX11eB#It(4rZwqZ{Yh(dB)}Y z-GcCY?h3_FUI^ynC2?!sI5M-e8dnYDf^<34pSn#;=;PO6#_!v>NrkN`e@#2_ob6#X z6`{sMngmL>wGjC0$g6n&E_)JXIoXJBuCkDmb9baB-!sG9=JP6!y|ak^o2F-p10!7Y z1Ftkod=8rEGc>B>9<GH3izki(<bUZBESXq88{8Gpt$UpcO;#W4`leao^RKXsJ%j9E zG5tHgBu5G;6?)dz4m&`BbC-h^_EoT5(|TKgf9`}WZvMxL{h`yku@WLzaql*BZRjaH zC!O>@_kJAnohjP_jADA`iP)2#Z-idZkt#9&L~o9Wg8O~l1nRkEw4ItTdXZfoni(Ie z^_t<m(~6a5#5eqYSz2D7PR8ez%|wE**GEF*o6wFrIm|`m(T}>Zj_<i~=r*6zCW5BC zh?|)k=n&2P`OCJ8gu%zo;jcI^lRnrKuuZa`xcIu)x!8P>&^|cm@TOE5RA|-3Ev4At z^igS{&tHY$&n4y%PklUBemZTtqk)e6?!d8iR~7y~T<=l&!0?_pn-LP2g8l1*mmWNx zZs&$0Je~VWa89kkg8$uMF(>rjk-F82xt}HZ4znurj8NgzIax5pN7g4^Nq@RS7Rr0s z_leTteZq%#H@bOQVehRS)4H43pMUVk<BxZw;oFNWR@+0^M-s8d!)PW00fm}3df5cX zUFU8c@|Rdfmj5`W%It=S;eW~wI+*WQzOv2RAMauOhMiYWa*ZJq<xe*jKDQA`E_CU) zN7jgE4}}*5e`8%Lh<0EB&k3~ddffc2G-Nl=)#cte8c16>l`$ANguX#d<lr*}&=1i# zZg5Wln*Ek|j34uWij&sT_0@hNM?stY&tWRCJ(~&*byz2UJQF!sf%hj2XT=Q*Zm<9w z<3%MaH7;<lj5=NVwwb8goxVd)LV)x*zK!?jmOrRk;f>~9QQV{8YUbN-%nkGHKOapg zP(abRb;hn_oJcP>^o-0HAoy8gLY&9>$rA2Ij_Neo=&I59<FyORDAMYluGS0_*jVTE zuBCI6hix7i%VU0xz*g6gPB%WVtDG|rQN`zjLzKn1Xf$y(EGR=&ZyAZJG;FA09whJ% zwx8{MhY~4F`E$Sv*8k1_-F`tF%q#>S>^dO_8e-YAV_2u!deT)aQ;7$R=5jcE&QB9| z_}ST|PlNk}(uB1<@E+v$BGoz^^MX28`a~5ru-|%Ax9Wg26y1g3b4$Z$hhyhRhv*{O zKJ*u2M5F+E!qCx|*tfRc60aU00<HPq<fC`gqP*f48&eEa=%NXX3yKyZ`TL&;{nqX$ zY-+1$xOM2^?Tk=y;ukqME^@!U>mV!XdQ{)=-V;Xn5wFLr)5l2KyT5&ZheHO26nO)p zM&#fCoelYiUKaj-kzPKuUl3@XXdM;pibLD2?&<4qU_HC9gUUL^OiFFLq?L(%R%u=4 z_a+;~aqs6$p*YVx!Os)VC72}%4&#}1M#<t}7dP4?v;*%?mXz4f<6aord8T2OIzeDq zZKDnHn<dnCES5J&tRwyw8p|WWi$s5F?3F*2%&=sD{hm`JC{)fO_X6gfGH>6frKW~? zJ8bLg8Qj8fdO$UAcqisYTKNcM^U6b!CG8Dqynm-1WsNn*9HT<V*F!qzXNU!ho!NlI zpi)Hgr#JTPH<xXf?@bW~79?}#dyO#o=2$FP2g{Jv&Tj`i^T&~#gLZ!<H!Y|HO_?d- z&o{B+Zt>PIX4p46%U0fiebHkUzn4Si(X7O|)7v|w$qt@<d7i2)V0f7=GG`U<X=Af! zJA3aE9<Nif#nm}Tn#SCC{l0c|(c-~@V|CKl|9406fJHMJ^)X%8)w)3VHz#>6e_;Us z@yXZ&4H7_<F;&J{Q$W4gqrVX6$~3Pfc_;+(L+<tp{k&5G@J0QS29cl$M$v1B4{**B z>m_qvB?MUDj%LAbSxtHvVSOSW)6W4hR4+HVThmDC^KpS!N}a@s$JSwbKmQS}uRX@> z^94cj^YPvDT{y2UU81(D8S{jKeuQ2KZ$VDBx84kR3XxO4Bx6i&3Bu>^oW-{69HgH0 zp-{c=wD3y(#{Hl}T#$J-Nj1*__wKBWP|LIUz(MRhcN5Pl+UK2gCuo2U@&}GJ(PAHY zSyI6PgGStgoiSCA-$a1~n=Qg`UFBeBl%|YHCKI{KF{$20un)PM4{CkrGD}37Fi+pv z*NT1|ySc04pafXl;<s#*#W|$lk6oFLEF@J&y<BzZ4>4jB5m{D_d6nW$ci60DfpYL; zfK)vni2f5FS2(N;J+kGd29GfJJc{*}<)dlhO-oq*5rG9_;f0a_vlI_`Ub(0|>IFLt zE1nCJteGP?OeYriU_QV0&eFB0<1^?%S<HBnzAUL0a^163tOlt^mR&f2xnV98t0&QH zLr6lnaP%Pd*-n_-oK@+-a}wq8SIHnc$bC}vwe4mb3ZhTj)+8}U6iWZccGQZO+~u-H zIe~R0<&%PoF5YX1=JHd8vlkkP2PZn1n4A^CgV8>6fBy<{NM(Lt;3Ng!Yo6N$D|yK( z|BshvCfGn@eDBeo5_ve2n4u$tb*?w}?d`L4_&`-qc>MdlVdQal;g!xsI#N#Lq(UwC z8fu=cKXe`YUMng$9=`j*0x%`8UZ22DJ~Eti$zZ}grMpyWLY-x>U!h5_Q<e#g^Z6~0 zVE%pLS&y08OKXJQo*0pX1=3KjY0$3E$qzb5c?xg+!#%8qZjiMV_uf!-q`ywL5tUm^ z*L><3$xY8<;cQ8~54y5zOVxLr^YaKU&8?m!a;$g%j5|O_W-acRiw~y4C9+3wvU&mC zJbRimI)D%Op1<0N(U~G-^0Jt0XZavNUf}Ke4k41Ik>1YnASWCy>$orRVj5W%+9%U9 z%fXhQ=5Nb4a9(flzaY0-Zh)Dzx2mbdNdJBHuPn@`IVl`6xfn=Gy7>CBhUQDb;ZZBY zs1OFQ^cYMqevZ!#PL;QMn4=S;y;pFX84rAOJ2DWWA`UIoYgdn|Fp)|>%Oxx9aIU7i z$a{!fC6p!vA5{GrLQENx0mf&PV6TL@-cD6<>}T;hQ)5R58m3NV4{*Ox%ZqQ3o<}&z z*N^1=`cyDa&U`(Qzgmzif9zs%U<)It7=A1-wp&Gv&mwnr;_qu(YYy!eQ)!65ACDOC zu!6^9)VH^UnY5w&CmdiR2x*(YB^PP1-m7`1jH3nj`&^c;@E=uz-BOIM>RUPBn2&^J z@=r#xM$dUNML-_**+ukvz1WKT>c?($1ePMR4@*aaCvfg0%=goR2^;Kt{xXDq0MEnk zn?4`x6o)zKcPX+814xIy`2qXoB@||Idid6D5%{g}UxbSz50LI(R=-|vLXjfKc;`0> zn6ax}kJ~Pe=kA~#%Hz0yZ>aQ};?iF<GHI-K<_jIkX>8wffgbm!JgUog#Chs%F_SV+ zFYsgkSE-QjVO}_^{O_DT<~+L@x&J3&w~je?r3c+H*RP^sfKjhul=vclMtjHUO=NRl zBkssuRuKO4p=&dBg7|2%FZ?X8IMn#d&3o#sq1BA`3y-lsI^o!~ZR~??V&szI)eAS+ z$z$3qTSJ(HfZmC9G=z@=2dnsuk7NxX+ua*B&xK{NICkv7$}TRbn)!4(GKe3j3>JSc z+j5bD%@<@|?Z<q-^lf_{=;1t|xM=vkQGN(&Q{QQe-z%T<vozP=Q{Ze3d1W&Z`@nJ* z3@*7W5P|o$o$U+5@4s@+Fq=X;h*h;a|J;2U-D&8uZK>vli^=zG|8Pk_xLKNec2pmc zcD}@H8$a%otuwg%LXQ=0%xd##^mAfv-CI7tA1vfZ;N6289_z&T`9sR4n8TZhvd42_ z4lQB#@aa;_ZSZ(^B+s9Q^xrmYH(^SJH_4xAm#i?SNlsEhLPQqe?_9jR)+Uh#1Dhjh zxW8y!zER-bKQy<zYrS<8`}EIf$d5L4p<K2~_Up2}MBV=U3{FXD;II%H`$}aY-RL%5 zUzy=P$|qb#*~Y7c_h;3|YB>~GEHcymyDAM0_5Dw^9&e)Dq(x6F#m|IF!M{Hofl^?x zG-;xHH-kvKHPt}RjeDSLxPCP>ZlbKZ44&TqIKh<K521f?J{lBnNCyrR<q;bnK4Sfu z;WEdKhLc>NQp(YmJuU<ncn54&0x2+=JjnVJpGUW7yq|1|<pGQEa8l{v1X`27ZClJV zf?T%$tNVfV-!xaBb+4zAaMwV@lJ-6R{35p8)mLW)wlt&FYCIpjiT*P4;Wzf@YY(DP z>uGdK&NDzTUI?N;IMS}JZlbL&WbgNR%q=}FztzS|0yb{LtQr11ZuwOe|5;}NAEE2D z;@jy!PQ7Qb`<OJOTi&~x_Uk!H<tcyV6GDq~W=0#=EchXPXVL6SCxYlG)Dezer;@iW zEIs+ax=eftJoW0lq$q5yU`ai8o(g^6FN@_LVTLKSwota-4is)gMlkSA5u9Jx_rI{C z0mjGdCNZ^($U-M{SJm+q#Fmo6v;V0K1Z$Vct9o%lkYJWu+XMrYb|}`_f5&<Hrs8+J zEUQGg@%#Tgalds*HhU&FQH!Qlo@MzQ{D_2KZyvBJn?o;yqk}oTalZE1dmVp6ZZJC_ zw~tGm3Akczd}64gAqPKyWGFgJ0c)Xs7EiQTARoD(e#s^SN{6$VWA_gcjEqxdJ7*|x zeWWDwfE6Q1u-V?5`7H=`J?MgR6$|u-tLw$M(|`llfzyIiX$U=c?Z#90QUp5qSXv%N z_hqM6k4f^ulD>DQ9r}wBmP>r?YcY?n#QTUI4Kw+Ww{`cGhb({+vq#@QVZ?n7;R=Ul z$I#|DkKcuL2B1mt)-F(ygQcjl>Yrwq=T0vd-28|WLT5sxw~^1$nU{II^;gGGs@$qP zqrw1j?q}|@WBDraMl4^)`@ATeUj3f>MT`X)d_>jai$%bk_7v->?b7f=-Otyoa1C8I zxYQ!st_TO-*Sk)6t{|;r$_-h~oRF?ET~WY-pKrGF_u(ubDIs8#eiCz|qCdNdDSgGR zTqW-JX3qGWS(v(E6fZ+^a&$EBkYXkcq+0uroMnc>u6M0=bK<02oIkIhrxXkqbdHYM zGr&|y+TC$2UdZXczW-(X1oGy5t`&QUldP<y6w}KH17~GkV}~j)IS{U***~*}ganUV z9l+;|)~5Q7z4|!Uqw<vgl%_Cvj-6XiaTX;>_bXxk1z%A3yo<Scdq3(~&^_AYhVzB5 z?}ag3>Oooq<HPrQ2Z_=`Us{u{S)%0aaldNO7Bm^)9BO)!mejud{_DIw2U%8nFz_Sx z9ed?VRM70loMhQEqum};gr8nh%a*tm)aBb9;CYf290CsXp2EIz#TS<6EAe~o%I2wj z2{#(jDEY9AQIY^iT%&ukiJ$At%4|oE<2<n8XR&#<bO||Li&>3&CIZQM>w5;eHjzbT z!qVwW9mJUYb4&A>Sz=+#r8NudOSNxwSE8`*lJfPg2%`;tPW!uKjkYntaxL#`ok;<h z`2Alb!TJd;J)h~xE)pgy#+2&+=Tj*uW1X&v?IoD3&%||OpU&_#XN|9FbEqj@@53<W zIh<)}>99hx1Ovw-YLfOWF<A$i#vv5AW<NgO!bJhk`x<$6Gb03l<w=wA{}iBM+Z8=3 z)`6$Q?My~$X3@FL+geH3r&qbNmO{nZt*eJ7o#Za!`P!LjYh>mE>dOC_)su*O#48HL zkEvkaylHLu=`?mS?CI&HJ@`IkaZ&a2vArG0DTgJTrcMgDzB~`VST6-Ohx@~Pv)I7* zzN?b980N2Lf32Fq9PbXRhn3<A!)SL2e^?tM{yhG>WRz_+h9uv6D!v+}kX-g{Da(Zv zIGrw2av@I=r~xOuT@U{wf||qvj-AB)cdKOoU!1GGI@%U%+9(6OleJ|JG?+l}VJuJR zQ*od?=l`(txFX~zSkjwbpn^jOA7fzaYr^}zX+z`43NcqAYO!xl6hc3-#H%>mCe%Rf zh0vZBv}G*yBY!g1=kH(R9cPjTjatg-{|-(O4t^nt-iDG8W_xG!ggym!J=!BaFs}&S z`EPe@-&{ipquaIOTyVeQe1x&;OD3!@{yDg%nnGTX5PB2fzzk*Tj5B@N1IYZ(kL%J( z65zn}Qsb{~JHg+2FZDk>*ZG#_?AXqMbDE#bV`5#|KuP=a<f5Gr8OB~E+4Dev96Hw} z>}StHW*K>v9G==F#P$SauQRg3g>OmC;XEAR`T0C^VvPjUR^HZ#<ff2`v2Wb>9Fv5_ zf$uq-dvV`}H(mox2|{iTtQxNHz!Z!1le7aAQs9078fc*>yBtl!c1YuXnUCBS?`Sbs zvz5{R=JgChO4DR1Kmhl?CXaE;r?ZizQ&^$E`9Q&MM|oXeVUBN0vqMlMKg>)WQ}4z4 z#i`yUo>op;GK4xa{093_wb-5yCQPu9M?7aQMM+|=RAIu{uc!F_U;OH6>q~kvsDkmn zm^(eF$o&0s;oCogYJB)q^o})j@*2OvHN*`I?`;VtQ@j_ymsM*J%K>gx9QljwA`r>> zMcOz9bJfmx%1_71!*0nU?Gfw~@)(F8IG08PO*=%Af8_ikzSOgJFdr2M>m4VWXV#`r z(5`QSkscgyZTxdtLmdU!q+Q<a!928N@5DwMcYd(^_9ZrkUXUD7*J`|3#Q~#BviGy; zrNBdp!{H&z03mZIXE|vfEg0RG(YBbbBNkpwb{xk2@ufC*@BiLhAu81N?Z4+XLHrn( zZ!71RL>9#>ZXTFZ!@$aGWfeO@^eFu@tKYSOdLRBU^HQEdR<iGHS6By7eUP$SQyVQj zt}*{@l`jllrJebzb}Vq;Og3*>Mi%oRVpg7>#{G3p@&|-8W{{4w-oZAuL3H&<_-Aw5 z6{JvjU?SRwne00$r+qyC4_f<4In2nY0QH})e)?c3MJ6Y$N_v$tL;dYrW14(4u>WUH zR7({fSO>qPChunkBSQ!3fEhoiF$j<CY^g&7TysNym_w}S+nxEj1NSh^H|7o>5Qk_p z$N%)}S#WMST(7=34QcVYP&&8Kk#pfWG&fim(Zd9<M(zb6Fzcp1ZaPPY_bZHz%5E9x ztGMfWY5FwQRd}A><Cca(FE8>d-oN+?paw6TI}qD?!?Dj^80&wQf1PmOxQDisLUR~9 zgq=8W(>8OJn0vH^M+ZMYwf;TNPHXbQzM?kG*h}~xzw5NE>H7~vqObc$(>DvK_2}qt z!3><kzwL5rag&{7dBFa&-URPq^!zjeFV+wSk20fbt=f=&Hy`#B@{<ea*fO}O%#gG9 z;?t>bxF<X9;vW?$F7Qz2fBR6iA1%a|UexCihQ*$=t{KD%W<LWNY4hnJ)WYpd<|avy zhS9MGxHo=i;FJESgcvwKoG*~%<_EK@8Z70N3rOzw`mR@n447}VF{<W;_d>NTk20jO zpU2-hS1eW>_~>fWz6`UG(Y)S_d((s=pFXlSPn?kyd!r-TsVfCE&py<u+qMz1pKfIo z;C+Sfc%Z$cuo&F7brfypT187naohjm{=@5rzn6Wt(Zc&DDt}8>C}j1e%M_tI6teM{ z#LH@&bW+mk$>YHNg1tiTwnc7{g&n@X7Yhk4pgFe3XL1)Eq_rqm%Zw?)W6^<>70k(K zo{9e{Pb-dlx4Ikaqgqia?bSSc%%5r+J;_S3#62Y@OLLK$oItQ^+k|6(->onPF&@n+ zqADX{Z>oh5WL%KBr@taa`ohDa*X~QGj>$rv?)U%-{$+Z6{t@oQ#=D?s?1Mcip?!?) zxhUjM3%nc^q=JX)t?69c7hQA3M4*|09U8VM#spb#f`jW&#x>q`qB$#pnHAs9<{6$2 zRllbr%Wf;tzBZ;IB~22)m|;%N%w5ecZ+Xm9v50ZE%fS2obLQz<Po+U6Y+iUeh7SI! z)jz0g#Cm&resRn+6KVI+k_BC(kjKTs?yX>6nU*fs>uJn~VY&RI$bgF%-pyTja}wcP z7T;zu9rpQsaFlpZv?Kx+syTfZabGQ;G0zS;cRVkCy{oQ<=c2Dq6JCyo3?Y-=Z#yP1 zhuDNZG_;*#m6(3lb1MgPWIDwzs?wV%Kv|%QP5|zi%rAPiJwtXC$^LuJ%2~3EN`fSx zs@|$cn%3&mV%YbUskqT#m(EBAr4H!56CNP$#)h08iKYR;;GGYuBys*bTw#jOau${K zCD=LA3=!wn<?KpkL}8DQ)Cr~%?03tt8gaeC46a8i!Y4$qkI~dH{E*W!syAqmu*SUv z)S%OQ4r3jD`|{Oo`R3wa!hgKl=CwR|Zr46zUK^|{_GIq6I4cTF!GF*BNc=-Q-|Xny zofeTdl}xyY`42lTh~7VFDFa43>Vt0?;~dkyS&uW<nc#lQ2M0_>0a?v~iKKQ$nE2%H zKcLMI7JG!n<|dnnWPRT`-OtR>-M8(e%O>v0t&6>qe*@=leO}N%yV8StHUHYbDi}vL z$6k7FeIp7p!)FsYv0gr9G<-Epg%|kk^nyh>FsIhjiKZ3j(o78OUpl|UI^JI?PNzET z^ZcH0YD{w)wQk8$_T9otu2pJz4yj^p^`9!n06kfl{(?sH^5nq%1<k^Zb2vYAhUSnt z_KV&zclRw6oI}U+ul(%UgZpC5=>4~2-yCxHiQcn+jPUQ`+VARvd2Hh;S3hE2P!>c& z4!sCj%e(4NYcBvJN50b^#yz70L(yu7eJJqecwx~hzL%tp3Q#<F@I2e+`@=JJo$$EX zU%7P$GsI_WXZC*H0<`wIR=l_$;&@W|y8`SpS^5(Es`3clLme+I*Vy)hpt*DRYf!KN zDNpKVSH6*l2V2e^txCl@PP_Rn#PAwfym<9?N6{v7Q4*1P&WU?q_&;shmW(3tHPdv; zf;iCrIoZ2+3HJ(B*>HE=+(a{GAt_ROr_f3Nr+pP~Rl#@Leo?k1%;8qO*g3;Cf&zJL zZ&`IyU_ohww?qo}hPIh~JI^K!I=*?$g@%GqTK>M4?e8LyujuL8*-S?Yj)_N&Hq4`y zC5EeyL${FWc8}T<L}<uE+2d9B{AW>Vi@$R>_a<T+@Xa{p#spTuTmKDA3=&qR(yxAE z9Wn97_<(K$EAZ?IZ5Y8k9vX?ujth&;m<RL9XVFy*CNqoQitgcqJ=dB#*I0STyJ9z) zTZM2=_zQoGw5v3k6&U_Y*+&5sW-rjE;XHap==wwYND6SAj<f0;=tsjO{~Zt9in9CJ z_th_q^uX{V`0>}Zzew2l_@{4t%pms|!sWgV66v&;Yi*oI5jTIxvOeZ;5l#%+4^#x9 z)iv+(mRFcVzbBwDO@W#8-^#hUtGpGpDbi*?Fk}L{GRwV&_FI8^>RbO$3JuoZUQB<J zlYlv$1dDkaDoj;p8yhHMe!QM;NXDWdkUL{<v3%(zio_2=7uO%+)ZrtqCoj(<(+_R- zQ;#T6=o-#S(qo;*u7<t(1P597JGUbEvoNIWUglnHX8^uj`aVNCDj7s8LpyZkGcxJi zsa$)h7n!pO@g8r+@5N6t*WTT0LqZ+j!xhBX!9Zx_ww=NjaG2fV8(#mJpxq{4C`M(6 zSDbtGC$YbX=40!Db^QLwXL_{oo|J{|?|VKwvGc-zw25<@)@)?LOn+ahwi2lE`2{{- z;Dp$H4)2n-Orqq!v6-<6yrdeZ)2HJ&XSwcT=I0+G1n=Ld%HN&FJ%ZovT$aT=@n;Hk z4l1W5A!Yt~XjLE!<h1xES|xFkbY+pTo(<FJX+-l)opU0<n$zU<aFU)pULz{i>#;`2 z{TNvgkKhE}m6@P-#^T_0$Vl9VmIYG3zwivk`x6&FyAdkR&$|eCtDWe=xr0hNGxilp z7zz4anZ>RIm+^o%cz6}jM$=o_3^C%K=*toQzh;qzyszV2Anw&+mb&#Y826yjq{+7F zNr8su@CkH=j^x;Vl0oCP2)WQX|583n3gi@xn%#f*p=Xcw_nbYd3}r?&$@jf$397@7 zA5w*!uu|k<wRJmw-ai-&F|7&0ox{(yo<vZ9>bxMRv#bIIq7v1I_1WQcj!!nlh=!y- zJRv$)SWUqDD4vWx(%>*;+A`NyK-}@NalM4O9kK9k?`aSMalY2^$uo@PQSRLv|NUfx ziGe)Yh&_YEj#r+3hT9aNHq2kY%yJ41ey#XbR5wL*UMatM6?1<NB`AeQ#bM5(%lygK zR~*pa_4kUpi8SPH*3LODGs0658;vsTpJdoGa!uT5mS|$U@b35bUucMMU%G+!ZDPd1 z{gdIC10me`qT4o~2+^v$xa5fQEG2Jq78GPbw9?+$<r(JT6sYVh_n1J}TCSgBj@k;v zg>zabC9rOoG)24jfh@cz;OidvElBP$nBS>#nF`*Q&)odvA`NwC8FS*-FxM+Hczh{l z3GX+CSAVcFfwG1Cua@1?FsiUM+w~9yzA)x}Ou`)6141oQ7qGsL=(xdnL6qc?*}=AZ z1NT+(c8A73|AP$5gKCv=K3{>gpnnegTFJjToJALz$aft=uU;(R{b1aB%AU@CWSG3{ zq}?wLnRg`I=(o=!#nJOBzc$!GK}Y-fU?(@&#W)&OoA5&JNv4?t8obc|*|kPuV-bB% zdT{-AB<>sHt6(X(Bnx*$<1EFV_7Z1GR(|B;zmF!+p7zwf+env(F4yN8Jsi7-vhU|& z-)Seqp4cUE$P3YtsP$h%?XObSzwX0x3d5J0hHL8tRjN<rtj}BY{hG0curb!X1b*H{ zUg8kfm+EQMAOc%COcsTiSfE0U)p%=RE0MU@zQR-o>(nBTE%v!EkpK0&tzFELfHx2# zZ2k}DAC_<EZK;=r%fa);ZD$2wMOKt~)e!S*rK5Jg&Xs`EX(6}g)H+elrCi~rH*{q8 zguoez%ZiY2=-PLBD&{5KOyL~~ry;i*UY)<wgn42|7GFnmH6vjqyQ2rCgkZ(hiFNJ? z4Y=+dJ1*cP3Rcv=A-l0o<{_UvLe=6XGivm2x>w2qM@L+t^-4ccx>EVLX_gAP3HRfk z>eB+LAzC0{DF9THq@TGg1d849uXb2{D>x)`CeAWoZpV3FpZ_qIt5ovS!=D%1kc=a3 zs>Bawc%#uPzwgNcTJ)R!aq`?2n3NW7^D4mmg}BXtpXqCaC0m53;afRSB?t5kb#Sij z_>JdIIR7s4>rY?M8x|N7csxVN!1sF9$C}4Egdldz#kj__4ZTq&4;~$rfuK3Hh6f)f z(UNso*v3yjXf?Sn&VYHBm5I^z*2!;)flmpJW?6!e@Vwt;BySBR9$G)oj(L3wHxy_r ze{zuf8;<3$y7GcpvFMGr%6t&+*HSbd!w!+}U-cijzKMEv2)yO!WCo!evxx1ryde21 zM_hWI7Wb)~VDYV%Bwe1Rn)rOAkYanDT>il*3yYga>dvK5NEe&q9LCph58A8w69yrp z#IWn$rF;WUV7(y|G9<`GvNRaJP#_rL+k1|2=5awN-gUS39`5Bm|EjQWV{DeN7CQJM zm|XyP0t*BdcDy0VyT4`Rs;^*9T%7+ir70v;p#R%|ogJ*zQeTJo@WY9}nH?E#Fz2YP zrr!KD7qmM*4q#E_gM|sd23wsqBCO1~e8T|es($`bOZLQmSef}m-7d`UjQ5iL$wdpg z+lAEJ@SfAc%eF856y}-*2i|s3RRHD#+%NA|3qlpCT{iJT9acA83QVQ=$zTI5##yYt zjNWgWh{ArEiNuoX516OtTEWi7P$doy=&{+*GhS#gJ``c}feHT53_WV5=Y&?jjKD|I z*cbSqD^6*UfxN%^rwH=pz_Qd%aXN(+yypXE{T6!(XQm5hv=8Iw;(J()UOeW+#HBxs z`1A+a&?X#jmFXeWXbC%Ye1EN#9^fefc4$v}ekD+X15AQj?pro(5V4jSnS<LGkt@T8 zA$ccW@{d-k)4!)YP`Tn#Q_0K(vALym2jd$FtLn4IH*6PBp>oyoBfJMGD!8D+I)`&M zkArTTEb%}`M1#qVXaN`=-P)kWA^?}-24Ap6%L0|{a?Xa%U!+p4%3<q-?^*Mo10K`z z!O=_cWkbgo5uLGJ$F;m^lnX~rSn^CG3oE6v82SY?5PJ8X-c>=6`Fim%=V@u6?lyh( z?96*~Htc*J&qv&6!GC;*+ngZTcvXJTh%!v%dTCi4|A+e+T^~enGrl0^MrOtDat{zq zDT-PN+_=9r<;xj47JR?S_m=XVRe(=_KWcB=CJD)5S-n0wo5Y8i_Ub*Dcc(TYS|P*4 z5AUp<91=E!plso}=fiP!l3ze)ci8~uShF?$8VuP)B`G?QpYXoaIxmQ?ty%)S3MI`0 z*ZJUzw9ffW1tq9(+$rsibG+Ke3SSvyPZ6&l9a^x&diJm<qiWfLBJ_n#NAAJ;VVzJ> zBlVIrT>8jj%(y}adhJ?kuT|;b*wCTB&z_4zNs{?7kE~CGzq^D08^Z=s%-P3mLN|dL z8$C>Z56>Yp7PH6d`*1$T?E{m!a|=<jVtc<B&vBfBR?c75Sjptb+)RJ(4P@i`VvC8? zCOXtq!E+}D@68&_f~x+L0{&8s=hZ=TNWItMntCthoF6*}dpWSaJ;fps7x5giC=|Gs zmU6&A^OkGtT`XYH{CHGd;|HSoeouH<AqFi8U#X@0+)i{dYD>PB#r^9)OU^#E5QWaH zAK!T#`QY1{c5KQOd>@&TIIt^H3I06UcsV7HbHA6q2<x?AKgvsny-oZAP^u$(#1Q+e zN~2QG*h|rqzgymKIN@HtX_t5@ML!1ERg%T_tqb4FCzuO<XUq|&oSq59ZuStN%#V2` zZU2{V{}f4gR1Ee#h#z=~{bBj_mv>Fzz73+-|5@JcCB(C%JKxid7r3Mh1vYOj5VF60 z`b7J2zgpz6bLZpu$vO_h^k?f#;Q01sU@PY7?b%J&FN6L6&pZk;%$&vHFsmP<{Q?VF zMCbXqy>k@>aNjDwtIiAbNsne7^f;h5`=xb;O)p`-`@Hh#WePCIC21F*Sw}%e6)VZz z9AFfZRTY9ipS*bKoWq}JpznakN=F2qvvXHe+D=KpnfsG(f0c-nXjr#n@U#%Hw4V(- zvA94`S31}~8&nf_<Mg&4WWj!m&($%8$#Y0IV4i3B3hp)L7ZJ5F{zv#|8{YYcbH?Ut z>ZtFS9B8`ibv{@(P0ZyQuITKVK-T-tM$aWKB9EdpM{_=2h%7lOn;O?g1YY+D+W%Vt zRQ`_GIX;?3U;D#fnzoM+9lAVimy~5lwT$%L>$%lvL$lZ6k}d~C?nwAo`-qWTr>$vw zZASqKR?Bvqlr6wQcfQ+3br_9!5_^9~^8x1pgtYMe$}Uk_k;fJ1(~ovp#<~kZ7kRSv zS{fsn@^fSNTg(%<d4zHB9SsvXLbGSo#8VI|yXh@X<oBXawDH<oRIy*TM<8`flL5Yc zuiwISU==+W(@+j%!#RQHBIZ$n9FU$wS?Ed0LeX0l?FPA|z#vL<_zmXmCv?5ICQ>Uv zR?gV7?ic5QZ62p?xVLW*9N%6C(PQ03a49X*(1Zo}{(H*8+k`oVbKjCI|KQIp@dbCI z4GZ~nyHCtJtd9k7Y)_dUQ-){BZrf@uOTyJtqf>shxMzAI2>$0sak7;D7L|_qPM;R# zS$J@dmatGApE(=Jkvf)OTKj(#op&IW?HkAK?Kt+{Ta=2j@?2zPl+i$ms0fL&dXbSL zDJr3okV;loNO+!%Qdt=p$=)M-uiyRqUvIC|InTN8>-v5_A6c+WUh*Do7XW|l*b?9r zg2-p|;r<d5Q2)oVJ4|>451)vVTWp~Q`K}6`+HEBWv{0;>8l{4mb}DP$jCJhkiWJs~ zyj8`G9Gd;jWC)cMTpLrSLi4sT(xS8w^gP;p_)wLK@b;_K)aXatHd*7l{{;yW&b@8= zMoyD>592&F&#PH1+AYmtQ$+~eV-};Q<`5rDlBBPvJb+XAnx}rrX9vs9#k~oS*$Kn7 zB1gv2er#!4y@>MnB2Ibqh=4Eq1fKh8FvER64RJkQQ-0)uFg!kGNtuP_<p1h(4K9qb zfj@aWAxDB1`GWR0N~p>~6u;^Rv0P4gx366$&}|%7FH~4=MZBbbi>D(Ln!T8>K*iV0 zOe#?Dd^zt(xrxz9at(bc<N<d&g&zizJ6MR$ztdd*iNIlrI+u9l`7DZ<EwgSO#=QRS z<XrCJ2Hp9Drg!^TK+L(s*(HM;!i~NZni+6HNVSFRmt3@W9{nWXeh}?zebkh?&moV& z;k(Iuuqlj3NBLuD#WEJQPP+4FSe!tyyX(m>marOg6W!TED7S8FooRay?PF9T7M)RU z_DP5{icBEy?_%it_^?iF{9Addl-3~bD=kfB>AHpeI$<6D^z#VDrL^x4j(A*$eoH^B zMR^;=I{muvNl~B+Y4Zr~pduVYb%r!&7O)@MFAj=7?!!5kE9&>c5Z0n|=WWz)E)e)S zJ>-TsTbXAkj!5l6p96R17^6Bq5Hr~`H9WG6rzq0CuvcLqSoSh!^&ubp-Psc&&k^q` zvTNt$iq0x-eq8dUDFY*9PZoLC1xbU$#LHG=&o+F%*=_Vu3J>91vdG?DyN$RpJvQ5; zB^Ws8RtO1v!YNe8>$=we!;L!wSl^+&b#{@<3va}??wPw^J^mK)PaoVW@M7%3$a%b& zu{AF|EOuhKfw)D=PguvIT6n?mmd}ll7)b~bs&}2|n8RYj8VmLuoX7cwNEj<H5T+Nu zJII9e<0l;~`LCHHPCJeL5tATJLfVM?{@L5~z>(ou{?HzArk@8yWzMn?4pzyfeCzf2 z@yfjDNJC-JzhS5(AwmP^3#1>5UE%?7(_KwLxw<!|5^m?ac;LnluXORVobYE&(r)fO zdd}SZ=gRtn1#)%BX&;a$;+64m@7p*DSn?5@yy759?Cjsil@h@XzHT3$hHkB(eMiuv zb*l|LP@nnot|=MDH!EDfi%nwg^(oWoQi$8(u=IH!331AI@9=A0tH$(q+B}*j7>Qd? zHqWvnE@key+2DKq?8I{J^>t{V0vFRq+~&s-m%!)U%s1yjY+CorHJS4Qa9aLmt4RJZ zwxr{~x)n}IaNOJMwJ<_G4qi>&R}*ONr04Hxsl17|xSyxJabXp2R<BaHcbkGpse0$2 z<Xwb|*<pe<$9k~5Z&#(?wEe)BbGa`0Q*GlHLNDl#yhA-2@xpxty^KJymLV=<6pUTF zm44?V>dDTJ*D3wJh;ntOa&N5n3&GU|#b4RC5MNhhv5V<0HT2u6JZhrr#-mwls}@*k zVSxF2P5~|AX3-5N^C@m19+{5gm)#sZ{mY`71nSy6VK$t&O(;NiX+m_Z(;Q}g)sq>= z*RV$I7n+PHFDxH36Xroe-@mN;WIgG2@O9H)7OUPuux3V@aj+P}Tkh8MAG%B;_V7kn z5yxl<HReXYTGSg5n5!s18OlPi|13On=P2TMHWbE34=KQp;r-X3krp^ca<38%lCbNj z%AWp&3~*$vmA;<`W-08Zi%P}8h*Pdnuzv^-vC8^q*SCi0wS3FjcH73^A21!O&qQ80 zte3tU%?<B;xx^TPc(!*6Iff{=QLZiUx&+y56;r#aEYSbzFUr-N#nb)RfVs7l+$JIe zTf9MOBdx3;!LktfdYl64_*K-$is*=-;;U;`6N1Fmn(aT4oM>NN?cI8Jf(BfyZ&wE% z;eyWvrga(-i<rs1lIz9{?69^_Su$<KLzH~G%i&Wc2K!GrBsiiyk(3%g^JX9|SYLZ$ z$05!IG9mYxuSU#a+UHyItgYw?huRh9#mxnbcljr~u;vaf>Z4%u8{PjE8fz0?pQ45% z159iatejww@zTOukpmv2_+Ir!{E)MPFT%*Sh=bDHNw<G?62CApWV!5#_W9AJvYFzX z1Vf;-_x+<xME5}hf00)k_{6Woz^^?dG)FP@U}|PX_x(VgtIxx*`TG|y?m_#%QNykS zDKC-F@v3sqp(o>b(WvQ<6Dv$$J9W6<GlPRDO)76r-EP5Y8+U8J3D5)Aj1X<8qXg`n zd)S|e=2nT7b4jB`AMxqm#zhhWti*Z84dqL`j4*5Z{#M0nbPm!OwV^)6j(8sBort4B z`1*<&cZV<Ged_inkIC~BAw#L>Hjs}!Z|{RIWNm&3ysz8i6tIldP~UjkB`l2csy$i; zAD9tmsiy8F{Sv-jk@QQNPYQW{5ar<@8^M_KYB3mnUgvm5J?Ld-F|E$M-5tv__}i`K zu4ANKY^ML-$(ke%D88QMCC)Ajwl<mtAF8FGhWg=q4HE&ViDI&oK2HyxbHu^*q5;f{ zS8UkaivlthjH|Rsh`apx&|&UltZ*jjlfY4wr#{IwKOHp50bz8C?7tDm{WnVyrp?ug zkAA)3H&}|^Z}vNVJ(S&e=i4p?^B@+8Ynyl^P|Qidn#9?s2EXxg6BZ^|VS{tdZec0t zd*rmEDW7l0Jih2wd+E{=%D=S?=GNbrf~gjN!6PG-s4ugnGi^77kIC(+%$P);xReJr z%s+VH?f8>0N(o;07n@A2CV+fGm&ot5?ufw|>EC;<(jcB>)QT#z)i*3LLH(fA%sQ56 zsu*d1YYmHJOCMXdLi6mukKQeYionssOk3)qG=yr<o%%esNjwg&UC#Q&Mr7^fJOgh1 z*sNEnI*C~bnmimsyxx!qg>OYp57E8hkm>61M}~R)NlE9v3dFn3?DmP-YDS!{w0ECw z=%Ad}2AzJ9@&qnoRWQek@`8q3d2QD1f-t50zW-|gnfN>|$=~)=2)H8N**oW<9FS;$ z%svm)Yto7Dz-LK>Iq9>|_AUj%Tm0=mEN~sq2s~xHk<Sg*HrzMG#b)s7JEym}kvGbC zg}Yco67ij$e%DasWFW+-xk7&wmSXi3|Aafvq5V-IJb#LM;+|*sjBe|+;vUAS&IghA zR$Xh?A`b0w3d<Lm>nixcsJiIFv-mDN%~d5;IS2JK3)$D10$JdrP+cp&BM7Czk?gk_ zTCtkxD;r)n_kh3Dg_j*SB~VU|VbzI39LAS@L^mg^F~hM!ih_4Sz^HUI+!OJx8sB}c z-(yD!LN=7y-Y9RPz;n%2j*5<mUru2jX5;|g3Z036fryv-!>4A7h7w+LRLJp_@Dk33 zH<&zMNP|<+u4e~`0eQ4W`<+G;rg){|jgr6&{?2VnkXx1m#_RR_8+3o-26_S>p+`3` z%e-wnmv}x1(A-tsS>=K?tV~Qkw;uOBC0`(ZnG&=_={}fgNx=C*NA4c=X^h9#Y`wi} z4SU*?wR9nk1Pb=23g36ofw^esJ>5_;MEW?J`;m6>*8=TVVk}qjp()S#BS(2*QYk>N zCkOEln8r(4vjjlO$RV-&l?ePfC8pDW&Yg}5U%c7dH}Ker_Z$%X1AqHb?EAf0HgMsS zVtX};zNb$l#9fT1COR1<w9V;Iu4X^Y*hfjk^*H>qNMn(cFtAxm-O%TUT_poEXJ>xM z&}x3AgLo})o2q=gE+79qldX7Y3-O+V{`>4Cio6<0ISq%ue8U_mHm*2uA|ClSV(}I7 zt)1NR+Rk`BilzJ-yZ-KCE0(_Y>bOaQI5ZcONnL3m6Cw(|hwV{cGugp1Mm=F27bn7m zebKp}FOn<HPxcoMo|`6qb^W-0hWdFq)Q=HTEEhF=B>^TJr;G~kQNeHh$<a$ps2A?M z7X8*6<u<R#ERD0QVj6Y@{<=pHN9vnbS+oxyG_;G<7P~Wmt%cRoRm9=XaN<tj_3gvU zx`ca8duhS)pL*W1@d_5ARL~tSUx?i;ky$K$g!TXjwHm*8FJi$PvI^~#6wqU8D{Y22 zWboAYmW1;w>@8pGt`Is8q<vOo+eY_92d^EcxlhYD_sOSx=8tG$m(hG!?YJOu=kl5U z%uA?8YMZQgHI*Co4x+aU$|;#KYlQ#3#16yBL+*A8;!yA^rbyL*j+lFSnf}wY8T^F% z--cx5{aO<DFnTV9`a(UvX63gT!TkK9Mk(tGw)f)q)<DFgjm!9X{&4*eZdATYe;eI@ z)w0&zV|!*X{^U``*epKC$g0pR@LRyQ9d!dHdfC93F%&Y&r66vem{*h8!spEDPt^Z^ z|IqnL&rpUQEE*)}6xO()p;qXJP}3mJT-L?d&Vx9Nmmh27yjjD^hpA63Fv|dO&A`X> zU=5zJ&}Dbigqt{hz_Kn)lmourZMuO1i<p>_k)*D4CZ-y-L}#Tb4u$&j=gk_0;8qfw zk6<+y=tW48ta4T`*W26t$Nx;@-u61r&u*|2X_}gc_o5!LrQN}dUjZxFf18)p_ai^c zuWPE(I~pVS`Qg8J8Be48%n6Q}%-03@rJ!?{!%<GSlhQu3sg@eF@J2_)5DplTJ$LsU zwFvM8U;8Ulxq)%8HC?+;Ed**GQg46GLiZK6SPA*xjPNJJKd;x29TX&&;@2)qA?)?( z_bzCDcvwcpwg>f5kA_61p|BG6Ph-fVwOAZ}<~=yL%0vSL_51k$iPHgVi9wk>0}U{> z{8=s5Lvx}?N#{m1zvi=x*kdt94aVuEr(MSQi7hWti=KBvgm}cvy1_pNFjK8@`-A#T zYt)0<WqfE({<gBy;wCM@$Fm-M0qxgZCx5k*HJRY9cgB^dab6-~@1<CgXUiD3vgT~- z05`0ZHH1o5b3+u>4L<dab-YdUUBMay@<U}T$xrq#<8oW3lh@Zau)f)dN5c#J#9rr> z?;*OvKrtx0X<}Z3$2;9ktmtEhRvn$d1ax20Gb(HA?PLLxmO}C)<wX=JWa-O8dk0<R za+Bc#<N+j82~ugG_XjigiK#XYV&5fR$<PP$xOvRSLyD~;pms6+yyns0nEUQ%n|RR_ z=1?X3nlTvpwVE1^+XnJO`JOuV3aLfJ4`00`^qd=#k_#yo__nY>$E2y#WHK?QU3GqZ z4+lJZUmJZfa}n?4d&ubeyBDv!I2)#1jj|uZOd=M!Vj$+dx^wj%6-*Z}GOly-!kVl~ zWv(|5{P3+P98RJq%3GhB7{_j7$-TA#SI;32+!YSLzjr3E4Mpy8W>t0w)Vuj9m}dp= zKQg0k2K5-9-;jA^7aRPT)LCz4Lp;~OQwVJ{kCn4Eh++l2gq!DVK|A6DKjp;Lnsp>V zNP?2t@8J@@<$HlP>-H~9Z0U7g#kYR!dR?aZ^kWHFb$mk8!Y%@*8ZYdtMSLTXYNv0d zmh4b);$#CC6Ut??&=;B>;swPZo4F1nK2XzeFi}P4)H`Q2R61(Wer-&nMAc0Wbca{# z$#NA~yw_rC&ei|toRU3i?M0wBr1Z_^)h(>JH>>{}n&TeqPn*I%QV@m@lKRfS5Q8Jm zkwW3wi0h}M@!HU92J3#9n$9V^jp-h(D=SFkg#Q$Z4*Wp8fbEulGuuDV&s~$_@{C4a z_WqLBZg-H^uhA(>81)~UH)jLO5g%-c;{Ce7#x6#^IHe`p!3x3dth*L59K?MaLezww z2^uf4gvfcLbLow9w^vP(x9xa@vwH^eM7-?(5GW=Fd1h(5f^8!hoH9HscenyGWiER? zevShy-9>GlRMSGpf&RKtt6JRYNnm)us3=(2`Cp&UKs=h1&yN<R+i;DVlJB#6bcC_5 z|8>9Qb$tHK(>}ZFeBe|&vru&sozwR!PESfAe{f@1S3&qRHuKoLuKcky6j)^MCOl#Q zvK4bogB{|ajC6}-A-{KQqjF7V#t*FjgW;d%PeKq%&FdB2BmsJ_E>DhxGC(Y=zj*Z# z<WD+p5_zm~9XtQ;)AxvNQHVY}EES#Gg>mhvdu#ER3mAT#F{?xSjo^5HJFyQ`#J{}o z;b0{ySfYI{_w33t{)PGL?mkAupNltt!`QZk>4oQB(H@(^{mp}Dlb>y34i|(r&+jS5 zzFkYN$z<dvn6+Y8Cs2Pc@xP`7uG=VAV$Ue1qsI$6VMg!2M6<%bV>b`$_s9VjX>RBH ziw(|<(jVCD7J=BOrLRr-|6pQ*_d7ZRcW~9N(RW(rf-tS5CFd!LdJ!GfX?`jwUr=r* z&vt(duV0=uy>fX2*H=x|7q%nAgTrScW1~3$-;FZA^Oq5pc1l+A^I3sB??@^wV}euX z4kkhwJ@WJfbe?JWiSxzhs46+K!I%9q7qt@*cjoS;FtQ9AjL3xOoNlEd{DqT8ejOgc zE{Z*m>gr}96wY_1+3RpY{g0D3t1Jew*f)}jJBH}>{Bvuf3(XDO_P59j2a5uudqxA< zf(-^JWvwrTQiJ>X15|QC91z>^n7jX9AI_~}EV`GPicr~QxGedahOmu`^mTVedEd)D zDz5p6D|OFnktKr<%&vSHxi%~aXTxV-s7CH!t^%h0Y;4FwY4pRJ*^3UY>ld@U4B-Mf zxziu2WVbNSWjRAn)-~)R`+m2_LnLBG@o#(_%Ih+iemav~JAkjuMNqz@+`__qJ_&@P zet^J8vM>kou}<$*zf}B620}j5msM3a<Jy)Zmt@LN4s&&vBqzuXiZ?=4ldA^tJA9Rw zDD-Ke;N|4{k^nax|Kt5%=pF`Qt5nf(m`V&{uaNjj^N90f{pc_E1C*bhj^L}}{Dq4s zri}z%l7MmHXug}r7+_oDQ=XAJ$}!wFqjHM+h2c*oo=k-D0k>cdv(O0Yc~3n%(bPjG zdc041_MrV*F^{2<;!VVF{+Yj`ritd727mjth0*@@_=TZ=A#2#m<aObJG(n<xpSrgi z6C2U?SueUa4ZYqOuAA}5gFe!c{kEov7osR{I$6-{Vt2iN=*ReRL-aS9g4!~~=YKUY z*KvY@I2ob26XQ)m{F@3my28N#+LBsv@6q>PJV8G8^XCE<{9Uen$dnd#M8|g(-D$vg zY4&CDNd`FGq#S-Qn}&#W^A*b1Ucgk<RgWKuV<#@pPgh5*NJ9L}^5T4FL9pL@d5?9= z9Cm;vs@u*}0nI_S2)ap5BJhey>)9P)u$AvO82I}OlUEgT+f#zPLlmw%%`cYmp|*sI z_Ysr$+Wqjt6A9DU0gD<NoggV_Za%lKwt<qcoHjO%JW5UIPsLYu9NEMeXrI!haP445 zzpH5EfA9hBZSbhJg%kL61~?fnRAEOGx5ph2Uwydhb<Cd6sE0a6FD{MpK5GF=Q}h2& zK4&SGQ@Y|A9{V<6Sme(LW-huHi_EFQ#{)iIwd*5;Wy~+v#+hY2{?tYLkLdZg-`KI& z^&TgTCheand5!jBe`L(V7et6vvGjH+l&8>?di^bB1@*vd#%U^p=CPSkxyBJRk1~2M z!zzJz;Tk56)>@YqF_yFHt+%s;2`YmDDVu9tME<3z<VkxHM3ud0xp<HlLL7OGmzk@v z^x#z;T{Lgmp<=vZOwSJ|JKfG@$o#{t>Bg8_m>EE0U2St9n~umfwBO$`OGm^sr8Wkv zGQf+i+aEt9t>UBMM;60I$xzU?Ij;AJ6|S7Q;oh2ydS0(ExhTzLZ1dic%I993gd)?Q zq?Q^nbbq${5rXa;k(tNnr;DY4YVKQ?#Rl5j)T`z5ApYm+I?{311WEY*PIORti;u7s zV&mv3;06)B;<nsLYQT-kqN99R2;ZG`hb(RhxSG@Utg@;V3mc9+m_}AWoRnOt+cL;6 zA(P2ek9rlQT^8=@k6W-$s@5MD3K@tJv-`EBYIE4QX$OUbzXAx{m5ywj+Qbt*(p;x! z>M_~L*?sq{(C^JSI@ooTgP^fIZ2r7k0w_Lg`Ry#+M;!bYssE6VCzEyP)O~9Tcr0Bg z<j~HGdSxn~hN%!2GpJH>gaz@G4wZg3_U8frCnNhDlbZ1+`ac<Wjrj=21<N0NA&b}_ z&f)Q&nJbtT`_GMzMzr@1{}iX>K931Vu?AtP9KdmS_%w|^8F<b7PCTJN^VxNc-+Tf5 zz%;Y(@Hq0OW{AB{uzxKCm!H%~@odq-aK8Q9&QW2IcoT8DMI1d>#<^tk9Rwk)HiiEL z;_IGf3cl!Bk9@LO?U(nSn#JbS>$E>h)5FQTSr5w*zcsiVEDUp)L9SBV?A|v@;@8W& zs#&9`$FVV69bGR5^^$(ypE=9G3cims>?-QNx_qoXzjqmLHu_VUd;BNXcJJn4(i3JN zb(f9>ilNs_sbyE8eFzgfm&06bFot(-h)~$k|HD((r2VA~rC>0&gqHsL3T}QnqBk<G z70ai6ko@~T;>oW*D?WCBlHe{B2H6x^kouf(=SH;{^lLu!Jt@uxu9epmc&|+3MiytD z)U0zuWmS%e&r>!~n>+W?0^h=^EsFo#*C7GD^P%_7KQ}N&vg0Ctb_z2}a5`2bw1q`? zUoi7S+++>U8xI8XH}SN~kChrNXb2(I1)6=5EQEPsnn`QJEEe~tzB4|B3?9X$Qd{|q z1i8f4!;FO<!e8GA_wPcy<e#1mf6e%zd${Hkt-LIZ2{>n1Dl-$Y8~5Jx2(iOdwN62- zkrb5Ym|Z$*f%v!=NS+nL)G!>?@$2gmKB5YHQ_xgM33Dx0t+Hv7K;qp0=1zntTzmDY z9aE76h%@#u%isa0`k?!KXwR3Xs2!*+$_l&!E}ygB%R`ejZCp0G#|>+b+e<O>K|E(7 zJ<k_1P+5@g1-(LE_VZkU6YM0A_{;o9r%@D`J9vBC_6UI+^NGjDJq6Ic^Ml^~=6-CL z;3*qS@5MLdb&?tjxxutYG1qF47CLFU<jVzEV3}W4@o+T<gjk(${g~N;NrXDEYu=i~ z!vj5xx(5gF>M;74S~Ur1r7_?(vgU@IhfAhlOGSu0pNY@@hkDmj1}hwUkiRs%;V&lx z+FP>ohq0i!opyQwrvb|0x#Uk%ts&3Hu(PD<B1=E6vDxM4c}$Y%ksY^8Ut7nid9(@) z5Rdi!SY+>zDHUX=C>=YzNC}P)(=RM(?clt9$A33ZQ^Qq919mQMVK`7P$<IeiM*thM zE$yB^xN7J+$NeXa#3o1I^9MmB_^lC0@ho%}qZ{-ah)4OE^NaUg#gW%i@%eg|BjVt^ ziez8@i#Q@2G%qN05a;4n451ynB?fF9Lw@cTc;MeV8+-r%Sio|~Ci-jWEZ#WP+?bRu z2)?`<)-QgF5x#ppSq?;RVsklqO~UFl#M7h;(Y5IL<@wzArq_Nl=&FqtDjZtG$0L8Q zdnZ<7dPgEN)jRresV@p1cHX;Ki@ET56BaV8`R`W!L3^jkMK~QK#RHwbM&ayzWMb@< z%DKs30w|Z#XK1d>3)8d#SJ*DEU`6-d`xmWDU=HWJB0L@zVn2`Go8&<~T1DkAg;D+- z&~|-X^_vsQcMaR9q}B66-dg;GROw&LyINRPxRf8NgyiGugumbtXYZWjv!w=cmZdX= zFSv+1@BjU*G8TnjoQFLgd_$bOzgWhmAun`xjs4L04{`6GT#T(3VTYdYu3;Zaq#)N> zw>w9b1-?t4sVYg`!G%xir2JWsf)*|l?B!oFK^vB;)m_XF2B%pMy44H7Y{lW<kS`0Y z%1Yi`$djq8r4=pf{{@e0x*RzBlnO43nlu<sqkQv0$H}rY5->r(w_#%dd31|AuYK=Y z#!NO%jz7|7f(r>52VxO_i_3`o!QWyLhpA~dx`=;RvTgF|GIU-IpJyvOleLX0%5B|$ zBQlD+j*a#0rQgBx4{$sYyH5xDJ1q)+2K=y(@gfJghztxKGg-nrf3c)Teq#fgf*>aQ z`-EvyA4U<Eb641J4mZu^cD(DfjJ+{uKjWRp4p}y4#Zku*|L_C%(5Ft+D^`Bpz=ZBc z6`sD1hmMko1{SJEU(L|DbUVKRR9NBX^Zb|N_Oyi4xXS1eb0(tPi)HB}Gd<Wn8Oxn~ z$_dYFX_qgnqTk~h3$8CWkIB1rQO6oHqke0npG^usdS0j-9PH-<*8|jtO!9<4$byae ztB(Xc%_tiedAN?13N-K)p6tPvo-2@5(Vt5V${i`X$PVFx@#06DH?T4BoL$kY$d6OU zkWb2?AeJrc9zM56UN-xHgKOydnQN`EzaR#A7qa%<mAq1ieQh~*Gwtmf;yz1e2>A|S z#=b5hXQ)vQzthTx;s+T<*9X+oYj~jS{BxOYZV^I_y6ekO`UWng5OuC&f)Du;9|cC) z&EZ??MpKUITo4lAQz#nWi-(&IaF5Fl<Kr(L(ln(A5|PzKvkCDl*nGRS8bt&zu-dEC z@tqI>@94PG`CSx<cV!jsr^XFlHs`M!STMo3ps?UA1qt{r=k&EEcM6kYWIBgGqafnC zUeIRo@PYp0Ga_<Y9B^|jP<Vw(f(RU4PT%<?2_Ej1>|z4az-Ia5+4cDiT-W^F=^Ybc zAhyLX1_@2$+l_{AdeB_)q>r+{X)Ostbw3#T4lzUgF~?cwA`a+x^)Oy|BMi4m9%NYw zSvcsXq!{##5}0-ejT{mv;cwHy#Gqj0g=N)$`qY{e#Il_PWEQxft~$7reo+v5`=+k^ zNLs*@`;>P7xRRmL?v9(8JRRum@3}M+iE?zI83hdAxuH2NZbf-R6fR8!u*?1CB`9uv zSq;#R!+j54R1N6Z#8sHhTEky55GmtfR(<CrL4!gF5pt=Zjk`+y0m@H1-ke#~M*cS{ zuFKl=slqUMN5lMPCk?cTR=p^YmV}8Ltb*=p$miu&cF<TEc^P}|<Ugn(5yvt8rAfVY ze1**vn?FVg-V*19l=rRRGMBs@H*yuA*-}}9x`9MIzqgM~<Dn2VOweXMy(SJ5#hs5v zTPTUw@nXX#Q2sS6=D65NGj?d$Jy*ElCk`{iBHtBQC1Hp6fOkz08ALZMm#yjl?<*!P zA>S<&_BB5mRzS}+tFT1+%Yrb@^tP{Re>36=KRj51xXzwyR7}a}{!0!DQlDfNfal$J zVY7)0E#|C71EpvW^jN7*K!O?Wc0bBtAEhFWz4%l3rh*kpkDnCx3Pydi9mBOJ?w>HV z9*Zjb6=8V!q7S$~A%A3KiKz?f|Aov3vi**Hg5CUf^Vi3R^bpdk7Aow8<252By=9Hu z$d@9{!&(%FyM7XlNS0*>yPkNL7L+S*xNo?03C%Bqe=_PlV%o)-=F0=_qB*79L$629 zUHpXK1L}I4Vp`(w9cS;EX!LWmenWq)S;61M_}0BU$opKHBWcmIgZcIZSHxTH;HeLn zeqT$c2a5j3rD5!}(4l&bHtp#ymM=K9#JMaDsplD;Whzh}uF!vzE|Uo+wYG<6>ejK` zBs;SoO(d{i^m!L`RfKr|-G1XHCl$ebGt~a5GUDYNZ3|}-8o-uBSC_^`(dX%lr^{H6 z7}O+gK6KF)gDCpDrSwlEpx4ZZS2>0qtb}hQw-a1o{K|#wpo;E&?{|9I5LZtz;n0*~ z*CtkN>vX3J<+GZT<c6h@2X0A=?<aHp9Ij5Gf>A${1A?u#ul;NfMq_->zaVoAk2@8o z9l$n@H-|h<`YkYxRjm%V{D*SQ=ekFoGf}@i<9Eq?8p>^|{kkYAm_Y|`2XfmbF_fpj zIPAW{%0mpS2>a!B(-ZEI?Y`#`U)$)0?!4ZCEo`K=HMs3DC9!bEUjh$i1Ba_cNxUO8 za5|~@-c}*<cW1mgzx;3;Gd{rhVEPX;@x*3XD(^8TsKr_JFQELyeA>N=bysH4Y!P&0 zMsx2Twzj*<($qwOp*^G3jtDSVm&gadMc-E|Qf_K0hznP5{8iVS5fZKtRGMA_@I9Ji z=tC3YpI;su+_{eCj|Mi$OD&z)T&8@NdkqQl{(V@fK%YmKM?7gwUr8{nA$@@d@i%OJ zr{4-vp#J3jAAJ)nh%b3j`Z=jS0=GDJ>zRWY`u+bES^D~|;va7<nE2=a!B2~=N!Z*( z{0Rds9%f%YfX{w}k*p{@Mmj6i1yNY@^oofJTf+IOE`Cl}R0NhF+H(2N0;nf~eRa-n z#XiXV8lM;1#FDT}*&27a;7D0|#xUBK^(xOi`;7MebZ<ZJ2&~Z(ab)SoM(F$C_7yM7 zdigc{g)(g@PdnQCI`667t{B8u3c`8L{*i=PgB?FrZg!yXjMbdImyHDtULDSTjq+hk zSI?f&<^f}$0=}g(<P{a?=iei@jR#-o>7lXYC%zBSw`B;?gBSnz!M83Va5v9b-U)HI zm=ix76+*c+MKWiHcql#ia>c00t1_ZqZ@q<w)&#D2%CSh1Z5ogBU1zA#S;L6N6TV4? zIe5*xWhF24{X|o~tRS*UCXQ3zIB?&F2Mic~(YSaD5mWA=)qJSu_CzpY@%S|^Sj|pi z_kFd6`-=?@xkazzE)xY>b9tM%8vgCN1e#ZoKbuhLul3**){m}*ImKYJ-g+{NF|6R> zrr+1=A^~aRtghy#C5eIt&P}zC$YXn@@Gwsf4TQ80$-Qr?#3JikwHfu$^W&mxp=Ax? zeSBebQbD;~>!R>pAC*3gFaO;!9t$c$*hBte?cgk?)*j#<jNWIqMYm=t*buMpv`~lV z(Mg=@d^J7oLw3YP=om2#VI*4Fz9{F1Q4zaK8_xv1*6^a_CpQNj*g(0h8Y>Rtf-75z zH!Pl^9{fSW1@@oKxYAcEdY!Atw-roYQxjUkG@g!>e?&RCiM>hc13uf><5X5lz{H>} zKPTvOLo5DvJz@Fn$PhkPp{&P%dht6xo*wGxo)dT>=-g8JI<CDC|6cC^1@t<7yrO<` z8QYmjx~M*|j3@omdKSgBjO%W##~9X%0^bVr^}ZMyLcdk`ruThr@E2><I*<6>opPbW zgCe59lBc%w4E0!K2QiVGZsPDU6aSC5k`jI&w4HcpNC{Ej<POQ{3W5~fH?<I!Z9F#D zr8Qgh7bet6X5&D4!m{0{qgT*9$$>&mDG&J*rN8Lgl}fY0z8}{Qtn@Ph(7YASm`47= z&SA2-72-%+se9c={9P<cI%A`fjyP8N`lfCW>L0wqpU>wC5<RcIroGpx2#V)Nscto) z|CvAM8T&gBH+FtIdgs#=ZXA>FFw_F|X5~CoC9~Ox0Kf8JH+^21YuJ*th(NDLYE?#} zFAZd>=V`t?APte>%O8A}*RkjRwbG6csfe|@M4z92qgb2r`Ok&+6a=4DRWEz02sGF@ zIIWUJVMp7&o%D_x)<%w=y4gH{_ogbO*^7=M-^U9N|4nW}ZQN+)5Et@kG*^hkh;HL2 zn+2YUhK=E}kF{yDL<Jy%*4~8s#~i*mH5dHijv~0%olG83X~C3*E!DoFInI~%v7{X# z9@w(=s6DwpjA?s4KEoC|iRFjMw|u{Xa{YUVtDh^Rfy?$q$$*0p?62J2<gMid`Gc>| zo7#xN(_3j3UNwl@cF~mLgp4oF6#u=swgvg1hCU8T^>yGud1EH2|8YW*T>-9eor91* ze3F%en;Mdbo35MHtzs^}UHtv8{>Hw!UDaDZzzc!uwCQ@Zn^?E;of%mNJ|di4d_`Rh z`GvYuGhP>P!s=-F)F#^R6vrhVAXhLF8Qig(rGNRrp?zgPt;$a<b@x(w-%%zQI2z4- zM??^8lnS}meo+%L=0@W`68FFkrgXpxc|7CxtZKbUM4S<QL3b}n4!C<<skFeD5_E3p z{F<0s$NSys7~hir;>Hvz!wfZygz0~Y|1Bh-^GL|7{u7knmWvdae}?AMbj@i4&%)62 zQTCDIEfNDXNt-up(ozAn8kHF5&Jt!2S|d8}b`|Xb^6O3JrNLd--c;C35(wt;%3@*< zG+*H9XZ`gHFA%@9ZYi*VbN$e#-a@_3<NqXkyADiZLY9>54q7BIqa3x&ZbaU)1LZf4 znaIJpO4T!YHzu*0uP$6*O+}tMn%lk7r&x$)awAt$=P*uitHg49mSNYmc<OeU7=hiT zI`lWnE1y_mN(?$p0WtG!*+b0y;Ppmn$;1TZ|4ixeKtB#J=6^0<Brgr-Z2cG9x1~We zZ&H_0Tm<xPw{1N1MDrdY_kF6;zcE7Fea0Yn3Hx-%aem002e@Lcu6}+c1(knK6s%(C z^=z1WUUrlO8o#A2W%r=`=rhOq_QY<Sh}>798d8hreY@+Ipud2hJN9I?#J3y2o0og& zFXAKgKT0#5x9-KW1B5K=?u=kA+A2PYVV(GRoavzhpIJeHMxKhNY!{z)BXu2^MjYgQ zK+;Rv#FB^IDkD;*fbp}|{O4ss5D52g?e1N~ja^C3$BJd)mhBIsTag55hQ*h~5dS-z z){XSaeHklui|_gIgb%Dn{=5-b-@(3~VjC{I%MScBPbX@IB;op&Mv|Nv>Vwm}iIyM^ z`t^@W>d)qAi5?*~xxT+r5T$*YL6wb$h^%^)&5b-`ApvPaI*)6xok?a*_w$@EHlc9w z=9DPld8O3}@5ZpeNX`C#9&>mj9an4cjb6NulzF+klaUbA{YiPmkpZeA&IDwQb0FVK zv&ETO3B)-I9uj$k_6P4{`Xrf{fx#ufy2rHv(}-?}Wb8uspR4*8>0J4N(=lqbH3xBu z4*qT;Inol3SJ=y04hjQP*y;7BDI53!7E|VSDh_yTafzYl<1b8^E-B6P>IANSFa5Ke znkZqrsKbBl0}bJjeMbKG{#pD?l+sSq4Nl_d;~BS-j%A$p@2v`XOHruw*AqUL#Dq9} z0|$A!DTz|yJ<_XP$P3=IwUTv507j?!<UJj^;MUjh{nusIupqiX#x{#>Z1u%KD7j2e zJo8uA)h?xmD9@l)6_h{0Q^4ruRUSD0?eQs_O%jlT3ma25nBerd+l75a43P3qoYwcq z43<r+l4OX}fbq|kLr>|%h?mPYq&{>mKg*c7TRF#u=9C`~vxZ4R-NT050IG3}#bxlo ziZTyKjq^+0nnHfrEP=Co#^*4tvL;3ilw%n`_2quu`9<u%y~+Zs$e-?-{Bd?~6$R8k ze>N}OhVmcYN6s6?(txL3wNvr@SDcIa2AL7%<vct83e%elL&AWH<k>=gkh}h0{`p3F z7=GoD>x}yFYOOVi?&6c!uwTm|A>}DNyY#*XtvLe-5Xsb%=yh_eEX+8Yx{IA07Z@Gc z-V5(fZ44-sh{53D{hBBAy0PfYEa#9IA*c+}eG@4!25~RugP$iNF07o9gfHsl-<66w zR;j`QBG0`4a>Po*IZm?<#!HBgCfF4l@Q5FbpWp8)>0l%dpMR)+_$(b9uxmToCQAp- z#!hYwoT6Y8HDka�a{HtGD0J&=I;Uu_8l*<M^63Pui6xYNDKx)vn$PeO@hIB*{G8 z!fhvfD|rylE%r?7{XK6ffc;AL4dNaRZ2PKln(;|MmXhyI^N0}Yd(?!wKA?j+3a<=D z?Kb?*PbaGZSs8en{FsPGy+4%`jy=VwcdO&HtCbr-3nb-bai?L#V`hD_`-BJO{@EI* z+vo*gl{E8hU04Y1qo2zAXi~z$?`yhCgFV=Nyz9Qxpa^t+{PoCWr5g*M)K3ZLClhui zZ0GhPkDhYhXxU?zR=n$Y@wOTAvLxNUckwvt@78R&u<q=W06c4X$n*FbMq-Ul6GC$) z@9M0G0V^8lyen19;)L#Z@2Q2(b)Y%W`^1pFLws;w=Io)=4oX-*=2d=Gi-U;p7$_RO z%u0NXyri8fhx`?XuJ=4YiTs`WIJ|sXP!9jQU0UllFZ8>Zh9z{-!A{h(KGQ<v5qj-* zu{0me5B_}L&w~CvkN+!C|G~`#>TjO44d<{EVgfG*M>ZwE(>q&xE3*T$ZgbCLOdY`w zTgo<Ver1N(O6$6t?sHg~lFQPI1!1T;@NMvA9~ZoJ6m{0$S-=?z2TUwlsGv+t%PzT^ z5;zu^s6XA71fvo`xfw5J@W1!G{nVoh)Z_1!Hxci~KVgBk<;)83D#xeE<+3<@V}FYd zLhNwldslPCEpfD0s{Zk%82Kzz_b<E#l($>*R`LEW0V#*C?_5E=Hgcs^@v0q~Teo{H z`3Ix>ziOnD{9h*MwdVM)L_)o-r`xrM{HO_<Z}N510}Xh=bp7a=XC&|s=RGon_G3n0 zOed5lB;mBb*!j7727(-(cd}8X4Yypn@YD+Bmx&A6vI$XHcuH=IL2gtrwlu=`Asg{~ z@Ah8y`Fv^>f3D0kUX;cTL?h*Yt_d@^@1k>VTm%oWex+n+NuI!5;9tbWTSHj3&zmco zAE$AB?&}YmdB{X8$E}zGwH7@4c-Mcf3$u7x#CG`ZjTOv$q3NnW;t#esxYJoLQWAli z<y*V&H?T;acch1hq>!(dZZ^)O4=>M|+pmfGV9ERqFBs;@P^G=1Ig0WaE)5!`Hysx- z>yq0>o?Z;#A#-H6WnK`3zxrJN*s_M{4F5Uy{W=Sb_8z;V^agQW<)p`1(a*WP^BX;T zn+H;y&GK(pBY(wj!Iqcl0*KpuJDHIr4ipnaWFE&RX8PXNJ&K2w$Zx7}8$^4aOG!uA zhkl}5naKp(C)zr!=|Q}1%U3o~_p3Ag@m&fgg?7D>ZXL55zi-;RwTYeeJ?a~Tz9%}n zznr0R=*KgsCaEvAu@M7w?0Ij<Yq(YX=GXLiUPu#v*}`;I1a=KspUiu(L+#C^&+SvZ zFrYg2i};7UHv(f<m^2o!VcFLoI}Uf@6a_Ej?xJ({RwbpwN7Vc3*xZSTynyBf`+BqI z>A8qTam-a|R2F(4Z7(VPQ2?RBtS`5zxPkpYuD)h{3P^Ho4DL%?#7NJt>=_h9evQ2R zu*f8|xA2HMu@EwhvAlY~HHY|;yJAoDzWE{^n@REzL-_`NJ+VvnU^&V;St}2}P)0q3 zr0#~%lZ?>4oK;?_Dg-L4a=jkt{_65VW{^h(@$`PMe2Piv#V-kH4iJ<qMCSfDcLC%L zTqNHQFAiV_o>LJE+~3*3`qccPYqRvQm+HZqj~EAp`?&fU?nit>%c0vwb5oeR@i*3t z8Pro!2+CP0@5OT3S|jmoGQ2i8ro0d3vZz*y4`(x@d7im~U24!6mUmP80ZUdrW~tqm zZE4C**h-xxaUw7I`F=VR0YN%=d{|ND8xI8>_-~&M14$4#eS)R(O(nsmz@+&l>f@Cq zzU`i^MgM)hq1z8Wq5E>ScILp}ZOlF1jd%MH9nn0tx}2I(f(vc$cTF8eUZaLJ%Q#Eq z5jRca5AvA7FUgG*9r=!OpPw!yE(x#@yxNKOlZHG5|L<um+E)VFEGya=)dum3(htrC z?F=yA>=;%1ikcX)k&mcE{is|6ImOHw8c6?48{<}vc%jGp*Wy;t=huESPbOawn*I8C z79Y;ySF@hX&%LG~R_~>>1!@Zrssmj|d{B?0*?G?R;5A;9XY*hAuCatG>-YDi99hB~ z^i+*Yz7W{C(z7o)lu;ilQ!7E;T>_#iXzC`bXu<otbYEUN6~T7w4*ot1_3h<$L>xjW z!9nGCfPyvhtKSd|`0^j(2VC`FyB)&<$B2%gd|DyUnpTxQr%4C4Z~Bfj?nR!Slylm# zHzskFiDiBpk^ty0sZl*!W`LvS(yQOwxZvnMrc;g|kT+SQw7^o159U~S@OxHY@mn=_ zgvF+$;N{hKZ_nl;5Apkby@@6ZI7MeL#UFWBOmRwqwAD)jW*x1SZ|Hl%FsJ?H6)kQU z(v)^4DWLft9oL})wgY&Ad5YxT2Pjw1;8b?_!Y&?5IVUb;JA?^Oe9<4;5+*2Kx6o8Q z|B8KFiaj`E#|K-^=lS#X#<8Sw>b_@MERcFgduFSb1`5RsB@5p&61`<QBBpJqM^ZQY ze4LFHnnm3ToqmfU&ZOsN;@2fiEhlNORX_4oz8Fejm1YN{*R&T^m(ZM;RU|sSU<hvt zZ;ZQx`a2zr?adnw9FQT@-&up^k`7jdCl8hL!o}3SdSiVNu>5@T2Awn$$ghQxIxnLh zWV&p{WHKE=Sdda`4GZx(X}i~_l=vZ=`tbIxuwC5Ox_tj{F9~pYCUN6{-Zu>WEj{c% z$%I;--x)dQEzDF*%%Y7F&9@J%aK%K+0+BNFZ`Ga-TIc*5Un7pVOx=}Xk275G@P59W zz~&M@-BSxYn%poY_-uZOdlls)20tCM_=y+SBzXPkWCE(b?QFXYQK)$~Rc)t34cDX3 zXmdU0heeYwe=Sf>r%i!D#Vi8N69yOK_I%mG>~FTWe?{|2kdTSDw*7=_Ft0J6ImifV zymsq!v*Q>m*<!{pgc>@yFLw$_?qZz_SDotipgr~4a%jVB8!lJ+kEaXm-P1eew0=4u z-+79v>th~%IP>Yq(R03tE73V2{`MF*5tgTz5t7eL@T|*AmWprziQg)BYncn8xrfcb zvja0a6=D19iU{nL)pVJokb=B;n_*70-(Ov+TU}RGg7VXI%WhxW@D6*U`vYu<n;rVx z%@pnL`W5=RQ>T7m)4P{~F6~7e+e_Pl)6BEjqkkrPF{UJl(5SN+;o(8=(;Gaoh#yW> zbpLH7SsXYEw=TqYi^IuW)4WsY^|(xprzZ2GzUqKZrvCRWjQ-v7D{fXs;*8ad;Xhkm z*nDQc67_<fAb&NB+_+hXc~8)12l*gxfZ2pb@t;3fV1TfYF_{uv>~H#YjG}x7Yk{T6 z0V;T0S#^TLe;dF4V&RMFO(AgFSAXi*0X`TIa%6vt@@Wit!!LSRXy6U2*Tb945+HRj zC!*GV9iQerB&MZL31?dB_jo*@ft9#NTj0R}qI<%lCZp+q;lNpYQs)2nAlHwUxc<Td zuwXG-7IuQvPA^C0G=gRGV%E{fbHlF6FFeu6NHh-QWyD_G#SVy+bWcff6B1gPCU0qH zF^)n+LJ&sW@Vyvi0P_|umX{lR0p(QtEgE88U!e!*0)<TDAzCmvQ>tOk#{*s!U-nYI z7A6ujFbeG#X#Ub4<SWF0j2?$gj07ggL_SG(e9WF2D5SQ(vErV1egE^y<V_ZsbY`7M z@t}q+cmD@3iB`N;dESK5k`wA)eL0l(gA+Jf*<&IPvk((!{f&>-%0Ms4KHPu>^+ew3 z3{?uD{SlXsSQagMelz0NzLsoa%_ApR3zCGuEA-=LSqu$4^mAGEI3frKPS*LzBQ9>9 z>zg1aw_?1IA-c;4L!6S=&BUX+eoU;Ae2#nX0Ope_NE?To2_e5VZ6?HgF%3VzkCVtB z8?`uS!TWU{7r8N`o8-*^*1FCvkA@rZh?Pn5XFG1F*86ylpBL?iETt_jAReFSSN_J~ zj5)0CY>t=Q3@_1iFedp7x`(s8XNj%z-^5(!)C5yW>sZKbD_cdHd|ZJ>(_ZWp2bdUU z$369=fKyxA+m2{{{iEAGsm=m<Ywa`>N|VXNzl@8C5qv0LEyXH!5AoLi2{=8x6GRVg zv3lnJnTtW6_xFZ?aWeeKAzsAih!A8+Od|c)67FEj{5BuuY+6F^X#Z5=1sO+Y3F}PM z8`=Eh6*Yu7d}?lYOX~z+E3xCEGwKiAbmXQuks<~XLX`|7XiiZqdQZ0F3NM&TkxU)j z=COSr@8s0`px$A1y4SSrE^c{5?&NCjC@yp&E@>Uz_iy0;1#5q2B^<o&kJA?jf>y)1 zx;x#A_^><WX$_R0CvuEkVww@h_Z#P3SCn^dJT}*{59K0Lc`LPrCAbJ;t;VA6Av5yR zeOJ~+_i7{apN4Pr1whMZ%=(HDC8W$JDEWK+z*1f&@{XM@!>u#4Xe574;)j-}L_ebW znr`Qi&Cz|xH|~E?Oeh;!iSI-Q7IRR7Wqh%$wH7TpPb3RmH{*m9zg;77UF3Q8xk{It zgmTZGMvt=9hOu`dD*I^EkUxO;%J`?>^VpKZfeT*cg5dc1FZndp3O-&_K&8(71&@4W zFxwu+O3-T#GB=}tzq=R3AN%UE6TvKP=6u6jIMt+0zY*ed4TD~}iNG8d9NXKW-^WE5 zl?hV()S&{+v&9#4?~B4f*`810mnb0ZWi~k^g9(;QidT|yxd~M~V7v7o;ue<t`1<u2 z2NAb>_()00B6h1V6V)z|ufk(r8iQ&l-gDjP0OLh6T(3zj(h^{U2KiZwuZSx?%=XJF z{tOT7<VlEn9pWH3?C{i6`snjEcqhHCof}+sXWI6Li6Z;pwmgXzc{nN#S(?wFeqWt} zLL_+vi+y)IX!jo-5Q(>Hc)yQeEU%Bt5+4v}JZs=9;_?&GJ$~uS{YzNCqoSei)kci5 zD5He(1~u5*9Sc?~;3Vq4r|z3up(M&hO4?_8Cb0<<!*vCHCa?-%=Utv-2kknaCuj79 z;dNO6ai7El49_{G$wzmwW9?+-1L%ABM0md`9xf04W5FRO>$b7@*@Txz)F~m%LWNHS z<@d@&vI^fBE#R-xGLm%Pkbv*Zn3c3{D|SWsQ|;9~+qmg+6l2y8K}dC4plman!#Y2o zW624l2PKD-s24~LTw5<+_aoo0y5_}y#<bK(d&S17HNp-T2R7;s@oi(hqtE&ubcll{ zkNLrPKSr1cJYw6R$pKqDT~TYu^LuIXRVnieVQ^o#Dq<+pk8g)f|2M(T3rcTxmBo#y zz<M*VhJ8P}H@p&vEKET22Vv&*xO-@Bom|wHz(WHI6L?u=`5LC1{=JOffexlWJY5>< zmV@cFz>`XA3<Sl8yi+?p#kks0?k&+EA&4qkY@xFl#Tuvtr5C<(5r^(p(`lm|%;#m5 z7Z*_8U-w%zHw_0r@acy~N5_+h7IpCjV>KD5|4+f;PT>-sxqCE&xseq*-}(2LUYNrL zPKa6ctV$q$PM4;=&k*W^&qbQw=)=WUGh6DJ{@@Ecb}`+){NV02-B&Zm4YEPw|JjUC z5H}C)QL#t)@R9uHy|EuDf!6h=z8T`x->C`{<b9w3+k+FK<EIcGGJd=%op%V!*hoJX z9{&r&q)I;&BCa_9@AlXuh?_bpdh7dxd+2@Irz)1=H-hDHHwEZZb>lm8%igBql%T$k zzTQ(>fT;Km6yp2YiG;i7+{Yx5cbig+olTzu`T1luN{&iF{{6+d3(rO1>raEpi5>|! zdu+VY=8OzHZB7qe78=5J4V0db(;)5*uJyE=c@wL2ytz5L!wzRZrP0hAA|Ljp^fPK0 z3BCz!1RUeyf>xf}#k#}jJZKQUp%c#n$1fx{f2KnoQVJ&prU)t`Stfk7DGB}g^KsMa zGt^L3=BU;aAqf$MGartkb3>vFT^fDbI7VE_-g7Qs4EZSDF0CA(C!WKNz9vgXNc3Fg zJFor+KfZhV>7iIfNXSg%Ic|<Po}>$BhZ;68m6BLzAtA&+T14YgGzT5M9dUZtTnKC| z<xUH{Wg@J{O1`S0x#^|Ocd7Elti%ABWJ4goTvCzdZ&CVPY;5G+9}x~J;-R8OcP`?J zC|kIfJz5q3+i|Nw2TH{Gzv4|NX)=HrMGtE;><;5Tm;X+W3J8I(m>b>YVqW0UW&378 zLOfbWwrb5sG=!e_L;lN*t9U7>>mGtp>=1%^`keoVd05*SMYwEYUMH%CGRx<%w0FnM zc2N%6RJDMeyJZVwcpH9;tBMkg8Mq4Vi&n9sIzgH=ltWJ)I?>NiB>|tDtWFsFvVlZ| z!!P*>^qiws<M~xKhUv1XSTqOAK-S5Yp))?y7=>y1;ZzS^<YVD|dG-?G2y$cfzI5pM zYp8rE#dZ>dqbio1l7F!1z*JlDEh?h=z~MRVo2;O$(NKAVmjb-Cg1X(Ms3GhA$L1_D z7qr;F^d3$?zPQXHkwf7_So_D!+uAYcyc?#Z%_@od(urNktv1LXAF<wM;xUNded;9l zKtm9em7B?f?|48j`lS87|3<NssvVC`d>Fz#pdjEZ;^0u_P!;M^p#5usYdZa_0o)~K zu2S~i4t97)>dkyEHSxDt{#x!;<Z-V4b#=su6CS_)vv#Bmy)R=WbPm}p<5dAq%O0kP zz>ySPImTsfFn{pnqhl`O#?2HS`7**qkZw&b4b*I4?t&-y*NX*#SU<>NQ9wmRC{_Jb zL4E(`Y*haaW+qm)UWcTt>|pQr@JcQ*auK{=|4QgSXN4Kc^1VZCtb~94&FZxuXl_FN z>70};Kk_8!8|1x3++($Mh5P#dFpK87spBMe;$g_Ogn-X%Q21dXJpw&<k7fNlUG<6? z>RM`S4XUW1<IBm6Aq9RI*ZND+%;JUhm%r;%kq`N8iOp}?ztZ3+ZgbPbh!?6qEKgdf zkztX#BijDK1h%<G5_qXc1qIKJ4jZC#4UAC<D(C*eERBZU<@(q0IM#vFpWl?@#aeF{ zzl2DFy+;bwX*(*QxvaQb^nn{pt}06MCe~v;P101SsG9NqHTfrxTggQBT8>7X9-0r5 zE=V8z)PswCZhh2eR*X&GeKmQZ2KAXpNg7XN6`^HT^UG7@1A4@J`MAm_ZqRvkSyeMY zfS}~fOUp+5MQi40a&~_^-poAvB=$oIMk_ttMY})?PyZd->Btv@+N8efT6`2=Yd4bp zdyATQt&<S6(#!Qfiq1QntM?D%_TKYje{3PM63KZ}h{(t&Aw@-7C8M&+NTQI0q!QAy zN5(n%%52yxd+)vH@A>`fx<1$CI@fv5^B(v8x`A|w8|N<&hkdl3_#Je9dzS-?B{I-F zVTIl^C`k%jx_^f0Xz;;e+08${YMJ0*L@V-h|HO~&=cL=H8N&|Ao$8~R6oD)%D0*~~ zm#|%3vFc<T$5KE1P$0+mV4~Fvm;SA;VjeBGY^LkcTyb__UVMlbj<}ik%x$2YJl-60 zL9KB-LnGAh*Gp+)kLlrazslu7&FyX8t@F%ql{iF`Im}F0ZMJ<2%U~xy+Zw;m7-R?8 zDVjIW15q8jYo>Dr=`I#19D_m!8GuyZ+531N<$6DPCsyG$iq|T83sF`uf&VDy<7mAK z4EMsnsyWhu;_S$dH}cEa`K6t!QxXHOHyTW7CX@JE+k%IoxGeAqT39(gTF0<AJjKDf zh|^>w_WTp#WBPo>t{#0tg2y%4qyMsafcO5~dlIpXn;FU__})XjO!j8_*zf&V`Abj! zXgyvcL$roAN*eWT)XTITqI4j5Fy$tjB|9wrq&~5d#!1{99q-RIZ^1jKe}iQ$EoilU z+IvEu57M>;T<HDkv6InP5;|`oKj`HSyen)6JJd|gZ)_n2WBc~*mfzdKcfLCvtm8p- zZq-kXk5b(jb&`P4wS9BA!S}q3V=62}MOx-TI;1l>xL&dTLr)Uv*#0RbzZ}427W7AF zuW*4i{cz_34<|hHDHfIG8^^9vatdGlKn?ODE%>sVI9M30Ge2Szg)cR6n$^S1P<VCZ zJiWj;cCfy!cTeFc?lSl(+CGs3mP22?Djk*rQ3IKldjecgrYqT<6-5czhY6eCv}2fj zX;+0V&PJr#d(_U2h!87{fkCgDWZ_FrFIh^K4VIP_cJF!85n9B9o?~QQu&=D<)u!eL zx@NXwjpZ$zN1juitzZsM(%1|!{fPX^+#{ww86x2GGulmSnFEyhOXg%H=^((oY$6Ns z@&jWtuBseHob3TxEwacQeqTnk;H?De)1NF$vS;!T+xzNFb)5L1+}+la9_7W|l&ozK zFP9)}zh>wk`GEKYZLU}J{7Fz!_<l%EYYF?aEy(<inHBOO?Qk*T?#CWU`l5?+K-R0Z zcilxffc(gaomXlYcb#Ak>`$7)HMA%ngji64YTbkTX7s%9E7hEO1D(4~kNsICdsvWe zT;`#pIqK)`rbXFa<tL7QsQjvsJB8JHbaix0ZsRmJEEzAE&*SzDnWyx)*06LF3-((_ zH?c~YJEqoq=CP>u@Vs-G$S32Rb-OE!g-Fh9G+k5vhXt!ozmVnSgZ|fv0vY8TuoXKN zEvr0=m81&#EPoIO8s^>uhEl6|ZKIrL-KHRstZroeH$W091t{5WkMO{NfkRC<4;^HT z>zRbta=~*>{=gJY<Xd0mzsK5EhlTSVy?wcN6H|QUUG!^y8J8M0z3Z2U=Hm+V|0vKs zxwYJw>EX12!`PvlFK%vO!tYN|&^wBO<c)5r?r&pQ@>Y)hqkwH}=Ze~Yrf4r%Ey#OJ zn@1JqI-l%yvG2y18#kw16&N8hU%AE~`J<SEZzm|4*I<IT?<E`L%0pINsXxUFdO|1P zbz`5z6fVfaB>P=T2Bw2b?u#5^g#_6^x0isp8qhc}!+8uV%Zc3hit5&*527Db9z=UK zu^-Ov%KRX9_Ii7lECbR0wxv*XavtBPX?+xaMgV%g6$cJz>|kC)0(Q}*WWqqd&>+J} z9EysyjfSa|z=xhh89+$~3;#XJ>PPys1`4TE@d`yqr)@g%gd1@Q23>)>4E15OcCs(8 zuo3p`_X7jJQ4)Wr0;klG?_=w@k>MZIKXAEx*APN;SgXWC**2D_4;z$NO`v9gV#S%) z=0)@PANF1a(IiUPO+1zy5W`Qz@RQ2bYo@Td&p%y-UeUmeSioWu3FTCL2-uwuq6H=M zOWya5&|Li?RY;-i66XFV>>!Ue@~`omfA!I2fy*Hl#f>SHgtA=v*qf7Ng8y9o!r2^p zpk@wkEkyjlQ&H!DrjZ$xMpk1KjL5+7eEdseCHgLEQ*2y`6N80UnGw^joX}(N^6K}o zH7q>9T7sBG`32_POoPck@#5X!Aw6dr!kp^<(}@C6xP11>=`S?w@aedaT$cbnWb2F? zkoZ?InU8eU7ZA^cBJ^ePA&pSnVQY(i*h>hQMT@RBMj%~)ERWzH)oD!T-*>l~J6w>+ z8m6NV!cCM*;or<2Ok<kSbBJ8P40eAUU8l3<;F#?Dn>-a1kbN=LBrt`E2%GqAf(OaK z{a?nO!e17!o?|VQUQ=Q~b*=AsQ_38U-ELHNq2K@-1|9BLlowr{eBpX2H6xh3HW1qM z9mAw*LRC#O#bIt<VB@I~ABfxae@(WdfitTc#|Lt$2#o`GTf0&vL1`_?Cn!h=@kM2e z4@OcEOqaY$YK4RVJcJzP#kcW_W&K|Ud?;U<)L5KpB0vc4%Xl_{`n}BBiWxN;q~ooi zGinY%x`q9DG?L%Bh~B`?zzQu!=xVv|7wLq!v;CSuoYP1@YZ3N$56XMXnLQuBxy%Jh z0_PY+FLDzp?#JgwOQ;~fHR;kntzqmpttrL(GL+*HYVnv5WrnFyzKK&@$PfJXXHlOU zAJjj07rA;K@z1zD+JvqlF20Lccuy%WaeYqo%Y&&Ud}&>xPv__|jubHxd>KO+m%{NI zN3P4jg|nx*a&lRT?BgN@?i8s1xkGBXk9ddbc>_7g#~6WU?RmR5BYK~y$Upd;xgeBu z=qeM@h4r<qpL59C#I957hDmCWpuJyDb-9}t<{TV?=-yI8IF;m+)pH`?IO9w<TpYub zg>p{xEw^Dhy2HC)nJEEhujk$JV20@|uj@+JdBM_Ly6h(MGt8z0v<x;Nzo!fr>4WD6 z*0`44l_Nz@lxpq!WjKj^PA5aEP8xB+jhmwd*%%Ko(=Zk}J-&^R(^W~2C#eZVr?72l z<h#)^ZV_3CUdEobhipzi7K0}bk}grCGeWY_bIr*^JTN6a5TlHA%E?*d@1hKuh=ZSw zUC_-!{uHVIROiYUai$}ZJCi=tFxFRnL#>D(^vdr4H${WE(-~LH_TJzH!`PdFwo@$d zCN1pE(``B;RYg|$*W>~|`%;VLv)dFF`t+Hkt;PiQc-8cjfd)OC2u?Hm)PVL4=aiZq z5$|Iyr>H!&8}S`V=VMuX7BCC`#~wEELg4i4=uY+wny-zn*w}NH;8S6p-;N@Vx|xZc ztB?!w$sc=UwSHC%K>y}g9pZ{fr8!=s5L?1-sXWN_Q{_YYhquC0(#W@Nf8msW+5lF@ zl;D$-!~`PzIVY%g<iM`&O-gMD58_;?Rm!UffX0fjTL;P?pYpz`6#se~`&BI4sF*AT zTl#{&SC&v6ZI@6vL?J*ds8Ag;dB9BQc)nzLcmU}RILx-BkuLRf#*=S3b90z|eDvB* z85LnAPpdsHO9GS2raI$FtJt&Gx9yIXH)52&J8N?LX`!fJJw#_-01~Xuzam-kz>kU7 zZdYTZ;EDbCx>S`I+LzvX5{PuC$^l0k_8k)@(yhiSRT1~)p|-+B@**#>Ew!TU#D)6O zWJ~KW96}K6_jr%rTa?>Se{{a0mXf$3woWfg2t#_5?YiO?KiCf_V`}-_5aVLVL~2HP zCxWBnw6$m-eD{;Be<wY-uzfF<>ER@VCtGS9?`&X`YBUkgqj{l|0T?H!B%z&s&jrkK z6l0BklWG^oPo#X9C#j?P_VmNH;2J@0$Zw24Y;Dd@u<-=)+g%X^TaAi4pB?Fm*v)s^ z4Txh~96jgFj(nafdic8uN#r-neLg~oepmHn@7}QxW)L;G@{rB|>1>AT*A2IMU<;4Z z(2ZaqbQ~{Lsjo5;6U-%(eQETdzP%Cj6zz)#?kbv1FLHwSzdE5h#CtMudw6B+qY&XA zdu(3h2?fD%M<7(wi3AJRYuf&$2!sFPgQv4k%dq|z2``+Q=m=IGD#ttFG7#v_#ut|^ z1q@6zGl7P5z)g`LBT$GqEwTfiMQCr+WH4}i0_B~b5f|;PwBP{d58a~t17z^e9$y(O z>%%_>uiRZu6akT0z5PZf`QdYv+`{q4bkMf#M`jIU0iG|j3Iq?zE1NzbSq^-JP|Trv zH-36x6LvZFR9^yeKjuF-m~O-~dt!Ds62>q-`x^>J_;~@F_Bi>Cg%=LK)HTjEWrVim zep8+XT1bMd1L~r4*p`t*N7Sq|*xGe<d!ihq8zsKYVfTa}^+NJNH&1#<J~R{e<SH$^ zIn?N-uf`2!sa#z9llBlRn<0nq3ol>?ray95{uO}Bzb8vY4@&|2nfCk;Ut#dR8uag? z;})jQ6Y!-W1)Z0Jk&jP5qyjh0ux>+^L@Y@goK-C6A!67R<X=k7V?vMYj-ME10R4Si zY<tmOTbb>O_~9ZMh_kDeKX950?$~fy=Z%XHrSZ)?_S=l0thn{<R`)VCQgQLjkJG%c z)l)P;K{tqLYj0^7eij0~C?oaF)8cSuGNPLIrUXQ9Kkv;*K)E7LE|&I96yV?X<?)^9 zJnT^vRfofVYVf+w7Mp&CA3k0r3N)%_@P0ee_fx~vz_I8NSzEk|N4jz52x+Zh=2wMd zjA#Ymx}TO`tdTTWkcHbm)-wUGxGsc-qdmFl{+#wEVR*?lz|d9A0Io@`;XiXna5Q01 zeE5zV&TBRndXGuK-Tm|-s|wW6&wH{Am)ydiO)tJR{xOV^oqoEOxS|}uxm$tug4_gi zqy*1z<cFlQt_U?xLpouuPowF7s9?r0e^L1d86*eH6u+g*BR>7PtP371IM<<|X1ydy zcwZ)@zAYyJ9Dd&=HMJUXx<`Rr^C<uP{M}N$&Ty3fIMP^>bY~bVD=mNfa8L@|O!dcU zA_YO~kafc=<ik+fF8>s>PE9=PU_GyPXbKw^WJ_*8g7TOK%&2s2C$UVei+Mk@yYWmz zCDPCyl>7O<Z~x`hemvcuZOGnw6X(9nR`Sh5f*314%Ab6d417X)K~6%en3H3`-&OAp zJfrf`Su3>n`pW%r`P2&HcFe{Wiy@r=hwYHffCDGwH{Jbbhw7QOc4ps+77~mfdbFH+ z3ULXe-5||$9aA|X+)hHAy8G_sgI)i>|Ct#0mfvn-zgRWGw8zEZm{aWvwWcV%3kt83 zyGVv5h4hheIc~^ysQKCELksh-rueD!(Z2N}(`j!%G<U21v*EnX3jPP*^UAZ&;&e$- ze--07p!9}3XEA!d$=>6=mP5U`Z}P?eK3b3<h&?MhbwCbmXAM}K>X1&WV_iIhf)N~F z2$}8tqJZ6+1ZJ$41SiUGP2kMJgnGZ5!frp}TQ9Zsv7o%enH&DbtFs#z&C`b)8okJe z5als`@<0=I^B6-alP*0tc^noNe^`xE)x;hNd@l!kEFb6CyyXUpE3X`aK1u;$uoup| zia~Dw*?6)d+SBAmFTZ|1g4@S)(B`4@es`T$<I<S{?9t&Wy_3wM;NGTqGVKHjlI8Nc zPdzNeB_xXYUh1L0=hglRr&!17tm4`iP>$+K9&s=0><adcUhxfmCk=cI{?Yc}GUDql zJJ(Of(m<c8oXp#pdR)J%QBBcb5EwLh?@uQ2fZBjJ@>rmHw4=ngP>PWVjA<|BQdq*C zzTo^X-GP#LJ*JfSvw#C?{;G?QpFv#7@?a}%loM;LrQOJBs|Y-w-?L7SND#+JshJIe zC>QG0H`yIUUfAtqRO4kwduLlmNv><Mpt)3HH~CotoL05--TE3a-*UAv*~7AM>W9JE zce+9lo+zQ{g7!{-ZHjTWie21e{?`q8uO3XUimj}ZixV#Ip7CGjM_lj;h5?fRq(7%> zjJG_<M2OKwNHL>2rkO2-Ts1)h2Ln!|)tPa^-LSv_=3-Gu&wIiZ=Y;s*m0Dy@<TvEZ zdw?w<z31mT^F2#dd_XRq7>INk!CKh_-C7YZV=VKYf2rOKrt<K8!1oRT7<hasBP@Xy z__;ZxGhC4#-{f$bw1hBxm`lgsB0fiRsx;dk8wP@;cvL(89S<Pkq_w8+4{ZM0yPsO` z(SEb?<C`PmOb{I`EJV-C2pw{ZWrwXK;T<h=csSCju?0od1?jBeWLL8jKOTt_U&EMl zI71Mpv-jV{@$`I*t-1Z0)o1j7&RP~(UXcJ#s?DX+VQzSl$fCo5^5N*OT2JiZWguMl z-AuZa{R4aU<!6=){V*1#aOs%?@^!^sYtlQ1_*j7#_xU8z(-FD!G-%edgzxQTe=IV# ziABb~H65psg+5-j17SMlSb&$CS;k>Oa5<-yZieR4nKxXzR<94?dy^O&j-;^?!Pal3 zDO~yC{gST5&rfvVb8w{U5g`BlpZ?wnJ1)XM(fS-u-&c&oDyurq;2-8HDHbQW%?=i~ zI-FCx`fwuHL%_6U7>hr)e5KoZ19RBk=XX6y5FF3a_s?Z4V+@C%?`ve01=VK)zi$f) z5WJcxku+hHP;d3M#70;cIOIs2UPrhIx{>y3;<*%Td)_&q?1B98!}izjXQEtmy{Tun z&T>I~G3Vt2H<2G?axjj<vjKnb^qO)Uu){e+*=rmDh<6o4+tqYk0`mTwzq?J#1Zm<! zmyA$O&R|G~o~@(=@aNu(IlDW9oj6q`poGq4y*b-7Uk|zmtXYDd*eqbtl2#Ap7pP&> zFO$#{5P?4lH`ZR&j^QWP0{d*F*04M&xo;#K`3hQA7e=3ngVPvkkEk~4BiY(!-bpYJ zJG#2U#_9~<Lmg7hl_m-Gg*x|pLKp}pJiKW07Xt_jEl191QNlo$hA@^Z3KX(_i{TD* zV6b|zW#y$3WS3=6>tEu4gHh(?AGDF)WKW5f#N{PSr$Xv#1PcRjF}!U$zd?qC`Fu0j zqK1|e;ZMbozy4;xj%Hq>1gPB13eY`2j&GXtGhWL_dyK9dozf-?*c+|iW^*I6n0-*} z<BkfX|D05Kstfga)u@M6fe7-6Tj67;$`v4fCD^2Lh6D^fRN3?FO0Yf0t}2goRedSL z(dw6bafv@m?Ic@fC`n$+oJToa+G<0E*AFm(;MXt9=lAdv%gN`Muw#NCxc?ScBmE@K zzkD(IKo{b@*)siCiJ^XcI7a6LpE!KnF>8@6<^i#R2HxFOUSPnVs=sXJAQsJk*KQ}y z<8j^9K}ocW_|5ZYTE#l+v1dZZncgpn0-L7o{U9{g>AzGQ`w!{d;-vc6a*t6HeTIEs z6|zY%P}D8I%ft<Ro*7dKLiu>)>f>`~I>d;pFFYB9IA*aw#WJK!#KlSu?KCL!S;9nr z;vrke59_*}IN|500Jh=-em*RUAi>tWME*tsrI_y#8mxjK6g?&K3)SbvqhHvmP+fAI z@8lL0;tB3!=jOU+BnWWGd)LIP3F|De8;NQ`^VX?UzB@MjKr?P3#Vxsx2dgB~pFz1z zlVN*rBq*Ty&LCkjxVIORi4;F8kKX4MdqMa6W^*{pukyNEWldOh`<rijTek7)3yj=? zqf___A!cyvF%u!G8pgEvml{rW8I@i=#0kzm52YMX-F=tr_AyP0gV;@WlKN&Q2&1|Y zS%<cGfOrvcC25Tk@^^0^7EL7sA;0}2aflxDdw(asWMlveLZTuz!wuJVc~}v`$WM5k z%9b5dU&CD^f*xzGc3>X6RpmK))ZoA$@O8YIkvJt{c!wnf=|n<(EblUjLj4dmCH$Sj zc*bvf)MssDoCFj78sY(^i+j=;a!z5SXY92n5x1W8Yr*{7789r`yPsqWry?AAk{dH0 zvVbmyyHuDeEpg5D(ZT?MbPtzHQeBW9rLNqo`DdaEY;o<2If3*&j}Cct32h**Qk3Bd zi+6%Bke(<MXCy(4ymZ;I9ioHK!|5**f5c(w>aP~*UH@VyVza`wym$zv^6akh?Rh+% z=~+9Kj39g+JZtc+nVGoB)0H@5jP@|6nspxk;sve<i8q5iOSlrZ{NnEqEI_F^?zem! z@w!C#`re?rYDqmwM+oI}-<Ec&GgTLYO8;MGZ!yH(@Z)`duYn1!4D27&kmZ9M#*y8= z%WGJ4vHXoxq({H0Job|RNE_Z~NZ0ru)f6@)I0|w0NN1Q^b#7F$9QS2cGQ~J43B2Wd zU9GM-xJkE2a-qI;Qu0EAWBdkIsJP$%A>z`o#D&u6e-MIq%~3ysQLd2BmAb>ZQs_MK zobkf%(!+>sY;9DFJh=Ldn<R+Q5XllM^alFVh>z%tw*-qoFU7zVuQ}4K{5LS_lfw;N ze?A`2`^E!I8T+n>Ix`?$*WRQ5MUuehZgkJ`%qFH&oa@CRNrFJa-NN@c;<*Gebn`k$ zK=o<<9mN(Au(Eu)Yp;a-fJIe(pE4<li`}O?ffnVxSxYw$@^XRwPg4V<gNXBD;gUR# z^<#$&&#~WVB*WMB3P;`46+F<tB31L#7GCXP<+%^_bMskIE=|&c@XOxX&7c$2Q|a6) zv%;D9v#YJT_sDa2oMzcl^FcAtS=%p9txEw%&poQ*m*gR|Cv=~fkr)6$35Bp=TF^I2 z^_|G4go}E5&uNf9s9<BVtG*n~H<a0?5+4j=&BEVGbsx;*HVZ$?g002i%}_|X3h+Ym z8|uv#<VQGV(d^$(zm6UF`Yxl47WuGk%1m<+k7kLX|4bIjztuIVvx;JqhRQQXXmU^S zfk;C<V@Ea8wHh7lT(Y0Usm(7}$j+g<^}(Z8^jzW)aa(0XPMDg=*lD4pJA!n&&+euU zqyCtN-t?8NX%l`l{f-vr@g*z^KVWwBl?*T`S{;0lu#QJ6g;Sq3<N>L!b1-4Rk90A7 zpYBOf5n7S=`*V<QDvW$&=vEV|?-WdbM(0XGbFRMeK~6qs%sj`;VMIrC9i_e==*>zb zTkqM5>L0_Y^Zined=LXnT`k$<2;!ifJa7Gn*uqD$`d{gYtzkc$Qa&0K(!q?d@q-9! zTJY&6?4pDbAB**=c+40(Tr~dp$*iscD_nWOad%D(E(!h4{Gv(?y?6I9t=<+Q<aX~J z3=J+oocN`w^@IOm{VpGTl8wc|%V{FGGi@H5ub`N_Ai)iP{xtI$S`K1**H;tdcUQ53 zhMk%I7A82xll7lm(N8SeK7p|^9O<o26LgxcQc!t4X74ECQ45YduS)vI3VNKP<^{os z*RWC4Z7IhDEWB?<+!EHXoA*-x*(b6>Tv5#2@L$A}<*WbFa-IawN{r5XH8X*ViFlOF zI2F;VQ%gCY#RvCVk2weO@x#mcYcd;%-xZxrl*K0qfWAY`8oLZ9;b=CXs1;8I{t{Jn ze29xG>UN-X6!`_$difYgHN9A9)Z@~WwMA?}_>57~GXeM!c>B9tIS(9f8ZNUj6$Ig( z<H3qZkF@%O@o)SuUgGOv9p#Mj9qin{cHf~JlCbb3e3FVD>GPSkJUA~SPS|{b3%L&M z3+d)l{PN~8<GG7{wy)9sZJgiNG|USL+`j`vt9gjZw*1q-1eswNU(PM{7l+Wb_l^4u z7jVaS3$FVDc!}&m`n|KG>|klH|HQ*~0N?1l7u{gU3r@1pyo{WzM8vIX+x^<opm<F1 z_kHOO?9}VTi=TwVfZ>B*8U6>=y-Q)2SfWVCpXJrjd<*#>zHb~FzAO&yCyzbdJi`Vb zcogs5M)SDTKz;lfi3xG7%X25ZI6&U?ShEr0q-0$Ppel%`1wz@qE&9U}Hs_!l&|9~G z6D7~ZrF5t8xAt6RBvhxx_kTP74e5rZWv>a|LHcC-yMgE5NsQx<iWi0MX3_vSj;P-V zLwP4A?Oorbr6DBX{!7O(<Re<D_g%4KhmxhO(Jy^m#IevdX5(R$qo->!5c75p|4;R7 zbEX_G+-GykGUuQt!hS0dkv&u(HOqCA(vS>Y$FK3ak{0o`a3Pn{%XCEG@t|i5^JMVx zk@=ue$_Pho<J6BKz0$ANy1#!+5$~B=dGePM1yOI5MlW=Mm0;M4zVz`}F_s}}A+nQ- z@;7y&`ulzgK<(4^)@!}INUxbw^Oh_OgyXTB5Frl2j3+t|Xt99jF$Ax?hUNukJ-yyE z6L|9&-+%plf^gxskyXQK9=KNd!1hcB;u`V4`&9p{0-q<9eL0fA57$F~qsTBu;^23g z`Ml8{oTZhgY?*rtOJ9oR+b&+hRc{VQ%m}c6+@zVpbtl9*-H=qh%(jB-v36YeVJHXX z)4v^vMrwGPk~QDbPa+up9G2qCZpO&ekDkPKAnx`L4_8x|z^89NacL_>`^_0~b`>ga z7`PB}poGK$_`xhD_YdQE*uCfVHxYkm`h?{NyS=nv{^~j|wMqvpMa%!1ztcc{50zr_ zIO1gb=7$Q5Jjb}twmZC=oyW8-DYcGbEX0W;Hczf0|59@4pPPXy`M5zs$H;uPFx1h# zU72tZ1y!T4u7b}bpl;JsJi0!J*`*m%7RV!x_0y5^yn{%;$XJ^F=@X9a^IE4gOOl15 zex^M}?rab$uf`y#iRO<nwdt<RJWx?hox>i?1<GlRDqoO4vDr5wFu@Y#b7zEpK9x3$ z8=QX<{#BNSV0nO@JN6spB6Y@mE)*ewW@63bD+fh^z(DunULN=?y&2JpxCq+JO{!9R zML=`1TI{O;s-s>yA2>{`Vu>$rrkbL<|B+t)(ovM(+vUPJzN3ct{-4Jz1_E2~J`%^} zsY`>n({6nxsh|_*o%CDj8WskI1)BX@-x!G6H%EFtqWtow9TQ39AjGF?Bg-zP4&!G$ z1@pYnoV}T37L7eb-@g!Ri(phgGxeHfyldfrXLWw_S-ZUOT(e_R!=D{E1j+Tz`|~ii zyBjGjn!KQ~ps>3X$_KdkKX$pph`%w#?`NsJfjucoeX^U&Or%6V$i2uogFF7D{)<nG zLStn9-5>)JOsH{Q)JR&y{P)QXTwq_uPDY;blGqjoTHWCa3S0)%0<FCDhIwE=RZX1F zfhCNXx5>Pyy@2`Wsuov@5979<wM?omAWor##v6uv$}n~}<CT3p85$#O4ZRt~A-dD} zpoN++v=X(gGW!?_tD9<Bt}7(?Ftw?d6TnWy=A2r3&?E)T&2qA`DpZ7LH`Qk4CKpIB zS*o4MLpgt;M^0A!r6e*felNUfM7)<n(L(b_*6@qIVxDJAk-jF3!bmcE5ifhp*Lg}1 z)!&i&j_y?7vBD{}T#;NsSo>;rsmK8NAMz{vy^N`eRratCoCf?v{c)Yl>rv?59KEHo zasc(=7xML)68MRC9!drd%9P-LTA{2;Fca5){*`TWjE1<5HRS3epV_x)+nC4gBJl4n zowV@sD(-ty=<E`@uj!qR+^}h6fRM1w{k)kna5g>VT+TUqLf&U2oU?izZ@spCqG1{F zY}yk=Z1YC3)_+v3mkQDM;pIB7H`2$S`!de9jf+6-u4A&N+AbEtBu?j@$OlvEJ(@f` z>)2|}z2;jt#UYs~W~*thFx;;=!Yuu92!AFWpi))0iVs~d{O`av4G`ojf8Eh{^ZHev zP@&*OtT2iiyI!@0sict4?WwE6%Nu1XQdp3mw76#Nb34if5n2dx;M%|y*C_62%}_&+ z&AZBozhX#_@GH&;@iC!PvEu4+v}aOg7#l;Jpb_?lxgZlJAbxF+ZMAVjmW!)jc`_$) z={OgK9gQ$C8>2*d%}Ihd(GdFV4m|~6Vjt@NqVwuB(jhZ6$O3#?`&Z>8S26R<*!4SV zQ`l1`OTW$iNZ;^VeQD%69gtFkXWo@B<MH=ao>jf)gEztN-&1sufQIT)d8pJL(EjM7 zr+SSAq6&Zf@l2qGwD^zvkI0i?f1?3^1L_A-Zb@Glx;%(=HtHoBv$f$aF*-(vo=F48 zu=wL^<TXt7((}5%{;ZHr=g@FhiUh@P<lZZFNC3&p_e|#+6)^->o@r<vpmDZNw{&nB zJ3qqDOVSaCb?1R)D+yMD9G!LB4)JI+*6a-G!dfu-!~%P6q_0&n9rMU}g#3X;jF-=@ z*5lg#c%meW2&^5)Eeb!Q^V?_o=E0>-Jh@E5wg~Oz@##~e-hF7UG5sRfVQm{D&QV>S zYstboE#HbQA-`9-kx3e$zOhg9j@O%ylUS-+P^{$rLCp33R#GhTV{yF{aR22rgY&(M ztWUC9#U7dBKMqk&;#%Sj;u~jW0grRu7M12Eh(FdPhVqRVTik(td~wV~(pkX*YmPx| z{G?6aHsam?J#<y+%L{qJ_iyVwHRl$#F)~1{7t0Ek=e5-$80&Fv#u!a|#50t)7ux8E z;Ro{6#C>iwPuZF!xAf>!5|??s72{dv@Vvy3$0kN1Aj9J*e>zqGy2b}{zYW*pVV@b@ z7P};&FL~hPs%s0L?+KPQDEDP0U2@{`J_&HsaZdV<=Bd8PpEhoWh{Llg--;@v!yIUN z`>-pBfhaF4a(;;Pi$@J|)krRUgx3`h<ySFsAb6FYn(RP@@}>(OS|6u_?^#t!qy4fF z_HbZD(Ucdgv?DL=uU^2aIgT9(pg`PCI!CRuH)x2Roy+mfQY?hTb+hFCzgO|j)MgG1 zSu!M}XmYl}ZLIS*{k-}CZnz$hFe7X-h-I-KG8RPp>k~D;*EohLiKSCf$5&IPuor^I zEn;8J;!|nU7-8Oo^*w5^_*GDkkt^PoNZ;td?@X6;<bL3X7gBw;<S7QI|229|a)Ako zjcy2eWK)9TlKqb09u7#^cj`~W18&%v;5*Hf#|ee*_X3n;Xuy5{cZUnM(lFXqaM<m& zJRJEI(ab|70}{8=#Fi3efxNWM|1*jVflk+nE=rWUb5EjWBpv0E*3Q3Xn`*|+3!AxU zd$5DB4DIm{GjT99F+0<W_DEY&nvDG~hVZPudn&s}w{f98tUpesA^y6W?Q)r_AiN&> zCS34S6lT(MB41*n5cDrC@Cee2*+(*e4Mg{*z2?c;li{6MI<+mA)aEu$2&C_&vdhKj zN>BFEZ6cmrUX6OW5k1HnWcmf7{GL=BPpk;#bpF9+Y2?3&LY{<7v;r*;(U|gpjt%8E zwSM}ilG8{D;6^fxp(VrB^kk1f>M7)_9od`k2IZC%ev_JYU&KY1GL-v}j#26I{#%}+ zD90&&?V2<4S<NxZW=rn!K~=EKW!*1m9&%LX-U78C@T6g3-y;PG(0O`!Hyq_6Sd5D# zp6SQRzAu~%PFuxV-Qpz9qnwHA^=pqt14Q62n@KL?BQns{FWN}53c*#5MB%+2Be=z4 zSmrW6$`>$xBdXa&3pL*qiWF{0LyP!(_aAx^a7wk?GE`X#s-yS0zol8jj8)rcvHygj zbLa5R6w2pexS@0?$XkG@Ceu~+$8{qPP_M=Z#GCe<V_0#_7licwt0s>NxA8!g41q$F zTkU+|sYHM}(yt8{u+5YrzWwn0TbmCogl=g|1FaC^y?o%{F}{xa>({>m@{kWlsZNX1 zO_&8Jo+S51Ul51Psqno;UaQ!l_~m%&Msz>rq?mEjaf9OIld^$>D_Ggty`zzrcd+;n zl`rXE&~sG$n!)P9LeNG3H_$h`fK6mMCkRwb;yoXZ1dr!YgF=S`DH%t+Cyhbx@bg?m zHm6bBI2St4GA_5?Wo%($L0(jI&CA$VR{U2Q@(GX+1eUbl8Nz}y2-&R^3E-_Ev2vmP z^+R7a`>r@jp!~M)$*l+Iy|sp_8+MDB{7CC-o<ihHWpKRs)4LB3n75Bq(?$I3fN<MU zhHdO<d33${3VN?|Xn%wyDnfHZ4E6tgX067>JR(Ss&wADPW61~$Y<903{6%~2%!>nb zZhxon61YVQrSHd@KHDd3qkJMiinWaF(<rC<73YieW61Af$hzNrWC~jx=xBIJZo{fQ z_IF=G^&XR%uRk}^zZW%cv6eh$L7cO!a$O~6*rcrFqjlvbNZpbYbW5y2)5qVL+9eK+ zNm;(}tLyksQ{^7_ge@%AQ{($5{$2cRh{d&@=hDCu$&wOvdkwqILnL*7+s0;kUkn?6 zX9kax$4E^)LhxNxVY(N6Z%AJw9Rv(Sz-cghF<U<$=eTb-&iVrBse^6pzaX7+qzS*q zK^tahwt6WZXW4<peA2k{tZo;NxLW%1Y!fwvxE$a=7CwtRW(#I{^^if<XFu!NH@rap z^mF#%neX^5Gl>_*v1BM6Kkf7f)zx=?#QfK^pAEtp?W)QSAsv?I#=DPJJ6N4qMYm}# z($kqw?H`Kg1i`^`Xw}IH8Bv@#`xrI&%dyT{wM^k6cFE_RSm@xCtcR*3@{2Eeb!Ih3 zp}zHX%QCAR+P}pov#)axVaG(54RsWde<FtD{s3n2f`-GClsufoTXHnCt+GS4cwvss zy<Th~=XOK36Dy%9)m`O0BLWLb#OWgR{xy7VNnBHxLpsstZ)6Kv@u<;jVHd2K;3~ax zqc$2r4t7WkAHIj?4Qe*LU$hqRlR-VKPtacIzgLg7q#U@380YKBmr=c5oazv6jdEd* z<itrHdXDO<zj|^NO5DU%c7r_yH&~$XPe_3#g#`FZkJ#F!jN)$`9>s-dGJ)SQy}E0< z5+IY#lVgN9ec6xpET8|)NG$lAmO0Kuf^8?m=fBbZlwp(8+Rp=VG-_lb-zLxzH^*E2 zvM#U?_#Np-Q=gb%-<^Q!%z!!UkJ+x>LG3lX!pocP+}<sWT*$Fs0r?vOvW;2`)hGyo zw{ce%0O=CdpWOPE%tSmg=P6Z2{ZWZ|TaN?Uub=u|bneuFHEiKGU(l%@0b<rw*X3mh z9W0*V&+PZ!1BPxUt`@F+*xNqrJ~zrAI{bX~xSp0IY|CwG>JP7D?iBxi(_iBt62;$n ziXfg?m%hZKeY30(GVs&e>M1wTy!5s2s2eBTuuML{dJXCJ&1<abYS*w+ohj~2X9#>= zl26u^Mgd$3Z^jpUwd39qCqL%wp@Hvoi^pCf?#O4GkG4lLD8b9%t$*cdNsw!K6_)p_ z6;nMOCnWO_<rkj_c>S%86|NLDD+f!lf-9qt&FljSAfB~9S-T_%w8QoT)55IqMkSNn zErD`!_O2eyJwXErim|jRM=9WtoUXxj#L?Z8|H~mGoQcpaR7&xD%?vMGsx-OpauDus zuD^FOkb#i5LGMD}vk<lX_4}DaXn>u?tj+c<CCFB}o%J5)1`{uVl;5wop>tj{%1%Q7 zZjaNx3Jzl?F1&2M_RJP>EToenYVG;pg~D4hW$YlPMzwVRCZ__N;}T+|n`QzjgRUfz zoDJ;Gf8qGlOe-#tGrh#hNC9?~(jB~POvJj6_|bbybg(sz#YlV?f!%8b?C(lYPVHdu zktuVOTXE$PX-$j<L>pB~8-9pEzU*PST0>cIn7H#~^&ZMgv+Fr?p?M4|k$Q#Y%P(QU z9Os`YAP)A&E>7)u#OtW`ZcS%Eb1yY7CHC)6MS#XkC)JH+5--X4W6O=BoU!*q88Ksg zgue258Vh{^!l`j)?8F)`M0}Wh6<bA5w1?pq5?93_adD)wodf0leJLz9cshXm#2#WU zG;^4|S&<)289yZJpJhqwM!9;)8U+f7yK?!2m|bcV2aFmz-}6B4rA&7G98u2>@uSri zjaS&fCTnC@dW;Nex-B+6XIUWSuclu_7zfNhxKm0JL3?){8hL^5yV&{1oW^<~60pst zuJE;u0@5Z2%63^1kB|KtT|q(*rZ^t0+_R2&s~uw*f}E^Cmc)|Jr;p&z3hl!p{06W) z0hMs(*92}UarJDBDL>r4Y{<wKN&_zTy~Po`d*F$jRZcweb#EQqU(@hu0E;S%kF6Ho z#cy9roWICLB7UBxp%RSYAY4##nYq{i-oz#0<n@IF4SaFSQ9%<J@y~qNW2p$MJ+;cR zqAN%!;-@#Lk21l(Ch6~|e3`-JTh=EE#5pw(__`r*my5^@Vyu0~F^P@Gmi)()hH|Tn zhyHXUzu9|odq?e{2%Ip;+fY&Gh2qwy2@S9Li3s<hPB*GeoPN*cPa53P;PT|gAMLC3 z@LEPxZ%CI5RwP(7H|<!6h!$R-t1bh0$h+nUYIGm=?VRf>L;6OkvA<3<(reiHwy$?k zE-RcrAj=(2O$OhiYGD_VF8fQ)Mt0T);(pBX9P=?>z`cw@oUc|*Bi>ik8NC}4pdKrH z>djGcFrU|K(9z@opRmr{x^EP)VY8>6XM~Q(9Ff?6=RFe~mHm7mF+u{2JCYkNM~Fc> zS?qZ+@@s{jbF}|v!9xuFh{$;<y@8*~AJ>9RGGwD8>61Q(^H@o8WHQhKW!#hV8p~Y7 zBxe+thcY)b{+8j-NkE*!&x;m1CPSFhr<GIkeq5j^S3M9-%?3N0XX7rH>|#RYcL-;s zpV4*EeBtj*0<DXN17U*mI8W)pqJ3^l*ms4H$2V@QVqWEqcs4yJ=<Cm%__=2TFZ|n7 z=G4SZB$ItP^o@{D+u-n=CmRQmH1d&5|91tWC=+$F>j=W8?r4{9;%j*8$7d$zOo#D0 z6^dCqag_U#OZj0^WE-=s_+VGEg><IV`~Q^`_hTtl-iO>D(80~f<=PO`hy6aqTiU(Q zi^VI>WeFnRi5&^oZI(lPvZe0xWST9^V&ie?@h8i;-wAoT^f?MbMZ%HF`}h+6S!!uO zy_lU4{3=my8!8S6aCCov4+$dW9=I8}NkVIr>CgO45@f2T)SURcgGHt@<;$va5Rt5L zkB%(Q;?FdgtOzY$ct=^DWS@?FQvo~u&Qz!`n;@tB&O`h34^gxeTx58){z+Z0LL9_D zP82IkQ$gG#+5CQ`0c`!(K*Xs-qgW`NGMu4Cyo-P`PiMtNtd?f+q`2WK_Rmt`=D{_j zvurDu%Ru@rPmz>|-IR#G8{N{LhxU1KQpG!Ssf*aJB1V08l-H!=T=5iAkgn*oBl&MG z8xiMks?8?C1M1H_$oh!u{Qf+xBkS@KCVLkf(+&^-dc!Lw`=aTAldzYJS(XLYv2?fc zQIx-TgUzrR@hrxCzx^@z#t5V)iZ3#YgP1+H${7s(-kTweLmTZ|ozn6MaN#0sRIl}1 zM7ar!54qfh!<k{$JJf6MOF4*KwA=qRkd|<2?MXKG5hW6{f;{(q6@!bn?%NCRBSYu| ziHJ5OPKc_N&gweJ4XvI$G67~ZM9#j<iW*j4h}!A#*K}e8)3g>vqmN8Pc%w2E*LB2c z3a(5MEkt>4cI9#wh>H^*@POVP@n=#*{>JLri-K6(sUHc*Cl=bF^!OAH9Xt*Ev-wY! zieUNW*l>DL9F)FSvaSeAgUC0@$fW;BaHi(uF$OCZc-NopVq+!(N1dIH1m8!z9n~D| z*~%(xZ;_qXmZd1MUe&QcM!KdLr;iB~FHrvP&+(`C5Vzgr^!q1)m^5%bJN&2s>7kF% zY_p4@`hzS`E~G^oz!YDWX>;=lL5M;RuPGotp-=49wi#X`()w+vJDTe_sXh-}(_h4= zB037g<Hxb64sCcT#Q>3jE1O^7AU0+M&!22qz(4I{%dJE?q3xPA5+i6XdGV6Ni38Ou zc;fQ_-lLCO@k`vv`W{?7@U{7_*VktvaQOVYz<pQ6f!^R!x!xNI_*=%BcRLx)X|1F! zU$asG-_HPFZXs3zar>>CbJs8yFspOzpdmE;{&;wPpaUUyOA%j`H-F(t^QN!o8b+rd z_us+XUF=vkzkLvz1DHhQ4Vbc#A!2j;fkL|=qzJ!G>s~<np3Zoy{Q;}k68#H_t$7+y ze0{v;q6yNeSqaxMX^O*)-*MfbFJurHHJ+^M6@U#&ma2Ll67ha(xrn(^3K~>4QfIBv zcTncLE5i%qUy*-E-*kx{1l)97jL$N|;C%m2+av#QJ=%8uG#=#N@7H%=YFx+VKh#Lj z(r;kzpIqW_X=X!ET^7r6Q#rU*RyBHWjsm=QmR^2AoXhN<rbuz;J+KBWLqCBM3N*?^ zp1o0k>x$yimbXSRwbfZp>>lD5-%M;8Lb?c1>0<oQ;Z0ocpS$B)DK+ptyHMreOAi5? z37PvIO28wl;HU5WM==%^lOw;-cV%UFch5y1l)ojx?~@X>h1o&s<L00(O!DszJ2T3c zZ~pV-Y;<b}#?+jVVH1sX9S)7HrnA3r3iY7h43GJs`SHj7&w1$}G36|ON3<XWk5p~@ zJZFOQX+}kFS%iT7V|B}+JUZaf3(k8QIDmI@x4aj%lmML%GTPrac?c^Jnk4JzLzq_9 ztNVWz=%G2XCvVGY7q3L|XKbjiGM-r8@qNe!jV~1HZXKV;El1dGn4OpK`!iu-?&pxs zrv)~)DwSaFDou+&%LHCP;UR@1{wzGC<Kc6!!`ih=iaMVU<NmMgc>?3xa3PAxTdK{C zczL+%pTq)M!s15LcKSnVc+qV5dL8NWW8Hq+YHiJ93r42{+jQs<Uq46CEprE(E2dha zdA@?HB<8pU?XF=Z@6WzDhx5RKXn7$ux}O=y3*!&<$1&wdg0K1r;$){<I-Q#l2DWSG zo}Z{%#3Wg4a|A8sF*0Ri&5@^Vxaxe<9Tja#qH^s<Z-W*IQex9=1sHgN#$R#vT(=l} z^UPOid$EpxpQO#YVX=k$6*Y>lS80I4JRQlV<1s@UncokeutNEj0GGwXT!igqx5Lfc zv`{#DYe!RK4AV)e$W-e`xisxOYb&uk_%NI2`w=@XsOa2|I_!(~ce3Y|S08f|=PB>i zJ9VvMlUF4Fox!-_fXGYH0;xGnvX-jc1nt>$9=PbKT1&xa=kAl>GKhUG7N=3X!v=LM zH<HpFQSQZ$!}{IMgLqcdyL9SF^xVCxv(+|`Pf5UM(5n#n(A@d!og68MaP5|=uV>}p z+2X$prNwy+PE6gkM9*#NQQoT=Z3>usQ_b|E<p+LybdiP$<(EDZ7aOQY+zS7T9J)61 zR79cd{Ecry=sP+=?(-HN#`b-pyAdbC268&1mvs0AAmwQ*zbMk@subjHB=2v-CW*w` zqllB9NrQ9x`22@wcO9b_@7~6ps9s#mlaqqJ+W*$QUrpe-?zdtD92W4oyC=uM0OiqJ znlR3p@Deela*oSQj6}+;L!}Na2|Am)c&S_Hkp4d_@AWN4BAA-fm#Tvj<Wn-Nz6VTW zbLh@H+D#A6Nj0*Ls9#<>U29Zvn-~1K-@fFr-oip@ckku6QGjY6OL5_4#4lDZxi|5N z5<bm1J4qnk7MJ5Kql;9?x8nPfQvR|K$gc}$?jpT;T+W5awE||~NRGZV>oART3O;<T z7{Uq185Z;J>966Z#LDV^TG4?^W6A6RnIW8_=*x1&=~T>orzE+Qp&0*@@al`iB{av` zIs3}ef|A%EpRu-jI)`}}20YvQlbM*atWI{i(S$Qc-fjqNB0*)MWSd39GFCRSNEw3a zz2G{-z$4sr1f4@q(!e1Skn8pu8;YQOlXkh&z56zCiI`K%FQ@6CP*FtD)qe&b%Xx7~ zO@{)u#hPB-LVR?ENnz6ioD78S@hg7>rIxV368WkQIyuO=Q!~9SDGuR+Cb|u^B0&Eo z{IzpAFNjN9HEq6Mz_hOi1_>jbv&x+x)QOeN*fS8+k^0w%F?{$nFNd?iiI(Tul50$G zf3VeIshb~aW?huU@{s<LBRXX2IpVIhz3#8wqy%S=;VE`CT7t0tOcFsnBx%nizjvQ0 zh)&OChO(!K|GV7#-3jL-4hW2@9vk9<_Bc_+(%yB<-k>fu9&r?TKf2ZBn~`Bcb+3c< z#2m(XvP>?liUA}XlwQnCGr)<9tPb=c+qgiBx|UZb196US*fdN~6qZh$cyafiFfsJ= z?;nD98~43v9Y=7IfXZH3lS*k3>tWr`);=Z<WuRoSeutANupjvR!5#hoWKz?Y-zym9 zbl)@4oAX$qtE+k6s}cNco<{1`RK#i3co?{g_6j^-Q{^>Lt^$4Gd)rTkMG<ei>q(aQ zKg?}o?E43GGT4>9q7+BD7c^U)bw#J9aL2J(-$(HzuzcR0)>?&hDp^^1J;oBip`GrV zU{Z|TzgEc0m(Gc}ok<BXuz?*2KKR1%ASEG3SALo%l>$<J-qX7tGlX?EZPxTY<bX$} zie+m`yV%Xmbp`ht4hZ?w`{hM87t&KcH}>m99GBf+C*R*=A%2cD3J2~*KIM;@W){@U zVA;lD#>B`(r0V*1R-dPXS4~dWH~ylzi%{fYhDJe96KoNzL;Ki^vWme`s4jZrCF(VV z^0kSLigb#{TiA7q->+@&(-7Z1%LL^gio@#fo1Pa?eU`l(Vl~Oh4pxiq7rr<N5cO2n z>8u~J@o3|$Y{762=%Zd*x=A^JnfR}UPmuVC&;h2*3bcnrR29DePN8~?-=F<o_Xg%V zQkUV?#Rd&gS?Z1Jh|@&(=R@JB5QN=lxKEGz+DF&)kUAOppgeK^w!}t!<iEY6<_mlv z+p5sIOONhDnxnDZLKApkf&$N7G8y_J`R{7;{)hFg9eDM@w+aswc*TF40-d9VrD92& z3G7tB?F!Y`V#K?#u!Q4c4B$vzop6Pcofy)TI7%6c_GB~BR#K%bz}lm<-aJZAtfb{< zj3^<#(~T<92XtR_c4$0nEMO!K=<FeO(Ej{I>yNW|z&O_aX43g|qYNC#aTT*#8pkeX z4pSvOM4TkKkP$QFpITLCiip@x4L0_#J0|D30q*Ms8L9oof~S6*v#{ZW7bNax6{KIg z$HV(-&ph(2+8((3zKxPFE^?mTV&o$l@A-X-K;H{lFW5<}pTm@8QfN)P7>IvuM~(=f z-yhOF`e#B4>AvMex1#h(kg7^ACKxFSAq=VoSB%M^^(Bu-ykHsgRv5}EM04g8CoiMZ zuaIB9nuY%_%0*&JQg=R{vxyUzb{m%GYw-xB^@khCmu(zDJ|P-_ID!a=`3<;Wt;bKI zCQTG1nGKHcA^mN~QN0PlONf^%RokFzO$TAi^VwBwj70ne)sQa&f?zML(J|(`gS{`I z``&gF=|%W|ro4L2OlZk_Z#(I)U_Vwy?odgRh!p$o7y+dJ&+ZqwPzZZqJ3p~<e+DnH z@x$3~yh{uc7^dsnQGSlY3%1jD)mJbc@h<_tnCKzgw0X0qjtZLIcV)2tCxG~l^p)EZ zf3fkfk`3pJ=sS|~Wb)Nrq&M31IPWSf24wu2{-?3O7;#d<*YJ}pP~Ki+@H>w7#g|Y^ zby61OO5;Oj(~!^b9G9wx6ykbHTgJ+lkYR>pSAEi36#OrEYcy3&<5uPgfiL!R0yBF6 z(`_m#FcD2rz0F7kBb#}J#!@SIC5^ql&t6LK{P1D^2dW3ne|wD!sv#a}iq}bdJ3&y| z&TV=@5+L4+O9a0RLVCZ43sire6IlC7Qd;3*#OE9umY1&+g%o(L&MDW6*=&l<_V_A* z>N5Y2^KThJ+j{TB@XTH~@U!4b_R~51-Ja^xw+dz9H@o%A@3~v}>CJtooAWuKDDsZ8 z-v$>EHELcfXhT87Sr>lk|Gkc78Xp-^N&JobxMH6-qiNvS)x1kZYl2{W|5;%r(%HOH z=}VC|69YH9_OT**#LM}wuPgu1E_SEnbxHi?8B8g{nc3P)1aklTuQZGS`3T!Ig=GhL zp_}gfQJsfu#QD+}?ig7TPEZwG;XwHZ$8Eo+2>G!R{$D0unExHcT#T2vJ}OE;&PnnQ z#s`YX*M0g^@_j{ke01es7}5#8Yv~NNaiJk->>aL;y_W?)<GelElzebNrCFDBg%19H zlx)1vx`Xi)&m`N_vw{>~Fzm?_gpIk~-X#_WIKW27)_g&NNM6!&S9~lCG`BX5tr*$i zgnnKP>%s!&sCzhi>WT<(P~2YHHJ`z=WX^h9{t$-1K*O7dtx1q`Uchc6MjHIaZMu1S z83=}zjmUla3m8XiQSyitJ!B5V1r!EL09Vr2*YlT2aFg}$Y^MJ(_O9t@bVJn+mcKbE zW<y4~?{xc?P0lXj8|t@@)dr4Z6*&PV&AEK=D>VP{j6T{MUoS?Xo#Jq3_?y=I|0v-7 zWn~>{rFrb&?Aa^5QdRh;@2RFLok;({D&6}BaVA3binI4-SK=p{1y4V><Az(?$Mn6; z(DTwVG<rZehu2>6c<SHIMO527d+3Vh=#g|*W;M0~kTbB*`(cU%M=5oLc-uw6+q<z> ze3};g0|l~gq4z27$CX~MnFTC`b1NhReFvO6FL4=(4dT)-@TJiXSqK%G35Kh`G4jBh zSB-^ai06Cu?pPKp*iV{tPjn+L<6xM?RI(Uw-B9lfNBmT(v1y+>h$E65Xj@Dd_zR1F z9=L~QdId|G$tu6-vW?}HGK<C`Zcibrr%wvv(b_-o4s_<9$1LW~4((iD#An%`9Jo(H zd4h5&Thz0RL`LkbFtk_4eLt&tRwpfB!8?NkEkK1hkdZ4{ms9a_VJ)xCVJ5<A!_ciV z8u{L*_}6}Suj81i{Seif2#Cv<on~O<fJ<gKw;wbho(21aM}h)@y)Iq7ddQU(YJJ@8 zP1(ta+w%3r<q2VUcQdce2<fx;tUGIdq>+GUqYPf!AO=ImQg7GSmN8?qb6Mlmi+Eo_ zn7{V>cKrVMJ;qQ|O0elkcaQzdPyCOf^A4x-f8)5l=fSZ#_DCfp6wfWGjIXRpDkG9Y z36+FMMIu{Tc4%0oWj&8gNXg!jEql-3=l5sVRo9i{ob!A>_x*mqUV(#jQ=ATTgq5q1 z?)yi7umgK|bE0n35^Vo{(Vjv42N&Da3K}(bg1Au{J$(8%)*5p1<e`QwT(+lQfqO?B z`DLrib!3zX<p<LOtTo)w7W96X;2tXY*Lpp-q3Jh%srVU(;cGg=`EQ~?=XWu{@33&= z^HMNNiv3c@D-Qge_sc(Ktm5|~tkP}HZ(#ls;-{oN$dKz}_deKj8`EI!8|~5A!d+AI z4i}u+z@8gB+1?|q;OnAJ)rVj4K;DGbn$!&jV!)i~D(Cqj>^9Zl<+|Wi%-^r$=LO^m z-__M?9rOwLocS3rA;d$nKFpsegUw+7R{QE7<ZNOp#F|X~_f0JEAGL^$1Q$GT+6pXT zVu9R_0uO&j9%5?2>52CC5+)jII8?<ukGWS*C3;_{A?`BF2+!?T0J(jMotLgq2(EFb z_NfU5nAuw@Y&NujSuR&On=aB5d|~3(B=To46NYtWQw}b0p9s%6ojixl=5nh2)*Zy} z4%?Z;zeb$&Hu_1n(IKoLy8N_aDG$gjUZ8$(8r|!fwfa2t(y=3})*M&tkoUZ#N`F|5 z3s$z9zAS4a55qP4^vECq2y@%dcBYa682ITk{Jlg#>)zeddOF-NCB>h}K1&8Wrv0JR z&yWY9IQdEDBPp1WDVXj2s|e;`Mm3LmXY73G($#3Lz-Kc4#-N`XDgzF_seHi*J`;u$ zI--cvYybPt>J|&^ro1|?^^y-%qiU^N#zbM;W#MW=6B*6r8zP^foNTRuQr3?hW{6u% zwJt>a<0^*BPUjXjFfyH()V1FdAgSk?Tl<Cs`WK$ZoU@=J_7*tUj=w=1+<kuQCg_}X zpXNGSaT^6}Kbjo=j`%5yU6z@ux%0TsZ0^D9DECo*_wi3-^!-4`CjP58nH_wsOQIN6 zN3cV(sXD8Brm!W$?ft{3zpmouq*DTPU>(u784$!tq-0RGX2p1kusFIYT^SPm>?&ct z&Bp@|!#4N7Hl+X$n+3D3I|Wkt`($uh<PZI*X!+^nES@g@!R#vHXDMLO>H%-r2x;lc zC7wzK;?Kb(4m;!veYnVE)%|D~Q{;1*v}~mZEB1Vb92*r#oRID@4Oqv`!XDZC4+_J_ zS4QRqvhwg(JIQk(LJ(TkNAgW;5zm(Q@w3u>)G$z)L32z|7&wN0{a5SHMWj40+;CYy z9O8f4f36x(!FHBg!$-#jeC1(p-L@_lWGGU+yn@-l?Q*2if)_V9)0DOjCe7od!+R|* ziqR5>1V3IHNdAL`27mMTyu%3zk_Yw%a5UpX@9HGBc#$t%?v2e|Jt1)a-o*ByWfc#g zxt88*HHt-lNq=l*h~_5+A1=Q5xP@gkSBdBDAH{ltUu<t|Qp4MsZ%vFpWFXE@WYj-_ z48GZu4<k|k-I?#fqxy(xT*PIh(-NJBEpKk0H##wbDR+7wdd2n&KOS_<*Y^q?(V(?y zld#DO{yO)Wn+qt2(-3%S*;oLCw^Kedsz?GX{WbgN+=)dxX$>S%&tbRHYbPsEUVm)q zuHuK{Ufl6>#=THelsD5gEt5cgQI9vTzi1f=z;m;qwPM>XT&aC4P0SGW2YPRFF;8z{ z$C)lCi})}TcEnF_>!-W~A)`fI{O~h=YIs=EaghQ=MP`Y{XkTzt_^r}4XK_M4zDDQ- z6$Rc~%!(%X@B*c~6YusL!D`PJc{scn#%;U9ixLdT#E9<OUP&7|2=nc=kGQyjg*3Cv zR%?=o-NOo!d}!X+q;f^pj)xPf_ugh@=^MvB{+ZJhJS7ZqfxU0feGmnww{GGG(4NHG zh2!nUDv3~w-E^Y2W`lw&ZZ2g_e8dHxrH=G!3Y_0`q54pXe&27FpRadufKN6_bSjMx zrW+ruzBdpdn1?DgT_(8*#UJxG{0Rp1y>-!~a!d}=_l@Qp&Xh%aW?SXJOhIB`?2Z^S zI)Cy<C9~0^=Zr$iyZ&4=Nyt#2h;m+_C#YUN^^d<;fh*^1PfytP<3xVNhK4@_QSobc zp7m?Q?``<6)6(ucW*;UQ{7I1m9;P045e#RBFy2nFrB}$aC>!wKoh>G!SJ}`h^g18h zFLrQc+Q&eY|98%}^$5yYPPec#7STcf*7>FbE9m+3JG&%hVH)>Y!tOcTME*qkleq_6 zMlcWNSXRFgG!N0YJk-R2cs>qAx&3^65ICf02IzizXe^F$+LnRvt*mrp3+IFe$*}Z0 z$0jiG3E}?zU+1wCW=X2jb4<k6o7jD6OWa_6Tg~&n4j<87udS!!j5yE@VkwT*%lK?# zbCvadDX=$hy>n%PfncjRF>(v_@r-4&XGPKdbwsA&hkq9r+&S&6RglC=aO7}EueOq* zk7ZBP7enL;ic{IS!9I;8?0Sr=qkU&s&S3iuwD%akpFlL3@DRn+g(o*!7cl3a3hqih z%b17$a>+M!ao8iJX)tw^0Xz-<@IOGF@b(JUvR#b~@S!oOXXn{ECh1{L6M2yjT-^u6 z-z5nVKc6W%JvFMt2bkpMZX88isgAvc=ot!o+;Tt5P$Mp;?07win-6ge+O8t-FLb?i z2>)#$0jxjR1l15f;E2<SEl0X8tTOlQ1N*@Voay8VO8t3GIP}#)vFKtA#vyByr+!@w zVl%%C)T8}v$d^a;C;D6QS4Hpkj-p&*QKx~$cq|PRynF4neihA&+OFKab?P^!WMr7- z6f}S(R(|gKe2yQ!8_WFurN9U`yzUBhcZv`{Xig2uM##WXTSGqwH)aB2_uPAWR|=}| zvzHzmSjMf_-iu<Whnp;Co4rw+j}LBFA3gS%hxnQ2XmZ~QaW_b#uk+prAqti)cPi>n ztde)V_4!5xO5_VZDQF*;A@=?2FBLgp8h-t&E{>l#?0v(w1no~|52zY#8Ij@e&4A5( zlzVON9ldioVHmUC$5f*&BMqmS-sVqdFoLal+nehk0t}5WpO_%egVw2@tV_SdfcjMd zGff;TaNcF!7fUS#nWYWcp_k{d3T^jIrD{2#(;L_-a3ewB9;=;$M-iX=X0B_C<rbD+ zwy7|I?r&S?^=JNGK=bL>pNyW>ii0Q{?|kC}QG$futKj=cLg%*$a)dVv@z;A@gI{C? zSH9jdz>T~Y`kRwNw;dUYCv3@gU9)(>YH9YM#Vju@m!-LfIg#OOZ1AR4I|*u|zMh~9 z<pi;_2O~4qn84p;StSqkR|1YNajDVd<AV4VafLnXU_$k7ud2ErRO<Rk{<22Ap|bjC znje{9qB4G~0iApI?WXN%drS*<8Xj7-^EAj0aF}7SeigGzqP=Ce+<+;+x%^45q6X9V zy<;aTNJXSyWI`E2F|d&qoM~p`1-qV{_WB2icONS|`f!y5juY?Zl!Ij;qUSDcHIE4B zjwJ5!JiLKjGCVylxkCl=zjuyZTI2w2MgNSj-|Rq^GhftXXMw+dge^@Q;)j=oKdlOt z0)=l%vS}v}_e3`h_>R#KibwJBJ7@dwdBtXjaG!0=t$Fibur<oDWm$}#zRHL^8#1mX zXK0B`vn^Y*!xVrnJ=6MVb|8F~@~l=+KiYkwF5iqDa`~m_;+SV~Nr}PpRCc1EoE&oR z*&}Iif1jnEuBrfSGu+;Pv_;^rW0}T*i|k;kzIXU#d>zhK>v~MSjs=W~yg+443b^|X zuu*ibvJRnDR;)&QuUt61Ib4mW<!B_Ic98_v&d&{+`_?dj!(-w%Tm&G1HqS|NYZSK< zJoo0j;}rJ%n4>qIyo~P-P@o-s$Vj~DS9|gfap#1R1<9X3uVcq;HRB_ewz02&|2cC0 z;)Nf1jMh;}g3v7|us8P~Gtlvc(UhWlSJ|E~T0SLcPki}-ra=%5?3K96;SwcCd^;8s zUb!g%7gp?UYj5zv&TMfkOBMQlpsCAaw`L@~6+&f=HP><X=9MQ#-v_W{eet%${z;7L z(4(EgPIeGEZ!PJJ`ifKk%`FbU<b*th^Kr_K<M_Vl1FJD@!r;`I+We<{4Kt6UEUm3l z5vj#Xf2q;^{UCQvh~*vREAwmQ=S~%eH(e%OKUtXwBQ>w)Js&90c~+aeiq0+TYHJ4{ zlDUZ=wC_@zawWiKUs$d2i*?NKMQ6VECL$)O92yp$m4L6wvO=BcbJ_FpYh4%eCd&36 zQ1*1?0(+B(#;XRxFqK$&VMm$|s!QouE-a7<5uF}61;kYvGdgsl^c*MQ{Nab?o)ZjE zd47JFj*AS9Tel;q{s=(Y%B2`@Itn~o|HNkOxQz8JCy8)BpT#b>3OkG`Q4?=D_I_M` zFooY*^0O~Q+#R0l^EE1{Z=A{!_=_|y2xo&h2TyHq!b6db6Lc8r<%rjv%J?7+Pips_ zF}}w`bO^`Odj*x_qsC5jzqD3xY`kLSaWWm`Q7JLlo3Rn|@*JCfUs!<ENxsMZ3=1@o z40@%ccwyp<UE6at8lvuYm(p`xX0V&Rb#i~o7B={D7!R}-fRHzqF>1Hy0lpl+m@O*+ zeZ$L1kAJYkn3=u0JGwXPnwu&`F(H2e_isfq`Z<HkpPf*v6azKwkBfzGcp%Gv{kLeW z5QN;4TvfRx2VR5kB7}k&fxP>jjc^+mn09Vjd}C_CC-$dkwTLo+7}dvlPx@`_KJNkT zrEMlyRp#Zkpc}(^<)Tu)JtxB>=@HpEMa1WCQ7u=spap*C`>N_FHxkXwu&fr2a#2?{ zW-L+ej4Gcq=KA?^TsM4CnD*8xp88EpH_S{1ykn~AKTe4fK8m}Z+(#VQCJEM-BZ%9< zLM$hk7L4J<kvy~bId<5uKO>4(qVRK}<u8{|492x~x~T8k818J`bED#|1e|NIh|EL3 zk0W;!EUQ@1{P~)De8*jMe$W-5wqvEh+iJ%DEN@E^hwaav)n#QQzLO^`B$wHVJHP22 zlbWPpqd0Ks`^!~~lIJ34HY@~m4;%KnF_U4yeZKjbb~o--KjCoQngNszBZjTIMBu&F zlJ(Vn91wf&pMM3_3T9zm<vot_+&O1MvMew25?2m!Pnv%dfW)|fGpUioSivp<Wr4XZ zT;-CMv+Ne)(dda(p0wV=M%#)7T$H#WPsMg)$xsHq?)@_8kMjE(o2N8-E4Q#rYW&<p z)+Uyt{Z?F4WDpZk;MGm&T*JQi#W*~6;34iu^_5sx3PG%tZ$-vg)Uzs(2+1Cx0`N(E zarSBho_xErbLTWOOpCTTJ4Ud8l3!iOYt%b*yzj2v-pv3L5*ek(J?HWAh-C6Zdc?iQ zT=t2T&*EQu1{1YYNl;zGbW|v{3nP-c=b}F>VjJ4ErLAd9@UY5Yck3nzlz&+r5IVGk zhx%<+X_<&XdX$*W2->&5++fpr?@fl{eR~g&rLSRoe<r@wq(feEm6csW({#jMyDJ4Z zn;4*ZNcMMD4-=&R&F&~oriEE4>Q`qcS22Sg>EL<9L(kiz6~xh1h8vIM%1b?^BK`!Z zDlnsaPRJ#7F1}0|m}Q8md(ttA-`gHn+jgWP+@%;6E+1XR)rUxYC5V4WQhHTX9F6i@ zNlUXu2J}SV@(=eCh6U{BQtkGb06iRvE_j`-hkABD#IB0mo50<7@vNyy@k5Jk?K+E- zDBMhRePI5Q1n)CmT2j4YgTyL{)RH<uxRrEc;NG?(RIhjST;IKjHwW|k_ce3FIs0S9 zmB{<|w><Lt<DgaSy5LFkG+#D&o_N8s=@1)Xw}z<ZVH`y1)%+yw2k0J~;p{nmT?RTE z&IDFUj$+T3F9bG)QDD#Wk1u~+Bg33KJ-*1o4q{Hm)`61?xIkmTmFm}=1pmIQ^OsL^ zfWG<XLZ*Mb;2Us_QXb1rB+TxiiPW0Gj%P|51T&)jjkkQsNC@iP^ky6xeZmC-<ISe8 z>L)Q#L)nWOh#Q;y#;&lzmJC+o<P7?FCNRI2-2U5*m+0GTaqz^89js#T^60V$;?1j` zpVoQYjh~mK(xzjhhQcgi@dfruEV1Z|Sl1Rhy#GwRTPQk=wF%KQW(99yv8R=0gi+tn zS%p+Dp0kC0D7zahH!J}sRV3c89F&2d7hgxd#d<NzXF6NMQPWt%m$#}%gGC^0aObr8 zY4kep|6w}$ni+nSU7K4nqXEM*iS(n0<MWMn&9U|mBcVoj=|}2!l$Z7ylev%b{dCK; zdzdW#VoJ<3>Srz^4!{J@2-7`Ig6=GP7aRJ$Hg|uFaxO(2y_lzbp-Q6Av;J#Sz5)5l z=xrVrkmj+q^*Mq-y)InOMNO!bir`IrJ9Y)_u@W7oe;eOnC0@G9JRCuM4I#@XHA#BZ zg!E6-wP@4>7rkm%6pQkTHv~W73>EU=Y+xC-NIQTvd0Hm!ATCyL$LzzCrRa0@opd?v zo&dzkOr!`ka6^_Qwb5qO7=DOEbu~^>6i%tF%<xwsFSlNIO>704|7_e3ew@TXxc%ql zCWyFU#PE=d)c$w)z6jf>q80Q$6Wtp`UAKbKy@?75LVTC?uQd6WUNRA>$M#fhJ>Vl6 z-D~Z%_(kFNsMlME1zLFWU%~sreJE#<GSu$MLI%#fU1R#a=zEs_<ov?eHa_KbHi^Sl z0Bn0SOX8i_VCm?Z+bt~$q%3?5JtaW`KbvR!<J=Z-sc)}iI_hL0vhMwZCn$$i!2YhW z>fa=e!wIBJMCafKnc@Bt9MJSIFei(`4!})M6Q3dgKlQ_yjs}vzf#sKaQ4*R%X?AbD zY3aqwf+ri@kD(kvw^d&+@)GPcUE4l3NP*RMs!Qj7mZEtlQ=<`@@5J(igKZ}24ZnJ8 zQ{lgZ#}(Wc2s$VQ*1skURNBNq_2kaYbH`Wk1C>e-qKwez=gCQ&H(D4vd<kjYzeCu= zg74?J6Kk=EnzsC-H^m8`Z&#dXC8@yP_E$&8EGyy&v<}I6qTWck*u&ps2}s{0Y!6#W z!v&6><EN|89Aj@57Jq;OZz!<;`6nJiYV)|y(*yLNTpsh6DHC~><9yFNLEO+$%MG1! zl*<)A-CNr)&k1VBt$sgirvokPrp7;Sq~O-nndAFyxZxt(FMkylZg8r!-8Gz!@|Oiz z#&eXf=!@G|7*@aod$cq?$4JPF(m~x_tB-u+AMQE*yDARZMbFfkE+Ze;?&JIAPPF1o znscZAa?%q=zvRD@6yX3}_qgs1Dk*r*b!ftxZV>C6X5T;LF9GFx2@2a5%s|uh{j!S^ zi74e?e50640o4o7UyX(!?(3V)dCR^fY>fHBcKcV9589ycg^iG4`!lWn;U9t!U=b8k zfp}ek%$drR3Lzq7$2<1l%W|Ay-uF2V>bJ&x;8_Vme76LlZmG>~5>OO(TYD;s0g5^& zR<MZy@C5GjxI+f=kGlgAEAyDuNR8D$G*26zF$uoe$3`4uE5Cn!hK<+?bl>*r;s+J> zqCaLk$m^ZV%2J4Oi7i-l<4Iu|_&7`<6?_nav+WO*bI|<q?o#Eko4G=0Z?8~x`|~nJ zu#$pBm-*n{`@13Kh}+f|ZaK%+D*@|I%00Y?H}M70j!JBi4qSw7%rgT}uI63FmE{M* zh-*CD9==B!Tpdr#yo?nC<t{$QU4fFY;-uO6Lr(xa|LiXiY!!ptWB79AYm|H6$N2bK z3i550%H)0uU&mMf)Ok&c{K1Jdtr42M66|lQJGE`v0zP)P!sprdN!;^jNK&?}2+=^D zc>3SxK71hK`6Eil5MDVxb0L594}Qktq12OZNqFiz8)A><a*HQV*Aj=(eMHBu=Hg|3 zB1u8>uTPc~7#meiMkb&=!_x**&JYQvS;D^3-Xwvg=fCwb<cXP_Wjyo<d0gKGDN^M; zL+@j~)4IE!qn=`WmDP{hVa)K7X=v?j4mkVE;r$*1T4-@`Em~Yc_p_ht>6K&5@Z?VK zxgC_>@L0b1!Bue+vlQwxs-u>G1pT&8)?r&Xb5DwGqx%My5D}HR&c_9s*ujIdZ>7M} zF^19P2=bHY`crA6J>!wxyRbTS3XI?W?fd}kBj>piSAEeOSp4QwcVjmWpsRRYC7SgE zZz|R0c_pp@v$20tb%zFVrNR?}Nv`u))`VrZVZ9{cT6_+meZh|Wyp=xF{^*>)enq2i zlm`y3p)HH|5_Uz)OlqBkdhop5uZOoKfvx8mW9!GgAT8-;@(1OwM&s8W)i+9kcY9>t zF19lKs$~86;oBYfjD}RN7cC!@Dg0a<A&Ud|EvAo`%MkC#@TP>?2sfcMQ<T$4UclA+ zlo~<~P2$@Z(xbA)(cYAOYchyk6a<L=ediAU!6&VwBKspHVY#2BH!cpnza6hl>?V-s z^GS{yl_U$4zB%D|CJ6DfQ&vC3m<s^ka|NBd>||)oyRaRI=Dv}=m_M#ZBA%+}SSF$V zVT=(|%&a#f;Y4GvJNVxU_Wsks1kd6Lyy4czz~jvHu(A0*qB{cJf3yxCUL?(6Q@XPX zb-5%+ZGUH?V#fug6TFA4Z*YKz@DYvQekh0V@tuIzsh@c9-IW+(4dsV26_q;9tYH6I zgm*X6qQ1&SP2~y1Zx9f6JQIFE4DS8f(<NPu{#=<G9Zt7`iFr5;<(V(xQkJ*}|2|fL ze;cDW+8BtNQCtr`eVD@o>Zr76q`3*S{K^(Vd@REOy1*b^D&m*-wx@$U;v5sHNAnHn zK%F{&;nuqyjIO)#5=Rm}1k$xSWTKw(&zOWHlR>n{pRDw!_2CAulgn>L(L8b@{lqJG z<W1Gnec*4f`yc*L_~6q16O&lv=>bJyGad*qJMZrIs~PiluJPX=xr!gWrtqa<iWaIW zR8K1H>;@H!zXfjhg`j`=k&Il4G{oIGC{hHhL{@3dt8w8uyk+_GrGhA4xbjK$Y{Xqj z;FWk6kojJin9>-%Q0O5Dg^v}7TDPc(Sz%gbYOQk2@YaOi$NlL1pq0MP%S1=CemKcx z<-UVIm<jK`kGP^EL-o9&OVnV=wr0<QdIQeBzU%*u3c}m-Y65acR<T%S&jG(P3%E}6 zZr+m>(jZ@VJ<@h$84KvxtMZ!{$8B^hr6oG#z;9b4aL;!E!fLvSG5anjAt=}<7L4{E zZCb-Uo)1LfuiBL`vQ|Il>poMz2XRe8a-->Kjh8U5i|!v<hLL}0=+JQAo>`3Ye;67U zHSuuhG4uH%HrO+}CSI;81F8Ee&3cdU5uX$GY8oSMkuOuIt;${WzJA1R=!ZN*)3EV+ zvwt2l*YEje*4l+pO<r8uHW|W1GSddgiS&e}ZP1i3)fQGe8Grer13OH}_Rfz#;Rf$4 z@m>pW8fdazd1;9JwR!w+&snBdVj0`KQ3a2<pig$~trOooUb)#Cb!CEv_%_Ggzu%3W zSnGDD7@;2A_ub5|a@81#tXjvzrpn`(ajU_T6XnbJW8MC&QVCY@v20rAMfa<GNvX3! z%ObEjFJr8Pd_3Jtww{ZZ8DRa+9^1z@yb$&JbgbS4>J@(R-|mm0ffEGP*1ZV<VrH+d z%q4;qWLv%}xuNrj)OdSZINKbi-4nQXV}llP!dI7G%1mRkOV&vTGAA+f_AiMcp{N%n zv384SK=-&iCq1T5A>P$tcvg6$4OhP3cY7yk5SOgispF56hMQPM-Pe2E1fNUw;kjS@ zgw^}S%L8v^;rKmA-Xn>FSgPaAAM;&^r{^fias2)g=IHrR2}g5^_ssttit?8M-64l# zHi+9lvMqI|#8wJ6*RB1$A_g&{BdCwjT!gqLmC7}!Mgz6uNor2Hl0exSmx~NzhhG~X zJ>^^(h&{hP`mVo0Jf{p^gSBljh-1C?%;g)2csalDk;1%)_wKDZ+h-~SSL|0>O#~Q; z6^6k1a1q3@NwYqx1blGhyYmGhW0Zqxo0~u3#Xxw3o+^o?NB~RY@+28~4dg6LJZ~2x zpUD-@ucG8;ES_m<Q{$O1p<gR2cCnL0BqY)%49?A9-8Fk+sSyWDfWy7#oIeA^@eI5- z5Tt|c%65stq9u&;)Ni~&Spvumx2K&@zmm(pH{r!tEiTe|=H&Aite~bN;kVedh!t_K zGT%b}F{a(j!yF2ThZ35mr22yk#;royETXB2AG&>q{WGb-^bAWn?~xX4K(6tc#T*qu ztpL)OPV<9nq71A38G2}RsF}C&5CM3umzBmckGQDUUs<8&T%lLje>!K^v4j_F=y9`* zb$NVG&fbIggw2c1*Y0fLpQqf(v?y0raE}wd>oXzVrmJ0P4<o_*>=1+WE|ima+Q|M# zVF`C#&K0(DL%%O-E{^B6f<UM7yDbLgdPlz%$I;P{fTeuu_oTTLxLrGJTD%|w0Z$r( zep;pCTo?I5($M+KcXj;2#9bPwYG;fS<lrY>o(?;+b)Fv9IfpIIO-Y0J2>yj!yc=@j z%t8*LoNw;OygO^1yl~&DEqSnD053e9$*@%~L^$W@=5(VRpRKmkHd`#}_2t%!m!SPB z-B)XQUX(+*(3vV5bsO!8ccpRv;AJ3exNKzu7^J{Gd}X#va}LAkjlKkR(-Z2^(HZR# zE12@Z<NfXzWMEIst`zMo3S8oSY&&2i4<B*7br|_X1hNwN52NSNt(*3OHf8I$YPRll zT^Gt#yvVaizukpBXi~-{(Y^C0mnn15kzPFF_*h>l`g|tbp5Jy@Bf;38P)b!17aTwL zl#v@pehjPTBKA`(pkq`2qpL&!?(_9+>2J?sFRZ2%UjF3)Tc$v_;9@a&UpL46_Y3Ox z+SGH!oZ7*%oPX|TCwJp&*AG0M7Ds%m6NiWC-PqyPu5HOqqgCwVhQF$?lmg_s^=Ymv zli)gbjs6L`H>!!By1eTg9ZdASZ5UHQ{j<GCSs&v(#0kUFpK_j(z|2f{d;ceP_{P|_ zz1)Lx@+}YK#+GS7=h%U<=s;=s?TWwFMSRq&zlE;dq$$I#4U7h34XKGgD?HB6j_|{X zy=<LF3k7Tl6}#Jr=M>O4(xkGQiv3;Xq}_FO4cB`wdzLF-3bH?|Z#oFcK;h*-JENSa z_c|m0g7V=vmQL^gd*4PrmKR6U>$mGQzW(;{*xsA-xchMS4NFaQuU~y~xeU#xb(^$E z+*W8_>Xl<QK+6vGbcX^Gym)|*h1Sy9nHN4BkIK);69qWeQ9%<|jDM2$4o-Z6dOI)O z`mcx~-$z2rKDL5(EXzhixkOO})DKgAITg+ZnpS!;H<oB1IW&A~oAMo_dARqcvI{yV z$sh6|#j(MHB-8Z>GzT?Zos9IXNB%JNn_rA{MTvy!hY2yk)3|$A@mJ?AT0;Kw)l%vI z(7aGp)%L&_R^pma@67;Mz-OiRx3<vy!DEjEk9tfo!<hEbMJ0_b+)$F+c())gB!+-g zb(JK1J*Q+eGr$2iyUM~`)aVJlV*wnB(L0z;AXgugj2N&SbraX(VJBpk9iqo>q25iX z_2VBWDS%(7S4~>n!k6#+iJnKf%a=<%j|%c6;9Awsg#J5>@FFB~<)Q`;OnAA>n=p~# zp!11LF+v0=Wj?09IgMDsq^%X*>>@6fpE~F`#0WhZ9A?6Mkk{N{vhkHNHSCi%T6?Uz ziI;8<dr!?t!cohyRgX{s!f``y+S5}IZr1OrZK;-p_UZi>l8>-Mw6cO>9?C5Ud0)R% zQON;+r#+jIA_caKbVp)pc);dD;_~%3|M2Hr7Pk+c;Ut#N&Dl$DZD1=q<!U7xG~hlk ze0q9z8#|N{bCfQLhsf`(=>0E<8^Y?2zGi>eijP)`iqYR-A+mINZp$$?<EIBZ1uy=m z2voUzBadf(VSZHGiLNy4Kr5Iuqr)l%p)bm!8PNIv@Qz^=Z~qQ{JXrqIgtZiO<r=-Q zkQIjGq4L+t3xz;)iSw1vV@?42p1ShoTI>gZqFD>d&6h6gto7eTeX8+E@8yrkyZ(6E zPMfbDFL~vCgA?UKlzT86B6bbmK1Nluv>*BDj!MLKBJSVfUU7*?hh>ca<cn2$bHp>c z`aPu=y?(7F6qc<WJ|bhVCXJ3u29mETc_}{ThN~K#KCfKS-uj3yV{+yI_RD;lIppgy zrt$uoU*&u!Hu$ZYiKmtZBFc9{%XR)@G~DfxC5k;*@lLwGfbSq?P@Q_LmkM!@Zn1qU z4co@PNA1&fPL&5M#vi56#Aa}=G|}>}&TN3SbVwDxq$94oWzt)5GZHTR+IqgKB0w^i z_;!|E1|(&CIQtYgFw<-E)kUjJ1jFI*gPv`iFgI4XhI=jGY{r%0dMSu=-V#g8vcLsA zd!lr=*l38SB~u}6s@$-SPiEck<_8NWlEs5O#A&vyi#|u!inXQ7J+2Yl!uGfJdso;A zz;w)0)3R^!Fu`?Iq6qcfFUk2d{MD9)j-PHJ38#i|6Q3<H1OFAQN&i@1XsR6CtD_eo zY`6)vpZ{&XFy$a>cm0?Qb)^EHj+9mFCe*Jw&gDjJxPeVc9%or>8^ja&7CSbP58~Dx zne{#PqD18I-?zgg^#A0@)AS<AfX=Di_uUM5K*hM&oa+G_Y{I@eO<F0Cllr!xtHBMV z-5-ps5m(;z^{7s-I0=GzqEmwvxFLeBwnPhgmA^Gt@a@)<03cs8CUd3YT@`E__WkrA z6Ms6#=N2n`D%ZFCBu*mS;`Tn$-KGZNkNKvjLj~bf>Qt$n<`nkd?Ad3toZLiNR8heq zD?fbQp;z~E5QqI*UU@fAuE@L0@<y4OFw_WASgb;X;Dv+1MSM^S#=`kD_-5L0mm&|b z^ae>72p5$f<L<{2hYs>f4gbT3dWzMDpU>g1v)dli9VWreE2dkE%4DF+Db09LDGDXl zM)i(a16U5I<~w=NgPnDqg9XZ0TQcruE=2dSPZiNj7toxEVQ`G5Mi+f9Zl9f`kf=ap z-)P~7x-CpFy*`PLLxc#qlSIp@%?fX{#uOu8_F?C=za15jpat2yBNT&R5;1tWSF^%e z9L-0p((5cZp|>K<fD`QtEaQu}|Ggp+VK3dN&O8@|wZ6voaS>7Q@M>?(_L{>Q0vc%4 z4%5NC@Pb`Zkpkc<G#_ym&F90j@WD28FVVR@VYVku6f&v5A8m{m0D)=6v)9ny&-F`+ zG3n$cMktSt`E>FSJ}TbF>yf9>`IfP-f+{=lLboGL-9Qko`vq&J9OMDDfEHofJ&0$f zKpy3(m4$O^7h4jf<v~}O6fUmEi{>bKciR!?GOd|v!CgfP^)xR3tNycv2^Z2W42JPS z*S??MG7%U0Z=>71+^{&f*6}SRjjy8I43otzG1Rv`a>7Il@j@L2t3)r}MepCQWtu16 zA#Q_sw(iSv)OR|RyDCvc1Jo=xcl9{aL*;9AeOf^gq9E<qd+A-M7cYDHUil*lxPDpd z-xxZFeeM{ekr5ilJY4Vh`T{Gw3_a%LSA+Pw9k<{-nmgGs=A;PDqg+^b<7^@w4-sPW z+Q!C(4MZedJdbhA<D+^Kr@nt=hbVTLc}8kJxI}jHaLPdE>yVeXEnZb&Vtjfk<%_Zq z;JMqX8S$X*muAVmxFHD|1Rr;^#47gpU(#C0f1I#<NvHfh3o~$N^sTpOqCUy5md{eI z?bs2`8-CYC(Cg0`*0kEm4a)Lc!RmQbuoS-gMViPgUb<J)N9&vdycB1S9pzodW|h)a z-SX&(c{7e@9d|^Cmx;esTAt9sy4lRfg3~OZ*#BiD-JKSsS6K&NI>^FefHc$BcEpW% za@Wf98p;LyyL&;-dKzoblH~2)%L{65){@gGuVo+HFCUHa*eX&q={WK@-%osPJc0U1 z!GD0Qt^@JZKU{3)*~gD0o$==KiRk;ArdyQx$Rc(s`)QiP{1#R{`np_}i375pyHBi# zb3kB{=<WysegZRkr}Vl>0j9`Px#ER9h#z*$RQjs`aV?5sd>@^&t~Wl?&i_n?rWNZJ ze{1A3Ee|FOYts-OX44*O<BNElR#W-$6qHk9vY%2?V}gUipRZJ*zOwU`>cA4IElg5N z?2`=ge!b-1(OJ7f0z6Roe2w-R{!&!$g+;0?@apbw(o^I{Jc+)2Y7#>5JnX#Vt2r`w z_i!Ei|DN8IY~Jpf)P`UDeP*Y^NfNGxeu?7$DFUT0DhyOL=W!aVV*Rs`WY}=NVVpt7 z2FL#x+|?yW5bB{KOpEw<x<3l&rluv~!bO*=Xw)OQ$8Mm1<QgB*^6PfOYNY@))EsrC ze3yeCxOS^0$~PB8KMfT#tHd1}${v;`umNjX`o0%)B5;+_rJ+O~c`F0ePm%XYLx;mR znVDe;LN?-^aGI9@l<b!Ha+QmTusu30yQhZ&ru==<Z4t}Zl!E!)D^^<=<G;qdOnnN3 zYAQi5@(=2eZCF{5uSqdsR>(t)11@RWD;J{AV?dPi8HV!@u@<hHwB}e57(3RmQXW5o zas;*fZU6nk9BlJM_tYU?_$SxW>XrpOKGTD}=)Nei&2Z!0W&+~5bsb=r@hijjq>xvh zq29#R)iGD*v)qti__1i#{U7G7?G-Zmcpc}fJy9RJB?jh<dJ~15h{Lw$wa1~OXx=2} zI#cy<1T!`^l<^xCfM@zj8kGknq337_<=Q+6z6G<Dyy9d6*4YF9oh@R5uiFh(&x-zG zA9&TQ(|<|9%UO1(wK{QlTiSNMXa~&|Z=H~w7-xe#mtetuLF6Z4pJjGJb8Oe&3Q4y9 z?YR81%fA4zR&0@Co2eVOiJ1(swAz_d2&Wxm^_)y;h+(eExqFEfL=^MC?*y|D&u>|A z&s!{DAGQ@YGuGL_sKLKSmBb2ZJ6D3KGLet@Ot#7$`(GHf{iFQAd=l`n$(-yukG$@I zl^yfm^pNn3d7{jh1(t>CC!=3b6K~2QQ@YN|0##D0!jy9aK5@HRJMaSX!}V(W@nlFr z&{9zT3po*}mfHFmeNGlq$i9lXNmN9+;GXVrl-oDAeQi_x6YYOq+^qeKdS8FLME9fx zqxsRju8~qZUKrMY;3JyO3#H-Je*!~f;hXF8SAzE`1l7#$k_wa`(5aCO4G!GGI~8Xg z?aTN<W5o2|>su|D<a?V7WVFY4<yCWaURwZoFF78)M9m2!^?}b{p?sHHTn}yNKLLW< zrd8t8doD<`%Grr+VkOe-&$0!+<A+aS<{}(fJD4aP%i;Z=Ls$b#?O0z6KjE4BY1D@X z<uhw7E5kgqaN%S6x497)IevRc_eK0VR@+seopYWF9?mh-OKY!ULJws}l28tco2kG2 zmmlJ3PF}fS(>#lp+_$_y^NoQRIeYl)U>`N?Z<Mm<Q(=M0U1BN@$WwDpenr1tjS-@# zp51CjeU6(uIrT6*hMjcdDE2!mMC|$#rN+}mP5gTO^h10%4FoAme=4hI212WC?e~-d zcpIpihojH$>cdOY2bslSz}JQ9+PQVydrM`sCYKTJwD9_JyjKFYO0#1E$e(ylM&)O% zJO@Mt>n5aqV1o5L(q=wCg<!eoDXRa91Yg}IKBmiUVSE{P(r$d}!G2y+dRVJQAuNAa zYie54puXpil>=(j;Kif=<-i}r*T0{?XcCX+#_~^;{u4p_2%)W~6UZa*Ia|u$dY2I5 z9fW)Gf8~Ps=Lh@k+!xV9+~~N~@+vl%Y{&n(mkWkO!rYo}GZ1e#Iu2%UBVS#Ep}CR1 zEDXGM!`|ggp*g7Qp%?Ca@PM^I`SO2UpuJZkw*YZQnBq;i8;@+@$w}t}0zP-+U4dDw zsz)TDa;+<vC1w*hFOM4%lx75oKQ^>@Xa!@FXWd1okNWU=y!TQMF@Us?dr+92IE<T| ze}4B1@<na59;n^qC59YR2S}2L>)kMUpi%^V-<?v(&(@TMPNjXXNF*^rnbuO^3q9I% zYYx7ie!PI6a+&DU*HA!S7U7MO90_Q{#EUv_%wm2?3+-DmJYb%=VUyD?2zKmsayQU( z$j^g4it82|6pve8+|by-ytJ>4$xQZO174mV64FYrBlP5ZPkR{&zITxeHg4Pm{kF&O z!cS@t@H=^Uy`c)99mrrYWI{gC`9mUfc4AOclbz4z$wg%Q{mxB7bLAVI&3!N0g}{aJ z?ot;6HPLzIi-~*<;^4l@is8AmfnSxnq>|{rfq(Ao*?*2+8a{u`(|6WD`~;0+`=deV zUZ_D#9Mr4E25)y*sPrNan?y=x7xE@l)jECOi+TbIbCT;}5j?=`RB9h~5_!