diff --git a/new_segmentation.ipynb b/new_segmentation.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..f2cc568717098f355d8f8bf490293d82dfe27027
--- /dev/null
+++ b/new_segmentation.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from scipy import ndimage as ndi\n",
+    "\n",
+    "from skimage import data\n",
+    "from skimage.metrics import (adapted_rand_error,\n",
+    "                              variation_of_information)\n",
+    "from skimage.filters import sobel\n",
+    "from skimage.measure import label, regionprops\n",
+    "from skimage.util import img_as_float\n",
+    "from skimage.feature import canny\n",
+    "from skimage.morphology import remove_small_objects\n",
+    "from skimage.segmentation import (morphological_geodesic_active_contour,\n",
+    "                                  inverse_gaussian_gradient,\n",
+    "                                  watershed,\n",
+    "                                  mark_boundaries)\n",
+    "from skimage.color import label2rgb\n",
+    "from tifffile import imread\n",
+    "from droplet_growth import multiwell\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = imread('/home/aaristov/Multicell/SGR/20200811-CIPRO-7ngml-rep2_1.2_cellsperdrop/bf-fragment3.tif')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image = imread('/home/aaristov/Multicell/SGR/20200811-CIPRO-7ngml-rep2_1.2_cellsperdrop/timelapse-CIPRO-rep2-mk3-continue_after_1.5h_recenter2/t01z01c1.tif')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f43d4156cd0>"
+      ]
+     },
+     "execution_count": 78,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Hjx+j0WhgamrKcZ5aRxzHaDQaCMMQi4uLrg5CEIzVFJZp0Hb4Nz21fOuwt7fnpAXFWRIniv+9Xg+1Wg39ft/VXa1Wsbu7i8FggMFggJOTE8c5sq5er4e33nrLqYgAZIiZtlmpVLC2tpZb0+FwiEuXLqFer7s+WBxNksRJFbVazbWhc8BDilKDxfc4jjEcDjEcDnNlWI5qLh2Db+/oc4sfRQSbB7+PYHPNffSGODkcDtHtdt0Bpe/v7u5mbCK+fUmc//zzzzN7h/tuZ2fHMSilUgndbjfTxuHhIWZmZjAzM4Nf/vKXub0ziXYUwUsRnGUJGzBZt8y/fQM/jTOeNFmnlR8MBi7YRRGvqF5VDXBDKDdgdcu6mfU9fmskH8uoQYlclYrY1NcGQYBut4u5ubkM0lQqFXz44Ye4fv06SqUSpqamcHh4mBljkiRotVro9/vY2NjAwsJC7lBYWlpCGIao1WqIosjpX/k+kd4SOO07EV513KyDkaX8nWoGxQVuqsFggKOjI9Tr9cyBEEURDg4OMDc357xR7EZPkgRHR0cAxjpeHSfbYobVwWDgJYb1et2tH4l3EASo1+vY2trCwsICNjc3sby8nFljAutnHTww7XhVavCBT3Wp7xY9s/YOLaeStI/4KCHmuvJ34j/r4f9WNcX1TtOx2+LU1FTu8KYNgvOt+ESPIB78JycnWFxczNgCgDHu9/v9HKHls729PSwsLKBaraJer2Nvby83Xh7wrVYr8z5xbnV1FcPhENVqFXEcO199PXQV108j6CwzCb73nD7gH2jRwE4rp0TTp24hkCCryGWR2/oWUwWihInubHbjUfdLTkD9b7V//X4f/X4fN2/ezNgN2AaJOg1EClEU4enTp078vnXrVq4fSZJgcXERlUoFS0tLrm3tZ7VazdgtiuYtTVNMT097OU56LZBg2TUJw9Bxt2oE0/ppjCN3pGtIY1yv10O328Xi4mKOWCZJ4nIiLSwsZA4YYHxov/POO2g0GqjVak6Fon1JkgSVSsXNl09/XK/XHfEr8q4gl66beX9/H7OzsxiNRpkDowjYn6JwfO23MiEWn/V5kc3Ex8RYaToMQ7TbbWdotLEGwHNGpNfrYWtry6vG297edtIPXTTtvuD+pF3F9pNG7JmZmUwbZDDIZJDR0LVhHazXpkVgP/i7HlZ27rnGPsNuEAR4+PChU1naPZMkY6+ig4MDHB8f49KlSxkvJB9tOwvT+lIQfavv5WIV+XkTcbWMInwYhhmRVPVtfP/g4ACDwSATfafEfWtrC71eD4PBwHGF5GBIIOnORr0t8BwZSqUSdnZ2UK/Xsbi4iPn5+dymDIIAU1NTjpNI09RxsMAYKYjUlUolZ3hM09SpQgDk9LbA81S+AHIpfVkHCTE3q84nx01/7JOTk8z7nFdVVxwdHXl1lxzHz3/+c0fsOG9JkmB2dhbNZjOj+9W1q9frqFQqzgCpBxT/58HlC77hHJAgW6lK1V/avg8skVUiws3ND3GOLnjD4RCvvvpq7vD1RZT69oWvz3QX5Dr6ggjpIdPv9/HgwQOUSiVnwGUZSmmWaSIR3N7edq6V9Fu342g2m85V0zeHlUrFjWXSeMIwdBy0zjmAQmMq14B7NUkS7O3t5eYzSRK3vykJ27nis8PDQxwdHXkZom63i9Fo5KQK28bS0hIqlYpjenzzSo+gK1eu5DyPFHz47IOXgugTlCB3Oh3s7u7mCH+5XMZXX33lOL6pqSnv5NRqNZTLZdy4cSNXRxAEuHDhAur1OlZWVnLElIEYzWYTzWYTT548yRjrgPGCk/ioi5cSGyVolnNlHXzO91U1EIYhHj16hOFw6Ix5lshNTU2h0+mg2+1ibW3NSwh3dnac0c5yCsPhENevX0e1WnVcURF3S8T0EWxGM1YqFcdZ6XiVW7Ici25kfnxIr8RU1TF2vFq/L57AzqMyEL6NReKkbpxaTqVCn7dWFEXo9/vOUF2v1zPSYalUwqNHjxwRajabOWJG1VWv13OEV59HUeRwfmZmxkmWlhGqVquoVCpOPUIbiLZDScfnFlyr1ZyUayNGLW77AsuAsVRIpswXy8D5ojRk8QQADg4OMBqNcHR0lFP9kAgTR1599VWv/Yvj96VUiOMYr732WsZF09ZBGw29sHyHgi/1uNZBNdAkiU7hLIT/pdDpA88HUS6Xsba25gidRRhuOnITMzMzjvvUSS2VSojjGDMzM7k29G8lCCrSUvcdx7E75RWiKMLR0ZG7pGV2djbznGImCbLvYAqCwIWN8+CwOtClpSWHOFT1KPEkN5QkCa5du5YjmEmSOB9rTb7lm3urW7Wcq0+0LCLk5LQ4n3Z9fETd1qlEx+re+VwNfnbzB0GAwWDgdLbECbtxKJofHBxgdXU1Uw/Xmeo1n01nNBq5eo+OjrC4uJhro9VqOcOuqkuSJHEHBiNNLXMRBGMum8wJDyklEsRV9q9SqWQkP/6ma0Uc1QOUrqhBEORSh7M9lQQsPiVJgm63C2CMr9omYXFx0XH4x8fH7jn7EsexY37eeOONHN4lSeKkCJ0jbYcHGA88xUWLk1qHJdqTOG/2xYLOjWVutD8+dRCQtfWRgbJS6SQ1z0tB9C2RqtVqzgeYG0PLHhwcIE3TTIAFEZhAsYvubLrQAHDv3j3Mzs7i5OTEEWxFbhr7giDAD3/4w1wwB7kU6xtMIBEmwfb5H3OsaZo6lYYawbgRJhnrOA/K2VpE8xFduwnsHNtcL/Zd5WCskZHv+MrwOQOUaMhi2lkllurCFoYhKpVKjvOjB0av18u5BFJSeuWVV1AulzE/P4/d3d0cx0ZOTsV8Hcf09LRbqyAIcmtJohwEYzfKpaWlDPFW6UANmHqwqtGV6kLr866qP8sVBsHY22RxcdG5mtr1j6LI1UGPH8tQURrw+avHcYy1tTU3Dh/ep2nqOOdqtep0/8QxSo0WL2x/iwzA9j0LyiRovfqM/bSgUoePKPNwZt22D7rWPMzt3g3DMKO3t84Z9PhpNpsOl3zjn8TpvxTqHbvRvvrqKxwfH2NjYyOnWx0Oh/jBD37gDKQ7Ozs5HS4A50ny05/+NEOMiBAXLlxAs9nE9PS007URWL5cLjuxXvunG8l63FjEotFLRVnLGVlO2sfpaftWZWHnkMjp8wvm3Gg+EqsbVe8Zn7QVRRF2dnacG6emz2U7URRhOBxiMBjgk08+8Rr9KIFQx6ttlEol7O3tOSP1w4cPc+oC6o+r1Sqmp6dzc0EpSDdi0eZhXZYTJJHnfPhUFuVy2enK9dBVhuT4+Bj9fh/Hx8e5w3E4HGJubs6J+L6Dm2qfqakprKyseI3Yly5dcj7z5MYVh6iSrFarTpJVUJWM9bnnc+KqVQPqnKg9Q3Hel7ZCcc+nguPeVpy2wHetnU/7bvechTAMXZbNfr+fy5DJvhLnHz16lFMbqzo2jmOnCiOUy2Xn1FGr1fDRRx/lVMthGOLy5cuYmZnBpUuXcnTtLPC95/SViAbBOEJvdXUVaZrmIvxYTkPCrdFJN6zlVBTJ1VinZdiWfusz+9zWq+PxqTMUCXyuatZTwR565LiAsein4d7KQfN5q9XK6NiZcfDKlSsIgsBxXZZDrtfr6PV66Pf7jhgqkHjU63U0m03s7OxkntMryHI69mAOwxDlcjnHAQHIcIR0I1XwcVx2vg8ODjA7O+sMuHzG9UnT1BF1y3ERSMz7/X7O7Y/9pbqhiPulx4/ad5RZYaoFqhR8NhDV+/okEpbRg9ynfvHtFR8HbFVpPu54Ek7ru1q/xWlyxBy7qux4WBwfHztpsNFo5FRwJycn7lA5Pj7GysqKk9T1YKGdQF2bgTFB/vjjj/Huu++iXC4710pd7zAcB+71ej1HgyxduHDhgnPyKJfLTrXLuaOnHPtg54veY3TztAFzk9Q6rp+nlviegE6ecscWCfntE78m1a0csq9NIpca62wdRYYpPlcXQVuGiE9O4fHjx7m+hGHogpxUb8mLF0g0KH188sknXi5gfn7ecXPKsShHRB2xL3e4ShG8k9jOF+0LaZpPcEUggfMRSmBsjOv3++h2u871lRuU9hjOl9W1c+3JOauKizAajfDGG284A/PJyUlmbbgZa7UaGo0GLly44D1YZmdn3Wb1cYkq0fl0wzoPVhVmJUYldvYAs+9YnOb/9vCalBjOGqDtcx2jHRfbo3qNXltKoMIwdK64JGQ+TxaqTZiJ08Ls7CwqlQrm5+czOfsBOC+kZrPppELdjxxnvV5HqVRyWTTtePk7GQFVcdrDzUq3LLe1tYUkSTKpOfgsTcd2FTJTvhxCYRji5s2bODo6wp07dzL1W4m8CF4aou8DS6wnhfir+5cPer2ec8Oy5VgnVUaPHj3ytkPk7vV6uY0URRH29vbcpp6dnfWezjMzM45D9sHU1BQqlQpqtZrjDpUo6yZnHVaEtVy7lT6YC4ZqBwvM3MioUq2bcHJy4tQVqrIgKFeqxjith/YQZoy0gU5RFDnvCquD1k3EHDU+uwrnXzlMX199kp99rowG+6GMiY8YF4nnqrJQ0M1PYmzr4N/0KBmNRt56SHyGw2HOE44EhPhs6+Bhvr297dal2+3m9mAYhg5n1fNM+8lDlx5iwDiqWfc31TJMjaFg5932IU3TTDpkMhE2yRxxTPMAKQGlS2u73c5JVcSfg4MD9Ho9r3s0MA7WStPU7Q0F2kmYkO1nP/tZThJOkgSvvPIKpqamsLq6mrEl2jEXwUtJ9C0xpf640+l4EYtiVLfbxaNHj3L1UXxkiL8SZF106kO3tra8/aL+mBclWKCawoq1vo1ATsEuHg8O5YS4+Sm6c6Nq2LoCU8TSu0hhOBy6ixzSNMXq6qrXVYzubLOzszn1VZIkuHLliiPIdAW1yEuiRnHccqusi781Go0c4SF37NMfKzGnakA5IT10fSo4BfvcctD2XdUh+zhkEhgao22Zfr/vCLISf+0HbSKbm5s5VSETuwFjojo3N5cZF/vOum36DB9B1jz1rIv5hSz3bdthn3Rt+Xu3283o+EulUibvPQ8uMlU+oLRAV03tx2g0QrPZdPlr3n77ba+Kliog3+E+HA7x1ltvOZy2hnQCaURR4N7s7Kyb80lBddZQrkC3ZabOeFF4KYm+LlilUsH9+/cxPT2N+fl555ZGoOcHP3R903r4Djerz42MnLv1AiJQVz6JU6D/db/fz3D9ClRpWPdLfi8sLCAMx5er7+7u5ggWDUTNZhPvvvtujuBTv8wLKaxqhRw0Pz4dKzdo0aFCgqsJrnyg3LEegFatZTk5K1bbZ5ZD5nOfKst36PJ9HqyWSFEVMRwOM6oE1kli3uv1cPv2bS++UOfLg8weKu12O1OfjgN4boQul8sZF1CWS5LE+fPTLuI7yPibVYmwLUoLXCP7PlVXvPjDjoO+8uSQtQ0Cddd0b6ZUoTpz6rLX19dz+EjmhASX6k7tJ9vhAeiT5kjMSfh981WE8/rch/OWwfAxGSoxaJ161aOtUw/VSSodhZeC6J+mm1ff5qdPn2bEdHLARCjfQtKq3uv1XGSptQ/Ecew4BeZE0cWjeMuFs7lfaGBiQBf7pe0Q8Wq1Gubn53OLnySJ8zYJgiATEKJcLe0dPoOhLWMR0PaHYA8fPrfG8CLkZp8tV6tt+9qznCcJjM6v9m1vbw+dTgdbW1sZ/TUPsxs3bjiiQIlOD41qteoyde7u7uaIIADnZhhFkYuIVmAQFNMqF4FKaYpHwPNUx0mSeLNkWq8uezgCwNbWFgaDgVPF6XPOByN0iwzM7D8laTsPjIep1Wq4ePGi914JXgrCeBFdV7o/0xOO3Kvijao49IDUNojvXFudDyXGk1JbqJpO18jivMVrfuy4AWSC+myfuG7KRHGPaP0MRuWNXsoo2Xk4C5xK9IMg+BdBEDwNguAz+W0+CIL/GATB18++5+TZPwyC4HYQBF8GQfA35ff3giD49NmzfxKc8VhSQmU/aTp2kVpfX8fx8TH29/cxNTWVEflHo5HLjc7r0pSoA2PkvXr1qhNlyYWrWoCcBvXHql/mgmluc/bB9t3mVbGISWJcdCmLElr7vi3jI9zaH8tBEzkVuX0iqj4nMAWv2kS0DaqkVMVmkXVzc9Nxeo1Gw+qbCmsAACAASURBVAXVcRN3u11HTH/1q1/lNhEAXL582REgPVh1EzKqlInTdP6B58FNapzVeSMBpYqK71P1wPXlJScWZ9N0nGeH3K/l5CmtDQYDlyvIt9bEU0qY2s/RaITXX3/dBY3t7e1lDnmWpW1oZWUlt7/UrZDqCB9Osz2L84rTapOxeKF4b59Zou4jyr7yVpLzrYMyIpbWaHkrDWsfKNFtb29n1JGs/86dOy4AU5Op8bkS/o8//jhTP9eLjgS8Qcw33iRJXMoM9rsIzsLp/y8Aftf89g8A/Gmapq8D+NNn/yMIgncA/B6AHzx7558GQUA5+58B+EMArz/72DoLwSKKRRiGlTM4xiIGEUo3l9apSK7imRILRWz73B5MFnltm/q+inZajt9WfzzpVPfNURAELrxf/cTtYUNO7vHjx15iyjJ6F6punm+++QbAWE2gdhXWQUJLou1D3JmZGfd+vV53xleuGw3TzKjpm3/laO1YkyRxnONgMMDGxkZuk9BITT2z1mdxisF9OkYV7aMowpUrV3KbM0kS59JKacDiIsfLfEI+BoEEme6Flqhz3cho+HBV0x77cF6540lMBveH4p2uv47RqsJ0j/Bva6C2fWNksO9OA35IkFXq0/7t7u5mLkvX51EU4auvvnJxEQcHB07to+Om15Bm0dQP8Xh6etqlhNH3gyBwtj56oCmeJUnigv986Zt1Tmwq7yI4leinafr/ANgzP/8tAP/y2d//EsDflt//JE3Tfpqm9wDcBvCzIAguAJhO0/TP03GP/pW880JQROysLs3qafmuvm/VDPa5Fd1s+9S1Fbm8+Yy2JEbA8wjIwWCA4+PjXB1hGOLBgwcuKIQ6Wu0/+zYcDvHVV19l+mI3GIN39ADhc+o7nzx54h0HPSusMZWgwU+Hh4e5ueU8JkmSyfuibWxubjqCzPnlPJFg08Cpm1TX5ZtvvkG73cbOzk6GQ+Mcvfrqq45gLy0tZdRTaTr2qpiensbs7GzGmMj+JknimIxqteo8ObSczitVj/zdR1RZ3hJLunlqvVqPMhecQx8ToTjne86+sI5JOE11lDXeWlUVDxTFdX7v7u46uxUPLjvPNFRubGzkcCmKImekrlarLoZB3+dhSJzW5zyk1tbWUK1WMT8/n5tj5iriPPB+BgUl4NZTjn/zPV/8hEo5lIKt+jMMQ3z22WfodrtuzNpPpXcLCwtn0ut/2+CslTRNnzxr9EkQBMvPfl8H8BdS7tGz34bP/ra/nxms7tVyvhbU28En6ijRUIu9bljqMzudTiaEn1zd7u4uGo0GgmCcDVM9C5gAiwayu3fv4s0333T1k4jNzMw4n1+6Jqr+8uTkBFeuXHHqBrrPaTv07fXlEVIOl1yFPrdz5YM0TR1nBSCjxmI9zB/PNiwRVPdO38GbJAmWl5czRmolRNw0dLP7jd/4DccpsZ4kSbCysuJwhTpSJab0prF4oeWses3HQNgAKd/8FTEYPlBirByxPtfD1gYlqhpD58wSEOI0kxHqszAch/jzcvFWq5WxSWiaBgC4ffs2fvCDH2TcBnlgUKVqjdRhGLo89CTuxHstU61W0e/3Xc4pnYc0HQdgsi0bI0HGgmtILlyZLqoLiQdRFGXGEccxpqam3DoXuSYfHBw4iVD3H9em2Wy65HA+zyDSmVKphEuXLmX6yX4w46qun+I927L1FsF/akOur6V0wu/+SoLgD4Mg+DAIgg+ZnEmeAYDLKKgHABE/isaZOLvdrss4qFAul/Hpp5+6RWYOH22DLomVSgWbm5sZjpll5+fnUavVMDMz44yzuhgkgCSIWr+G07Oc5a6shFFk0NNUwBYZwjDE7u6uS3tsPYsIzOC4vr6e6T8RkIhJJFWCH8cxVlZW0Gq1nLsqCaLWQRXczMxMTiJLkiSzkS3BYhlVwdlnnFdrrOPvnEdlFLSPvvXj7+rNpAeGlrHXIiou2W/tm84jJT+fC+TJyYm7nUw9mIDxYfbpp586NQpdKe3BwfWhSsO2MTs76zxc9MJ14hJv0WK2VEts2C8aMK3HSRiGmbsjbCpu/q5ctO5vfm9tbTkXTstFk3Gg44XFRZbd29tz3kU282scx1hYWHDefnrZjQIjzukRpPXHcYz19XUnFeqFRixDBpIBkda5grhGpsu3xy2cxmB8W6K/FYxVNnj2TbnjEYBLUu4igI1nv1/0/O6FNE3/OE3T99M0fZ/6YX6Yc2V+fh5zc3O4ffu2NxDq2rVrqNfruHDhQu5QoOjHoB2bApbfRGB7ghPozcCFIyiRI9dI5CaQMNIyz3Sylgisra2h2+26e2EtsUzT1HFLy8vLOe43TVO88soraLVaaDQahXm/adBj+mWzHs4gaPtg+0Gbh86FlvGp2JQQqrrCqsJ03LrW3DD2OdeFhErxxEfode6UY263205SYUCcPZz5XF00lfvd3d11B73iNAAXR8KUxZ9//rk3CnplZQW1Wg2rq6uZ9nkA0UbAG598eM++2/gKllNpVd08lUABz208Wj8Jnd4zYYkU1WPkfjVlgs4JUyLT2G7Hy0jqUqmUScGhe4eecpSwdZxJkrjIdI0TYf0qbfmkQuKIjwmxOGgN0Ip3eripGlQD77j+Okf2uc7dafBtif6/BfAHz/7+AwD/Rn7/vSAIqkEQXMXYYPuLZ6qg4yAIPgjGPfu78s6pYAkxDR/UA/sGqyoQn36Sxiu9GMRCu9127m7aD/59cnLibr3R9MrKwYfh2Ef6pz/9qUMsVfE0Gg1n5LGIk6Yp5ufnnTHInvTA8+yhQZBVqyhi+gxtdm5VP6ybWBGT9dk6fMRDiYzlKHVdOD++9zWYx6fuCMPQJSrjhR22/uPjY2fQK0opwbXQC9d1cz1+/BiVSsUF7qk+m2Xm5uZcmL++z/7Pzc2hVCq5tbR4QAJm8dRu5iJpLgxDx4TEceyIpQLHyOsi7RoDcPN1dHSUY1SIH9xb169fz609x9JqtVw2XO1rHMeYnZ11QU4+qZB1lMtlx8jofHDM6hjhmydLkO1YWabI08WnOla8tsBnmrrC9tvSL99667hIu5SmAGNNB72CfDa2SQfAWVw2/zcAfw7gzSAIHgVB8N8A+EcAficIgq8B/M6z/5Gm6U0A/xrA5wD+A4C/n6YpKdnfA/DPMTbu3gHw709r2wf01tnb28Pe3h4uXbqUWXRupvv372MwGODg4CCX52I4HOLNN9/M5BTxqRu40a9du+blFFZXV513hQ2mejYfrm5dGO0nDV5WXeEj2raPloPmbz51gpYhUiqR8RFUH2KSGBN5qb7SOQSe65Tp4WI3QKlUwt27d13IOg3BuqkV4f/iL/7Cm0qAxrrFxcVM6gpKJwcHB+5QvXPnjpfQtVotlEol5xLH9ed4SKTJyeoYLfjmKwjG6ggyGb71azQaLjCPrn12425sbLggKK0fGDM5P/jBD1zfm81mTu2Rpqnzjrp48WLmICdOX7x40R1elpNnWZWe+Nx6xmkeoUkEWQmu4qhPRVfEzdrDz7cGwHNXXCvx8Zs4R7y2bVGioxrOqgPDMHRq5U6nk7n/QNsiE3Lr1i3vWLi+dDPX9iuVCrrdLhYWFjA3N5fJxDlpjhRONeSmafp3Ch79jYLyfwTgjzy/fwjgh6e15wMfIaVxRm+9IcRx7Czy6huriKuE16ebVGJb1BffMx/no1ydbdd3mXmRkVq5T3XJ035ZO4BGF1J8DILnYvzR0VEuJ3cQBJmshdPT045jY59PTk4csnGO9QAtlUool8uZNAM6d+TwyBHy7gIdL410g8EA8/PzmUOUwD5Qf2w5It6FUKQqAMZqOsZz0EOK+vswDJ2rKo2TFuI4doEzmnKYkKap0w/HcZyzzaTp2NBNlcv169dz60r3QOB5MKLiFQm6ctQ+UFxg/VqHz5ai/WAZ+8x38Nt31diqvwPIHOi+vltnA1uPGjnp6aZloijC/v4+arWaOxT1QiFeX0o7xvb2Ni5evJizgXHuGTVsnSq+/PJL/NZv/ZZLB84DUMe7sLCATqeD1dXV3DiJK1QD6rxy7PY+bdbtm3sffO8jcn0nNvDc976I8FoO2nJ4OpGqilHRzcdBKydhNweJhaYBUEJKjihJEpeTWwlUGIZOZcQLRCwRC4LnaqU7d+7kuN9SqYSbN28CgBOPrSqiVCo5dcSXX37p5RCWl5ddZLDmXFHfYvrdHx4e5hI/aZsUZxXSNHW6WB9XB8BxxpTY7FyG4Tg+oNvtYm9vz/mis9xwOMTU1BSOjo7Qbrfxs5/9zLsxGFDGRHPaj9Fo5C5Ln5qacrYX7Sc59Uql4tJ+W0aFMSRK+CwDwWCsInWDiv2+cRDvrTRi1RHKgOhh6VM3WP2y77nuJ9+eULdEO249WOmW6LOJfPbZZy4CfXZ2NjMe9o1E8t69e7m9DgBzc3OOwaBdhfPIq0CpdtJobO0LM9sylxGf8cN1TtPUeyOeMmQaJKp1PXjwwMWLWGCw3t7eHo6OjnDhwoVCiaoIvvdEn2ARxSK9XqSs3C5BibFP1RIEz3VpesGEltOLQazuVj1ber1e5mIQRV62QTFboVwu48GDB6jVao7AWLVIGIbOI+Dy5cu5eUrT1F03R28Zn5cGEVOzD/J9AM6dzW5kcvXVatXFD9CQrDAajZx+2IbWk9BfvXoV3W4Xh4eHLo+Q5SgpRn/wwQdeie7VV191XkN23SjB0XtC8/7rIUYO2edSxzIkXPqu/q0BTHauOZ4iya2Isy4itsokqBHb4r22TduPVekcHx87nPXldqFU2Ov18PXXX2eIPD+MnUiSJOfQUKlU8ODBA6eqsPdJUxqlJ5wSUx0L8wzV63VvHIEyGktLS95DkT7zfFfnPkkSd48tbSJW6gmCAE+fPsVwOMTOzk5uX9E4fHJy4lw5bRxIEIxVfVTj+Q7S9fV1JzH6LtWJ4xitVgutVgtvvPFGoWq4CF4aoq9gNxK9I9rtNra2tjK6YBoKmVuHkZZ2MRmMQQ7UEmxgnIWv0Whgfn4e8/PzGU6BiGgNWNpGkiSYmppCFEWOM9QTHsh6CjEYw/aV+lJmYLTtUPd7cnKSGa8ebLu7uzg5OckdPBz3wcGBQ37ro0wCMjs764KYbD/iOHZG6oWFBcRxnDHqJUmCubk557FSZEy3ft4WSIytkVqJgHLHutEtUeRvygUT9AAkd2olPmvTUJuRBa3b5+9PI/VwOCwM3Hvy5ImLpOZv2i/+HcexSxNg+7Ozs+MuS1ebhtbHYLQildH09DTK5TKazaZX/cXL1QHk7pO247KHBvus2WU1upfzRc663+9npEJtY3Nz02XiVBdqYMxB12o19Pt9xHGM9957z8tBE1+bzWZuj49GI1y+fNnl2NI+EshoMSjMHsJU07Fd3btah94pYuE0Nc9LQ/R9YpB+1tbWMDU1hQsXLuQuMIiiCO122xGhnZ0drxdHtVpFFEUuIKToxGRfijauXWwiZRiOL4xgLm0r5o9GI8zOzjoXTgaE2UNuY2PD5bmx3MhoNMJv/MZvOC5ie3s71xcmymq1Wnjrrbe86ojZ2VknLfhcMNWnnOO1yMYy5JCtLpLE1mewU0Ks7ygxs5te7QokuOy7HuKatdB3uLPOOI4zRIjzpJHU6j2mHPidO3cch2wjqbXOOI7xV3/1V14itbS0hFKphPn5+ZytoFQqYX9/30VZb29vZ8bCuWg0GiiVSlhaWsrMI0ED7XxeINof+5x1Ub1nU/1yDWdnZ93hpCo0zieZkH6/n7mzmpAkCd566y0AcNHrloNOksQxU2+99VamH5TC3nrrLWf4t15FOq+0JSkQT5XR0zbUfVuN1D69OxkgfV8PY9Zj94WVbli3zQ10Gqf/vb8u0XJYPr2hlmW+FiVC6s1Ag97i4mKGaJCI0ptEn7O94XDoMjCS8PF96rSpFtGLQdhnuqtx89jLRSi2kbCR4FqizkhKHgo6L0RM7ZtvntQ9U8HHtdrnltgSLGesfytB5JpYsZXEnGPwqUuY4ZKcmd0Y5AaBMYGgJKP9OTk5QRCM0xdr3vM0HRugP/roI1y/ft1tfnULJPBwtrjGv5eWllCtVl2a63a7nZkHJaC+VA12HazqJk2fXxdKiYz2BMV7NULTEKxtHBwcYG5uLmNj4vuUjqgW0fwyBCWGvijmwWCQ8UB57bXXcjaJOI7dOvkkijiOXdQtcdun8uD62/XWufRFaetYiIcsrwe6j7Fhn3zXivI9yxxaumAPfHsoch5ZVhkA9tcnURTBS8HpE7E4Yfo3P19++SWOj4/x4MEDx3Hw0+/3sbS05DbAlStXcu9zY9frdczNzbmTWI1nr732mtOT82o9fZ8W/TAM3SFjuVrgeYyAb0xq9LKZNlmPqjSo5tE2WI9G9ykHrX1W4k8E9bWpyEvEZF9Ylrpdqhv0cAGA7e1tdDodnJycZLh+ncdOp4Ner4ePP/44YwMhYaHxl8Fk2tcoitDv9zE1NYVWq4XPPvvMcZZabmlpCZVKxXG/5FLZFwaiqXeG4gj/J+HV+eTfjPJkQjOLSwxi0jzzFq8fPnzoUjxrKmkyGaurq06auHz5cia7LNeGroONRiN34cxoNMLbb7/tImx5AYnFD16gwgvX7Z5Rrtj2gX31qeH4Ieerz+3e0nos4bS4b3Fa+2GZJGsz0TZ9DI7FaR6oGgxnx9dut9Fut3H37t3cHgTgpELez6BtkMFhMOmf/dmfOcbI4rWvfz54KYg+kOcc+Z2mYy790qVLaDabmJ+f92YUtC59vokCkEEMbc9HbLWMEm9LDFmHFREVMS3S6bvqCWSfAcjZBmy7wPObmNQjgFxTEIwNVNSH2nQDDHKiPnVzczOna6cqiJ4Ydp7DMMS9e/ecTYQGO60jCJ6nAbC5jtgX5myh55BdQ+07CbklIlSLMbai3W5n9LNpmjqJj2Xtuuzt7aHb7ebSM/NTqVQc0d3f38+MhUSfksRPf/rTjNswyywsLDj1jR4+JGD0OGKshPrGsw512bW4qUyGfZd9ITPjyy5r8VrVlVYNYeu2BNeH80XPffvfVwe93PQCdI6JPve08z158iRDtAnUAHCdFY+iKMJf/dVfOccL2i6UNqiRWu/90HlZXV11mTp9TBdVTlTXFRF7SxeK4KUh+haRFIjINsjJp6f1TYoluPo7DXJFfdLoO5+njbrD+bwwuKmYkdDaKqIocvfNbmxsZDwPgKw722g0csY4VafQwFypVPDFF19kdIPsF4ObLly44JLIEYjIzWYTjUbDpV+2c0cjtU2S5VsvEiK7rsoF+1RP33zzjdP9+vKcVyoVdy/vtWvXMoSIwBueSNAZjEQ8euedd1zqYx8xS5IE9XodjUYDly5dyrWRJInTw5MY2/Er0SURtGVsRKmPEVGOz+KYVRFZnOSh79Mdq73Dzp96wdm2dI58c8/39QY5uy/CMMTt27ddOgfmtdLnHEscxy7oToEql1Kp5NIfa5lyuezUf/V63ZvBEoCLpF5aWsrtT9oQCDxcLMdP0CA/XY/NzU2nkdDb3YDnBxQlYKs+smM+C7wURN8SSlVFWCJIIOL6fMRZjw2nt4inF0vzJiPbB+Zev3//fkZXyL7xsox+v+81MD958sRdzvLw4cOMOxvbWltbQ6PRwPLycm6TAXDvz8zMZFInazkadplbRwkBgIz6gHnhtQ2qq6i+UQ6e9dCbRDeQ9mV1ddX51Gu+FOVSaKSz1+KRQF26dAmNRgP1et3p5nWDWIKsBJXEiEnHaBNQPFCpTgmizoXlfi1eaT32cJvEvLAfFqc5T3xW5BVEgm6jTvW5qgR9hJ2SWr/fx5MnT3LujVEUuchhBqsp3tNPnu198cUXmQAj1rO4uIhKpeJuL7N7LwgCZw+hBKkSC6U9Grqt1KxSbBAEuTxCZBDIWVtvHkK73XbJ2+yapOlYzcic/D6bRpIk2N7edmo4C2k6DsZiH3yXpRNHK5WKuyyd4yg6dCcdAC8F0dcFBbIh/sxBDSCDmHoZRqfTyRF+1tHv952bp9bBNAFhGLqbhSyHXC6XMTc3h3q9nkMKIjndEun2ptxCFEWZzJJ6OTXr4P8UJ30xBvv7+5lAJgUSrb29PbTbbRd0YpFlZ2cHnU4H29vbuRw0VCUwo+HPf/7zHMEnMa3X61heXs4cGkqwmZfFupKyDiYNY/yA78BXDlmfcbw+gq39seKx4gTXzeJekbSm71oumnPE7yKCzfqpluz3+7ngvjAcu3Da7LJ2s1Nlsbm5mcP5KBpfDEI1weLiYia7K8dAnN7Z2cn0k4fY8vIyqtUqZmdnc4nuSqWSO1TVe8rOJ7+VKdO2NA03jZjsp9oAaDOx8wnAxdUweZsP18hBX7582a2T7o9ut5tJMqdzPRqNnEeQGnLt3qLqR5MZ6vf09HQmOFD3v+JpkfQ0icD74KUg+naTlMtlPHnyBNVq1XF1OtHMWjg7O4vp6Wncvn07xwWEYej0x4xatackxUq7ARX4mw3WIlKTIOsl24Q0TZ1nB2MAfITs4cOHzr/YRoMmSYJ3333X/U0XTe1HkiQTL0tPksRx0FNTU7m+Eum4QVWf79PtFkWM+nS/Zy3j8/rRebKbVYEBTJb7JZFTVYVP1UAXzTiOnXRh63/06BH6/T663W4uiybrJJG6ceOGtx0GvtFox3klTj98+BBTU1OYmprCwcFBjtkJgrFNpFqtunsF9EMCw8PJ5oZRDjVN00wKbAWmy7BEUg9/Gsc1Cpfzm6Zjm0iv18P+/n6OS0/TFGtraxgMBi6pWBzHbrzMjktunV5L7DdhfX3dSQp6vy/7SU6dTJ2P2WJWVV/8gVXBWcmUY7EunBbPfARdmQyW0bH5VGxnhe+9yybg181funQpo6umSxwnid4KYRh689ADcBeSqFuZTiw5K1rP9RmJG5MjKdFXboY3TiVJkhPdRqORiw0AgLfffjsjkhIZ6GpnL6/mvFBXCCCT696KmdarQTe81mu5+CIjETk5dRmzG4dj83EwRG6dUwvWPmEPxSAInOeEb51KpRIODg5Qq9Vc7APxguO8ffs2Ll++7Ighc+Qo8JKcTqeDqamp3DpQIuThqmmFyaVWKhXnoaHvsr80TKsqUedSLz3Z3t7OxJNwLCQuTFtsYW9vD6urqy7lgOIE10DTY9h+hOE41TSDk6zKkqkvOPfvv/9+ro00TV3fbI4cEmSNzPXZPdQhgi6MVirx4Zt9Pkk95/u2B5wFxWnuXyvdqLRuPZGI7/YAsQT/+PjYXT7D6xTt3iuC7z2nbwkUP7du3UK73XbRpzrZcRy7g+D4+NhlH1RIkvFFwjzFrYiYJAmuX7/u9MfcCPYUp0qD+mMC/ybXp6Ku5a6oqlIRlOXYlyJOQuuxBNGniuAGsqoI33yrQc9y0arOsH1hPRTBqftVtQf7R/H6zp07OXVEqVTC7du3XT32WjzWx4P/o48+8kpsFy9eRLVaxfLycsZQxrkYjUaO49vd3fWqTaiW4QFsQd1mrTGOa8i15oXpdpMyPF+ZAyV8S0tLODk5wcnJieNMLa5sbW25fqiqgb+9++67Lm0xUwXYMlRXvPbaazmcStPU5aGvVqsOp5UA+jzYbBvKIfskNx/3a/eeegQRH3zqM923Gphn2+RztavYMhwfGQdbhjjd7Xbd3bxKtKMoci6aKhWyfu4n7oVf/OIXXvUXpTarYjsL1/+9J/o+YBrZer2O2dnZ3MUgJJCNRsPpLu0GoWhHDkwRh1wgka4oCRYJhiIn61dizOe+w4tlFCYRVCIEDXbkCpSA+AgfnxHp6abY6XRyG4AIT86W+mHLQdN4dXh4mDN0l8tl3LhxI6P7ZTvKuTOSWgN4dN4uXLjgbCK8WFrr0HxLvrtOAWTWTzchDeDk3JnywEo9wPM8877EbwTm7Ccx1TrSNHV6ao2CViI2NzfnEn6RkSHE8TitRavVcnjPNvSbwX+qKrScqRJlSyQ477S5+MapajyCEkmfZKgE2QdF6gq2rao4n20lCAKXQsHnCcd2aVDljXo6tjAMM2onqz4rl8u4efOmYxT1OlQFesI1m03vWKlymp+fz6SoYFu8dyGKIiwvL7vfdT6ZoZNMSBHz54OXkugTMckh6+++MkWTQOT3iVJ2kvnc6tos2GviLJG3XLOPm6BKSS/90Do2NzddwAcvorB9JTdy8+bNzGUkwBi5t7e3Xf4P5hFSQgqMr4OcmZnB119/netDkiRYX193mTwtQQee51wJgsAZqX1ANZj+zzl++PChU1eo6ovlKLF1Op1cGlyW490KvsvSB4MB1tbWHCG7cuWKl7tlbhnVH+tcX7161RFsX3bEJEncgUsblB0L55UHkB2Lj8lQVRzbKeKQffphlWL0QLTpGc5CkC0xZnthGGYC96wLdBRF2NjYcEZqjb7VfsZxjHa7nXPR5Bzs7e0hCAKXYkTLUNLk1aa3b9929Sq88sorqNVqWFtbc+PVfUOcVscLnQ8dt2VS+DclOR994UHKdd7e3nZltf4bN26g3W67vfki8NIRfSU6Rcirm0TfI1eo4rdPx63E2bbNyLki/+L79++j2+3i5OTEnfTsB4kzidWvfvWr3AEQBONb7enBYvOUl0olPHz4ENPT0y6jn0on7DsNehcvXszUzbnjpSWUdCwnRyKeJEnubk/25enTpxiNRi4C15ZZWFhAu912Ceys/jRJEjx8+DBzd68SpyRJXCbRfr+PnZ2dHAdNL4xms4n33nsvt5HSNHWX3UxPT2dSQFvDmpVmtA6fMU7xQvOpWLWNtldEkG17JDhWXaHqEuK0enXZful+8Bl+aQsZDAY4PDzMtROGoSPIzJ2jz6MoQrfbdUbqmzdv5oh6EASOAPIwsRzp7u6uWyPuU+1rGIZOyllZWcnUH4Zjd86ZmRk3XxanAWT6rv1Q4IGthmNdl3q97ozU1tbAura3t9HtdvH48WP4gPah/f19l4pFcUSDKInTX8BGCAAAIABJREFUdn++9dZbqNVqWFlZyewdHz5ZeOmIPsFuKHIT/X4/kwaAQP/iTqeTc9EExsT0xo0bjijYlMQsNz8/n7kcxC7I1NQUms0mFhcXM7dBBUHgLiDhlXn2snSra1cjr5ZjAq8kSfDo0SOvN0yn08FgMMDu7q7XSPv48WOcnJy47KQKJG57e3s4Pj7GT37yk1wflCgAyPggkwiur6877ypNa6x94dV56+vrObVAmqYZzsqq2JT7VZ95i/TWJmLftwwEn/k2PcEn8fkIri9wj+9rvbYe/k+XRN9lNDSq8rJ05eSBMU7/6le/cv7jTKKnfaDbcLlczuSQV0JG9dvi4qLDPT7ngcNUDeolo8B5ULdlAg8utlfkeKF4YYE4TQnZSkrEj8PDQ7Tb7YxRXIHJDPf393NZNIfDobtzO4oiXLlyJWenS9Pndr719XUvo7O6uupsSHTTteMks1d0KQ/x2V4AdRrBB14yol80IJ7gMzMzaLVa+Mu//Euv+uXy5ctoNpu4cOFCThdHEZ5JsvQyBz7XYBYGlVigPtduZOB5mmBuYlUD6MI9ePAA7XY7o45gW3E8ziF/fHyMg4MDZ0DWDUGdbBiGuHr1qvudn9FohB/96Efu4uiDgwOvaqxWqzmbSBGHTW7UElS2pZHSPqLOzejbPECeO2YZ3/oqh+1TD+j7agvQQ4zP+bfvIAnDEEdHR24dqY7Q+gE4n/lbt27lcCUMx15lPPjpGshxlEolF9BXLpfx2WefZcZIIAHhZemqmkySxLl/MhDN4jTwXB+vNhF9TkmPe8TOD73TqH7x9ZNBisxZpW0wuyyDnKIoyhi7ORY1PPsI4bVr19wePjw8zKjASCDpXfXGG2/kcDZJEhe7YL2K+Nz+bw8iVcEV4bx18fSNRfGetESZB1uvwmmE/3vvsskJ8G1gJQzAcxdCzb6oyNnpdJzY5hPlaUBjeDgNfGxvNBphZ2cHaZpif38/k2yLbTE3PN1BqYe244iiCL/927+dQRy2oTcDWdUKEZciLeu1Y1VJxrahiFfEJZDYFbm0+aQLH2dsvUOs/rmIuy7qN8fNvqm7Hp/v7+87MbzVamVUOmEYOhdOAC77pD1UgDFn1263MTc35+pgG3fv3sWPf/zjTLpu9pdEtNVqod/vO3zUOaOjASOD1e2Y62ON44rv/F9VSsRpzgdVN+QGT05OMk4LbIc2pKOjI+ebr2Woqux2u5lcRJwjziMA/OZv/mYOr7hOxEkbucrkcbqvfYZwzoclyKxHcYa/8c4Jdc6wh4ZVaWm9vrnXd4hTusctWNWqPSgU5/WZHso07BfRN9/7RfBScPqcTD31fSfrzs4ODg4OnK+25RL1EgVNJcDNc+XKFXcgXL582Sua0YVT0wToRl1ZWXFXCertU9bjQV3d+JyEmJuQaSDsqa/cMzkGnR879iIufJKOWeviRwOY7LrwfxrXfX0JgnGWTEb+2nbCMMStW7ecQc8moNLDPUkSdy2kxQ+qGhYWFpw/uI6T61ir1fDNN99k+sC+M1J6bm7OO1bVCdtkXCR6yl365mNrawuDwSCHJ+xHEIzTP9PDSteZ3xsbG04/rNxxkoyN36+//rrDt0qlksv8SQahVqvh0qVLGbsF+3Hx4kVUKhVUq1WX/0VxXvXf7KcSWMV5rV/nlSq6osRu6uJps2Xq+tr+a/oFnXvFaapr7N7gwUFQfGU7QRBkDk1bBwA8efLEBWBamwbLMa3FF198kdsXAJz7J3Fb8c322R5eFl4Kou8D3yai7vjdd9/NEbo4jp1xk3nILVHTeq2P8dHRkeNy2u22U834RD4l7qzTGmK0TWuAobpEn9sUDPZ9NehZzoUcBje79eZhHSS2TKimc0L/Yorg6mLJ591u1/lAM9zf9nNtbQ31eh3z8/OZ5yxzdHSEZrPpIkfZd1VNMLrWetLYzQY8J866njMzM67O/f39zPpx7njnrqordD5qtRra7bbDC8t5JkniksIp4VEcYP4ZABk3T+UaGXV+/fr1Qpymfth3uKvEZw9jZRjUEK31KGNgExpqOWVi7O9W1cH+WG8fnV/FeZ+rp2/PWEJHO99oNMpEMCvBf/LkiXO8UEcLPqdr82g0wt27dzPBhqyLnkKUwHWcYRji6dOnaDabLhWL9QoCxqrpSqWSsW3pPK+vryMInieR0zW235MIPvASEX27yHYTkSvxpT1WlYQ16Nl6LXCBeCUcuQdyNBYxLedjkde2RxGc/VdRlJuCnAAvcPEZwo6Pj9Hv93H//v2ckTqKInz44Yfumjd6Odg5WFpaQqPRyET18nmaplhfX0ej0cDq6mrGpY8fekZFUeQilYtAk4LpXJDIx3HsCLJu1jiOncFer7XUsWxtbaHb7WJ/f99x0Vp3GIYuK+lPfvITL7EMgsAFIJHrZh1xHOOVV15Bq9VyUa2WYPNgqFQqmJubc1yhjldvkfKpM5ST9r0PIMc587nP44fj0DJ8TlDjs2U0SPiTJHEpnX1eQ2rj4R4hHrNdXUfuF8W3MAwdE3Lr1q2MEZu49vHHH7t2ZmZmMrjAvUNCq7mIdA6XlpZQr9exuLjoLjXX+QnD0HtZus4LPYUoVdq9ox+m8bD0iWtINZniQxiG+OqrrzAYDHIxIJYenkbPgJeI6BM0oMQXqKGGNz5XF02dHEuwdcOyfs1KSGKs7TIPfa/Xy6gSFHFo8OPFIAphGOLk5ATA2KagHj9pmrpEZzMzM5iensbNmze93O3FixdRq9XwyiuveDcQDXr0PJp0iPo8G4JgHB9A4mG5VxICBnTZ+AL2lReD7O3tubUikY3jcVrjbreLdrvtiKISKNZbr9edMU7HkCQJrl275pJc8ZYznVMlWrwMW/vKg91ynjpey2To+8pkFKnPFJQrVHz2lfUxELp+9P6y7su2fuK21s9nvEPW+szrniHOkyDr+0EQOKmAjACf8wB+8uSJk8zv3r2bCxAMw9ARYvV3V3yk15G9LN03vxcuXMhI3MQ9zSNEjxmdz1ar5dRPzAGk9QdBgO3tbQwGAxcnoM/SdOy63Ol0cmpAbWt/fz+jCrQS+2uvvebu5yUjY8ES/iI4legHQXApCIL/KwiCL4IguBkEwX/37Pf5IAj+YxAEXz/7npN3/mEQBLeDIPgyCIK/Kb+/FwTBp8+e/ZNgUs/MYOwJq1y1RV6W29nZcRcgWM6UxJh3nT569MjrNkex2XcJOd3EarUa5ubmUKvVnM5NCQW5DRs9B4wRgL7J5AxtGQbz0EVPOQVuMkZQdrvd3KLzb176oXlhdE6ePn3qbrayz9J07LrHi1bUp5vENnjGgdVqNXzwwQdedcTCwgJarRbm5+fdxuO800iluex9HJFyRhZHyB1b3bCdC1VtKIHVjabqMcUbH9ryGYmubc/HZPjet1y5QhRFODw8dF4wFh9LpRI2NzcdB310dJRz0QzD0F3wQjdQ24fd3V1Uq1VMT09jbm7O9atUKmWugORa6aFMYIwJ94M9fMjcAHDE0LcGSTIOmPMdcEzDzQPIznmapi5/1s7OTqZ/DNbiXRWHh4feC4bS9Lmx/Oc//7mXsNLOR7WhAl2XmR2AeKcHaZKMk9RVKhVMT0/n8MKnHvbhrI59EpyF0x8B+B/SNH0bwAcA/n4QBO8A+AcA/jRN09cB/Omz//Hs2e8B+AGA3wXwT4MgIHb+MwB/COD1Z5/fPUP7GdBBEqF+8YtfZDgRIiH198vLyzkXS24GXgzy9OnT3AYH4K7OY7pYC+quZ/O7E6iu0GhQRR5e8Xh8fJwLtKChjTnoaZjTOtI0dZwzCYYSuuFwiOvXrztOgX3SOuI4xvT0NBqNBq5evZrhoNkGc64UXSytBEtdTbWMGuzsBmE5Nbbxd90kRbphVeFYlYVyv7ouPryxG8qql6yaju+T2NLopuOKogi3bt1ywX2qjmAbtIekaYqPP/4410YQBFheXnZXPdocP6VSySUPrNVq2NjYyK0RAJcE0MaRsKxyvJY5IK7Y+dO1DoLnnKv1PmOdzWbTqSvVJVjXmMF/zMSpfUmSBD/+8Y9dfUz7rc+pYms0Gu7Oap2LOI5x8eLFwsvSeejwoFbpT3HI4qzFee7/07ID6J5QnGZf1F6lTISP5kyCU1020zR9AuDJs7+PgyD4AsA6gL8F4L94VuxfAvi/AfyPz37/kzRN+wDuBUFwG8DPgiD4BsB0mqZ//qzT/wrA3wbw70/rg0U6wtTUFDqdDtbX13NlrWhtETlNU8eRq+Xd1nN4eOiMXDb7ITC+WYceFtTvsg1+Hx8fIwxDrK6u5vRxaZri6tWrjmtTrkfrYX55tmGRis9tMIePc1WCqWCDUSzo2IrWxHLWVifMd1WFZtdMN77lIq0LLP3ZaWOp1WoZQsO6+dvm5iZeeeWVjGFY3TjpMsugGRLBGzdu4Ic//KFLzletVnPzxQhkezEI56TVajkpptVqZcLxWZ4qLV9iNx46SuQ5Ls6JXgSvOK3rxIMnjmMXbGWZhG636/L6W5ym+3MQjKVY7R/rUonXpqWgJxHn/9q1axmCyDrI9VLqU5yj5OHDC6qQlEhaHTnBMh76O+vQsVsC69tPevgVSasaHWwPC7u3oyjKRP9yT6jqkhfK27X0wQvp9IMguALgJwD+EsDKswOBB8Pys2LrAB7Ka4+e/bb+7G/7+2ltZr4JURTh6dOn7mIQn/5yb2/P6Y/1piZy0ADcJeoffPBBrk3qdpvNJmZnZ72ZOJmzm6Kbrw6VFuzYBoNBBkEtN0Kw7mys23fIKbG0G0Xb9iGZElzlcHxl1NinG0kNgfSeKDJAHxwcuEA1jUDWMdAm8vXXX2e8NMjt3Lt3D0Ew1vEyhQX7yLzxjCrd3Nz04tOFCxdQq9WwsLDgTQzHG8miKHL5UIq4K70WTz8MgrM3bimxYg5638UgQfD8djIyI1r/aDTCwsKC8zLz3Z1APGMmTfs8jmO8+eabmTxClqiRqFerVXfrkz3kNJeSj9EhZ1sUSc0DTtVwFiwTQ2Jv9eHatnXR1LkFkJG47P7hc+4x67DB51xDpvy2qq8wDB3Ob2xsuHaUCbl7965T8fFeD8VpYJwdYHp6Gr/85S9zN4NNgjMT/SAIWgD+dwD/fZqmR5OKen5LJ/zua+sPgyD4MAiCD315XYAxcpKb4BViigRJkuC1115Dq9VyomSmYeE0oyhyHJJFPLbl8/gBslfnTRLdLEegC+jjwFW88xFrehCpBEOwxkBLbPkbCfLR0VHO26NUKjkf8MPDw1wKWDXYDYdDfPTRRxmCzXKa70glJRrY79275/IIkWO387CwsOCSYNlxJkni7uYtuh5T18ve/0s4OjrKqeAI5NJ5+Cg+aF3MuaKeS/r84sWLSJLEGf14ACghDMNxqoIf/ehHOWKaJONbq8hk+EL4oyhy1whWq9UcE0HCSM5Z29D4AquOsHNmJWmdZx2PXUslyHaNiq56tAyGPtc2yRHHceyYKS1HNWm/30e73c7l5yFDweDKL7/8MtcW51APXMW3UqmEL774wtk9NIutludl6XoFqs4tI4N5+KqjCftKXG+1Wjk8mET4z0T0gyAoY0zw/9c0Tf+PZz9vBUFw4dnzCwB4MeojAJfk9YsANp79ftHzew7SNP3jNE3fT9P0fW5SS/iIVERQfcYBcxP7CLLWaVUSPk8e5Uasx5Ct14ecvud6atsy7Lca25SbIEHe3NzMeSfRT56BNJZTZ/+Z8nh/f987Fka0rq2tZaKEdZ7JQVt7BeujqoNuonYzUz2Qpil2d3cdUdL1oa6TxjrLmfFavJOTk9zl0VTNHR0dodfrYWpqyns4UwVBN0GF4XCIpaUlx93qZejsT5qmzmNoYWEh85x4OjMz4wgb3XT1kCORLOJsOR4NgLPrpu/7mAglxnpw0cB7FpzWMfNvcsa+fcH1UtuWj1Fh+mrNI8QxMU6El6XzELAqIUpZT5488Y6Fh+rS0lLuPmmOgYndfPfmUpVaKpVcRLWdZ3q/pWmaScWt88F2fUZ/7u8kSZwmQstwHnd3d3FycpJx/T0LnMV7JwDwPwP4Ik3T/0ke/VsAf/Ds7z8A8G/k998LgqAaBMFVjA22v3imAjoOguCDZ3X+XXnnzKCnrf1dRTcfh8IyNueK5Qb0b9ajnhVEXKvWIHKTU/jmm29yCx5FET7//HPnn2yJKbkwJmX78z//c/dMVR5Xr17F1NQUrly5krM1kItn8jfNCKpjJve+urqakyiA7MUg1h9bJRzNCmj7cfv2bXdZulVNMYEVc9Bb7wcSJiaN8wUgxXHs0iGUy2XHQWsdaZo64+bVq1dz46QHFblkn0pEI0J9xJZSDzek1qESkM/gp4eYSn08AFVFYHFWPYZ8BNcapn34SnUQ70K2e4w43e12cf/+/RyukEgxTYO9vpS2B+4XXhep/QCAtbU1d9WjfcZYFOaLYjCVQhRFTkV44cIFWLB4YfNvUX9OoCSlNo0wDF3QHVVfVpKanZ11rsvlcjknPaZpiidPnqDf7+eCA9neK6+84iRB65vPv+k9df369YzkcRqchdP/LQC/D+C/DILgxrPPfwXgHwH4nSAIvgbwO8/+R5qmNwH8awCfA/gPAP5+mqZkxf8egH8O4DaAOziDEZdgEVGt2oROp5O5qckSfAAOeb/55ptc/XThYhlyPmyjXC7jq6++cshlbQmsg/7F9NDQxUiSBAsLC6hWq5iamnIGWAVV26jaScfjM1YqQZ2amnLubJpFU8swGnFra8trpI2iCCcnJ3j69KnzoNB6oihyrqI///nPvQR5dXUVjUYDMzMzOc4pjmN32QRvc/JxNfTD9t0hrJKYDVTSvk7SDQN5mwjrt1JfkRpO55WgBLmIg1bmwkew2+22w2mfLzufdTqdXJJAlqFaisnMrKT0ySefOA6YqjL2jzA/P496ve64WHtQURKanp7O3RGsqgiq9YpUoQByBxi/1fhpUxJzDXmvgg0OZH+2t7czaY0ViEMnJycYDAa4cuVKbh7Yb3L4KnGRkVleXnZMxvLycmZv8UMJeX5+PneIA3A4TwcF2w8yF1bTcRY4i/fO/wu/Ph4A/kbBO38E4I88v38I4Icv0sEkSXL3ivq4+FKphG+++QbvvPMOGo0GZmdnXTARNydF7NFohEePHrlc7eoxwkAK6kUVVE1BQ/Hc3FwhAvvSHYTh2LefBjflpvmdJIm7lUoRXeH+/ftYXFxEv9/H7OxsBnGGwyEuX77s6l5dXc1x2SS4APDqq6/muJEkSRzSA8jkKtJ14Bjp5WERk4RbQfuqHju+dWUZ/fapNCwoU2C9T9hffd8eNirZWULKMr1eD1EUZTx2WE8URXj48KG7+Wh+fh7tdjvjkscx9Xo93L59Gz/84Q9z/RgOhy5or1qtulvi0jR1gTpUWX366aeuPZ27mZkZtNttp/u1a6jpkq3EptIBJSZ7wFGNQa8nBilynUmU6DGkOK+Sy4MHD1Cr1XB4eOhwmn0YjUa4du0a2u02wjB0eeRtHZRW9KJzwnA4xBtvvOHmn4eg1gHAjdGq6ViGzCBxXvGZe0sZBX3fV6YIn33vKl7a+n11+OB7n2WTyGgJh04qF5tubtaYp8TCGqms/pfiFvXZlhg3m03HOTNHvJZJ09RxXDYjIeulzzB9uq0RmiJxqVTCe++9lzvJR6MRLl0am03q9brXZ145LauS0P5aLsZuoKI1IeIC2SyBWpePM9ZvS3xIYJXI+LgYPSR4mCvQOwKAI8iKAzToMeWE1fNH0fhWJHK1Ozs7WFtby6W5npmZQafTcUTC9qPT6Thng1arlck1T0mJhzpTNdj5skGFVsyndER1G/vBNaT6hs98ajzqjgeDgeuPPYhpbzk8PMxkeaRKJAxDF/C1t7eXkZg0rUcURXj//ffdHuThy/2bpmO3U8ukqG3KzrWWU3xgOTVcW9uTlXB9hFTXw0eI2Ybti+5nn53Q7jf92x4mFs9tXyxMevZSpGHwidd28oCx98TJyYn7VnGf38zy+Prrr3vrS5Lnt0YxFTPfHQwGaLVaGdHNEuzBYOA2+tzcXO45fZQ5LpsriH3QICbtf9Fzvmvbsp5HBD5XtYaqqHxzw02r3B/wnGiwb5TOFDH5TVc2poLQfnNOmNDu/v37mbXn5vr000/d5mUOeCUEURRhamoK1WoVd+7cybTB/q2srLhMnFQ36MGTpqlL1UDVlsUlgr3qkR+9K8CXeZSeT4PBwKkrdJ3TNMXW1pbzoOIcK65RBdTr9XD16tXMerM++usrE6J49Pbbb6NSqbgDRNNjsBxxfmVlJacqY2AfiT/bUfuGHkzqpqnP9Y5bOw8sY904Le7b3w8ODnJ7TesmLpPjt4eqlrFrrIwEbVtK/HU9ifdkKvV5EAR49OiRu/hI1V96+HK/fPTRR7k96puvIngpiP5pJxoX8kc/+pFLgsXJtfo0Gj9U16b10PrPd63uUj2CivTDPv2xrUcXyurrfeDzL9a5oe5YL3pRIPfAjUcCTgjD0KVoIIdqJYcwHCfB6na7+OSTTzLvs38kXgAyKjlKL998843T429ububGEwQBVlZWUKvVXGZBC7wBioTIx/XwPXsxCH/XtNX6O/A89TIjSkls7bzv7+87/bDdaGmaOnUHs3Gq1KKHIABnuLP9uHTpkrN5qG1GDxHitL3shu0walxtJpZYkthqtK2WJSEv0h8r80CweGiJKvAcb1he+6VumnZeWN7mGNI14Duj0QiDwcDrKQfAMSGPHj3KaRDUzsfUF7pfS6USbt68iSAYu1GrgZnvh2GY0dHrONkeXZp99wOzXKPRKDRS230yiZ68FERf1QI64T4iqikA7PvK3eoGs0RXOQVduCLirMjn8+ihIY9ZCbUONQSyf3azRNH4qkfmvbHIWyqVsL297ZDXhmdzDHzPEin28d69e87lcGlpKedVVC6XMT8/79RaqsMnp7S0tOQ4bUv0Abg0tGEYupz6XBs7/9z4+j7fowGTRFM3fRzHTqKzV1Lyw1vJmBpZy4xGI8e9l0oll9bYcns8vGiMU0iS59fiVavVTOSs1kFCoF5DtoxehKI4wecqSej7yrzY9S5yr+RvloGwOEkpyHrAsCxxXvFQCX4URW5cvOXNElMaXRm/wTFrWfrka8oJftTludVquQhfxVm6WNbrdezu7mZ0/Cy3srLiDlW7t6MocumSuU99+5f9porKGqr1djJdH6VFjBF5+vQpfGDXvQheCqIP5Ak+f+OG8Q00CAInthIJLaH35aG3xBJ4brT0vU/EfPr0acbzgUjx9ddf4+nTp+j1epibm/NyyLRD/OIXv/D6szPvDRFQn1GHzTz0RF4iPsvRr5jXRdrDhxtYx69EWYmH5qBRlc/9+/cdd2s3T5qOjWMnJyc4OTnBysqKl9Pm5SLtdjuTdoDj+fGPf+zWgu6cyiEmSeII8jvvvOMlyAsLC6hUKk4/7ePkiyQmHi5UN6gHh45XuV/Ltfl0wEoMfATZHuAWR7iOJNg2KEjbVvxUHOBvdDIgEdO2oijC5uamk/rInSpnrqotZpe1BHN2dhZRFKHVauUiscvlMp4+fYpGo4FWq+WNV4mi5zmxlpaWMvPJ53rHMtM5aB263jRA69qQIHO9LU7EceycQ3hbnrbBw44MivW7Z7np6Wl3gGnQnY6Hv//4xz8u1CKchfC/FETfR+w5+UQsnzsbiaGKbgRuakZR6q02bKNUKuH+/ftugvf393PqiCiKsLi4iGq16sKlLVSrVayurmJ2dtalidUx8V7PUqnkjFlW/CPX5YtYBOCMkbwYGoBTK7D/1Asz46D2g3rbTqeD/f39XNoKEnredfrqq6/mCFmaplheXnZj8eVcqdVqTgVHom/7QX28zT9jpQr2SZ+xH2rz0LFqX5Qg+zaLVdlYgunjnkn0fESbXL3PJVHr1HECWUM5D75+v+84ZH0WhqGT+I6OjnJR0qVSCZ988onzfKHKQMeepqm7P8LaZvhcM8fS+4fAPhEP1BitEgb/VpzW/cOLetI0zbhH6zoD/lTF7MfGxoZTWdILUMcJjBMl8vCyjEoQjJPHxXHsPOp0veI4xtzcnGM+r1696g0+Y/JH3sRmmQNe8GSzy7K/NGTbYDAfcZ+kDgdeIqJvoVwuO4MGsw4qwnDj8Wahp0+feidpdXXVXaJgVSIU3RjeTzuB72QFniOp5YroM0zDnZYhB0GuiekibBv37t1Dp9PB5uZmRqUBPL9BiYm0rl696m78of6bfalWq5m0xlrH66+/7tLE6gXWipz1eh2VSsXdpapAdYUllDoONWyeZhPRPlqJgW3QeKZePz7wRZTqNz1piiKplfvTvDhKYJimlxeaK0GmqE6j6+3bt72qvp2dHTcmcp6sgxw4db9ffvllbsxBMJYK6UhQhNN0ST45OckRUyXMjJjWOoIgcHdAcM3tfFGCovrGd8DxdjJlTFgmjmMsLy+j1+u5e4ptAFKaprnMttbB4J133nG3TdHdlaA2kUajgVdffdXrITM7O4tKpZILDlSmjfX5uHhrgLbPVT1tpQRdGz5XZsCqnu07PnhpXDatkYubk6cj/y8SozUboCLI/v4+Wq2W40KVg4jjGFNTU47IWiMWF5ScM9PEKsRxjCtXrji3Obqz8X1ypUEQ5PLQ62JfunTJjUUzQOpmUq4giiKXC51IZzk27QPb8c2/wiR9u+WM+Uyf+4iublR1L7UcL+tQlQ/wPEgJGBvtbFRtGI5jKprNpnPFVbsP0yIMBgNEUYTHjx/j1VdfzbTDPvZ6PTd2axP5/PPP8cEHHziCShVHEIx9+u/cuYPFxUVcuHAhk6hM+0pbCCVHElf2Q6VRG9Sle8XOoQXOM+8ituVoeD48PMTKykqmn0EQuPnSe3mV+yXeqU1EIU3TjIRg15QeQZx3n2MEDaB0wLAEnaAGaUtLVFrUebbjsO1a+44fzqntAAAgAElEQVRV09m1sHNkDyfbb4vzFk/CMHQM5Gg08karF8FLwen7gAPkxSDqA83naZq6TJuKULoZyHG2222nh9Y6Wq2W0/2++eab7lZ6QhzHaLVaaLVaOY8gEmDefxmGYWE+DyDLKWgb/J1uYToGS3D5PnW+vo3A79M4ZHKGvjLKURQZBZUI+NIX8F3mxaFNRDdeFEUujxBvENMNQfdXehs9fPjQ21d6wCwtLTkip4eKMhAq0SlQyrFR1CzHXC5pmnoNekwhwLn3cb9bW1suglYlCq5tEATuVivGB1jiTiO1qiMIo9EIr732mptnMjwK5H6bzSbW1tZy6oQkGWeXpZHaF89B/TeZER8xJDNSRKxIkG2si47HeiNZoqrzR7AeOAqK8/byF1u/3YN8HobPL3iyRmo+f/z4scNpTWaofaad4M6dO7lxRNH4fl9mAS6ya/rgpSL6unDD4RA/+cn/1963xcaVXdmtXcU3RVKi1HqSFkVZcFvdQFrd7bidBEFgTzLOIIjzkQAOMBgHmGCAJB95fARuzNd8DJAJgkEwCTKJkZfzmIczGWQMA4OJ4Zn8DbrTtntGrXbLrYbUolqkqBIpiWSJFKvq5KNqHa6777m3imo5Ipu1gUJV3Xvuueexzzr77L3PPpfigPVLRDIVo2x++tOfzkmhzWYT09PTUR+XCmLFyaPIduD1x6lBqLO8Uuo9JL9088+oPrTI4EhdqTdi877WK2XErVQqMa76rVu3Ms/y8+GHH8awFbqzE9iJ90499g9/+MOMhMx6zMzMYGxsLHr+aB6VSiXGXGGAuNSA5WqPB0unBiRJY7mzf9TYr+oIpY2NjWhg9ioNqgHq9TrW1tYyqyugPWHwyDuCZEo9NjMzE1VDtKv4AU9Afv7553N93mw24wSn0p+CrVcZ+DyUL1Iumryvagt9B9PoBygWMrxdxBt8Ne8ym4lK8bqq9HmxzDyFTqlSqcR9ItxLov00MDCABw8exFXO4uJizq5itnNeLlcgWl6u0Bj2Qg3zakxnhE1qD/R+CDvncNCYXcbzmTqW3t1DpI1PaYOUMsgBWXc3Ly1oGu+iWdRwzD+lR9NypnRtOgBSnezzoHsWN+AoETgZc6XIwEz/4uXl5Zzv8MDAAN58801UKu0Txgi4Wgaz9mHpKTUDSePQq5qA9aT+mfroVNur4S8lpbPvGJdf+4L9Rl05bTdMw/uMM7S6uppb0REEaHNJeUcQ4Hj6mN+d22w2M2cr8EhCX1faiHSXsKbxUTc96Klb8pPuE9G28SqHlGTMeynAVTBWTzgvaVP6DSHkeJp5UGiiEJIag1wFcdOVL/+HH34YV0g+3pOZZdRRPlYR38ezd7nK17bT8aMCl5ZVAVi9qPQ9OvEz7r4nxY3UvStXrkTHjdRekiLaN6APZBs2xRDKnEX3yZTe/VKfV+D2KhGznaiEKUmgUqlgaWkpLt289MtvumYx2JVStVqNh46Mjo4mj3psNBqYmprCxMQErly5kmNe+okPDQ3FKJq+TUZHR1GptF01GQVRSScuutd5xlpcXIyA7KVJxg6ikdoDBd9BI/Xi4mJOv9psNvHCCy9EbxVuqtIyKqDOzc3lAKvVauHcuXMYHR3F2NhY7jxVDiz6nafCL1M/rXVUUhVcL2GPFdBZDr7H+9VrP3gQKBIy/P0UsOs3J4rUGcuVSgXLy8sZI7US05Ln33nnnYzhm+8Fds7B8AfVmFmMXhlCyJx/wTQ0plKlkeJpOi4MDg7mVuYqdJHvdVyT1GDs6wHsxNRqtVq5E/cAROHk8ePHMSChvieEnbhJNETrKWyc+NbX16ONylOz2cTzzz+fw6leaN+CPpB2TeKyi8zrdXnc1r62tpbbdUqfewLylStXcn73lUolho5N7RGgDzMjSxJYtfyVSiUepO4DZAE7LlxmljlYWokqCgKuV21RNeMlK22PwcFBPH78OLqsqTqCALW0tBSjDvo+CCFEr4r19XXUarUMmFE6psTvI3ESbI4ePRrVOxqWgh9KXhqHnu9XXbdXJ+g1ghrz94ZD1TF76ZF5ddvk5KVk8kiZykKf9+DOayw7fdU9qNMmQk8cpYGBASwuLmbGhY/hbmYxgqk/sYtpNjc3YxRNjcSp9dDjIL2aM4QQvWi42tHxGUKIK8JKpRLjxKeIqhvfFpVK+1B3rtoYfE2Jx1xqEEdfX55VTXWeUqPRyNhl5ufnk2UcGBiIp5N5FVmj0cDp06ejGq5IC0EhhJshU6swUtFO6RTtedD3ukEddP4/sLM0u3r1ai4PADGk6bFjx2JALRIblQY7bnvX99BfllK4n2Wpq6PEdu/ePQBZrxeVCMlUHlB4YEQq5gqlgpWVFaytreFc5yBzX056CumGD32/xlxh3BPmw/Iz1tDc3FyGOQmkjLlCn259h4KtGu18OTkICcjK3ArGKaOfqnlSKg2d7PTdaqBmH+r7gHwses9LGpLDzGIb6vupduKhHpq/mWUOS+ceDj+oKZFevXo1B5QA4j6RojhCVEsNDg7G4yJ9HmwPNVKnVAvkHS8cMF1K5cR7tVotSr9+HAPtccfAb8PDw9FTSvme0i9X20rNZjPj5eYP1OF7aBM5depUzpbGzVZ0a/WxrVSNTM2BrzPHido7/LjwPJ0SZFJjBshH2vR16Cb173mXTSAfUlcHupeq6E3AzUNe97+xsRH96ak/ZZpGoxFnXgKRSpKk27dvx3SMjsjyNBoNHDt2LC5PudlCddchtL2KGNZAO5X5nD9/PjKWD5tAKZWGupmZmaTfPY1J1C8zfy1vyl1N2yvlbcQ6aFmK0pQxoAc4/U3AVXWHEgdbSuUB7BwAw3ZQHSqf4eaxO3fuYHZ2NpfH8vJyjLQ6Pj6eWYIPDg7iww8/xKc+9SlUKhUsLCzkdluHsLMDmWF6tZ8JsrR70NVU0+iEozuYmRdXdKyTtgvbgZvcWq22e/G5zkEyCtQ8v7fVascd8mDZbO4chq4rIi3rw4cPYWYxLIWfCIaHh6OLJQFZ+ZUrDv73Y887HGxtbWVUNCFkD0bxEnTZxMT7qfGuGKO/lXx6BXsAuVWJn/R8X5d5LPG/91zqFfj3vKQPFEv7frYjU29sbGBhYSFzn3T//v14mDpPpNGZlwzZbDbjiTRaBvruq35Y38ONUgwGBmSleKah0VIPVGc6Srx00UwxLyVkVVf4gaYeGF4iKGpHZb6i+7SbKHk1WVFwK7OdUL+621Pz397eRr1ex8bGRsbdlmkqlUqUjm/fvp0D/mq1ih/84AcYGhqK5+/6OgOIB37wSDtf1+PHj8c8qFfVfpiamopl436PonbTA3m0DLVaDSGE3OljytdcqTE+i58Eb9++HQ36uqIDdny4qbb87Gc/m4v4ScD1YSn42d7extmzZzE6OoqRkZFMtE6VSLmaoJFa+5SArJOW8ijrTGFLV21+nHue1n5JSch6X8vM+3Sr9IZsz/Mp4CZPewDXPjCz6AXnjdg+Tb1ez8SkYppKpYKrV6/Gc63ZTx6fysCetC9AH8h61ahOVL+pehkZGcELL7yQ1B/Pz89jfHwco6OjufgwZAhuruEhI0psVM9UWg4OJGVcr2tVxuNzGsvGv69bG6h3RZEfsj/H1OuGK5VKHHQ8rEKJG5fIwH5TD1db3PNAn3mvd+VkSD9vX4aNjQ1MTU1hamoqHk7t+4AnNc3MzOTucTJVLym2ubYj66e7i3XFxKMXdTWjeR06dCiCsQKpEoOGaYhfNWrOzc3FjU71er1QCh0ZGYkHq2t7qdcQz3XV9iaP0etID0FRUiO9jgnNJ+UzrzyiQJpqCy9wkGeLThbT9vK8GELIeAv52D76vE6A/j10OKCR2oetYDvQkeDGjRvJDYacsLii90LQ9evX46Y7HqPIdibRzuc3eLKcJ0+exPDwcFQ/a7t4XCijfQH6ZZVhg+vsqjOgDjIAOelCO44fP7BSYOsZ30sCKTDUYxD9fYK9l6L9O0PIbj3XZzVWfSoSJwOZbW9v4+bNmznmrVQqmJycjAbq1OTAk5zGx8ejpKsDi4xNtZbvB9aBHhbqEsd+1BhG6h3h61pk3Gy12juSabDnys33y+rqaka69hMuQZVeKfp8q9WK6sTh4WG89NJLGa8P9hc3ZHkXTdaXO3AHBgZyqjZfJ8+rek+FkBSvqgCS4nkP0qy7ChCe51NChoJQyoUz1dZc3XqHB93VzN3SHkxv3rwZVzGapx8bzWZ7d7GvO0G/Wq3G1bu2XaXS3pGrOn6PRWYWVVc+lhHfr0enkqdT/QAgV0+Wk/aYIsOvL1MR7RvQ53cRWKYAWTvW7/TUTi1jTC9peCBUDxoynoIQBw43MKU2c1Sr7UicNNgyhKsyA5mv0WhgaWkp1w7UB3Ni0V2nWiaqnTgAUpMH06XamuDDsqghWyUqxo/xk1yl0t50xNWEStGs4/DwMB48eIC1tbV4hKCWJYSQCQjH+/w0m028+OKL8dxdxjjXQGchhLj5Zc65eTJPBh2j+5+f0L0xzoMey6L7RDzQsj5FK7oi9VqZkKE8ndq8x37R9kgBHb9T4YC5KmR02ZR0W6vV4ipIz80ln2m/+vMZOGmkVsvMg3WgWiklAFQqlUwwQ9++bGOfN39zTHls0XICOwfUqHCgPDAwMBDVdNVqNbfPA0AMZqiTAu83Gg2cOXMmrkr03Aolv3pI0b4AfSAvOSvze4bUb4Y9fvz4cSGQUZKjd4QS1Q30zFA3T7OdELBDQ0MYGxvDwsJChnlpWOJh6c8991wOwEJouz5yCZ7aXUfGpXTpJ0AguyU9xcSHDh2KQOUlVxL1wjw0WsvRaDQwMTER20uDsjHt1tZW3A3KIx11wITQ3rnKJaofJGRkqiuOHTuWA8tmsxljmGvMFeUBlX69hEvS+ymBwIOt57lUH2gaFT70ng/+pmm8uiLF0wzP66VfFQ6ojlhaWkpGoOUmJwVK5jM0NIR33303Tg781rKaGSYmJqIR2ucPIJ7rOzY2lnOPZj7Mn550flXuJyh9lgZstjfDZ3hSLyttS9La2lpcIXuPIPYhwybrmdjKr+rqmvIq4iZGBodMedxw3OgxrdoWhw4dikKIF3Q8P5YB/74AfQ/UJHouNBoNvPfee7mKDgwM4P3338fw8HCMjeMZp1Jp+8zTY8E3XgghMi9D/mo5zNpScZE6wv8uMoLSvZL6Xb6bxIlre3s7eeCGepaY5ZeQzWYz+gybGT73uc8l9cOqukn5/p44cQKjo6MZlzrfXt5bSfuL6fXdKTuDt5mkpDO+y0upKXBRwSClB1XJMRX6OISsb3hK4KhUKlE4oH5Y26BaraJWq0V1BCcuXx6CNvXHHtQZPoAxn7S+lCIZLfWjjz5KTlKMB6WxjLQNDx06FJ+r1Wq5cWO2s9FRA6fpt4Y58JuxeI08z8lfJVWqXrw7r/bX9PQ0tra2sL29HcFUKYQQjyD0m5zI8+fOnYurPpbDCxD+xD2tJ1en5JuUTcQbo1M4o3Y+39Y+TYqvtX3L1D973mUzNWNpZ8zOzuL+/ftxdxqBgg1BHR0ZyJN6E+jgULBZWVnBoUOHcrsR2eGUfunZAyC3G5BHAz5+/BiTk5M5QJmfn4+Dj+5zPg0nl1SIV6orODjJWDRE8jrLxLby7eslXyUuyVNAXEZlfZgC6JSEzHezH5nO64H523t1ULolGFHHrvksLi7GaKxTU1MRwKkmUU+vK1eu4OWXX448Rd6ZnJzEo0ePorSmOuChoSEsLy/jxIkTcYLQ/Q3MZ2xsDPV6PR6L59tIj95LbdzjZGJmmYNDlLyrLdvBzKJNSA2zlJY1jDD51B+v6dvcbx5k/2i7MBKn9jk3Qul490CqQpgCqtr5CMSsk28v1i9F+u4UmPt8/LPKz15Fx28P9HxW1Xj+ZDSth6oW9R1F1FXSN7MRM3vTzP7EzK6Y2S91rk+b2XfN7P3O9xF55nUzu2ZmV83sp+X6K2Z2uXPv16wbWrjG80xKvWGj0Yiue6w8ica+hw8fZs4Y1bx41qmPEa9gS+8GleQ5qAcHB+NJTec6G6W8lDs+Ph5XHB6QyLwq6WkZVTr2J/MoeUmAaTQEr+qPdYCl8mJbqrHOv1cZ09c59Q5Ve2g5ufxWn3OmY0C9zc1NrKys5IB+aGgIP/7xjzMDQ/XQHGBcHvvdxeSl8fHxuCLkJiXfNtQf+9Watke1WsXQ0FDG1sQ8xsfHo3TPw26K+kBXb0xTrVaxvLwc20rDbGub1ut1PHr0KHNEoL5jZWUFjUYj2lV8e5w9ezauerjHQH3gVR3hj4skrzJAHndS+7r4caBl0Peo44Ve5zf53q8S/CTE+zxcJsWv2laep7V99LjIlC2Q11QA1UmjWq3GjXurq6u5PAYG2udJ1+t1rK+vR+GVxPS0I16+fDkXNLGIelHvbAH4YgjhzwB4CcCXzew1AF8H8L0QwgUA3+v8h5ldBPBVAC8A+DKAf2NmHCG/DuAXAFzofL7cw/sLSUHw5MmTye3Ozz//fNQP0/iRkoxGRkZw6tSpHCB6QE4Z3Aj+umNUO1GZsojBvcGO91PqChKZUpfnPn/e9+XRMqpE5POv1+txia3RKZWxGOr31q1bOVWCmcXzewHELezaD9wuX61W8e677+a8HwDg9OnTMWyFP3uX9eMGp1qtlgRlLr+PHj2a7BcNY8DBTOCmpMh8vS2CtLKyEneOesmv0Wjg+PHjcQ+CxvXXPChBpwYx3Tw5qdCTyxOjNM7NzeX0x6of9mcPaLvoRwGL94t2Set79Fvr4gFZ76u9w0vXvF8UXVb53asMeX98fDyWv8hThlE279y5k4xJxb0RjLiqNDg4iNu3b8eyX7t2LeMNxzZhbCx/ABTzqNfrmJiYiJGAdSIhHT9+HCMjI3Ezp7ZZEXUF/dCmdZal8wkAvgLgm53r3wTwNzq/vwLgt0IIWyGE6wCuAfizZnYKwGQI4Y9Du9T/RZ7ZFVFKoArFG860UQjI/mBpva+folmSjM73K1NpPqQi6VclEXXh9Gm0HEX+xTwsfXNzMzd42UY01n3wwQc5CZnvoE405eZ5/fp1VKvVuBnEe0qZWbR1UDr2bcHQF4xF4utC6ZnunqyfH4xF7dVqtaIk1Gq1sL6+ntyQRoMdTzLTNmCaer2OWq2W8Q7S99DFMxWJE0AMCDY4OJgLvEawpZun6rn5Lm5yMrOkT72ukvyuWC0n+T4lbDAfBXRtC03Dj/ZH0arPG6hT0q2OixRP09unyBOHXnB00EjZx8jzS0tLOZ7nYTdA2zniyJEjyTF/9OhRjI+Po1arZfqJ6ebn56NjRspQTh6oVqtx85efHNkefj8Q30NDfbVajapJX06GtOAkw/ensC6Wr/BOthBVM3sbwDKA74YQ3gBwIoSwCACdb0YOOwNgQR6/1bl2pvPbX9816UBShvYSrDK0MnbR5iW9X+QxoN98R0qaoLGuKGb3/fv3c4copEB7a2sr6aIJIErfExMTmUicqsphUCeqtnw5aaDi4dS+rLxeqVRiHCFfFzKmPy6SkyO9KlSN4MvKPQb0qSbx/sLCAur1elRLMJ8Q2oa606dPx9UWT73SNCG0DbGDg4M4ceJErh7NZhMzMzPRV1vjwygfEWSGhoaSRkOVyD2feuk4tfJToE3pefVdKqikgFRXnfQKSwU684Cccm8mIDMypB9j3LhHUFYgU50zQ5y8/fbbSUmddis1JJMGBwdx586deEbGjRs3kkHZKP2ePXs2016sz9GjRzP2kBQOcB/J8ePHI1+RKpVKDKPi8cTMom2PqilOvt6ov7i4iM3NTSwsLGTa2ay9K31ubg7379/H3bt348585YNKpRLDp1+4cKE0JIpST6AfQmiGEF4CMIO21P5iSfLUW0PJ9XwGZr9gZm+Z2Vv+RKzO/VzlVBohaKvRSdPTC0ZjrystLS2hXq9jc3Mzc04p3w3sSFrf//73U1XAkSNHYpjelHRKyZo7f3XAAztMpxK01hXYUUFw1eDrqq5/PhYIQYUMTZ2rXyXRo2FjYyMJdK1WO7wsVwvaTnwH4wttb2/j3r17uf7kim14eBgvvphlLQ4iDW1B0PfhK0hq92B7qBHWAzLTaYRVr9LQ+vhVYQrYi1Z9fmXBFQylQs1L20BBODVZ0OtLNyDpRLW8vIx6vY4HDx4k/eFv3rwZja737t3LGPxZr8OHD2NsbCwJtJRGR0ZGMD09nfTooVTLUA2+nwFEZwR/0A2Jmwer1WpGXeuFGc+ren91dRWtViuqJX2aEAJqtRrW1tbiiXzaZ61WO4bX2toa7ty5E1WXJIZJIJ9eunQp2l5IzWYzBjM8duxYBrCJT2xvHvPpSb2G+D9VX0+78t4JIdw3s/+Dti7+jpmdCiEsWlt1s9xJdgvArDw2A+B25/pM4nrqPd8A8A0AOHnyZPBA5AcOycywvLyMyclJhBBw8uTJGF9H9XdjY2Nx2zvz1DyOHj0al9c8JFwHUAg7ngCc0dVrgPlwAkpJbRqHhK6PWhZ2Mn2yU0v0e/fuRddJ9VxSwOLhJzMzM0k1AJeQXFVo+be3t3Hy5MmYngNJ1Vyq8tFdpTo50lVO65GyeaQAj5TyrvAqPS27groHbO0f/ubE4ycC7xSg5WP9Na0HIZ4cxnZIATb7aGVlBadOncoAwODgIC5fvowLFy7EDUaqniIxBMO1a9fw6quv5ib32dlZPHr0CNPT07n4PBQKCOarq6t47rnnMiogClIhtF2YNeYU65GKK6NASaeHEEIEU9/Xt2/fjof2sN1Ijx8/xsTERDSAz83NxQla++2jjz7C0NAQtra2csHjtra2cPHixbjaUile8+CqdW5uLvaHrsCmp6dj+hQg+/ZP3WcaFRKIGWyzstUen03l/bFA38yeA7DdAfxRAD8F4FcAfBvA1wD8s87373Ue+TaA3zCzXwVwGm2D7ZshhKaZrVnbCPwGgJ8D8K+6vZ+V8L9TwABkXSUJZmQKVcWEEGIMcQWxEALW1taikc0bqrhMo52AE4J+KpUKarUazAz1ej2+R/MgUwHI5KF1M7PoS+2l00ajgbm5uQg03quI32yL6enpXB5sDwL/btpZpV3PZNrWvl4pSTUl1Sp4FG07Z919+AOCFJ+jn7a+g94zNOr5uObMj5Lg9evXY7AyvofnL6haRGPWj4yM4MaNG9GdeGVlBYcPH86FW5iensb6+nom1K/Wl0fqqdeQ5yeWiRK0by9KowrkpO3tbYyOjmbusS20rLVaDUB7UvBhJR4/fhzBemNjA+Pj40kBYG1tDZVKJYKp5yOqE1kuLx2r48KRI0eSZwBTtaSuzV44UPdGEsuh7VPE//peFVZSwqgXRsp+axnKKKXp0PJ8XEn/FIBvWtsDpwLgWyGE75jZHwP4lpn9PICbAP5W5+VXzOxbAN4F0ADwD0II5Jy/B+A/AxgF8PudT1fyoKCV9EzB2PAE3BTg0EinEjbThLBj+PWeC37WHhgYwKVLlzKAb2ZxeZeSBPi839qtE4+WhddSEqLqhvm8B2+v5vCSbKpNi97J697t0jOYqg88kHLAEahVwtQBef/+/RjRcWJiIpNPtVrFrVu34u5mqsn82bPc8Vuv16PbIYl8cvjw4cyB6ApQ9PRgVFBtK64cJycnsbGxgdHR0Whs03JQPWhmESy1jL4P9Bp/37t3D6dPn86E+/ZtSlWHB2rmcffuXYyPj6Ner2cOVAfa/Hn06NEYMGx+fj5phOZKhQfnkLhi5P6DEEJG5aESLftaQZdtrW3r28aDYardtDy+/v53mTDDPFLAmnpn0So1Bf6+n8smiZQw5J/lNbUrpHhAqSvohxD+FMClxPV7AL5U8MwvA/jlxPW3AJTZA5LkZ9TUNTaQxjRXtYymo5Q9OzubWUqTAY8cORL/p2b0FEP4ziuaqVOuk0V1TD1LoEyl9a5uKaZRQObA9gzDj25IYh50ZwPau4+pBuCzAwMDuHbtGmZmZlCpVDA1NRVDOmj9uQp7++238dprr+UkthMnTuDRo0eYmprK6egJ2DzEZmFhAbOzszlJhz753DrveUFd4NQmomVlmpQ7K4Bo0OOGphBCRuU3PT0dVwuTk5O5yd1sZ8fr5uZmPEiFtL29jYsXLwIoPp4PQATy8+fP51YSzWYz8jTzKZIUvdCg9z2Q6CTeLU0KFEme//RZkqrOFPDKxosvQyrfsmeUvEBUlrYof49fRbiWmly8e3WqfGVAr7Tnd+SmiANYGVQbwTO9fpc1jgc97Zhus7YCRAqUlUm94VGBV2d5TVOtVqN3C9UR6oZKgy03HtVqNZw5cybXFgzfS3DSmCHVahUffPABzp49i2q1igcPHiTVEceOHYv+4d4VrVptRxSkz/zExETSZ52Tj9/Y49tXl/MkGsH47rt37+LMmTOZZylt0v3P74JuNptYW1uLbcB3eF9oqiPOnDmTAWz2FTcfhRByG5BarVZml3SRIZzqiOHh4ZyXiLZV0YRPnt6N9KvgkVrhpQApBTZ6vRvYpYDKG7dT4J/KRyebXsivZovqUnbP59UrlfVLL/lTgEiRtoF3Ty2ifQH6qUbwDamM4iUZMlaKkbwvvZds+Z0y6GkePNGeqh0vMa6ursalPu97EKENYWlpCWfPns2pkm7evBndCqempnD37t1cG1GXurCwkIw1r/FBDh8+HPW0JIaGpQRKWwBJQzqkDsiuVNqHaGtMcD8xcOJrNptxR6GfIG/duoWJiYkY0kDzCqGt+63X66hWq7h48WLO2wZAPFRaA1RpPc6fPx/zpC+1EgPsATsx9xUUWq1Wxkc7JU16IaMbIJeBTi9g1CvA9AL03t+7CCT5vRtQS02gqXzL8iiaTFJUNkGwLOTTorbX36kyp9req6hS9SjqM8/PKfdxzaPX9t8XoA9kG0elYt8Q2mkEIUrIm5ubMSaKSpK3b9+OboXT09M533qVpC5fvoxXXnklN5Cp+ynU2x4AAAtNSURBVKWxzR+td/PmTbz88suoVqtYXV3F1NRU5ihCs3aYgEePHmU8ZpR4Hi23+aeWrdSX02PGT370dgAQbR+6upicnMzEk/GARFCvVNq7dVVtYNb2+Jmdnc2EEy4a0ENDQ7nQyZwM9cB4tYkwP8bcZ3rP9NQTK+lg1YGm3hkeSIpUefzWtutVKtbVRBFA9ApoHlRSPFGUzl8vesa/L1Xmsjqn6sE6pqTT3UrSQDmoK3UzkHajsnKm+qCX9vCrEL3u26fo27+/jPYF6Bc10ODgIK5duxZD+FIy9EA1NTUVfc2pb2U+lHwZqoESpG+80dHRCGSp3XU8h5XpfFkPHz4cO7BWq8XAXryvxNWCb4PFxcXoVcSQwgoQIYSoP6euPdWWlF7psqrPa4yP+fn5HOhRyqaKyd9vtVox3guQjx/DNGXeE0yTahtl7G46zKLJhm3mBwcnzCKJylO3wV12v0xq7pVSkxiw473ENP6ZXqkMjHoF92557/Y5JY5Dv4mr23tSk7MKgZ4nSXyXFyg83uy2Pn7C0nb3vOjLXwT+ZbQvQL9IZ1itVnHnzh185jOfwcDAAB4+fBjBUDuLhj+VHklmO3G59ePVM3w3PRyUaEwcGxvD1tZWZmMK0FYTnDx5MoIs4wT5mfnBgwfRE8UPNDXoAYj7D9TABSBjpE55BOlk0Q0QiiQ9PdtWmU6Bumy5nrrPNN10rUXXiiTd1PvLAKcXaV3v+99FUrDPPyVxFknpKfKrAcYvCiFrmC+qS5naIbUKKGs/HZ+9qpd2Q17I8jtbU+8rk8J3UzaPA/79/F80maYm5V6lf55Nwf9lUn6vggqwD0A/xXBswFarFYNn8RQfPVQDaDPFysoKzNo6aoarZV7U266vr2N9fT2jclHixPD5z38+WQ7dYZjamcrt5WTelEGPZdc6pJbifmD5Cca/W6Whojy8lF0kfZRdK2O8XiXM3QJyWbnK3snnU+52qdUHB26RagbIDv5e65F6T6o+RWokUuqQE9+PRZN4UVnKJoTUtZ8U4PvfvYKml5RTaYruAb0JQamYVT5tt/YoalONU6W8ru2QqsO+B/0UqdR9/vz5GFcmtV2ZxjygvSs15W99+vTp2JB6MAgphFBosAOK/XR9Ht7/2Kcpkv74TFEHF+lrNU2q3JpvSmLfrURUlL4X4PB5EGSLpEqfr7ZFSmL2eanU1q2elJ7LBnKRVN2tTVLSd1Edy/LbLfWyitnNqudJqZc8tS1TfVDUL0XjoFvf7LZsKUm/SLjazbs8v5bVoaiuKdqXoA9kwUo396SIoFx0XJoCMu/r7l2mSQFqr4OhaKnsy92LNNvt/8chSkdFoKlLVT/h6C7cbmUrmsT4/t2Apc/Dl43/iyaQXiasXlYqZjuHiRfdL5rMyqT8JyG/KumWbxlv97pKS5HyRVlZu9WzSI0D5CXfokm3DOyLVqndeLnIdrJbg3GZIZr16gX0e5nQ9gXod5sFU9KQH6y7kVy6gW2Kqbx0ljIypaQBP8EU5a3fZVJg0YRSNtGk6uj/F0lQQN63PZW+qB92A2optYte94DvAauoz1PXepHWU0R9ujcIk1KqM76vl7Km6EnBuRug9dJPqbZPla2sDEX3y1Rp3agXPi5S/fRS7yKe0byLJnhN34sQyPtl5d0Nr+4L0C+jogH+cSWUXt7J3yQvAafAMCU5ljGZn1SK0nqG40RStgO4aELw/8uAKvVb/6f6oWwg9MK0KYm5TAgoevdugMTM4rGAvk2LgE7bjWVKAVkRaJdNkL3wdlGasuspgSIl2JS9syj9bsDbe8n4NioD0pRtpWxVV8QPKUxJPVdG+s5u+RWVpahcRXjQDfv2BegXDSqVjjwIeDUEr/l8/Hu6DaZepJKiZzR/73XTTSroJi0V/U+VZ7fvSUnMmjY1IHuR8Hwe/v1FoNGLRNxtci0Ca6ZL3dNwv37QFfV7twnIf/cCJCm+3c3z3fLT6936vtc8e+EfpaJ9Fr5sT1Kf3VDZxKsTexmv9iKJp3jBp+9VYPGrRk/7AvS9TrBbxVODrRuYFQFHCgBSxIYuk/z0f9FzT7I68QxWBPRF/4skvFTabunK2rFsIi6Tessk4N0AZq8StU9HPX1RJNJe6plK321CM9vZi9Bq5c+oZZpuk3wZpewwRXXScoUQ4mEpRbxFUNS6an+lvMo0bZlevMxNMlV+/lb9v+7EZRk0BLt/tuxaL9RtnKXSK+m7+J2yH3UDfXsSkPn/SWa2BuDqsy7HM6JjAGpdU31y6SDX/yDXHTjY9X9adT8bQnjOX9wPkv7VEMKrz7oQz4LM7K2DWnfgYNf/INcdONj1/0nXvfcwdX3qU5/61Kd9T33Q71Of+tSnA0T7AfS/8awL8AzpINcdONj1P8h1Bw52/X+idd/zhtw+9alPferT06P9IOn3qU996lOfnhLtWdA3sy+b2VUzu2ZmX3/W5XkaZGazZvZHZvYjM7tiZv+wc33azL5rZu93vo/IM6932uCqmf20XH/FzC537v2aPcmunGdAZlY1sx+a2Xc6/w9S3Q+b2e+Y2XsdHvjCAav/P+7w/Ttm9ptmNvJJrb+Z/UczWzazd+TaU6urmQ2b2W93rr9hZnM9F043B+2VD4AqgA8AzAMYAvAnAC4+63I9hXqdAvBy5/cEgB8DuAjgnwP4euf61wH8Suf3xU7dhwGc67RJtXPvTQBfAGAAfh/AX33W9euxDf4JgN8A8J3O/4NU928C+Lud30MADh+U+gM4A+A6gNHO/28B+Duf1PoD+IsAXgbwjlx7anUF8PcB/NvO768C+O2ey/asG6egwb4A4A/k/+sAXn/W5foJ1PP3APxltDefnepcO4X23oRcvQH8QadtTgF4T67/bQD/7lnXp4f6zgD4HoAvCugflLpPdkDP3PWDUv8zABYATKO9P+g7AP7KJ7n+AOYc6D+1ujJN5/cA2pu5rJdy7VX1DhmEdKtz7RNDneXYJQBvADgRQlgEgM43j/gqaocznd/++l6nfwngnwLQ/fUHpe7zAO4C+E8d9da/N7NxHJD6hxA+AvAvANwEsAjgQQjhf+OA1L9DT7Ou8ZkQQgPAAwBHeynEXgX9lI7uE+NmZGaHAPxPAP8ohPCwLGniWii5vmfJzP4agOUQwvd7fSRxbV/WvUMDaC/3fz2EcAnABtpL/CL6RNW/o7/+Ctrqi9MAxs3sZ8seSVzbt/XvQk9S1yduh70K+rcAzMr/GQC3n1FZniqZ2SDagP/fQwi/27l8x8xOde6fArDcuV7UDrc6v/31vUx/HsBfN7MbAH4LwBfN7L/hYNQdaJf7Vgjhjc7/30F7Ejgo9f8pANdDCHdDCNsAfhfAn8PBqT/wdOsanzGzAQBTAFZ6KcReBf3/C+CCmZ0zsyG0DRXffsZl+tjUsbz/BwA/CiH8qtz6NoCvdX5/DW1dP69/tWOpPwfgAoA3O0vDNTN7rZPnz8kze5JCCK+HEGZCCHNo9+cfhhB+Fgeg7gAQQlgCsGBmn+lc+hKAd3FA6o+2Wuc1MxvrlPtLAH6Eg1N/4OnWVfP6m2iPp97Dfe7FD4CfQdu75QMAv/isy/OU6vQX0F6C/SmAtzufn0FbF/c9AO93vqflmV/stMFViJcCgFcBvNO596/RoxFnL3wA/CXsGHIPTN0BvATgrU7//y8ARw5Y/X8JwHudsv9XtL1VPpH1B/CbaNsuttGWyn/+adYVwAiA/wHgGtoePvO9lq2/I7dPfepTnw4Q7VX1Tp/61Kc+9eknQH3Q71Of+tSnA0R90O9Tn/rUpwNEfdDvU5/61KcDRH3Q71Of+tSnA0R90O9Tn/rUpwNEfdDvU5/61KcDRH3Q71Of+tSnA0T/D5OhVQ/uwhv8AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.imshow(image, cmap='gray')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x360 with 6 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from skimage.filters import threshold_otsu, rank\n",
+    "from skimage.morphology import disk\n",
+    "from skimage.util import img_as_ubyte\n",
+    "\n",
+    "img = img_as_ubyte(image)\n",
+    "\n",
+    "radius = 300\n",