`qqeYG# zX~flOJRRIu*RbNRL53cD$SZhrHpF;M47y9VuddijL-CI}lSfTr;3hM9{<)hBuzx4U zt7TXSDoIO{S&9cX3GPoS&ho;msnSKp*8-rDHT`@C@eLbVhA)-NPhb~>miHH0jAERL zQ(5|NQI5Il<iayEl+WVi7&%+Wh3-wGm9hUiaT?Q`zK?B%VJLE+E=I!z2R_=-+(vuI z=%r+1-d0+|{Z0G6eHCc`Ve;q*?@4qH(7F9NZ=fD0@uUc4rjy~xQ_RHVGd*-`E{oen za1-}O;_lr3Ck(ur{o&$ortzr)LtSx;ZA?}$tUt0_49Y*K9#PRkJflbYG?#bKo+D-L znsVC`HeAFrf4mp*_&W66Os=pIyWeSqM%YmZwr!6eX;FxOnfXBZIUOHN{5(fK|ALt~ zOkeReXhi@RzOY>EloyA-G*cJfFYB20oKJ+P1{uyo?Mgm%QwA*K2k;+H>4<;lY&?CN zL?MUUNu8OI4gNb5JaYe+D12s5;BRZ+!o9~XofJoV>A5Vb{4XcPATOo6%7`?GWe9w` z=(IJ5DIGsi^GB``tAK$rR!15_*i3%1w~ZB|b)1$~e=|eJ+*VSK9}9$iSsgn8vsmNC zy?oqE3a<F>?YKfekBy3L@4b1637qaaqF)OcN(!pQZ=pQjB{vyfY?O`2{&EzTQWXU$ z>Cm$(+!UZnu|4Ai<(R$46@5i?J}is%aiJ=wgH|&AJzSoe5c<XHsv95z-q}j`nxf}1 ze+L?t&t|K*eGjeZ$}1Y^cl;`Rwv7Q&g-yOm_AKG&=Jab4PK$sktKMyCIc|bUbDoNs z5j_WJFOibMI3Zp{v2jJ8OdNF*nV``^oF+ki^9<x4$U1wYTf~15FCEu5*)LB;kb<HW zsL+04>Y&TpH}!~HHQvV?61{|V$2A8gUO@e=m$~&^=-)5i;^g7tA))sJ7De@S5o6H{ zFH*Of#A~gC`1DthpV5MAE)30I*f^FJTE26E<Y(W5D~MZija(oi$iWF`C^gSEx#)<m z&i)04Ol!DH)sa7}>1@Q(CY@4RB0Zc?J`q@J%>whyF*H_k{7`Olx?S0U4OFX-L*X+v zBIksvb*L}mI!|-&V`W5M@dUZ==|ZA#?POv$1^Mo;aL8@GRhz@D80t<PJC=b}#Ha8q z$w)x^f9GdKeEA^r1<zbrH#hPv-HY1Juf?BecH}1_o>p?~e0I)_W^DG-aF$)o3Kk+h zO(jyzkGK^^mDYdBC>NC*y*$oD5L3buo!(j4$@2f+>!BP?{+gOiVF=>cIaYn%T1&w) z-X(L7aZ$n3>%s21d*zXzrp#_v7KsR88jcq@o`wY-f2pC0_V%qB-CYlwxZwwDm_oGr z62AYkpnS3*>L~_&Qj;?Ii~ZR9)QW<*am)1Q@4QLh#+@rqHIIB}fP$Gv$2r(35McL2 z%=AqSHotoHRQZP$+&t8iS;CAD+>ht$I5H!jLM;Cs3zRQq@OqHqH;i6aO$Fum>~ok3 zcF^~LEs0q1iIK)vR}kkgD1A<|6<>zaZ548eTi|V-Vlq*SxiDtYMVTl9rF8O|v(pZC zSY<`@?K0xf+N2&jIXi*RYEf2445qM|%#TNVHBgV~URLBIYi_Wzy)P;<hxj+mLaQ-3 z>`?l5a8y}`hA33u6iJF@1HPSCJ@5J0;8`3wxS5d-Bug&8?0JFC=ZfA>jLu2G(a1*( ztmx-UU(DQo<0}F4!PkfRh7n<j#oxVnu^soZKK<5AU=I|X{q18{NkuHBed<_=XNAbP zZ|`H#e6+9$1&kh%2`i_>gpX5VK*7}M_p>fzD=G?(u~rn=j1CR^tj<CR6$lMqLvt$; zpPtl3Q8C0FnEzDwjTh*{|BjEGW*|&{I0RfdI)+*N3p}KS`T-j6vJJnd_hLcq|HxX& z$cy><`>-pWAaUc!TgFqH5-^bUQ}S`JG$`L;%@!^|yn4$J!&b&GI75&Aii<YNlS>bC z7+)p9yRHB7v`wX9h4XvzG1RBX3t>x%M){!XTs2+B0Q8(W`Jh`yS_G(?7H*DOrQuWt z*@CB{CE&kyp@*kEWZ{@}!!15TQOLdc^H{J6AE*>ngucJb0r#n<pNI5pVi_@3ziCof z!Q=Mx)h|BCo8m6;vNw?p#6&W?UmrrbjP>;@*TrPK-e2PT+#ChI9=PT8ON@rFs8e<Q zR7Zir&C|OI3dP~v^s~kWeoo{!eRTC&5*xriqpeGy1~Dt`&t>Vp!XPnrV$)|?5On$l zYX2y35pRmsU!uG>alNIoxOrz5`?E*nnq|!@R#D9Vhjtx3XO!(+nxm+o@YdrF^;(px zw5Id8xXnwPDY#d4LRA`?R~H=h%vj;i$LW`@gMtvrJJlGsZyAfe8e}Usg7TA&+C>}h zHu1YJ73~x#LU00KQ*nJk12B_Ke)nk=t6Y0w%HuwRNk6>ttZb5rXwDY9vHu7S5KitE zLzh=D$0NOq%qP*@Dbv6F)o#R*TVoVX+-3&tN21+@HCtHx1zW4oGgO4cO&1--LiB!) znN1wg<t7{!Ml3haqWxI?l=2M02Fgvc40f)|*b$=<@ptIFEUDHu8Ir36Q$nJTkC9Qn zR@?9Lv?b!XyMD;CofSY_c@A7>u^hiqd0elzN*wKZ0+avlUdP^62)NZL?qKh=7c!;Q zQJ={vmso11fMwL<&0lvGu#^8?2)3_e20xi_R=0XSAh=R)7B@v=geU%`4ROJ&f5!*6 z)o_6bXL;8Ncl7UN<jfR2Sl}!@t=2nHR?s*duA?lmh0%DG_DmwL^P_u<to26x;D7fW z$r<qpj=Gf}jzN6n!m;O<sBAcpXQq~i!b%N?!Yd1W^|x_XvZsOdHx|NTDn=n1`B2}F zk1*}0UBzQ;DTrt&0T#P1wGN|RtdS1qV}UaQaMP$pD+=|+v}bgV=zZq^)BdF@T_!0Y zZ>hYGbYg-sUempz<IC9PT$eZ51RXIuaD#EDy$+A;)-W5ZAI8M_8BW1@GVlg(gemV| z$CET0znLPR?Y-+P-A~sTkl!O#^Huo{<|xal8yB~RZ61x#3&42^EmE!DY=tabs%gG^ zoXiTz3vn}s{Udn)!9U#((d)pPU1S>gf`L$z7)og-QvoF_I=3i*7cPY=uw5q80AJF7 z-ZIk2Po0vn>`?z3<CPprU?mHH)n?+#mP|c%s_g59zn^JAzK|d`s=D#3T_>%Ij3wYp zz*EJ2iyN5T&ZFJT^6ePa@p$uw)ML0Xjn})sI@8z%!mT7=k^>qQkMJG(hUPa_8J+w^ zOZWl7PrYNE$lKU$ASa#GjEyMaM`FZef#Yr87kkvF5DCb&t!f*_I%GuECs}xii!tK^ zmQ(0`^v`l7Klv}_CzR`=X(9xY&Sge-P*0E4@XLWD$VWUOtq<+>pT>Du*?+E(5f6ZQ zitVN0C^i*OihsJy1^&wEPt7q#f~wtHaren$jGeB{V*4x^7RbzA+lbRcS1)p<x(jiS zOamEXwfTrc$utGN4+b!f%*^f^223Do8lI$YBnb)!s*LY*utSOBshMxZi0i2QWy-&} z5pU?nU)z!q@5^-MXiE+9gMCs6&B|@T_cU)uf6ya=ol?I(S7ixa=5m~SRGLiKY*HfU ziiDAWN9eC18{(c%Iyw=J+t{W^;)|Mjet;_~EMYzGu=O-eANDw5cx>Ss{r5Wsw!gOq znZ^hbfeN2xsKn9#W5Rs9;?@rCIAJ16)hYy2)a$<kQ63}Sx>h})rW;GxiA|I=uf#lC zXo~~o(D`Kfw(;JGpV-T)v8S5NGq|$A&*jv#znDwCpAV)a4CW|25c!!2R%XS68iUCY zVs`RG!s{hG>k0QX7o`S!aPU^X&UI#3rX2PO^`rt9t#;!aelhUe)xW;@bpfZEeSi5> zia1<c+vV~8jW`^Xxyq7h&Ip6iQEAFI`3PeN(<igld;~8ybyV!pIcy<9R(Y{v9ZPPQ zx@v2gi8svE)g5$N#u84*(|o@#0H*(TFZX4zLPYJy9WB)RWf@R=$IZr0$a6l~U1CHF zS#+zqiqR|BM&T{1o)^eBr_g_2OoNG7JNnF`<q#j?G)^U!7PN*>D`i=ZP$5n;vlRdP zQf`P+mPiq`r6#5X<o_;8%YpK#SGKQOxgqw{kAc((Cc^bONuR%&3>CwkX&;n%L7VQK z`gwaU_?a7%Tx3H})W+R0ci$~cY&4cHuaykr50-T+3nSPF=lZ5|udRe(niNVA*-ZuW za*iErXwGAm%|G53iu!*EJKn0a^LXsnG}=?BA9N+baMSA!;<v?|h)=n<gRN&4M}Ipg z4j+>1I~Y7R@hp6_^j!5XZ1Lu~m4;Ii;31mUJaBmc<DwV5d<S_fj>bK)-VxuxTTQEN zVtP0sQQlgtlT{Ms>&IiFc8%l4X(2nxfoxzSsKoG}9tFM^SY_EfrhsHI`PxkIEFLSG zi}}CVz<0h~&Iv?Z6CdaNPJX`uta?I0TehA7-Zy(OUqjrFr89v`br+CNA|X31jD8I> z&A8`ql3oBVoj-T`G2-Y9&vpqtL%oi#O^KvKerym_sjE*v&jrTe%sU%&f3eu*iy~}B zQsAEwG8Z8&1I3ShK8{@M#WwZ-q>(qskb^z=cqe5I<0pkv|31u5#AjKCygRUthkxEB zCVqbzbNagft;PW21D&@Uc!NBql%01%L22x;v@ySz&Jyj}--dh*d$54z71lp3+>rz# z?6HoZdn*=q?o&#SH}V5SJaRv7gg$4q)_R}gk(Y^PBcQ;84@NFO6!f^u4=D$;uD!h{ z33r>m^z=WahgXkyX>?xl03mYBO=h(p>qy@GFC}vUA2x8%nIj?IkP@%UOg$5E^)?-A zHhLZ_?R^vPYdeR9z8$Y)6cYwZllZwG%rjVYv?MP*;z%eqSMK(ul>`>^+|3qrFQ5Bq z;`;C;@&jibrTv5W_Fm6lW~B2ALMYTW%Ojrp7)w;!sRQgp__5LJfaW062ebd3tE2*t zlFa_~Nix{Z&E`kBFhbj(LDAzad=N}}SAXRh8<03}sCPHe6QvV&{vzhfIPLb`8;w6v z{<cEB>%|NY#52$Crhbd~vBoo-;+<sTpw*w#RTOSG$#>EFX8{dRuIhM6i$!Atgi6do z<Yk#(?TyGX;6QUop{D`-B%lPPu$&g%3zf$H9(QWivAJBUD=P&nxa7fK8iOLsn1q_l z>}?Vw91UcBp0pqRT-Q52IB#$h&mWn5tVMpp<Cn|l89k-pd`X&d);oG&5;YcBH0s52 zQguEREONtrJ#mK$TnY*}l^s%Kq#(gQ^2E0zKe4bYs-|yM`3M#Mk*F&Hv$)KOUn~h| z&hH?3#UK*pgumXPvY)S@K-g@^%^ed)(2CS{w;4zM)QMF+W;FjFa*5vkIh6&fmTpFC zsFJ{5t=qBi;yg}8;?&<Ql874(p3zz^mWLzPnZhinNx<|&>pc57H}GFr7ti`af|>Q4 zmN_Om&`TD$;>X1YvDU|o&m^FGs{PGvErn7%`Pazf1iLYuG9oNVv$llO%zVG2c!!%f zA~*2!#`7UO<nYvw$;>`H&*wFd+uuPv;=_gT&-}u~mg?<9ZdDoL;fvhy&KIb^UDWU? zAcqWMCzV(47O_CXg4&seU&w1ZJd`)E`hO35pTQsBd2IGxaXWU9gXl1#&*Mh9I~Ru6 z_GaZM&)rw*^2K=>Q=-f8EW0v<7bNtY`-ptl(YB?3dB%sZzIo>Pg0@*qa!(-f4f$Cu z{VH<V5hrD5-YurJO9GCJoOywu4MeGq-NUGMTJSrY@vvrX7Ef;K%#YvKiL*seu7_Dr zf!Y^CdfH`PaBduW9ppEJTWUz15FBF#d8=ow9}`A#Lkku=Eh`RqXREYMp!?7rhb|LJ zgA!CHJjO3*qQ22kij1L`EF5xqyvs~=5qo^E=i!GNyMXfJZl(4;l-sWIvb`9?0Y94N za~~L!z&twQ&aXrXs2(;}?}?QJY^|Qp@hlyoI9`P2*gTMGmvpb=oHY2>U3op2xP?FT zi4a%K6oUAai84Hp7jE9=HVa@to>7T6MvVk7!8B#IFz?9;vmcuGXDiNPvfn>3-P%hJ z?>&_UG96d(`Mb+Y&sgZeI$PpNOvD`4Gn3tv`hyQD3MZ_257H9+ZGv&})5}<l#^+_F zZVEiA$S0b6If0{i<iz(<Mu-qy`?~B&4L0pA?l*7K!)D7XUT#({2)Mq>G{v3_oAy1I zt<TNkCVl(rruqi33EpRm%^d=;k;iZ1riOerg|6MsNvt3)>eP8;P8`T|AEQU87O<(r z?Ak?40tz!f?f)M|=N-@0--hw8z4zXGCdr5j=a!6+6{VDwgoKcgke>=gs1OaM2$d}q z=NJv6lAXO*_THY)^Jjnb3Voe(-}iN0?<*1Mu~tqW)|d=Xp7YUGY_J>`WOS4D$G@4t z=TjTX`38PtP1fp4@vewd5Z$hGw`2j=ugmAq0^}Fr{(16jJP*j{g&ymXriMWOp~i!V zuUE~OTgNcK1Y++pE8n2!a<R(c`j0(QP%~BW^<pU_*o2viMA}loibvA(g?V10H*z96 zU{DNrGb7m9QI9mQX!h6S9Mlg!%KIuD@wUp;10wY(*&%$X|3WU(EB%NYnW6f#IA@rc zILi+afS*T>j`vpJhx$KHbf6qif+wrd6)ka4l=a-Cm=!^sGDBYSXnwf2b2KwpX90K6 zfh4sH%tV^PE_XSPAPjJO*qL!t09o<oDdTS>pl;dhVnY4TLU!LDJN%OZyLxkFjRFoZ zpg#6FmWKhnWlcYPy2KB110B^d;{3qWl(?nJDF!MZ|I2+6j^6vc%AxKq|L~D$?XQAA zS>bie)6n?}2@wDH+w?!zdfdS44-d<<6hx0a(7vO`2DbX;48jxwC@;WiUy)ITzh!hz zV0^oPk9hgLY(2#XSNAyX{tiJoM8T4so5TF*zIs@9iHnO!xc|G`$8-aeZ{^!DD&>dT z`sWT!0~BzGT{qx*4dPNhaXsV|$4)F09Enq+%lL;kV%xD{)I^~N^PAakQs8}wNp19H zH{Q)7J`(?B6>kbKV6;KG?AK<8Q<r~n02Oh3<7Fu7=P?-av>zJBD}%<4F-kDN8%`f( zpB*YVm{Ya3m`Dcahzl(J6wTPcC5@-|pO0b8xyAm!r%@hn^~zdWzzQxGH!SrRaWNf- zRQkO+Q10QiQ;eNC7f_IHh$$j}?k3%NC%eZa2)^{qy18Z>cerIE_W6(yTyE7rK%7Lp z!}r6pha6XNmFQ=dT`Xw7F+S?0Z9;;&OVme>jf=qZ%uf0b==Ub<%!A7p%_M>O^!h=; zvu&9FsN;lDDHnX#AbLBQsR*Zzk<$TapK*TENbN0-dOTjf;t0z|{ndwfG7DW0kKMdv z)!u-e7_;QDc#7t_$D~f#E7k&V%~P$%Vw?_?{!+8?ycoodbW`5Mqn;wk!@{Ta(hyHL zBQ)ik%>?$0$=7-Pl?3p;^QABtW&)cREwkxa<9M+Pb7eNtd8wsT-~LAVsoJ~WCkvks zW9!#lmm0I0u*OHxp*$Lju=Y+YN@GJ7@z>{)40jPnn%?z+PwpV*Q|>ABIg<gbzekea z<UoFs*J<oqk#wMOBizn!lp5thKY#ixJc4UzkH`Os>c!)d&ITPrIpWl*((JAwI*7EI zZ&P~Lg)LX!`e75ng7z|(;fgJOVEN|%=TkH{l(DEbJCcxZApIyelLQNK8O?O_cSM2Q z?)Q(^27*9;ps3*b;yR`^ec6@?JqI@jRG&6S|HW^Oz4&LMBmxcU|5>pi{jt8UWxSY; z6=t1%EN|UlB(S6=9)lcmVE^<sGsId7s_~8Ne)Ru+X4`Z@&X5%f`hQW7XQ9vYFu&o; z3j$DSHOO}t-GvT$Q`E?0vBK8UlP3i7ADfyxTgJo+z@z><ij(SWMDq26#y1v!V4Y#I zmovsV2&)($%{bddT(WywwnQ8G@tV2=Skq{Ur&_1qk!H}nctKq{w}cZqLd^MB8(F~f zPvW`9Xr8lEA}BKxX+YgxQJ5X+vMCzN>SxcA6Dk?&HpkH&Hg`2B^cl4{;&P?e8Y7=h zw@}6CWC0&AG3)xos#5~R;oIR(Gwg73DyA+Q-K9h9<D^Li%XpjRlI};Orx;MoHY@9j zfOJKymKilU<Vz?Gnj_wKxg4lP*@}QL*R!Kvkp85>a62veTsLN(<8n_(A{}oxc=My; z9W$|eYL?;&FFTxhw7;gSj{$Z~DTa^MQo|pc&7`Uq!l0gF5M($h0x3$}%hz&HFK6KH z;r>o^*O1$_WPC7%b*WBd6^e5K=d-~hVM?2r$w`y_Pl{%-fR8DmNx$Z>ALr=o(sF09 zBJpa99corc%Puf3!WangghLOnz7z%aQw_aMg)G3%oD&z#Ed;uW_mU)6B%$cp0mB`Z zUCg<ZfhPs|T+U{RuuOUgqFkQ^Pt6K1@!*_F0{bGGD+d@O-LFxD?04OxsmHc4ip?4Z z6XZuu9oDEnSV#u*j5_Y>s4scF?8R#F4jWPPK%c>PQ3@hdugsqVN+R}!_#f921~5`9 z;mX}v!xvID1P&DsW4c9`6$7?qAlszDw$ok=4(<Kc7ImM&U-yxX3RN*eTs-~8vp62; z+<LRAK{k!;^c~<Tuw2EeMUwty+!u$hs>Fk^b7Q!sR&#;h00}rJ^}`aCI0)~P8*`ig zzG7<=I@IT{@WEh5`sfsn-Y4xIT}$p{;L2XWs%kfY4erO%4)~*db@h=a^R1L%shR0e zKEnlk_ljRNyrlsvyHn3C7`E`~ydsJl|7~J7M&vZ|yy>99?)n8j#5L#i?iQl(r-yy( zCVjyuZyieB;C%KfEA(g_n;(~>L%RC2<BhMxA-ufdtHLD);<fzE&e%*j=zQ5^=Ciwo zeGoC_EP5^kuKjLK#wV$P<@Tl!ExKFNoZgMM^rj=~El!J%3kbkpjj{_8C7gulkt{u} zvOP?@i1qxS+7|vkaWkPKNQfZ2E5Tup`Y_jz?25#@58`h%^A2A|y-_-1`y;lIPel0n zP>3<oFD*5$=MCPIB$Nb3GH>P6LZT{@?HJ-5oqX@<smq4$uT=Ku>!-<pIG$kXeTbG& z>b5@85%>w;R?TJfom$0PY(J5i`?3=OvZqF;k`V{`(8r<^fB0bIYG6nbEj4jvCq!1% zM}T;D{&%QfDazF?<tFB2u3%xp8;-T4YK(VBrS5Sd8^8;RN8U~Z7RIF%T}&<mS8rHE zb`2n%q(^7#RR_vl9~rh;!o|VVG5B+^y$qyPk2IbBUV&$}om9w6rzh+yrT)&`5`o1- zA>Khqf1O?=*W<J%L%piHp8Rct*te4h6>&N-Vm8P7{Ex*U{PBSFM@(G=A{Z{IIGozU zbAS43WTRYQ%IS3_a$!n>$UT!%PT~eBJB8GvRw&o@S+!1~h!y#HPQ5=Rxr3d=rsKwq zQ69TNNeq)$fV=9Y`~n_iMAcwi++hU<V1IP%xD5!x8AJ7J`(2l?_j!8-j<syi)IsMQ zvLFCGcamH+?=Ij?y>Y~|O2kFw*D1YOvxi4c8&=rFbz;3`4SnzPsi4rGkBs>XH3%~8 z`JUM0hl6G_mecX*`Ensv@!1`En4nUd+ClwF<dv^)u0JI~<!#sS>$}uMqqr!~7?~`T z?5uk9972A4&5`p5tk{UxhM^x?ZlOM|>nBDk5ija}{yVOFfr}WEpt`YvGU7+^=ek(7 z(!tjz7xBSDYOp-o9CQA`3O1j^9cxh4h#85;AMYJxAZ$)-J-cE{2ZpzQJG^__h4(1m zDKBo}g6zXNAZmf~U9km<`y|ESG_!BjBNr-QjK6RBu@rHdnGG&VxFX+JLt0Oh8saxD zv-G*4yyouNtGOG2lUSt1Qc18GBj^QJ+Y_g`h^j)zB?9>o1TzY%SpRZC3NXFAf1L+z z98JDm%PS6oJ1k%J@o!>;L4lf{|4;nihNaT%wQX#G{o6SV`FA}&Hf*X)qdZz^gC)BP zKXgqgm%hD$auW#$yQUFe%8UHzC9gOU;@H!NPP<5#=x1iT!|{U;Y+UB|*atc>t0OFR zZgOI9kF8S0=E)v@<_uqXnFj~F`W0`nwZ{Y4+3i0^P#^Tk>8u}3BP^i3qLt>i#0~!C zzGtoEWx(3?IqraZ7V4=U6_ujr0F%%g5Dp?k{lrSzKcmTsxak`m5x2>R2<4*2&&nNG zLfLZBm<2b)@W}F&bkPB){+O%PQF7qD82w@(nFZwglJY+YbAYUi(<ecrI$ZLOv6|~k zY9QUKzVa~Q6PEbL)rS+kC+EK`@I~y@;}61Bn9@$~gZhR{kK}{A5K=mOCr*I_#P1jx zM<}A)N^qB_p^`9|kg#U1d>UwA-5iv3;sSwtbhJrUY~bEUtG~KK0phhx21XCah$8|_ zoVSqvz?k@vO3H%^>bQ!G8_ifjZCSAHZyXy?UKy7zLOpm4Vl7f7l@vfbt!<dEHh~M8 zD~-DdQbO2^OEM9vd_>aZdK-p#ME<H-3N-&naO=at<!7Pn#M>b3z2pkILzT{CjEPA@ zwElyw*aB9-T)*$6Ga_GjY3!MQlw?pkAMrhHuLo23Gj-<uc@o^;w^e<knvo#2GUr|R z-Hqk@4m8H?j^nM3Kb@OMZHO0f(RM6t3tu?cuzElb^|3DJ?axQ~%j6+)3KzuBbtrtR z&shHl(@0jCbQ7e4%hxWZhe--SSU?<a*I+JY6!Xa2TZkX}_<m^#4kI4BJTukyzjv6E z-DJSfEE!QrGetGgDF_M&e_Y-FlnI*7<tm+;A%V1r9vg$VIPw|&)Yh(*26Nk^Q>45O zjJryoeA7`D?lq6wu5n3&J|pw+?O;}7_f_yGy*y#iiDF~Rso*3?z6YZ8-=bVc{=EqE zPpeqKC)Mx@t6q#4;Qo2rvk9wA7jLxaL>%zco-C@_1?>FJ8F5xeD)?SJVJ(wOB1C6B zt|V*DU?l}Z{Z6wxxc>wLpZamscRLwFdD3459G%QgiL7m6il=#`th;Go?$?`SbyWs} zHzM$}6E=;l3YEVQeK?K{{FXYfW-9|!+7v1e0|Y?A?btzebhn!KV!p>W-h;i{KTcI{ z@)i3;5kYS)#t9Xj0yPQrw1jM+TKor8%C<vpu=CH86Y{=FZOBTngZ8Mu`I-GYxQ3$N zp`)mmj${&d%{nd%H<vl&Vr9(+<h<Mu{Mk@H<&1v%#L_nQN?<c0y^<9Ia|*j`RCh2r zoAtZb#|6PZ&MK#%kPCv+bkCn^rzHmds}NATPYtn&oP95O(f`M`@@|hSJ(!BENAscI z*Vh?{FrI+=P-0Gc@qAy#NU3N3Rvl}=Qf7HSOCtY<Vex{Pr{_H89ww_dc99iI;;W)B z3DLmQup28Ueju*?g1?)t5gXA&=VWzJYZ==$yD<Fb7bAr0zRya=$q7;+-%}kj#Mz8t z*l@eT3=9tf+aH<>foy8%(G4`;-2Xh%bTgC<zWB<PoISz`!m>lZcSQvttu9#np8GGX z`_{{AJTzp4sj}4LNJ;eGdCHgbSNa!r1Sl?(5ND;*W%cuXAle^N4zu5-pTH{xCd%kG zk)H5kz{$UU4EywwNl!nT1KyvT>5pmRBC0bhnAAn+;a0lH8v%4TYK>9UJ1De<yLPbU z(0oJpjEG}qLE_v*w>-04JuMv}p19Sho67;Kl$YIqw+a9+{kUejvj`BsPmtX=>cwvq z9~AREM*%qzyPe8fsDGr@A!<J@y2Eo-Xl;JwfR{E0%jHpiFf+TMmVS;Ce6G0Gey$aS ze_#Fmvp4$jy{Q6$Ys<7?b9PA3=@<!kmyaBIfcRrQSsy-EJs>CEocii?%7dH8bmmWa zuuUSq*u3+Lr|-i?qv}FM-*ZE`C&#lpZd}kIq4YX_hlYskBC;aWgdvSK<f7OKN<x-) z*oXq%A$?@Ypdm{JV!bopTN%m#`SDAxT=)v+|3^zr73HFZ1^b`eUJ-!AS!SWCQZ|?< zde`mONlyen_^`#)FpotBz9e!PSc!JuDI3EIS?H80n7O+&hJ6f|tp7(P1Wn|6pB!n5 zur;rqSGUkyI^Vn8(d*6)yj0DvPTw5GUnZ>C29YD5&q1<Fx7$#Eh?eB1In<Xiz;<oI z^z%z><L-%)n<j`uALFJ}jeM#Mi?ugAig`dp`}PqjvlVPsoW#C-ni@no1Z<bS|Hf~s zKOIa*dzI$?vuZz(Z#N+O=i;?5U$K&5%-=irFFt1xU-%^)%`fyDWj(nxgmk=EAYVBR z%(Iy01WAj+2;TRZjfxM3Xil&P1<zp{OZQfIc%%VkJbFy8Z(sqJ@qF5#HH<>?Pts$O z46sPO5dMicJAzeS<i|9~L3Vm0hF(YpSb08$E-G+B`Nuh_9Qp5f<=Onu5%Fm(tm}#2 zkx4S(b~Rx+g8Y))T6RgF2Y5jGzdE}jFG;u)pqg$;BLG!T3%czQpE~%&&!!y;df+_7 zqFQ#03cl&g&wuLUK-|P_)u|^x@MG+Jq3&m<v94amkd3NsjCEdV`!HJ{?&0vD-pGtZ z^hj5b)g6!q-e<Zq*1CKkc*{$mYMTY!duF6K5LaBW$SNr56w3L1iM#OVJnA+3N!~fe zF^n_b;aq-?{7DC`GDHoJq5NmP$Mq0(<P()WFqOyFj4?=_Y&i3j8$=jCeMmn*Pxucw z@A%oXf-p7ru1v%LZpO&Vy(&dUB+}3+agDEFrm6l{*t-$eE|*-RIh>tvJN`8FSu#1) zJ=P%G^P-2YooCvWyv%UTc#mwXfDy*_H8BiyqrR)jHfEz-Y52Y?L-iQxccmvq6Q1{v z;w6ga(ytIlQ3H+PYhOn(zah%@AxsqREG~tXq@n!smvp|QS+sXN<kt8i&Iunt?!HkJ z$`9^{zE0q;$2c`RmZaxs2nXe}7w;S6SoHF1<%$m+5N904?L9(6^v^~8J7X#h@5HaS z&xxaZoo@1f>G>Ua@VmQM+EqS6{@8<l2Wr&Md2aPIpgFVeZkt2ILuT+*rgYCo{EPk# zoj^R8jhJh6k%xQ8-{4mJGWz)xHf%*moeCg9?;7!Tz6;H3#=ZR7QY+ZiE`8&=i^4>5 zj$V6^L@UN_Gdy;}m<dR4-O9M@KVXi5N{@AuIgo^r&=}H&@^z8yhwWm>2?e&bjII*Y zYmy(mN!`Fqh_{fB=D!v}J!m||Ja15*Uck&M@H`iU`gCSn#P9+6)fM7k7(4L#=#(An zZ^v8oQ_~}JQ4auJecat$G`CCqeYHM;a$0jb`#e+mKym7#Uj(@@_}`LOj%SmBZ9`Ac zH5PzfhWEztK2x~%{-c}{92~?Utm-~__!h?5m=`pO?hZo*->L#FMZqYArtbg#r`Xi! zO0hH4(3nQ&RlvXpc>(VCQh%`#os%b{V$0}Yv)!fj0h%Y?chpc%D(!=0#_3}R)>w&H zN1Urh4RNqN+sth`Xo=FC?_Zj}&frRtKeM=8xKZDOXVTSutZ<8(eRUt=qI@%4&oRHU zgy+GGk<P*ISn{<`kpY1#_@3Y4Y^HQB*luqZf6p<7|0U=9z`THZL8CHvC|kLK{au6X z$zIfJJxqS$T@^VnR?Wx$7!iaV?&91-zlN}rv*uJHrQ-0#Nr!2Tk{dL|YDc}b(7(4q zdAp&Nomd|mjObR7Kt7Tpseo(-(4WunqBhvY$b-LsKj$V0L0Mc&RLiJ$>X}$B-Ebcs z$M;@UijzbfY2j&7iK2p*HpbQe=Q+~6PO+|VS7EZwv>{<-tY9EYKgELhFtk&<c^ADI zL5eu`R|j#BpuIJastIvdrO&bS5D&3z+sJ=aEF@y&ZFkF+_8$E1+n)|hlq^72zL6D( ze5_9HZ+QN2@c?sbngey*687YBqRvJD7m<9m?eO$M6P_%?&_C=pi{H~sHmr(8yz7}0 zjaNrlq1A=K#xaH*gp7_hC4T3EvNxE@2-OfSgn#XNab^dbzxJ}rW4;-G!%H>6=`I1j zNf+x6ilaQ`PvNN(ktjFoE#-1(<uBIFn6J6)K!UH%*0Om?D6gJ)veAE95HyciUHoC( zfu#mJQeJ8zK^4v7QbZ~hd=|QH>W}tWg`U^uA>UYuZBgM@^1XYQqr{Co$vPn*zvC(W zvRD|#?9!9l<OcBsij>Tqply6NC|)z1Mgn~L_uLb@QI3r*n9L78VD08hWV4p&PQOmE zRQ`$u%!4{xe<Gfd!KPz9=Q%ETI{Dx19}#AVVS5}BTC*SC9qJG+>|DT=5+8VkY|LTl zPC{`Td+hLF^SVwN^8IoeU*b7UF^081^f%iT<pU@DR@F(N9(=XI+P_VcAA&8xXz<Jg zepS{zn6jG}j7H@Bem$ZF>8La6ZYk`rm~2?1A}9$8Q5t!nEwschQAV|q09yDw`O12W zQ4(7Brp~{;@)y6`LM2vwmIdsk?{+hJ2tX=@p?|XZIwlgU(^*%~MW|ljFdVQ$JttIx z`Y{ePkUhcmslitOMzfVpZlPRj;hAIVcN-{(77eTBb7Cu4A@`<>a_s_6{=9S7M^F?D zjUIV>A^uU*@5(zjlN5mZqf2%T@@H%Bx|PMSBYqUirA0P;6q{=MXg|}z4Mo+8!BsD} zG0G*IAK&MNA>zdO2E(mQ>|_3slJc|MAirYN5p#GCyLnmSH?Nr#cxLOw_tP%mwH{et z_(R5UvEPMHNbVePi{DO00P)FO(nPM^SQ7=kxgj@gI+VXkacv5Zr3PYfb;axk+UvZ$ zo1Mx;A(zq9x8r~a)Lt8=5V7pXq7A0r3oWf-qOzejj}I?m5tUzMsFc=lwPyLMk9ufd zX7qSu*Sn5?c6az1^LY`IU4^ar|EPd;iz28`kQZ3|Q=Nqo5AN-SHv#6KI3ZA`Q@6Q> z4erHB?mn9n2djRW-Ig#uh=<5LpJ23)<v+Qw;<AR@Xk}+ij?ZH=MpLZ9sCRDreN1XS z;-RJM+p;Csa{%LGBTtJPJJ{p^pUnk21|TFVjFil}@cHa+S{=JV{KuErA9<#|SkK$g zu?jkNLdPq<@dn!eH*Uc`dvq@}mNHI`lwH6~9CIxUu8KqKlC;lE5fwz$53l8FQV=H6 zM=CIsFTn*5^PM+lBs~AjeG@WcAby-#(jt_4vCqTbHL>HUue-c>>ptQWF%M42^%?QP zvjnElr%%@L>E~fN27O|%LqB}z)OBhiK`14w>-9Fq7I-*2VV;i2`w@8fI-0wUerZ<q zKcXO5rMg<bq4%Qq8_6$T->C@iyBFD(pRq!Vh01-EhYUmrktu&eV;4WYbWqjg%_dIm z@Za48o=qHIp871+!VJ}d+iNvGh}#$De3XYkcfDV3)u;IRK>ztd;#R>fMrtuAq~Vo; ziTzAXM;>#4oDkDQ-bK`3T=PS2@M$x?Py6xvQPjWeZD&70Lq3b|9ha}JK|M_`>T-jI zP+rgMc7oS_^z}3bH}ZY#WCY8aORr=aMBuMF-IgAD?-AgC?7lnl(|?`%k6Et?m(yl5 zB6Fc4WS{k0Tdxk`A62Y1C!Kh}#O&cAOc(W@8^3S4hw>KO`4sw^6_fZE;V0fIqKF5) z%~&lkQH%DA(DZsTl&@hO(BxD^J${*^okPG3oocl^znn+$6lP_Ml(8jDpL#gy0ODGC z_cE+qHf4kNfhUE;!V#C*e_LKGMik=X_cJn^O2P4pYaGW=9^>l2TkH=END%NPFP!OS z7uMU!-t2|;2K|eaJK<6EAg)F;S*|mIKTF-ZQQW5pEoYwy1pM2=x0RC{({oyJ(-)r3 zS^;}l^xl85FVOyinXJXCQ;CCYF{RfEn%k}oq}dld6oa^`##0};5!ZjT27h;T7)#rr z-aWd*2|?tNjiaNIu;~1K$Oh+!A(Hg&9h4uKxNM(u@8modLO5A`e=7;(W6mj94+%&y z=Y5X`{=}j*%@uNMXd&+e<<8G&VQ4Z-lW8ephN&cr#nm+iNG{8Biu$;L%SblLP<4_K zoi~NVyx$5y9p$@%w;Cwl6z19&{C5N!ynL5jkdqRa*W2>RnivSJsisS_nQTzvl%L`l zx`6R29laI)20_72#cX|f&OmI3r!$6sAP2{{|1k)BW`lM6;YgNlG6>==9JWm0K>1}F zttpFf>~)CR_6*ZLC>0L8qVM(>`%l4MV+#2WMHvR-4?!E|qIbBbTAUfa@dtDs#wIaV zN|nolOGDV3yC%=enMk1X`Q1xnN=71s@<g*$#sKC&*!29j4<}@{|MyKmlLMYB1-$s> z#Y^nHtDo<4ri6AiSy|VCMcnAv=R~Ih9*B<&BKtr8rEcG-WAr*N5lnd;@{!NyutJmp zQyM2ICidz^y%z_)+kMBk{_()-Y}z~Rs72gyosD_%nkcl#1>}(U*a$x6wMP?3&rjL9 zeYF_%>OjAolAeqZu`wq72Sffq#hFiyKgBk1C2q%O8|e98b|Jy};VBZ4me$AlzJLW1 za$ofAJC1aSgaWTBCNenor@^VCft7ImOEqe-w}9_2r+ktTwS%}9^~v0ROhhKz0p(LJ z0&vLVgd(jQ3)DFG9VD@d0ZDVa_%xdjey*p@g`<HIMlyd04%TtOfRZR@dQl@TU7l51 zyGspaJ$|8A*d*bKZ&$8?@d|Fc-c7z<iRRe{vnhY&{^HbvF`B`s=cp=FZ9#kmagz;) z?0Kjt;Hmf55vm|bc;j7>(unv%E{~3iwr!w&ai7qXtw=BGKMwpp@rVh63d-f5t8)|I zI0AzEa3Lr-Dovf5$we4lV%KDKAIHZoaeIn*Y+x!J9yxn7YuNWx+ZTzZ?BKybZ$<lH z4+}Q-4}5r?5>C}OJm)mzBBsS}KDPORd>8FX@}n8c*hKyQ&1j@QBNHkc-Sb6ks3?*8 z<OUh&#U{VVa}k8)d^6X<r5Q~1hh>%Vf0E$9QrKU^!A)qzY!P41aKhK}(ZuY1oFK&3 zsb+i&>1fP1<~omcV!=!9H#bq<AxEGp$;*Ka(t9$hdXCXTDpOgz$+9pUe|7KM1;k%- ztfEq<VOIdU`x9h8^SHtKVa`{B3e<;J?lH(Tvw`zQdIaxBen;WWiTvRc(l9T%_p=Y> z3`^;~9~+}PPu|MAS4CU<p!Sj1D9tHyf>W4R%LwU?HulDEf39|7yZkgXZPyUDrK>(F z%##G)=iMr_*-<|5oo3N~Qx~lM+8fuVtLW}9@N_eFa|H3@E6XnU_2SV*pY~)U#EIHM zhwL(zDeV334N;*$8Zc@MnxUDOf^Qz~VTO^&*E8_fL-sKX9DAx0rOqP-6AdMP@&>4H zWv29#Su@H@a&|MXU7W>5@5CfL>_prhUGYo}q?==<j9obD=~M`9)NoW{gEw{FAB;Wd zU}V}W??4OUI@oNE^EEIcU-U&t>gEEI3p;lGsU$+4Z1=$M6O?}qFbLi`JBq!3(X7Hj z&qI*zDjD0aKEMX%?oRMCcH+kmo>Q-^-o<tsPM)~P%tn~Ia>nE$-gwu9OTUYkI25a! zZ`;0;1Hao$zoKqRKpS0G)<rr2ps!DV%oMPRc~{2?L@spUyMYTbjv?qy5&JVd1?6Ms z$GX0xDEz`l*0$1XFYv(g+GH(;Kn|iv-EhKcZUx_++A$GcB8TGwg)emwXULjiu2})` zxd&?9)a^VdVIZEzJ2hboOB4Kih$A=yvy7(5ctk+~5{gN0&0}bwQ%Ty%8F4N0>6-L9 z>?A=@n)-1M10~$&pC4QZ;UFeVRGxg98pN8PG<Do*-oW(el9a?*=!xrE#!v2OF#=70 zoatGl6E)n9B@@56hH=}0w?h!}5yUYyN%3^zzoVU=sE_i2$mHn1cPx?+u`H*m=*j^z zz7_5q?m}p-p}RI{f^uS##iy-NZd4$IExGPC>W4abE|5Zk5{7IR>UP9fLBeC6q0x*P z*s5=~+jgV7?wyFsZ>Kx4Alt{6?|RMStp!R7V8lsCH^@FYoxuZwCCM)tZK;4t#+-3K z;=-hT*LSD-#ze3-i|76Q^AGDi^5An22P;9YeDTi|nrCUG{#lv1$bxyI`g@nhG%zl* z@nm>@4yU0x_aMLK{~Uy~o0y(Bs5zRQ-519SS9T?SKSzBg`n<BXzfTH7y;FXoF}W;! zOYh#j7R?Hg(c+=y2Zk{Nb*k2HXm4?nI#u@YAmRi~)Q)Im(gLL^xAL|#2S`-yyt%TA z^7z$B2Q{uU!qoKKf~FA*?6>$5O=ipm@1&2-JU&Jau7deef1|~~S8rKcOp%qCcjfQa zJ&yEu=}P-teF<WCIKO>vyc^%Ra&bRJHi;;RF*j*M_tpgW1o>e{PLK{RmP@lI!9VWP z(x;XYCx8E9aZbJ<V9%NUYejolZ|m|e*$_GypMM^cuFXU23@<(4I?V=}%_5JJ%EoXx zPv4tal)~VbaOI*7Egu|TC9mrKx*z3-;)HnR)-f-8Hl?mZ!+53VLG`j13@9(*x%#&K zAD)4?N=QX818wn*QN0SZhsRG{TP2V$H2zFFpn3fW|6CQd);!iUnd07oo>xz3UJi7h zLi-`vmvo8=W<qo|?CTrZDy%C|!1Qnj%I^XB<5mkUg7;VXm`%buR`PF<b>XNa*z=~z z3CFKtDW{g7`M7W*j=sS4CV2^XVDdVFVPq3;^h&w4)=mqWW*!eyI>n$Qv--N{I_im0 z()%-)Lra)h`a8aRvxW`0W!sJ#R^!RMwx7o=$cg#i-YryKYk2%vUi>=>Ir!w_a*B)# z@i{L%x+=oW0<3Y?E*dTTM5VRUOWWHF5dG~=m2{3QXw|>Ht$}i1s!XDWCPj0YHYsj0 zewz~N-q*P*Al>czrhA(UNdUSQUg)iK@qzry8HRx_UV=VGD6u_u6L;f3Kl*%52-Z4n zD@}kME+jez-5F*g=#R*ATr8o4W6zd+XFnsZR`=9DbyiV=-S%ynT|70>B!GDonEb;I zEB#WL@FRn;ubg5mtA+TTP5Qv<`y@yh^bY!f?z+d)veT2SnGt{cP^x(6B38<P=`ADw z-n~CD&!{`lT{QiH(H#pmLa@`{xE|?S?3b{m$&qc$vdDfw_17*I{!&WdiOdqVs{6UF z^0^q87W~>+=|Nl=DItE13+V5=4m?!mZ^8Oh>mN95vBA#a-C|)EO8EEZg~HNZv@glT zP>)Yh5z^g_-Xkv3K>Mh>c`vXTKjLA%tI0?Xm-c18$~!ube@i*cdAS<pv<;r!e2Azu zqw(#cvt8swn9P~f{is*L|L)W3kJmP_aMzV27ZKzWxvKCn=NT=W9_e<x?>&NB&XZJy zjw9X<gW69j8l(r-Z6}HmWH4~%ucYt7GQP>6>Tux(4T$-_+nr0GhaW>BUlPPokA=>j zbq&=zHt@1>mp6J13*J3D_Tx4;guN5vqMdKT9fC|q-xh|jieLRB@k5N@Il8P@UQG+< zGaMw%k-i^rkxu4wDGii9kSLRWBm%p~s1r5oxghS=g1F(WTAbCl?@_PN0Pf19J(6^Q z83Z*pW6t>sgKM|G@$u8En5IeSldM!3kQ=h=Klqgwhz{4U_xh@F%UX)r8VWHO*LuEg zT8;FuQ_iKrs3$6N=9`&C69qi<YkyS9H-p3BmvTOBKQX?{sn;Z=o7^cZT1%;8Cg^$B zOf8->fg+j2ABR7bFkdSv!hb&#KOvMLY=wHj_O0-GwcQd$`sI?*6B7>N^yp=HhWvN> zA(f@EVr(ElW=l%BLItZqZ!YBVQxmO_&}lp@fc!ps8n<KzFp}>Nde?pN*!yfv)sZuZ zbEe2c$$@g^t~#Ih-8NmoMFquQ)kJ;AFy?#DKB2x{vbT3k1|D@{i`oVcM88hpDT{wu z=7!`zQ8k3$>^I7<O};Q)Bqs;U|NeAhy7Ra+Hs@XFhVJb8Q!mPqUth0AOfQI$j<9>8 zWlyKU3*szt3+2%Qh<74}=Nu`+Yf}sEKlG9S#ha)C{m?E(nA5&~&G8qP$mP4myoz+& z^OwVwlJ@Yo?Z)}JHhiE!G+r&cfx@FdO|88U7pt#@QsB?6Rg8J~VanxoDk85rRO)Ds zIAo_4EhhY)$2e__mGs(0!9l2f@@msf>{e{R5GpEw(>`;G<L4!yr#$nl5eq-+58Z7P z1$rptPoPa66a`yXQs4Dda^kDcAt%SjDBs;+AO8vELp22iEYeV~kZJD9Nr`7DS7bt4 z|GXC6?OVMlWxucE=8=&)+{1IY=JuAYlG`TUQnM*>sv7AnI<3DyzM8^qNm`e@IfZ~_ zKXaw0G6msD`WD&cwS?t!v^_cPAr9$+;&zO`(0kJ9NOhk6G8V{hddhO1im01T&-$>u zh-YVy`>Fg}#A-=mH$xDYiSYV7as3VQP5iTX&WLhXtOlNPb)AcN`Xm0@mMiQ;JG)xR z!4o84780z`=xoKEL^Nl*e=lMWrh0mx7tUga=dQ1&4{^ef@lkoPnsw~E2en!iv4N9n z<<4JZS;RzMoMz2LepT*7`&b7H#O1WyP+>KoCpz0io>l#u#tn04s21kLpo}|wybkSO zrbCtVez!!4`mLF+M0GK+{F(XB#E=Po99+0?N^1dg41TkpZke6v$xRY|T{(=~k6;?Q z3TVG53Uc8ujl#qp=N^wg#1H4lB<jl!qo2#mu}FtBdPpNR#rG$m+|tPf+hKC_-0pfG zA^jcs1V;ALs)>mJvsE~A=0`rlEl}vzE99##tuu4_bC4V~;){1Z-lP7Ziu{cCm$_m8 zlE3A-4h~4O-RWc)YQ|H?Ki_s@;DS$uait=1)WphF?cM!KsAtI~_<G)Llpi~$NX>wF zOw}$u=S6Ffuj(AIow&*ZZzC3IHlOkUssU`_DnWB+gH;)s<s|NIDH8ebqzFhHSiU(O z!wVx*Rb6!<B*J9%zkQo2bnw^<g;NC4J}cHeb?Ax=OkNbwKG3ueHtWXLB<VKspE@%8 z{(mn4m6@Y&nwv3)l8+JE$Y+-!p)TEjkpm3z{~j59qk$jWN*4+Pr!ip{X0u!EC?_p` zx}e>P3<{48J-_$~aVT%JMHEzQW0Q0#7w5lI63snD_wnx=m~0x;*~kn!B69V4QP#Eu zNYbittDt+u0)LooKe`Wf7nkcfUs=OH9UCY;oF)a$qOYmKEg29W^C3QAvWlA%m;EyS zk%*9{|4#RF2thed;bosI{Gg+Ipk=R@i6AS{BpaRNBox~&`mr3{!+eZq)9DfK(jk85 zh-)wd;lICRck%uL7SOFFTF}Zt3>EDUeV8wV?x+pXdw#6M@_{1G=~_|r^Itg-t;`CG zrG~%mqUYU!a+Z>CZX@RJ{CJ{Xj70p@lV@!bBZFUh)<TW9XyDt>*i6SCZV07bztn~D zFaDP#lWLE1q5QF_&8=7M_#>sS^^~;e`Mp=88*q6TV|<wT`m@6}{#f?T-K2sc-18H8 zhvkU{%;o%sdEyk(hsFHdjB@^A{c@~(QivPLELt&3>O(%Yr+Eotoap{=BEvlL0~LH( zeyMHGzJY~5ZD|=`qJiXX#mYS%aaepkJS|7X0H69i6?BPSY;iC6xG38D^HQ!yJV5V@ z6S8dPtcFV%Ep_k9Cx}=4ah!rdh*cI|r#p4~v{S;zzWr>qj{Ct|%}qz`%N};S^J#b| z;tuv`M;P2kd#bPP7JIw?2A(!0WMP%tj%^Ay83F3)ILou6rZ2$;Rtk9>#RMBr=t<l8 zHjoJ3kx`>}`!?}1;r$Guo-0`U)a=&3Bodt3S%`Yhj(&cNy%Gi%Y!GM5aNo>r5sUQo zXm><8jb|RGhd2)k5p78ewJh$!FeG@w;Tr1C1Py+pl8P+6xBGD1YX>SqGx_Y-0QC8? zP|{mg_{ayZ6s7+4H*<h~Q;=-9wkSB0v)<F0q6E{9Qr2nG9u_x5yYG>(D0KHOl3yd{ zu_~2=iHFR@VYA*UikFiM_52PzzCIud&uSd+HLdYO&+DgI$1*A5mFbUPX>8;WVrMUV zDP$FA9c^WP?bVG(e^8iX%43G>m!%KdQLzydh8Dg|$=~p)teb_#h>!HblI?M7JMx>_ zC>5>qjN+n_w1jKgGHw;(HTL|EB-jO)3WygUfD+#;e_K6SiT`v}8EgC{&>ruVvMJ60 zE&Pde@yK6ryqkAi;t2&2Ua;?@t`6#}jZ8YO{-6(2yk%l|pjHABy;_<;j|9Iz*cVc_ zuj3Yb=ZEVMPi?>1wxk0_MMNI3Ot;XR#yZ!Mef39M@B|q?DXK$=N8Bdkq;iy%h)%am z)oMaL#;?9Bx7_)O=^NUof8wBmVxCWGQ7_RvtC-_YZpRLu4UMzB_t)`|ccPX01H9n# zzI*%4IRU77Vo1YTO#x;P+DlfhF%a1rbgwHXm>^j*h1+dL44lsTo9_?o!`{UUU~g0? zP!ByFX=_#zc(sb<KGLF`y)2fzEswZMjOG{2&^-~pD-7S?UB&bdqC%fbY@j^4+V)lk zJ%28yl~i0peXA^;_j_-!fVkWd6L|q{xZeCpj?s?^7zI7X&F98(YIo(k3K59QpTp-{ zg!D7XJi20c#GgI?=eXpzg9}*Dx?po`3>ndTB%j*<Cj-Q24sf}xQGujq8=IIN4V;@{ zD3$&w0MAS-zjXg;!vhzpRA+0@=dZ!LbNm_)VO4aqiMwYTH?X>0x`lMJ_7SDr(kecP z6`B9rXv>PYv7`=De?fT65I}vgWCk<ueMunV7I?=gQHY}b?8OD^Kd;NApeU>c0uNBY zi)-f?Hn}K~zjQr$Ne%V+tlYS}y4`^_M(~F-<{*Da{6{-cw`E*Gz}Z6QH8+TxKdJ)V z1<cPO{Np9W*ZTD#sP%IRKiIIf{(bp&6z5dPOK$8M!lqg?Y?V{zG1<s#c3~uHf;Ftm zMuXIa*C|UEpFp`~S985omZeeL;6jT;t|J%0aI6HgcSCu}@-GPzcWUu0(Q5DL6&m=> zI#L~Ymz#L-N+!98j1O4#qo#RACvh3}ggP%~I)XcK8K3<Bym>q3bSF+j2$a1Z2&iCz zP}?Y`aGQ2K?%N%e?N>DwPZk|zNAHla4VXg^3)o7P?Wy@nFe6#3~rJP<tNcwT*r z3fK;PQ(zxJp7;UQ!KK++Ec1_rmS(sJbm`R$@domPsI+gB|7<&US!(5|)-dXS@ac~V zQzHkQ`q*DtO>#oKUPXrm-Rb=*Oh3r7Z(`rf^|0nHA*dPl{2pv01gjRMmxby1!LNC9 zQk;Jl<5+RGu|0@-GJ>`e<q%gg*=l}eeQpOo^z$f>sK7d|{P#Z<|7(j_wcpU3?<*#v zhokzC)AL0<=hK)&`)Ll;Q<Sz@h2BT{ik06~>sVp#6OSWH787U+#^ljo=Ocd8Y8{mJ zUBRa|2Nqp+k^hO}riP9hy1$=cr!SHv!Scgo?&?A01BuxN=PnM2O)E+-n?v`ev%7Z= zUljrQyC&qhlvKcKx~)yYyN*?_3SaJ~rGw_$=qUr#OQ^vy5XA3>_GZf1J71jS;Mm1U z<y7Q1D1Av6CC<8qexLR4ZiS-WtR-Sl<<bbQy0;dShB&14wJY=jp(_}v?Bi@YdcJIO z-7I}L#z0(I=2IDM;U(k`86UfN{TnXnkigylb`6{4%K;8`W;j>dds%#G78|MvyRc)9 z{9E^_?Z%D>L#4W~jBW2Wrn%YLo<xrNZz>l0)VS;M;sD*xw5#-xVf?<Zln(L3YObGg zn?pIJ>DP%%j6)bnInwRT1r;!*<BGAnMGF~X3jy9~Yj~V&i*ga8G?;|54HdrlhZV|u ziwKOfgGlq`que?4z(^dw$$`rPhd6(u%8C$}k5Sw$7ud$gs>8S42p$NKyUQX(Ok)K? ze&=#g&PsW<U8|U#9+G<w+)~Y>APA}#Udy@L*q6EPk(MWP@SaATM}>a_JN!Peb<{)_ zLgXsaFr=?9U+iCZc!Ici&L={{uB{<7p*|jO%SF`ASBu)*;Rd#Y<^4KN!o=UB`~foq zgShQkvEy#fso-8y>U%FobgyQ2x$U=24f5jbT+IE9M3}j*v>D|TmN*i+PH_|Q@BU-n z671&!Sv#A;=zf&{DFQ{SM-)K${BwxJ{e7tKufj1c7V-EE+7wwFo3SsfvjLBWm++-3 z;|nHw^u)$|j8{wrEksbuQ~kO%gB^L)O4Wnzp95Rbo;<vqz?LAS-Nugck>6ReX;zUQ z6uu-DHA@LMPjMHx>~R1?#LT7pGGw60y?>g!oCPe@H>~-|kPo2HW4jj3xy~NxuJ$4f zP;%nsLyf2WP*vRLXTdHGhIu#KkFGI8tPwZYblocM^@i^y3-S~BAux{KV-X-fCV%SH z5(VmUlVq7U_=)>@heh}KuVT5OnY`gh-=U8~{IkbQpwz2HTPWXx&9lmVT>nA|+Qm`v z!5`S*c55r^|NU?wqf<2)>i5ix?~^YlpT#u4$12_4n8w@)x66+HTlkYI8GoiD5+Kd! zRp_iQjpho&lS(S$gqp09x?l$4QAJ&k#ZmsZ-d=shnSKEWCsK;aBQY49T3#F7<p7qu zH1BSFWB}5STv?Of5tvDwb(&iLI!<pA^HsMV`NhucKcAI7hEZ2AAG@N6?hHIfD|jhe zanW?%k0mFTak+i$O*Sbk@Y27RajpjO=$RNyK2UMPMwziK(ZL0&Ht#xDT~MFvfA*?F zKY0lfWz^I^8h3o+OW7xC4DpwK1l(2R=79{-fM+3}Ea0L!WUj_S!2j#F{WQZot`XVL z$2z!xJ$PVQ|KsLA{It?Rw*Y50Fnr=_B!m1j7wm_&{cdky=j4+NEaFgZ8GG$_;{y$_ zQ_x&nn&XF<|M0%2+sI#H{L;@tbQ8;b^drREn?!i%=4zLtegy6K?OEsXQCxH6mBn;9 z6^!c+ZQ3XyUqvmPO2_taNvF#P!ed3jlOddMR(lgqtF`)GkNoFvLJSP6`GkP`$A8|D z4@Dq+qX+lZAtQ(&pA%v}s848^WKprOi$DCkR(L9E8e_d~?pw1tfVna-TlQ(vLKt(M z<&$RxIHmI@y}mW#tpsFh{ziEXpMgqq18PptxUCVY>dgs^k}LZ+NaL8G`bX}&=zh7q zX(y1Mhj<jacO>_pV}~zuO@jMs{$a~;)SrL6AHj+#>aJu4Zeyfeg*6%B4Ez}*z3aWB zOvLXgTl-vJ^mWSpBC{H&f*`5Pf0Wu&h$Gq1xY5N$i1~@kiD=1z;Z6JU&qp|ks9x)W ziCbcDA!GelHY+2XU~bTBcBUrc9@YL*X5|4*siD#l?rCiF+wCCD!X=D8>dvINjTk|F zy1_)D7xkYjTxq<M#1EE(Yv;S)Z(+|YTb~~+o5183=D$)3iouIlJ}wce$cI+J$aMqp z#9{k)p?ukU><43soUAqjk@ZO6pJ<X0P*in{3Mn$e<oA8n7v$KX^`yXs<uRmB^enY7 z$*<t+lj)Um{Zb%u^?K?rnn|qh=5C3D3^|ybDG8a$=STgILPt8YnGrX=M|14fJVw@j zC*8h~iEvnSx|4ma30Ix}FV!GQ00u`V+6)ru;ld7Auh<SNtQKVy@%Jra+iQtm-}g^q z5-Q6!Wt*%-{c_f?fT97+^y_cgCC?EoXEpb+1mf<@N8euib$S-Nea%kFtVaNvd58#R z7WCeZ@2D`p#RGO1PTL)4qlZKj)h3@MR)Y4*20KGt7v|AF$XEJ(33v9pU2_5Xvr6u2 z9SkX8K)vus>HfP%4X-jvr%tL+6AG__gufTgV>_&#w51aC#B8-xs;n!zv(!gjZ^-_N zna=o)^VE<C4f}gPm~F`6893I&w{~DY^HJ`K(TICOar8lu#0Xa1K^y8{OaoVEza25S zNFwM1Y83dgctDtiV=v$nA6#Vgd9@OT_*kd1FP?BiK1!)YI{h277%U3R9IvA%V%vw7 zZN7G3kGqtAEA#CGee1S})xK%0)>A6)BO8HZ?a|mHcEmpkQ?(hl9>naj7!1kZa)WMs zxE%j~v_xfAEw6h!`t#-6wdo#=5V1e>W|OfT=s%S0s1Tuq<P(2s*3MG`X<*1areOp> ze`Vo9YY7>#bf7F}Um$vpT^e2RQRF3D%aTH$o?paRg3}H45JzCf<g&$wP#(BD8T)%` zA1xS?haQ+YJb^3c<+peHj^gJ+9vv326F@y@HCeA;&ESi5!D{b=mvQG4i!{73!&o%g zUxL9I&CB9t*C_;MvBic$1~JrsP-e<rcpd4u!p8mGTIhMGK(!&)*0PCZN#yfi=vl(e z9@2`qhOA&@pXjIrQEmtk@%`ReN<tdj(}#pG4e(FzTe*sIY7x2`&%YoZw&`23nKSh4 zP_D{$e<F^9_~sdZQ6&!fEz??=ex>%{($ZQLuMoF3;mG8)k}(~;@o)U36)Z~JH5AHt z>&F7of)!*s$2YJS0i%ZZ|DvAIDQDi_c3n6*d(c}|T~>H$;o|jIlM_rO`OkSH-?=LD z5xO#T$6R{pqy2FL>Gds?OqafK5TDu1>DP`6gR-Zn(RdYl@9FZ;oJ9M^`Q%e+aRL%h zE)@S<>f{ji%lf%Qeq9Tmr;rj%R)pr^g2|M^Db!O~9#Uetw~7BKvSNKEKZaLC{!!sg z=Y*v!GbR@cPB>I&xEG1uKS1_ED_cSg##qnQMY!zZ3bGG=UwJZu&5O4cd`(~>da2qB zcZqqNzRzmv&|x~*-3}Qk`N9EXEDnrjh<kUZ{L9UZpF*I(-f!=-#S1(i{6tO|GQc9Y z&9gOIGJ?Hj)MI>^4iwkQ_Hq%2CPn<pKJ&Lr*!Qa&26aN)*gQR>nf0R;tVFd;g~t<d z$)hr;)U-H(loI>S-H06w-^Nqie1m!j2fKMcvhcwwo!5BrVF6HnEp@DrO$s<4o9tzV z3}d}NyML~wuVZ%=X_~cTslZD@V)MQ;(vNX&t13=Pg8MZ)N4mTcXe0`!;$rBIbfNsI zx7if#?q8fC@Q0r8wN&%eOyP&vtos4aizva(JL674*d+F&?WP{*#SU!iTvov*`h0~8 z(*#T@&*IiHLF&a5vcNqRdD!$k+UHrCQ%F$^#GY8hZPg*P*MGOkzIjCwwDWv!jRqs# zI=gSWLW2UxnW@gEBi~=wRRfO@Dq46m8*wRvY7grWGDw>Gf9@quZby1$2U9kU;FT{U z1O7;7R2f48ZJ%|85ao7!;dafynM87+EGnYtDy4+T4SMn8K@xCu(xgZ&f(iPXpDG$K ztl}k%e@^+8F@mkz2fqr$0dwh|Vq0WlCA7`ED|t5Nv53AF;pZotu?S0xjv<uWcbK~o ztl`&!KWqDCU#&Qfn-X)`_}f)Xmd4SdL!=4cH~ppX)(|`D`+X+p9KC^cIfpL=1@I9^ zX}D9F6<HyzTfw^M?->5Xo<>>_^_2RE)2jxRi9=_XwFeXWKH3aaxvg0^fn3+);64?^ zt(G#mc{vXCzo$&luAk+CzYTtL3nx%N@I;{a*?={y%i}TcgccK_{8#0}Vct#Lw$xH- zYCkVQ_)dmBF&@MySvp=W6e6EzCR2{rQ3<FOvx#P`KzgoIG~X5Udr9*LTgpQ`rg8J- z69j1k3lqPQdB}j5p#6Af+P+4JNc_*h_va5b=$8Mt-+D?I;^<H58@4avJsQ37Su6cm z*j)o}jXxBy&1>yG(M|!J_1zECDpCJ{$F|8mDQ<As?K`m~f?C*h_HGOXF+yTfH(i?$ zBP?dtYMnG^h0Z<}E-|F@pu8jP6~sHL|90ekZy*Wc<}QCQVwuCtOWuU)JYyhIP6o4V zhBCt^#*?dOWtadI=I`9QzJv>_iFkio6on=+kJzCmS~xziG@S881kPQe-Lk#J0b2d` z|6OL8z?<$ZtB%!@!5dRGQ9*QX^AvpbCZAy$zs)>hbGwlb5_+DUw7-q|G~icH{lYdj zG5Rnw$AFFyG&-ryjd;C5+IMQMYw{75jt5v+>lukYukqvVbTou;D?8uSpKL&TKjffO z+#a6SYPdI}_!sZKoTt)VMoEPIx^_QYsRh@jH@PJxDhdMiIjb#3<lx{PW<Vo__!`SJ z0p*iu&Y*~8*kxM6($*K>S>%r3Ciy1S2d9u9?|R+Hp)qda{OwlXxLiJXAazud>Iw1{ zTx~EpTgVPxouMg(J3OG^V`dz|w}!D(Qha-<vw^?ww4=_D;vyEihu5v_7{JE8d&FF6 z4YNCtr%7kHjA!(@WhP)KkN-rxhXwh#TFQ+N(Qk8uTlP1KHx!&88)EI;S^fw2x&5xf z#)cQTl`p^0IV=nRk}FPYub|JX<4wj$>PfuSg2!(Bb19xhtLrtUhV~QL%UM%1JNS>y zyTZqPdEpn!Pg~9X!oVA>{V)UgA*Uh7{!lH_)mZrI^3nVx$omb|>TY4Jmm5~*-XTBI zdA-=}q~ExS71zL>s~jMy_M%Kea|~NPU^QAGLItiDwSSo)Kd*;-{UNatlow`pyYYQs z16%f?7RlWHi$CqZtESi{2<t3?1vXkU__dR%;`WP7a5dQb{^MZOWB9VbV`)wpbi2N` zJKE47-t3h)mt(BRclMm|S1K7aMxFY!UN(Y}sN9c-=8M2@k&;lFqnkJ~z>Qe;wqV>9 z?p{hP8@MJ!PnP?z!bwBh&33MJ+=kNg)VBoW6RR(0=l_<4ACO8u^Y9i4T-JSUgb@$O zqD^-=67?|YFrN9dGWG*g$ljqBNgu>UiaYMw1X2(h3Llz^A0r)6_znJehZ$bq>B=#V zrX!-IOqU)Aq3^TONc6#TRu~bx-=B}TxXS;Tk~xh3!<v|SZ2A!2$zvr(#I{=r>M!<l zgtVcanX<W$yQnw0BoED4qcqT++bD#!kP+90G~>uVpnLL=a=D*VA3h;>&7S)-1-!p~ z%jk7G8PIPZ6~D)Y{2V{%Kc@Og0qyUH?N<n-$2`pY5O!V&625-=A4TUGm*e|}@uzy) zd+)tVQxc8qRFnpq8j_GL`Y8!T$S9;iQfZKenItXUx3o(t(cXLSz5dt#trtGZ{oK!W zo#%0UzX8|r99CjT>vPm39o%ZGO+14=XA9?ln=}6tfrE;nqXrT5@ZZn#+0J+lQv5J9 zzX|&wK76cTm{p}EEk7+^6kHYu%J$R^?u9v`;W1%foI8OSY)y>>uy60_GyVksXleM& zJE2uh$4jQOk9w3a;(qvdk;V#f+;`e>Q%c8kjiB!8e!S{JN4~N7R(#H|hd8@cn8}@M z0ZEwnHFM#d7KLVy1#|rn^6+4KZ0k)2`7F8n+HekbLg{mVp13r)tHeg!s2@hUf*fYg z2IRoGuRP@I!+DgWUv##sRsckc$Co_Prja=?W;Qx<!r6q-SJdsiWZLNbVyea>N~1H3 z7}6X;)K3b&G`;<ZspScy39AS^ENgguZ~?!^D^wi`h6W_k9%c76SOl(x-B%v)#=Sm` zhQa72MQAug`&md*8Zw^m^v=Tmgtp+Hxi|fofs)DE(#*#QamL)fw7N2w)3W1;k^%M{ zHH&XJ@s1LY)br`!qA;{Inzz4`>qqC8{ybNGjC&8)4jj8SECh-7>}IceG!u{1`n4js z`M_}`_1T`DWyEEr8Pp)%M0ACfy7TFCl3W*(g<R_<5ie(p{fyTdq7}a~_2-W?bZ)xY z|GG>8C5zweOs4Coe&F{7U0Li&{5@W2h<Oc{Zf+BK`bP*x`)!IWj!DDGikRgrQ|#$5 zOn<X*a~;Xrlxo!Ad2x8ShW%qzexUU8Ja&@EA;uWWN*!hS$n9F8V*C<<5GFKR7o=5; z^rT&+^#9Hifs4De-sQbVQxigLeOsBpVp_N+;uAM%yn_|9lc<o@9^z#_F9Dywq_Jt} z3B%RGKEtFQI&c`>DwEuV^M7lW`OIsW?|S{(lFb`ofLWV6cd>`;RX&~a`w{&7w4Lb5 zeMW&(_w^>OyKupU#9Pb0dFuol!=ZbX`pZO)Q$hN~&PL=bq<n*^L;~dEOinptPKZ#| zx#O*W{-F0X%w^)z>&QLg0Dm{m0ne3hjZVXyiIUxF2SPqG;M}H0_@g-rxtn)1z<-89 zCc1UMp8xMBlJdGjQDT>d@<SPqUi#3((De}`wG%6-P}BTe3=5TXzf-Vi@tOky^8~~^ z*(1=YJ8Sd4yOp8-?_-kLN*wMh_Iy^-<$^JO0b0h9ZlbpD>xFH$tH>+MGs0#|H{xWd z)euOd1Lg{O`=VfW=nk{fBri&VX`W|N^)^X>cCL!H)<*P4e8<tW7;a#`BR6{qpSRZ2 zPc`quxxelEGT!>8@RD)w>8xU_*kMCiY4BG7Kgn#m_czH)M^Z%YWvyTyp9Zgonoqd^ zX}|s1e<nksP!&}LOj;sv{_7)uc}{%qH*XZ!AJT#5<Nv;?d!_=>?+3ptUFU}>Ddv$a zhS-CXyW(}&WEBNE$}1S*{-a2TvE%lC>qz2I;05|f8c1h28)v1!4EpPC=#QW@xMs|4 zsqh&>Zqo7JbF%~>*m`o5j*}V2^Q|6*nzE40OlGpQvU3E#l=Fqm?cGGQd78TIZf=rG z`;E=W-A>|s!H%u&_?+sTv~l6eEcSe43A(1>e)WSmg#^ci1;WyfiR(+S6vQ;RoS7uW zK{u!SXYdy)#2btD`>^1BU9y%I3;QZE-g);JiTC}1H~RMIdMzWV$yOEPJsCuHF4NSb zT|&UlXxqN5#Rv=rcD{I@fP#cApZ5&S5}x5sLoJsi;9l2&3wcY5RQLW+VabAd4Tt!H zctw_p{67kkA-VXyAh(D16V4$nH6LtNJ=KTA;$`0pYT&uwTkGszM|P6fpThh5Gdt;1 zUSeg9fBuG0r&+;BJU24x)4gOcP4sMYl8($^1o^uH@{%||K~2|<G1Ov%w{34~@6oTI zEi%Vt1j<*Dp-N2V$|F2aXZoEp{huT}n-mF*z@Ek<d`CquNz=lIlMJ%v_<2@0Q<PUb zEkbtWeKYufp39n_@_Nl$7{10itJ_heao+QGTHNtm;&(s8!nQ67={~LNmC~||+{=Qu zo;MbS2i<KNhkG`N7PW4Z6Oj~PJn?s%;}R$2+zb0uW?oPDcHXU93XuY&i#;AR;!yQj zT3@F?2=p(!5@EE*`@6`M;qfJAxbft;`3^mK__es-e9fAVH0=tAeJ{;TvTsDo6fG+Q zJxeoRI^O4OaBvjmO>u+qjXc3wGZwJClM(j!F)vtFzO<62b|O0IpHhr_uoqw{sFoD( zM*i;qJ(0P}Mfx6)DXv!OM}1?iksftRsNvTjJ6(kU2)3zuK9$1fsb^MPhdf2$gyt7X zAxl1xf3%))V^tJfO9C3%|8hXGV)cU~-};D6`JKNnjtO8N#*s)(D{k<XmUH`$8P8oJ znmh-$(L>bF?`{nrHwhzipZ7_aTTwRt)bi>Y&V9GUy8TS%fh4Q`_`mYfpgPUim3U4J z2E1C#*YLSuP*89Ad;>qsjVMnI7h@jKV(YFex)iXe;?><np@X`P9imka*x^)7sf5d6 z3Ms7kwk{TXs}dgT)7-~%2Z7uDemb?I=t6v|>8T$}2*!oq@l$Y4JoDzArF?pF=$X;N ziNrRdGVJT9@Gvt>(0{1bd(I7NcLEGMyypnL(0d0OV?}VUo@FO%nJS3AHM_ebOn`iP z{GLLYD;H_6F7rBZik9S%(TmZl!TF#!r<orCEr~T22`cZXq;=y}+ub@OI;s8H;%FRx zKZ|t96PPbHBz~sDZC#M8F<BVvsH7p;GEAcw<ON|ecjr})EOzi87|@c%Jb)I5tevZQ z*pHSOcp)X36*PH-`<;cjp(EM(RtNT<J(k@ezDlz|MC`g@8Ty0~Y8|<5FX`j?Q)>Nc zc^@nE9FM3hSQLYp#b4+1{J9};P3y!H$8aLd_gd9q?8$rI;?*zK%tCgwT1rftFhauJ z>V1Z`ssQzYQbzokx0osU#l(mnvOTT{x_qF5n?Mp(7|#c1IHkmjRu@pEj@0KL3V0q{ z)#^Y84A7PEe0MpX!-tqJ3^g4WhZfn}FFNr4SzJh~elLmrRag7=j`S(P3x#v8#rSiP zz5G7prOZ0A3jbYK`E~-`aPwE@#ax8h^KS0{=OgK*WUZcY6oHMhFOr!RlSGEz-Fs@S zcu!OO%`NLP7vv;IubOmVj%f%>6L<3hG10iwYszSmxZAn=Y0%qg;{M0TNuex3xW916 zj#ZBzd>ecp=fz;I`S$dl_>xVeQ&=A={E&ql`w^+5zK<RX4L-z<tgu63`3(0b+&et* z(I;}kP!v>~X+)zQU@y*s%|Q``F?5aoNs%)R8=Mj1Q9Lii35nO8h)1Ps=o^<~?l#Qh zd;5u5dsYYUQTZ2iq-J{v^FKR$7ELh^u)T=wVjDM^sk-H>DDM4hYxT-XALoJiJI60w zq>%tU1|g3Fm~)mjpOspAX#fF-c1Lsz=9vm>McfKd09r8XktxHR^P1h%u2WU$zX3<T z7qzmmb8Gy=iV55w<Imq+j_?0$>5m_9bkIOc4A+_eE)Ai=eb<kC-nvAn`$)*E;&brH zeKX9fqSNS;e*{|uk0S2Jy7`|x#|`J{8TaY&@sO^pZXb`bb)oQN9=_98@%#H5pW6(J zJP_kQEf~94U_h)=Pp1?6_+)G?(mLvpPlVy_4UbjgiC$8?&@FYSIVz%o9H$6lN2BMC zxQ9?}EShpgR|V>|Pg^rJuMvsl12SQa76MN;PdY#Nf_SRlSIX_7he*<N;&rtke9US* z>UM_$9uNO4uY4Rvv0a_wi`%D&3_(Gr4L8iAdVeWb&|Vo>^&%;QCph7~XnAYc&3?k- z!1MA8d5eVWyvTR&_jupvdH9Iueqs1X*F0=)w?Ry}%|uHK(veepM*X}wWT7BCJ+k-G zGSbvl$Qmf9C%VK3pIB>bBIc1QM$a@V@Z|jzxQTrMN(cPl0uvqRjg^{cWKtoDF?coP z73L+!K0f>5QV-F3x$}?m5hf_V;A-0?DGQDJ9Sd13sGzje_&hql1zGp!L<GvOplx4m z|IUqZkv^`&W62M3k5lU;{gZ3>+}j$FnR{^*ttpv3x>_R*wUXt_k?B=LQCgJ+dQS^^ zM8&M-BKDPj9(&^VyBm=n|3wVCNx``@TX=ut_iIDB(T$x86X^6}yZQ5Ds|3@((T&49 z{va-KvvkevxQ|kP>vhOmMi@G4U=@@i4O8lmOr3GQ*MMOw%@{i^(E5=J!#lB0>ZS!H zCm!z^zr46Gv?>mXPxu0fd*vvrh?d<%n-M4(m#&$Gy+b?o!ndy|tHZONxyI|S@cAb2 zNcb7Kal{u)tZE(=ggFNzlaBqgz#jGa=Dxe~aPPn`I=RI)RO$JWpUD&RkD?fkTjl&l z(!$phyPo0POod7E7Ahl|KFa#V$W#h+f2_Csbe00kqx0!&LgHiwntApG^WZe&==RLV z78ADBrt@3RFQRfj>pO8-n6v!oO{}?*An@Jz^Ef?nlqg!<ce&-G3{bBBspdP8j_yR* z1wJ(8COK|w*}^=uijED&^CWQcfYM#kDb`PvOv>e~7k)wmC;7VnUAQI+ALhOcq;YEC zbKTf=I_x{tQ%~2J$ftpeH^sg*;{0w(&6(v-n1iytK`m|;_kNk877wXstrM6U@xzu? z90qs_$E&39y{0kdZ{Qm#^01<d=-3`noIB$p!WE_nn~py7XROLVnY|`M?;-~7lKFIT zyJbMP&FSVb%op$4<)mGfS3-0UQfg;^;=TGa)l<9Yg}^i=gQ0Q{FB!^QcX_!VdlyQq zgSGcdfstZ2Dn7+Tx--f2)8E8=-vcb7nV7pjHO13CC4xC5?lDqkd0mJ)Fl*DlR~U9S zv9Nf=&7rQ7`?8`lz7o`wkG1^eB5>$aLr$>+7o2FkoM3?GF|-$&KFFkO6267<28p-% zz<hn<*aHnd%z0DzJIJI8p+)TreP0F1lYS4{b7gT)<J5JXmwTp=e~#UM2Ngv~jk%?) z#>92v#IA<Q9kz2Q(BVJHF#lqtOyx9rq_aZk{n~ZW^l2@z-`(u)zwHvx*L}BS6!Q(L z6_Z7#qBuy=p_FVLZz1wmt{o@Md(7o&(2=1ewd4C+&h_sh1t=#V@EiR*%xmbEDN_2n zffn|r#;wbWL11?3k;a&J#FS^rht(P(yf6B#l8*O_QNuQDd)c|**)nfo{wf13yNX(E zSWO|@7k}U9s9~P&O~*@nBn8QTjQq~V4tQVspPAH9<s9;wh~<_E=YS{bds`&;3B#q5 z%lC*IG$3V?dMFxmHJs|(Kic)rpvtH;$L?P2Wxh4XU2WBe(0FY6)!aq20|i7BV~^|M z^Ij3_*z+cQ)i$FZe_wK*58mmGeV!Kr&aa<Mpn=tXC8M)@a8GpOCP(m%4Rl6&`oZx& z4lrv`;qk`v?QO3ARs?ZxziFq>o2D}hMCjhpO>XR&@cw8rtK}gAVz*?TAMs}+2N&ME zRn#c}t1Ks*9NwRX(dhNpe^COTt$x2pMI^!4Miuqpp1`@EMKY47WFX0`G&?N}=g>a6 zc|G4ciRVmRg0>REuuYybWszSPqO^24)!KNVXYG8RYRVcq*07#3php2^_v4xo859`N zz!#hz+z+p6ZB+@P1=hv2BP_dR;b=AO_jA3>F!guu_xHX`aNla%nO~t&Fw|h;BKZTK zM>B3J3V1M*KGDj(_YNuodwT02x<U&wFP^`rOwOXJ-5(o8co$HO=YAo+SD3rI&-bu1 zK5zFa__B(d$U+Cqh?Q>&K+VeeyFL<&MAT3D?6J2@Adz`hy5%DUC^G3>+fWB_slPyK zteFmUIvy5BRBsR?(frphjWWWAn4+DfcX971addtLb1P*;GlLIonISF;5HZKNa1X@5 zLZwko3JmB{ntX6>yFcqr8uKJGx!$K>YW5xT0yT}jw(a5s_Z`(0EtiuJHS4aZt~LwV zBP8iam0%|6+9$5>dOu6lm7YsVAEF`m7BkXjVQ#;}^S3*;sYn3D<fWmqqXMLaxtaA@ z;rWsCSHb&fxDS3Py+r`$BaaVJn|3>IAU>sdgPP`f;_d3Y<f<bI5Od_PBjr2x?HrFX ztG|T#*{8JJ1!P3wpF@Z4f5&7Ytn+w&LSH9(^|?;i$q(n-L(Ct{V*aMNRt&d9Br9wa zzTffTv?%7zPu^zSQ;*0<lcUoa>%^rwjjf_hnCEgJr;7ci3~;#o9^-v8N9-lbA+WB2 zxYWRW*BIwvqhF~0n-CHK^%6T@?+kjFn^E0X+_8a%(?TX4c3_Tgj>4glbIXV$CMtON zD}{V&?eXhK0w<~I*vMxYF;65Lbgi7k{P>{p*qOZV67Vm!Ea=1|Ug$XO{3&dd7h)&v zX4$hh(8X}s-M)`_VD?+NLj)J*(=K{8CJkYqXX<}h{y3kebM(7~;+8QYlTquE#Rm$g zv9NIbyC4jVUvh;KFXH~=HHC8Pm?bn+*u}GI#|w>=-Ww^4*aLQLO3_ws3Z04j@ma`y zp77=R8rU9PN$hd(h{^J0g;$Txk8f`fhQB8Rp68HU;HF*5HDe$EVoOuyzLIljG+Qui zx1l^py<=_@Tc9C7J)wOab`8(%W=fZTf5U#BBjxq`&^IDS*hI5Bbr@~wWZYf0RTAe@ z=r`j#Hc?Hh@pr$WWi;g0uO<{L1M$M`N96vSCTa)?*T`uJ(CDYi+4W1{d&m1j-(M^e z94EwXk7^2#9FpXnW0<4pUM=Y!aCVB|)jMUln+NBEcir}65?DY(5@km&T;hfJ*1c4Q zN}Ri=$vN_!SBey3sa!J{A0?9QpS;MO8bKL{>`@o)yUXoIgYvTs&}LBg`Q-x!u<BfW z9E&|G9w~gumu+g12b0A%9zjJIdwHQ$5%&?(<_MyJ5%d4Kuk$JjvcXmPHRqF8dBB=O z_ZcH+BihUM!{K4=D8Vy$Q$eki9~f4xKgSNQphVufVzU732lVCraBrV7SPE0#+@}3Q zP({C=zbGOE|G3ID4&-9KO6GIXNb_p+Adhi}r5^{>8}ybAy~I5MCv9CpoZCjJO;YLm zWMQ8<%Uxb)MmSdd!Y$?yEz~}%<2qbZMVQIv9)5O=mF#rnQ*3J8Kn#o*WZ##}BAPZ` z6LO82gl4za^chJQxF2===9&Uzk7);cOD>|hx|5!hzj(+aa}hx~r>Jo9ZP=-5Dg$^m zbu-#tX+;~C`M2g)<MUmo1x5B_1qyVRSK5Q~ZkHCfq#v@UC2jluE6ZHRxk|x3uHUwP zBI0YUrh9Fd(W;xzu1mj};Q7?4ou#2N(9l@;fyDWIzHpJ3qTzJ#w=cXuvq~1{<k;#C zz2|{}HYwga37Au}<WORRD|t^RIKoA?tP=;SyoPTjvy+q;-$oMiagOAvPVdWItAxGK z?8CW!oF7?W{!y@%2AoP>zPYnZ57j&AlpC9bF$Y34K&l*{o6FQ}8YTrH`%l4@q2f)# z=dAK_8Ydlj<L9HAJ{LUK_lO@nsaQuyJ*x2j)+_-ww=P>Wf57LGmD#8txznigsooWW zLJMD)U(FC-XNdWPtPf4~63`YiAFSUX1-(mbV_Cdw$oHYQ&Nj9MRH#<iT@}BA#`Lt} z-uWwo|4$07X_E@<uKF!Dj4)@z>(q1OT`NdYf1qs&b9#?S3VBCq526u<=1&TDu|H72 zPEiYU`#r2PN)@mFK`aNu>J)zPKvvW7!ofg#xD?wx;lm*Zb`Oiyh7Smndrf2yo%XIH z9^8!9Ou4}gF=yE?YyRT_PTs(?CGj}#d)JfZ#}^4;Qhnf|q$vejA*ColfC)HG?&Rj1 z+(7OngRE6gE0Bwj$B*m9!mv3Y)GA2Q!kZ75B@Z==!d3K!=9f|<(fA*GsmNCz_^tTZ z;W6%=_M8d+`s>ps(Q$Ay>)9d?RA)}DpL3r_95XrGkG9~vbmMIr|EFsN8{2G&^Q<CS zTIk-tR)P0E-O<Cp{OQR0C+Pm?S)9+7qvg6jfqQ&r!5k$xr$&CUmH$2Um+)_hc0^Bm zi1Iq;FtzCow6t}g&#jvUbP7k?_GU}KaKAnMxl_zg{e*Q&{~I%~f3_*)sa{1R?H?TE zvERXUt9fv=KNl42EEWIxV;W6$5WN4Ia84vY^FU3TG`JbL#J9)OgWuSnXhy*vWN~#W z;uiL(?wx+sLXZF7ubioiW?h&<5eL6;KEm(kHLi0-=XOeiN1AQpa3U9+b$)GhD-ic= z^^XWWzd%b)u#I2*BfW+O^>b#ZzwlgbP@^N@CgwFNoK=v+^ZKy<T-jICm^Z1DE2lv8 z68W1ahB=*RK&$>%rQr^oYqW?paHzz+Sl<hDW1khkXU<}DR!S2XvvNC+;`w`!4PjTV zAqasI7tWRR(vweyw4Za}KWDFJP@KOphmQCj$z~PFLg4}wzPrcP5KP}XLMF>VST1$N z$Lj}T$lFv9mF56CnTUA5S^W1Or}vbuSwe?XQ!kd|@0H=FUk?@<(!-&kpfrCOd=Hd! zW0ADQoP?iJ6W^8SNvGNayqzBMz>wT+veLGQvbs1Vt~{25jug>0>2W65XX0|ZiA4^U zSh$<gy?TjoO2Pckav{>|$LqGe?Nn$uZ+zy&O<oY^IlaHC7U!$acf`EFe$?t?)wgY8 zH;|fDiF+vKMBASh)@H?gv#iB?iY4zQpjtD`^KIoO(lvW|PBWAdlD5uL?74Z!TG<Mh zH}=zn?2DYbj1Aml;=J?j<XsL3yFJtYqh1Q+MoVc9nlO-4YI&(1^0MF|>M(r|=X@_U z8rBJJ@PUt0N-0a51USj8h5PQMfNI=%)9wrz=px1)JgsJt-{Z&8BLdi85+AznA)cf7 zYti;TG#f>H^5QE@J`ynhZ!#s7e*q2BRV8{%V!zzmfIC7ST)-@o&|7cCMaq3Tmse9N z3JX^Swd*Z8$-QqXxCge<LgkJRS6gjFfUY?5pRgO=Lnxf0%`K%PdAj0GD=*9<>C!S~ z+YUbLSr0z{aZ(n9f`4!tH?$C1GF2^i-tfbf@VTP<wgT|zm(yznA13%q(azc4zz8i~ zG7I@3vQVUV>xVHF=NHJ!#><Y_hj4JWl4=3&Ny~eMYwfKk%CDajf4Og#*f)GuX{?79 zf{*4s+_)u18d}t<PdmzjOJ~p5d}HhnKNvq9Up#@r{L-|vqL&Fj#=G5yD*W)|nfFs3 zF&fBfeb6P1`(F<(o2<UtPXnV*f<C2*h=S!5o)uqag5LiEGGtW5fN!sP-@(sQM08Qn z%bR>mU_Vmsq}?I>e-E2a;;FxA<k;Q4{N^(R<Km!X@;*L@sI$x+TE+MAah8kuTN%l< z>Bqxk+#`fYfaS+3sw6q`uerCZ7W+zmtc`U~V(;zOU!iJW1mV=dBFPQ|E>idTqqcAT zw50J~qoA-0s&Mj!@x{?*3V227ORYa|N3Z?Z49~6clgD}tzEwBUk{2##{v&ZONBzOk ziV)#$v`Zw}^cBMlV%@X%==Di1cwh7HsrP6v@r<J{Oa;G(JN@21A&W78Lwq;iAw2K< z?tWO%w|xK|)s4GXlFSeG>+SkKqc9ilhVeD-NG1q3cWAQyE(mYM4rc|-Q$hE%xWd3F z7w9rtRt5{t6LD`<S=)v&k3qUvydy^t?5EQBDy<e#m<4^3Q77)d?rXj@i07&lbNzz_ zwb4X}w!d;nIU_0d;`Ge@OL$Lw{r8TO2k`SQ623H<DFA6-kF+q|A4m6_oxNLqMB%dH zf<`3WH2UWq_igeRo@<_}vHh1P4P_ZS%G6o0ugLHNSFbqE@76BFKa;|_)}*>A9(wHM zYOD_GFXe);Z9Q*{g_+?t?Q!m&a&~f=TW<O|&LyksO^7-D5`>koQ=<#_G51{Ifwrz4 z0|d?;u}bEdN0+&2q?gWfgEX^OZMr5sl&@Ipa&G5@dwjoM-!c~ii%OdB`|v)sn9c2) z_Yr0g6G_=4+o1~N<&M3#5;M^~FYY!81KdN3+wb}J*a*=SIp)1`Yyh1R9m{ra<|DiM z`-RFezt`&t!?!UdHUQCK{nae|eYC50SCIndLNSYR40(<c238RZFYx@{o_dUap?VBa zjycolqhvz2!!7PJ_5*7+JI4L~N(U;*G7mL8u*b%piE|sC6LO`6v2yaWl3};0+YZPT z5i?z?OWBR|uu-C-<RZldrbi*pja3$&23)u2SsWnp<o2*B(Q#m|M)oVN00Fr3;li01 zA92_?Zs$}dzyW%RA#@QHlGxvvvgv#h^X&K|MHR50BYw#2z|9LxIN!rz7W)_T6pE}r zYAg?+1--wA?o<lH#V=j|=>A}i=RdM&kLDcV>!!jU|B{b<;BlM!IFkiZiS6d=DinD2 zTx5otgntj&RU15*!_X%j5gL)bNO)bP_dQuD0^ZbP@AcnfzpVg|_~Z#OFgc|7_rG4u zS^nxgIi<9OD*mncZxxaPrwic)H=H+!N{yU|YeAR`!px8@@U9%aE$IJRtuBSVOkp}% z8F>Fb@M1hcd5myxakGDzRZIk8iIBKJ1978W)w|+90T`hD;@vN?Nq}1FK!!;vK@+{L zrSBsfJTTrFW*$O|_bf*9>rA{P*SGBA;2W|)iF@(>A<hpx)pOq!Y1@OCHhbuk*G0*b zpSP6QIO1~-Z~5NYO=b|!Y1OYulL3#ZXSYl+HNZfnv#X_X45jI^+4!lf5n(r;zC9p9 z1Cbkn9-rmKpgP)r$lZ|zytcM|n#d7{Yek<e-xV{0m7Vl~AL$#&l1Z(M%Dj$hX3U4q zCJKOu6L+QEi~yV%TR&$k#R8S>U-)D&Pc3ii#%+7AB@}U{rSCe4`{}~r$31#P!RGhS zk&0xTKerqBV-p|;I$J-V@jf+5sB27XE#f|)Z?pB6^SZo{b2~JW5A%Uvyc>z>yS+xd z3^^?RI}Z0m;x!$$W2T7+=jjW%^23C@ICW{Yl!eUjt$tq?REq+5Mcmk?WuRQTtg@$X z2BqwxEa0zZ@{h@j_wQb@!bh)u-YwH|pgL;EV7`wAEQ7oZRpJ;R?5=^Ly(SYVZWF5c zz`#cCx%?FzHK|bQywFI0be>3g*h<-heW$Lp#oYQc!od2Se4l`OB-V-<w&GiUA=gmd z3a0cqq*~|lI`9cMG*ue}{OPPE^zXbnz%DKWLN^R}j(nE}wsU=kpV(;0<<XFveg^cA zrRJXBGa?0P&!2cw9}B`I>6*t!JvUL&jm^MW+!HW;8Ez+D+J|a8)6Nu8#bKZHyr}7v z8ptbpR7fS@Jn8Rbo}Lp+#2MShr{{7h;4NQeDTedBD_u#H*5_;xSHK|fTVbB?i@i#d z@SC4>ll(JwSRChlv$bhguZsZD_=+>HZ=Ptae0wYTA}j2DC@}u_rvOMP1>{Hh<G!41 zaq`y8d6eMy`gphx=0F=;R(?N{L-?icR;v<Xf{Bi<*XdI-;FC9Q*OQ|H+vK)p3JD66 zPL;0j%-3)(Z?rsN8|E{6CZBcF6P+d=wYaZ8k&z?qwc7n@wlR`DqcM_QrqXbG#_sH` zzC|L_x=4lQ?f>&9l@TrfFc<CUDZ7#6aY9LoJ@)Mgh199tbE57ch4grNQ$!4VWHi5u zMue(KLGJh?4RKX5%+U@_cIU%;#iN<qI`Q7u{+7mF73{g^a``m3q>VYjMO{^+e}zD5 z{)z%W_bmFDb8D1sTn6S&$<*yLV<csyXU#$bsbo>KxSO%R5YSfdd+|t%4ocoW&JZwU zASwFiH3U=J&?|3?MQLvaIN7iI`{FrH{5g5$B5?)hk$zHsO!(uUJL-bmp%5y}p1n$^ zaueUrJ9ytLhu0F;){;ruhnEO{*Anljb`dhqsk5v`8uLTDuAiQ|#|@d1rR>px%=rA3 zyeB+tfG~OZIZOA21YEamk%{A@kS%naojWQiB;OaE*Y_EupnR9q4t9ERaJylb?vJ_h z9Ky$4H3KEd_jitGpNZ@z(&k>vsjetO;AJt-`poY{5c~S;`U!3r5dARwIh&hg{9@rP zYSE7h1+Bui`*MR}!qMHVyyZl1)y+!wo2)qZT-zPIgB$!+omTrPeJCc7tKpO<9T+)v zW=7J{!$aNwCKaF4l0Fg2F3)i8-p5+g<nx7bG{A4QtJ7nQ_{8UK`04fn5xL%e^=u5D zi_SQn5N}yW`|ZnoUwE$~zwBM}D)~y_@4~EGeS(W@yL<Bj|BX?CFLy6R0DIfrw$7M0 z%rKGBCAO_EZpwp5c8qp~D=(xp*^n~zTqIqU%}pi53BOmrKRSGo3LR77J;8X+mn=IQ zWb{i3q^|^WwW&(Oizb(-r`Vs$rLDCTdT#|$#3I$LU!NeFq|z*P`{#*b3meP9tC*V* zclZ|HVQKg+)**Nv_oWiLg2P!em7x4sqh0%1Nnkmuo?Ot&L8^F3jGqvhCp6u{=}kxR z9P+mS8?{*&{7v>;ag^*u(c0b5PD>3TE(^btd>?<Ku_X0#v>8Hh8)+Yuyi5zfXuXz1 ze&N36qDj8I356`*;@<ZIp9?rszy6-@pG7~$A}Dq^cMvENWzcCa1X-f9^zjTla4X++ z-VWzEi)h{?Ty$fD#Fk;htQI=bDSxd#>M;wDQtYdpOkW9+1uf<osv=PI6CTW^O`xP@ zX-1!AA&C8(6BD~A0Tx^0JC}}e!^F>T+~%^_`~K+OlL4IfOY+OzQO1GK`{#Z#I38a? z#(tj7PNx}x^WC>M)%bomXYJlt^I(ZMKxHpp^`!x>XNd-7>@;M~)WrQmzZMb2_iooY z(@vso{iL#b^f1wqYDub!i9xD{-ia{0FFc(eyXe5Uf*fm?TJ)PXh#ZS}X)1jU5mR>H zqM8BbF?jWiGZ*o~lSDi^v6hB~nf&$voTKBT@Jl$03B%CZ_HkP_DJW&?Enf+vf@jXh ztL=y6Anf&Jtt{Fy6n5~D%h?xGXtr4EDc`P5LhyF$*0Y`xP;l|GM@Tn294J+Md{YtU z^d6-#FJBe~m+3ya(>6G##6;389<D+he|?r*CZ`ccZop|4jd9|9K<HR({5T=D{lmsR z$5r&XQ|RmEz1$#VVfm}PgA>3XWX`bSe^2uDCWB7wQ?zvztrD9?lU$FSrfG1$KF0M1 z4Suc;RlGb-37$rBPRoxk72r9B&Dn=h4{5-kuI#6FF9oXTo~UenK7pj-hS((-Mo`F4 zxm8mxMd0??RjueWh8o=2T3AU@xU*W*wBtQ~5A9UH@3=pi=;%e;ZXA+@vS&GClP_?e zt9Jj>x)SUYH|*1i!JLxpyqdJ9aUxLqW1i#R3^P<nj73SWO%WPH51ppUSjmOU8n?ci z(EyL<!-<|;CfMi+XEsixC*8ZmIOF(MkXD(fkQ&Y-ttOULP<4jTuEj_CwfK2g+HM~7 zr<Q}9x-j>`@i7lDR~MD7)QSU7VejOAWj@e;J@Lkfkc6)Gmuke}AQY2C#~gxlW>fT^ z*x#pc!frcnt~=Ly2z7aBP4iAx$ZPar=f?YdgRzRl-d}P+zcu;M!090*C1l3W=8C<N z;tx6mR;G|)bbR)4Ln#;-$vZw}fP31~$~JR&{-BbPd`x9s65<A>laB1CK=~`Ft9-Ho zu<zux+Vwte&}zty5x&9&57{1tzLu1Or}C^tM&&c;%!Q?g3^*qvP;QmvUq=hclheG9 z@m_K^<k|eUW0?PW(BgFm=1_O)bkbb7PY);0J{90wV<Ht2zZ5uEiNe!D@2_9C@sRD# z?6LoaD#O8dk)85oI2Xv|o5J`Nb7{BqU0M1n3$riN{}_=%@b{&wkNGos7;ycyixcOW zJc{Z=nYW3M6!#|_8C%oPgO7gGpV`Y1!;#7rcJ@Vr<pGPM>7WQGZK9^Q$rW^dc*!p> z4ewF4@PAF-6tR2pv39QE2oV^0PDtIefM~n5Uuk7-l+ba#;_<4#ns60Ye{WzW1v?c6 zw=>8QsB%@Wzxta5koqpQujp}4E2OZ%ktzag0huZRvF+$pj_<xH5e6{LDZFu*OBxal z8_2|nbtE}|O7y$e2HK};=JXlgqdrtq9fA%^fl4i}Yy=k{9Qh#YFkd~7sDXu}C%QM# zDsywiqgGnT*-~K^gLz+kuOvLFZ}`C7fhOnW0o->F$mckL^B}`P17gabxL{D?_UYcu zHMCj!_S_ius{7sUe<XZX4r;C$g@o(MgO0nh&G7@Y@SAwUYPb*Q&@^gG;&u4I%v@|D z@{Bz6Hc@W9yNi7{!)NvnV@`RIWL%%SAeDT_=N88NUYz7OF!^QUB`2sKEq#)FW|W|9 zHD12CM+&4I?svPDPNBW=_kyph&JsLBXM*@cu>bsLo7!bjd>?akcACVTn$4d_t?I9C zB7>w*8IJZ|BAfY1r_c656jyw7$4Cg?w@y8NPR*b~uKM#o&ofsLeXNRaceFTY6fh1U zPkxB%pZxE3wE$2azDfIjeHKj|=`PfgV}+_8B2ltJI43b-*;j@+xdX0w_RG7chzh-; z0|Vt#$Oj6IW(Rr@-#5pd{~T}+nprmF>q$0<{xj!1kjaPdPiFpiPjnM!V@ib--toio zp#aeYPbQ$Sy{$9%A0+Hf_0-)f#Qv+~w<Z|KLtMH?b?7eP1dnaL!Cn5mWPwp@5a6Cl z#?@kRSNz-#3|xIF;WCRJtx@-iXbJ(JEY(hAZzb}me$_UN?{TjN#!8m({gdV?8KIMc z`4Bl-)fz9Sh_v=kEOf4QNFkCg<$C2L(S0|GMLSI%uH+=wY<ChMwKshaZPO41C;gf2 zR#r18S+nZ7_qHh%@0B`TWh@Q;rysfw7qWu%-&1-aYw~dCTcJ)IGd&#kqlVry5CWUU z+|JfzE_f~VI)TGM8Ftwd5w2z2@F382;}hl&`&*s6`XzjX*v{dd?f!HL)r-;3tdy~l z3^P}F3~(=Sf9Qv6H!tHkU)IY=BhOm&QLW)lD(2l&t=Pm=uP>mG>_5ZO0?X*B&>yE8 zVI1(RR`y#YApi`MmwoD_2Z^S^ttkb!ImyxX<malmXLEZ%lY8_08qst%p#3=wzE2$f zn0n<eI~h@Boxm~5289<J{svqfBmS~{mkt}2fSnsx_J6|P(_}sH9~z%PFKzt_k1O!O z8?MRCTKi4J#qs^C-6ds6?tbu3#$F7fb{;Ql$GIZMy#jQ<RvAeP{r$6Lp7Y3f_(Wa8 z6wV7USG$^I;W@?~77Ir!5pu=t(d*fkIimJZ+tqY|F=8<w>)@w2e$sT^UD(^08AMc1 zyx2>XgXpfoq;FjPXp5Oy-uWngh<>!8uXTtCtkVjw*^IOi?p3VoiQ0l-Q~hOTmV*uQ z)T>(ZTDsAfb1q6{c&^p8=gu{6mm0L?hsK!xDK^+L^CK?__gkG4A6<Evia8028^;WC zX}~r7_jz|23CL}9KK*5x4SXMpv&ZBKKv;C49qk+&M9L);o^#>=tL+t~^}Jm0^h}b< z&j$i<ujdWMUUEZmiREGMTz*)5RX6Z)bQ!5rx?bNhVuF{tx1U5hv0+aJ&p7)RM#!^v zH9cm8_b=<la=rINL1rl7hi@g7Eaopf<Y3JLD*Rt;Sa9!oXrGivw*)QOS~`7IpqLvz z);XOU3Q>X$+4?ssm>bQ!#&}*gNE}?dU$m!u6d?U)51%V!V}*k8r@{B^`q2rtv>4l7 zei#dV@o;B6&Xaez=7^bX5?oJ=SD&6}BT~4I?AZQ>9rNiY;=Ou@QS|&+|CN4xUyar_ zF9H#gA!Ipc)wdUOWVp8sSN<c?5_})(wl|^)+GOuEZ+6HUkJ~PT?>o`s^squvfHrlG z9+4MxFn(gkX6Qb7m>RLz@_3^axqk}vy__Nn8r^{xlyC6B(wFnXLr5CBBwr1hHMJrm z)}1blc+aw-`r3*Hb7X|#MiXdpE-p|dI`0tXYS@dKiE?b=CS^kVn^P}}g8w-hi7Cf9 zg6mt*IX^)PTv5%;>GENLLpqO?3wszK%ZC1x2LsMwZ`~;H#k~11GzY13T&!f;_E%Xw zX+jVle*;GU-<Ld7_h;Q%0uJSPnls<Pz7NWlu9AD~VD-ZIwYmhAoD5cxJ*6{;{uY8v z2<~M(xZ<mRsE!SM;_pjG;=X+1(#uYbGxLON%a0_FgYzgUU!VUC&OwZ8X>I3W-z3gd zNp`d|vVal87RQ=j*aLViecQz)QD`zsdMU1lxw51Sz46Nh)P1Hhf1sQL{4T2BRbJ~r z8`df0Zl_H`>bn8g49;OU9$tR=y^<ZS>qmEMtulg~;8V-w#{c(!{uI45#d|<~yJGrn z5^zp8D7DT=oSbsE>tc?Of@=pdFK4MPA{E2b`nLj@n-X74{d15HlIi<ZmlOCP?XOu# z`$Hzk`|^F)D(3#$v$jrCt7fo`lHePt6oM(C3~t3W>{CxBw0sU=4+Kk)<?&T2<Zy|x zWaB-YkNO1Doou|PuG$^&CTa$i)Ux=*Sm3-a+u^DIqQ#*934z|VFA#c7wDv`3>xmhQ zu)<&gc2LUyaD5STJSJ3%gJl^QNXanGBf{?}&=n?k{h0Y23j2H}c;Yw@S<#p4QJ^mb zQ5ve-CJtp0azbYrf^Ti2m(>b6c1N%u)@iu;MK&GDM<08Ay$I*$Sy6bJ1BFZ*VIN*J z#`ATtxazo6{N72dll4f&zE5<){`wgO;1jDn-K@_`Mkf8LIo8bwasDmb9{EzB`d`ZZ zSt={AR0$^J%J7j*;i_=0oedNnS`VL{Vg?7Ci}{FiD66S8{=5BfpI71MwL{Kw5K?ha zpUfOV3!DEr&wNvW*V-%H;Y)(>H0o!0Km+C>p5kTbe1dryHV?|CySPC$>1`RKFCA#! z%KoCtCJUPU5(<UIe~3g`k-w&9+@zPLj`tJXGZJC+yVAL`fs9q|81x6>eT*iRiR+0B z9K5D&ar6-W+}?R-@=+}f>DrW@I)Qsioz7X7KS%lr{X=&yMUsOkScK(${Q!k@{d!I~ zJ5i9-4;R0&gn4DU3tmn?__-jBQt~NinHKUzf^YxP!k)L(hiU$=d4Z2Ay_EcX9VNdm z%HJy0OT7IRTd(*`0X9z@y`X~$WQ+v??|P$opl~7XVC>*5V%7I_al#%sN}HNvGwy?Z z`%;4wOHAZSPQO<dAp_N~WGEq9`JmlSnNCt)82hTu$NU!Of<;Cv9dAYfh?~2@@lkq) zXfpR*ezujJlya@@VUkTJJ~!V!aM5}ijTL?yADUYx(j>0Vlos_9m$R-ie8ybBs@KJB zn|Pjaw)&h<B)tr*ZYkV&fO}r2KhfLEZb(DGa0<Vqr67!OPxvNqaDr6+NBo5TK_)>x zIf@mV=%iuv=G*PRk?YW@gw9<8<lVi#9)0^|L2$GFPX*?fCK$d>x}Gcx3_<Un?DZ6b z{rjJvT{0Ac7zN~bK2#7G)V|%IS)(Jv$DH04(@K)AN7z$O_HmK)1BcfewoaoPSF!_i z>O_I^ohy!xu^hRaO=x~~ofo7o>K&`azVzB*Q#Wm&E~2pOHOmh}Hc)S~2z<dH3}g1k zE!oekpo${(TpNNFPLx#Ainrr)m|OOVw>No!m7Tlk><A61ZT)CZ8|@OBco^dR`6>ql z5B7lFXMFE2u}V9E=YxDSw$DvQd7v?y&nJm}1&J^ml=9=mxn+U(b1WBEkZ-4sWyfiG zP}&l9u($$q4P=p3Q=AO2?dmY8&yj>eejyt>>_-hu;GR^+J@u_wyJVG>#lbhzS8)~d z{94Y~YzfO(1CzXXF<T)nQt^TM&*sZKz_#t(0pl6$Dd~ojN8i#y!R9ST`#v7Bv8|(N z+?x$(r7zMO_0W)FCxv#}{1$-_UQ<I~l7%eFWRWYyd(@JE2mH0i`QYwrj?jU-d@w56 zc$dKWynjM2Gw*O-S!!0NY`?P*7#vON;5d!<0R5|894;LwbFXOEJt<aL*d{)>G1QC1 zT>EWr{iB73;gzKd2WbdBspIIxP9bLkSc1R4lLN+M-=h~cdC5<gC-*395e2X9J8m0U zOM*l7wAYgY{J9iu<H~p|0G6=>vFg4Oq-PfU!&we-s0+Q;ppEl%DQl`>{?FFX+NF_W zZM(70yy0+pwJ-|_3R36Zbo3L}QIUVTVGQ{<=ck69;)SJEm9N3gY-GdwuHWw;QOVo! z=YQ>B<^_)Wd+%uRUSF*@^WQ|G0z6RpdFuNkdYEUI@xEfoL)KgW-0F3fjx3k@^?O&* zIzb6?J^uAl016y@r|)fmd0s}%Khq23;8z_}RQ)CFXKQ_UECciTm6Y?}UJ>AfrP@Pw z*4SH+oc}`fqc9tJJ&51F8FOmxG#;Mbg}o;k%-zAe-_M}g7y;$P-&~|-Hn*Bq+$2%? z?EL&>AAbK1j~`Tx7(tZCOZgT!pTXCd9k=Hs?w5<%K4^Hu2_G|n@>&sl*n3P%1FX4W zpP@*)8J{A6tBL$#Eh8M%pnNHOAp`sjcZ}Y}^1(4SF*5TR<{S=PD$w(ygMY2tdZsEA z;AdtFuWh0-j2mBzO~QHPoxQ0h;^Aw=T8G7LO;$RxpKQ>i7V+U6po4<lxdozSS&^j- z-}l1#88x13a>1xf<_57hlPF};9D9MkFS)P8I&BeRBGaM|hD9mkpM$2@W!OammJG_n z`53Y1`Ap(%8w~+i(xOZZ;r!Zz6IL7rJ258~S;~AK93Y-9Sn*l&2?LEWg?hS04O(yi zzQ4H4LSA!n*~5xI$B8GxrF(XMME54hA9v9zQaCFcvWj^|xBr~`eKtx3n&wNBHVcZ; z&zD#b@3TmZc~1%-8Rvsq%R5)4Kgj@juy5jYTn6#>GZE!7A^;f^M3xoz2BGppM)@Ru z54&?(4p#o-fUf(A_o`~{69+TD9I`pX0}`c|8`=1!F^7h6f_sZRj9RI_GuVQCrWf5> zH!wGw?$31(!M|K&i@I6R!@D?d>+|`R`vnG)!^FN-1#>V9LhM>cPc0!*K4N4nhzG8n z8!yY(qmoQrw>4uY=s{cX@u20#G{MU)BS7b;3KzqRD+6nBK4s_V6rt6H;-6N$Hon3N z)#}aMQnj0i=}AtKF%{?Pc39Qa+`&9jy1R*H0hq^mpDVF1i5pITi8Qp7qmnf~QV0Ic zOOso8&Ga_eW{HLo>4lHW>@Z~9NW*rYiTv<vUAPd>x6G&iix2IZLIMmS-4*7Tt9I~X z+^6pwX!j5E^RCzvVUd2OZsa%%Ig}!7b1;||CjRS_5EGDqcUN?3eb1=C*v6Y<b3vWN zyzRUtPbCwmC`vmXmR=y@YA@_|*@ZcXtFxx8u^h0oIJT2cdkc6Pe$Aa8k^<SFg2W6F zCQ|3vYw`8}=e)n`9dp23#SGTg2fjRwh|1Mi8qhO~M4XS%N4^n+zeW-6gEDkLp<kds zok1YA4~33t-)PBuhetXE@SfpAaJoIsh$0BD7$ru1;)H)HmooG#D4;(tkfDR~=*Awp z0(USkqCx-rH@4mU<c;T)l4;C)i@TXz_w)wlkEtbyTb5$~sb~1j-wpye7dyIW#YrJ+ zYW)8za1w+;ZL%$0QUZFt_PqJnECo;Q7Zx+0<AJCL;u#};QsmSYXJ(Zzo5+X$s?yu1 z>!`G*lNunw0|zg>Qzk92_p9zO=LrEiI8`yuhiE0prWs?kzb@Qx#tB4C_Ky$(^_tyR z@cmz=JjUDW5)-KyqqhI~;sPoW2`{8x$M0qTPDO2;A30qzBYLW^hbW$Mb@#!1hp?{^ zGyREjP`ecCz5~z2uJy)5HpVQVr+$od%DCsqplPcA!GH=QA8YxpU!O-semD2j;JmFt zWyJT(C3DDjli98fpX>j;5!v^P1NWl(XDvttMlvYd{G@Lo&WF|7Vo34;A@=Y7yyy$; zu?gDmvf7Swjps|Wez?vei~U78P5A@(QN5S*?kxrL1HC`4>0sZ&E{?}zpQx~yUAO2d zJ%u(;2i8e(ub^ii{L9UciGVB5v#0JtQ%ESaZGA{>8I377%U9$3!r2ts0RJ7#<cM~| z%%r3sM2Ab{FBEK`RHkXZ=T}%@yHRZ9!N-hnvGruG1kM*l_HT7KmCglmc3+ZS)>6nI zzlTQ)Riq%9Q{}Z_|1_ez*uA^9Sr%?SDW)E0V1THExwF@776|W1|7C3@S~8=F=I}#v zD%8hzp0x<%fEBuzO}kzSk}tOSNM1JMBy}Awm@XD8z^jO?k=zp8ySlt%P3Ynxl0E<W z+dW-T2t2g(!PI#H)pC@vjIT`~mAJ-FN9{2e`oD=j!?`WsbBeS04(9GTcia2tyu%z; z*0#~c$ps`Ox$pY76Rf2Dwo8|1^{KFGW;yu!8$Bs{^I5a#TY3nk**$$iToiOX%{znf z_pqz=cCS=N?4gaa7rw#B1m}C$@7XVnq79*UGn{xXFSlP#m?)S-*(Je*Rx*W*S&ym< zmBDkpJ!kG8+$sQDdWxJseeEF*uZk!!_sYVC>kj8H49YO(;PETt-x^}56uL)D36KSg zEL}I!7{R+pYVj7H*IA3+JmxXAh~fl+NoSgeOr2cyDaOxzq6CvzMUW_rrqveg%;N?) zFuZ=s2KNt*4!-om`~;Jbh)&i-{C#Iol&oUF4pTKr^L%{*K%Kc&ZqLI*p8fo6Lwkdd z%(Ic}oY!eYiFd?Ogu8~3)npM<{ayiR*{{2GckKeQ=XyYIIe<AK4ZFN{;Q3w4#RT4y ztqX|do%-G*n6uT#KzD}a1eG*f_%arO-)Ey6&rI?xagOx<Le9KN6WSptbRlVy3Z~ZV zBipR7H@e_O$RrXWecx<HZ?U&eZ~U#uwvQ}i$+xvUDQ+?F5=k$3lH5#;4B-njGZoJ7 zI8-Du%?Al}LFcAC1wrXbS+J2W&V@L|q}6P+qY&<chc_=_e&rL@qI}HjiPqctx?&Ue zIHkhZ&TQ!+MkPO!Ex0F8WO>!Wu&0;cME`ixcd&xS2i_;Ieo|o|praxk^Wkm1g(cr~ zaD&L*1<g@BzubN83uCGS&i{r#-4NQcMBJ6<?VRYM!2XkTlJ9Y^ZfW}2ngjbd;z5#X z+0K~%IMDU;8Rl!gnxK8UIl4&5?{sGrDCB{TuE3u!@O<`^u;)ewo@;pQl)JP?myz^} zE?__G#sWu&$H-|sw+kyc|G{N9EqK(on!mu@>j#3L-cYTWVdltB*OUh=pk-!imw?ZS z@sF23xSqwIH>;i;h6l@ty59TD_&W{h_>22==yORpaULx#k1rucEj{EjE)VMDo|JsN zzZ<7peU#gRIq1LAb+<Lqz=pm2zA!HeyuF#$LY>FCl7v^!bjcO8c)&h%o)e#cjkOQx z_;G_^^~q}?lLC;QbpHNPF(IfGa<LKlK1!en4ZB3lJ9LjbxwgOT6Jq~7ExzwH6?TUV z4rNSA!kq57>|X5sYuokJf(Q3!x{``yCvO)Jv>MbGCq~tPnW0bEPE82jR!sEXGZcYi z!+*&RoC9Y~=E>R@&kYC2Dvx*bGXyK!mX{7$B9PHJ8M}GE3K_i+b#&3<gPXEXi8~GJ zC?odf98rWht})cqlXvTgr}|!2zd|LU?#k`Gp=|u1sgOvO%Mb(qCQ}c=iFU+t(Piq| z(M8k|v-wrm0q26Ob&XT8r{jFBVc;>*bz*}1&qPA-0Fv<FmY5yDUY=A|d)+z;xc||L znTq9xKpO3r4m017KgXS;ca7)K-rZpmOM>FiVPs+b%@cDVc5kh?vMmA~lL?M}Q$`{8 zJCRlsdN_A?`+aIW=6%xS*ach^;{oX;npuTwoaBFOXX8?{Y2eZRph)rU0^qo5`Ht3H z1S0*O2;Y=XM+Wg4SEDM}A-V1)?S}>mNOhmwzA#yguCCH;rR|`SP<OkZi~kkcd0P6z zAzog%!0}sszGD^{AA9S!w|kUW{!S>*6$_BtE*#YN<i?(@o96EAwftb~W21h}nvv8z zd4!lRt|9W@{9+rD;R6;^pW(;|+~bOP*2iEmOsKs0PxuJV??0uzr8mtb3nH@DOy#g& zVS!%bIomW3lz;Q*h#6tP-pPs|+}MZaGjBnczV{z-AF531G8N$89M3;{b-Y(VDUtVh z^N^eUccxmr&j=e!*l1S4xe1Tq*QaV$38_&%3uC%}h%V4`<_-2n895%fa&|B7J&MqU zR$s^ciq1dZlJGvgf!qCDFy22@J3WkDQ{sYK^dkq1F@KwDSD4s>$8SQYKHD~5ql6ep z@yXnS_fIFsg}Qt1aFT&zN)u9Sy@)=OMsoynkj>*$(uBT=z>SnUH|X$rdZknI-+nPE zfRBfBSNddNcc+ozy*ryIV$ydtK8FFgn3blOrfZ0yssGdm^5&7L=1Uj#Z|tzUzV(LD z+Z7~1>`@53hkt*vdu1KXvCrf#mEw0*7JOX#Z}H>3yrywYnb%H|u&*2Ldp<ISVuF`9 zS@HWl#Ao*Tn42IR1OwYfWdZ2VcVJSg!ak=bu?I6BE5P8-^zN@X4_GS0nl~LdgS=$U zc}e2l-HGJXs6EdxC)%0KLCKOEP7d<-*NTdPjH&3(WIV5U&pcr-H^)rUrUm{q*}_Yr zE3UUu9fdsj({|&z?+i)`s|rfa;)7^O<~zGQg}^09c){Wr_8S(w>hd(@BNO{3i+}pn z5{Cby=seu9eBUr`@A2B3*B(hyWR&On7Lo?pNg)-9QY0lpl4Mm<$x1>9AuD<w%BCbM zd+)us-~Ias9FBK9?|om_d44`T`<Aa9MV_3WMW*{oS<(KQfucFQ3-yYq4$lQ|W6vc= zFJvN*%+^Qhpeuv`M6&;*P=1a2I>l3Ix>6r;f$D3bJRvA|keZsAjPe_v6kLb=W+>qG zz*(7676ITO%g7&EW(R^|HTw-sEgm=igx*_<9ZVak^?h3?i0t9SUJJy59hurUd&LL& z(kXrKl*x&L5?y&C8`^Vip0c^6AB6lQI?_s8=Vd@p=CS;DNhyfV-AA2NEe-+ZVWvk~ z=pj0*?`+g1TIBzA`eAtn{SGL6IY^qG!#z4)elEC9hd81Mw<FQH!D!Ux%j{GKChY9^ z=BO|U(CX}9vQ85g=yWegv<>kBPd|x$igNB}-c#B|P>&+t*J3^|;%^O{Frk;#+`vCh z$;RA49J0!GWzURcF;F~MubCsp0!usrfz{~s$#*;2AY&>8)z+jBCf0&5mzsUkrUUhS z-47cA>akin%UZIJtYK79qffq}IluGpx8AMcRct}#+~^1s`dt3UrNlSWkCl0R3;b<7 zf)T+sWwNDtxcs0~>q9hG82i1-YJv7h6&EaOucQ8tN3&MHc%L|Q7<69}Al9(UM+U{` zA~x_yu7XH5<Si@D^HCoj+{S)NXcyc)vy9gt5!E@Yuz}Yy%FmZS7bYGIF`mu%xQsP9 zHHWk>pnDfa>D6@~ou8IotyV28Vh4@y>}r`yLhXoR=S(meTxUbyJJ6y1R#}Pn<*a9T z$i@ksft##EVJmarcf^;7IJGk4^p_L34t?e=9`C`j-Ie&FTgGvkSsr1Y+sxo7YU*qL zdIt~jQDeEg$^i}c#Sfdha>4mxDIW(RUP801>XTY78Gg^pzuAc90%=XYiu#Mf#1Pfz z{VL%?u=_^h;X<-Flpfd_W1QjwZEL27mr!4j(1KSxRI@m{=%)Io%RErb_UBl{WAuJE zE~c0<^kRkMdoH*8PT&-k(6RXAHopIFhTzym#67c0{^Q0xg*&BKOrNDee;+182oWwK zpHiiX`o$tPa5L$S$ZJ{xreoh~Z4TpXo&TBzwiocK3o_iVjArnX15Bm9JZOF(y>WN6 zkQY9TYIS6~3xKU)m0Zy8DvT-O7Fm{>0|pK~$;rR>1^f3h%=?!gB}6&*8xo(mVWF;T z-?RytATzf2OQAmcW66odOSN>M`&F3DG@1{BsI#r3mgaGG=S}T9I|2~xV_#{9_B;}0 z2GO#$!Vn%uC$x+5Q^NZsO;gx-VHZ~!x+}p1D@Lz;`=xsDUV|s?gSQb!nli+m;)*oX z^D!K>Y(YGw5VsA9M-y1|;_H0HH4-}aW@<E}9_nMpO?RJ{h!8-C@to2^=b-H2<2CM# z;H$-L`$=H{<0qZ>K8ZLAhBNu5o-(Y+)A+}-3-yo^<``RibBplEM|WwN7U<!Y$j`Ys z<l~j&GYo6Ezk!K(_CFY*N1V+&&Q<;*oM5Vw80)Nv<}jFU_hqILjLMexwETZd*p|fo z*0V3rJqQy_HYj6&iYAkZv$BHl>)Q6y&ua77$koY=GxVsxl|T0(`ZwYNm@_LeYj0yl zv;BMQMON_aF-fYoml>c|^N0E?GkQoKxF<gGO&n&AMb(^V7lzxu)mIB1(!>3@JJZr~ ze1x4p=YQ!(s0b3vji7fZ$B{pO?DTd7+ACCOx%bo|p9cH*fgI;C-1+{GVUL4r*wFi7 zXZJIsxXuB}_t)Mb-yZ#wHpO$4z@J4@e~h>Rkyq8|Gd+5+j2C)0+fR@|*;xM8WyC#; z)!$#UltF?%S}B8V&2Jc)rEFw_dl3))7krHYajACrSBi7mMc~$?%lnh+)C7Ou(*9Iy zItc4fVp03f1m64IoA-KhL*)ymdULB4oa&3&ZsW!pp0h@>sH7Eu-uQW&Z)!XM>zO|T z#Cx%8dn?BbvxK3+wZ;Y<QBQa8N?sMaC~OY&e`dK#f|-kk8JkVKFl|-((-@tD`j*5* zKJl?Z?Y?80|5fn9(z3j<KH9JS8~h}>>Nky<maAz!xFrJLI|Y`{DhR-m@_2+)@+g-5 z(JhP!`GJr4%^SW1UZ{TBXQYv)49&_{KCqeyLL-+L!~eZ+Pnh{q+!#>b**(;dMTVL< zZ)JJbqm~;YvWnx{3;J>Hg-!E?gItifeqHR83I)9JSMoy-L}>Broq0$?-1w-cJ-xkI zc+_crxfjP#KfXD4ixcr)|7AT)dZxeysb__a1WqCD&Exm4-}womd$9&%<Zo(XA}swB z#W_Yeb54g!RfQUSrlRjmZqH$TB~txa%1xMdR_M0!J@olbZ_^3kY{QSfI;njpofc*v z%dS{X3BW0%p~Qp(41};$Meb1A95xjj)fp{C0emN}|5#<9AvSbAg|o|Wz(b?GIe$8s zpoxM%dkx)_0$8ed`V9C8((&f~@`j7pyV9AQ(0Ba6QyXti;v_@ZnW3RHK9uJ_?PT4! zK}&Qs`6l=L=7Gs`1E%M`(}AOd@L-k^FIZk=vR<vJ#I-APmV1$Ju!C+VhZp5(wsc)w zlsEX{(AvQ&<>y>*q9)LS>LnYD3S5+6evf>Cab*#UGl*Y(-fVO@RtmTT){oJ#p?l0w zc*so*c~q`uU5#sF1zlz?8%JF>s2IFnL>G(vQ?fNmx!qe>Mi*-#jy_lKa`*S^&I!Z( zb6+_@#OwNP7i@hA`J_nWNA#-PNAPY@qbFg;WO((*V%0+v@wuP6u*$NqfMe3H95+i^ zV53YcY-6T?vBc5}zeORSv-_E1{$U<7B8@v&ykdemrysnHj#2pRnpdvcUN#7<KO7R@ z%K_cA%Si$psCU)PGT-IJPJDmS<7aR~9tzELXe^r8z`E6wuJ7P7=1M&jbaRA6<QzMa zD#JF52ZUJCYE4oRoHvG9sYECUMv`s2q!<&FbdTR^E)xQ|LGi7n-z!*a&UcU3`pDmS zJK*e4Bg%EWOEsZ?xQg%Xj%IGS$p$*)i=S#yZfwkhX|7tHgYeXKH9zDwkIB3`j13p_ z5+Vi~hprg#fZLa^Pxn6Nf~@p`P7HD43o<rwE2R~TitC8k20=@_GC#UHxSxRtO59vY zl4!=>+LRPki^zacbLAy@b`og(`mR&gv5CvcEq)rb-UBxzst#3#Zey_VEA7!z2j)LO zU!wJf9xlK1@$tO2h@HQ4=(f`2B4%d4O#gF^3~!vHj<Qm)1C{^dvw^DOU;=G+3d9P2 zShmILa>_iuAZ<SJUS9(8IjpW24vT=?W&cSle{q0gZ;rkzNWgEpL`x6>OPFdwE^oaQ z7xD;b7n#i=KgZW^i7DyG2Yxb){U#UsUH_|O%`MIifwCmZL;BRf&PjPpuUi5Zf9pLw zoQ39HdK0hyq3>JNjnFaCkv?=kiNBZTP6^o#*g3kDT};B=mZvIT2<ji##c~{9z)Re$ zZ;|WgG3&n7Shw55Sg^@zhwQvOEI*jl58q`4b1HqghI<kq8Z8j6^l$;g|7(764LukA zViS!sElJSXbV7!Va;?5*wXYv-PUB;Tb7>@b7BC(jHsy+|Ttx7jk2;t1+2GRb#1lCg zc3{vfV~R$3@`?1DmK(+bge`41OUb|rp2$ASET_T>@&!-Cyn8sIQ)HK_+J=f~;J>V+ zbeI_~8tAWjHY4BBX5x;H4&n$d+)|Xg!a{WYVyXGE{eK>1?uWlzjL;#h)scke*~$rw zPk)@?hCe?f9OcmcQ_9l+*7O7mv>n*nNMB413l>G*kx_{IIlE8rT<a#b^xfkLbwxiG z<v4xDHdq=ix0kflrlaRWR*Ye?>L09aUNxFRLj)GitVFlVuj5?NL4Py&g(3Cb<fu<) zKgRS3`zESFLrC0c)uJ_Fg@gy6V^sMIaOoaNtm}vjl!qU;;2mAYiqBBwUmg*K1TI8+ zxz&a(sa<5SitNBvyyfK*E=oX9xA&b|Ha0@^L6&Ou{#neON~j?e<-pTTsG^->(0+LE zl%(f<)VJ`@3zlK#2g<&8S4^dLu%Y0niQ6Ug5YYOWnK67Eztq4mAz`<TJbs-=!u~^? z(<G{0n{z!_z)Z`bo?jFIbI+2q-XX4ql>SFq=?&beD{W)o*9Z={>&pR(daPqCG|nzx z3c}c~OQoDZ=ghO|sdWEQgUs4Q){{qDm_y2K1J3h8s4s%TB+5&eVSUJ_It@t}TUKU! zP|5)@7oH?O@uDK88NXZVccT5stzLSK5+2x$rC$vEkBQ*Er?yU?w2cwHYCby|<5)T) zYfIn}CYXLM*5r)tXLNM@tvB~FfqUE97hNGaxO(*Px>N2vruR>Q-4yY%6C8B5`YjeQ z(a{*%2m?O&zN|y@D}@KXtG_<t#vuW}_L*FZMte_zoOjH{3aFpV+x*b$3?C>9<QJv7 zjbV;^HJNR>n9!b2ZB*NM5qszs+Ho?MnwTBYG_)y@1K-UKnuum}u8YWc#k+-g>E8|< z!vEU?m#3NoFP@M9cBi}#pKX|c%5FPpky{c}^!8`^T%ZJ1@tt#R=)TpsC7kv#r5xwv zw7+?Lg@$l_<sHhqmjM_?Dpy)MCa|v?Jp$Bd&+k|rd%UM{5KAFkP5PzyU@g?EQe1Nf zzr*Aa)bx)NY~OTqF!{~n)jSK}hIk-rBi&u?o%~SwXIgg&eLffBlFs;{9Q@Ea&7Z6h zRw6(+j_zZXJn`YgZSHXM37pZcmC;TKz0XITNa?qB@h{WEX_-f9K-p{BOg4ssXlz}J zVkLy3wD9H{e;Plq6oo&rC}o2xizzp^WH#c%rMnlB>?jDq0}q~G5@m$GLxm@-F0sQ{ z@1(;s^t}6^EWi0RjuV(F{_Aj++{JwLY?-gOR^loKMS?XEERf~xG8y_#9)6wrV)lEC z4MImLZU>TB300HCGLTY$KHr)-WtDNPvd{PX7@A8aS-h{l<1YaervGdjMSF3%&-)Hi zdGLX&2lc)}L2BX+^`X+{Z8{<~{c1Xo^EBq&nk?(^ln<C}w(AbgFXKm({QC8%(d&_8 zpL5fQ8BCvuse&R8Ay?X*ZzA1<35mywl~GH>jImcT?+KKz%1&68u;3tQGF@YS-tEF# za}QrO#Sq7b@uQ$4!v^-W(a)%9jvtDIPAQmiG7;4)f^nmjY(#ms_SSJJGQ4>Gay5XK zlQ?Ui-MQa_p7?ohL!SlxKR%{3-tsbBFd!ZoYpJ$?U433S7DXipg=Zo88tQ+N4*662 zO!Q%4$(+p+#Z&k@CjWih(v*ZI-hZiDWeoEicoluUXc&)Db!GeSGY_=r-+!fm`o~Hx z@BVZGJ5&d>*%YsJ<6$&LC&FU52sYN|uFN%4INSIBzjqNYrLsn-&@)ev*e^5e?{r5D z^hou>1L!%Pr~5wgpt>*-^owS7199hq_14Fo5I=&J|KLk=c`-O#Am7*RK7l{{+F-JN zlnw$?MF;6VHDhcye!%fMCit6W`~E$%6r9{zJ~A554`TMUUe)ewFeKAFPH8=k_!Sk8 z6q$x`hLJGgeT%4<XUj`I^luCE!<6mrq?6!mo!S|1el7^rHm-WnCrn(fT#30hj^2k` zkuUusM{vi{a}TveNkrm3gVh5+b}`Qee#u88Bv}7EP!XWZL2#chNH#jb47O)HUuJXD z5=nkdEPwqM@FKEV@GlcKX#I%$KceD>t6YYfbpBL?(IwHiiQ~OkzRENFsvZ|%E9w16 zB^2>53gir5-lhlR4`i8!)*VdHY>4rR&?2@+hFtt!jvbQn!ZJr!P)_}Kq2n@{5-y9s zn#&qm!29y2A}fcs@wgOkerfca3F7{sCV6cU?@j-d+~ZGz$JcKO?eRl7yZuwrXV=kl zx5bovj#3Z=KVL2NSQdiC6luvs#Mk+#cZJWqa}%c(qbxEv6N8cs*=;QuG;eM$!M%-8 z4$|ek*sK7W17*C7VT@kJHu@z?h~qR+yD4QDoX>%>ag5rTMqAjBu3d8vtmEDZ%kdwy zD8c=&*m1tUba2!lkN*#CKQ0jeJY!mm4V*8U+-s~F#vUF-wMJWEkX^ELv)dLxye${| zP1J*_jZ1#shj@RDIW|11K5WF1Xo)<FoCR#EuGCh9lL}Y_?T4ao3K1)GO~OJ|j6iPL zxzljH7=M-K@!Qpi1unj6pot%shOcAhTvnOr9CY{Z=CcY~V1M^7;W;~*coOu3%oidF zWc8q6T2AD9nJ$=cMEl-2o4l2ucr%s|@HTBPCpA%ce`zywup1A0a>CYK6mi^7l<^Ij zi-EVQ;<1w{BqH$f+-qoC#WfYlOOH{Wkvt`YH$7X#^*ng(-yfENG=qp$s=;|oXEoQJ z<Vgwnt{-(WlIHMBU*e7%OCt`*QQ=>KBz`c}9i)3Oq5zh3BSOjso!DDx2UnRQAu#lr z-?w7H4=;TT4xdP812!?kn-1U5dGf|w<J3`F!qreXCP|tagl6yFRWgu-LgS_DBnmPl z&ng|bb)5u*dKDI&pGGmeTIK5oX*+m-y5dljE+_O|S5ZwQ72rqd<_EbB$$+@ZvB6AQ zArMMypEGXahxWi0)3q1$gkxcSgfIO%W^h%dDOVQxk}b?KQcm-NwWW`T;$f8EGT3rE zO{Re=UYfP{?@-S{JI(e~c`O#FXYS%Czlc|!k+e9;$p-mi{t6?=|5HYEgzZ;h0ZZ7Q z!IDb{W7Z$GhaYhQr{XjF%vc&QTCgAIZyLgl)*bC-P9yK^m+Z93OnyjZ%8O@mM4pS! zk{?YHH*wdPYTj1s63jrD)7q|U7{8}&q?D$%fuDTq^5Z+F7$h5=Ykm7p5^mRSMI}6! z1lMI11<60#m>RVM|7H{;<kCO?U@y%;=qr`IVL-j7Iz^k+bLBkXTy~nPt6U!bMbuOO z`^*P%EtdTjq<-9zEk&x~5aL4Da`x;RBhL9*$?A<qe9)KlWS@Q27~XoNx8XFp-z6My z!=OnJW+{)_YgqF^Gu@mdIb#W{_1afNN5x54owPi?e@PrDeA&}9LyB;Zu5&l7eYv2~ zGl?f49nB@$29E99rH5x1mv`T0a}x3@A;%KWBW|PaPnH_Q^^hym$g_AwCT`q4GST## z5#n5;e%{iT26ZsY`FsG~i(3l(+CFgrVS+!Ma@xeYjMz3a^rx{?e!Qy(C%FMlE)G@M z@gT24z)UXM<Hj6lK9W}}Ma(S3ek!{>h$qGUvU{n+i}HG*wt*Te7{w18+GJ7yX6fQN zt|rb8^EY+G`QwGr{PlBhKk~DsEzcj?Vx$9El3{Pe95ck<FWC3}JMxa6|5C)A!494; zXUpHF2qXRui=C$^1*kB_d{(QZL3}}OZ?=Av3o11|dz~Z%wmwzb{%Fqij{mPxbcYO@ z8=VNbk8<k1qCWFS8Pc)Pp5oz0{cJEG$nk~-oih)|b}W>iqbAI*@+IwILwURtp?B`- z)55E|sur74#5=eA&q~pT1<pu(QK;nH!oG3yU?M^sM8$tUpX@on2@n1|(ylf+iKiN= zd)4#I;_-96jxVyPV5Ic>yFx80qOZ+7*0`7(C{K?jdASM_ROw5<1lL4>qgTjQ3(d7p zKFnw5ljDRiOPjkbY@7HQlop3#v`>)ob$PtLgkNIO7uVuMT%_mqNtZ7o?-ILch!qtR zLA16VQWu=S?a8-t)eV`6n<fs9Tw#JxbS3JO3_C9fq#T;GEE9#|3xcfe0sNq_G~3J6 zEC!3;f3EztmqI?jlBy$Q9;h6RM1YE2Y~$rbowO+Gt4PM9k2@Jysf;U{jtK)D#gFr% zhSYHRGu=TA`+ht`m~%O?mJ23+MRv63FX7igYQM?{VWP>Q=?j-4C!BHRx6Nl`g`AeO zh`@I&aO{PO<=lTLCtZO0X^Chr#P&Gg43jua+~tWkjYWN@$5%#9l}ZE2MzdHqvlDOp z=-27j{RNL%b!Ywcd>(JRS^ULzmIQ%qB|erZEX2L%Q`f?7Bfom``yg$7#07pj?rt@@ zgJo16j>)e?y^s3N9)_lVJkWmL^d9QtXy*?so)6`QE&n&U(#WTsDq*Ygu4Vy`FW1c5 z<1>#hnNH^T79fAXn^||`WDbxvqJEz6L<|Z!mG+KrauQdbMa?-QZ&Zs!n8@*UVVKL; zWV;;6M)Xq$t43ev12v`dy;|rwcX*|#I+lus7*p#g<UO&0TP?2s`*R=p4aX@Sd=;aF z-`SzRG7-Py;%pt)HRPYt+3xCp%FIjLDLmKn;J;mrti}`E+}nY%%Rlc-)DwkB9G)>W z%wlV4Zn^#FdADQM<agefnqbl*K72%d(UJzm6A};Rv2m|6;kD5;5Fmfw-(_nApP`SN zbje{Lo^FO;srBN8BV*D1z5lTQpTE@uY4mx`*7ZL7r4-$tMlLaC2^V2=ql(i%=#c+h z;i~XmZ3?326YEyQ<vq~Mkg83|M@wWjZ-)kdk%cswfj(;uZo>6D*V-5LKUlxj9m>ty zGN5RA@&ffAGGy3>R<dfYV1KO+S<QB_gB(v?u{1O4RceRa<3RaS()(wuCkmTzipkWR zJR%w^d^KOdAj3dBoStX@?z4dFi<sqI6kEi;`SOGf4sT%V^LLB?1u(#Fd;y>8{c-%k z-u6R+h-cMEGICG6nTG`{XdJ&u=7tjWu6u{grJ(*sbS=Zt89c$@jn%!YXfKuV{PiW| zy{EX5&3WT8GfeY79GAKx1i8PvU0>X%Ar@2%yr1e*5Su<VGo^rdICeafQ3poxq*b$b zw}-jGhqhllc$ghj@XKmx6Px(jkDZrxm#E=%mZ^I~49e${sNPueEMn|)QJVTG$QxFk z7I^>bCbn`#?BL}@Mo`u$NEs=tLS8l(xoqTRiK=?+sH?&a@3Us*`tvt2<u^CZRNy;U z%ph0qSC&n@U*)DxNGmUaL`l3fXQj}dDYnL&3i0G*c^~Gnj^S~~&2qd^9;b=I<Et~8 zr>BqY|C1=q1)Vlonl7rspwg7O!xM(`5w9}dkB?IlOYmw-Oo<X+tQjtloma7m@tGrK z6s)j1G#ejqg@a&FG+g02AOTHJX^lJ_$8g3LdCgfLTIjNQp0V%?eea*ri??_pZuYVI zRWl(HC<U*PexRQ9uYin`@_W&~(D`D|={@YI7rqgG8s!+Bb07cwsKo>lHAmUF{s_Vr zXPd?Z@|x-BpREma9>nIXQ}@={BW~8;JoU870X%%n>8b_l!_rM{bib$J1Acq%gNo6k zxJu+~t&Ei%NIl*kfU~UQgEdU&Ek0~v?i73~f2pJ(n>B)bs$~FMFOa9W`+F1T^nGbH za#9!yol_Y5eORD;o8@Txi5ASDZtLjd<8!z}0qwk-A|F^eT~^rc5CDsEo4>Ek6~S~z z#n!P#8g7Jc1~!;5LPW?VA1!Yg_?4=mSbBdKTQN84FvkRlq0HkGr^Dy4#--mism`_7 zsqgi!lu=u_(rQGbv@i0m6*{pnouq+N6w)TH9Q4H6U#_fDZp4=jz4F=1RDdwGx{!5K zmJBl7YJ4dHGEgFE_v&KWEMERjFYUkYsFyP-G#1dxMK~MBiB4#(VONwnt{fssgT7R4 zmI?9@_dS}hjc}8J%lk>4@lSRz=kq$XSTilba7`%h26~@8Ya^&1U+u<vA{hP!ArDet zsFY>P=}O$wMUDU8FJ5SJ3vW^!m4t=a*u>TcbJ(2&mjm0rkU;a1!A20l0E8=-%gJ;x zh#0Nhyy7VY^cr6e{t!m{_R=?021l0h;mrB%w-3Z1zq%>BT5St6ynm+XU#tkc|G1~3 z;VdUXew{NNttbNIPp?FuijH8}Uln;H`P;FsMI8fXuT^YkC2Hf<-3^SJ`Poi0@^hT> zPZMOqkx#m^ZOPJ!z_vph9|SuHgLv^aRLvr82SqHq^$8O3X4#>X4tYX7=<7R`FVR4v zquBUHW*K&<+&5xY3-Q4sUzbej%;QWq?#H9zG~C**q>7UlCIoWLo_i$nL!EN;Z3{^r zuo&9KcPcsIuEkVugEB2)>OQG{-**G+nPloe{GJDLDY%|%a7|&^ihJB%^ta$m{lB{R zEs>x&(ITfL2%RJU+_RqN6o&(%rw%qZ2}At*{!EvTjIb<_ec%oa%9H06uD$)WgelKf z?)lX^f%h+kn4hUYea_Xd3t&tFnG5xL9oJC~SZ8N(ud)DmDhD1gJ0uJ&)LZvOe{vJt zM!Cbue|S)yohl(Am6yni{3_}kg65L3L$#u453jBlc+6RF0=qU_r#^gu8h$>(M9XQU zA<XRP(1Xj%c-!fSw3SV6IM8$bU}k$OzGr_eZQFTv;A54|`1nQ&CgcM(az`l$<KF^d zqTORSgUnkG>QKb(8jSmH1!cI}o?8kBcn5F_?y<dd_t}X1@{Yg7e+v+S?mFk2lPB?+ z6JPFbzULy2+CCz0>GBb@>_Vx<hz~=v?Btb({2jrMgDvjwvH)ZMDRBpsM-SWxOL~C# z(P8K9L*@PGpf&Zma1usM%uwoEvmO+OLE3V=k+)og(`1!o#lcRT;*4BoB>gnz8GfR= z3-OEO<z}nIgBZXeSwB1Ij{vCMC~wqDn8S(5j>^li9r$GUm+i?wb`a!y;_8TUR^i`* zALj<6*MBM|SQGUqkFw;s>1uNjOA7|SBWxxyh3*d%OJ8tIJJwc+Ralhh$#Q$ht3?GK z+ZrQt_!1V9S8Gf}@`Cg6w_Xk6%*5m8BR3vhV<oh$pAI#=-bLP>{h9)9RAA|<<*E1# zan2r0%FXa|5H5=JYX6BLKfK5_Ch;4>sJ~3<nfHYYc#~>WxH2T*YR}BWr~<S<a_+1B zHbn(F$Cr&`7G|)$ebp`&q09uiRM(=R_ZJ?tqY%e`WD4s_ey3K9^TB>+mt+mZM;v&2 zC407kgZNv||C6SH5A?6N`&3P~V6e~j?NCZF9(1;vGYQ>ymJY~_1|i?!+DQ@P5u+V! z;H9L&tR@S5Ivsv-V2>i~%hc{z<k`k*?>PC_WU>MS(-h-zrbXo85)1r?@(Qq8!)rZ& z`g}|_Dekc-|Lov4U$ZcT#}|&|W%W}M6!~|o($pjH=bxVk7og|etXtFRJ5*#~665@F zGGhhHwt8TG7WIn^$7&{No=Cu%sK?FEWQE{o231#N9J;5CId=>LGx758A?t~g0#GV! z|G`pJ2Hw2A61#E~`R8iy(O*Pd)}Ny36{Z^k&~#ut;fFrzi*}dDq$%#;6cf1?x-oUw z#624Q)KlzWP~zuR@r^|I9@>_x;cvu$XPk_h{wo1wfs1?>nK+5L0X1W>?Ml4G%YiH# zCjv}wyKZIT{Dk?r2NXZ~=^^vgvD^)GP9s?|T3b)mU^JS<ccJo0y#C%pPs1=e;zrRy z_Bb6hr)%Cm;h>z0k)oge{V_=g>N@%P`KsL*sm3(!bOk5s$$T_CCq@FM<Be*umH*#A zO|TlAkc6jUL2U(wg3w@|J|V@x3G2y0UkkR7=f-sDo_jya2i67gRLu#3x_kEeu0b7k zhUsY}e*g&tmt~HUy`|yyolH5;$Ef$?k!o&<=8us}9~~Vj6d>q={a+JGDma<(JJxlV zkq8;mW|`nb+`?+co~OQ)VD3O=r|O4%5!YV3@4tn3Woa5(7jnC>+G!S*l^|i5zWre3 z0NMj9JMSI4_GkbrVmQk0Z;JL7yXtcTsF$G5v(h^eE(IU%QxC|*tYablrQT8tB2fQA zoIX056Zmp2(Ehw22zPIkHhASw5Cbxe)~Xmf2i&(DJMxecjJzqvmRC^jbM5x&M}4ap z<7S2PIO6^d_vgQEj^_ZGuZIgo!$z@#xh1;7#zNrI@ikLNoD%U@Rn#j*X@KJa|7`Ce zX*l!hNl|e!1-$op<*S~@1ouKbxerB%g7UM0$%cazpk8~NbSVYR9j6YTcP-t(cCMBw z2iQ&G2BI%-lp<eJf`;dayeJt+eeE_vK12B4mP4mm?jT-5`cF{;?Teku-u%+<;DS$y z&wa^EV#H8oozu71WLT6QVVLKl2V2_w%c;u^$VX-J-=-PLhtxi6irOaw8OMT@1Z}tR zkrv%#`l3b52M&Jwls1RQk%;*;VH$#JPiR;D4U}hdH9l4N0^Jv-D!k97tz*_~aBMwz z4kPzPKB{|Jg>9W@!9FZdfg0Thf5*r{T$sMC`dS+uaozdgfc#C=@3{C_!~ZBPD6};z z>Pm5g?`M^P0~6d(FTpB$NLmhR8zsBET#*mv+~YFCZC*ITnfFZW>oT5^8kpimwSl>t zyrIQbslfKOZuHLI-}v|X?8C2~QxOyA+8-SsM1H~N$C|G{MjZ1n>cMq^UA(B9Bv62I zkh{<0W}0HCA!Rc8S;=8>LOGAc9~@9#^G1CYWef6O+w+AsxG&<u`&H=&(0-1n&JZ_r zh{4vd^dG8WLJ(oK;`+mbo9M72@cU0GVS-1nPQ`o?r*EOPIxsSgojfM{A$^MjveV`q zjVQ}8_4$^f&eA#jlNZ0c#oaz^TAEM$9_qIXF0F*!<Ddq2cQ3nQCoXs(Sp2-sp9v@? z;+<|B6F}VMl$cY9kIJ7b$ZbEx19jh@&I=sk14>VBs|u8po|9>yF}lYCy>o1Q&-~^v zPu=hhvEx;E*pDQpV<`8>G7--_hY5pkfl+e50t?)F7y6gxmjJX88dfErrNF|s==OXL z1N5<b{C(=h33mPbR*GnD^p#0k``2C}f^PKnd*(N+Kp$dN#<op{i~451i65Aux@s-& zGvf@dbnh`=K?OT#Qf6q<G0kC`j5%8-!aG>u54^9niVl*$QA{01J|j;S_ZD(WJvMl6 zQIh$HFr4pBlz$hFa;DzDS90F-5dXe?(`61vxogTh*T1mWVPls{d0v<^f-bak#%OP0 zU);FgR2ny7MQXM6(@R|7fAzv~E=sh2Ecz7o%!8L0=)Cx-9dTEcT`1^8tlO}NvEX3k z1ZEh1(GVLM){cevu0^~HoWtw93$pjuio$<dp)HJcbcDAabxHn>ZS3`>(ygCY7conU z-;b(GWFT(Z-s!EG6l_LO(dY-#LzDOb(^?6dQ}G#Q7hXgjfgJs#=UqlI^4;4)NrsGI zyQ<-2IJbl=-?ZZjQtZGi&)O@di=w^Li@enf*_5E{{`&J@LuR1vJTR-H#}APlcjfoI zn8TlIwXk#54PkseKRk<3Zb48frC0*>wt-glY~#Wz<`c6#T@*8p4-V8MgfWN`3-lHW zp=Ofc5fXMRuLN<BN;Y1$TxrJz1@vEPTMc0c541ijd&UPYeddu0LEJE7vVQXCc`{5L z6?>B#MuNC?(d&LfVi2Vu%=j*z87kQ7gtqMvccSooJm<PNxQpIXVwGTkD;F(0nUU9q z%|IvpUT-f(a4jbXSn|SF0Q=oLT&M@#*wynUZWN13y(&CBgmPi=dI37C6ZoBEqd+!F z)Nf_|R``N@8Xqo{^%aw%g6d4B*IUm~o-j+{_Kn14OjD_!F8>bN`-QO!x5*-|%e$ZM zdu#b%WQ=_C-&Ya16ynx=o05x==u(~LK159fZj$%oi0@yCe;67>y{)Z*7vyvNQt(^w zf?{v0EJ%4oFYG~mwAh;3+FSK#PrTtKXno`V+#S5NHx<pJG_E}EL0)tIy+RNEX``HS zi@(+!I%f<y-x~BbU?BSS_S*O{QxOp*j=93;JF()|5}<V)<vUVxDs*?GK{1o)|D(r2 zq($x24&0`Ki7JV-pC&BuV#rKV2YDwIwG~brlO4pEMk;sfR5^&`KHk5as85%}>f^&_ zDGwzI=BzJ$B|svB{llybC!ymRuPcyC0sK0e|AG#W;14qLUeqG)Gv`Xp*Fri*coAko z|FKyFZcBdBa**1@b}n7<zjS&VGyft`&hi?)KJujNvNXsm^o_add>HC6hu^=&B-w_M z^3wS(=@WRa6)z2+4f6bGsb`iHk_eiGA#ctG^o-JgR4Gg!Z@vCOn2;yFobUbz3} z7Z&;Ct9Uy-9i-kctF~(RfyE5Jtf-5ihK?Tt!rZTU;X<O!8;J{|@TjM_UjyZc{Z*R; z4kV%bm&3OkkC>P7rL+M1gU5ETyIWKO#mI9Scdnzr)Q<yve+z0*p+13A2ge1SX@1aY zjn^p>RRlZEwDDOQ<lnev@~YO4n)ubd@-}5q7=$(=H*bsV0mU!Tb@@y~*i07QsNW|D z9vfwI52Dv`jB=4gjlTCir$a7>M$*CZ3WHkUQA+rF>wecgRm4@a4X%%J5QL_a>Gn*q zXdXY^toQT`J^UFoRMPC?f{$0!bgk}lfu!EI5V3QpZ)M)Ibl#Pj*c7u<Rz|)1Z1V)y zeJ6z=Cvz;E5pn<gT;h!PA`hgQL1V`TdakLbUTaAA9mn52Dji5~6M}_7QkPMSELhPn zD0aT%0=0l^hEFK?fmt>rMG^JRC;DIC{C$%jTmu+CQ+}Dk8<W-FHX+`QZ;z16fweDq z0-08U+$#VCcUPTo<^X=rIEeoQCQj4`TpBbzkNC|t>(nm2O}KCg`v6}SB~dPT^~r^L zejxM<Hsg>t%HWFv`#Z$9ee@LMYAI+z$XWiizn3`3J%9x>8al#rd71t~L_Pk9lya|K zdKF)*{igWK2YJ=@^QO<4bAXf%YnBkr3eNC%)Jr>;M4b357U&qv0%0!E3w^!ZQ1FiV zjZzm0O#L18JgGXd15+*vh3bfBPSu_J`U5&=d7rkbLEJjODfWcvy~u;TZ7-R3d=^*G z$e)-(T*phk2S(>=NRUl0=W)ei30p9>la|(%0OJhhxR6hXkKz052kUFpZ_28PHe2B( zL{aP1rgsli7Jp!^7w3V$wC@$WwHb)?<8l{ggDFALDam<X!VV^WzGoqHZmdNIrY zV}RgqjY@(S#NhS>OQYx`DR{Ykdgg2j83tYsOiSslVy;&-Bdg@m>*78X@7nnrkK4%> zb$Ygd{U`r#&Zrgj#PyD8&HGaj{7;tTwprIPuhg3CCzXouL!j!j8+v{ahxa4gqXc2F z=Wc0WG3qz(uJ6_(j;YpR)w#N#oRH~vhOD6=1x1v#`}94zfMAR*E6{$91+ibMGQ7q_ zaLtMQRWR?zS2{A1rDYg^Qk2^F@X8!s%l$>oMV19F)ZGpf?qmRacfVSzem)Q{tnVpq zMLm$K?ppERCvh#iztofVvXC{rHzm=X1?_)(8>xNK-<hHbdYdB#pTqXBo=iggQclVg zmRo55rRY4T5y}o1T0iKVl2(AbCP%M}UXy?j(U+$Qw1=4unjsPudEka=#3|Jb8aVLT zOVuHS4@#eYS=sR8htIWhrv;LKV<n1@J#Sc}9_Wn=zfJ}*68YkR8RtLA!MC-l&Wlt0 zph@Lqnr6WbW0mK=F5E-++VmrGXrm9J`6W_O!7^~&LG(+gFf+l~c7jFHiU-bk&>Uvu zrGne#^@Gnw$?&tFM^Kp?-9H9iNzs%{VLfz@hVGq39y(_`{5s-z#TlN<&rTO22riTM z7AbKc`u;g_Sk7T41*66OwaABB>k}^GfVgT6QWnW*Ug6~7=qGiZ3q-yD-OND!6P;2n z`xzl7c<sije2$F^7V0mHcT%EWMzwlUr8fuB?r5jtV8#y*d{<?hXooR6)2HW|bGPsX zns*<}2gKmUH<oV`D#$k>S|k?A#|qXh#;c+eE4Zb_*}qaJ2JklJhi8=Tv%<F7&u;B? zS|VC?H`TM69dbwVe02V!B=VlF3wE)u;By7H##gM^!LFdEeANl{G=0wuO$gEw+jkSw z-y=?<O@^q>x5u*3XJ@D9us}!98$EsT-d-Fs)e3?>AiqUz#qqaPG-X&{acku>jWxW^ zE86JWfC#J`6D)1V#XvoU=F89w%1hl8saKgA#x@)bZtX?9vYBq_jGo&<aQS1qqK9WM zo@sjL77gtjerDdnfI(mY7Z7>bBleyV_Nemd>A0hLdljiq>mwVSkAG!GII{u^S-5jB z8s$p%(Wk2ZoX3@DA7ED{)^WMm{B<@VN^mV}7rBqPP1Y`ND3)F@5Y2bq=WnDjgHe9? z#F?61+~0CsUoRN-0!uq1EU6LaCWR-jTLbl2uC8u{d|-uNPsdk-zo7e)O)lo~lnk>y z0oy(D!l1xQedMz~2f-A;n{EAt7itzwZd##pfMNn$l2JIC2Q&G9m48NtYD}TPy^NVy zmix5JV?ztE3WCpkoW&ueFJ|*O(<ZLI<=ZrVx((mIlO3ieh4_}wv)Bby(Y`wJ;)OIu zCNOq8ufea1_L1*QY;%(+iQBHJesh81h!@*9yDGkk9p;b7-O5Ft?M(iV#XI8A>DScH z?IQu_)Q1CV;+HWiS$U`YylH$OQSs@*DDoklG@IVu!$O$5q>NuczEj^VisLW-wBS)i z#Wy`XM8G%Rr=+-63Vs&<b)D~*28nx?onMbFVVa{a?kXHcd-~3;F8Ak)_``M6P4<tA zn7{n{ylCqM+>xpCRq75W1bsj8vd?=JWA^qCe!xr#qg)#CE2YDj<z`{gDM3!4{x&1f z*G)&nd^A>gd4UV){kVojOBb-xI?H1QS4lw8J_CJuc^K!0jh)RN8X`NAEWChnn8Y8g zoW2}c7_y~tqFv#J7RlhA)w`^)B0}O(<z*-SsQ#4jn52NfdqvJFOl-u}LY`6E9WLUU zMx?KNKk{WdidY*q(t@kC_7&lMGuYM}frk$7MzPRO^EWHqB%xYwCXoFM4@~r2n%{bY z&hJxMw;SHC;w|C>5yyfUi0Ts>5_fhMu$JX{1MTZWm~IXsa41I<29g?__E?ES`5RT~ z-;Y>eP3N5FW7MxuIKbIv<s}85`FeZ$M=2r2u3)A4w=~#Zdwkl`vJCr>7}8(i#0tDK z)9w{}wlLet%=h-{)3|TtkbC2DFP?qXl%k~w<sCWbgA#{6Va|sNrh0jWi8@Lbqfhau zSCU9~hIwQW<M-g06~^Z<Ix%O7Q*Bhx&Q2?|pdbhzSNX`!&nbuxFXeu6TC8A7-UV*H zT8P^i-2C=r$yclvk2X@VLg$Y%i~l0J6@jAT)vow~Xk6~!8!KPL^@^kA%HYdc#f{JX zT%Zy}o}keY_p7rVnA+Q)Ow4Hh;0yiZa#xyh{p>-S*E%B@;3qSc^jN`NN27su3GKm7 zZDQP^yf9^n$}V{VFcI6SEtDw%tpXl{ymG?ODw?2PcZeI(pM91pu|#{L)X))+dM?PH ziOZ)>U&r(I{SBRaG=on#9bvB$AHZlL1)5Xepxk}ill!Y~!`S&K2c=*sDOl{hYnaHv z3uC(+*W6wfWB>UVT75R$2jvPur}C8<h)ax|�fXfQ*F5gC;A)wYst=PbWqSZ23=1 ztbbsK>G;?qN0YcAft}s`M|3kLDv=P_kMif$tBMz0E3)zNi93((d+-y*ro9uz3jA<% zVTeEa&N@aXujf_vbPEgl(lQbJ5_z>4ZbfT++XE}_EW@(gQ7)&8H@--Klc4^7o<F*T z8&<8uwPUY|g4H#O&+V~PXudBU9s9f;e>3s-B}@4Lwx=%Zw*um<hRt4)ruvKe4=r2| zJxVsPUnX_)!pC_)9rOBnI$$09lu0qrh5BXplN?wLeO58gp%<wRrpuW5jN#&R9v58Q zN^`5+H-*O>$a4O7cn8Z<`AudH-oo!;Ew9|lq(Pxw+S=+M6Ucf+eg0P=4d%JrjNFt$ zaO8yG-+lR<@S`bzaHRw7mz*zmNi?H9UizqH3v(pyQ~&T4lMfToWL&K}?acyx#<_1h z`<L+xlS)Tq5qDzGPfJOeb7;RrL-~Cb^**-?_CL@o7l)yya|z{5)DTyg>R_FKat9}U zhYk0JW4p=aUv!O8e(c1!r^97Apoq4bn0!BgsYHuQvYkUb_6c<X%dIJl|H26x{QDgK zbZw8?oe&Yw?{M~TSs2A1MwYm6&r%W(#O2$zTuE>$VQytvY81J7-}0Dt@<I;bWpWhx z0-E$&{Nhl)CQ01)s13yoc3-aA?=T&jzh3k2^7BCVJ|#1M;dX8~><~6LUq=R7we(B3 zktbtL`HJ$(YV^I2`g4wAaTfPrQTJ<Yqb3a8+t=+pcp!DwJM5_Y2u3O#_Lv=*!)%L! z{Ufk$TwN?}N|XoP!^;;rU*<DHx&58UNlj*`D$QB3;go`-;UD^sAwN@u{GG6lU^;-B zf@IadDEB@(>Ee#&DuA2am89e)>Nlfo4>=4Xe$D&bXvb9i{uNS*B=Q)h&5N$?rKg75 z3F<fNAJP#0;jGC|5Leddmok1rZ3(OYdr7p?j2h%xxcgr1a)M-3a^rkCH8}ovR_$f! z1Rmum!4R7$3>2xX+Umueh>sxg;fg-m$9IK0oAaXF#rcB+DnF*MfirzEZxomDp|;M0 z&o#HOor;m8J(tlOxu4B?|AH{F|CZrSF*?T&RBXk$Y|#=G8S2$+TdYvcbx~6s&3PjR z`M*80sKrfO`qX88lz^07+`5+*@o^7YT}*Jd#kHTGd2<?{!(;ya<~!MgxCMuArRwhy zK|Q;{#HWq4gsja67LU{Hz}P|>C+Y+sG0*y+{eL`A6L7mzW1I;FBiC}<qc<`Bsf$sB z<`8y7q}Z(exF9hmRB(^=_7E1H$`EjdjvWr&u6WkO!V1@)P`@alAOTy4VBN07Dwa9H z)xuCohV)N9Y|&zD&=t3GYk)kAO>X?>TKiTUgiUiQ43Ph`$q`xO`L}Q~Zt}X!4b9cI zPd1FlqMWi_ZNJ*rIqXz9wcY`fNgSxBvwHjTF$On}{j9u*$9Bn+YTmXTUz04sYgZ*< zcVgP)vDX^@U8DPZ(VcZ%xI@^^S8W3uYtH)mu$=_r#NRyw==`sd^{*$jlOEo*DbxKL zriK!FTJdOCKA<&wY(-_s1bCoIPaf4GHpQs(asthXKh|hT3T&}Mz;EnU3F6~Bj%0AY z>SKY@9sw$g|ImGxG4GPO0V7l~*oZeqksvlOzO(Z-@{oNv6z`|PKnODQhbar!;c{MS zwypcOuwxIsG~{d%&-vNiD^C9CcjRm#`<N3wSi9a=VmUmE(cQ3=_WZPrkyBWbuRSWq zSwY5Z@5VZIzqnE(?HZczXS0`NC$3`Zxe8`+;fOC%mTwx4<}bB$q1zGhe9$;}-HNjV z?Hh00F)wH@#_~u{(p}ny@SSklk)8y^SL2H?jnDpp7rdf2t{{^^I0~P(6Cn|91Dmz) zlghCgmE)JP@@6oBfkdNyzM|l^BcH9k#6oO8(n#K(F2@b1CU({6x#33C2mQXAYq&~? zM>CDWD0Z&+>e`VdQ8d5gs<|M6I6pPIFDcs594JJP->~uzu2hr8OvyTnX_rwv3`hC? zH@LC6sWY0Z%C>5<JwsmB!_s;p==sY(q2%snxQ^K+i1j!+%EOtJ)PQ;9r+>l0$TxeC z7aA8XEY6`k7?<CfyNZaXoyrp#&T&o%N}ln0c`CDj@{vpDaH?wj;C{2k`<~q3opALg zGf9-tyOO&or-^uyg1D#OX(8~5PPm?9#S3~NwpN=DP|tjSpSH|<DagG>OSVKkg>tH- zd+}n3ix_l|>V26wA*sQux^s?(n7Z*)SokgKRWt14{jADJJiZ@y<rLy;g~iu4e-q^) zIF1YjDH|<eJ12SlHf-4mbFqPgW9UBf{Z*dl4~Z>|uxk%kUWmd|qYS*?bukdbsk90a z+RHeHMxjIFB{E#j;I8?<$Nie}>izyBG@w66!}t*K5Uuqu6ALy}5NP84u9^XPLcacc zcSvX&(_Y05{>86h<eFE7q{|ZEvlB}^LLS$8J&6zN&z5o7QlY3^`whH<i^BDl%{G4a z#y<W>C(*v3WIOK#J>sFKF_+xgUcqu)?$}0qFoPxE`q|3bKUhz=v;1#?MT~k>Xv>3! zk$`Omx?z-`+6f;lYVBIVmKgU&a-Nff^%+QL|J96v!^(GySDDzLT*iAoMt0!;^w*_o zwi;vMKj*FWlLty(h&LSJME>;?k#(9Il*GmIo*%d4DIuXdndO9e2i7Q3{(^laA4~4o z`^oFNF!5rDd^(g`0A&Bm5(@4@{ISFHu}5hOv4rh~NUGbp_}4;P1NKN}&`P?IY|TYQ z<WCKL(?a*^;)het=@=t4a!SXl9B;<`^Sb_Nw~0e^j+#QAG!JaCTq#rH6oe_4r&~-Y zFJ+dAwcLD&a@has&GfEp<JPZlJu7EN&;Q3>hR=AA2lH*Wt;Nm&M)W)W32|P;N=!@r zxgD8__cNxac?D-NCk?U|$Dai(_>>gi`DjY;eZkSKjo0G|Wt;RZh)beyisIzOM)W(q zm)a-&6$z-@JsH2FJiujj_OokYbWkEtmu`pn1*Ly<ZRx^yuz0;gA}%9jcwqN4(Knt% ztgPN^{p2eI&fbCh#PiT|Jn8GHiqm3{#$yz6{t3!QD-`s}@u9wZQ_qx&wFFR?ZHz`D zZqrVj_&sIP23CIaTep8W4=@GE*AK9-VSTI*7IY8K;H7^?1ZU9PRp;hEOY4g$@1K`2 zs(on(U;P~+{Ais6`I@Q?PDWCL<V}f8V;9tqJ%(-XI@Dk~NgeWuDCZ9+uf0+K^$9Ef zjI;J5Ki*RHmQ?R36Y=n!a8LL0EQXkD52QUfA^%$M>pUe%B1Wq1hG-5gypZqK`49E0 zIW0<ys1WDm&Bm?UIbZ3J=h~g$^N<iRaM-MhF@^<JPP(Y_?jRoRqK88fUX6tvzIFVf z6*q+R%Tv_6k_1-PN@YG;HiG=DJHlXJ2G0G}KAZCbn!}s^7F<$q!(9{qeoL?%z`SF+ z(;e1Vun#=xdFm3pVCx>@q)FL|6(ze}OPgha4e^7O?W~jdsObZP0d;9`aPQ)gK<C!x z%A3>SE?jUqTU#Tg7WL&5)oUq35I@*IOv8&0<(-asGkEzSE`YmU?5SCH;=pf}b~~Vj z`=5&)+)@6h?pF<Qgpvf(md^!0B2JNZaj5%slq-$ru9Q*DTEmjxwvD&1G7@{kuMIr# zq=CRhE_<b221qP9Z8On@_$8LNlpjz@0B`uDuJ<kpYQro2GEF52WB&Oc@7LJ~K@E$9 z6%9JD3Nc-9Hs8TXHTHk(ize~H9=&G^BJ8mI{>5eN7zMGVVEf@?3F4cprB0imy@2Jd zu8oneWMCjiCjX5Sf{W>MP5H==GjK?L-u(a@5HWp?>50AgZyLVpb|G;{|L%D4@qV<& ziszg#J&e5esh@BvRx(_&?rdRM;|4{qb5FOln(!YnO0Ro$=paZpZ{fcdlz0EV`scfn zFtnXpu|M^)2P@ynyqR+v`IGi^H5_B2hDEVU3xCEaKqDrsqx7>7=p6k~A}q-W|HyuB zKJ}8|PrdNyz<U9r+F~Fv!EXTX+G|!dX21)sctcF|oCvrtZ%2h(S-~Rgn-#~j+p(u4 zl}8*i3wW%mOI(i|Be=J?Y0qNvpf2^~$9B0e@OSPszyH>VjrmutQJ}e9<F^wH>7$7A zeK172f=v|0I><+iuFj%QS{fby>ouI5Y&Cv2g1}GXQo{)m8<^Cy=L$54J3CO}oMiA3 z`9aR|9jW16#D=;T3a|Sk4%OXHQI-q>V0&xpZ;v}SxL$P4PTrsZkGp|{&`m)=Zn?ES zUBtze49kdTqJ^QOOev2s9_UIsmmb`;i&<A+Kj+ba_P(6w_?rh>@%rE5gQSl;7zra? zO{A6rPo-klAE%eG8%(CB*#h=}sYK(Su%An~@xJ(?ocdkt=gN_VdV?Wc`MF%Aws|uy zIc5}l*MgbYa_1;wHxWU7-%%z8#G&yFX-V{;-oO)O>K4Y77~yp1UY8*T8u%9R^sTD6 zB<!bUa_;yj2}jsgu4?Y%ge2p$BBG1v{1(d5Bsszj(d5uS^JR!PqUz=wgw79r8vg~f zr#E9kQjx5UFQuT+=HxAnXB+rM`H3{HRd#|Z>hV5%4-zC_KIw9DAL8qDC~@3DoJxwl zff}>MBtkAjSLHL}eYUpRi4CFO6JF*P^*`rn31b6?L1&H`Jc6@fu$PG$l!w#>dYVbV z>!7&67m2tEZ#NG8xY&v*j?3%F)h^={OY`b`jk++ixfrg8eyHCRsQAzHjwoc#FLYDH zAP>N`@eLgpDhNyO=chCoz~R`<Sv8c;h)m9YcEx@iV;X1E$Z3^^{>H@l4;#F2HTIAE zj`}vfB5WW3frk=m`Ht}Ycti&>uT?L5DWP+dVr2Q7A3R`H;CbXpIS1l;eGA;K5g>Y- z^xiF@{GeQD%-X>G|2gXOV?uRYM8z3a1qun|2Ttlf){6Y>;%uMy(swhU?^BM6#z~YH zb>pzV+QUd(yuL4MZw(I-XVLn$`Y#>)@C&8c3?vcUS|KZWgW@2tpZqiOm>AS9`LXI| zAs#@n*FFYzTEdZS=i7_2YWyg7bJSAaFy^3};F-&}i^Zs%lu8jA!3)|yep5ciO#}oK ze{)820~(*vqdMoQ;j`RVF6BLldoT7-TIDAtA!%sH+KZmY&o8Nz`dc%=`mLl{Jt+o) z>?9uNu8Z<dyj0t!h`XC~+v(W<C_3+Wtll?{+j~8az4tB+G8)cRNraM0R(;J7WrSoW zLR7M{N+QY1h*WfrQc*~<viIJ5``y34d%eml&w0*$U)SgJeg|!$_r|c!n=M;D!s&g2 z|6lbDj7B`tLN|2<cS>pgVaZ4$yc&4F9O&xDOo~3}%T=~xK9d4s`w`D@Iz!JwL2nD& zOL;xQAQ$a#TRt@V450kZ*MPJSV)Vcnen%9~VI=moIA9FN5Pz%kwB2`t3B)t~SZgjw zz-W#p!^SNVXs`U?|0aUYsf^>9`zLsb+n_RcyNC_6xkzKPn%uzuEX!!=n+TMP-$*Sx zKm&Eoyl3)IPr$~7`WTNd6=WCJ@HF^+!`y1PwBlI#A@|FOLW2mpAJ_7SSbss!qb)!C z$W#R`D_+>t79|D+14SRy>jjAF3rn54yTjO4-nrkwUVS*ddz`xe9^^Ark80C9-;W<m z=;n*Qw}ex*JrU1fr39Nws{itn$wW>}^iR(Q#Ao;3|HKU2zzS?x0+e<6;grGS5$B~v zjAl1LUG#+jNM()beb?>8%_1lhRY=IocRO71d-Nt&qo`iV^z{$kR}QmhD~9o<mqzUI z9ehNT2!oT^M><%Iy)Ge!_SFnpH-A=Xu44=3X+k%CATFQ72S>i|Tp;ry@MsU(pM7AU z)Y8xs2XE1q(-YA%SiMO436)`1A~P?zh>?WuOS@ejUHf?<MUJCp(3cMweCb*vE$6Va zW`BJY`h?+LYH$|CSsJ3kGdb5TiyN+a1`l(hJv!LM>Ax%3!4nPdan~F`{dyT2jgEFQ zAtYGLRoKT37Jje0T{$TU4!JW)+8<cK%TNB1{}jrJ=B`V$dC>yZgBJR=9S*qcb-ec8 z%WZ6~?!A5*;#a9Kxt&!!yN!wTv&OqSQozl~k|<b}gE-Zu20e5>oaoUS>6&DQ+F!bv zTFD|%;^aOnyebM?e@OT%8Xnjd3;&^5fOwgy$|SjcU5LjxBj|sXnP54$Y<4ny2Q%sN z4;4Z^Swm4brqw4*@P*OeRQL7>esvs+8TFuqkC(>G=c2~(8oBqrlN}TI`;i~>k#iJ; zQuc~$iUTt&pTR@wd)Dy`g&}+6OCk_-VOx}65=B?vT1rv{QWIWVwyZh<J(#U0du9>x zYsN_&_(=O@5aU|b$SFa2or6sBXJRMW;hS)CgM>Rf^xw<9?eDpS$Cc+g7?d(W;`^@I zi%HTz^>{~L$7U2iN|VmVG(LqtDvbTH7ja))7a#q&{<9bpx~H0O?dUf4;03+%((N^D zO3zs_-$V>F9sQ}^I|)HgJDW>OodBHqUQ~rYr6e+$r4t_}O<=|uuBusCD9<M?^0QHn znc&dX8oE8Qgb$fLqIsgUh_y9QHyXvRV3{<<59l5W0CDfMVvQ;v1kmKYb8nRd4N1wS zV#LR>ji-LB-y#85!ftf?9p@(`I`^~W{#(ReM2IFgm9WDLoti@&vl7s~*OH{2!cA0C zc)5<&NCRZB)%eP6;#+DhN|BQEL~eq#P?PpwY|MmX+WDIdXrz2KvwhZs=P^*7NOnSA zD*lPLDUoF2-R7Cb1;kghSCVJ+52ireiCY{zGEKPp)KRPw%|psQ$9`2PNBoMb^u^Lr zEWl*O@gx)R#3pM$1+=1Gxvbr7riVP7aLcl#`#Fa4`OiGu9xYH2VhYDyGyEBdv1=sV z>leA;N$ix|>;oaNERijt6m7;jlO^Z67}y}>ZE~UGvn|Z5@5E(s<cIu}MiDQBa<8<@ z%Xh8MF~Jf$-czf#fvZy8(b_>it-_ILp#)mA_Z3b1pfK|hyUc3P^5oAZHnP4nK@-Od z|8eh{3%zCr1#RM>u-FE6W|Z!*-yuf0Z_<EzeVmXtUw+X_0(mWlk6MyThj5hv`+kWl z=$`q5A*J-$Hhyf8CwBtzf_=s4iO6s&II-T~82eS2aL7x$xcj#T6B{2-yi$SYQeTrI z^{%7b#yey0j--A(0xQf$Cl&bjPs`_whderON*+vzl!sq;gzgQXy<OUIXSS1(B$zTQ z-qH`4#H)k!omu2r;CjS@@%19)q2`Ea+V$wh6GOj8cu&+}E>mj^6N8A;^>8EU`AbRw zyHoMwl(b;6F<J9q81>9||1)}sc)trKKB2czZ+XA54jtzI7q7N|TOWkx#qBvK@QGQp zcWwB1<xYJo)>THMcaU`pKSC*$?C@b5(++<>d)QV9L~i~)5IfP29Xw-TIp~J&e?#@G zcZNA(<IF|DxB^~yvfeE~=a2Z0$I}MW^DFUyb=okUWdSf~b&EWpAPV}M>}qzegkVf` zIAxq!5cvPGjm_F1ZYf)Y1bY@cv36$hj)LYW9)9hv!qqnvz~-~}s08ZU34I!gOf%<( zlRXEFQiKH|m{sgq4C<-2?u5}wjtPOYSf9mX9tq%5IevXtaT2F^ak*PXJ{6O5v$z>v zKn4F%rgk@44&ZxB5ARyhaY1~>WJTRuDZs2hV$|Jeo(PWxU&eP~6q;ittM?w`s#%8} zlqZFu>%A0f%rKgtr(d#8v7!ZiGq$^YJ6~|AQ3ty)CB&zCALPF6#s?wK#?Eb`K6{xl zr~332L5MoGJMw7-eNQuXNClr*z>iR|=07OrgNLW5d(9t70{n;^dgWM+9cAsg%N4=| z)_*QFwMWZ=nWP^56SQAw7SSB+HQ)y=ivOZxKC^;1O|O3)<s?2<v?pGlVgj?u*Wf(V ziTtqn-}dP+@DXW_TVn<2|1r3nh^y{kgxsFtb2{ig-_#g=Q66z>AZGfC?iX|q`CA6$ z(s^9Go9jq)EaDTVWFAQJ<A7zB9OqY6J6Lq``ExEcZ?U~<uY1VV>_9Q2mY5elh&2`j z)*GOE&5psF7G88dQ&iCRnX{%QN`8tejQX*`?x;kx+)2c7AycFkp?tIG`!JCo^(6Rl z@^#7|bwSV(=#XuVV*$@g_5aPCkbnx$hTmg?D;Ue=AY009akvq{HQS`Y1U!68cjq-$ zan`VCqj@w3ceUKC$az8m_5JJ0^46ThP({Sf#t(VeQukar#y5(UK8oFlLV5Vy=nvnr zZi<0e@;K*dntp80=;NB(b8N7a<vVi<`Cl6Mp651qoyFV@27E;AQJ$(WrG^7>VGfHd zL=hHfo_VeEw5Bc<Y=ukSy0L#851zDkXFrGL$}JT~KdjATu2Hdp#`LH^_RTx_{X;s! zD?7h=%8(DL)!_XGB^jdqL+TVl8}Sq68RKR&i+JZbG1E#x2Jn6)zMy@+2-8aaH<aa% zIQY`8>JM3$F>mk7rEhe_Kty+H;q9k+%qWi`&+f<uUJ;?GQ5e;MJ$%qvurb0*ILL_a z6{ACW8p%V`acE9X&)wHn%tJ|VrT28ovP;3#SfX_w%`$#!^@rSBKE#XEq1O<6h~|;H zrN_NPR<Ls4?b#bBpVcg?{q24)9nmdpH}?0vBve`-_;(of&5q6TsrP(Fe!*QHy<L?F ztn>MhU$HqK@zd`>G3H1I&)MFzY8`FCn1t@WJE+MB@w%^C`O$f<^<U-U-2#5N7I~mq zHk=(&b7+6W=C9!8t?Vvb4XyZ<%iW9WpV6GxyUES0pPA^4>M8FH-o{h%9^`S*qWLbg zearJkz86eg=-mEk3<3(>BbgCDj*IcpDU1RHboGobe_)0a(L(*6T*#v?+BoQUO@v7G zU&=~uSiyBj$x?Sv{(E%h?am=X#Idpz{#@{N4P#($_!?f>ge$Ro-Mw<V8t-ALhuT;f zkmy(Ts3@TZYfm&}Lb)iWZ&hc$YOG>WpT>eflNBgLOI?yb*5az8^OjcVUX3Sz&b`2d zycQ~^JTjN4i7wyX_J4*gn3zC#`S;m+tRU1m>!Bkj@VVG@M+~6%@RygIXLY%OEu=12 zIdm0kEy_PyinwVN<Het^EwK}3w=Y`N9;PGq=|2qiDyIa62bA})%pOc)4{5P|nU<)2 zrKfA&$O8vOj<-Aek>Qxh^vm5ID&iy6c4mDY7q~E=xt0v*`LkcjAtslxNg^oRa#9?g zd4`2T37Ti<DeS7mk-^4T`A;kA0lcNEeR??#`Axi)D`MgWVdhiKjly_ZpnYt_FG`{U z8HTR&iKxGIP>;H8v6CHS;zY!m^O5(8j<m~DMN53GZ4z*C<p#Y|xt|)ddN3(NmGtMS z%UJseTLc4w{eFF?R3h^C|9nNCi+CM7x}P4rXYR=j5~fTZuMp?FDt$NyXGFQMnKHKQ zLd1t@SK2Q+C<ZK=AJ>BJF%!yfGxxXOVF&)5URu3SIdI_HrxBvkhgZ*-m~@WH0MqN0 z1DBnV-|k^P=Vu3DSgt)_)W^dDmWyY}H_*I)i|u9+Ma%-mbM*!7Sk?f}r*^zZyIdA@ zyty!A<d?arBK}D~nSz*8%zUn1gK~=R#62l05cm1h)iC{)b=+Y_X{u*$AI9>MEk_6W zr~;IezY92TVo$H<UgtI3z=j4IHog>)!RS?^=lnA^s3Bub*@*kdb}F^!&?SCgunDbw zv^<DyJ&CcuaBT=5VQ)YF9G!pRw7-XW#}w9nOT6|m^FQptWbs|m&%5}cn_QX03*rzV zsoYK1O#+KW&hs7(RD}7uyoZ*=HeQzU^pMRgALPmGJj=Bb2JVF03|Rv_a6yS>Ch0UA zT)lLbX}xU)pJ;hH7X6+Haw;s&ZdUPwK?xqikwYTPX7NkETM$qAm9VS<%`_(Tq$EyP zj}!h=pUX%<K9ZpO&3jqUKIP1;#n;oWB-nSa;1!p+7!0ydwp)xagHrRg4ZU=EXxi#H zS9XdI^`cMCD^F1n)}MD}<2}frK~@*MgZk1xqK3v_AfCOt=cmc3wn6-wPRGv=$jecz z_VPpQO?pCOsX?nTL;}8~O7dQLgL=&R6|6p)T*w16S#k5yZ`?n)TuseU5FQ_=`tQws zW-v0HcpK<U3;Aj?xBW{{ep543#1Q3SPpq0ws74|#wU2krldett>(9D{CA9Z(mIYl4 zKlHsiI_`7k+X&VmxIo31gU*jkA<~gn$Om3<Iz}Z$fGE$>aTzv7@7tI1%Cb*biK+3J z$WGQB{H@81LH;EwSkAiZY!x9z<Z?1b#~q=A)KAnMtidxF)uj~ueF6j6*v0Tfo5y{) z)ZKddAL#w$96$eoT4D;be9TnLfS$+JgTb~}oO<!;%;}B0h|4+`cW`;ndjUc<h(29* z0ipT16jJPy=Ww}Z+Pel#8<_Ib0ONNX6olL{p{X~~z1X#8`;OA5-0*eq1HI;m1nhBQ zOHf1K7kfA-m*&N!fUoHFd<pVlcYK|tq}3Dz;-h6QJK`&6_q+{Uqx*-CH?4c!V%x@E zxn4}~)E9t%){5j)hP*)1A5y)QyMtY|T8iP769*ad%h|f$(DNck3fr!f0!P6|seI?x zaIOvc7yIvy;FTJEsj^r2iSxdCcfMSpfKi)jktM|cG5pnWM#1<C&R%giBPEdn=B97D ze7i{lZ{t5I8}#rI&0nt@Z9VV9ZR}runnit9<*s(|FAKE5;CIMR@D~+48*xc@h@~MM z9#)hWPBr0M?x%G8y!nVrdNzL}_aeV@*4cbVK6dyNJg_E+dO}o<XRSq$Cm6VoZT+cx zjoqixJt>It$Sl9gf>dp`aT+#m`Hb@{@ab~pNRT@haBP&UUs`5_h%chrDJJwF@|XRW zhV2&4ktK4>9eHQUQpt)EcbBkN+@e42fdbBKA3wf8O$D<b2Q=qV&U#Z%+Fscg?SBI& zr8S>15Ddh&|3Nic;>{B2qJIrH$W^$X>attLw+gdVR(_+rzJp6hPE#hvW031fb!Hy- zd*tf>{u%myJ<|N8QE3I=V@z2)%(af4*e(8{#K#YJbt?k)dLRzg9%+`+UJ_W!M3Fo! zxd2;!^{d{D2^Ltd-AiGl27N{s&(^+OZ0_~&{7yUzIHyrctkSRGWSQxjr73PAhx3AR z=1p<P{2X5*fbK=BBE|;a2I)YqT=2hgUP(C1sjMl;w~TYn)wB%kLG#XM6`G@np5VtR zKPZiS1%8Di#@$!eF+&5I%Z2DZ%}=%WQ7+=IUCHzfQIVnqYOPndJ!X-Yiuw94>NA`W z`>{Il83i49bT0Eh4C=zzOK4Z=1cc!tYbj&8%m$t*V?$*#kMe`x?=;%GlR&hPnt7X_ z1vJ_s9~mOQyGQR&CkYlwP>tdfb}OU?F?}YB)240M`In3mGS3nJStwo4LQkCN%iLdm zAg>-<X>1$P%v!-;s3rGii_hYVTYQs2XDNZMGmv=(<p+LomU%P&<%Wh<Hx1tcIgl>z z)>bNC$Nm!;`tEp595@1AX#^!A|DpHHzu+8ELT&G^2}=wUk$$D|u=q6cS7inGuOUu2 z?aZx{&c`^wn{#4s(U)$_`xakOS;PQF(XQ9$E*Fc%wiMYu&k%=JH4e79scp<}R!p+f zmy^(z3Ew!7i*n?w3Y8uA(VU8Rbi{>o5MOxme$*^z0(+hi6U-Gdk6k}lCNPzSdR3|K z&x_b`12!75sCSG9%I*1OwF{_G&eZNr`(ZlJY54T*gER?5?(0~3$uNO_j9u$ht|k2C zlG4@0v~i5X>a=3rm;@w#jcj{)TY$*XvX+17%0^_%`^x-4yuR|G>E{MKWW+f?(Wy2w zje4)6rskW7pPJ3fo~*fmQDxnhj*6PVG!2y8S{r$REk!F<H34y-%}<_hM)PJC1>2I7 z9BeS9u>GK=j~Ue60~YHenIPm>up)7_A3Hz8ncft@K!gSReNo9n9?~P@XJcf9Avq;C z&1Xj(R^!B|7aXWT!JzPY%d2txQ()thEW`)xdt(@3r_BM4vPOS0rC6c<j!^DV17^bb zoPVDBKjcs89<K7~Mm~zekw5m|U&pS7?b%>MdvlSCX9`?rkaswi;-k{J-*|O<Dp4eb z_?|U2HpRAR@6!^N?$U&O)y;?MuV)CLbH?Bq=S)VJ395YeX^@k6^lHcI%nBQEx%otm zZ9JOGXt<gdzMaNBCNFnJbdX^nriu7Bx`joD%cP_Re8M<QqlV;$DG8qFheq`1ye2Px zq&(AJh;THSF1S6sg<q|-`Bvi~3bFo6pJ(J)iJ;<7EgT0Iusu%s4Yrap;P5i>{NN}n z6sp}F8B!F5VjAiHerK)Y4b9rhbZBl)okOekJ|FooKTvl3y21m=$2L5?sDz-n>%X&q z;!vLHWPypx9T8v?|LXWC5OExN!fRP6m++QiH>Xo4B!TH~F{OP8H`;f&rO4@QV>+i! zj9vcC4?EFk8=CdzvD*3*S?mG=u=m$7*6<Aph`XTYc4&Sc9|=0DCy#s`t=}TuiuMb@ z&Eqo3uWY2D%&mGU4dq}zdfgV0^;yJO_M`jLK~8Y@eKg(4%ulF3YUA$Q&jjiFqb~NL z`*_Hsplm%&S>R;;vB12I_;@`WMaM_c{$_uYx@nFWs19rX%;Q9UTMB7bVS5UKPSQkH zr&$t~oVy(*=n;?F+BvAg19|tvBa0sp+;H4DUc5>|3?vGUU*{U51Yh+ZN^~b#pwK5i z<Q<s`IHIakkD7235+Aeuw12K+M1?eS4eCvWZ8<DYqrKdPET+$iD9>&=D>*IOJBM>{ zhfFXh(85B_{Fi$JXbxTYyn0NW9gf_){C$Q>2G|%_#@l|<gGBzlqdZ^5fjLGq?7cb{ ztV<!WS}ZHXleJzrAwQ(6i6e^~+9$p6f54(8!2txO<(2w<7%x7&@A=&fVW0?1Rpr-x zfm?hCPk6gJj#s$1NU5G&$HrZ0CqATcKzZFQndeW0A$4M#Cx~7cY7EEE8i)<y9qK(R zUb>5TDYfgs-vj~hT#U@9){`WP6EqCEg1L#f1p{AB<$hf2N9YNGa5g9mX4ITw=LD8N zYI%`2CUI$P>R{iMW$csjK`EbDN_gaMQ0pea2`a&%hKU|6xO!G?`qtiIyuxjO{2jid z{n~K(VXsxJ*zMAS5DOPvIaKsDgv3EakyPasR2T6h^`RH;z9NBfGYxK@Oah;)1y=l) zh<EDXsoU_4p7?oaLqbDF5Da_yL*}H1FtJApP3a{p@aqi1QC3l-d-IL!Cx{NbWnb-; zYAOoi=5m+Brpq>_<y7{34V%X^+lvC~8KppX#WXKinVOIp%au5TivySY({lD(tVHu7 zReA=>RW-9_ds1yMfW%cvjrUPZ#B!d~hcOxvcsW~i+81Rje^{=~PZ}Y=c%i3@%`(dO zD^VSjz9&i~cu|fUTJaEa*NIStBMijjL1!aw<h5iNH%~CeSRt=vFW#uOf+-}^|KMU~ zg&|w-CyG~)uQlKFdUD?i=21K061B(x3nNl-1}WSyX#Tx~ql^xS0>0(5YusRX*TuB2 zZW{|XelO~^j`}Fu!H$<G86f%-ZH*NtEs-{)X;@|7j!%W}XLQ>~NknP&M0=kUhO22m zC%=4N#1>CT#LSk@VAuZBRemr}f<N>`M-R#^(o1=~&@@22pDuy$x}<Sz<$IXKA$w*} z{y~v3z=%9ZR3G&9IRuHk+RryFI7A>j&CjhYhZi_`$_Iud(YbBJv3+3S|31id$8p5l z)2rMOP2Zw|o7xI{dvs7Ps@`d};1B~?EgFhAR#L)~<+Kau=9xj~m?z(~G0Kbl=lvqL ziIXr{&A+yGZV*cjJo=$4lLRl4jN0GmyWw@88ejViF(99#mB-zJRV?2#SF1i+4BiJH z7pm-&2E7=?tz9$3kMcNh?K$Fbn6HsF=8EXxNQ_!ZU?varCFH#cRI0`^E6zK`A|8BC z!a{$gHOh61?NTfD4B>rN&CMd{d%k)+Q9v#n<qzHzyp^3poJMou^jp;wz}zI?M2ew- zV_`Ilr}CMBc7B`X@k3^CI`yhHC7T9ZF{3ZHT^2BvY$X%lN*-d1S?%~_(LTVcryA~T zO2X+=K^;HQ{dDu=q=EQ2HKA`W(eAHF2Sw3Y?%r_%Fs3TuqtinR1E%bZ9GnzTv2;ad zgoJYQaX!4SFY?3cgUZl(6HbDwEb{lo2oV6)^+ZnjU-(4WMp*urRs2oV&uk|R#2XJ3 zUA)~Z4Pw9C1@Al_!FmQd*Lf272px6&a2h8A2w@fHAJ)skQ}3HOq#6NW{52*cttAbe zFY=GxPD6bgMXRI=#DV^nXl-{#feps~#GZcbx`mrLOci@gZe#blOL6N+F0k{gsAjT~ z0D6l_9vzgA7j)XEAW_kW%fF7+*4smZ<hwYpfiNvt1`U&MJEOm+Q>fq926^XiTx<=i zlYn6H(1ALX-wrOQDzsRaMErz`w7$|YTugYs((4-|m~9T8QO(5<BS+$QyK?EEpYg|r z#|h*^l#wo(na;(OZ!sxOzTkzRk;y-WyRBH9L-|8#!~;}Mew|bsfaWc)p5JQyEDr4B z8BbHP#UT89wsyeB8LaTJnn}9UH1@G)P1WiVi3oB}r1Llbjzvfw&*A=vICFmvGPa<e zu}v-oXCaz{<|Vb=?fJ8fC%K<KTw=q9=52xbs<kY{OV%vOUX=S&Ot|1iW5i219~L^0 zfqJ)wUF(#tfxTGv$51<yG(li?^%K{4iO%D9L>5QqzhfLtXSHUy>acyELCm}g`3o<G z=NLU*$D)bwC8dggc>SxFNyIIFh<XrTQF)UDt5hz}Hh<0H9|!yy#2%o&^6A6@ErTVD zA;o(0z_K7T9Juv@RhEJ9U7!2wi+Y?2{xoSVEM%h50w;;`x8UIyztL#rF@Y_wqWD>q zdw93Eo07|N2N&->)+uGUjkiouXm?VIf{K*ltA0*)*znos`QsHgMA*xy+DW6l{u28v z!!|9b7hp$jtTIBAW=r1L>n%9TVn!D=;+!<@K2W*;a0$CW8Q5qyEC6pA<cR`WI%xiT zE9{Gs42*4<^m39(@aepAH$(J4Ec}SacM(tIGt-IRJubU|5xW26%(;fJ%Sm560}*$3 zK2>;sY99r`eCzR^vpb?Nz~6Xk_sc%yI~#pd<Bq(bryufBzd&4Tc{gEEG#Av2(;nVR zWQTU0efQb_F@emzL%wCn+xT59Q~m56P6#qyU%OHej~V1KT3sYD5!dtIHmew*-}6_? z(ktc7*o+tl?agj(=(zlDwg`FBR!j0Sj=J~b4?i|2TmC?PDzkcCda@X(ToEzUTbjcM zlS=;$7O@fO2d-5#?I3?eWPt`R>K}hyn6A}vr6J6<^;#~|>__kO(1br8Ygp-Ld6gcN z2aHOqLf&@tJsKKnw-@#0BtHfuM6D@7uR~jfzNr)d<B3BmF^}=b^$P(^DF6Lj(@cVl z__(Q*_s63i@<CtwB$rlS71ovdD7Q>Y7RLPtJy${)K#A1OUuM0G2^fz1J57qfkG;=B z>)hB;{*<$uI8FxlRhJsU8VdNZo50b3Zw<><VHuliWhF=p2K{B|ewj<!<HNi}3mDbb z)3pZ@z$ZFk6N%=?0efy+v!VRM>zf6%?@U?X`$E|>HYIvspKjSUDMxeAu@46qG6yk} zQjdc|TC5<UW7_`XAvH(@WVR)*^FmW%qm(-3|8w&xU;5C!T_B;0|78s7C9nH?Nd;|V zqir`@S(v#XZZFS6$Ceqq{Be*Rc61Y$R+90HRYAVF+UO+CVm6SNZVG%Qw~F5;y_ySA z+Qq|+m!#j?Q^G~NESB|;%tYx$_vY<oPN+?|o0N{u>yrP)hDhC%hG);Ntv?VZ69Fvw zhsuVQaXR;*Ms|DDkER?idnQ8(4oa&{;(9aKRUIz_OF?Fs@Hcb#_KgErNn>}$hiHh+ zoEyy{)LYp5ZLXQgO#yImnxCCSdyP?J-|($zN`g1{xvuYFQ8==o(03Z`kDZd+H8T_W zL1DSddrV&#j^7i^qO>PLO|evXExKP9)R3PhJmZ0xipNc_7uK+=vx$MXT*$;*jhAs{ z?Q&2t<4&$ay{3rQE88#q(7bunK5qU9;t3UHga{di;)FxS?`v;9V*gTdzY9`R5|+F= zYm{P)uoOhP`Jc@y7WA#|fERNU7MZ^*;<(X=Cr!EOpQYe|kjA%9tsQAV^X|ylu=yHx z&GcP5huj>d;&<%U>Lo^?znU61A|wjoqIKogWh>aSEfd?>5J_O;^`U2KqX4S!F;rsl z48#|A>r2Inj6~Jf7#6Y+daobsJ}BNs1D_S#l{mA|KIu~wk%73ZFMAW0rklm!(8S2E zi^U`ucjVALn8XQo)eMbaH>5!8O}y_Vc0oArVkZ4_OA<)0l~hwsFcY$P*iFM#<S+Xg ze(kz4I~ePgImDYVgR5^?+r7GfSYj`u`w>Ah@qWl+IQFv`*iS|?4s7zlXLEU;AWBMD zEw-^agL=diHJ5X|Pjz7)<jlwkHfDnFwDtZxDmFrEsjf5?-5Yst%io&TL)<s_t0zAo zF6`A7MwzoVs24+gQ?$BFMHmhGEw)&aVPn9X+D;DjyNtKG3P=lh)DO3|G=G%ae*fbF z#i<Eg-{_SdsSMo@-Ea1p{+5JR%R5%x4u}^$=b))*&rImDvcGQ=T*phRn4^ZikRgYX z*8hy4ERgqVV<w2B@nkT5$7f6iqM4*uN{6QK%nPHMfpL>qVI5Vizx^(r*JBqwks|<~ zgK~2lLZ#8YlHqvlPqfz+$LKEc3PHnnlkFl!#JT=fH6ygd45<o@9Q&E1!NGU2<;X4* zw3>PwN9XcFS$k5{$t4nyO-TGTCMcKjF~qJ*R1D(0!|+yRD!8g?ZE@^`7z71T``>eG z#jxMgZIzl_P|AHzxIz`}vtt~JA5?W<(KO++Mi@N|{GQN}vOzzG{A=yKj}RA4s5C(E zlQ0pNRQjTC7;#n%e$_rb_6}D$mZiK<-iP(k>R*>aJ#mlgrDKPsXrYhc9m~JZ0*K!s z*Y(MN2|p_;T+f8Qw}U?3etKGb2%FRRxS5mv7w@|BxsCk_^2$s<l<dGM;B%h{DeLSU z-e^oiex<vB2fb358oo&2*O`MpyDg(0eB_%43iqf8izge0|B6e%+~K=7nnj0jca=M2 z6E`m8wenUa{Ka66#S?EuT$CW`fvd#32JG@Ge0<6?g_Xa${qW=E2|Q74^HB*iJ293J z>e#o!34fa+Y`!SdL%dHQp-!R!>zMr0I;kyK*kJJ+oSp@8m!AIkF3$~XGr5lUE70Dq z@y9<+V{v$yBw%}AOaiu}NsOyc_~6eeEA{vFsNc5Fir?!B8Dg}rEHItpAOeebuU*k& zhsHRj`(GoLaG{s{ziApJAm=OI?ODBqg(&`|*(|4kyCV&Q)$ynoTdyCSl}8OZcba}$ z2k(I*pM~237Z4XKnJZI>Jr@r!*?9ly37T*8C7oVouEvNo%{s>n^#5^kP&DOHH7;6w zjCOUC7GCG;53(R$_|Z>2tZ&cCLr`^)+s~slc+l_F1&M`B{LvZyA)lkNAlJXmB7<@> zLnhsphhveK_A4iz@O}hWveUo5ggmwySJYLckU!7)GE4EoI0NW$eNTRl=J0f;R02KM zWq~kdusb21fw8CZ<PM_TgMe9Mo7nUiMy+@HQ4-40y*5yM`SmC#Oldx;R==={X}?@* z<@-P;bU4qAl+_3jx#V{T?hT^7A@Q?3JZ2ZWSh}tc*F|A(x?M!98#S?dEv2(sfSsTa zoC~?RUjzceBO^Y`@&Wn38_T8N1>mtlMF<7*xui?@Jf*(M4=3K!o#kVtCcGzfEDy}~ zVYHTM>(+p#NLquec!_eDu9vXTPfe*`wxzkHhA%{SkJlLR}r0z9ipN{tQ1Mb>noM z+4Lrc^q>RROb2lP!**gjh`Z8pBf%}Hj+vOHyX@cOA_gZO{Rl08BMB4fN__RL+z_7o zJxkl64BK<hq~*E*B_Ve6`=6rQBp~J@9`xB!69tWYxBU@cLp|%tP1aEo(RbgpclUJ- ze*QM)QX!Q*NK0hhBBgC&v1?2(1S^*@o&?6khBvanmTm7f@&I`w0^YGQqCC|<{{p$V zYcg=?!zGb3v{VqWVg6~(h!(DXihrN=Mg}H#UfSPLV<cqGvD{ul^W@HKALG|3Z>{jR zLFF5|&l>mZMm9)DK$hqM+oz#oh@-~YkNuj*br_Gl^Ouzbhu?dq9-iyRV^Wu%kJ(AU z)ur&7uL1NxERwU=wiofnJ#4)$h<9jix;&T?zKjJ;;jbrN|HRTQ4FWay@q?qp7mjn~ zVqoU_=>W$!3c}~V3L#Nn4q~j^NVEGb6Y7CRJU8#BhG_GD;wsNLfvnN={1SS;1MT=` zl@W*hYA1@oFOdj=OYcpWLwMn4`w9AgbX)k%ePo?pQ98n5e}Tc}kbW$t=bA(T2Rq_m z4OW@|X~5kpRc)J*|I1df`R>FtJN!(GbA0;}`AdG+H|8TR{PI1@g)@gZQSZ)}DX@?h zKIqw<;N=qm3Zq+fB3B9Q?OnWPW|flAy4g~8;QSnBe<MtHiW%{zJk4oI-n0bCl5?0< z5pnX2L-&lui$dew>!GeJ97J87PFzfUKc1;F)Dg<Ci@EKkq0mF03pdAK7PuHK$icVC z(t&<l-!YN*P{jfku9x}R(QOpF%o(va$P0arKQ;ZloXJlx38l`l${;`QKb79%Kzg_- zn)dq7Dl1_)#H=i`N&!)gJ*Tgm&*7H5cc<PTo<jc71(hS{--m1EZ@&cWV)8l)>~q?P z&%$k|TS<+6&h&ZN0xHCTs=Gu}9w-6o@<!we5nkXaXbODxg&q!GD;yE#MjrFOqVj>I z(vXuYwPA|<^>pDZDQ7=S;p%N>3`^$CSb(Eh+|!F(gw7zv{mIxiJg>F1KMi@pnvZ0k z@V_yPFNn1TqIN$Ka%Plf{4*CkPP*XXDIp5UYcBK!Qw*@bAa(Ta@eaiEVH{04HII$m zbLuYY7{Oa@jaH<c(A-4JcJ^s~KTbG#Hhk_7fETxpbH1aQ$4p+<o%cG^gx&UI^Z9a) zAAT!cE^>6@Bnsbk-B{!5#vMkyC32#Ma9O3ApPp7?&`?_=;EFgcG3V3NR}LeO!1q+c zeItm++s}E@(VHE#A5DwRS+T&4`!eP!e>fmMc5n2_hp4Z1sp445B_Ze@p_T03MO^Ne zCn|RAXo)!EwR;)iBltmKk<h^gGVJ-FMzYFB{Nm0-W_=b+U_$ci=x-5);|oh~GR~oW zu3GI;egOrzLFqj%m&gFAjF89mYy|JoB|nr(U<N_odS;IXDKKhXyfY%n506Cy8xuX| zu%BWAc3X;yAa58{mV`c6I!{6>deGedyZ)YZ>6ct!%2OOKgZTRu0Y6n(N;tt-;G_5@ zl>hb5&~P0^+zlD};K*M}0-*odgNuqn2nOiKi#$$ILZXe%`TE{vESCC^aZ3F>h6d}H z@J<u{nnkz!BQ+&lzQns-$v=;;1PlMR`X~S)%jy???BgW*4OV6{VuT=pbNq$Zz#67) zUFmUS5^)=v^=rLS7qF1grC%DRVsOybvoA1H0<@j}1mE45z^-z<J;izzotJ#9_su7^ zVE6u(&e@(Ifo{dBr$eC_=zJ4aefCQR@hmiAdQZK>GPCjpz1S!Tjj<b@R9-vS+@PGu z(Q*!Wv{L%%YPkUM-yB!&6%|F8yRB5bh<dgRw0Y$}(S1!LVRfcKRs=#0XF4qvE@L6T zrcU_07C=2Io#5x%lXxS^)zj(?;)KRo6-*bBK;qiHY$|pxs6NgTvF^$Se`}j>XVx(i zA0m|Aoo=Kdyyk!K?5b_zHMAXhfvkcMMl&qCtR)FOZ^*7;DKsD(+Zw!ED+t0yE-4?8 zmt^ZfC2#pbO5i<N`}5@{3!$!c^SIBVB>a~#_llu{1YY;7mN>Q1ekLfY|6}<Ic9Z|X zF^)0By|DsmPZct_80rMye@#JrE_r+}scReid@uKa!jpMSvbmRPG;slAGARk;%-|rt zt{wBWLSARrBhoQuiENNi#r?DU8M@b=&}kmD5QdX&nb%ty1c7HYp3=&H9&^g(e9iw% z7X6yd^K+LO33cW1UDMz(+%e<)e0c_mnEQ3>2>Y>C{Nr`636*ksg5zsJwjrkw+<)?X z&x=@;$7|3Hk8tD$9-p^^q<^fiINoMW*CT}b<rg&fm(xJp)7AB&I}6zAt>gwA%|q>N z0#5b!GQ-1D_tq9sZ;axOBdh<Oeq1Tz$-nPkQU6*l&3)ac1}~S6(Y}xTlhNw37bJEN zf17_#qJTRc>f`R)2#rLZtVa`sIl7nC9B5^~5`nn>^mpBi_cIa_d6Wjmk0^-i_IsMG zGq?yP{vrz=H8B`jOmj*&&jq#{`x762oX1oi-F<9GYQ$x74LS?<F5|CoMSFF!IAs46 z58-HN!g|NN_r0xUhPay0lCKe)xa0E-l$sDHs#dai>n>0eFmUSC_`eP;g5+HO?EWS` zX8E9SRbm_mg)4vbbpK%o9~2b-L49HsBpo|}p4*=M$?qrEx3FR+iS>y&4tV(Vswh<} zJq*pX&^T8~!BO5E(<BKpK@psvv-~^@=kmF*Z!CHTZ+^hIj-lUAOl<bM57Zol#~ZQ7 zUl&)gFJ6WlG$wSgPce>Mp~OTCnYi-%&T+!)@OcIS{UtmV^P<Z>#|eq2E|J1sauPP7 zf(D6gh%Yl!WNQBFK32WA>2UN24<zvYpu5paLuklFKTE*Sdza?L-{$Ky;HJQ5Qu+e* z1`6+p-w|KJ`k05m)bpdyL*8atg93U!A9Bze{-z^>iTLS`C~88L!k|54g_Ahybj)W! zi3ILLS*&!0W0-Q7>Z8nJbe^w!kT8Jq4bM*(<Xkrr0%O-NG{>GYgIw)I?Vh6o(8asA zkOFb#*OXML_r2wYWV=%bO^wlf>OFJdxcCl!kupsARm%bvP*SyTqFoB6CCL8C%QQqy zzWY;l!8UxH$$xHAhz-s^3|f0gDGZj(4vsYU#bHf%=t1{cDPU=53pw|a3jRzqVFor! z_`9v|WpA{E;LucI^YFDXEQP9qqkW#Ai22sA)-bq))sQXEb^0+w;Jycc&jyP?li-=! zgg+?Hz24TM;`|Sz2+~m0DdZ(6mW;I8q9tJep;GGG≠P^cJR{wuI4VBy~78NdcRM zMxA~f1^lw`s{Ve93^!)-DdQ<Pp`8)ae{hGA5YaX?f7d4i{`;QA56*~#)<~g$*1idR zg_+(x)L;#B2=iB)_=|je=5#+&kWX{?PPq9QZ?uQ{;N#6U&jqi@RZOI;H9UkyrIG^O z`;052+Us`avDqCOeW`z9kX*X@P7_DIO66I#mx#A=>$1$H@BS2U<*O*)7~+b1cXsb< zH{gXm$BrKOeVPl-`1@XRT%N;B!q2Ik-|WF1qE8M8hAd+utN3EaX(|wlvvb<3rvNib zM|ph>M4)fbhavC!0;XA%EzZHm43S4Z<GbB7#P^g!b3GP1kV;zi6+le1e-ok7#~9}D zE-~Kd&d~)dO)~$)Rt9=c6%C9l4pR^}%xM25`|-h6&b6U*S1wSHQ)bsqrXl(cXZINo zcHlBY?wzKO`>}cVgIv`4(s1IR--bknATT)luG_ro!f!vPlA>QC6PE^s+(j}_es6I9 zZ!?Sqc+OovGwMnS;U*es4R?@7=(L?}dh!(JurIV>abXNA&IpULGv)w4-Rlo@?oMHq zq?TQ8BQBVGRW<Unxeup!nsBGdTNWr^h+X1}5(mTJM1^OnlbFS-nXi5~AN17N{cJ<` zDz|q|A1!3j{3-jYRqQA`7@VIVTs(N-Xg}13uJI$k$9hA#8p^NriVCammjhSNU6q9Q zop{Ba3#G@65I3f4!H&ss0}r-HO4!m}#^iX?Nk7*4VK3j*-}C4_ZKxC|uz>an{K{Nh z7mv^aZ?@U3YiJ*}Wbq`Y2fZI$yKlc7Xrm<D9!a~dqP!6Q!xP?xuFRmOkga&M4)GB? zg0&qicnS6G;YLcv3EVmL#FzUHZ18w!n~^eo4lgd+Vm^cBOrT`yQ!2*|4CYljIi;M? zaPdE`IFt)~AvFPknFRKaWqh{hDLdRR|9JOui3ofNJ{H>1P6hi@EUNb@NW%}=Hx_aF zRD}2UjsI@3N&{Q$aD77+nFz{lR!wdZBx;uw3=SAGfXc5YHyVb?L_N8GWm}COY{kN~ z?(|X<`=vdlZl$DPjaLtyIcUd5%=|i3R%wO!`5~Rp>1(@j*0pWgTd42xxS~kO7R}>j z?|;nbSKPpu=AOU%TsDNYhlsczH$~@ld&6PR)OKuY^QHd><R^8go4Z?mWB{{V+#Rf1 zqlQb&4ug}TB9OP1<Y^hg28U`jE2r2uaIJooV-;g0Vl%xW^*=KK*m%n%bda=$xx9^H zA324*1*>)Sok_iz#p2D|QYT3$e@#kq%|aZ1CWDLW{4H1+ds#N!COw!WAM4#$$pH+y zbd-M-1>q4L^`{;C1<c*s!G=;@7KAJhPta{L5{GNl<ZskcK(UVM&dE;Xi-3zu%eH9G z$z)cP_jeI%5E8dd;}n4DQ?l<Lcg<mk&XXm1NE^6?_~}21jAJ+r`>t0K`tyPtU4jfz zf*>M$X{&dE8QvV<Gti3mL1NveAvT6XID6a7q1J2k5FnI94&9Lgj?1;0XIZ2GAGuZZ z`~x4nynOqa$63^qlir%nW8s537Qu1xJ7lmvC0Av>%L?}N&R6D|Yw-`2|4s8;UBZ2$ z!yfRtBJbUgrMidDSm5)0JL!YJ5ifM>gKQG=!(Qy;8@u$1mH0vzX0bT1g#C%HG;>zq z05W5qa8W%qL`B8~M<cJ!pp9+hpuHsA39>h#?nLawLyMgaImlz{Bkt(TMN4=XUadTI zj}uC+{Fr=`gFeSOlo1SjQJy;8Rq2llI~<LVyJQnzfeRJ$5HfCCIE67!$U@j6wmY_2 zWQ}qP;g7F;<3~NziT?aR|MU%fgJW?x0qvn4{8o9cewc=!&x|bz$ft!yH(ni&>K4p8 z%wOJF3wgtOnpt?oyKojY4e>;EN}$kB+c-V`4AbFYmb`oz<^HSwkx6diFzzhx|K}4k zks8vF^B>|d1iAO{9#1XAO=k-XwYB*O#%oEBNTw)nay(ysMVt&CNwkmNiwS|FpR38s z$wmC<r5FDqJH;R;d@!i>6hCyRvYE}lK|RMcm2W|Q1DNy0o;e}%1g2^k+i-WkFx;=^ zuhwp$0fJ?kbVrGr(9Kw<42?j&^>;TspQY4dZF-xYC%wra{5xV+Q=S(*W`91v$BWKU zP0K;OJxzEDjSms=juEDnrEXmxqyVWXMlCuICI~bb7opdpC7zc~H2>n6!CBhF|9kxf zd3=6_Z5GyVV6B$B=bV19!4Ye<6amDEm%b@cvb(@cglwFjKP0n?Q7{>;i=kZX-4IrR zUuZAXGt6Xe-%3HeO+J^gkwb=(I7>Bl<Ui{&KK)0`X#w|gs-I!w<ANg!fo=7wG|-&t z@nS0!aYU;{$6d_Ea1kE+Q@>E|OmW&g`gAroRM#w-eH!1zXvN<+pCeT2l9wdR0~ zW@U#JGsM?Au18C%6ov;+jVw>Ppyy}rJ`GAve&R;cySe!d4)`s<7;t0`<@8=IJI|Jo zAOxFEw=hP1<k`;=wY?~B<XX>)%}n3{ulS1O<GA3_%U($pbx{y1{Lvw`$ODUu)F=Kb zp?Sotk0sof0;{HP@}Ce7IIqk$vBygi@-DxtI&@12tXkuqIO<EHz4E&iO_V!W31!q0 z>D<PYxr<5`UkE`e=b*UCWft@~9yS?hRD{BzQO>HmHoRM->p^lX%9-3q*HxGogLe{a zCgyTHFwq(~o0l#G`L!i~E?UaKZ68~G4t5!sk?AP17nUM4b}OuKHA<NI%WdsGz)q00 zB-z6c?uEj$`;1J(nW3TD&r;o%3FR3DrW`MFfUVXoGbh?jY{Oc_d6SU~@ud>)vEA^; z`?;Kg&7)EN<=mUJaE3+9Z$g}%e{mfD_3{*DTo&@QZ4h~8^0bhi|3~xf2js`q5P2v_ ziE_nRR&-7eD2P6?rTL+6n^+>(*r#_=gIMe;-zK#oBN1`w#-vjw3lN;l?H@`%;BUM> zQgiQJ$Id(T{ZMk=#2eG-Ll(avFK#;>)3(Y2ZnF9{a?u6x$F<X~2cHOlTUnb08=AvM zH_aVS<6g(u1U<?VPA+0+mCa^`G%29xHN6Wr;#d7XByi?wGRj4V4Ek;&|F>B)JA?7H zQOud5sJQ>rDt4WBH&i1L&4XvzT<;f(KuW_u(vvE77&>@hXyp+-R7T#3`VfbnN5NvZ zXf9^>qw>4Tv!0*Og^17wCSK@bv3dUH|2@F1%>D=`^u92<mF7u^gW3hpiPSe7#8urR zQObpUgetRn#eQ=h&~43On&#z!q+0`M>D!LI8*<&r&Xs|nbO)Q$iPM;Br$@r@{RMo} zLRj<g1#VbaQCHYR^ZOyOkZ`|)@*p#`@@Xf31TRVs@-n+Uilw%HqY+=7#tOszSJNKy zgStUe+-k}S7P^qAd-~BPHef%iQ^3GPgdDdXa4g)wa*{@EDjJa=QvG_!dyEQlP<-aZ zK~AENg`J~#v=#qj^=j7o5%P2jf5Wnla)SynCgF^}R}YUHMPE9wjz4GS|G6kA29+1j zWqUa>gZ?i&{qVsFjHN}lRQ_};{?BGA;^+-FXyWnNodx8VRk^hkdTax8Fp+w{#!3r8 zHC3TPvb9)@#);tHwP^otU@63PNg8=XU*~1#@xh$u_Gm^t9atr}55K}`2{C2A-uEp{ zcz}ZJ{^Scngh`{`^*K*2Ad?t}Bb3p6>uEfhXF(c>!>bV?)MVn@BhL<(a5T5sL!@O+ zbHhVIS5C$W&3ji#>$6f%@j&-G^gk^*!G+&hwX;GR9?)u8N^yw6y2{qMq`RyrzZlzh z;|?RCoE-IWP>2LoWqvFh`xdd5;Gc8x#>{ZKmcfb9kOO?Kl+Kq}P=n8eMDfvhl;i)y zYGZkr2HKl%Fb0;*VJ*9RuB4|R-g6FbX0@jj47ljl*f#Ki+(^Gw#+wnGMXoR1Y)KrB zWR*o9L(kux?$HA|S5UvZG3Mq*y96+Jmy>^^Jki?Ojk-*fuVB0A{ZAa7KV!cx1dgD& zl73-`e-Fwp-Z-|ZEBB5Su82I<{_P+D?cYwn<<OtSf=tFH4=85fn)$-m!-xqy2Fx$o ze-VVE^nO`I=MXn!b?f#mMlRyhsg(d-18xYmTcXNG{8#_^e{FFslF)lk3R4k7e8gV0 z<xBRWps4zv8Q1$!{PTK3(TF7lapJMk>VlO3SmzJq9DFVXZF+hKzCIQJkD)pDV@tB| zf@$I=Z{9Her~6x~JL+ejYN(DdvSWjZ%U8mG$x*_)eEZnnC#8W@xH#MVn-i|ydEFaE z76#X!a|;~YT<}_z;=Oe#1?>Dc<WlsO4%pRK+0Ir-5+Yo0It=SL-~dbB0j+G5H??!} z4MKbvx^6f2@DmI~oyKPm$Lq{srkAYfOeY3jmS_1Hz6-;Z@$VO8_oIH;o8TQNUBPI> z6?4?l`G)LUOU$ft5#KpmKi18WAeVgTl%*&w?38}vy@>YkLv7cT?~oC<`af#TZwl1# z@_G1U%3^-VBA2Cayhro1oJf^hU5Gbg(4terP6a-CPD)G+sE^<y@^61~CFW2aEzgJU zW43$#6X&_Hh8YUDY*^n$J#048w3Q9YIa^kGs=XHi2Nhch^4tm@qaQ&lqdI`;v{N41 zEun;S64?W4$C)5$WPU+l9ralloc4v?<%d6p-FvU2x%=~|eIg}=vLI~6@p$*D1k~gh zS69h&;a6oarpnjo&-psS4x#%##bxu2%<j+F$`Q6hB2PphQG=DaIi?Etp>EXf-tNUm zUcFnMH{}MdgvF_b3J!uXJR~A)67?0&nbNbwvjVHB60b}i>gSj%@9Tbp{Bk?_^Hoxe zutHmxwWuu)vr_>+FN7Ef^6TBwp=MeTv5;c+`)>xX4%_QxFvCj7vD7*XQlfrSNyTkp zk97<j2%ocd?=iVSi{VA(UEJr$@R56nyL9G7h55B^#MvzyJ7-tV1XWpA4$|^dL5o6g z$IPGrA;%p?GW@xV&n^4i%xh+ZuGt%`<3~6l%+^*yAejT2Tu!HbFJ^`1Q%h#&^aUa5 zORLntCv=}V8L&UQf)k$hPV4?d{n*1T@`-Lr6cAW^p-OXri>Q`+qu#^FNW7TLi+a=6 ziKRNL{JYN~1oSCRzr#$qKtE|xp%!t59wc@Cc6O8m_Fj+6eIz;%T{^B%<i8iZGEM(9 zpgC3kmiL=u%PZLSSmn+)W-=U--@Ezs7~<=G(Xun{*uvLtCD}oFKi>DCiHYwl83fL{ zF63sTT;5Lo(#ey^`#5IrQt8YJd@&Pz>rALO+kZSS9r>ZT69nc4@|Q3RdrGoKq$s>n zJ1<uiB>^Yw4SThmCE$SPIS~IdhwZuO>Hy9(MBvk}qYj~LgtO2$@mT>0IMx27^6=Xx zOr1<ARJ)1JnL3@v#ow?2Px+?zWltWc`(|)YyPO(=o+y3@3Z28|&s*#|`)=bGnU@B_ z;`zYR!ZEMRx&`w+X1i|joC8QktmW0Jh)+!wM_pAuj}>dz+_U56hw2O+X}d~ZVBHtL zPbL9zp>PE?EwNE7$YDD3*PkschlpT~ncEK^Sdw2=BHlWYo0O7yj}Lxka~t$tL4Pmp zvh_1`4q{S&-cjU44`T*{7G#kwJg$UEYV0%(9NbqvP5Va}hKlwf*Xm#V$0d_SD&!eZ z?WIrrI<<&R9Q`6LL1sbx;XWhZ5)M!gp`7CFCWG;DT~-rzaR?vXbUcpwd?75Gl3Ai7 zc!O#57mZMExN=0Ha@2?!@{+Z<RXxNZvD#v-3hk3&&rjRwt_oai!;2<sh?yvkqUHZJ z%SrGNB4bVBEb!PKA3cHQ2o6b}DQ<5&@RB^|OAF-#*iLev(KY@pj3L18bC2dau65() zL53S#D8xnnjQKOc&7pvA_s)`uM^tgyR4x=?$aO;Rkt{PbsiHCJ=OO%o!@Mum6IL*~ zzwKJoyN=-z*Uzh?{et%4j(`s2sbXk-&~=y+<sG46uR}j2e6GEivF*2kX_lY$)j_?k zyj!JuPiaPRi(|r;mk|G?wW6%RXJ8GFv&oQ?|G)!&k2U4H%#pX~9aXE8KntenanUyU zekX2Ok}ub>T#c()aXnimSmEKx^lUL_UhsRy5zLe_jW0wdN6#Y93@Nb7OZt}(P;<La z92Y=+Xy4Gk@~Gb?XR&o-LW6~Ppy<5djd}$Q(XWl}B=Ztmq{w2*Iu0V^$-)Jmb!sRz zdP){T`P1%-uWPx^B<MTHS@(UH3WDF9trd%v2ClTI`SE#fFxuSO7*1Zni*vrndL8G7 zA^qr*^T;1W*(0}Z{G5h(Y-7Jaq6hWl-tA2OJU|J~M`NqxIVQ2_ilv8xjcmXf%NVNR z!U7ldnf<Qx&fvmgWgHL87>R<FoMX38?<=nViTIhCWvo?Y()O+{@`JMH2R#xL1Tj#0 z`juZ0E*2l;ZS181Ia{uMS}SW9m`m+fy|#okP5#XMj&kN5`eFgA_H;zl(fMCot2~f? zTkw<eq#}&5-<j0CPJ(%=zjRc{L#p~eiq69ktM`q=_TGE%RUs>(a&DtRb`laQt0EPt z6d_7TiLVfny+>I^&Pi5Qc1W^G_TGNa?=L8?<2}!F-=EKQ4c}+z8sEmML!8qS3u%d9 z$yhhi2Mlm<@ukH>gj|&k%C>kzCkFDE$Et!~Jzo9HpwgRU4Lel&X8yb!FJyk>ebjS? z8<OU4RduOTLUQ2jF1rmATxj++w)5Zt%a|^U2E?OMNu!9unkRAnvyw9v>uiuLLiUH_ z@-X)3yrK7UFFjGWkDI9(bHnz0q4wZ8RstmaYxvPUV#j^d`BpaKbbZ;gk8S^rdA%)@ zJW;xZfAIV|Uhs1TBdvU(r+~a9*S>1c<neD~A5Q8T*3!_zhDzI&7ymY~5C5^g%+;j> zVtB=)eG2uPMuT>vj&ee?KcCI~mM|Qd%zb}dg`D6TxGJ_-E(tcbDIN}{2|?G4amHk- zFqjG~z2lK$AtpX^ey2Pq3TIe9i#_)n$1l8+$tYo_0_S#0Hbw))JqztrvGHdHhH{m& z5{6<h$|4}#+RY99kxy*>$pwjuhYME-@<qJ!Q<;3j2tSaz&l=fBlM!3B3iAPTe=+r< zflFDRIe~e^<Jj4=RPbFp_4CUaW}=Pk43i_u|I7c`_5ZAh^4Wz4(`^v9ETGz{nj>}$ zYvEp>OS*${2CM5=uc5xmUJLiZ=dZZ{?3iB(-EG3066wrajv;QjyeXFHvVbL)3!V`~ zzJQ)9d}N=KBw)zKv-<JiEG|C2d@nhU9VA*Ue2T=WfcBN~@0bi$*ibHSke*~C;%sfS zzSp2!7;V{H(f~a;s1#%0l{fI-*ITHrwuUR<_mz#V2tanEWzp$0)LXKURks*tfk=m% zaDi3yUVPen{Km_A?A*wOa!2HAH{Uy!LcckQ7lxkQtIDs(_`14Q+<}g``}=p7q#6Tk zoixHjQT{=r)^_}-APL+uZ#sa<7h~%K!;UM7RAA$j=5SAQ9v?B9C#UX2|86>;vVb!> zM_sa&vG^ebjUVGn!%vFCeaj$jYbRkKqIhc+yAfw-a?+mt3p4l#^0d!3b3(G?)yhjR zmhh#pH=c`#Pw>0k_p+X{D0sb6USM-TbB!7y^41JVcszN;k!zd^qP^Sl{Fx+S>)%a% zhC57vcb{)jjAMk9nq=!7<gwV%$glD<ZNl@bmlsvg`|RoAOP^{VAU?9)TlXty?->#I z^g)OR6MW-7UZ;4K4t^b`oKgv+hTpsb+baY7h_@&`FGS4+JmsyrN>y9<#Gu<T8O{kj z_3KVQiR%`Y=&6745z67eWw8FwkqYfKz9$zZ%Wx7A|24juiV%f}ccuS5QD-Bx_j6=9 z?vTL1TbHy@3n94mkMoVs`wlEplq;wVCx?ISdJhEA9)5xH%fg)&#Q7E}dKSEh_;3Sl z&+GMs5zmz}->ez=bgiUBm75l^ik$!+6;m?Ud_WU%0`*3`1mEA}M!&}bwQQxQHnUht zSU~+M@-U4-#JP(y$UmYJdeT~X3G+LosGm}~k6T6+aP=YXu55Hy_;<HKJV9BhlI=D# zaqHliqtZ7zu*udIi`iPocB6wYcpyKB@w4LsENK3_D3g(wxhDummeMDjsOgCT_Klk& z|IhKVz0gQR{uu|+IP*x~1CXsu=Ewd_90CJmuMFvv0GC6xz#AIWGaS5pcK#C^H18jX z)8ylV(lg!tN7@D8Gflf-X9EjiQ<+FlbR$1_0)>}P%uh^(b4odpxgY=fPF79gI2UNg zCg1JO{eQnK+PG=|Iew=xI>5V>9(2Ejc;LT9q2kn0Dt}|-3$B_@v^+V5olCH^>TDGN z*;>7x`Bz`@u4AOyx`?0JK|ZFq`bHXH<c*A4N)@hB_xGOZH8wC{et1Y_oet%RJoH~^ ztzyR6gzCNu;@3p$``Rv|TtBIOfk-<yEHpoD9!n$v-m!l{G9i0dl5xQ^p_3>Nv^IS7 zA14d3^kUjJf`SgN*DX&mA%4V;fNM?B&OT<~G01RuhYrGRNR7Ry7I2zOjm>X%{diK) zvZ$fq9#%aVa8<@i0F><`T%4pufOsj@-W@3j{o@TUdRLIYnbt-$T!tQopDo-dQf7td zhcCPhkmrn*xvekt1{?gorL?VBEDoXk+qKi^yiuV+t9NCbfw0t}9uD2+f?$%R-x2<( zSN4LR)9?^GC^Kt`Wum<kcSRxDuM5&ZB7a<f->3tp5O&TL8v2VhR)1Y|aFT|)k5RX* z{-Aq|Y<Q&RTNa|NJd!r?Q$5bD`Gd(QRvf6w0<y``xw@vgsZLKACF^eeUOlz;5Whr9 z<~fe`L7p!rPSLN-;w-BZHxJuvU?V%xYrco}u&GWeORh=eW6Rf5JjRQ1e&R!~){y5} ztL|A=K_(|5D>P31>NO9<SbV!LrN9cZl|t7m4*tXayjurfpQI-gW~77jNGXZH%%4<G z-tj`wpo&{)GX?n0Mtpi<zzcdiH+z$e$%&oB8(46_B2IL(dlmDJ;d6DrsQdnMz^S9^ z2c}N1V=fkE)q*dXA?Mzfi&?`CF8NYg&%AIO6FYpgztnOU&ovV_YmG&o>VW1sIx9wE zXq@AH-^E4zzJnW++znEgr#H;@-WLa-`taGdStcki{_B$|Cjtu3m#p5SdARDlpjjKr zy(H;m6vo>oU{69WZzSl6!PUGQ6o-cq*N7p%%Ba5(=cq8)YrH@X498yw^BV7Bl?zL4 zfBLB4Z(6rg2AZ!hm`~i{tDeMstS-v!MUz9RL_2kK7%2=X_y;sJu)w)2i7DdG0w(t( z)=2pb3rxJc5dIi(<<CnV+i&XQB<3C#q=d?oL99}5p*iZyXxTQ&`~DGvOMdz#eA_bc z$myotgctHX&uA*|{*eNk-xu_I9S|RO=xl>a^$xaT@an*Gf{~EJN;n%|Qb3RDH_kzN zX2ONOfGf&?15~SKHi!P89=OouF`9BR;BFEcei4HBj%Sv19vC;^g9Gm}+fk0dZ;G>b zxxNr*+7UiX;D|5#aoDikfs!~L*zjl<-LE=CYp*{>_j7wa7jL`mF|6{k^|dE{vslvg zK=A@vK|;oyuU__#D2Q8_T;e@P2dU3TbjiF}(VlkV<m)N)o*WK5^kBUM%Lti2Cy(;Z z3=eiKtC8<wVOY^q3n++H#yFuH9gGC!_RA&`<i8ERED|`LEJ8fkoi8`p;ev|?>ati~ zBmeW?z4y<idvTe(Y4dW#d8f$u?^8FLPYH~DxOfiry`R<f-0@--0Nv6UPP6uTEIPox zKN<0<RF142`6I~<ucUkAZzHaFjaC)hpW4Bz<)U<yITtVzxv%|JM?5f+#C=nxEl&7q zDa%G-OACR+-NTEo#o$_`%+}&rQo?iDQ|*W$7ksAvdrc^@7ZZ`odKu{4i4~jQJ+U%L z0p;qk_soKZu?7B9LAI<1h(ol~uQU;7R=UZckj8iuABon>^GKlp*_OPLmb+pgja#1U zEaL^Eb1dw8p>h!RWYqXu3lG6(Q*itC1xYYVeU&)ZzmBPPjtD33lMr2P+J*VZw;Uop zoE<8#gk5~!D;ONl2B!>X!BdM12$vs5hH3(kX<kMDg_9dx`Hnnf<C(^Cxg~kBa{gl4 zRE@FW0*E8G_k&dSG7DJp=DMpZiUL!|E{hzmFyU~}MTh^FDC&jVsccGq$KrRA^rw*5 zM%ZrA-8Y{aD8yQKS<pQ6L!F}XDHGJw*|lAy?2`n?XLUF5cQn8v-rA{(_<S2*S1I#9 zF5&U<gP9yATp%N*)uX^hOT=?Zi0(Y>$2><$MLJTaa95*ZwbrUNywKsrliK_qtTv?9 zQ7C-_Q|&q-`;Ckmysis+CQyuGnmK<yKjB55bvIL@zJ3g=%9y{wQ%_3J%#u5-Y1L!; z!V)X5t=h13GJbSF5hvIUk#X=N;vC)gx-t9$<z^Lpm7b!!gASim=@(umpb2w)mqEu5 z8Z7r+EA;<j^4dLPrfCZpg&eshW<n2MAN)@}Jjw=Kzk4a1A~}d1-N&UQdF*h+UF*k4 z))1!jQ=7A6R33cDZ(gJ55rI7Gckf9(_c7JeuN2r<xzPPj90hT>h_l)rt;yV+Fn6a^ z`QiHsjIV#cLP1I#dcB9X3f+-6a){}AlgctSITq(&<wpV@*{$W4LY&Y@I-bHRxsChr zFZR6@Y{7qwZ1nb>LifhtOT&pGjNqWm`?mNrnltKcHeC=I#uX~%XSVY>KrAHYlOM`g zQiLkkR7>(8PDqKq>@md0zhU>?Noo^YJEJQr!MlekEc<oXj3RDR015ND9tY6e5V%b; zvWeyUUun7ExQO+FVR(|`EEYc-*q1Y~k9m5UX`XErL%j#Rd%>N^L-Szxu3wWNNR0PW z-9U5S1g$T!QBM%Bdocaab0blZ?dER#Vzq_$aSqj<6F{E(VEZGZKSZGI&4~T+>&OqK zB^qcE%?WGnk+UyX7qOVjBBfP_S)h6PiErp4DJZJ;i&@wp4xWpqu>cRc*FBQJa;zy3 z4_Qsi`w$s07u~N8WDp|e=#TvTCdUWu75<eJ#Vl~=Eq|^!Hx+T|U8oB4f)tSatk>7~ z%)rQEsF%ABvl4RG>^E!C_l|~qd#pkkJ=&Wd+<Z^T1;uq7GCRYRkO^HLVTZYZtmaGl zM=M^q=&aIveNhtpE;Ne9H<J@$tiRq@An&n6IkmNA8#RbTus#<uDa7rjuFLz->|q0u zOeZN(F6mu~?VtR82^jG0Wd6g<3}&op9}6XE!B+N|VDw*dhza_^+=9GX+Ya9;oF20f z&YJe)Q>d4$=9RJ_`+NnPmbHj|()Sl<kK#Li8SNbkL&Y8Y2^Oflx+oa&f&?~BXL+>? z?BcFPgTc+E|1bqi?aQ}3l*f9n@$DirI%kjhpZs3P3<rO7yVo1A0JXM@oPa(p;al|U zhEdExA~AOMBBeANeD2U@a6ZF9B%w+`luZkE`}Uu^K^?TjWA&vspZdhXy;Y+5$TBU| z^#0p*L>y6?5D!wh(s5iQ>s`Ws9JFBZ%fx>yYy~s1IS$IufGdkX%Xwib4jEh**=U?m zekPGKYaj>ZVGAUk&mmsoz3N!KIDeE!6d}vik3@R|o%6|CrN42XI`(ND4l-izeAAEr zRyiO*xwIGK-@r~AcJ6c`Z*%;|!-?uy8~6`%{!716Ur@Bc<*8jQ;;=@>KG;7j1Suun zlbtVlfhT89ric^GeUJQcEG*o@%`L<<XYB=vrRO&vM4<bJ3EMTEL1j|-+nzu6Y-JTY zS0c~zD}fxQbknsqs}awjl081`&?q()D6QpmuN}{6aDD!u3GrU6u23&9a)K3Ab+9BR z3P)c0yZXsfz}Ua4Y$ZBQs2Vu7CU3WoC(mw;3eZpy1a9YnxV}UoWh;4H!T@gFtrtjz z_7u(`iX0iJ*Pa}bRT+7Q9agBJaIp~irX|ek=rwoo^~Q_2_R%CjHEFH+Yjq3Pr1EVx zM7#;FHOcIT&q7cZ`MZT)1$hz34p6ZjPsOd{K9A5}oW+hGJd0mKzAlry|54>7f5ji3 zUB9yzMFD(1@1{Hu=e<Aw@tr_lQBW!>*Eo-Os8Sj~%Tsd}a2O4tkXQMNnZ(DB-!10` zdx|iLu{+-}qoe2D#7x-XO5?U*;Po9WUfF_&mj(Im=_7em|B`~-{b!F015vIfHgA;k zGe1$=NJ`7~P86yrMBgdjA}6YE?TB!4P!T_y+?XBR$f3+dQ@!ix7DmG0PthVJ0$X0z z<01_-5XRS%{to2|k>Z87X=nqZbbN99zB>m@xEsB8xjcbg`14=6&QBTw!okGb^8*G> zgev>R66}`q=h`jhUl_1?@5i0!#1%|Syu{GnG4jX1Tk+Ybzx1Q8@9;f-LM^ajbH0fK z{;qiy)md;tF6qB=5{?y&sqhOO_G<&XZ`l;ms=SKN`&ot?_e;SQj{lx~d(I4pw~6m; z@g&4KtxuWXytoLrIv*o9#HD6AnJXU5gYt9#8Ii7<lRzrt2`7V$Uc8>=&E7548&Wj- zxN;|ho1mJ>JI!^06lRXRe;bYR5yNdKZm&4*;WY*pnOEG|ps%CmeIP9_xG{$q7kn0j zw35giY7J^4*`T-}H%JJKJfyna7`PyO{OnMsr7(yy=>{w!o}QQE2TnE}MktbTVY6dF zxq;60ha$<$AYVG0<cQ|`_Mu(2dsVEU8htdM>?a#!-YDH&9;Sk@HwWFQ5bq$SxIFI= zHi188JHSG@!;d&DfszRsJcQoW1txhGL9hyXc>D<^37CoShC6-X0A`h@d*(BO(8t&y zkY%)r-`{!dePg8^Bh&De`pqm1;m6l$hnhrT?#uDtLi?nIa`DSrvVJBwu&bKjMuzxG z6{AyyXm3uX^7_9I8nnc;rOJ;J$HagIxe`V8ig3vr1vwkKB48|fVEm?{Afy_I`F<T` zh6$zW8gd>cP_j~Hzn;ZFSjXB{$)esm-JXh~z6%$~vG&E$B7Vh3CgYA)Pbz|@XleAo zG##8_cfMA&#tho^rhLx^HZak>FQ4+&g~9K*d2RH1I~L=(N7Gp*297C|T{LJuw-MD; z@KsVAeUJR$zx#OyFTTUTDSe9prqgH$mRo2pLKIvbTPVg~mk7#T?G*uf>u&DNNftsj zk#FqR!x>CzIN|Jt{c(Kl7W*4|To6u*NzpaYGD6Zb8E10iW$c$&$b!-a4NMoWo{A15 z0R`S!Yu|A}n4k?MvML0@XV-N<3B8ZvJ_J*qzP5-rm$!ZQ{ci(5dx%C*V-5Kxea%jE z>v!OpOH9Jbh|8+LE8Ah#wt!7lvh1fELpgt+ulE!XU#0&b`H*Sg9`2({^KtAUDe?Zo z*APi`j*ndS{^j$80SZ3zKK~|23yreV?R%cogzr$d#x@&2NUr#h5dtf?PL%iRt~WK| zd2szVg$x;-WNcbGGs{V&C*u>*_mDT7*|=G<X#v~O*Qip>+rXSl=pVh;ItXLuFM!wZ zCgwL3_&v(49}Cvy`|#@aI<`SZ*Y-YyfoP|RoOp=lnU$5*8gdt@VY$Y4(1?Q*e%GEB zy^8#RT4{?TfqL|Wz{~RY^)Kh}u-i)CxIS)SC4&s(?E^xfO4~U-zK8Ow{<iTpXzzN& z@zEVd#073(6X1I(M^B_Syu7FXdlSn%9rEVHGeNjn^o_cJo)<n#g?*1Z$qJ8d8pez} zh!H#i)t>XgB49SimKcR{k253!>z^&r-fSlBO@H(zW}u;znqIYwso4JN%<~w<6m^bl z-$&oyd|O&BudR2m##h48eb-R0TJ`gp&BN<BKaH;XKI(~?tL%G^+OZS=iPDbhmQg@< z`F>Cl9T{}g9X2U?$^&(rO2P}7+%Oob8*k6g1z#NA|2r<r0z#G<YTaml*ni(j<?{X- zK027$n231pDn%J8!H)#su%nfkp_eQy7;hhcC(R5q>9*6>wj8iAe_i0M_zX@rDjHT- zB>;Eh{chdiCxPSgR>ybRMZqJ5zDrP!oM3yqcZ~K5J#cLO7fxn}@+4`MXEx0lK=z7- z@{Ke}(Bv+=?b{>)TQ<)AA840xg_OYAK~Hh0XfJIwDcZuBGOzCYt1}^AclO`fYqSK3 z087r)*El@K^x|E+2w6CVd8TVqFcIg+imT%-#Gu)@j7r)O-5X9v%taP1VLL8TUd}4} zSoMF4Zwqa=F=fj@K4)tQ@Vn>woRTjDfA#cc%C0ykyz#o|5{7tu+P-m(y?05VpzcON zE#h2-d2<_+^->W3!Wh0gvrJ>@?}g6z@X~<t&{M}uJ;c|Zuyhi-$Pa#hZ&Y9I@5Y}l zOEEr1d-5-rgQwDmM8Q(bm^n*;8>(gu1+!OC|AhQ&MUu`K#*;H^@FAXy*b*6|cB@8S zqX)xwN0*oh(F2i+kJykO#FANJA(9Q8hR^wqe4fB&n~cV9Tabe9De-(~<w>l-GxCJ! zZ(-tsz)XC_al~<nIiIQYNemt^dh2zgp1})}xTs=Fb`aK!sW{V$_F=*_xO#~g@Ht2I zgch(v*o#LV`d#f<o#7+PX?2vhneX=Qf3t&Y_)?b0e_|%QpXjjqsEWbJSkQDc4Gma7 zUU>YPPXI*I0vi(2r*N{0^?D6k8bYPu%&mpr6L@CAzE;Ni3bxVmM$$lw5*V1aYul#h zabo$PaFNI?uC!T<ZJM;<7o=~;#Qqq@oIE`J{L#LF(PHbBK{y|Lkb0e&D!@S~Tg7O* zICFu*$A6~UzyIRuaVpqa&l1*VM&0u)`4_J2A9Q#BCMBH9QCG?5M80ApMI92N9akYY zW!x4U!8g_%qo3OFf?px;RXfzfYfaaF>}E2Cv61SJIHEmvBhRSZfz1hAErv9>t{%;; zg}xd1`RwCYPj|*w9i#-)w^I}!qe<c0Rs*FM@+Z;_^ch|WLwlpYmMd2^S)jE^!BeD> z2Z9q#yoOJr=j{Q7@?mrz2zM@BE#KvXAdimbLn`R}q7(E}uB-w#RSiGBe2yQoV+;=W z{5OI(fA{?&EJp(M<sFY?4$%Nv6iehaeg?40kGZ0>#|ZhBFQvVEQBQiz$&OJL`II6? zT$ms3Vq2g0EOl&2K;^Mh+<MwST!dV?rtNqyZhC4@>wAVUut3F!xl#gus=svCQIG?y zk9$|7VyOS{E>Z0cyD)U7w+hpX34o^JuU<KO<fU^Nru$Qd=0+6$M-1<e;Qr+v<RqgL zc)9CTOUBI&+`Gw5^ZdPD%=+KsqMv<p_@P<*NA?wbz<VLd=iQMKJZbyFb<@!djOyiq z7DvP-@$uVibwC~gzS>W=qP&cR!Md_83ok85d2&Ya6z<^-<ot^GA7<ilu3vnI0UJ2{ z+q4T(76$i16M0{kHB2Mu#VchtW{{=$cW3PqDbeb?9`>I)@&RcuoTzw-IIwAHxBv4y z1X^J{oe89f5Br}<Y-m6i{?pR6FVKSvVpd`cYFFm4E0xzftPXP#-HBQnll&a;E96F2 zfesn5aCYF(8C6zzDwvw{SPGp3LIn8OpRZxTakJmFYbWu*Awf-%({q@dKjjypE1ZO` z$ct1_#F<oCDD#z@;|BM4A2dWv5WlZE|7T~_CLR;lR&xR6PYj;4D6qff0{X7YS!n%& zT|C<#RAEF7bz`K$`toeBnAN33TPOfdA9U_^eOScHBVIF6H1dLhp3C)kX?74;4Gxt4 zDFl=H_m-c15(E~<r#r_Rw=trDfx@*Nd1IBG+!lUtK=b10z3tICeCqTO-$Zm@RSo}e zhUc0j>}Gg59;xRA&DhV^`>*Wd*U8CxA1{dlYg*bhi4$Bv5@qyAV&OmRMn4%n1uWx7 zK9*LS`%1#cyQVuHROoY4{a|Z`JUu3<>W>eqi$J31jCKq<pEbpD%lz3uIU(x-0WCB) zoKG37OWC1;+N_`Wl}N-*yRlxT{gDdtv3C!Ow>I%72@eyzdUh~|0{Qa%!&ETEkQ}{V zHj3$QcC;m46$1W<kYDNg$Y0rh&pzi~HKr(=7S)G(VTqCpMi<WtLQ?c@Yrd@rtmKdR zewA9o@92?7T&X9Ag&Vm?|Ki9a)-8C{gLfa_sSplNLOuNAMLlD6VR2x~rFmkC@}#9Z zB*nJ%=st7YYs?Q{#Gamc_VyUs>#ZH@*_HAX1J}q8tFwQ{v6?D{AC+fW2%q1BH#@$g z9vWp}w@Nt;P;oggw40+nQPuJ*wLA`@?FWZynG(t=^GbdFtVl&rW_S#AeW3)UZvEcH z+;J>gk)icp7bj$hU5R=jLkCsqPn4ZcaS|p6r5}bw?P2NWx1}TQtRv4=*TY*b?BLbm zW?JCDPTX8snqK@#2O{SuG@iQm;4=FymkuZ+-g_TKG=n=S47@1|TMYV%cln<){yE7D zUySz-oGRuAj~dUl0OU&@J0f)9{7n{!+rC^pz|KL$Q<L5lj$r{`9lx^2sJ~A$7P_g^ z!wY1I%qKN77qPLAuhc|_M)5Oj`7Pc5E#v3@t0V?vg@`eN{dUzPI>&0b9s6e|4A!o9 zId;rY?$u%|Iy+zsPfv6Va-X4vV<cIQ?XPxmn!!9f@|bqq;_JVB$2wuKa10a(s9we1 zIN3Z+ix7kB;<J?*=v-i5W|NejKt-@Mv+cDwpkDdo_|Qp1)OW@Q&vu4yU{@^j4Q5eq zz*%oQ=GP%ALRP<f#PRATE_|Bjs|Mm@4-d+_&Y6)D{c$T7PMD#5J?&p1#$lAZFs&l8 z`RHI^$Hee_=Mvta$@)nksRwubnfvLM;}F)V>g*Yfe9G|?kxBz3WZ-u+A=}ll5K|aj z*1J79fU&eN$Z4JK!E%N!T$)y-Bg&hjllpAMAuj!?mtq7LaMXQOpG4fr*4qWcw)3JO zcK^QXE(<LXG%G(JQ+>e8PbYHoq|*?rtjBq?qi7*aiy`4e850o~5qg3viix24aqOm+ zcqgW58$o~L<SJJ8<HTfP<PJ6@#Tg-i_T2rahb{ToxRD>5x5fvZLksCR_%AsAz>p|? zw`=G#HZG8J{k9qp#HB7_&)hdLzTqba{1LBu%6UWWromtQ%!%(zXPGuJp{CdEmtG>C z{;MN<xlv+}w6@}@oyQ5c9zU#1K=Xh<`)4<}Ua*7MS-QLVEbQPSw}0sn`vRWUS{1Z4 z&kqXq$#v0W{7|$~(*CCx_28XaeB7j0v5uOiUtArW@O0UNqpt<=<kzgYqlzd&#aL4{ zGM*k>tnJ;-Yt3S}7}scugCj94*}<M$ijDwzQgMbRR>-=EZM*2x5k#x}+Xu))aOJmY zL?sCm;@+rJ#Z4FDPIuC$@~)tswZXSRhnRJI$-mxpG=PK{dlc~`-3|3nsq!Tw<j{O6 z^Gj};s0h&3^-siGkr4BEmb?@4d5g@dD89M$3#+`w>fp1<1p#`jm1;3m1WD3+i`!{l z_(|tQL8>J>;4o!5UPdAcE^!>UC#jJq_uwO;bH_<w$=6}@tI0I3=shJrvc?1ZRDa1W zzDdL2HRT^K=a7$jX8Vb$+%~ScEp6zId^zRsT6QD6n84uC!$vV3O1K~QfL@Vt7gJyx zJ@8$b7bw1OlCA~(#cjAv%cLCV@U+yr*X<FrSVOxj>l%joTszZU^xqCbzQQDBIVswo z>E2AvL;kOw+zw3r4;$iU6m@GNA0bCY!#oQe@(Uf#OnKx*2T7|P8bPE|U~PETIL?of zSRwhO^2A39aKiZpu7|$&t`>Q$s7OQdc~Z%Y&xp7Dec{yKi>sLVzC(_w+#dGy#ObBI z9C3KYXK;n}6w1#t`9GHkMg1>&2_F%+K1}G~wzU%HHpW8R&U66HpQlNUPs$vYg2$>p z25U|zS0_E^DEEyDMhq?r{iZ?wUCSQ}6G5XmS5`e4-&<bbczq^QZGj&~1n+o1`Mia# z=;t-(aI(Qkr^BD>E-?{pX3eJ``UwMxY97?9C1To7p34;=-eP5L<1bk<9^kS!{@#K5 zPiHdqCpz;+u{VsBkty6eSo$wFMIl{o_^(Hx&Q*bq5Fo4nV)vC3xXm7#h@$(tgxYtO ze}_3hLv|!3kDZ0MP^w2U^BwtH(zcDJXa8ZvpGCJ!{6_GZ&-HhtUkU(Rz5Vfm+X2X- zReuutnVO)~TKc@pI*-Xn^%Z<HpT%1#?4BP~V}YFnHyuwjFOk^~|2A_&5Qb!HR*EKD zF_+PYYZ=JL#S>@sFRHT>cQJhFs(lLa#;>k+zp`7#dX(?0a$9l1`N6*2do^_M?Rwwb z1LW}yvo(GwcAArzv9Eb3PrrtzxQ>+5ijsn@bHL#GKjZ~G#bGgo=5=k|={Z&o5{T<& z#B$@z3jT&XEIA16%{rnY>i4#3h+8W`*Rroj!G`52i#el39Di1p@1My6BFN9abB!B( z{nNw`iBl2bmHVE;j5LJ8*T&<IKlWfc(l-*Vk+*%b_~eI6O{ll#7FK^9-T%CD8c%*I zY{SpqCL{IjLA?7vTw1Xz`?yg5i2Gl9Zph9GZBy<=`P4O$MFnkcC?`LEcJanx=;7q^ z15QSwKu}Xs;s+fxcF32!J&bx+m1eZ=hKNUdDt6fAB|S_`UwZY^l^w2miT^z4hW1q< zk%Mgxl2D_%>}@W@PLyQww1psl(@~1|)7e=ZU`~^9^4|qoph=~$pe~aHy|Kx7wag{l zNzT<ZRhtC_#9Jk$(LP*N)!mHu{SM9(RK6M4L<x^bjs8B+=7f~hM!NE!%mCxYq80Jq zF-zM%_oL)I5M9hk|BrDWe_i`=PqTmrS~uj{ucKV9yOX$2G2%pWR&Za>xrp}p0uhx_ z0SCdi!f?XcR|Ir-I5_)|m!j)X(X9>Sn|``iIx~Xu(0o35+oyWjV0%iCmCTKgFv^>* z=nmxpPwcYeO4vcLZ>M&?Vj&5^wQWnsT1kne4@{)#7F5KvyRE@6>Val{y!uQ19yi>V zr2oS433<Y}oU^-nkmqiQN4}9_4WA6#_+gebieLJ4Xngz<7j$U}x(sKF!G>VhmXTZw zu3Ag>=2bE$yq2`(qGu(A9r5!lm+uHbx{>``O93(X730n5b$<bW>Xvm+r;-%;mF;eg z1aK2%)mef0N;1IWUqz+OEe;a=-z|luQLe(S?50R2GrSru&|?3RgU(_8Z)fa8;Vh5x zd7Fe0d?coMIZlR+h=;F5#0PPZj4({Fil!tUb>%IsGf2XOqq@8h<vz}PMnAQ3o)2CJ zl)YwmY{zEVJi^DF`9aztP`zuCj_7{cQTxgcaln6xx!7pzVHy|BFaC#%0$uO@jI~gH zP!6$?*|@?4BvVJ(dKx7mCP6)(c60}0daShf?lCK{`n?^fRzUrB?;*z0u5ElF`;vps zpa{HXu_)-8q=dS-yO#remNDOjY1!>V6hySRJyXJ+MeGONPtBz+bg!~wrnY&2`o5%o zCxel%$UgeU<rd@}=4vu8=6^&=s42N*i?9#lT0+OoKD-kIk)$8GyLpmel3R3cWQD-4 zV*BoW0u)d}9C<)vjLs7mn0t*S=|I>1w9n<aZLE9X&-2IJXr34TXHQY31C#sd)Z5U7 z`aw#eC$rKSpeJ{oE^mMW-UL_IFy=EtiA({LAI~OkJ1uQm#mfm~JXcfiPVoZ_JMEAr zJ;P;b4ITv8vH;!B2lkO@KeJU$3Dg}Np!q)kal{1Ts=bY#IsA$YoYsoO%+USV`f5SY zA{`fzdHj-??;AEqjJ^8WE}0+f)e0>K3wc4p`qB~B>{&dZ^^g<Y6*fXerL4pm@uzPs z^D0HP?O>1ID_7XQ6M}xTwVSzCX#TEV|0(k95YEL#FXVKL8T@=yStq9IF^)Ur=bx1< zW5d3FTh!a6gxJ>(8M$<R&~!LYS}8#dX^N_pOmWNjT-w?Zr8AU7Hltf&i5D+aZ2K)v zs`3GeAT-juP!pdQ3y;WVio#8X)<tJDN8O_6iJJ18!j1NJZk^3p!F`4&^1Z5AA?EXb zr-?i2hnX$851G*c;tDbb-$yyhU=|?><_X+2*gxM9_3B&R4MzIzQUQ7QqWLb}5Was} zJEr(38(3O}HV+I@!srKbk47_6pwVaZ-(PCLrhDS-DAol*SN2-0A-N#f2ky0ZmCa$9 ze+s734FBR>)!VYgDCd*>?qm(4-#Vr-{E4=yh7!zfx@r#gt>Q|j5*oBScX5X_g-~xt zw1=|P{3-Jd<v3hN=UScVV8kQucZLDVJ-s*3sQ)#C5Aj>P*$OGeH+mQ)FDh+fLn{X> znz~R9U1(^A<1#7aYcUPiOtBF|jQ{Zo2>ix;DHrZXqjPYa$|F)G^!G@0$YHO_i~{u# zl=oASC*_aIi-2BACNN5@?oum39$<y;oN~n5pJp4aiBc8>G1CS{!7J#)ri-j_?WF=& z-I&XbuBiXW$8YiCH5q&)rLp5@Mg7U%GIz0xpSX&vNWl3-G9o4@x40VRjn0bahTRfJ z9Ol$5<#9f4h%tn~eDrggO>JFL6yb&?A;HRCT2=^Fd364*&<++{u#vnULJpagMuNVT zs9$w#XZ3!^Kg?Xp_NI6k72$E9GyG@|8BjTQhb71f!1qoUI>!c5V!QJ7{!AnjDEM2? zjiO%gRL{qbbGzes#_6z&Cwlg<{W9sa!Ugnvmy+yIn2<r)n#+&FCVXIgelkXl9QlzX zgbu!${EKbWobhWzKC4@eFUlCLI<d8Je-r8<QrK=3A1#xmB5n_lggVTy!YAPwmVGZ8 zxNc&_EAxgI3an3@J%IX>6O6paU+AG6v%s7jfw=S5+Yyb6X-invN9T_hV^JRYZOf)s zax3<T|HW-NTpS)z3P+~=LVR$~<W{bdIZSc>)1OaT91xp#W8Ym7@tsnOFPR-d=U0uM zRHpb@EI%;XZUFH#kCy~DKH^7tZMyYvZoe%|ueNfW2mQaw0<gKFH^Ojs?Nsp<#NmE5 zBq<okLrw6w2{!PcoOf@LibeY*HyF8!GLwj-{jK>Yb~*I<`+U-#7nfuN;=_(?hf)o0 znX@eK)`9vu;aowfm-8?Srg%`fAO`&_O%_?xEX3eXP2smrw1j7eD_e&h8S=Lh-^18; z@Z5-@Z+ur*v6C&l{Gu^b;52yU;8`bOU<fVnHw@<@7PwuRpZq{`8m;2TGY4tlzwBkk z*fb8n)#hWqwD030mdU|2^i%ku)ViGJSTYDHcWSTmWCBZ1r<xHrdKmFx8#ZPXAa3Z) z?Ur1Wg=sR3`p_~JEMGi)hS?RJA4We8{Z@L8A3GbYC6$Z%IE53+Tj|sU^^3J6YX&CZ zu~R!W^k)%EA8NC=YeDDGy08BRTzNsqMNyWLM}Qc(XB^4*2XU#RKB%4fU54q^f8alR zl@Fe5c}ZR9Cj$zm0tu&17JwB;gV`=N;>(N1J6J6@kbDX^eQquaK^qi@w{B1n<2)~! zzVLAZ{YZA~JT=O#gmawqWgWmXyKO_{s1JZyY}?q4D?(85{IgV`H}Ye4^0h_~f?%Mm zH)x0Y*TLKSa=k6<m^bm8bJ9~1^11b{u{~eFPGmfHRLtanzUq};_hNDwld91wXJ&+k z5R2Gj<>X-a{K%oSab9?Jxx_PPq8IlnN%-{b6#Bg{$1k{{TsT+;UG2_j$MWo}U)rKx z7|-u%jyk&$%sz~}F*%TwAhi!DVH0HmGs6eG&94UV<fzI|hkE&7va?g)@r(qVaZ}sx zOhR0xyZ6Eas8Q~Fmfkj>W(*(NI@R{%s5nr))eUraMBFOcI6n<`QBctyUTb4p#jgGZ zMfM}e1Kqg&w{~wHt30jLSBt#3ad%Sg>fkJpza6ypXZrx$nP{EAHn@UKMBe78JcB%r z3p{$yP!G`d)5GMDG&B!4=Wdvb_=pdEw2tpa&ym<nH>CsrK`6ekaqDX)DNMerP!VhA z0Rd%Q4etx+KD8-xiu&vzMpk$%ApHCa{z>5WU4vWPVD0?=&f2gD^hoMG_{X-3-8^hq zzRbrDodwwojjAHRe|*h-{0BdA(l8?Wiq{hM#MY7ibsrlvwaOHREH2~4Hudjyl6YXv z%1dFK4S5?EPW#O;(-V(9lOMF)MjZ6RH4Bow-0;EB)K(Pv?wWh&%ToXLW399=j?kg! zgrz2EBKsWrdv5s5Y<Z6f;xtof3mG;r8OHYA3Th5WSthI(E((D7x8Od_CoEvS(dB$X za0^o<H^1@e>pJ#oZ!z{$vj|*MX*oZlKab6P9}xbqOb_=%zl|i}6oidb+;!R=Qn>%s zo#@i!fus{}&(i&9#JNcwf^D_w;B^b#`hQ8Z$g5B;n2fwoH)O*^zPFMC=cr`+#z8v3 zW<4}K#94tP?1hDr3?*E+xfZeMPYRKKE`D67ugrTxGNw5a_1QXy&Z!KO!YPaN*F2;o zP#x-V!L5V`virYWy6M9PJv)l8rBkU03G2FJ8OdVc@`CxA-}7BODN^G^`y&pJj7gzV zm)k|}LHrI~$uiEQzbDIwd{G?v@trNC0_c0sU(<D~9qW;}cF3Do42oBd<jFmg05SE$ zi&mNBu)~21QMK)1d)7}cW+G4BGU;I(@3X7e2HR1|@{lcz#{7s$i5q%e^#||Hd|Jea z1m(&PTnvQD5t%paZ+L)b@=n4E2?tQgXcOsBk0~~<{V^YsfRNu5i>%LnVTz<oW;(Yh z2{r3Fr+T+N+%nf(GUX&U?2KN<>nV`8=i7FDSvm<J)caZ67UhM_RC#Ja67`mI1%K85 zKz%dm6H>1~$v`YUO}VWXDN*VtHSOWV0eniY#&*NDa1dW8_kBEq>ED-5sz-c*ma+}= zkh6$uR&tpCOrtn(hMDv{zkzzrO;(j9{)ne-xEWS*iH@N8siLbq$^+2f{^{O<Z#bW~ zdBrj02etnb!0%MPjyJ*4vU<e1uXEJQif?Yh*T0<oTBpfKu#++tjOWt<$-KeSyx$X8 zmtpKvL(M5%;ydt$(~E=d?;0_ZO4M_SDEN|ZA`09)I<9Xw*HNBob>LisAYnpjQ#Fj{ zj+s%oySJ$n)aQT6L@RQ*qdv@#kuON>46(A(xl#~;PZLv}gqR@nh4+aJn?9`U+$Q4- z<O7Ji!;F)Upnf6gC#L5-$OqBq7A*dD3)?olpPXJz5ATVpc|CW;C-VO%)>uhO_-Q}y zKlF$b<g&b`RwB{&0o{-4_lUbfQ7iY?Bya_z(>a}Nn?g<$Ntc1lGd7rEe7eSzMG3K~ ztMYb(bf6^bp`o`S0Vxqb=b4U+pnLf->YK_G;DuNGl5`XUI3@8;4RIb+$ZH&<UQFN) z*z?!>N<74)c=@ioV+$BV<gLz(o2%GDeF95PPXksixSvp)%?x++I^R_w&Kk+S&%&*& zU)ZM1opjbvG>4N2XKRpTC0wFN?%2NLCVp3BSPbV0z+RXVncM&wVZP?MdLfya2s>M_ zFo`2xvS#h`Zu5TJ|7DSuWycQYWo)Xhq;UX>b;6_<gwVO&s=AfmVhK;(Av&7rb}()3 z)E*NxaVQBm-fnW5g~%TLM;Rwa2}i#s@7YTs-|;y6kDOR~5D-=l%+z6nd(w9f{dW<0 z_EtuRWQI_mi&G-q`(+2F%aqIc){z~|8hl9xTmE96_IjB{p`2*Hq;@n*lZCj;IrjD< zpD0Y1$G%?-pT}xO8yjVO5ckBEDm(ZsJ0Vke7HXprNAB*EBK@-x@NTTVwh!$CFNL4! z3Y}QTA90mp4E-c<Mc_+1(*y<4b=_ab2hF##RQB}9P@ng_MxgN^4Lek2e7;!zA3G$? zq<KF3-Hc7#_K;jb{Z*sszoG|%IiQhpI7kNhIybn3;(q}jgqn$Kd1`S&OqWE#c*81Q z*uxZXm$waXNV(*daYc}L@BTITB!=dA!Q#myjby}Jdd2e5-dfx=l+~^LJSTeJyFXs7 zn!r?4+Y)kAxS;a<jr+-|bkN&vxu)`u5iAvZ<7l(U;c1xB8;{c*VBzxWK#Tei=1p?- zJ9c6eC;9r*-6o0@?OQ_!B8^C(m%8v`+sCi?QN_5dq7rm29<=)NXO|H;U$Pq|`f(8X zbIwbt&${rgfrirGQYgQ*V))?R&u+X9@qs5U@BrWVqC~*74Cn@4-5no6c|r3S+s+my zBKYQMx2wm+Ao;cPtp{h3m;IRa&t>%d*HnxI%v_X)BCmF>G4%P9-4glFZGjxBIJDD- zP+l}KLA@nZl7uMUR6pa4JOysWMc<;b7?7tau#K6KmWa#tKNEyJm0N;GZ^|~&5DS4L zm6XVHFh(C@&M}R0c^2a#&mQk%J1Q30Ul8x&iz4NCQ~}}<=4K5%Vq3!rbKwrAmu#@- zlvA{xuz<bmQZp#H&I{LvG#*`iFALg&S|&d#*YV0P-@a$E?qfPFk{0iOG7;e`d?6bi z41@xukK9{%AwuX==tIXFY(!z@w<oMc4B#$5v?bU%j9Ui!Q|j1~LW0N2e9){I2=PQH zB;Tcgx>F22ybN1da_Roz6qKhSqv|9-d07TT_G4cA|7yUf+SB?=uFc?|RUa>%Yi9(% z*Ol)ClHxIj9aGZFM^H|T^5P#av}YrlB8s-AT5;CE+q%5-$p7c#mqV+Cdal|LR!<gs zuyj#1@_sXJxEz%~OzSTKJTIH+4-WTWmA6%^BG2vPt_qobedv81@N>2`14r+}P|mT` z8XE8_qX{clm4I-yXgr~p7mo0aDP7B7!|3jg#Pde85w>|^<p*!_fdGZ{ImxTs1kV@+ z1LaXNC^r}qvO#?P=F9KCY*LHDb*YnB>Yquhd9C(DlgkV)r<tJUe4K^Y3d8A7ZLq`C zsdr1=zO>M5J)e6DdBIPN#aGVDqB$FD#Xr@9==T<)Rm|il2@B^tP8aJf;BgwyRP*O( zh!GLP8|0#lK=VUV(-(QsWx~y(OA)`<et_lIkQeflzWHL!T2zFe33*iQe0~|f_1y3D z&3xoJ?^MgM(VM}|OOl_Y_N`+}hr~7X*aQh13qHT46Z;rJah79nZ5ua}Oa654BkB#) z|9xMK^03^_CX&|T<V3ckrrka(@)+OR58^_-!NrOTie!&bujT5H-{@Q&E+N-fS{lR* z4dVsgjHY{-!Q|amS)2p71WPKN(LMhrSs@42o-~l{zsgEdqJ~8(ru<G$QRLyHG*vrI zM^L!!eZRhod?Gq^>)aEKcxjg@`zi}JAmAcvAo&_r#QN3i|2b5N7pz>$yd&88T<esS zcu|xu^vwD>P6Ev|7ZSYcY2etmb5Z$qte`d&V;qz$0habpt*FIGA=i|v<Wn*FJ-OqG z{+Y-Jq;;|PM%^e*C_mG>RZI<$SM@d)j|jl+Hu*onKB!NvQ?hhOodGuRzc%{441~qf zuD%A!X=iHpA@*7)Za;c7;qv=s{Nw@7XUd2dU>bcsneM1CapFGaC(4b^eMcwV-FI0D zsf8!k@}JD$GYqu%)tR{=S2`nlo?#V>=6EN3K$eVfDruWbs6n}^X7&{pElQ%W{Nt?D zzkYnaXf!>hU<=dGDExZ;CJ8tw<Q#I67{toCj~j7|(h(9qzvEdL5hq*!P{FAXE~vWj zt%6IG9A*yhbCRO->{5AE;<aJKoqso>WHR*^Lv66wfNm*xdMq>f2f82n<u7{-pO3># zUR{&zM0t>0Vj$Dp5^;OmB8A48=-`x$UGXA%-lCe0Wsx)OVc}Y<?AlwXzxaCgB8?L2 zV;vxb6;5sA2o$lML!XOz?e6;ADWQeZZA*te<jb<Tbh}!;1MwftpE!6OTg5eBd!-+o z<AYb)ezyuzCh(^xF8hUcvccVNd00K-ajTSm6#Jz|LL8UYngBIg;4`qhd+)Looa29z zD_$cE9a>uRLG+YFEP0i4<_tOUT|E9x0-7_ubRwI%`C=6xnd~uI-D85^5kph{?r6Wd zay{)r3ky6C55Od-MB#BY*IN@bH|dovA<-Kf!mY;ar>K_Ku&c+`qbv1Ljy5UnbZHE_ z*K4{Qp})C?{Z4(nbgT>Y-F%-lXL?H@pIV#XtTQEX=NX^e`JZUtZzCDtBEtx3?0;R~ z28n^;{4AFOI)6`3r%1^Up!_EL(UJ3r@3UGdqu1&|Pe_?!UC-YN!?Olvf!DPHV9rx` zz=4+!=)UugPP&l6Yt2IPlP{LA=>cESy02nT5Y#H~O1Xq<d#1$JeO<$^w`DKCM)x!a zY8kID)8sI>-fLY+%@0vY+q)Nk3WJ8dwl7r*7w{kIOlN)03N`Ke*xxxJ$T@WW!4RJi zOnbYW^-V&(=HoUo2UF3$%r;eL-{k<IU()vF;{$f$$hj<~oCGqIFZQ|Jq{l%>JY|nP zp~nknzR4XuM1uIKlYfjMV+lW_c&s4Pln*2w(yM8YY+%=(8U%m5D+;g9(>~y>VT4{@ zL%yQVq{N7Lg8+9j^2NP~)BJ|`CL(t}%F9s-!k(L@%}E(4_#=8*_5k@RZsE_lT|mJC zGuaLY9ItSIt^gIgR3F;s>xK@hnUll)o|)qHi!-?Wkc-9v)OY#x`JKAMG7S-P?Zv}{ z&>ajP@^ABrL_OQ{!uQu-?&C9)g`Sg%W7ubUb)9}iapJ!6U7b;w#Jd)3g87jziEh=> zW2#vQ#0PkKeGnh2ubb>s$O!6(L=iUW(cCESdCK@dwPE}_que1y7CLaO9kpCToUlE2 z?$9(_1yJ*|pFVR=0vzIA2is($KJ*$<wfbBV4)#is;%Z`Wg`CE8Z(<8~vOa24bB7-c zde@zlj-&bTA6qhV##h)!Nh8unf+&B~+u$5_?+>monwOiN!w>bk$r>pfqEKohFs`UU z4Q&}%FXhf(yr1{%m!|mztn{kSRG=BkTlkmlPUMgh6Un0ad%awU>!HHBOR<5!)lT|x z_>ef5#8Y?K?d;%}C=D5^OZj18TDSG_F@C6HOZiOMD*zowon5|sBqdU=c$6)P3WHUp za7yb<T2P^gnO|sR1-TEN^+D*pNj#ZP_q)Of2Tf0jZYBzY;MOuH@c?mMCrZfkkuRg_ z<YmSbKXHg>)m`dGIZ|;dis;%_PGAW#lCA%PxWM0MTE2FUV(K<xjY6(uK$8}dq=0f+ znilg|eUvcFNyw_{crwE5rP2ldRK(dklN#GaGmA5ZwJ#qDV1+%8CWQlv<iOHVbw)9O z4DR19Ywtjxqh?$vKcz9cryE_;y^6RQ0`)c}nTp6?j++RD9OWQ#54|%8kK=-)FVkLK zZ{&vjvNL+G2S`EI`MKM=<u)dAU5xEU!va3z=~{#w-mouCnY+BqN)XJBJ?-`1Fju|l zH(3@GgsQx+V3d^tY`Qx>J=cZKlSjqP!&+I04|6@Azf6#VuA}IOQPlepy+S&02ysV= z#H|A9Om=vv{2{^N@D`T-hh^9N3ME{kNVCq27JyqHzL~v3dnxvNd9oy^_a@8lpc~md zjumpLoS=W(i$}-UvsRzk#muhjyB~1b#F_K0SX@qR;;-7hz4((iFyj;S&xcgd=W<!M zQoVE!yWbXGDwe<q)I!@!M4}{6KONGceaS>Hd=L$fxYUoGPDkz9_oz?iVXONPdA9vp zLl$EDn(>(wERXLcDI9)KY93-mO)&ZW<xxM6c+3g9BC%HEc+%@r_ATy%I7u^}#7Lyz z46;46B98p<ovi*l^QaUg9>K??2ASZn<tO;UOihelynFOjhX9nvKTs_^O<-N;WW>ln zAYZ0@sEJf)18&o48nN%VgGEW~Q@z|C!k0*R({2p0fL_DePKpCPEG`9|VnOrtq54Eq zyM`i6!N&JjY}pECv?Hx=XvzZv+1>#M&u~IS>`fg?)Cbg-nfmx%mJxQO**CN6DF}{p z>|%gC9&IF71tcZ9v9cO2yTiU@M7@)}raH=(Q2Sas-<M#5(657LOUSEC_Sr?3<1s4{ zrcI2g)Y8Gz;6lo}9Y(k%_<GFe7A>g1ot_*~S;2}f)m|XFDZp;_@6oUsYDgKZde&+t z4mR?WYpN5w*ayA~zE9EL%TiEaZ>E|Q>etY1^Uv>KRA2iVblpXPX0E#+df))mWKypz z3NnDwwytUs$_b#&ZSX<gMLf|ftTU;R1h!?I`_6mw0QuL^r=#mqz;oe&YY}?hvXfX9 z)gN*Yjjh)==aP5uG6ReD{TvP=;ulWkV788LWC|7cAx=VmP4F-WzKUhiKVuv|$3+Bs z8rteiFcRAlJt>Q*H*{A^=fsgbl<OV3Z@IQg1-UI-9Pj&)NBf@3!4_}SPl|d_(y31Y z5s#H`ze0HfOXocEhdT^}m_r@&+bt4eyI}7<*%8DW+Ms+iw?z*$(%GZ2LYw$6foWd< z3J#D}=usBy7Xvf%gsJl*+nA?D-h8nd3vuPL?)L|z!<epYkvG+n2z(97oe@I0K9(eh zQ*mpw@PW|djyQM_riE_=B)hV}`~H%I^C$-}^jz7QZ{r8f@~H0QsuB}%N4s*6yod?9 zula=a^CSPbi(cic5kB~ITYs~O0eNi9U(~hN@_^OLLSCjpYFL^<`;TKQ`2Fnz`^6|n zOyW(Em`}2fR}VjZ?G=i071mmhOQ=^d`_{~345MVw^Q0u2@-sJ4zgT^7;tnr7RMm@+ za6^6P+~sWT6BLkDnx;Tk$_KS1OW)rrlfwXs0Gw80BYIC3Qr~p=jr~3Po5MwqjJVa? z%KK_)3P1kiX|E*mTdQ^|m(XyE5HxzUbdMw{h(gO5U8Yy)=P8--nn!&KnbY%oB`Hf- z-mjw7_E1*DT}u8ko-Ynne3NNYh|}Y+qk8YD9to6^a9pC5<p=GkbH!}GIS3JfX;w<) zTd36f9`zXcjB*P^)OV98;3!D<1f#sd2|MZ^oVE;by?lIr{0rhAj_`0_Lp@i&=Pw3n z(fv?Yx9`_1rwFi;DL1*%Oym9XpVnLCxnV`2=a!cl>Rp)ri=<2@fhZZjjt9q3eqD!& zlDXw4)~(k?GuDH+j@w*IJV!V1M`Lx}nP{$CrYtSVQp-gQ4!q~|^`!#&VyXUbF9tAI z5!sTg9|s`ms5_%8MI&Av{YU2V$w_=CtdR?T34@8g)q@X1h$r{hOR(`h86@iIgkOA4 z1v=qQ|J_G>m=ja?X9~_81S7`6D?bO&x$WyUi^`5wZ0wZx&3GBq$NXPK=N*XE`-bt? z-h1yozD8zJ$+=S`l?EaSNeB^2B`XqH*%gIkCnQ9vb4XGo$=-YKz5Slwzx^fN_nhas z@9X+}O5bmJxb)(+-*rV_86jS5x^_e)ny(%YN_CVkV2A!d1)hq#QZPhoVuM&zu$?Vt zyXM`7HMpERoIb%1Fgxxi_M{GD(m#LX;agg;bGhDz@uIo>*&r8QMQUQH@|{qJI^xDH zRgJ6Dy~oo2G1u?u4dT`clHWfitm5-Bl}cI8&Dh5Ia9!s=yO_hC#O24_>)55u_J;cZ z=+HfHLX++z1(<D-q&bhX!n$~grR!JZ*QO>HEZaf*$eLqxHJ=2~e6oFLXPg0AbLRHi zeRzR0@`I-0?|HoWcP3Sfuppr&rnXJ9y@)C5vF$uD;e_V@LZ*_-SFwA;5z;eg57&6m zJbhTI2k)#G$ol6+ODyNkoxUiJJV94|=0bFY;NmOl;%4ndTr|~UuJURF-aeDmaByTA zKky^-LkyaqkN^1WCh<lX##3Tpa20(HNIGH1lPQSck3&LL`)J|zXH%vJPj;}l36X1G zr)RPDu&&EI&%a^5()AzTm?G~*4_VKJUP`F=K~=(JOiR!|@woEAjTuBjJr@n7dBAC? zj7gk-153>~`7x-Qk}&=<N}i#_4lZGPY{BK6P<KwFH3aQT*faPWsN*Tny<0IM)kzRs z9^{6X^$%eFm-I_S2Fh_?Y0-E1i*8I$+d?M*@w^%^<2MIRvlC-?x`zyXn23p^X##1% zyV#AwiT<ysw@&Suf98n>6*0^^b7(#l_3}b%jN-d^;TV&UjIt>Yaq@)v;}B&g;=>DH zGLu}Co7xC$Hn(DfZwzf;qvckymo(0{O8?Ib#T%&O{Cvn?cq0Ez3hG6TbWnF_NWnUZ zNud2dl)o`j4eo42e9F|sLlRzO1Z7>FL*jK3kb?OReU{h<_8~vo=I%2P7Q<|(!FU$y zVB0%%Zd)8gI75@@YMH>|BAdMsx<7o{ThNh3Jr|w}oo_;_Q4hCt|DFeiysQQByN*_z z#1-d-uKo#f*etJPe(8#QR4+1zWfPddIhW64@Ga^oI=aS@VmKf}<cIQ~YF0FNxi1yU zAPDn<--LvsmofH&RLivvZs7YOBK1U@85}I)2<JKUKD*IQ9gODg=SXLHr++a(cA)*f zA7^n~z2e=e4LxyauB^BFQ@4vvSsb)cDqF-uOp3gEQhDIq=-NY}5R`w|@VP26%?iux z&QukJqR>np?XRgU0fMtU^d{e!!M13#NMLyhmwI!HeL#ssK;f*#zl7hoW1a0cpDix% zzO*y{W0M`suh*h^Fdr=ZI(1m*CF%i5skN24b3@u&&K<QDR^)Skz;V2Qg}4&zTJYVO z8_bv;SM<>HBRgY$P1}1HQ+y!L$FhVt&hPLPj+kCN#K4N4qfHP>Q+babSwS2mV~LXJ zToR#w0Z+N7-->shKGx<myNmxhDE~DLoxlArj#Y<N)?%mj%M>YPQ4uX7inSx6quBV< z8=O&nn;556>-yvM9ZX=NdCOmZ0N<OA;rmaToLIJ-NXlR(2X9Wd$N}V;m*Ngt^f|!} z%2Bq=X$_yT;eD-Ae8={%)}UnXA56%*tgc9Vl$w%=l89aT!&HsizNTLLaU9J_MnwYj z(OipsHj2B(0`+fX4|?<|%fQ&|4ae{-lrs~KX}nU|f^n8V{B(tf2ii>4@|4KsV6F!G zM=Ase>hUKax*`gsgkn88_IW&|lIp;$jRgEN7WBD{=9nEk+C;VnH(1@Z%FU(c00G)^ z!3Sb17_aY{aGT|2OoJ_Sfhm;&;!JpDa*BljUN2;nX)(Y#^|}bTg%wQhSkFt3F?y)F zLT+}>mK$iB4qiMpg?wmta!b3>zG3t-Z+<E2sdrw?_3Vya!^OK3{q7{NfQ=o;IYDJk zNQP<~O+PMzIO1iNoj#A(Pn>s}eBXt8-E_!f&qdFBie>qAl<OHVs7)AGXCYR#rTc6r z*g&RUTVCFM8&{7BD}S^xfmuK3+erOy1}mZbC8=7D{NQA-do7CF@v$w7%Fls(a7bF8 zd*KW#!T(o<qKOJ|pt+)sd_;32rC+M~uFfpLdNPUh`qK_RnN;$N-vaS`Zzpa)=wk$v zXIHQrM|g>vz~i|>i4;U}AzAYREj!U1TTuG02yrd_2Uxjd5dZD{-jGur2MiC@jO5e` z0JCaCx=8;Np2Rsyl8mK=<wNe)hcR;Sy!+=XgUUGm<Zaw~lQiO5`{(%<qI_iYK5|XY zq&7StFOudiodT$EU*E_70OiOm@L<1Kb^=f6i2Lym^|yn|z5k&cZi0!zJoQB(m}x_s z<ltR=Gv&4L@2o-mb};qiNWwO@`e$fweNPN_Bg5#Q$FLI5?`YGnmyBZV!^^Gu6^w-3 z)H?PR`8amh)bDgpuoFJ#j|Ey9kpbzfKxDxY#M|Qe%=HL8ABDyZKN<?t5E|Ppb^_le zfa9sf+?PN!Utztk=faPAhOg$dM2e6<CMkQ$LI>TuKG#KAcTo^Yz4x7~wowlv_G{MV zSrYim5r+FqUtmd%8Shn4et78Ju5&2R0BPRmenROCZn34oIH0wF8&2D8wsCG?lx8w- zZU#z$v*_~)J0C$pz1i4;u?_Who}P1GEoO%BI?Kyb=;wc9T~IrGR1zBcvc#iLaRQUr zi?M(tw5RNhtux(1yuJt??7)X6%wKavCZk0P@(hfA?M$Kh>9Amof*b{eevY#I{FDpC z*An_uLPoJ)v`s1G^E^=dhwIakY<6JObnJ`o+QQCXy%bu<!$1U?IQwLla>8WwppH)m zI(OU6Ylx1CLhq%1%|JadaLe~fsE{WC+g1_F)v;B~*7*{Lb2d3aU-Z%DPVGF#GNaVk za)ciWeVAQm&W_;b?K_r5=zJy1bm{B!y-D2kfTZQqSW%eMbsM(+Bm~7$F&z)=C=l<j zN;}d`1ahzThZ><C-oiTfsrTnv@z6?@4X3XnAiH=+^>a2a_$KqUj?klf!@}orG4y@Y z=;#r)M*NkM#6(egHa3vX8>yB=bEuTO;D!yvCw7pyX={3C2{Rw#nk$?ZBQj^qB7WWz zhlG*w>x{JA5IEi<991X_`w}btHBisNhuAljF^c+{WX#&1|DzyS2elP@kB?xaC@Y<! zv;1(e`{n|THwnZ`_3`j6O6akfv>Bq52D`@5*{5~Fpm)k+cf5oNVmQPzZl|o{WXEot zT9g)odCP|162D8Z#=Xp5nsdlA*wgMx@tzX4SJFDhR}dc|`7B+LBNrk2Bwf<)=r_E2 z^M_^t;*Tj$<?ZBm@IkH^xtu`bFs6yGF&6)a&V{ngU9X0Bv5TUMLKe*Pcv`<_r60<5 z`n9S#vSuw{f}IPx=7@Lxfb0T!^anJT|8P$0^cwPLT`J}hDlNl0(r@%tPRoPgNBh-e z@lLEx{rkgo4q0$_$+VgM#s*dk!ZME$pJp&rWttx40S@%X@#N|WKxvk{(RKArjHb<d zaFUvwNT3Q4-$MMLL$S9WUq<<zNsgUVfm$9&P%eurD`$ik=7)VeSy>6*3oDNNL6mTA z?AMj0<Q44rWio@nj()s&Ur*c<^u4fUNb}}4K>Og9ft_5IubAFyASuz2mbky}-xEZJ z{Ji3aSDAV_q2`&Do<2HH8t|lM8rey}9i?>j^PBV#e8Ft)b}j`-_7okTG4IDB>I&8G zQ;0(3fv=2TnU}C-so4H|3Fz;cA>hrQ--dg$ei-56-@}^k*F9zUw1_RP`$a9FIlRb* zFo&@U^1hnRNLlf3VMmWA4^iOA7hxcsRlMGW-QwsTU-m(BN|O>_oTCrx;lvu{-_pRQ zvE7yYl0L*sI!N*JYa@2bx}r<Hnw|K?&Fy%-lbIOpdOov#=>L9ooqbhT$)Q`?q?n-w z?X3gYatzh!fYHWs^rh$?<|tXG+PO*s8dZ6-(~jeq!K-gmr)kmmck#9RfU7vcZr7%A z5uKYHzFs>!Psa<&U5C%6hWy2iYsHM-pQeI6wwB1XUTTm~X5agdqaUZF@X_9Gna6}b zY4|^QfcQH5SFF2G?>2ekOqF~2B0e7y!tX)(1AA;mBatV7IEjgO1z1dZ;0%9)Lj|i8 z2;UU3ad{vFW#2r4u0*ZiqXmm$%I~=0_7hd!Qsis+V<63<uE$5DzPzWuHnfaK<m}cm zm6C)0TiV+5aXiGoca!oCHJosvJFDA)i3U946{*~AkrNr#%<=i1Vi12&X;CF@6np-f zRl?1^8Lv;jIiQRDl7&h_;upsz@cGU}6%7+g#QCxHJ{>lR*I%p9T6)b)kT!YhY)24h zjI(OlP)QQ%n=4<=p#1Q-1-XQugB0+;3{0a^WQ63YoSQZ%Pg^+Ur~2kP@<)7}e935m z@+;3<6(Yx`@!huN&^cL7$QKXwrxRbm`b(pq>RyqAm#u-xmkeZyM$>=mpHctOnn^Xw z6ZPH>si}Yaz(@ybYM<Vi9pXpx%!1dBYAcxj2aC}-Q4yGXrgN1ld<5GkyPESe6Zr@e zKUw{#Si)}qHugwd*~L>1L@-z05(CD?$2+FO)ZjQ=SA8g-kw{fZToR>2UZMFP!jz*l z#9X%6#zi@lpP`*LE&5FZ3?Fn~Yoj?%D%~5e?qycu!l8pYA=a}vL3ADE`^iHbmi6Tu z;-G-AQ|6xE-U&f(rs6TjYzc7eo7$I|!UoUg6{kwk9wTOU^6I{Na&SC45|~p;1KErI zBWw>Si2ZFTpA>nih}X-8^TAJ$H`cd<a{%@5*d{h|l+UhV@aXJ=XO%plNy~VJaSqLE zNWw>>xlnIVIZVI#8#!T~-0mWa?yWh|Ru>Lm6@kg%*6I~n<j?+i{g_hU0)D4+rtQ%O zO8AqnYMy7s4<T7cePTOEgzVZ<YqB>5G;E(f{#u3_h<6q|KgMhEuGN$NpV54k{aHaL z#cy_~{bdt!u8sj#2R`hU22;ZkgYZi?WVzs7*M$qYacE!h{g3{~$_0$~j<{1ScMs0v zF-q~tixaXr*9iGcaqwQ`a4I>%26CnTo;F<rn4o;iCfU$5#<%*fPI8C_^v_$y2@lWV z#iCEJMm@wyJ{C6b_zZb3;!VSpm!;60YxSjX3l~AX5D|YLankh3v)f<u&SKQbTGG6R zB!aWCX8KVfInn?Asc&?(Fgi!-S1XpHzVI6Xa#LPf;)>A|C39_huzPVxc+QoA(23pJ z%8FtH8jl3uFYkn5ef2_t_5wA0W=S`!LHU5k$2E_~gs{OZo#uktVR52Z;y|GAMZ`}F z_j1!ly`rK^_CGG&=K-3GwPT^QD>$6Ax?w+uxJao_?c%ms!9<UP>%a;d*myPjd;gSx z$U!;fop5sa`T*bRx`2KUTv;o3PBVe_>3D^1#WmbL&QP~VSR8Ksq`63G)`zJ}@}+hl z@6dQWqi#snEbbc_;E;pn(w*wx@4nF$fW2QwR>v@OUJm*vIIhG2>NSSnF)id7dH0_e z@H2z{y)5syTZ35LeTLK^V|K{A8UK;Cfe*GDtv4QjB_nDN-K-C8CLtdQA+X-efbMTm z)Tt^wgsWNOzTF)<P|7je|6Y)dXfRNGJ+zMQ702V4p1C5<&}TP2g$BgqBj`DuokgL- z?WR;*>N*~A(k@QIlnS=Pc!y;_596c_p6J`1EHHnQN`(*a!~e=Zt5ZTA$yF88->V~N z-yPKIn)YuGr)Ri&@b`C=r#W->XRSBlN%A`7nlmh8-`vj76l*fTzwvW!T19kVtz5a! zV^jeyrWy`DzWfKXK2I*T?@14?J<5Oh)g1zR$hrV`o-=^s5BH#tQ(|zhC;nHpVLx_y z(TDvY^0&tajyw!|E(T|m_B`0kML@bn^Y?FhZfLBC6{<|B!y0NNZf2vtNFZasP(gzz zu;0{}&pCzqDbCg0fu&O5)lA+#ZnBK27_xR3C-Q>mVEy7ub_do||M6Yzb!ljP<!0_d zK?%179BZj%S8&fK2^vd*Xm9fJWQgq{Dx&_RQvQcusAp7F$u}0WfT^B6)KyQ#3-9<I zYVlQUVRKWrT-Q)8<gu*(*5z_KnAC_g_+TeWR5Kj#QEo(>4N_<GR&W(IZME|)$4&@@ zH3SJ3GfqNod`*KAaRD!IkIYeJ3d7W9RaG(KwMNZ4TB};G;xC`77bZPGJ;;DrNL@yA zd37EA(0d%P_zn}hWJ?WAPZhSG=hMM)Iz@5KB9y~lTsoxwmX%1lGo5dizJ)LPg=&8i zWgz%<np3WQ69ms0U+ZgHl2GVYzF+AR${qK0jcB9({4eo>fTOdhAAOY0dwL%o9Q)eC zn231TPn$U;(-GHG+x+RV^feC94BC=4LXF==u@FDIz%e{rOh;DAiWXe_j3f(@x3<no zOK{Dc57>+&q^ptl{&@a9-<4)zXrTHcV8O->dF1DX!_eG+y6>_@NHK|sdUWzzC(S%Q zEOc|mo^uTw<}u78d)bINI%$a<ZbExCr_RBQoxeD}@u!?$&rset`NG>C`6VoG;O?($ zO#HCV>Vus5Gzp@&mhYVIS;z0uQ@r|&^1N45I@)!O*n#KZqq&UN;!vn9`Z8c~1vjyJ zk?d5(3#s$sN7#=2!hfeuE3%rPoSx?$xxGngl#63H&>6@Dg>){#O@BC`&HF#KMfAS= z#e1;X|N9zddNB2-3j;ObdG$e}#i|%w6hF~Yn~r+<`VubdANz1;@^{z7xS0Ta)@UBz zZO2Kax{8q<ZrI^`GmWyF)bKa5W{m9#Ip9OrGC!NpLUjs*Lh#xura}mc;rfUx!90GX zMtdC7Jb!D`w4WWie+b4!`D|eNrfFj-N0zY*oJ@f`TGH^mH7<OT5Fv(ouWk1A@`G^O z$up}rsEBLaKU;NddB7jr4*yW`25Shr_~`pjcEV}tdPP$7Jf`tccjlo9HQal+ZM)$i zfcR;Yvvlq#_we76eH;TLNY(_+-|nV|`Se5H=?#roCCyQ@mP&3|zLR9X@3Is~PncBQ z07~!|$^LB+m54uXi0W<(qa&(Q!?U?)IH1~MX6yJZK?wZ*C#5!no~UI=ZqS`YdB$57 zTq)Ct$Kyq=mx=mWi@(h6=!=lY+9&3hSs^31O|`l0+K589`69#dWd-<DycZJ6y@YF4 z&vBL3u@Ps8N!A=c#O?Z39`*=5=ci9#KlL_I&i7Zy#17)?E*4a;JiLtjR~5IDlQgLz zGF>KG&}0zPRM6rpxVDGAJk(oLjQWQc7U`Zp_us-86bB71USfe0pK*SN2IM(ayJ%2F zwudE>F$*W6J>c{5up<Fv$Y*N)?smm%Zg{D`=W)A_9M&^ZW&E5ZKuEE#O5Z{nG($#o zRlR1g(+gi_7KO;*w}4o@`z;wTmYFuIEnx-2-!Bx!-38%ne>A(lBm?2dT9&NuvWNfo z-}T9*7BsibuZnv4dL8qkbZI<Fjq->!@<q&#I6(Be!*%WlQgA|}b7t-`6R5sy${#2u z0X)5P{pEcTs2K_R_0E=^0P`nrxw(GfBTZc7<!ByeB<u8H8Rh(W(^$^gAx`lkON*0{ zt_W;&h;xNf@quxIM3h=GJvx8bABp}njM;Nedid3>;<xtYvZlJT625cYmEyUS$fpn{ ze*Gy6<UXSO?j*%Zs7<A}{zlIu@|q-OtuPumeyb8Qh@pTUD$YBP(Y)7~sdSP4m^h5z zmoph->BXw|M)}6je8{`<=+hsy{1Dvbbxl2r4hp$@9$?;$*uC913zyIwdX<4ueC7cO zzU};7ARpj>C=XAe9Vg_kIeY40069G&O2%+|Xo`Udk9lLA_k9=ZrF3PIz9$4n`seoR zYf!+2ds~-_1}G7??444KC_gN+<<?MkBF}A%N@qkG4?KGQy=2vr4VW@|Xc*UdAf}dn zc+i3k25(-ev?Z~l-?vuqTb*rOzWk_1VlVRQJ*cvwc*_jwm5sYKml2Qf*#qNPp(*@; z)=&$_YZ5{7aS0})dWBWL^Etq!-j59osOr@fAr6Z?F5+puhS`)>r29NWebZ~IfA<*V zA=&?gZq5wi7AES@Ultg~%Gc_K>VArV#-|aA-sO4B*XHL7?H$C~kr?h6L;QFOdW&ZN zP}GyV9PpySR0KZU@L!uo93<;z+h~%`4?O&Ed)ufL9qdY+ZtXt3iAA1$`l6do0tySR z8yi%zLwd<34T}yZ!F={)8HtV>7Fji4IozfoJ|DYH#^^>1&8HP@mum&VT&=b&5_y8= zubqDoi98SYA1kX5&alGo>0uu-TQsMj?6lBAp1#Q8n4Hz61uQ$!`R?n*Wz3<;PbBv0 z5I*=#p<-A;1g6)1*;6u;gA%n7-7#Yp;QkzVDj)TneLYH}rFrQ<PUBbi-xpi}(X#*M z`#iDvktdZ0Jw?GKQn`~eRswk8@}?=ufp9KYKIgkKjYqripKXuZz<MR`sXVD+h21WN z;7~n2c*FkOQt>7U6!aEpzNe6ZO!45I0$L#`{IC#Rj(@{0<QqKYE}z7WrNi597cb)K zR0YOIDQKX4{qw8cw`e{}n>Kg&Gvb~PUs(_!E#b5p91{K&!x-%q^MOc(G5pYlf_`Hg z2_jr-Zekw&y!P)ilpdlzTM_TKYjX1gxZW%C%B({4dvYs}RhwME8<d?A0&>ybliU4I zD%&<@8NxAQ!>tO<nQ7b&j~Jk5iVsE#*oZwh@>BI^QGbqRXeGRV4V%7rz`{yr1*`in z-eLF^CxlSZwT*j807xHcjhbR5xa}-iPIilf$Kfvq6F^C{*r|;9m~aqL(G|zO#eBzO z&qPeEA|F&<1aIC|^!^>Zl1P?|=H(#{rCw`o6L^zNhFonH4~W`SuiMbE6Pf44YcH6N zV7}+qZcP7`fJ`D<RvLMrt&XYeV`XNAl=TiBHD$zs%Zk_XM;@tWxASv5H#xw9`jg_^ z6*iEZzg~R>dDrzc=!ST0TCrK_gUocOFQ=;cv3JUi4?ytco9~W|SZ6*>M%+1+GoX6O zI?hZ+jK|OU@AM!K6vb=hn{<db!fGqPq$mm<vp2UNAWq#GZ?*!JEYx$GjEeRw$FXyv zOw2MPZMb!Ot*9i*ALt*zvr2xo<BqFCOKc{HUzYqky~9Qv+HZf|GZ{nY0Z~Is{Om5K z-RUAbo;!v23y$-?{8ogwpRPT8=F$Wf^6vim#A@WPFACXU{kwoWJWI53Mw|+Z3h{_j zg+q8-_ML=)dgL2ZiaHlMCkR3JjC=Srd5K=-^1QrL8@TzpS1=v&2RzLZzxV7RIYAy@ zs^*kS3rS4$m4a9IFw&ngC0FMvtewGcb2M=S7wl5<AfkAIX{axC?U4ZJX2keLe_)3e z1Cx{Y+i8HurNEW^2@Q0_3Ra&e;Um=d1&z-ZlEb3&*Y9})6mUN^RIgoP6l-zFqpQ6x z3N*h5`+VOZ-*A%SsqVuqICJ8wZG+7j%z{i>H+XOjv$vVVOZdo${$6oiR;|zYN6Lk! z2x~U@(#SL-A<jk6U!56lRT{xmN2Z-J$+)4TJWSy!)iP$zuG{anBnD-NB~QiXZQ&9x zZcPi*krB4{;{|^BEo0*@wk!|q$RKijP1fK5Kiv9F$q@9E0<^5Xlq>AzL0e$?MN+~p zp7Et6bfy5E8|(+a#QcziryZJsvFLl8(RpJw=Poa(CXEg^p`N`hD@~s6^J$!{)jg>$ zbr%!g1Wi*NIxrjlLjL>37^YE8m2w^Nu|DOd+m@m8EBwlPSk;|_$!cTO0tQ{!K^+d) z9tj$-{M%f+p-B$I6=Ubs&x=5xZbi&C%7b3GaD+?BMHJHf!qpEZ(1QNsTS~8Tc)(Ng zUH8C#5y<i3xNUcN3rnqjUgdy#XzEGFQmZZ^uc|z)aibX{4Aa%OQsMM4n{$m}O9b&@ zYzng{|4v~Y7AYLuN9o{DRW`$0)U#k`w&RFd+{PB7EJF|K)4<@Zf{eEq;y=WFAe~Sq zBNS)2p81(0PG`T;z+p-*xX9yq@+a!M&Nb7m9@AaG1;w-TyIj}s$pU4Lx2?1UFXg!o zO(hASq<zhMxK<A3O0Ni6zM}&NB|g<t@~p@sP39zC^#L<<;CM{(Ky%SIiu#%O1}4~b zZpazscf=D<7%Fz7-s|vtJYtv^LS<9ooBaqLe)ib@sXlISmOrm>vWgNG?Ak^x=QzNh z#Ye&I*&v?qqnh{l-7T!F<mOUqix?Cqs<@Adui_k$13}lvw=mn+&ZDd&<9M2i^Lv_y zJNRPLwM}6jlp9c~-(jYu25$RXFHE&|aasAG``bKBP)YjnF$3-MZv{Dw=odBNq)WT= zz0?`_>g7(wdqR6yUsRskXzeQI2hHzsQ#s_b9eg<8gZ8vW-y+Cd*RcEaz0w@$UZ+td z=sa46{5PXs!h->bOXi)ELEpd(DWl2{-~N#Yc~MG9BN__$R45XV#>NO`IrgF2c>*wU zw=kNeg$8Wo9E<-T-eBZRpRZBjF4kCFLw_s`c}`zE{$muu1zj(`H}L;x!d!mF1pVb= z0A;_5%`(es{It;WXQ%gUKxsZ$C$mmP_%?5gh?ebQ-a7@hMlB@bw$#$}!BezEVSC=F zaqJeZ^lUZthMPF?h}y$)BBC8T9jm}sinx2K6ovPyT@k1Hg`4|jI!?6zAZ^FT3WEEB zfl54MC;o{(yk2ky{ax(H?6Ib1?6s|jcg|77>vMa`acBp5yjKT;W{l}zzK84pyhMF3 zyJKaI-%)>Nyo;ivYy<Z=V`HXCiRL#fbKT3x+b}zREZzvsWg44}zS0-75-bJd9%g&A z5G!zNRjL*}H;!nXsyAN13I}cPMp%kM|B-q!-Q_P>>cV^lH}ci=t!?u}UPgIkt<f{q z_9Q4gd7h&#nhp#z8E@|)4`+X->OMh!0yC9UAbR~!-`ZI9LkHpt`72a+>laXf#m?{b zBug%Ms>;2(h4u&QGoxqK%!@FeX*@GTRTNgmoz#c9_d&(H#}MN?ly@_y^t`jQf+h0_ z<*Y4|pw@!!jZ$7KE^hQ!M#`9(XdPBE`6<8#dX~#UZPg^m|CRjn>v0aEbuigzU1JN2 zIbunl_G}3|;j=kDzlyv@!<Jjh=-eUky~9QKpcu#rj=i{C(1Cp|>PjK~l7xfiSYH_0 zU-Vv;+HW35N3crXoJe?8hjVrRcgr+a2zI*f8Pk11{g0A2w_hDVe4^>#kNeR+DD~#d z)@;W|jPuPQ(%EP+sA6Uk`KCRO<wZWTJLHbI>LGy~C5hCabM!1%+c^p7EF9)s$>M`j zh4KfSktEnu%U1h0NKM!>JAaw<WP!M!76Gwq==^(?gAn;536h-#DPO-Lu33Wj;_Gg1 z@VNWVKyMIv9y4kRoJq*DtR$nGl#Av|wZ$<#^=J+x{^aDnzjW|oTE5$$j2d3=sCeD0 zp@aZglj%YhF1YM#l-yJ-3f{D=Z*?oU!0?8g;$RgQM2@0cS_<-PUEigsl$^(UC;fQ` zCukvBZIjqnN>3Qb{mo9K5rzCJTc(mS^nNz83`wKqg~MUJJpm87L22Yh_{A(%pmxg= zi+IHY#ectR7Bn${^VPU6rbmb;*?-AP4&~3&|2cVG<e$cFNN373)i2{_&(4}(I)nNd zPaT=%Gg+a$rFg4bSq!Ahm6m@u@WX}RRBlx_eyEmdI6HlK0ax(1zjl`adBxOEGtT!j z!Yfvuvsab4z@0YGgG&va4_}UF8h&O3+UNH^-r!or_!ZR-&{Rsm#`r6yp+q!ic}BHA z{01BNllt}t<t^gg_XiSZ!o@(agg7lIAO?kLA3u3d{Ket;e>Vt}<2kZp^g;>o7yom; zP3bg+<}GZJ>l)8U@KQ!x+Q*KaxOea0&xJx><jXr2=ZL;v<Cl8bZuhXj%lMCVynls3 zR^<3$EyVd$kP%eP%c3M2&t=@25~qZIJ9UOUi+XG#ecysR;#dc6%fA{xa~;+n_ABe_ zv_z5Q=CN8yao}qD9yW~lW4(>PhZ#>&BTnfnu@6zb80ujNUo4x&s$;r-#ge0bgM*O? zb_n^OTD|reH=y@byR+4RJ?dNf70T?5{RgjBlGfPJTud}v&p%sk1$Wn}G}rb=ULYFs zb+sj0$TxW~sFJdRzv#SjeY*+WGs<&HS0-g(e&O9$(Hj(yK{l1xEyn;S4Qr^5BhFn2 z+3%ni-K*HwXNN2HWch&g=BMNPdxhap@`d`xK}>K@`<(aQQZM$UUgnM&n)h^^duGsd ziv*98EKQ#sU?NyTrUgn+9?@Il;J6L)69rm$3A=et;o0uu=|>O;nRfW;hk|255D`j6 zqa%v;kmk)_oU9hG1r|l#B;=W1b4nwApt(i(CF#m018#`_(wH}!!b*fNw)g)+|2}@` z1jSA?%3FlI6F>NQ9@C*1PWmd$0lv~F3)PIa@j||>UmniO_yg^C6$MIYK65ywF-}B` zU>)UkUOrfkIgA}rxq<j3r!Tp#J#L_aBP>rjAJn4#<8)H7-+yF81W%-?$J`EfD|~de zQ=$`_Z*K{8{=12|lNnE4;}HkF&+C%xw;Ehi#{L2|86$ZApuDtY%S$|T3fy`16M2)& zlts3!I3eO^*n7Nx5wBNG^<KKOg>~BuJ^UcW0X4rrs4<kwgZ_Bd49RE?e|ld#QK~`) z?xfURN{tc)=8K0!OD>@2MZLAg!T=rI`w{)p<Q+dyo_Do3eoPBy?#Y60<k{f65ZMXY zTjZc{>LGUc_$bcwd}Krgar)An$BHW-vk~P^-xVt5>EK!^P2u-7)ZfGOxMonF)bsc) zJ);PEcw#W~<m<T&tUf}w*#~jx8YQJO!d!-M#!8CYsgHN@hZmT>9KeS0=T=`>BzVQ) z5p58)hZhauFra;%)_n|r)BL8PD4!celKjl>C<?)J!F_Aly#*|9+Tfx_J3GkF=X4%q zWrc}<T$E+(OyFVWl7D9r%{OVs?7KrI@ZQxY^*JbytSmm2@^)tsdqBt2{+JB$F<l-P z90fE-bac2>xV?$V9HmG$xUr76eGrpYF5xHGJ8rGM{Er<5R^J^N$)tdpKiW667ZHb} z@oo7RpA|enr*BLz6Xh}|0#8>ia}vH4u70q!fTz9~-~Ue<`7%_`{XMWE1Eew@xd?B> z8@e5J!U}Oc{BujwJzG!@%8=#m`mcYuexl5`083^NN{C4Ofc6VVlj+aS+oJr2L$A95 z@_QK{K6RpbeHMpvSHiyjDaKRn{W<K&f8qRnA5SN&N&;hl<_B34IT(a*Vn;KEuya3o zpOVQBU>5>5-vuDPl$Kk9%=aTqVB@0yKAC?F`~5|?etne!-o2Wsah79(ua{K#J~awK z%cVLSjXZR2TP;mfbtuD}wY4v8O|rv@!1E_$Oy}{^7c6->!BWuwaUt-q);exz{43f9 z^#SYeRP{RvP!exzpK@B+ZeS#(?SgpOueh`Ot^L<+X+Zd*qp?Dc7$jKTvwC<#5Tf={ z|5j*-L5cH`nEsL-Y@Y{D(v?NT`BnYn)1A))HP0E>!A=|)AC$3uev3GP0>W7VcTk_u zWMkm&76p;#9L|41fgif`oV;D{aKPu9rb;;yD*-?1&bClwU|;sBtH%5ig3FX=_RA4G zFtg!b@xp-~vOmtMwl&S+H?3`j3}XcexsW-nm~cKAjl2Dulba6C8n-P=F-bv~k6n^{ zAsHOl3_Uw5B?Os8++n9;P!Gb82zL#f!piQ3nSVz80GMPZBNJZ41S6CBZ(f!M?%gx# z1N+H{3!jd!X_oRp0Oe~l%}-o}Wg5+knG_Dt`7J!WJx&Rf+^(rNU(3OlPet_&jLh(& zHsE-T>MXVqoI?HIBtOBrKM`bZaf9d6PWjw1<kO1tt#`{4Bl?B67|z^h2bLFkIToJ; zflMXC&Jev1ZZ>&wg`FS5yn<fVzMT*U7VWaH$Ns<1QTU`SJG+6&QylRd+|LV9;)hSa zx+4MZDiPDE%ZOu`RIs@J8V5nT8bNpTV-{X1ta*75^_HvZ_Scyu@B!gdczpf~2Q+J6 zPEbdm>+wgQNSon2@I+}YVKs&g>^d54Oc3Yh#Wj1LZDuymKYP;H0}!XJa&w1`b_AQ2 z%gi`sJ&#|RpFR2H7&l~+I{YXJHW1bMmRq<jMck4<5f@82hB0JMxK?JbVl{=d20BX= z02iE_1Qt=AtCA4Zo<v;l&Yib|$X`jOnAJqjCkSSAM`c~!aKI}k6WJl;YtyQ=xfK0C z0`k>n=vBW;gXE7j!E5OG6F%Pd#&Wh7e{ZCjOitf}4chAFu&%CRggfu|vgj<V^^xSy z880y~PCG<#6mg>ivI!=IL`JxWEXrcYhaP1-{Nb+ZC|+BY!{Fpwk6pe_W}AhcD;dN4 zpLG6Z18$RVZyV74+EC!ok2&NKtO^#KAge|B%eUcI@6LAM{*O=Ue!iKHai-iDpAjYj z<tp#N8X5{>D(RM0!2k(3QeP=pkFdeq%dtUMYYHO1cIGhEK|X@rP=f7Ns3_<K5BoN_ zi@@2*l%}pICddxul@&laGO7*Q=%#Eg;D1ZCsHPzd5%q)piK2{P#=7s0R0!e(1_b>S zs-Ps?ug#0G=kMar{1ur&0^P^i<Rp!&Xovv%^EWTt6NGj)-t5>QK_GRF@;qCmf%%!4 zV|<?}pyE~Mv-S2JyroL~kQ>Ge0e3fyCwfTexi@}XQFjE>;xaIvcbUL-KYe4Zda!|Y zeRKNuG*tpVGTPP@nKQwMVCSPc!_3fsZr>k^BV4d!FPkkhig+M@B%LeJeS685_lK00 zD8bE-ySgr*=jp-wAp=)uFz@39FL{5mg8h|yruG5IFVp_&?WsQuz_TyVm;w1Dge~~{ zE+U?oT5RmUlYSzE=4<w_iv1(l?J9d78D>GEQ9yy*O$2#`UAfrkq<1j;Q9ZwV=yR7n za7BW88=bd)x@O$SU;?$Q-?Orf$Zua`)@G)M^6WcFV&xM8VCLy}Cs2k0Xfn@Op08$r z_Uyk`?jWvaE%#~3Us`{$rYi$!Tl*0AjDj$J8^;C=Y)jA2)setjt(^5tpfE%_$7_wE z{C1HM2SeClDkvHcsIYmwgXy@|Jdw>r_qCwLdVkXeOxss&>y?uzNK+`-WFSso)MExS zai1Y<5K6M+^H~VqU(MT69&^~7XF`Ue10x~Up>Tbhode{n*hpgYypa5LoU3(P3jR~| z^7yL41J!Hsee^-Rp!qn5+?xjVULPqF6aOLpT1;nh6`HrjjlKEThx(SRE+kFm&{eE7 zmW7h$3L|K$tUKOjM1G;zx2}$PJWyg@U-a2o3}!ryOuCzy!IR8Xwj_s!*e7)O1Uo+^ zL3`EuDzbE85x!l0qn4YP^UVy!nzv{_+s+eHWW-7wF$?_t=dU2)#kA~|aB>s#_kGCu zI5QW|pK<fG^x4JfMnn0hEZD)*cQrV{nHFU2kNg%m-H-FpE7Pqb&aYj3Q~XgCN(j-^ zTI)Tzh?&J5=;PRry!Y96&s-m$#v7B4=4vPL!ut>}mY`#3?*8NCHaVJWSR{V8$!lkT zQ?dkSw=);vvawn$_k<sMl9DoCCbB_=S(Zh?A1)w;q)h(68Zgl}|LM_)?qHN5e=nww zbHJmC!GwIy6>Qn<3cpw?Gw@(9q&Zsqu*H*V`BjXF*D`zjr5)-O9n&<fjSS;}iRV^c zx@exMd**TF`vdcM{}-`dn|G7w^D$-Q`HTieqXi#SIx_>S>-6;BW9vAqyf=SjhxpO< zr>zQU#bCn2`*Y<GAJp|UvF?bA0k2x6)Al<uz@l7qC(7vIx%u<Vlj;g^y!HB{_gRw| z;shKV3L~&X<?|K}EgZz5^>p#qS83q(Gea3$HD2hAz#85lPeWGVnala1vXBvX!6yQ7 zjhA{p7doLm*o1@S^+{e<!aasR_`(4JLP5;qdM4^+w2Iw~o<B2;i+_lwV7^8Nl5MBY z^U{bz^eaD$@0uhaOv+t1qIdv{5LfpP<{^srYUdlPD2Zi9%E|#7<R2(XbbrmZiH*gT z+}S<DM0EWoy||9%<<GBti27JhMwBI#>YElJ{!X|06+z@J>be?Ful<aIun=XflV)7P zvwiotTu|@TR?g`f<G+4P<4{rf^m}eldqX8l???i!F4o67Ptm<%JIRBy67kJHv|f39 zc@-abY&!C~ksBnLLRnc-7O@}wea9w8_OKTD`~YgSr<3%&Z2UzL?Q;fWMRzt4Z^_~5 zJ<h{(cs{-RTyUcd;J4?WG8fEai6?b)WfAB5?)kkX$%kafYan~&LE``}cmy8$S1#dZ zLJ!YKq;=qA|2(8@#?j~JbaqKaK@jH6o^e-UYYnU5VV&HJLL7(}SLdD)XfJj|)A#`A z9=`h^>a7!co||-+Puaaf_s9)j^*_gkaf`P@ndIk?4?=j|Gi`Sh=byNnwCBVDY42nE zr7rTLd;lZM>1dRLzo~bV$%=-cb{@)V%0+tt=*$S+kc0%XQ;MSnXy3k}GdwQKOO$U{ zTx-x$g(H@Kt;yQZd(!uoiXtls8X~D!RUe`L)?sN{V&or|9B%kzZ4GgC*t;?xD15}V z8{Sdd+aTT@x8D(Vl%p2aP%=7WA_`0=Ncwu{^A~)Uxl+K467=ma(%R8;5vw<jek3Os zfo%0<6~#L!C-_}feNZ3udP}nR`=TB)qit*8Uj_jva#d8W=-?onM=rb~bxdPRtyI}g zv}m8sh&A6yn8jJH6)8}mecR-R*|P$)GuUA5%e5EI^h7U<!Ag~mAaLVeG>T12IDbG~ z&s7s4AUezxY0&>m=9)xJofJKB*qzF90PV?(D|C*1NTEUdn=>N$h>PVKY&|xhh&XoG zVoq|N1k}{N{m-h8l`xuSvWXVj!uVesKliIbbE@0aH!_y?Fin%^o)xu}1gRs7qQa*U zQ)rd%OmE%96U-I)X844Ftg-7mSu+XtBy;62ycPvVj^biv<S8~Np)|bL$qnoA4KJmU zA2UIKTths45)=KR8`2=uhl@4Lo;nb>g4L>*?Yk&6i>Fgk1V2wg+)NM0@w@(Y_~x;` z!AI3?7^(U73Hi(hEL8;qRC2=(?K^0N3r%2d{9n|`W9Y$Z&D}=S8u8cg6Fe=nt=Q4H zj`yMED9@I@9&4P{iVKcJeu}MUfyi4rL#E#salwnm3Vek%_`_2dPrUjd0<<@evAKLg zJ*qy%KX(yl^>3>C?Ss7Noa8cn=Y;<rj=ofqZqcGdTbk=7&neWK`6ePm-GTUD+xvp4 z|83!p>M13jYH0rEzG+mBJWy?&OTz&uH+JvIzj=w2Ud*g$%qY5w186U#@rv!NU^^Y( zQf_?|gPtJYLzA^kgnrf6n_n%~@Yz*0R>{l5*sr^Bv2}=-zM2tqHcf928_Sy67k6X^ zW7f|*@$K(APTPGqxRz%E<69B@U92ntxw<(~sn3uvIf?D#gEInzr`77jI?4s<S3gu$ z4cfye!}iI_B94vRr~8e&=sC_fGfa6EaT4=>lezb~Q4`m5A$Ig7B_u^|DGZXKeNnLU zKpF)<ICj-~zH^?(xu1*t<U;T7&M9w=q?dw3n}!@^zc=dN`FN{7&5Ol5BYAwX4$?x% z)6JsV;SsF%xsuw2f<A29=smZbZ$F-xrDB!NO%8GY)CzA4Q$dm)KXb$s7jW0v_ewU> zfY%8j<0Mfwh`QqPMn8d%cy^0!Gh15}{%S^PW-bYX%Ows&61@yuc5|tJZ7B$AQdLQB zPKf~Lw_Jxgc|NFk7+Jcpe;H5jR?`}1WP@-%fhZdtw7<Rbuck4T4Gb4!?>^69Csdip zJz0lPPW4|TL)$OJ#fTeuVi+q2A*OWlS+l4o)_B_?XoZa^_FT%2ZP~`&Ql75w*g>C1 z4r>Y3@-BQ{r3^bh!43LrR&~kw(|DY$VJ*e8MVzwl#}17IKh&BpRgt)s@X6;{O=g)W zM@Vt#d!|MU-t+f}`EnTp$Pj`3CmN6+Gm4^^kP!fO>nbK&t1T??oXmWl*cSGcd;DSm z7kYmNJ<k4f4e=k~QoL~p2VB{fWqXItUlo?++fiuG;v+d{_Sa1c@kl}=F0Ziy&o#Y_ zM-}XFdD?04yB*36{L88<?{CF-J(GItjab21U@G=d4L!)JQ=Bci)`@9PzYiVCKzqcr zC)0CYO;|EKlp8sZyn)<L#%NHlzc7hIxQ`LdOHL}3T3x4um+gP7kMBo$OJi!27*2ke zoQ}}!Gn0ce(P10(^sMl>hR$kihZXowY}C03qkQVvzpR$^4ZJ(zUrlE^;sk7I7B7kq zV(P*Q_fL#SB7feW@XbYj&~u=ida^_X?)4FVB1(KPsG)pW(SsfsHPUH?M94wLoo~?S z@gx@2)g#Ph+KK7c+l6_N4<gTwsHMLB8m<`NRkQm>5@3Em)s28L-0qx3eF3^p9Fz|` z%-zHcoh2h&Day>Sd|dEn%`_Rz3p|RLKPw2<hZMczRy(jGQwc$sv^2_dn|jY9ueN80 zO0~^?<e%4i+s(zu1306pW@I($Inc-Vo=6dgZOYXH>7y$+#_+yY$72dhmRlAqy^TDC zb<Sb85~aa(Z@%hGge2rP{_FTAk8)q;D<{=M)-d`_MuQghPJHu5(Vu)}QBY6I{Os@t z{k^_1v*aiXLVsi^>2X>QMmiTd9iw{_*Wvpuop@LTb}@;_&3iJCGAUl-r^WzJBuriT zqv!DhLx<ZH_aq31^R(Pg`ei^XzNlOo-Rpuh*=m2RAWl};rHfzDIjq@FNs;*x^0pC$ z4tsuL;QNWfx54`#KKrR$teu=54!u7+bXRH<yKT-c;z5OcPEW21+&bBe$4$-+C<^sp z>QN3&v}N1`9&XFOFTNA6GS-dQZ!7{8j$7g*TCBht=xHnALk$O#3uv0#5P$8(nKRtQ z1Gwf9Qn+>I238iM_2#<58WvghPx?RxiO{%N+jQ%;9ISBWiS!}Qpu=}hna9&2#Ol#g z|6FxYFC;irNyV}XBhse-JIcupvX|moy7|Q5mGErFCDbFbl^FM`SXsng__O`7HrT-} zZ3XTJdUJ#5e~uRNXE+E~OYQib9yVgIs6cssi-Txhs&6TuS;47ShYi-;7V*RXmZ`%I zhy$IajO9qo8kVoal3sjl9v2l<9IWsg!H*kiYMoFW!}=Ate<$}9Vm<e3Xz^eQ5HmT| znwH7|d4K8MSda&%``POj?i}>{Dme?EGG)Q#Ui?uDKXG_`Z_rNw<@dyXN~n*wA?|~e z&z+6o4b0a3#B)noN#OL<Gp;Am0B>@{O)WGhDOIf{Uo#a3<G9fShDjXgb5GZ<eDp7_ z){#<PaFGR`y|!|#_U8opx~ICTfBB)x%e+#*i-tIHs^UZVC>;^N6n1H(Q4;zW%k7i5 tkvDlhcq>3f3S!im19^pn39}fMO*(3n>(JbnoHI6nmj~RT-#Ehs{{wH^t%(2t literal 0 HcmV?d00001 diff --git a/notebooks/images/iris_histograms.png b/notebooks/images/iris_histograms.png new file mode 100644 index 0000000000000000000000000000000000000000..4e09e6f8a45027d07765dc7502f365e18454a33d GIT binary patch literal 16025 zcmbW8cU%<Nw(mO-l&Ir~fCz>L3<Qy!&00hQMG`?lz$Qn@NoNE_K&usysDdB`l5=bm zOiONTa%cs~p%uyL?Zz{6=A8HLJ@>vp_%zj3UA1fPwbx$j_g(wm1-*0J9D*De42Byz zfBF&zgA2o8u!~#Rz&DgTLc`!g+2f3{$7N?553lQP))?LE9xe{f9u7pyy|=90+=<Rk zvQlzVvJ!i5dU&|Ft4K>b{&j(rvzx7SL(=JHaFeYr=S|!(7|tEcKP)CLfggj>V1rJd zFz`;8>hmkT0SAn1EYzhP*n9f8N}nWm@kRDi7j`>rt-bl{ol~C<uHQau#iexE=F>f$ zV`qnAS{3fe#@+ixx;1s@{=@g#&TReGzF(_>Kle>^CY$s&V*K>{+eZFvt4$(BQOcf5 z9V&29W|L1%QhHLsLUzE?G^&zWUDVNS{}O#jfDp0X%qa}`lrz=YCJG^+KCoOw2+-C4 z`9aZsiaW{Q_xQ^CX=Dd`o-<_1^W}mc!nThxN9N2NmksEj83|s1X%%9Ue*OgxeYgdf zd<q?(SbK00sZBK6Cdz#kQSXkt-V*&zS<AE>Jeb=IAt9@mkv5V)Z|5h8m6NmnaU-`x z%j79fARdeN-!x)|esBD7hvct8k%X$_hwe0f509tSAVc$n8k$7VMI=XjDG-?@^#)M` zlOGS+H&*xePkMb(YD*lvgZL{@7UHau6K~W&D-{})BZ%3fp-`yle13Vx{u)V&EiyTf zRbh)P$gh+uQ(};;={b2MwJUb7mSD66u6k=0o4MlGGI4Aaetn0F1>J<au<X&R$*RFU z$(x1m=ePhz*(U{^hNmvWB06qdjGFkt99Abx6ZX8@UKc6GVR|6BBiJHoP^fKkW}PgJ zVaLa(In2hB^E{f?6od6K>DbKC$E`I3Szh}SJBI1Qi#6=4uhNZ9Bg5BjA0!%AUxuAu zqZO!~o#m|6H4FN4kM6S;S723}u8u2lnKu>1%LGcVMSBKusbNZk;59!u;Ci%YGG~Gb z9AiY=<AJ<6CvL*4CQw?AYFvW7u+CVgxGAB`@d>!-B|7~I?IXtrTO{T;Udgnxg&o<~ zx0j}()n@PpPXfD;%$V9VyILtaosHI`<LxF*XAobT%{HmG?SSV@=#FFyYz5+=_r0KC za$+IVuI3&)<C97I+5r`#?^3#Mp2)_r`tpTzcbd!o?4B_*irOom=^j$j5qj;R9<M~J z%UAvNkSWNCwVz!`$vQrflolk{xT?|k!!JZ1J3?5}Lp1gC-J;zer6xUP4u(mE&MUOU zfOa6{-KarH^$ThC*X0?gxdFVuZq8MyPPt=iyr$}rt$=$tq~Vd>?Z|$sCF4bsw-jka zoJY}mJxIP@*bvs_T;)l;Q4}+~=n7XAqdX~>i`ES2UVdFMghntCE=?e6hbhwXM(+c+ ztg13d8dEDzA+cY|L|ULuvH7YUi%U>u5XL(Y;fAJl#ott<qS@^0SZ`xwFkbbs1xMD? zLB<NM1Ybf>4m(4rf|4E%U55-YCDaVJ>3VwtbeZ`gteTvaBt4uLKGCjkqb)r^lcSVC znIbQd>odpW8{OlB3*w3&G}|pZtR|B~$IN8>w=o=o(Pb%y4!t>kkq2Ll^J;LL?7*GF zm9#)dHS@z}jZck;J-rfQAJW{GaVt8tx*){?8b5*fwG!_v_M+vlro0Im$(6ScLbH#D zG{w7eG6FRs^!(liIVnp(<ElGOLvc0d@B^4??eyligXv@W=aAYYxB)nY@h>}1LkPiB z=EP$HbZHm3^8fRoD`g7f>q-w{Z(p99=;1j<<u9AeudluWXLd(g?UR@w%)Jo#+Gi{l zHqnt|JJJ5yF?1jC0io>q6hGg`e7#H3%NP4iK1e`Fs+3q5vt5?pW&Ya(t1jLbY*vkN zbCbQwrP*H$a{@7neI9G%d1>gt;F`dyOkf3D5SQc?v9RR~JvXINob5={zF%Vz0<ksA zGWtKgtmGm4_AGJAaS`z0ydozG2_CE{YekNYX8Wqt<yHtoRH{PZkuZoy&+Q^&kC-J6 zeQo@%3l)oZwW}qmWyJ#T>!JUy^0xObMkws*g9L=sBM!tQ)hcw|GA!>r^*EtxM=5`) zV&bv+Ues3?@xs?|^is2YFTsxXqUWKwcP+oXN4v3;H`AQ8-6UOFawDaoQ*P`oI&fdo z4N=DLgyfq^erMps9!m#APWp9kDsn^Jg~bIb7`2A7&%4<mYdv8Qviw}d$=Sw8ftS7U ziJalxq`hKY?2AWTwBSCDO1$^B+>oZ7wTex-eH5rztgGB_Vfy;-M<CAV8)pzlveY$g zSa+2_@anA9;t#@tlk`a_uJ6K*_i5!{-;ulEx$VJdw+ZZJMAHxU!kyDCafBVS(FnN6 zm4?FaI8710SBKgZFcZNkh!9UDhxb9oK{|&1q|I?6>N=EiE!InhT?t=WjP}bBm%5=$ zb$qFvu?$4r3)33OXUMK_QA$Q&HGc8Rs*D8jH||-f;W|t+KHC8`$LQgcNH_3_3Mw6V zX<<tp<dYF(h}FzS<4KdOLY$TRDBWmx>#DJaa1fWa;PrQv;Y*xk4|T2}e`A^R)NNU; zO<MW4^&}fZ(ec}aWJjb9(-S;kFLM@(dvYM-{3Q{Xw$sCx7+by?%l8&ICMCWCFqY+D zu|NnJ;agw)&kig_vP=q+2>1Z-Q9acL=2rc02Qq%VX-ZUV5zz8|SQqQ`_$09J^;wSp za7XW51%$bah<ZqPh+o?wtLE2e2f=5r3y+H?{TST`_O$hTWH(tAM6SBBI)BY?q~#{_ zj&mJ*$TINUmTPzyGbANM5tD92yAvXUk-jMnTtOmui@A%Qz5NZ@4#KQL_=Fw_O-`l2 z#a4*A3f}WlvZ%?U8@qEkJ8}N_(lT_~&aiB|(yNyY0#Ogl%}=(lrx)yqX~&+!@+Qs{ zLwb7o@|5<z3NPNn;O0-j&AHFReOzWNYJ#28l=l%K6Twrm4h3bXf+4LI&NSo}zW~L( z1tH1uK?+J(k#F<E*5Nv+(69P84OO=<8Xv)GQPnydBfwjj(z6IhMpw6NT!61W91^4_ z5Q5nJ1(Z@6_lgn~m~A-+d$PK`m#eRV($!xOA}XK5GUCcglrvB^1XiaQ#d_ZJ`Jxoh z#(}laog^@H)5KWEZ8Ny_T$BeN$z~ombd+vDe~bEVak(xl4aOsyOY%e(x(Ccy*?`@N zXM5PO`sr;%iB6v^;4mgk%fgi@zABC$QdmPHTI6s>d@#-NJ-BUZ<a6;bXdbJ<m2e3z z(F@E*?>9X(Xmhk3$pgOZ)X`5YG88Qp%4aZb9@%_rBG|`|bWjE2#)T)<41q&Zy6dyc zee}nQrz2cNq+T9r8<XSPJd@%1Zj$|*40$&ANc@ROtRCK+*Z&}eGkABfEw_vqaMijp zg)Dh!HRi_M^kk(hCD0T()w=)e-Tu|dkEamW#mf#-<e_Z6@84~f(g-~y2YX?CCsjiz zj&k(erAMh>=~8sw%<=Dp6<myH7gf#67hXFPo(EAYfx&Rza#lGN&RaW9<E5v?XNz>M z%NxT*_|8_Hf#@Mq`m<XpNb2u-_f1T5Rf7dPtwx%5-}ROfOeIW&90=BqJ0q>_b_S6p zO%9mfK;$ZtetA#eo$%U=$l38-ZWsLz{>q$J8VaXQ?0jD$UM5G;MtVzfwnNm>(TptZ zd_>R9`xYF)@(jIYNb7^=cF+^a7uy`K!10-OR<NU4ksYkrbOPbaN(Wsi%&E3ZDOL|Z zxgf4wobw2}RPTFef=Ybm%jU8<DBp`nhJI`=G|Wk``i?G%JweN*C?fbPAtjh|a;$^I z9W}9{#NN3J?doja!Y<Z`V`F|>@Cc#nczWL0966j_sGKkd9wb9~7czp^#};F1T0O>G zg6QGFTVJH+b!eLy!4{abipI6UI}cz^#`>GNlY1q1R+*phKf;hwsd*M8mzRrHx2;m6 zQ(uzv^{Dxu>~AmrN(c6@cpUM=`Wez{V4B|wUm~HXe)IIi)rMs3e4Jd3SAh-^{Y$+H zRDUUF>z5?hbLG8`Y?W8gNhI~rbrW%-$+-N9)$7OsaT`SKm&I0z32mxUeio@vVy>I* z+pqK)#6PsD&(}V9VBF{eBDY`f4Y>WWPnT~S!xmcKFVI_TT07A3x;0L1q}vwUu57$4 z#esg2ylf+KPV70_-xl+#@N{3i-o{(1aUQts<d5!)^L}GoDmC1t6((lEzo*%_vL{AS z_C5_pgFu)dX#`%ncZ-lAJiA`3?<U4DxMl?J>6hqXsoc`pmvze&R_+c?y_iSO*9)MZ z7r!*&TNS=^SS6xp*OxxBYny~-6{;Y|OF9Lmq{igyA+_c?M%#E<fIB#p=z9u-juT}a zFTlIRO$G+P5i+<rr6vf(L!<I1dOy|in@10Mg}f$<7}9u`OF_=_K-ZCdFXT9yalZ`J z;5FmTa!9LTG3$Sq-G3q-yU2Epol*PLP{+*;c?}g$_gDF)(FhsN%f{^x)p+dC37zlz z>1K52xHIfnk*lMDC<wp%uELtw{;fjt_2vJxLEekn)VDt}vq-6~Z4<hOrCEjXy&&i4 zz-pGXBoa(iiSq&;g1>1~Um3fY#0=31yF|;xC^X2tUqW*)C7RG7AG9Fi{R8=wV!q?O zDmvbD?<v9W=s9*TNCV@)T}h4-0hwb~eUKw0GprhRaYnuN0CXppp3hSnuID%YE;uD5 zMogJYX=iCJDvUGhY|y5jAD<I@(k!mb-FbwPN7fFmNp`%0`ZmdhH;;Z>MC7=t9($^e z7G|WOP9QQ#M90$cQO<^{oQpz?k8ggHgu>gvbi6#~;S?asu%r)?MHY@6gao&TAD)QI zu8PC}*QrQ3K-MLXSD!r$1$=7T`5sbyQdv;*`8;*hSjQyhh6w!~`4H?mG35G3CW`1> zffI*r&~F5v;!#eG$rUBG`tAu|x}wv@la2-kwr(e~E!ceD^&s`lMA1Lze5y&M>}D9y z`>e#i+%eNmHdo-<U~L4?H}Q;};R4}4Z<ENfA$UHKNSj;i?j;cx5<4ys@3Y2uj;$i9 zKckYdjM<PKAsvcAn(YG@L^FbXrw*?8k%W6P$E8Eke<;d9c1BUweOAFE*g66;=F<_E zQB$CJl5^x|5jn*7wWWp|b+T%7_2cxMT`D0W)%;^Qx{Q;xhzzn!K1oUq8JEw9S0nUa z^|<@OxBW%RqtsT*&B-_?H7x!^bsHooAMJ@mXPRfmZd@xKNtbJgPR+Z)oL{C5R~w>U zxEl$RoiQ=Ej=2NO-eq3<5*UCd`4Q~7`#7RY)-<5a{5WzH62$&I7utP=yH}aGt|z3R zMWtH(d=|$SzhG@rLPvv$zAeKCGSy;EK<%pj53A*bWQ=f+gl`}mP!@C@y0r3hY8uMm zC%Jn~VP`fco$q9g4+JRXJ=5K^UA`SVBu_pPVk94Kh?|*Ux(bdzXR|*WLyjJbf#>#I z8wg|-g$}&^hXeDrg?C=SK+|nC4++E@VB(lY`|57fd_3eFyoOY6S>$3gt^W?LXS$sH zLV86kiDhvw;{x4~et}K{`E7F^bjhCi6kATcZNOIiD^X!K;|p4*$mW+-hB6jOLl*-g zP9tZVZ`YR-Y{j~s453iHf@oLLjVrU>ZX2hbq^^&75}sJ#0>vqF9@EpDi6XtcGe*}C zIUHC3`nfA3nhr{k63yWtnXtX083TNe_lhZ}qU$>soALM0A*Lm<`PrzHUVin)MTp9f zD7?Rvf`L8pj5M_T`uCKXR_Kzd21kJO1n@2Q(>Q!Ls?QvT@VPB4G9VWYJh5AEKx!nI za0M~zSS@OKEXUz1HDSZxp`RdcdKUrSgoK0}_Q>lBubJt0&qax!`QrArbG6NWbE20X zs@G$c%0fdiyA)=TPsJY|doJ{v(3;Tl3N-L!y2ytV8xt>g*f9%@$TWOyI{92QL!7e; z`nnx*dO17cn`0xmp7MFVxvB6o*OXflk6QIp4KRfhUG+sXbk$=#+o1en^p;#fGbTIE zF#xjbxef9W)7Fu}oFs#r{VZA2v+JV7H_R1!36m&N%`R59-J6@SNZ37U7Evke{q0N2 z<J31}Me*^~_9`zE^A3wsC}avIRLJd*mM<V0c!iGW6f8b?&b}WCZ?QkuwU#eSF&#B{ zgQ>7FZM~%of~I$^w{ClDxLC>t>}TZhSv?{^zns$97Jp0Gf`v!d%?jCt$zhMwb=$+R zZ>$7ikEvXtLYQn}J=Xh6t|idGsJ-3U%s7Y|_A|4Mv3|5Sdov{WJC6_~MGv&`e%U+K z>w^#Am$c^-y9c7MF=IZUT!9EG=s#tk`4Z)2pg{*l*YML~(<SU(ANr`nAdem|_{+q2 z{){_&fFx#P1(Mmdg?}G3IRpq}8O`XpC4J>GpXMH=OfUvYfw3|W^&|+Zs4iLA=$^(O zz*Q>Td9<llQ6Ivv%sb4tzs20j$Dr|}CmyGM?tFSf^7yP*hsP0^HjH)~!@G@Mo63K} zh!SrzL-M*M^1a3%_sDgo56&Pq)}TQF(L;Fhu8>ot-q;~l@<fOg$&7u~6okPCD3SS_ z?NXLin|uG9Z9k-bj42N+$c<jqlcWB7_I$Rf3Od$O7bic#9>@pMWsw#4hpAsbDuhx0 zD7z!Dd|^61QI&n5_$G+^_=kMB289U3GQoQw6q+MDlKaS4;iA00FffGCIgie7+pYf! zohjb)8yGn^+uf&`fvUh0mb_qn@iGYt#gY90gcK%3XziTMF`&&8G}#@X?=-aB`#Xp3 z7w==_eW60svk$1hP|GfxBB^5!PJ<|=C%&cv0b&=cnVNNCBiSZ6Vz(mCJfA+1vU@d= zdJR`jP%gh)C{bwsAz?@Znoo>nOJXsjIT-*OtnWBzcEXH1p~Jvy3R_u&YIHdP<ALgp zCbn9_0Xw`;_qc-NjFh><HlU#q(d{{4)Z9M50wU<|%s!7vISUE;7|Lk>BX#7CVt&C1 zzMwLc>>j7)(SgwjB9xS~*c~Znb+6j~HD3j9g&{0V8@Rx{&ed{f0f9S|`QzQdHsx3% z1x1Mo%+r^?trzYINfmvo@IMnxz_0&ZTlsSSFfe|i>ERU4wOib456%CB5)=bQi6j&= zWDiv*4Sgyee3W`3H;W`EWvai8l!aO6SoEYHr7J@`_KJt0acK~D4yMkrY**q~^o0Wo z&}o(?Y*N1)$l9I3x>Q?xkPya>9Y~T3vidVjwX$+JdkJzo=He#n=ZEA-y6{#B%^#;% z;CnZ4gZyWs7zM&s*qn3vE6F*^U--KxK81EzwXaE^=FQ_8@{IeX?%F{3joLN+1z)vm z&))o??5{7!28vzDd)!p#E^sv^NTWH?%S6RhDqL#j?7kDdJVI*3z^esW+OQ*=0`HN7 zz!_)S4IYgm3e~oTU%dB0$wr=$?{vDk!d83CUoED!=y6ke^2jj`xWNJ^j0}Z9fo$Fi zE`jwj(4`uab}&A#EkFWUfmCuW{+f$ZDnPS0CAcGh_QNw&gU7#eN-0g|)8Q!-{&R|h zrRkfGk@+p(iO}q~J({}YEtO(_C{cf)Nff5#1OUq-Zsq@7A?&qw{(edf$?RyOySQjq zB69)zj2SG|pgd`GE!La$M=D<m{Qmhq;au^rb%UhdV`K6@bHQIg3SI_P#|?E8qLRL^ z=9)*9ec@l6cr?@kt$^&Tosh0$Vr!gJ=Wi*{ZaY*XUZz5UA&rMOnh!M(s8ZPDJBAR# z1pD^7qoP04YGTvc*S0L#$IWjo8)wb#em5BpCHRSf+{-9#)@Mp?;=u=7x1^C{g)?=5 ze@qU{S$(V4i5)aso~<^Z<p*JcFqI;u*WyO>aQzCYO4;l@3164Q@yXBHy#8n<i%Nd@ zwm4><iGA<N$9QYAY#Y30>Z?9{-|ApaUFzU#j1x|{rFKH5*_drTu4U{L;|kflaWyoU zl$JI73q2=(%oZ;q)V?A|o;Bwb>e89vT;+5z?n(X~n^b>cqlV8%13OPlGs4AS&gq-j zN@$Q~)nc9pXwHu%*sNrWgfCbpjZkA2th+2u=;ZTwb1<@tt)7Oa<7YA=gV^S^^NXjR z0s0XTQirw07|;@7&)LT`wsqeI*~sgD`xy~nwg32CK|@6L!!ZdzjGt&1zH|3t)8mn3 zJ@Gf}O1r!*kGYTB8w8oC0qtw!4@YuQZ^65%yn{!EeWa{Xe5#z8B3)F*RB7!OS><MT zf!(u<%r>#!jVX~>VcEW@O^*srZpd$PR-nm^h$(wV&+%n$y2QjLw{*ew^IYy9u#C~P z@y|P;Kv#^6+O|&aRY!M$wX4vytaak`O5xdic(x5+op}d3zD>f}DmC({WeB!L3@+NU z$Vs;d*+Z6u=f)0YuKkeDKr4c;1h34gMi<M`uAOTsE0^u+jOadAUq*HT-S{$Nxrc2M zS8PCgFw^)dNNmJa>S*Om-G^mun~iLd_=Vs1eU+?N0m%<DZM&*aZx_Uym4k-juPjDc z@ZVt^fjtR~39>dx%_+FfR7WVLE#s0u3&W6}f)BgSOFvHs(hCdY6#WxcC|$&rYj6&; zH*tM7iEXv-S!8QEbL0tK$xS)y?6?K?Y0{9_azMhxCx2!P_C4PuYK4IDZR7;LLMt-u z@QINvQCe=^_50==gh!4w%+w_{&Q=6UaLGEGv~S(d;HMLzZ1yH>B=o(Sa>RhPfR0Dn z%wHuRVBe|Ze&#o{n-#1Z^43p$BHkYzRRV<M9vV9C(UW(K5)!~Oc$QuZ)fhLwB)!sA zc+g?hq;&U(uMY5j-_dU6M)y-o{te>M`>Moh*!(lmTSl~~kSI(ISb~zP#dPI=1cc1Y zDMvnMsuU+Zfl6^B4!*l)GTLP}a%^ZLr<xe|!i+^o@oPrjicXV<)VtL{vsC4p34!DV z>zh6x!QYlS4#P#+XnR}6;S~qi^J+*e)oFz2(f!AdtH=tW%ga*G`xh75V_Fk?pyHl$ zpqG1OCY6w^r#Ist4INZTPN`l$0Mm5IB_yG43E%xLjX$kfJQCOnNiFngrUyGPZbfGM zH#me6Z_ErE>klPuB#+?5723pGmPAB)ZW*+coqDPl-)WyYt}C0RFxh-kf7o5>)cS_$ zV?rh}*`YH7<XC^tk9Jnyo+dPxaZRka<_*tYZH}#!e%Em2?2DAii=-j_;McIH24e+E zV(Vq~Pj2cvaVJ+$Dd!OT0;b;rPS*ME2l9pv50%b<V+>FFK=4S(uXS6=LAq|c7zgNG z_~moU&g3p#cvvxHq=ezyARhU=QdswGpakO!RNw8bKD?uzY(YZH36wGqbngtVn#&>S z`-UGIqn}`rKD)6p8Ccr_6kw*Z+#QNdU=zZ<+mMi;`Zrk{f7R9ehgQ6Q<vCh@O-GY7 zs~mGZK$GWvY_)Wo;QJNJb6w2UG(Rgd7KDu+`u~r`^)HGcs0s-u58YmpntAsvQs1pJ zb*Wjjt8-@XJXOb6ascVA8RM}l9|<FBknexHNV=HF#n*RouU>-k2$?*1C&S!pOB zh2jlXw6<aMGxhhjzF5u{i1;dk_=^IM9hhmd{s$ph-^~Qk*Zncyzj{Bw9cWO?=j7|7 zw7!2JSm=EZ5|6MsHo)Jc<3=o4Ym5IXF1mCc(HAR|q9p5g53@q+FS~{lq5kNhn6V$H zH-h38g+FDjH`r7KLEk$ysyvWdgDYRn-5Wv`+rZ7nZI<<s%A4P5WP+clvN)v(YQoRk zMb`*-X5RZcY145e&W$lnNY=BJ+bMZKEKKmX!QdId_0Vw_I%(`d$+98+H`JHlBE~3( zdM5k0I5v=B<x#GQADyTQ&Rd>Q!?*3-hQ95V7b(HwEf8b6O|1mGC`rFgc4jU^Yatt3 zg>-E_LPK!|w2hatENw?nyHjvLN>`n5W3@ikydb!gAgSy4#BXB@$jJl79wdB=wOO(X z2~W>ju?PvuL@l0Oc2fW48LGz``0250vtxU}7KRZ#7fx;@J2%Z(w_N&s!B6nFBO!`n zK6sZC@R}9!F63Q^<QUgr2`*MmVUisPNnZ$>@lE{CR;U8wWBZO{kL=p^jx@@3b6qoT zNu79i1_yGpD;UHKuZB_Dw&)KB)R?S$k%Qu_H$;f*=4@FO$IX!FwBnCdK`enHi+l`T zavn6#CJa<H?fgJ$c@(~%Dl~haVAPO5;0)7>ZMxl@1dg3B7=URt1ZAYjI5#MI=p<c@ zK92hS(23WT-AE^&f#)8iJzVL<z1_lyhv$m2f2T-ey>v`H6sy)mbS6_erbH$8Nk;ow z;1s9=;(;L5t&n~}`XpKV$&Gq=*t+(x&D_<?S67_jISu*-<{ZufZz$^HQPA{}P@_aF zxHqp-gX^W5eXfwst@2q<Wxf0D5WVK*QdiPYm~#8ZFN{oRUO%6`k9Me}bqSV++UzoW zGf~wLXM8hD_4$$eUpDATw0gPvzzXHz&*XRF>I;KuT4p$%ZSwrQcq!fd2tCypO?!^K z9l?r(C5~L~#jjA$svjba58|$TW->oQ-f)VR{&Bc3nVJz-wx2?4Tz!DrsU{X{#Nakq z%y@gLY5_cq`)Sz4J81)VQmwNa-DX5WuEKLEHojM9y-+XA3ZaZ|aYuR1F{iZ4=1J;} zw@mL|lAq%!ku!rd*jJ;_?rt}s6$9E-<IeZ9!Lpg-l?ql!p<IMknRw&-BVp8_&QGh$ zHTU)I%tRFnMi3y$Z$HtEH|zhhxZ>XnGOVMD@uMF?*oBP&8g*9Xf~<z}>!ntl;MaDl zk-vl3`crt|V=t?xd$TQSl3rgaDc*B8RR$TlTWn=~5QLRgqvw2VL4NQ*hg1^bEUt~^ z@&tiSEAZi%{DN@e*kWj^^>qo=kLIrud%WJJVW)%In%+#AQH{0oah)6vIcU1rzfh-m z87-<#^aqf?*uAL_u@`Tw!75du!d$Bu?-NIW6ru*Q6DCMvS7Y@yk`<xz(|c{66a)`m z*{X*OzhT0k8R-yBTp+b!fOnHI4Lh^&*zJ>o;+PB?5D9(OTQJR9-6`l#d9|Xs74Rv* zXLRyy5p5E1dq4#3kqGiaoJD~Er@(bY3=#~k!{}?fsVBx?ip2JFO~%~#QcLzE&yOi& zqm3ZXL>014i|qKnX;Ia=W;wq69g@Y5m|ui<$JG_@t0h1IFr0&;o^X+{w*sRJ^_6nj z?sBrAo0&axTttTD0Cf2YR-**lzlmm8=di5rrF4uHLTV{ry$Qs#ryTFZ{smF5Qq|_l z2}T5EbxKvJ0Exh@1qWoKN!>a@1!yFSvK!HWu|*aSl2V^?