+    "selem = disk(radius)\n",
+    "\n",
+    "local_otsu = rank.otsu(img, selem)\n",
+    "threshold_global_otsu = threshold_otsu(img)\n",
+    "global_otsu = img >= threshold_global_otsu\n",
+    "\n",
+    "fig, axes = plt.subplots(2, 2, figsize=(8, 5), sharex=True, sharey=True)\n",
+    "ax = axes.ravel()\n",
+    "plt.tight_layout()\n",
+    "\n",
+    "fig.colorbar(ax[0].imshow(img, cmap=plt.cm.gray),\n",
+    "             ax=ax[0], orientation='horizontal')\n",
+    "ax[0].set_title('Original')\n",
+    "ax[0].axis('off')\n",
+    "\n",
+    "fig.colorbar(ax[1].imshow(local_otsu, cmap=plt.cm.gray),\n",
+    "             ax=ax[1], orientation='horizontal')\n",
+    "ax[1].set_title('Local Otsu (radius=%d)' % radius)\n",
+    "ax[1].axis('off')\n",
+    "\n",
+    "ax[2].imshow(img >= local_otsu, cmap=plt.cm.gray)\n",
+    "ax[2].set_title('Original >= Local Otsu' % threshold_global_otsu)\n",
+    "ax[2].axis('off')\n",
+    "\n",
+    "ax[3].imshow(global_otsu, cmap=plt.cm.gray)\n",
+    "ax[3].set_title('Global Otsu (threshold = %d)' % threshold_global_otsu)\n",
+    "ax[3].axis('off')\n",
+    "\n",
+    "plt.show()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f45ec3ee0d0>"
+      ]
+     },
+     "execution_count": 128,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "mask = img <= local_otsu\n",
+    "# mask = ndi.binary_erosion(mask, iterations=1)\n",
+    "mask = ndi.binary_fill_holes(mask)\n",
+    "mask = ndi.binary_erosion(mask, iterations=3)\n",
+    "\n",
+    "mask = remove_small_objects(mask, min_size=5000)\n",
+    "\n",
+    "labels = label(mask)\n",
+    "\n",
+    "plt.subplots(figsize=(20,10))\n",
+    "plt.imshow(label2rgb(mask, image, bg_label=0),)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "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": [
+    "regions = regionprops(labels, intensity_image=None)\n",
+    "\n",
+    "\n",
+    "bad_regions = list(filter(lambda r: r.major_axis_length < 80 or r.major_axis_length > 180 or r.eccentricity > .7, regions))\n",
+    "\n",
+    "good_mask = mask.copy()\n",
+    "\n",
+    "if len(bad_regions) > 0:\n",
+    "    bad_mask = np.max([labels == br.label for br in bad_regions], axis=0)\n",
+    "    good_mask[bad_mask] = 0\n",
+    "\n",
+    "plt.imshow(label(good_mask))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f43d437a9a0>"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.subplots(figsize=(20,10))\n",
+    "plt.imshow(label2rgb(label(good_mask), image, bg_label=0),)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import scipy \n",
+    "A = label(good_mask)\n",
+    "good_labels = A\n",
+    "\n",
+    "def get_outlines(labels):\n",
+    "     return labels * (np.abs(scipy.ndimage.laplace(labels)) > 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.colorbar.Colorbar at 0x7f43d453ce50>"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "\n",
+    "plt.subplots(figsize=(20,10))\n",
+    "plt.imshow(bg > 0)\n",
+    "plt.colorbar()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rfp_stack = imread('/home/aaristov/Multicell/SGR/20200811-CIPRO-7ngml-rep2_1.2_cellsperdrop/mean_projection_c2.tif')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(49, 3519, 10545)"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rfp_stack.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def estimate_bg(values, eps=.1):\n",
+    "    '''iteratively shaves off the values higher than mean + 3 * std to get a good mean value''' \n",
+    "    mean, std = values.mean(), values.std()\n",
+    "    good_values = values[values < mean + 3 * std]\n",
+    "    new_mean = good_values.mean()\n",
+    "    if np.abs(new_mean - mean) > eps:\n",
+    "        return estimate_bg(good_values)\n",
+    "    else:\n",
+    "        return new_mean        \n",
+    "\n",
+    "def test_estimate_bg():\n",
+    "    from scipy.stats import norm\n",
+    "    dist = norm.rvs(9.0, 2.5, size=100)\n",
+    "    dist = np.concatenate((dist, [15, 20]))\n",
+    "    assert dist.mean()\n",
+    "    np.testing.assert_array_almost_equal(estimate_bg(dist), 9.0, .2)\n",
+    "    \n",
+    "test_estimate_bg()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_intensity_table(\n",
+    "    labelled_mask: np.ndarray,\n",
+    "    intensity_image_sequence: np.ndarray,\n",
+    "    estimator = np.mean,\n",
+    "    plot: bool = True\n",
+    "):\n",
+    "    assert (iis := intensity_image_sequence).ndim == 3, (\n",
+    "        f'expected 3D stack for intensity, got shape {iis.shape}'\n",
+    "    )\n",
+    "    df = pd.DataFrame(columns=['time', 'label', 'mean_intensity'])\n",
+    "    \n",
+    "    for t, img in enumerate(iis[:]):\n",
+    "        print('.', end='')\n",
+    "        def get_vals(label):\n",
+    "            mask = labelled_mask == label\n",
+    "            intensities = img[mask]\n",
+    "            return {'time': t, 'label': label, 'mean_intensity': estimator(intensities)}\n",
+    "        labels = np.unique(labelled_mask)\n",
+    "        labels = labels[labels > 0]\n",
+    "        vals = list(map(get_vals, labels))\n",
+    "        df1 = pd.DataFrame(data=vals)\n",
+    "        df = pd.concat([df, df1])\n",
+    "\n",
+    "    if plot:\n",
+    "        plot_intensity_vs_time(df)\n",
+    "    return df\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rfp_table = multiwell.get_intensity_table(label(good_mask), intensity_image_sequence=rfp_stack, plot=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "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>time</th>\n",
+       "      <th>label</th>\n",
+       "      <th>mean_intensity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1629.091675</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1628.770630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1630.583496</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1629.770020</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1630.312866</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>48</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1624.875977</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>48</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1701.264893</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>48</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1684.204102</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>48</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1626.151978</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>48</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1630.003540</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>245 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   time label  mean_intensity\n",
+       "0     0     0     1629.091675\n",
+       "1     0     1     1628.770630\n",
+       "2     0     2     1630.583496\n",
+       "3     0     3     1629.770020\n",
+       "4     0     4     1630.312866\n",
+       "..  ...   ...             ...\n",
+       "0    48     0     1624.875977\n",
+       "1    48     1     1701.264893\n",
+       "2    48     2     1684.204102\n",
+       "3    48     3     1626.151978\n",
+       "4    48     4     1630.003540\n",
+       "\n",
+       "[245 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "rfp_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 137,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "................................................."