$upA&X5ccfcurJV$a^PH zyDpNk9)Z>aceqQyDswmGNkwetxQ)t`Yh)(6M|W;^4|xE0t}!>_=V>Nb&C$xYkgeL~ zBEg^m(q#R-&2<ufcOT>tAcJqni|xSK$`6wIITtsfS^<Ek*kWvr;(I2umixfu&gD2I z%eb#~Tu0czj~W{v8GtkY`y!%@C}i^K5S3uTL~$Jo^#h4RSD<3~C~nEn!;q}tFeoT0 z6zataU4~1<O}6^)qlm{b$6%zGKc3LYB&~B7;hipivK9G027cQi>RV=gK)^rY^xyln zC;S3pW6KmZ44Fup?b;p}1K_ibu)M5*aAGRm${k66Nom4{fBbwMwp7%KO$x{CNSZ4< zqlA3%UpS?VDYVQB7WGf(AVblvoTvSqN_>lUNKs=xrVejZv@-=1l*AhlGHTj!wxT8{ zM$Rq%WXihv99w|@s^YVHoNB_&G+1#L8JC&i(h)<NJ)*WviM>?BMSxL>mb)9fLYFiF zaVBpE<Ra~N7ea>kyDZD3(cP2V$!zpe!a2M%MlT0t$7^EDkN$In(p={~0`Ba=>v#zH z@g){B^)frk1?NjoyA}Bv-1K3zJk#XsS^Bf<z?P9zr&GGy(&xF)rt9bW<T)P&-+aFL zGCm#(xTC&FXd91h5?ZT)YXB&oXIp8>S14q0y<7bz`z7gMQcKn?puk-RQZJI~CupM? zCOgM{i`xa%?%=Dr5@i0_D3fKj6){;ZWniVLpWR=n6GPgwuAD+b)WJvF{2?tQS~;|v z#CLOKJ~5XVyfRSe?xGq)APO_fR{rZskATNFnh7ytOIk=Ksj}E)olJ-!Ecqh5VoOhp zt)8SlW%`+*KBg5#VH7ZRqRN8aco$z-oqrL_xIKUJacUQ+$N^NpZmMze<M2hY47sfF zJ8(pyB8h~?D5jN}AUmOAY(=mnSur?1b3EJT$?lLlrX2dn@QuG4RO0i~A}RxaHzNZe z#T)_NO7J0CE>OC~TQ1iEx!0Q6j_tASwE3r$qxTGvW6D8*;=|CqecA#plJ##rYlwTC z>f<6|1C8etkxd}OmZk0MAl}?dktZud>s*V+T+YUy(4smpwZbTLoP!=lj1D5{`GMyG zX~`ZkDRAP3*p`8Up0T@o=X(M>eg<pUHnzjT9j;QQh|$lG-%t6b!?e24oiWkTKfSxi zjh2-dLWVW4wQA1AcWAj9rJ8IF70WemD&6mmnXcf@bJ4JWV%*7tOj12mNM(}&2t1-x zn#flrLD>m4>Es9PmH~bu!)kP^B@z(Ki%&P8y(X&$v$qO-3IvQypxE653r2V!zuoQF z8={Frj7fBP%W-(h;qJ@jtqeVzQMR|Otl)`vt!{3$R9U-|fHk`UJI59JPo>h5ux9dq zRnvqoZK7}hr=t_u)Wj)lDpv>0cq_fbn9nEP-$cim=#gFdx^MtCHaq6}irQnqVh(LG zzM}g}Q;?MIcZ9GoWq%rxQ(-a!ZFTUDbH?;C@*5A8%D^DRYDMrVp{M}>2RGWR?qS$- z52FrX4GY$OWGE9_uL)!oha3w4#}t|aB*4cTX#+)BR>1?WP>Y*s`ZHGk$fr1fdj8)) zUAX(+c`9zsch~Hd5HBnklPEDhLz)+|>T0o{lsZ3msa<)x642oP67AZ*u}&Op(l+Jr zb-c4Ea4iR#^;4_|0Mo?4WTbQ!sfGV9!rSWp^Na~N!%GrUmLUy2B1hSnSRl0*^*3)O z=v7sGLXCB?f-vx0R^_80y<~akV?spOW#elmian*Xx+|w$dVQb+*-T7c{dnj(`FZ1u z9MJZaUD1T1oVxrb*AdZ(D)XGZI5iIAfyu!?2nIC2<zJo<A|hFzct)y91Hj6}q2?+P zuS>9Ais76<uP)rgJ=wlhw@bGxWua*DoAcB#CLfkyb`R_!Xs=DZWb-Gb3L(owQmoUl z#>TMzgth@9C%8FyRbpZBeB~#QJ7a}CCc5d|&BLg#JAx19r4m^J)frjn@`)&>gLSl1 z#So!-j|KO+N3T!$wqM@q4hJOZ9V^Lyy8esHl2E)Z*R>#i7dZx%5Q<I5?J}gD3g(RW zf$XkEStk-As+fi)jca0EPc!k@#%S#-&iJ!L<fu&WT3bj#9IXi#IU_0tjhC2zRDr<w z0Mhc(L*-7@&Sz*gKG3Opx4r;5a4xl#)#=4$R!L9*b&+}J%)c?)7NU_-I*~1RBO~p| zJ>tS3W*#wZaW@f%2D3U?zRf~<_<1ci35FMWpt-2k1K){PC1p7#S#VCqIbC7Tjrnvt z2|O7LrdU`yt|H{f*aPupS9+9f&$Tq{WC&oH@nbteqUQKXgt?yEAZ!F}93M_Y196oF zJ`Ei@_|6*P#S4I{C}Nt&H(x{;TqNjM75QORGL0B|8P?QnQz+oN#>;qb{^eoniSd_! zSiig`V<n^Cxx-t`h5Y5+qtr(~8D>$+<czK_2pVfxlBfeMgp8|z8UJgk93F9i+(2Bu zaXsM<C=Kj5JbXaBu|K>iXVN_9tQKI<d0FxN^5g#~IKd^Hw*B;~LtObu6Zg>^q2rxM z;ms;BPv-==fL)FJAHyThB4_IX;Y%Cb0Kmi%5{nX?TeK-E2yVU(%2`h{O=`#To-jg0 z+=pmSrg&~PXZm54y+B>_W%4PAGY_ZIcbBJW{Ene}TZAI_4}R@8mLJPAfFvKN53pi` zlHIQ^KjDHl^U2|5;Y$}iRLa;Ex#^ea<$)}slJ;Kscs9SV#Q0l0^BC=O`qq68DQ96? zWZBsWoC4mVx3u;88lmV#2aD?-mm6>&+rt|>7`*VD>Kca*a+VBQ?(;x!&R0lYiyAf| z50JwqsddmlKpY!;ndScJAY_#Tj6j|I5^Ay^j!JhoN&*ZE6fZD;aj6B=dgN$--%8JG zd@*7~i`kr*&6_T)?fl`0s*o$0<BjA9NVqdSmOy;W<gB-RwYHHe@9MGV<k<1OX6f(9 zc}5`q$~?oIl8an)BAFM9j;oTZ*EqD0v%gs<rdnr!7Br!UpJ9;R^q_qZ^$(Dmfaw~y zH}D{30J9?Mvz;M8Ph=K?oW0Gwp7_Q~Mlq2bxXt^Z%Mq7@jB&L4SlumK+-79|xiMdt z93I@)XvbWdb_oKrypjW^gd{6Kx$!cmHO*mOJl~}Y)w{iSCkB2H+bo=X?s}fOSMmig zJm4dD&VGf2iym@s;xlz&eWV*yHRvJHx51pUz^yA&6q#k<9|=Z3N^@f5SCnKa>*~{| z5Vq&Z%$XO#%B&Ro333Be)>VTwU%H3VlX1>0>-Ai98UjiJ^oOT-#@arMjwP{OV3u^4 zjP86N1q26fay&YImlE~6aOIzcMJirw!hf&npq=Cug*d-m9JOFhUz_J!zYJkVg97u| z_4990CuM^(`6~3G@jKOkfXF%hM7r);-?8*?@^c7qbsW7}ylBh^#~9efA4TAP3v3aT zM`^jyQmx|=2mSolK5AvokF=;5iNg5!bA+-dO*s=)am2VK;6@XP?|#;57}LLr68Qm7 z&efKNw8@+JR_4`l0?|MsEh`fZCuPl8DIszmRkz#^K&Jc^KM*+u5MmG+{aCdvotVjI zZ7(|tk-uW*B%(Yhfn^3eN12y8F)t-gQnjh2CZksy;+i<lA6xJZ&s}~->-8Aa#jD>< z{a|1I!&lAa8nQd20~4j6AEFnd3@SFAj%Yw}ygS|pmhSG9>pV5tTj-w4{_xYTTVtY< zviR!bEXO5ZskT?=-Zue3?f+uS!p{uFG%~I=h;7NZz)82q_7F7Q+QMW>e-#m_Vix!2 zCN(iGH>0QsNEnG-Za+jIs>EF%)^DJC=yG%-hnX?Vi<NR122t#%7t9FAQ--m2C_I@b zfu@tpDx{g^&5VtzihK5E|BcRq>cEw)U-V%ZE8hlO^<Nc{GRGj(*#80wx81s33aEGR z@J#ko!>qsMr#G=$mw5Xl9J56u@``u7|I>FD@rM)UerJAL0owKV@}5dzr9Vqg3V-by zHl=p*n`(l%CP5&{mx;quFJ6G3+~`*5fb`h(*p!AIp1La-L(sih0XjK4+^49lxT+}i zBG`=py}KT74_Uoq=I0Fx9Y}3oOE;j5Zp?27n^-QMDzNDjyyY~|b&DTK{kos1dOOeh z_N(VzWdY(2f{YVvKrBR}u|0pUl{E%QTU^cc!ZDP%vQ0#~IG`=|zo~gu%s7uk?{ePz zXm|)n3rzTX4-{EvvpeCZ*``r6V(KjD{X+kU)3-alPr?BuQ+vU2bj3w20Pd-;a$gVU zD;(ZxiA~nKL>@4p4Hx5))W8Deh*VdZ!&|@nJ2L*OH@d?vQcq?Db1^vH|G5S@Y~XLW z3ql8+3Cud|{?)!GLu&Mc^e=}d9N0D;y6aZ1PlqI3nSQ@yh3WU5Mv%gWqW(tRf9mgW z1yDkc>&T^-Wo7IHtD_u;(KaLeh&+7J4>Oa4>KE@u2;9Fl5(yE%x9@n5E{ie3iU+~k zy4m7ZUm)s8vMZ!NlG8J-0b^6Yc_lY<4&vh5&I^kF6D)6PKjZ2D$hQDH_s->h5oiZ8 zE&QG(%V#UmK++ie*`fbGh5iCeTJH)~M-NRvdXB2XkRS_Kv9#D$9?GSIh7*ni*Wd#8 zC~<k~A@8~)w2)<H38E5F{RB%SuG$<P$O1B;dvJP*5b*NxU}?yc;n@1+1i3`KaiCKI zL=nsqqR#Vh(eC4JI2SXxD)(uSFhd)j%Re-c$d%CBAk5+Khz(WVw&*1Cc2A*en7fcA z%iv@Q_$QlR<N};|cV~k^xWq*5=egvZmmX5Ng`2FGQ$6`ijF+E;&7eltzhK@4w@u1x z<@}kuS?RqpkIZe?`5y2Oo6Njfd&HZv#-2+myNpdo2Fo5~D>T{uipJKks1Yc5(kd6j zfxa4T#WX5_ycNK(7{gwoJ_3wG*H~R_;H!OZ#-JRX3AUk$t^1F|0YZz57~a;)G!M?& zeNC=m+aDARfPWrExo)@a`y;srC-Krf<fW%ZQvIml@={?S={_*$v-JlHnGBw~#e@nn zs!i7q_vAGYC~qJsEjL|eB3wBYn@0LaV!UI-z9*6>1{o5T+z`(0NNX`DTi*?ophCsP zdzy8S$(W&Df`zV|BXX`}Pn!Y6<7i%YukJOZM^w!=Z;=1h0`U`Hx;DEi3bmJP8?I~^ zG}F_{_oJ@Nzg75>5LH&KP5l-<Y?gE0Z7A0&A;%}7eiJSS_{=d6m;8ew>-}T_vz+$3 z3~SG0)p(SCDMhD@ZSJ{By4;Yhl4eMguRGSs>n8lgUrY9MaOJII8G-cM0J4hKPK4ll zBCUj7lUOTrpRNmBt0}gMJJ7$Atn0Ciu~$zLw%lN2%r@GuJ;|`fGX6xp4yw~<66zsx zPj{qe(unMY*H*?2`VL)XA2}DOM@IUKnXu+Z>ygLCBdhB|F$*?;Nq<_fftYYUJY=S1 zPn`p5cMiVVuQR}AR=*`O`@)_Q#eyU8b$`fT)BThG3V1=&+9UNtT)}900qW!=|Ef%V z`{G%+ujSTW_1NYM{`%>pLVN<JnhbQ8f6!kt<2viex2xYh=<2%4OU>j!sGUc={C9!S znGZ{GBMT$Om5M2`oDyR!uDx=!Gk~nBD7wX=JwJC^L|7&SZC%~YAVm+xY6Jh}W+LlW zd(d}p?(W5&w2$im<hI?q;11Ntkm5U|t^Rkvtc<C^p1WK)U22}6E;%~8$B>~IZ&%|^ z5>jiN9kk5gPFWmHQ*ISURxNwpG}K89BwH=?H$39xnyQjHA+-IkT6JI{9_aWq+I`%X zB@ArU=yyAR6;a#S3Bxf(d+OCzwctHlS5-h_6lJgaj5v8B{qXod5UsEy<?NZZr5|m< zHTJ4}jr9ZgiOliOWWM#mkFUBtl@rATqcHs({)K%m!wNhD$+PlxWn6R2hhrf_>eBIq ztFQ=BHK|OF_Fxybu1M&kK@>JAddOD=HmxK0SXAuO%|VM5gS@aKtr^H}c}1L}Uil?| zsl?x04c1g#e1LkO`cSyh_F#2#Ht7a0y_&pm_m{r64L(xvToqcL@-$!<<BxqG6t>I? zo^=%hg2ax-duW^U$VUQuu~7Si;csio3Nwv>woWe8vgBFot~{3wW`az|I$6@+=w%V@ zS=uYq2&R>zruymVw*nBeONM&#Ler!h1NVq@i2O$%(E?V)4(PevEEv5<mY2LM7c+9S znpS_b=J{e1yPiXu{<B#Dk+Nbkm{@6rct62J1*5@nf4Wz^s!bG|6G$Z;*=gYfd$H~! zG3EPuNk{K%o*Z6TQ|6m#1Q@b&rt$oP)ME!BjpHNP$#_!lmdZ4=>82v;=gq}Xqkl{b z5FryAbM9Qs=TkaD;ZPCz$P3f{xOG7Giy>HOHb(wjXs8d?ce~u072VLKFG<$Pz7}iM z;PZCv$@_uY@ZXoFBx691;ICq_cSiTSr;4JWT18cutwOW=(i%Y@KmEd8O1y}VA(XZv z_1ry0m<eRh*7<A#S^n0I9kCr{37FLmf)`d3m!$qe^W?R=Gy3#x{1po}8q8@|`wszm zvr6i}-D&pekMnMqkd<buDlc*6>(%uu+d7D(v<`8BG7V1A2;O>?2>g!I5eO+*nX{2E zL1E!ABIhiA-6Vax?d?|~Hv<C#<tbfIwyv8KQWZZU{B&p*lG6U30Yq?%ce}?tK2}On z%pvo{A#EsIE8ph@`;w3FhH%}@=pZS|Zp18Z$O2I-HmUYPc$p>EK9CfYFGHCKsfvqj za=KNspQ1_v+q~Ku|2T$3@2gjlgaOw~Jrz=7M3csp;G`kjEJ_JZoVj~ZHlzclm5~kU zWpL4RG?1n8H7X3lp?E*6eq!?pTb0^Wc>Wcd5`1~|!F~+zXzZ{jKSPsP`}=G3a)^k$ zjCzU5!alMEOq0eb;%mxUcAcdnmL}<<wh(VodV4?xx}NbgP=v8U7H3k)#;Bp4WSv1v zjeQgmtRJ2oV}uXVj2aYHsgn_7J5j@BJfO3|!LR{N>@a0#!Q{pjxX3Xs;Jj&)#6;mx z>|VQvX_14*$AdF7$6E^=V{howr^vPF@-0w9oHVO8ZB|#Bvg8K{B5$t@aoI_wW>Hkq zBHGi`Ez7cf?;hmF3;MDnofGVUg?H4GvUI+OH>#9iR}|WIunu{VCQsQu{Js=7#V@-g zPB&>>4#o1u|LBd1M}?rcNbAICp&h5WsU5*FVr6`tBHriVJ}4dIe+tO~Te2*i+Jh7s z9Z+%W(${4@`eFKIa?G$_i*lq4sif`D%^d9d1HGNil3+Jw$PqF5-sn^c^L0|~#-F$n zzad%dQa1&!Mpc5)<Ow`C0|~SEvndrG3Kk`rg0`a$cMf_^a+`fJ$YJrm$C{QZ`bWOr s>_2uw=5har9a%te{%^N})o<WWOSwHj4g4m-HgODeM(=d?$!oX&4<J2@o&W#< literal 0 HcmV?d00001 diff --git a/notebooks/images/mplt_concept.png b/notebooks/images/mplt_concept.png new file mode 100644 index 0000000000000000000000000000000000000000..6b493d083c20d400b958aeff80442127473b4105 GIT binary patch literal 89288 zcmb@ubySsY*Dtz|ln$jkl@e)?P?QqsTBIOIBS?2kNQWRTg3{ecHzFmCARwiLw1mW& z_<r9R=X_)TvG*AJ9^-k2B5SQX<~8T9t`(-DB#VbliH$%Y@Z{wlsUZ-k^jH63U4x%! z5XVX)Q1qkaA3e};o7tRm)gaL!L+qpm1u-@SzT=nHNcecm=T-wdDWUY7^SA*KC)OYQ z(861<jigcTO?|5S-C&)oLwH@WjKk=mv`0w7c63kF-5aX;ix*KnB&_j$Up(W#40zi8 z&fY!ox{t*WL?{&*5+&_NC<T8;A-(!PAqMi_&&iFh{uPS>x9s0P^0fZ@$94qHzaJa> zz4~9g1`Cz*|I%xu{_Era$LIX_$Nw)s=l|$6|Kl?M`*Z%sW&Zy^=l|$6|68}yYOb>k zi_mK5b$EDuT-=n6VCul&moJ<g9EAl1#AIYiadGQ2)rIx-^{-w@N7ITUIY|?5N?{35 zM-Hu-+@>G<e&fasY6-97g|@)HzCJIBr~3Mh+NFjV7#M15YEM`zD=I4T@_sIMgurWm z?7DH1_J96t^=ETBDk_TH^1mLnF}$*^txYzXwz#Os$=<%Kx>|sbZ(}4IGrq5=-a%eo z-ob%4bpW4$AUY~aOI<xx#BsGqr?RTLx}2Fv>faN;K}yQ4S7WpNy(uLnh0lD@>E+9j zu`!$D{?V^r;nN(Kdt*O;{#<Q6$*oiI=m~BQIsLyXt2UV|F-W~@BJ<)!NoHndczC#x z=gkx1yu(62nd}h@{x%kAY3Ys0()k+ORJeX5@@;G^Q6iTV)_9OB5hL@Df`WqC+1X$M zx{}h;%!GvH_4UW^IV3WN*7oc5xubiQcHPcqcHG1&uHE$M>+Q9fsk+V1UhwW+>)04S z4-cUNIYSUU?L6<>92|~LPO~k(mn8<DN(`F{va=sbaeVistcXpC)w;YmUs_r+AIfMl zYP&{2KwyI<i^aeo9CVE#R#R2=uFK}s+qZ9V$hfCwX0T-x=4&5(Et1Y1wd7C9$yuH# z)~l|rPU6zj($u_3NJu}H97_1FNFU)P^{0!uJ7{Q(&HG-8yX_dUi=FOHu+m1$W{>=I z5=C(8R)uyw<3g6*fAFBKzaJ-@=HJQ6CD_h22#ATDot^A!I33R6X$!;_$1?2v{{0(j zq)@APeZJ)~hT&n^GCY|cBL?OaT5*r%t*s{eMJZ3uzcSG!dF0_%xchs1l>8Pkm6eXF zs;b}E^AwV}r)Or^IXL*paVaBN@7$R``x_G<U+MHqjfsf~DuB51#e6djVxmY#eV<$D zKM#*AHa52Ea<<+vx9cdRe?=)%qRDY>P(ngN@rHrwUD9dZbftN?r@6|RT1Ci_V0La{ z;i<vF-|ORrA|fJ+8jqf8s;CUZFL3GAi20n=H8xU9Dq@A<ZZbalDN7^ah1@BB^G37( z_t2lMZ%aRZynp|mnT2KJvHf`HUDC{<+!2e0h6XC37ip5d7oA}w^0}rQ+FDwxzkXdu z%r!XcwfHnOH#fh1OCH!}u{wu^jqUMglLEo{w0ZXX_YD3lOACvI9_*|de3D4UgX~F5 zXXnHAb}38CUq604Lq~sARK)r6<!<6k=Iht5mC{8cY3>OM3)jh~mZHV}#da6Vc=P5> zW8)drv#xKKw5%)vB|jG8;^Oc2NVaV4*b7_=US>wd_V)H47w3PEEv4iVjK~<IB$>s; z8q3NE5ptgg8XFs1E=~*4kJjKh(n<QjMM#`fx_dPDZu5(#OZZ-#LDfsT@8uk7&wi`5 z>kEX!tT}#BwJAaWuVlv=&I6k~4pSt&8?v&pRHBXdaq#hJ#oX*`U(6xs@7^tU|DHg( zBjI!A_Wb$E+$Y!Ci`RvDdGrKU=_?J%uG!CzQ2sUhVg)U&iNlRa6r=UA{IScVJ5L7( z2TPp2+y1tH?(Y|}`)*@q#tH?%#57uKH*fIC<)v_1N@+n+(b-06%j#hIw_Ig9baZsq z`23t4Q%lQwvw;-lOo{6y$#HQG8xzIQCt@Ve&(1p0$;rvFY){$(F-uBHWMpKZD`8_} zH+dczR+!4e-v_*Vdwc1r7#2<3+>Y~9v-t%CR+g8)3=9MY1k~wsBSOQ&;eEyV`Kxkr z&=3;dr>16RHJ(Q=va+!J{rz*Of6sl=)}D@{lgyCGh9#~RJFNZO+`Lq``t#VBhM}RM zl$4aL>{{)-&nM@N#9=EzK|y{>+tY(z%gP1@2J5u1;M0ROJnZdvg07P^IQ{yX^$-&t ze-zC<QDNaUQRjlityg1_M9Im?2>YMI3|4eDHa1onTmn#M)@R4N>+9>p#KayR9&m9( znUc9tQ8QRXq@*%}n%XOI<{j<rXi4`(M4+9;olA0XSa-d?DeiF)6C0baqq05Ua<sQs zQC6m+p>czZY;t1a;$$tePZl-nPk1!psUZpqN{;pBK&p_J#N|qV(y~LHNl%pS<mFPd zWFAgjSeX34P<B(3cvAmOkMSzY(e=|a_S?7Nw8C{A2T}x}c%MIiPL00?k67wq4Rj(7 zv=~oZ>u0>lnE2Fr$He0s@K~FZ`OGK0#-XD_I~ArL><A&~Yh|raSl$zJTz%5U^trE( zp<~Q!D8s<|0o>I}Bqze&)z!|(K)>EWT1%^Dg2}<vm5fu9_n<(Fh=}O01t+9~fkMk# zz-Fop7H#mR?W0GJ45%oe-waQy?XURw_z0lhp`b|S&@PF|&K8sk3J#8Q{yI8p{enwe zJY9^6l2UiSb7QuC9|{*1+6H@GwrsS^&*7{Ilb0`F<`)#S-@zV}fO$Q9v@u>tMv?o3 zi-N}pfq0vmI!R}wqoY%fEIQd=d-};Ga=;80*KBWZsF?JOCz@h1ue7qVU0)nau2On~ z=h5%;zehtE;u|nFqzG@`d;@F0;$u_O`Oad82sM64$8^Q>@Z@9)z1BcXf;>OVo+uiP z(ABjyvYR)Z_g4or3$<dY2;`|Wi&3;PCA<+vouNc*${CIDzQ0Cu`-l;4`>S{%9dN#C z8XEeaT)3uLtoWx|E-yITRABLQAbR`y-XtbYaNdf;!bVKlxIAQMyn8n`0VBRozs}wm zZkoRSY=*d}le2T5OX8iUO2ub;EB%-Rv_(%_GQ^x$KEJ`d%z9kGt*NQ$B<kH8!vMts zE7+`Z8u~K)+U9(V<n+vT%jNeN8g6cG*6qCf{ObsOeEczqMz52K3&h4)zPf4s`}aRS zDyII1Hoi8Pu9zx#`_|PFv#1|QZgl(hZA&Yw#|jFb?(WhuGTmKWG{W`^yGuP|gE1<~ za4TVv=R6rqzb9lhcB^7QI-GQo4E+kB9pL2=DZx49kOl_@#k{h#v^+#ZK4DeQD`#e7 zlT}oV#9bry7~fwT>f`K}0;H1j;RDLTbfvjzSa5Ln=QkYkegc+XnXRoiUe7eT@5@L@ zT|<nGk7r8yavy8h*l>oG^YilqVzS0SB6wVX>$fE>udG;FTgOMBE*FR3(^%QrDZAw7 z<;ls&U?939D46Q@g<j0k>)mtNL=HUMnENDzIDnqv@BAP@3?uO6%IBMHD=<Ex-q?yG z^7HfYqD9u*mv-~Ml2&*eS|Q$zSU~%+J;u1_`WqK9`cbiP&4x%HX=tc4NCFEiOWb{L zISfi&g>Nbv6N#Yb;!00Q(6D}(ot8$85WaVB(k7o#hX<zm%}9o^k_B>3V|Z10dHI6} z51`*Z48cF2zq~NFv=p&lxUZ-84QiK8)ae!%S0t{`gDq-`NM;6xyU@z57KbD+pQNa* z)2&O`eHY78<%I=qs-g1u@#6;%{1?<uPfx4yJMRh#X52Nwu<T^aHibS5O*FqIv*G*s zaMnZS+?CaVRC$|6cLfAk`lJ9HavL@x_p52{xg6~8ljt+DupEA~YeBjH<O!~hl<r`j z^?u#UCA3Ty3@EzNQf2OSDZAL1n3%M*C*0rg@<Z$DgyWWsR=*@e%OLZDlQ0GVxcuUA zT<s6c5sRvnhtr|sh1wh(9Q!9{y8XrFP}YD%2~2|$hcleEX5PH+qnw12mha_YW@gTL z_wF4uHvpo~p0(@T1Yr2B+(ec(da|O{n|@4<r?o%}i6p0{wlOwlfO!PC0m_Yqjg5ny zof5_i71hSipK|i@2F+g6eSP@=*WlurWFoK#2uhvhc&!NP^nXL)%6CL84ATLs{3_zG zIaTfvET){y`(agzUGTl`4J#OWp1VJ!b#-;Eu8sm2(**_WmeO*MA2SjWBN7r4Vh-L^ zH@NS!B6>f6hWSvlTB(6l-=JS9H|d#ZT#0mg!^+I8f->>RbvrNiVtFPlDJdy4^A34_ zj8MbNrS3xQQnXqbDQ?nmP3zm^kG68d!xaY1F>%T7H$0{C{vr_F1I=SDo=sWKK+NMn zPC)?&A?Gyps8@CP*MTmMISgsVyVXhtHy=pJ-@Erom!u^uEG#x-6h7^T5QbF<Py9VG zw;g(BW`NsFP-1`n{DFmUW@gsi-CgbT9H;^_D{IB{Cak-AqM}xomIKgUV0pj*L&j}= zh5;l0@LIj2%1=hu#r9V){-Fn*9gHehH>c&O5=tFzkEM-l!w~;gWBd1L-WR~#or4<` z()b8wFNR_r)A{wdl$6Kq?{q6sq18CAkNtwDZ(7$7qsu24ixvGEr_b-_*_l@b-x!)N zJb{4tbHIVchD|B`E3~3cz2Cm2auxwdi7gBa42+9Yd$=AzjUV1saM+B3D66XSI`}zK zX+8uPRsQdf=!N|gXvg>L7g_;D0JX3xp?9)2Ut+{8%+1x_s0xFX0R#DtVWUN-YXUUc z(b2*~A&jtJN1M=PhB7>ARQ7YEvGmFw>8q;778Y8U8aB0ebdYiDAOGkIhu;`X5$JDk ze_!%s*1^F6@Pa}jXTA4d7k&M-;^M7fJgS3(gKMa$dRE+gV~ld8A#rhELy4GzGAb%7 znaEl^JY;fma;#4HFI+uSROk-;Q8B-K`6Bi3p>>mrYRA{Ut_<9g0?FzJFJ5rp#29~l zW<*~o;5F2Di`ptFZy~#6>Fd}SbFsIvv9Shih~(v2e4`!eU(Eb-4GoQ=X$2NHVJ`{E zJ9oA*H<}t7ukK3A`5!$~Q`6#+Hw*qk=nh!S4#k?{%HEj`tgV9s1GYvaK9-iZeN5<a z%VuH$R>CdV|2dKk!0FeoU)B>v3<H11V$=-r#*fg?dcJ(Ifr(i9w8h26#jwoCKQa=p z?_uC0!v_ygeo+HYG%iP0-I14*i|NjRDvEbfk^BLx3V;tazO1IE06o3mfZ5vevWAvc zT;*=7KkAr>{An<y#EGW3w|pdTpw`3Ff?o0p7*jH`vhgfAzA6d|3KsmD;dJ<m8ykON zSjDL>17YyFICFpb^6ned_L-T6d^TSjw`sw|hE?;N_7w^~GqJo$sH|ND)ar*@<>6%o z1y)e5&^Q7y@L-i;I5P>I=oaNNJl=UM!-7aiN}7k&360EbFl`!EU~B7rhk^Tyn+Lx} zO=H~7VT=H1Q^xS~tt~6#fvIoA1FhW3g>!XvRn1eX+5pzrxFiMq>_-Rz-TLR?$A>&> z28no`ro4S2Qe|AlK7dXphKHdcVB_J@@LLRD0d}$At1-bgr!mmM(8diYpqeP08b4A- zT}9<MwgIa5@6k3U0tQ^Fkln;=hwisCN-~k4XgbM>YN_J!$6Hp#^LFz`e14+h$6h}0 zM0TxFvi{H-y-7;CJlh|F`-hK<3&4P7{$6IK7XPtlV$qZAkzP^&ro<#9z&8Z}y2Xvv ziTFNyZzgkk0pqgf#hmV>Xn!J?Ctw$7!@fMNFxZ)vI<0AHZqm^y8_@KjZ$o#6WkX3x zd6?!e?)m3zXYnCm=VGG1o@lzhJjb|&cZ<CS{$m2o3?sOKZT1chGjLyFMY(RxI0G`~ zPU3iL*2K^|-c(V+d;4}Dte{nFz-)-&4+=?i)P8SLQx!Zc*_6_dd=2c}+%JOV$vqE# z5>Zk8g)solHiacEHTCMxDW#0bym_=T3@~@kqr{==05U^A{N(*t(1(p)qn{wv#kuO{ z&6@ycCQF|JD|dBt%zn@D_58@Y#X^1?L4i$4O}z=ceQRs(k&r_61U*1YebsKb!}%|m zT{{3$=gYrpA)r`Qv!+7r%ZW)(SCr9=XZX&1FA3IeR+g~=Q+Y5hh1Bn~E9yL8p5J)= zYEXYP0BMAYV9KT@F;Pq0q!F#Yu5Q?(DlRTgJy$6<Ul#+PTCU3q@4?m@^hs+8Xy*pJ zx|ezcxg`yGg`$79=jU;2Z^nOPbrYklzj?nG_@ebWd-lvPI8*rTADv;_-;(c|bjKKO z0y<t0LY3MQYW-m^3?m`x_3H+=T}FzxPw=Wv+ql%JvPLX2GBN;70|+b3wMDJAg!*Ki zEW1v^I#x;Pp4hWQ12;|fdkK(x<~Kjn@42ESB_$>*CG);=>W<A(hXDtJKZjTacuj2D zf<Uc^?F|1{-&&h#-mK$0A|lB-^<RgF>63<nvvs3^;N&HcJpBMDKrNtHxB7KXqQ&u! z%X^>?%p*UWz5nK&eRu>)1+-UrItl^lC0BJ-RR*SJ<uqZ28;##vd@~z}D&!-ngp@Qj z-z>KgH|Xs^*;r4O6d!6rp)up7eRA0%p4lIT#SgUcuZvk*06O#d7A#VEb!){WZiC12 z@@?CAK`4p0zEwQ$e}zM)lp!YKwzEKIQ&$jX6Dej0#0@G3e)Bcg8sjgRfQWYm1&?L; zC%Zm>e*ExZpzh_TSXvp{Xd#b-pLkS)k7Q+gy1HHk1%Y}4b1o*?J@4J;_V$3sGUGss zpzgQ~8WIM~KwSWezGiA@OneIjr0a<9O`ZVNC;)Phk+}k725$9jYAVLFIUq35TJguu zI3j##jg6UkY(`U?jMpaipt<k!=Lx#{2`d0coTT9$ixHFpR=>V}0Oe(OclYm~Ej~Uz z&z%L76OD^wVFvcU8jl};zPvbUAz@SM?CF`WdualM1r-xNAtokIAVhj8E+&S4AItmn zpzrHfUV3_Zm`;L%6Z7*ePg{J%Xrmu3OVM;bd-kl-Y=BXR7D{+;Ez_5kmDLb{QCHW> z<Wt}3ii*?bbX9eArcn*^=g)PJ$S=u!YcTh&U%w9U13>QV>zf=0hlg96n?ZYN3}c2> z@ezlB;W<gI;Z#i7qk$;CW>wMAk*|5GsyYJGf*bBtLc)R*%KIzHYdKJTlCvuSq`BVD zaEXUQ+_EYp2%LfU>e`i^aV!dQt{K_cOgf`IJ+g*|%~e$i9gB^=mxi~bh*LJ}O9p(L zE7nrXFWzuy!#VWzDPK$Ry*SBTjQ^VO=8bAcSkT8;FY1Do|C}+YuPm>vO{Ul?fD8x1 z-b7d;m1_a@v-8tKfu1Q4tqdBR!aC0Z1QL3{-{f0-&aHmeUrn@P%^}mFL%Q~^aI%eh zx&Woz`9^n=7EwZ_H%uwQ)KT&A@g*g{Qv|GobW<tCby@Vxc*ub;yTKb5XcqE>lCfx5 zakTw<xh_?_AE^GS$gt`3>jwqso!TlYM&(F=k07st3Om>6&NnV8-DKk9BSE3_p{NMB z;fse4I~snk>eV}}0Q-b$FDWeK;O15ewypp4Dfi>Yi7y$anmKGyxIw@gZ=_)TEG*`Q zN??v|srHTG^*Y{J8_M+b@JM<476uN?F4y%j%g+h7@7}!&3&`qNJnRt89@^xe2Iq~4 z$Ve6d)*n7ZMnoiX8>FPAi2-0TyGH=P0p?kE6b*>X(1*X*JDQuDuN@yBt7gmGBqdeL zfBLGu6ebfe3Q8&}1t`eRpa1+CH3v`*-FAC8t0Q_dqN&N-!{ZbPMF=j%`;Q;HO?g>Z zSe%`mp=w~(q{PNP5XB?3va=Y7srb-!^7pT&n;WdTcsl#YDL&-n9l^b&D~*UltEkR- zW5TtzmFb`uc*d6%2YD0Z=y_t^M%5h-4&bQq0Fv+DZxw3tYV|{b+PurlTOi;qW(BL8 zT|}fFU_LPMV!c{?9JDM_=2I@@%F4>c#RY&k){$|c4<^SF8i-n>wgAH>58J6Slp($` z8>mcJA#%COl`Gg;U)$3qyhZQa85$oyOf|e%?jzw1YMJOmQ|&OQv-h7pQn9w92bH_1 z+X<LXT3VX>{;KMTGGF8E>t*D)!Jj_;1&F3TG~0wFPy#rkps;XzsyzFYM9D5{NI0wn zXa{I_G7;pvit?lgzlge|m>8Iw?UXj5x@?gkJRuw1?oxQZu(l5Wa3!lMatI5%f!4A7 zJHu>);KNKGt6~Z>2Z!F}lRPW|M%H-1Y!on`DJX7F)r<u_WxPBL!^FT~WnmGppEcIe znFds*uBPVY<t2Aos8eYsVDDl+1~&(0%I4gsBal*IAwX#!?(Fag2zY}+fw1}BSYKjE zK_oRG)7fJb>m>$F&C%XIPh`?Y{qiGQBxX3-9Z(XF0XkCgI$}vlM)fRBPfY<YXT5zp zEaK^l2EI(uAy7c9%*<BT*BflV)dV;4@baqJZ&udSxHvfM5hy($jcTsjz)Jb$bb5NY zAuc9X7D{OKlJR?hGXOo1C}9o?neX3x(3D<Txetp1p3aWV!-0eRkD~;%V#gQfo}e~Z z$;ZoR>vK<bbxA8I^iNJ6>D9i=&ldrrp;!CD*lFC}_xvy^H8m9gTW~N&cvoC(?5~O9 zR6zIOU&v@<RTDFQkN9F%2`yJaw?DO|IBIBZ)S?Q6fd1azvgu9Zj^M@XAt@pL{%zfn zRKNu+Y;DDj+tG-x3;aerVsE&Hu(R8qnwt9g)8h8+e2nJV?(UD`v+c8wHvb)E)Pz>! zEzZ)%Q^#HssRJKZWvydr=p!*de*9Rigc7VWnhcC8;kLTZ->q8T%k!kyA(Yl)iAGM~ z3oLAJw?J84o^SgiH?bI)Pf;dd^#Pg47a2MBx&VEqv#YBwQgEQ}%a@3hFKAh2r#7R% zK>3B<MlR_iCNKW@{d>A??i@iWwb!uD+&n#nE_<-A90Mx~c;E;lP;pAojsSiDZ;l?4 zov_y+2u)7b0qqrfQwBWjyUAZ*#em*<2KW*_ob}<HZ_e#-ne4mdxO+1{e*E~4>0<^x z(0QOC@XEyqd)L?~#(VoteW}$<l_diM0~c?Mmb5fF0!)>G=&on!!Y`lg{^+8mr3GNl zsE!>+9^PieUnWqvdJ1=f|L$E8s49RCSHO=e`?eHT_09KUz0jM|WU^yVUOa_`;jrAB z^)Tf0<Yc_TLF?+6(5~%U+WqO&(A?~UT6&8)BR(O4Im}nCQcG2pD8oIELQYPu49STR zNCbCvVS&f{)XC9tAB6gbPoLs*7;>av&tk~M+<3w4NgCKjNJ2t_-R|J%czL`O4Z6mI zKn#NxpY+eSb>WjVHD5iCA|#e7@c>I}ApWS%nWjE(rqY}sQU<yvU^2LycW&Lv%gZZ+ zDtC1)%>$dJaHKy`Ci|r@sD}^LB*2%88Cr{X5eQ1@fp(l%b|sSoRpF;pl$W;z2mmN! z#VZ`>yHcv4A^`2jkF8+wjhTTF21;UtbR=Ox4=lTrt%zG}l;Y6*LE{C`uEVKiX_*h| z3j&u$v<g-;)c<)iX%X~v0QN0zyHX&_E^;BET~moTn0k0LL`C68_rRFxCeY(pTw1CG zRck~-1|tw2+5_DJIhkRQzCwb7NpIW$7YmLQz=Ut##w6rO!QGj*ae;G#s)DWprw5XG zdV0G2&^?5`a2j-9tv!LSv{odNsd)ppIXTBBCI*LwlH%j7wK2Ir8w4@eogD9G16YQ_ z$k&y~q=S1-O|7q{CS~A&xc~6#$Yx-}zS2_!d0H8v=27k&8fMJ;A1angD?SE0vq@7H zE(DB?2A}g&0K&Aw_C}zggEH(SItL9D_?((rT-P(re-gSR-18^dx0#suVAMh9ilP*F zyrYhafR4h;%Zp6KvL+cXrHLB5v4ZID>_kHVU8=6C0%-(PNYEC{fg?h-Jnv7uZormu z;PqHeZg^yb0gUlte?T~uSBE1=E4sRrsRJOj!hL%6>J^*|0AwHmOWl!tLPA$Wl848_ zHINM)a@3**3wT;kCet>ao}LIEe*WeC6B<z`6*V=hK~uc3giyDdEG;nmlA+L2QU>4N zMO8p$2%-$Xb;<r=!~$q2;4-c{)aCAu&dx_TI5=Y8bhBX6JYz7jWh_z*qD&7RlD2s9 zqS<_i7C(fEl@+X0Xc~Y^Q$<=mj(3b<Wz-l|D*<9`lWLuL^j<erpIcj_G9=~^yT*@s zyRM~OIkQBWSr*p#X<QRKXc=78G&J7c-ggWdmKPR=zc6j))!uX4c?ZuLoZ$>xEQT>L z_yAzA(!5QTK|w(c4WjbTWoc}HI(m7DQ9OYQ(FL)>&~VU*2Rys+u`!T8I5{~%iyZj! zrT5&>w4DPZFg7#u610Qv1|m>W4Gj!v_z1K^P#7h%yuoq(@ZrOqr_E0WrD&s%nDjU} zIW<&O`vwOu*0;D!1>r`=fh$+v&@l04;YM{43=Eg8nVbD6)+Av_TQis^YiqDZfiZ-A zJv4ms<Vo2$`<**?;0!<-yHc5#%c1vy<a4EnF*Dcczi@XyfprFj4pjhRNxD*PZ7ncL zDv)8F*Ra7!wilLkdkN1C&I=p`&=klTSX#igQBo=a-Lh$pl$~`?_UG#AAJ8!3hpZ~S zzsND#AcURQHH?iHffVg-R5*(|{fsFsy_1MK!AksLX4#>hxdA?oczjP@QE{%u_FEVU z8`v+$yGy9ouARb+V#zD4enKnhLw)mRweO{mo}L~mY9O@XFDU{Fy1FS!xs}Kwx_K5} z^DA}^E<kyyN+)JL37|y{HMJSQbcZNH{d23#4L=;}L2AyHiTpY~-ldMm5R`&R;R;}l zB~DgbN9WhpmhH1=4qGz<%F06#5fLC~%uG*@lNiJXbpV01cXTwVoCdN2^`leo@EmSi z?<1zjR|z76DdUFMIImw11J<=YUCAaWs8wd0f4x6JiOmk`Gb$nB225?SAr+1r6xaDF zhb>}aRfm+(-;L07;ws=&i!+K4-(p~B1D|wg$Zotq6S^V55*6Sj%CWz6@<ujp&|Z1? zy_Gpg3|w-15H-Qg<Kij?W(^anw0xDUZA5#EqxG5};CMYGvaYT!=2v3s0q(nNb<jQm zmU}?6g;wsCk(Ky9Tb+h^{H)fQ1F0MEfh9B?6%q7G^NuW*Kwv}!c;1N#31d4+Hs5NB zfzsk)ECJ2?{{8zC)_6)iPI5WbjlajoNF-9lKWP{nP%*d(Q!u&UOs-rcP}739<w2eP zIM|KA>CI~$9v%jPP{4X3hCDA!6g!{Gv0k5yjLg<{3s&Wle6VgzzNPbx@p6+xVv_iE z7L)G#Hk_T^QmCt;Qdr&uY;0^ZzR+x7w#UZB?a_Q&+&=-P56#T5%3=gMHGHPxD=n!9 zZ&a4rfh7giJbZt5j~IMoK*!J`z_kHk>G;^Kh!?l4SqCVcx0e^x*B{`10;&-#b&7yv z;5}Xi2ftpYM~rC&g=ovFYGk-rh55IwaZ9nWy_HB8jrW%c6tK3Mo>}VQdC8cU=T|38 zPVqnvi<C#|>D_0Yp+)}=FyKSO!ltLEy?bO}jtjn+{kgrpy|%_SWv}T=ivUBtA@~GG z#_Z~z*?k|IoCIgX0^pby1qO2721X#%Njkr!+M`EkHwgr^T(kbacnAd*V}T-g2F=@h zc(l;x$xLlkRnVmSAKcT!z)Exf9x%lh`$+5^QR(P7#e&wExVb@xgyY4tXBE%7UISAB zR)bT_G`8fj*pB}4t0Msd0h4kL7&Y(-;JfG@Ol@3`WMp)8bU@mK6bShExA^$t*BO~P zV77tA0284wKi}QW?FrypuzEEjKIG-Oo$Nh_mH1zycBeQpGV-3&&vzgUudYrYA6E0U z5(_{D!9oVyL&;}`D<3Wm@XYS>d%^a#eQ2zJe;b>c@|C6ZnAiJ8B&c{zv3zh4ezihw zp4yV6R=e+QrV!}p!<B4}K6nJQtu?j?gpZGkMo@KFnP5vvUET3ixd|kE@Z@P1&*w3D z85oRD_EtdUF{rX2qVT=q``7~dVAX>Xgw)dmEuyot^UK@2*=FA!z=cDb0U7`%rX~{U z25twt7L#}&^mcfCTw-E|pe^N_MFV;H+c3fe1P;MAf(NJH>?M+sJnwYd_9;-o&8@BE zC#xX8!|nNJl!C_zp@1R_#9lwsy?d!=^0xjRi@?o?(nLrQ6Qxg;=PE`>H8pqVW{=sF z_Y@RP<V??YG3opWT9uVc4T*_%yW)n2*Co+oS+cUcBr@llJP$LaE?>;Gf0Zu&?Rf!r z8b&TxGaG2CCOqUYJAojfA}lN{V5aVAczB2+z}VP3IU62U0ZU<B6KrVchh7pb@87or zVDIeADJqK4w|JkO4YMeS`w4i&2>Ziz&8!ueJYbG2m%o1f88Cm}($}wQTwGi*r}x&B zCC{BMFT5+xLqoABBWr-9rt~<hexZQAxrej}*|>8O5O56vUa5uMS{Bk1=N52nutIAs zM&6_2kV2xv2j&=LR7}wrPZW2?ZED!r**QrS@;rgS!uurCNq9|x(iD->a{eu0V{&ov zq1!Q`QkvgW9~4Z?R)5n_t4R$l3~%qO8e>kXv4VjNy!v{@is#bOQ<ZBR8@RM$!pzKQ z2*77xm&is@Q$TzGJX{aMuZ7xoKn_44q12(51HF;$Hn0VRzBN+~Km{gP0IC;Ar{IB$ zf)oa<2akf+v_0s$RQ(tZHue?k_$`GIX#C=ZlEEfC;b>|R08dicBSpo<YXhlkzkZ2$ z99YE3&(F{Mf(HZehZ;W@)_zV-5L)=pjV8UVowraPS5Yc3s$*k~pFJbKaYF;tqUT5> z9`c<2Xf4!qB|wM}MO%mGc+&vJHAwKj@K6DILie&2Z@A_c5wY%hh=XmkZFqdBE$ngQ zQT5t6NG!)(_f?)wvanQ_4%gm6_@z;w?JGMA{h0UdcrQI%N;ko3HC~;ZijyfJ(AN^& zX$!RibqvSPZ?)Ut!+=)`#n0x&@^KX1^ZdrmoAM=pK$Y}xcaQbN=<n}`3rYn+Ffox; zn26!!LaRUg1z=~oh~r1-n9SSRgl#e?SxPc-EB<1JEk54x`|=^Uh$k6hC*Yvl2;RGO z3oAbKncq0Q<oUrU<OZ(T9+bn+U%$?Gd+6-GH)ah=S-B<BXL%Bk5EDaS=0kBY4Jj!p z=!rx`S$7Ubn{6GOUj<?==4Sd)TN^V_3nSv$I>Ja)v{<cj9~c?Y``{4HHE2ry{7wUH z@LTOG?VTNjj*i>zwW{j2u^XbU7|zbf@@v*4)qiF*G|--}u%6`R9ou?JaWg&_XqE?% z4A$7==ChZTU}q^R4#50~a|`V=r98`>$m#&D3W7{%RMhY3%C)|DHuTK6_;^rqvnqJ( z>tVKZrs&b%y&9Du`($TlLwrSfRcI4BEg*DQwIR7HLPXX>n0J_%;NpJ#{!L3vTw&6K zFDWSrekCkpVCPg+R5;%|A3)3is2Uu?;NOF-mYA3bUMUbCSTVQWL`2~i>7ut>;)5Z4 zxY4@wK$U274##}3bu8b=95eE+-AyY4kHc$rc2l3o44VS9OX=?@yP-dPSm#MLQRE+r zC8vNYAV7Zin$HQk0)Dm2)2%LRH7I#FUp5lHZ3tA>)lGf>ZfHRR_7fBw03T@fR-nOz zg@JlR1DTQ0(Re5P?+wlhN=i{mxsqV33J8p^^?!369UTScXJ>Ano1cHO+!qgSqGGzJ z=1;EKxj7-*nVj6*NzhvW6kgF<)WyDD2Fgf5h)2-Sqyr&^4u!bI&fZ|Z*bWPGSHB&x z@$F!9n(x-F-l3sw01^<IxC(<M^*`rL24Ng>iZKZZro72;_FY|FAi|n<JH*9viHXe) z4n`d$gy$%ww|1cVT+-mvmEc$I?HR2p342qfr5R1}P<xFg7U?jh&3x{bId)N{qg$-P zk>YUL#?MtY(P2Em;|72&^9X{GP8$<jAOVAnEVThA2Z=!^h`s>G26KV=C2B~=OBWYb zJO#*?0PZp3O@@FG6An7)3gUnXlb-s(@EjQ)e#>W$Ki(#*Q)4p?)Bq?V1ul5Yd^WbW z)&pvft^p^%Ydyh9N0$lS3&-u-AUHq@#u^wCL}Kn~S#*pXZ>>e01;ZFtke4^EoVF4C z3oai#j{lck1qTNM8-m3Gf7r4u*onZ!!U@dF8&WtpFq+_m6>h6s@&jJ5u@RozWYId) zIl~N&K0Gi`C9R`0tw=zash_15_eelPMtXi&-F1WBPr~{H`N_q0z`W1xE$BGV!T+9~ zf}VYVsnGo20RKMlX@m5RsQ{KIYHDBq9mL^MF;JvBs6!cT{;2lbw20RJq%sGVw<+zL z(?%AdELXv5CUNm|;2Ut`G#U?=z5xqr^f_;+u673d+uq(D<kKAa_;u`U3;q-sKoC1B z)vw=EL?Jz8)aYWok2m=N=lG<p#x@i45gThjAqT($0W}h)Ai`5xQ+|*6W^XEv2F5Kl zuzh|*>hs-$KsYmas5Yji8rpu+w18J*iVToU^O$;N!$N#_{TGZvUk7;q^_$gl*rM$0 zY|WA1>Ay29m<n0ZylSJ$X%MbqkVn=j0#Lox_J9`8$jt0&RmR3<6&8lS*%N=jMT&BY z&rdlubstIoB^`&C7lBw=Atc3sl{#5k`ytr{C|<dsG{yw$#K&GVBt#FEUxxG3#|p7% zwwhJ$+H@jt1cX>gx}!s~W!px|MJ=^l1dmVK+h5W1=vfr5{`?twc#F485Z>Y;*i%3? zbU_msgJXQ0PRz~EoCyP&_q_LWd!xJk4!w#HMovy^kxrQ-+rpO(EQW((Xl+30bnP+o z@|3_?AaCip+bYFX=xDyPABabFU!4Tu*AuwEwpcsAu(zT$X9C1C%9-syAGkWDCm#Sz z`}!Hu*l+x8T3SI5xd06%o&`S^PN5wQFB^R%Mr^F@$DgN1A;T*6FY{^FGcpNM1>4?B z$0Scbc6EbQ;np6GTclW|IMQmw1FX_|iiA6<zcu13xe<||;P?ai?eCdntIK{lriXiP zI9i&CyuHh+f_~3YnJ2Zk7tHI%d|&}`^7=Jah8id7lXUD5{I+)w#ueh?jk|G$?Gfzk zJ0u~5QcoFf-=2Ov6A7gaP^4Ujr}b3oG4>-_ZOQK~bj`o?5B~&DA+hi;R)tpfv;0XS zd%C4;I3sAeD%cVW*r8xk1vQVz9fa)<ZVBH*{T>|v!47qGb<gut0eA3_)6&z~p1d7y zodjtR?1i<pwaZ@o7#%0jvBB5Qw;_Ta3fWs&{KyAeqOH$(Q4lV_(GUv`48nCDVf1Wl zKWA>5n)-DG45k}jc-`VWJA?46u?~fsyT3n58S-5omPyYwXLa;(QRfrhgP$l*SZABL z&bUW&)pI$AEynlTt~(P+cw)q}1vZGnuYW+VW*x-CMWe(c#}#(S8PIq%-wcl)ZjNbt zx9hgiFSV(vUyiCwK`~g44i4`jWJwv>X9|H9SO<*^it12-^Xb%WpFgwn@u@2*{qAwS z0L=j~kVbO^*n&kWxMi)KXa@%i?dWd%7~F<I+NJNz4ty7{Ew2VNOITQU6lz0x)zytP zSKl=;>cDV2AwD?FD!{%tBPl9^B;1{em-c>N)rKcXeTthUe*V&wWStAp)otGp^Tqf6 z+a5-;^NWO>9Fc@GS&CEYxI@pWkA;gtErHu|K9RUCrBAJ|Z!|A)y#3Ln&Wj=~jh^uu zk0g(j+;SxOT}CiJfLKG;<{JpJbiQZ1<4LfhK~IS_MpoISZN2GwmS0#n>SGgy+}jHZ zLPG#tXTfn7qn%*IK;F*{{B+M=n2=a)E=s^IV@Fg~70!g2r7fInVMUY1Vf@UJh)9*@ zx6K@OG;Le9EIk)qS6A7~C9*;;U9?}nVlwb2CZ2L0{lT!?Uhm1#v+u@TtOfIAZ{NQ! z=%)n$)rtyw{)6zFO6dW~eEv!yOtMCw69jdbL`BPNsW^4fXhac+<rV*E0yocxO87n) zL{jgcz?cW^P*2Yjf>+?BH@R$49*%+R0`8u<ySqCSGbUyTsF|@V(B<I~fmhFZ?gY|v z^$QU`KF8U*mw=!ljsuCG3*b0bE<_*&-q+TK*tZKf=TM&TC)R!-yP)&{J25jddY6;K z|NL{p`}d4{V@sDa;M=<Z&7u5o7Z;T?_Qxj3r>%qOghVK-tHUiVJJ^$@4~H_w1Lyk^ zwy2f3NY>|Co}L@+nIaHe#p{IZ5*Oj)q})Y5J2XdnG4=77c-J@z*I6#ljq++dg?8M^ zoH@=;t-nQi^hEd%tB~`&^XS|9#^Wuj|0!5e2a91ODJ8{YZIFgET>7G@pa7(_H?gr` zRn$WyxvJ^_n!o%tC{jMrbS1MIA`%kV4N~A7h(pQ=3Ui(NzS*;9?@LQdtE#Gov4J(X zI68tzZ|LQ91~jE=w?Eh))B*iQx7~ICGTi!r;QkyPvGqgXQBKVm66#04Mlm_?Q8|tG z_IRAxV?rCv_CbCqbGn`L!9U>I!Peh;veFDHlMOq2O>Mh&6Nb!`7{cR&{DH~v*VsjR zn7(Hy%;AQrL@<F0wW^WoiLjV`a6+$|-GJ6li0uG;ON@!(5fr=t+6(@C?;hkKcHJ7m z;{?D*ML_{#L$k->Iv{uiGzoJ%J1`=Ai0vSO_GyBv#pAHR_woX!F-VAzJOa1-hAsmb zVW9bd?C~1_8yv;O#S4|obDn=TEy0+9#~K<MdRdaOhp-1{9rTiX_1qu%$8(R|E7s~A zjfZGew1Va1gEC)7q9bBr{STZ7$wEXNjgEfL2uZ!#24LC#YG)O%vlD?pBKe(!^5$tl zs-!WM;^YD<27}V`s31Ozjm<aKjPVwhnApOu3AqR{Bjda7(geZa+51LT*#7?ZkOXW^ zzZVmCZGWv}IBUm*3A1_HX`L2r?2obSGuw$5e{6aOY~z|VG=juE*PlM$S!e^v9V#7` zwFz(XQcpBnKlrs*!PbYYj_C9vL_Z+1vbl+91*vpm;t!w^R191&)7HUOx1Fr3hkYJ^ zw&{3Hdm(s}H|=~2L^Ef5`*#<c-)istl3{joa>{d^93DOf(S0GN6vQG(H^;p#g1RZu z;@2QhRpOtiWLsVaX<Vi9G9@iUTKZisriX|9sgrmn9=YfZgwgIZ;1&(8AwQnQBw`Rm z2mi)6tpCS0NSX%-5n|#G3~37rj9L*tM^Hswf-Fayky+|&$45_N;scM}?Cl9-ZPXkb z7PjytB*qnWps5(678&56qaWu#!V)N$)rYE*zYw5*u`!$#=<ojk9vwJ*5a0A%Xho@L z1YABlD<<CxIS_c<eN%tH{(*Ss=EZidZ!woV#AV@v(|Mmi2CM>pen3D#kQSt=0<z~` zeH1Xoo;6U07!<in#RX`>upvd<e2`i+9UlQ&a%Vh9@wz?+y`Lv4X1mZy?_fNCevADY z71hpeezC;`M`}1(+bD^X^WrogAqgrbW}PFZ)n5_SPlipc->AmM7REX1TnV7jYV+`b z6b77BMJ>R52$Y%A{KUwh5Y%vVA-nd{7O9Qi-EUY$#SHv6f^qXN_}H;ODu;Y>-3<&Q zv>M~^uW*PzQ`a~P?&nJX{p(k~)p!9Y4!pzbfD!?EVO(2YUY1*R0x1uS2x$Aw!0Qk| z(p5Ji{ec@prb84U_j~E^yy3`a78c}pcnpONEjD+O-acVXS7O^HCMTE69+6{u=I$;c za7yb<B~j2ekx0;bd8o}9wn{?OM#mRyXQF;SG@toY?JM>6C$j-cPOn)1>ac2gNLPTx zR0cXuSM)QG3$BvlnINM;NC+1T3vM!$EhH)+w;UD~<pUbnqeq=!0s{*kSlfq??}?WW zWGO*^1AP1ZIm^G~d%<xW7~~+&f@tmqLL_Y6h@g{fhAbU~yb;jzFnKR%5Q4Td2`MQJ zusaMklYlm}rweMmiHV7oIv{7*R<>vlh8mlM1W5Tdpc9*B63~d=prsvL+Xrlq0^417 z^%R=ly+a^iQ_0LXkqAd3pT!ZTvRX_BvaK>>B<(;?HwHd!kk5I+<=GnDTM-gk37fs6 zt}*xbXx1dwm2be3O1<Y=($eDl@?|+Bw_y>1I07aJ<R)Nf0nh^ZsZT%XD%tG~OBghP zg$1Lp?y|YQFZ)&<>Y+(P=c}o#<m2I)l8+<4PR?U=A9j;~(g4dCP;3Ll4;ofuCMG7J zZ!>lMhK&ZMrm!nZF~tbjQh@o=QP%D*sXIz+ERP#cUVhtlOGkI4pQFB@rziW_J^>o~ z104!W)ey^37_zKISa5fq#(hAo_C}^6Qy;<T1cwh~PlMe@RJ<SogZd0AFzAfLyI!vC zLr_|h-lqu-dMbqDB6VPtK==vlWN@wowED<MNnwA-%^Np*CqzwUos4l3?eAe{5^T>0 zwn)loa}jNi8XZ_n)s}jEw527GdT6{T1?aot0ampva6^Duz@B;s28yd`3VlFYWvS)B zKu4z$aagXMF}s%az7U%Ci>b1<(b4_C?>S&Uq}3L*jMn>a1&dE50>?Doid2ebp@Q+t z0n7zF@guN8L0klnt3{yub#yeHh(k_({x8ttVdVYZ+&o*c)1|y=U;x6)*Bp5W+2AFA z!4wE0Cq=P(MUHFla194%=kV3hc2*ABL@}x$)#@OyR8HC;m3wf%oj@doZh}uGxCv<; zkTC%&wi)fXHJ0M<ffMa!psbp8)AG~lA;{#Xzj8r3<1PF9G1dr&)T+tjPtf^aNw(tS zH9C9eS8GG%MubvZ;jkqU9wQ(a*f;r1uErW6n$AtmERbf@p$Q(;Otm#69WCtad_jG- zVx@!2Cw@sI>X$@TghVmzTrSjJSj8aY=ASuu1-J&;%ZLias2&8qD=0~_1_oDKI^h1X z_EpK{jkWTG7kx3}$-7GT0J~Q1Hh|rO#My=2uUv`V*DQ{6AX}P6i8zv}Jb!%^l(Z(4 z%DWxoISqx(Ed4?bC8-||7Z)6fv9DjTv9QPmtP)hBY3o1Y7*5M`vfS{8mI7+;FbI0R zy|*|yi^^rHlis{}Zfd$<5QJ7^lvM)_eySRWnx^nF;&s4u<>D`OPV%4_9^UJ?mP<r; zaWPCr-b;fB0Pf|L0m{#RaC9^@I7o_{n`g#V@G|^$34~Z}Y>Gfi0{<8ShCdb;iRkF& zLyvIdc*)X&a>YAHImfzZ8_+@KR+DO$X&b<!rcUvEZ4sox0cY|iGqV)JJ}fNKBya9u zfolyOCyf%UOju(eQk{5RKquh>e-Vy>0g!mno_4J`K+8#si2>RPLKQ?}AT7HFA_oKl zU@=#K9S#oRX{?*y&>DmyA&8&~QZSg&JNYi(0$!m^XhR|`<I3UPgg7WjIeU8!2#5%% zsHpIOxGHpY0P^e!u=-xAw6p8q6J2;o&5M@EeLnaJ2a2^BLZh5&BYx0WZ@V=Cw(<7y zX%4-K6W#@x%9yyg_leNyVdIlwy~8U=Os}k<_<`^Rp94TXsh{i49pAryxGa(DP^sWN zd{jyYaY}*31G+E>+*etf1S7D?!8J9w_1?A?h4iCk-W*^nNb3$}N?t;U4*@&MU>n^y zBsj%S;fmpI%$A#A_MLr%$P8RA_=w~b6viV0sCal-xIs;xi<>$Kzf_^cE*#`1Qc>57 zRmJOq#o0CZP?Y<QODK^aA#PGopsT6L;_*sdQ&YOT0M!p-?{I>Es6Vgm^YQWmb^#^{ z8XgF#6u7}~<6x%2z8ct31Gy;`+|Nt9kgfwL;$(tr0s7Y4A1J6rr-L&PpaKEx7DR?L zHJ$gC`@pgT-UflylIh+r@XmaEpeA1JPy*rrKZT8sQ_xr2+E6^-rBcRU|NYy@1~*mk zf#q#eGf+u5^)Ma=8%@&(72G9{_~Y33pPiy`cflC7SvcJ)@JgY>cesogFiTBNR!kF) z?O3F~=fcUvWCFox=qaM2qSY>oqZa%$G&GPA1+~iD)D%Rcs)`B+pc()1<B=HyMho|+ znqVUU0`a-ucuo`x7Y!d12jkzK>f-y-(yzcm1`_l3EfPZ6&?fG*oJl=L11m4*_M4ui zHwg(}(nKmD`<OHQL9`g8JvPM@kfU!>QS}?~fcv|#wZ#=z*;Xq!GedX-ts_MHl7bdL zoD9emDek{L`MP6}g#e;+c6O#!tm_OxV`!V~C9ug`pF1f?i#ZJ(8C*QP;=H_fQrxfu z+7fb}vrV3p@N9;LhG1_htQ=&!qN3C_t&*UwaDS&S5^jh}^M_XK|NQ}SKsmthPwH=S z-Oi}36{5H&jjoK>SSV%T%^F`1U>+24h`NB+2;)X<D1|Z-<IkTm6U><9ArX->3sn<V zFW4!4l|jmbkN|k4utNvjwm-k;{@#-+^k^@FzAh^x<MMmf9fm5oi2wl;(^Mtq6Gaq+ zF!fY9>e+eLg^z9;rBs3uU}?s&*FGn;-^7s08Dix%H4`Hva0&(B-QHvvzbt^wyRd-| z^t;o2cNIQyxREgBIH7V_S-Xda36<;2T36bez3tb>*7B^kbXzS4phZeAXozenK&ysr zpMZWYVFPcltTvu(wF!u#`VCI<Iy&y~#D!Oz+<C|s*0H~TAK!l{>48>KBFqe5g3v50 zgE4GzKl=faoD>5CiB|>@6>#F|#62|R<?~0fIkLz>$-GJ;!{&QHtKu2<17^L1Q}rah z5k&R%WfnyG4M86Q2(3QY*!any($H{Thb<bsf~id}mt<hZx4qO>+?COYc>e6!55S7X z9T;Dt$J20eo5|y<-TBZkt|k5L5`|TXRQWeLNZ^Yabe}-H8b(BU`7QvgRQ?9y*X3ej zVh{vPPfL5`@I6>dK?(ot9Hh6?p&ff<Gc`7jWa-Y?i6bY=KM;7^gPnaLTJoI&86g>_ zrl!41Fu-lePu65kn^<4J@;t}3nKzsRK~VL4v*oh=-2-|i)VMe!TRbA7@qX}AHaG7- z#s&!8>OYhk8S0lI{y^&5#gQb)1st%_gHQH{B%wjLZhu#NZfddan&Tj}`Mv4NMF;ZQ zIa(qT7S`72US>lP8is;kX7)>^GBtbFMjteTkd=iVd*JkQ0*{@Yp8p00UO)ve!ms5b zz<qyV?p{nn&|7k3^?Ep2hA4Wr>_aF1Tetm#F<_o_1bau7hw4;<yz%x)Z?B(DCD1s8 z-_ds4ciOLC{o24kIzBNkLc=YiWCgkj0aNDGJR|l$taxR;pFnLv>gb?jVlG)up2<W8 z6zc)?K`d<P*}H~#9+hbjN)_vB+yHzQb9*a3esR|X&Lf0i@%SYI;p>Y)7#M(9WY`>Z z8E2}kS5JKG1$Xnn2>^X}Bq}$VR_VpF^t&btD+*T^yRb{oON^kuh4uI`oK&5#+W{6S zSGz|mq7Vht_!~q-cY(;TA6RA_efVxMm?i?2EbRP&z}vvk6uFet{ik$@cR6Tc;?Tsu zJbF!N)%4>>0Ua(S8b76ll~%1mSNAnU&Ic4k1od@ZUV2uHr5;}&V;2`^*~PZN`?;v; z_=}4O`m+v)b&Yo;?>vvzB_T!CsPph4P&`B#`o`a|>cVWi>(^C*3<$l@uM~Kyit?W= z_|Pr^qQE*n0=;Et*%}}r$YnOOSa<J&X`@1zmoH*3Jl+%nk)Z;W$y*8vi>18Sk*tjs z3nt>?i=2J|CjoNV5{Kw=hSC?M&Xqq?t4c|WU?ZwxhL{dSzeG|?;p+;%T)!gw@YBWQ zNi}8`;{nRIqHj*SCS1F)Z?U%r02qB8TF`j5FX_0yzCue&NQF~gZofeaQYSYz0wL~s z4WZwJ&BD^UqE)L(R8TNn&xi0!rkHKeJfG<ZfzEww73@_p-4pG9P`z-7japRd3C1lT zQD8!7Oc`eQWr%k$z+tAJ-%oj_8lHCGWd9OHd1$>ai-fp!j^=w~+toRgX_wwt+uLu! zBxs!=MHp=&p;$c*5bo~eA{7mP?WUn#&4=zQ6F50b9<dQq2_g__;y5WOAS0}=8(CoW zM0tDD&CbI5snahjLoj8p#~K1*Jq3pw!NbRAeev@#PdDSe`z{#O?~FT)`blHrmrz?b zCKrC=-@c7xw@rlxO?qwOV`#lSidJbbw*gd^+a+y8gwc4xx(utQC$t@Y{&#icr$?9s z(d$WakFSAiiR*i5;N8C%&jt$_G<-fYuX7p!{)HdXK=_5JV`42;o&;NsN3Aj*?CwrO zrU$GB3;r3`+!m_^{UB%lwBbHIfKlAKRah+&x`D8)I<imK=;N>VC$<6cV#mr7d{=<| zy}4NFVsNGX=ZO6ZwuMFOx7tium1+!OvaFvFE$0Q*(vhbYV0NSopMZeklP8^aArpSM zo@}*3+L~>_c=kUD@z)<=Rim)57#ShXPur%-hpRdC>#rfoUKnh=E}5xxxnTsZ4}=hE zg2kam2Zn}v;!6dDeJ>iT_@NeET*ejJ+l`iFTD|_-Rtc69mI;0%xPF~n0GpR@G1Hfx z4b#SEVMwyDrzLyh9nD+@;3{tUhL2S6B`k0#*vrFr0Yq<yL3Wcu-YnoM_~+u}bb}<Y zEBt{1&Yw*b3Az%4z)hQ-T@(rm&a4{kR3tt!b&IXFJ^2C5zCvJuYv4$&4ATx<fZy^i z3#GYPMd!M_JdYji@rie=-4$kNM--Zs-PtYPl7VkesmgAMLdfAvl+n?m8)#|$DYmuD zbH}B|`uure1^whCCK(_P$SUNNSIzP2rT9R60pOi|OoB`V99Z0t#5~&-zlvUp$-fKN z&HO!QJjso$C;r~(KdX<dBZLyUIKN^sSl)py{JnFXoy@TJyx~phiK}0OKOkKA`j#8Y z&02*fvQyQCqN7jTMZl2ty^Mr;b(LwHfz9@7tE&LhYBpcM=0n(jovhAB|4vI@3BSe$ zg^G$k{)^r8wXCeS&G1zdkZZ3-M_%FQ;R-IKDJI;Ob0p`^pWrZ(!b>qP^0RaQj;lok zUrLdP0J9E!Y1oB=6?|`i+5n{$L@dxT^FDqIW_xPQ1N(7KC1{->_TzfA-szomCoqZ3 zC^%A3_bS>6BQWJND3Bl>8^X>MH57=Qc0t|3zOQI=LynOcIoEbHWK)BO+0Qy*WEIxl zUfJ@D)xQ`eoRb%1>)@8bmrw|YxutM*zyH1gdw(F@1V3-%E43{zNAdLqQ4Ha>hqgKp z=(>G11F($!&=Cl5OTg^MzkWUIM}`?rS#Ka*E5pNJa8~h#8nu2vwggXqv=i+bDlqx0 z5%TsPS%yT{o^|0>riTa~VeHlZ^JedR5)#eRl;wG@VbReoj%!iimuI*XUx84n=86(- zPy*Hl5zti1>>0|YkwLcAf<zOnki`~Y#l*w}$wXUw5-|5F?Ebccl_22x$Hv5D3Bvyi zmXj{|1yV-zV7VYvv@kfduNk8M=j5NTUNJTp!dGtZY1U|J86j*{zg`AeuD2;El%%BH z%z+<NQ&~80^lJRx+(aNkP&XzYx(O#@OJQaGp)rc3)_{n2b8|B=Kt)Ou)e%kbNMVbt zn7BBkJ$KSbP=5SaSVGN~MMdnK5R!*l%E4FDRR2ZbARq(<3JZ{%l=%43M|Vjf39`KW zBwcj8x7Px69=G-|TnyAiPXF8L1y@y4V~5F2c7?E2?%_kmdjh_<0`w$)kjEhSEE8Rx z_p=}`&jL2Y0!0G(3^onII}lUinSDV(sYu>2407IhS3&&m9X#>M5D?Sb0h9#0E2$*B z>WuD95a4@~&B`e$4VD>qz|LqF_+9{Dgks+weGR(4@asA*2I9WPjgKAxYR8&UIj{Vd z$k0$oAeWVw6H!MWdK)JWTZ3#5c%K(G2{JJ$Dk|=3Sf@jL|IZQ?g&?k%_XB-u1ib_; zTvNa`&Y7D3u31X9?$=>qAo>F#fKHp`AmpX~mZi$)`STCa(aNB6Lh=GKIFMxB5wost z01fBXxALkWKfiU2ZLn_w&|}ggKYY`&CNZ{U3_{Ujf{bxQboA4D2iUJ?2g6JrUya@7 z84tO}&ZF!RBxfRom?1rWQzQ0fo(d;a9E>-3e()4wx7HNjln*&o$Db{*>JZRs_E+0d zg`kzg+SIz&{j3~>XoxcQtT_BV+z_%Deg`ZhP9!T|W0N@z(mWl21wQ2D<i&&+L2TqD zpl1l({Mnd<ASZB~ljGxsygw7$mz(MC`UBIKJx^=JRTCL>?D*vjbcdx9p4%js@bmF{ z74x}JzRE8$N#J_&hYlk!BKcc8e?;{YzKXfmkBQVPm`ycqjW-<~_0&6lh@1Fy=p!K} z){yyk`nP+gqeSVDd*;5+(<YB<{Go|@zJS1yk9Y`EbCd64vrP)miwY)~dsEOJTq}HW z_0+ImUGu*$D{BtXKG;~&)58WEWyQq})Knvw!XCwCWYAJlt}iWhtT=!t`Ytz@jSwqH zilOV1+D%4A#`Qlzw%-_q$<sw2Br36qB)`_tES8TExc<J|LX{{%27E5a+?jMofK_@m zI!jwF;EMyy5U`YMD=I+vebd}5;RgaXL{%Y#EarPbeIHx_adC0;FK@5HSI_0DEc_Ky z7dFCEg?9H?yu8Y+Zh9QP4`9Fwp!XkN01biwBwBoY(8NixUrA;0z&9^J$_8{$KiC`r zQ90O20pSZcAfTAv8Tu9GMF$3_PC%XT4bt`@0)?dZzA)@ydaM96(*K99_W;NG?c={M z8QC+kSBhkm%#^J}RyHYQg+fIt*;`0Pq09&&Bo$>ODk>vnk1`^e5h|YdRrmcr?*DT< zPse>Yes^+RuJ8B!p66%0->(k|0R>E6qO6l?N4`jeOV-1<I+Y^J(Ao_(&wZvvbuUBN zWv>(eZMLe)g;L7wnzr`(DAv_676M~*nYVau=q}<frOBvK+}`=>b0hm9%k_Qo>;eMD zqGYO!(+tljsmS@6Be8^`GsG%JH9*=To5Sl`WP9DfGv`jqa0b%4*+HLW>W_I@-U=yr zG0O4T-vyME3M_1FIAkV1f0jBoAdiK&fBz$>>oo^yGg@yon3!9BeOR09M@v<oEY28R zAd!DhhN^s*>Ww<VL_=%HHc{P!{tqc~Pmeio+~nwJmPkxj^(FUb)-4}dmL_#J=^0+H zFEd8wAI>lQ`;)#ST~#j`Q^^eZA~Xb%KJvzGhb${gfc2+c*=_hbckV<^U-0DN4bSOq z-Ngy?r=C5nYh|z;%NM3pyY{xF1yzvd_wQw-rQHmapJ!dSaj*|)APEot>fAU0xy6Xb z$jtA+!8>>BM{PQUmMhe7Ee;<J1N!WkH3`bL^UKS+`ucHzI&6yLFtGYy#(iL0OLE}u zxA`Jsr(&}Orvpv8Qpqe5_&ZH)_G!Kx&2(yg!gb+%=0nNBjqgtgnGa|b6?=MBmA0f> zU)kJvVs+qB*j@B;+}j?D@7Y5Wkelm}^4*Q*m+1#?bWS(6^Xx@CPt}TxfW~*NGBr(s z<Z%;MW_#Tr1O33AUz+HCuigJKcj#)fQrWR%9#hN`)@pZ!sfs?&H+1Aay-3ynMDA-J z`jT7tVTXF>T^V|<A64(VRGGGqqyes<N`3a7e33mHL0n+TH|r@#5f>2RDf^%3Jb5GX zMesz~7H;~dCw{N*sqzXABw7FYy4cG7C)DnL*0VfMf1RrD<GlK_=1<gJr@;eHs~hS@ zzIW_BeDO#B_|F7korlMVG|i1ex*ph`qd#;=`fL;l>HLUlFJDq}Sa&flZl{RMf*_6o z&u0Sx0R+zi){Ay!@+fgaNm3A)d$X*petj9rsv2Ig6A`y03yug9mv8Pda|={DH8e)* zNx79{-yQSu@m<XiXIL1&HR54l5OACQSc>4F-&e+gf%%`q&I9blRyzbpKIYjjPhX0) zuG%*F0YClq>+?s0ZH(UD9kq&HL3eqIiuXMIaeJS6Iaxu0^APv0U8}#`4_;mQK>u^r zwv8YAQm05rSn`XgsO*9Q4v1GcINnY!IXs|5Hw94@j#18+v_GZHEd@oirYrT1Vy}Pm zK36aD??qkwO-uJKJ?19!OpgH1>r};`4M&m^ksj~fJ-@gmjn2q`04N#3#tGT#jdTgR zh8I_4(5<=Zc3<z!8x=c2?->zAG0&+ED<<!$<K(@D&@{xyccl5w6L#;0kdEiT^FbuF zw7l1U{T!X32vpJSWNjE6wB~1o*cL@HxDfFb&O<7)Etf9+4C~!e?cLZE<J?W__HHrF zeg3z?vJRepq0+>#-9|Px0peDStmIZ!^76i`j5~H*=OiEbKCmRLKR-q#wLfKBK#7Dr z_jMi`2%oj|{I1TtitGrtqYJZ^IF-Cn=CiNod{rz@`}4Ja9=*FS?<#)%xV3hp&~#cm zuMBlT7L<G7zd->Aqz{`e)|?AYZbR4Ol(qyQ-@c4$^>ixkua?d3t-5J;zkS9gbD|o| zW*Ec77!9W~ZIYa%&J0%Z`s;jYBJgkf{EBM1$eZZH`S1avdwiv9+i#vu&r^DN|MeJ> zk&SD3#f8(Ntk|NM&714*C=lk`k96$2pW0rS)M>SyGfK{#KYnB~g9J%A8=J|YNbK@I zOK1{wJ1lEYicZZ!G`nwXHkOKopV@ZCJd}Lag`bvN-r(r$y|Y%o=Sll2NCJ+;jf{ta z!lhK`q8n6nl+k5pshD_tLU8q^tOr&PmP*%VZb{~xK5{!%Ti9^zSB_y$VS1L89AS0E z>c<qRa&7tW${d548DVvFYsJ~<*}?XLgigt~BOaxfB$d|4LPI?+sGs0A>0GyK%T#T? zu)nFP=Q+pseo_^0+2_xP3Rpv2u)nx63zc?8O}zicpZIlkLEfA8+Al$6zBs;yX6mae zT23`)@gr!RApP!okiVDP(^;fulXtL6KzJ(y-^+T{1LQ}-DrM0wIvxD{AT8I59wn7p z%$Z*1G&vphs|T-ANJ`$jZ&biYrkc;27=6RJ&ECn0>rsJz^Q-9X^9%KZ)iyf&WZjUX z_iFz=Qn}>uulP9yf%wq&F~dFla`@tRYQnQ;^D7j&4o23*Ei2nrZA&zNB9pqhTMs`S z|IJ%l-QDly9VfmCP6NtpZ|QT_y`Ur|flP0H;W9FCReTFS5|N6v`PkLgft+pm^r)K9 zuK)R&uitj;Wvr~UnIdBo2ZJh!8b3oN7R2uop3ZCf@Nk9_!N5Giy*9Va`R_uf49b_O zsxp5}y|O}pw7~b8=XcKk{)~aPTgsd+E6&a4B#(<^0oj79YopDqQkjL839I}GyL7YF z_>DQKr7aH;jrtHrpeX)mpU#_OjElKX*&mn+?4l4G*u>9zWF8lwRJ)v|lB1Et7~P17 z4JT7nkO5_1pLr!MDTP*Jce%q;pLp$1eoD2ew&S1pcExJ}4amO@LBc4s&QOe_Qmnuo zTT`=fgzuU?0t8p$pZ;u3nnE(V6qHgCgs{3+SejRD<K&EpQaehOEctqI{OhN<>jgKv zh1ii@ISzWMslBY-+^{k?r&NK8A6{dW?Te~W1C?RjmZg@T6>T804baFx!0uf|gNcCb z1a1m8aZ6~Sj|$yH<bwhWJm)Zx5>80`jFzmq4V+;?!5I_1A)D|6U9A58n-G9L_<T27 zgOc{uvkQdG0$7bk$27W)O<ZNo&ka3)2KPv5X(`C1B+mGMXgtFS4rl-gHqwKa7lo9R zHo$Hmpqahj@!f6Y3#n;oM(qWRbSuvaly;b-+g$s5u>}b_beA3Q^XxXt>*?<Y&H+Bl zu!hmZUJEfc$ePVWwr%|RIgFI_1T^)i=Q;tdck!zM9o_jfX3>DWUB1_{vI6%z;fWsC z7PA)h;$aTCX>{U*FZva5LqmS^#HGsx`X!XhAhJb6U2ND|N9ZQ%=Lm|eq1r+J3Vm*n zQc`4GlOd9>tdwQlmGxY!GYEd}M*{i!N^Ae<k)`*V$0jBqh-vBT<5YnJ)E#2*x1qSF zB=~!6%ExuBt@^ohwf8ib8TmcEljRk4DCiS4G~;Ec9466`giMD32ll1a`BCUd%wAOc zEl+o$D~gT-O~C6fRH163`s4TOmE=tPDkdO5g9d@<w**^&=()QizYj`gSg<-44NuTl z-u-^s#%3@4*I<?0QMj-R(I?c<X|iXTBQ=C-sFK)UqcGGER_1AeP;zOqz?gF9IKp2v zj2=IF1Trj$9mg+T{IUI%Zx&i~wwHK7{;R3(?&`u7njz|#tgF!e?S+&BO(r&0R>NLq z?Fbi|B0zjrzP6u6Vgn5nOi#qSVozrRxQ0e{$M;9lZi@YZGS>9rpoRjW`x6aa7&;)@ z-h=|(SeY`Z&75Yt-7Ct1Cd(J8(rj7R2dcdAk|)7JvH*_~=^I-1qH`q<IY#5vt^{y4 zqhex~fBro6$Wa&H!3x*hdF)1A;eNE*=01O3Y(K)+`1*Bg%Kq^8cW-J5IrQ0%zp<3; zuLVp2_9z7QzKCFv#LW)9&@l-y2y`qWad*GYy=Hp)?jfCAH4!E}!+Lspg7II$FTure zxNyJuVr|!V2q}o@Sa0;LZ{B1U7QPQlm#9+^nJJG44n3wFhktzUC-SV&5|bEQaq*~> zdVN4a;ST_kIG6E)AO$gWF{|yA?hYdN@Jezis#Ce6ppG{r$3g=b?1Y5efdf^zV=^~P zlim~|;{}xI(o9b~uqe`ONRcXG`{_let+!VJdh@zEmF_VYj`Kk=eq{-8;0OS@0j3$s z9**C_sUE+2_wLwT>2A5<k&pVhoUZRvDejkbzD;#$fEpfQOgC;JL_Lq52Aj;3?0Moi zl>jf>XEbDq%0`%s-kNENFcfazx<^j#Q%6TR02Yv7xOC<-ML#omQVVugusAEg$QRF_ z2M_rhG!4DUV2L3;j|$cl5oe~7b#Geua{TS`_b2R9A=;q^w2)X=R#pnei{LX>R29a} z9uO9O-P>!Sqw@{VL3!j-h?Gjfd1DHA;edlc@AOkbmFTq(^gIWMpaj%?u;%SfO?~@z zi{YahqxO#vuL5sv9~j_YVog`l#YGGQbs{$}59G4^^iGqh*(%`ZAl^TA^ynJ;NCjh5 z%;sGaampJ#s3hZwgF}qps@sZh`%RfX)LQ(PyUeh_-@SQ5$jr^vR2ZTf|75;28Qi*+ ztIhIJ7*-`AM9mfgMu<|TE}Jd)SzB3HtgWq)laWEYVYtQ;H5X;_M)P(C(JTe0>Jplp zu&k}SmPn!N+dH3^l+^W_&)*k*CHn9S2<0Vi=}5eE5%|B8F!Op*Qaro3&Ce{8pJ@ak zMB|l6IuX77^j8C!hmJ08x=A@uWHmJ%*3sDmd#9CEHN_y2fdZO{WlZ}PIy(Ar>~k|C zBgpQEnek;a<~N%8TY#P<T6?i!+Up%q&{FT-!OqFKG2g&|_J8%oDdqq)HALc+45;A! zM9&_bd=$tgp^9;Igt|XZ=x1J&0JQ@5ySvftIk|S|*Zp1yPyHlKEnjeu*s2AU5-(I9 zLA!ib*J36N>mPg@UZ*8SDm)w}oJ3$Sj)XxZ-B-Nmlb?xHH)GGnFY_Fhm&&`22Btdy z-?`yIPMw(DIjC?L`NwFAAir^+gQ_lim+0hd74`@0-sQ8Yh$F8BeEs?rsRU4DrE$yO zxy6=DL5y0!KC`*lB8iTf!~U}TX=CzuEogkcPfv3)G1<Di6G=WmFvCp-;Q${WU-J<S z&S(Q2Sb$N!0-MaDYI~B^B|0Kc5q2p3qelg-5Ih(DQ0gQKUjO`RdGsvVZ%?Z98RqbY zHF$|EPVy8UFo6~Vgx-eM*0{#rTiptDbf-=YL+JtVv8Z6Eb5VkDfpNqYd)Sl!ZQ?`| zdm!v#^Tkh)5rVpmj=FF!5}#!f2<Ji1{U8*3hdg=aytrirga+s=8lNfDGc{!+0JkC4 z-^;clF5n;Y*zeF8v20!{u+9KqhTJQ=%GKI>5bf=oRjxr~-Qh>|^dz9u_3#iG3>h1+ zBf*J^j~=|M!;}X?D+0<P4wa9@XROrHIa>zrO0yZ(g8sY;0tl{e)b|n|Zf;&B-`n7E zu?c9|m^8tSkD`oyz410LE*ze4P~i>ot{7>ehyabfii*mV!iE2n-MxK#bo5dW1gI3b zWfSiVonpE&iwY_zL)E&iy34Ce%4B*qd+AEk1Q5F?J??=8=TX~t8Rs%Q>*Zx-XNI6> zn|O~_sh;U(fnc=V{j4li@ycmu7Z=Ey06<+_^X(N?1H^!XgV>IBi0~dAAMeT(%O2u< zkY!<XrurLvQIE!l9^2xT9xL2w8JBhKzFy_37MS1U@)Xhz^vXH;hENcMWHvpQ9^CH{ z)QEr_cd@lK6c211^`NDtMSV}3s{cV~b#=80|NP2I@-y0Fy1L|B0u`^mVWI9YC%k-l zkCUcue$;rchPC%6>J&+<s_F?3dC1E;tyzRhmFf_e?ctIrQH|z-)MsW6I~BZt-%#u9 zVm6nutaMxZ+(=U>*VScy?%cU%j<>i8xTPPeU3aFO>@76elNzjfqi&r5XCLIakCo%J zgg~~twmhA5_pWuyLzHktEjqjLAs|gJw{JxhW$a!U4eJ=nip)bjxCC5zry|dY(QnPl zn$9WXERsnouI~Qy>EWNtL`K%s&U<)@0(UY1y?{$iO+$lIk_eRch8FZ4J+@02x0ip> z|HO$4zj;aw3S`7@+w(zA)sw5Uoq%T%g;x=OW>`g0%ppK;qXcy78V~4e^3HAi1eENN zD~w+P$=)ITF*X@ofu!Mjzzv};nVEy<E&0?uR*6n8i!*Mx*g2OokV@J24q)dXGQAef zEUGT<{#XqJBdeb0Z8`V!va)>vL_n^xf6Z_DW+T%gGEO&(qe6T4al|Ke-8xeQm3qr9 zv;1=}uB<KY{1x1n`TJWJYH0|oekr{*v7G}ON7nPR#>!7@p3R9}I1{y7Us2Q3my{OS zuTe8_%hxp*;$yLXP%#MJ(ANCcg~*08ukLt^eJilrXo&!T!NV0=SkHk+71d?HQJ8pn zH^6~ThfL;rQ=u=}1N=j`HpplLakCYDSNEQ|uv`b=3$yJY;|(py^3Ch`p-|agI4{p; zVZ`A9z9JATFt%Aqo%nL(9fUl45;^(&3O(h;$`{Z>!QI@`NfL7KOzGQnlhb5Gnvm3? z52KwL+or#MEj>Dmo5V~Vim(;c%_CDhC}oMJ$nnz*Zh+agXuF?EEp)g{{`MiR0LwLM zsz&cm&}|roDFT&y6t&5>f+5)kF?;EdGk85^*AQbfyY%WNRS_-$Y%~vKzj08hossFj zy)Tpfo`$v8rx_V@0gFa^8g_8<3aWQu3nl=Ri)&N^Kb51nH?U-4yH7%|Qd_%;z!9wn z*ETzdhF;l~6&H(lajA*RB!_RsBB!tVhRqeLM!)O{Fv$ye4v$~b6=Cf1U|N~((h*|= zL~XFXK8s?@9!15gSS^sFqPGJMLd5m!+*0;hbm!nR*E2JF;<&&Qk&5$Fq$YSk8j&M` zpYg`S8~I6fb}x3`YB3q1G=-~i#u3G@?yF^`rJ#sJ#>6;GQ9e+lbA=N2v3m&t@oi_$ z5eDdt3gs3BpkM3nSKP59_!`g<;5B%0WhE9_JZrkCwbw4Bc|aNW%o!I4;WeneZ&F>} zJHGGkNiCl}0O={R47ayjsv>0g9Jo8a&@VzIXcloQ!&(A30YO1K+O&MNH=6&>y@M99 zJb$a9pp=`2o5dGf?b3D?OL^$gKygQYAy6Gl4C@(>;~|u<@h}2paO~8nQ;=?)I#r8h zfIFXx$~JaSMA*}ch6gN+j<WA}Jf@{ZnKo_tW!93-KMQdJZVx@5(y>9AtdUvcoiC*c z5m8Z`;77xy44#9*7aKYm*AllzcT54m;)B1d4NqipRG^FgA6!?&1wIE)f(x+6zw$uf ze@n0N4@*zRYn5J8B->IjwzyE>!@WmF#tX+A_-qiOLhiN~{FTR#@d!Ks;WRc@5A+kO z?Sk8=Apyi{h>vfF<&H=Kee7x`YA=KGRW8ynFrzsYz1_rvWjc$hl|UVWA_xaFpgo5t z4CLu#j|DeVibZO4AlBlIyEOKOX~htuG)AjX0|WR}j14K9qP%?Rhy?OE=(IcCrsF_~ z!uSr<opI)O^dtGjZO+NgPTVi?oYS@FeOi0Y>;5JmWQaJ3;rOfpat5swJnG+jAKeFn z>emM>$OjOYZm#sZ16c*zLoY0Thz`C?OdOUJoo)tRH99Iv;>1(_%~?(rWJAk8e!wtr zBn+iY6=~z~!wTFVKy?S#w)gY4<Q60P?G9#Z$YZh1Dn`H8Cz<a5s9Ku&a9lmMOgt$h zq*wy)lGEX*KYnYS`f<g`+@`5D1mSI6U0&#^;V?jSi+GiilG5Yi#Uc%B61b}IUpTOy zL(u~p$`6FOIL521ssKJJrJqYFDmVyM$u~S>HQwJXW2(PVt7n_#R^$KlK@#pTD1*|> z`d-vNTn4L_v1^RWvP8$oLJavHh6og=+@!}57oNXhAZu>k_6c%A1R==>j_tIvt)a}W zXzF{kHJBnWMjh4%=-C8etPm9Z3`90j=-Sogp!mp;y3Abc%Jxb_+2f$>DV`g63gtFT zBgmsr0qGskF3&qKIx*4oWdYRzLqwsEW`UHkza=6ekq#tW-0NR}AHSt0qbe$d+&BSt z+&kzB;_~GVeqSyuA&8xPzKZ$+?u;!RVDImZ-KV+mv`O6JVq`Svd&JKcO-f3NCLm6^ z{D`r<vIE{^1lb7~lD1)u;?CkqC3l+~(?T_5@p$A}u@?;ev(wX8prIwQ2eA1dOcQJ7 z$&z(;btOik`}TRF@US>lVzJ51&VD;Fu>u~N)J9yzLS6`)?;h})hW!U!i*H?qBCaLK z>;@4!;;vvC3bdLxVa73fQQ(dQ0do}uckEd6t#M-&$Y_nbetiIXg7+S`_Jf$r4!i>L zD+|$9xYLt(%L~_6jZ)M>L#%`ZW`2Gi0tNV{q~+vpMOog(3A?<!Y>gcOWRq_ur{7k6 zgVql<cUZpR`w{g=ME;nHni}k-b;QQKdme^`9lk4PX>kF)VT@Lo#v(?3|Di@yM8qJ; zfuu0@Z`7l8>=+JY#C`aBOk10olFW;1YxF8Vd>oi|;{&D~5c@}BI2&ah9iv>IOJmYa z&uiq{xCCGVUPg5TiF)=HGhrkuF6Yh>@pT9nuXLDWyM+4)?LNpj!F0~LDXeAFMTTB& zpo#~sd#lo~V{A^j^jyV7&m5hc;4?7B;0O%YDfg5*Zg#%g9P)awrKthEfr}paT(6x@ zKnlS64bdGAxHC>pTVX~2JSUkdef0cqpW+W<@md;!Os)oCaU*=e=Yo>-;?bj2tkr#) zIXO#+Yn0HWhtCPg-SQ`E_$|R(kP;T2gbF>^=MmOk>S-q@WaVYpP%zr&<YkMT;@s*R z4Wo!ko103oYEdw}jLiWq3Ik2UZU0-k9^*(<24j&}xPq1qm*lqS`WFUIH!%WS2N4l{ z>8E6AiL7$mRRlN1P6}5jy|MshMe2<Y_iHRcUpww}S539VA#WM`H#eZ%g{#XjLIyYW zEao}10VRU7NFLK`Dtkg6KS_PTm82lMYgZon$=C=HUf_OYTdIkW#cOQ?QVO3EA0kxj zgs!%>Wtm-QTwEN)!tWkW&c;gC+?Yj(^0MLEvC}~60$}&hye#|ow4quq#GYW^Hotk} z;q5JPi0^@;)Pr|r@adv7k8?CSHWq1qUdOJ)t+Cp_o+FfAZ`^(g8HGGQzYVU6RH)Ee zTwz65$Nq6*PuTwLO~hVA%pF!EPEGMg{=sy&^GYzlXnJaD_h`&p0fy7#7{!6@97V(v zFRqy2tiM>K6-lPN5s~4aJc~M)i~p&a%aGIdVC5dhB5Y~`OT8dQhKhhf)cVY$RvaDZ zIr?6^=J4S6&?oC#PaIQbtDsH5(+funmL8n%dt$72i*Iu_-Z_PG1In^_$5IyG%MGI! z0A0c3AA4dEP|s-Ir~O;ZGK<tW4^ko*R~p1HTgl0ZMV|34)+|4f;;NhKyiLu$&o5tq z84%rfi+c|`T9xUy8s*sx$WOiIQDo$_>~ASs`ZhI%lSLSi9LIVCE$iL;5iY`l*+-m; z0vsIVBW%GHH)kzRo!Y!MC=<PFdSs*&e~)w$3nIQsFp)9#%DX<?iPQsLE^w|x-hyLP z0WIUg+6|($?_Z9MAb^P4KrvNmWA*g$&mr85ks4SDh@+6HqAKNfGev65R!l+y#u?xX zdk_u$I(}D62nOeH1|4O+3<+H(>!l|zHhD8pw3SEDj3Ex8Qpa@=l7NMoc>6Yynu1zx zEJU?zB`d*15T%%y8)5*cNXHg@5cu4Wpl#M~xOPsvGZbZJxCu)`^}hE%LD1}p=K%2> z3SdVS5aytUd>PmgB=Qi$gP23yLJnTODehWG##Sf{iN9JtIr3oY=h8GKO(W-@%{U@g zH}7tg`i0kuf1&ecbck#V$yLVkmBooaGedv!{QakD)x(E6nY|UV3@9@x@(eR&B3%rP zjfEH~dj@Kf#jSuE0hd`CMbwwGRZwAwi+>090h%+!0rrvf<Xcn`u_WEoZnMcq<6e$d zMBN^rmzRSBun86dvUucQF74T&5Nw!>Nq`#x8?%<yo0b+*Kpu%}AE=@iKXPIdeH!XP zXhC^*u~y>37U<uBQM9nMM8tz45-ut=SrBBT*SX{*l$C2y$jfDT+uAB8Elo>BweaId z(Omxn)4ZYJtqULZJ8JLiUR5NokqtJN(dm95;>t{nn;dY(ksyifalp|B2aM%o7syRo zKhrCr@-84S`nU34c~%i;E3Pl}Vn*%ll*x-ZxqixTVT8gl${aa{imX}|8U^S}9zu5@ zGn0q}#F|6b{?jLn!|4WN6NNS7UsMV^m?I$=g5$wKPvu`7MJZzrEJHALD}&<3YZ477 zFS8FH0XG0cwNTQw4<1OGQ?}hAEmOZJHrGoU|MmNiB2L=;{ed#jbAgR?FE7vgTX&4; zb<Wf0&hc^+|J=EI_k9)6S*uWz6X`y{R$(N{GDh^E77H!BtZW|h4m1)0+WQE=4IUrJ zwz@{opy3ZX&NrC?wyYIsbs&i2hIQ$pCd?k_>3bo!oP8M(5FmA-bSyc10drSyJ76$M z))iPC5%|)is!n?K=a#yfYmAY5ZPn<=**==%=tr8Q2z?V(5k(O6+{h*Y1XI;i&8HLE zR(J%56@u^P)pL~Dmi7(~B$$vO_UP_e;v^EgrM=XlFHvGkJay1q;q>dz4<6q0-~7Qs z&#i)aIHh}F+gkKFD9aK3SNfsK$QSl(tvUQ-q5=tPTDYOeHUzNUBXzCHul<iIdVXbG znLBdU(FcEd6MZyjMN}D08sEN+R3OpO=au|IW^Byc1RgzhtLEeyvrA0Z!?!wqNZjCI z4mxzTu(-_LtfH(8HJ_{>t!Vd&SQ?X&2{`?WKp;$C^{oLB&q@>Yn>VIR&36LC7*2~n zG_lPu*4EP1WsPn`;+5~|a^cb?5BVO<9|O-tkSS09$YbX0(lh1=$hJi{g5M%WC-|>3 zXTX8#!~GlIq=Yk}hfVAHAQ;y9jHQ%f&3kcai9{L|e%Vhvhd5JHd&<cPYU%>aw%uaJ za#JU8se2<*7p)SYa5*?8D8wmEePY#mSg$U1ydP4^qJ%s9GyJF}B@6PSB2+x~ipJ!c zkj(J*{1K^@p$g(p)UnY`h5O^Ncd#)<I4S+sUq8(%^$&+#eDd`x!=2*ktELMbQKD>W z95#ArmFWYuTxHE`exNfM2xZ(yi+u5a6~TBd<G12v4X*wSJC4}ZZz*Vsy8bFpx9g+% z4DVQ}%S{7E(K*^@Cp_eDOGh?G8b}6?&xo-y9=cjHcsqgg+O??__u4=6NB<-Fc$mib z$iMbSM{e1p;JZAQl|oi5tOkSTqlH^&9)q`JrqpSQ;?A*S?|#wSGgUm0IcH4O5C(f+ zsnzNihN4q(g?r?@8D{)ApUQMazEpGTBRg_L`Yg4z^~J9N^}%Il67Hlkk!5ji(LsQ| zx}-lfe03$$^3W1d7jpCfU!|p%kcdP{NBS*^(T<(hxsO)v5*<NF-DRy>l;Lq>O)=wy zL(98&_U%_({e{)T>OPqjmVHQXOqJp5HlL}Q;l);>*=@{q{=AKQ961dmSM+DQi&LmJ zpLiNTP9xf5Arz!#yyS%S^t{flcedBf^q;IG(Xm75;#ANs-OQZeSe||Eyo-xNekNB| zpJYM@v3GxPEPbln){MAU8dGNF?FGsk0iom-j~9LpJ3N%STwWAR5gyFC$6!eRR&to< zm$oXIix=BUczk_DR}JgyM?BDc4Bo0dzr@14*O~FyF-UDlNq@}7Y%WGW-zmw!BAk7c zrNSlDp=GGVvh{uA@3pTzhF64X*hZFJ3vXx)&et1Q%_+9MdslQcVHZvxliFl0p{Uqc zC7`qr<A&B~Iys41Y!MeHM8r1z95$Q!jwGZ6{}!zyd)>#jAGlA{(i4^@cL;Bdj0E%a zkyFP(ojs-y7u|}^@Kc-ofX4ElUk({eKW9f1^fT{=OIS1V>h09de_U5yu6AE9A_7CK z<o&o)Qs(DHs`WL<(v^=)esCV<O-aF{V07Qqw^CnOQ-!dxw)L)J&Qo^S<J*}E3g%|M zOoV-U*j{t3_q5`r!}s+%YE!IAt*gs_4Ll20y5=!PnSLlZg+oK|&LJ!B3_kymTic~& zaANT3{fv(f{ObI5`sGU;Jx{&qSayy493Jj{-OAw9`tl7W5YJtr1?<<BC_a3kq;E<P z-Ya)Rk6!ld%X~wF>dyWUyL|2Z;;5@+bad!Ur_`;F@SFPh_#nIrqvu(#-TdQ@Qyaw) znulMXO^$^)wA^z)<^Lyiu14L^(4oQXm<<5c29~0a1?0AGAtC&jiHzYAusULE|Ko#D z;gPt#XP7H04E!2{G=lb>_L!iJiq6UnUHG!Fx-V%@R?QY2b<#&pIrqpEy|r>12A(<m zgrvSTT|j{3(%j48Q=-qBuQKOk-#hR01yf%5caq0&eHqswqo{e*FE`A8h-Yd_Wa&CO z=Q_8vHyzK_pZVB)Qjnh@c~ZrS%YP#>O)frZ=d}wrJ%5PQtW$Gx%KI>$@>?6taCeV8 z5(i4bQ~85e$X3e#EVa(foIVXS<r6t>M*cxz0g?j;o_dmgdibSdCqdqyckDC&G#Q)A z1IIOQ?QnyKCu~B)!{c}qG4uh@asi|dNCXe^x+861brIXTwde#D56>AI>q=VpA>&=8 zF5Cv`272cP)s99QpWWa4Zc^tEZSGy##zyS1PtE~<aPjN>2aXRJTOZu+uN<Aw<yJoF z$tp-G!(>j#I|lSarJJhpHn+2*BL?2#kDP1)O#NMRMF#VcMy5WNS6jaj{d0Oip5XjR zuTZPR`l^$hq-5`odwox?tVt1Q*#kE180!1h@A7!hhL~TE;ToN?$YnV%KfiJ~O}4EA z)RozR_?p0^rUuf!zP9e<*zXQbU#5(RdVfvLuN~yv^hHHO+Ui01EG~E4@1ybnBDx#3 z@y-Yh*y7n@xD}4`GrnOHMRXIt;|Q{or)sA#mTGn5>Qq~(0j0k`P;|bFDEYwNiWy*O zGx=fqcQ<(zt*dJu9gc$T5qiRv5{EF!goIrG>l~znV2Z5E7ew{cipfns=CLdDuC1{$ zoZ?ZU<>M0)&av44V``~8+U%{yr{=rN#a5qAdzK1)Q1r$uGtut=bJO!ReR&Ncj<>gS z$GxBo)6rJj5)~ev0y(3Vhu#Z3RM|yMg{t|*2s<(F%pU2C+rg=8!RCmUVb6|c6Bm7C z;0cB)zHxO}P1Dttj4ab|2jQt7Pfd-;U791_#F1rOoScXzZZdU+m00I4%}bn2JZDi| zIpd=oU|Kw{^rX~{BD6@m;|{gjdvdn4D$0?ZxV_$Py$^eC981`xrT==oWpyk;dnj$# zMT)?{8{pM$(wb0z<t$-N=ai$<)`@a^b&H~C$@i6Koj+0(6tF9Cn?&-z_Zu`jC7{3| ztf#eX!J(#Zcs%GPbLnbqQ<HNq^R;!AO0fV1>71N0kF1M7V)>_|I79j%e^|hnPJ9w8 zpn)TA?S)w2W@yw*KlSJWBReH2>D294*_s`n_V+#}c41K1hT5RaGgLgvK==Cf`Cca* zJ%~RHgAH8EtD4q3@<o3ClEl+GyQQUrSwR7EwW=zI+G+Te7MI!!SPpo-l&pRJQ%FLB z{UAGmO-$wIEF3M8r?NdyudbUe%T{?MY_z{nocZ1&vEP2_eVVMM=f3ro&`|Qe%0|p! znE{qiFFhol3C51J{&1e(GoQZqlG4yzoIT+g5#{=+Zak=^F_eaIZ?yj4Au!uC1b@uZ z>F8Yi9+js%Itmm^zFu=uq=O5Agm4>1Th#S>j0=C#*_8#*&spW0Up82t9V|P?LrX_8 zvT_!h=*H+L+o>5C{892bX3_0jo>x`s5M9ywdsb1}o!-?I#nPAt3;@xa2D<>Lz<t?4 zn%~H>&TXMlS(@mWEvGfQk8r{F2h-xx=*;!Gng?HZZB$2pc|AJ0)yU{xE?g?-&OP;6 zD0W-tKXe7iBzCSH`&n*Dn$4d-?HIPlY-B2uO&qp{iAG8PoAVxDzmELA>~qC$M8<W~ z@99%mmL8ruz2tai*f1=BK+732aH7H)K8RAcGuYTYNR}qDu3a6diNQR!hbPTna3)Tx zf4~UMQ0go}lFmU$2Sh|7baM+0Y#_(Pj38U=+74`@Ktt9*yptqm{QKcpncs^};f+>h zO6r>@As)9!OayrX(qwyGnH)_TxFn&^a-}I_hlH||Qa#*mQg42ZPw7qroR_cyCbLmf zL)+F@k)^gXaeJ&rmL5?49@E<n9%5ovtK_HLDToR=YF9|T(Q+r_kJoxNE;U$c60+k+ zEJo60K@|(f0?K4W0zroV#$}W{O`d5x?qZW{s@=3}VT(C8C{KXy{RyfE$lP19eqZ4T z;y1nl<<gEFIRgVH8mPl<QAbjM6RUz!SWiW)DNea2hDn=oaSS!w=10c5Ld=aw3mhEa z?w40k*nN;LBQCBLFZs~Ax``s;m7V9>tl+_ezVOkP?+l0h1@j`$vUah4Y2Wdx(Q{xx znlSME@*{LdkZM_Bv~3|VQe`%eVlr=U_wWoX+Xt5=8AXs(6*Dz4>63}($#zED3;7ZR z$vsC<k;Jx_r0KtW1d{@h$Y8$Fv18Yvmi#5n_AwOgGN5;4+5qwlFIGo;eG1wjxIw^s ze|(%#G>aJH2IiKE0Kk1iYkqZKckvD{P3enx1BCEC2h+twMB-jA&CgSwZpqyi0$CZd z{}8oN1bita$bdwY`J%;*e}9gaEUYmodtL>N3_b=bKmE1-{_i_kRT)E$XK8Ax<Wo0K zs6J>I9{+FCyuLFG5i(i;8LdAT7CbLpFdC5r?4}1rO{7qCbaVh^-{vj!P%_m$Ik%DE z${hI$Qz14t<~HFmc6E1WfLaq`&#RXTm;b5&Bi1#j4mo>i{#9K!;dp4)n1Nah>Dl$j zNYCWlDiboJykk&t|C&g1houS*m^a2u2^KQxHg#(Z6W%9EZR&B)kToAf4L4cL;XNlL zHn38~&~;tIf?(FZr=1^GbzF_X(mEcqi;uq2TPe0%SX}Hwkpn%NRo@LHefA|Us1Jql zC7R|k5Ivk3t;6^hlF5nIj8?k~;UOavy4%=3_qz`t{_`JIz1Pt*45?z1)*2ciz#yS& zmQO*Fl|&0hl(wLExjX9z)Xt&Flh{Um^~YCFD05`JO~g}79Gy@#LY#z5kTUcoSVR8r z7h6fV=?@;t?Ny78E_35>P!ax{(RGr(3&vnmv!USR^z@CIJC{U55)xQIji96yVJQRE z1j6Yb!Ay$dVSk5dEFu?0DQ0YTR>COcm;y$G;!m^Cw%}`t*LHriMYe~JnJ#^%10^B! z>n(OoX2#N+mb|J9Ja+QSuepVO_fGo1g6nP!BJF5uns6{#+{Wys@#0F`stFapb?g5& z+*245TPI-?2S-G;U}6z?-Oo_VjgF40Wwim~fssZaP}=UMaj?_Ldtk4vvvL;3FSH>5 zphQsuNP-=Lf)Mp|;!s)K-q8`1!FPN1rdFxvX$OnS#O72D>v)W_3{}aOrj8veIWOJg z!%Ho6;6Ptv<4#%G<YLJLOeceHot>36w?|>bOEbmdH&R_LSvP||i{B`60yPZRMzzN% zF-I59@U=sy2O+D2Lzh<aMIORDwiWdKvkcfVEeaEdXJ*`x{-KAqu;%-n!Qp0tR;lau zSl%SRJ9|kIgmY38YAAy;CwEba6^dwR{?~#a9Bo&3&>2(zkm`zy>)!n=lYfFc3IGWt zz`vn70hJTjPCRM2*<dRD>w2|A(uPKHqg@%AU@)NL7XhABnuaF2FyoY9eU|#_!jY-h z?K%6L=%t;<?(%<qc63X$D7E3$9#J)<qv-b~FG--q11bYQW9Rwnljw~n3Ov=rJ8A3b z!Eu7n3(O7QrHL4bK+@AsqB{;LDgFxijEf-&POu+y7)0*OR8fI$CA~#LdRifUW4)j; z;nJl`fhr?-%HNpYBEi*s46!mg_bP8qrpeGH!{vicV!eQ{cW+&l7h|;N1TCgBE{=;x z_MqUX9%uhJux}Spx;u8S4AQMmshf(1tYP$_fh0A*=o=fK`Y=Ur$1=0Eng5^!{bF8_ zAf?*T%xAPA&2{I8z{=_7pXAA+`0*`V#ue-<0u_~cDdKYjqEr|!3aM~U56q&ak=#$* z;Tp1c`m0p__nq5mU&8sI_qI{UntWI9pC$fRSI$JH+PO_)yH#c8wW|c5722iAFB7^% zg}9at@msOo#Z26^mG*lj8HR?Qo)0A|bD7P_vbbsOIp!iP>qY|_>Nox@)|~s8*YlJ~ zOhUs};P-E&B^JT>m_+gNP8&4Cj44fC^>V;6F;L$BeFmcbWN}sx9dHL8QHb$WYJ~(4 zD9P+aT++z0wi$2}HOh^-I#JK7V(FpXWl$b@GEA`PmqpN&r<;=)N~S8p&RH+WDcxJq zT-%-K%``hK`G=jAoQv!0w}z$(9&+zBsl(S*KIXN3435zqq?JG8@;S|YuV?m;(^{0> z#p*|?EW-Zt%aJp2a~}&e;G^Y>{qzul;HuAco;^v5{(s1Yh3_1sx^~UuSw!4xrwjm% zrw@<mriQF7<&v8D{|?-#V_=}-omqJlDksVygB{%ukGO~i1rbJu4h=jbCFtDBe#)*M zhAsSF-pdvm!tX!dX0m;ik|o0{WqS-bLa+SWx)@y=L#POCFRFj+SXwF7qIUX#M2nkV z)}10?E5rP}?Op3jb%Y`-;rE8OQ=^_;Soq3h5zJ3Xu97f76_kH9RhFDkym^2<a_qa= z+5T+n>Py}w{cFcfO_7s+Zp5u*;I;X{O-7OJYF19A%6LBXFn-m13T7&5n&AzW$U;xI zxgkPZ*^cb&zxJ3Q6~d`g7iY|0%k>tpRGv#pUm5lv9S?1}_4eXF8M>Oq+jk)~8~y%P zmBwFs=4yhI*<ihiq$(<IF9E8$E>Cy)d`43fC4E@#PJ3G||INEaNB&99J7YKgEKFt~ z{^q7XHxyDS+jKoJPXC(qhc-qo*-Y>TV8pT|U77QLZE=*5%+TLMsB_pj{QpEKsH%$6 z$?!vC00&39*|z_?CXb$xedrYlkC}lr*^%y2+xZngMTP6QHEkCX$k<G_sqv(93=Iu& zaB$4*z^On@oqa!o8wfO_@1&;uF{ZIN58TGG{`$-!?gpg#WA{t`Mg}LLr9~WpiOv7w z0~(r~mj&)hzi3;MkE+{Kh2EB9*d~03KjI3mtLToucIyW}l8MtT+4lw<F6|8ar$tvd zp(VtOga|xAsORYDrlMoa#U_^4aL@pVJhms1G%^wfo6DC8ZQ0~owzTEaBx$R=r)gYM z-(jvnJ_E7ziZv7mDvjBCs8VYyZHL(sgpc{9rG$b#1oZGxOGg%otjnH8q3(-qzih=B zQi6iQZDqc)GGkG?7iXCv`zI$36B?~X#26SAnor^;(s?tKPK3PwxMOBT`kS|bSpu|l z@o6-Ke^r@1f0A3si3O!Gvt1k<9q*w3kWn}&XSNPZX`!cawRcY?9UGg?C|9zWs<ViR zK5?^nyPZfPyHr+Qo^2=KVtR`J*k@Ajhssj-Z)wZl;xpn3jBM?V>z{OYmp<CVb=vy! zZD}fQ`a5@r&+U_XiG)m<@7pJ{Ib+>401MsrT8cGw7q5<nPir3ANjz;e8MOodd#b}Y zP#*I?qPc<^ci26zt`O>07g*;Qd1G~M?LC_+nl$~?lYr1VDyr~OW{E_yc*Ctz+RBGD z>W29qo-{m!mqj@^pV)GQUIlU*U!_x(Q5bpjpW~W-|3K><RXzG+$821!7U*-WL)zPq zPePaZb(n8`9ejlNc=t<sx{Xd5Sq?fV6%9b#`TS?q%t0=>&n=Se_oyr%zbto{i&<Iw zbP8y~!-qRQmYkC0G5>ttbA&)R@pL}cti79U*DgG#POYZ3b06y}&X_+p=VbY|=<qHr z{B>MGA@koo-I)6Ck#pnrZ3s8vkH=SZ&(V?@W7&!hEPo4yxffPt9A9uleX$k09DQpB zsfs1%%y$7s6|uv&B%XTFJaQbZo)cA!%izn-v9%AmuV3b3(n#f<oiqA5=;QsYg2-5& z_|z!P=)I>YZvR@$i6dklW$Edy|3F{fr8Tp?%O}1LK!jRe-Bd!I@+N52Lc&HS|G9pt zO;r~r^^g^VhK{co?J|&kJuf$qj@%^r*#%EbJl)_xTI)GZO&}xVm)oA4{M4T>GP1)y z$hDhadGp02*q$65TKZd;LMh0MOIvYL?pA#r3sxD@vbCl90sqb4!Sfz~e-LD4JH*=Y zCCB{mq~ax)lTxOpSchl(gB-#(Cb)38nk4-_n+$0nzZvt@gm?inH2&7Coh~=k*zMWc zYoObevX_KVb?KI$eZ4};J8kWtKoWUwpUWgFswC$IeC946JeXNbclNB0k5=o_k2Ag3 zN=}joFzslo*loY`K!}+#G-*(PtJ$u$q^ZI^?t8!OSvo>vBPC^B`XLb+i&$sIvkCmu zY|U>prJZ-_rw^$3?Pd{_JY_m3lILZg@~dZH_sZrGzN`zAQhf_ACPzIAuQV3Uy|pn^ zcjc=E=;vGaXgJ?JqxbZDhaHKwjEDNgAvmZy$#B|5P}INXBgMdIFONc{YjxQ|m`&={ zqj?x7n~nSCkote?7!@kSI!5`7lACPTT<w=e8iM?Jjlw5AMS#E%j7!_%{s^vobNN+O z5K2z7*NNU-tmiiSyA<`0L&P*mlkwFr+k_0!OHWLgPMu=s{5)%2;m+XddT}PAySU89 z(;@ssHHF0X6B6e4hTLn5Z8A{A$PK;vv#o%o>SF!GdjjyR2fVffoEyA1Il6%QchHt8 z!*^xoX0}9s97k}S3Ojp%?$wNaq*PSK*Zw`%UAE)RNpxek=sAMe#633sc;1ATSTk`& zw<@XU9M;kcGrw-zU~u_l!vCi4@6ycbl|Fokh<bTLfH4x4$8&?F-s0Y~iGGR>)Hqw> znQq?nSSy$I4K|1<5<_i)f}y0PeEQ?o{wF!tu9o&%D=Eo)U+<%StQ(ZiE4?+^xow+? zoLX*kc24k_k9Z||Ub2=WrFM;qk)BdgL+uB0)lEE~IqWd=nu|T<SJ2c&N9Q>bAf0To z^Zxfw4EOcTe8ZYz1Q-(seOC7pj-^rX+&v&s0@K|!MZ|Pw57mTTPP|8v=fb3#RT?K9 z@lBbfgESfGLPKe=Ppr%od{0%}iE1y}5Jy>7S36tQxa1Do@GEVeSYLQDJpW#<tL3WJ ze@@a2R6A~k4-7<IU@GK3eE3a^`bl2Piu{K<&MtNn$5z+1x0c*Y*mv!~xuJW78vlM~ zTa?C@NV0@o1@rnaJ-hV^TCbqzA}RTMLy;r-?-QfS_&CSaY^E=i_fVZ+{JEY0@WwBM z{JTG7hI>+F)D0L9#{o3==hC}0VY;*W|Dw&IEQd9pTVxBo6&1jN_+HD6W^*5W`RUXr zUFUs4eY>*!JcJy&kFq4)ymbo{vc$ABSMy&3+~|Dlx-@IEb{@rIoL{#Oa(rnz`lXhI zOtn>)!ix%Kw62DCw2GHrexN73vcu#AfB!S48h;&&_@2zYqby`(Fd(1tp4PcFzx+u{ zH<#!t$6iiIvuIKbDzXS3G9qOWw)<|mxAus)?8JL@4Kn9Ga$I&SaOsN>M`?#<mUJVE zXm4-F>=6J#*~-R3msRG5fJDQw#>DNnO7g%IT*7h+{1mZi7}5u|A-Wm=FDrNHl`7K* zracu@yu2N8hK8%_t^+l?hyQa)r*r>5<A{9anB3x+-bZEUchb@lM%s70O9?LBdwx6d zln&xA4E7z+*LZ&nqo4o(wD%cTWK1_V@T(411wNyB;#R*nUQu=9Z@6wKGdATXSg7-V zoY{v9-WdOHh_HOci-m=3>z7BZ_HtP29)Av`g#P`>1p$bGezF*fqd`x=5ZL5@CpYWa zv+q(v0|-;oFL7wtkof&(l5YDO^JZsdHrz}%<{+=ih!C~>h-q{fWOqEp9YXtJZWyW4 z50#d0p*ehIo`0hC^_SQ7x$DH}-p!!!&a`U5c}{s;dz8t*V}-UT_sQ#~CfI%sYicSe zDjMzH%@(g^@8}3=8%PEAC)LW#0n!7T0-Q}WU&np+%bzFvwW2CUK_Df4ml0PVoI84y zDkwe8g*L{9Nkhiq>95FD{{KDKCz{5W)^Nll^SyDuY74qy3t!3{XnN`}QXQLjp~;(8 zVRfdzH(*2kC~m;`)9Pv(vLK-0jvP6H@DnJ#d-sHp_s!0h-1s#$#IyO+pIu60eV-_` zQJ#v3kUCSy0d<L&)2b3`GN)l|L(#NkeM9@RAIxO`s~<Vfn`Fr9Dr&p?u5z4i+Wcbf zk1x0PtxoUxI(>6$I`b^^j{#%ZiZ?4E>xRq1-(U?X^m3f=Tb!SVqXA(a{BMXFkt5@y z0R5m8HxHTsEI{DMt;DyCL*~ER#qDr`$Z4E>x(;c~avuCX2k|^$)*>ZcW6~aYY%k8~ zbw4=UFGT4Od;+uY42M+<w|(===4UF@Ye~it|Hvs={ARU3--SuLpXav0wDxxkF|hO6 zx%JQJ?5rR1WFWo4hr!p13hA}{J=Dxuy9P@r4jvq8^4%WI#0;dm=Qp+_y1&WaxO)0} z@Usj^no-dhmwk4mY+rL^Rj&G0x520aqpVzV0#0{}N6sSA{GD4<gH1S~v~ge?s!i0@ z-<imeryPrp$Vq?s0|%O3y~@9GLlkf3SjtbovVz3%(wug9`NjrUG+TQSo}56FO|q?9 z&1xD@E190^fV{!-+4-Ga%pH8%L1J1ODSPj46H+tme5<CpfB#HR;Ep38@oQ^i_Qk}9 z&}v0=hH8|O_7T;Ha?qj~zkPzaKpSM;C{7V);dEF*r=|dIbfMfm<!wR#jYLIQgarTA zmpY*-m<~8t&@g_duWxmDlQ_($80Im?XaPnb%V^j#_4!241R3ZGX?Q{DOMU~h<TbNG z!2QN#8Z=NMH3WMP$7@N$plD?D5o*W9a0s~ayWIgn9QTmN^t&pb1-p|chaf#ADhEeB zU@9xv^5$czl=_=wqs~YHZEeU_Zt5$=!!)^BY`OFD#+@Q$Kt{_3FH~}1Cqs&W_0-*Q zyl$S0oYQ1Ol^k>D0o++sE$rNN+&CqW1#b-OAky#4$A=dj`3}}K#YDv2@^kAT`*{EK zs)uu1p^zH+nbKBW6J~Qv&4zS;7I+lGK+Uyk2<srhgCgxa1X(()q0R>D!Gh2BuqllF zPS!#(yVBi1?Qz@7EhkUz-JkOrs>K3|!XIj5-@ajR!!m+eSavIkcySn?a;J3?^DI>h zjir^GQuvwvTHw}Eio<?Er@)y!P_#RId>c1?7+pgkDZ8{*)lLNt{CfSe&#!293!yUM zr46z(>YM<)ydL$~xSIRu>D8YS7V-Hf{Ef@+8!Ydi?Y=a2g;nibccRsYImh><_EfTN zD!*221dft#Id&&vzf<Olg?(ruT^d{-ayTsdV0ysqe{p3eixpWrA?uw2wQA)ZBPggb zxBR@GmDNmdaDh>7uh;qWjEn()L*5i(KGa1HUFkX$%e}+L%phKSU0)wqlrQpTfA0L^ zeY{BE`0v>3*D;k*>P*Yz5=5MGZaoHkMxQTU-0OF6WiC7?=c3MeDaUsz28<`4^9M7A zNM&os51?oq#=z%?5;PVGpWmtg8WXazD`=S7Yla$xs|G}*X0613OX5ggf)}`dLHX@z z7Z=OnXcOIIrB`H1PM`#g_?wwZa0e4>C>6`zD-{=gQ8wDCnsm4nMK;WL#$?ZzUlxEL zKkMek&BcXkmX4`$M3rD`;!EOZ|71@6c5U!J!^&*qyA(7u2&is-xQkqFyF~uxE3qI0 z0b{Z4w%8_6VbgUq63abg<Tev>IS*nP)P6yP(xkh=kf?BEv~+yiVr@yKtkNcT@Yd6F zCsA&RB(t!<_^0IL+X@Mb>^KmMI1lwTG&C3;KMwRN#7a=AtG$eo^}t0Gl79D2VH@eO z!%Gt&g5?~+pr%)i`_AHEZGXs@r>p)two`*rEi2!ka}C;SObe57>3jnn5dPHF1+<Jq z&v*QdzXEI)TlgU%d$)pW0|6>*(H~a4%6>&1mCnv77x0ihJ5f^f3o|Hl{R;}M9yLWY z-i+S9bMx15Kbay1a&?y^**iU$k8>&QzGtl95-j?@K2`Q?YG`O9oTbqG;SZ+U45Ok9 zf=;S&`JH$xMt%hw;DkFWZH$VMF{5ONUI4!0eCymTX>dkKeo4Qp*y6N2x4itwYd##h zmK8RnDe{+@zq~&E&Gevu$xY?LddmcZjIaW=g7atrpbg^)2iAJz5Y(^`emxr`&25fX z7nIGWU^Be>kfW<g^tgFM>E4i#=X9$j4``J5PQT7RV<gI}Mq*IN&6)|<E}AI0PhdKK zb^Z8-w>)cGNeY!A#=p<YR$w=Fr7QIP@1>=sJ<3axcu;{aK3imgsYQFwajU7#H*Rn1 zA`g&r$3&Kchsv(XZTz|Qx3(s_(~kou6&5NBB^e<3FpCAk5Vp8zS?w)uVYrbW<1~#P zi~W0sY+5FV2h0gUMY|i?823B!3z6~iwsli*^-@y>-WRSs+wk#zrz}<WkYV6XAL!YV z#v9_bgwW|y`1R&a8g|C)h_0v(q8Y3rUFW;u&4}`C3E33V?y;C#x;9Bk1s*vhA?`ye z{B>ogQGv?vkF7jgaDy_Ngr+DzU!*+Ye0Dy+O31;kr10?Y2M@lXvmz!gj=QmC%NEpu z#*{64_nto9NhNM&x8Zx83$uTiI3nfT4NhGD@|uZ*N?7<hPxQILe7vA4brFU>-ndJt zwjpAoVIjNJ+RzZ(I*Ex)QjfPoB!;o)jFiqlDnzARKXCi5?Ihb05}uPuu-hkbqArx? zYcI<wUlK({XJ-QiCJl9Fa|fS4>t2XC!KHW8K@I%P4Kl+?5i1Rg(0iLk`%`5a%ua#9 z!L1lpx_9c%&u^bR{~SOA_-i}6EG-3vu^w4_9a%R_%P^q%qBXlX*K4npJ)KDJ0%d=J z%1}7-#DRM${$6ScyPyleMcMC!TR1zsH6Wa!%xe!G?^4^5rS>e+Bo<X^_CO#Cmoap* z<(8zPq9QI75^G|^5tS2rO}uJK`5??15b%Cv)Cv`ue11N4&CKlUSDP^{R91CvF>;FP zRvH-u%zNMyJLv<Tf>AqP4GftybPaM<a_}rdj`{85{kW{GQR2Aki&N*Ja>vlZKWGq~ zuii>6T{t}*rQ5rLqL*&3V}g&?>7*m$c2|dR_F(nO{K}OUO-_%U_qd}Jg9g_*X{nc` zw(R@VNJuSZDtBeMN%u_ViBgHFt2e-{hZ7gP&#;gXIMC$|9U25p81jE(L(1g@nq_0k zuH(#7M=kwMKI_vuzB5uiOS)AJ;~oWf<oc;|OibY7N=P_&gsd|o-ZW85VvD)>y>A)k z4dKel%rl6M0hxrqJ>l~(qscwdth%l=glI4|z)b^{D#YQpQ&QfRufAY--0HPj|2vG1 zPF>x1LxG+f)l+tPM$66jf=7?m<G=S)Y_<-igv)rHJ^Pz(|C^EP$64)+RLO<!<(7%a zpAZ&dnkpVSXti9(DqPC)xcRa6<6`wL({^feN&b}vQ7^4+G?tphnI?v+#YU`29BMb0 z{&;o-0A@%gRW$tNi#jlI3caowGe3)7tXRg!W9V9!DF@SZLPp%?FJ%M%{H$z!-Xh3Y z(W3%Z0<m~3`@YZcRlwkka2B2zrQM#{C()lmYz!L@NL>%yB}GNcpFDvmo`#BQpPN_i z%8&e-cbNz}KD4yxEdP01U?C}aa-?S;x6*Z}nfr#a$$fqI+EYTgkjz<-)!n%x{ZK=J z5o4ssniM-lnrxP3q%~<s9_8|Ng#Ea%UYNIv2&2=G(gdPx6lPJ-)fVW-R}}6<wsCrV zt%w(iggX){`qZir*{7FTj>O{awrzV}F*wBQtK{p8F*yKZaJlFXPR`Y$k*B58z~}#b z>@hWc)AP$hrL>Iu54|`CnL1`Bwm;;}I?!~7`ot$G%PGnOx5L$(Mi=(_D^0vpb=;+Q zr*7(_&FNFUw~H}4$RYH}P|y>(AzzkaE2H4Iw(J8{p~HR+?zIBKN7e>E+#UTEEufx% zSIb6*1-RLgtKko8)}v^TcIp%t)O{+lxPX>tus*q-cD8ALjcxE&+WpU$*@mvru(HZu zWm6OQkgjRL(PP))cG8DXQnEOB!rJ!Eqat$hH}3!yftE@?L$vl+pDSjBJ(R5SZd4BS zhIjvcJ>tY~KDX2d6AV&P3+gc4;4G~Ir`FL<>Ml8BE*%|O?ubBA0X8Tp&YW5OF1L-X zdH97N&!>l{TX}nWGB3HKzf^Orew@>1clu3cdnf3&pkw&<$#DPrM2y^C8v+Gw-M5Dc zC4zyuTn1%MYL7S{ToIkefaBBVH}wB~kS}GWb^Y#NzCRI2`aErNM*%}`J-;RY9_%=7 zZx3Fp+xlwyq0w3TOP8KLtMBMwtl1d$|1xcI;#ts)+rU%9mMbbcIzOg@pA5YWAaNc} zU#CHGy!VH#3DfzD7$|a_xv5Afzb0#9ogK4nMgvp!FN{%Pj9^L%`e%|S-&_LQCuP6< zg~K)bZ_${UUHleyZm{j~gQ2nL)>bI>&JDdH3O`#d^ENl8H0Kvzrn$dt2tGcVP$%UK zi98}JbhI7Mp2cVojE2Mv8tqD9t)n+?X0C_zWm+p<=Z$I4so(qNJybM!KeH0!VwFT~ z&!t^>-7Iy2ja`u5-I32*h;=gPSrd$w{At2eRY_(CY&YL-tbRdg(Cy&R{je{iMRRTl zFsK(-vP||&lZOoDopEL)>ZD;!$KW~*!AJlaKYV~a!G-3rc9T&m1!+UTh3}nFHTD(9 z=MKcYPhBT(K*MRxt*`6B)2mO?$<kI<?6z;G5f+v|kZrBFR$F=2*7d<CVOJzsYdT0$ zW0TOL9lQe0^Z2H=_VjvY4Bfy0CiPZbLg4M;!N23<(=)zX9vmQgfxx~2V;#msEuK*R zi;RWVr)d+DM!UsN)W&kjdHj-{9Z+@1)#j7l7Z^-xS*g*I?A*QurTwzN7`mb&n{)I= zMz>Sy-_df@+m{#m+wE&^F+3R?MV*+Gl}{NOy12<&wzh2N^t!_Rl+VxEg_c_^wX1f` zodpeVJ{|qy$ir?;Yl<sY?S1UbFTgEKEQ(H^IC1O}jjFSWbs5Jbe6*|u(y(Knku@^< z8nOLjpC#}7MyttaJ?Yqlpd`c3xt7h{pPv-&NEltafPiVRW&b|aaQd%pflQGr6|QDg zSC-u*KHW3f1Ih|`zhptTWn3Ng@1~O8p4N0_c^{;7xfBY2;#70A;z`Y65=Q$N>I95^ zn46g?`pjf6)muGR^9u(e4%j^}mV2EtV6ZRrxr5EVh11mrwcmH$e#&qzoj-s6y*?OY z-Wx=WD&n(}XAN*<h0}6u!2q_`!@f(p?|G0O_wLJk{@fSbP?<|33qHuF95#_1Z2Kg_ z-i@^gZD5(dJ49%>CEAK`fe<~iGsDPniB!h-k9>bGyoMQh#vG@M#f5N;Y(>hvMIOd6 zn4DZ@GZoKzL6!vei=ow&R;`qr+~k4}H2UyF7S;6aL!TUR-JU%yZ{HTgRzhpeg~{=Q z!CpTeVB4h%eTgA@EI7XylvXoUb}Lq&t1y8E_`Y7r>85wr7RmI}`FD>0+%EZU&z`gR zpXeSdEg^AxsiniQyYuoK936A-D)xKLI0Iw}IpgKIAwE;nR&ntRD@(TX^5w`OUo|z= zh<@6HXS=t3(&VhkqsPj4NUWk{k`FKSgM-V&!=q~yav%nw8ID=}%6H=9_rcFabRFHh zhYwtEGI=?eK}p_s_5b1PJ;1r{|Mve+2+2xhlx$hqqmUwG7DD#U3?-vb5~-|6W(k$O zNo8+BBAbTFNK!J3(C_^8z3=;f|Bl~r{9V`KaJh_+_jtXZujlhTALmc_>J)rtpFE>* z!^~M)%~_nq>M(6>R&0e^%5X~6e7>{J5iQGVIacziDS?CWe}#pQo3cJJFf>--4pt>0 z?4#AuZTy5py@Z64vb%ph&u#~gaBL`ztU_YD&PskoMfgJ4kobBCT!VP3v4ol8!hkA} zH4M@s4`i>0bEF~F4E8gCquwXE*>J2thQrdt3Dah}dM`Wn0wZs<T>@-vxvs%FlUhMc zMT3y&v)>@}8WIxv*<;4svB-fZBO}wuG-y@NHDsfwZ<zApW7zTjzKm_TxTAxEfID%X zaZ#F0$IXrDF}vJ~U};fdq5IXVO4pzvj!&g50pP&COM2h{H>~18@Y567DwP(CyXiwc z9=$wN{M52t>UDV?1bZ+}Mq;%?^9Ua!5@;~>n=ZlpjwCntBgZ41&?cb2GkaA=-(e=+ z$b2D3E9`@r`F-0Ym|nn6CME+L<laje{`lrVa6ED%3=F(rTZRp&B-#|1OVF2w|1<(f z@%??ZoTw=5Za;7@p^7z7OMv!XY{FEEJ6@}~scB<#6Yj&>+FHmj@E#v;Zf+)um_AaN z5Ey)HNGf~WQ%fuS7^hy2Q}8ilkCa{A^!MFkA`~C4`UqCoSdAy*e%(VSwX~2O0o)YD zPmEAt5J~MD4>cAim$U5ltVJ}Fmk)!qT22TrKfl+Z2k^4MWeWiq-oxxkd-HK;q<Oi? z>F=hzRVS}h%EeCyVb}LauFlofB)5X8)-0pXaDEWq-#!*{wKw-MR1MNBGdzq`@UVoc zWQ+y#`$Rg)J9n$MMag8k2#{-+vscrO8rD__?vEf#h{izP7hXOb8lt%g+hSl((aGCK z+uqrkhZ+~NY3!2TLS+S-kUo;8vET-0D$uP*?N~NGl@m*mZ$+B>o&8BbdB%04H)F8S z_lb>jMcoe*D}e_ewh$3`Rb_|r@RQ*LF-Oc6RvP5gl-V{DF+Vp#Ltj)?c^%qEK=ot^ zw<Qnr4ucaCvZ#U8qtZtkt62{yr?jT5Po+7>`04R%X&kSWGukyYXm0-N$^&T+wz`J9 zTAAq6o;zX&iW8CLb>v9xix(z~t`Cm}T?HeTxY`^#1bz=raCTOf!3i$v+tci`)H)8% zrz~b~IBB%jJ^6F{KngQcb{HQ+2XIO+L)1v}*FaphWu~IpulPIY?;mSZ)8r>y=y{zR zud9XJk?;ZA3v6BV@YC!!h88kT&XeR+xbqB7w0T=dvYF^TBj+$QoL^!j{;1?wtxOd5 zPoF&lTkIQ_)%>n3RIc!rm6~iojJpT=LBk1r9=nYEf&#;_Ao#bSi1fhI9b`No#z(Y} znW-MPj62f3_nC~(yRMORu}3?vADb9*P%D8Jt}Edna_!*gxA%BNUUB#8+96FF)_V;o z`IFPqIPRC^rKhJ?88Sq)QXK~LO$?-0$TaIVfKtL$J$~hv<!YvhNKw(#t@UrkAW=P& zzH1_q6|I6NIYr;>OP|?W6cGs`F*4Sz5C>wF&U{*mdk<ZS1-heoFZoHAF7&;~<sc#Y z)6r8R`pxlCzIJ{%8@!%kW=~&&4T9<zn=vqEz_idG%dUEb1QiGa0ovt|aYdxZ4j)F9 z`7nno$^QMjxHL$#d1h`MH4rPvJrO~U%Jhh1_x)-7#vnA|kY>(Ibpz@wLtc*}8HJq6 z$~7>j&<z470?j0U?97O^%b}WF?Asu^Z2qK^B%T506{sap#R3bH4lQzK0^c&_m5#b@ z{u*5Gdnm~udOPRx7CY`|PYY=ij_}VO(=XA;oqQI}ERvUqwGq!6kTByD6Yr;_n3<a^ z$jdKYs+k=;$EJnYBCw>w)#}jI{#Imsl7*#Puml!g%x;Lb!VJ9`*x)-K&+<v$%fTOg z>(&U+2cYQm_4khl%-6y@d529VZ~CERa^w=--}T{o$hGL{>BRwf#;Yzp%uabdOuid2 z@AqP2=s^q@-R77!jm8k%moKB&Z#=Tm_wp)J37omq_~^_9EOLM+VZe;Hqo5p4KduH? z1}%R)LcuIX(*T>H!An(~qpC9x8qk71YivA(a7RP^Gel%KBD>*qnEw8~Tl^LJZGSiC zgH9z&-q4-MQuR4A1Y0U3c*GYC3n1iTaRn!x_vISqeLh{Vjn0S0Kjnb;9@3vD@Tf;a z<vgxR$Oyq3gR~YlQ7D`B;gW{^2#HC2@mk2r!DSu*1wLLX^mb_Oj*N~XoMH`6OJZ2J z52*^N^zb_eGc&fE&8E*iEZLRMXz8R#f5k>`@HuD!&)_uh3DVkiR|eWUNZ#?Z?zNE2 z7(GN+n58eixN?FqB$N4#T9th_?lmx!`Z_vxAcce!0#<W?p|ldxK%qjjfM@}|2AH?M zzdUG7jjp`iJS8xmUsC+=*0bIc0qu{f{F%ULSozWX;V7)+FkZ9Co@3cNp~ilr_hrmG zG8e|k%bUA)6gWP)98xw|0$5{0c6K&&Fo@^|LPGDf8lvG5f^)m|Gm7_F;UT7b2?<aI zgWcT&<uU*(03Q#~XxMyBZU8|j8GJF^r=v=iN0>u|KrsBQDKq=tT4Yc80pJ7ZuYo@` zD-fzuE$v0-nlgA%y?QH0uuyZRSOy}W`rn^-f>?(20zOHBv+D5hL5d<Hvl1ouK~FK~ zkb(jS=)|R~HU0@{i;Ii6-f_wyN%T4!+hDNwWZ}1!r&<W=12Y}~E1bAOt(o}ic+qgN zgFOJ__3T?=A)(n#k-d@IZQy``Yp5!4t<3+;4;&!eNdOjMVkTX$1AQe{2t2(rIhXNX zDNT%#N^m`%GsQ*+$O3uPes}q_mDVPA<3(o@STapI5buM#YAAA-p-7aSH9Fcp&~!qX z1YTj1tUFsp`54Rh7o*h5Kd{>K@$tcD>Jn2$f-!hF##tWVP<GxE9LIwnBnG0TAL)xm zO2Tm+BLObxc%V#2P~X$5g*POwU2+dmweAz356xIaiHwFCg2MP@Wa4#AEZbii{0cu> zIsAzO<ono!glEW-N7aTTKjd)SGP~dF65J~O3O-0Qy5)&+fIVQ;IisD7@fRG`$R;G* zX}{>}8-3>vQZV!v2KLc9Va<Yw6TlY!U?X7+$l&Wmtl*qBYF5k^NUdC~t*nYJeJ~<D z-p%6hVCYFZZ*93Fv{%QDHK6f>nq&;bQnOlPS89WBrWthH@Q6hx<1dhJSoOe>P_vBC zV~^uk8iz+QAwIsfs@SCc?rhqX)j8J0uI)CSo`2^?r3isae<AG78<#EEeF@Kdq~qd8 zb1w}Wp25NhJbm~j_kV@fM@$lrZ*~Iq>H4aj$%QfRm&1{67S$o?Cwr6ICvf>AZ5D3l zg-eQ8YHob1;BOYs$jE>@9B@AU9AwJpdI(@8tIY)<1zZaVua6=x;NCsPS<BELR0UX^ zuvwvFl~m2RWSEUbwZN&hyZay)SMZ8U1&RXY9zJ+SkB`RKO4j%Bc$%0b0n&%{4S`?C zEPejm4<Ca=glp%CfuM}O?ntCEgu9qFW@v3EQP$Gx#H!`u8=v0(By5Z7_J7r2hVv7C zaAN`u2#d_0A#+c}u&B0j9nUDOTc6Fx1@Jma;<zA566b6pyKWoN3>>{L_rvE#tQnFZ z93oK@5JmKsaO?>~#n#2^yBNQzBD5P<kBf||&vNEmDy`^Twlr0kgYK161?kL#jYgGs zu+kZ|U-1U%2hq!L8|FUL)IY))(Ti2@EtY>g@B5?FC$hqmq)U@v*qj?KPV?umesP|t z?cYYEfB=$&uf@gnrzdEuKYgdo-x+uZ93A;PzRl{@JR2k1zWsg8<<qh1@TA?GZKm&5 zL2xU~?y9P)E9?Gv`r(;|sRS-1|H(^x#cdk$_jyt`gBp{M4I2hlb9=hii(FIJ&wF`| zfuDEo+#HTjZuYLc-Y3dGg3#N<eTBVW{A4s6)(yPnU&t>BLR-=gPZ`PN0*SLqG}Ph4 z9@K_+BGcP>D{}XzHEbabCjhu1Jx+QN(=uLhaXpu3o5UR@9S8UX9w74@55}w1mP*V+ zGk;1$1N^TKIr@(gEtp%s%cuXz;&t}C0Ql-Pd<HN1BX`Zv&>Qb(w^0dL-RGp9mdG6% zw@SUD<C-(!j%qSc3Au{(RW~*B1%@=PEVMEMM0yGYyVvS72@ME-v~wD|zv)(<u>djo z04bwhjjVF7y+L^|XZu_9aY5xPG70}6-7`zY`sK%ut=9_kxB_p;@69kL$*-x|ca80~ zD;{L&qZGSV*+#x`G2(#p@$$lH0)aXHOr^9mjE!SrY#Mf{Dek{BcM|vRlj%(5XdoK? z6rr3&x#2GPEB@}?KOaNrRJq?^QU4mvGn=KUJ%w%MNt7jESHXm@tnG@|^9$2SG%rq) zhWE9EHh%)Q=)>E$e=s^j72w|69>p~k#4boB*ipT3?Aeg@y}s=iE8h{pFpKtg4TYu_ zE)nlx7LlO^etOEX@^VNa8Q-50*@K7MRa8d$`ucN9x`#tcn{Pti=~anQ64VCiuhr4c zkamfwhX4MX91+vkOL3;qOa@CECPYLEFm?b@2KV+wH~F<%(djR7y%@UWZm+#~l1F;f z>=agVDr)Kho-429KcL@%JMhvaND~4OGYzpFo}nr#Dk~9)s{~5{Y$F?M*$X0K=Cm#7 zX<MVx!ODuuZAD-)OELNJV;+KxN*7`z<FMufy$Ol^-#_(#-8SOiRr}Fl1o}OfB1h>n zoB3V8GMQ1cagI3ra9}`In*QY21*$kYX5GH6iS)*lvzdk~sz)Jo-4oF|(0@zbxlgbO z_)B07a7s$!I|emqi9jf@jRDyzH&r*i`ghaMsQ%#1=Jhn}?Ct_)bN~L^-kstn&t%Wi z2G;UON-p-FI-1Er(p(~A+E1uTYg*uEq{2wlP3atd;W|L1y)QR71Bd~2c!K54e6jzf zdFm7%wCQZh{B1jQcgb!CM+J7m`tzSigi8)R2<spgE652*$Ki!_YH)i38&UgOXbHe) z^(}eChD>w2;`&NR$f_4ipJ5${Ij1``;Fs5afEboIO^eO*83%)Nyl8--|C4N|PE3k~ z*>wuU!`UrH1#RF{IN)IcH<rO9w1`rK0Ny(Bn<hezZV)2|v_a+aM^O&SLav{$EJ2$; z4y<GeZtm-^in;Girk>M%#_t`BJ%}Jb&EAPR`STwe5Q?pSXa6QPEM;8Q#NUNaU@bpW z+(u$!Z{LqsfG>|#!vUXFoW?SQGjMflqf+HZ&ULKemoEL58xJf8RH<Sx{&OU9EpdOM z0^wfDzxB{jjQ8bGXfR?zKfq|JzF$=+UKASzc*Ve?32$1(d+g4MES~qJ!c<1XplNF@ zAIClJKVSQcB@6{2ov@$bfQdowGVT}T<~qO1W%@D(NU2+Ktt_a8Mh~aOYF^<bMwTS% z{kwotdba~vhLl+zy1NMpzIZU;nh@*`0i@|SW{Vi$Rci3&$*GPsHK7Y}T|{Ljrh%Bj zGE!<^|L2Fo>KAjhU>~rMh@;!Zfw@ZD38;;Mg(}oy97bzS(OR9!)bUbIY^~mZHv^2W z=26x@lTnst#j_;p&eMR6-xs<s|3q!9lPtNtAqZnzbT6taE7@^jc;q^{xM=R-^474~ zmZae4fsqKBWo(lzt~FJ5r<QRR!dpLs{gJbni$C9~?iG4(QRR=N1v&x@3>Y8@Us~Ep zL$k89G_i2$Y16o#yDq)%ZK7{VQ<I0TiJv-8iSBin16JB^lO1t*s$(;|{PQPzyB4}p znJmQmcOXYgg@x&Xqb6S;HjR)N!O~Z<b4P{cPRrQf=irM2#)_*7`ja^Sc8Rg6ERj5i zUykJhYk&TnP*p8?^B6=3+uh`|A1RT!*hYNh&;|QH<9B1wJ=eX3B5iJz2z`vw?B|Tv zdXHdoMMdNcKpJ+>s_f58hq8|!KLQj&+{5^Pak_~T^e&<}aR)=v?8DRU+}`a-Z$g0i zXmWlYlfLnCQB!v}k<|o33D$6cu)&Zi#r|MG|EaXlUV}CfA?D-s@;8Joml$?<WSXeG zfQ=IO!yQ(sY5e`@aSZ+<s@9PaqN`i@FeP-+=FN*yLXx8$W|JsrQLsTO#T|RA^)uCX zOejZT{mcZ@22T;$>9U<vR3pbk+ni%Gco7u?grNYV7Vq6EKNxxD=;HcTmzTW>Dj6lQ z?VeiTa#~tgF#3f@L}=UDaUZ8wT`C1R7q==V<F{1}ATU~@2*Q31Y2f<rp5guIb5HBS z;~{+yagwwY6tAo^LcA7`=jm`F4qK)Y<sbgbAw!WYpI&s>^;tA|G>6e(t${VikwcmB zBtMP9%$DYRD`R6>2<*kgiZOWUUkaU-mQKmbFumt3YZlSjN*_v#3{1he4ih@#Zmy6O zZG^iF?A6+CgNz-tAhdOLElcgx*mE^Ut{rT>*0e=*O`|*?wCK_JlpT8VQVB~KuBvS% zUQ=2fN1cc6Wd5|oey8TwhXC}Eu!rE|`@qSJjra~qO1)c=|5{q7Z}Ma-?-!AYF1{cO zUCB4892}2h$F3O)8J)YQm5C)0L8}k7d=ktGHCgV;V9No33=xcc@g)%H-}^GVutV(X z>}1@FcUYCs{;)7JThEJCS)s%B6GtD>@3>@f)yZs8#3`DD(WLxZM!C7Ygh<Q7g>uq{ z?hv+(P!*xxofV)-VKqGNkh3MozDokOGq&UzUhiPyFHe$T7PT0`4Gm0qrfCy~NCey} zhHN`Q9=nEWR=zC)&*yC{Se7+-{nwXsHF(*8Ai6f&9}#|F6^KFt7|<Enl5BE5W;PPk z<v2)$w7|vNDhz}2<sUfP<3H<RKa3I@I|VF41N!iDb01$|NrdYQ)i2(EvwskME6FUV z1^qk%Vr&K7#Y9BN=$V;MgmCN-c~n_&`TLlRthCnG<Oki>g?0i)wOpoXXlgZ@huco2 z`h8efS;-{+{%@@XqhAE@bRWbTi>5DHQh_M)+{d0G10GH>SCNC08>D|0v8H1ygXk?H z3#uMCh!k26de`A6_T>WD<DvBN-I>@`nEY5d(d~m^XRAP=&?7GivNv;R<I%E8PGa(a zh39P0>gX{mHQ#(Q&$qJ~h80i>CHbM%WYk5+#G~!&yNYK&inSh(datQ)=w@<r1(_Cj zUG4hj&NO^F53C}ret@-M<tfHeY+Cvr2fp>ApKOw4X}JzR>St}-BlGVniIBIuRj!dQ zb7X#&d&KTyWb|H|)@?ON!BaeiwZyw}nms;(i_+3@Yh#TFGhi%MS^xd}H}3waF0p#U zD)-?+^Dh{hbh^8_y3T(4_6JQdC?bUT{A^A&ioZgJ!}6G0F(xDg?3QN13EbOpQcdx; zSueZO7}hW}gSQd)#XyGLWivE34$nu2H23GIF)<GNobr7b)ImSHn_n(yU*i4cchrM0 zy$g@x(gjr>#nzJ+Yq{#(lsPLoiUJrf_o3qDM<yLla02bQ{q61S2)qXllqaHa%edt* zULSO{6-!d?MF|tF=iOKU#-6$Fv>7QO8bTp{U>JmTaGm(tf6ddS<2pwx@o{vY#?yn6 z-pVZl3p_>lC?dM1?pARJt2wVSXGI%c^f6z8=m#k2Bx#qs29qAO8HTRK>h<XGp>cys zrr4X0ifIMs|IWis=XV2^!L0^nW>r{HpJV!a3@bM#3F|0Xv$C_%P!ztMhi4!A(W`;* zprg11ON&Gt{4(On3%IkhZAc$4CB?EOaCOva_K4MPd5!l&yxvP|-;FeBW-Iv3#lHYn zsKu6##v+)bh>b(8wU2|7b4(T5mQc}nd3y)0FS~RL>#LUapJt7^Kj`w%;IPo$<YY9a zU!zkF^XF|<FwVikXND+D_J)V1W(P_x)-W*ce)MPe;OAo_x`q~~+sfTY@u~V}U9EbD z*{+MrN*kPxuqDQc!6GvUG~ii|monx)y0O_Qwn=nHH_oH|jmMDG-u6eT5WB!N4K5&X ztefd?UYHKv@HVv(6c7{ZL5~TItgbF$F)`+dR;+vgY~fgZ8?Ud&^_`r|>ca?;c<nJ> z1}x+NWDJP>ZU3@#LnWiQxL8Ol^XXG>R1;V$4udYdm%~6tq5lx0cGgHoCrU&-_S}gW zTvRLuw7+H(b=xv8oDNR5vdBb$J7%$oiD$~Kv7^_-O~G`>0y=cn<GFIV%8)!`8fRs- zzxq99IM~Wg+c`i$09_|Gy?Aym<DfvQF!!jb?L}E$_8%yh;NpLW)eb#+Qy(K>@c}&} zp0h!A&!=@sIhNvjyQL|C2ga9;jExzbcHWU|D8z6ZQVTWiSVN(~)vu^1)!aSAV`NsQ zvWgUPm9gzRf4&6dNul^-;E#hWw+`qk9fy)4COI`VH5sN?^R)A4zg~qf0(o%d*fc>n zXp3jeoD!Da->|lmkpzDpBm1B2y=;tL*ynl5E2c(<a<ki?<k$U(B>CXOVWyTNCg;O$ zYKGG@@X}Au)D$7suK#I<J;}}<P8rYs@tI>VZtGrRA|h4VFku-SltCihaKf}+Om*Ec zl8D~>Mrva~LD6<Z>0gE3x+>T0!$5Io9|J3Eu5Wj8L4gRyTX<HZ?t<uKC`G4KUd9g( zBwS~n^;b7hyd;R2;x^H`W6oOwgX+4j{bIDNdUCELuiW(Se?QRL=k)L_m8%0E(O`{J z3xVV|$fq$><T2k<WrcQH1v*+-gGphb%m4a<Tf-){fqR*uLOWAdk|(hCcv-Z=14vX^ zCv`3RnV!Vvb)dh;#bt{w69K|7-2X?xOvMG0inRxgaa1no(b)~}$KmxyTdd%9IeJHE zC|pDWV;TDnktiE=edkcC0wMoF3gm{MB*)3j7yB+PA+dvw?#t2|`Ug=KhYG(>?Dl6a z)-{cmzI3{L>Th0sehyjQJ??yE;T7!OvEJb38Ntf4i8~BCIN%#UfL-04c>|k4$Y@a` z;YTn2`jx$1CzSk+elXK+=u$^nHpl~AI~nIbL@9@GG7Oe~aZ2NoWO)7hw-ZxI-sDtp z*LFe%y>y8yeQO?fX3e3M1g$~eT><VKX}vs#uh@@CPiM&@DKa`5tw&mFYBbl+`}twN z36!E1Rz?jC=bT4A7m087e?<iai6Pk-X`=N^Eb|Hr(f{q4SP=M5o59ESuGB%YW{DQ* z=%b%rv#+%^sd&$VJEpi_OIzl=>G!cuh0lKunLBXWD=&<gZSFc9-)`*ATspkEu;Ylq zf3?u^CTTfG?xS<~2D{bMRk=ayUk@N?N8V!=0~lP_7$BfB^~CTOONu?qH1-lv17%1A zn86}ZTs)7?6UI-g=tCge^t;ilmQXx~SX+=6qg3_09w-rN`>5^d=cv7r6*8pa%{RNA zzk1L?puXAsKz{JSQfk}*DT0)<-e$nnbwN^bglj3Od5DsV6CRuK65bF7@;BeTWXUZn zlMHW^WSOnV@{b);$vBS=6VBWdk7M-cmdm@6R|c)bTR63}h^ufle-bB@pSJ}a`A7Ft z*Vd$DiSJ`rCB=t}rKp<?jU}zDs2iyFzuF3y@T}_~L>7zj#7kEDcHHT?8{3G_KlSJ~ zF_V1#TE~X-;*#SgiQAf2)(N_{#$X94dwE|6eqFo$ih6rYj{bf1qEaFu;niDDDR5KR zXA`ZHf=OA;&D%P|FMna5Zh>G(_etr1hWO)$lKsyXd8mtz%StX1vm#;}@;Gwu;fu&^ z%$_?|`JN?&wcBfHxsFPS$GE(?{`EuZ1wSVpUDj(~-zD3oNflc=ojb>JZL}_RZBd)t zX5T*St60J=YuadL>fD#5Za5?_d1YPv`&g~PxWJBr54Efm6m9QQFI<e%J|<S2NS2Vv zXYby<JkywTUy86a=C)W|;+Ym0<m43Ab(YXJU|3YDVdJuQh2hme;VZVZr(p&=*|Mt) zo_qm?)5+e8g6LFWFrhgnp-(B!&tLptUyav|T@h1397lx4|BgtkB@~*oUMqc`$RQ+a zTvuDw;J<FT^~*Y_W4!yd<Nl*X);5-PuLRz$DfqsmYpSX<3EnP#B3hifdEa5~ph_R% zX7R{~ouuOZSrU@0JaNRcL|A&Qz+19xkUW^mWB4}tvnH8bDR19LzXBzhg4lQ4h~7=I zggm&n&+J|LQty=p&;vQO&D`9i64&bZ!y`rtk!*b9zqkGv?Tyc(9KU*h8;h_o4hO4T z^xDFSEHlm);q5~YkLc82)rr_+^kw^`N(_@pp_$Q@XGX&0Hq)=qZf*U^++_Ous$0|M z>+{`@hW2ILJFFSSKREhimF;QP-A9k~6yb^()MKkqtOyEP<9PV6VjjXBGLnte`+;by zFz%F|47$~N>F2R6Kdb##6~+_4F9iNQqM`yHGKehD!q3e37kyuL(RmoTliB9%b}=#U z`JzBqLPf$hBi^u?F{8S>v75ui94&Tcj2WjiGW(!@!QD7H>EP+<X>M)~X9_;XXZW-e zdOJDIG|y0IeLXz#ZW|iPu4mTVKMPH_<o{fO(OB?w4j*OV<M$gJ%wnBtnyx~xQ=1p3 zIu!ypBoNz}ebV{u9;Y6=mDw?-Q~vT<I*qSW4_zdeawIh5o?dydK4)5K*xA`MUvJ;{ z#BBBQD)oswBn@vKU)tJ7P*m)#JMtiPTe|g8NJAlUou*!$Ys@n$DM_b&e5&NI3iukX z)0Bt_($&^}%+KApF65f^g_4SjNF~M8Y-tU9Q?M)0o8{tCj(@ieYo6l%o}L~tY3TvP zmb6dkdr>gO)87pFP@6A1{iS)#tnNxHl`C)4t?kA=4{bQUt4ChDNwKw*miXa_57oC} z(uQbu_{9jug-vTqGC@NU-U4P7Dm@Q>{>1+v^yZ&Al5IQ(MH>;ZWO?upq7%jGfBg9Q z%PGiUO8#6o8$m<kTHNmSRkfS6=Y7=9iLC6|^i>f^-<QE_@-1_y<s3<Hx^?|kxbczP zQ>-WOs-r_+-%_8Xu<iVs*Wm7zU*nH!EV?J0eW|YVOW$(b1KBj9)h$F@>=3s1`*+@R zs+|%p3=Wby_rrGa{M`C;Y5s@?Z<4t3VI%AxreA^A_vaUcZWb1>O(?BBd3c&`Z&-!f zr^(PV$rqKj--gUqzxHnXv)XZhrndINZ}D^I2%N-3M;2+yvu6SR^7T!U*8FjpXL)Q# zqsn0w&61(6{An_Ps-HqBf_^<V26>01G?oUU8sF_B)NLAXmDHY%2#mNcc)GW6@7$b? z?KY4GO|CUH<vl;N@Ao><Xq~&epx_?e!?+My_J&WKoX13yz%5HxE-4SGkO>UrWbFL) zsw=L#8xenCHFi?D4IL9wyL70^_eMOE*>m;3TNOt;cDL<p9p6P>GgA1W!GX%_jKUA| z;2#A~`d`TGO?w!Uz>(LTuDtk8-m+TK(eYJnfQ|tJsW=zcV!V1+A{OdHhs52-#A^e( zc9U<@Isa3;>!FAU%kJG-0e(ms$!k9O@YUp$M5=-mVK;q)p`o}C|4eC#&Dc|0|79Dc zzo?hp)|6`fB^3AD+h!P~xKVj!bNXEuH#rbG8{DCaK^0A5Q@-_oPa@(}S`RBf_W9#- z_HHZL(zG%+{2X3K6AW@XI^r&^GlEz-bP%{aLPv*~E>C!?hGyen{-uo<t`m<>z=Qtl z2bVbgjvb4?$C!j0#FJ!cDl1_Qw{JTpWc2Xh<v;ElE6ha}%Bo~uUId$2L#Up;ykgQ$ z?H9SOXcD?Bn@P`0MG;XFDLKkfxm}vyeR@+S8(p7Jd@FpO^ra_x&p{Ri1#%n3BdlSU zJ3<h&(_enT{_Ki@acZ?+zM@G{QN_N5&0o{^ja=A_bb5DlSo`GgoS57%cHltUaH45l z%_;*==o|l%R~mK<VY>fD{x)W2V;C!<?3tOEIQ`ylYGy`5cObou7}c<I=fu()Rb$>~ ztt$Rw6ot9x|L`3+AiRfy<=NX)6Hm|G-m$yH-TdH>{1Fp?DSdAne0hz-^W5{eAp5DC zv=#gMhxW9#LP9H6&nZr?wZng`BEaR#?84mO9ofJ`kmLW|x_NY~p*4d3HvR69`*OB! z+Uh)nYh-(De<M{KTwMbN>0lc^*VS5>@gbcGK1RQPKLm9TQ&ZWYVL&S_CgzxKHuusO zIFoQ^U6`;MyE;ux7#W4jHzDEoN7BGwsp0Qgs6#k{T3%c@6v$Fnw@7xx?+4bYmUg&b z2_EknQWc7IdM~a?jy+FwV)kFAWLNmSU~f^s)!7mgTB<Bz5~_a@{Y_W06*4ysja%Wu zUnAe86ucD^7S@g;Gb4+rR)FjN+a8gF)?=@;CIp34hKs=R`|~T`{}?UB(T!_Cn>(kb z5KVYvryh@T&(`M5zz)l*hW_3A_Y-XFLx!ynT-*h;2?-e1WHKbC<vXN}c|xXc4;9*a z7S~)@_ZG2=eCDoiNM>yvxOJJ7*4ZPvMHQ;yCY4B*;BUiwAEY~dJQm5aEtz_BG^RuR zk~lo=T?r1tpE=lj1RNjkX!>nZ=`}TLwv&<`iM^cC%C@!{AtA>B_`0GSb*?vtg2?wJ zB7Tj_4J<6)!Ec5MgDVyBQ>aT^$dh$^7e2Sn-rfV-`oB+sRRdEp5jgYj6R@(cH=*&E zyX$32=<3U!o3%&gzU%ARBv}Jwvkyh+E!Ek;n)G8Il-AY;OtF&)-S!4>ELXBJ{){7F z#OMRmdov_tnog9VqgB_+YOqc4bi=1(a&B@1HL?^GuO8ff#4W_AO9bnHopoFU*i+Jm z&>idE-MTu?0)&m9$E6;m5DoQXpE2hjpmfkx(cX6?d?OHm6{CmqZ+Id(?tnn;a+{VN z2j}Wq=4_#9d2gkZh{(qofkbwKalx^khu{%TPoMX~-*M?TJpqh|t5+AVydW}kCAW); z!U0S;`7qFB`bQ%vOy>s<n3$xyohdNeep_|R)Y=+fb!ZnjG*<#%R1GbvjU2zS!qj%> zW-9yG^Y#O2AB{|_PNlW|{B-{OwM@P$zxFDh#n1i4RkEi}!R()X>cSk04{ONv@FTm` zbukf6Ok}PgHI3^f&pt(Z%;!F`%}6P1+;;l;DPAUtr6i@W8xWZM()@O>-w#5=UeEML zBsb~0j(SZ}{ul?SHAVwIV?1`#f<FHm$9j$5mKH>EEKRB8Y0I}_IAHkraC7?l&H#Wo z_kCemu%`CH{QkMQ-dcqstJVW)phhV88C#BQZQ8KBsA`%V^tgG85|9%Lig)#QjPiS* z9o!?L_u&LDJRdO{y?IOzQW0GW+(*>jky6qte}=r=MXaoTuQ@%*v>gzbl?fxgj1X|D z|Fx~YcV(8BQpM8CtHIyn-m}18?2=L!eu@4VZzlpoE|*(aejmRB(eoEt#v6P=8@qs0 z72XLP>i4(XKE68)wLhyAcu|3Aq!cJGl(twXXl<6A2{XfVPOm?{V#Q6-eII|%K6c!V zTfad*ApBcXtgFT@eu;_a6Wg#5_N=>Iqc}O;)J_rpxmPQ2U67aIkix{O`@0vxH+D9j z{QJJn@=rzSAq7&sy8T2yIt%6hQ-?sXp<fQ4dWkT__qn`hWMqVf$&QZ;ALs8t0yIfR zaOy#a?dGo!ar2|ki#P6QCw`nlo-r<x!>8*O8bin}+UDy?8z$O8)!j#nZk!Fvnx^T- zMsKwoAt|M9@la!<xZKUk!`DNmC;}H%FLU^&_zwtN9(3}36lWWgY&y(TRwQ!V(%I!{ zFC&-o%RwWwBruc;46OM#tz3mt0rSiMh^lg~P_knHm6e%^gq9L)+mQX9<)abeczuv& zP&=Z~Dry^POiK9Nxd-w$j^E^D_|%(mX8$K*9ZDUhd|wuqNo(uk;YRYc#8Df;)|Lk( zd++DfD|qMpg-I~a$?(dlgeDckGzng6(nTPwo*20N|A-u%i(-1aPmsL#dr`MQPFQ=# z(dAi>XzRcwnv)M=dVZzKZzp)xZugDWS>O}3B>6UKH>Gd92Tp@H{=uRcEv<WU#^a0A z_X#$RVORc4Uc7kXj@=K7NY?(6;<zNr+hh#4H@Ml^-xQ@TDxGT>%{YE(frRjRV#+^) zW~unHyGZy)sefma5gh=u5zrRrA0)BR)zLwF7CUM*3vzB#vR`Jfu_r@+YzYsV|5vqZ z*>7^Lz+h#xlu5WZi{_HzC4ajyX~N9lPQr9|Tsv13JNyslD;Jrr&sC!uo)lipTU!4n zE=O@K<M^lV2kDBuE|OkbLbg0oJ@3Waeo(AgWqWw^X1?(HawG0d-Mu-n@v9q`U%Y5& z-G1OyXT7#AH;=7jn1Ww#1)|TJ+oA~KSLCaF3pdA1MsBM;tE6lW=3-NUcK;g2Ev{6} zoEUi8CPD5D{;itUJmzvFw<01QhxPHeu?eA}Ci*ut0=+wow6r04t~SV(=H!GsQ;V13 zedTmGRhI5vavMNlJ=do9hV?j&RoK7kPL5_zzA%BU<)r74z?ayd<0acWg2&Pmx%a?$ zo$tYk$(E53aguFI{imoK2$6aML4Mzivo1P?HQN%V-+Ho!*@lNFmD*$Xx%P0*{mT4) zDIcN!QXc#a@41)QS0jV@Xj8f}b%V}Bi(zJ4x|NmTS5Gt}3lH{Z(Ug1fHOmHh6fHtg zCea)wvAP;rd3a*Ft-!KN;GDs?iqxY$1f93fbkw#--6!9^Lu6J!y&HC^*W!2?WHGU^ z8Ot6}!4Wb(-#mSgm*KXaKx9P3ZmJvdGQU~#WN3^mG4g^u8Om(Tf7Jrs8%>B<zb3r; z-0H7naD7{nW%X09pL9nZ2#&2(Y;p*&T*|X>QFTWL9HAf(&yJiv^vJfm=I13vTqxLk zwTfiu@WX!zdnejpt~cop@bO{9FtvI5W%Iv&Wy+&zH<{q*cDHXQ|3*SmMMHBCF0P7- z!aDQ+)rr0J!y@o%o#M`!_tj>(3H{O~%HOJeZ95rhI4aW#sS2dWJVe1Sz0jYY&LVRC z8bXi((ff~Ro2-J8>^i!kkWt8~TYgnb*C{`~LvmJKP@Q<+6Ck6A_qBgsGCxb}K9*iW zzkR!ZLDAFj5K^k0`X<gLvz<8^F5A6)*rXuKDVAy5PDt#+-Er>KtMva&vwl!?&b*#v z7CsKO7;b*HDC_qrVW9?*oIVGyx9M&snex9qeL}+VUehBP7O~917os7`<z|g~A@AH) z`HbV&|NMc95YjVr*z*gucHmnMD&JP$@j0_n1q8vUeY2Pr6A+IR|E%16#BYc1qA+v= zj@O~JBkBeOFV4td<pRY5b6EWrO5hj1V~j96kc<5-)lFf(RzAv9;{ENsT`fHl`YOCy zX=dKzMgyDB20;@>63nTn_@Gd_1dV+NU@;Jq`*115nEW4dLENgCv|3U^NGQB(YF$rD z`ECXcmw<o(I{zXfkv(7Vf>@NjOm~I8R>?;`d4v^3RI!e<A*)ba2jgDNusSV!qH<{$ zPf}dm@!4=rZ&oaYs&W480(x0l)J7>Ah!6Qs|BjQ@th_SvfPgzXX81QwD-*6=#r^a7 z#dUc<c343i38D1exHy@2nnJ={jKEjs`3Fx=|6FSR`KhG*@qP_r$;IAhg73Pg66YZB zMh}Xf2GNj1h?rJa59^b>^=mxHy19$<iNVIYu<!S#xC2y2fOOG$pdpw?BniH;AxH46 z6-7vFhOUinYUbtBpWG(q3S{ovv63|dyI$&!5UnZmL;I-N!v#-&oK$^&fJizVuzeZB zH9%Q)P2C~qjam6+VM&*-_^ygN>d)&w=iY`zFy}wJ6ky**U9%<sK3<h41G_3t%1z@l z-6pY`Z=HreOWvyg+m<4eB$cgYSxF4UM9y>-w=@Y;fCr1=+-Sq4jo+ov%%JQ!ed>)> z>Z0S(>ZX)}u%%zWiYuvAbdQ>vvVNWbEuKDN%KX6t@r(TAG<VPV@MDrgHrdD>nc`Wu z7RDA_kXtV>7@Y98;C@o*&6_Yz;Hmd@ev}D8UCRHr&S?`8m<o^gkfvB+VQ963f_&>> zyw<mb&_mvo0MNH{OwD$F*uON5F!j2+Cq<OqDiS6rde^n2vYHaLGBHu|Oeq&W7;*`! zPUugV^sO-?K}U3M+(+%2WnHB1{g}9=o*Abw348Gi+*8(^PsvaSUFTe8Qloy+=j)!` zbn2gr!a8t4Ee@Jy@?8uJi%4iD$|lYY3`0r`#bJqU^XzRxz%pfQtjUWKEz7mvz*}7W zg1OgIipwRlm*oxpDTPHvvm6oge!@8+Tqis|2cmW;!H8MiaPOQ;DcAmAouV*Xh>S++ zN6P~O0+2oi<_elcWaQ+aw>+xZx3DnsyjbX6csrmTGyON^>5%Juc=VaOxq}051*tN9 zm1ci-Q?cj;%ms)-!z@LGy(>%{9G)2bGu&nj685#>Y4{y@bu9OE-9Fl99<Ad+UE^+p zQ~*Y_Q0kRg6L%L<Xy#*X`g}bBx1e$exqcTtSq6{v1)+^uhU~9BR!61_9{w)(`KD*Q z+H=e)tkhn@77Fj&W^f<9ucId~bYmBmUxRXdmm6DthmhppJ(;;tqz%ICvWal*E12z! zDFm$4JYJdPyz&znINPozGEeuMNE977_3!%kzU1$3z!M`wbB#a$rD1-7gp7>)U>?)` ztCpu{^Nih$?;H*|yD^#~^KQ?<K(l9|al5BqZ%;e5#(c{$m?27*T1#4sK2)N=CRaCp zF&c*G09Z1h<%zy^E9S(tLen^}89kNx56T=@Z(W$Mu~p`Od;wI%f1|P^$Ch#j_g>vL zn9pHmW@5Net`YP0QR{jvPe|S79(MVdOy_sJ!H{4(%XW5k0Y{s|{xU_?o|iVU%Mui4 z$3dg_Ly!`<WS>03NTu*lzSSvd`TF&nb{9?@IFR;IqkkLe%VW|WcN-o>t4K=`gPM`W zNW7aS&?(HiE$><MZD5tTpgo0-<MX%T3#$binU#mz?wrt|?A`&pgMwa+0=P?I`d&W= zjOx`qi_1HjX5*2b7<3d{iK9~&K28CjwJ_#3uz*!oYYLk`XOjvLV9F~jX7k2XhI7eH zO+g$-J9p6N?X%x=QU#XUv*EqUFrVODN!(*d9k!~!QFNLnJRI3w2xe$MY;!%GQzw;b z@7`ITP!ARKJvb?&8u{h#+`5%xTF)mZCwK5*R8e`OI5iBwli<DPnahD=b9qU_a#t1g zzk5kq{m6>BmFWIc!=^{??6;k0%d_!yb9<E(+;A-KfX0jxRt8EMo_H-aZhe%-8oaR9 z3~;L7;C@rt=X-fGAyM1&jn9zGAqnc$`SyWaquI`OifTU|fm`5AW6kqM@MZQWDdLMD z4u<%<w^t8Ib@*IASF?kz?&F+sZsPKPR?^hakTJ1qWntk>?6ba=Z;03Wgw0SD)6|qr z$mr3(L<WNI_nb7u?NX}HCCU5bIS$5e9qi(Eb7h2H13eAMiGz=&&yeF0g{&k@m#TIj zE~*|j)ervuRwBUn?M5Ks<9SXZ+D87d?hX|-fj7?0>8g)g@|{=N+(Uo#CaHeWP0o0_ zgP}|=GJ?7E>XH45G4<ZQZGD+DqjCO>QTKUEavsySMQHHCZrBA~(CTVY-4Vox_I%lS zqiMRMQ$srK<JI_+c@u?MJ$iY<tY0D`7T)_AeIpxvHJ6bgE|*=WI+68I<#cGM{%*_; zbB}-RE)ywpjBDVRhb|n745Pbx#o>K!34+sSES=)K)}^y_at+S>_%Tw-BPn+0KgV;K zsnnzZ-`ce(!LGd5?Vyaa?m_*Vp?MG2`oT^a8cOKi_&Psd5C4F=Y^=JOxp0?#+L30^ zU?=W0s#}<v+ka9C+?08c>NB1~rcX!xh8`L<0?IJG(=6mD=2PVFsdB?A30Y2zR%UqA z|0-@>-M15qUs2I;Yc9yt!I?@e%aYBhzKIEWWU8L=y5YYnQE#NCu<&wRhl7r*(9)0U z$l~IS@x`fEk58=I>0WQ^_UEEQb#X3FO)TNg*D~hzlKM;UJNhvvmd#3%=^IOt8yyeg zQQW7mFCaoj2nbMB<rJcdj`j|r$7RTOGKM05i{grCV*al2$i{S|qvPRB!l5d*2!7QQ z7*I~c2m7u)dc>Xi9Tg)%X?=z#DxgHVZ;VYgS*LAdLrTikFn(fosVCW~XZbaUX73AA zG2%&$Y3Qp7>z%T#yS$6)#@KyIHz<<Zvf1y?RdXo#>P+;V<|!=HjC)_-6ZqRU{wbS6 z!r?1bg7d_`CJSc&9V$x~Z*<p-XrFo0XQu5->jpbXmEw03zeR6iMRrQU?Ma1<y<{@= z?b}I8h)nBz9?5niiG`ZwnA~>T9F!uFDZYl6AG^G1Gt+KeuZG0dHE=W4G2ZVz12P(k z)swJrM9&wT-KDh+sNX=hu2`~h!4Ewj6Y#6#JeREd-Qn5`-Yr!=NI`k_%-fTJoSKi# zo#meMJ#m&4zUC*gi|@ak2_N>4%XaG(Wpnwij;*Yk3JKysxW8OKcFnZh#$8vA6Ye}Z zUAle?N!w6oLH+CD*+{sC<_ZEC98A2&$B172zB5PRk|N}6!)*0}kC$<9UH9{f-C6q> zl6Nb=S8uwHuWH5lo%DVU8~qbpk@}XU6Pb38@?sgXV;75J-40eTAM%W`Gpil)7*XbB z;FnEcmDLd~+}KFcy`NMj`R`kWoWo-*Qq_r$K<0yH4(Fsos`T!e4f8iS%bVC!bac0l zRlK-rxm9-2NyI#iO=8j8v+sq=&!pJzJM5>ScWhgYAN5XLSXhwhw_IG?K!jq}Z4<j; zGuK(Y|CF$(`f#D6^NAe>gfu98p(K4$Bt1B`!hz!wsJJ?(e3tKR{?88qN%Bky2{@kW zlte4PD0P{DO!byWTO{xeY44k+y!MuFy>`|gANKhpJ5<yfwRbVmvI>yE<r!sNEn<z? zB%oJNb;j&s_Pkmy5<np#m4oA#--_8qL!j`y_k|1K_!U_{(c&F>PFL-BoO|217yf^* z=p>Wu-05o2l$4=pLS}0*kou#qz5T?Upw~J&0<CWL1M%|PDLlv9-c|noL{VAg<=d8} zn<Nu~<$>i!0|Gt`A(;d0>t-`z+xhc%w^1`?^1D9L7=rq#z_rZyHd(+gI|N`(mMrec z$Uy$g`|8sH456iz1!w`IVDcP$dV5ZnKKvFRjU)AeWp>}M$Kf65&ZPT~YoL=O=j)5H z8dfQ%yA$D@j4W!@Ll{NF)~4CU?`mgTFroaPK6t;A*8#U#ej1Z?&e)fUR6^WEDk|bG zciS?VOyf9%&mO85%PU9|Le=$5l2>VS`Sjz>A8b1JjzQ0CXt|D&-_{@NwFjI8W@Zs< zS~<BgBA45r4~mzF$VkHrUl2O`u1wuA5$D_Q+Yn6y^ggap%SbJS#29_(7etk3iUKvt zdQ{v5z>zkP^f>UYvA;hqwM9@&%o;X~Zg!Zt;C>mchibbueBJtQZ;_>f+K)Q8w1-|v z+oQYt+mdJrz<A#6;S|KR&&tZ|9@~M8;`Rf<1SG)h5m3P%MPgz%drl$oAMd<E2T4=d zWQ>cgu0VY;+hO+j(Ic3G9;BrBE6VtM-28JjX!9%vu}>P_ZzFw?7Kl?lduE_`)*~M& zrxOEAZSftc&7YtGKgLNf-4-GPopR^oN&3*>#v<<JU%!X|G_4`Ffoi#-qAML2D(tpf zSmwT=G)mX`(RLDg3!@G~OTryK>M+Y{U%`hvca&vGG>cxr=pjJR^xLVU+nJc{Uq8T| zdSOERve$01@;Dhx(#bN~2WAf(c$uP}UutEx{&CWw>gtt?hl^gOU_5;!9md%U#Rvzn zs`Ac-I0f=kt|gE!4Nuf9D|0KK6EQ9xS~XC{+%|KZ=ug0iaWepo?sJ@0Iy%(J_0jwx z`NDH^Y|C6L`AP6mE4-_@UE!8-p3~)GE+<ZFpC<(SQ9=pzrD%=bQBsN6V^YIHN}ltZ zOXfdcZ)nUdyC>k+b=~)``JK`Z#qK*pmO*Y95tGxHa4;ta$y~o@cnYkdu9Fzy)-ZZS z`REO-=m<dN;1FZDop<I8FWalAy-8B2O1cJ_5+e?pqy3XBd|i)@%IknDaQROR9vs<8 zXpiQS+8wdS_G5#*`XMzYDcKNO^H!bzcC5rqQ|&mIF)4>Cm#D4!u%>%I$itEtJHjnW zTc9E%(fE4-z3b`efp$t2chqYGfNrR&*|t)RjFB`fefhn7T2&p^ATvMD^Gs6Ldt<5$ z7ViVPeQbUs>;LJC%B-wdS3|&F>Q`)GS-T|<B5QvZHhQ<zn=(E=A-A>I(f?4XHH=2% zRARmN`G)J;e=d>UJbk4Y8pht<UOfNIjbk<u%=JIAv|F#Qwk|Gu$zGJmu*R|Z7e$`& z^L|-!JKPzN;+#AgZS`B1sqzR$%Omd|qBjuxWtEz$uj*p{BN7RTk$P*<LLFU+3*0Kl zeN@ff)M`#3Fkx1JoTeGD8bsBpg&A>hh?s>A6*5)-e;z*}$NvG{m^3P=FpFQaI#a9; zs#f|Q=4b#~y2LKbKiuHEb91VzaYBEX8{1GuX*G?3!iK{@7FGK;wx6iuJ4kani&KW_ zuf|0V4i1zZh(<T0lW@#Wx=?As(MqvH<zmT=!vE@bxE>5JI<n8Iv+aVMuuo4R(O7D} z^F(K7$z`cMA~E^G7cc6hMHiZDTJ8#MJHn_+il-}qxLQS8TM0Ojk+cn;+45ZTnqIJ9 zO+|G>dviBEeawF=ZubLg@aa61+CCc!U$>YTif1BKhO9H6!a~b_O;4b}1>xh&t@97j z<SD<821|6R=9#hALldr0-~E?{85`bz8s;<Hu{l9QuXOmOpU#Rtl)71Y<^B&86T0rl z_KT>T4ZKq7#!OC^P_G!U=XCbxFKJwHrADuSI0cQaw)RL`50p&CEwM9_6~>VVywk|n zbbX|vD9tzE3^R98sGdUSZs=!I>}NaG6Fefo=@YKq*zVYaXT(RZuOE0R7j0r0hG|Zw zIkrU?`crQGJU(4q&k_cW-+znLWoNmncYxxOZdI5)uzVj4r{U%M=xyT9E4&oKc7mOm zNcWI`V2&!0M#<D)e)m2LpB_<@hIh5vzxb6W__3*Aw{IY{w1A|w))m1Fu<z=;+;-gL z$NzbA1b;DQxVx_F_V@R@t?T;8M&0_~-M1G*|Izfp@AmDyM`@9m(d7ja>%ib!l!{lV z2tz{v=K;Te(P>tNEW-#hFjrf*h_hWK9_;(r8;gE@sA57E#HzdN-baEmLs+<(uJ$AQ zWAH(|G0(m_RvB)E=XDTU(}?V|W!ZN$TJZGwjTeF1Ak$XvCfTMllbFW&l=iIG0XAiP zs$%DO&>d2W262Sxl{<1tGw$Y}(Y{QRti#W6JLg!%mYu6>9x{?4>`GA(P)WVVAfGcq z(-++a^HV|coDkTshYp!=(xZh^E?5S;$OxmU&`KW~IBiicU&howEl1QHi;{)lZFXh) zv5-X@8S2N~U-aolM@^p7`ptJ*`+h}V;p3-_i8HD9?n&FXMMCdYE|z<&q7HiTPT0nT z-3P|+J<+;x4X#5t9KX${NwU)JZ;56X5RUU?m8RUe$FRpTyMBllHx|!JeH~{KKX_n+ zZ|`o5Hu9TCfYrHox9&1n8WV+Tq~z4;B!gkP>=`GKlRkVlEwhiz87j@qSs^hxgeu<m zoSe<`al;x`-m`oXH_$d*tOlRirdHhx%x}64Pl~;L*7`^d3)-+~zc^JPy_VwDjgeRy zssi0p`8X^*Ep{#KJhFS@;};JCeE51_jYUJJcmYaqgrLZW>vP9{ZrHZ*leDvI%AB0G zC1@+;nY+&yw%nRK`o22uLo04pWo7j2QD~rxDfp<Eu&gh0J>D(tA<M%!dD5Bf^l9*c zQ~eOBjxh(}WU7iIzhgHHM&yZNGLAI^Q}Jg*hvc(zx6Mv}wmUZ-4PMxq_U_#P<7vj( zz)y4F*7Oa#63XugAw$^#^tRbEvTJu4&W#}aGUk4MY%^NW|M%{7IDI6yD$ZH%Pp72H zk!az?T`Z*3q_LE72hQXQ%gNzaBumj8w`5KH_jG+jKqHX#`upm9gS%FhV9i1TIXIV5 zHJcY3e+pNUve)O99rkN^clL8B?u(5DT%S--0B#q;83C+978GXq`$pc{k4grvFacG* zH-m}!=GXqI@|!d#gyO?)+`uFPeJFIJ-j0p=|LaNp`SVB2v<w5QJTLmz&NA>DHqA`c zSriy{tbT94CwM5pxNhqE^If|`O6`?56F9whgg0`hgw|bIXr{XrrDm~@mqGE;wW+R8 zUv6Gr>dn#(iEc4gx_#$PvFTc9&zJ1X%v=_yX8t!1CG5%5dYqnv)lw^<r^_NXIyzF4 zk!PiX-bGK)$BE-#kN<n|EhZ+=X5bLaI9t?F6I8fxmin_Nus06+J!BK;ucz0G0uGGO zlgaOPSZ1dakmuLSwWdu=L9z|mvk`j+WQoc&&TFEUB^P+2_ci*BXOz(M@%^6OyYKMz z)`(BDd7ay&&DRhF94aYEFCV27Hek56*|gZU7o~)U$G>mSw*`2@y2@J+^&8%R1^^DY zrsf^&8sKZbc~c4v62$wzmX`x3qU3aP9CDSKK4A&_xrQ3KeuIP{=K;eeaH*_PHcn@L zWiu^&)jF&qsFW&x%!3FJ=MmQ4>T4tK&r;@0KQByFu|b)=0NN~wJ6=$!C+on!4R*8G zsZ%{jrG_iF)1eIFS5&I(03*PnLx7zHHs_;|TF|8yUp_H#J%lttwDs1mk&<ndl{PHc zz@B{AGB?ViR1@uOdM?oa@$5&2&>yD_t|zhZ@+p`04))Mp{4#6UWObc$){B2eh5r|n zzn&<XQ5eFhz;@`ojk9wObm909$aCG^|Ak8oa_U2u7aeqTUO~5VB`|RMb?V-I`_4IL z`P6D8zmvJ6dc8%prNwZ{1F*-4J;Cky6US5X0=@pjW{TZKO-fqI-~93Sg>&zPPBjuf zRt%TeZ2J%xSD-n=V<?n;Ii|w_FTfn7BhUvR4`FWbzTD~5;8816)61xk(W!^W0oV&E z#MnE|N%=5te(V77og`LctFMJ@zAhs7^unyK>}2PG(1hITC26N&q>zpW@>p+g5~V>f z!hAj5&Yfj!|4}YZPEUgZYbn48n>qYJosEqdV?6sFFCQfmbC&C`!vY0c_ry@)U#Iz3 z6L#;m4s9i`GQ>W8RHmvCP<BA>o37@&msX?2->ZtQjEj~DYabO<(6{_^S4%*esqAc& z@NKP~{gV9~TbHI!YD%8X%U!F3Prti7^~;0#!#zuvU;lbAf4L4m5?s#4mS^_tD9GcJ z-GfBW?!ApY<TPmiZEd==?BG(@@(E&NVYw6#u(SGT*SPtO$w?%9WMs4|H5OS)xU)U2 z=x_i@c1$CRhT$mY%{X-61c_O^_=t2Z!!v<O^)pA&Bi7t(-*E87$}~-IJOk$ikOop9 zAi&NAtM1x((BDjXOX1S8>uDS{HR(@Uo@!&b(8;J6Xri{`L*>PrTD7k^!)3ax$v=K! z-jPGCrUrQ5V|A`WCh0}qKBbN{#)Wqsebn6Ja=s7f&<#O-4*52=&BPeN^}pS0!h%Uc zF~NUruA+haw!1s3)y}fgE7Pbl<dVj1ZD|fAn_<y=7Q)Sq+pMgd`&4Vbionc@e!AfY zpAZhSxb}$(*TK$~mL~&@h6w1wt&6SHbC>?<fB@(`&G_n?{`@Mnr?`8U>}dSGk3XVq zn_nK#a4&z&Sux+umZbIqVs;4bUp+W{5qD0cxZQfDke^JJxwb$#B5=5Qc)(H~#@WU_ zzUQEs-c(V%v<q>in7QTtmh9Vc>$=DsfsUYGKi4)e>APF127^haakTc>p~}U?Z9f+l zc6D)YdvrG;?0t3pdN?N2as0}s<MtD<4COarb7q4c0H8%?2vL7rBs6@%DC^bT*jU?A zlkOCmojZ4y!)ks0Jgl%`tEZMrVV@~7bohzb!aV80o5`%;lpg(y^L_a6%dTdqw#uDQ zS^KZvdoZP}6!@DS&56BxyBy2m>_VKFHhXWCj~jR#ctc1RtN@xFmp0h;zB2TP5Ord` zhN2+CE%q8m!zbK>SPeG<8x!^%{P|}d)N1up==cjY!?Di~+zm(+3wgp^m}y70^$iWx z0nQC0AC7v^>YS<Z+3^;T-iXBT!MiD{#(P32nm_E{w(a^teQvHv-9CQ)B*{$25L2|E zz^CBgNCTn^T|;U2v4N&0I~)yo#o#<NG%x_uO6TV@Ai;p*4BA@z0{klKur&CIKvi)} z{gGosE=9Bhpk-id7Y_wd+u&e@<Cy@FAl7SG7sD^aUYkGi1VGJ=jh_pTZL~wkp)+j= zmW~VIoMjo5BadjGSebdlbMW9nG@<av%*|?1J}xCZP`cue<z#DX3zui%G8{=qh;ijl zBur$QyAmO)xp1M?{Hni=@l@MooOP^qVADx(ab>{ai@#+bjy#=p1BQrb(!l+KNeJBY z$8XYNx9gG`xqNy{FFTypk>P!hz*l>C#G7BIwl)_!IDDLoEVU1M;UDa+VqY>#-KXH2 zY;B4Ay4<7y$w{J#T~l5}lS6(af|dB=(J0Bw&E5PnU;nvN&DeO)HJC?~^m!PW7Chg5 zyu;S|ynOe@x3`J)equ-Eo_h_Om)Iz)om#^%l7gCrV1vFQR?mY10v{7@lrUV?hSU(w z0Kk;v@7)9cy=BVlTT(n^7~2p4kT`Y~mNx=m509*8p(!ILCvW-^9~|6>j!95k3fzhg zr6$qQ(I73n0<Q7$QWoZhz`}@{Z++-oT9*l0`21PR&8gkG<XYMT9U8M5_qZ6HC#$ul zx)79<JHZJIiXd}cz+yfNe+GOz=)Z5^q#EkaGTykck<MB7*nZ(#=V)@!EMt91i5ACa zoGGIJ0j>H$M3K-O<jbboxwHP)DE42(H!ZKTh`mWuN^Q0C0h|`E(x*cSd<gQGxVY1< zU<b(Vex&B@)B2L#wl{QfD*D!t2;Ue$^V(J=8?{XQJR$X$rN%$hy(o(2=(!V>sjdSd zyK!oEibW`1=TW#XuztdSde!l@&Gx`Fkv;t#L6a|IL9u^dA7m|}{6SDBM0G`Bq5;Oe zYh6s|T*er!tY$t~E-%buDTP^V&(up;gJ4;POxYPFKg_{VY%)TF6e9lJBCIC7c-G(% z#>Y1W`vwlHPqQR$V}P%aI4&xaBnX!ky!gbkq0^opnx^mVW_*IzkCx)Vsn0KW1+H<A zJSvJ_m;eQw<~f7sTi%yy0?CFq8#=qY2mAZ)OP=in&ppp$X7IUqNGbaDW>1|zeg0gA z45K^&pO|}$8}mWd-9Dag_w43xcxMrLdva>3vZ@O08bMA@q8(7h#pvs)?Vl(J*Tk^! z!E1$t0CYit?aU#S-POe+QkwHLCAh0KS&EW6^t@8;U50n>#LuzZi_h&~;4OI)I(uvK zDtu^Iz{JGFK7F~mG8v_*p{(54+{^<GBRC^M{_Lt}m?M~*+bP%;sGccajT|kP@DqKg z#H3Ay<}p_2YPhbT_|&tM5T@GDnVQ5R!DOVbf7pLHr@HzNypDOYc9(q6>HhZp`<3Ze ztY9@~`1OpAuE8=1Pby>S@tlnqs?XFZoa*7>=U0T<BB3HC@o6o{yF5eR7RlwKhNZ5h zzzYeg<h1*8ii@qgFYgXNjMqzh^Ww*bZDoF`ts^Yv&uqHcSlFnZAxs@=+rYzC^`c*D zct71MnwPq~IEiZnGv6AZ+%liOIaMFMT}T&r5}09t>H(`8&0?PhP7FW*E&D%gy$3Yb z?;k&G6CrzsitLOK6*5whvbT(ktdcSlWzUkbqKuHeDI$B5WJD=jp^~DI^t|rx@Bcr~ zdCqz6^E;j2H{!lOpX>9!-q-8>8jz{3U|=0gK?~#Ocz6kBveUN2QRmboG0CVfyBK|# zr5GFpAS7zMU*Kd}`3>)lKNm;E@(T62iiKpIw1f6g8h+c4C`WDZ7XTr?I&R{7{6h6o z=RZ}swUtS$bLX&^UsLu~@nFzAdYq@FrR)mt$3`|I68OswKG7W&-3-@n#&H@ngfE{y zb&~zbi(&{-^|k>Q6^v9k-e7)hU}(4;A}gYtoX;50!I?TX;DD5mQlmbZBjHJGF|qk4 zjX0@?bR7BEY(^A)$NFshRMRcj0}QG4s>;i4D#v9jzVFv9?&`@p&r3#OyJR3a`#L%b zRuvktNCrBsRrtCcO`9M>Nk4y<hmKc7&sadBFeBqT#Gw*UYeHJ<+0I!3a0#XMS!HG6 zXPv9%8ytmce|}5dkXz^zHZm?YpIvF3{;CbGM|PSBn+YtO&=n(ETQ*)XGpnMi>a3R5 zjX%G{Q!GSubZ!-j((Mg;Dwtft$3y>bo7DR^b$1cLg^8INuoo3ue^Fgjk3~Jq1A$(R z<AjA2+mzK$e`5?qi@{(VdU`<VLRotg!s4udUmhDf{p#pBLWrc{O9Q&p{+hC~yrtjz zo27?XqwQ^MnkUY}N2Yt}O;CmO#0Mw^m;~Kt$mF@*YZ394b}XEjbn4rMoq{@;Hlak( z!NVl%kHPx(?rGKYa6whXN($M<1h*}I(e<C3mKaW@rSUtrUjn>&i>Pe8-F$6L(o4*5 zJ!^voC~A6Bo%agQ?1g+&2v%ieWWIfDSe~0xH%dBWU?_E&+rq+qTRtebG2Zm%R^B!F z$zz0m9-HmiiIAmTh%ea<3Qmz#<4cqm_$}F~c4#TYq?a$O1P@TA#s*Vf{e5{=!_pG& z<&>21M)-BlnjkSmHhB5>zq(B4Pbx9JEk{*5%jcxZsjDBH#1=;TN7Dgw3K}HLxO+=H z4xl1BeeRsnwS}{?@|0R5hPibxy2I%O>+?QYqIwe{d6WBiMCaWzW(;Kegh`-uJr6*W zu>xLxeVYN^p%3mqeAweqIqvEO)&$IwAUp+mHb*0t6M{ff+;B59XBU^ZdsA4LL#C|# zcf?5f#CF@*Ab7qte6}%93tfqkq2XR7f1h>AD;Hl<A_rH-rX>U)w(8Pg(2`?p^E}L& z!Bb9>h(03c0u9J%yc6A466|JYx+WAIVrWw8`LRV|qg2FnL{pQR$kUUc|3iQQRQ9k? z6%-eDgHbEcN}}tYp76Pq#(`+|osy!aHZ2biyrx4!n7NgTn!3KF9)XgCjvG0h7Kh#r z3|xU30$SR_g~!G=f}?QS`t>P25I$JwYQjVcBF5gokN#@LP50_?dnA*Ub|mbE51h(6 zMIUce-G}L`AbH~48rM~MZu_Y0-IAHz@FmA)!@<CinV+u!nKYa-A=Lf6yj=M*<!>9( zgzn!*PYC}VU&PMBA@KLohzsn^fYRU?S^b<D>%}7*>0)q37d$sLdkQ&Q=3GtSRiL-w z<1R7ox1x$^($m!?giV8tVrV?L_~FGf_L3jdq^hd!TQZs@e_xmEo%k?Vdsv&k$bOVR z;;2{|R%A%D+3@KrtWVfMz|zy#4}H>{%^{bn2xTX_b~L1fEfK93Hl}&D4D2g-K~9Ow z5*!?S^XAQPy1mY}wiPgWaqx2x*D&R14YT=f9TE!JM_2c*;Ac{%v&L60O~m`XYH8Uo zBlDnlz6T1RhGM$M$5nLpw6yBJ`3#bOKP}iDRr{&3R1Io-```?6=uk<=&rNWB@N}7# zQUu(A4;|s;vowsk*C7~P?cYBG&qt;L(GCT}HClmFe8M6kb+xrHJw`B3S5MEou`w~& z`$C2JE3x~=!KoMZ$G6s7XWCV1opE)jj&kpfU0+_EJF`BS3UA2pR$mJbYuSBKvZB;U z(Osv(k2rJReLm`hWp{Vx6{|1r!$%5jY*m*EMosSXWuLN!XGeQy=VAQ`Q`yxxTSj~J z$1*fUXuC{IO$jcZ$Q{Qt60Q`g1Y3-@*;UP+{CLUtDWoBqFs}f3=m)Jc)?{Txg`XbN zmYSF=%zD*b;uxsKYz(KBeS><Fa8AtCZk_MVW0mcGP$}udrTA3jqP8v+BF(|bjOb0A z{;1g8K|w3&!GDLRz1}xxA(4^MO*<$~vS4D}+Q}*9(WAfcfJ31ALp|d@^B#ai&Xyq< zoWi<d<n`<4p38~Q+kY3okhyuaW%ccDEHbS`v8x^)oC+RxaHW7L&ZWzjFF3Yc`nU6! zycW8|X`>=5P`3x4No@T-H6n2in$}?0;tj<=Gu&qlI{CTuj%pVnF|m&y>lMOwtE4N% z#Y7Ge1Q1)dn@HSeJ7_V8TWGg<)LIrovJ6DCMTyJl0E~FiY;|>gMkf%{R+LvIa>^m) z;X@5|_1)a^WpENfSLLa85hPUn3z~qwN3c2!37HxZRY^zKvb-OdP6#QmtjnOLI4vcx z`-Gukb=EcY0Ee6Nb?3e04qa$VIqdVd&gV(Y?xWrvQ_W>%e8zmpmea77y*#mjr0dPe ze>=!~e!j%}=~aCW+@ZW-bAa=`X6Eg502ifJ%D954zEW8#Vk+GnDeYok-{9m&NS%<E zC&V>~h!h|Kq`KiXXd}^-JEB6?Qzv$_-)d9GyX>HCW`FctzO7xwa&N<pCs(XKFB`W% zf^CDeRJZyZhLeGC$rjb1AwmC+tH4<9Vb$L<yYCPk+aW%YrNTpnxV_dyX=yr?w)H5# zHU_6G@(_N2=d!J{)A*;Pn2j0g=jh<zy_S<6ct9;IEoEh7;L>?O!&5+AUZfDQ0XS3O zcC+IlF6R09iVwq4lOM9XZ?y+S?qZebm~Q?4{Z?Y4^$iV*b7{Ap3S!AA|KmGi{DoC4 z@Q$Of=ls$Vo^Hmydmmxuymzmgt?kUxlHby>@Sr-C1Rg;QhtUbwJEtErHLSl0TNFuK zvV~XeBZcitJ;Tg2Y=AyNt3(SBQIK&oHxO1?ILg4@?E{R$N%#&N(5LOK+eK~!a}fB@ z!9YX*MX;P<6e1Ip;1)SrY_2+xF{X9lxjHtnSbA=GYZsRn&S0X68VxUbAcJS?$Gq0~ zpW%_|g)p1eCWqMxg|@a^z2t{gm%Eve9eC~$!~(9ad=-)+lyu<-W>l$g0)%zf1~NR* zUM1hEgKrKP7_d$Ou!6NOGHGn`w(h0UO;sOxBonoUTe)3%O>}dsX^;U6eJGtTLL}#? zUm2`Rk+|Tq@!jSiAM0VSr#*)c9%#+3z@>({!7iqQr&FEAU4KD|5A>}o#<{d^J}UID z33f*sRxy)Ghgg2Hg$)jDSn0}v7xZ!i%^R%UVso^vt_dB~7J2MqWD>Fbw%lJ~Vgi$` znHin@6260j_`#^_%h3z|F;P)|*p-6FX*3TR;}RYY+}Vcj7Lw``N=pKAm$f`}<~*)$ zN-y-c#_b!cDK@d}?rIuk?M*r$M5X@}v`DI~qkg^xj_L*)8XC9_Ma9La<S8~LhVQ`f zEKh#h2Ve#Gq2lr5HCHANC5ob1FU-%!Ub-uY|BMJ4eo*FNB98)xnqg=;rFzob#Dt)D z=DFMHQ0a0qX&UCTFTXxr{r(-q`smnLabe!TrlF_LukX5dud8p{`Nk6s=)M&FGA^DP zd~0k&{S$|B*q6UVNs5i_r$4XYG1moMJbnk7T&>Fk-Q7;FGn&DCPVr=E4E?{*lKR+s z``kOw$fcxK(J5A2CvSfmK*Ywqd-cie<9bmwCuz2S&}^*{lXH}~Js6jZe0SQ-_e#_w z=cql!B_%ImTYx3UtK>iS;lm?_6NbNg*fg#H9v&VYz3{@TxXSP|hOKze;Jm6aZx9^g zaPVa}>}wHzJUaRd7AG9ib`f)I1}W#=wX}LsTpb>H=svZtx*R)N487`@t3^W;*O8{( z=LY&vf}jni<!TvaeRQn#4P#VPmVvcgs<@!wTQst|(pgWQkn%}M4UUf1%>BY-a{8mR zP2Ef6%>8hCYYfvg441$Q;ve?m;E1@>vA%3wnbK_7u32`537;=ulf25nt2pOXo@g%9 z#3XW*;tg}6m&}7&$H#r!A{Y)kzN&im?Cs!Seq9``>Zd7OYADy>8+c(U^#UiLu*G-P zqD(1SZx}d4M9SD>ahpeArveDbY+qSV+nYD>z4IR%11I0TtFv{4q`8AaPHxH_vl^GT z?w{`P$t^xT|J<FJ?a+xcyAl&2*prj9_bQ}%6p!&CdKk8=yN&R$)9&64D-->K1I}=f z3=0G7=Kb$uWX$YKATT*Khs{HlEzVH;D_wZmR&4(KDk(j0mO;CbF+duC(tD2u8F>k| zol+r|yNs<5@vB8*GO{+dLH51htqhufd>%fNu?d!gVHYe+-aWgrvasN_v+WC(F&e(| z7bPJ}Fr9P8c?G?D!o<po$Sj<yv8jOg%dDBc<oA15))6=m`wr*n0ymeIlS}+wVOy84 z=?2UYN7!1Q)vW4jPk}}<Xi=`v-}qyj)9ygCRrTYC`z*!f2_k@6HWx`<T-dp2W}T$$ zyJlBQENZ2#n~3h^JSqaizOb;cvhpX!oyV?!MqcuBSf${WKs=i;yHI%jt#NgHYV?K= z6kG3~txl^gHgIwx$64{lLiOchgHj&F(Pawzn*N6~1Io>0iB~>w!lHPcdfz^GZ?-em z?QL;VIS-uwcDYPEzv}Mp?(e@1E;P0wExN=l-(;;_H$~Ar;=%g({OS{C&XKoojrH}f zp_LmMy(z$Ka@GuIT|&2gFji9@WY}%5C&;tJbB9g~BgcUbR+|T-74}rrEkEX=9HZr8 zUAei#ed><&FW2YKt*2Gfjz<m~9K=@nsv+PnGSSr5vf;u4hiXE+7;N__XgL9uBSk<; zNGQ+WIJ#`PaPH|HAxo=~L8m>u^vcR0LJ10rnF6(M)H9}_aQ6-`mAJFFHHJg-uz9Tm zt>Vz~?*Bgfm=qDx$j_X4?oDrM`aGb)#FB&kR(ngmFXX~YOFH_Pcy$f1y-aPgwfPr7 z1UAF>!^gQ<S#^xULfeh0zl@4wI}W4G%qF9uAtPs5q23*m!m;%B)ZZ;hxsK0+2B-2U zmtDZ&;bvr<0nRlycOCw3sIXEkp9MW{>6l5Wyr-n)9LDMbxm6(F;>QdCH-IZT1_nj1 zz7@tlGC|`E;9T%r8eG0z#Kl_yZ~fWae580|w7dJv@%tB8SO#-w>aG*t4L@~v4_9<D z`}PrI2E@)!c6@y=9TxU_h_noW0Dym^4k=H8^F23bka_xB!ndsgMy0@xV9Mu#yuVkl zY^99?40LX#aJaf!yYw<Ms~C{>z3t4=Dys>rmaVFKUG1`XvBvdwfe5EuTQ72GL*p6c z+_t`v|M?w$oA|i}RJ{GP1CNm({<ak0Z)oW2(Xbl1nOW%lNk}C9a58NlD@VRoK|%)2 z*VT(;6!G?iD}$-kt8`@;OJ0PjFpycBPx@!>8PwhpRZ4G!zdv04Q2i}l`q%nYGdb;- zm6gTm5B-vAyM8~3R$eyv5r6PKW@a(iHL%;lG+C8gqDHH?CrgbIIc1hF+`q8n1n=c_ zX*fbyHnCckfO*5o?<&qdLHhgm@8O7~=j98MMPY*D8>Wbt9UTR;ju%+GP4byq{XRqf z>T&3^BgYk`F74UbqCv#nw-2Sm2``l>=sVt3BV%+j@M6~<J!5sxma6t-cKM^K=3H*? zZRa%~nAv6eUaR+yWRqw*JNBWL$<%bRVJeK)XPf=wN20j27{>u3>s4E3)|O`CD<7v; zFZQMFBBEg<0U>GXClbpA&%6IqLZe{EpAza<){})+6&a{l7l^xnq4zkBE_lnK!ItV@ z`fWe@s%j^ur5(q~7LF7c5n{d}3|aKkljE*(Pv{G*EEB%8*<QZY?+~pNb@~nX&r1N! zQ1}5JTrj*QJv;*NaBH13{qEaR`yH<DRbV-IdalFznzrwU@ABxbZ9EB=K5&YgXW462 zIg=|YM&yU*Gg?|D@GJ95Sj`}F=ElK|-woBbu3xuy1~hA8q7z4+<zUlM`RC68X~yw! zpC4peiBp@`ZqMGGerwh2Km4M0x(n87e8RgXQw0w@GZR(02ySfdC?e49>w6*q_?ltQ zH-B59=_|1u%tN~M>*rE2G1d+g-rmwQyNXtR??I1>DYYF=I$$6G*0@-|uSGJuueWGe zG<Mvu;0dsVfyv3h<{)xsXJ>RupWi<#l`((N?|_=QY~26GC+niM^=n)QGx0Lq_ixL~ z%k%RrY;2u<-FYqKb|zwpw~4hhC=h)06ls2+S5_o8PCs|g^pQEGL4lcVv3XEBHT9*@ z-CJ9iK62xacg#nR=6w;mf)=UXj4LI@=MO7x?7B;RK<u1dcJ9oLpJsM;*4DQmg0>}L zVtVLx@-#DYAirBPv)t|v3#Wu~_|m0(4U5}_QfgA6qU}lkgNuuqPD7=13m%zI!zt<A zr-*DX-b;>9yfO7DJoN~<J~Q^E99<)$k7YK&I5Q(q2H^`Z@J1NVafp!|rVLWd3YdY~ zPBh$j25qXJUmd}l{@F8VO&*xb?AzBoF;Sm=y7(TC7?7*WmtTpUFx9%3kg)#y_YqlH zOCTf!KZolHg43>dVMK<b!EV@*1GNacNk{j3q<yv%s~KT?)e|-<#E+FFc)HqOXAoca z%q*tW)|PQ1p{2#xtRprvmqI`w;wD3A*8aJLnIXaKr?ah;{@W3Ec~^H7KQ^?!@ZOl# z95FM4=ZV|<mN9k>jkwV}j;bxDRa7M<l82eZW~}W({`}Szab8F{jA>Fqfqa0)_sxrT z2IU4t#YiN)dDEhH|0U{wJ2Y}!TU)Sz=)9YJ%-B7<T#82-4GqCJD?tnAt`&&YFs(xK zfquU~<!~oFoPlS-junU2$&%}-k00~k{yS76U(##yhrO(9HNFvhST`)6YVW`qPI#aG zGHQ^^3cDBu4sM{)4B*F%kJqA^Fl6R4&MVpQ-@#F{5eD{X*JsX0YsA9Gqt27b|5I+x zuH!BP>9ZrE^*7Dy)P#<4;j!3$9`k^iIU_d=J4gYwz5Q?@B@0Vl-iZr5KYjqVOyjn* zk3Pwsez!%{y;ev}-DV#(_4j!il<g#mjUVLW<6S+fMy%=*pfh}4ZhfsYHRC$YsHdP4 zpXa%;X|wKp=~9O8wd|bf$v|T3wusU@zJFN5!Y;iglDI$+OXq$5y#xRE4_rsCsGgz> z3)}b(qZ){f&z*z%o{sL)8?w5(u2&tsNl5roO@yC%D+E<=fyN8Al#3v89fGwjAluTs zJRtgnL<~G?nC=|s0d&5C!CjwU6(*_ADk{)605j9q)y>c10%yT8|3q}Hz#n@4c!ZGd z;t0$I+&AscU;muoaK1x~(JU1rLgiddVEznXcTCo(`?LUBYDFw-Bx8L1t>Ip2^7_q| zGqt|WzK<_YdPsk)SJ9;Y*r2A_;~n10#yr&;E<JPFko?CFY(pi7u3yi18otnPV}0wO zwobxw+|KKV>f)+dMYYZ>uhN=7yudoPfTHtuDi^D`$a+yzk^~jiiN9OyQY6cxhVltK zitb-IjY`z7%kU_LlpG4%O+1wJA&Y!s0t)%~cs@}Yef_hKqLgmtJv=Q_#JRfvZyY@8 z1^M~Q#=n3=0S(;3{Cqcn8BtMKLJ}}bQ&Y^ZHFK8^$V$MJc=N~n<mIF}*#v_BKdvev ziNtzuL&4(R)gM1FebR-x)a?pC8cuu#4`MyaGtiw-hQ@%Gu3E3s2)SL@4{%C*3FSt5 z!^O-vTYoQJCB6fs<Kr7^yV8{miw5$!nVDag?He8@Yp{*wqM5kY*Vqv&oOpDf06ROM z0*6+T?YOi^jC4jdl|VGw6U@=7m!I9!C`f`wFde5%-drLAlHd}lS#c5*L;mc^h}P-h z*xIzEr6n992yXh7m2jX=1M1_hXOr`y!sK6bS2YlIajTd9z<ZGd$a;5eaOlrvK2jy# z&CT{#N_3Ru<RpUDHv2Sb=aTL-`Ov5Q<4Ce?@Y6BsIP&cVv`DIN$P+^{o;=ZaKCbWO zRTDCK4Ze*CN93PAhd((JW6Un}y0m~~4e$o8o6kV+Jp1Tq!lJ+J){+Q+rKYAR5eWL2 zU@JlM21pTG|3HBz{lo8c8QEk40)&BzAXQM_{yh4|5*r5xR$kr#pVER^H_OCZ)_(Rd zt%FUHK>hQc>%>WL+lLVR08XulN3j22079l&d_uxsn`DcHu6Sb4P5&L7_~6~bj&veM z#tQ4^AkK1QOV#TxjCR^mKbBZF{D076BDQoCDn;B&qyfqPZSze?Nr4z%c)H#2`&V1B z$y0`go)~rF1c5=4?2#i@HLj*m7V9X(OBk@Dv~3}CORTCB3j@O{d`bxxc}TnhK7HN8 zBdfr?f0Q4zYp_}JlAB22=W1N3XwpY}`ejoA8D=RsDy1Uw7N8ntsDa3{LIg)V=||H^ zzKMiKkG{^%BJ5@h9;R>!4G#(7hUNYv3r{kYh~T%S_fpQZ^9jFZFRBYemsL{o4G(up z=v;x_?IhlOQ6e1H{rvo}usti{3=It%8X91G?t#e}Xt$J<l%TnSfB<R(UWm%V+!==^ zRu-tU=F!|A#X$itB>7;Vo{?dVBLuEuS!LycbYN+=ZQZ*fBRA&RcJHNjbmVjZ<8RLq zwXoeVwfv4-ii4Poy7m00PrQJj<SXZ#KAhCnh5@Y;&SSALF;Mf`B831@&*8?Oe=i}y z#K}qF`sde3idr00ZO2Fhhf6*oD#3Fwf?*QO^1gEWO;-Ey94%`&U|gNmai%?}Ds~p< zH{27n8JOc4R%@<$53?L7gH883Km&B+T53*}CSq{Ra$r$bO8<v<btU*&N^0uReoToB zWX;T=1kr!GUzX+RxoH4a$+sezY_8nRRFm?Nl#$7cTZ(I{s8qAFTa0aPM$js&Zh=Tl zY%C%R=FyTYEEqkypqkm*`}XbIj~`#6v5U7d!jx-9oEV5dUIig!Dw2v+m`sgHvU3@` z)V+HLvlRW@slPXFzj-LL>%QO<V+nky>fyrM&YW{48Mn?oiu#vdcya1PTN~d&jcupF zVJ0H|+_SYXV+Z@C`%X@Qk?~m(lwFMX)1>V+i-q!lxahg%AC}2XqA=BOfe#Dt;i0FT zFNnp(;gwcsy!vgg*Eh2CyWRIQp9EV4G=KXL7n2;xUlu^Ockk^q+nx2#xBvcWwq+^R zN=(0d=03Uv8CgJ39Wlhw<fNp{7f4CVOxkrdI_{81BZ6+aaIYBaXlZyf&C*C~$S$I| z1Q?EFl+u%v%eX}$<aj=sd3*$q4}xyqWS;?IG;;V++?lMhGIuCJf!*iqpJGy%mBiFZ zgsdWW?)wtU&NdS!@)NZSS2Xl-n`e4hvUA}*BF36~F7yuFm#;`H{k@XkF=BRmU5!<& z>Dz~{Zk4}VV-;|KFxsGwW&;;m-0Xx3@#bb(WowPwX|3RLsW(IAzK6N@=3J^z0(yo7 z5%B*|gp8d}PK)Gg{5$D`+-CxyiQ@^@dA=tQ*6Qz@-@l)DqA~Vdx8icq873@+-lTgE zqdvUYCvkT&FudfD-+ItpdOiK_>($!U0)jMKDVo2`c5QBR9P=h=dYuV_w=-uFOy`SE z($xEf{`rl!{p8fWI3jZLi5KB7yvgr$6&hb%FJMj?ee=cxm;|hjU&4Ji!C5S`4*qVy z2K#~QiHV8jIpN*(!y>cLc={7%q~(-}8tLQ5i1u8WL?Eh=h;7I2&r2<@=ullg9ILPq zXE4d>uuedqKlh1-jP*(Bjr9U|#)};px(9G`(6C!mT;$-m-5!*ZGL>Aw{zIS}vk@?O ze87@`_RBE4959KZ;!XT#M@L6At9X{z$zdw&e3`0zE}A5&pRCiBs;4e<9YGrmFRDMk z5$;+cjW_$4$8W9a*Vm0JwbZJ5<VN{YCX;GowT3-Oovxo&$&@QAdgP7GUu;}iSko&g z(HFc;a-RphqH}5TtMFC>dvalJF2eHSt`S3c-NTp`r1A4<@|il3-#XvX56Qj=R94h; zjz{&>*%v44!X4>Jx3kC76GlZpKcO}K^;PZf*2XM779Gs#+_*lz%rO(bM^fl-Rvi@2 znEaiVNXh?%dYdujC1;WodW=N=+a`W1&&I~6$Wrd!J@MwG`qY53lx@f`$8#X~m^c#L zhQUtL{B`l~T-on<HUv6&ySo#_>zF*fN5y*9JA@PeBAY5Z`T6@}R6%k6pE86rUA~y4 zDPnm}uh7fN_N4^pY7bV6*0?q|{!0`WU71kPWf-?=Axn&+PCoNDoc@WSC_Bfl<6)|P zzbS6bb`CZiJ9{?n(cfSiI^H{X_BPKpzvJ9{G(($9#+AzW?ZY%t^WfyvRGbPL{nmS4 zy(*dWDeCDi())CfpC8d#a2UfR9N(bjre=G6yXp4Y>3vlBxn2sCfv2BnAhFr;6`wdQ zF|m$ur&VC4>EY{(LH((#3)-u=>t)rUPX(RCb}^X{jTSYxMdn%YLY{n-<?kQTTNM@7 zE8Cmw3XHT|`-PFi(Axi%(pcX>-HsoG-AaeknxJ486_xqPE`9Ft+3!S1Emu&eMZqmL zDOY8Gk*O+OIJ}BnC{d%Lvg+!D`}dK^EX{Q1`h88!I;zlpr(0TWY>4gcks3PB(dbD- zN|9lsCM4Y4LZYIw#<xGB?!;Hz>9{ajDL<KW=^AF7B&3;{x4~7eSHKh}R~sN;7zGI_ z!=4kI%Z1eY7_xJJR927$K7IPLx@v=HvOiYB2~GyYU5p=HiV;Z_h;bYg7Qo*DMop9o z<N3mCgTmoPelSe8&uVMqq>lTamYzP4#Oe2Ij@19=-#71xm70G4h8eDZU|{q4lP3dG z<@^;CnuS9{ArItbX-`V}MC$M6hQAIvKuWUFHc)BZOoDpmKs&SCOS!=&p&5Ex>E;aY z@h)$V8BviR#4lrM16wI}7W(};ICjR${SQ66Q-36o;>==m)SWOqNWVKu8?!uJ>I3ik zt%GH|%lc|oMg|=Adth1n)8{xGn9<#VcOdgm*;|Y$%5s5AlOhPlk8rg*4d~L<%?(!> zL7xq_?bM6hBZsKD<N#av+z5^|`0<4!`IcK~sJnYp>JjwPXC)C7oL@zi<)z=57ObqU zP5bQ|)h-n?PLME44zY^26q!m&o;X1i@Tb`4!o%VH!X&+~_be<#-0f_Sj!Wu%of#2% zJ91aG=_+J&%?_0iKjNuIf|8T9wIm$3(a^ob0jp1d20a%>WjO9CIKJX0B@G583k@Gu zM)|mFl((VM6Aj`MFT8@%&lcGo4C|WjjZ318CU+3oYW(+R_uf^1)&HLRE;a+lN5RV3 zDx|x4Vsf;~9qGepNt0-lcm>bf_OUyawt6sn@aE<|_lo5a9to+h-$rO%*lvy=K&z~* zCPDv`+~+tvGSc7I2TT|4*~CbOgm4rl?no&kLSF<93xUCS70texi__R1qPe*!-e%Rc zwbxaP#+27;4Xl-WK?lm;)Adl6<nXocGwo)_uYGp}I_>@K76<cWo$OI>is;bAp)=MD zdNJkYtLXRfzh66lZ^)(ggX=jvi<9lZv^$ZIsOS;bG53YO6!e&Qndu!nl~GhWQePh* zR88{9%p73M*4A^6lajHsfJPkDtkQcD_?!jaEO2kL1_sW}Wq7*CTs}K;n~Zf8eTx}{ z9fSZfmQbPk0L$a;EKLjjEb`v%)N9{jQ;%dmAw`t?#;pg;YoCb)1x1X5@)FX`^_IDr z-@H^b43Un@+|L)Wlzocc;ziib-)7tCX|=9ipk;k2YUBqJ2QCE?R<o==WlI#JA=x_I zTF5s(ijef#ogjElc)6~gKlb8{ma^x!m}{T%#M%cAJ7gVH87(^0rEvNIDZZUxNglfI z6Q8cqFu~wJWe<x+k0TwUa)=+n<AW;8Htt#+!H*7KnF&b?4iSorjw5*2i4ZAJ?$XWR z5p!yu<P~Ez5$o!i>E{v_4_Uh|bLkcZZCnC5QEwtPv)i|=OK%gKh>4jS-TeJ?DWOSd zGBwRa$<#FHOZHQJa>0ltmzp_le#nU0zf4MOJjtWFeOu3ric5}9kdlW-M_=?}X|2Lh zPmzY8*f~&kOvJ{<S+4v?lkxC?*u>DC$OQQ~EU+5X#K%C>z5x~r0}DBkkrC0JJ$z$I zE_id7oM&cF5n&f<KJQ>UQzX`xOnmdEkWhw`e&6F*2`e%|CEp;G;EeoTCr@IZ!YJK^ zT}zsrpy|7H??A5-pFF#i)c3U_?ZmxOBt$T|g;rk{(I<@m{o2g3ENC=mM1QSNrqjE* zefdB`bUuBigO&&)qP<6_S}DO(Fn?BNPeZh^siH;m|I_`DOC1iU?_3<3@)&%n2yWdp z36Ii)HPz?-9E*#u2XE)tk5fLl&Y+=AmFAt93233Ghv01cikWwNLn@5!<o$y>1|j8A z{x=&_4_$ktoeHY<)_P`sq=1%YI1h`*-=kZ<LLWYys^F5l)yXu$bs+k{fyN&qW@dmZ zc$Lw`6)ceHR{!rl`;(_bZ$;Ly*TLcQ7=!BF%&h%%JRw0Obi85rnWCb=o>vJbn)<BE z&yPOt_qXY9mThfBO^6ZqGvpft0XX)#e0KI!dvvLVaeOzXV54Rwd(^_ww2QGmKHeO` z(ABlaZgP}WMMX#?=pF<9>VdFHc~<>0%vmF-^75x!DT^#%kk>1Ja6d_d-}D;+Kr>dn zcX=;<vpD;Ztm9^WCNa_a@)Lc*>o6K6?w^ZT%zWU1E$w9JiP54uN?|NYMiceLx4!_l zNIDy={_DIO+)7NOuTO9{U737xGJ3`{nj^_dg*Yar$+o%gY}q4SvpaX-pbI*llpWO} zi(7Z@WG9gxpbk}gcXICc<h=(WPfii@37*msa~TCjfg9S-HPI*`ROPu0Uz`uiV`Jbs z0HOZ&f!uf_F-NO;9&cFU0wCGL4!5rUYw)=}Wxbo5iinjpB2wk-ZX|>_E-sT2i8GP{ zNY+QkR7mAP$H)@eBJ-dVJOQY`jXkt*LMrYJb@w?o)ZI2ua>7gQ+@qiu$C3lCgvIQ( zbI7`&*!+nT{c3V*pl7v4ED_8|gDLjyC!yzou^`;<+SI>H2oKIT^>KriX6q>BS7mt& zEB`v@fl5Xua{G1=)juj;|7!Nj)53C}gv7=H5$cu6+1BtkofEaBME`B{l8SfCp9K*J zY^>rhZ-n>FKJJD_&XD-O3vBz(ZoI*N^M~1^&<TsQ<C_UBLc;YEAFl2k_rD2`!;2UB z588ggykR#hjhq~un(tEb@~SwVxxn-4F{10Ox%Gl6G3Gcs(7(O;+)MjSbP&US7Q?QX z(R+VNGbQWpZ(6C5ikk;`mKA;RE^W1qe3<q5l(d~A8%CK_<!Y}~vOMCV%Z_8X-?j4) z=lORDp-h6`HxCmX_aRcU`hNGSlVwBHkt>n`$BDK#1y$8_O9|vnPtjzXFPKwy!r%Ak z^%JRbm&W##lmOQ`+j#DY#-$;Og#`?-ZdqSS;vcG$MaD<;w4R)tbryfxF+umSM+(8P zXmI)SLI2!ivLu>AY<*3P;^Hz+dRy!cG9%-aL8?j~>KV_HbvH#sh{#68cHKX4&>P3r z<|H`<%E+D*iYD`!Po6yaxjvTVn)@Q-SJPR=!_p#N9>nffn~O|^L{xt+5Lvs%*!O1S zMXWDNd5SCyga?zpdv?l>Kk?AXOF}^I%l1K$W=&L8MPxl8Z}I#Vn?zhHjhoxr%3aT8 z{stkqV@?LDiOn8`N07VZV`X%JlG3Ug6u|X{ayPy{TY1dLCCa|D{!5&wFV(n1sy7L; zknV2q;W#;iR4(%Hko>cLUlX*PoSbn%F(e!b=c=9i4_CpcbXE103iNNfa`s_VS3cH% zktEj7weEQ^lTOQJyKJNqZX|3}!n`}S^rXCe#?_1UzQG|OGg5yNU;?Oq3WB+i@Y!b4 zOHP?qjX#E24i`M?@5tA`G{JuVpv~5r^qulbH6MASqNZYV%uF%!nULRJ4Yyv|ScT%# zxP(uN;TE4iX=<$ZN=D{wtANa&b9-#V(t=TMgEpjq;;yw#27)nu8}Y1P3PZ1k1pnnI z*4GQ>WPgyDjc9<4RqE`I8N?(cQEK%8D-|E=rr+dLlx7q}Wn{eJqTfqGbpE`MP+aIP z)jr8r&00y=6b&d?|J`7qkF4l|#8+P*L@?(Qv?Z+ZkLlFZ%1ppg`ZD5CkR4mzR79@e zRg_$smJsUD-=w~DWg@u`$BRi9DJ9pSqRpXtKXN9f-Mn`cZ*+04eJt9I-Ssp>EZ377 z+AL9e+3KSSkJ7`3SxogUBwwj`dZGdlJazOkm289ZJW+}_e1*=!sLGQtiNXfIFmNDE z;q%l9FPPZk%(-r1Z`1>fN}2FDUR61yik&)W&xuzmsunu1cEM(S>wnjX@Yjd`x4VXn zf&C%KLZY&#YJsp#^0l1-4U_QS|NA;N_z-zQBf#=nOjWf2!k*pO-R{SExV-68$r1sg zDN0d%^7I}u-J}dz%EboLlmF`k;`DIUV6+h-G7Z{-0l~4>x%kXsLLDa46+rt&=ni)+ zRvkQi&Ao-};eX#t=q#@CU8lP|b|O^8V3*8)Ek)eXOACCuBmesV`z-&zeTVw`iT^&O zY7`&dqT>JgCh`CCO(VA}D-RRiZQlFQzP`2`EqoK<BNosjaR!&~pzgEc#ZTe7PfpmJ zjC2m`K(CRVn~T#K!a@Kl6YJ>dIS=RE0~xlaMvjFJ)UyX{5*bfWY6$DTf&bva$45P* z`W-rv37MV!z&8eDbhM}l2Zq!f+{z`rU-#qV;l7y187CVFzjfnMYipe^+%d6u_A&-E zvI_RGWj@f;(IF_6aX3g$P9_9ewob=z$}VBx1kpu5Mkt8Cz^kW+Fc!ec`&2Av`?Ncz zl(x3EZ$S5fsD_1^c{tVsiH#XOV2!)P%Qgy@Ra9PG7fF=p{5)7zqoK2hMN)TOhdyz* zd3F`dpqJo=VpSs3?I(h{{zp@_H=t8cAb?(KY7mqY0r^476-K_;bkMAV4F3nQZ8&V@ zpWYP|XR_gs&F#~`VEKWAXK&r11C6oF#z0a%K~2%*%}M0g;85c*@c8TJ&pz0@uv(3c z-^MRR{iAKM1n~&h2?TBIYM$4xBN*BX`9Zi)c?N_Z{IT&=fD$#$>b3#|mb0Cp_?DR% zNaD$sDu=3ql#~=RYV7PEUfwjP7Vn>31t-nU+4&(d0YR+7XbFJzIiUiK_3=W)`rr|& zBh>9iKp2sN>WObbFcp+801Y6{bJikLInB4YNHjHdE1O@;0=DuZj6r0H8}eY#5<ve$ zmYi&Cj?T{Drc5I0C|~*-v=yLP;0$mW^I%A+z=lhTH_AC$sM-8QT%eLb80Y0x#@7(% zf@saRDY~X0vkRbP+w41Ji31u7g$jw*gzLL1Fp>!54~zofWResW)q`n!c4r5iTR~|9 zv5mk<sB*dw?~x}d$tC$7*9}uNqZfy4Ux6n)Ugb1|(E&VgL50E5_q=!%AJrMPI}}_@ zvU;ma{&a+hJJ(;Ju8>FRX)J&%2|JrZo^bIebP~T?3+LzNh)~KBzgu8ojTRcy!wZu@ z<i-m+)YiahE8He|?pNmzW+FK-JG+g{f{vEf)60tojAblB!oT<5*{(I(p#AytrvMzQ zOra|szQBIW=<~&wcbZC<>u>&HZ32)TYQD4m^E^_F^uon0>#AOjRUz001Xb%FvWU0? z@_>}||HN3xd!FNaDRcwLFaUCFOF&)_6BRuM&&7iuaKM+OzDqb@jJe8L^~7~N)>ld& z*m9sF=vKk-SZlq85L-!%b0F<Pgpl)#X_Ocoxj~bAn359dQ4a?lSjgT2C{H-vy{lS8 za1_hY4LV*WG0iCaO3Zh5Y@%ZB-)py3IC`|is&NNgLwC$YP(oy65U*yvzr|QruCUSC z#VPB7cF#fk`xU0aksY0#@5jf1lb=Z)%lkv3g@?z;=oi4s7I6$7@Z99k4FSI&9AsF1 zh%w3)omdys{DK1Mf5t+C82R8z;*Q(|qOR&GU|XseswXBQ@;|v^<G-C7?(W}lu~$C4 zcv?_Ukde{!xn88-VV%vjSnEN>nel8_JvkT2L5yb(&tA*cwjTMrTU1EM#LNu3^Ian+ zKv2h6cG<t<Q-5kwV&VeCC<e<S>w$;alJ4DG1=C1do8^wr0YcGTR2N~M$9hLSfU(AR zlmr0ppeFiaeR>}2#e^Q4#3w-SKoy0#os4rxqH6>GXQk7C@&l!X-ZH@{{j~LnJrcc- zAgTkti^(Y|0{r}tmQI_q+3alvg$X)IfXF~34WA0dY)Cr2;YY3yoVc7VvCTkLd-N67 zHQYh5q^^9Z8v!t0_h=j>a!~Z(uH!&uP_2E(o)HBTw-ME@tG_>oLIc|x_8ER=@LWM& ziBh8YhxBK#Gk^W~QBZYF=hP`juo$wQ3K3XS@F2ohlrZQ_aM0H*GUd|eN44yJ2-A3h z*z(4JAXp1ym?D?zW@EFj{D{-Vi|Ed-!GqQLCp{~T7YD~dG7yo2p_LQxAMZ4?(GDs) zLzoIxGb}Y1xB!|!MZjY$tz4+E79m-S|BD4;EJXL;=1X{&4=|ra;aO12)Tk3oQ5P2z z16>PGWY_-xu7Ft9Xsbgd9xhl=I{%V8>h(oPP!Kco?*IGcLsVi+OiT_O3!Gn?QDu>E zN{XHb!@Q&Sp6t&vMM1c`_gLb+dxJ=<2DbvkvZSL^C|0Osew#l8h(O~$fByWm6egT6 zd{+1W{EhX64TYRfK_O+=A+vxi2&k~%f#(OA%^$fz<c1NX(1F;5(vNwc%S$IAApxZ* z9f`Y`rJ@^v%(SY{0F&i}w6wnMzxZ)bZ6@3Y0l*QJ=Gj~#0a!GDR$?GWY+`N>`r-u= zZC}jFux#Klp7Zo+sYPuCSof1W*H8%ws#ItgvG;&g4POn+No>4egR6`r4j(%p>?EY5 zflBRowqYHTFyZlI?hFJY424$njN<mvL|a>17zvkJ$Q7o8od{hc24H5oy5*Ri6GCP` z)^9!wj~tUbSyZ+EAc4h?XY7UD`+CU4%G}_llCF3|?#Pj6_^0?yTNmCJ=|ojGxZzst zAcqR0SEAj!cM~FY-LiRBAL_NKw_nm^&@UprYszTi$+3FQ9iqYl#6lIBR${~iT#caD zXJ;P+3r0`kH1dpb?1!%nHz=|&$%13ll{eYDD&KZ=z~^O$Bm+}=SL_KG;|nVfVoB^E z9uR;&#N%eLw8B!-6rj#P?Zj60=hqtIxG_e=orTqvBUt{}p8+*mrMS>x5PrCLZxd=z zXAFn_IXUAZljeDklt$<kkPZ$WR>+OeaXTKhc&C1hR-o(sg}MZb*U4iGxMRSz5E6@W zLtt`&k#qO%d90O`2HX!-OHsTMnK^J1LVI-xL7;0(#<l8Cv6<SmkS$!{xoh0>kOdXW z{3o_W>|%th%2gj|c0n`*?}bgSJgP>UL9{p`QrfNZtRc$vASQ{}B+lbQfNh3vgXl9* zVfl7cvaQ>dRIo!Zq=%S|)E%x>2nYQ-UfKEjb=lHcVcRTQnVbmW(Foz3qmpFlc?u98 zRoVBl65hop(A=TJ@woHJqZS|=3J}Rp!s^0e7W2fdi46~@B*=ejfn{z^PAx7HrgIBd z=)$4lVcfGvXDJ!<VN8|+Z(P1`;V~$n7(J(?W7dMZq7=B}-+d8${p4Yct1;3`et~RQ zCdE{2*Ff_?Zm{a<&gH-8=*Y&xBG7XWi+CJikUv2YYQ!X9Oy6#_9Hi*YO<XzGgBSsv zI(4nq!bX*w?kTG&%rAxzzKu!kcB{Hms_mII?BK{7-uAiy%P6prKz~h1hxax%EHqFv z{SLTD2vr{(T*XQlap>`2EZ(mlmE3>STC+Rcugn?R<`(3odV6~>JVhTG8rqJAp+`YL zSvkFTKGA|iao>MQbl91&<<=!6u)tTn9W+o6#+$#sjDMeQ4UNS1nUEqB-g?#B8+f|7 zc@4L6!112~Yq-NeV8J_CU^g@zK^KNFmo5xZ`(D_G1xZ;MXF2|aP7;rV$fkgJUv6#f zCTat^ucZ^@5K+vy%L^25{`zWeY-~(U9tvhH`ku(EDuUqGL65Db)=J34V&W6g{VQ?` zYg_B+V~m$Ws<Vu~Z~k;766iM=tTBz$G!Mw)rt9qQFNT=_{Lip*1>VCFIj78xlZ#6k zc2<2gri-qlOEulIs~{Ns{P6>woRwRynDStOWKP8RgZNIdTB@7}=y5>Ui|0v!_6;?o zE=}KS<zsPX<~~;+OwK`h1_>L|ISi`B50pJfNB~bKKza~l1w?zkK*56n9||X`#=A<# zyScdz8X6SWG`ojVVkhHMQ$<}H1dcuH9a#8ZCN{E10~5bIXLT5YN)3uJjN|t_ammj` z&&eL%%HTDKqWupd2ly3eoj*^%dv_Wx1s?yN-@l@Q>gu*oUI-I-6B8fYB9y_+jSY4V z4#TXizq_$S(RFasg?G*ZsUJbLMG%s-bi7h`ZeHFcSdBmrwlP|J!0&z0r5thP|31K@ zV@Xb_uo@tQGXF+AIIe50>*&XtO<1B~17>Ar2JT&IQr^<kl)-s+vsJzQvgTl=up*)A zsY{(@Uy}w|z#VbnU_OM}p4?Cw$~qa1lZ#X!7YE0#Q<@bf`%f<YlN*Fd1x;hX(d(Zj zq1eHL9=rFL(SxB-Ww7{#V!TDJZ~v1_MZbb(OHAQiot>OHl+=j8iHqa&-yYEeF`JQ{ z{kijq$n-@6`Tf<n=6Im7`e^9s3Bm2`$Kvp#<AA*~GgpBe5@pmF1s6z|rhy%UEfw*! zp+kE^Bzb#K;Gpe74i~It7%$~wZ^F3414VV7*C^osTo*mJYarrb7{UR2!U1-JHo^rN zFETw0mt1sh;7SpMV#r;cWa71znWtxBc_DmqAosy>2N!M#cQ5AU=Yvs#QzZ2>{1I>^ zVinQmXf^A>j9BU4!+gi01`=9mfnUAa*;FUzv^ZCS)r(`9eVtmeet?f3-l3jeeA!K` z<;ZwjbS=2Pw}?q!dLITm0W`3_{^1J<h^zyH4vm)o%4SYM0T#s&jCRWfK~n5{a6!O1 zC?Y#My9h%)3{sk#Z4hn>2{oK86@0#1+u6<GBOn1CYa{^YN~{xEv}64IZ67`~U{T@F z2M3D#c?mCSE`Q+MySKsjr$c7&3lFzS)dZt9^}t*=qeJaxALKB6Ute3pub!QsA3@K7 z>5);e@X50VF}ciACxw0c;+qQWzf9B)p@lnh2J7jZa$^rcX>;$ME*xQhR$}@Hx!~E- zO_Vl>gvy|LLM`!MaVD$_F)=$b)>{w}ODp?9Id6_G1MA_e3<{*bvEtp%8)#{U7I28f zgedeW8rDtptvL(74o6BKX`0xb)JsS*r?1?F*a(c{nqWDT=IY?+2+i1rAk9B$eBcLw z3o6Dc%FmyD)I}Fk7+AA3TpG**W)Zl;P8W`2>Hgihd>S}PbUb+cd8CwEvtRxO6!&23 zLj(j_&p$AQV6*ZE8!}2Vmz=BnwQI}ostZwt&`1>*yJ2(w2mb{$Jc>8BFvRkN<{q}D zV4ESb(?;X3@n<-cTDrKo!3O&#`e9hEK#aI;C%n43jeB$fe~Vsh{`^hGa<?cwr<3Qa z(rScdK4X98RrE7>sUrHowz?W!^d$I7a+e6gJ__gtuus+dq!PgciYLL)QFD-qB}tg@ zohcOt2kgsDpksI-(hu-NSK)t0U7U^y{Wj`5gmJ%d89`%JzSf_q7G7fh>{VA+M2cW~ zQW8F|G7(hVHVYFZ@*Z;$AZE0L(o|Pha~!G1lonx?|HX#m01=K#g@%N1-o$7X$96n{ z01xC+VKFoy-4KEy-}v*Z7jcM4mZU}Pzqz$$Gm|0X^ro$~l@x3ON(3esK7E>$no4jW z$HWi&@nPd@SiN}6ksr#Gt72){V8_p&nGKy1nkJ|BHR1#lg^;i?U?UZ2uF`48yz$;I z3s4#dq-ujD1(JSx)dH>?E^;TFMD4ovTpig1ZQ1q$x^lw%T6$Yrnv+wFHx1f?<b~R@ zvN8gkkSbRUU?D~pFbhOYDZe#Qr|_9k8=gZt%fXR?zUiNT6m|gA6ts(IE5J{Uy?d7} z?AhjpbtWlYP_uAma5w-L?O(qxRM?%tR#D&30HYPt1u9bq*37gC<GXulX=Abc2&X|X z)Ij&+#zF-N>hJb;PfWMLK~U83{8ZP}EO^vHjP@BJ$ryfy+6arlZPOe(y-~4QPF7Y+ zaz465pdSgBQ?m@r7?^0Os4l%N**hdhI2u6ly>ZV}ED<zqTx96llWYHSa&p>h2p3+8 z8kvwwm2;~DID{W1mE!5)5d~+lyn3N-e8OX%OWFDPoAbR%xGZow&fR73=>I<H?ap#J zad^i#Lq5eqe{+!Qv~^?;2+nxYVHQkjjbegJ@&PbPz3<O}g@>rWkl~_PcigYIgPo_3 z?W~#EL-*|~mo8nhv6)6C32}_Y@d63B($dl(d^Un>hN1*1A*|z*b;UrFMM0z4wJQbq zQ3^@)nKdk$vl)Y64F{$|{Q3=-1Rg!$%b{u*zDZJc9h0OBhx7g@3OM#6u#ju!h`chJ zsOjjwjTUqL6mf%24eF5IfrGce&6+?TiU-xovpnE_KaS~1y!0B(TfbKZPHRX(W5Q%} z`aI}&4(-dRoKmwdQoh20X<^j|>kV&9v@%p7Y}45SzZnPuo+P+Lp`wIdo=iVeURL({ z?c3id7vS<DOLhzbA9u#jzYEfZBGCpBsG%`8QT*hwO@ifvT8wA1$nM!FenIlMNsH!l z5J;gk!{r0p52vf~cke`mh09F{G;<_nUbzy8lMNV^o}XVg!<l+$NdG~mASn8Kb{eo+ zvG(x{q7%_f{Q)H$v5xeKWvjry?Rf(|)!MouXw5;Wg;SlQon2l*0VfB?*RgW7F}V*D z6G%jP_RRb8<q~`tEK|#Xto^wr{ceCabT^=PFNB^Pgp2?UYkLQW64T0qpm1Xy;uD&{ zis>+K-v8UQ8&wL2j$iloo&+2P`;_c+M|85Ob-M-zk`fYV>F8K5b13?)p^owYyo^&+ zvh1~FAA`*is{0@tiZMx9{1ETGq*5@QumBM*mN^a?wct7aR)#d9H>UZQBARpj-%y0H zJUy&-Gn|$yF+JTX^N;V=nlRH?;#vLo(;l^W@^p1{e7;W+Cun@N$2kNA5%HWT%ILPj z4CWtoSVt0UuVDSr{ahV5PK)GxJaQm|;X;7&U|C?CU%+s%ZB3G%QzpXs+=qjblCMWb zJW+jdWCe+{j}nPDgjZ;Xu9PF;#4iTIJAS;R3&n0una}^eKJvC;>3r82c;gbKJYR#5 zdtC1RH>3;^Sw1W@HFF)w5kiRKtM0Il4r>dll^V3>*NFAISd<iTX}>kGYX(VH`7P@_ zPV$@x1BJBTcbnHwKeL(M4A{6h@a4;^FJCJDq&hzK%|$(q{ghu=n5uZA=EaK_v9Yut z9vw+)+}YCNXCyE=$jH7x?)C27!*_GE_NajPJJjQ)<fQX(5)u#mdeGuAE1Gj`3p<Da z$A;Fo{r(*N{S!?K^n|}aF>;%7R;#ziQ}5UUUk$-?6YvG&VzoQE=<7fteYK+o%zc8_ zGP;6*@6D9rZLbpS(QM$1gnDuWZ{{JMmK;Ft2M^+W33mp|2ET-NbK3k85?3HPL}%<% zX-jjz$@vOM+7Rv%dby`ytJF80crTF#$pj(~5MyP!I7GKZeF8E%OUn;<gcr+wqa&lE zVNNsA$r}hcSw|K_kMomHU+TW+ib+V6{`<QUhy^fhEa!R~HHQ1>bs;&qni2b}k#D&H z8lYHX4+gm!F666p(QT<GQEXt}0+R=nv-)}%*=!?c9&&7nd#5pYIltX{OhEx;;g}Ui zxY8GeI{hl;#t8;WXKY5Gx5m?cY%sXN6}W@zfb9XjY{h|+<#8J{)<C+@#J;chJ<K#Z z;Pl*icVG+3G7!@NY@S#4#l#tiJVN`A%@0;IADz2AXZo{%p4Zhqd^fG#*4vBbV@LC5 z2tdkct9MsP+J^YfnWvx-<E-@vp(_>^Xf4byTzKWc{IaGG#(T$)`$L;0W*c;Z&u7|7 z<$`5-sjIK=CN3JDaEDiEn-3@Z0V$(vt@w&V5x{bB@#30J^3PL!>B|3b*Kml?$AiNG zEWd)9jN}dqG8Y>IgA|@ZG(k(BKg+yQz+R3Hga=01+S;+c8eYK9RALUzXxo6xh4Uv) zREI=G-$Qf^&EfUyGP1p?5vY+xN3sDs)YN!&{<xd1K<6fiOkC7CUEM)sOF<{RUg{2w zjgAmN82_4D%k#(niAqZ92r(mWsc}b~iHqy~6mK&et{;D|ai8mAAj0%wTW$Tv!JN_I z;W9mFB&w^b;D$CdVep#5^+R34w_&a*9Li0^j0_CWKd%4y5fvGkDd&6a^Q}s%+PBVb z)H9(>tgPrptDtEQ05U~OVRa$nD|Hi!9RO)UGfyyP`1On>Qr#B44Yc-5Ob7N*B^&?I z62He$ZX$FVT^T&tSlN>JsAgot$wuD~fQp0%a2bXqiB`E&q5f=}61+6K{*F7Q108?h zT`2fb69?5(G3@t}le=u$UuHKqA553YH&~jP!9PvH<$Dv0AGUt#oSc{Vs?p5iqA6?> zT*sv&)!*P~`;B3sq(|Y7u`ysVoKODDL`y)n{vF53#+ppg2sV(zD$z_O9<uDY!B(Yz zDsEQ(4%YP_U`=Q<%wn&e-$S<AlW7`qMVY%Z6gXQ*2u=_!SZKJ<^{3;jRjVz{R!^bC z|5}+0obO4%pu$!Byz|#*$<R*Vvj$K-|1iu_I!8!&z<W>%Iz&Kr#b!pB@Z4ewke<FW zHH9wUPfopy?0#Ar_t05w5e&0aV>wE2?BC1HjgkPN7|esz#kWT*orVr#1qLEC=&S3? znf5d+k@WOQoHa4RTl50<OA_s4`F(AT0OFw=MJYlrM*yV@3PdiPlp1<~U%{kDTjTo` zt-v}SmtWsL+<?mh6bG<}(gWy}?{<s?;0-cE7J_S@IS%??g%I#LehON@&;RE)#O{ey z$9jST2Rb}JiF=~k(d~(q1-aIAjEb?YAxrDD7%S+ny5{D`km4mHgGMpItoneCxq0ft zhj=W;POMf{c6hkETQg)W-oZtFs8&gJ>=5AqvG_C{hb%Kay{!EF#SJP;OG}5GJlM~P ziJkRTzk0PCB?J00I92E52*_H86V?Ir2H2cdAfAhU`}*U}=2H#^=x$Lt@V#%e_aW$% zb#)7KA_mxU13!n6Vp<w3t@<fA@S&kmor5SHe=aWOXJx6zjuMa8c`j$4!K^8Y;JLbQ z+mNZW;FQW+7(>G^aUe}$sDo7SY%=Ddj0_Bes*mxnf&N~2?%oW*=d0n5wKeF}tzLME zEAo)3$b=>KEPe(c1G64Gc>I5H#JLFIiM_o55uOsLBk&2G1+dCn@px-%7mKF|FrI<K zD?H;cfN0gz)YAG2tFfCm8xg|fSV%O<QdLuvTdj`)!|jvxHlLT4;<NU1qUGPm7|D6* z(E@zv-dEU11E<5A>bSGFm-4k)g<bd0x9YeDo<#U(7aY5~AMr(u=9iS<T<v@#0J48n zXB0$Wo92{s+=Rgx8b)Ro7Oqb~tv<b2c?sJDCp$YCbYYkqB@!?KCZ_vX73JyMN6FB- zjf{-AzJU1{N(wHzYUb<V;p-y>hT?CbzUYCX8ZUG68?bm2JIH+=y=`i0s*Vu+yWrLP zX$a>On5|piJDm-@czGE=*3ysXzt6X)jphUp>)hOhe7Y21a;V~1);QWHikZGiyP>bG z-H+xNGm?M58~@G2Q}yxjlpNTP;@1<h4#o3**Ov^HlqH5y@BsE>SBLNpzMym%dL|Yc zT)3bF85F@y4e=>_doXC$98Gb>!5NF=h5Iz3of=>?n_MF*EW9|`*a*imOc_ug2`5UV z&=TI{B^J*8{8U+<2zLQksK2-6ss%=d*laMx-K_55!eErF27;eoAG{}PU%UVccY>c0 zf&$Fl`r&JUJpeY=%FtW(8kw33GgFUynVP1cxd15JdDXW3`G`ovznwqZzi>ZrJORq# zeDPwd9(>H2r9(nPu|K<wSIh&D2XN649NgNIAZq#;UNG%rV;dNS0XbPS*h4l*Vux&` zEKl%*vA>$yy{jpWta5uVm#LGC2|X%^#bd00Fj{d&cXD?2^YtahG-+Po?U6};oXt2P zW5k|Y*#?O7qn^FBb=<>;?{FB$R09r0Rc7e`QvvA!8%2ACqqAX+7!knXk`?csUPx6c z-E*-)0BL4X%)-4T;*1ez{BKG{HDl`T;Zaar+<@Bip8gDE1J5p7s;h?p+eJ5<dOa3R z1;jRar}^I@drMWd1)J&^A7A=3=A7Jwsq6Rfr`g%^_!SVN5_V|p|8-CRwxS_{2eMg7 zJOF!anK*jA0%ie(kiuT})?yd-bigRtJ;;n~4!R9`Cx%f}GqnVQcTy5u!JM9u7gkhw zK=FaD?(5sqNlYj(-$j;!oa`$CWM*LjVO-Dek2gy3foQio0Tp7~zlzQo=PBeGc)cUo z>L@6z`eHA|-~oj@7r&oivF@tvfn|kz38>1)*B2I{PcSA^3B%K0gL;{Y!BLDMkQiio zA*`%A?l!9=CcQ{H+#^AhsWS#k;)7-HvdUo=%b%c`vK((BhI54{oGDQSgI&=(VpI)Z z7;tX??d9O81%o=kI3QpLPKw6GX7kh21T7bQ%qnmFV2li5Gr{VcY`EbKi%!7a_!y4R zJZ5GNS|k9Q!Kt1wg2GmY^Vz_oW6xB=cmubu0>S~V3cE^)Lx+C-{_R+@g=I(pbO1R4 zNPr0lVOYO&`wQZuL5gjAABp)G97U6BE}2@xYbrc66kSB*-9O6qJ<OOeb&!Svc52-I zp#=$Maq(A}VL{Z^@+L=b5uF&iHr&1r+uTaYZ#Y3<#{-IPJB}ib=n~9twqG4vv2%3% z2OwF@d`RNhZEHN`c)-wC!3k$`AaG}hPwh0}74hiN2XyZ!wZO=TuETj47lkp>4yrc% z$cH!<goSC)<X{&a_EvYwPkS5w#r67EYNGP;?`!_#EXk6@@1Mc>sI9&FLH`ib>MCLy zYut*{%DyVRH@SXsX6AJ%FOi*nX7!n^wrls&(y%Sm<A{l8$LqqKIB|8rWNLW&@ZaeH zTalM3RrZuB4AZ;NA6IO?Iwe0gu6VBAo4%)KeUXN>?3=uW<@6G@=eifeTW<MpyB05A zrZYA+F(2A{;9(O!9C|<`RkA65eakQ>PlV-M@40MbZO!+AhA?(!IPbp5crGn(@?$-R zq2c*2vNGz(>|>h#yb;vvb}^(&;^hh3{c^4uTqkAvQA@#`0XC2>V$%BaWj2p6a2`pF zNREwPrXIY5%Z%7Jg7rcBV>x+wd2}D$mhef!4sm&XH>^?icIIumvWdQr2af=xecShd zgXcea!Q}FzH8V32pA0h*KO<&i=`HskSza-;ZMCxs*mWm3Ul@{?-`{i$Po^uKJ|CE- zEX~NnvnP^|86E}ZHC?|pny<n%J%)$Y(9nO&DL7E~J8x$s)3TP$>~-$nKG!R9DMXDj zPSI0^zJ7gT^5rG&KA{7o6ckhP8yi)JX2HQpU>P3H$fGJ}KkNuqRG6>a6^*wg5PMEF zclF*#dwG%aqc5e1h>m{nvm<)?i?{vA{Wqq=(ak`3N1Hv+8$2tYI|u&?K*9hT&UsHe zH5TDZU@^sOZzEs_lVyPE7s5GTr5?eAW=3F_yr~p1ABvs4{PO~px4)eD7m)b1@tOyh z2y@jxH2I&RS&oW7n@g6uxFyv{9Yi*29^9bV*SCk^_O`#e#{MI0#V5ZK-%35Q+ATOG zZ(uYtcV^>{GAs81jj1)K2z6)}oJ9_v59{L=lZ+lNzbJWFEm&X*c2P@ajcyJU#>VpU zGP-MjRxWlkX6JxE9To<2Jz7?q-tOB;Y~Lns-=%M99UNA@M*DFcq~cnInAm%%(XVyR zK3r1|%jSn61oYs;d?M5bP6gFc1^lG-zj^Ng*~N=_g$Isu^6)^9@HqdMhN<Z$S^@BL zjP2~Qi?)2n7YecT&ZbD`V8VgXUgnGMRe6Pl5aDhDsQcoGnhbmlNZHy$gY($+dK)=h zqOzYpMGyExR2I{2L?V6F-j)a`@I3jRuD`^MNIYTaj;+zH#UZIHprgjc5fT0S9XM89 znDE5e1?qcVUWB8sG<K#O&MOM3kY<&jATl;?>qMaZO5@$Xf68si7y6o?q?k({ZcRD- zdRRTU^Wz{xWaPR=k;KcUCpnsrr`mRvom=_$mv^)z^aLdDdHIU3kl{qJ8!C8>n5K^n z#f73otE+b#UMGq*N3ldioG@hJ5%&)&5V5F_c&u1{^#BP;Ts-0d{-3U{Je=ya?QXOs zv{j<PkW<K93aQsTWXKfTuroWx3TZNBN{K_}A@fi&&qAUkkvSDo$6U%RQY5@<pYvVc z^<AHT&LMl-d;fmV^W67Z>t5^oB%QtZHWD)Ta*LqWRo856i(6SX_A30qfi4FOJCUB= z3+f>!r)^t6Q`II&7zb5H0{;05v<=;M=A?JGe`cn&o7*=O));u9F?(`d8>OIuK}>gK zVxlKtUQ}8E3RG@lcD5)xdpS4IeF<6)r~xqNF<<{PZN>?@CYURs{J9T8%f&?w8BD%! z1eAs1AUmNF_drMK7Z81lQ>{DsL<I5m=Dgn~$L`$^GBS2>a>}5J0B>1hT1{#|KSOb3 z@!g&c<OjS5kOZ8U0KVEWIqaDzGU1Ej5q~)%A|g6kA2C}H$?52jn1ucV_#5s>bSB83 zBp|8)+q}!iDs5fe2vx#PhAm*dk#BgR_#@(JT-INyq3NtFEsY!)!UDo#^1?r&v<K3Q z`=ua1ANr)B+G}SlE&bqOR47Z`Pi$;Zx?z+ZNK<`X9gd=ViAB(!A++Swsr?No{$TV7 zdl5|Rcw*%5%^Q4cfGxH;$wVkFP1@}sBvmNtL8v$Q(-g{eKH_!lJ%02k+8cX$m~*^% z@dAT-x0NzMMnk1I&g5F00c{j;QEJtNGJSP*6}V?bb+s<MMUkJSs)|qHc1VZ@P!HM( zJ1usRvFx#V7DK~ZLCAiBn?dC<wKG?zwj4M>i16uVV${<kR5e0%sHaccGI~FPkWs$N zxL8K6ubX8?^g{<n9$!~l(J%ue?OJZgOONk;ME|djw)TxLiEBR|X_(W%6i`ZPxp=+f zy^(2XV`Iy{i_Se2hY4X^rs<3QmNl1&7kAd#wKurw=~0IQBfm5V2aMO?2sSb{Mw=2d zDJ1oB-Y!@8Ivgb5!}J{OD+cTg*5o+=IOjzK^-_)c7ap|M!lo549tLywfz57lL!o5t zUIpS7$Ug2}99MZcIbU#TSCpxkgzK=2mDK|JG~dP6!%#z6on7IO5rW?uQNEzCunrXw zfOv|?01iOFyuvb*ywCeqe=IMjo^a)M&4-J(n2-=IDhHGwm_{^6b|ZoG($Ur3Tp5o5 zppqOD1C5a&VQ6Rw_X8>+6ywP!T+?c6PnqU=qrt%U<7~}%D3O*5QDXueBA`_(S8TO7 zeB$aq!T;HJyQY2Tn6@G+5lnY8F)+OD=~)G`&cb!-)99!;3J(HwS`!}!Kos=%!;3Qy zKrbxhghWN{{=5#O0g&f~X(CH_C)ANI%%%DHZQ{*CYSnC<3TbL&<k3qb4gUUw>q=Eh zo-v{WoFGVh`uo!n`1$0CH<?V1X;+Xm-Z2iJZ9r70mJo5;-PyU0(*x#)$kfKYjCN%p zvq<Rsl#{N6#8DT{wzerzWoMZOL+=H;-T7@Ttwp&mSS{=-QRSue|781n)ggIt^9P6A z8nbb+f&r_T*wN$TMQuf9B)@uDuXo+$wtkiG=L)hwCyO+GS^V725uCZFxLC~cX@}Wq ztaU}v%??ajqD_j&u^t->4pH2IJp!I!kf&BYdIWDXnA2FGlr%A67(pqG09CyI{<m)- zmbrZ8$~enOm@c64N3IwyOJ?RMw4X>Bx0A1BE;C7qiJ{|xJPTrxckf~+i>P46>9d9= zH*P==h}I5*o?W+<MlsL^^b)1Ih^Q!@HmOb_k9^9ei2;mMnaRZq7uw6W-ByC81FTV1 z_yYwVs~jK|fRuhmkK(Gp#`+BsQ1Fu7+(vye@hMl@{)&ae0klq25fdH&x!c87oLyaq zQ75A(aCiTS<%|NE0)N`6DcsD9->%_(rlh7WFE69Mr3$3-@)Fb1x|(OC!{Nhdvuv9< zJv9ZtYN%PL%`a|ysGkw|UGdxyJ{wT6etiF)>LNdFxq0m9QL8xDa=v8r?oH@&G1!Pk z7zT41#-$UCHZ`@iKfd-TV@J}~p2c&)HwvT;s*L%%CDQS$*GwFPOY0NG={Qa(spSk! ze82d0@_Eyi$B!9US~?Q-$Xk+mvI@;yY0fjXwdEG7czV9|_B>p)`FrcIA4|Bh1vlC7 z07u#Bh#>M`mVPhQ4va30_R+bQZK_F1+S(~<Yzqi*lwm{6B}U@7WlJ4&eKbofmQR<o zX(C*sGs$b`^-)?O;YlYiyBk=>_{8CwVRZJawU0}H0uQ3Gu>^*dnx9-pFIwi>fv_%} zz`*W6Dv=h)c6<}MN~yi=r~)m3T0+vKs!FUdkBg6=nw(@~XP=s$ULxsZ_5S_?{Wa`J zY@&X7;-MxDKHTWMfrj84+#pDZ&CgGQTkyz8WJ1DW;r??s`X|3tBcmJSqQu*sy(4!u zkU>`W_~$tTs5-t4(t$?7E{3fjKmq<@2mfQiUyz$$PyhuAZr!eVIKw5xg<O0ewGJ;x zcq0PeK#l>>Z^YmNU&fAKP*h~cUO4e<FM4?Uk2pk>GC|;#!sqKo5N<GVwxDL^sO>ZM zF5R_@uZE29H!FURs3tRwO}D1;RW<LXx~KxGIvk){$tooUGq=S>51k`GxJRZ#D;)k{ zR~AswArV9@!VV9oh+-@nbLKaR2<M@rA89q_`}O^KsWoE9r~9nuEgT);oPv}{b`#D! zoyl%rNH#X`9kuz>G(_zAuMRuAqsIfIcO~5@!$|P}qARQ_s%B^54<=1Q(wJ)K!urqm z6<gt)(~c4-UR3#`MNiWiYY<*oazNy8=}@$4v56-xcZgBS<4dvVF;5DkX6US{O9`Z& z(=)TP117y#l>28O07w9KgCidBGg)Xm6VrHoT=H=(0LE9R`<!upmWR|Ws~T~`?h8hm zUp{@J8o&cagxCr^U$i=J`GJ}E1KTLy2LHa_+kCM*Oyyu}N5}Vtg^?l(R$jTz**b^4 z7s}}6DLy#Xse(Sg^=V76NnogOXgCiD*C~#l@I3M%`pfOtN{W9SlRLQm+|xj{WAL&N zRyZ?FytRw#1ZgX&VGwrMH9k1R-q$@ITB^T`I4-YcCGG89>1r`PVGEZ;EW_spVdLvE zq%uGBy2tZi;7!`b7l>4Wjlt}?3PVV<R?@A<SKuE}e$2ybte_<6)%Z*pV#qB>L?Sb1 zaB#4fcW>iuT(SAOz%d(JdnH{K8k)VbN!;1S+gjYv+9L*;^7!)Se@zN0S)dPsb}A3t zM~#cP^Zp#&10W+;Ry>BJ6l7Si>UV{x9E_5<WLJ=zTZ4nvd%oVm-u_`hfiOp-g0b;W zl!VxdW*nYs-DAgOG3q{Q@Wj5|94G%gcA^ka0e*rb4zhu&$m=+hIUMY>KCRx(*xn`R z-N+vrSzrA7_YJ9Q_n&)WH%2k@{7^}#L$dt6gallteke(R9!9An^5l(~EQJqR;+Iu` zAWRJnvzI=t8KcV4))r0h9G5#K-@Zf^74%*O<9kt0vz;h;T21XviIhK3fSf~{Z=;9> zvX0iPdni7x=YKVIA9>c4U@5n8(pu@or0<J6%FQZ+Gfv46EF_4@MwL5%WDOW(V=MD; zW6je3aarXc@8RmnMj~w?B~bDLch0LIiD*%;MYzvO`pPs%xE>sQ%Ub#2tuU{Ez$<7# zQMBSCF$eerCT&GrZYZ|b>_~iT9(@`2zi$3l0p@^c19WJXJ<CtYlHAsw6)dTT2AcW> z?hd*j-2b55KD%SiVHy+=dKKJ^0)m1XRx#-`1o*(<*Pt!Ho{Wb8!vN$0OxsCByUB){ zdJmQGy{uiKFY({Y?(VK;$~cL@4s~>B0m_F+V@Pev6Q^Ab#6TJvAyCX=^Qbs!{>*m} zWhfXj!%2W<5WAyN-UNk(vjm9`ufk>B=ga`N;019A<YQgn`KoiO(=RwVQMcNqrsn3h z4NDOJh=@Yn_Nu+T!oh-P2XbHTbtd6y<Y6^q+p={ZUNs6HELCuYP~$>NfSH-^Z>wxA zEQX+U#@6f$HVST-H{i@H;selzs+3Y6FjKsX#|<FrN=fNvT$~{wLTuDeRC)RT!D^b( zVo>o|?Au@zXNKz6D!S#M6ttNT*ckj^@~5QlEGi}7z;0mnA;^U|=i(xVmJEybY56hf zxj+^<X}IOUb_b_CG#wNXI;ro+A*w+);{12bSz}{&Y$RCic29t<|6X55=}`;p=);F| zxaTpez%LI5^r3zpS%iH_9<}*u`gYzCh|Do~4m~Qa3ctiY`3XU{D_25;gIB(_902p- z(3zBtYGiWK69NecL`#ouC!nQ*Y=C-g!pBi>rKY5Ke6#=sP_hO#>A7hIz-|1&^r~Yh zDNdo11HOuC0{NUcB38}Om%!!pHI>(lQpZ2hD`3)Pa1aHg-!s3>rzRrYLu7{!$OFPj zggCIeIy1a6{PB*hb9v{=vBa?<LM&peufJcyamReT1wzz@Ur#We4})9)pD^AG7)%#y z>u+;U=F{Z;p1#;<>9K*ucpV%h$0LYL?C_x+fU^n;Q=G2l&*PKs!wCr<)$;4#-vWdK z*bf;I?o7=f;Vd7=9lP^2fYha<6@xk?eS1BoS84#qL-%{6#7KnHXSzd9=-9DEP?q4O zXYT3lp<r^|L!22BNRSf1IAHAe0^%iVkTtjypus3{Kw#O}G(PM!M)MaNYlaDOlnKzO zqo;ywqpwd&L}Ui#tjmmm_Kp&EcJY9prYII;Qa#lqs49E7RN$CLaR&7FMxJIY6~p8r zhL6kq^Ys)B7W(8=dA|)R)+^<F{>`uv^scR~)G!!G2XKRP4HyS{q(Y4yTDZw7AEYkP zN>xWAHw`@>q6fekw8ZBmJR6)>rh@Qe+4>MDCncRj1q&=aO8u5nraCX^Nvid*IvFr8 zrrkg*0JLY_z4d?om-?dq9X7bhbBdIfHX<$K%zP-Eu0?j|m#ULm+Rxo|n?{@uQ9&!^ z`+PxwG^xXd-wHY9NdW{-c<E0Y@b0Qx6O$&{h|dlCSraLyFM8Q@#afj9VdHp$tD`p7 z#V@cEM9j}UQ_)vv=t?8DSg-xqQ!35hjbvP{rahK=F-R%KYYQeJ%L0?@l9CI{FCSlF zAkq5|RE$mzs7$nJhH-`zo5Qz{kI&?s&7}UjcLcP2yV(Gf&HK@eG!g{_{KqlAyPsue zF(q(rFf;3>PO6o|oz*4N5(i(oAm)HF@z}V`LS_z*Li3N8Ubfz05qBU}KI+M1eW*?M z?5p}U$#~JgY`)mojGV20euzkQPvZ$T4v58zQr3?qD=IRo-&PXjc~li|WF(bZQDefW zzPz0M<A?sCLxMcS2kAaW&)iop3-a{7iJthZF*}>>fAwANFLUVhY4Xz3$wG15(t3Uw zj~-QeyXTdclSN!=rQ@Bajq=Ds^_TG6cf%f#Ncyt%zs#rm`@ifC&GrXnm|r9c{g3Z_ z%E@K#JIqnE`X^836%~=q>z{u8ixH1BuhL?aFr~T46TF8B_j48<5>Q@-(q!Z_UcL-4 zhT*pM7qa2YIAPQZaNat?GTuxBzoljGJtF?e9GKIe342H0yWi&RLw=p;C>o4(kF>F& zS{}2R`Fp^N@5yylBlg8bz&(B&hyc*t-TC$JeH6;dnrj#r6G46>_>F#3%Q)<eIlIIx zRL<>>jdNQ*pUlXIbyY?k^$aJn%67EM3Ky&z2O=o4p^Z^fb3}UPJq@ASrFY(LOv{kX zeU8v@<e7r$laLtZ{aaL3Ib|8m%{@Fumb!c5RZ~8H{?>V7M`&gS;p9o!45{>lS-;45 zNKZK6vxOijS>wy~rK@)y!~^G@uGF)XZG@1Js~@-BbaZtTRl50A;ntn;>S2O{$Y~uC zE$zrCjn6v&<)B+uz4^aV=;>c|w{#{)nx9?h;vyUNx;ofPnWx;{4xjk0RH_H|k+JVi z7eCy((9gqOO>RZLv*&Sw$vLGnOo*18Ggs%;{p55xglkB*y>~g}Dji+z(iX+a6QG!a z!y8lo!@xlB|3ewrowM`b^`U|WNnIU<az;jQcT7B9TH$RoAGj5czACid-h`FkS03b? zaElIOzQl?7#*KBjUDciv5{`;}rzuP6q1!t4>lz{l>=OrDI8WW$%0jT3w;;gAA&$+= zZ0e_&S#XmIFaOv(!5gc5{MuQ`VC$*lKNh5z!{c-2j!xD~_Ivjq6k#SHY&Kq0+qUWv z(SN!hmPT4y`@_pS(}0v%xr7_!9Q8OVB#a1~^A|YMc;&d+*>R!6!(r_Hb6#18)Yn(^ zE{2VZHPB@c!{>E%{ENs1FE+P!v2cxKVphq~!F+XwA_3_YweD)&X|G>50A%iZ_`k1) zHu=Q(>px1R4TFLR3-f;CF}eh+t`vUWS6Qm?o(iI$8*WiMVEv)8<;lTAWp+%`B-1LO zj>%Gr%5)kUD^mqQhutnU<et?dH}w_>9BFwnZ!;_hqDj;6*&6B4X$4*-%0A4&N9eM8 z+IKeAxCw{_CGCHxqpGg%<E64CUhH-@-^K<<wJXX%5eh8_N9`u{Vx?3ndhDZag-}nd z@-Y3MO_2H{OeO!bD`MRG-{1NFKcMb`|NMsY*d~of0Mkv4Gus;p_|j0-Q7Klky7^zc C3!|X` literal 0 HcmV?d00001 diff --git a/notebooks/matplotlib_TP.ipynb b/notebooks/matplotlib_TP.ipynb new file mode 100644 index 0000000..7ffee67 --- /dev/null +++ b/notebooks/matplotlib_TP.ipynb @@ -0,0 +1,953 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "96226d71-a8c2-4845-8b35-4f3f8d4680a8", + "metadata": {}, + "source": [ + "# <center>**TP**</center>\n", + "\n", + "<img src=\"./img/logo2_matplotlib.svg\">\n", + "<div style=\"text-align:center\">\n", + " Bertrand Néron\n", + " <br />\n", + " <a src=\" https://research.pasteur.fr/en/team/bioinformatics-and-biostatistics-hub/\">Bioinformatics and Biostatistiqucs HUB</a>\n", + " <br />\n", + " © Institut Pasteur, 2021\n", + "</div>" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8db20ce6-572a-4bd9-ab90-7e2b00b4c27c", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "e321f59e-15c6-4d72-afd3-eaad525afc79", + "metadata": { + "tags": [] + }, + "source": [ + "# Plot" + ] + }, + { + "cell_type": "markdown", + "id": "ccd81dfe-c3a9-47fb-a4cc-42c86b34ee4e", + "metadata": {}, + "source": [ + "We provide 3 data sets which can be loaded as below" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "86453109-e6a5-49fe-821e-511d19753a89", + "metadata": {}, + "outputs": [], + "source": [ + "data1 = np.load(\"../data/data_1.npy\")\n", + "data2 = np.load(\"../data/data_2.npy\")\n", + "freqs = np.load(\"../data/freqs.npy\")" + ] + }, + { + "cell_type": "markdown", + "id": "ee2fbfa7-2ec4-4458-940e-d5673a9f843d", + "metadata": {}, + "source": [ + "check the data structure of these data" + ] + }, + { + "cell_type": "markdown", + "id": "9a590d32-0f7c-4e47-8932-15ccb75a99f1", + "metadata": {}, + "source": [ + "<img src=\"./img/data.png\">" + ] + }, + { + "cell_type": "markdown", + "id": "1a9dacfd-00e7-473f-9490-77cfa2023934", + "metadata": {}, + "source": [ + "We want to compare more in details a subset of *data_1* and *data_2*\n", + "we have to extract from the 4th row, 3rd columns all data in z\n", + "for data1 and data2\n", + "\n", + "* these values will be plotted on the y abscisse using the freqs data as x abcisse\n", + "* plot data1 as plain line and data 2 in dashed line\n", + "* add a legend\n", + "* add tile to the figure and abscisses\n", + "\n", + "the resulting figure should looklike below\n", + "\n", + "<img src=\"./img/plot_data1_vs_data2.png\" width=\"300px\">" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "027476b8-1d47-4373-8709-0fbe03843a70", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f487b8253d0>" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "dae8f60d-5c83-40a1-8642-358233fa15af", + "metadata": {}, + "source": [ + "# Bar plot\n", + "\n", + "We have generated a file with different experimental conditions and a control. For each conditions several mesures where taken.\n", + "We want to display these results as a bar plot.\n", + "\n", + "* each bar represent the mean for each condition\n", + "* the mean for each condition must be write on the plot\n", + "* each bar must display the standard deviation\n", + "* and the name of the condition must be display on the x abcsisse\n", + " as in sceenshot below\n", + "\n", + "<img src=\"./img/barplot.png\" width=\"300px\">\n" + ] + }, + { + "cell_type": "markdown", + "id": "c7e38daa-9697-46dc-a9e0-9471772940a5", + "metadata": {}, + "source": [ + "before to open the file with pandas have a loook on it." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "885b3bf2-de72-4b6e-9925-f049a9832020", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0dd7611e-bd88-460e-b589-8e627ff313a9", + "metadata": {}, + "source": [ + "check the structure of your data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d1d532f0-e41d-4ab1-9ef1-3b1bd6ad390a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20, 4)\n", + "Index(['cond1', 'cond2', 'cond3', 'control'], dtype='object')\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cdd3c1dd-52df-4165-afb7-bbc4e5264622", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>cond1</th>\n", + " <th>cond2</th>\n", + " <th>cond3</th>\n", + " <th>control</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>14.644417</td>\n", + " <td>2.945309</td>\n", + " <td>24.811719</td>\n", + " <td>5.114340</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>12.071043</td>\n", + " <td>4.406424</td>\n", + " <td>21.574601</td>\n", + " <td>2.507118</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>8.227469</td>\n", + " <td>3.185252</td>\n", + " <td>20.651623</td>\n", + " <td>4.449593</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.980799</td>\n", + " <td>9.233560</td>\n", + " <td>24.859737</td>\n", + " <td>4.127919</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>9.080359</td>\n", + " <td>5.629192</td>\n", + " <td>18.443504</td>\n", + " <td>4.268572</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " cond1 cond2 cond3 control\n", + "0 14.644417 2.945309 24.811719 5.114340\n", + "1 12.071043 4.406424 21.574601 2.507118\n", + "2 8.227469 3.185252 20.651623 4.449593\n", + "3 8.980799 9.233560 24.859737 4.127919\n", + "4 9.080359 5.629192 18.443504 4.268572" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3686b1f0-b4d4-44a0-9666-0d131a6b64ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>cond1</th>\n", + " <th>cond2</th>\n", + " <th>cond3</th>\n", + " <th>control</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>11.200424</td>\n", + " <td>4.914373</td>\n", + " <td>19.729708</td>\n", + " <td>3.882791</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>3.126661</td>\n", + " <td>2.315690</td>\n", + " <td>3.684203</td>\n", + " <td>0.739996</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>7.022382</td>\n", + " <td>0.717714</td>\n", + " <td>10.613455</td>\n", + " <td>2.507118</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>8.792467</td>\n", + " <td>3.670328</td>\n", + " <td>18.001254</td>\n", + " <td>3.273711</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>11.145291</td>\n", + " <td>4.685109</td>\n", + " <td>19.962329</td>\n", + " <td>3.915296</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>12.980845</td>\n", + " <td>5.847649</td>\n", + " <td>22.332247</td>\n", + " <td>4.313827</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>17.400218</td>\n", + " <td>9.868423</td>\n", + " <td>24.859737</td>\n", + " <td>5.255738</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " cond1 cond2 cond3 control\n", + "count 20.000000 20.000000 20.000000 20.000000\n", + "mean 11.200424 4.914373 19.729708 3.882791\n", + "std 3.126661 2.315690 3.684203 0.739996\n", + "min 7.022382 0.717714 10.613455 2.507118\n", + "25% 8.792467 3.670328 18.001254 3.273711\n", + "50% 11.145291 4.685109 19.962329 3.915296\n", + "75% 12.980845 5.847649 22.332247 4.313827\n", + "max 17.400218 9.868423 24.859737 5.255738" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3efa2dda-6aa8-4f34-a14a-b207f3803def", + "metadata": {}, + "source": [ + "do the bar plot" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "220d76c0-eb3c-49c7-993f-df78a4dae9a7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "da6ae784-19f0-4916-abdc-2d17eed5ba7b", + "metadata": {}, + "source": [ + "# Histogram\n", + "\n", + "We want to study the pixel intensity distributon of the koala image.\n", + "We want to do this for each layer separately.\n", + "so we decide to create an histogram like below.\n", + "\n", + "<img src=\"./img/histogram_pixels.png\" width=\"300px\">" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d04b6458-fa0e-4fb3-a9ad-b6feb5634ce6", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import image" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d4710fcc-3ca5-496d-bd02-18931aa2e9bc", + "metadata": {}, + "outputs": [], + "source": [ + "koala = image.imread('../data/koala.jpeg')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a2cb26e8-3be9-41c4-8b8f-2983184b9039", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "300d1ecd-0017-49df-a01d-3e2c27511758", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(255, 255, 255)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "e72a866c-3940-4e7d-89f4-bcbcee1d5606", + "metadata": {}, + "source": [ + "to know which colored are available in matplotlib visit:\n", + "https://matplotlib.org/stable/gallery/color/named_colors.html" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "dc30676b-4acd-41d3-b8a5-587af64b4441", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f48794fef40>" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "83043f63-0b2f-4c6a-9376-819c03c11170", + "metadata": {}, + "source": [ + "## standardization\n", + "\n", + "create a data set with 2000 samples\n", + "* with a normal distribution \n", + "* centered on 5.0 \n", + "* with 3.0 as standard deviation " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7d937154-5e81-4ffc-a110-82755ca4efa4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.9112441705122984\n", + "3.0821900958177255\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "2d22c136-80e1-4d32-925b-525f88cd9099", + "metadata": {}, + "source": [ + "Standardized this dataset, and compare the 2 distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "726c4bb3-b4e1-4cfd-ab6b-5c5297bafc17", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-8.881784197001253e-17\n", + "0.9999999999999999\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c6ec47f3-dc60-4423-af20-ac981c0f5131", + "metadata": {}, + "source": [ + "Normalized the dataset, and compare the 2 distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "2a3a5a0e-97a5-40df-935a-6e45a2326894", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f48794fefa0>" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "1015843e-aa4f-4d3e-ab6c-954984c66df4", + "metadata": {}, + "source": [ + "Now do the same operation on 2D array, and standardized each column." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ee8c51fe-145e-4ee0-b688-61b9344e3def", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b4bd660f-2821-4e48-8e46-0aab364e80d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f4878c35b80>" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "539df0d5-98ae-47f6-b3cf-e1c455b22650", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a98efb3e-77b6-423d-8614-60fee982475b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f4878b35070>" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr8AAAFlCAYAAADiVIA6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAkaUlEQVR4nO3df2zc9Z3n8de7YOqEsB7y47geYZhEsEhQGahSSkEcweyeuFIR9wRtDy6xC7f0j4PUx0abdlm5czlOKmrUNWJPtwqlQLhoTWG7Cd3uHe1u4uVG4lfJjL0QQovSYRjkGCdmTOM2sY0/94dnjH/MD/+Y+Y5nPs+HhJTv9zPfr9/5KrJfjN/z/phzTgAAAIAPPlXtAgAAAICgEH4BAADgDcIvAAAAvEH4BQAAgDcIvwAAAPAG4RcAAADeODvIL7Z27VoXiUSC/JIAAADwzOuvv37CObcu31qg4TcSieiXv/xlkF8SAAAAnjGzdwut0fYAAAAAbxB+AQAA4A3CLwAAALwRaM8vAAAAKm9sbEzpdFqnT5+udikV1djYqPXr16uhoWHe1xB+AQAA6kw6ndZ5552nSCQiM6t2ORXhnNPJkyeVTqe1YcOGeV9H2wMAAECdOX36tNasWVO3wVeSzExr1qxZ8LvbhF8AAIA6VM/BN2cxf0fCLwAAAKoqGo1q9+7dc86fOXNGX/va13TJJZfoC1/4gpLJ5JK/Fj2/AAAAda6zs0upVKZs9wuHQ9q1q6Ns9yvk8ccf1/nnn6933nlH3d3d2rlzp5555pkl3ZPwCwAAUOdSqYwikWjZ7pdMlr7X3r17tXv3bpmZmpub9fTTTyuZTOruu+/WiRMntG7dOj3xxBMKh8MF73HgwAFFo5Nf6/bbb9d9990n59ySWjpoewAAAEBZvfnmm3rooYd08OBB9fb26pFHHpEk3X///Wpra1NfX5/uuusubd++veh93n//fV100UWSpLPPPltNTU06efLkkmoj/AIAAKCsDh48qDvuuENr166VJK1evVqS9NJLL+nOO++UJG3dulWxWCzw2gi/AAAAWJYuvPBCvffee5Kk8fFxDQ8Pa82aNUu6Jz2/AJaVroc7lRlMFVwPrQurY+euACsCACxUS0uLvvKVr+iBBx7QmjVrNDQ0pNWrV+u6665Td3e3tm7dqn379umGG24oep/bbrtNTz31lL74xS/queeeU0tLy5JHuBF+ASwrmcGUotsiBdeje5OB1QIAWJwrrrhCDz74oG688UadddZZuvrqq/Xkk0/q0Ucf1Te+8Q19//vfn/rAWzH33HOPtm7dqksuuUSrV69Wd3f3kmsj/AIAANS5cDg0rwkNC7lfKW1tbWpra5tx7uKLL9bBgwfnvDY30WG2xsZGPfvss4spsSDCLwAAQJ0LYiZvreADbwAAAPAG4RcAAADeIPwCAADAG4RfAAAAeIPwCwAAAG8QfgEAAFBV0WhUu3fvnnP+xRdf1Oc+9zmdffbZeu6558rytRh1BgAAUOdK7Z65UEHtthkOh/Xkk0/mDcaLRfgFAACoc6V2z1yo+ey2uXfvXu3evVtmpubmZj399NNKJpO6++67deLEiakd3sLhcMF7RCKTNX/qU+VrVqDtAQAAAGX15ptv6qGHHtLBgwfV29urRx55RJJ0//33q62tTX19fbrrrru0ffv2wGsj/AIAAKCsDh48qDvuuENr166VJK1evVqS9NJLL+nOO++UJG3dulWxWCzw2gi/AAAA8AbhFwAAAGXV0tKiZ599VidPnpQkDQ0NSZKuu+46dXd3S5L27dunG264IfDaCL8AAAAoqyuuuEIPPvigbrzxRl155ZV64IEHJEmPPvqonnjiiakPwOV6gQt57bXXtH79ej377LP65je/qSuuuGLJtTHtAQAAoM6F1oXnNaFhIfcrpa2tTW1tbTPOXXzxxTp48OCc10aj0bz3+PznP690Or2oGgsh/AIAANS5IGby1graHgAAAOANwi8AAAC8QfgFAACoQ865apdQcYv5O84r/JrZfzWzN83sDTP7GzNrNLMNZvaKmb1jZs+Y2TkL/uoAAAAou8bGRp08ebKuA7BzTidPnlRjY+OCriv5gTczu1DSdkmXO+d+b2Y/lvR1SV+S9JfOuW4z+2tJ90j6XwsvHQAAAOW0fv16pdNpDQ4OVruUimpsbNT69esXdM18pz2cLWmFmY1JWimpX1KLpDuz609JiorwCwAAUHUNDQ3asGFDtctYlkqGX+fc+2a2W1JK0u8l/VzS65Iyzrnx7MvSki7Md72Z3SvpXkkKh0vPhAOA5azr4U5lBlMF10PrwowUAoBlbD5tD+dL2iJpg6SMpGcl3TLfL+Cc2yNpjyRt2rSpfhtPAHghM5hSdFuk4Ho5h8gDAMpvPh94+yNJv3HODTrnxiT9RNL1kkJmlgvP6yW9X6EaAQAAgLKYT/hNSbrWzFaamUm6WdIRSYck3Z59TZukA5UpEQAAACiPkuHXOfeKpOckHZb0L9lr9kjaKekBM3tH0hpJj1ewTgAAAGDJ5jXtwTn3XUnfnXX6mKRryl4RAAAAUCHs8AYAAABvzHfOLwB4rbOzS6lURumjCe1vSs5Zb2pq1E2brw2+sDwYxwYAhRF+AWAeUqmMIpGoMumkQqHInPVMpifwmgphHBsAFEbbAwAAALxB+AUAAIA3CL8AAADwBuEXAAAA3iD8AgAAwBtMewBQU3oTcUV3tBdcf/vXx3TZpRsLrjPmCwD8RvgFUFPc+EjRMV6t22OKbmspuM6YLwDwG20PAAAA8AbhFwAAAN6g7QEAyqhUTzI9xwBQXYRfACijUj3J9BwDQHXR9gAAAABvEH4BAADgDcIvAAAAvEH4BQAAgDcIvwAAAPAG0x4AoMIO9bys4eHTkqSf/vSoYrGrZqyfu+ocXX3V5VPHjEMDgMoh/AJAhQ0Pn1YotFmSdO6n0/qLu1pnrGcyPWrdEpk6ZhwaAFQObQ8AAADwBuEXAAAA3qDtAQCWmVJbJL/962O67NKNBdePvBGXFCl7XQBQDwi/ALDMlNoiuXV7TNFtLUXXAQD50fYAAAAAbxB+AQAA4A3CLwAAALxB+AUAAIA3CL8AAADwBtMeAKAM+vuPa/+BHg0MDGn/gZ5Za4MKhapSFgBgFsIvAJTB2JgUCm1WQ0N6aivjnFSquzpFAQDmoO0BAAAA3iD8AgAAwBuEXwAAAHiD8AsAAABvEH4BAADgDaY9AKgbh3pezjtqLKepqVHSvw60JgDA8kL4BVA3hodPq6Fh9ZxRYzmZTE+g9QAAlh/aHgAAAOANwi8AAAC8QfgFAACANwi/AAAA8AbhFwAAAN5g2gOAZSWeOKL9TcmC6yeHMoHV4quuhzuVGUwVXA+tC6tj564AKwKA8iH8AlhWRk6NKhT6UsH18bG+AKvxU2Ywpei2SMH16N5kYLUAQLnR9gAAAABvEH4BAADgDdoeAMAzvYm4ojvaC64feSMuKRJUOQAQKMIvAHjGjY8U7elt3R4LrhgACBhtDwAAAPAG7/wCHuvs7FIqlcm7Fg6HtGtXR6D1BKHYr/zjiSP66HcrdPEf3jR3LX5EkUhlawMAVB7hF/BYKpVRJBLNu5ZM5j9f64r9yn9/U1JP/nMk7zOJxVorWhcAIBi0PQAAAMAbhF8AAAB4g7YHAGVXrJdYqt9+4lpzqOdlDQ+fnnN+YGBI+w/0qKmpUTdtvrYKlQFA5RB+AZRdsV5iqX77iWvN8PBphUKb55xvaEgrFNqsTKYn8JoAoNJoewAAAIA3eOcXQF7xeK/a26MF148de1sbN15W4NrCY8F6X+3Ub4eeV3RHMu/6qY/6F1YoAAALQPgFkNfIiCvauhCLtaqlJf96sbFgbjSl+24NqXVLJO/6Cz8bm3eNAAAsFG0PAAAA8AbhFwAAAN6YV9uDmYUk/VDSZyU5SXdLelvSM5IikpKSvuqc+7ASRQJAzpnRM9p/oCfvWn//YLDFAABqznx7fh+R9H+dc7eb2TmSVkr6c0n/5Jz7npl9W9K3Je2sUJ0AIEmamFDe8VySlEp1B1sMAKDmlGx7MLMmSf9W0uOS5Jwbdc5lJG2R9FT2ZU9Jaq1MiQAAAEB5zKfnd4OkQUlPmFnczH5oZudKusA5l5tJdFzSBZUqEgAAACiH+bQ9nC3pc5Lud869YmaPaLLFYYpzzpmZy3exmd0r6V5JCofDSywXABavv//41Na9+dcHNTDwoRKx9jlrKyYOKxFr19CJuCY/6hCMfFsQT/87sAUxACzMfMJvWlLaOfdK9vg5TYbfATP7jHOu38w+I+mDfBc75/ZI2iNJmzZtyhuQASAIY2NSQ8Pqoj3DDXZGHXlmEPf1rVRzc0Sdj8UqW+Qs+bYgzm0/LIktiAFggUq2PTjnjkt6z8xyWzndLOmIpOcltWXPtUk6UJEKAQAAgDKZ77SH+yXty056OCbpG5oMzj82s3skvSvpq5UpEUC96e8/XrD14MzoaLDFAAC8Mq/w65xLSNqUZ+nmslYDwAtjY4XHlU1MvBZsMQAAr7DDGwAAALxB+AUAAIA3CL8AAADwBuEXAAAA3iD8AgAAwBvzHXUGoAZ0PdypzGCq4HpoXVgdO3cFWBEqLd/YuNwOcOz+BgBzEX6BOpIZTCm6LVJwPbo3GVgtCEa+sXG5HeDY/Q0A5qLtAQAAAN4g/AIAAMAbtD0AKJveVzvlRlNaMXFYiVh73tcMnYhLG4Kta7mb3beb69mdXBtUKFSVsgCgLhF+AZSNG02pY0tEfX0r1dwcyfuazsdi4lvPTLP7dnM9u5KUSnVXpygAqFO0PQAAAMAbhF8AAAB4g/ALAAAAbxB+AQAA4A3CLwAAALxB+AUAAIA3CL8AAADwBuEXAAAA3iD8AgAAwBtsswRgSm57Ykl5tyi2c8K68ppdVagMAIDyIPwCmJLbnlhS3i2Kuw4kA68JAIByou0BAAAA3iD8AgAAwBuEXwAAAHiD8AsAAABvEH4BAADgDcIvAAAAvEH4BQAAgDcIvwAAAPAGm1wAAPLq7z+u/Qd65pyPxTLq7OzSrl0dBa/t7OxSKpXJuxYOh4peCwCVRPgFAOQ1NiaFQpvnnF+1Klkw2OakUhlFItG8a8lk/vMAEATaHgAAAOANwi8AAAC8QfgFAACANwi/AAAA8AbhFwAAAN5g2gPgkd5EXNEd7VPH6aMJZdLJqeOhE3FJkaDLQo0ZGIjr1KmEojuSeddD68Iq9t5KPN6r9vZowXVGoQGoJMIv4BE3PqLotsjU8f6mpEKhT447H4sFXxRqToON6L5b16t1SyTvenRvUsX+J2pkxBUcgyYxCg1AZdH2AAAAAG8QfgEAAOAN2h4AzNvAQFyJWLskacXE4ak/59AzDABY7gi/AOatwUbUke3z7OtbqebmyIx1eoYBAMsdbQ8AAADwBuEXAAAA3qDtAQCwYP39x7X/QE/etVgso8Hf/06RSKAlAcC8EH4BAAs2NiaFQpvzrq1alVTyRCbQegBgvmh7AAAAgDd45xcAUDM6O7uUSmUKrrM1MoBSCL8AgJqRSmXYGhnAktD2AAAAAG8QfgEAAOANwi8AAAC8QfgFAACANwi/AAAA8AbTHoBlrthop2PH3tbGjZdNHaePJrS/KTl13NTUqJs2X1vhCoGFcWfeUiLWXnB9+He/kRQNqhwAniH8AstcsdFOsVirWlo+WcukkwqFIp8cZ3oqWRqwKCsbfq+OLZGC6w/tSwRWCwD/0PYAAAAAbxB+AQAA4A3CLwAAALxB+AUAAIA3CL8AAADwBtMegGWk6+FOZQZTM86ljyaUSSclSQMnjumCtRun1lZMHJ4xMmroRFxSpPKFoib09x/X/gM9c84PDAxp/4Ee9fcPKhQKvCwAqKp5h18zO0vSLyW975z7spltkNQtaY2k1yVtdc6NVqZMwA+ZwZSi2yIzzu1v+mR8WedjMXVsaZla6+tbqebmT17f+VgsgCpRK8bGpFBo85zzDQ1phUKblUp1B18UAFTZQtoeviXprWnHD0v6S+fcJZI+lHRPOQsDAAAAym1e4dfM1ku6VdIPs8cmqUXSc9mXPCWptQL1AQAAAGUz37aHLkl/Jum87PEaSRnn3Hj2OC3pwnwXmtm9ku6VpHA4vOhCAQC1YWAgrhUTHxbewvjjTNHrTw4Nqb09mnctHj+iSGQp1QHwXcnwa2ZflvSBc+51M9u80C/gnNsjaY8kbdq0yS30egBAbWmwEf3JzTP70afr+MHHRa8fH1fRLb0BYCnm887v9ZJuM7MvSWqU9AeSHpEUMrOzs+/+rpf0fuXKBAAAAJauZM+vc+47zrn1zrmIpK9LOuicu0vSIUm3Z1/WJulAxaoEAAAAymApm1zslPSAmb2jyR7gx8tTEgAAAFAZC9rkwjnXI6kn++djkq4pf0kAAABAZbC9MQAAALxB+AUAAIA3CL8AAADwBuEXAAAA3iD8AgAAwBsLmvYAAMBy0Ptqp9xoas75U6cSiu5IKrQurI6du6pQGYDljvALAKg5bjSlji2ROeczmaRat0QU3ZsMvCYAtYG2BwAAAHiD8AsAAABvEH4BAADgDcIvAAAAvEH4BQAAgDeY9gDUsf7+49p/oGfqeGBgaMZxf/+gQqHAywIqJvdvPhbLqL09OmMtHA5p166OqtQFYPkg/AJ1bGxMCoU2Tx03NKRnHKdS3cEXBVRQ7t/8qlVJRSLRGWvJZDTvNQD8QtsDAAAAvME7v0AAOju7lEpl8q7xq1gAAIJD+AUCkEpl5vwKNodfxQIAEBzaHgAAAOANwi8AAAC8QdsDAGBZGRsdViLWnndtxcRhJWLtGjoRlxQpeI+Bgfice5w6lVB0R1KSFFoXVsfOXWWpF0BtIfwCAJaVxoZxdWyJ5F3r61up5uaIOh+LFb1Hg43MuUcmk1Rr9lx0b3LphQKoSbQ9AAAAwBuEXwAAAHiD8AsAAABvEH4BAADgDcIvAAAAvEH4BQAAgDcIvwAAAPAG4RcAAADeIPwCAADAG+zwBgDwTm8iruiO9oLrbH8M1C/CLwDAO258RNFtkYLrbH8M1C/aHgAAAOAN3vkFAtT7aqfcaGrGuVOnEoruSEqSjrwRlxQJvC4AAHxB+AUC5EZT6tgSmXEuk0mqNXuudXss+KIAAPAIbQ8AAADwBuEXAAAA3qDtASiDzs4upVKZguvx+BFFIoGVAwAACiD8AmWQSmUUiUQLrsdirYHVAgAACqPtAQAAAN4g/AIAAMAbhF8AAAB4g/ALAAAAbxB+AQAA4A2mPQBZpcaVhcMh7drVEVg9AACg/Ai/QFapcWXJZOE1AABQG2h7AAAAgDcIvwAAAPAGbQ+oG10PdyozmCq4HloXVsfOXQFWND/9/ce1/0CPJGlgYGjqz5+sDyoUCrwswGu9ibiiO9oLrs/+fsJnBoDaQfhF3cgMphTdFim4Ht2bDKyWhRgbk0KhzZKkhob01J9zUqnu4IsCPOfGRxb0/YTPDAC1g7YHAAAAeIN3foGsd391SJl0suD68O9+IykaVDkAAKACCL9A1lkTw+rYEim4/tC+RGC1AACAyqDtAQAAAN4g/AIAAMAbtD0A83RyaEjt7dG8a/H4EQ1/0Ck3mn/U2oqJw0rE2jV0Ii4pUrEaAQRj9ii09NHEjM8MDJw4pgvWbpw6PnUqoeiOT9aX6+hFwAeEX2CexsdVcJRRLNYqN5oq2DPc17dSzc0RdT4Wq1yBAAIzexTa/qakQqFPjjsfi6ljS8vUcSaTVOu07w/LdfQi4APaHgAAAOAN3vkFAGAeDvW8rOHh05Lm7sbIToxA7SD8AgAwD8PDpwvuxshOjEDtoO0BAAAA3iD8AgAAwBsl2x7M7CJJeyVdIMlJ2uOce8TMVkt6RpNzm5KSvuqc+7BypQIAsHj9/cen+nRn9+xKUlNTo27afG3whQEI1Hx6fscl/alz7rCZnSfpdTP7haR2Sf/knPuemX1b0rcl7axcqQAALN7YmAr27EpSJtMTeE0Agley7cE51++cO5z9828lvSXpQklbJD2VfdlTklorVCMAAABQFgua9mBmEUlXS3pF0gXOuf7s0nFNtkXku+ZeSfdKUjgcXnShAADUquktF5IUi2WmdowMh0PataujKnUBPpp3+DWzVZL+VlKHc+4jM5tac845M3P5rnPO7ZG0R5I2bdqU9zUAANSz6S0XkrRqVXJqx8hkMlqVmgBfzWvag5k1aDL47nPO/SR7esDMPpNd/4ykDypTIgAAAFAeJcOvTb7F+7ikt5xzP5i29Lyktuyf2yQdKH95AAAAQPnMp+3heklbJf2LmSWy5/5c0vck/djM7pH0rqSvVqRCAAAAoExKhl/nXEySFVi+ubzlAAAAAJXDDm8AAADwBuEXAAAA3ljQnF/AZ2Ojw0rE2vOurZg4rKET52tyt28AALBcEX6BeWpsGFfHlkjetb6+lXrulZFgCwIAAAtG2wMAAAC8wTu/AABo5hbEAwNDM7YjnlwfVCgUeFnq7OxSKpXJu8bWyMDCEX4BANDMLYgbGtIztiOWpFSqO/iiJKVSmamtkGdja2Rg4Wh7AAAAgDcIvwAAAPAGbQ/wRm8iruiO9oLrpz7qD64YACii6+FOZQZTkqT00YQy6eSc19g5YTX9K97DAhaK8AtvuPERRbdFCq6/8LOx4IoBgCIyg6mp71f7m5IKhSJzXtN1IClmiwMLx/8yAgAAwBu884vAFRvbIy1tdM+hnpc1PHw679rAwJAO9bysmzZfu6h7A0C5DAzEp3aMPHUqoeiO5Iz1I2/Exbu6QGUQfhG4YmN7pKWN7hkePj1nPFFOQ0O6YDAGgCA12MjUjpGZTFKts3aPbN0eC74owBO0PQAAAMAbhF8AAAB4g7YH1Izpo3/yOfJGXFddf36AFQHA0k3fVjln+vbKxbZVjsd71d4eLXhvtj8G5iL8omZMH/2Tz2SPHOEXQG2Zvq1yzvTtlYttqzwy4ir2GQqgXtH2AAAAAG/wzi8AAHWo99VO/Xbo+Tlj1HJC68Lq2Lkr2KKAZYDwCwBAHXKjKd13a2jOGLWc6N5koPUAywVtDwAAAPAG4RcAAADeoO0BXsk3UijnzOhosMUAAIDAEX7hlXwjhXImJl4LthgAABA42h4AAADgDcIvAAAAvEHbA5aN3lc75UZTOnUqkXcu5ZE34jrUc1zDw6fzXj8wMKT+/k8X3AYUAHxT7HMOL7zwK0ntBa8tNQe41JbzzBHGckX4xbLhRlPq2BJRJpPMO5eydXtMw8OnC/bsNjSkNTb2cWWLBIAaUuxzDhrvK7plfKk5wKW2nGeOMJYr2h4AAADgDd75BQCgBg0MxLVi4kMlYu1514dOxKUNwdYE1ALCLwAANajBRvQnN69Uc3Mk73rnYzHxYx6Yi7YHAAAAeIPwCwAAAG8QfgEAAOANwi8AAAC8QfgFAACAN/gYKCSV3qnn7V8f02WXbix6j3Lt5lNoRyJ2cAMAAEtF+IWk0jv1tG6PKbqtpeg9yrWbT6EdidjBDQAALBVtDwAAAPAG4RcAAADeoO0BFdHZ2aVUKjPj3Lu/OqSzJoZ1ciijTDo555qhE3FJkSDKAwAAniL8oiJSqYwikeiMc5l0Uh1bIurr6867HefkVpwAAACVQ9sDAAAAvME7v54oNcrsyBu0HAAAPhFPHFF7e7Tg+ofpI1KRKUHAckX49cR8RpkBAJAzcmpUV89qX5sufXR/YLUA5UTbAwAAALxB+AUAAIA3aHuocbmRYrkxYrOdu+ocXX3V5Yvq6T3U87KGh09LmtxaePqWw01Njbpp87UzXt+biCu6o12SlD6amDPOjFFmALB8nBk9k3cr+ZyTQ5kl3X/6z4TZ4okjSqUHtCZ0/py13M+t0LqwOnbuWlINQD6E3xqXGymWGyM2WybTo9YtkUX19A4Pn57aZrihIT1jy+FMpmfO6934yFRf8f6mpEKhmfUwygwAlo+JifxbyeeMj/9oSfef/jNhtv1NSf3g2Qb9xV2tc9ZyP7eie5NL+vpAIbQ9AAAAwBuEXwAAAHiDtocyybedb044HNKuXR1Lun+hOb253tqg+2n7+4/P6RWb3hfc3z+oUCiwcgAAdSL38yUWy+SdM3zs2NvauPGyvJ91yfUL58zuG670z2rUBsJvmeTbzjcnmcx/fiEKzenN9dYG3U87Nja3V2x6X3Aq1R1oPQCA+pD7+bJqVTLvz9VYrFUtLfk/65LrF86Z3Tdc6Z/VqA20PQAAAMAbvPPrsWKjzCRaFwDAZ2Ojw0rE2guuDw4cKzgqrampsTJFlTC7Je+nPz2qWOyqqeOTQ5kZYzjtnLCuvGayLSIe7y26nXMttkUUa/OQavPvVA6EX48VG2Um0boAAD5rbBjPO0Izp+MHHxcclZZvHGYQZrfknfvp9Ixxan193Wpujkwddx1ITv15ZMQVbImQarMtolibh1Sbf6dyoO0BAAAA3iD8AgAAwBu0PcxTqb6ZV1788ZztfHNOnUqo6+GJgts0dnZ26f/949+VfXtiAABq1cBAPG/P8YqJw0rE2ssy4nP618jdd7pSPcHTx63NHrMmzR21huWB8DtPpfpmXn/xRwV7ozKZpBJ5ZvROv3fTyg1l354YAIBa1WAjeX8u9vWtVHNzeUZ8Tv8auftOV6onePq4tdlj1qS5o9awPND2AAAAAG8s6Z1fM7tF0iOSzpL0Q+fc98pSVZkV2h0t5+1fH9Nll24suj448FHBtgZJ0seZgkv9/ccVO5x/pxpJisePaMO6lQWv3X+gJ+8ossn14uPIil3PKDMAQCX09x8v+HNrcn0w2IIWqVRbRKnWi95EXNEd7Yonjmjk1Oic9Y8/1aSL//CmoiPHirVdvvurQ/qDlb+f026Rkz6a0PAHE1OtG5VQKmMtx9aPRYdfMztL0v+U9MeS0pJeM7PnnXNHylVcuRTaHS2ndXtM0W0tRdfvu3W9QqHC9+j4wccF18bGpFWrrirYNhGLtUoFwm9ubEu+UWRS6XFkxa5nlBkAoBLGxqSGhtUFR6HVys+fUm0RpVov3PiIotsi2d1YvzRnvevA5C52xUaOFWu7zKSTar8xOafdImd/U1JP/nPhYFoOpTLWcmz9WErbwzWS3nHOHXPOjUrqlrSlPGUBAAAA5beU8HuhpPemHaez5wAAAIBlyZxzi7vQ7HZJtzjn/nP2eKukLzjn7pv1unsl3Zs9vEzS24svN1BrJZ2odhF1jOdbeTzjyuL5VhbPt7J4vpXHM66sUs/3YufcunwLS/nA2/uSLpp2vD57bgbn3B5Je5bwdarCzH7pnNtU7TrqFc+38njGlcXzrSyeb2XxfCuPZ1xZS3m+S2l7eE3SpWa2wczOkfR1Sc8v4X4AAABARS36nV/n3LiZ3SfpBU2OOvuRc+7NslUGAAAAlNmS5vw65/5B0j+UqZblpuZaNWoMz7fyeMaVxfOtLJ5vZfF8K49nXFmLfr6L/sAbAAAAUGvY3hgAAADeIPwWYWb/3cz6zCxhZj83s39T7ZrqiZl938yOZp/x35lZqNo11RMzu8PM3jSzCTPjE8dlYma3mNnbZvaOmX272vXUGzP7kZl9YGZvVLuWemRmF5nZITM7kv3+8K1q11RPzKzRzF41s97s8/1v1a6pHpnZWWYWN7O/X8z1hN/ivu+ca3bOXSXp7yV1VrmeevMLSZ91zjVL+pWk71S5nnrzhqT/IOnFahdSL6Zt6/7vJV0u6T+a2eXVraruPCnplmoXUcfGJf2pc+5ySddK+i/8Gy6rM5JanHNXSrpK0i1mdm11S6pL35L01mIvJvwW4Zz7aNrhuZJokC4j59zPnXPj2cOXNTkrGmXinHvLOVcrm8rUCrZ1rzDn3IuShqpdR71yzvU75w5n//xbTQYIdmctEzfpVPawIfsf2aGMzGy9pFsl/XCx9yD8lmBm/8PM3pN0l3jnt5LulvR/ql0EUALbuqNumFlE0tWSXqlyKXUl+yv5hKQPJP3COcfzLa8uSX8maWKxN/A+/JrZP5rZG3n+2yJJzrkHnXMXSdon6b7id8NspZ5v9jUPavJXcfuqV2ltms/zBYDZzGyVpL+V1DHrt5xYIufcx9l2yfWSrjGzz1a5pLphZl+W9IFz7vWl3GdJc37rgXPuj+b50n2anGn83QqWU3dKPV8za5f0ZUk3O+buLdgC/v2iPOa1rTuwnJlZgyaD7z7n3E+qXU+9cs5lzOyQJnvY+QBneVwv6TYz+5KkRkl/YGb/2zn3nxZyE+/f+S3GzC6ddrhF0tFq1VKPzOwWTf7q4jbn3O+qXQ8wD2zrjppmZibpcUlvOed+UO166o2ZrctNLjKzFZL+WGSHsnHOfcc5t945F9Hk99+DCw2+EuG3lO9lf4XcJ+nfafLThSifv5J0nqRfZMfJ/XW1C6onZvYVM0tL+qKkn5nZC9WuqdZlP6CZ29b9LUk/Zlv38jKzv5H0kqTLzCxtZvdUu6Y6c72krZJast93E9l30VAen5F0KJsbXtNkz++ixnGhctjhDQAAAN7gnV8AAAB4g/ALAAAAbxB+AQAA4A3CLwAAALxB+AUAAIA3CL8AAADwBuEXAAAA3iD8AgAAwBv/HzNrir81HApQAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "f8173833-3709-4916-94d9-418cd1a8da0d", + "metadata": {}, + "source": [ + "# Boxplot\n", + "\n", + "We are not very satisfed by the first vizualization of *data_bar* data.\n", + "We decide to use a boxplot to view this data\n", + "\n", + "* create a 10, 8 inch figure containing a boxplot\n", + "* add a grid\n", + "* *bonus* we will colored each box with different colors as below\n", + "\n", + "<img src=\"img/boxplot.png\" width=\"300px\">\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "77b7cad3-16ba-40a3-953c-231dfb68b00b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7470a4ec-72bf-436a-9481-29ec8a225973", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['cond1', 'cond2', 'cond3', 'control'], dtype='object')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "4d93309c-3ce6-4220-8d80-c95c58c0c0df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "f" + ] + }, + { + "cell_type": "markdown", + "id": "e820d1ff-c6ca-42a9-a1c6-450dea31f3e3", + "metadata": {}, + "source": [ + "# Histogram 2D\n", + "\n", + "We want to analyse the relationship between 2 numerical variables.\n", + "These two variables are in a numpy 2D array\n", + "To do that we plan to vizualize data with an 2D histogram as below\n", + "\n", + "<img src=\"./img/histogram_2D.png\" width=\"300px\" />\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b61b2420-fc72-40db-9cdd-2435b480946f", + "metadata": {}, + "outputs": [], + "source": [ + "linked_vars = np.load('../data/linked_vars.npy')" + ] + }, + { + "cell_type": "markdown", + "id": "74a25028-5dc2-44bd-b5ee-71ca6018cc9c", + "metadata": {}, + "source": [ + "how many samples are contained in the data set" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6303918b-b17b-4f1f-91df-abbb2d2012c0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3a7b4457-4bc5-4959-a9a0-fa13484730bc", + "metadata": {}, + "source": [ + "what are the min, max and mean value for these two variables" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "49d4e338-e548-4802-a23d-417654bdeb42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-5.040819200223366 3.941423634240521 -0.0006741395329023279\n", + "-15.120104816222625 19.86580328914713 3.002658699844036\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "bf182d06-7947-4f7d-b2aa-a8c7da3df6a4", + "metadata": {}, + "source": [ + "create the histogram with a colorbar use the *\"jet\"* colormap" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "6cd41a4c-e741-46df-8538-d6d6da06cfbf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Intensity')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "markdown", + "id": "fc82dcfd-c4aa-4681-ac50-6baa9a4d5c9c", + "metadata": {}, + "source": [ + "# Scatter plot\n", + "\n", + "Compare The *Petal length* vs *Petal width*\n", + "for the 3 iris species: *setosa*, *versicolor* and *virginica*" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9931f8b0-a239-4752-a2e8-0ba376cc49fb", + "metadata": {}, + "outputs": [], + "source": [ + "iris = pd.read_csv('../data/Iris.csv', sep=',' , header=0, index_col='Id' )" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "b6b1505f-819a-4cb4-b171-453afb715e51", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter plot Iris sepal')" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7c86dc3-a042-490e-b79e-70bbc77d82a0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/matplotlib_TP_solutions.ipynb b/notebooks/matplotlib_TP_solutions.ipynb new file mode 100644 index 0000000..d5b36b7 --- /dev/null +++ b/notebooks/matplotlib_TP_solutions.ipynb @@ -0,0 +1,1057 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "96226d71-a8c2-4845-8b35-4f3f8d4680a8", + "metadata": {}, + "source": [ + "# <center>**TP**</center>\n", + "\n", + "<img src=\"./img/logo2_matplotlib.svg\">\n", + "<div style=\"text-align:center\">\n", + " Bertrand Néron\n", + " <br />\n", + " <a src=\" https://research.pasteur.fr/en/team/bioinformatics-and-biostatistics-hub/\">Bioinformatics and Biostatistiqucs HUB</a>\n", + " <br />\n", + " © Institut Pasteur, 2021\n", + "</div>" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8db20ce6-572a-4bd9-ab90-7e2b00b4c27c", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "e321f59e-15c6-4d72-afd3-eaad525afc79", + "metadata": { + "tags": [] + }, + "source": [ + "# Plot" + ] + }, + { + "cell_type": "markdown", + "id": "ccd81dfe-c3a9-47fb-a4cc-42c86b34ee4e", + "metadata": {}, + "source": [ + "We provide 3 data sets which can be loaded as below" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "86453109-e6a5-49fe-821e-511d19753a89", + "metadata": {}, + "outputs": [], + "source": [ + "data1 = np.load(\"../data/data_1.npy\")\n", + "data2 = np.load(\"../data/data_2.npy\")\n", + "freqs = np.load(\"../data/freqs.npy\")" + ] + }, + { + "cell_type": "markdown", + "id": "ee2fbfa7-2ec4-4458-940e-d5673a9f843d", + "metadata": {}, + "source": [ + "check the data structure of these data" + ] + }, + { + "cell_type": "markdown", + "id": "9a590d32-0f7c-4e47-8932-15ccb75a99f1", + "metadata": {}, + "source": [ + "<img src=\"./img/data.png\">" + ] + }, + { + "cell_type": "markdown", + "id": "1a9dacfd-00e7-473f-9490-77cfa2023934", + "metadata": {}, + "source": [ + "We want to compare more in details a subset of *data_1* and *data_2*\n", + "we have to extract from the 4th row, 3rd columns all data in z\n", + "for data1 and data2\n", + "\n", + "* these values will be plotted on the y abscisse using the freqs data as x abcisse\n", + "* plot data1 as plain line and data 2 in dashed line\n", + "* add a legend\n", + "* add tile to the figure and abscisses\n", + "\n", + "the resulting figure should looklike below\n", + "\n", + "<img src=\"./img/plot_data1_vs_data2.png\" width=\"300px\">" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "027476b8-1d47-4373-8709-0fbe03843a70", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f487b8253d0>" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "plt.plot(freqs, data1[3,4,:], label=\"data 1\")\n", + "plt.plot(freqs, data2[3,4,:], linestyle=\"--\", label=\"data 1\")\n", + "plt.xlabel(\"Frequence\")\n", + "plt.ylabel(\"Intensity\")\n", + "plt.title(\"comparison Data1 vs Data2\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "dae8f60d-5c83-40a1-8642-358233fa15af", + "metadata": {}, + "source": [ + "# Bar plot\n", + "\n", + "We have generated a file with different experimental conditions and a control. For each conditions several mesures where taken.\n", + "We want to display these results as a bar plot.\n", + "\n", + "* each bar represent the mean for each condition\n", + "* the mean for each condition must be write on the plot\n", + "* each bar must display the standard deviation\n", + "* and the name of the condition must be display on the x abcsisse\n", + " as in sceenshot below\n", + "\n", + "<img src=\"./img/barplot.png\" width=\"300px\">\n" + ] + }, + { + "cell_type": "markdown", + "id": "c7e38daa-9697-46dc-a9e0-9471772940a5", + "metadata": {}, + "source": [ + "before to open the file with pandas have a loook on it." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "885b3bf2-de72-4b6e-9925-f049a9832020", + "metadata": {}, + "outputs": [], + "source": [ + "data_bar = pd.read_csv(\"../data/bar_data.tsv\", sep=\"\\t\", comment='#')" + ] + }, + { + "cell_type": "markdown", + "id": "0dd7611e-bd88-460e-b589-8e627ff313a9", + "metadata": {}, + "source": [ + "check the structure of your data" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d1d532f0-e41d-4ab1-9ef1-3b1bd6ad390a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(20, 4)\n", + "Index(['cond1', 'cond2', 'cond3', 'control'], dtype='object')\n" + ] + } + ], + "source": [ + "print(data_bar.shape)\n", + "print(data_bar.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cdd3c1dd-52df-4165-afb7-bbc4e5264622", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>cond1</th>\n", + " <th>cond2</th>\n", + " <th>cond3</th>\n", + " <th>control</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>14.644417</td>\n", + " <td>2.945309</td>\n", + " <td>24.811719</td>\n", + " <td>5.114340</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>12.071043</td>\n", + " <td>4.406424</td>\n", + " <td>21.574601</td>\n", + " <td>2.507118</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>8.227469</td>\n", + " <td>3.185252</td>\n", + " <td>20.651623</td>\n", + " <td>4.449593</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>8.980799</td>\n", + " <td>9.233560</td>\n", + " <td>24.859737</td>\n", + " <td>4.127919</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>9.080359</td>\n", + " <td>5.629192</td>\n", + " <td>18.443504</td>\n", + " <td>4.268572</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " cond1 cond2 cond3 control\n", + "0 14.644417 2.945309 24.811719 5.114340\n", + "1 12.071043 4.406424 21.574601 2.507118\n", + "2 8.227469 3.185252 20.651623 4.449593\n", + "3 8.980799 9.233560 24.859737 4.127919\n", + "4 9.080359 5.629192 18.443504 4.268572" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_bar.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "3686b1f0-b4d4-44a0-9666-0d131a6b64ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>cond1</th>\n", + " <th>cond2</th>\n", + " <th>cond3</th>\n", + " <th>control</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " <td>20.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>11.200424</td>\n", + " <td>4.914373</td>\n", + " <td>19.729708</td>\n", + " <td>3.882791</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>3.126661</td>\n", + " <td>2.315690</td>\n", + " <td>3.684203</td>\n", + " <td>0.739996</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>7.022382</td>\n", + " <td>0.717714</td>\n", + " <td>10.613455</td>\n", + " <td>2.507118</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>8.792467</td>\n", + " <td>3.670328</td>\n", + " <td>18.001254</td>\n", + " <td>3.273711</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>11.145291</td>\n", + " <td>4.685109</td>\n", + " <td>19.962329</td>\n", + " <td>3.915296</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>12.980845</td>\n", + " <td>5.847649</td>\n", + " <td>22.332247</td>\n", + " <td>4.313827</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>17.400218</td>\n", + " <td>9.868423</td>\n", + " <td>24.859737</td>\n", + " <td>5.255738</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " cond1 cond2 cond3 control\n", + "count 20.000000 20.000000 20.000000 20.000000\n", + "mean 11.200424 4.914373 19.729708 3.882791\n", + "std 3.126661 2.315690 3.684203 0.739996\n", + "min 7.022382 0.717714 10.613455 2.507118\n", + "25% 8.792467 3.670328 18.001254 3.273711\n", + "50% 11.145291 4.685109 19.962329 3.915296\n", + "75% 12.980845 5.847649 22.332247 4.313827\n", + "max 17.400218 9.868423 24.859737 5.255738" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "desc = data_bar.describe()\n", + "desc" + ] + }, + { + "cell_type": "markdown", + "id": "3efa2dda-6aa8-4f34-a14a-b207f3803def", + "metadata": {}, + "source": [ + "do the bar plot" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "220d76c0-eb3c-49c7-993f-df78a4dae9a7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "means = desc.loc['mean', :]\n", + "recs = plt.bar(desc.columns, means, yerr=desc.loc['std', :])\n", + "for idx, data in enumerate(means):\n", + " plt.text(x=idx, y=data , s=f\"{data:.2f}\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "da6ae784-19f0-4916-abdc-2d17eed5ba7b", + "metadata": {}, + "source": [ + "# Histogram\n", + "\n", + "We want to study the pixel intensity distributon of the koala image.\n", + "We want to do this for each layer separately.\n", + "so we decide to create an histogram like below.\n", + "\n", + "<img src=\"./img/histogram_pixels.png\" width=\"300px\">" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d04b6458-fa0e-4fb3-a9ad-b6feb5634ce6", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib import image" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "d4710fcc-3ca5-496d-bd02-18931aa2e9bc", + "metadata": {}, + "outputs": [], + "source": [ + "koala = image.imread('../data/koala.jpeg')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "a2cb26e8-3be9-41c4-8b8f-2983184b9039", + "metadata": {}, + "outputs": [], + "source": [ + "red = koala[:, :, 0]\n", + "green = koala[:, :, 1]\n", + "blue = koala[:, :, 2]" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "300d1ecd-0017-49df-a01d-3e2c27511758", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(255, 255, 255)" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "red.max(), green.max(), blue.max()" + ] + }, + { + "cell_type": "markdown", + "id": "e72a866c-3940-4e7d-89f4-bcbcee1d5606", + "metadata": {}, + "source": [ + "to know which colored are available in matplotlib visit:\n", + "https://matplotlib.org/stable/gallery/color/named_colors.html" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "dc30676b-4acd-41d3-b8a5-587af64b4441", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f48794fef40>" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,6))\n", + "_ = plt.hist([red.flatten(), green.flatten(), blue.flatten()], bins=255, \n", + " label=[f'{c} layer'for c in ('red', 'green', 'blue')], \n", + " color=['red', 'green', 'cornflowerblue'],\n", + " density=True\n", + " )\n", + "\n", + "plt.xlabel(\"pixel intensity distribution\")\n", + "plt.legend(loc=\"upper right\")" + ] + }, + { + "cell_type": "markdown", + "id": "83043f63-0b2f-4c6a-9376-819c03c11170", + "metadata": {}, + "source": [ + "## standardization\n", + "\n", + "create a data set with 2000 samples\n", + "* with a normal distribution \n", + "* centered on 5.0 \n", + "* with 3.0 as standard deviation " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7d937154-5e81-4ffc-a110-82755ca4efa4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4.9112441705122984\n", + "3.0821900958177255\n" + ] + } + ], + "source": [ + "data = np.random.normal(loc=5.0, scale=3.0, size=2000)\n", + "print(data.mean())\n", + "print(data.std())" + ] + }, + { + "cell_type": "markdown", + "id": "2d22c136-80e1-4d32-925b-525f88cd9099", + "metadata": {}, + "source": [ + "Standardized this dataset, and compare the 2 distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "726c4bb3-b4e1-4cfd-ab6b-5c5297bafc17", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-8.881784197001253e-17\n", + "0.9999999999999999\n" + ] + } + ], + "source": [ + "d_std = (data - data.mean()) / data.std()\n", + "print(d_std.mean())\n", + "print(d_std.std())" + ] + }, + { + "cell_type": "markdown", + "id": "c6ec47f3-dc60-4423-af20-ac981c0f5131", + "metadata": {}, + "source": [ + "Normalized the dataset, and compare the 2 distributions" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "2a3a5a0e-97a5-40df-935a-6e45a2326894", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f48794fefa0>" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,6))\n", + "_ = plt.hist(data, color='blue', alpha=0.5, bins=75, ec='k', label='data')\n", + "_ = plt.hist(d_std, color='orange', alpha=0.5, bins=75, ec='k', label='standardized data')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "1015843e-aa4f-4d3e-ab6c-954984c66df4", + "metadata": {}, + "source": [ + "Now do the same operation on 2D array, and standardized each column." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "ee8c51fe-145e-4ee0-b688-61b9344e3def", + "metadata": {}, + "outputs": [], + "source": [ + "data = np.array([np.random.normal(loc=5.0, scale=3.0, size=2000),\n", + " np.random.normal(loc=2.0, scale=2.0, size=2000)]\n", + " ).T" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "b4bd660f-2821-4e48-8e46-0aab364e80d1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f4878c35b80>" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,6))\n", + "_ = plt.hist(data[:, 0], bins=75, color='blue', alpha=0.5, ec='k', label='col 0')\n", + "_ = plt.hist(data[:, 1], bins=75, color='orange', alpha=0.5, ec='k', label='col 1')\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "539df0d5-98ae-47f6-b3cf-e1c455b22650", + "metadata": {}, + "outputs": [], + "source": [ + "data_std = (data - data.mean(axis=0)) / data.std(axis=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "a98efb3e-77b6-423d-8614-60fee982475b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f4878b35070>" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,6))\n", + "_ = plt.hist(data_std[:, 0], bins=75, color='blue', alpha=0.5, ec='k', label='col 0')\n", + "_ = plt.hist(data_std[:, 1], bins=75, color='orange', alpha=0.5, ec='k', label='col 1')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "f8173833-3709-4916-94d9-418cd1a8da0d", + "metadata": {}, + "source": [ + "# Boxplot\n", + "\n", + "We are not very satisfed by the first vizualization of *data_bar* data.\n", + "We decide to use a boxplot to view this data\n", + "\n", + "* create a 10, 8 inch figure containing a boxplot\n", + "* add a grid\n", + "* *bonus* we will colored each box with different colors as below\n", + "\n", + "<img src=\"img/boxplot.png\" width=\"300px\">\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "77b7cad3-16ba-40a3-953c-231dfb68b00b", + "metadata": {}, + "outputs": [], + "source": [ + "desc = data_bar.describe()\n", + "means = desc.loc['mean', :]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "7470a4ec-72bf-436a-9481-29ec8a225973", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['cond1', 'cond2', 'cond3', 'control'], dtype='object')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_bar.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "4d93309c-3ce6-4220-8d80-c95c58c0c0df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x576 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(10,8))\n", + "results = plt.boxplot([data_bar[f'{col}'] for col in data_bar.columns], \n", + " labels=['cond1', 'cond2', 'cond3', 'ctrl'],\n", + " patch_artist=True)\n", + "\n", + "color = (\"red\", \"orange\", \"yellow\", \"green\")\n", + "for i, c in enumerate(color):\n", + " results['boxes'][i].set_facecolor(c)\n", + " \n", + "plt.grid()" + ] + }, + { + "cell_type": "markdown", + "id": "e820d1ff-c6ca-42a9-a1c6-450dea31f3e3", + "metadata": {}, + "source": [ + "# Histogram 2D\n", + "\n", + "We want to analyse the relationship between 2 numerical variables.\n", + "These two variables are in a numpy 2D array\n", + "To do that we plan to vizualize data with an 2D histogram as below\n", + "\n", + "<img src=\"./img/histogram_2D.png\" width=\"300px\" />\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "b61b2420-fc72-40db-9cdd-2435b480946f", + "metadata": {}, + "outputs": [], + "source": [ + "linked_vars = np.load('../data/linked_vars.npy')" + ] + }, + { + "cell_type": "markdown", + "id": "74a25028-5dc2-44bd-b5ee-71ca6018cc9c", + "metadata": {}, + "source": [ + "how many samples are contained in the data set" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "6303918b-b17b-4f1f-91df-abbb2d2012c0", + "metadata": {}, + "outputs": [], + "source": [ + "x = linked_vars[0, :]\n", + "y = linked_vars[1, :]" + ] + }, + { + "cell_type": "markdown", + "id": "3a7b4457-4bc5-4959-a9a0-fa13484730bc", + "metadata": {}, + "source": [ + "what are the min, max and mean value for these two variables" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "49d4e338-e548-4802-a23d-417654bdeb42", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-5.040819200223366 3.941423634240521 -0.0006741395329023279\n", + "-15.120104816222625 19.86580328914713 3.002658699844036\n" + ] + } + ], + "source": [ + "for v in (x,y):\n", + " print(v.min(), v.max(), v.mean())" + ] + }, + { + "cell_type": "markdown", + "id": "bf182d06-7947-4f7d-b2aa-a8c7da3df6a4", + "metadata": {}, + "source": [ + "create the histogram with a colorbar use the *\"jet\"* colormap" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "6cd41a4c-e741-46df-8538-d6d6da06cfbf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Intensity')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist2d(x, y, bins=(250, 250), cmap=plt.cm.jet)\n", + "cbar = plt.colorbar()\n", + "cbar.ax.set_ylabel(\"Intensity\", rotation=-90, va=\"bottom\")" + ] + }, + { + "cell_type": "markdown", + "id": "fc82dcfd-c4aa-4681-ac50-6baa9a4d5c9c", + "metadata": {}, + "source": [ + "# Scatter plot\n", + "\n", + "Compare The *Petal length* vs *Petal width*\n", + "for the 3 iris species: *setosa*, *versicolor* and *virginica*" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9931f8b0-a239-4752-a2e8-0ba376cc49fb", + "metadata": {}, + "outputs": [], + "source": [ + "iris = pd.read_csv('../data/Iris.csv', sep=',' , header=0, index_col='Id' )" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "b6b1505f-819a-4cb4-b171-453afb715e51", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter plot Iris sepal')" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfEAAAGDCAYAAAA72Cm3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAA4O0lEQVR4nO3deZwU5bX/8c9hGAUBIQpRFBFIkASHfYviGiMYFyRRQrxEJYmgMVwxRqMm/BS5JDHxZiExN+5b3FCiaCBxQ1EM6hVGBBVRJHgFUVECCoLCcH5/VPU4zHT39PR0dXd1f9+v17yYfqrqqVNN4qGqnz7H3B0RERGJnxaFDkBERESyoyQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiAoCZuZl9MU/nOtzMVuTjXM1lZvPN7KxCxyGSjJK4SBOY2WFmttDMNpnZBjP7p5kNaeac483s6Xpjt5jZ9OZFG41k8SbZJ23ic/cF7t4r99GJlJeWhQ5AJC7MbE9gDvAD4B5gN+Bw4JNCxpWMmbV09x2FjiOZYo5NJG50Jy6SuYMA3P0ud69x963u/oi7L03sYGYTzGy5mX1kZq+Y2cBw/BIze6PO+DfC8S8D1wCHmNlmM9toZhOBccBPwrG/hfvuZ2Z/NbP1ZvYvMzuvznmnmtksM7vdzD4ExtcPPry7v8bMHg3jeNLMDkx2oWbW3sxuC8/1pplNMbMWyeJt7E0zs6PMbI2ZXWxm7wA3J8bq7HOxma0N41phZsekmOv48P37KNz/wjrbTjSzJeF7uNDM+tbZttrMLg2P/beZ3WxmrcJtnzOzOeG1/jv8vUtj1yVSDJTERTL3GlBjZrea2dfN7HN1N5rZGGAqcAawJzAK+CDc/AbBXXt74ArgdjPr7O7LgXOAZ9y9rbt3cPfrgDuAX4djJ5lZC+BvwIvA/sAxwPlmNrJOCCcDs4AO4fHJjAP+C+gILEmz3x/DWHsAR4bX9N1k8aZ5v+raF9gLOBCYWHeDmfUCJgFD3L0dMBJYnWKeG4Gzw/2qgMfDOQYANwFnA3sD1wIPmtnudY4dF879BYJ/kE0Jx1sAN4exdQW2AldneF0iBaUkLpIhd/8QOAxw4HpgvZk9aGb7hLucRZB4n/fASnd/Mzz2Xnd/2913uvtM4HVgaBNOPwTo5O7T3P1Td18VxvDtOvs84+6zw3NsTTHPXHd/yt0/AX5GcEd9QN0dzKwinPdSd//I3VcDvwFOb0K89e0ELnf3T5LEVgPsDvQ2s0p3X+3ub6SYZ3u4357u/m93rw7HJwLXuvtz4VOSWwk+5vhKnWOvdve33H0D8HPgNAB3/8Dd/+ruH7v7R+G2I5txrSJ5oyQu0gTuvtzdx7t7F4I7wf2A34ebDyC4427AzM6o86h3Y3hsxyac+kBgv8Tx4Rw/Bfaps89bGcxTu4+7bwY2hNdQV0egEnizztibBE8AsrXe3bcl2+DuK4HzCZ5ivGdmd5tZ/ZgSTgGOB94MPw44JBw/EPhxvffnAHa9trrvz5uJbWa2h5ldG35s8CHwFNAh/MeMSFFTEhfJkru/CtxCkJAhSBJfqL9f+Lnz9QSPjPcOH0G/BFhiqmTT13v9FvCv8HF74qedux+f5phkau+6zawtwSPut+vt8z7BHW/dz8u7AmubcJ760h7j7ne6+2HhOR34VYr9nnf3k4HPA7MJFhhC8P78vN77s4e731Xn8LpPHLry2XX/GOgFDHP3PYEjwnFDpMgpiYtkyMy+ZGY/Tix6Ch9DnwY8G+5yA3ChmQ2ywBfDBN6GIDGtD4/7Lp8lfoB3gS5mtlu9sR51Xv8v8FG4AKy1mVWYWZU1/ettx1vwNbndCD4bf9bdd7mDd/caguT4czNrF17DBcDtaeLNmpn1MrOvhp9fbyP4THpnkv12M7NxZtbe3bcDH9bZ73rgHDMbFr73bczsBDNrV2eKH5pZFzPbi+CjhJnheLvwnBvDbZfn4rpE8kFJXCRzHwHDgOfMbAtB8n6J4E4Od7+X4PPUO8N9ZwN7ufsrBJ8pP0OQAPsA/6wz7+PAy8A7ZvZ+OHYjwWe/G81sdphYTwT6A/8iuFu+gWDxWVPcSZCkNgCDgO+k2O8/gS3AKuDp8Lib0sTbHLsDVxJc0zsEd9mXptj3dGB1+Nj7HILFarj7ImACwYK0fwMrabhC/07gkfCa3gAS38P/PdA6PP+zwEPNvySR/DD3bJ6MiUjcmNktwBp3n9LYvqXGzFYDZ7n7Y4WORSSXdCcuIiISU0riIiIiMaXH6SIiIjGlO3EREZGYUhIXERGJqdh1MevYsaN369at0GGIiIjkzeLFi9939071x2OXxLt168aiRYsKHYaIiEjemNmbycb1OF1ERCSmlMRFRERiSklcREQkpmL3mXgy27dvZ82aNWzblrTToRRIq1at6NKlC5WVlYUORUSkJJVEEl+zZg3t2rWjW7dumKl7YDFwdz744APWrFlD9+7dCx2OiEhJKonH6du2bWPvvfdWAi8iZsbee++tpyMiIhEqiSQOKIEXIf2diIhEq2SSeKG1bds25bZDDz00svP+4he/iGxuEREpbkriEdqxYwcACxcujOwcSuIiIuUrsiRuZgeY2RNm9oqZvWxmk5Psc5SZbTKzJeHPZVHFU9fsF9Yy/MrH6X7JXIZf+TizX1ibs7nnz5/P4YcfzqhRo+jduzfw2V36unXrOOKII+jfvz9VVVUsWLCgwfEvv/wyQ4cOpX///vTt25fXX38dgNtvv712/Oyzz6ampoZLLrmErVu30r9/f8aNGwfAb3/7W6qqqqiqquL3v/89AFu2bOGEE06gX79+VFVVMXPmTACmTZvGkCFDqKqqYuLEiaijnUh5mrtqLiNmjaDvrX0ZMWsEc1fNjWy+XJ+r3EW5On0H8GN3rzazdsBiM3vU3V+pt98Cdz8xwjh2MfuFtVx63zK2bq8BYO3GrVx63zIARg/YPyfnqK6u5qWXXmqwKvvOO+9k5MiR/OxnP6OmpoaPP/64wbHXXHMNkydPZty4cXz66afU1NSwfPlyZs6cyT//+U8qKys599xzueOOO7jyyiu5+uqrWbJkCQCLFy/m5ptv5rnnnsPdGTZsGEceeSSrVq1iv/32Y+7c4P8smzZtAmDSpElcdlnw76bTTz+dOXPmcNJJJ+XkPRCReJi7ai5TF05lW02wCHXdlnVMXTgVgBN6nJDT+YCcnksivBN393XuXh3+/hGwHMhNlmyGqx5eUZvAE7Zur+Gqh1fk7BxDhw5N+rWqIUOGcPPNNzN16lSWLVtGu3btGuxzyCGH8Itf/IJf/epXvPnmm7Ru3Zp58+axePFihgwZQv/+/Zk3bx6rVq1qcOzTTz/NN77xDdq0aUPbtm355je/yYIFC+jTpw+PPvooF198MQsWLKB9+/YAPPHEEwwbNow+ffrw+OOP8/LLL+fsPRCReJhRPaM2qSZsq9nGjOoZOZ8v1+eSPH0mbmbdgAHAc0k2H2JmL5rZP8zs4BTHTzSzRWa2aP369c2K5e2NW5s0no02bdokHT/iiCN46qmn2H///Rk/fjy33XYb999/P/3796d///4sWrSI//iP/+DBBx+kdevWHH/88Tz++OO4O2eeeSZLlixhyZIlrFixgqlTp2Ycz0EHHUR1dTV9+vRhypQpTJs2jW3btnHuuecya9Ysli1bxoQJE/R1MJEy9M6Wd5o03pz5cn0uyUMSN7O2wF+B8939w3qbq4ED3b0f8EdgdrI53P06dx/s7oM7dWrQia1J9uvQuknjufTmm2+yzz77MGHCBM466yyqq6v5xje+UZucBw8ezKpVq+jRowfnnXceJ598MkuXLuWYY45h1qxZvPfeewBs2LCBN98MGtpUVlayfft2AA4//HBmz57Nxx9/zJYtW7j//vs5/PDDefvtt9ljjz34zne+w0UXXUR1dXVtwu7YsSObN29m1qxZkV+/iBSffdvs26Tx5syX63NJxEnczCoJEvgd7n5f/e3u/qG7bw5//ztQaWYdo4zpopG9aF1ZsctY68oKLhrZK8rTAsGit379+jFgwABmzpzJ5MkN1vpxzz33UFVVRf/+/XnppZc444wz6N27N9OnT2fEiBH07duXY489lnXr1gEwceJE+vbty7hx4xg4cCDjx49n6NChDBs2jLPOOosBAwawbNmy2kVxV1xxBVOmTKFDhw5MmDCBqqoqRo4cyZAhQyK/fhEpPpMHTqZVRatdxlpVtGLywIb/fWrufLk+l4BFtSLZgkoftwIb3P38FPvsC7zr7m5mQ4FZBHfmKYMaPHiw1+8nvnz5cr785S9nHNvsF9Zy1cMreHvjVvbr0JqLRvbK2aI22VVT/25EJP/mrprLjOoZvLPlHfZtsy+TB05u1kKzdPPl+lzlwswWu/vgBuMRJvHDgAXAMmBnOPxToCuAu19jZpOAHxCsZN8KXODuab9UnYskLvmjvxsRkeZLlcQj+4qZuz8NpK276e5XA1dHFYOIiEgpU8U2ERGRmFISFxERiSklcRERkZhSEhcREYkpJfEcKVQr0ky8/fbbnHrqqVkde9RRR1H/2wAikrliafgx/dnp9LutH31u7UO/2/ox/dnpBYlDcivKBihlb8eOHbRs2TLSVqTJzlfffvvtl7eKbDU1NVRUVDS+o0gZyHVzkWxNf3Y6M1fMrH2903fWvp7ylSl5i0NyrzzvxJfeA7+rgqkdgj+X3pOzqZvTinTTpk0ceOCB7NwZfK1+y5YtHHDAAWzfvp033niD4447jkGDBnH44Yfz6quvAjB+/HjOOecchg0bxk9+8hOefPLJ2lrsAwYM4KOPPmL16tVUVVUBQZK98MILqaqqom/fvvzxj38EYN68eQwYMIA+ffrwve99j08++aTBtd1111306dOHqqoqLr744trxtm3b8uMf/5h+/frxzDPP5Oy9FIm7Ymn4ce9r9zZpXOKj/O7El94DfzsPtocNTza9FbwG6PutnJwi21ak7du3p3///jz55JMcffTRzJkzh5EjR1JZWcnEiRO55ppr6NmzJ8899xznnnsujz/+OABr1qxh4cKFVFRUcNJJJ/GnP/2J4cOHs3nzZlq12rXE4XXXXcfq1atZsmQJLVu2ZMOGDWzbto3x48czb948DjroIM444wz+/Oc/c/7559ce9/bbb3PxxRezePFiPve5zzFixAhmz57N6NGj2bJlC8OGDeM3v/lNTt4/kVJRLA0/dvrOJo1LfJTfnfi8aZ8l8ITtW4PxHGlOK9KxY8cyc2bwmOvuu+9m7NixbN68mYULFzJmzBj69+/P2WefXVs7HWDMmDG1j7CHDx/OBRdcwB/+8Ac2btzY4PH6Y489xtlnn107vtdee7FixQq6d+/OQQcdBMCZZ57JU089tctxzz//PEcddRSdOnWiZcuWjBs3rnafiooKTjnllGzfLpGSVSwNP1pY8v/UpxqX+Ci/v8FNa5o2noXmtCIdNWoUDz30EBs2bGDx4sV89atfZefOnXTo0KG229mSJUtYvnx50vNdcskl3HDDDWzdupXhw4fXPnaPUqtWrfQ5uEgSxdLwY8xBY5o0LvFRfkm8fZemjedQJq1I27Zty5AhQ5g8eTInnngiFRUV7LnnnnTv3p177w0+v3J3XnzxxaTneOONN+jTpw8XX3wxQ4YMaZDEjz32WK699lp27NgBBG1Ne/XqxerVq1m5ciUAf/nLXzjyyCN3OW7o0KE8+eSTvP/++9TU1HDXXXc12EdEdnVCjxOYeuhUOrfpjGF0btOZqYdOzXvDjylfmcLYXmNr77xbWAvG9hqrRW0loPw+Ez/msl0/EweobB2MR2z+/PlcddVVVFZW0rZtW2677bak+40dO5YxY8Ywf/782rE77riDH/zgB0yfPp3t27fz7W9/m379+jU49ve//z1PPPEELVq04OCDD+brX//6Lo/ezzrrLF577TX69u1LZWUlEyZMYNKkSdx8882MGTOGHTt2MGTIEM4555xd5u3cuTNXXnklRx99NO7OCSecwMknn5ybN0akhJ3Q44Si6NI15StTlLRLUGRdzKKSky5mS+8JPgPftCa4Az/mspwtapNdqYuZiEjz5b2LWVHr+y0lbRERib3y+0xcRESkRCiJi4iIxJSSuIhIhFLVTk9XUz3bbbmOMYrjiqWWfBQKcW3l+Zm4iEgepKqd/sJ7L/DAygeS1lQHUtZbT7ct2xXw2dZ3z+a4YqklH4VCXVt5rk6XvNHfjZSzEbNGsG7LugbjLaxF0pKnndt0Bkh6TGPbHjn1kZzG2Nic2RyX7bniIOprS7U6XY/TcyTqVqSXXXYZjz32WJOOefDBB7nyyivT7tOcNqUikl6qGumpapa/s+WdtPXWo6jFnu2c2RxXLLXko1Coa1MSj1CiKlouWpFOmzaNr33taw3Ga2pqUh4zatQoLrnkkrTz5rNNqUi5SVUjPVXN8n3b7Ju23noUtdiznTOb44qllnwUCnVtZZnEo1x8EFUr0vHjx9cm227dunHxxRczcOBA7r33Xv7+97/zpS99iUGDBnHeeedx4oknAnDLLbcwadIkIGhZet5553HooYfSo0eP2rkyaVM6bdo0hgwZQlVVFRMnTiRuH8GIFEqq2uljDhqTsqZ6unrrUdRiz3bObI4rllryUSjUtZXdwrZ8LD6IohVpfXvvvTfV1dVs27aNnj178tRTT9G9e3dOO+20lHGtW7eOp59+mldffZVRo0Y1eIyerE0pwKRJk7jssqAs7emnn86cOXM46aSTsnpvRMpJ4r8pM6pn8M6Wd9i3zb5MHjiZE3qcwIDPD0g6npDttlzGmOvjsj1XHBTq2souic+onlGbwBO21WxjRvWMnL3Z6VqRfu9732P79u2MHj2a/v37N9gn0Yr06KOP5u677+bcc89Neo6xY8cC8Oqrr9KjR4/a85122mlcd911SY8ZPXo0LVq0oHfv3rz77rsNtj/22GOcc845u7QpBXjiiSf49a9/zccff8yGDRs4+OCDlcRFMpSqdnq6murZbst1jFEcVyy15KNQiGsru8fp+Vh8kOtWpE05Rzq777577e+ZPhLftm0b5557LrNmzWLZsmVMmDCBbdu2NX6giIhEruySeCEXVmTbijSdXr16sWrVKlavXg3AzJkzs44vWZvSRMLu2LEjmzdv1iI4EZEiUnZJvJALK+bPn0+/fv0YMGAAM2fOZPLk5OccO3Yst99+e+0j83Rat27N//zP/3DccccxaNAg2rVrR/v27bOK76yzzqJr16707duXfv36ceedd9KhQwcmTJhAVVUVI0eOZMiQIVnNLSIiuVeWxV7mrppbUgsrNm/eTNu2bXF3fvjDH9KzZ09+9KMfFTosQMVeRERyQa1I6yi1hRXXX389t956K59++ikDBgzg7LPPLnRIIiKSB2WZxEvNj370o6K58xaR4pTtE8hSe3KZqbhct5K4iEiJy2eTk1IQp+sumYVtcftsvxzo70SkOKSrjxHFcXEXp+suiSTeqlUrPvjgAyWNIuLufPDBB7Rq1arxnUUkUvlsclIK4nTdJfE4vUuXLqxZs4b169cXOhSpo1WrVnTp0qXQYYiUvX3b7Ju0TWYmTU6yOS7u4nTdJZHEKysrk5Y5FRGRoD5G3c94IfMmJ9kcF3dxuu6SSOIiIpJaPpuclII4XXdJFHsREREpZamKvZTEwjYREZFypCQuIiISU0riIiIiMaUkLiIiElNK4iIiMTJ31VxGzBpB31v7MmLWCOaumhvptmxjiYO4xw/6ipmISGykq+kN5HxbKddVj3v8CfqKmYhITIyYNSJpJbHObToD5HzbI6c+klUs6Y4rFnGLX/3ERURiLpua3lFsyzaWYhL3+BP0mbiISEykqt29b5t9I9mWbSxxEPf4E5TERURiYvLAybSq2LUzYKKmdxTbso0lDuIef4Iep4uIxEQmNb2j2JZtLMUs7vEnaGGbiIhIkVPtdBERkRKjJC4iIhJTSuIiIiIxpSQuIiISU5ElcTM7wMyeMLNXzOxlM2uwbt8CfzCzlWa21MwGRhWPiEhz5LoueSnU7S4WUbyXcfn7iWx1upl1Bjq7e7WZtQMWA6Pd/ZU6+xwP/CdwPDAMmOHuw9LNq9XpIpJv9etsQ/Cd4qmHTgVo8raTv3gyD6x8IOkxcfuKU6Gl+7vJ9r2MYs7mSrU6PW9fMTOzB4Cr3f3ROmPXAvPd/a7w9QrgKHdvWNA2pCQuIvmW65rlLawFO31n0mOKsW53MYuiBnox1lUvaO10M+sGDACeq7dpf+CtOq/XhGO7vHtmNhGYCNC1a9fI4hQRSSbXNcuTJfDGjpHkoqiBHqe66pEvbDOztsBfgfPd/cNs5nD369x9sLsP7tSpU24DFBFpRK7rkrew5P/pjVvd7mIQRQ30ONVVjzSJm1klQQK/w93vS7LLWuCAOq+7hGMiIkUj13XJxxw0piTqdheDKGqgx6muemSP083MgBuB5e7+2xS7PQhMMrO7CRa2bUr3ebiISCFEUbN8wOcHxL5udzGIogZ6nOqqR7k6/TBgAbAMSHwA9FOgK4C7XxMm+quB44CPge+6e9pVa1rYJiIi5SbvC9vc/WnAGtnHgR9GFYOIiEgpU8U2ERGRmFISFxERiSklcRERkZhSEhcREYmpvFRsExEpZXNXzU35daTpz07n3tfuZafvpIW1YMxBY5jylSlZzxd3pXxthaAkLiLSDPWbZazbso6pC6cC8MJ7LzBzxczafXf6ztrXqRJ5uvninuxK+doKRY/TRUSaYUb1jF26XQFsq9nGjOoZ3PvavUmPSTXe2HxxV8rXVii6ExcRaYZ0zTKc5MW0UjVAaWy+uCvlaysU3YmLiDRDumYZqRqdpBpvbL64K+VrKxQlcRGRZkjXLGPMQWOSHpNqvLH54q6Ur61Q9DhdRKQZ0jXLSGxryur0ODXfaKpSvrZCiawBSlTUAEVERMpNqgYoepwuIiISU0riIiIiMaUkLiIiElNK4iIiIjGl1ekiIqHpc8Zz7/uL2ElwhzOm42CmnHhLsC2LGuiQ31rh6WLMNo5sjovimlVzPTklcRERggQ+8/1FYAbATghezxkPHb/Y5BrokN9a4dOfnZ4yxgGfH5BVHNnEH8U1q+Z6avqKmYgI0O+WKnaGCbyuFu7QoiJpqdQW1oIXz3gx5ZwjZo1g3ZZ1DcY7t+nMI6c+0ryA6+l3W7+UMe6zxz5ZxZFN/FFccz7fx2KV6itmuhMXESG48045nqLWeboa6JDfWuGpYtnpO7OOI5vjorhm1VxPTQvbRERI/R/DFqSudZ6uBjrkt1Z4uhizjSOb46K4ZtVcT01JXESEYBEb9T9edGdMx8FZ1UCH/NYKTxdjtnFkc1wU16ya66npcbqICASr0NOsToem1UCH/NYKT8SSLsamxpFN/FFcs2qup6aFbSIiIkVOtdNFRERKjJK4iIhITCmJi4iIxJSSuIiISEwpiYtILM1dNZcRs0bQ99a+jJg1grmr5hYumKX3wO+qYGqH4M+l9xQuFikr+oqZiMROUdXSXnoP/O082L41eL3preA1QN9v5TcWKTu6ExeR2JlRPaM2gSdsq9nGjOoZ+Q9m3rTPEnjC9q3BuEjElMRFJHaKqpb2pjVNGxfJISVxEYmdoqql3b5L08ZFckhJXERip6hqaR9zGVS23nWssnUwLhIxLWwTkdgpqlraicVr86YFj9DbdwkSuBa1SR6krZ1uZocA3wEOBzoDW4GXgLnA7e6+KR9B1qXa6SIiUm6aXDvdzP4BnAU8DBxHkMR7A1OAVsADZjYqmnBFRESkMekep5/u7u/XG9sMVIc/vzGzjpFFJiIiImmlTOL1E7iZ7Vl3f3ffkCTJi4iISJ40urDNzM4GrgC2AYkP0B3oEWFcIiIi0ohMVqdfCFTprltERKS4ZPI98TeAj6MORESkSbJtOpLvZiUxb45SVI1mpIFM7sQvBRaa2XPAJ4lBdz8vsqhERNLJtulIvpuVxLw5SlE1mpGkMrkTvxZ4HHgWWFznR0SkMLJtOpLvZiUxb45SVI1mJKlM7sQr3f2CyCMREclUtk1H8t2sJObNUYqq0Ywklcmd+D/MbKKZdTazvRI/kUcmIpJKtk1H8t2sJObNUYqq0YwklUkSP43wc3E+e5SuuqciUjjZNh3Jd7OSmDdHKapGM5JUo4/T3b17PgIREclYtk1H8t2sJObNUYqq0YwklbYBCoCZ/RC4w903hq8/B5zm7v8TfXgNqQGKiIiUmyY3QKljQiKBA7j7v4EJOYxNREREspBJEq8wM0u8MLMKYLfoQhIREZFMZPIVs4eAmWZ2bfj67HBMRERECiiTJH4xMBH4Qfj6UeCGyCISERGRjGSyOn0ncE34kzEzuwk4EXjP3auSbD8KeAD4Vzh0n7vHo4yRiDTd0ntyu0r7v78Em9d99rptZ7jw1cbPlW0ccy6AxbeA14BVwKDxcOJvgaA8aaoV3Om2iTRXyiRuZn8DrgMecvft9bb1AMYDq939phRT3AJcDdyW5vwL3P3EpgQsIjGU6xri9RM4BK//+0swYlrqc0F2ccy5ABbd+Nlrr6l9Pbf3MSnriwOqPS6RSvkVMzPbF7gAOAXYAKwHWgHdgZXA1e7+QNrJzboBc9LciV/Y1CSur5iJxNDvqoKEWV/7A+BHLzV9vqntU29rf0Dqc0F2cVyxV5C467MKRhw8mHVb1jXY1LlNZ4CU2x459ZHU5xOpJ9VXzFLeibv7O8BPgJ+EybgzsBV4zd1z1Zr0EDN7EXibIKG/nGwnM5tI8Lk8Xbt2zdGpRSRv8llDPJtzNRZHsgQejmdTX1y1xyVXMvmKGe6+2t2fcfclOUzg1cCB7t4P+CMwO835r3P3we4+uFOnTjk6vYjkTT5riKc7V7ZxWEXK8XT1xVV7XKKWURKPgrt/6O6bw9//DlSaWcdCxSMiEcp1DfG2nVOPpztXtnEMGp9yPF19cdUel6hl8hWzSISfub/r7m5mQwn+QfFBoeIRkQjluob4ha+mX53e2LmaGke4Cj3Z6vTE8rR0K9C1Ol2i0mjt9KwnNrsLOAroCLwLXA5UArj7NWY2ieC75zsIPmu/wN0XNjavFraJiEi5afLCtjoHDgemAgeG+xvg7t4j3XHufloj268m+AqaiIiIZCGTx+k3Aj8i6COeYommiIiI5FsmSXyTu/8j8khERESkSTJJ4k+Y2VXAfcAniUF3r44sKhEREWlUJkl8WPhn3Q/UHfhq7sMRkaKQ6zrn2UpTrzytdPGnm7NYrjsCquFemjJpgHJ0PgIRkSKR6zrn2UpTrzxtIk8X//89m3rOrl8pjuuOwNxVc1XDvUSlq53+HXe/3cwuSLbd3TP453Du6StmIhHLdZ3zbKWpV87lG1Ifly7+D99OPeee+xXHdUdgxKwRquEec9l8xaxN+Ge7aEISkaKUzzrn6aSpV55W2vhT1MXwmuK57ghkU99d4iFdA5Rrwz+vyF84IlJw7bukuCONoM55OlaR+q45nXTxZ3UnnufrjsC+bfZNeieuGu7xV7Da6SJSpHJd5zxbaeqVp5Uu/nRzFst1R0A13EtXwWqni0iRynWd82ylqVeeVrr4E9vSzVno645AYvGaVqeXnshqp0dFC9tERKTcNKd2+u7AKUC3uvu7+7RcBigiIiJNk8nj9AeATQS10z9pZF8RERHJk0ySeBd3Py7ySERERKRJMlmdvtDM+kQeiYiIiDRJyjtxM1tGUBmhJfBdM1tF8Dg90U+8b35CFBERkWTSPU4/MW9RiEj28t2049ZR8K8nP3vd/Ug488Hg93TNRVJty7YhSbbbREpIo18xM7O/uPvpjY3li75iJlJH/WYfEBQoOekP0SSt+gk8ofuRsPcXd20ukjD4+8GfybZ1/BK8/2ryY+o3JIHPrg2y26ZELjGV6itmmSTxancfWOd1BbDM3XvnPszGKYmL1JHvZiVT26fe1liZ1MZqntc/Jl1DEshuW8wbmUj5avL3xM3sUuCnQGsz+zAxDHwKXBdJlCLSNMXUtCPbhiWpjsnm2rLdJhJTKVenu/sv3b0dcJW77xn+tHP3vd390jzGKCKppGrOUYimHakak1hF401Lkh2T7tqy3SZSYlImcTMbaGYDgXsTv9f9yWOMIpJKvpt2dD8y9Xi65iKptnX8Uupj0l1btttESky61em/Cf9sBQwGXiR4nN4XWAQcEm1oItKofDcrOfPB9KvTIX1zkaauTm/s2rLdJlIiMlnYdh9wubsvC19XAVPd/dQ8xNeAFraJiEi5SbWwLZOKbb0SCRzA3V8CvpzL4ERERKTpMqmdvtTMbgBuD1+PA5ZGF5KIiIhkIpMk/l3gB8Dk8PVTwJ8ji0hEREQy0mgSd/dtwO/CHxERESkS6Yq93OPu36rTCGUXaoAiUsKiqEuezXFR1EBXXXUpIenuxBOPz9UIRaSc1K/Hvumt4HVCqm3pEmG6OVMdl80xjYliTpECSlexbV3469eA3dz9zbo/+QlPRPJu3rRdm4dA8HretPTbsp0zl8c0Joo5RQook4VtXYFrzawbsJhgYdsCd18SYVwiUii5rlme6zmbUwO9mGrNi+RAo98Td/fL3f2rwMHAAuAigmQuIqUoirrk2RwXRQ101VWXEtNoEjezKWb2D+AR4IvAhYD+Fy9SqqKoS57NcVHUQFdddSkxmTxO/yawA5gLPAk84+6fRBqViBROJvXYm7q6O5sa71HUhc93rXmRiDVaOx3AzPYEhgOHAWOA99z9sIhjS0q100VEpNykqp3e6J142PDkcOBIgm5mbxF8Ni4iIiIFlMnj9CsJVqT/AXje3bdHG5KIiIhkIpOyqyr2IiIiUoQyaUUqIiIiRUhJXCSdpffA76pgaofgz6X3FDqi3El3baV83SIlJJPPxEXKUynX2Y6iPrqI5F26LmZ/I0n3sgR3HxVJRCLFIl2d7bgns8ZqiJfqdYuUmHR34v+dtyhEilEp19mOoj66iORdyiTu7k/mMxCRotO+S/AoOdl43DV2baV63SIlJpPa6T3NbJaZvWJmqxI/+QhOpKBKuc52FPXRRSTvMlnYdjNwOfA74Gjgu2hVu5SDUq6zHUV9dBHJu0Zrp4f1WgeZ2TJ371N3LC8R1qPa6SIiUm6yrp0OfGJmLYDXzWwSsBZom+sARUREpGkyeSw+GdgDOA8YBJwOnBllUCIiItK4TGqnPw8Q3o2f5+4fRR6ViIiINCqT1emDzWwZsBRYZmYvmllBPg8XERGRz2TyOP0m4Fx37+bu3YAfEqxYT8vMbjKz98zspRTbzcz+YGYrzWypmQ1sUuQiIiJlLpOFbTXuviDxwt2fNrMdGRx3C3A1cFuK7V8HeoY/w4A/h3+KlLY5F8DiW8BrwCpg0Hg48be5PwaCGum5/qpYujmjOJ+IpJRJEn/SzK4F7iKopT4WmJ+4c3b36mQHuftTZtYtzbwnA7d58B23Z82sg5l1dvd1TboCkTiZcwEsuvGz117z2etUSTmbYyCaBi5qnCJSVDJ5nN4POIig4MtU4MvAAOA3NK+++v5A3dqOa8IxkdK1+JamjWd7DDTe5CQb6eaM4nwiklYmq9OPzkcg6ZjZRGAiQNeuXQscjUgzeE3TxrM9BqJp4KLGKSJFJZPV6fuY2Y1m9o/wdW8z+34Ozr0WOKDO6y7hWAPufp27D3b3wZ06dcrBqUUKxCqaNp7tMZC6YUlzGpmkmzOK84lIWpk8Tr8FeBjYL3z9GnB+Ds79IHBGuEr9K8AmfR4uJW/Q+KaNZ3sMRNPIRI1TRIpKJgvbOrr7PWZ2KYC77zCzRp7jgZndBRwFdDSzNQSfqVeGc1wD/B04HlgJfEzQWEWktCUWojVlpXk2x0A0DVzUOEWkqGTSAGU+cArwqLsPDO+af+XuR+YhvgbUAEVERMpNcxqgXEDw6PsLZvZPoBNwao7jExERkSbKZHV6tZkdCfQCDFjh7tsjj0xERETSymR1+higtbu/DIwGZqpEqoiISOFlsjr9/7n7R2Z2GHAMcCNBiVQREREpoEySeGIl+gnA9e4+F9gtupBEREQkE5kk8bVh7fSxwN/NbPcMjxMREZEIZZKMv0VQ7GWku28E9gIuijIoERERaVwmq9M/Bu6r83odoMpqIiIiBabH4iIiIjGlJC4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjGlJC4iIhJTSuIiIiIx1bLQAUh6s19Yy1UPr+DtjVvZr0NrLhrZi9ED9i90WCIiUgSUxIvY7BfWcul9y9i6vQaAtRu3cul9ywCUyEVERI/Ti9lVD6+oTeAJW7fXcNXDKwoUkYiIFBMl8SL29satTRoXEZHyoiRexPbr0LpJ4yIiUl6UxIvYRSN70bqyYpex1pUVXDSyV4EiEhGRYqKFbUUssXhNq9NFRCQZJfEiN3rA/kraIiKSlB6ni4iIxJSSuIiISEwpiYuIiMSUkriIiEhMRZrEzew4M1thZivN7JIk28eb2XozWxL+nBVlPCIiIqUkstXpZlYB/Ak4FlgDPG9mD7r7K/V2nenuk6KKo5SpOYqISHmL8k58KLDS3Ve5+6fA3cDJEZ6vrCSao6zduBXns+Yos19YW+jQREQkT6JM4vsDb9V5vSYcq+8UM1tqZrPM7IAI4ykpao4iIiKFXtj2N6Cbu/cFHgVuTbaTmU00s0Vmtmj9+vV5DbBYqTmKiIhEmcTXAnXvrLuEY7Xc/QN3/yR8eQMwKNlE7n6duw9298GdOnWKJNi4UXMUERGJMok/D/Q0s+5mthvwbeDBujuYWec6L0cByyOMp6SoOYqIiES2Ot3dd5jZJOBhoAK4yd1fNrNpwCJ3fxA4z8xGATuADcD4qOIpNWqOIiIi5u6FjqFJBg8e7IsWLSp0GCIiInljZovdfXD98UIvbBMREZEsKYmLiIjElJK4iIhITCmJi4iIxFRkq9PLUba1zMdd/wz/fGND7evhX9iLOyYc0uic2ZxP9dZFREqHkniOJGqZJ0qhJmqZA2mTZP0EDvDPNzYw7vpnGDO4a8o5gSafL9sYRUSkOOlxeo5kW8u8fgKvO55uzmzOp3rrIiKlRXfiORJFLfNs5sxmm+qti4jEk+7EcySKWubp5szmfKq3LiJSWpTEcyTbWubDv7BXyvF0c2ZzPtVbFxEpLXqcniPZ1jK/Y8IhaVenNzZnU86neusiIqVFtdNFRESKnGqni4iIlBglcRERkZhSEhcREYkpJXEREZGY0ur0HJoyexl3PfcWNe5UmHHasAOYProPkH199HRUB11EpLwpiefIlNnLuP3Z/6t9XeNe+/pf6zdnVR89XUJWHXQREdHj9By567m3Uo5nWx89HdVBFxERJfEcqUnxfftU4wnZ1jNXHXQREVESz5EKsyaNJ2Rbz1x10EVEREk8R04bdkDK8Wzro6ejOugiIqKFbTmSWIWezep0aHo9c9VBFxER1U4XEREpcqqdLiIiUmKUxEVERGJKSVxERCSmlMRFRERiSklcREQkpsr2K2bZNg9J1+Tk2N/O5/X3ttTu2/PzbXj0gqMA+OKlc9lR54sALQ1W/vIEAPpe/hAffvJZCdU9d69g6RXHATDs54/y7kef1m7bp91uPPezY7O+BjVNEREpHWX5FbP6zUMgKJTyy2/2SZvQ6jc5SfjOV7ry3KoPdkngCT0/34Z/rd+ySwJPaGmwx24VuyTwhD13r6D1bhW7JPCEfdrtxqXH927yNWR73SIiUlj6ilkd2TYPSdfkJFkCB3j9veQJHGCHkzSBQzCeLIEDvPvRp1ldg5qmiIiUlrJM4tk2D8m2yUkUsrkGNU0RESktZZnEs20ekm2Tkyhkcw1qmiIiUlrKMoln2zwkXZOTnp9vk3Rbz8+3oWWKHN/Sgs++k9lz9wr2abdb0m37tNstq2tQ0xQRkdJSlqvTs20e0liTk3yvTm/qNahpiohIaSnL1ekiIiJxotXpIiIiJUZJXEREJKaUxEVERGJKSVxERCSmynJ1emOiqC+ebs50q9pFRERSURKvp3598bUbt3LpfcsAsk7k6eb80xOvNyjZ+vp7Wzj2t/OVyEVEJC09Tq8nivri6eZMV3NdREQkHSXxeqKoL66a5SIiEgUl8XqiqC+umuUiIhIFJfF6oqgvnm7OdDXXRURE0lESr2f0gP355Tf7sH+H1hiwf4fW/PKbfZq1Oj3dnI9ecFSDhK3V6SIikgnVThcRESlyqp0uIiJSYpTERUREYkpJXEREJKaUxEVERGIq0iRuZseZ2QozW2lmlyTZvruZzQy3P2dm3aKMR0REpJRElsTNrAL4E/B1oDdwmpn1rrfb94F/u/sXgd8Bv4oqHhERkVIT5Z34UGClu69y90+Bu4GT6+1zMnBr+Pss4BgzswhjEhERKRlRJvH9gbfqvF4TjiXdx913AJuAvetPZGYTzWyRmS1av359ROGKiIjESywWtrn7de4+2N0Hd+rUqdDhiIiIFIUok/ha4IA6r7uEY0n3MbOWQHvggwhjEhERKRktI5z7eaCnmXUnSNbfBv6j3j4PAmcCzwCnAo97I3VgFy9e/L6ZvZnDODsC7+dwvlKg96QhvScN6T1pSO/JrvR+NJTte3JgssHIkri77zCzScDDQAVwk7u/bGbTgEXu/iBwI/AXM1sJbCBI9I3Nm9Pn6Wa2KFk92nKm96QhvScN6T1pSO/JrvR+NJTr9yTKO3Hc/e/A3+uNXVbn923AmChjEBERKVWxWNgmIiIiDSmJw3WFDqAI6T1pSO9JQ3pPGtJ7siu9Hw3l9D2JXT9xERERCehOXEREJKbKNomb2U1m9p6ZvVToWIqFmR1gZk+Y2Stm9rKZTS50TIVmZq3M7H/N7MXwPbmi0DEVAzOrMLMXzGxOoWMpBma22syWmdkSM1tU6HiKgZl1MLNZZvaqmS03s0MKHVMhmVmv8H8fiZ8Pzez8Zs9bro/TzewIYDNwm7tXFTqeYmBmnYHO7l5tZu2AxcBod3+lwKEVTFjLv427bzazSuBpYLK7P1vg0ArKzC4ABgN7uvuJhY6n0MxsNTDY3fWd6JCZ3QoscPcbzGw3YA9331jgsIpC2CBsLTDM3ZtV96Rs78Td/SmC76ZLyN3XuXt1+PtHwHIa1rsvKx7YHL6sDH/K81++ITPrApwA3FDoWKQ4mVl74AiCWiC4+6dK4Ls4BnijuQkcyjiJS3phb/cBwHMFDqXgwkfHS4D3gEfdvdzfk98DPwF2FjiOYuLAI2a22MwmFjqYItAdWA/cHH7scoOZtSl0UEXk28BduZhISVwaMLO2wF+B8939w0LHU2juXuPu/Qnq/w81s7L9+MXMTgTec/fFhY6lyBzm7gOBrwM/DD+uK2ctgYHAn919ALAFuKSwIRWH8KOFUcC9uZhPSVx2EX7u+1fgDne/r9DxFJPwceATwHEFDqWQhgOjws+A7wa+ama3FzakwnP3teGf7wH3A0MLG1HBrQHW1HlqNYsgqUvwD71qd383F5MpiUutcBHXjcByd/9toeMpBmbWycw6hL+3Bo4FXi1oUAXk7pe6exd370bwSPBxd/9OgcMqKDNrEy4EJXxkPAIo62+9uPs7wFtm1iscOgYo2wWy9ZxGjh6lQ8S104uZmd0FHAV0NLM1wOXufmNhoyq44cDpwLLwM2CAn4Y18MtVZ+DWcDVpC+Aed9fXqqSufYD7g38D0xK4090fKmxIReE/gTvCx8ergO8WOJ6CC/+Rdyxwds7mLNevmImIiMSdHqeLiIjElJK4iIhITCmJi4iIxJSSuIiISEwpiYuIiMSUkrhIzJnZUcm6iaUaz8H5RptZ7zqv55vZ4EaO2c/MZmVxrllm1iObOOvNc7eZ9WzuPCLFRklcRJpqNNC7sZ3qcve33f3UphxjZgcDFe6+qinHpfBngnrvIiVFSVwkYmFFr7lhT/KXzGxsOD7IzJ4Mm2Y8HLaCTdzZzgh7Dr9kZkPD8aFm9kzYUGJhnWpYmcZwU9gb/QUzOzkcH29m95nZQ2b2upn9us4x3zez18Jjrjezq83sUIK6z1eF8X0h3H1MuN9rZnZ4kvN3M7OXGjtnPeOAB+rMcZyZVYfv47xwbKqZ3WpmC8zsTTP7ppn92oLe3g+FZYQBFgBfM7OyLXAlpUlJXCR6xwFvu3u/sHd9Irn8ETjV3QcBNwE/r3PMHmHTlXPDbRCUez08bChxGfCLJsTwM4ISqUOBowmScKKrVH9gLNAHGGtmB5jZfsD/A75CUMnvSwDuvhB4ELjI3fu7+xvhHC3Duc8HLs8gngbnTLLPcIKe9phZJ+B64BR37weMqbPfF4CvEvzj4nbgCXfvA2wlaJmKu+8EVgL9MohNJDb0r1KR6C0DfmNmvwLmuPuCsBNaFfBoWK6zAlhX55i7IOh7b2Z7hvXb2xGUgO1J0PqyksyNIGhccmH4uhXQNfx9nrtvAjCzV4ADgY7Ak+6+IRy/FzgozfyJZjmLgW4ZxJPsnG/V26czQTtLCP4x8ZS7/wsgEVfoH+6+3cyWEbyPiZKny+rF8h6wXxijSElQEheJmLu/ZmYDgeOB6eGj4PuBl939kFSHJXn9XwR3md+woN/7/CaEYQR3sSt2GTQbBnxSZ6iG7P67kJgj0+MzOedWgn9sZDSXu+80s+3+WS3pnfXmbRXOKVIy9DhdJGLho+mP3f124CqClowrgE5mdki4T2W4kCsh8bn5YcCm8K61PbA23D6+iWE8DPynhbf9Zjagkf2fB440s8+FnyOfUmfbRwRPBaK2HPhi+PuzwBFm1h3AzPbKYr6DKPPuYlJ6lMRFotcH+N+wM9zlwHR3/xQ4FfiVmb0ILAEOrXPMNjN7AbgG+H449mvgl+F4U++W/4vg8ftSM3s5fJ1S2B/7F8D/Av8EVgObws13AxeFC+S+kHyGnJhL0GkQd18PTATuC9+vmU2ZyMz2AbaGLTJFSoa6mIkUGTObD1zo7osKHEdbd98c3onfD9zk7vfn8fytgSeA4e5e08y5fgR8qHbDUmp0Jy4iqUwNnx68BPwLmJ3Pk7v7VoInF/vnYLqNwK05mEekqOhOXEREJKZ0Jy4iIhJTSuIiIiIxpSQuIiISU0riIiIiMaUkLiIiElNK4iIiIjH1/wFP2MbRD/5GvwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "\n", + "for specie, data in iris.groupby('Species'):\n", + " plt.scatter(data['PetalLengthCm'], data['PetalWidthCm'], label=specie )\n", + "\n", + "plt.xlabel('sepal length in (cm)')\n", + "plt.ylabel('sepal width in (cm)')\n", + "plt.legend()\n", + "\n", + "plt.title('Scatter plot Iris sepal')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7c86dc3-a042-490e-b79e-70bbc77d82a0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/matplotlib_cours.ipynb b/notebooks/matplotlib_cours.ipynb new file mode 100644 index 0000000..40659de --- /dev/null +++ b/notebooks/matplotlib_cours.ipynb @@ -0,0 +1,3511 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "631fea4f-3022-471d-97c0-0888a78d2bea", + "metadata": {}, + "outputs": [], + "source": [ + "#%matplotlib widget\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "markdown", + "id": "7425925e-b520-4d87-bf6b-3152f60c19ca", + "metadata": {}, + "source": [ + "# <center>**Cours**</center>\n", + "\n", + "<img src=\"./images/logo2_matplotlib.svg\" style=\"margin:0 auto;\">\n", + "<div style=\"text-align:center\">\n", + " Bertrand Néron\n", + " <br>\n", + " <a src=\" https://research.pasteur.fr/en/team/bioinformatics-and-biostatistics-hub/\">Bioinformatics and Biostatistiqucs HUB</a>\n", + " <br />\n", + " © Institut Pasteur, 2021\n", + "</div>" + ] + }, + { + "cell_type": "markdown", + "id": "9f7ef4ec-9a15-4fbb-8c91-7784d6838499", + "metadata": {}, + "source": [ + "# Motivation" + ] + }, + { + "cell_type": "markdown", + "id": "90fe735b-9570-4b4b-8f1f-e6116de7b4de", + "metadata": {}, + "source": [ + "# Installation\n", + "\n", + "* open a shell \n", + "* activate the virtualenv (*source <prefix>/bin/activate*)\n", + "and type:\n", + " \n", + "```\n", + "pip install matplotlib\n", + "```\n", + "\n", + "*You may need root permission if you do not use a virtualenv.*" + ] + }, + { + "cell_type": "markdown", + "id": "d2fcbe0d-6c5d-4cd5-a7cb-1de3c6168a1d", + "metadata": {}, + "source": [ + "# Using matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "abbbacce-63d9-435f-bb08-f54ff1c9143a", + "metadata": { + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "id": "ee76e2e5-e737-451f-bd60-055f41923b93", + "metadata": {}, + "source": [ + "# Concepts and Terminology" + ] + }, + { + "cell_type": "markdown", + "id": "8aa36c70-6bd7-4264-aa57-f83781c1c108", + "metadata": {}, + "source": [ + "<img src=\"img/mplt_concept.png\" width=\"600px\">\n", + "\n", + "> https://matplotlib.org/stable/tutorials/introductory/usage.html#parts-of-a-figure" + ] + }, + { + "cell_type": "markdown", + "id": "2fa77d5e-74ae-435f-b28a-a9dd8880dc5c", + "metadata": {}, + "source": [ + "### Figure\n", + "\n", + "The figure is like a canvas where all you Axes (plots) where drawn.\n", + "A figuer acn containes several Axes (plots) but to be useful should have at least one.\n", + "The easiest way to create a new figure is with pyplot:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "99a6eba9-6e9f-4697-9778-143163d2280a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<Figure size 432x288 with 0 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure() # an empty figure with no axes" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b16c62d1-dd07-488a-a018-3a81b7a2860d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAD8CAYAAAB6paOMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXf0lEQVR4nO3dbYwddfnG8e9lsRARtdCakLaWouWhoOHhpGJIRCOUBZOWBKPFEIupNiDFRF5heIEpb1CjGJMqbLQBTf6Uh1drlDTIQ0gIhZ6GCrSmsFS0W4ksFHgDFgr3/8X8sNPDLjvdM2em7e/6JCd75mnv32yuk3vPmZkzigjMzCxfH2l7AGZm1i43AjOzzLkRmJllzo3AzCxzbgRmZplzIzAzy9yUjUDSekkvS3p2kuWS9GtJo5KelnROadlKSc+nx8o6B27WL2fbrFDlHcEdwNCHLL8EWJQeq4HfAkg6HrgJ+CKwBLhJ0qx+BmtWsztwts2mbgQR8Siw50NWWQ78IQqbgE9JOhG4GHggIvZExGvAA3z4i86sUc62WeGoGn7HXGBXaXoszZts/gdIWk3xHxfHHnvsuaeddloNwzKb2JYtW16JiDkVVnW27bBxELn+gDoaQd8iYhgYBuh0OtHtdlsekR3JJP2zqVrOtjWln1zXcdbQbmB+aXpemjfZfLPDhbNtWaijEYwA30lnWJwHvBERLwEbgaWSZqUDaUvTPLPDhbNtWZjyoyFJdwFfAWZLGqM4W+KjABFxG/AX4FJgFHgT+G5atkfSzcDm9KvWRsSHHZgza5SzbVaYshFExBVTLA/g2kmWrQfWT29oZoPlbJsVfGWxmVnm3AjMzDLnRmBmljk3AjOzzLkRmJllzo3AzCxzbgRmZplzIzAzy5wbgZlZ5twIzMwy50ZgZpY5NwIzs8y5EZiZZc6NwMwsc24EZmaZcyMwM8tcpUYgaUjSDkmjkm6YYPmtkramx3OSXi8te7e0bKTGsZv1xbk2K1S5VeUMYB1wETAGbJY0EhHb318nIn5UWv864OzSr3grIs6qbcRmNXCuzfar8o5gCTAaETsj4m1gA7D8Q9a/ArirjsGZDZBzbZZUaQRzgV2l6bE07wMkLQAWAg+VZh8jqStpk6TLJtludVqnOz4+Xm3kZv0ZeK7Tts62HfLqPli8ArgvIt4tzVsQER3g28CvJH22d6OIGI6ITkR05syZU/OQzPo2rVyDs22HhyqNYDcwvzQ9L82byAp63j5HxO70cyfwCAd+zmrWFufaLKnSCDYDiyQtlDST4kXxgbMkJJ0GzAIeL82bJeno9Hw2cD6wvXdbsxY412bJlGcNRcQ+SWuAjcAMYH1EbJO0FuhGxPsvnhXAhoiI0uanA7dLeo+i6dxSPivDrC3Otdl+OjDf7et0OtHtdtsehh3BJG1Jn+83ytm2Qeon176y2Mwsc24EZmaZcyMwM8ucG4GZWebcCMzMMudGYGaWOTcCM7PMuRGYmWXOjcDMLHNuBGZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmljk3AjOzzLkRmJllrlIjkDQkaYekUUk3TLD8Kknjkramx/dKy1ZKej49VtY5eLN+OdtmFW5VKWkGsA64CBgDNksameDWfHdHxJqebY8HbgI6QABb0rav1TJ6sz4422aFKu8IlgCjEbEzIt4GNgDLK/7+i4EHImJPeoE8AAxNb6hmtXO2zajWCOYCu0rTY2ler8slPS3pPknzD2ZbSasldSV1x8fHKw7drG/Othn1HSz+E3BSRHyB4j+jOw9m44gYjohORHTmzJlT05DMauFs2xGvSiPYDcwvTc9L8/4nIl6NiL1p8nfAuVW3NWuRs21GtUawGVgkaaGkmcAKYKS8gqQTS5PLgL+n5xuBpZJmSZoFLE3zzA4FzrYZFc4aioh9ktZQhHwGsD4itklaC3QjYgT4oaRlwD5gD3BV2naPpJspXnAAayNizwD2w+ygOdtmBUVE22M4QKfTiW632/Yw7AgmaUtEdJqu62zbIPWTa19ZbGaWOTcCM7PMuRGYmWXOjcDMLHNuBGZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmljk3AjOzzLkRmJllzo3AzCxzbgRmZplzIzAzy5wbgZlZ5io1AklDknZIGpV0wwTLr5e0Pd3g+0FJC0rL3pW0NT1Gerc1a4tzbVaY8g5lkmYA64CLgDFgs6SRiNheWu0poBMRb0q6BvgZ8K207K2IOKveYZv1x7k226/KO4IlwGhE7IyIt4ENwPLyChHxcES8mSY3UdzI2+xQ5lybJVUawVxgV2l6LM2bzCrg/tL0MZK6kjZJumyiDSStTut0x8fHKwzJrG8DzzU423Z4mPKjoYMh6UqgA1xQmr0gInZLOhl4SNIzEfFCebuIGAaGobiva51jMuvXdHMNzrYdHqq8I9gNzC9Nz0vzDiDpQuBGYFlE7H1/fkTsTj93Ao8AZ/cxXrO6ONdmSZVGsBlYJGmhpJnACuCAsyQknQ3cTvFiebk0f5ako9Pz2cD5QPlgnFlbnGuzZMqPhiJin6Q1wEZgBrA+IrZJWgt0I2IE+DnwceBeSQD/iohlwOnA7ZLeo2g6t/SclWHWCufabD9FHFofW3Y6neh2u20Pw45gkrZERKfpus62DVI/ufaVxWZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmljk3AjOzzLkRmJllzo3AzCxzbgRmZplzIzAzy5wbgZlZ5twIzMwy50ZgZpY5NwIzs8y5EZiZZc6NwMwsc5UagaQhSTskjUq6YYLlR0u6Oy1/QtJJpWU/TvN3SLq4xrGb9c3ZNqvQCCTNANYBlwCLgSskLe5ZbRXwWkR8DrgV+GnadjHFvWDPAIaA36TfZ9Y6Z9usUOUdwRJgNCJ2RsTbwAZgec86y4E70/P7gK+puMnrcmBDROyNiH8Ao+n3mR0KnG0zKty8HpgL7CpNjwFfnGyddFPwN4AT0vxNPdvO7S0gaTWwOk3ulfRspdHXbzbwSkZ126zd5j6fmn462657JNU+depVJlalEQxcRAwDwwCSum3cWLzN2t7n5ms3VcvZzqtum7X7yXWVj4Z2A/NL0/PSvAnXkXQU8Eng1YrbmrXF2TajWiPYDCyStFDSTIoDZCM964wAK9PzbwAPRUSk+SvSmRcLgUXAk/UM3axvzrYZFT4aSp+LrgE2AjOA9RGxTdJaoBsRI8DvgT9KGgX2ULygSOvdA2wH9gHXRsS7U5Qcnv7u9K2t2t7nFmo72657hNWedl0V/9yYmVmufGWxmVnm3AjMzDLXWiPo59L+BmpfL2m7pKclPShpQRN1S+tdLikk1XIKWpW6kr6Z9nmbpP+ro26V2pI+I+lhSU+lv/elNdVdL+nlyc7bV+HXaVxPSzqnjrrpd7eS7bZyXaV2aT1nu7+ag8l1RDT+oDgw9wJwMjAT+BuwuGedHwC3pecrgLsbrP1V4GPp+TV11K5SN613HPAoxcVKnYb2dxHwFDArTX+6wb/1MHBNer4YeLGm2l8GzgGenWT5pcD9gIDzgCcO52y3lWtnu9lsDyrXbb0j6OfS/oHXjoiHI+LNNLmJ4hzxgddNbqb4Ppv/1lCzat3vA+si4jWAiHi5wdoBfCI9/yTw7zoKR8SjFGf5TGY58IcobAI+JenEGkq3le22cl2pduJs92lQuW6rEUx0aX/v5fkHXNoPvH9pfxO1y1ZRdNiB101v4+ZHxJ9rqFe5LnAKcIqkxyRtkjTUYO2fAFdKGgP+AlxXU+2pHGwO6vy9g8h2W7muVNvZbizb08r1IfEVE4cqSVcCHeCCBmp9BPglcNWga03gKIq30F+h+C/xUUmfj4jXG6h9BXBHRPxC0pcoztk/MyLea6B2lprMdarnbB/i2W7rHUE/l/Y3URtJFwI3AssiYm8DdY8DzgQekfQixed7IzUcVKuyv2PASES8E8U3aT5H8eLpV5Xaq4B7ACLiceAYii/tGrRBfUVEW9luK9dVajvbzWV7ermu48DJNA54HAXsBBay/0DLGT3rXMuBB9TuabD22RQHghY1uc896z9CPQfUquzvEHBnej6b4q3lCQ3Vvh+4Kj0/neJzVNX0Nz+JyQ+qfZ0DD6o9eThnu61cO9vNZ3sQua4tDNPYmUspuvMLwI1p3lqK/1Sg6J73UnzP+5PAyQ3W/ivwH2Breow0Ubdn3VpeLBX3VxRv3bcDzwArGvxbLwYeSy+krcDSmureBbwEvEPxX+Eq4Grg6tI+r0vjeqauv3Wb2W4r1852c9keVK79FRNmZpmrcqvKaV/AIGmlpOfTY2WdAzfrl7NtVqhysPgOis/ZJnMJxcGXRRR3YvotgKTjgZso7vi0BLhJ0qx+BmtWsztwts2mbgQx/QsYLgYeiIg9UVzM8QAf/qIza5SzbVao4zqCyS5gqHxhg0r3dT322GPPPe2002oYltnEtmzZ8kpEzKmwqrNth42DyPUHHBIXlEXpvq6dTie63cZuKWsZkvTPpmo529aUfnJdxwVlk13A4Hu62uHO2bYs1NEIRoDvpDMszgPeiIiXKG7/t1TSrHQgbWmaZ3a4cLYtC1N+NCTpLorv6ZidvjzpJuCjABFxG8WXKV1KcXHMm8B307I9km6muEE4wNqI+LADc2aNcrbNClVuXn/FFMuD4pL5iZatB9ZPb2hmg+VsmxV8q0ozs8y5EZiZZc6NwMwsc24EZmaZcyMwM8ucG4GZWebcCMzMMudGYGaWOTcCM7PMuRGYmWXOjcDMLHNuBGZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmlrlKjUDSkKQdkkYl3TDB8lslbU2P5yS9Xlr2bmnZSI1jN+uLc21WqHKryhnAOuAiYAzYLGkkIra/v05E/Ki0/nXA2aVf8VZEnFXbiM1q4Fyb7VflHcESYDQidkbE28AGYPmHrH8FcFcdgzMbIOfaLKnSCOYCu0rTY2neB0haACwEHirNPkZSV9ImSZdNst3qtE53fHy82sjN+jPwXKdtnW075NV9sHgFcF9EvFuatyAiOsC3gV9J+mzvRhExHBGdiOjMmTOn5iGZ9W1auQZn2w4PVRrBbmB+aXpemjeRFfS8fY6I3ennTuARDvyc1awtzrVZUqURbAYWSVooaSbFi+IDZ0lIOg2YBTxemjdL0tHp+WzgfGB777ZmLXCuzZIpzxqKiH2S1gAbgRnA+ojYJmkt0I2I9188K4ANERGlzU8Hbpf0HkXTuaV8VoZZW5xrs/10YL7b1+l0otvttj0MO4JJ2pI+32+Us22D1E+ufWWxmVnm3AjMzDLnRmBmljk3AjOzzLkRmJllzo3AzCxzbgRmZplzIzAzy5wbgZlZ5twIzMwy50ZgZpY5NwIzs8y5EZiZZc6NwMwsc24EZmaZq9QIJA1J2iFpVNINEyy/StK4pK3p8b3SspWSnk+PlXUO3qxfzrZZhTuUSZoBrAMuAsaAzZJGJrgj090RsaZn2+OBm4AOEMCWtO1rtYzerA/OtlmhyjuCJcBoROyMiLeBDcDyir//YuCBiNiTXiAPAEPTG6pZ7ZxtM6o1grnArtL0WJrX63JJT0u6T9L8g9lW0mpJXUnd8fHxikM365uzbUZ9B4v/BJwUEV+g+M/ozoPZOCKGI6ITEZ05c+bUNCSzWjjbdsSr0gh2A/NL0/PSvP+JiFcjYm+a/B1wbtVtzVrkbJtRrRFsBhZJWihpJrACGCmvIOnE0uQy4O/p+UZgqaRZkmYBS9M8s0OBs21GhbOGImKfpDUUIZ8BrI+IbZLWAt2IGAF+KGkZsA/YA1yVtt0j6WaKFxzA2ojYM4D9MDtozrZZQRHR9hgO0Ol0otvttj0MO4JJ2hIRnabrOts2SP3k2lcWm5llzo3AzCxzbgRmZplzIzAzy5wbgZlZ5twIzMwy50ZgZpY5NwIzs8y5EZiZZc6NwMwsc24EZmaZcyMwM8ucG4GZWebcCMzMMudGYGaWOTcCM7PMVWoEkoYk7ZA0KumGCZZfL2m7pKclPShpQWnZu5K2psdI77ZmbXGuzQpT3qpS0gxgHXARMAZsljQSEdtLqz0FdCLiTUnXAD8DvpWWvRURZ9U7bLP+ONdm+1V5R7AEGI2InRHxNrABWF5eISIejog30+QmYF69wzSrnXNtllRpBHOBXaXpsTRvMquA+0vTx0jqStok6bKJNpC0Oq3THR8frzAks74NPNfgbNvhYcqPhg6GpCuBDnBBafaCiNgt6WTgIUnPRMQL5e0iYhgYhuIG33WOyaxf0801ONt2eKjyjmA3ML80PS/NO4CkC4EbgWURsff9+RGxO/3cCTwCnN3HeM3q4lybJVUawWZgkaSFkmYCK4ADzpKQdDZwO8WL5eXS/FmSjk7PZwPnA+WDcWZtca7Nkik/GoqIfZLWABuBGcD6iNgmaS3QjYgR4OfAx4F7JQH8KyKWAacDt0t6j6Lp3NJzVoZZK5xrs/0UcWh9bNnpdKLb7bY9DDuCSdoSEZ2m6zrbNkj95NpXFpuZZc6NwMwsc24EZmaZcyMwM8ucG4GZWebcCMzMMudGYGaWOTcCM7PMuRGYmWXOjcDMLHNuBGZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmljk3AjOzzFVqBJKGJO2QNCrphgmWHy3p7rT8CUknlZb9OM3fIeniGsdu1jdn26xCI5A0A1gHXAIsBq6QtLhntVXAaxHxOeBW4Kdp28UU94I9AxgCfpN+n1nrnG2zQpV3BEuA0YjYGRFvAxuA5T3rLAfuTM/vA76m4iavy4ENEbE3Iv4BjKbfZ3YocLbNqHDzemAusKs0PQZ8cbJ10k3B3wBOSPM39Ww7t7eApNXA6jS5V9KzlUZfv9nAKxnVbbN2m/t8avrpbLvukVT71KlXmViVRjBwETEMDANI6rZxY/E2a3ufm6/dVC1nO6+6bdbuJ9dVPhraDcwvTc9L8yZcR9JRwCeBVytua9YWZ9uMao1gM7BI0kJJMykOkI30rDMCrEzPvwE8FBGR5q9IZ14sBBYBT9YzdLO+OdtmVPhoKH0uugbYCMwA1kfENklrgW5EjAC/B/4oaRTYQ/GCIq13D7Ad2AdcGxHvTlFyePq707e2anufW6jtbLvuEVZ72nVV/HNjZma58pXFZmaZcyMwM8tca42gn0v7G6h9vaTtkp6W9KCkBU3ULa13uaSQVMspaFXqSvpm2udtkv6vjrpVakv6jKSHJT2V/t6X1lR3vaSXJztvX4Vfp3E9LemcOuqm391KttvKdZXapfWc7f5qDibXEdH4g+LA3AvAycBM4G/A4p51fgDclp6vAO5usPZXgY+l59fUUbtK3bTeccCjFBcrdRra30XAU8CsNP3pBv/Ww8A16fli4MWaan8ZOAd4dpLllwL3AwLOA544nLPdVq6d7WazPahct/WOoJ9L+wdeOyIejog30+QminPEB143uZni+2z+W0PNqnW/D6yLiNcAIuLlBmsH8In0/JPAv+soHBGPUpzlM5nlwB+isAn4lKQTayjdVrbbynWl2omz3adB5bqtRjDRpf29l+cfcGk/8P6l/U3ULltF0WEHXje9jZsfEX+uoV7lusApwCmSHpO0SdJQg7V/AlwpaQz4C3BdTbWncrA5qPP3DiLbbeW6Um1nu7FsTyvXh8RXTByqJF0JdIALGqj1EeCXwFWDrjWBoyjeQn+F4r/ERyV9PiJeb6D2FcAdEfELSV+iOGf/zIh4r4HaWWoy16mes32IZ7utdwT9XNrfRG0kXQjcCCyLiL0N1D0OOBN4RNKLFJ/vjdRwUK3K/o4BIxHxThTfpPkcxYunX1VqrwLuAYiIx4FjKL60a9AG9RURbWW7rVxXqe1sN5ft6eW6jgMn0zjgcRSwE1jI/gMtZ/Sscy0HHlC7p8HaZ1McCFrU5D73rP8I9RxQq7K/Q8Cd6flsireWJzRU+37gqvT8dIrPUVXT3/wkJj+o9nUOPKj25OGc7bZy7Ww3n+1B5Lq2MExjZy6l6M4vADemeWsp/lOBonveS/E9708CJzdY+6/Af4Ct6THSRN2edWt5sVTcX1G8dd8OPAOsaPBvvRh4LL2QtgJLa6p7F/AS8A7Ff4WrgKuBq0v7vC6N65m6/tZtZrutXDvbzWV7ULn2V0yYmWXOVxabmWXOjcDMLHNuBGZmmXMjMDPLnBuBmVnm3AjMzDLnRmBmlrn/B/TcjOURIeahAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax_lst = plt.subplots(2, 2) # a figure with a 2x2 grid of Axes" + ] + }, + { + "cell_type": "markdown", + "id": "bc55f943-cca6-4522-aec2-ca766995f8db", + "metadata": {}, + "source": [ + "### Axes\n", + "\n", + "This is what you think of as ‘a plot’.\n", + "* The Axes contains two (or three in the case of 3D) **Axis** objects\n", + "* Each Axes has a title \n", + "* Each Axes can contain a legend \n", + "\n", + "### Axis\n", + "\n", + "These are the number-line-like objects.\n", + "\n", + "### Labels\n", + "\n", + "This the \"legend\" of Axis. There is 2 labels for 2D plots the ``x_label`` and ``y_label``\n", + "\n", + "### Ticks\n", + "\n", + "The ticks arethe marks on the axis and ticklabels (strings labeling the ticks).\n", + "the is two kind of ticks, major and minor ticks.\n", + "by default they are automaticaly generated by the axis.\n", + "but they can be configured." + ] + }, + { + "cell_type": "markdown", + "id": "bf8fce4d-0271-4b5d-8c7a-f2d2a310aed8", + "metadata": {}, + "source": [ + "# Coding styles\n", + "\n", + "When viewing matplotlib code, you will find different coding styles and usage patterns. \n", + "* matlab style\n", + "* object-oriented style\n", + "\n", + "These styles are perfectly valid and have their pros and cons.\n", + "The only caveat is to avoid mixing the coding styles for your own code.\n", + "\n", + "matlab style is fine for small interface like in notebook,\n", + "whereas to have even more control in application embeding matplotlib GUI the pyplot level may be dropped completely, leaving a purely object-oriented approach." + ] + }, + { + "cell_type": "markdown", + "id": "a717bf5e-194f-43a5-8b8c-46e04a129236", + "metadata": {}, + "source": [ + "## pyplot functional style (*aka matlab style*)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c61e6d40-84f4-4610-91d7-597a031b307f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'volts')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot([1, 2, 3])\n", + "plt.title('hi mom')\n", + "plt.grid(True)\n", + "plt.xlabel('time')\n", + "plt.ylabel('volts')" + ] + }, + { + "cell_type": "markdown", + "id": "de91852f-663e-4156-b2fb-c4892333825c", + "metadata": {}, + "source": [ + "## Object oriented style" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "85e712cb-b2d1-4f4b-8d47-8ad388a745b4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'volts')" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYgAAAEWCAYAAAB8LwAVAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAu3ElEQVR4nO3dd3xVhfnH8c/DHmEKhL1BtmgiuCVOXHW2aq11Uay1/XUqKHXj7q61llpq+dWaKkMRcQvFhQMLSdhhyN4rAQIZz++Pe/j1Nt5AbsjJvUm+79frvnLuWffLyeU+OeM+x9wdERGR0uokOoCIiCQnFQgREYlJBUJERGJSgRARkZhUIEREJCYVCBERiUkFQiSKma02s3PKmHa6mS2t6kwiiVIv0QFEqgt3fx84NtE5RKqK9iBERCQmFQiRrxpqZllmttvM/mlmjQDMbISZrStrITNzM/uemS03szwze8jMepnZR2a2x8xeNLMGUfN/x8xyzWyHmU03s44VXZdIGFQgRL7qG8BIoAcwBLgxjmXPB9KAk4A7gQnAt4AuwCDgWgAzOwt4NHitDsCXQGZF1iUSFhUIka/6nbtvcPcdwKvA0DiWfcLd97j7QiAHeMvdV7r7buB14PhgvuuAie7+hbsfAO4CTjaz7hVYl0goVCBEvmpT1PA+ICWOZTdHDe+P8fzQujoS2WsAwN3zge1ApwqsSyQUKhAiibEB6HboiZk1BY4B1icskUgpKhAiifECcJOZDTWzhsAjwCfuvjqxsUT+QwVCJAHc/R3gHmAKsBHoBVyT0FAipZhuGCQiIrFoD0JERGJSgRARkZhUIEREJCYVCBERialGdXNt06aNd+/evULL7t27l6ZNm1ZuoEqgXPFRrvgoV3xqYq558+Ztc/e2MSe6e415pKWleUXNmjWrwsuGSbnio1zxUa741MRcwOdexmeqDjGJiEhMKhAiIhKTCoSIiMSkAiEiIjGpQIiISEyhFQgza2Rmn5rZAjNbaGYPxJinYXBLx1wz+yT6ZilmdlcwfqmZnR9WThERiS3MPYgDwFnufhyRO3KNNLOTSs1zC7DT3XsDvwYeBzCzAUQ6Ww4kcuvHp82sbohZRUSklNAKRHCJbX7wtH7wKN069lLgb8HwZOBsM7NgfKa7H3D3VUAuMCysrCIi1dVnq3cwc+XBUNYdarvv4K/+eUBv4A/uPqbU9BxgpLuvC56vAIYD9wNz3f3vwfi/AK+7++QYrzEaGA2QmpqalplZ+r7v5ZOfn09KSvLdwVG54qNc8VGu+CRTrv1FzuRlB3l3TRFtGjkPn9aUhvUs7vVkZGTMc/f0WNNCbbXh7sXAUDNrCUwzs0HunlPJrzEBmACQnp7uI0aMqNB6Zs+eTUWXDZNyxUe54qNc8UmWXP9atpXxU7PZsLuIm07tzvDGWzj/nIxKf50quYrJ3XcBs4icT4i2HugCYGb1gBZEbtz+/+MDndG9ekWkltu59yA/eXE+N0z8lMYN6jL5u6dw3yUDaVSBPYfyCPMqprbBngNm1hg4F1hSarbpwA3B8FXAe0FvkOnANcFVTj2APsCnYWUVEUlm7s7M7I2c++t/MX3+Bn5wVm9e+5/TSOvWKtTXDfMQUwfgb8F5iDrAi+4+w8weJNIcajrwF+B/zSwX2EFwT153X2hmLwKLgCLg9uBwlYhIrbJlTwH3vJLDmws3M7hTCybdPJwBHZtXyWuHViDcPQs4Psb4e6OGC4Cvl7H8w8DDYeUTEUlm7s5L89YxfsYiDhSVMPaCfow6rQf16lbd95tr1P0gRERqgrU79nHX1Gw+yN3GsO6teezKwfRsW/VXT6lAiIgkieIS528frebJN5dSt47x0GWDuG5YV+rUCeck9JGoQIiIJIHlm/MYMyWLL9bsYsSxbXnk8sF0bNk4oZlUIEREEqiwuIRnZq/g9+/l0rRhXX5z9VAuHdqRSFOJxFKBEBFJkOx1u7lj8gKWbMrj4iEduP9rA2mT0jDRsf6fCoSISBUrKCzm1+8s489zVtImpSETrk/jvIHtEx3rK1QgRESq0NyV27lrajartu3l2mFdGHtBf1o0rp/oWDGpQIiIVIG8gkIee30Jz3+yhq6tm/CPUcM5pXebRMc6LBUIEZGQzVqyhbunZbN5TwGjTuvBT87rS5MGyf/xm/wJRUSqqR17D/Lgqwt5ef4G+rRL4enbTuH4ruH2T6pMKhAiIpXM3ZmRtZH7py9k9/5Cfnh2H76X0YuG9arXjTFVIEREKtHmPQWMm5bDO4s3M6RzC57/znD6ta+a5nqVTQVCRKQSuDv//GwtD89cTGFxCeMu7M9Np3av0uZ6lU0FQkTkKH25fS9jp2Tz8crtnNSzNY9dMYTubZomOtZRU4EQEamg4hLnrx+u4hdvLaV+nTo8cvlgrjmxS8Ka61U2FQgRkQpYuimPO6dksWDtLs7u147xlw+iQ4vENterbKEVCDPrAkwCUgEHJrj7b0vNcwdwXVSW/kBbd99hZquBPKAYKHL39LCyioiU18GiEp6encsfZuXSrFF9fnvNUL52XHI016tsYe5BFAE/dfcvzKwZMM/M3nb3RYdmcPcngScBzOwS4MfuviNqHRnuvi3EjCIi5bZyVzGP/v4Dlm7O49KhHbn34gEck0TN9SpbmLcc3QhsDIbzzGwx0InIfaZjuRZ4Iaw8IiIVtf9gMb96eynPzi0gtTn85YZ0zu6fmuhYoTN3D/9FzLoDc4BB7r4nxvQmwDqg96E9CDNbBewkcnjqT+4+oYx1jwZGA6SmpqZlZmZWKGN+fj4pKVV/S78jUa74KFd8lOvIFm8vZmLOAbbud05t71w3sClN6ifX4aSj2V4ZGRnzyjyE7+6hPoAUYB5wxWHmuRp4tdS4TsHPdsAC4IwjvVZaWppX1KxZsyq8bJiUKz7KFR/lKtvu/Qd97JQs7zZmhp/xxHv+Ue62pMgVy9HkAj73Mj5TQ72KyczqA1OA59196mFmvYZSh5fcfX3wc4uZTQOGEdkLEREJ1TuLNjPu5Wy25h1g9Bk9+fE5fWncoC6z1yY6WdUK8yomA/4CLHb3Xx1mvhbAmcC3osY1Bep45NxFU+A84MGwsoqIAGzPP8ADry5i+oIN9GvfjAnXp3Ncl5aJjpUwYe5BnApcD2Sb2fxg3N1AVwB3fyYYdznwlrvvjVo2FZgWXDZWD/iHu78RYlYRqcXcnekLNnD/9IXkHyjix+f05bYRvWhQr/q2yagMYV7F9AFwxDM57v4c8FypcSuB40IJJiISZcOu/fz85RzeW7KFoV1a8sRVQ+ib2izRsZKCvkktIrVSSYnzwmdreHTmEopLnHsuHsCNp3Snbg1pk1EZVCBEpNZZtW0vY6dk8cmqHZza+xgevXwIXY9pkuhYSUcFQkRqjaLiEiZ+uIpfvrWMBvXq8PiVg/lGepca2SajMqhAiEitsHjjHsZMySJr3W7OHZDK+MsGkdq8UaJjJTUVCBGp0Q4UFfOH93J5evYKWjSuz1PfPJ6LBnfQXkM5qECISI31xZqdjJmcxfIt+VxxfCfuuXgArZo2SHSsakMFQkRqnH0Hi/jFm8v460er6NC8EX+96UQyjm2X6FjVjgqEiNQoH+ZuY+zULNbu2M/1J3XjzpHH0qxR/UTHqpZUIESkRti9v5BHXlvMPz9fS482Tfnn6JMY3vOYRMeq1lQgRKTae3PhJu55OYftew/y3TN78aNz+tCoft1Ex6r2VCBEpNramneA+6cv5LXsjfTv0Jy/3HAigzu3SHSsGkMFQkSqHXdn2r/X8+CMRew7UMzPzuvLrWf2on7d2t1cr7KpQIhItbJ+137GTctm9tKtnNA10lyvdzs11wuDCoSIVAslJc7zn3zJY68vwYH7LxnA9SeruV6YVCBEJOmt2JrP2ClZfLZ6J6f3acMjlw+mS2s11wubCoSIJK2i4hImvL+S37yznEb16vDkVUO4Kq2z2mRUkdDO6JhZFzObZWaLzGyhmf0wxjwjzGy3mc0PHvdGTRtpZkvNLNfMxoaVU0SS08INu7ns6Q954o2lnHVsO975yZl8XZ1Xq1SYexBFwE/d/QszawbMM7O33X1Rqfned/eLo0eYWV3gD8C5wDrgMzObHmNZEalhCgqLmbzsIK+/9SGtmjTgj9edwAWDOyQ6Vq0U5i1HNwIbg+E8M1sMdALK8yE/DMgNbj2KmWUCl5ZzWRGppuZ9uYM7J2exYmshV57QmXsu7k/LJmqulyjm7uG/iFl3YA4wyN33RI0fAUwhspewAfiZuy80s6uAke4+KpjvemC4u38/xrpHA6MBUlNT0zIzMyuUMT8/n5SUlAotGyblio9yxSdZchUUOZOXHeTdNUW0bmRc3auEYV0Sn6u0ZNlepR1NroyMjHnunh5zoruH+gBSgHnAFTGmNQdSguELgeXB8FXAs1HzXQ88daTXSktL84qaNWtWhZcNk3LFR7nikwy5/rV0i5/y6LvefewMv/flbM8rKEyKXLHUxFzA517GZ2qoVzGZWX0iewjPu/vUGMVpT9TwTDN72szaAOuBLlGzdg7GiUgNsWvfQca/tpjJ89bRs21TXrz1ZE7s3jrRsSRKaAXCIpca/AVY7O6/KmOe9sBmd3czG0bkqqrtwC6gj5n1IFIYrgG+GVZWEalar2dv5J5XFrJz30Fuz+jFD85Sc71kFOYexKlEDg1lm9n8YNzdQFcAd3+GyKGk28ysCNgPXBPs8hSZ2feBN4G6wER3XxhiVhGpAlvyCrjvlYW8nrOJgR2b87ebT2RgRzXXS1ZhXsX0AXDYC5bd/SngqTKmzQRmhhBNRKqYuzN53jrGv7aY/YXF3DnyWL5zek8110ty+ia1iIRq7Y593D0tm/eXb+PE7q147Moh9GqbfFcCyVepQIhIKEpKnEkfr+aJN5diwIOXDuRbw7tRR831qg0VCBGpdLlb8hgzJZt5X+7kjL5teeTyQXRupeZ61Y0KhIhUmsLiEibMWclv31lOk4Z1+eXXj+OKEzqpf1I1pQIhIpUiZ/1u7pycxaKNe7hocAfu/9pA2jZrmOhYchRUIETkqBQUFvPbd5czYc5KWjdtwDPfSmPkoPaJjiWVQAVCRCrs01U7GDsli5Xb9vKN9M6Mu3AALZrUT3QsqSQqECISt/wDRTz++hL+d+6XdG7VmL/fMpzT+rRJdCypZCoQIhKXWUu3MG5qNhv3FHDTqd352XnH0rShPkpqIv1WRaRcdu49yEMzFjH13+vp3S6Fyd89hbRurRIdS0KkAiEih+XuzMzexH3Tc9i1r5D/Oas3t5/Vm4b11FyvplOBEJEybd5TwD0v5/DWos0M7tSCSTcPZ0DH5omOJVVEBUJEvsLdefHztYx/bTEHi0q464J+3HJaD+qpuV6togIhIv9lzfZ93DUtiw9ztzOsR2seu2IwPdVcr1ZSgRARAIpLnOc+Ws0v3lxK3TrG+MsG8c1hXdVcrxYL845yXYBJQCrgwAR3/22pea4DxhC5b0QecJu7LwimrQ7GFQNFXtZNtUXkqC3fnMedU7L495pdZBzblocvH0zHlo0THUsSLMw9iCLgp+7+hZk1A+aZ2dvuvihqnlXAme6+08wuACYAw6OmZ7j7thAzitRqRSXO795dzu/fW05Kw3r85uqhXDq0o5rrCRDuHeU2AhuD4TwzWwx0AhZFzfNR1CJzgc5h5RGR/7Zg7S7u/2g/6/KXcclxHbnvkgG0SVFzPfkPi9wCOuQXMesOzAEGufueMub5GdDP3UcFz1cBO4kcnvqTu08oY7nRwGiA1NTUtMzMzAplzM/PJyUl+U7EKVd8lOvIDhQ7L+cW8saqQpo3cG4c1Ijj2yXX6chk2l7RamKujIyMeWUewnf3UB9ACjAPuOIw82QAi4FjosZ1Cn62AxYAZxzptdLS0ryiZs2aVeFlw6Rc8VGuw/t4xTY/84n3vNuYGT52ygKf8dZ7iY4UU7Jsr9JqYi7gcy/jMzXUi5rNrD4wBXje3aeWMc8Q4FngUnfffmi8u68Pfm4BpgHDwswqUpPlFRQyblo210yYS4nDP0YN59ErhtC0vs41SNnCvIrJgL8Ai939V2XM0xWYClzv7suixjcF6njk3EVT4DzgwbCyitRk7y3ZzLhpOWzeU8Co03rwk/P60qRBch1SkuQU5rvkVOB6INvM5gfj7ga6Arj7M8C9wDHA08FVE4cuZ00FpgXj6gH/cPc3QswqUuNszz/AgzMW8cr8DfRNTeHp607h+K5qriflF+ZVTB8Q+X7D4eYZBYyKMX4lcFxI0URqNHfn1ayN3D99IXkFhfzw7D7cntGbBvXUJkPio/1MkRpk0+4Cfv5yNu8s3sJxnVvw+FXD6ddezfWkYlQgRGoAdyfzs7U88tpiCktKGHdhf24+rQd11SZDjoIKhEg1t3rbXu6ams3HK7dzUs/WPHbFELq3aZroWFIDqECIVFPFJc7ED1bxy7eXUr9OHR69YjDXnNhFbTKk0qhAiFRDSzflcefkBSxYt5tz+rdj/GWDad+iUaJjSQ2jAiFSjRwsKuEPs3J5enYuzRrV53fXHs8lQzpor0FCoQIhUk3MX7uLOycvYNnmfC4d2pH7LhlI66YNEh1LajAVCJEkt+9gEb96axkTP1xFu2aN+MsN6ZzdPzXRsaQWUIEQSWIf5W5j7NRs1uzYx3XDuzLmgn40b1Q/0bGkllCBEElCu/cX8ujMxWR+tpbuxzQhc/RJnNTzmETHklrmiAUiaJa3391LzKwv0A943d0LQ08nUgu9vWgzP385m615B7j1jJ786Jy+NG5QN9GxpBYqzx7EHOB0M2sFvAV8BlwNXBdmMJHaZlv+Ae6fvpAZWRvp174Zf/52OkM6t0x0LKnFylMgzN33mdktwNPu/kRUd1YROUruzivzN/DAqwvJP1DET87ty3fP7KXmepJw5SoQZnYykT2GW4Jx2t8VqQQbdu1n3LRsZi3dytAuLXniqiH0TW2W6FgiQPkKxA+Bu4Bp7r7QzHoCs8KNJVKzlZQ4z3+6hsdfX0JxiXPPxQO48ZTuaq4nSaU8BSLV3b926Im7rzSz90PMJFKjrdq2lzFTsvh01Q5O7X0Mj14+hK7HNEl0LJGvKM9BzrvKOe6/mFkXM5tlZovMbKGZ/TDGPGZmvzOzXDPLMrMToqbdYGbLg8cN5cgpktSKikt45l8rGPmbOSzeuIcnrhzC328ZruIgSavMPQgzuwC4EOhkZr+LmtQcKCrHuouAn7r7F2bWDJhnZm+7+6KoeS4A+gSP4cAfgeFm1hq4D0gHPFh2urvvjOPfJpI01uwp5vKnPyJ7/W7OHZDK+MsGkdpczfUkuR3uENMGYB7wteDnIXnAj4+0YnffCGwMhvPMbDHQCYguEJcCk9zdgblm1tLMOgAjgLfdfQeAmb0NjAReKOe/SyQpHCgq5qn3cnn64wJaNS3hD988gQsHt1dzPakWLPLZfJgZzOq5e3n2GA63ju5Evk8xyN33RI2fATwW3L8aM3sXGEOkQDRy9/HB+HuIfFnvFzHWPRoYDZCampqWmZlZoYz5+fmkpKRUaNkwKVd8kilX7s5iJuYcYMNe58S2zg2Dm5LSILkKQzJtr2jKFZ+jyZWRkTHP3dNjTTvcIaZsIod3Yv614+5DyvPiZpYCTAF+FF0cKou7TwAmAKSnp/uIESMqtJ7Zs2dT0WXDpFzxSYZcew8U8Yu3lvLcp6vp0LwRf71pMLZxUcJzxZIM2ysW5YpPWLkOd4jp4qNduZnVJ1Icnnf3qTFmWQ90iXreORi3nsheRPT42UebRyRs7y/fyl1Ts1m3cz/fPrkbd47sR0rDeszeuOjIC4skmTILhLt/eWjYzFKBE4Onn7r7liOt2CK7HX8BFrv7r8qYbTrwfTPLJHKSere7bzSzN4FHgvYeAOdRjiunRBJl975CHp65iBc/X0ePNk158daTGdajdaJjiRyV8jTr+wbwJJG/4A34vZnd4e6Tj7DoqcD1QHZUa467ga4A7v4MMJPIlVK5wD7gpmDaDjN7iEjfJ4AHD52wFkk2b+Rs4p5Xctix9yC3jejFD8/uQ6P6ajYg1V95vig3Djjx0F6DmbUF3gEOWyCCE8+HPSMXXL10exnTJgITy5FPJCG25kWa672WvZH+HZoz8YYTGdy5RaJjiVSa8hSIOqUOKW2nfF+wE6mR3J2pX6znwRmL2H+wmDvOP5bRZ/Skfl39t5CapTwF4vXgnMCh7yBcTeTQkEits27nPu6elsOcZVtJ69aKx68cQu92yXfZo0hlKE+B2AL8HRgaPJ/g7tNCSySShEpKnL9/8iWPv74EB+6/ZADfPrk7ddRcT2qw8hSIpsBYYAfwT+CjUBOJJJkVW/MZOyWLz1bv5PQ+bXjk8sF0aa3+SVLzHbFAuPsDwANmNoTI4aV/mdk6dz8n9HQiCVRYXMKf31/Jb95ZTqN6dXjyqiFcldZZbTKk1ijPHsQhW4BNRE5StwsnjkhyyFm/mzFTsli4YQ8jB7bnwcsG0q6ZmutJ7VKe70F8D/gG0BZ4CfhOqY6sIjVGQWExv3t3OX+as5JWTRrwx+tO4ILBHRIdSyQhyrMH0YVIH6X5IWcRSajPV+/gzilZrNy6l6vSOvPzi/rTskmDRMcSSZjynINQiwup0fIPFPHkG0uYNPdLOrZozKSbh3FG37aJjiWScPGcgxCpcf61bCt3T81mw+793HByd+44/1iaNtR/CxFQgZBaate+gzw0YzFTvlhHz7ZNeenWk0nvruZ6ItFUIKTWmZm9kXtfyWHnvkJuz+jFD85Scz2RWFQgpNbYsqeAe19ZyBsLNzGwY3P+dvMwBnZUcz2RsqhASI3n7rw0bx3jZyyioKiEMSP78Z3Te1BPzfVEDksFQmq0tTv2cfe0bN5fvo0Tu7fisSuH0KutmuuJlIcKhNRIxSXOpI9X8+SbSzHgoUsHct3wbmquJxKH0AqEmU0kcl/rLe4+KMb0O4DronL0B9oGd5NbDeQBxUCRu6eHlVNqntwtedw5OYsv1uzizL5tefjyQXRupeZ6IvEKcw/iOeApYFKsie7+JJFbmWJmlwA/LnVb0Qx33xZiPqlhCotLmL7iIDPe/oAmDevyq28cx+XHd1JzPZEKCq1AuPscM+teztmv5T83JBKJW/a63dwxeQFLNhVy0ZAO3H/JQNo2a5joWCLVmkVuCx3SyiMFYkasQ0xR8zQB1gG9D+1BmNkqYCfgwJ/cfcJhlh8NjAZITU1Ny8zMrFDW/Px8UlKS7+Slch3ewWLn5dxC3lhdSLMGxjd6lnBqt8TnKi1ZtldpyhWfmpgrIyNjXpmH8d09tAfQHcg5wjxXA6+WGtcp+NkOWACcUZ7XS0tL84qaNWtWhZcNk3KVbe6KbT7iyVnebcwMv/OlBb5r78GkyBWLcsVHueJzNLmAz72Mz9RkuIrpGkodXnL39cHPLWY2DRgGzElANklCeQWFPPHGUv537pd0btWYv98ynNP6tEl0LJEaJ6EFwsxaAGcC34oa1xSo4+55wfB5wIMJiihJZtaSLYybls3GPQXcfGoPfnZ+X5o0SIa/c0RqnjAvc30BGAG0MbN1wH1AfQB3fyaY7XLgLXffG7VoKjAtuPKkHvAPd38jrJxSPezYe5CHZixi2r/X06ddCpO/ewpp3VolOpZIjRbmVUzXlmOe54hcDhs9biVwXDippLpxd17L3sh9ryxk9/5C/ues3tx+Vm8a1lNzPZGwad9cktbmPQX8/OUc3l60mcGdWvD3UcPp36F5omOJ1BoqEJJ03J0XP1/L+NcWc7CohLsu6Mctp6m5nkhVU4GQpLJm+z7GTs3ioxXbGdajNY9fOYQebZomOpZIraQCIUmhuMT564er+OVby6hbxxh/2SC+OayrmuuJJJAKhCTcss2R5nrz1+7irH7tGH/ZIDq2bJzoWCK1ngqEJMzBohL+OHsFT81aTkrDevz2mqF87biOaq4nkiRUICQhFqzdxZgpWSzZlMclx3Xk/ksGcEyKmuuJJBMVCKlS+w8W8+t3lvHs+ytp26whf/52OucOSE10LBGJQQVCqszHK7Zz19QsVm/fx7XDunDXhf1p3qh+omOJSBlUICR0ewoKeez1JfzjkzV0bd2Ef4wazim91VxPJNmpQEio3l28mXHTctiSV8B3Tu/BT849lsYN1CZDpDpQgZBQbM8/wAOvLmL6gg0cm9qMZ65PY2iXlomOJSJxUIGQSuXuTF+wgQdeXUReQSE/OqcP3xvRmwb11CZDpLpRgZBKs3H3fn4+LYd3l2zhuC4teeLKIRzbvlmiY4lIBalAyFErKXEyP1vLozMXU1hSws8v6s9Np/agrtpkiFRroe33m9lEM9tiZjllTB9hZrvNbH7wuDdq2kgzW2pmuWY2NqyMcvRWb9vLN5+dy93TshnUqQVv/ugMRp3eU8VBpAYIcw/iOeApYNJh5nnf3S+OHmFmdYE/AOcC64DPzGy6uy8KK6jEr7jEmTBnBb98axkN6tbhsSsGc/WJXdQmQ6QGCfOOcnPMrHsFFh0G5AZ3lsPMMoFLARWIJLFk0x7Gf1LAqt1LOKd/O8ZfNpj2LRolOpaIVDJz9/BWHikQM9x9UIxpI4ApRPYSNgA/c/eFZnYVMNLdRwXzXQ8Md/fvl/Eao4HRAKmpqWmZmZkVypqfn09KSkqFlg1TMuUqLHFmrChkxspCGtdzrh/QiGHt6ybVXkMyba9oyhUf5YrP0eTKyMiY5+7psaYl8iT1F0A3d883swuBl4E+8a7E3ScAEwDS09N9xIgRFQoze/ZsKrpsmJIl17/X7GTMlCyWbS7ksqEdObv1Li45LyPRsb4iWbZXacoVH+WKT1i5EnZxurvvcff8YHgmUN/M2gDrgS5Rs3YOxkkC7DtYxEMzFnHFHz8ir6CIiTem85trjqdZg+TZaxCRcCRsD8LM2gOb3d3NbBiRYrUd2AX0MbMeRArDNcA3E5WzNvswdxtjp2axdsd+rhvelbEX9KOZmuuJ1BqhFQgzewEYAbQxs3XAfUB9AHd/BrgKuM3MioD9wDUeOSFSZGbfB94E6gIT3X1hWDnlq3bvL+TRmYvJ/Gwt3Y9pQubokzip5zGJjiUiVSzMq5iuPcL0p4hcBhtr2kxgZhi55PDeWriJn7+cw7b8A9x6Zk9+fE5fGtVXcz2R2kjfpBYAtuUf4P7pC5mRtZF+7Zvx7A3pDOncMtGxRCSBVCBqOXfn5fnreeDVRew7UMxPz+3LrWf2UnM9EVGBqM027NrPuGnZzFq6leO7Rprr9UlVcz0RiVCBqIVKSpznP13DYzMXU+Jw78UDuOGU7uqfJCL/RQWillm5NZ+xU7L5dPUOTuvdhkevGEyX1k0SHUtEkpAKRC1RVFzCsx+s4tdvL6NBvTo8ceUQvp7eOanaZIhIclGBqAUWbdjDnVMWkLN+D+cNSOWhywaR2lzN9UTk8FQgarADRcU89V4uf5y9gpZN6vOHb57AhYPba69BRMpFBaKGmvflDsZMySZ3Sz5XnNCJey4aQKumDRIdS0SqERWIGmbvgSKefHMpf/t4NR1bNOa5m05kxLHtEh1LRKohFYga5P3lW7lrajbrdu7n2yd3486R/UhpqF+xiFSMPj1qgN37Chn/2iJemreOnm2a8uKtJzOsR+tExxKRak4Fopp7I2cT97ySw469B7ltRC9+eHYfNdcTkUqhAlFNbckr4P7pC5mZvYkBHZrz1xtPZFCnFomOJSI1iApENePuTPliPQ/NWMT+wmLuOP9YRp/Rk/p11VxPRCqXCkQ1sm7nPu6elsOcZVtJ69aKx68cQu92yXcDdRGpGcK8o9xE4GJgi7sPijH9OmAMYEAecJu7LwimrQ7GFQNF7p4eVs7qoKTE+d+5X/L4G0sAeOBrA7n+pG7UUXM9EQlRmHsQzxG5Y9ykMqavAs50951mdgEwARgeNT3D3beFmK9a2Jhfwjf+9DGff7mT0/u04ZHL1VxPRKpGmLccnWNm3Q8z/aOop3OBzmFlqY4Ki0uYMGclv/5oP00bFvGLrx/HlSd0UpsMEaky5u7hrTxSIGbEOsRUar6fAf3cfVTwfBWwE3DgT+4+4TDLjgZGA6SmpqZlZmZWKGt+fj4pKclxPP/LPcVMzDnIl3tKOP4Y54YhTWjZMLlOQifT9oqmXPFRrvjUxFwZGRnzyjyM7+6hPYDuQM4R5skAFgPHRI3rFPxsBywAzijP66WlpXlFzZo1q8LLVpb9B4v88dcXe8+7XvO0h97217M3JEWuWJQrPsoVH+WKz9HkAj73Mj5TE3oVk5kNAZ4FLnD37YfGu/v64OcWM5sGDAPmJCZl1fhs9Q7GTM5i5ba9fD2tMz+/aAAtmtRn9uyliY4mIrVUwgqEmXUFpgLXu/uyqPFNgTrunhcMnwc8mKCYocs/UMQTbyxh0sdf0qllYybdPIwz+rZNdCwRkVAvc30BGAG0MbN1wH1AfQB3fwa4FzgGeDo48XroctZUYFowrh7wD3d/I6ycifSvZVu5e2o2G3bv58ZTunPH+cfSVM31RCRJhHkV07VHmD4KGBVj/ErguLByJYNd+w7y4IxFTP1iPb3aNuWlW08mvbua64lIctGfq1XI3Xk9ZxP3vpLDrn2FfD+jN98/q7ea64lIUlKBqCJb9hRwzys5vLlwM4M6NedvNw9jYEc11xOR5KUCETJ356V56xg/YxEFRSWMGdmP75zeg3pqriciSU4FIkRrd+zjrqnZfJC7jWHdW/PYlYPp2Tb5vmQjIhKLCkQIikucSR+v5ok3llLH4KFLB3LdcDXXE5HqRQWikuVuyePOyVl8sWYXZ/ZtyyNXDKZTy8aJjiUiEjcViEpSWFzCM7NX8Pv3cmnSsC6/vvo4Lhuq5noiUn2pQFSC7HW7uWPyApZsyuOiIR144GsDaZPSMNGxRESOigrEUSgoLObX7yzjz3NW0ialIX+6Po3zB7ZPdCwRkUqhAlFBn6zcztip2azatper07tw90X9adG4fqJjiYhUGhWIOOUVFPL4G0v4+9w1dGndmOdHDefU3m0SHUtEpNKpQMRh1pItjJuWzcY9BdxyWg9+el5fmjTQJhSRmkmfbuWwY+9BHpqxiGn/Xk+fdilMue0UTujaKtGxRERCpQJxGO7OjKyN3D99Ibv3F/I/Z/fh9oxeNKyn5noiUvOpQJRh854Cxk3L4Z3FmxnSuQV/HzWc/h2aJzqWiEiVUYEoxd3552dreXjmYg4WlXD3hf24+VQ11xOR2ifUTz0zm2hmW8wsp4zpZma/M7NcM8sysxOipt1gZsuDxw1h5jxkzfZ9XPfsJ4ydms2ADs1580dnMPqMXioOIlIrhb0H8RzwFDCpjOkXAH2Cx3Dgj8BwM2tN5Bal6YAD88xsurvvDCNkcYnz5upCpr37L+rVqcPDlw/i2hO7qrmeiNRqoRYId59jZt0PM8ulwCR3d2CumbU0sw5E7mX9trvvADCzt4GRwAuVnXH3vkJu+OunzF97kLP6tePhywfRoYWa64mIWOSzOcQXiBSIGe4+KMa0GcBj7v5B8PxdYAyRAtHI3ccH4+8B9rv7L2KsYzQwGiA1NTUtMzMzrnzuzp+yDnBssyJG9GiadM318vPzSUlJvntIKFd8lCs+yhWfo8mVkZExz93TY02r9iep3X0CMAEgPT3dR4wYEfc6MjJg9uzZVGTZsClXfJQrPsoVn9qWK9FnX9cDXaKedw7GlTVeRESqSKILxHTg28HVTCcBu919I/AmcJ6ZtTKzVsB5wTgREakioR5iMrMXiJxPaGNm64hcmVQfwN2fAWYCFwK5wD7gpmDaDjN7CPgsWNWDh05Yi4hI1Qj7KqZrjzDdgdvLmDYRmBhGLhERObJEH2ISEZEkpQIhIiIxqUCIiEhMKhAiIhJT6N+krkpmthX4soKLtwG2VWKcyqJc8VGu+ChXfGpirm7u3jbWhBpVII6GmX1e1tfNE0m54qNc8VGu+NS2XDrEJCIiMalAiIhITCoQ/zEh0QHKoFzxUa74KFd8alUunYMQEZGYtAchIiIxqUCIiEhMNb5AmNlIM1tqZrlmNjbG9IZm9s9g+ifRt0g1s7uC8UvN7PwqzvUTM1tkZllm9q6ZdYuaVmxm84PH9CrOdaOZbY16/VFR024ws+XB44YqzvXrqEzLzGxX1LQwt9dEM9tiZjllTDcz+12QO8vMToiaFub2OlKu64I82Wb2kZkdFzVtdTB+vpl9XsW5RpjZ7qjf171R0w77Hgg51x1RmXKC91TrYFqY26uLmc0KPgsWmtkPY8wT3nvM3WvsA6gLrAB6Ag2ABcCAUvN8D3gmGL4G+GcwPCCYvyHQI1hP3SrMlQE0CYZvO5QreJ6fwO11I/BUjGVbAyuDn62C4VZVlavU/D8AJoa9vYJ1nwGcAOSUMf1C4HXAgJOAT8LeXuXMdcqh1wMuOJQreL4aaJOg7TWCyC2Kj+o9UNm5Ss17CfBeFW2vDsAJwXAzYFmM/5Ohvcdq+h7EMCDX3Ve6+0EgE7i01DyXAn8LhicDZ5uZBeMz3f2Au68ics+KYVWVy91nufu+4OlcInfVC1t5tldZzgfedvcd7r4TeBsYmaBc1wIvVNJrH5a7zwEOd6+SS4FJHjEXaGlmHQh3ex0xl7t/FLwuVN37qzzbqyxH896s7FxV+f7a6O5fBMN5wGKgU6nZQnuP1fQC0QlYG/V8HV/duP8/j7sXAbuBY8q5bJi5ot1C5C+EQxqZ2edmNtfMLqukTPHkujLYlZ1sZoduDZsU2ys4FNcDeC9qdFjbqzzKyh7m9opX6feXA2+Z2TwzG52APCeb2QIze93MBgbjkmJ7mVkTIh+yU6JGV8n2ssjh7+OBT0pNCu09FuoNg+Tomdm3gHTgzKjR3dx9vZn1BN4zs2x3X1FFkV4FXnD3A2Z2K5G9r7Oq6LXL4xpgsrsXR41L5PZKamaWQaRAnBY1+rRge7UD3jazJcFf2FXhCyK/r3wzuxB4GehTRa9dHpcAH/p/3+Ey9O1lZilEitKP3H1PZa77cGr6HsR6oEvU887BuJjzmFk9oAWwvZzLhpkLMzsHGAd8zd0PHBrv7uuDnyuB2UT+qqiSXO6+PSrLs0BaeZcNM1eUayi1+x/i9iqPsrKHub3KxcyGEPkdXuru2w+Nj9peW4BpVN6h1SNy9z3unh8MzwTqm1kbkmB7BQ73/gple5lZfSLF4Xl3nxpjlvDeY2GcWEmWB5E9pJVEDjkcOrE1sNQ8t/PfJ6lfDIYH8t8nqVdSeSepy5PreCIn5fqUGt8KaBgMtwGWU0kn68qZq0PU8OXAXP/PCbFVQb5WwXDrqsoVzNePyAlDq4rtFfUa3Sn7pOtF/PcJxE/D3l7lzNWVyHm1U0qNbwo0ixr+CBhZhbnaH/r9EfmgXRNsu3K9B8LKFUxvQeQ8RdOq2l7Bv30S8JvDzBPae6zSNm6yPoic4V9G5MN2XDDuQSJ/lQM0Al4K/rN8CvSMWnZcsNxS4IIqzvUOsBmYHzymB+NPAbKD/yDZwC1VnOtRYGHw+rOAflHL3hxsx1zgpqrMFTy/H3is1HJhb68XgI1AIZFjvLcA3wW+G0w34A9B7mwgvYq215FyPQvsjHp/fR6M7xlsqwXB73lcFef6ftT7ay5RBSzWe6CqcgXz3EjkwpXo5cLeXqcROceRFfW7urCq3mNqtSEiIjHV9HMQIiJSQSoQIiISkwqEiIjEpAIhIiIxqUCIiEhMKhAiFWRmLc3se8FwRzObnOhMIpVJl7mKVFDQG2eGuw9KdBaRMKgXk0jFPQb0MrP5RL6h3d/dB5nZjcBlRL5Z2wf4BZFv/14PHAAudPcdZtaLyBec2gL7gO+4+5Kq/keIlEWHmEQqbiywwt2HAneUmjYIuAI4EXgY2OfuxwMfA98O5pkA/MDd04CfAU9XRWiR8tIehEg4Znmkf3+eme0m0gUXIq0QhgTdOU8BXorcfgSI9P0SSRoqECLhOBA1XBL1vITI/7s6wK5g70MkKekQk0jF5RG5DWTcPNLTf5WZfR3+/77Cx1VmOJGjpQIhUkEeuYfCh8GN7p+swCquA24xs0OdQCvtFpoilUGXuYqISEzagxARkZhUIEREJCYVCBERiUkFQkREYlKBEBGRmFQgREQkJhUIERGJ6f8ASQsmFWOmIA8AAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots() # by default 1 row, 1 column, 1 axe\n", + "ax.plot([1, 2, 3])\n", + "ax.set_title('hi mom')\n", + "ax.grid(True)\n", + "ax.set_xlabel('time')\n", + "ax.set_ylabel('volts')" + ] + }, + { + "cell_type": "markdown", + "id": "524e79fd-17b5-4d19-b417-eb46428b8e87", + "metadata": {}, + "source": [ + "In this notebook we will use the *pyplot functional coding style*" + ] + }, + { + "cell_type": "markdown", + "id": "47fb81f9-5bfd-4a97-b603-d6fa06b1084a", + "metadata": {}, + "source": [ + "## Dive into matplotlib\n", + "\n", + "Now we are going to learn to use some compounds.\n", + "To the demos belows we will need of *numpy* and *pandas* packages" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "57e41359-cf96-4bf3-ac6c-f7778bf46b43", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "b7dfc1c5-8602-4d8e-8f75-4994b8508b5f", + "metadata": {}, + "source": [ + "# Plot\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html" + ] + }, + { + "cell_type": "markdown", + "id": "3f3ce2b1-198f-41a5-80f1-fde2d7272bbd", + "metadata": {}, + "source": [ + "## One variable" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "11b3d419-688e-47fc-882e-4cc5167283e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>City</th>\n", + " <th>Year</th>\n", + " <th>Tmp</th>\n", + " <th>std</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>Barcelona</td>\n", + " <td>1995</td>\n", + " <td>62.019178</td>\n", + " <td>9.569756</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>Barcelona</td>\n", + " <td>1996</td>\n", + " <td>61.125956</td>\n", + " <td>9.420765</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>Barcelona</td>\n", + " <td>1997</td>\n", + " <td>62.612329</td>\n", + " <td>9.827235</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>Barcelona</td>\n", + " <td>1998</td>\n", + " <td>60.273973</td>\n", + " <td>19.750126</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>Barcelona</td>\n", + " <td>1999</td>\n", + " <td>61.204658</td>\n", + " <td>13.904526</td>\n", + " </tr>\n", + " <tr>\n", + " <th>...</th>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " <td>...</td>\n", + " </tr>\n", + " <tr>\n", + " <th>177</th>\n", + " <td>Rome</td>\n", + " <td>2016</td>\n", + " <td>61.185246</td>\n", + " <td>15.914193</td>\n", + " </tr>\n", + " <tr>\n", + " <th>178</th>\n", + " <td>Rome</td>\n", + " <td>2017</td>\n", + " <td>61.377808</td>\n", + " <td>11.916595</td>\n", + " </tr>\n", + " <tr>\n", + " <th>179</th>\n", + " <td>Rome</td>\n", + " <td>2018</td>\n", + " <td>60.821370</td>\n", + " <td>20.327932</td>\n", + " </tr>\n", + " <tr>\n", + " <th>180</th>\n", + " <td>Rome</td>\n", + " <td>2019</td>\n", + " <td>59.215068</td>\n", + " <td>23.514064</td>\n", + " </tr>\n", + " <tr>\n", + " <th>181</th>\n", + " <td>Rome</td>\n", + " <td>2020</td>\n", + " <td>52.676119</td>\n", + " <td>6.224294</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "<p>182 rows × 4 columns</p>\n", + "</div>" + ], + "text/plain": [ + " City Year Tmp std\n", + "0 Barcelona 1995 62.019178 9.569756\n", + "1 Barcelona 1996 61.125956 9.420765\n", + "2 Barcelona 1997 62.612329 9.827235\n", + "3 Barcelona 1998 60.273973 19.750126\n", + "4 Barcelona 1999 61.204658 13.904526\n", + ".. ... ... ... ...\n", + "177 Rome 2016 61.185246 15.914193\n", + "178 Rome 2017 61.377808 11.916595\n", + "179 Rome 2018 60.821370 20.327932\n", + "180 Rome 2019 59.215068 23.514064\n", + "181 Rome 2020 52.676119 6.224294\n", + "\n", + "[182 rows x 4 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "temp = pd.read_csv(\"../data/fr_sp_it_temp.tsv\", sep=\"\\t\", header=0, index_col=0)\n", + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "99d54202-c825-4dbc-8c25-b7631cb814e4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>City</th>\n", + " <th>Year</th>\n", + " <th>Tmp</th>\n", + " <th>std</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>130</th>\n", + " <td>Paris</td>\n", + " <td>1995</td>\n", + " <td>53.742192</td>\n", + " <td>20.406326</td>\n", + " </tr>\n", + " <tr>\n", + " <th>131</th>\n", + " <td>Paris</td>\n", + " <td>1996</td>\n", + " <td>52.293169</td>\n", + " <td>15.207325</td>\n", + " </tr>\n", + " <tr>\n", + " <th>132</th>\n", + " <td>Paris</td>\n", + " <td>1997</td>\n", + " <td>55.580000</td>\n", + " <td>12.745185</td>\n", + " </tr>\n", + " <tr>\n", + " <th>133</th>\n", + " <td>Paris</td>\n", + " <td>1998</td>\n", + " <td>50.317534</td>\n", + " <td>27.794295</td>\n", + " </tr>\n", + " <tr>\n", + " <th>134</th>\n", + " <td>Paris</td>\n", + " <td>1999</td>\n", + " <td>54.565753</td>\n", + " <td>13.990209</td>\n", + " </tr>\n", + " <tr>\n", + " <th>135</th>\n", + " <td>Paris</td>\n", + " <td>2000</td>\n", + " <td>54.337705</td>\n", + " <td>10.345685</td>\n", + " </tr>\n", + " <tr>\n", + " <th>136</th>\n", + " <td>Paris</td>\n", + " <td>2001</td>\n", + " <td>53.944932</td>\n", + " <td>12.074808</td>\n", + " </tr>\n", + " <tr>\n", + " <th>137</th>\n", + " <td>Paris</td>\n", + " <td>2002</td>\n", + " <td>52.743014</td>\n", + " <td>18.722075</td>\n", + " </tr>\n", + " <tr>\n", + " <th>138</th>\n", + " <td>Paris</td>\n", + " <td>2003</td>\n", + " <td>54.562192</td>\n", + " <td>13.721165</td>\n", + " </tr>\n", + " <tr>\n", + " <th>139</th>\n", + " <td>Paris</td>\n", + " <td>2004</td>\n", + " <td>53.585246</td>\n", + " <td>11.761756</td>\n", + " </tr>\n", + " <tr>\n", + " <th>140</th>\n", + " <td>Paris</td>\n", + " <td>2005</td>\n", + " <td>53.407671</td>\n", + " <td>14.983372</td>\n", + " </tr>\n", + " <tr>\n", + " <th>141</th>\n", + " <td>Paris</td>\n", + " <td>2006</td>\n", + " <td>54.199726</td>\n", + " <td>13.030266</td>\n", + " </tr>\n", + " <tr>\n", + " <th>142</th>\n", + " <td>Paris</td>\n", + " <td>2007</td>\n", + " <td>53.572055</td>\n", + " <td>12.962494</td>\n", + " </tr>\n", + " <tr>\n", + " <th>143</th>\n", + " <td>Paris</td>\n", + " <td>2008</td>\n", + " <td>52.381694</td>\n", + " <td>15.655254</td>\n", + " </tr>\n", + " <tr>\n", + " <th>144</th>\n", + " <td>Paris</td>\n", + " <td>2009</td>\n", + " <td>53.061096</td>\n", + " <td>14.640168</td>\n", + " </tr>\n", + " <tr>\n", + " <th>145</th>\n", + " <td>Paris</td>\n", + " <td>2010</td>\n", + " <td>51.648219</td>\n", + " <td>13.601742</td>\n", + " </tr>\n", + " <tr>\n", + " <th>146</th>\n", + " <td>Paris</td>\n", + " <td>2011</td>\n", + " <td>55.001918</td>\n", + " <td>10.339226</td>\n", + " </tr>\n", + " <tr>\n", + " <th>147</th>\n", + " <td>Paris</td>\n", + " <td>2012</td>\n", + " <td>53.256557</td>\n", + " <td>11.453752</td>\n", + " </tr>\n", + " <tr>\n", + " <th>148</th>\n", + " <td>Paris</td>\n", + " <td>2013</td>\n", + " <td>52.088493</td>\n", + " <td>14.922241</td>\n", + " </tr>\n", + " <tr>\n", + " <th>149</th>\n", + " <td>Paris</td>\n", + " <td>2014</td>\n", + " <td>53.650411</td>\n", + " <td>11.968851</td>\n", + " </tr>\n", + " <tr>\n", + " <th>150</th>\n", + " <td>Paris</td>\n", + " <td>2015</td>\n", + " <td>53.434973</td>\n", + " <td>15.680118</td>\n", + " </tr>\n", + " <tr>\n", + " <th>151</th>\n", + " <td>Paris</td>\n", + " <td>2016</td>\n", + " <td>51.122951</td>\n", + " <td>21.198085</td>\n", + " </tr>\n", + " <tr>\n", + " <th>152</th>\n", + " <td>Paris</td>\n", + " <td>2017</td>\n", + " <td>54.367945</td>\n", + " <td>11.949198</td>\n", + " </tr>\n", + " <tr>\n", + " <th>153</th>\n", + " <td>Paris</td>\n", + " <td>2018</td>\n", + " <td>45.773151</td>\n", + " <td>36.811172</td>\n", + " </tr>\n", + " <tr>\n", + " <th>154</th>\n", + " <td>Paris</td>\n", + " <td>2019</td>\n", + " <td>52.208219</td>\n", + " <td>22.722815</td>\n", + " </tr>\n", + " <tr>\n", + " <th>155</th>\n", + " <td>Paris</td>\n", + " <td>2020</td>\n", + " <td>49.320149</td>\n", + " <td>7.458857</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " City Year Tmp std\n", + "130 Paris 1995 53.742192 20.406326\n", + "131 Paris 1996 52.293169 15.207325\n", + "132 Paris 1997 55.580000 12.745185\n", + "133 Paris 1998 50.317534 27.794295\n", + "134 Paris 1999 54.565753 13.990209\n", + "135 Paris 2000 54.337705 10.345685\n", + "136 Paris 2001 53.944932 12.074808\n", + "137 Paris 2002 52.743014 18.722075\n", + "138 Paris 2003 54.562192 13.721165\n", + "139 Paris 2004 53.585246 11.761756\n", + "140 Paris 2005 53.407671 14.983372\n", + "141 Paris 2006 54.199726 13.030266\n", + "142 Paris 2007 53.572055 12.962494\n", + "143 Paris 2008 52.381694 15.655254\n", + "144 Paris 2009 53.061096 14.640168\n", + "145 Paris 2010 51.648219 13.601742\n", + "146 Paris 2011 55.001918 10.339226\n", + "147 Paris 2012 53.256557 11.453752\n", + "148 Paris 2013 52.088493 14.922241\n", + "149 Paris 2014 53.650411 11.968851\n", + "150 Paris 2015 53.434973 15.680118\n", + "151 Paris 2016 51.122951 21.198085\n", + "152 Paris 2017 54.367945 11.949198\n", + "153 Paris 2018 45.773151 36.811172\n", + "154 Paris 2019 52.208219 22.722815\n", + "155 Paris 2020 49.320149 7.458857" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "paris = temp[temp.City == 'Paris']\n", + "paris" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b13ce1af-fcba-41a4-8270-15b18bbe6f9b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a5a144be0>]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Tmp'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ebb4469b-dd16-4047-8833-f9c01b234f46", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "ae6a2a70-d851-49a1-a8dc-3c73d6041b51", + "metadata": {}, + "source": [ + "## Two variables" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "f9d20f59-c49b-442a-a882-c899590ce5ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a5a07c7c0>]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'],paris['Tmp'])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "bb79414d-cce0-4fa3-9ae1-4cbf55207e66", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a59fe71f0>]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'],paris['Tmp'],\n", + " marker='o')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6e5b03a8-1502-4ecc-8a0c-623a4bc0932e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a59fc0cd0>]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'],paris['Tmp'],\n", + " marker='o',\n", + " linestyle=''\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "5942e686-e65c-40d4-a58e-54828f4186b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a59f25c40>]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'],paris['Tmp'],\n", + " marker='s',\n", + " color='red',\n", + " linestyle='--'\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "540467bb-46ff-444c-b575-6abe145a20b3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7f8a59e97160>]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'],paris['Tmp'],\n", + " marker='v',\n", + " color='brown',\n", + " linestyle='-.'\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "ece2ad49-59c4-4f40-b65d-bd8e228598b8", + "metadata": {}, + "source": [ + "all available linestyles, markers and colors are described in https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html" + ] + }, + { + "cell_type": "markdown", + "id": "08767e1e-c7e1-48d6-908a-72d91fafb7d2", + "metadata": {}, + "source": [ + "## Several plots" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bac9a02e-8301-4885-b34a-8d91fff234e4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a59e71b20>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bdx = temp[temp.City == 'Bordeaux']\n", + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7e9383b8-3ace-4042-a0f5-91071e56257b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Average Temperature')" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "for city, df in temp.groupby('City'):\n", + " plt.plot(df['Year'], df['Tmp'], label=city)\n", + "\n", + "plt.legend(ncol=2)\n", + "plt.xlabel(\"Year\")\n", + "plt.ylabel(\"Tp in °F\")\n", + "plt.title(\"Average Temperature\")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "70924d07-7d98-4f8d-8bcf-de595c44be3e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a5851e6a0>" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "paris_max = paris['Tmp'] + paris['std']\n", + "paris_min = paris['Tmp'] - paris['std']\n", + "\n", + "plt.plot(paris['Year'], paris['Tmp'], label= \"Paris\" )\n", + "\n", + "plt.fill_between(paris['Year'], \n", + " paris_max, \n", + " y2=paris_min,\n", + " alpha=0.5 \n", + " )\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "aa620f3b-ced6-4ed3-9f4c-73abbdc86841", + "metadata": {}, + "source": [ + "## xlabel and ylabel\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.xlabel.html\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.ylabel.html" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "d241268f-7265-424c-9d5c-aa554cb2aa16", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a59d67b20>" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "paris_max = paris['Tmp'] + paris['std']\n", + "paris_min = paris['Tmp'] - paris['std']\n", + "\n", + "plt.plot(paris['Year'], paris['Tmp'], label= \"Paris\" )\n", + "\n", + "plt.fill_between(paris['Year'], \n", + " paris_max, \n", + " y2=paris_min,\n", + " color=\"orange\", \n", + " alpha=0.5 \n", + " )\n", + "plt.xlabel('Year')\n", + "plt.ylabel('Temp in °F')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "48c27e9b-6a4c-4751-8d65-2b18ebc4bce6", + "metadata": {}, + "source": [ + "## Legend\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "6c674b4b-0107-44ab-92f0-30800cce309e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a58482640>" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "plt.legend(['T°F at Paris', 'T°F at Bordeaux'], ncol=2)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "f3d98bc4-0ab2-4ee4-87bf-7cafe9e96954", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a583f5c10>" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "plt.legend(['T°F at Paris', 'T°F at Bordeaux'], loc=\"upper right\")" + ] + }, + { + "cell_type": "markdown", + "id": "8c8d4209-6ca9-4ff8-b7dd-45960257ab50", + "metadata": {}, + "source": [ + "## Title\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.title.html" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "8a912d1e-12d9-48d1-b77b-620ac69c7cec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'average temp in France')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "plt.legend(['T°F at Paris', 'T°F at Bordeaux'])\n", + "plt.title(\"average temp in France\")" + ] + }, + { + "cell_type": "markdown", + "id": "6a84d787-3591-4e9f-b46d-709f0df54c30", + "metadata": {}, + "source": [ + "## Grid\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.grid.html" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "39f2e186-c45c-4068-a93a-13c99ee102b0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'average temp in France')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEICAYAAABGaK+TAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABs1UlEQVR4nO2dd3hUx9WH31GvgISoEiDRTBMIBLiBMe4t7o4d99gOcZqdfHFLbMdOXOKSYju248TdiVPcux0XsDEdCSQEQiCEVkIFhHovq53vj9kVKtv33l0te9/n0aPVrfPT3D07e+acM0JKiYGBgYFB8BEW6AYYGBgYGHiHYcANDAwMghTDgBsYGBgEKYYBNzAwMAhSDANuYGBgEKQYBtzAwMAgSDEMuIGBhgghJgshWoUQ4YFui8HRj2HADYIeIcT9Qoh/BrodAFLKcillgpSy19NzhRAnCyEs1g8A28+HerTT4OggItANMDj6EEJESCnNgW5HkFIlpUxzdoDx/zWwYYzAQwwhxF1CiBIhRIsQolAIcZF1e7QQolEIMa/fsWOEEB1CiLHWv88TQuRZj9sghJjf71iTEOJOIcQOoE0IEeHoXtbjw4UQfxRC1AohSoUQPxVCSCFEhHX/SCHEi0KIaiFEpRDiQXtuCSHEWcCvgcutI9Z8V+cLIa4XQqwXQvzZqmW/EOIE6/YDQogaIcR1/e7xihDiOSHEF1Yt3wghpjj4/6YP0vG1EOIB6/1ahBCfCyFSPOyz/u2tA+4XQkwTQqwWQtRZ/4evCyFGDeqP24QQO4QQTUKI/wohYvrtv8Dal83WPjrLk/+7wTBBSmn8hNAPcBkwEfXhfTnQBkyw7nsJeKjfsT8BPrO+XgjUAMcC4cB1gAmItu43AXnAJCDWjXvdDBQCaUAS8CUggQjr/neBvwHxwFhgC/BDB5ruB/45aJvD84HrATPwfauWB4Fy4BkgGjgDaAESrMe/Yv37JOv+J4F1DtqSPkjH10AJMBOItf79iINzTwYq7Gy3tfdnqG/NscB04HRre8YAa4En+p1jsmqeCCQDu4GbrfuWAk3W88OAVGCWp/934yfwPwFvgPET4AdAGd0LrK9PA0r67VsPXGt9/VfggUHn7gFWWF+bgBs8uNfq/obBem9pNVDjgC6sHwTW/d8D1ji47gAD7up8q0Es7rcv03rvcf221QFZ1tevAP/pty8B6AUm2WmLPQN+T7/9P8b6oWjn3JMBC9DY7+e71vaWu/jfXghs7/e3Cbi639+PAc9ZX/8N+LOda3j0fzd+Av9j+MBDDCHEtcD/oQwNKGNk+0q/BogTQhwLHAKyUCMygCnAdUKIn/W7XBRqhGfjgAf3mjjo+P6vpwCRQLUQwrYtbPD1neDO+Yf6ve4AkFIO3pZgr31SylYhRL0dDY442O91+6DrDmaID1wIcf3g+wghxqG+CSwHElH6Glzc19ZXk4BP7Nzb1/+7gZ8xDHgIYfXbPg+cCmyUUvYKIfIAAWD9+w3UqOsQ8JGUssV6+gGUe+UhJ7foK23p6l5ANcp9YmNSv9cHUCPBFOneZN3gkpqenu8Ofe0TQiSg3BJVGl3bHQZrfNi6LVNKWS+EuBB42s1rHQCmOdiu9f/NQEeMSczQIh71pj8MIIT4PjBv0DH/Qvmrr7K+tvE8cLMQ4lihiBdCnCuESPTyXm8AtwohUq2Tb3fadkgpq4HPgT8KIUYIIcKsk3YrHNzrEJAuhAjz8nx3OEcIsUwIEQU8AGySUgZyZJoItAJNQohU4HYPzn0R+L4Q4lTr/yZVCDFLp/+bgY4YBjyEkFIWAn8ENqKMXibKz93/mM2oycaJwKf9tucAP0CN8hqAfSjfrLf3eh5lLHYA21Ff6c0o3zLAtSgXTaH1fm8BExzc7k3r7zohxDYvzneHfwH3AfVANnC1D9fSgt8Ci1CTkR8D77h7opRyC2oC98/W879BuU9A+/+bgY4I60SFgUFAEUKcjZpksxueF0iEEK+gokPuCXRbDAz6Y4zADQKCECJWCHGOUPHiqajR7buuzjMwMDiCYcANAoVAuQEaUC6U3cBvAtoiA4Mgw3ChGBgYGAQpxgjcwMDAIEjxaxx4SkqKTE9P9+ctDQwMDIKe3NzcWinlmMHb/WrA09PTycnJ8erckpISpk2zl3tw9GJoDg0MzaGBL5qFEGX2tgeNCyU5OTnQTfA7hubQwNAcGuihOWgMeHt7e6Cb4HcMzaGBoTk00ENz0BjwsLCgaapmGJpDA0NzaKCH5qD5L0ZGRga6CX7H0BwaGJpDAz00B40Bb21tDXQT/I6hOTQwNIcGemgOGgOekuLRKlRHBYbm0MDQHBrooTloDHhFRUWgm+B3DM2hgaE5NNBDs19T6RcvXiy9jQM3m81ERITW+hOG5tDAI81lGyA8GtKy9W2Uzhj97BlCiFwp5eLB24NmBL5r165AN8HvGJpDA480v/NDePtGsFj0a5AfMPpZG4JmBG4QYKSE3R/CzDMhIjrQrQlNGsvhiUz1+roPIeOkwLbHwG8E/Qg8NzdXv4t3tcAXv4HOJv3u4QW6avaU0m/gjWtgy/O63mZYafYTbmsu26h+h0XAtn/o1yA/YPSzNrhlwIUQJiFEgRAiTwiRY92WJYTYZNsmhFiqeev6kZ2to88v/z+w/knY/ZF+9/ACXTV7yr6v1O/cV9RoXCeGlWY/4bbmsvUQPRIWXQuF70PH4EXogwejn7XBkxH4SillVr9h/GPAb6WUWahC/I9p3bj+6PqJXfCW+l2xRb97eMGwGqWUrIGIGKgrVhNpOjGsNPsJ90fgG2DycZB9PfR2HXlugxCjn7XBFxeKBEZYX48EqnxvjmN0+8RuPAAHNqnXB7bqcw8vGTajlJZDcKgATrhFjQBzX9HtVsNGsx9xS3NrjfrwnHICTFigfra9qn/jdMLoZ21w14BL4HMhRK4QYpV128+Bx4UQB4A/AL+yd6IQYpXVxZJTXV1NbW0t1dXVVFZW0tDQQElJCR0dHRQWFmKxWNi2TS0qbvu02rZtGxaLhW+++YaOjg5KSkpoaGigsrIS2/VMJhOtra0UFRVhNpvJz88fcA3b74KCArq6uiguLqa5uZny8nJaN78GQNu07yBrCinZtZ2uri4KCgrsXiM/Px+z2UxRURGtra2YTCavNRUWFjrVtG3bNq801dTUUFNTQ3l5Oc3NzRQXF/ukqa1AuZY6M06jftJpyML3yd+0xitNrvqpoKDAL5q07Cdvnz2bpg0bNrjWZP3WY047lqKiIjrnfBcOFtBQ+PWw1OSqn7766qug6ydfn71NmzZ5rckRbkWhCCFSpZSVQoixwBfAz4BLgW+klG8LIb4LrJJSnubsOr5EoXR1dREdrUP0w3PLITwSVt4N/7wYrnkXpp2i/X28QDfNnvLOKuUDv60YanbBc8vgzIfh+J9ofqtho9mPuKX5kztg+z/gzjKIiIKORvjjMZB1FZz3J7+0U0uMfvYMn6JQpJSV1t81qJXDlwLXAe9YD3nTuk03ysvLtb9obTEc3AHzLoW0xYAYVm4UXTR7isWi/N/TVkJYGIzPhNTFuk1mDgvNfsYtzWUbIG2JMt4AsaNgzgXKD94dfKVZjX7WBpcGXAgRL4RItL0GzgB2onzeK6yHnQIUa966fowbN077i+58GxAw9yKIGQljZg2riUxdNHtKzS5oqxn4rST7eqjdC+UbNb/dsNDsZ1xq7miAQzthyokDty+6FrqaYPcH+jVOJ4x+1gZ3RuDjgHVCiHxgC/CxlPIz4AfAH63bHwZWObmGzzQ2Nmp7QSnV6CV9GYyYoLZNWgoVW4dNlpvmmr2hZLX6PXXlkW3zLoboEbpMZg4LzX7GpebyzYBUE5j9mXIiJE8Nyphwo5+1waUBl1Lul1IusP7MlVI+ZN2+TkqZbd1+rJRS17igmJgYbS94cIea1Z93yZFtk5aqZJ7avdrey0s01+wNJath7JwjH3IAUfEw/7uw6z1or9f0dh5pXvdn+Oj/NL1/IHCpuWw9hEVa3Xz9EAIWXgNl66CuRL8G6sCweLb9jB6agyYTU3MK3lIZbXMuOLItzerGH0ZulIDS3a6y/+xN6tpikXf81+/NAqBmN3z1AOS8CIeO8roaZRsgNRsiY4fuy7oSRLia4DQIOYLGgHd2dmp3MYsFdlmjTeL6LTQ6ejrEjIIDw8OAa6rZG8o2KCM9beXQfeMzlVHJeVnTyUy3NEsJn94B0QkQEQub/qrZ/QOBU83dbVCdN9R9YiNxvKpPk/cv6O3RpX16EPBnOwDooTk4DLillySpYdpwxRZoOqCiT/oTFnbEDz4MGDVqVGAbULJalS4dPHlmI/t6qN0D5Zs0u6Vbmgvfh9K1cMq9kPU92PEGtNVq1gZ/41RzxVawmB33AajJzNZDUPy55m3Ti4A/2wFAD83BYcA/+Bmx/7lEu3CpgrdUWvisc4buS1sKh4uGRZ2JQ4cOBbYBJavVyM/eV3dQ8wdRiZpOZrrU3N0On98D4+ZB9vfh2JvVt4SclzVrg79xqrlsAwjrwMIR00+HhPFBNZkZ8Gc7AOihOTgM+MKrieg4DJuf8/1avWYofA9mngXRiUP3T1qiflcEvlbD5MmTA3fz5io4vNt5UlPfZOa7mk1mutS87s/q29PZj0F4BIw5BqafBlufB3O3Jm3wN041l22A8fMhZoTjY8IjlC+8+H/QXK19A3UgoM/2YMo3qVLJOqOH5uAw4FNOoHnCibDuCd8NhWkttB0eGH3Sn9RsNeIJ9ERmyyH2568P3P1LVKq8y6zUvsnMNzS57d69TiKA6ktV1ch5l0J6P5fCcT9SLoRd72rSBn/jULO5S7lQnLlPbCy8GqQF8v+lbeN0wmk/+4uDBfD6ZfDSmfDfq3VP4tNDc3AYcGDEhX+A7hb49o++XajgbRXDPOMM+/ujE2Hs3MBNZLbXw//uhicymb36+iM1oP1NyWqIHwvj5jo/bsJ8mLhIs8zMzMxMxzv/92sVOXTGAwO3TzsVUo6BTc/oWupWLxxqrtoO5k7HE5j9GT0N0pcrN8owyWNwhtN+1pv6Unj7JlVG48BmOPU3kDgBPvklWHp1u60emoPGgOdWdMCCK2HL39XKJN5g7lJflWadB5FOYjInLYGKHF07cwhdrfDN4/DkAtj0LMy7mM7wRPjHhbD3f/5rBygDsH+NGn0L4fr47OuVu+XAZp9v7bDkZvGXsOcTWHE7jJg4cJ8QcNzNUJ2v6YSqv3Coucz6DWzy8e5daOE10FB65LxhTEDKybYcgo9vg6cXq9r/y34Bt+bD8l/CmQ+p5yfnJd1uP9zKyfqV7OxsWPkrQMCah727SPEXKvU404H7xEbaUjXaP1zk3X08wdwNm/8OT2XBmgfVMlk/2gAXPUfMj7+BsbPh39+DvH/r3xYbB3dAe537Rb00nMy0W3LT3A2f3QnJ0+C4H9s/cf4VKgR007M+t8HfOCwzWrYBxsyG+NHuXWjO+arc77bXtGucTvi1nGxnk8oZeCoLcl+GRdfBrXlw2n0Qm6SOmXsxZKxQx7Ue1qUZgV7QIaDk5ubCyDQ49odqBZ2DOz2/yM63IG606ihn2Gb89XSjWHoh/7/wdDZ8ertyAdz4JVzxujLaQG5RmVr7MH0ZvHczbHhav/b0p8S6+o69+G97RCfA/MuUD9rH6B27o5RNz0LdPjj7UcfrcUbFweLvQ9FH0FDmUxv8jV3NvWaVQu+O+8RGZKzqh90fDIsoKmf4ZQTe0wHrn1Lfar/9AxxzNvxki6remDh+4LFCwDl/gJ52tbyiDhgjcIDl/6dm5L/6rWcX6GqFPZ/BnAtV+VhnJE9Vhl6PeHApVTueWw7vrlKjxqvfhus/OhIBYyU7O1v55K96U2WMfn43fHm//n7ekjUqUSdhrPvnZF+v/LU+TmYOGaU0V8Pax2Hm2TDjdOcnL/kBIJSbLYiwOzI7VKC+BXpiwEHFhJs7h/1qPbqOwHvNkPsqPLUIvrhXBSb8cC1c+pKaK3DEmJlwwk/VRLAOc08hPQK3FWAnNkn5rIo/h9Jv3b/Ank/B3AGZl7o+VgjlRtHApzuAsg3w0lnw78vVm+zSl2DVNyoMzo6vuU9zRDRc+rKKe173Z/jwFvWQ6kFXq/Ije1oTfcICmLjQ58nMPs02vviNyjA8yw232chUmHuhmsjravG6Df5miGY4smydpwZ8wgIVdjjM3Sh2NWuBuQteu0C9R0ZMhOs+UgOkCQvcO/+k22HkJPj4l5q/x/TQHDQGfO7cftEQS1fBiFT48j73jcXOt9Q5k45z7/hJS9TXdq2KNX3wM3j5bGgsg/OegJ9sVr7jMMddMEBzWDic92f1gG17Dd68Dnp0SEcuWw+WHu8Wtci+HmoKffrmMkBz2UYoeANOvEV9K3KH436s5jn8OWfgIwM02yjbAEnpQyds3WHRtWoeoyrP16bphl3NviIlfHirKu71nafgpi8hY7ln14iKh7N+r8ooa/xNTg/NQWPA9+3bd+SPyFhY+WuozFVp1a5or1crysy9yKnBHEBfYSsN3Ch1JcroZl8PP9umfLWu3DgM0gxqlH7KPXDWo8rX+/ql0Nnse/v6U7Ja1Rdx94OuP/MuhagEn7Ii+zRbeuGT22FEGizzoOJg2mK18MHmvwZFOB3Y6WeLRRlwd+K/7ZF5mco0HsYFroZo1oJ1f4b8f8PJv4bs69yLoLLHrPPUt+I1D2uaGKWH5qAx4GlpaQM3LPiemqH/6neui/js/lCNKt1xn9hIXaSqvGkxkZn3L5UctOIuNdnmJkM02zjuZrj4ebWgwivnqgVvtaJktUqScRZm6YjoBGU8dr3j9SRan+acl5Qf+MwHPfqfASqxp35/0NQGGdLPtXugo95z94kN22o9O95UE3nDEIfPtrcUfqDmxeZdCivu8O1aQqhM395uVbZBIzTXTBAZ8NraQcWKwsLhtPuhvsS1v2/nWyoEbUKW+zeMiofx83zPyLRYVNTMtFMG1tR2gyGa+zP/u/C9/6hl4V46ExpMvrUToPGAqoXuy5qgfZOZb3p1em1tLbTVweoHVWLKnAs9v8js85W7zN8hhZZeFYnjof99SD976//uz8JrlCupcHiu1uP02faUqu1q3da0JXDBM96PvPszehos+7myHaVrfb8eGmu2EjQGPCEhYejGmWfC5BPg60fU5Js9Wg6qyc7MSz3v2LSlqiaKL5MZprXQXKFqVXiIXc39mXE6XPeBchG9eKbvdbFtq+9MO9X7a0zMUh+UXk5mJiQkwOoHlBE853Hv3ozhkbD0B1D6jX9rhW/4C7x5PXxxn0enDennsg0qMzApw/u2pC+zrtYzPCczXT7b7tJcpfIk4lPgin95983REct+AaOmqOQfDersaKa5H0FjwHt67LhJhIDTf6vWbHRUE3rXu4B0XPvEGZOOhZ42NTHnLXn/UskVx5zr8al2NQ9m0lK44TP1v3jlPGiq9KKRVkpWQ+JEVSDKF7KvV5NAFTkenyqr8pTxP/aHffHwXrHoOv/WCq/eob412BKaat1fInZAP0tp9X+f4NtI0h+r9UgJW1+AvyyGt25QoYsdjW6d6taz7YruNvj3FerD/nv/8Szs1R0iY5UrpXaPJt/mNNE8iKAx4BZHE1KTlqpJh/VP2q8JvfNtGJfpnVHqq0zopRuls1l9hZ13sVcjA4eaBzN2tkr4MXeqhB9vJu8svbD/a/fT552RaZ3M9DQzU0pGrH9QjaZOvsu3NsQlH6kVrlNmXR89neorfFwy/OAr9cb/8n63Tx/Qzw0maKnyzX1iQ8/VeloOqkJQH/9SzVHs/wbevhEen6bC+Db/zWnJC7efbccXgHd/qD44L3lRuTv14Jiz4Jhz4JvHoKnCp0v5rNkOQWPA4+KcTGSdep8aKa99fOD2BpOKInGVOu+IUVNUQSdvq5QVvq9iz7Ou8up0p5oHkzIDznpE+es2epGxWZUHnY3uZ186IzpRGfGdbx8ZkUmpYnQ7m5WPu7lKFRU6vFdVhavMhQ1/IfrQdjW3ETPS93bYaoXn6lwr/KvfqVowFzyrBgon/lxFCblZl2VAP/f5v72MQOlP4nhVNnnjM6pAmlbZmYUfwLPHg+lbOPtxlctw21644XM4/qeqbz+9A57IhL8uU9EcVdsHuNQ8erbtseZBFZxw5kPKyOrJWb8H2auKqfmAz5rtEKH5FXWivr6epKQk+zvHzFRfF7e+qN60yVbf4c631e+5F3t3UyHUCN/bhJ78f6tl2gYvRusmTjXbY9G1KvLiq9/B1BXuJy+A1f8tBq4+7wvZ16sR+B+PUaN7i3tfHztTMolZ4Pl8gV36aoW/ACfe6jgN3xf2f62qIC75Acw4TW07/sfqnp/fCzd+7vIbzYB+LtsAscmqtIIWnP+UypfY+Axs/yesuBOW3AQRUZ5fq7MZPr1TZSpOyFKRUGNmqn0iHCYfq35O/y3U7lPFx/Z8qgZW3zyq3HPHnA2zzqFepnn2bPcn79+qKmn29Y5r42hJUjosv019aOz7CqZ7N0fk8fvZDYT0Y/nNxYsXy5wcz/2iAB0dHcTGOlgZBlS85lMLYfZ5cMkLatuzJ6hokpu+8OqegHLNfPEbuG0fJIxx/7z6/ao9p/5GZY56gUvN9mivh7+eoEbBq75xPwTvpbNVHYgffuN5Qx2x8Rnlk4+IgnDrT0S0k9eRdKTMJ3ZkinZt2Pcl/PMSuOhvsOAK7a4LakRre8Z+uHbg/zr3VZUN+N1/qCJTzi7Tv5+fzFIlfK94Xdu2HtypQuL2r1GTo6fdr0IN3XWXlW2Ad36oJuSX/1J9ELiRywAo12bx51D0sRoo9LQj41IQC65Qdcw9meso2wivnQ+Tj4Or33G/Db5i7oJnjwME/HijV4MBr97PVoQQuVLKoSNBKaXLH8AEFAB5QE6/7T8DioBdwGOurpOdnS29ZdeuXa4P+vK3Ut43QsqqPCkPFarXm57z+p5SSilNG9R1dn/s2XmrH5LyvpFSNlZ4fWu3NNujZI1q84c/d+/4jiYpf5ss5Rf3e3c/DfFasyMsFin/skTKvy5Tr7XkzRvU/60id+g+c4+UTy+V8smFUpq7nV6mT3NTpeq3DU9r287+FH8h5TPHqfs8f5qU5ZudH9/TKeXnv1HP8hMLXB/viu4OKXd/LJv+/h31v7tvhJR/XynllhekbG9wfm7dfikfzZDyqUVSttf71g5vKP5Ctfebx7w63Zdnu7/d7f/jiQ98pZQyS1o/BYQQK4ELgAVSyrnAH7z6aHGTWbNmuT7oxFtVrZQv71fuExGmsi99YWKWWkTAk4lMi0W5T6aerOpzeIlbmu0x9WQ44WcqGaboE9fHm9aphXO9/GqoJV5rdoStVvjBHSrxSSsK3lIxwivuUklfgwmPgNN+q/IUXEzm9mnWIv7bFdNPg5vXwfl/UZOML54Ob1yrvjEO5lAhPH8qrH9CueduXud8bU53iFRr0Sbc+B78cg+c+Xs1Cfzx/yl329s3qWJqgyf8OptUxImlF65840gZWH8y/TSVY7D2j15VvNT82ca3ScwfAY9IKbsApJQapgMOJS8vz/VBMSNVrZCS1WoWPOMk30OLImNVcSBPMjLL1qs3h5eTlzbc0uyIU+5VFQU/+KmKGHBGyVcQGX+kfEAA8UmzI+Zfod7wWiX2NFXAR/+nEkeW/cLxcTPPhCnLlP/XSXJPn+ayDSoMcZzOq9WEhSuD/LNcOPlXqk7+00vhs18pF5zFotxffz8ZWqrhin8rX3q0dnHMeXl5Ktro+B/Dj9bDqq+VO6X4c7WIyZPz1eRng0nlYbz5fVWb6PJ/OK8oqDdn/V4NCj7zPEpKj2fbXQMugc+FELlCiFXWbTOB5UKIzUKIb4QQS+ydKIRYJYTIEULkVFdXU1tbS3V1NZWVlTQ0NFBSUkJHRweFhYVYLBa2bdsGHKmdu23bNiwWCzExMXR0dFBSUkJDQwOVlZXYrmcymWhtbaWoqAjzwuvpjhsPXc2YEhcPuFZBQQFdXV0UFxfT3NxMeXk5NTU11NTUUF5eTnNzM8XFxXR1dVFQUHDk3EnHYjmQA7095OfnYzabKSoqorW1FZPJNERT87d/Q0YlsJtpTjUVFhY61TRz5kylyWzuq2Rmu4ZLTfVNVJ3wILK7jbZ/XUdXZ8dATf1+dxV+iiV9GUX79jvU5G4/udLU108ONC1atMj7fur3e0A/dVtonH4xsuhjavZs9U1TfR2d/70BS28P9SsfxXSgwrEmIdg96XvQdphD793rUFNKSgrNzc10Fa/BkraEgsLdrjVp0U+WcEomXUbjdV/TNuMC5ObnsDy5gK5nT4L//ZqW8Usx/3Ad+V2pnj17bvSTtM695efnY+7tpag5ltYVv6Xs0i9oPvNJOhOnIL95DJ5cQPcTWVDyFVWLbscyZZluz55bmsQIamdfC3s+Yc/GTz3qpwkTJnj97DnEnl9l8A+Qav09FsgHTgJ2An8BBLAUKMU6KeroxxcfeE5OjvsHF35g9ZM1eH2/ARS8pXxfldtcH9vZIuWDE6R8/6c+39YjzY7Y8oLVr/qM/f11+7WZK9AITTTbo7FC+Vw/+7Vv19nwtPp/5bzi/jlvXC/lg+OlbK62uzsnJ0fK1lp13bV/8K19vnBwl5T/uFjKh1KVPq3nDPrhVj83HlD+5qeXSvnVA7q1xWOqC1Rf5b/h0Wm+PNs48IG7ZcDlQGN+P3Ab8BnKL27bXgKMcXauLwY8oDSUW43c31wfu/11dWzZRv3b5Q4Wi5SvXy7l71LUgzeYrS+q9h7e6/+2+Zs3b5DygbFqsru11vPzD+6S8ndjpPzXFZ4Zt7oSKX87WsoPbnF8TOGHw+e56TUHugXDG3OP+kD+5E6/3dKRAXfpQhFCxAshEm2vgTOso+/3gJXW7TOBKED7ai1WbF8xAsLINFWbwp2JzLx/qRoUk471+baaaBYCLnharfzz9k1Dq9OVrFYF7EdP9/1eGqBrP5/5kEps+fZPKsnki/vsZ+/aw9ylsi1jRqha055kqyZPVbHX216Dw3uG7N62bZvyf0fEqEUxAk1YuO63COj72VfCI1QcfKVnS6TpodkdH/g4YJ0QIh/YAnwspfwMeAmYKoTYCfwHuM76SaELWVlZel3aNe4m9DSUqey0BVdqUhFNM83xKXDRX1W2YP/1/nrNsH+tyr7UooKbBujaz4nj4buvqjjeY85SMf5PZKr4aFcledc8pMrbnv+0Z/kANk66XZUXsJNin5WVpSa+05bok2w0DAno+1kLUhepVexdlbLuhx6aXRpwKeV+KeUC689cKeVD1u3dUsqrpZTzpJSLpJSrNW9dP4qK/LBCvDPSlqrIkpZDjo/J/4/6veByTW6pqebpp6mstS1/h73WOtlV21TJUV+qD2qMX/p57Gy1nN1Ptqg6OhufgSfmqygMexE7pnVqcdzs671P244frcqT7vkETOsH7NpbkKvCHPUMHxxmBPz97Cup2apMgwfVLvXQHDS1UDIyfCit6YID9e2c+sevKatrc3yQLf7VkRtFSpVinHESjJqsSbs013zqfTB2Lrz/YzXiLFmtYuUzTtL2Pj6gZz8PYcxMuOR5+MlWlS+w+W/KkH9yh6rnASr++F1reYYzHvLtfsf+SKWTf3HvgLogGRGHQVpCyoD7tZ/1INW6QLEHbhQ9NAeNAa+qqtLt2mv21FByuI0tpU7Wv5ywQKV8O4oHL9+oYlZ9jP3uj+aaI2NUmYHOZnj/JyrNfOIiVUVvmKBnPzskZbpyMf10K8y/TNUxeXKBqrT3wS3KmF/0d9/joKPi4JS7rUsBvte3uX33FypZLM1uJO5RSUD6WUtGTYa4FKh036+th+agMeDJyfoZGZvhLq11MgKPiFYTF44MeN7rysc5+zuatUsXzePmwBkPqISJiq2+rb6jA3r2s0tGT1MrutyyTS3Zl/uKMrQn3XaktLCvLPgejJ0DX/62b5GAhPoC9WxFxWtzjyAgoP2sBUKoUbgHI3A9NAeNAW9vb9flulJKtprcMOCg3ChV24euztHdBrveV8t/afgm1EszS1fBjDPU62FmwHXT7AlJ6Srz8JbtyqCfdLt21w4Lh9N/Bw2lqsxtTwcRB/NCyn0Cw6SffSU1Gw4Xub2Enh6ag8aAh7m7mryHVDR0cKi5CyHcMOBpS9TExcGCgdt3fwTdLWoBAQ3RSzNCqOp85/9FVXUbRuim2RtGTVbp3VpXvJt+mpp3+OZRKFmDsPRoU/87iBhW/ewtqdmAVLX03UAPzUHzX4yM1KdspG30feK0FEx1bVgsTiIhHU1k5r2uFn+YrO0oSi/NgPJ7L7p22IQP2tBV83BBCDUKb6+DD29FIlQd7RDiqOhnWxEzN90oemgOGgPe2upg0WIf2WpqIDEmgjPnjaezx8LB5k7HB4+YqJJe+seDNx5Qq+BkXQkaf8LqpXk4EzKaJy6EzMugrYaepJmBqa4XQI6Kfo5LVrXV3TTgemgOGgOekqJhkf9+bDXVs3hKEtNSlO/a5I4bpf8Sazv+A0jtFwtAP83DmZDSfMo9KrJp6vAJ4/QXR00/p2a7HYmih+agMeAVFb4tKGqP+rZu9tW0sjg9mYwxyoDvd2cis7lChZZJqZZ3mrJMTXxpjB6ahzshpTkpHX60AVO6tnMnwcBR08+p2coeuCrZjD6ag8aAT5+ufa2O3DK1yOvSjGTGJcYQGxnuXiQKqHDCA1tUwX6NJy9t6KF5uBNymlNmMHW2+2uXPvZZEU+vLtaxQf7hqOnnPj+461G4HpqDxoDv2uV+yqq7bDXVExUeRmbqSMLCBOkp8a5dKOMyVdGhA1vU5GVknFpbUAf00DzcMTQ7ptcieW1jGU+t3kdta5fOrdKXo6afx89XCzq74QfXQ3PQGPAFCzxYYd1NtprqmZ82kphIVX0tIyXO9Qg8IkpNQJnWwq53lfGOTtS8baCP5uGOodkxew620Nplptts4Z+bPF/Sazhx1PRzVJxKjnPDgOuhOWgMuG2lCq3o6O5lZ2UTSzKOZEdlpMRTXt+Oudfi5EzURObBAuhqVpl1OqG15mDA0OyYnDIV8jp34gj+sbGMzp5ePZulK0dVP6dmq8Jwg9fxHIQemoPGgGdnZ2t6vbwDjfT0SpakHwnfykhJwGyRVDQ4WcIIjtT6HjkJ0pdr2q7+aK05GDA0OybH1MC4EdHcfc5s6tq6+SAveOuJHFX9nJqtip7ZWxi6H3poDhoDrvWnV46pHiEge3L/EXgc4GZKfViEKlylY0bZUTVKcRNDs5PjyhpYPCWZ46eNZvaEEbywbj86luDXlaOqn92sTGiMwDVka1kDx4xLZGTckeyojBRVbc5lKGHCWPjht7D8l5q2aTBH1SjFTQzN9qlu6qCysYPsKUkIIbhpWQZ7D7XybbFui2DpylHVz2NmQWS8SwMe0iNw26rWWtBrkWwra2Bx+sDst6S4SEbGRrqORAE1cRER5fY9r3phEyseX8P9H+zi2+LDdJld+y+11OwrB+rbOfvJb1lT5GLlGh8ZTpr9hTuac0wq5NX2zH5nwUTGJEbz4rpSXdumF0dVP4eFw8QslwZcD81BY8Bnzpyp2bV2VzfT2mVmSfrA8o5CqFBCly4UD2nrMrOhpA6LlPx7SznXvLiFhb/7glWv5fDfreXUOEjf11Kzr7yywcTu6mZu+c92zf8//RlOmv2FO5pzyxqIjQxn9oQRAERFhHHd8VP4Zu9h9h5yrxrecOKo6+fURWpVpcGVSvuhh+agMeDl5eWaXctWwGqwAQeYqoMB33OoBSnhN+fNJe83Z/DS9Yu5aGEqOyubuPPtApY+/BXn/eVb/vTFXvIONPYV1NJSsy+0dZl5I+cAJ04fTWR4GKtey6Gty6zLvYaLZn/ijuacsnqyJo0iMvzIW/bKY6cQExnGS0E4Cj/q+jk1G3q74dBOh4fooTlC8yvqxLhx4zS7Vo6pgdRRsUwcFTtkX0ZKPO9ur6Szp7cvPtxXdlc3AzB7QiKxUeGcMmscp8wah5SSooMtrC6qYXVRDU+vLuapr4pJSYhixcyxnDZzFNOlRAS4YuC72ytp6TTzf6fPpLPHwjUvbub2t/J55spFmrdNy34OFlxpbu0yU1jVzE9XDszkS46P4uJFabyVW8HtZx7D6ITgWRBZz37+0+d7APi/M47R7R5D6D+RacvOHIQemoNmBN7Y2KjJdWwLOAz2f9tItxa1KqvTrvj67upmEmMiSB30gSGEYPaEEfxk5XTe/tEJ5N5zOk9cnsXx01L4ovAgP/rPTi56dgNr9x4OWLSBlJLXNpqYlzqCRZOTOHF6CneeNYtPCg7yt7XOw6a8Qat+DiZcac4rb8QiIdvON8YbTsywJvYE14hWr362WCT/2FTG54VOFh/Xg5GTIH6M05R6PTQHjQGPiYnR5Drl9e3UtHTZdZ+AcqEAlNZqV/pxd3ULs8ePcDlaTYqP4sKFqfzlewvJued0fn1aOjXNnVz70hYue24j6/fV+t2QbyypY++hVq47Pr2v/atOmsq58yfw2GdFfFt8WNP7edLPTe09VDe5iNkPAlxpzilTIa8LJ48asm/62ARWHjOGf2wyBVVij1bv58GUHG6lob3H/6UG3FhiTQ/NbhlwIYRJCFEghMgTQuQM2vdLIYQUQgRFfcit1tl8RwbcNgJ3GUroJhaLZM/BFmZP8CzdPioijAvnj2HN7SfzwIXzqGjo4KoXNnP53zexaX+dJm1zh1c2mEiOj+I7Cyb2bRNC8Ngl85kxNpGf/Xs7B+r9vzxWVWMH5z39Laf84Rs+2hG8CS3ukGsNeR0RY39BgJuWT6W2tZsP8o/u/4M7bLHOb9W3ddPrbHEWPUjNhtq9KqnHT3gyAl8ppcySUi62bRBCTALOAHT//tbZ6WShBQ/IMdUzMjaSGWPtrzCeEB3BmMRo90IJ3aCioYPWLjOzrNEDntDZ2Ul0RDjXHDeFr28/mfu/MwdTbRtX/H0TVz6/qW8yVi8qGtr5cvchrlgyach8QHx0BH+7Jptei+Tmf+ZqNvpzp58PNXdy5fObaGzrYea4BH76r+089lmR/9+wGuFMc69Fsr280aHLD+CEaaOZNT6RF78tDZrEHq3ez4PZal2g3CKVEfcrqYtwtsSaHpp9daH8GbgD0P2pGTVqlCbX2WJdwCEszLE7I0PDSJTCvglMzw14f80xkeFcf2IGa+9Yyb3nzWHvoVYue24j17y4ua8srtb8Y1MZQgiuPm6K3f3pKfE8eUUWhdXN/PqdAk2Mh6t+PtzSxfee38Thli5euWEJb9x8PN9bOolnvy7hB6/l0NzZ43Mb/I0zzUUHVcjr4imOVzQXQnDjsgz2HGph3b7gSOzR6v08mK0mFW4J+N+NMtH5Emt6aHbXgEvgcyFErhBiFYAQ4gKgUkqZr3mr7HDokO+TEnWtXew/3MZiB+4TG1qGEhYdbEYIOGac5xUL7WmOiQznxmUZfHvHSu4+ZzaFVc1c8tcNXP/yFnZWavfVrbOnl/9uPcAZc8bZjdaxccqscfz81Jm8s72SVzeYfL6vs36ua+3iyuc3Ud3YycvfX0r2lGSiI8J5+KJMHrhwHmv3HubCZ9ZTcji4lutyptn24Zw9xfmSa+dnTSQlIXgSe7R4Pw+mslFlq66cNQYIgAGPS4bkqQ4NuB6a3TXgy6SUi4CzgZ8IIU4Cfg38xtWJQohVQogcIUROdXU1tbW1VFdXU1lZSUNDAyUlJXR0dFBYWIjFYmHbNjWLa6sbsG3bNiwWCx0dHXR0dFBSUkJDQwOVlZXYrmcymWhtbaWoqAiz2Ux+fv6Aa9h+v702D4DxEW00NzdTXl5OTU0NNTU1lJeX09zcTHFxMWmjoqlt7aa5s2fINfLz8zGbzRQVFdHa2orJZHKqqbCqmQkJ4cRGhQ/RVFhY6FTT6NGjHWoqLMjjBydN5a/njuWXp00n11THJX/dwPodxXY1dXV19WWCuaPpn+v20Njew7kzE1z2089Omc6SidE8+PFu3lizzad+mjx5MgUFBXR1dVFcXNzXT3vLqrj8ufWU1bXxl8vmkGSu69MkhGBOZC2v33Qstc0dXPj0el78dJNH/eTs2XPVT+48e/Y02fopPDzcYT/lmBpIjg0jLSnW6bNXe+ggl2WN5es9hykorw24JlfPXkNDg1fvJ2ea3lun7pE9Rpm14vKDftWUm5sLqdl0mzbb1RQTE+P1s+cQKaVHP8D9wL1ADWCy/phRfvDxzs7Nzs6W3rJjxw6vz7XxwIe75Iy7P5GdPWanx322s1pOufMjmX+gwed7Ln90tfzxP3O9OtcTzQebOmTmfZ/Jy57bIHt7LV7dz4bFYpFnPbFWnvnnb6TF4t61mjq65crH18jsBz6X1Y0dXt/bnubGtm55zpNr5Yy7P5Fr99Y4Pb+ioV2e8+RamX7XR/Lp1cVutz+QOOvn4x/+Uv74dfeen9qWTjnz7k/kXW/na9U03dDi/TyYX72zQ877zWeyoa1LTrnzI/n3b0o0v4dLNj4r5X0jpGyqHLLLF81AjrRjU12OwIUQ8UKIRNtr1KTlVinlWCllupQyHagAFkkpXS8M5wUWi2TkxGk+X2drWQNZaaOIjnCeoHMklNA3N0prl5ny+naPI1BsZGZmun3suBEx3H3ubLaU1vPvrb7NKW81NbC7upnrTkh3O1FnREwkf7smm47uXm7+Z65btV7sMVhzc2cP1760meJDrfztmmyWzxjj9PzUUbG8dfMJnDd/Io//bw8/+/d22rv1yRrVCkf9XNXYQVVTJ4tduE9sjE6I5uJFabyzrZK6Yb5ijyfPtrtsLa0nOz2JkbGRREWEBWbVor6EnqHx4HpodseFMg5YJ4TIB7YAH0spP9O8JU648+0dXPj0Nz5FOrR3m9lV2eR0Nt/GpOQ4hPDdgO85qCYwZ433fAITPC8/+d3Fkzhh2mge+aSIg03ez3i/usHEyNhILsxK9ei8GeMS+cNlC8g70Mj9HxR6de/+mlu7zFz/0hZ2VTXz7FWLWHnMWLeuERsVzlNXZHHX2bP4uKCaS/66MSChju7iqJ9zrP5vZxOYg7lxWTpdZguvbx7eiT1al1atb+umuKaVJenJCCEYkxDN4UAY8PGZqtS0HT94QMrJSin3SykXWH/mSikfsnNMupRSt+nvS7LTqO+w+DRJllfeiNkiB6zA44iYyHBSR8X6bMALq1WRodkTvTPgnpafFELw+4sz6bFYuOe9nV5FhVQ3dfDZroNcvmQSsVGelxI4O3MCPzp5Gv/eUs5/tnhuRGya27vN3PDyVvIrmnj6yoWcNsezNGQhBDevmMZL1y+hoqGdC55Zz8YS/8XPe4Kjfs411RMXFe7RN7jpYxM5+ZgxvLaxzOtvQZ7Q2N7N7z4s5I2cAxxyUJTNHpqXh7aG1C61vr9TEqKobfVzGCFAZCyMm2vXgIdsOdnjpo5m4fgonv26hKYO78LEtpoaEAIWTXbv66gWoYRF1c2MiIlg4kjvMrC8+cSeMjqe/zt9Jl/uPsTHBdUen//6pnIsUnKNg9BBd7jtjGNYPiOF37y/i+e+KWFbeYPbxiQ3N5eO7l5ufCWHnLJ6nrg8i7PmTfC6LSuPGcv7PzmRpLhIrn5xM//YaPL6WnrhbASeNWkUEeGevU1vXJZBbWuXX1bsefbrEl5aX8odb+3g2Ie/4qwn1vLwJ7tZV1zr9Buz1qPRraX1REWEMT9tJAApCdHUtgTIjZSaDVXbhyyxFtILOjz43aU0dfTw3DclXp2fU1avFnCItZ/NNhhbKKE3o1gbu6ubmTXBdQq9I7z9xL7hxAwyU0dy/we7aPAgmaGzp5d/bynn1FnjmJQc59W9AcLDBE9dsZBZExJ55NMiLn52A5n3f85lz23gkU+L+KLwkMMki7nzs1j1jxw2ldbxp+9mDcgA9ZapYxJ47ycnsmLmGO59fxcbhlmstL1+bu0ys7u62W3/d3+WTU/hmHGJvLhO38Se2tYu/rGxjAuyJvLJLcu56+xZJMdH8fL6Uq5+cTNZv/uc77+8hZfXl1JyuHVAW/QYgfef30oJlAsFlAHvaoa6fQM26zECD5pqhObDJi7ImsjL60u5/oR0xo1wf1Rr7rWwrayBixeluX1Oeko8LZ1m6tq6SfGiypvFoioNfnfxJI/PtZGfn+/VStYR4WE8esl8zn96HQ9+vJs/fte9a3y8o5q6tm6uPyHd43sOJik+ig9+uoyalk62lTWQY2ogt7yBF9ft57lv1Bt56ph4sicnsTg9iewpyaQlxXLVX79mW3Unj10ynwsXeuaDd0ZiTCTPXLmIs59cy13vFPDZz5cTFzU8Hn97/WwrYOUqZ8EeQghuXJ7BHW/tYP2+OpbN0KfKxfPf7qfT3MvPTpnB9LEJzJk4gptXTKOty8ym/XWs3XuYtcW1rPlQzYekjorlpJljOPmYMYzrOUhWVpYm7WjrMrOzqpmbV0zt25aSGEV9WzcWi3SatKcL/SsTjjlSA9zb97MzhscT7AZz587ll2ndfFJQzZNfFfPwRe7P6O6ubqGtu9ct/7eNjH6RKN4Y8AMN7bR393odgQJKs7fMmTiCH66YyjNrSrhw4USX0RtSSl7daGL62AROnD7a6/sOZmxiDGfNm9DnBuns6WVHRRO5ZQ3kltXz5e5DvJlbAaj6L91mC7+/OJPLfPjgc0RsVDiPXjKfy/++iT99vpd7zpuj+T28wV4/55TVE+aggJU7nL9gIo99VsSL6/brYsDr27r5x8YyvjN/ItMHlaWIj47g1NnjOHW2mrcor2vnm+LDrN17mA/yKvn3lnJ+c94ssjRqy/byRnotckB9o5SEaHotkob2bv+X2U2ZCVEJyoBnfa9vsy/vZ0cEjQtl3759TB4dx5VLJ/PfrQfY70G23Za+BRzc/zo61bo+Zulh7/zgthrg3kaggNLsCz87ZQZTx8Tzq3cKXIbSbT/QyI6KJq47foqu9cdjIsNZmpHMj06exgvXLWHbvafz1S9X8Ngl87lkURq/WjGO7y2drNv9j506mquPm8xL60vZXq5PCQJPsdfPOaYGjhk/gkQHBaxcERMZzjXHpbNmz2H21Wi/Ys/z3+6no6eXW06d7vLYyaPjuOa4KTx/7WLy7juDORNG8MYm7TJGt5jUh13/bFXboCsgE5lh4TBx4ZCJTF/fz3ZvpfkVdSItTbk/fnrKDKIjwvjj53vdPjfHVE/qqFgmjHScEj6YiaNiiAwXlNZ5Z8ALq1sIE3DMeO9H4DbN3hITGc4jF8+noqHD5f/r1Q0mEqMjPHIzaYEQgmljEvjukkn8/uJMrlo+S/d73nnWLMaPiOGOt3b4JVLDFYP72dxrYXt5g1f+7/5cddxkoiLCeHGdyafrDKahrZvXNpg4N3MC08d69nxHhodx3oIJFNV2aRbaubW0njkTB37YHTHggfKDL4KDBWA+cn9f38/2CBoDXlurJp7GJEZz0/KpfFxQzY6KRpfnSSnZamroCy9yl4jwMCYnx/k0As9IifdpVR+bZl9YmpHM1cdN5uX1peQdaLR7TE1LJ58UVHPZ4knERwfWq6aFZlckxkTy0EWZFNe08swa7ybFtWSw5qKDyuXnTs6CM1ISork0O403cw5QWNXs07X688K6/bT39HLLqTO8Ov/cTOVO+3Sn51FSg+k2W9hW3jCkPPSYxEAb8Gyw9MDBI0us6fFsB40BT0g44mf7wfIMkuOjePSzIpfnmeraqW3t8urNkJGS4HUoYdHBZq9KyPanv2ZfuPOsWYwbEcOdb+2g22wZsv9fm8sxWyTXHu996KBWaKXZFStnjeWihak8u2Zfn7srUAzW7G4BK3e4/YxjGBUXxW1v5tPTO7TvPaWxvZtXN5RxzrwJzPSiQBuoUNfZ4+L5uMD3xO2Cyia6zBaWDjbg1hH44UCGEsIAN4oez3bQGPCeniPx34kxkfxk5XTW76tzuSKMswWMXZGREoeprq1vkWF3aens4UB9B3N8NOD9NftCYkwkD144jz2HWoaEYXZbs/ZOnjmmbzGLQKKVZnf4zXlzGBUXyR1v7cCsgXGTUrKhpNbuh6QzBmvOKWtg/IiYIUvweUNSfBQPXjiPwupm/vq17982XlxXSmuXmZ+54ft2xinTR5J/oNFnN4rt/T04WmdEbARR4WGB8YEDjEiFhHFQdSSlXo9nO2gMuGVQUPzVx00mdVQsj322x6mBzTHVMyoukuljPP/0y0hJoMtsodqDDDNQX4EBnyJQYKhmXzh19jjOmz+Bp1fvGzCp9enOag63dHGdBqGDWqClZlckxUfx2/PnUVDZ5HMZ1m6zhV/8N48rn9/Mn75wf34GhmrOta7ZqtVk8lnzxvOdBRP5y+piig56/22jqb2HV9abOHveeJ8m5wFOnqYSbj7xItmsP1tL65maEt/nMrEhhGB0QlTgXCh2lljT49kOGgMeFzcwsSQ6Ipz/O30mBZVNfOLEl7bV1OByAQdH9IUSeugHL9IgAgWGavaV+8+fS1x0OHe+XdD3offqBhMZKfGc5CLM0F9ordkV52SO54w54/jTF3s9imzqT1NHD9e9tIX38qqYOiael9aXUtno/lqd/TV7WsDKXX57/lxGxET65Ep5cX0pLV1mr33f/Zk+IYn5aSO9yha2YbFIcsqG+r9tpCREB86Ag5rI7LfEmh7PdtAY8Pr6ocuHXbgwlWPGJfKH/+2x+1AebumitNb1Ag6O6DPgHkaiFFa3MDI2kgleptDbsKfZF1ISorn33DnkljXwj01lFFQ0sa28kWuPn+L/ZAcHaK3ZFUIIHrxwHlERYdz1ToHH7rLKxg4ue24DOWX1/PnyBbx2w1IA/uRBlFR/zX0FrLx8Zh2RbHWl7Kxs5u9r93t8flNHDy+vL+XMueO8Wl1qMPX19ZybOYEdFU1eu1H21rTQ1NHjML8jJZAjcDjiB6/aDujzbAeNAZ84cWhKdXiY4I6zjsFU185/tx4Ysj+3zHv/N8C4EdHERoZ7PALfXd3M7AmJPn8FtqfZVy5elMryGSk89lkRj3++h/iocC7N9m/ooDP00OyKsSNiuPfcOWwpred1Dwpw7apq4qJn1lPd1MmrNyzlooVppCXF8f0T0nlne4XbkR/9NedYC1jN8iH81BFnZ07g3MwJPPllMXsPeRYb/vL6Ulo6tRl9g9J8jjUaxdtRuG39y8ETmDZUPZQA+cBBxYJDnxtFj2c7aAx4aal9H+Ups8ayJD2JJ78qHpKssqW0geiIMOalejdiEEJYi1q5/9X6yCr0vo9SHGn2BSEED1+UiQTW7j3MJdlpXieL6IEemt3hssVpLJ+RwiOf7HbL/fHN3sN897mNRIQJ3rr5BE6YdiTb8ccrpzMyNpLff7rbrXv315xjamDhZM8LWLnLby+YS0JMBLe/me/2xG1zZw8vrSvl9DnjmDtxpCbtKC0tZVJyHAvSRvLxDu8M+BaTmuydlGx/sjclMZq6ti6Pv1VpRmwSjJ7eVxtcj2c7aAz4rFn2EzyEENx51iwOt3Tx8nrTgH05ZfUsmOR6AQdnZKTEY6pz/yteWX07HT29zPbR/w2ONfvKpOQ47jp7FlHhYVx7fLou9/AWvTS7ov8H293vOl+g+Y2tB7jhla1MHh3POz8+cUiy1sjYSH66cjrfFteydq/zKCk4orm1y0zRwWayPaj/7SkpCdH87oK55Fc08fy37hmUV9abaO40c6tGo284ovnc+RMoqGyi3IP3GFjzO0rrWZKR7PCbbkpCND290usKpprQbyJTj2c7aAx4Xl6ew32L05M5bfZYnvu6pK/6XluXmV1VzQ6/XrlLRko85fXtbk/87PZhFfrBONPsK9cen07uvacNqWMRaPTU7IpJyXHcfuYxfL3nMO9urxyyX0rJn77Yyx1v7+CEaaN544fHMd7BPMc1x09hUnIsv/+0iF4XI0Cb5u3lDaqAlcYTmIM5N3MCZ88bz5+/2Osyzb6ls4cX15Vy2uyxzEvVZvQNRzR760Y5UN/BweZOljrJ70hJiAICmMwDyoC3VENzlS7PdtAY8EWLFjndf/uZs2jtNvNXa5yzrcCNr9lsGSnx9Fqk2xMtRdXNhAmYMc53w+hKs68MJ9eJDb01u+K649PJnpLE7z4qHJAE0m22cNubO3jqq2Iuy07jpeuXOP3/RUeEc/uZs9hd3cx7dj4M+mPTnGNq8KmAlbsIIfjdBfOIjw7ntjd3OP2AeXWDiaaOHm49dabDY7zBpjktKY6sSaP4uMCz2uV99Y2cZFj3JfME2oADVObq8mwHjQF3VQz9mPGJXLwwjVc2mKhq7GCrqV4t4ODjaMaW3GJyMxKlsLqFqWMSfEqht6FHAfjhTqA1h4UJHr1kPu1dvdz/wS5AjUJveGUrb2+r4BenzeSxS+cT6YaP+rzMCcxPG8kfP9/j1uIGuWUNzPKhgJUnjEmM5v7z55J3oJEX19mPSmntMvPCulJOmTWWzDTtRt8wsJ/Pmz+BnZXNmDzIet5aWs/I2EhmOqnFkpIYwIJWNsbNg7BIqMwN7QUd3CmG/ovTZ4CEJ77cy1ZTPbPHj2CEj28G2wLH+92MRFERKL67T0CfAvDDneGgefrYBG49bQYfF1Tz2kYTlz23kU3763j80vncetoMt6OLwsIEvzp7NlVNnUPmZ/qTnZ19pICVj98YPeH8BRM5Y844/vD5XkrsxMC/usFEY3uPpr5vG/37+Wwv3ChbTfUu8zv6CloFKp0eIDIGxs+DytzQXVINYNu2oas8DyYtKY5rjp/CW7kV1gB/398MSfFRjIqLdKsmSlNHD5WNHT5nYNpwR/PRxnDRvOqkqcyZMILfvL+LioYOXrp+iVc1yo+fNppTZ43l2TX7HK5CtG3btr4CVlrUP3EXIQQPXjSP2Mhw7nhroCulrcvMC9/u5+RjxrBg0ijN792/n1NHxbJw8ii3szIPt3Sxv7bNZX3/UbGRRISJwPrAwTqRuZ1tuTmaXzpoDLi7q3f8ZOV04qIi6DZbNEuGSB/t3vqYe2wp9BpEoID7mo8mhovmyPAw/nT5Ak6ZNZY3fng8J830PlP1rrNn0dZt5i+ri+3uz8rKIsdBTQ+9GZsYw2/Pn0tuWQMvrz8SlfLaxjIadBp9w9B+PjdzAruqmt16n+W4Wd8oLCzA6fQ2UrOhu4WsNO1rDQWNAS8qcl15EFTG2Y9OnkZUeBjHelhC1hFTU+Ld8s9pGYEC7ms+mhhOmmeNH8FL1y9hzkTf+nPGuEQuXzKJf24qo8zOXEpRURE5ZQ1MGKlNAStPuSBrIqfNHsvj/9tDaW0bbV1mnv92PyfNHMNCNxcB95TB/WyLRnFnFL7FVE9MZBiZbkTFqHT6APrAQRnwuNEc2LVZ80sHjQHPyMhw+9gfnzyNb+9cyVgP1s10eu+UeKqaOunodl78f3d1M0lxkYwboc0STp5oPlo4WjX//LSZRISF8fj/9gzZl5GRQW5Zg99H3zaEEDx0USbREWHc8VY+r20so76tW7fRNwzt54mjYlk0eRQfuZHUs9VUz8JJSURFuDZfetRD2VJaz1lPrKW508348pSZcHsJY4+/XNN2gJsGXAhhEkIUCCHyhBA51m2PCyGKhBA7hBDvCiFGad66flRVuR9mJITwaNFjV7gbibL7YAuzxnu/Cv1gPNF8tHC0ah43IoYfLM/gox3VQxbW2L63jGodClh5wrgRMdz3nblsNTXwh8/3sHxGiq7+eHv9fO78ieyubnZaVKyls4fCqma317dV6fTaGvBN++soOtjC+mI3F2gQAoTQ5dn2ZAS+UkqZJaVcbP37C2CelHI+sBf4leat60dycmBGJ3CkqJUzN0qvRbLnoHYRKBBYzYHiaNa8asU0UhKiePiT3QMyPU2t6m3ozwlMe1y8KJVTZo2l1yJ1HX2D/X4+J3M84NyNklumkp3cTdBLSYyitrXbaWatp1RZSy18u8+zFXb0eLa9dqFIKT+XUtqKj2wCdK2I1N6uzfp53mAz4PudGHBTXRudPRbNIlAgsJoDxdGsOSE6gltPm8mW0nq+3F3Ttz3H1EC8TgWsPEEIwZNXZPHvHxynuzvHXj9PGBnL4ilJTt0oW031hIcJt5OdxiRE091robnT+aLenmCrlbPeQwOux7PtrgGXwOdCiFwhxCo7+28APrV3ohBilRAiRwiRU11dTW1tLdXV1VRWVtLQ0EBJSQkdHR0UFhZisVj6wotsQe/btm3DYrFQWVlJR0cHJSUlNDQ0UFlZie16JpOJ1tZWioqKMJvN5OfnD7iG7XdBQQFdXV0UFxfT3NxMeXk5NTU11NTUUF5eTnNzM8XFxXR1dVFQUNB3bnx0BMkxYZTWtpGfn4/ZbKaoqIjW1lZMJhO1tbVs3K2q2KXG47amwsJCp5q6u7t109T/tyNN3vSTK02u+iksLOyo09S/nxYndTElOZYHPiig6uAhampq2F7RRObEREr3lwRcU1drExPCW3R9P8GRwk6DNR2XGk3RwRY27iq1q2lLaT0ZoyKIj45wS1OEWRnb/D37NdNUWtNEmICyunYO1Le73U9NTU1e95NDpJQuf4BU6++xQD5wUr99dwPvAsLVdbKzs6W3HD582OtzteC7z22Qlzy73uH+xz8rklN/9bHs6DZrds9Aaw4EoaD5s53VcsqdH8nXN5XJ5o5umXHXR/JPn+8JdLP8iqN+rm7skFPu/Eg++eXeIfs6e8xyxt2fyAc+3OX2fb7de1hOufMjuamk1uu29sdisciZd38ib3h5S18fuosvzzaQI+3YVLdG4FLKSuvvGquxXgoghLgeOA+4ynoT3Wht9W61FK2YOsZ5LPju6mamjfFtFfrBBFpzIAgFzWfMGcfiKUn86Yu9rN9XqwpY+TEDczjgqJ/Hj4xhSXqSXT/4joomus0WtycwQfnAQbt6KLWt3XSZLSyfkcL4ETEeuVH0eLZdGnAhRLwQItH2GjgD2CmEOAu4AzhfSqm74zIlJcX1QTqSkRJPXVu3w9KURdYIFC0JtOZAEAqahRD8+tzZ1LZ2ce/7u6wFrELLgDvr53MzJ1B0sGVIpcQtpZ4v0KJ1Or3N/52aFMeJ01NYX1LrstpkX1t0eLbdGYGPA9YJIfKBLcDHUsrPgKeBROALa3jhc5q3rh8VFRV6Xt4l6aMdR6I0tdtS6LU14IHWHAhCRfOiyUmckzmewy1dZCRFkRAdEegm+RVn/Xx25gSEgI93HBywfaupnhljE0iOj3L7PklxUYQJ7Qpa2SJQUkfFsnxGCo3tPeyqanLrXD2ebZcGXEq5X0q5wPozV0r5kHX7dCnlJKlCC7OklDdr3rp+TJ8+Xc/Lu2TqGOv6mHYM+O6DtgxMbaMIAq05EISS5tvPnEVEmGD5MeMD3RS/46yfx42IYcmU5AElZnstklxTg0fuE1DLLo7WMJmnssE2Ao/lxOlqRL3OTTeKHs920GRi7tq1K6D3n5QcR5iwH0pYpHEKvY1Aaw4EoaQ5IyWeD3+2jNMnahfiFiy46udz509g76FWiq1rd+6ubqaly+zVAi1aZmNWNnaQGB3ByNhIxiRGM2t8IuvcTOjR49kOGgO+YMGCgN4/OiKc1KRYuy6U3dUtJMdHMTZRmxR6G4HWHAhCTfPsCSM4ccnCQDfD77jq57PnjVduFOtk5lY3FnBwREpCFIc1cqFUNHSQmnSkXs2y6SnkmBpcltkAfZ7toDHggS70D5CRkuDQhaLFKvSDGQ6a/Y2hOTRwpXnsiBiWpif3LXi81VRP6qhYr4p9jdEwnb6ysWNAG5bNSKG719L3AeMMY0GHADM1RYUS9o+YNPda2KNDBAoMD83+xtAcGrij+dz5EyiuaWXvoRa2lHpf3z8lUblQtIh0rmrsYGI/A740I5mo8DC3/OAhvaDDcBilpI+Oo7XLPCCm1FTXTpfZorn/G4aHZn9jaA4N3NF8ltWN8syafdS2dnnlPgHlQukyW2jt8m2uobXLTFNHzwAXSlxUBIumjOJbN/zgxgg8wGSMUQsVm2qPhL0fqQGufR2L4aDZ3xiaQwN3NI9NjOHYjGTez1PRKN5MYEK/WHAf/eB9ESiD3DjLZ4xhd3Wzy4nSkB6B22opBBLb+piltUcyqnZXNxMRJpg+1vdV6AczHDT7G0NzaOCu5nPnTwQgKS7S6/fYEQPumx+8slEN3PqPwIG+cEJXWZl69HPQGPCZM2cGuglMHBVLVHjYgFDCooMtTBuTQHSEdin0NoaDZn9jaA4N3NV81tzxhAmVfeltkIBW2Zi2EXjaoBF4ZupIRsZGugwn1KOfg8aAl5eXB7oJhIcJJo+OGxBKqFah16cM6HDQ7G8MzaGBu5rHJEbz6CXzucWH+uS2eii+jsArGjuICg/r+0CwER4mOGHaaNbvq3U6UapHPweNAR83blygmwCo5AtbKGFjezfVTZ26TGDC8NHsTwzNoYEnmi9bPIl5bqx/6YjkuCiEUKvZ+0JVYycTRsUQFjb0m8CJ01Ooaup0umaAHv0cNAa8sbEx0E0AlAE31bVjsUh2V6sssVk6GfDhotmfGJpDA39qjggPIznO92SeyoZ2h3Hoy2dY0+qduFH00Bw0BjwmRrs1Ln0hIyWebrOFqqYOXSNQYPho9ieG5tDA35q1SKcfnMTTnymj45mUHOs0HlwPzUFjwIcLGSlHilrtrm4mJSGKsYmh9wY0MAgmxiT6ZsC7zRZqWrqGRKD0Z9n0FDaV1GHutXh9H08JGgPe2dkZ6CYAAw24HjXA+zNcNPsTQ3No4G/NKQlRPhnw6qYOpBwaA96fZdPH0NJlJr+i0e5+PTQHjQEfNWpUoJsAwNjEaOKiwtlX08qeQy26uU9g+Gj2J4bm0MDfmlMSoqlt8d4H7iiJpz8nTBuNELCuuM7ufj00B40BP3ToUKCbAKjVVDJS4lldVEO3Tin0NoaLZn9iaA4N/K05JTGajp5e2rxMpz+yEo9jA54UH8W8iSNZt++w3f16aA4aAz558uRAN6GP9JR4KqyfyHq6UIaTZn9haA4N/K3Z12zMysYOhIAJI51XQ1w2I4Xt5Y12667ooTloDPjevXsD3YQ+bCn1keH6pNDbGE6a/YWhOTTwt+aUBN+SeSobOhibGE1UhHOTuXx6CmaLZPP+oW4UPTQHjQHPzMwMdBP6sE1kThuT4LJDfWE4afYXhubQwN+abSPww176wZ2FEPZn0ZQkoiPC7FYn1ENz0Bjw4VRy02bA9fR/w/DS7C8MzaGBvzWPSfTdhTLRDQMeExnO0oxku/HgRjnZYcLUMQlER4SxaPIoXe8znDT7C0NzaOBvzbaV7L0x4BaLpLqx0+kEZn+Wz0hhX00rB5sGhg2GdDnZ4TRKGRkbyVe/XMH3luo7ETOcNPsLQ3No4G/NkeFhJMVFemXAa1u76O61DKlC6AhHq9UHbAQuhDAJIQqEEHlCiBzrtmQhxBdCiGLrb+/WO3KT4TZKSUuKIyJc38+/4abZHxiaQ4NAaE5JiPaqoFWFGyGE/Zk9fgSj46NYVzwwnDDQI/CVUsosKeVi6993AV9JKWcAX1n/1o38/Hw9Lz8sMTSHBoZm/6DqoXg+iXkkiSfOrePDwgQnTk9h3b66AeVl9dDsyxDyAuBV6+tXgQt9bo0T5s6dq+flhyWG5tDA0OwfvK2HYkvimTjK/ZpHy6anUNvaxZ5DLX3b9NDsrgGXwOdCiFwhxCrrtnFSymrr64OA3WK3QohVQogcIUROdXU1tbW1VFdXU1lZSUNDAyUlJXR0dFBYWIjFYmHbtm3AEX/Rtm3bsFgsbNy4kY6ODkpKSmhoaKCyshLb9UwmE62trRQVFWE2m/s+6WzXsP0uKCigq6uL4uJimpubKS8vp6amhpqaGsrLy2lubqa4uJiurq6+5Y8GXyM/Px+z2UxRURGtra2YTCavNRUWFjrVVFhYeNRpctVP+/btO+o0ueqn3Nzco06Tq35au3at3zWNjBbUNHV4rGlfVT2J0eE01FS73U/HZYwC4KudlX2a8vLyvNbkCOFsBYm+g4RIlVJWCiHGAl8APwM+kFKO6ndMg5TSqR988eLFMicnx+X97NHa2kpCgn5JM8MRQ3NoYGj2D89+vY/HPtvD7t+dRWyU+0sg3vjKVqqaOvn01uUe3e+UP37N5OQ4Xvn+UsA3zUKI3H7u6z7cGoFLKSutv2uAd4GlwCEhxATrxScANV61zE1qa52vN3c0YmgODQzN/sHbdHp3k3gGs2x6Cpv319Nl7lX31UGzSwMuhIgXQiTaXgNnADuBD4DrrIddB7yveev6EWojFDA0hwqGZv8wxpaN6akBb+ggzc0IlP4sm55CR08v28oaAX00R7hxzDjgXeuK0BHAv6SUnwkhtgJvCCFuBMqA72reun709PToeflhiaE5NDA0+wdvVqdv6uihpcvs1Qj8uGmjCQ8TrN9Xy/HTRuui2aUBl1LuBxbY2V4HnKp5ixxgsfhvlYvhgqE5NDA0+4cjq9O7H0poCyF0J41+MCNiIlmQNpJv99Vy25nH6KI5aDIx4+Lci8E8mjA0hwaGZv8wOt5zH7g7dcCdsWzGGAoqGmlq79FFc9AY8Pr6+kA3we8YmkMDQ7N/iIoIY2SsZ+n0VY2uV+JxxvIZKVgkbNxfq4vmoDHgEydODHQT/I6hOTQwNPsPT9fGrGzsIDoirK+euKdkTRpFfFQ43xbX6qI5aAx4aWlpoJvgdwzNoYGh2X94ujZmZYMKIbQGcXhMZHgYx00dzbp9tbpoDhoDPmvWrEA3we8YmkMDQ7P/SEmM9iiMsKKxw2v/t41lM1Ioq2snfmwIL6mWl5cX6Cb4HUNzaGBo9h9jEqI9CiOsbOhgoot1MF2xbHoKidERfLmlwKfr2MOdOPBhwaJFiwLdBL9jaA4NDM3+Y0xiNC1dZjp7eomJdJ5O39nTS21rl88j8OljE9j2m9OJ1KH8dNCMwI2i96GBoTk0CJRmTxY3rrauqONtBIoNIQSR4WHGkmqhhqE5NDA0+48j9VBcT2T21QH3cQRuI9ALOgQUW7nFUMLQHBoYmv2HJ+n0lY3tgO8jcBt6aA4aA56VlRXoJvgdQ3NoYGj2HykerE5f2dBBmIDxI91fyMEZemgOGgNeVFQU6Cb4HUNzaGBo9h+jPVidvqKxg3EjYjSbfNRDc9AY8IyMjEA3we8YmkMDQ7P/iIkMJzEmwi0feJWXdcAdoYfmoDHgVVVVgW6C3zE0hwaGZv8yJsG9ZJ5KDZJ4+qOH5qAx4MnJyYFugt8xNIcGhmb/kuJGMk+vRVLd2KnpCFwPzUFjwNvb2wPdBL9jaA4NDM3+JSXRdUGrmpZOzBap6QhcD81BY8DDwoKmqZphaA4NDM3+JSUh2qUP3JeFHByhh+ageXIiIyMD3QS/Y2gODQzN/iUlIZqmjp6+xYbtYVvIIU1DA66H5qAx4K2trYFugt8xNIcGhmb/MsYaC17nZBTu60o89tBDc9AY8JSUlEA3we8YmkMDQ7Of753gOpmnsqGDpLhI4qK0q/enh+agMeAVFRWBboLfMTSHBoZm/+JOQSutQwhBH81BY8CnT58e6Cb4HUNzaGBo9i9H6qE4caFoUAd8MHpoDhoDvmvXrkA3we8YmkMDQ7N/sfnAHSXzSCl1GYHrodltAy6ECBdCbBdCfGT9+1QhxDYhRJ4QYp0QQteP1AULFuh5+WGJoTk0MDT7l5jIcBKiIxy6UJo6emjv7tU0iQf00ezJCPxWYHe/v/8KXCWlzAL+BdyjYbuGYBS9Dw0MzaFBoDWr1entu1AqrDHgaRqPwAO2oIMQIg04F3ih32YJjLC+HgnoWtzAKHofGhiaQ4NAa3aWTt8XQjgqTtN7BnJBhyeAOwBLv203AZ8IISqAa4BH7J0ohFglhMgRQuRUV1dTW1tLdXU1lZWVNDQ0UFJSQkdHB4WFhVgslr6i57ZPq23btmGxWFi9ejUdHR2UlJTQ0NBAZWUltuuZTCZaW1spKirCbDaTn58/4Bq23wUFBXR1dVFcXExzczPl5eXU1NRQU1NDeXk5zc3NFBcX09XVRUFBgd1r5OfnYzabKSoqorW1FZPJ5LWmwsJCp5o2bdp01Gly1U+5ublHnSZX/bR27dqjTpOrfvriiy8Cqimyt5Pa1i67msoOtwAwIsKs6bO3bt06rzU5QkgpHe4EEEKcB5wjpfyxEOJk4DYp5XlCiHeAR6WUm4UQtwPHSClvcnatxYsXy5ycHKf3MzAwMNCbe94r4OMd1Wz/zRlD9j3wUSGvby5j9+/OQggRgNYNRQiRK6VcPHi7OyPwE4HzhRAm4D/AKUKIj4EFUsrN1mP+C5ygVWPtYfu0CyUMzaGBodn/pCRE09DeQ0+vZci+ygZVB1xr462HZpcGXEr5KyllmpQyHbgCWA1cAIwUQsy0HnY6Ayc4NWfmzJmuDzrKMDSHBoZm/2OLBa9vGzqRWdXUQWqStv5v0EezV3HgUkoz8APgbSFEPsoHfruWDRtMeXm5npcflhiaQwNDs/+xGfDDdiYybSNwrdFDs0eJ/lLKr4Gvra/fBd7VvEUOGDdunL9uNWwwNIcGhmb/4yiZp6O7l7q2bs1DCEEfzUGTidnY2BjoJvgdQ3NoYGj2P2P60ukHGvAjIYTaG3A9NGtXastLenp6qKiooLOz0+lxvb297N6tq5t92BGMmmNiYkhLS/O69nFMTIzGLRr+GJr9T0qiraDVQB+4zYBruZCDDT00B9yAV1RUkJiYSHp6utNZ356enpArfB9smqWU1NXVUVFREZIrrRsED3FREcRFhQ9Jp7etxKN1HRS9CLgLpbOzk9GjR7sM2bFYhob7HO0Em2YhBKNHj3b5bcoZvpwbrBiaA4NaWm2gAa9q7CA8TDDO6iPXEj00B9yAA27FW0ZEBPzLgt8JRs2+xs6OGjVKm4YEEYbmwKDqoQz1gY8fEUNEuPamUQ/Nw8KAu0NPT0+gm+B3QlHzoUOHAt0Ev2NoDgyqHsogH3iD9mVkbeihOWgMeFRUlC7XraurIysri6ysLMaPH09qamrf36+99hqLFi3iiSee6Ds+PT2dzMzMvmM2bNjg9r0efvhhh/ts150/fz5nnHEGBw8edFtzVVUVl156qdvtGM5Mnjw50E3wO4bmwJCSONSFUtmoTww46KM5aAy4Xj6z0aNHk5eXR15eHjfffDO/+MUv+v5+55132Lp1K5s2bRqwIOmaNWv6jjnhBPcrCDgz4Lbr7tixg8WLF/Pwww+7pdlsNjNx4kTeeustt9sxnNm7d2+gm+B3DM2BISUhmvr2bszWdHpzr4WDzZ26GXA9NA8rJ+tvP9xFYVWzptecM3EE931nrlfn2gp9CSFwVfSrPxdeeCEHDhygs7OTW2+9lVWrVnHXXXfR0dFBVlYWc+fO5fXXX3d4/kknncRTTz3Fzp07ufXWW+ns7CQ2NpaXX36ZY445hldeeYV33nmH1tZWent7efXVVznvvPPYuXMnu3bt4vvf/z7d3d1YLBbefvttZsyY4ZX+QJCZmRnoJvgdQ3NgGJMQhZRQ397N2MQYDrV00WuRurlQ9NAcNCNwi6XX7/e8+OKLWbx4MYsXLyYxMbFv+8qVK8nKyuLYY4+1e95LL71Ebm4uOTk5PPXUU9TV1fHII48QGxtLXl6eU+MN8NFHH5GZmcmkSZP49ttv2b59O7/73e/49a9/3XfMtm3beOutt/jmm28GnPvcc89x6623kpeXR05ODmlpaT78B/xPoAv9BwJDc2AYvDZmXwihTiNwPTQPqxG4tyNlvbjuuuu47rrrhmxfs2YNKSkpDs976qmnePddVWXgwIEDFBcXM3r0aJf3W7lyJeHh4cyfP58HH3yQlpYWLrvsMoqLixFCDJjUPP3000lOTh5yjeOPP56HHnqIiooKLr744qAafUPgC/0HAkNzYEixhgra/OCVje2AfjHggVzQIeC0tbUFuglu8fXXX/Pll1+yceNG8vPzWbhwodv+e5tv/bXXXmPUqFH86le/YuXKlezcuZMPP/xwwHXi4+PtXuPKK6/kgw8+IDY2lnPOOYfVq1drostfDIeRmb8xNAeGvnR6mwEPwhF40BhwRwZruNHU1ERSUhJxcXEUFRWxadOmvn2RkZEehQa2tbWRmpoKwCuvvOLWOfv372fq1KnccsstXHDBBezYscOj9gea4TAy8zeG5sBgG4HbKhJWNnYwOj6KmMhwXe4X0iPw9vb2QDfBLc466yzMZjOzZ8/mrrvu4rjjjuvbt2rVKubPn89VV13l1rVuueUWfvWrX7Fw4ULMZrNb57zxxhvMmzePrKwsdu7cybXXXuuVjkBhW74rlDA0B4b4qHBiIsP6RuAVOsaAgz6aXS6ppiX2llTbvXs3s2fPdnmulHLYLG/kL4JVs7t9ag+z2RyUGai+YGgOHMseXc2S9GT+fHkWp/7xa2aOS+SvV+vz7cAXzb4sqTYsGA61E/xNKGret29foJvgdwzNgcNWD0VKqWsSD+ijOWgMuF6ZmMOZUNQcbGGPWmBoDhwpCdEcbumivq2bzh6Lri4UPTQHjQF31wd8NBGKmmtrawPdBL9jaA4cYxKjqG3t1rUOuA09NAeNAQ8LC5qmakYoak5ISAh0E/yOoTlwpCREU9/WxYF6fUMIQR/NQWMh/DnZOlwIRc2hWIHR0Bw4UhKisUjYWdUEoMtamDb00Bw0BtwgNAi2RSy0wNAcOGzp9PkHGomPCmdkrH4rYOmhOWgMuF7uhOFWTjYrK4vMzEzef/99nzTff//9/OEPf/D6/EARFxcX6Cb4HUNz4EhJUIECBRVNpCbF6hq2q4dmty2EECJcCLFdCPGR9W8hhHhICLFXCLFbCHGL5q3rh14TesOtnGxeXh5vvfUWt9xyi9uapZTDZkTjK/X19YFugt8xNAcOWzZmS5dZV/836KPZk6jyW4HdwAjr39cDk4BZUkqLEGKsz6359C44WGB3VzQS8OLTcXwmnP2IV80JVDnZ5uZmkpKS+sII//SnP/HSSy8BcNNNN/Hzn/8ck8nEmWeeybHHHktubi6ffPIJ//znP3n11VcZO3YskyZN6kvdLSkp4Sc/+QmHDx8mLi6O559/nlmzZvHhhx/y4IMP0t3dzejRo3n99dcZN24c999/PwkJCdx2220AzJs3j48++ojDhw9z4403smXLFnp7e1m6dCn//e9/mTdvnlf/X3tMnDhRs2sFC4bmwGFzoYC+ESigj2a3DLgQIg04F3gI+D/r5h8BV0opLQBSyhrNW9cPi8VCeJg+NQocYSsne/XVVw8pJxseHk50dDSbN28ect5LL71EcnIyHR0dLFmyhEsuuYRHHnmEp59+mry8PIf3W7lyJVJK9u/fzxtvvEFXVxeFhYW8/PLLbN68GSklxx57LCtWrCApKYni4mJeffVVjjvuOHJzc/nPf/5DXl4eZrOZRYsW9RnwVatW8dxzzzFjxgw2b97Mj3/8Y1avXs2yZcvYtGkTQgheeOEFHnvsMf74xz86bN+SJUs4//zzueeee+jo6ODqq6/W1HgDlJaWMmfOHE2vOdwxNAeOETERREWE0W3WNwYcdNIspXT5A7wFZAMnAx9Zt9UBdwM5wKfADAfnrrIekzNx4kR5+PBhWVVVJSsqKmR9fb3Mz8+Xvb29sr29XVosFtna2iqllAN+WywW2d7eLnt7e2VHR4fs6emRXV1dsqurS3Z3d8vOzk5pNpv7rtHW1jbkGlJK2dbW1ncNs9ksOzs7ZXd3d9817r33Xvnwww/L3t5eh9eYPHmyrKmpke3t7QOuYWtPT0+PvPvuu+X8+fNlZmamHDFihFy9erWUUsr4+HiHmqZMmSIrKytlV1eX3L17t5w8ebJsbGyUjz/+uLznnnv62nPHHXfIJ598Uu7atUump6f3aXrsscfk3Xff3deeW2+9Vf7+97+XjY2NMiYmRi5YsEBmZmbKBQsWyJkzZ0oppdy0aZM8/fTT5Zw5c+TMmTPlaaedJs1ms7z77rvlI4880qdp7ty5sqioSPb29srGxkY5f/58uXjxYmk2m+32065du+S+fftkfX29rKiokFVVVfLw4cOytLRUtrS0yN27d8uenh6Zl5cnpZQyJyen73dvb6/csWOH7OzslHv37pVNTU2yrKxMHjp0SB46dEiWlZXJpqYmuXfvXtnZ2Sl37Ngx5BpSSpmXlyd7enrk7t27ZUtLiywtLR3y7O3bt6+vvb29vTI3N3fANXJzc2Vvb6/ctWuXbG9v91qTlNKpJpPJdNRpctVPW7duHTaaTvj9V3LKnR/J97ZX6PrsVVZWeq0JyJH27Ku9jXKgAT4PeNb6ur8BbwV+aX19MfCtq2tlZ2fLwRQWFg7ZZg+bodCT++67Tz7++ONOj5kyZYo8fPiww/1r1qyRJ554Yp/BXbFihVyzZo2U8ogBd+e6S5culV9//bV84okn5L333tu3/Z577pFPPvmkLC0tlXPnzu3b/uc//3nAcb/4xS/k448/LpuamuT48ePt3nPFihXy/fff72v3ihUrpJRSPvDAA/LRRx/tO27atGmytLRUSillVVWVnDp1qpw9e7bDPnG3T+1he5BDCUNzYDn/L9/KKXd+JHNMdbrexxfNjgy4O5OYJwLnCyFMwH+AU4QQ/wQqgHesx7wLzPfuO4B7hFI52ZqaGkpLS5k1axbLly/nvffeo729nba2Nt59912WL18+5JyTTjqJ9957j46ODlpaWvjwww8BGDFiBBkZGbz55puA+sC2VUVramrqK1f76quv9l0rPT2dbdu2AWrln9LS0r59P/zhD3nggQe46qqruPPOOz3997hk0aJFml9zuGNoDiw2P3jqKH0jY/TQ7NKASyl/JaVMk1KmA1cAq6WUVwPvASuth60AdF2lNFgWdPClnKxtqbaVK1fyyCOPkJCQwKJFi7j++utZunQpxx57LDfddBMLFy4ccu6iRYu4/PLLWbBgAWeffTZLlizp2/f666/z4osvsmDBAubOncv7778PqFDDyy67jOzs7AErDF1yySXU19czd+5cnn76aWbOnAnAa6+9RmRkJFdeeSV33XUXW7du1XzBiOFQ6N/fGJoDS0pCNBFhgjGJ0a4P9gE9NHtUTlYIcTJwm5TyPCHEKOB1YDLKnXKzlNJpwVtfyskaBA9GnxoEE3kHGsk/0Mh1J6QHuikO0aScrJTyaynledbXjVLKc6WUmVLK410Zb18JlhG4loSiZpvrJpQwNAeWrEmj/GK89dAcNJmYwyVzy5+EouasrKxAN8HvGJpDAz00DwsD7o4bJxQXNwhGzZ645OxRVFSkUUuCB0NzaKCH5oAb8JiYGOrq6ly+8aOj9Z1gGI4Em2YpJXV1dcTExHh9jYyMDA1bFBwYmkMDPTQHfFG6tLQ0KioqOHz4sNPjenp6iIzUr1LYcCQYNcfExPi08khVVRXTpk3TsEXDH0NzaKCH5oAb8MjISLc+mRoaGkhKSvJDi4YPoag5OTk50E3wO4bm0EAPzQF3obhLe3t7oJvgdwzNoYGhOTTQQ3PQGPBQXF7M0BwaGJpDAz00B81/Mdh8wVpgaA4NDM2hgR6aPcrE9PlmQhwGyrw8PQUYHktZ+w9Dc2hgaA4NfNE8RUo5ZvBGvxpwXxBC5NhLJT2aMTSHBobm0EAPzUHjQjEwMDAwGIhhwA0MDAyClGAy4H8PdAMCgKE5NDA0hwaaaw4aH7iBgYGBwUCCaQRuYGBgYNAPw4AbGBgYBCkBNeBCiJeEEDVCiJ39ti0QQmwUQhQIIT4UQoywbo8SQrxs3Z5vXR3Ids7XQog9Qog8689Y/6txjRBikhBijRCiUAixSwhxq3V7shDiCyFEsfV3knW7EEI8JYTYJ4TYIYRY1O9a11mPLxZCXBcoTa7QWHNvvz7+IFCaXOGF5lnWZ75LCHHboGudZX229wkh7gqEHnfQWLPJ+j7PE0Lk2LvfcMALzVdZn+kCIcQGIcSCftfyrp/trXTsrx/gJGARsLPftq3ACuvrG4AHrK9/ArxsfT0WyAXCrH9/DSwOpBY39U4AFllfJ6LWEZ0DPAbcZd1+F/Co9fU5wKeAAI4DNlu3JwP7rb+TrK+TAq1PT83Wfa2B1qOT5rHAEuAh1JKFtuuEAyXAVCAKyAfmBFqfnpqt+0xASqA16aD5BNv7FDi73/vZ634O6AhcSrkWqB+0eSaw1vr6C+AS6+s5wGrreTVAIxBUiQBSymop5Tbr6xZgN5AKXADYloV/FbjQ+voC4DWp2ASMEkJMAM4EvpBS1kspG1D/p7P8p8R9NNQcNHiqWUpZI6XcCvQMutRSYJ+Ucr+Ushv4j/Uaww4NNQcNXmjeYH2/AmwCbHWXve7n4egD38WRxl8GTLK+zgfOF0JECCEygOx++wBetn7lulcIIfzXXO8QQqQDC4HNwDgpZbV110FgnPV1KnCg32kV1m2Otg9rfNQMECOEyBFCbBJCXKh/i33HTc2OOJr72RkS+FwIkSuEWKVPK7XFC803or5pgg/9HPB64Ha4AXhKCHEv8AHQbd3+EjAbyEHVU9kA9Fr3XSWlrBRCJAJvA9cAr/m11R4ghEhAtfPnUsrm/p83UkophDjqYjs10jzF2s9TgdVCiAIpZYlOTfYZo5+91rzM2s9jgS+EEEXWb+vDEk81CyFWogz4Ml/vPexG4FLKIinlGVLKbODfKN8QUkqzlPIXUsosKeUFwCiUzwkpZaX1dwvwL9RXkmGJECIS1dmvSynfsW4+ZHMTWH/XWLdXMvBbRpp1m6PtwxKNNPfv5/2oeY+FujfeSzzU7IijuZ8d0q+fa4B3OXrezwgh5gMvABdIKeusm73u52FnwK2fugghwoB7gOesf8cJIeKtr08HzFLKQqtLJcW6PRI4D9hp9+IBxuraeRHYLaX8U79dHwC2SJLrgPf7bb9WKI4Dmqxfzf4HnCGESLLOcJ9h3Tbs0EqzVWu09ZopwIlAoV9EeIgXmh2xFZghhMgQQkQBV1ivMezQSrMQIt76TRrr+/0MjpL3sxBiMvAOcI2Ucm+/473vZ61nZj35QY2wq1ETGRWorxW3okbWe4FHOJItmg7sQU0UfIn6Og0Qj4pI2YHynz8JhAdSlxO9y1D+vR1AnvXnHGA08BVQbNWWbD1eAM+gvoUU0C/SBuVq2mf9+X6gtemtGTWDX4CaCykAbgy0Ng01j7c+/82oyfkKYIR13znW90IJcHegtemtGRWJkW/92XWUaX4BaOh3bE6/a3nVz0YqvYGBgUGQMuxcKAYGBgYG7mEYcAMDA4MgxTDgBgYGBkGKYcANDAwMghTDgBsYGBgEKYYBNzAwMAhSDANuYGBgEKT8P9gBR+5BsZWZAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "plt.legend(['T°F at Paris', 'T°F at Bordeaux'])\n", + "plt.grid(ls=':') # ls = linestyle\n", + "plt.title(\"average temp in France\")" + ] + }, + { + "cell_type": "markdown", + "id": "d611387d-2153-4f0f-aa6a-f31cf2c8ce43", + "metadata": {}, + "source": [ + "## xlim, ylim, axvline, axhline\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.xlim.html\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.lim.html\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axvline.html\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axhline.html" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "f256b620-8b59-477e-afc4-9f5dc65817eb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(50.0, 60.0)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(paris['Year'], paris['Tmp'], label='Paris')\n", + "plt.plot(bdx['Year'], bdx['Tmp'], label='Bordeaux')\n", + "\n", + "plt.axvline(2008, color=\"red\", linestyle=\"--\")\n", + "plt.axhline(55, linestyle=\"-.\")\n", + "\n", + "plt.xticks(np.arange(1998, 2019, 2))\n", + "plt.xlim([1998,2018])\n", + "plt.ylim(50,60)" + ] + }, + { + "cell_type": "markdown", + "id": "3dffdb47-04cd-409c-b23b-cb7090c24286", + "metadata": {}, + "source": [ + "## loglog and semilog\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.loglog.html\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.semilogx.html\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.semilogy.html" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "cfcf593b-53d9-431b-bf04-7094b345d6e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.semilogy(paris['Year'], paris['Tmp'],\n", + " marker='*',\n", + " markersize=15,\n", + " markeredgecolor=\"k\" # short option = mec\n", + " )\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "07bf81ea-93e7-4f50-aa3c-45ec748fcbea", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.loglog(paris['Year'], paris['Tmp'], marker='X')\n", + "plt.grid(True, which=\"both\", linestyle='--')" + ] + }, + { + "cell_type": "markdown", + "id": "d11439d9-b1b9-42fc-9be3-82e22dbd3d2c", + "metadata": {}, + "source": [ + "# Histogram\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.hist.html\n", + "\n", + "A histogram is a plot that lets you discover, and show, the underlying frequency distribution (shape) of a set of continuous data. This allows the inspection of the data for its underlying distribution (e.g., normal distribution), outliers, skewness, etc. \n", + "\n", + "Histograms are based on area, not height of bars\n", + "\n", + "In a histogram, it is the area of the bar that indicates the frequency of occurrences for each bin. This means that the height of the bar does not necessarily indicate how many occurrences of scores there were within each individual bin. It is the product of height multiplied by the width of the bin that indicates the frequency of occurrences within that bin. One of the reasons that the height of the bars is often incorrectly assessed as indicating frequency and not the area of the bar is due to the fact that a lot of histograms often have equally spaced bars (bins), and under these circumstances, the height of the bin does reflect the frequency.\n", + "What is the difference between a bar chart and a histogram?\n", + "\n", + "The major difference is that a histogram is only used to plot the frequency of score occurrences in a **continuous** data set that has been divided into classes, called bins. Bar charts, on the other hand, can be used for a great deal of other types of variables including ordinal and nominal data sets.\n", + "\n", + "https://statistics.laerd.com/statistical-guides/understanding-histograms.php" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "297366ed-d133-460c-be02-7753f52a640e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>SepalLengthCm</th>\n", + " <th>SepalWidthCm</th>\n", + " <th>PetalLengthCm</th>\n", + " <th>PetalWidthCm</th>\n", + " <th>Species</th>\n", + " </tr>\n", + " <tr>\n", + " <th>Id</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>5.1</td>\n", + " <td>3.5</td>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>4.9</td>\n", + " <td>3.0</td>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>4.7</td>\n", + " <td>3.2</td>\n", + " <td>1.3</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>4.6</td>\n", + " <td>3.1</td>\n", + " <td>1.5</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " <tr>\n", + " <th>5</th>\n", + " <td>5.0</td>\n", + " <td>3.6</td>\n", + " <td>1.4</td>\n", + " <td>0.2</td>\n", + " <td>Iris-setosa</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm Species\n", + "Id \n", + "1 5.1 3.5 1.4 0.2 Iris-setosa\n", + "2 4.9 3.0 1.4 0.2 Iris-setosa\n", + "3 4.7 3.2 1.3 0.2 Iris-setosa\n", + "4 4.6 3.1 1.5 0.2 Iris-setosa\n", + "5 5.0 3.6 1.4 0.2 Iris-setosa" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris = pd.read_csv('../data/Iris.csv', sep=',' , header=0, index_col='Id' )\n", + "iris.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ea14337d-06c1-4c90-aaa1-3e9012a05fc4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'frequency')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sepal_len = iris.iloc[:, 0]\n", + "bins = 20\n", + "n , plt_bins,patches = plt.hist(sepal_len, bins)\n", + "plt.title(\"Histogram sepal Length\")\n", + "plt.xlabel(\"sepal length in cm\")\n", + "plt.ylabel(\"frequency\")" + ] + }, + { + "cell_type": "markdown", + "id": "81d0d71a-629d-4478-9415-061311282839", + "metadata": {}, + "source": [ + "## Influence of bins" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "194c61a8-b22f-4c06-89b8-1e255b818ef5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'frequency')" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins = 200\n", + "n , plt_bins,patches = plt.hist(sepal_len, bins)\n", + "plt.title(\"too many bins\")\n", + "plt.xlabel(\"sepal length in cm\")\n", + "plt.ylabel(\"frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "d9847d87-63be-441e-909c-6404809008f4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'frequency')" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bins = 4\n", + "n , plt_bins,patches = plt.hist(sepal_len, bins)\n", + "plt.title(\"not enought bins\")\n", + "plt.xlabel(\"sepal length in cm\")\n", + "plt.ylabel(\"frequency\")" + ] + }, + { + "cell_type": "markdown", + "id": "1431708b-f346-418c-8969-b6b1b2c9f6fc", + "metadata": {}, + "source": [ + "## several Histograms on the same figure" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "11ade1ad-9733-4b0f-86e9-edb8e9a6a2e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'frequency')" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sepal_len = iris.iloc[:, 0]\n", + "petal_len = iris.iloc[:, 2]\n", + "\n", + "bins = 20\n", + "\n", + "n , plt_bins,patches = plt.hist(sepal_len, bins, \n", + " edgecolor='k', \n", + " alpha=0.5,\n", + " label='sepal length'\n", + " )\n", + "n , plt_bins,patches = plt.hist(petal_len, bins, \n", + " edgecolor='k', \n", + " alpha=0.5,\n", + " label='petal length'\n", + " )\n", + "plt.legend()\n", + "plt.title(\"Histogram sepal Length\")\n", + "plt.xlabel(\"sepal length in cm\")\n", + "plt.ylabel(\"frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "bf6c136d-337a-4dac-9212-be743c07e1fe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'frequency')" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sepal_len = iris.iloc[:, 0]\n", + "petal_len = iris.iloc[:, 2]\n", + "\n", + "bins = 20\n", + "\n", + "n , plt_bins,patches = plt.hist([sepal_len, petal_len],\n", + " bins, \n", + " edgecolor='k',\n", + " density=True\n", + " )\n", + "plt.legend(['sepal length', 'petal length'])\n", + "plt.title(\"Histogram sepal Length\")\n", + "plt.xlabel(\"sepal length in cm\")\n", + "plt.ylabel(\"frequency\")" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "128b2fe5-2de6-4844-b6c1-e318df38f964", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n , plt_bins,patches = plt.hist(sepal_len,\n", + " bins, \n", + " edgecolor='k',\n", + " density=True\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "d6673305-c6df-4053-9b6a-4b63bf882bdf", + "metadata": {}, + "source": [ + "# Histogram 2D\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.hist2d.html\n", + "\n", + "2D histograms are useful when you need to analyse the relationship between 2 numerical variables that have a huge number of values. It is useful for avoiding the over-plotted scatterplots. \n", + "\n", + "Given a set of ordered pairs describing data points, you can count the number of points with similar values to construct a two-dimensional histogram. This is similar to a one-dimensional histogram, but it describes the joint variation of two random variables rather than just one." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "ae5735f7-4a8a-471c-b8e6-7ae7bdede2b7", + "metadata": {}, + "outputs": [], + "source": [ + "petal_len = iris.loc[:, 'PetalLengthCm']" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "cf74efc2-5322-46df-a8ec-363adfe67f4f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'sepal lenght vs petal length')" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist2d(sepal_len, petal_len, bins=(25, 25), cmap=plt.cm.jet)\n", + "plt.xlabel('Sepal lenght (cm)')\n", + "plt.ylabel('Petal length (cm)')\n", + "plt.title('sepal lenght vs petal length' )" + ] + }, + { + "cell_type": "markdown", + "id": "4a4380ee-5b86-4a54-8ba8-b7e4aeccb141", + "metadata": {}, + "source": [ + "# Bar plot\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.bar.html" + ] + }, + { + "cell_type": "markdown", + "id": "02f41b9b-5d55-4b37-9dd1-de88cb702d7e", + "metadata": {}, + "source": [ + "## Vertical bar plot" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "10543a41-2d3e-416b-abcb-0a92f7fd429b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>SepalLengthCm</th>\n", + " <th>SepalWidthCm</th>\n", + " <th>PetalLengthCm</th>\n", + " <th>PetalWidthCm</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>count</th>\n", + " <td>150.000000</td>\n", + " <td>150.000000</td>\n", + " <td>150.000000</td>\n", + " <td>150.000000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>mean</th>\n", + " <td>5.843333</td>\n", + " <td>3.054000</td>\n", + " <td>3.758667</td>\n", + " <td>1.198667</td>\n", + " </tr>\n", + " <tr>\n", + " <th>std</th>\n", + " <td>0.828066</td>\n", + " <td>0.433594</td>\n", + " <td>1.764420</td>\n", + " <td>0.763161</td>\n", + " </tr>\n", + " <tr>\n", + " <th>min</th>\n", + " <td>4.300000</td>\n", + " <td>2.000000</td>\n", + " <td>1.000000</td>\n", + " <td>0.100000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>25%</th>\n", + " <td>5.100000</td>\n", + " <td>2.800000</td>\n", + " <td>1.600000</td>\n", + " <td>0.300000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>50%</th>\n", + " <td>5.800000</td>\n", + " <td>3.000000</td>\n", + " <td>4.350000</td>\n", + " <td>1.300000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>75%</th>\n", + " <td>6.400000</td>\n", + " <td>3.300000</td>\n", + " <td>5.100000</td>\n", + " <td>1.800000</td>\n", + " </tr>\n", + " <tr>\n", + " <th>max</th>\n", + " <td>7.900000</td>\n", + " <td>4.400000</td>\n", + " <td>6.900000</td>\n", + " <td>2.500000</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm\n", + "count 150.000000 150.000000 150.000000 150.000000\n", + "mean 5.843333 3.054000 3.758667 1.198667\n", + "std 0.828066 0.433594 1.764420 0.763161\n", + "min 4.300000 2.000000 1.000000 0.100000\n", + "25% 5.100000 2.800000 1.600000 0.300000\n", + "50% 5.800000 3.000000 4.350000 1.300000\n", + "75% 6.400000 3.300000 5.100000 1.800000\n", + "max 7.900000 4.400000 6.900000 2.500000" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_desc = iris.describe()\n", + "iris_desc" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "5114531d-9a90-4480-9d67-248afbf4c8ad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(4,)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_means = iris_desc.loc['mean', :]\n", + "iris_means.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "873e3079-951d-46f8-9f8f-5a65951fa5cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm'], dtype='object')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_means.index" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "5ebd9556-230b-4ced-96d0-6a5af7e7c348", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SepalLengthCm 5.843333\n", + "SepalWidthCm 3.054000\n", + "PetalLengthCm 3.758667\n", + "PetalWidthCm 1.198667\n", + "Name: mean, dtype: float64" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris_means" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "55098bbf-f6c9-4491-a5e9-5e7570f6f387", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Average (in cm)')" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXgAAAD8CAYAAAB9y7/cAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAcIklEQVR4nO3de5xVdb3/8ddbRryNicKQCnK4KQQSQ4yACDpqaGji5WiIWd46HE/SI/1VR32U2e33izyWWej5heHl10Hx5KnMVJQEFMoibioCXgJEMHUwkUsow/D5/bEXOAPDzB5m1t4zi/fz8diPWXvdvp+9Zs17r/nutddSRGBmZtmzX7ELMDOzdDjgzcwyygFvZpZRDngzs4xywJuZZZQD3swso1ILeEl9JC2u9dgg6dq02jMzs7pUiPPgJbUD1gJDI+K11Bs0M7OCddGcDvzV4W5mVjglBWrnYuCBxmbq1KlTdO/ePf1qzMwyYsGCBesioqy+aal30UhqD7wB9I+It+qZPh4YD9CtW7fBr73mg3wzs3xJWhARFfVNK0QXzWhgYX3hDhARkyOiIiIqysrqfRMyM7O9UIiAH0ce3TNmZtayUg14SYcAo4BfpdmOmZntLtUPWSNiM9AxzTbMzKx+/iarmVlGOeDNzDLKAW9mllEOeDOzjHLAm5lllAO+BVRWVlJZWVnsMszM6nDAm5lllAPezCyjHPBmZhnlgDczyygHvJlZRjngzcwyygFvZpZRDngzs4xywJuZZZQD3swsoxzwZmYZ5YA3M8soB7yZWUY54M3MMsoBb2aWUQ54M7OMSjXgJXWQ9JCk5ZKWSToxzfbMzOxDaR/B3w5Mj4i+wEBgWcrtFV337t0ZMGAA5eXlVFRU7Db9vffe45xzzmHgwIH079+fe+65p870DRs20LVrVyZMmFCoks0so0rSWrGkw4CTgcsBImIrsDWt9lqTWbNm0alTp3qn3XHHHfTr149HHnmEqqoq+vTpw2c/+1nat28PwE033cTJJ59cyHLNLKPSPILvAVQB90haJOnnkg5Jsb02QRIbN24kIti0aRNHHHEEJSW599kFCxbw1ltvccYZZxS5SjPLgjQDvgT4BPCfETEI2AzcsOtMksZLmi9pflVVVYrlFIYkzjjjDAYPHszkyZN3mz5hwgSWLVvG0UcfzYABA7j99tvZb7/92L59O1/5yle49dZbi1C1mWVRmgG/BlgTEX9Onj9ELvDriIjJEVERERVlZWUpllMYc+fOZeHChTz++OPccccdPPPMM3WmP/HEE5SXl/PGG2+wePFiJkyYwIYNG7jzzjs566yz6Nq1a5EqN7OsSa0PPiLelPS6pD4R8RJwOrA0rfZaiy5dugDQuXNnzj//fObNm1enT/2ee+7hhhtuQBK9e/emR48eLF++nGeffZY5c+Zw5513smnTJrZu3UppaSkTJ04s1ksxszYutYBPfAmYKqk9sAK4IuX2imrz5s1s376dQw89lM2bN/Pkk0/yzW9+s8483bp146mnnmLkyJG89dZbvPTSS/Ts2ZOpU6funOfee+9l/vz5DnczaxZFRLFr2KmioiLmz5+/V8t2v+HRFq4mf2/en/tooeNZ11L1q+/lRm7fziH9TuGw4WPZuOgxAA4ddBbbNr7DO4/9mJpNfweCjwy7iNL+p9ZZ36YXfs/WN1/hiFH/lncNqyae3SKvxczaFkkLImL3c7JJ/wh+n7J/hyM5+spJu40/dNBZO4dLDu3IR8d+t8H1lA74JAz4ZIvXZ2b7Fl+qwMwsoxzwZmYZ5YA3M8soB7yZWUY54M3MMsoBb2aWUQ54M7OMcsCbmWWUA96sjausrKSysrLYZVgr5IA3M8soB7yZWUY54M3MMsoBb2aWUQ54M7OMcsCbmWWUA97MLKMc8GZmGeWANzPLKAe8mVlGOeDNzDLKAW9mllElaa5c0ipgI1ADbIuIijTbMzOzD6Ua8IlTI2JdAdoxM7Na3EVjZpZRaR/BB/CkpAB+FhGTU26vKI68ZGKxSzAz203aAT8iItZK6gzMkLQ8Ip6pPYOk8cB4gG7duqVcjpnZviPVLpqIWJv8fBv4NTCknnkmR0RFRFSUlZWlWY6Z2T4ltYCXdIikQ3cMA2cAS9Jqz8zM6kqzi+ajwK8l7Wjn/oiYnmJ7ZmZWS2oBHxErgIFprd/MzBrm0yTNzDLKAW9mllEOeDOzjGq0D15SBTASOBrYQu5MmBkR8W7KtZmZWTPs8Qhe0hWSFgI3AgcBLwFvAyOA30u6T5K/mWRm1ko1dAR/MHBSRGypb6KkcuBYYHUKdZmZWTPtMeAj4o6GFoyIxS1ejZmZtZh8+uB7AF8CuteePyLGpFeWmZk1Vz5fdPoNMAV4BNieajVmZtZi8gn49yPiJ6lXYmZmLSqfgL9d0s3Ak8AHO0ZGxMLUqjIzs2bLJ+AHAJ8DTuPDLppInpuZWSuVT8BfBPSMiK1pF2NmZi0nn0sVLAE6pFyHmZm1sHyO4DsAyyX9hbp98D5N0sysFcsn4G9OvQozM2tx+QT8auBvEfE+gKSDyN2tyczMWrF8+uB/Sd0vONUk48zMrBXLJ+BLap9Bkwy3T68kMzNrCfkEfJWknR+oSjoXWJdeSWZm1hLy6YO/GpgqaVLyfA25Lz6ZmVkr1mjAR8RfgWGSSpPnm1KvyszMmi3ve7JGxKa9CXdJ7SQtkvS7pi5rZmZ7rxA33f4ysKwA7ZiZWS2pBrykrsDZwM/TbMfMzHaXz4esSBrO7nd0+n95LPpj4N+BQ/eiNjMza4ZGj+Al/QK4FRgBnJA8KvJY7tPA2xGxoJH5xkuaL2l+VVVVflWb2W7ef/99hgwZwsCBA+nfvz8337z7VUauu+46ysvLKS8v57jjjqNDhw47p61evZozzjiDj33sY/Tr149Vq1YVrnhLRT5H8BVAv4iIJq77JGCMpLOAA4GPSPqviLi09kwRMRmYDFBRUdHUNswsccABBzBz5kxKS0uprq5mxIgRjB49mmHDhu2c57bbbts5/NOf/pRFixbtfP75z3+er3/964waNYpNmzax336F+IjO0pTv5YKPbOqKI+LGiOgaEd2Bi4GZu4a7mbUcSZSWlgJQXV1NdXU1kvY4/wMPPMC4ceMAWLp0Kdu2bWPUqFEAlJaWcvDBB6dftKUqn4DvBCyV9ISk3+54pF2YmTVdTU0N5eXldO7cmVGjRjF06NB653vttddYuXIlp52WuzHbyy+/TIcOHbjgggsYNGgQX/va16ipqSlk6ZaCfLpovtXcRiJiNjC7uesxs4a1a9eOxYsXs379es4//3yWLFnC8ccfv9t806ZN48ILL6Rdu3YAbNu2jTlz5rBo0SK6devG2LFjuffee7nqqqsK/RKsBTV6BB8RT9f3KERxZrZ3OnTowKmnnsr06dPrnT5t2rSd3TMAXbt2pby8nJ49e1JSUsJ5553HwoULC1WupWSPAS9pbvJzo6QNtR4bJW0oXIlmlo+qqirWr18PwJYtW5gxYwZ9+/bdbb7ly5fz7rvvcuKJJ+4cd8IJJ7B+/Xp2nMk2c+ZM+vXrV5C6LT177KKJiBHJT5/DbtaI7jc8WrS231zxDgADr3+QdY/eBrEdYjsH9x3JhLni0u+Po/2Rx3Lwsbn++PVzpxJHnkCPGx+rs54tfS+iS/8hEEH7I3szs9O5/Eeer2vVxLNb9kVZi9hjwEsqbezaM/nMY2aF0b5zD46+4ie7je8wsu7Jax1GfLbe5Q/qMYiDekyqd5q1TQ31wT8s6YeSTpZ0yI6RknpKukrSE8Cn0i/RzMz2RkNdNKcnX1L6V+AkSYcD24CXgEeByyLizcKUaWZmTdXgaZIR8RjwWEPzmJlZ6+TvIpuZZZQD3swsoxzwZmYZlVfASxoh6YpkuExSj3TLMjOz5srnevA3A9cDNyaj9gf+K82ibN9SWVlJZWVlscswy5x8juDPB8YAmwEi4g18hyYzs1Yvn4DfmtzsIwBqf+nJzMxar3wC/r8l/QzoIOlfgN8Dd6VblpmZNVej14OPiFsljQI2AH2Ab0bEjNQrMzOzZsnnhh8kge5QNzNrQ/I5i2bX68FvkPS6pF9L6lmIIm3f8P777zNkyBAGDhxI//79ufnmm3eb54MPPmDs2LH07t2boUOHsmrVKgBWrVrFQQcdRHl5OeXl5Vx99dUFrt6s9cnnCP7HwBrgfkDkbqDdC1gI3A1UplSb7WMOOOAAZs6cSWlpKdXV1YwYMYLRo0czbNiwnfNMmTKFww8/nFdffZVp06Zx/fXX8+CDDwLQq1cvFi9eXKTqzVqffD5kHRMRP4uIjRGxISImA2dGxIPA4SnXZ/sQSZSWlgJQXV1NdXU1kurM8/DDD3PZZZcBcOGFF/LUU0+RO8nLzHaVT8D/Q9JnJO2XPD4DvJ9M81+WtaiamhrKy8vp3Lkzo0aNYujQoXWmr127lmOOOQaAkpISDjvsMN55J3dHo5UrVzJo0CBOOeUU5syZU/DazVqbfAL+s8DngLeBt5LhSyUdBExIsTbbB7Vr147FixezZs0a5s2bx5IlS/Ja7qijjmL16tUsWrSIH/3oR1xyySVs2OBbB9u+rdGAj4gVEXFORHSKiLJk+NWI2BIRc/e0nKQDJc2T9JykFyV9u2VLtyzr0KEDp556KtOnT68zvkuXLrz++usAbNu2jffee4+OHTtywAEH0LFjRwAGDx5Mr169ePnllwtet1lrks9ZNAdKukbSnZLu3vHIY90fAKdFxECgHPiUpGENL2L7sqqqKtavXw/Ali1bmDFjBn379q0zz5gxY7jvvvsAeOihhzjttNOQRFVVFTU1NQCsWLGCV155hZ49fZKX7dvyOYvmF8By4EzgO+S6bJY1tlByeYMdN+TeP3m4z76V6n7Do0Vr+80VuT70gdc/yLpHb4PYDrGdg/uOZMJccen3x9H+yGM5+NihxLajWTf7AaYcfjT7HVRKpzHX0/2GR9n80h94b85UaNcOaT8OG3EVn7jl2bxrWDXx7LRenlnR5BPwvSPiIknnRsR9ku4H8voES1I7YAHQG7gjIv7cjFot49p37sHRV/xkt/EdRl66c1gl7Sk778bd5jmkz0kc0uekVOsza2vy+ZC1Ovm5XtLxwGFA53xWHhE1EVEOdAWGJMvXIWm8pPmS5ldVVeVZtpmZNSafgJ8s6XDgG8BvgaXAD5rSSESsB2YBn6pn2uSIqIiIirKysqas1szMGtBgF42k/YANEfEu8AyQ96dWksqA6ohYn5xSOYomvjGYmdnea/AIPiK2A/++l+s+Cpgl6XngL8CMiPjdXq7LzMyaKJ8PWX8v6avAgyR3dQKIiL83tFBEPA8Mal55Zma2t/IJ+LHJz2tqjQua0F1jZmaFl88NP3oUohAzM2tZ+XyT9WBJ35A0OXl+rKRPp1+amZk1Rz6nSd4DbAWGJ8/XAt9LrSIzM2sR+QR8r4i4heQLTxHxD3I3/jAzs1Ysn4DfmpzHHgCSepG7kJiZmbVi+ZxF8y1gOnCMpKnAScDlKdZk+5gjL5lY7BLMMimfs2ielLQAGEaua+bLEbEu9crMzKxZGg14SY+Qu+H2byNic2Pzm5lZ65BPH/ytwEhgqaSHJF0o6cCU6zIzs2bKp4vmaeDp5NrupwH/AtwNfCTl2szMrBny+ZCV5Cyac8hdtuATwH1pFmVmZs2XTx/8fwNDyJ1JMwl4OrnKpJmZtWL5HMFPAcZFRA2ApBGSxkXENY0sZ2ZmRZRPH/wTkgZJGgd8BlgJ/Cr1yszMrFn2GPCSjgPGJY915K4Hr4g4tUC1mZlZMzR0BL8cmAN8OiJeBZB0XUGqMjOzZmvoPPgLgL+Ru+3eXZJOxxcZMzNrM/YY8BHxm4i4GOgLzAKuBTpL+k9JZxSoPjMz20uNfpM1IjZHxP0RcQ7QFVgEXJ96ZWZm1iz5XKpgp4h4NyImR8TpaRVkZmYto0kBb2ZmbUdqAS/pGEmzJC2V9KKkL6fVlpmZ7S6va9HspW3AVyJioaRDgQWSZkTE0hTbNDOzRGpH8BHxt4hYmAxvBJYBXdJqz8zM6ipIH7yk7sAg4M+FaM/MzNLtogFAUinwP8C1EbGhnunjgfEA3bp1S7scs8zxPW1tT1I9gpe0P7lwnxoR9V6gLDntsiIiKsrKytIsx8xsN5WVlVRWVha7jFSkeRaNyF1qeFlE/CitdszMrH5pHsGfBHwOOE3S4uRxVortmZlZLan1wUfEXHxxMjOzovE3Wc3MMsoBb2aWUQ54M7OMcsCbmWWUA97MLKMc8GZmGeWANzPLKAe8mVlGOeDNzDLKAW9mllEOeDOzjHLAm5lllAPezAy48sor6dy5M8cff3y906dOncrHP/5xBgwYwPDhw3nuued2Tps+fTp9+vShd+/eTJzYem7A4oA3MwMuv/xypk+fvsfpPXr04Omnn+aFF17gpptuYvz48QDU1NRwzTXX8Pjjj7N06VIeeOABli5dWqiyG+SANzMDTj75ZI444og9Th8+fDiHH344AMOGDWPNmjUAzJs3j969e9OzZ0/at2/PxRdfzMMPP1yQmhvjgDcza6IpU6YwevRoANauXcsxxxyzc1rXrl1Zu3ZtsUqrI/WbbpuZZcmsWbOYMmUKc+fOLXYpjXLAm5nl6fnnn+cLX/gCjz/+OB07dgSgS5cuvP766zvnWbNmDV26dClWiXW4i8bMLA+rV6/mggsu4Be/+AXHHXfczvEnnHACr7zyCitXrmTr1q1MmzaNMWPGFLHSD/kI3swMGDduHLNnz2bdunV07dqVb3/721RXVwNw9dVX853vfId33nmHL37xiwCUlJQwf/58SkpKmDRpEmeeeSY1NTVceeWV9O/fv5gvZScHvJkVXfcbHi1a22+ueAeAI4d9jQMuu5QdnSvffeXDeSbe8Ch0Op/D/vV81tdatk7dF9wGwF0b4a4mvp5VE89ueuF5cBeNmVlGpRbwku6W9LakJWm1YWZme5bmEfy9wKdSXL+ZmTUgtYCPiGeAv6e1fjMza5j74M3MMqroAS9pvKT5kuZXVVUVuxwzs8woesBHxOSIqIiIirKysmKXY2aWGUUPeDMzS0eap0k+ADwL9JG0RtJVabVlZma7S+2brBExLq11m5lZ49xFY2aWUQ54M7OMcsCbmWWUA97MLKMc8GZmGeWANzPLKAe8mVlGOeDNzDLKAW9mllEOeDOzjHLAm5lllAPezCyjUrvYmJlZW3DkJROLXUJqfARvZpZRDngzs4xywJuZZZQD3swsoxzwZmYZ5YA3M8soB7yZWUY54M3MMsoBb2aWUakGvKRPSXpJ0quSbkizLTMzqyu1gJfUDrgDGA30A8ZJ6pdWe2ZmVleaR/BDgFcjYkVEbAWmAeem2J6ZmdWSZsB3AV6v9XxNMs7MzAqg6FeTlDQeGJ883STppWLW0wydgHXFalw/KFbLLcbbr3m8/ZqnLW+/f9rThDQDfi1wTK3nXZNxdUTEZGByinUUhKT5EVFR7DraKm+/5vH2a56sbr80u2j+AhwrqYek9sDFwG9TbM/MzGpJ7Qg+IrZJmgA8AbQD7o6IF9Nqz8zM6kq1Dz4iHgMeS7ONVqTNdzMVmbdf83j7NU8mt58iotg1mJlZCnypAjOzjGpzAS/p65JelPS8pMWShrbguisl/S4ZvlzSpJZadz1tdZd0Sa3ne2xPUqmkn0n6q6QFkma3xOsuxLZUzjpJhyfjj5IUkkbUmrdKUkdJP6/v2861t42k82rPk2yLes9+kDRE0jPJ5TIWJes/uAVeW02yvZZI+mVD65RULumsPNa5T+17tdaf2rbM4r7XVG0q4CWdCHwa+EREfBz4JHW/TNWWdAcuaWymxM+BvwPHRsRg4Apy5+3utUJty8j1Af4JODEZNRxYlPxEUh/gnYh4JyK+EBFLG1nleeQufdEgSR8FfglcHxF9ImIQMB04dK9eSF1bIqI8Io4HtgJXNzBvOdBoKBVYd4q47+0itW2Z0X2vSdpUwANHAesi4gOAiFgXEW9IGizp6eQI4wlJR8HOd9jbax0hDEnGD5H0bPLO+sfkF50XSZdKmpes82fKXXMHSZsk/W9Jz0n6U/JLRlKv5PkLkr4naVOyqonAyGQ91yXjjpY0XdIrkm7ZsTwwFPhGRGxPXvfKiHg0ORJbLuleSS9Lmirpk5L+kKxjSCvZln8k+aNKft5G3T+6P9RqoyIZviJ5TfOAk5Jxw4ExwH8kdfRK1nFR8jt5WdLIZNw1wH0R8eyOIiLioYh4S9K3JN0naY6k1yRdIOmW5Hc0XdL+DWy3Xc0Beks6RNLdSR2LJJ2r3OnB3wHGJvWO9b5X8G2Z5X2vcRHRZh5AKbAYeBm4EzgF2D/5JZYl84wld0omwGzgrmT4ZGBJMvwRoCQZ/iTwP8lwJfC7ZPhyYNIu7X8MeATYP3l+J/D5ZDiAc5LhW8j9UQD8DhiXDF8NbNq1rVrtrQAOAw4EXiP3RbExwK/3sD26A9uAAeTerBcAdwMid92f37SSbXkKMDMZnpO0PT95fhdwVa02Ksi9+awGyoD25P4IJyXz3AtcWOt1zAZ+mAyfBfw+Gf4VcO4eXvu3gLnJ6x0I/AMYnUz7NXBeI/vhjt9hCfAw8G/A/wEuTcZ3SLbrIeyyH+W5veosk7V9r8DbMlP7XlMfRb9UQVNExCZJg4GRwKnAg8D3gOOBGZIgd87932ot9kCy7DOSPiKpA7l/le6TdCy5P4583zVPBwYDf0naOgh4O5m2ldwfFOR29lHJ8Ink/rUDuB+4tYH1PxUR7wFIWkoDX0GuZWVEvJAs82KyjpD0Ark/wnoVeFv+BRgk6RByAbVJ0gpJvckdRf1wl/mHArMjoip5XQ8CxzWwDX6V/FzQ0GvexeMRUZ1sp3bk/oUGaHC7JQ6StDgZngNMIffGOEbSV5PxBwLd6ln2MPbxfW8XaW/LrO17TdKmAh4gImrIvXPOTjbQNcCLEXHinhap5/l3gVkRcb6k7sn68iFy/3rdWM+06kjehoEa9m7bflBreMc6XgQGSmqXvPaGltle6/n2xmoo1LaMiH9IegW4EliYjP4TuaOezkBzrz+04zXX3u4vkgvEhxtaJiK2S6r9u2t0u5H0G9ceoVzq/nNEvLTL+F0/kPS+V1eq2zKD+16TtKk+eEl9knfrHcqBZUCZch8aIml/Sf1rzTM2GT8CeC85SjmMD6+Lc3kTSngKuFBS52SdR0hq7EjnT8A/J8MX1xq/kTw+dImIvwLzgW8nO/6OsyDObkLduynCtvwjcC2wo1/yWeDLwJ9q7eA7/Bk4RbmzG/YHLqo1La/tBkwCLqsdCkl/50fzWHZvPAF8qdbvaFAyftd69/l9Lw8tvS2zvu/tUZsKeHL9Z/dJWirpeXKfaH8TuBD4gaTnyPUrD6+1zPuSFgH/F7gqGXcL8P1kfEPvmJdLWrPjAWwAvgE8mbQ/g1yfXUOuBf5XMn9v4L1k/PNAjXIfjF23p4UTXwA+CrwqaQm5vsC3G1yicYXeln8AevLhH9lCcheg++OuM0bE38j1VT6bLLes1uRpwNeU+2Ct167L1lrHW+RC7VblTlVbBpxJ7o80Dd8l10XwfNJd8d1k/Cygn5IPBvG+l4+W3pZZ3/f2KNPfZJU0G/hqRMwvYg0Hk/s3NCRdTO5DrzZ345PWsC2tabKy79nea3N98G3QYGBS8u/menJ9gWaF4H1vH5fpI3gzs31ZW+uDNzOzPDngzcwyygFvZpZRDngzs4xywJuZZZQD3swso/4/UT2WH2/BxlIAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "recs = plt.bar(iris_desc.columns, iris_means, yerr=iris_desc.loc['std', :])\n", + "for idx, data in enumerate(iris_means):\n", + " plt.text(x=idx, y=data , s=f\"{data:.2f}\")\n", + "plt.ylabel(\"Average (in cm)\")\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "da95aa03-236e-4a62-b31b-f6a1a0e4d506", + "metadata": {}, + "source": [ + " now we want to compare each species" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "029be9d0-034c-4424-9ca8-957109a55fe5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>SepalLengthCm</th>\n", + " <th>SepalWidthCm</th>\n", + " <th>PetalLengthCm</th>\n", + " <th>PetalWidthCm</th>\n", + " </tr>\n", + " <tr>\n", + " <th>Species</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>Iris-setosa</th>\n", + " <td>5.006</td>\n", + " <td>3.418</td>\n", + " <td>1.464</td>\n", + " <td>0.244</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Iris-versicolor</th>\n", + " <td>5.936</td>\n", + " <td>2.770</td>\n", + " <td>4.260</td>\n", + " <td>1.326</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Iris-virginica</th>\n", + " <td>6.588</td>\n", + " <td>2.974</td>\n", + " <td>5.552</td>\n", + " <td>2.026</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm\n", + "Species \n", + "Iris-setosa 5.006 3.418 1.464 0.244\n", + "Iris-versicolor 5.936 2.770 4.260 1.326\n", + "Iris-virginica 6.588 2.974 5.552 2.026" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "averages = iris.groupby(\"Species\").mean()\n", + "averages" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "5eea5d45-4aed-4ce0-9169-65f99b8e9a40", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>SepalLengthCm</th>\n", + " <th>SepalWidthCm</th>\n", + " <th>PetalLengthCm</th>\n", + " <th>PetalWidthCm</th>\n", + " </tr>\n", + " <tr>\n", + " <th>Species</th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " <th></th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>Iris-setosa</th>\n", + " <td>0.352490</td>\n", + " <td>0.381024</td>\n", + " <td>0.173511</td>\n", + " <td>0.107210</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Iris-versicolor</th>\n", + " <td>0.516171</td>\n", + " <td>0.313798</td>\n", + " <td>0.469911</td>\n", + " <td>0.197753</td>\n", + " </tr>\n", + " <tr>\n", + " <th>Iris-virginica</th>\n", + " <td>0.635880</td>\n", + " <td>0.322497</td>\n", + " <td>0.551895</td>\n", + " <td>0.274650</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " SepalLengthCm SepalWidthCm PetalLengthCm PetalWidthCm\n", + "Species \n", + "Iris-setosa 0.352490 0.381024 0.173511 0.107210\n", + "Iris-versicolor 0.516171 0.313798 0.469911 0.197753\n", + "Iris-virginica 0.635880 0.322497 0.551895 0.274650" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "std = iris.groupby(\"Species\").std()\n", + "std" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "97dc5299-ce2e-4900-85de-f2e5819904bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a539eeac0>" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "width = 0.25 # the bar width \n", + "x = np.arange(len(averages.columns)) # the xticks\n", + "\n", + "for shift, specie in enumerate(averages.index, -1):\n", + " spec_avs = averages.loc[specie, :]\n", + " abscisses = x + (shift * width)\n", + " plt.bar(abscisses, \n", + " spec_avs, \n", + " width,\n", + " yerr=std.loc[specie, :],\n", + " label=specie)\n", + " for one_abcisse, av in zip(abscisses, spec_avs) :\n", + " plt.text(x=one_abcisse, y=av , s=f\"{av:.2f}\")\n", + "\n", + "plt.xticks(x, averages.columns, rotation=-45)\n", + "plt.ylabel(\"Average (in cm)\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "7aba3fd5-9836-4a4e-9969-14a3fc0c076e", + "metadata": {}, + "source": [ + "### xticks" + ] + }, + { + "cell_type": "markdown", + "id": "0013fa09-2b05-412f-ac8a-da87c3c3b038", + "metadata": {}, + "source": [ + "In the example above we don not use the labels as first parameter of pyplot.bar.\n", + "But we use positions that allow us \n", + "* to center tick on the midel bar\n", + "* put one bar on the left (tick - bar width)\n", + "* one bar on the the right (tick + bar width)\n", + "\n", + "and to put the name on the ticks we use the pyplot.xticks function\n", + "with the location of the ticks and the names to display." + ] + }, + { + "cell_type": "markdown", + "id": "3df1f2e0-9475-4656-8108-5cffb1ea4867", + "metadata": {}, + "source": [ + "## Horizontal bar plot\n", + "\n", + "Same as *pyplot.bar* but at horizontal.\n", + "But do not forget to use *xerr* instesd of *yerr* to display *std*\n", + "and switch *idx* and *data* for *x* and *y* for labels coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "551754f2-888b-4c3e-8e05-3fe4d0ab58f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Average (in cm)')" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "recs = plt.barh(iris_desc.columns, iris_means, xerr=iris_desc.loc['std', :])\n", + "for idx, data in enumerate(iris_means):\n", + " plt.text(x=data, y= idx + 0.1 , s=f\"{data:.2f}\")\n", + "plt.ylabel(\"Average (in cm)\")\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "37938ef4-fa71-48a0-9344-5811fb84ba33", + "metadata": {}, + "source": [ + "\n", + "# Boxplot\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.boxplot.html\n", + "\n", + "Box plots visually show the distribution of numerical data and skewness through displaying the data quartiles (or percentiles) and averages.\n", + "\n", + "Box plots show the five-number summary of a set of data: including the minimum score, first (lower) quartile, median, third (upper) quartile, and maximum score.\n", + "\n", + "<div>\n", + " <img src=\"images/boxplot_explanation.png\" />\n", + "</div>\n", + "\n", + "for more explanation visithttps://www.simplypsychology.org/boxplots.html" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "e6a7c6be-f094-4fc3-bcb8-e036fb71f363", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm'], dtype='object')" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris.columns[:-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "15540dfc-8955-4736-983f-8290c53ec96e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "recs = plt.boxplot(iris.iloc[:, :-1],\n", + " labels=iris.columns[:-1])\n" + ] + }, + { + "cell_type": "markdown", + "id": "608af516-89cc-46a8-b1c2-f67317d50ee1", + "metadata": {}, + "source": [ + "With a notch at the median" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "7e1a9570-dca5-41e3-8541-3003113a9571", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD4CAYAAADFAawfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAepUlEQVR4nO3de3wU5fn38c9FCCLUA7Wx2AqSJwFEwoNIVFQ8UIWWqhzKMepPUSx4KB6ptaKCWtp6rCgeSgGhalIRCbZoqfgzFqGCJCA0kFbwAHIQQR/lpAjkev7YgQYakg2ZzU6S7/v1yiub2dn7vnYy+93Ze2ZnzN0REZHoapDsAkREpGIKahGRiFNQi4hEnIJaRCTiFNQiIhHXMBGNfuc73/FWrVolomkRkTqpqKhos7unlXdfQoK6VatWFBYWJqJpEZE6ycxWH+w+DX2IiEScglpEJOIU1CIiERdXUJvZzWa23MyKzSzPzBonujAREYmpNKjN7PvADUC2u2cBKcDgRBcmIiIx8Q59NAQON7OGQBNgfeJKEhGRsioNandfBzwErAE2AF+6+2sHzmdmw8ys0MwKN23aFH6lIiL1VDxDH82A3kA68D2gqZldduB87j7B3bPdPTstrdxjtkVE5BDEM/RxAfChu29y913ADODMxJZVPWYW6o+ISDLF883ENUAXM2sCfAWcD0T6a4fxXAzBzOKaT0Qk2eIZo14ITAcWA/8MHjMhwXWJiEggrnN9uPtoYHSCaxERkXLom4kiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOLiubhtWzN7t8zPFjO7qQZqExER4rjCi7v/GzgZwMxSgHVAfmLLEhGRvao69HE+8L67r05EMSIi8t+qGtSDgbzy7jCzYWZWaGaFmzZtqn5lIiICVCGozawR0At4sbz73X2Cu2e7e3ZaWlpY9YmI1HtV2aLuCSx2942JKkZERP5bpTsTy8jhIMMeIhIfMwu1PXcPtT2JpriC2syaAt2B4YktR6RuizdYzUwhLPvEFdTuvh04JsG1iIhIOfTNRBGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxVfkKedKtWLGCzZs3h9be3LlzQ2mnZcuWtGrVKpS2REQOVKuCunv37rRo0YJGjRqF0t6dd95Z7Ta++OILjjnmGAoKCkKoSETkv9WqoN6zZw8zZ86kefPmyS5ln7lz54YS+CIiB6MxahGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRibi4gtrMjjaz6Wb2LzMrMbMzEl2YiIjExHt43jhgtrv3D65G3iSBNYmISBmVBrWZHQWcAwwBcPdvgG8SW5aIiOwVz9BHOrAJeMbMlpjZxOBit/sxs2FmVmhmhZs2bQq90L1KS0sT1vahiFo9IlL3xBPUDYFTgKfcvROwHbj9wJncfYK7Z7t7dlpaWshlxvzgBz+gS5cuPPTQQ3z55ZcJ6SNeGzZs4I477mDAgAGcd955Sa1FROq2eIJ6LbDW3RcGf08nFtw1Ljc3l/z8fJYsWUJ6ejo333wzH330UY3WsGzZMoYMGUL79u3ZunUrCxYs4N57763RGkSkfqk0qN39E+BjM2sbTDofWJHQqirQuXNnnn/+eZYuXUrDhg3p3LkzgwYN4p133klYn+7O7Nmz6dGjBz179qRt27asWrWKxx9/nIyMjIT1KyICYO5e+UxmJwMTgUbAB8CV7v7/DjZ/dna2FxYWhlVjhbZs2cKkSZMYN24cLVq04JZbbqFXr16kpKRUu+2dO3fy/PPP88gjj9CgQQNuvfVWcnJyQjt7n8jBmBnxvDal7jCzInfPLve+RKwMNRnUe23ZsoX+/fszZ84cfPSRobZ99doBPPXUU6SmpobarsjBKKjrn4qCulad5rQ8n3zyCePHj2fChAmceeaZzJ07F+/aFTOrdtulpaXMmjWLlQUPk5mZyY033sjVV1/NkUeG+0YgIlKRWvsV8uLiYq666iratWvH559/zvz585k5cyZnn312KCEN0KBBA3r16sXf//53XnrpJRYtWkR6ejojR45kzZo1ofQhIlKZWhXU7s5rr73GD3/4Q7p3705GRgarVq3iySefpHXr1gntOzs7m7y8PBYvXoy706lTJ3JycqjpIR4RqX9q1Rh1z549Wbt2LbfccguXXHIJhx12WOh9xOvLL79k4sSJjBs3jr59+zJu3Lik1SJ1j8ao6586M0a9ZMkSlixZwnHHHZfsUjjqqKO49dZbyc7O5q677kp2OSJSh9WqoQ8gtPHnsEStHhGpe2pdUIuI1DcKahGRiFNQi4hEnIJaRCTiFNQiIhGnoBYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYirVef62LhxI7NmzaJ58+bJLmWf4uLiZJcgEbBx40YWLVoUapuzZs2qdhuNGjXiggsuoEEDbZPVZnEFtZl9BGwF9gC7D3aGp5rwzDPP0KxZs2q388orr3DhhReGUBFcdNFFobQjtddTTz1Fbm4ubdq0Ca3Np59+utptFBQUsGTJklDrkppXlS3qbu6+OWGVxCHM0z6aWShbLCIQuxrQZZddxt13353sUvZz4oknUlpamuwypJr0eUhEJOLiDWoHXjOzIjMbVt4MZjbMzArNrHDTpk3hVSgiUs/FG9Rd3f0UoCdwvZmdc+AM7j7B3bPdPTstLS3UIkVE6rO4gtrd1wW/PwXygdMSWZSIiPxHpUFtZk3N7Ii9t4EegI5JExGpIfEc9fFdID+45FRDINfdZye0KpFaxszYunVrssvYz549e9ixY4cuF1cHVBrU7v4B0LEGahGptQYNGsR5551Hv3796NKlS7LLAeD2228nMzOTjIyMZJci1aTD80RCcNJJJzF58mT69evHxx9/nOxymDJlCvn5+bz44os0bFirvoAs5VBQi4Tkoosu4qabbqJ3795s3749aXXMnz+f2267jb/85S8cc8wxSatDwqOgFgnRyJEj6dChA1dccUVSvhG4evVqBgwYwNSpU2nXrl2N9y+JoaAWCZGZ8fvf/57169dz77331mjf27Zto3fv3owcOZKePXvWaN+SWApqkZA1btyYGTNm8MwzzzBt2rQa6bO0tJTLL7+cU045hZtvvrlG+pSao70MIgnQvHlzZs6cSY8ePcjIyKBz584J7W/06NF8+umn5OXl6XC8Okhb1FIteXl5ZGVlkZKSQlZWFnl5eckuKTI6derE008/TZ8+fdiwYUPC+snLy+PZZ59lxowZHHbYYQnrR5JHW9RyyPLy8hg1ahSTJk2ia9euzJs3j6FDhwKQk5OT5OqioV+/fqxYsYI+ffrw5ptvcvjhh4fa/qJFi7jhhht4/fXXOfbYY0NtW6LDwjzH817Z2dleWFgYerthMrNQz29dH2VlZfH444/TrVu3fdMKCgoYMWKErnxThruTk5NDw4YNefbZZ0Mbmli3bh2nn34648ePp0+fPqG0KcljZkUHuyiLgloOWUpKCl9//TWpqan7pu3atYvGjRuzZ8+eJFYWPTt27OCcc86hf//+3H777dVu7+uvv+bss8+mb9++3HHHHSFUKMlWUVBr6EMOWbt27Zg3b95+W9Tz5s3T8bvlaNKkCT169OD2r38DY35T7fYaA4suhKUhXU5Ooq1OBnW8Hy3jnU9b3uUbNWoUgwYNomnTpqxZs4aWLVuyfft2xo0bl+zSImfGjBk899xzjFj4L4477rhQ2vzTn/7EL/v0YeHChRqfruPqZFArWGuelvnBvfvuuwwfPpzZs2eHFtIAgwcPZvny5fTr14/XX39dR3zUYTo8Tw7Z2LFjeeGFF/jwww8pLS3lww8/5IUXXmDs2LHJLi0yNm7cSO/evXniiScSciz1PffcQ1paGtdee63eLOswBbUcspKSEtauXbvfcdRr166lpKQk2aVFws6dO+nbty9Dhgxh4MCBCemjQYMG/PGPf6SoqIhHH300IX1I8tXboz6k+lq0aMHu3bvJzc3ddxz1JZdcQsOGDSNxqs9kcneGDBnC9u3bmTZtGg0aJHabaPXq1XTp0oXJkyfrPB+1VEVHfcS99phZipktMbNZ4ZUmtd2BO2T19eWYhx9+mGXLljF16tSEhzTACSecwPTp07niiiv0iaYOqsoadCOgNUD2Wb9+Pffffz8jRoygcePGjBgxgvvvv5/169cnu7SkeuWVV3jkkUd4+eWXadq0aY31e9ZZZ/HAAw9w8cUX89lnn9VYv5J4cQW1mR0PXAhMTGw5Upu0a9eO448/nuLiYvbs2UNxcTHHH398vT6Oevny5Vx55ZW89NJLtGzZssb7HzJkCH369GHgwIHs2rWrxvuXxIhrjNrMpgO/AY4ARrr7ReXMMwwYBtCyZcvOq1evDrlUSZawhzPq6tEJmzdv5vTTT2f06NFcfvnlSatjz549XHzxxaSnp/PEE08krQ6pmmqNUZvZRcCn7l5U0XzuPsHds909Oy0t7RBLlShy94P+5Obm0r59ewDat29Pbm5uhfPX1ZD+5ptv6N+/P/37909qSEPsq/15eXkUFBTw5JNPJrUWCUelW9Rm9hvgf4DdxL65eiQww90vO9hjdNRH/VPfz50ybtw4Xn31VV599VVSUlKSXQ4A77//PqeeeirFxcV873vfS3Y5UolqbVG7+y/d/Xh3bwUMBt6oKKRF6qPPPvuMs846KzIhDZCRkcGxxx7Lli1bkl2KVJO+8CIiEnFVOteHu78JvJmQSkREpFzaohYRiTgFtYhIxCmoRUQiTkEtIhJxCmoRkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIq5K5/qQumPjxo2MGDGC3bt3h9bmT37yk1DauemmmzjnnHNCaUukLlBQ11Nr1qxh8eLFPPDAA6G0l5+fz2WXVf/st1OnTmXhwoUKapEyFNT1WLNmzULbCg7rogFvv/12KO2I1CUaoxYRiTgFtYhIxMVzcdvGZvaOmS01s+Vmdk9NFCYiIjHxjFHvBH7g7tvMLBWYZ2Z/dfcFCa5NEsjM+OijjxgzZgxZWVlkZWWRmZlJw4Y1u9vC3Vm7di3FxcUUFxczZ86cUHZKitQllb4qPbaXaFvwZ2rwU38vN11HdOzYkSeeeIJly5bx3HPPUVxczPr162nTps2+4M7KyqJjx460aNEilD4///xzli5dui+U9/40adKErKwsOnTowA033ECvXr1C6U+krohr88nMUoAiIBN4wt0XljPPMGAYQMuWLcOsURIgNTWVgQMHMnDgQAC+/vprioqKmDZtGtOmTeP5558H4Mgjj+TLm8Pp89tAN+AH92yhSZMm9OrVi9tuu41zzz2Xo48+OpxOROqguILa3fcAJ5vZ0UC+mWW5e/EB80wAJgBkZ2drizvitm/fzsMPP8yyZcsoLi5m9erVZGRk0KFDB372s5/t26JOT0+HBuHsc3Z3Nm7cyJyu/9ma/vWvf82ll15Ks2bN9vU5fPhwMjMzQ+lTpC6o6lXIvzCzAuBHQHFl80t0rVixgj/84Q88+OCDjBkzhjZt2tCoUaOE9mlmNG/enObNm3PBBRfsm15aWsrq1aspLi7md7/7Hfn5+fz85z9PaC0itUmlQW1macCuIKQPB7oD9ye8Mkm45s2bM3jw4GSXQYMGDUhPTyc9PZ25c+cmuxyRyIlni/o4YGowTt0AmObusxJbliSau1NaWkppaWmyS9lPWN9wFKlL4jnqYxnQqQZqkRpUWFjI4sWLQzscz90xs1DamjhxYijtiNQVOtdHPXXddddx3XXXhdaemUVu61ykrtBXyEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOIU1CIiEafD80Sk1grr2P29ovqFKwW1iNRa8QarmUU2hOOhoQ8RkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMTp8DypVLzHqsY7X20+TEokGRTUUikFq0hyVTr0YWYtzKzAzFaY2XIzu7EmCpPaIS8vj6ysLFJSUsjKyiIvLy/ZJYnUOfFsUe8GbnX3xWZ2BFBkZnPcfUWCa5OIy8vLY9SoUUyaNImuXbsyb948hg4dCkBOTk6SqxOpOyrdonb3De6+OLi9FSgBvp/owiT6xo4dy6RJk+jWrRupqal069aNSZMmMXbs2GSXJlKnVOmoDzNrRexCtwvLuW+YmRWaWeGmTZtCKk+irKSkhK5du+43rWvXrpSUlCSpIpG6Ke6gNrNvAS8BN7n7lgPvd/cJ7p7t7tlpaWlh1igR1a5dO+bNm7fftHnz5tGuXbskVSRSN8UV1GaWSiykn3f3GYktSWqLUaNGMXToUAoKCti1axcFBQUMHTqUUaNGJbs0kTql0p2JFjs4dhJQ4u6PJL4kqS327jAcMWIEJSUltGvXjrFjx2pHokjI4jnq4yzgf4B/mtm7wbQ73P3VhFUltUZOTo6CWUL329/+lqKiolDbHDBgQLXbaN++PWPGjKl+MVVUaVC7+zwg3MsoiIhU4IUXXiAnJ4f09PRQ2ps+fToDBw6sVhsbNmzgsccei2ZQi4gkQ/fu3enUqVMobYXx7dpVq1bx2GOPhVBN1emkTCIiEaegFhGJOA19iITgz3/+M0uXLmXdunXJLmU/n3zySbJLkBAoqEVCMHz4cJYsWcIpp5wSSnvXXHMNTz/9dLXb6dKlCxkZGSFUJMmkoBYJwbXXXhtqe9dccw3Dhw8PtU2pvTRGLSKR06RJE6ZMmcIXX3yR7FIA2LJlCxMnTqRJkyZJ6V9BLSKRk5uby7Zt22jdujVjx45l27ZtSaljx44dPPjgg7Ru3Zp169aRn5+flDoU1CISOSeccAKTJk1i/vz5LF++nMzMTB555BG++uqrGul/586djB8/nszMTBYuXMgbb7zBs88+m7TxfgW1iERWmzZtyM3NZc6cObz11lu0bt2ap556im+++SYh/e3evZvJkyfTtm1b/vrXvzJr1iymT59O+/btE9JfvBTUIhJ5HTp0ID8/n/z8fF5++WXatm3LlClT2L17dyjtl5aWkpuby0knncRzzz1Hbm4ur7zySmhH8VSXglpEao1TTz2V2bNnM3z4cK688koeffTRUNqdMGECl156KYMGDeKNN97gzDPPDKXdsFgirjCdnZ3thYWFobcrUl+Yma7+Xo6ioiLuvPNOSkpKuPvuu7lqzc2htp/5XBqtWrXiV7/6FV26dAm17cqYWZG7Z5d3n46jFpHIKy4uZvTo0SxYsIA77riDmTNncthhhwFXhdpPyahdTJkyhYEDB9KxY0fuu+8+Tj755FD7OBQa+hCRyFq5ciWXXnop559/PmeccQYrV67k+uuvD0I6fKmpqfz0pz/lvffeo0ePHvz4xz9m4MCBSb8OqIJaRCLn448/5uqrr+aMM87gxBNPZNWqVYwcObLGvnDSuHFjRowYwcqVK+ncuTPnnnsul19+OR988EGN9H+gSoPazCab2admVlwTBYmIDB48mMMPP5z33nuPu+66iyOOOCIpdTRt2pRf/OIXrFy5kubNm9O3b9+k1BHPFvUU4EcJrkNEZJ8dO3Zw1VVX8e1vfzvZpQBw1FFHMWzYMLZv356U/isNanefC3xeA7WIiEg5Qjvqw8yGAcMAWrZsGVazInWKWfyXH41nXh3CVz+EtjPR3Se4e7a7Z6elpYXVrEid4u6h/kj9oKM+REQiTkEtIhJx8Ryelwe8DbQ1s7VmNjTxZYmIyF6V7kx095yaKERERMqnoQ8RkYhTUIuIRJyCWkQk4hTUIiIRp6AWEYk4BbWISMQpqEVEIk5BLSIScQpqEZGIU1CLiEScglpEJOJCu3CAiEhY3n33XXJycujUqVOyS9ln69atVbrwQ5gU1CISOTfeeCOtW7cO7ZqJl1xyCbm5udVuJ1lXr7JEXCUiOzvbCwsLQ29XRORQmFnkr4hjZkXunl3efRqjFhGJOAW1iEjExRXUZvYjM/u3ma0ys9sTXZSIiPxHpTsTzSwFeALoDqwFFpnZn919RaKLExGpSFWOwohn3qiOY8dz1MdpwCp3/wDAzP4E9AYU1CKSVFEN1rDFM/TxfeDjMn+vDabtx8yGmVmhmRVu2rQprPpEROq90HYmuvsEd8929+y0tLSwmhURqffiCep1QIsyfx8fTBMRkRoQT1AvAlqbWbqZNQIGA39ObFkiIrJXpTsT3X23mf0M+BuQAkx29+UJr0xERIA4z/Xh7q8Crya4FhERKYe+mSgiEnEKahGRiEvI2fPMbBOwOvSGw/UdYHOyi6hDtDzDpeUZrtqwPE9w93KPbU5IUNcGZlZ4sFMKStVpeYZLyzNctX15auhDRCTiFNQiIhFXn4N6QrILqGO0PMOl5RmuWr086+0YtYhIbVGft6hFRGoFBbWISMTVSFCb2SgzW25my8zsXTM7PcS2zzOzWcHtIWY2Pqy2y+mrlZldUubvg/ZnZt8ys9+b2ftmVmRmb4b5vIM+Er5cLWazmTULph9nZm5mXcvMu8nMjjGziWZ2Ujlt7VtOZtan7DzBcin3sCkzO83M5gaXgVsStN8krOdYpp89wfIrNrMXK+rDzE42sx/H0Wa9XS/L9JWw5Vof1suyEh7UZnYGcBFwirv/X+AC9r8QQW3SCrikspkCE4HPgdbu3hm4kthB96GoqeXqsZ0YC4AzgklnAkuC35hZW+Azd//M3a+O4xJtfYD/etEcyMy+C7wI/MLd27p7J2A2cMQhPZGKfeXuJ7t7FvANcE0F854MVBooNawVEVkvD5Cw5VpP1st9amKL+jhgs7vvBHD3ze6+3sw6m9nfg3f1v5nZcbDvnWxcmXfi04Lpp5nZ28E72D+Cf0RczOwyM3snaPP3FrsOJGa2zczGmtlSM1sQ/BMws4zg73+a2a/MbFvQ1G+Bs4N2bg6mfc/MZpvZSjN7YO/jgdOBO929NHjeH7r7K8HWz7/MbIqZvWdmz5vZBWY2P2jjtAgu138QvACC379j/xfI/DJ9ZAe3rwye3zvAWcG0M4FewINBHRlBGwOC/897ZnZ2MO16YKq7v723CHef7u4bzWyMmU01s7fMbLWZ/cTMHgj+X7PNLDXOZViet4BMM2tqZpODupaYWW+Lneb3XmBQUP8grZdJXa71Z71094T+AN8C3gXeA54EzgVSg4WcFswziNjpUwHeBP4Q3D4HKA5uHwk0DG5fALwU3D4PmBXcHgKMP6D/dsBfgNTg7yeBy4PbDlwc3H6A2AoMMAvICW5fA2w7sK8y/X0AHAU0Jva1+RbE/un5B1kerYDdQAdib5RFwGTAiF2LcmYEl+u5wBvB7beCvguDv/8ADC3TRzaxN5E1QBrQiNgLZnwwzxSgf5nn8SbwcHD7x8Drwe0ZQO+DPPcxwLzg+XYEdgA9g/vygT5VXEf3/n8bAi8D1wK/Bi4Lph8dLOemHLCOxbn89ntMXV4va3i51un1suxPXKc5rQ5332ZmnYGzgW7AC8CvgCxgjsWuDJwCbCjzsLzgsXPN7EgzO5rYR4upZtaa2Ioc77vT+UBnYldPBzgc+DS47xtiKz/EVszuwe0ziH0UAsgFHqqg/f919y8BzGwFcEIcNX3o7v8MHrM8aMPN7J/EXjCVquHlugjoZGZNiQXLNjP7wMwyiW25PHzA/KcDb7r7puA5vgC0qeDpzAh+FxHn8wf+6u67gmWWQuzjJ0Dcy7CMw83s3eD2W8AkYm94vcxsZDC9MdCynMcehdbLg0n0cq3r6+U+CQ9qAHffQ+wd6s3gCVwPLHf3Mw72kHL+vg8ocPe+ZtYqaC8eRuyjyi/LuW+XB293wB4ObXnsLHN7bxvLgY5mlhI894oeU1rm79Kq1FBTy9Xdd5jZSuAqYHEweQGxLY1jgX/HW/NB7H3+Zf8Hy4kF2csVPcbdS82s7P+xSssw8JW7n1x2gsXSs5+7//uA6QfueNN6eXAJXa71YL3cpyZ2JrYN3hX3OhkoAdIstkMMM0s1s/Zl5hkUTO8KfBlsGRzFf67VOKQKJfwv0N/Mjg3a/LaZVbZ1sQDoF9weXGb6VuLYaeDu7wOFwD3Birl3z/yFVai7QklYrv8AbgL2js29DdwILCizMu61EDjXYnvcU4EBZe6LaxkC44Eryr6AgzG/78bx2DD8DRhR5v/XKZh+YP1aL6sm7OVaL9bLmtiZ+C1iH2FWmNkyYntW7wb6A/eb2VJiY61nlnnM12a2BHgaGBpMewD4TTC9onemIWa2du8PsAW4E3gt6H8OsbGqitwE3BLMnwl8GUxfBuyx2E6emw/24MDVwHeBVWZWTGwM7NMKH1E1Nb1c5wP/h/+8IBYTu9DxPw6c0d03EBuvezt4XEmZu/8E/NxiO4kyDnxsmTY2Egujhyx2GFQJ8ENiL6iacB+xj9vLgmGA+4LpBcBJFuz0QutlVYW9XOvFehm5r5Cb2ZvASHcvTGINTYh9bHMzG0xsB07vZNUThigsV6meurheSnxqZIy6FuoMjA8+nn1BbAxMJNm0XtZTkduiFhGR/elcHyIiEaegFhGJOAW1iEjEKahFRCJOQS0iEnH/H8lDGNPKX8QIAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "recs = plt.boxplot(iris.iloc[:, :-1],\n", + " labels=iris.columns[:-1],\n", + " notch=True)" + ] + }, + { + "cell_type": "markdown", + "id": "d05085c7-afed-4d76-8113-27356056ba94", + "metadata": {}, + "source": [ + "with colored box" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "7853d478-1d90-4dad-97af-3954ddd994fb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "res_boxes = plt.boxplot(iris.iloc[:, :-1],\n", + " labels=iris.columns[:-1],\n", + " notch=True,\n", + " patch_artist=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "f5a33448-1785-4697-893a-9e121a4b7ed4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "color = (\"orangered\", \"darkorange\", \"limegreen\", \"aqua\")\n", + "\n", + "res_boxes = plt.boxplot(iris.iloc[:, :-1],\n", + " labels=iris.columns[:-1],\n", + " notch=True,\n", + " patch_artist=True)\n", + "for i, c in enumerate(color):\n", + " res_boxes['boxes'][i].set_facecolor(c)" + ] + }, + { + "cell_type": "markdown", + "id": "c1526170-5092-44c6-b71a-67c464087df7", + "metadata": {}, + "source": [ + "# Violin Plot\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.violinplot.html#matplotlib.pyplot.violinplot\n", + "\n", + "Sometimes the median and mean aren't enough to understand a dataset. Are most of the values clustered around the median? Or are they clustered around the minimum and the maximum with nothing in the middle? When you have questions like these, distribution plots are your friends.\n", + "\n", + "The box plot is an old standby for visualizing basic distributions. It's convenient for comparing summary statistics (such as range and quartiles), but it doesn't let you see variations in the data. For multimodal distributions (those with multiple peaks) this can be particularly limiting.\n", + "\n", + "But fret not—this is where the violin plot comes in. A violin plot is a hybrid of a box plot and a kernel density plot, which shows peaks in the data.\n", + "\n", + "formore explanation visit: https://mode.com/blog/violin-plot-examples/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "49989052-9d0b-4d13-8136-b2579fa66005", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "0b21ac5f-a20c-402b-b4a3-8da33bbb245e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWoAAAD4CAYAAADFAawfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAiSUlEQVR4nO3da3Bc53kf8P+zNywWdxAQ7zfZsi6WLFlCFMnOuKldJ4qbsT8kM1ZmnNaZdqi2aWP3Mp6kH+pJv7TjyWTqXtKItd26jWsrduyO63Eiexq3bjuuLEjWhRSpO0kABIEFAewu9r57nn7AggJBLPbs4rznvOfs/zfDEUgc7D5aEv998Z73fR9RVRARkb1iQRdARER7Y1ATEVmOQU1EZDkGNRGR5RjURESWS5h40KmpKT116pSJhyYiiqTnnntuRVWnd/uckaA+deoUZmdnTTw0EVEkicjldp/j1AcRkeUY1ERElmNQExFZzlVQi8g/FJHzInJORL4uImnThRER0aaOQS0iRwH8DoAZVb0XQBzA46YLIyKiTW6nPhIABkUkASAD4Kq5koiIaLuOQa2qCwD+AMAVAIsAcqr6g53XicgZEZkVkdlsNut9pUREfarjOmoRmQDwCQCnAawD+KaIfEpV/2T7dap6FsBZAJiZmfHl7NRPPvkTzx/zqSce9fwxiYj2w83Ux18D8LaqZlW1DuDbAD5gtqz9azqKQqWBQqWBlxdyeHkhh0KlgabD87eJKFzc7Ey8AuAREckAKAP4CAArth3uNfq9fL2I15c2AABfePoiAOAfffQ9ODU1hHffNuxLfUREXnAzR/0MgG8BeB7Ay62vOWu4rn1bK9V3/fP1Us3nSoiI9sfVWR+q+nkAnzdci2dUtW0g5yt1OI4iFhOfqyIi6k0kdyaWak00mrvPRTsOUKg0fK6IiKh3kQzqTkGcr+w+LUJEZKNIBnWnIGZQE1GYRDKoO42oNzj1QUQhEtGg3nvEXKw14HA9NRGFROSCulJvfyNxi+MApXrTp4qIiPYnckHtdkVHp1E3EZEtIhfUbm8U5sucpyaicIhcUK+32ZF463XcoUhE4RCpoHYcRb7sLqg3qg3Um47hioiI9i9SQb1aqrk+HU8VuL7BUTUR2S9SQb2cr3Z1/VK+YqgSIiLvRCaom45iqdBd8F4vVlFrcPqDiOwWmaBezJXR7LB+eifHARbWy4YqIiLyRiSCWlVx5Xqpp6+dWy2x6wsRWS0SQX01V0Gp1ttOw1rDwfxabyFPROSHjkEtIneKyAvbfuVF5LM+1OZKo+ngzeWNfT3G2ytFVBvcUk5EdnLTiutVVX1AVR8A8BCAEoDvmC7MrTezxX3fEGw09UZ/RSIi23Q79fERAG+q6mUTxXRrvVTD3Ko30xbXchWsbHS3vI+IyA/dBvXjAL6+2ydE5IyIzIrIbDab3X9lHTSaDl65mvf0MS8s5rlcj4is4zqoRSQF4OMAvrnb51X1rKrOqOrM9PS0V/W19epSoecbiO1U6w4uLHob/kRE++WqC3nLrwB4XlWXTBXj1mKujMV1M7sKs4Uq5lZLOD6ZMfL4RJ988ie7/nnTUTT2WCqaiAviIrt+7qknHvWkNrJTN0H9G2gz7eGnYrWBi4sFo8/x+nIBo4NJjA0mjT4P0XaVehO11kFhW/detg8YBhJxZFLxQGqjYLkKahEZAvBRAE+YLWdvTUfx0nzO+AYVxwHOLeTw8OlJJOORWGpOFtlt9Os4iv/1evbG7tovPH0RAPC5X77rxjWDqTg++O4pf4okq7hKIVUtquoBVc2ZLmgvFxbzKFb9OfC/XGvi/NU8VLlrkczLlesdj0Ao15q+/fsnu4RmuLiwXsa1nL+n3a0Uqrji0fI/or1kXS4N5RLS/hSKoN6oNvDaNbPz0u28sbyBnMtmBES9Wim4C+Bll9dRtFgf1I6jOLdgfl66HVXgfIDPT9FXqNRdLzXNleqo1HncQb+xPqjfWiliw2VncVNKtSZeXw5mRE/Rt9Rlw4ssR9V9x+qg3qg2cPl6MegyAADzq2XkXDbOJerGcpedhtiZqP9YHdSvXivApkUXF69xFQh5K1dyP+2xZb1UR9njXblkN2uDemWjirWiXc1nC5VG1z+mEu1lMd9bh6HFHDsT9RNrg/rSih1THju9bWldFD6Ooz0vOV3MVfjTXR+xMqjzlTrWLZ0PLlYbuM61rOSB5UIVjS77fG4p15pYs/R7hLxnZVCbOnDJK4s+b7yhaNpvY+WrbMzcN6wM6uWC3UG4slGFw3XVtA+lWmPf92CWCxWen94nrAvqUq2Bat3uf3yNpqIQ8NpuCrf5tf2Phh2Ho+p+YV1Qh2W7dr4SjjrJPk1HPQvY+bUybyr2AeuCOiyng22EpE6yz2Ku3PNNxJ0q9abrA50ovKwL6nLN7mmPLWWet0A9mlv1drrCqwbPZC/rgrraCEcA2j6PTna6vlH1/KfGtWIdBU7FRZqroBaRcRH5lohcFJELImKsQdtWKyLb1UNSJ9nlsqHR7+XrHFVHmdsR9RcB/IWq3gXgfgAXTBXk1dydaQ2HQU3dKVTqWN0wcyzCcqHC408jrGNQi8gYgA8B+DIAqGpNVddNFRSWc58dB1xLTV0x2S3IcYD5NY6qo8rNiPo0gCyA/ygiPxORL7Wa3d5ERM6IyKyIzGaz2Z6KUdXQBDUANEJUKwWrUm8aP550fq2MBqfkIslNUCcAPAjg36vq+wEUAfzuzotU9ayqzqjqzPT0dE/FhCmkgfDVS8GZXyvB9GxZo6m4avnxC9QbN0E9D2BeVZ9p/f5b2Axuz4VthNrkRgNyodF0MOfBTkQ3rqyWOCUXQR2DWlWvAZgTkTtbf/QRAK+YKMYJWfBxRE1uXF2voOnTTfJKvckGuBGUcHndPwDwNRFJAXgLwG+ZKCZswcetu9SJqhq9ibiby9eLODSW9vU5ySxXQa2qLwCYMVsKELbYC9n7CgVgKV/1fdlcobJ5Mt/EUMrX5yVzrNqZGLYBKkfU1Info+ktpjbWUDCsCmqiKFkv1ZAP6DTIlUIVpRoPDosKq4I6JkFX0J2YhKxg8pXXhy+F7fnJO1YFdTxkSR0LWb3kn83VF8Guab6a4waYqGBQ70MiZPWSfxbWy4Hfc2k2lf09I8KqoE7GrCqno0ScQU23chzFgk8bXDrxouUXBc+qZIzFJFSj6rC9sZA/VopVa5rOFqsN5Eo8qzrsrEuaZNy6knYVjwvnqGlXtp23scAGuKFnXSqGZTqB89O0m2qjieuW9TBcKlRCt+uXbmZdUIdl6iMsdZK/lvPVwG8i7tRsKlYse/Og7jCoexTnGmraxTXDZ0736hpXf4SadUEdlk0kYXlDIf9U6k1rb9ytFmuc/ggx64I6LPEXkvcT8pHN0wtNR3G9aG99tDfrgjosI2oJSZ3kn+uGGtd6xfb6qD37gtq6inbHOWraTlWxWrI7CNeKdtdH7VkXi2FZRx2WZYTkj0K14VsXl16Vak3fz8Ymb1iXigMJ60ra1UAiHnQJZBFbbyLulAvo2FXaH1cdXkTkEoACgCaAhqoa6/YyNOC2O1iwhkNSJ/kjXwlHABYqdRwcZZuusOkmbf6qqq4Yq6RlbDAJEfu7vYxnkkGXQBbZqITjkP5CSOqkm1k3z5CMx6zv9TY6mEQ6yakPekcpJHO/5Vo46qSbuQ1qBfADEXlORM7sdoGInBGRWRGZzWaz+yrq+ERmX19v2vHJwaBLIIvUm471NxK3VBoM6jByG9S/oKoPAvgVAL8tIh/aeYGqnlXVGVWdmZ6e3ldR0yMDGLN0aiEzEMchzvHRNlVLjjR1w3FgzRGs5J6roFbVhdZ/lwF8B8DDJosCgDsPjVi5++/uQ6Pc7EI3CVu7q4YTrnrJRVCLyJCIjGx9DOCXAJwzXdhoOol3TQ+bfpqunJrKWD9/Tv4L2xkaYauX3K36OAjgO61RZALAf1XVvzBaVcvJAxnkK3Us54M/o2ByOGXdGwfZIWyxF7Z6yUVQq+pbAO73oZZbiAjee2QM1cZaoBsKhgYSuO/oGKc8aFdhOZ9mS9jqJQuX5+0UjwnuPzYe2EaYwVQc7z8xHpqt7eS/sB15y+5E4ROK9EklYnjw5DgyA/6uXU4n43jwxATXTNOekiE794WDjvAJzd/YQGIzNDMpf0IznYzjoZMTGPTp+Si80iE69yURl9D9BEAhCmqgNcI9aT6sGdLUjVhMMJAMx7dSJsUzasIoHP+6tjEd1gxp6kVYDhMb8nn6kLwRuqAG3glrr8N0ILk5F86Qpm6Npu3cSbtTWOqkm4UyqIF3bvR59SNnMhFrzYGHY2REdgnLaYq2Hs1AewttUAObS+cePDGx724r8ZjggePBLQGk8BtvHc9rs0RcMMJ/46EU+r+1oYEEHjg+juevrKGXIwxEgPuOjWFskCON7T755E9cXadw3zn+qSce7bke2yXiMYxnklgr2ttA4MDQADdthVSoR9RbxjMp3H14tKevfc/BEUwND3hcUX84fzWPl+fX0bS9y4NPpoftPlVxeoT/zsMq1CPqnaO+Uq2J6i7n7c6tlgAAX3j64k1/nkrEMLRjTjrKo75uuHkdfu2P/i8K1Qae/NRDOMA3O9w2OoDXlgpBl7GrWAyYGuaBYmEV6qDeKZOKY7e1/O85OLLr9QPccbgvW4ewhek8ZpPSyTgmhuyc/pgeTiPBHYmhFeqg5ug3WE5ryqMSkjZUfjg8NmhlUB8et3tahvbGt1jq2dbcdIl9+G44OJre9yokr6WTcRzgOeqhxqCmnm0dQF+ssrP1lnhMcGTcrp6axyYGudoj5BjU1JOmo3BaQb1RbbBryDbHJzLWrKmOxwRHJ+x646DuuQ5qEYmLyM9E5HsmC6JwWCvVbnQKUQXWS7VA67HJYCqO20bsmBM+Mj7IY00joJu/wc8AuGCqEAqXbOHm9mjZjeDbpdnk5FQm6BIgstnOjsLPVVCLyDEAfx3Al8yWQ2HgOIqlfOWmP1vKV29MhdDm4UcHAl63fGgszaYXEeF2RP2vAHwOQNsFsyJyRkRmRWQ2m816URtZ6lq+gkbz5lCuNxwsFSptvqI/3T4VXDNkEeD01FBgz0/e6hjUIvKrAJZV9bm9rlPVs6o6o6oz09PTnhVIdlFVXL5e2vVzl1Z2//N+NZZJYjKgUfWhsTRPgowQNyPqDwL4uIhcAvANAB8WkT8xWhVZK7tRbbscr1ht3DJ33e/eNe3/qJqj6ejpGNSq+nuqekxVTwF4HMBfquqnjFdGVmo3mn7n80WfKgmHscEkpnw+DOnw2CBH0xHDdTvk2nqphlxp7+3R66V6x2v6zbum/RvdxmLA7T4+H/mjq6BW1f+pqr9qqhiy2/xa2dV1c2ucq95uJJ3EwVF/1lUfHc9wpUcEcURNrlQbTSy7XNWxXKigxhP1bnL79JDx3YqxGNdNRxWDmlxZWCu77qDjOMDCurvRd78YGkgYH1Ufn+BoOqoY1NRRo+lgzuW0x5YrqyU0mhxVb2dyVB2PCU5wNB1ZDGrq6K2VIupdTmXUGw7eXuEKkO0yKXOj6mMTgxhIcDQdVQxq2tNasYYrHZbktXNltcTDmnYwsb6Zo+noY1BTW5V6Ey8v5Hr+elXgpfkcO8BsY2Ku+sg4R9NRx6CmXdUaDp6/srbv1Ru1hoOfXVlHnfPVN3h5sh5PyOsPDGq6RaPp4IW5dZSq3oyEi9UGXphb583FltF0EhMetcY6OMoT8voBg5pushXS+bK3uwtzpTpenF9nJ5iWE5PejIKPe/Q4ZDcGNd3QdBQvzq9j3dAW8LViHS/MMawBYGo4hcHU/kbCo4NJjA0mPaqIbMagJgBbI+k1rBXNntOxVqxxGgSAyP6b4LIXYv9gUNPmDb+5deMhvWWtWMPP5niD8fBY76s/4jHBQZ9P5aPgMKj7XLnWxOzlVd9PvMuV6nj20irKtf5dupdOxnu+qTg9MoAEm9b2Df5N97H1Ug0/vbTq2eqObpWqTTx7abWvN8UcHO1tVHxbj19H4cSg7lPzayU8d3mt663hXttar92vhzhNDXcfuLEYcGCIQd1PGNR9RlXx6rUCLi4WoJYsvnAc4MLVPF5bKkBtKcon6WQcw+nuurGMZ1KIxwyfmUpWcdPcNi0iPxWRF0XkvIj8vh+FkfdUFecW8phbtfNg/yvXSzh/Nd93YT2R6W6eutvrKfzcjKirAD6sqvcDeADAYyLyiNGqyIg3sxtYyrs7/D8o13IVvJntr1P3ul0LPc61033HTXNbVdWN1m+TrV/9NeSJgGqj2bExrS2urBb7qkPMSJdTH91OlVD4uZqjFpG4iLwAYBnAD1X1mV2uOSMisyIym81mPS6T9qtSc6yZk+7EcYByH524l0nFXTcUSCViSHJZXt9x9Teuqk1VfQDAMQAPi8i9u1xzVlVnVHVmenra4zJpv4bTCSTi4bgBlUzEMDzQP6NGEXF9sNJ+t51TOHXbhXwdwI8APGakGjImHhPcfXg06DJcufvQSN+takgl3H0rpjia7ktuVn1Mi8h46+NBAB8FcNFwXWTAwdE07jo8Yrwbdq9EgLuPjOI2w01gbeT2janf3sBok5ufLw8D+KqIxLEZ7H+qqt8zWxaZcqzVqfrcQg6Npj2T1om44L6jYzjQwwaQKHAbv7a+yZJZHYNaVV8C8H4faiGfTA0P4OdPH8DLCznPz53uxVgmiXuPjPX1/Kvbk1/DckOYvMUJrz41mIpj5uRE4G2cTk1l8NCJib4OaQCuj33t9xMH+1X/3FqnW8RigjsOjmA8k8L5q/5OhSQTMbz3yGhPZ11EUc1lAPfT+nJ6B0fUhOmRzakQvzZSjKQT+PnTkwzplqajqNbdBXCpj9aX0zsY1ARgcyrk505NYsrwYfTTIwOYOTXJhqzbbFQarq9tNhUVhnXfYVDTDfGY4P5jYzi0j84jezk8nsb7jo1xidkO+Up3N3RzFtwAJn8xqOkmIoL3Hhn1PKwPjaVxz+FRCNeX3WK12F3jhG6vp/DjzUS6hYjgnsOjqDUdrG7sPxQmh1MM6TYcR7HaZYeblY2qoWrC75NP/sTzx3zqiUc9f8xuMahpV7HY5gaUZ99eRWkffQ0zqTjuOzqGGKc7drVSrKLZ5Wqbat1BrlTHWIbHnbZTrDbQaLM4fesUyb2WpqYSMQxadB+FQU1tJeMx3HdsDM9eWoXTw6qwWAy479gYT3vbw7Vcb+eDL+bLDOpdfOPMIzh/Nb/n6/qFpzdPwPgnv3Tnno91+/QQbp8e9rS+XvE7iPY0kk7ijttGevraO24bwUiaYdJOpd5EttDbNMZiruJ6k0w/eW1po+c3v53eyhat6YbEoKaOjk0MYnK4u/ZPk8MpHJ8Mdtej7RbWyz1vCW82FYseBVJUvL3ifbC+eq2AZQu6IjGoqaOtm4txl+dZx+Ob11N7TUcxv7a/zutXVkt911+yncVcGW8ub3S+sAfnruaQKwW7JJJBTa6kk3G82+V83R23DXNDSwfzayXU97kdvFxr4poFo72grZdquLCYN/b4jgO8ML8e6EYjBjW5dmxisOMNrPFMEkfHB32qKJwaTQeXPOpf+Xa22Nej6kq9iZfmcz3d7O5GveHgxbl1OG6POfQYg5pcExHcdah94wER4M5DI1wv3cHcWnnfo+ktpVoTV/t0rlpVcf5q3reDqgqVBl5bLvjyXDsxqKkrI+kkjrQZMR+dGOQqjw5qDQeXrhc9fcy3shtoBjTSC9KV1RLWfN6lOb9aDmTDEYOaunZ6auiW8zriMcHpqaGAKgqPt1eKXW9w6aRad3DFkmVkfinVGngza+bmYScXFvO+L4100zPxuIj8SEReEZHzIvIZPwoje6WT8VtG1UcnBjGQ4A3EvZRqDcyvmQnUS9eLqDb651S9i9cKxuel26nWHby14u1PRZ24GVE3APxjVb0HwCMAfltE7jFbFtnu+OTNQX1sgjcQO3l9acNYK61mU/FW1t/wCMrKRtWTM2j2Y261hFLN/fG0++WmZ+IigMXWxwURuQDgKIBXDNdGAXJzuM3CWhkK4Iv/4zX8h//d+TQCGw63Ccp6qdbzLkS3rq6XcWIyg6GBaJ8M8Yah9dLdUN3cuXjv0TFfnq+rOWoROYXNRrfP7PK5MyIyKyKz2WzWo/LIZvceHcN9R8eQSUU7GLzwug/hompHiJm0XKh01WjBpKV8xbdRtevvMBEZBvBnAD6rqresLlfVswDOAsDMzEz/3YKOmH4e/XptuVDxbWdbtlCN9Ml6Vzxaf+4FVeDSSgn3HDG/C9fViFpEktgM6a+p6rfNlkQULX7PHb+5Es1Rda5Ux3rAW7l3upYv+7KO282qDwHwZQAXVPUPjVdEFCHZQtX3H9VXN2qRbNc1Z2jFzH44zubhWqa5GVF/EMBvAviwiLzQ+vUxw3URRcKV1WBWYtg0ReCFWsPBcsHOHZgLa2Xj2/jdrPr4PwC4J5ioS4VKHWvFYEa2y4UKKvXoHI61mCsHtm66k0q9ievFGqaGB4w9B3cmEhkS5HnRqpurEqLi6rrd/y+LhutjUBMZspwPtgntUsDP75V8pY5i1Y4lee1kNyqoG9xWzqAmMqBQqQd6fjEA5Mv1SGwrXwrB6YCOY7Y7PIOayABblpEF3ZnEC9kATqvrhcmdpwxqIgM2LPlRvWBJHb2qNRyUquH4qcDkmzODmsiAcsDTHlvKNTvq6JXtc9Pb1RqOsc0vDGoiA7zq4LJfjZA3FDB5g86EhqE1hAxqIgNsiUcn5P0UY7FwbeGIGWpDx6AmMiBhScDEQ96/cjhER7Ym4oKBhJlIZVATGWBLt5uw70xMJ+MYSYcjrKeGB4w1dmZQExmQGbAjIDMpO+rYj5MHwtGL8+SBjLHHZlATGTA2aMd50FE4l/rg6AAmhlJBl7Gn45MZjKTNvdYMaiIDJjIpxAL+7komYhgJ0RxvOyKC9x4ZxUDSzrgaHUzijtuGjT6Hnf/nRCEXjwkmh8ydpubGtME5U7+lk3E8cHwcibhd/z+ZVBz3Hx8zvjqFQU1kyJGxdLDPPx7s83ttJJ3EgycnrAnrTCqOB09O+HLjmEFNZMjU8EBgP64PpxMYz9g9r9uL0XQSM6cmA58GGUkn8NCpCd9W1bhpxfUVEVkWkXN+FEQUFbGY4MSkuZUAezG5AiFowwMJ/NypSQwFNP8+OZzCQz6NpLe4eVv6TwAeM1wHUSQdHR9E0tAmiHYyqTgOjUZr2mOndDKOmVMTvq8GOTyexgPHxpGI+/t36qYV149F5JQPtRBFTiIew+kDQ3htqXDjz77w9MWOXze3WnJ9LQB87pfvuvHx7dPDkbmJuJdkPIb3Hx/Huas5X5o0nJoawrsNr+5ox7OfHUTkDIAzAHDixAmvHpYo9I5PDuK20XdWgDz5487rbceOjnX1HL9wx9SNj01tY7ZRLCa47+gYzkse1ww2GHjXbcM4PRXcxhvPglpVzwI4CwAzMzPhPgmGyEMictNNp2/+nQ8EWE30bK2zbjiKFQOH9588kAk0pAGu+iCiCBAR3HtkFIMeb5mfGEoFNt2xHYOaiCIhEY/hPQdHPHs8EeDuwyNWzPe7WZ73dQA/AXCniMyLyN8yXxYRUfemRwY8W9s8MZRCJmXHFnw3qz5+w49CiIi8MJxOeNIBftSi41U59UFEkdLwqH1XvWnPmggGNRFFRqXeRK7sTTfwlY0qHEt6TjKoiSgy3ljegFdtIqt1B5dbG4+CxqAmoki4cr3k+aaXt7IbWNkwv+uxEwY1EYXe3Grppm36XlEFXppfR9bARppuMKiJKLRUFa8tFfDqNe9DeovjbIb1XIDTIPasPyEi6kKt4eDc1RxWN2rGn0sVePVaAYVKA3cdGjHe0WUnBjURhU6+UsdLczlP1kt34+p6GRvVBt53bMy3pgEApz6IKGSu5SqYvbTqe0hvyZfreObtVayXzI/ktzCoiSg0Ll8v4txCDo43e1p6Vm84eP7KGpYL5o5W3Y5BTUShML9WwutLG0GXcYPjAC/P57BaND+yZlATkfWK1YaR5Xf7pQqcW8h5tm29HQY1EVlvYb0c+HRHO7WGgyXD66wZ1ERkvXItmBuHbpmuj0FNRNYbG+zcZzJIputjUBOR9Y5NDHreZssrE0MpTA2njD6Hqw0vIvIYgC8CiAP4kqr+S6NVERFtk4jH8MDxcbw4t476HkeP/ovvX+j4WHOrZQDAH/zgVVfP/Xsfu7vt5zKpOO47Oma8XVfHoBaROIB/B+CjAOYBPCsi31XVV4xWRkS0zdBAAh9499Se1/zRj97o+DjvOzbW1fP+lfdMd3W9CW5G1A8DeENV3wIAEfkGgE8AYFATkVWeeuLRoEswws0c9VEAc9t+P9/6s5uIyBkRmRWR2Ww261V9RER9z7Obiap6VlVnVHVmejr4HxWIiKLCTVAvADi+7ffHWn9GREQ+cBPUzwK4Q0ROi0gKwOMAvmu2LCIi2tLxZqKqNkTk7wN4GpvL876iqueNV0ZERABcrqNW1e8D+L7hWoiIaBfcmUhEZDkGNRGR5US1/XbMnh9UJAvgsucPvD9TAFaCLsIl1mpOmOoNU61AuOq1sdaTqrrr2mYjQW0jEZlV1Zmg63CDtZoTpnrDVCsQrnrDVCvAqQ8iIusxqImILNdPQX026AK6wFrNCVO9YaoVCFe9Yaq1f+aoiYjCqp9G1EREocSgJiKyXKSCWkQeE5FXReQNEfndXT4/ICJPtT7/jIicCqDM7fV0qvfTIpIVkRdav/52EHW2avmKiCyLyLk2nxcR+det/5eXRORBv2vcVkunWn9RRHLbXtd/5neN22o5LiI/EpFXROS8iHxml2tsem3d1GvF6ysiaRH5qYi82Kr193e5xqpMaEtVI/ELmwdGvQngdgApAC8CuGfHNX8PwB+3Pn4cwFOW1/tpAP826Ne2VcuHADwI4Fybz38MwJ8DEACPAHjG4lp/EcD3gn5NW7UcBvBg6+MRAK/t8u/AptfWTb1WvL6t12u49XESwDMAHtlxjTWZsNevKI2ob7QMU9UagK2WYdt9AsBXWx9/C8BHxHRXyvbc1GsNVf0xgNU9LvkEgP+sm/4fgHEROexPdTdzUas1VHVRVZ9vfVwAcAG3dlCy6bV1U68VWq/XRuu3ydavnasnbMqEtqIU1G5aht24RlUbAHIADvhS3a1ctTgD8GutH3e/JSLHd/m8Ldz+/9ji0daPxH8uIu8NuhgAaP3Y/X5sjvy2s/K13aNewJLXV0TiIvICgGUAP1TVtq+tBZnQVpSCOor+O4BTqvo+AD/EO+/8tD/PY/NchfsB/BsA/y3YcgARGQbwZwA+q6r5oOvppEO91ry+qtpU1Qew2ZnqYRG5N6ha9iNKQe2mZdiNa0QkAWAMwHVfqrtVx3pV9bqqVlu//RKAh3yqrRehadmmqvmtH4l186z1pIhMBVWPiCSxGXpfU9Vv73KJVa9tp3pte31bdawD+BGAx3Z8yqZMaCtKQe2mZdh3AfzN1se/DuAvtXUXIQAd690xD/lxbM4H2uq7AP5Ga4XCIwByqroYdFG7EZFDW/OQIvIwNr8PAvnmbNXxZQAXVPUP21xmzWvrpl5bXl8RmRaR8dbHgwA+CuDijstsyoS2XHV4CQNt0zJMRP45gFlV/S42/4H9FxF5A5s3mx63vN7fEZGPA2i06v10UPWKyNexeTd/SkTmAXwemzdnoKp/jM0OQB8D8AaAEoDfCqZSV7X+OoC/KyINAGUAjwf4zflBAL8J4OXWXCoA/FMAJwD7Xlu4q9eW1/cwgK+KSBybbxZ/qqrfszUT9sIt5ERElovS1AcRUSQxqImILMegJiKyHIOaiMhyDGoiIssxqImILMegJiKy3P8HDdlykciRa1MAAAAASUVORK5CYII=\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ticks = np.arange(len(iris.columns[:-1]))\n", + "violin_res = plt.violinplot(iris.iloc[:, :-1], \n", + " ticks,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "37be476b-2d22-4ef0-8f3b-5193e4bfaaef", + "metadata": {}, + "source": [ + "With small customization" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "11886a4b-d412-4975-a4c1-10621f4f7222", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "ticks = np.arange(len(iris.columns[:-1]))\n", + "violin_res = plt.violinplot(iris.iloc[:, :-1], \n", + " ticks,\n", + " showmeans=True,\n", + " )\n", + "_= plt.xticks(ticks, iris.columns[:-1], rotation=45)\n", + "\n", + "for i, c in enumerate(color):\n", + " violin_res['bodies'][i].set_facecolor(c)" + ] + }, + { + "cell_type": "markdown", + "id": "a0d205b0-f9cc-4a16-bfa6-d79ac9908cfa", + "metadata": {}, + "source": [ + "> for more customization: https://matplotlib.org/stable/gallery/statistics/customized_violin.html#sphx-glr-gallery-statistics-customized-violin-py" + ] + }, + { + "cell_type": "markdown", + "id": "cdbd7179-6c53-4662-a9b8-aabb385805bb", + "metadata": {}, + "source": [ + "# Scatter plot\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html\n", + "\n", + "A scatter plot (aka scatter chart, scatter graph) uses dots to represent values for two different numeric variables. The position of each dot on the horizontal and vertical axis indicates values for an individual data point. Scatter plots are used to observe relationships between variables.\n", + "\n", + "https://chartio.com/learn/charts/what-is-a-scatter-plot/" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "7c9deaef-7f5a-421c-a847-200da9846288", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['SepalLengthCm', 'SepalWidthCm', 'PetalLengthCm', 'PetalWidthCm',\n", + " 'Species'],\n", + " dtype='object')" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "iris.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "cfab318e-1428-4b55-9869-d917e1df2521", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Scatter plot Iris sepal')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(iris['SepalLengthCm'], iris['SepalWidthCm'])\n", + "plt.xlabel('sepal length in (cm)')\n", + "plt.ylabel('sepal width in (cm)')\n", + "plt.title('Scatter plot Iris sepal')" + ] + }, + { + "cell_type": "markdown", + "id": "c8ef0536-f98c-4ac3-99fa-b59e41136207", + "metadata": {}, + "source": [ + "It's nice but we have nothing very evident appear.\n", + "\n", + "But there is several sepcies in dataset so we ca colored diferently each specie " + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "56403c92-c573-4c49-befe-fb96f5cb4034", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6)) #in inches\n", + "\n", + "for specie, data in iris.groupby('Species'):\n", + " plt.scatter(data['SepalLengthCm'], data['SepalWidthCm'], label=specie )\n", + " \n", + "plt.xlabel('sepal length in (cm)')\n", + "plt.ylabel('sepal width in (cm)')\n", + "plt.legend()\n", + "plt.title('Scatter plot Iris sepal')\n", + "plt.grid()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "8277527e-8912-4d9c-8506-2d5899fcdf1e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8,6))\n", + "for specie, data in iris.groupby('Species'):\n", + " plt.scatter(data['SepalLengthCm'], data['SepalWidthCm'],\n", + " s=150, # the dot size\n", + " label=specie )\n", + " " + ] + }, + { + "cell_type": "markdown", + "id": "0aecda7b-598a-4154-bda7-4ea33fee9f62", + "metadata": {}, + "source": [ + "Let's get a new data set with more data" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "f6b9c462-b1f0-4636-91bf-a786b4a62a02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "<div>\n", + "<style scoped>\n", + " .dataframe tbody tr th:only-of-type {\n", + " vertical-align: middle;\n", + " }\n", + "\n", + " .dataframe tbody tr th {\n", + " vertical-align: top;\n", + " }\n", + "\n", + " .dataframe thead th {\n", + " text-align: right;\n", + " }\n", + "</style>\n", + "<table border=\"1\" class=\"dataframe\">\n", + " <thead>\n", + " <tr style=\"text-align: right;\">\n", + " <th></th>\n", + " <th>MW</th>\n", + " <th>AlogP</th>\n", + " <th>PSA</th>\n", + " <th>HBA</th>\n", + " </tr>\n", + " </thead>\n", + " <tbody>\n", + " <tr>\n", + " <th>0</th>\n", + " <td>0.00</td>\n", + " <td>1.00</td>\n", + " <td>72.731113</td>\n", + " <td>1.141668</td>\n", + " </tr>\n", + " <tr>\n", + " <th>1</th>\n", + " <td>3.63</td>\n", + " <td>544.59</td>\n", + " <td>391.427565</td>\n", + " <td>0.984864</td>\n", + " </tr>\n", + " <tr>\n", + " <th>2</th>\n", + " <td>2.11</td>\n", + " <td>383.40</td>\n", + " <td>437.458982</td>\n", + " <td>15.040385</td>\n", + " </tr>\n", + " <tr>\n", + " <th>3</th>\n", + " <td>1.24</td>\n", + " <td>162.23</td>\n", + " <td>480.111263</td>\n", + " <td>11.401907</td>\n", + " </tr>\n", + " <tr>\n", + " <th>4</th>\n", + " <td>-1.37</td>\n", + " <td>361.37</td>\n", + " <td>448.864769</td>\n", + " <td>5.732690</td>\n", + " </tr>\n", + " </tbody>\n", + "</table>\n", + "</div>" + ], + "text/plain": [ + " MW AlogP PSA HBA\n", + "0 0.00 1.00 72.731113 1.141668\n", + "1 3.63 544.59 391.427565 0.984864\n", + "2 2.11 383.40 437.458982 15.040385\n", + "3 1.24 162.23 480.111263 11.401907\n", + "4 -1.37 361.37 448.864769 5.732690" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_for_plt = pd.read_csv(\"../data/data_for_plt.csv\", sep=\"\\t\", header=0, index_col=0)\n", + "data_for_plt.columns = ['MW', 'AlogP', 'PSA', 'HBA']\n", + "data_for_plt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "72b392ba-459b-4e00-a363-f72f589d0b9a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f8a581e1340>" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = data_for_plt['MW']\n", + "y = data_for_plt['AlogP']\n", + "plt.scatter(x, y)" + ] + }, + { + "cell_type": "markdown", + "id": "3a3d9d8b-93f0-4f9b-bd1d-28c92eb1fb6a", + "metadata": {}, + "source": [ + "When the is lot of point it could be useful to use transparency to have a better data visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "8473712b-f23a-4702-be31-218041abb88e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f8a536ce430>" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAABsYUlEQVR4nO39ebRk133fh372GerUXHfs27fnCQ10owFwAAS2RIKUSEiQ6Ii2lkgpsRjYYQLGkWiHlpZE2Svhs+LnxdhM8GQuSRES6hmS8kyJCi3CgggSgESBoJoQZrDRjR7Q853Hms+83x/nVHXdeZ73Zy2g761bp2qfGn7nt3/D9yeklCgUCoViZ6Bt9AIUCoVCsX4oo69QKBQ7CGX0FQqFYgehjL5CoVDsIJTRVygUih2EsdELmI+uri556NChjV6GQqFQbCleffXVUSll92x/29RG/9ChQ7zyyisbvQyFQqHYUgghrs/1NxXeUSgUih2EMvoKhUKxg1BGX6FQKHYQyugrFArFDmJBoy+E+AMhxLAQ4mzLbR1CiGeFEJfif9vj24UQ4t8LIS4LId4SQryv5ZhH4/tfEkI8ujano1AoFIr5WIyn/x+AR6bd9gXgeSnlHcDz8e8APw3cEf/3GPB7EF0kgC8CDwI/AnyxcaFQbA/ODxR5/NmL/NrX3+TxZy9yfqC40UtSKBSzsKDRl1K+AIxPu/kTwJPxz08Cf7/l9j+UET8A2oQQvcBPAc9KKcellBPAs8y8kCi2KOcHijzxwlWKdY/eQpJi3eOJF64qw69QbEKWG9PvkVIOxD8PAj3xz3uBmy33uxXfNtftMxBCPCaEeEUI8crIyMgyl6dYT545O0QhZVJImWhCNH9+5uzQRi9NoVBMY8WJXBkJ8q+aKL+U8gkp5f1Syvu7u2dtKFNsMvom6+SSU/v8ckmDvsn6Bq1IoVDMxXKN/lActiH+dzi+vQ/Y33K/ffFtc92u2AbsbUtRtv0pt5Vtn71tqQ1akUKhmIvlyjA8BTwKfCn+95stt/+KEOJrREnbopRyQAjxbeDftCRvfxL4zeUvW7GZeORUD0+8cBWIPPyy7VOsezxwqI3Hn71I32SdvW0pHjnVw4newgavNuL8QJFnzg5tyrWtFjvhHBVLZzElm/8ROAPcKYS4JYT4DJGxf1gIcQn4WPw7wF8CV4DLwP8J/A8AUspx4H8BXo7/+634NsU24ERvgcceOkwhZTJQtCmkTD52opvnzo9syuTuTkg874RzVCyPBT19KeV/OcefPjrLfSXwy3M8zh8Af7Ck1Sm2DCd6C1O8yMefvdhM6ALNf585O7Th3mZr4hk219pWi51wjorloTpyFWvCZk7ubua1rRY74RwVy0MZfcWasJmTu5t5bavFTjhHxfLY1Hr6iq3LI6d6+LfPXGC86uL6IQlDoyOT4NcfuXNdnn++JOZciedfeGDfuqxtPdgJ56hYHsrTV6wZmhAAyLiNo/H7WrNQEnO2xPNjDx3eVrHunXCOiuWhPH3FmvDM2SH2d6Q5tfe2kSnWvXVJJC4miTk98bwd2QnnqFg6yugr1oS+yTq9heSU29YrkbiRz71ZUDX6irlQRl+xJuxtS1Gse00vG1Y/kTiXYVuP597MNMJbhZQ5JbylwjsKUDF9xRrxyKkeinWPYt0jlLL58yOnehY+eBHMF7df6+fe7KyWAJ6Sy96eKE9/h7NWYYBGIrH1sX/hgX2r5mnOF7f//MPH1/S5NzvzhbcW+3637hZMHb57YZj/9HofHzzWyadPH9wxr+V2RERNtJuT+++/X77yyisbvYxtS+sXu7WsbyuEAX7t62/SW0hOqQgKpWSgaPPlT963gSvbeB5/9uKM8Fax7uH5ATUvXPD9Pj9Q5ItPnWOs4pA2dcqOHz2WlCAER7qzW+IzspMRQrwqpbx/tr+p8M4qsFW3wVtZB181H83NXOEtCQu+3w1HYLzi0pE2GS47FGseQSixTB0vkFvmM6KYHWX0V8hWFrbayq36Oz1uPx9z1ei7gZz3/W54+D+8VaTm+RTrPoGUJAzBeM3F8UOySWPLfEYUs6Ni+itkKwtbbeUql7XOGWx1ZqvRn+v9TuiCf/mNt/je5TFKdY89BQshdAZLNoYmEBq4boDjh9y9J79lPiOK2VFGf4Vs5Zrwrd6qr5qPlsZs7/f1sSqaEIxWHNpSBo7n019y2NeWoidvUax71NyQTELnPfsLJAx9S31GFDNR4Z0VspVjy6pVf2fR+n6fHyhxbqDEpaEyZ/uKXB4uM1pxySVNkDBSdmhLmeSTCU725ujOWZy5Ms65gRIfO9GtPiNbGOXprxDlLa8/O63bdDXOt/UxLF0QhJLevMX5/iIJQyOUUHF8HD+kM2NStH3Gax5JUyeXNDm5p9D8fD93foQj3dlt/ZpvZ1TJ5iqw04zQRrKVy0yXw2qcb+MxJqoOF4bKjFUchBB0Zy28IPr+e0FI3QtIJwx0DXoLKY50Z0mbGqahzyj/LKRMPv/w8TU5Z8XKma9kU3n6q8BW9JZXk/W86G3lxPlyWI3zfebsEBNVh9duTGLqGrqmEYSSvkmbfW1Jal6IoQksQ0PXoOoE3L0nz6dPH+SrL16jI7s1K7wUs6Ni+ooVsd4lq1u5zHQ5rMb59k3WuTBUxtQ1kqaGoQkMDTQBYzU3KkQQYOgavYUUn3jPHv7Nz93b1DHaqjkrxewoT1+xItbb824tOxyt2FwerjJacejMWpwfKK6Zt79RIbzVKKvd25aiYvvNi0fS1CnZIaYucL0QP5R0pC2O92TRdY1Pnz7YPHar56wUM1GevmJFrLfn3WjKujZa4ZVrExTrHqamsTtnrdkOYyMb8FajCe2RUz0kDJ2aGyKlRBOQNA0Shk42aZJPmezrSHF4FnkFVeG1/VCevmJFrHeDV8MIffGpcwQhdGRNjnVn6M4l12xIy0bmEVajCS16jEP8zl9foeoGZBI67SmdQMIXfvpOPn7v3gWPV0Z++6CMvmJFbMT2/0RvgQMdaR483DFFcG2tdhgb3YC3Gkb3sx++g33taZ48c4Ohks2ufJJHTx9Y0OBvFKoibu1Q4R3Fitio7f96Jhi3SzLz4/fu5U8/e5r/45fex+kjnfz1hdFNKRC4lfWstgLK01esmOV4oiv15NZzh7GdkplbYarWTivLnc5a73KUp69Yd1bDk1vPHcZ2SmZuBTntnVaW28p67HKUp69Yd1bLk1vPBONmTGYuxyPc6PzEfDTO5+3+IpeGypzam6crG611K4bTlsN67HKUp69YdzbCk9uqg27mYrke4fT8xGjF5oWLI7zdX9zQ16X1fO7bV6Bi+5x5d5zhcn1HzUpYj++G8vQV6856l3luhTg2LM5zb9znO+cGSegap/bm0YS5aI+wNT/h+D4vXZlAAA8cbl+V12W58ehWD7eQMnnwiODt/hJv3izx8MmeHTMrYT2+G8rTV6w76z31aq3j2Kuxi1iM5956HyRIKXn1+iSjFRtYnEfYmp9482aJXNLgwSMd9ORTK35dVhKPnu7hdueSPHS8m5N78nz+4eM7wuDD+nw3lKevWHfWe+rVWsaxp+8iro5U+PzXBtnfmeJkb2FZni7MHsttvU8uZeJ4AZYhuDxcpSubbHqEC3nbjfxE43VZrV6HlcSjt/IUt9VkPb4bKzL6QojPA/8tIIEfAv8Y6AW+BnQCrwKfllK6QggL+EPg/cAY8AtSymsreX7F1mU9E6NrZVAaM2XHKy4d2QSdaZOrYzUQUKx5SwqXLObC1HqfY90ZXrsxiaULinW36RE+cKht0aGs1X5dVnJx3U5lsStlrb8byw7vCCH2Av8UuF9KeQrQgV8E/lfgcSnlMWAC+Ex8yGeAifj2x+P7KRRzslrJ17XYMjc8/LGKQ3vawPEC/u7aBGEoyScNyo6/pHDJQg1g5weK3Biv8a0fDnLmyhgA7zvQBkKgCa1ZRnpxqDollOX6AVdGKvzqn7414zVc7ddlJU1s26ksdrOz0pi+AaSEEAaQBgaAnwD+LP77k8Dfj3/+RPw78d8/KkTLvlKhaGE165XXwqA0QhldWQs3kCRNnVBKyo6H44fkk5H3vBRPdy4D3Hgt0qbGeNXhnYES3357iL6JGke6s/xvn7q3GfdujY2PlG1euzEJUhLKcMZruNqvy0ovIid6C3z+4eN8+ZP37ag4/nqz7PCOlLJPCPFl4AZQB75DFM6ZlFI2Lve3gIa4x17gZnysL4QoEoWARlsfVwjxGPAYwIEDB5a7PMUWZ7XrlVe6ZZ4eJz83UOSu3XmO7crw6vVJAFKmRsUJcFIhp/bmgaV7urPFch9/9iJhGDJYcujOWZRtn4rjc7a/zG99Yv+U82oN2VweqSKlZLDkEkjJ+YESu/PWlNdwNUMJ652rUSyPZRt9IUQ7kfd+GJgEvg48stIFSSmfAJ6AaFziSh9PsTXZTE1E08cNVmwfP5RMVB1+7Ngu3n+wjcvDVTQhMHWNO3uydGSspqe72Lj0XAa4b7LOQNHGMjSSpk5bOoGUkvGqx8WhKh9vuW9rbHykbDNecdGEYE97EtsLeGewTM0LVuNlWdI5KDYPK0nkfgy4KqUcARBCfAP4MaBNCGHE3v4+oC++fx+wH7gVh4MKRAldhWIGS0kyrrVWyfRxg7mkQanu8+bNElnL5J59bZzo1dnTluJjJ7q5OFRdVU93b1uK129M0JlJNG9z/JCOjEnfZH3G+TfWULZ9TF1jdyFJxjKaxxXr/lxPNSdK9XL7sBKjfwP4gBAiTRTe+SjwCvDXwM8TVfA8Cnwzvv9T8e9n4r//ldzMU9kVG8piqzlWs/FqLsPWOm5QE5KyHRBICUjO9hfpyiWnGPiPL/hMS+ORUz18++1BSrZPPmng+CGOH3KwI01CFzPO/7nzIzz20GHe7i9ya7yOrgmklDh+CBLyyaV97bdKc5ticawkpv+SEOLPgNcAH3idKCzzNPA1IcS/jm/7anzIV4E/EkJcBsaJKn0UillZbHx4tWL/8xm2xrhByxBUnBBNgEBiGhp1N+QzHzy0asZvrgvP537iKF95/l3Gqx4dGZODHWl0XUPE5zzb+d+9p0Da1BksO1Rsn2zS4GBHmsPd2SWtaaerXm43VlSnL6X8IvDFaTdfAX5klvvawCdX8nyKncVi4sOrFfufz7A9cqqHP/7BdcqOjx7Xu0kECU3DMrVlXWBmM+zzXXg+fu9ejnRnZxz31Rev0ZGdXavlMx88xBMv1DjZm5+yW1pqSeZmyq8oVo7qyFVsaVarwajVsI2UbS6PVCnXPRBReOWxhw7x5e9cQgaShKGT0AQSeP+BtgWNX6uRt3RBf9HmYGdmhmFfyKOe7SI41/kndMEzZ4eoOB59k3XySYO79xSWlWNYTn7l3ECRYt1vPq/KAWwelNFXbBqWkyw83pPhK8+/ix9KOjImu/NJdF1bcidnw7C5fhB1uhoapi4QQjSN8vcujfLajUnqboCmCdrTJv1Fh1MZa95zavXeX7g4QsX2Y/mDqUJpy/GoZ8t9XB+LKokShs5du/NTPPzlGN6l5lfCMOTGWA0hBKWaR9rUeeKF2qJzACppvLYowTXFpmA5zVjnB4o8d36EO3dn6ciYjFVdLg5X+NiJ7iUbiUZj0dv9JSw96hl0A8mpvXkKKZM/PnMdU9fpSFvkkiY5y8D1Q8YqLv1Fe851Thd7c4OQrKVzeaTavE/DsC+no3W2Bqs9hST7O9KrJjC32CauxrkOlhySpk4hZWKZGoNlZ9HPr0Ylrj3K01dsCpaTLGw95lBXlJws1mfWri+GhmH71T99i1CGFFKJ5hCPUEqePz/OjxzuYLjs4AUhgZSYQqMtbXKwMzPnOt/uL1Kqe1ScgGzSQBdRWKjSYtwbhn25+jPTwz6/9vU354zzN2j1phO6QABOIOf0rJeSXynZHrm4RNQyNCq2v+gcgEoarz3K6Cs2BcsJbSz1mMWoTz58smdK/Hq0YnO2r0TfZI1z/Tp11+dgZxohojLIsjO3QTs/UOTWRHR7Phnp81QdH9cP6cpZkWxDi2FfrY7WhWLwrSEnQ4OXrowjgQePLF1Tv/U1vTFew/UC8kkT2wtImjqOH5KNL2AJXfD4sxfnDduopPHao8I7ik3BckIbSzlmsWGDVv2Y4XKdM++OU7F99rWlKNk+xbrPZM0DaGrszPWcz5wd4s6ebPO+lqFhmToJQ+PuPflZQyUN/ZnPfPAQAF998dqSxeYW0sBp9aavjNbIJg1ySYMrI7UlhYKmv6a9eYvXb06SMgS2F1CsezheyO6cxfWxKkMlZ8HXfyWibYrFoYy+YlOwHLGupRyz2EEqcw0Zec+BNgByls5YNZIytr2A3Xlrzud8u7/IQNHG9QNGKw7DZZt80uBYT5Z/83P3ziksttAFaiH10YVi8K2ibFH/gYZlaJTs6GK2nFCMJgSHurK870AbNV9yoDNNPmWyryPF4e7sovMM6z1gZyeiwjuKTcFyQhtLOWYpYYPWISPlust3L45QdaKBJdmEjqkL8imTQsrgUFd2zrGGjdBOV9ZqdtHuzicXbI6aL64NLKo7dr4YfGv4JxuHnYCmMuhiPevZXtMDnRlMQ+fLn7xvyu2LyTM01q1E29YWZfQVm4bliHUt9phWQzdasbk8XGW04tCZtTg/UJz1Maq2x/ffHSNp6KRNDS+QDFdcPnSsi9/79P3zPl8jtHNhqNIM7Th+yMWhCv/kx4/Oe+x8F6jVSHS2JoyPdKV5+eoEEji5J7ckkbil1O8v5b5KtG1tUeEdxY6gETa4NlrhlWsTFOsepqaxO2fNWRJ4a6KOQKBrUb2+rgkEounBz0ffZJ20pWNqgr7JOldGq+gC9nemFjU6cK649vRZsrD0RGdr+McP4cEjHZw+0oEXsKCmfmtoaaRsc3O8xrXRCmfeHeUv3urnB1fGON6TmXGcCttsHpSnr9gRNAzdF586RxBCR9bkWHeG7lwUIpnNUy45Pgc6kkzW/aa33p0zuTFR49e+/ua8jUOWLjhzZZxc0uBIVwbHDynbPruyczdyNZjecJY2NQbLLvvao2Sy60Xln5dHqlRsH1MX3L0nv+TXYzmCdK2hpajyyOXKiIuuaXRmEuzOJ3nu/AhHurMzwk0qbLM5UEZfsWM40VvgQEeaBw93LGoYeE8+Sanusa89DUDV8bkxViOV0BdUm5TA9LFwIr59PlobzgaKNgPFOsWaz3sPFDjRm+fGWJUfXBnD1HU6M1HJZdn2GSo5c4apVovZQkteIMmnTD5y567m/ea6iKqwzeZAGX3FjmKu2LI1Sw35o6cP8KVvXaAUDx6vuSFCwJHudLMCBeCPzlynO5eccqwbSB443M6V0VpT4fJEbw43mN/sT284+8GVMTKWR92XzQqZdwbLTNRc3NAgnzS5Z18BU9fXvIFptlyD64fIaZcyVVe/uVFGX7GjmK3r9eZ4jVBKTGOmB//wyW7++Ac3kYAmIKHDuYEyQyWbA51Z2tMG5wYq/MRdu6YcmzI1EobO6SOdzee+NlphoOTMGxqablij7lZ9SgevJgQdmQQ/eXJ387ZQyqahXU3tmtmar1qrjxLGzLSgqqvf3KhErmJHMVsNe0/e4mBnZtYa8pevTpJPRr9bhkYgBUjJaMXj4lCZv74wikDiBQF/d3Wcl66OcWWkwmTNnZK4vDZa4bUbUePSjbEqT781wOe/9iZPv9U3ZX3Tk7j5pEk5lnBokDA0LEOfclzD0K6mds1czVdXRyrNZGxHJkFX1lIJ2i2E8vQ3CUpZcP2YTaumc5Ya8rf7i1wZrZJOaJi6TkWCFzSCGRLHCwjCkNGyw99eHiOfioTYbC/gbH+Z33jkeHN04kDJ4UhXmqGyi2VodGRMSrbPV/7q3SlJz+k7kd15i/7JOsd3ZZuyDR2ZBJoQFOveDI2e1dSumf5YDX2jgZJDwtTZ25bi1x+5s3lflaDdGiijvwlQ4+g2lrni/CXbJ2sZOH6A7Xm4QdiMXov4f7oWKWfW3IBd+SgsI0Qku/z9y2N055Lx43lUoTncvOb6lOoeZdvji0+d41/97Mnmxai1yuVQV5afvLtnytzd+QztV1+8tmraNdPF4o51Z+ZsvtpJn9Ot7qApo78JUMqCG8tc6paFlMHR7jQvX5tE0yBsyVdmEhqFdKJ5cZisu7w7ItGFIGVq3Lk7x4uXx5qx/ktDZS4Nl0mbGn7YosVjaFwaKvPZP3qNDx3r5JdOH5y1ymU21dDZPhurNVRmNrG4125McnxXdsnjFrcT28FBUzH9TcBqNNwols9cWjUnewtU3ZDdBYuErqG11mAKgR9Ew9F1ESVXpZRRJYsQXB2t0Z6+rUuzty2J54eUnRA/kHhBSKnuM1GLBrdYOpztLy05/v70W3186vfP8OF/99d86vfPkE6IVWmCmk0sDuDiUGVHx+sXq+G0mVGe/iZgtbwzxeryyKke/tPrfXSkE/QWUlwfq1JxfLwgxPUD8kkDTQjSpk5XziIfJ3tLts/AZJ2fufd2dc1YNUqGDpYcKm7YvF1IsAyd8ZqPF8qmAZlNy+eZs0NRyMX2KaQMDCEiVUtTx/UC3hko8U5/iZ+/fw+5pLmiGHvfZJ0DnZmoCWy4Ssn2yCcNCmlzy3i0a8F2kH5WRn8TsNzhGYrFsVAMtnXLfmmoyJ+/fot///wlkoZgf2cKhKDiRDF7vexQdQPcIKTuhfih5EN3dNKRtZrG0RAgBPzd1Qm6sjWO7cpQsj2Spk7K1AlCn0a5voz/04iSxA0Dcn6gyL9/7hIvX5+g7gaYusbR7jRVJwQBxZrLYNGm5vogBAldI53Q8QLJN98Y5Lc+cRKgqdcDi4+7nx8ocmO8xhs3JunIJqZ0Lrc6JjuR7eCgCSkX6hHcOO6//375yiuvbPQy1oWlTjJSLI5Wg956QW2NwT7+7EWKdY83bo7z5s0SQkRGOASkjJqxPnTHLhzf54WLo1TdgLakQSGdoFh3uW9fW7OyZbRic+bdcXQNdKGBIAr7SBiuOOQtg8GSjR/cbmnSBGQsnXzSpDNrUbY96l7AZNUlYxlU3QA/CAHBnrYkuwspxqsO78YjFzURJYhDCZmETs0L2ZVNUEgncP2QhKHRkUnw64/cueDnqHXO7TuDZYQQIOF4TxZd19Y9dr3ZkqaL+TxtBoQQr0opZ1UFVJ7+JqGRvGv9UHVkjS2ZKNpopjcU7c5Z8ybJ+ybrmDq8ebMUed4yMvi6AEMX9E/UKaRMnj03TlfW4sN78nTnkoyUbV6+Ns7z7wyTToyRTujU3ICErvPQ8S4ALo9UGa+4pMwoaWv7AYYmECLy7JGxNIOEihMADrYXMF71QIAVhgghMPVIpXO04rC7kKLqRHLIDb2HSFZCUnUDQDJWdSmkE+SSBo4fDSr/ozPX+Tc/d++8r10jZu0F0e5isGQThBJTF/zbT0bHLjT9arXYjEnT7aAhpIz+JkNV8qyM6Ybi9RsTlGoe2aTRLJ+cHoO1dMF3L47M0MUJJJhIvFDw+YePN+O5mhCMlG1euzEZ3S8ICUKdiapHKCGV0RECurJJunPRjN2Bos09uuBbPxzENDQ8x0cQXVyQUHED9rclEJogcAMQUVloxYmMb0MqyAuifEDdC8hZOmUniC5SUhKEkiAEU4dUQm+Who5XXaqOz3fODfHp0/Pr8zQugK/fKGIZGke6MthewGTd58pIhefOj6yqEZ7Pk1/ou7BRu4CtriGkqnc2GaqSZyYLTYpqZXp1RVfWAhF53A2mx2AlxB7yTNwQkmb0NWntlr08Uo2StnWffCrBsV1ZDnVlyKUMUoko+Tn9+X7sWCeaJnA8Hy+MdhRCgKkJhARdiwxbOqGjtwjCISV+IAkkuAG8fmOCmuOTsQza0waGLvACiaZF4R/T0CkkTWquT/9kFEpK6IIglDzxwlWefqtvztdzb1uKc/3lZj+BEKLZd/DkmRvN13as4nBuoMQPbxX54lPnVqXjd3r38HzfhdZjDQ2+e2GYz/7Ra/zLb7y1rLXsJJTR32SoGaFTWaqswHRDcWxXBikl4xV3zhJGN5C0JQ3SiZlfh1BGj3F+oDhFE75c95BSUvcCskmdmxM1bk3UqDkBtheNR2x9vuM9GZ47P8I9e/M48dvbrOERkDI1+opO3K2bwDKjGL2UxMZeIoCEFnn1biAZKbsc7srwc+/by4nePF3ZJD92rIt79uQZqbhcGqpQ93w8P8ANos9WEIR85a/enfP1fORUDxM1D6RESontBTh+yIneHEMlm1zSaO5yHC+gPW0wVnFmvCeLuVAvVP4433ehcazrB7xxM3rstpSxrLLXnYYy+psMNWxiKkuti55uKLqySe7anaMjm5h1XmzjmEI6wR27cvTkE1MkkXtyCd6zv6NZXdWo50dEnbe7chbjFY8gkOiawDI0fD8kZepTnu/iUJVCymTPtIt3ZNglCPCDkJLtk4olDrKWPsXgGxoYukZnxmJXLkE6oXN1tM5oxeUjd+7i9z/9Pj59+iCWaZC1dKSUBIGk6gWkTI179xUYLNl4QTjn63mit8AHj3U2K5aCMDqvV65N4gUh10erzV1O0tRxA0lX1pryGIu9UM/myTu+z7PnhhYc0tI4tnUt0XrCLVc3v96omP4mYzskilaTpdZFz1b+qmlaU+ZgrmPeujXJjbEau3NJZAi2F5JN6rRnLP7u6jimLpqJ0BO9hebznOsrNuPpEujIGAQh3LevwP+7JWn61RevYerw3LnhqVIORIbfDcJoRq2E8apH0hSkExo1N0CL4/uBBNsPSfg+6YSJoUva0wlO9hb4/MPHgSjJur8jze6CxV9fGInLPQWdWYvuXJLvXRrFD0O+c26QfNLk2K4MHRlryuv56dMHeeKFqwRBNN4xkpuA47uyvH5zEimht2A1dwGn9uanvCeLzUtNL38crdi8dGWCXNJYcEhLytQo234kW21FuYvhkkMgJef6ixTSO7u0dD6U0V+AjUgWbfVE0Wqy1LropV40G+9v3fUp2R5D5cgT7s4kMHQNI/beHS/gxctjTW/1mbNDlG2PsZrbVMA0dUFHxuJIdxonkDz9Vh9PnrnBUMmm5vgIEa29MUylMWhFAl4Ad/bm+OJ/cZI/PnOd710eizRvLAM/jMIsjfvXnBDLiDzwjow5xWDfTjab/Pid3bx6fZJEHPO/NlqhWPfozCSawnCvXp/kzp5ss+S09TX84lPnqLhRcjppaNS9kKPdGS4OVxiveXRlLU7tjcJKxbrXfE8We6GefoE+21dCAHfvyTd3IXMNafH8IBp5qQsmay7DZRcB7GlPUrJ9SnV/zYfKbFVUnf48bJWa3O3MWr4Hjcdu9Whba+pzlk4oIxkCXQjyKYMHDnVQ98Lmel64OELZ9jl9tIOubGToinWP4VKdH/aVyFgGOUvnwlCFquNHcg1EVTaNb56hgaEJ7t3fTiFl8HZ/CQ0YqbjkrCiZWqx7eHGYRwjIJU3a0ib37i1wuDvLI6d6eObsEN85N0hC15rGeLRic7avhBuE5JImKUM0lT4b3cMAj//CfTNez//uD1/mxliNpKk3B7vbXkB7JupQnu09AfjiU+cYqzh0ZS2O7co0LwqFlNnckbS+B40L9Nv9RQ52pJio+XEHsMlw2UZKSU8+1bztSHcaL4DPfPAQf3TmOk+92U8QRslqXdMIJOQsgz3tqXl3eNuZNavTF0K0Af8XcIroM/zfABeAPwEOAdeAT0kpJ4QQAvht4GeAGvCPpJSvreT51xpVPrnxrGW4q/H+nhsoYZlRXNj2AsIwkk0u1rzmfSVQdz3OXBnjnj0Fzg2UqNg+juczWLT5f17tI2sZGDrU3JCa62PqGgldoKVMEoaG7wtqfmTqG0lZIQSaBn4A10fLeEF0kUmaGgIo2T5tsYbPZN3Djw3/3vYkR7uihqnjPZnmhfG+fQVevjrBmXfHefBIO5ZhcKQ7y2MPHW4qcI5VHN66FclGIyGb1Gd7eSjWfYQQJM3o70lTx/FDQsms7wnAEy9cZXfOolSLclGvXJvgrt05Kk6Am7dmDJBp3dX+y2+81Zwr3NiJjJYdAAqp27uTl65McPpIByd6C3z69EGef2cYpMTxQ6pxOCuf1JsJZuWkTWWl4Z3fBp6RUv68ECIBpIF/ATwvpfySEOILwBeA3wB+Grgj/u9B4Pfifzct20FnYzuwVuGuxvvbiAtD1NladnwIwxl1+yUnpO7VsHQdy9QQSIbLDq4fjVGseT71aoipgx9CGIZcHavheAECSQAYAtKWge35+CFoSFwPLENQdaMdRRiXaCZNQdWVTNY89Diun07ovGdfgd72dNN4tjonhZTJg0cEb/eXePNmiYdP9jQvko1QGYAfRt3eUkqEELMax3zSoFTzsL2g6ekjQUg5a8jz8WcvNtfQGNw+XnF5d6RKd84iYeh0ztNw2AhftdIoa22lddbwM2eH2B1LWo9UHCwjCpyNVT0OdWXm1DLaySzb6AshCsBDwD8CkFK6gCuE+ATwkfhuTwLfJTL6nwD+UEbxpB8IIdqEEL1SyoFlr36N2Q46G4q5aby/2Vg6uOHJ5pMmjYZXAVNi8F4YGRchwPEiDR499uglNA0+3O607Ss6ZBIaYShJmBr721OMVlzKtk8gJaYWxecr8ZMKoO6FGALMOJauAZ3ZBCd7c3Rkk3zmg4eahmy6hn53LslDxy0GivaUcEojhn5lpIKlR5bUDSTvPzj7jN279xRImzqDZac557ctZXB9vM53Lwzj+AGXhsqc7Svyaz91fIqT1J273Zj23Pmh5mQymHvHPNtc4e68hQwllqnPOmu4b7LOyT05Xr9RpO5GVUp+AE4QcGxXRjlps7AST/8wMAL8f4UQ9wGvAv8M6Gkx5INAo9ZwL3Cz5fhb8W2b1ugvVQhtNiXEk3Glh/I0NobpifjjPZnmQBJLF/QXbXbnLC4OVXD8ECklhzrTzRr6hrFvJQhDErEsQlROGUmmhVIiG01X046reSGmBnsKKUIgZ+mUbA/HD+P73r534ydfgvRCkqagN5/i9NHOpvBZq8FsXLy8IGiKviV0jVN78jNeg7SpUap7WKZGIZVoxv4bM3Zb72vpgrLjsztnMRj3OoyU7fhYE0MTDBZtLg6X+a+eGCdSBxLsa09x3/4CXdlknLgWi2o4bJxH61zh714YBphyW6sj1jjm/QfbmtVKCV1woCM9I8GsiFiJ0TeA9wGfk1K+JIT4baJQThMppRRCLClTLIR4DHgM4MCBAytY3spZSjy5NSl4a7zeVEJMmzpPvFBbtbjiZhOgWktmO1dg0ec/XZLh6kiFb7x2i/cdaONAZyYq5xQCPwhx/ICy45NPGmQtA01MHZrSSk8+yXDJbnqbUVgiamZqqGc2jm88RCjB0DQePNLBRNXlxctjBKGccXFoRQAB0GGZmLrW7Cq+PFxhKI51P3Kqh0dO9fDlb1/k6miVrKWT0AQV26e/aPP0W31847V+RisOjh80Z+se35WbMgylbPskdDHl9SrbPsMlm9cm6lEFj6lR8wKqro8XSMJQYugC3wspuiGZuDfgxniNsu3xnv1taJrGe/cXKNv+jB2zpYspOj6NBja47WTNNxry/ECR0bLN9y6P0Z42uXdvnotD1WYFUKPHRanVTmXZ1TtCiN3AD6SUh+LfP0Rk9I8BH5FSDggheoHvSinvFEL8fvzzf4zvf6Fxv7meY6Ord5ZCQ6nx3ECpGSqw439P9OZnrVxYKpuhmmi9Ljqznev1sSqaEOzvSM95/tPF1nrzVrMc8cyVMUp1D1MTpC2Dkh01VXlByIfv3DXlMZ9+s48W2fspZBM6NS+YclEQRKGdOdQcEEQXgt35JG4Q4gUSxw/wQzlFcXP6MUJElSiOH6BpGilTJ2fp7MonObmn0Dz/Pzpznbf7S3iBJJs06Eyb9BdtbozVkEB3LkF7OsFkzWNgsk4oJMe6c5zck8Myojh72tQiCYfYOI+Ubf7y7CCGEPTkLfom7Ug6Op4ipmsauogSzwBd2QRhHIP3fMkdu3P8q5+NJJ6nv5c3x2uEUnKwMzPldf/Yie4poyHnutC3Pqbj+5zrLzNR8zjVm6Mtk8Dd4Qq1a1K9I6UcFELcFELcKaW8AHwUOBf/9yjwpfjfb8aHPAX8ihDia0QJ3OJmjucvlbmSgiXbW7W44kZVE7WGrW5N1LmzJ8uBzsyaqh7Odq7jVReAU3sLzdsa952uUNpbSPLGjUmKcR19VzZ6b3QhuT5e53BXBk3A9YkabiB59do49+6PHvds3yTeHAZfI2qkmr4LECKK5acMqPuzHoquRQnUybpHVyZBZ8bk1qQ9JbTTyFlKoouEqQvqXnQlCfyAhK4xXvM4uSdyJCaqDl986hxDJZuenMXetgQ3xutcGCyRNDTKtkchbTJe9QhDyWTdxzSiUBTA9y+P86FjnXzsRDf/7tsXqNiR2NvufDLOSURWfKLuYRlalLMIoptNXeL4klBGr0ux7iE0jSOdacarDldGKvz3f/waPfkkH72ri5orm4bbzUeJ3emf5YtD1Vmdo+mfr9akMZjsujM1Z1moYiorrd75HPB/x5U7V4B/TPT+/6kQ4jPAdeBT8X3/kqhc8zJRyeY/XuFzbyrmSwquVvJ3I6qJWg1pKa78uDBUaRpSWJuLzmzn6voh033i+TpBO7IJSnWPy8NVurJJskmDK8OVeJCJZLDo4MeywcNlh+9fHkMAVdefM+wiiWUTYqIa+yh0o+saGcsg5fiMT7P8kmgXUHU8NCFwA0kamlU5ctp9BTRDKiCi/IEvSSd0ckmD0apHe8Xm766OM1GLJDtujdcQ8bB2PdbBDwEZSkxDMFR2yCQMJBBKwUfu3EWx7jFUrPPvnrlAf9FGE5AydW5N1PGCMK59F5Euv66Rs0wmax5Cux2+koCug6YJBJIrIxW8UNKWSrArm2C4WOd3/voKJ/fkefBwJ4+c6uGrL16jM7t8YUFVWbd8VmT0pZRvALNtIT46y30l8Msreb7NTCPpO1tScLXiihtRTdRqSCtONCLQ8cOmIV2rL1rruV4aKvHGrSKjJQfDEFwaKnFHT5SkbD3/hiEYKdtcHqkyWrYp1n0qtkcoO9idszjbV2RvW5KxqoMgMpDJWOe+4vixnIJkDkefaFTsbTMtJQRhlBcomDpIsBI6mu3PmhOoeSF78haTdZ9btkc6oSHQokSvDmEYyS3oGvTmk5ScgExCpzunU3UDurMWQRhyZaTC+f5iLL0sSJmCoh1ZYT+UaEJS80J0AZN1HyOuKvKCABlG4a0zV8ZoTxmcuTKOqWtk45DXZD3qHpYSHAGFVCT/UAmjHY1lavQWUvQX682+AT+IXoyMpVP0fHSgty1J3QspOwGaEFwfq3LX7jxPvHC1KaOw3M/yRlfWbeXcmhJcWyUaSd/D3Vn2daTIp0wOdKY51JVdtfDHRoixtYpiZWOD3whbwfK/aAupMDbO9c2bE3zv0ig1JyCZiBqWXrg4ysXB4ozz39uW4vpotakA2ZW1yCcN6l7I+YESh7uzfPiOLtIJg5obTZTaU0g2ZQ78ICSUIZ4/e55LAJapY2hR6EWLb/PD6CJxqCPFvo50NCRljvPWgPasxXv2F/BCSdEOCIHurEk+laAtk2BPIcmH7ujmoyd3c2dPlnzKRNc03rOvQKnucX2sjiaItPTj5y87Uy9TobxdbhoS7TKi7mJwQ0kQBlweLPHX74xgewFBGKK11Fw0LlihjDT99TjhHcRzfPe1JcklTdKmTj5lRKqg8T7M0ARpSyedMJiouRgaTR2hhgMhYEWf5Y0UJlyq8utmQ2nvrCJrrZmzEWJsrR7Vse5MZFD9kHzSWFZ1xPmBYlNbpj1tcqI3N2tuoHGun3nyFTRNkLF02tPRxWWgaPPy9Un+4YOF5nM//uxF3u4v8vqNSfIpo7kjsUydD+4rcKgry+cfPt78wgKMV2wGSzY1L2yGUwyNOb18SdRwZfstQSYZxd27sgmqruRzHzrAv/6L880qntke4+Z4nUrapCuboOYECAFF28cyNBK6jmlo/Pz793JxqEo+ZVKy/WYe5fJwFV0XGC0dS1LOHYqa7foVDWcJSegy7hMQ1L1oZ9qQhxBEejuNAxKmzsHOTNSZ7AVcHKny4KEOBsvOlMKFIJRcHa1Q98JIajqunXd8ScaKzE0uaTBQ9JsJ6OfOjyEQvHd/gSsjlUV50BspTLjVO/WV0d9irLcYW2uvQmfW4viuLBeHKhRiaYClfNEaBvfKSIW2VPTRe+NmkfcdaJu1c/JEbwFT1zi+K4um3d6UHulKM1xxpxjxQioyol4Qcmu8xkTVZX97mvcfbJuiItkwFv/6P5/jbNHB0AU6UUil4RnPR82LZY4FaBoEYRQi0oh2Rb/+Z29Rm6vsB0BGIZbRSogmBLV4Spah3Q7L+EHI314ea6p0toYSdF3wyN09XBmtMVp15qwWmk5j5q8uaF6Q/CDqEg58iR53DLcsk7of9RakEzq7ckl+4kTkRYdS8tSb/aQtndqoz82JGklDJ21qjFSjMuUaIVUniDqPAw0hBCd6s/zgyhijFYfOrMWVkeji8ODhTnJJgx/enOA3vzHQTMS7XjBvufNafBcWE7bZ6vkEZfQV8zLdozrcneWf/PjRZX3ZmoMvgpCcZURDt4mmUD14uGPWL01PPkmp7mFoIRM1F8cP8fwQ0xD82tffbM7Adf2AFy6OUHN9ghAqjs9YXO0zPQR1oreAJ+FAZxrXDxkq2ehxAnSh2nnivwUSTCHIpgyCUNJfjOrm4/zpnISAH4bNQSqNB3SDqOlrTyFFOqHz+s3boYJW49YoDa7YPumEgVv3532+1ucFpuxAGh69JphzZxKEUXew3hIILts+Wcvg5asTZJMG+9pSjFQc+iZtMpbOT57azXjF5c2+Io4XlaXevSfLSNmN5v1qGrtzFl/5q3c5vitLIWUyUrb5YX856psIQxw/5OJwheO7suvmQc82k/fL375IT96aUgK60fmElaKMvmJBVsujanhI+aTZ7GGwDI2K7c/5pXn09AF+6z+fo+5FImSuF1B1A7pMC0ODsYrDcLHOWNWl4gTN2vYghOGSzYuXRnnfwY4ZIaihks2ubAI7Hjbu+hI/DmRrTJU9btDwlqHhCUvqvscUFmGBnVlKOiPjK5ioeQgRDUuZzets7Lz8IBJ1WwmSKGGcswwm57h4hPHabC8glLJZT3+wI8Wbt4pUin5z0IquC/a2p+jKJunKJjm+O08oJecHSpRsnyAM6MhGYcLuXJK3B0oMlmwOd2e5PFIllJJ0QsMNZFPkbbBkkzBnF4RbLnN589PDNl4QcHW0ymjF4aHj3c0w5MdOdM9oIttKTWAqkatYNxpTrY7tyjRleh0vqj6ZKwn38Xv38v6D7STNSPYgBPa1p9hdSHJltEbK1BmveU2Dr2tRjFvXohLC4bIza3igJ59ktOrSP2nDtJh442fL0JoDTIyF4j6LYL6HaPT2CiJJ5UMd6Way0NRvz4D9ynOXGC7WuTFeaYZ2NKKwzVJp9AKIln+nr1cAe9uSGLrGQNHG9QPSpsYbN4tUbA8vuF1Gm9AFxfrM8YZ37ylwoCPNT9+zm9NHOpsD6jszCcar0UWzYvvN2H8iziUEYcil4Qpv9xcXnI28WOZLwk6f5HV5OOpw9gI5ZcrYxaFqc4LaXNPYNjPK01csmpWWqTW81ELK5L0HClEXZd3ng8c6+fTpg5zoLUwZPNKTT/Lo6QOkLZNfeOAAmhB859wguTghWLH9yLjHIZXI8Ak0ERkOS49kA7764rX4guPwzNvDUcVHEMzaRKUR7RQ0IchYGimpU7G9uLZ9Za9f0gB7Hufc0HU0DSwRzck1DR0vCHj9RjEe5OLxl2/PMgYwPv/5GsPmQghBJd4xNE5PI8pXhCHkUwaapvOTJ3dPef+iY6NYfW8hScYyGC7ZlGKvt9UDfuBQG2eujPH6jYkpGvvphM67I1WefmuguWvxgpDOTIKqE1Up6Zrgvn2FVWsEnC8JOz1sU7I9EppoDsmB27H7rTzoSBl9xaKYLd651C/h1PyAz0fu3DXlwvH0W3186VsXyFgGu+LGqi996wL37M1Ttg0KKbMZGoKohLRi++zKWZTrPoEEQ0TDNFw/Kr1sjN578dIwb9wsko5LLotzGEctbjrSNCjVAw52pKg6XlSHvgxSpkbSiC4+XjhTbqE1hNQomXz/gTacQNKRNfjuO+NMVF3Gq86cXcKN8kxnGWt0/ZlrCokMvgY4fsBEzeXt/iJnrozRm4/m4SYMgeNHpaljVSeeD6xzrDv6e8MxeOBQG8+dH5misf/ipVEg2tF0ZxNYhsD2oGQHHO/JoAmNS8MVdF1w+nAHPfnbYb+VxvenJ2FHynZTy+jHjnYyVHIglvlI6FHo8e69t59vK8Xu50IZfcWiWK0ytfk8pCfP3CBjGc3HNrSQmhvwt++Oszuf5HhPliPdaV66MoEATvTmOD9Qxvbg9NEOXrk+gR9KnEA2ZQI+cKQDTQguDFXQ4xhGbS7rSdTAlEloWIaO4wfcnKgvukJmLmpe2FTfnC7kdtvgQ9YyMLVISrktLbgxVuX6eA0ZhnMa/NbHWY6M1lw5i0Zox/YkJ3cnOdGb51s/HOTGWIUz745RtH18P2xW/IyWXY51p/jA0d1TZBD+xTfeijp0g0icreb6jFddAinZW0iRtqLS2oeOd1Oxfa6OVglklD/Y15aiI5toPtZqVMi0evMjZZvXbkwC0BPr/YdS4vkBA0WfU3vy9Bft5u1bLXY/F8roKxbFWpSpTQ8X3Ryvsa8teo7Rsk1/0Y7kiqVkd6HAxeEK+9pTnD7SEcsaSO7ek2eo5JC1dNrTJpN1Hz+uwOnMJGjPREbD8UMScVlkuECcJqpj95sqmotF0OjYjS4eph6FipJ6JKMQBLe98tZH1olq/b1AYvsBl4YqjJYdyrZHEIRUF7L4q0TjWRpNx6YejVR0Anjp6jhDpToVJ8CI8yYNg99Inl8crnHadpqPd36gyIuXo67frBXJkhTrPrsLSYbLDu2ZxJQKrqPdaYq2z0/ctYtz/Tol2+fV65O8/2BbU6Z5pV52awny5eFK8/Y7eqIqoobuf+PCNf0zul69AGuJMvqKRbHaZWqzhYtcP2S04pKxDPqLNlFiM6oKGSw5zQHes81Z/eJT59A1nfaMFssqhCQ00ZSLsAwN1w+xDIGvCYJ5DHplvjr7edC1aPRhxtQJgd3xHFmAd0cqjFWiEtLpzywFdOesqL4/DJmsOYxWbOw5OoPXglahN4guQiGSzozJtbEq6YROJe4Ann4NanThWobGU28OkEtaTZXTpKGBEM2xi6GUFGsemdjDb63gOtdfpj3u/zi2K9v0wi8NVTB1fVW87NYQ41DZoSdncUdPtqkjNd2R2cqx+7lQRl+xKGYbKHN9rMqeQnLG3NPFMFu46J49OV67EQ2gaYQqQinZV0hjGVH1iGnMLN870VuIRvtZkRyAZWhM1jwGi3bk2csO7uzJ8sbNIkhImxrFYO6YzXxa+vPhhxIhwdFCwlAyUqpzc7waa97MHL/YRMJg0SaQK08WLxfRuv2IJSYsU2es2hjILuat5/dCieuHVJyAa6MVDnRmeOPGJH4QTRcDYpVOQc0JeOhQNCELABmJ3k3UPH70aAcQTd5634G2Zrz99BIbAeej1ZBv5Xr75aKMvmJRTG/SSugCTQhMQ6djnrmnczFbuOie/e3Yftis2TZ0wb5Cis6shZSSsarL6aNdMx7r/ECRcwMlJqpurE0f1XmnTI2QSLbhg3fsImfpfP/diWY9/lysxPB6Evx4p1D3F1dK00icbiRTzlmC40uECKOxjVp08Z2vByGMk9S6uK3C2lA5NbXIyy/ZkYHNJAx25VMU0uaUCi6ARMtFvTuXJGHonF4jueSlTsbbLiijr1g00ztDZ9NDX2xid65w0YNHunjwSBdXRypcHK5gGRpSSkq2j6lrM2r5G2Eixwuas2SFiJqJam5AVyYKXFwaKnF+sMLRXVlyls6tiRoDJXc1XpYZzFehsxWQ8X+NhLeUMFFzEa2Z3mk0ZJYzlsZQyea7F0a4d2+BUs2j5gV85K5dswxKmVrB1aqLtB5GeCP1ezYSZfQVy2Klid2FvKwnXqhxfFeWwZLNeNXD0ASf++hM+YdGmMjxI+13gKCls7bq+vQWkvzJy8PYXkh3LC7mBlOrVdaSrWTwZ8OXYMZD2pPcznlMv5hZusAyjCiE4wZcHavRk09Q9yUDRXuKUf34LM+zEUZ4O8bsF0IZ/Q2ktTKganvcmqhTcvxmU9LH79276OPXW9O71VMfrdhcHq42hbTODxQXtY6UqfHS1dsKi62hocaXP2HqnD4697k1Lj5RF65oTpty/DAq0UQwVnGiqU4I3h0uRyMKw61vjNcTLwQRhLSnLRA+CV1DCKi5AQc60kzWou5cLwypxheF0ViB83d/6X1L6uXYaUZ4vVFGf4NorV4p112+/25k/A50JJtNScCchn81mqUWs8a5LioNT/1s3wRn+0oEocTQNdqS+oLraF37x070NL38VhrHNp7/mbNDU25v0Lz4pE2qtk8oZXOcoRASPwz5dtzF6gchwfyhacU86EJwqCvDrfEqbhDVrUOUM5FSNhPgoYwu6JqgOepRsXlQ2jsbRGv1yg/7S5E0bUJnsh5NE8pYBk+eubGo41t1QRrGcaUsNCjiRG+Bu3ZneOtWiVASa8FrXBqpMV6x513H9LW7fsCVkQq/+qdvNTVWFjuoojFM4/iuLKGU6JpG0tSiD7YUpEwdASR0TRn8FVL3JeW6Q8UNmKy5sUCaDlJSj4Xw0gmD4z1Z7tydp7ctRU8+uaqfyfkG7ygWh/L0N4jWmHjViUSshIjCElXHp1R3uTlR4/FnL26IpvdiOnCff2eUpKmTtQwaMz0cL+TScJXu/Oxlb+cHijx7bohQhhRS0XDwK6M1LF0QyrApZztYsrHj6VedGZPRqsfAZJ3vXRomlzRJmQaHOlO0pROUbY+aF3KoK8NY1aVYC8lYBq7vN71RQ5tZcmiIuHJGXQkWzfnBKqYOmqaRtXQsQ8cVItYmkuzOW1jxQBXHD3nP/sKqfCbXY2e7U1BGf4NojYlnLB031iwXREmvIJTN6VSzfbjXWtN7rovKudjb6pusc66/SBCEjPshph6V5Zm6mHMdjS+uqQvqruTaaJXXb7hkLYPunEVbOtGUs52ouhzblWG86nB+oER72qRYc6l7IX4AQTLkhYtV2tIJPnhHJ/vao1nEf293ht/97hUq8YzaRtNRo0wzaQgkAl2LwhV1L5hyP2X/5yfqhIZj3dH8W8cPSRiCXMqKXkMhqDgB2aTB3XvyUyq8VsJWn1a1mVDhnQ2idcbnPXvy2H5UYghR9UkoJe/d3zZn2GatZ4Q2ZJBbuTFW5eZYnWLdw9DACyReEK3VDyUVx6di+ySMmaWVcPuLu7ctyWDJIQijOHDN9Rko2nRmzGgcoIjkCC6PVBks2tiez/XxOiUnEi3zg4CJmodl6rhBwJXRGoWUyUTV4Xf++go1x2+GckKI9ekFhhYle/0gxBCCVCKa42pq0FuwSKyGfvIOYajk0JFJcLQ7S3cumpFw+kgnR7qz/MjhDh483EHC0FftMzld9hi21rSqzYQy+htEozytkDLJpRJ86FgXhzrT1LyQVELjg8c6uaMnD8z+4W49fi00vWe7qFwYqnA81ii5Mlpjd95CCBFLEUeJUicIeeyhQ3NW2uSSBmNVj568hRWHtCSwO59krOpxc7zK9bE6jhdSrHmUnWCG4FnFDSk7kRa/4wWMlGzOXBnjpavj1Bx/hkxAIKPRgKah052zOH20g4SpU3ODZvJxvOrirqPswVbH8UOGija2G13oOzIJfun0wTX5TJ4fKHJjvMa3fjjImStjjJRtYGd0z64FKryzgcxWntYYh7eYsM1alrfNVjO9rz3Fwa4MEGnZ9+STGBr0Fx0MXaOQSnCgI8VnP3zHrI/ZCEmVbI/2dIKOjCCd0BmveqRMjeFSnZGyix9KLCOaXzWf/owXSmw/RAiPfMrED8JZB4FDZPj3FFL89D29zdm6//aZC9wYq0Wlhv48MgmKKVg6JE0dJwhxQ8mDRzqa8xBgZoXVXCym5LgREuzNWxRrLqW6x2vXJznek0XXtW3fPbsWKKO/ydhMreHTLyqtF6Rs0sDxArLJBPfmUnzgSOeMi9V0GueW0DVsL0AIga5p/MihdvqLNmUnQNPAiGvuhRDMJ2Tvxoa6WPc4P1BaUH7Y9QPSCcGnfv8MFwZLOJ6PZRiEoWSZGms7jpQZ1edrmuCOnhz/6mdPLsvxWGxitjWWn00azX6QwbKz7Ofe6Sijv8nYzK3hrRekI11pXr46gQRO7sk1Q0GNi9NcXtxjDx3mj89c53uXx2hPm7xnf4GkaZBMRMncN25MRprmQdgU6poL2fKvG8gFO2xNQ+N3/uoKiGj3JAF7kfo4OxFBrLYZRlpGuiaoOj6WGSVnd+esRVXQzPZZWGxitrWgoDF7N5RRscNm+E5sRYRczuSFdeL++++Xr7zyykYvQ9FC6xc4oYt4YpOcYthbvbjW3UqrcZjLEPzlD/sZqbhoLKxpr8+j+jidRorWjLNYyrNfmJ6syQeOdnF5pErV8RgqOZi6xoGONPfuK9CdSzZ3d3MJos31WSjbHid682hCRNOrRqqU6x4I+N8/dd8Ujae5Or+Vpz83QohXpZT3z/Y35ekrlkRryKfVcLeyGC9urnzEW7cmqTsBE3W3qaEzF0uccRLtCJSxXxQCGKt5vHxtnJN7Cty9p4e3+4tNQ91goQqauT4LfZN1yraP6we8dmOyKbsshJiye2jsLieqDu8MlhFCYGraoncZipmo6h3FspivY3a55XUnegv8+iN38tCd3Ri6hq5Fk6hM7banvhz0WI9HsTh0Eb3uYQi2G3CiN0+xHmlDXR+tNu83UrZ54eII5/pLc3bIzvVZKKSiHpS3+0tY8XvjBpJTe/NTSpQbIcGBkkMQQj5l8r6DbRzuzq5qB/pOQnn6imXR6sE1tufjFZcvPnWOY90Zyra/5Maxxs5hpOKQ0DVqEoSIxgguFV3clvttxPwVC6OJSFJDE1F1VIBoynzc2ZPlwmCFjqyF7fnNnM6DR9rnbSK8NlphsORQsj3ySZPdeYvubNTMdW2shqFBbyHVHIsYSjljetWBjjQPHu5Y0i5DMTvK6CuWxdv9RUp1j5GyQ8n2o3m0aYOxigNSMly2MTSdjozJ7nxywfK6xs4hDEMuDpapudFoPjmLsV6MPn3rYUpmYfFICXbcYa0JQca6PdTkQGeGmhdQSJm8dHWMbNLg1N58c9Qg0PS8W9VjX785SVs6Qc6KmrWujVY42Jnh5J4Cd/ZkKdn+lME2szkIa92BvpNQRl+xKKYncN8drmCZ0bBrAYxVo4EkKVNnrOJi6TqFtMlY1aVk+3zuJ2Zq4bfS2DmcHyhheyGWoRGEIZ6MRhBKoDuboJAyGSralKd3bClWBUlk+MMQECEpQ+M75wbRhcALQnRN42RvgX3tKe7aPTO+fy5upGqUYr4wVEYXAlMXVN2QfMokDCWOHy5pFu5mKmXe6qw4pi+E0IUQrwsh/iL+/bAQ4iUhxGUhxJ8IIRLx7Vb8++X474dW+tyK9WF6/P7t/hJuEMbTqoJmvHys6iIEZC0dTRecPtrF37t3Dx840snFoeq8z9GI/ZZsDyeWpNCEIGHotKdNdBE1BI1WHLyNni24zRFA0tDIJAxMQ0dIyY3xGn0TdQ52RPmbm2N1boxNfU8jQ+xPUVD1AklnNkE6YfDwyR5OH+lE1wRO3H/RmIWbTxoMlZ05u3jXugN9J7Eanv4/A84D+fj3/xV4XEr5NSHE/wF8Bvi9+N8JKeUxIcQvxvf7hVV4fsUaM70CwwsknZkEoYSq4zNec9GEwDI0qo5P1jLIJ29vwxcTe21s3/NJkxtBDSEizZwoCauRs6JmsKoToOuQs3TKjvL2V5tCyuBn7tnNmzdLHOvOMFh2uDJSwdAirY2Xr09ytNtndz7BhaEK7RlriuedTxpTErfZpIHj+pTs2/MSEsZUX3Oxs3DVgJXVYUWevhBiH/Bx4P+KfxfATwB/Ft/lSeDvxz9/Iv6d+O8fje+/6ijd7dVlegVGNmkgiEYRphM6qYRBJqGT0DXGqx7jsUJmg8XEXhtaP7vz0RD0IIzE3Fw/YLzqIOMKnENdaZKmgamrwrO14J69eV69Nsm7I2X+9soYNcfH0iOROscPKNse10arXB2r0ZYyZnjed+8pTBHqO9adoeIEJHStqeHUkUnQlbXWTCxQMT8r9fT/P8CvA7n4905gUkrZeNdvAY3RT3uBmwBSSl8IUYzvP9r6gEKIx4DHAA4cOLDkBSnd7dVnehLtWHeGl66MU3V8dueTmEZk7LNJA12LtvSmrhNK2fQAHzjUxuPPXuTcQJFi3SefNOjJWc3Kmr1tqebA7N2FImMVl6rjo2kCQxd4fsiIG/D+jjQV22Os4s2/aMWSaU/pXB2tUax7pE2dMJTcmqhTdXyklJiGhiYEFcdjrBrNPjjanZ3yGNNj7wlD50Bnmj2FZHNO7q8/cifApuw63wks2+gLIf4eMCylfFUI8ZHVWpCU8gngCYg6cpd6vNLdXhmzdcrO9UW+NlbFCyTtGYsHDnXQnYvK7c4PlCikzOZjPHCojefOjxCGITfGagghGC7ZnO8vkTR1Hjgclfw9d36Ej53o5gNHOnn6h4MkTQ3bC/GDSPBeSHj52kRUxhlXeyymkkexOPwgUiPtLSRJmjr9kza6iGYRCAFBI5eiaWgIKnWfM1fGZ5RsTpcR+fVH7pz1u6e+jxvDSjz9HwN+VgjxM0CSKKb/20CbEMKIvf19QF98/z5gP3BLCGEABWBsBc8/K2s9UWo7M98uabYv8jNnh2Yto7t7T2FKbPbxZy8SBCGv3pig5gakEzp1x8c0dLJJgyujNU4f6WS84vCVv3qXDxzpJG0KBuuRoFpD/hi4XV7S8qti5fTmEoxWPUI8NA2sOIE+WLKRRBdXTQhCCUEg8eILga7BlZEaHzjSCUTO1ecfPq4M+iZm2UZfSvmbwG8CxJ7+r0kp/6EQ4uvAzwNfAx4Fvhkf8lT8+5n4738l10D4R9XzLp/5dklzfZEXU0b3dn+RW+N1am5A0tDwg5CKG5AiagSqxDHgwZKNF0SlfJoWqTkKqers1xoB2L5E16OLqOdLbo7XQETG3w9CwpBo3oC4vbvSBYxXPbxYGE85V1uDtciG/Qbwz4UQl4li9l+Nb/8q0Bnf/s+BL6zBc6/5RKntzFLlExYqo2sk1F+6Msal4TLFusdIxcENJLoWzdO9NlZluBwNQemftOnMJIDoYiCYXzVTsTpIYKLuIaTE9UNKtkfV8ak7PkEYVWrlk/qUecIakefvB2GzY1o5V1uDVWnOklJ+F/hu/PMV4EdmuY8NfHI1nm8+NrM08WZnObukucrozg8U+Z/+/CwXh8pTSiulhMmah6lHYyFtL4yGow9XKNY96q4XzcituUsWVIOZMX4V8188th+9VoYm8WW0y+rKJviRwx38sK9IySnhBVG/REIXVN0A2wvoyCZmSGsrNi/bsiNX1fMuj9Xsevz3z13incFyNCyFqdr3gmi4dmfGpC1lMlJxMTSBEJKxWhTqWW4tb+N5BNCdNbF9ieMHSClnjF1UTKWRP0kaGoGEMJRYpk53LkkQFmlLJQhCSTIRdWLnkwI3iLT2CylTOVdbhG1p9BXLYzV3SS9fn0AXgiCc6Wk3LgIPHGpnouajaxrDZXuKUV6Jd64RNXaBIGdp+EFATc1KWZBGstYPwTI1wkDSP1EnlBJTF5iGRkbXyKdMLEOjFG8NWvXvFZsfZfR3KHNNtlqtXZLtBdixaNp0GnH6718ewzJ1BFBbRTdcEhn+8ZpHEEoV3lkEjQtxEEpMDQ50pHG8gPGax0DR5u49eYZKDllLZ6BoM1Z1MXWNz310fk0lxeZDGf0dyHo0sKVMneoCMgk1L8AydMaq7rITtg1j1RpCapR4hpt4KtxmQiMqvfTD6OdQwrvDFQIp6cpaTacAokou09A5fbRr1kHmis2PMvo7kPVoYDvSlWG8On8yNgihLW0yGit0LgctrhUPwkhOWRfR+YzXoo5dlcidn4QGQtMASVKLXsNASjxfktAFFdvnG6/d4ttnB/ncR4/Oq42j2BooAZMdyHInWy2FDxztYk9bsjmTdi4mat6KpmKJuJa8I2OSMjW0eHh3A2XwF0AIjnanOdKd5eiuHO3pBIYmMDSBFWsc+WEIAr7yV+8qHattgDL6O5C9bakpoliw+jXWj5zq4XhPnva0Oe/9yra3bMMsgJxlsLc9zZ62NN25qLrEUVOyFoWpRRILl4erFOseNdfnYGeaVMIgYWgkDUHC0PACST5p4AWhGk+4DVBGfweyHg1sJ3oL/NpPHacnn5rzQyYgkuxdJhIo2j6VusuN8RpDRQdkFPJRzI/G7XCYjKUt+ifrvN1fxPYCwlCia4IglCQMDccP6cwk5twNKmXbrYMy+juQ9RpIcaK3wJ29ee4/1M7BjlQ8gu92Db4Wa+Yb2vI/iFLCcMVlb1uShC6mdI0q5iYEkJBLmvTkLRxfYmgaoYT2lIkbhIyWHSZqLrYbUIoH6My2G5w+ZKdRGKAM/+ZEJXJ3KOvVwLa3LYXrBZRsn8OdGUYrDmXbI5SQtQwMXUMTIWVneYX0liEwdY1bE3XKrhJtWAodGZOuXBJDE3Rq0RCckbJDxjIYq7r4oSRtaBiawA1CKk4w625QKdtuLZTR34HMVaO/FkRdvjWO78oyWLKpxyMWU4aGL0FKGSUKYzSWprcThBIh5ILloYrbGHF55mjVww+jgTWWoaNpsCuXJG0Z3LU7R9H22JVPUbF9TF3Qk7dm/ZwoZduthTL6O4z1HjLT2uWbMKP67uM9Gf7s1T4uDVVwgwDc2/GYhBEFf2z/9m2NcFBr1EYTt+PSlhBKmG2RpAxBIMHUJH4Yjbv0w+jiaxg6lVhsLZc06MmnmpLJoZQMFO1ZH1Mp224tlNHfYWzEVrw1lNTYZVwcLDFZ96IkohDkLUHFCXH8qQH5hA5BAAFEMXspYyMFmg5hABUlqrNo/BAMXQACGYbRvNpAYvshvZkEdS+gWPeZqOn86NGO5nHzGfHV1GxSrD3K6K8z6xlamY2VbsWXs/6n3+rjyTM3uBFP2jrUmaLs+BiaRsXx42obja6swXgtiCY1ETVupRORnnvV8XF8Sco0MDSo+wGuL5WHvwRMDRCRVx9KSFkGuaQOwHjVpeaGBGGIZQiyls6FwQr5lEnSNOY14krZdmuhjP46shnm965kK76c9T/9Vh9f+tYFMpaBJqIY/Fu3SkDssROFaKQMmQgkWUunXPcJgVLdo+L4ZMxI9TEIJaEMqXlg6hqBCFSlziKxdOjOJRmpOAghONCeou4F+EEYe/8a+9qjz0DS1Dm2K8PZvhJv3irykyd3L2jElbLt1kGVbK4jraEVTYjmz+vZ8LKSGv3lrP/JMzfIWAaFlEndC3E8Hy+UeNPUNwMJvpQ4nk9A/DcZzWydtAPqXkhIZPh1Ed3uKTd/UeSTOke7M5HGUShx/JDJmkMhacTvSTTCcmCyztXRKqNlm7duFXH96AVWGjvbC2X015H1kD9YiJXU6C9n/UMlm5ylU3N9bC/AC+ScsguWLmhtFG4a/xYcPzJaQjVgLQoN8P2Q84NVHC9E1yBpCMaqPv1Fm/0dad5zoIDthYQSurImYzWPm+N1gjAkoWuq5n6bocI768hmqXJY7lZ8OevvyScp1T3Ktkcq7uycbsgTepRgFEQyyLmERsWdeb9GOWcowVZu/qKQQM2PLrSaBl4Q1ecnDEna0nn6n36Ix5+9SEfa4uJwhYmqS0KP5iCMVT0eOdyBqeuq5n4boTz9dWSrz+9dzvo/elcXN8er9E/aTNT9WWPwXgApQ8MyTUwt8ubnCtU3JBZUKH9xiGk/ayKadZAyBcV6pETaN1nnYFeG9x1oI5CNun2NfMqgK5tUNffbDOXpryNbucqhUbVTcTz6JuvkkwZ37ynMu/7zA0X+7uoklqFTnadbVgJVLwQvjLXwZzfpIWAIMA2BlNFQbl9Z/wVp7JAkxKqZkronmzu2xg6uO5fkSHcWx4tKYJNmVNmjau63F8rorzNbscqhtWrnrt35Zh32Qgm+Z84OMVpxMHWNfFKnbM8+SauVuapxmh6rBNeXUWzajMJAiqkI4nGRcmqzW7Stj8o13SDgn5w+DEytsz/SleblqxNI4OSenBp4vg1R4R3Fgiy36qhvso7jB9Q9f94E7mJoXAvaMwl0TSClxPHlgnr9OxFBNBwllYjmCyRNgzt2pTAMDS+AfNLkn330GJ/98B3A1OS+H8KDRzo4faQDL2DNxPgUG4fy9BUL0jdZx9ThB1dKlGyPfNLkSHeavsmZImm//zeXePLMjSjuH0qEjPTtG4lEOcug9MUiBNzdm+PFy2NxWGfnxHYaIyAbtI6J1AVosQzy6cMd+FJyabhKKqFRSJpxOCfkH7xnL790+uCsBnwr7kAVy0MZfcWCWLrgzJVxckmDnGVgewEvXZng9JGOKff7/b+5xG8/f5mErpM0BJPVgCkCCSu00aGEa2M1NNEQgd85aICpC/xAYuiC9oyJ74dM2j4Sga4JfukD+/mf/4t7ePzZi9zVW5hSZdWoujrRW9jwrnDFxqKMvmJBGh5lK7PNnn3yzA0Suk7G0hmtOKyFIs618R1aRSIEuZRJW8pEFwI3DOnuTDYT6q2Gez6pjc3QFa7YWJTRVyyIG0geONzOldEaFdtvJlG//+4Yjz97sWlwinWPvKVTi3VyFKtD0hBYps4/fPAgcFvx8sufvG/W+8/XT6G07xXK6CsWpGFETh/pZLRi8+r1SQB6ctYUT7GQMqk5ATU3mHUnoFgeQSDJZKOv6kjZ5u3+EqW6x6d+/wx1x2Os5oGEfR1pHj19gEdO9fDlb1/k9YqD4wdYhk5X1uIXfuo4X33xmtK+3+Eoo7+F2KhYbGtJ36WhSvP2Y7uyUzzFR08f4Lefv9ys1GkY/ekXAI0oMak2A4vDk7CnYHFhsMgPrk7guD4JU6dsuxTrPklTx9QFI2WbL33rAr/0gf3NXgcRB+Yav2+WrnDFxqEK3rYIGzmHtLWkb6jskE8avO9AG925yGNseIqf/fAd/LOPHsPQBJLb3bPTB5WbusAytWa5pQBMTWAZSlBnNpIGTNZ8/vbdcQwhyCZNTE1jsu43NYhMXcf1QzKWwZNnbnCwM8NH7tzFT969m4/cuYuDnRmeOTu05bvCFStHefpbhI2OxbaW9M3nKX72w3ewrz3dlFP2fJ++ok3oRTX1IYAQCAGNKYkS8ENJShP05Ewmah47fS5Ko1pH0wT72lNM1KJS2VBKxqoupg5BCIjotdM1geOH7LF0bk7U5hTG28pd4YrVQRn9LcJCFRnrO/N2/ilJH793LxBV89wa9+jIWAgJXTmLXFLnymiN4ZI9pbqnIQxWK3vsZIe/sfU2YoO/ty1FytTpd+tI2dgVRRLTEIXIUnGNvmVolJ2AQsqkbPtzXphVTf7OZtlGXwixH/hDoIfoO/uElPK3hRAdwJ8Ah4BrwKeklBNCCAH8NvAzQA34R1LK11a2/J3D9FjsxcESL10dp+L4/Oc3+ujJJ/nRY51rVoLXemFJmxquHzBQ9Of0FD9+716OdGeb5YG25/Py1QnKts+Hj3fx9VduAVHop2HMGoIKOzXWnzIER3fluDZaJaELdF1jrOoyWiGWsjAo2T4JQ6fuBU1VUgAvCEhbCaqOz6OnD/DOYBVQ4wsVM1lJTN8HflVKeRL4APDLQoiTwBeA56WUdwDPx78D/DRwR/zfY8DvreC5dxytsdh3Bor8zcURSrbXTJIOFG3+5sIIrh+s+mCW6fkE09CpeyGf+eAhPv/w8TkvLq0hqZ58igePdGDqgr/84SB+I7QzzeAvl+2wOUiaBv/uk/dyck+eUAi8IMTUotGFhq4RSklnJkHS1DE0jYQhyFk6uXikYXcuyRd++k4+++E7lj0zQbH9WbanL6UcAAbin8tCiPPAXuATwEfiuz0JfBf4jfj2P5RSSuAHQog2IURv/DiKBWiNxf7FW5NIorh+zQ3Q4+190fa4PFLlwcMdq1qCt9x8wvSQlIhlfcPwdnXPXBU+8yGI+gRySYPJqou7AmmHzUTa0jnRW+COXVkcP8QNQvJJszm60PYC2tIJdF2wvyPN7rzFoa4sn3/4+IzHUiEcxVysSkxfCHEIeC/wEtDTYsgHicI/EF0QbrYcdiu+bYrRF0I8RrQT4MCBA6uxvG1D44v852/0IUOJZUQVG6GMSyBDScX2V70Eb7Z8guP7/Oc3h3n23BASyXv3t/Hpabou00NSl4erVJyAVEInndAZKrvA0g12JqHRnklQtv1tNTJxuGTz9Ft9OIHkoePdkdxEzMk9ku9fHud0b35KyEZV3SiWyoqNvhAiC/w/wP8opSyJlg+qlFIKIZb0nZZSPgE8AXD//fdvBwdu1enJJ6naPkEoSSV0yrZPKKMKDlMXqx6/nW68Rys237s4SrHukTJ93CDkxliVb77RTy5pcKAz02wSak36jlYc/CBkdz6FpgnKtk9tiVZbBxKGTsn2qdT9beHhN/BC+J+/eY4HD7dTto0piVjLMPjQsU4KKVNV3ShWxIqMvhDCJDL4/7eU8hvxzUONsI0QohcYjm/vA/a3HL4vvk2xRB49fYDf+ovz1J2ApClI6Bo1NyCT0Lh7T36Gx70Szg8UGSnbvHh5jPa0yck9Oc71lynVvSgeH5df1twQQSTnW6p7fOlbF/jCT985pTywM2vh+SGDJZuKEyAIMbVoVOJCxlsDOrImnh9S90PCMFwTbZ+NRAMmay4XB8tYZvTVbPXqVVxesRqspHpHAF8Fzksp//eWPz0FPAp8Kf73my23/4oQ4mvAg0BRxfOXR6Mk8ve+e4WbEzVMQ+Pho5187mN3rHrFTqP65kePdnB+oMz3L4+ja4CAdELH0AUTtaAp/TtZ8wEHKeF3v3uFp//ph5prevqtPn7rL85Ttn00AW4QHdMY4zfXABWA3rYkthdimTqmBNcHx98+Zl8XjRAdDJQcPn+im4tDVeXVK1adlXj6PwZ8GvihEOKN+LZ/QWTs/1QI8RngOvCp+G9/SVSueZmoZPMfr+C5dzwfv3dv0/ivFa0J3EYFTrHucW6gxGTNa1bMBKFsKh1LKUnoAj+UXButcn6g2DRWF4eqfOBwB9+9OILrh0h5O6E7XxDQ1CKjWHN9DE3gBwH1mVL+W4rpiWtdE4RSognIWgYXh6qzJmgVipWykuqdF5m7Uu6js9xfAr+83OdTrD9zNYTlkwYpU2O04kbllvK2AUsYGkJE1UQZS+ePz1ynK5ekb7LO2/1F7ttX4K7deWwv4OJQGc8PCeT8JZteCDcmbOD2vNetTKNOutXo+0FUc580Nd6zv6AE0BRrhtLeUczJ3rYUZXuqS122fXpyFvva01ixgTdicR0NyFg6thfiBSF37Mrwvctjzfr+hK7x8tUJOjMmjh+SMjR8OXs8XwDpRPTxTOi3fYutbvABkqZA1yChx/NsAaEJ2lImHzneTW9bWgmgKdYMJcOgmJO5JBdSpsbJPQXu6MlyebhKyfbon4jm4XpB5OE/eLidd4erOF7AS1fHyCdN9rYleWewQt+kzeHOFP1zeLMaYBkCzw/RiEpRtwOWDn4Q/WcYOj9+vIuP39vLc+dHKKRM1T2rWBeU0VfMoFVyIWVqeNMkF7764jU6swZjlSCeqhWJgo1VXR451UsuaXBjrMrNyTp7CxY5y2Cy5nJ5uIKlC8arLsNlh5Sp43g+XjC1USsE6q1aDNvD5pOxTNKWzgOHOqdU4hzpzioBNMW6oYy+YgrTx+nNVi64ty3F1ZEKF4crWIZG1orq5pPG7QvEQMlhb1uSdMKg7gWMVqJGLF9GwmApUwckupbE8QPKdqSsuR2Hr0QS0oKMZdDblppReqm6ZxXriYrpK6bQWrGjCdH8uVXL55FTPVyMh6lYhoYTC+nct7+NrlySL3/yPg50pHn/wXYcP2S4ZKML0DVwfEk6oZO1dGw/JGsZgCAMowqdpKkhYNlKm40Y+WYiZRr86NEO7j/Uwb/62ZPKwCs2FOXpK6Ywl+TCs+fGp0g37+9MUax5lB2ffNLk1N48HRmrWXXS6OJ934E2vnMuumCEgcTUoez4VF0fU9PQNEFnJsFE1W0OBNG16GISeuG8tfvTEUAhbWJqccOY41Nx1z712yw7nf573HtwojfHew50rNukM4ViPpTRV0xhNsmFl65MkEsaUyZ27cpa7G1L4wUBl4ervHZjkoSucWpPHridBC6kTI50ZRgpO4xVXXqyFgld4+ZEHVdI7t2Xp7/oYOqCpKmzvyPNtbEqthssyeBDZGhdP6Dqh/FQkbUPFDUay4KWKiRNg5ShoWsa+zvS/Ml//6Nrvg6FYrGo8I5iCtPH6Z3tKyGAu/fkp4R7JHBzvMbfXBjh6kiFgck618drXBquNBuyGvK+hbRJyfbpSJu0pxMYukZH2qQnb3F93OYjd+7in//kHeRTJn4oyVv6sjX1a26IF7LmBl8ASSPSOpISTP22py8l6JpGytT4Hz5yZE3XoVAsFeXpK6YwfZyeG4Q8cLi9OQ8XovLNgaKPpQsqTkAoJaGUCCQXhyp85flL/O4v3T8lQfnf/eHLU8NBd3TRkbEYKNrNztN97WmePHODgWIdIw6NLDc4s1Ymf3c+gRdAJqEzUrYj45/QsHSNWlyGlLF0jvXkefT0gTXvmlYolooy+ooZtBrrx5+9SLHuTfl7Q7r52XMlurMJxmsehibQNYHtBXz/3bEp8gsAJ3sLM2brFuvelCakhrTEr339TW6MVbk8XKHi+ARSRvNgF8lade3qGvzCAwc53pPh4lCVcwNF+idtaq5PyjR47/4Cv7SKYncKxVqgjL5iXuabifudc4MU7cjgG3HXrKELQn/mgJWFZuu29gbcGK+RTug4sT6PBktS1BRrUPeZNgWn9rU3dyUfX92HVyjWDWX0FfMyPdzT2jz03v1t/PkbkTp2GEZ6/rqIpjpN146Z7XF6Cwm++NQ5bo7XcP2Qe/bkuGd/O64X8PrNybjMUyABHYkBeHJ+NU6IkqqLZbG7Ai+Aj97VtfgHVig2KcroKxZkruahHzvWyZ+/3kcgQRMiEl6Tku6cNat2TOvjPP1WH1/61gUylgFSEoSS124WSVsGd/REFUAvXBrBEjpJU6fu+SRNnSAEx4uGr8xn/E2NBadqLdbgp0yNfFKn5m63tjHFTkQZfcWyuThU5YFD7ZztLxNKSdLUSBo6gyWH31hgjN+TZ26QsaLpUKMVh3RCp+b6vHBplKtjNXKWQUcmwak9BQbLDldGKggEHRmDIDS4MV4nlLMbYQFomiCtQ82b/T66uK3lP5cp14DObII9bSksQ5uye2kNRzV6F1QsX7EVUCWbimXTN1nn3v3t/NTdPdzRk6M9bdGds9jXnlrQAA6VbHKWDkRyzI4fYHsBrh+SswxKto+UUSPXyd489x9sw/FDBosOZdsnaYgZH97WblwB7G1PU0gZJPSp94HbdfXzGfyEodGRSeD4Ib2FZHP30pCqaKiHNnoXzg8UF/3aKRQbhfL0Fcum0cjVnUs2SzqnV+jMRU8+SanuUUhpdKQTvDtSIZSQMERT1uGevQVySQPXDzg3UKEnZ2HoghvjNTRNoytrMFZ1kfJ2g5Qe/+sGkpGyQxhC0jQopAR1LyQIQ+pzeP+tnbWSqPSyoUGkaVpzCHmrVAXQ/Hd68lqh2Iwoo69YFLOFMxaqyJmPR08f4EvfuhAda+lIKfFDiR7ASMXhvr0FDnZleGewRLHuE8qQshuSNDRyKRPL0EgnDMqOT70lvh/GFwBNRBO99hRS7OtIIwRcHa1wbbTWDO00TL8gaq4ydZ1QSjKWwaneHDVfcqAjPSN8M9dwGTX4RLEVUEZfsSDTlTcb4YzHHjo8Z2XPQjSalp48c4Ob4zWEEOzOJdjXkcbxQ66O1ai7PoMll6rrU3MChBA4XkDWMhgtO5i6SxDKKXH5hqfelo5i8UkzEnd7+foEo+Vodm/S1EBA3Q1bDH8kA9GZSdCeSXDP/nYGijZf/uR9M9Y+XaoCbvcuKBSbHWX0FQsyXzjj8w8fX3ZIo9GM9fizF7k2WuHCUAXHD5vKnT/sL/NjRzt55cYEmhBYpoYfRDuCnGUwVHEQ0zx2Cc15vZahMVy2may56A01N8DxQ0xdw9QFXjymUNcj4TdNExzblZnXiK9kh6NQbDTK6CsWZK3DGX2TdQ50ZvCCkDduFSnWIsVNL4C3+4sMF21CImPesN1abOF1TaBJiRvONP6OH1KJE8KIaPxi1QnxQ4kfhORTJk4QIkNJPmmSSuic3JPD1PV5jfh8vQsKxWZHGX3Fgqx1OGNvW4proxWujNbIJHQczyAIJbbrcW2shuR2Q5aMyywRgkBKRBh76uJ2U1YA+EHIZC0KDSV0nY6MwWQ1JAwlpiaQcVw/bxm8d38bbigp2T6jFZeTvQsbcTX4RLFVUSWbigWZrrzZ+PmRBWrxl/L4F+KhLFUnQBB58I1u3Mbg9Qa6BqYu0AXNwepC3P4wR4lZDV0T5CyTfNKgWA8wDZ18ykDXBWlT50ePdnBXb55dhRQnevOc7M2TtUxVc6/Y1iijr1iQVpnkgaJNIWXOGPm30sff154inzSougGmIaJwkgBTEyT020ZfF5G3v7ctScKIPr6JWN4YAQkd8imDrpzF0V1Zfvyubqpu40ICpqFhGhofPt7NaNXjYGdm3ilhCsV2Q4V3FItircMZd++JVDiJK3SSpo6hac0SStf30HWAaAfQmU1ScwO8soNl6uSSGnUvwNA0urOJaFDLWJ20qZNPGjh+iBuE6EJwoD3Nwa4Mb/YVefBwx5R1qNJLxXZHefqKTUEjhLQ7Z+F4IcW6Ry4ZtdLWvZCurIkfgOeH9OQSFOseuqbxX58+QG8+hR9Es3d35Sx0XePU3jzHe7JcGKqQT5l0ZxPsbUvRnklw3/4CZdunJx8Nfm9FlV4qtjvK01dsClorYmpeQMn22d+RwtQE7wyWGau6JAxBQjeoe5LOnMnnfuIoH793L+cHivzqn75FKEMKqQTHdmXoyibpyEhqXsCunMWLl8doT5u890ChWZ3z6OkDPHd+BFCll4qdgzL6ik3DbCGk1sawVsPcmlM40Vvg4ZM9s1YY3b2nwOcfPj6lo3hXzmxW5xzpzqrSS8WOQhl9xaZmsTo3jYapqyNlLg1XKds+CUPjsYcOAXPnJFTppWKnoWL6ik1N32SdXHKqbzJbsvVEb4G7dmd4/WaRiuOTtaLyzD/+wU2efqtvPZesUGxqlNFXbGr2tqUWnWx9/p1R9rRFNfcHOjPsyiXJWAZPnrmxXstVKDY9yugrNjVLaQxr1ehvkLN0hkr2ei1Xodj0rLvRF0I8IoS4IIS4LIT4wno/v2JrsZTGsJ58ktGqy62JGu+OVLg1UWO06tKTT87yyArFzmRdE7lCCB34HeBh4BbwshDiKSnlufVch2Jrsdhk60fv6uK3n79MQtdJmYKqEzBRc/lFVYKpUDRZb0//R4DLUsorUkoX+BrwiXVeg2KbUnMlDxxsJ23p1DxJ2tJ54GC7GmiuULSw3iWbe4GbLb/fAh5svYMQ4jHgMYADBw6s38oUW57GzN73HLgtrRBKqWQVFIoWNl0iV0r5hJTyfinl/d3d3Ru9HMUWYimVPgrFTmW9jX4fsL/l933xbQrFillrCWiFYjuw3kb/ZeAOIcRhIUQC+EXgqXVeg2KbstYS0ArFdmBdY/pSSl8I8SvAtwEd+AMp5dvruQbF9kbJKigU87Pu2jtSyr8E/nK9n1ehUCgUmzCRq1AoFIq1Qxl9hUKh2EEoo69QKBQ7CGX0FQqFYgchpNy8LepCiBHg+jo+ZRcwuo7PtxHshHOEnXGe6hy3B2txjgellLN2t25qo7/eCCFekVLev9HrWEt2wjnCzjhPdY7bg/U+RxXeUSgUih2EMvoKhUKxg1BGfypPbPQC1oGdcI6wM85TneP2YF3PUcX0FQqFYgehPH2FQqHYQSijr1AoFDsIZfQBIcQnhRBvCyFCIcT90/72m/EQ9wtCiJ/aqDWuJkKI/5cQok8I8Ub8389s9JpWCyHEI/F7dVkI8YWNXs9aIIS4JoT4YfzevbLR61kthBB/IIQYFkKcbbmtQwjxrBDiUvxv+0aucaXMcY7r+n1URj/iLPBzwAutNwohThJp/t8NPAL8bjzcfTvwuJTyPfF/20L1NH5vfgf4aeAk8F/G7+F25Mfj92471bD/B6LvWStfAJ6XUt4BPB//vpX5D8w8R1jH76My+oCU8ryU8sIsf/oE8DUppSOlvApcJhrurtic/AhwWUp5RUrpAl8jeg8VWwAp5QvA+LSbPwE8Gf/8JPD313NNq80c57iuKKM/P7MNct+7QWtZbX5FCPFWvN3c0lvmFrbz+9WKBL4jhHhVCPHYRi9mjemRUg7EPw8C23X25bp9H3eM0RdCPCeEODvLf9vSE1zgfH8POAq8BxgA/reNXKtiyXxQSvk+ojDWLwshHtroBa0HMqov34415uv6fVz3yVkbhZTyY8s4bMsOcl/s+Qoh/k/gL9Z4OevFln2/loKUsi/+d1gI8Z+IwlovzH/UlmVICNErpRwQQvQCwxu9oNVGSjnU+Hk9vo87xtNfJk8BvyiEsIQQh4E7gL/b4DWtmPjL0+AfECWytwMvA3cIIQ4LIRJESfinNnhNq4oQIiOEyDV+Bn6S7fP+zcZTwKPxz48C39zAtawJ6/193DGe/nwIIf4B8BWgG3haCPGGlPKnpJRvCyH+FDgH+MAvSymDjVzrKvFvhRDvIdoqXwM+u6GrWSWklL4Q4leAbwM68AdSyrc3eFmrTQ/wn4QQEH1//39Symc2dkmrgxDiPwIfAbqEELeALwJfAv5UCPEZIpn1T23cClfOHOf4kfX8PioZBoVCodhBqPCOQqFQ7CCU0VcoFIodhDL6CoVCsYNQRl+hUCh2EMroKxQKxQ5CGX2FQqHYQSijr1AoFDuI/z8jsIG9uq7N4AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(x, y,\n", + " alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "id": "549f8e74-dfd7-4a94-a107-f2f03155072c", + "metadata": {}, + "source": [ + "The size can be set for each dot\n", + "\n", + "use an array like (size of the x/y)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "6b62354f-276c-403b-8780-92badbfb87c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.collections.PathCollection at 0x7f8a535dbca0>" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 576x432 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(8,6))\n", + "plt.scatter(x, y,\n", + " s=data_for_plt['PSA'],\n", + " alpha=0.5)" + ] + }, + { + "cell_type": "markdown", + "id": "0c11267a-82a4-41f9-b652-67fa705f2fd8", + "metadata": {}, + "source": [ + "And now we want to colored each dot in function of the *HBA* value " + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "114fc0a3-a7db-4022-8b66-ea3f14d85580", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Hydrogen Bond Acceptor')" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x504 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,7))\n", + "plt.scatter(data_for_plt['MW'],\n", + " data_for_plt['AlogP'],\n", + " s=data_for_plt['PSA'],\n", + " c=data_for_plt['HBA'],\n", + " edgecolors=\"k\",\n", + " alpha=0.5,\n", + " cmap=\"bwr\")\n", + "cb = plt.colorbar()\n", + "plt.xlabel('Molecular Weight')\n", + "plt.ylabel('Hydrophobicity')\n", + "cb.ax.set_ylabel(\"Hydrogen Bond Acceptor\", rotation=-90, va=\"bottom\")" + ] + }, + { + "cell_type": "markdown", + "id": "e8b5c24d-9993-447c-9b1e-cd8473acc131", + "metadata": {}, + "source": [ + "# Color map\n", + "\n", + "> https://matplotlib.org/stable/tutorials/colors/colormaps.html\n", + "\n", + "> https://matplotlib.org/stable/gallery/color/named_colors.html" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "8329e2ea-645a-419d-a158-0687ad21fcbf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Hydrogen Bond Acceptor')" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 864x504 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize=(12,7))\n", + "plt.scatter(data_for_plt['MW'],\n", + " data_for_plt['AlogP'],\n", + " s=data_for_plt['PSA'], # marker size accept an array\n", + " c=data_for_plt['HBA'], # marker color accept an array \n", + " edgecolors=\"k\", \n", + " alpha=0.5,\n", + " cmap=\"hot\")\n", + "cb = plt.colorbar()\n", + "plt.xlabel('Molecular Weight')\n", + "plt.ylabel('Hydrophobicity')\n", + "cb.ax.set_ylabel(\"Hydrogen Bond Acceptor\", rotation=-90, va=\"bottom\")" + ] + }, + { + "cell_type": "markdown", + "id": "cda0efa7-45c7-4b2e-85b0-aed8c44e60d9", + "metadata": {}, + "source": [ + "# 3D Plots" + ] + }, + { + "cell_type": "markdown", + "id": "dc458d14-e159-4170-8640-eb897c43288d", + "metadata": {}, + "source": [ + "## 3D scatter plot" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "bce60bb6-22d4-43dd-b276-955a55caee5c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7f8a538090a0>" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure()\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "for specie, data in iris.groupby('Species'):\n", + " ax.scatter(data['SepalLengthCm'], \n", + " data['SepalWidthCm'], \n", + " data['PetalLengthCm'], \n", + " s = data['PetalWidthCm'] * 10,\n", + " label=specie)\n", + "\n", + "ax.set_xlabel('Sepal Lenght')\n", + "ax.set_ylabel('Sepal Width')\n", + "ax.set_zlabel('Petal Length')\n", + "plt.title('Iris 3d scatter plot')\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "37ea32ed-6651-4e26-bcae-31b134693a25", + "metadata": {}, + "source": [ + "# Heatmap\n", + "\n", + "It is often desirable to show data which depends on two independent \n", + "variables as a color coded image plot. \n", + "This is often referred to as a heatmap. \n", + "If the data is categorical, this would be called a categorical heatmap.\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.imshow.html#matplotlib.pyplot.imshow\n", + "\n", + "> https://matplotlib.org/stable/gallery/images_contours_and_fields/image_annotated_heatmap.html" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "11fbb4fa-49d7-4978-ba12-8936dc3ae614", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Harvest of local farmers (in tons/year)')" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 432x288 with 2 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# create a dataset\n", + "\n", + "vegetables = [\"cucumber\", \"tomato\", \"lettuce\", \"asparagus\",\n", + " \"potato\", \"wheat\", \"barley\"]\n", + "farmers = [\"Farmer Joe\", \"Upland Bros.\", \"Smith Gardening\",\n", + " \"Agrifun\", \"Organiculture\", \"BioGoods Ltd.\", \n", + " \"Cornylee Corp.\"]\n", + "\n", + "# harvest is the production intons/year for each vegetable (row)\n", + "# by each farmer (columns)\n", + "harvest = np.array([[0.8, 2.4, 2.5, 3.9, 0.0, 4.0, 0.0],\n", + " [2.4, 0.0, 4.0, 1.0, 2.7, 0.0, 0.0],\n", + " [1.1, 2.4, 0.8, 4.3, 1.9, 4.4, 0.0],\n", + " [0.6, 0.0, 0.3, 0.0, 3.1, 0.0, 0.0],\n", + " [0.7, 1.7, 0.6, 2.6, 2.2, 6.2, 0.0],\n", + " [1.3, 1.2, 0.0, 0.0, 0.0, 3.2, 5.1],\n", + " [0.1, 2.0, 0.0, 1.4, 0.0, 1.9, 6.3]])\n", + "\n", + "# create the heatmap\n", + "plt.imshow(harvest)\n", + "\n", + "# We want to show all ticks...\n", + "# ... and label them with the respective list entries\n", + "xticks = plt.xticks(np.arange(len(farmers)), farmers, \n", + " rotation=45, ha=\"right\", rotation_mode=\"anchor\")\n", + "yticks = plt.yticks(np.arange(len(vegetables)), vegetables)\n", + "\n", + "# Loop over data vegetables and farmers and annotate the heatmap.\n", + "for i in range(len(vegetables)):\n", + " for j in range(len(farmers)):\n", + " text = plt.text(j, i, # the coordinate of the cell\n", + " harvest[i, j], # the intensiy of the cell\n", + " ha=\"center\", # horizontal alignment\n", + " va=\"center\", # vertical alignment\n", + " color=\"w\" if harvest[i, j] < 5 else \"k\")\n", + "\n", + "# add a color bar \n", + "cbar = plt.colorbar()\n", + "\n", + "# add a ylabel to the colorbar\n", + "# va = vertical alignment \n", + "cbar.ax.set_ylabel(\"Harvest (tons/year)\", rotation=-90, va=\"bottom\")\n", + " \n", + "plt.title(\"Harvest of local farmers (in tons/year)\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "e3574873-a57b-4b24-8828-d10442eb80e0", + "metadata": {}, + "source": [ + "# Subplots" + ] + }, + { + "cell_type": "markdown", + "id": "12249845-cb33-4af6-9b05-4665c2a7452d", + "metadata": {}, + "source": [ + "We can pack several plots in a figure.\n", + "There is several way to do that, here we describe the *pyplot.subplots* function\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.subplots.html" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "2f8b607d-d4e2-4e59-b71a-6c36feb759dc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 648x504 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# in this case we use the oop coding style\n", + "\n", + "fig, axs = plt.subplots(2,2, figsize=(9,7)) # 2 rows, 2 columns\n", + "\n", + "_ = axs[0,0].hist(iris.iloc[:, 0], color='blue', edgecolor='k')\n", + "axs[0,0].set(xlabel='sepal length', ylabel='Frequency')\n", + "\n", + "_ = axs[0,1].hist(iris.iloc[:, 1], color='orange')\n", + "axs[0,1].set(xlabel='sepal width', ylabel='Frequency')\n", + "\n", + "_ = axs[1,0].hist(iris.iloc[:, 2], color='green', edgecolor='k')\n", + "axs[1,0].set(xlabel='petal length', ylabel='Frequency')\n", + "\n", + "_ = axs[1,1].hist(iris.iloc[:, 3], color='red')\n", + "# an other way to set the label\n", + "axs[1,1].set_xlabel('petal length')\n", + "axs[1,1].set_ylabel('Frequency')\n", + "fig.suptitle('Iris Histograms')\n", + "\n", + "plt.tight_layout()\n" + ] + }, + { + "cell_type": "markdown", + "id": "903c98ca-f294-4b8a-8c43-c39d5900c628", + "metadata": {}, + "source": [ + "# Save figure\n", + "\n", + "> https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.savefig.html" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "84ec4abe-85e8-4ba0-a045-5fc2bf185a70", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 648x504 with 4 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "########## Create a figure ##########\n", + "\n", + "fig, axs = plt.subplots(2,2, figsize=(9,7)) # 2 rows, 2 columns\n", + "\n", + "_ = axs[0,0].hist(iris.iloc[:, 0], color='blue', edgecolor='k')\n", + "axs[0,0].set(xlabel='sepal length', ylabel='Frequency')\n", + "\n", + "_ = axs[0,1].hist(iris.iloc[:, 1], color='orange')\n", + "axs[0,1].set(xlabel='sepal width', ylabel='Frequency')\n", + "\n", + "_ = axs[1,0].hist(iris.iloc[:, 2], color='green', edgecolor='k')\n", + "axs[1,0].set(xlabel='petal length', ylabel='Frequency')\n", + "\n", + "_ = axs[1,1].hist(iris.iloc[:, 3], color='red')\n", + "axs[1,1].set(xlabel='petal length', ylabel='Frequency')\n", + "\n", + "fig.suptitle('Iris Histograms')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "####### Save the figure in png format #########\n", + "\n", + "plt.savefig('images/iris_histograms.png')" + ] + }, + { + "cell_type": "markdown", + "id": "547a8527-d169-4c0d-98ed-88001322550d", + "metadata": {}, + "source": [ + "\n", + "# Conclusion\n", + "\n", + "We have seen\n", + "\n", + "* figure, axes, subplots notions \n", + "* plot\n", + "* hist\n", + "* hist2d\n", + "* bar plot\n", + "* boxplot\n", + "* scatter plot\n", + "* heatmap\n", + "* colormap\n", + "* xticks, xlabels, yticks, ylabels\n", + "* plot parameters: alpha, fontsize, marker, markersize, ...\n", + " \n", + "But ther are so many others plots and functions in matplotlib\n", + "\n", + "* meshgrid\n", + "* 3D plots\n", + "* pie chart\n", + "* violin plot\n", + "* ...\n", + "\n", + "check the matplotlib galerie: https://matplotlib.org/stable/gallery/index.html#pyplot\n", + "\n", + "and the cheat sheet: https://github.com/matplotlib/cheatsheets" + ] + }, + { + "cell_type": "markdown", + "id": "a149f323-a3b8-4747-9be3-32f911f66d25", + "metadata": {}, + "source": [ + "> the examples of this course are largely inspired from: https://towardsdatascience.com/matplotlib-tutorial-with-code-for-pythons-powerful-data-visualization-tool-8ec458423c5e" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4c8a2eb-4b98-408a-afb0-416257ad0d36", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} -- GitLab