+     ]
+    }
+   ],
+   "source": [
+    "bg_table = get_intensity_table(label(bg), intensity_image_sequence=rfp_stack, estimator=estimate_bg, plot=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "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>time</th>\n",
+       "      <th>label</th>\n",
+       "      <th>mean_intensity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1628.206665</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1631.101807</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1629.433350</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1629.451050</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1629.015015</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>494</th>\n",
+       "      <td>48</td>\n",
+       "      <td>495</td>\n",
+       "      <td>1624.809814</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>495</th>\n",
+       "      <td>48</td>\n",
+       "      <td>496</td>\n",
+       "      <td>1629.846680</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>496</th>\n",
+       "      <td>48</td>\n",
+       "      <td>497</td>\n",
+       "      <td>1626.822510</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>497</th>\n",
+       "      <td>48</td>\n",
+       "      <td>498</td>\n",
+       "      <td>1627.741699</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>498</th>\n",
+       "      <td>48</td>\n",
+       "      <td>499</td>\n",
+       "      <td>1626.185059</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>24451 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    time label  mean_intensity\n",
+       "0      0     1     1628.206665\n",
+       "1      0     2     1631.101807\n",
+       "2      0     3     1629.433350\n",
+       "3      0     4     1629.451050\n",
+       "4      0     5     1629.015015\n",
+       "..   ...   ...             ...\n",
+       "494   48   495     1624.809814\n",
+       "495   48   496     1629.846680\n",
+       "496   48   497     1626.822510\n",
+       "497   48   498     1627.741699\n",
+       "498   48   499     1626.185059\n",
+       "\n",
+       "[24451 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bg_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bg_free_table = pd.DataFrame()\n",
+    "bg_free_table['label'] = rfp_table.label\n",
+    "bg_free_table['time'] = rfp_table.time\n",
+    "\n",
+    "# bg_free_table.index = rfp_table.time.values\n",
+    "\n",
+    "bg_free_table['mean_intensity'] = rfp_table.mean_intensity"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 141,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "bg_free_table.loc[:,'bg'] = bg_table.mean_intensity.values\n",
+    "bg_free_table.loc[:, 'clean_intensity'] = bg_free_table.mean_intensity - bg_free_table.bg"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 142,
+   "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>label</th>\n",
+       "      <th>time</th>\n",
+       "      <th>mean_intensity</th>\n",
+       "      <th>bg</th>\n",
+       "      <th>clean_intensity</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1628.631836</td>\n",
+       "      <td>1628.206665</td>\n",
+       "      <td>0.425171</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1630.494751</td>\n",
+       "      <td>1631.101807</td>\n",
+       "      <td>-0.607056</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1629.666992</td>\n",
+       "      <td>1629.433350</td>\n",
+       "      <td>0.233643</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1630.187500</td>\n",
+       "      <td>1629.451050</td>\n",
+       "      <td>0.736450</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1629.674805</td>\n",
+       "      <td>1629.015015</td>\n",
+       "      <td>0.659790</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>494</th>\n",
+       "      <td>495</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1625.183716</td>\n",
+       "      <td>1624.809814</td>\n",
+       "      <td>0.373901</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>495</th>\n",
+       "      <td>496</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1698.332275</td>\n",
+       "      <td>1629.846680</td>\n",
+       "      <td>68.485596</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>496</th>\n",
+       "      <td>497</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1721.010498</td>\n",
+       "      <td>1626.822510</td>\n",
+       "      <td>94.187988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>497</th>\n",
+       "      <td>498</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1694.966675</td>\n",
+       "      <td>1627.741699</td>\n",
+       "      <td>67.224976</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>498</th>\n",
+       "      <td>499</td>\n",
+       "      <td>48</td>\n",
+       "      <td>1698.327515</td>\n",
+       "      <td>1626.185059</td>\n",
+       "      <td>72.142456</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>24451 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    label time  mean_intensity           bg  clean_intensity\n",
+       "0       1    0     1628.631836  1628.206665         0.425171\n",
+       "1       2    0     1630.494751  1631.101807        -0.607056\n",
+       "2       3    0     1629.666992  1629.433350         0.233643\n",
+       "3       4    0     1630.187500  1629.451050         0.736450\n",
+       "4       5    0     1629.674805  1629.015015         0.659790\n",
+       "..    ...  ...             ...          ...              ...\n",
+       "494   495   48     1625.183716  1624.809814         0.373901\n",
+       "495   496   48     1698.332275  1629.846680        68.485596\n",
+       "496   497   48     1721.010498  1626.822510        94.187988\n",
+       "497   498   48     1694.966675  1627.741699        67.224976\n",
+       "498   499   48     1698.327515  1626.185059        72.142456\n",
+       "\n",
+       "[24451 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 142,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bg_free_table"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 143,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 144,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f45f15af760>"
+      ]
+     },
+     "execution_count": 144,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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odrtZuXIl3d3dKhkoaRfyDuEoK8yKN5LZJoRg0e1b0IIRWp97g+hoAGEwkIjF0GMaiahGIqZhtJhZfNf1GIzT36hnKnQthh6L4qiqxVYy8V7RvrYehNGAu2ZqK8CFEFRcuZozT73KyJkuCpfWzlbIl23eJIP2F9+85LL4y+EsL6L+lqum/Pq2tjb279/PVVdN/RhFuRxSSkL9w5SuW5bpUNLGYDSw7O6bOPGz5892FxnMJowWM0aLGSkl0RE/VdesS1tXmR5NTnM12uyXfN1oew+u6jKMFvOUz120vIFO99v0vXVEJYP5JBAI8P73v59/+Zd/IS8vt+uaK9kvOuxD1+LzbrzgnYwWM6vuu4NENIbRYr5gqqq/28uxx54h6gum7feQiCWTgcEy8aCwFooQ8gxRc8OmaZ3bYDRQ0bSKjpf3EOwbxFlRPKNYZ2reJIPp3MHPNk3TeP/738+HP/xh7rnnnozFoSwcQW9yJtF82BxmMkIITDbrRc+Pra2I+YNpu7YejYAQGMwT3/H72nsBpjx4fL7S9Y10vX6A3rePsvTdU94ROC3UbKIZklLy8Y9/nJUrV/K5z30u0+EoC0TIOwRCYC8pyHQoGWNx2UGItCaDRCyKwWK95LjMaFsPRqvlsu7sTTYrZesaGTrektafYypUMpih119/nccee4yXXnqJDRs2sGHDBp599tlMh6XMcyHvEPbi/IzUI8oWwmDA4rIT883udrfn02NRjJaLWyXn87X1kFdXMeXV1u9U3rQKKaEvw4vQFu5f0izZsmVLVi2MURaGkHcId83Es1sWCovbmbY7aikliVgUk2viwnmRET/R0QAVV05eg2kitgI3RSsa6NtzjOKVizPW9adaBoqSY+LhKDFfEEdZdlW9zARLXhqTQTwOun7JloEvVYLicsYLztdwy1WYbBaaf/My8WhsRue6XCoZKEqOma8rjy+Hxe0k5gumpXWeiEWAS88kGm3rwex2YCvKn9G1zE47S9+7lciIn9ZnX89Ib4NKBoqSY1QyOMfidqLHEyQis383raemlRqt47cMpJT42nvJr6+alYV/ebUV1G7dzNDJNjx7js34fNOlkoGi5JiQdxiTw4bZeemFULlE6jrRoQF0bXpv6pa8ZPnoqG/2u4oSqQVn59cgOl/IM0Q8HJ1xF9H5Kq9cQ+GyOjpefht/t3fWzjsVKhkoSo4JeodwlBXNmzIUiWgE35kTyWJwraeRicSUj03nWgM9FsVgtkw4S2i0fWyLy0uXrJ4OIQSL79yCxe2k+Tcvo4Uis3buyahkoCg5ROo64YERnPOgi0hKSXRogNHTx5KF4MoqSUTCBDpaptxnns5kkIhFMUzQRQTJxWb2kgIsLsesXtdks7Ls7pvQQlHO/HbnnI0fqGQwQ5FIhCuvvJL169ezevVqHnrooUyHpMxj4cFRZCKR8+MFeiJOsKOFYFcbJruTvGWrcVRU46iuQ/OPEurtmtJ50rnwTI9OvMZA6jr+Li/u2vRM73VWlFB/y5WMtnbPWRlvtc5ghqxWKy+99BIulwtN09iyZQu33347V199daZDU+ahc4PHuTutVAv6CXa0omsa9opqbKUVZ7u8bMVlJKIRogMejFYbtuLSS57r3MKz2U0GeiKOTMQxTJAMQt4h9JiW1rUeZRuW4+/y0vXafvLqK9O+rkQlgxkSQuByuYBkjSJN0+ZNX66SfULeIYTRgK04N8tQRIcGCHa1YbBYyVu6HJPDddFrHJW16NEooe52jBYrZvf4hR8TsSh6NJJaazC7q5DPViu1jj+t1N/pAUhbywBSZbzfdQ32kgKclenf2nROkoEQwgjsAbqllHcJIYqAnwENQBtwr5RyeCbXeP4/nqWvpW+moV6gYnEFt/7JHZO+LpFIsHnzZpqbm/nUpz6lSlgraZMsQ1GAwZh7Pbyx0WGCXW2YXXm46pcgJtiDQAiBq24xvjMnCLSfIW/pirMlpKWuExsdJjo8QDzgB5Jz9MP9I7Ma67lqpeO3DHxdHix5Lqx5Fyez2WS0mKm+Zl1arzFmrv6iPgOcX3jjQWCHlHIZsCP1dc4yGo0cOHCArq4u3nrrLY4cOZLpkJR5KuQdzsnxAi3gI9DRgsnhxNUwcSIYI4xGXA1LwSDwtzWj+X0Eu9oZOXaQYGcreiyKpSBZGM5stxDzz+7Cs7NrDMZJBlJK/J2etLYKMiHtLQMhRA1wJ/APwFhZz/cCW1OfPwq8AnxhJteZyh18uhUUFLB161aee+451qxZk+lwlHlGC4bRguGcSwbxUBB/WzNGixVXw7Jxt40cj9FixV2/FF/LSfytp0AYsOQXYi0qxuR0o2sxYiODmOwW9HiCeCSK2X7pzeinSo9GESbTuEkrMuwjHoqQN8+SwVy0DP4F+Dygn/dcuZSyFyD1OO5ecUKIB4QQe4QQe/r7+9Mf6WXo7+9nZCTZRA2Hw7z44ousWLEiw1Ep81EwBwePE9EI/tbTGIwm3Isbp11l1eR04V60DGdNPQWr1uGqW4TZlYcQIrkYTAhM1uQ5Z7N6aeIS1UrPjhfMs0KBaU0GQoi7AK+Ucu/lHC+l/K6UsklK2VRaeulZBZnS29vLTTfdxLp167jiiivYvn07d911V6bDUuahszOJcmRDG12L4W85BZBMBBOs5J2M2ZWHtagUg/HCRDKWEIyW5NvYbE4v1WORCWsS+Ts9mOxWbMUzq0eUbdLdTXQd8B4hxB2ADcgTQvwX4BFCVEope4UQlcDcrrueRevWrWP//v2ZDkNZAELeISxux6x1haSTHo/jbzmFnoiTt3j5hLNyZspgsWDQkp0Os5UMpK6ja9qENYn8XR7cNeXzbtZgWlsGUsr/LaWskVI2AP8deElKeR/wFHB/6mX3A0+mMw5FmQ9CnqGcGC+QUhLoaCERi+JuWIrJ4UzbtYwWKwaDnlx4NktrDfRLzCSK+UNER/zzbvAYMrcC+WFguxDiNLA99bWiKBPQ43HCg6M5kQw03wjxgA9HZS1m1/hrBGaLwWKFRCK58GyWWgaJS8wk8nclp6/Px2QwZ4vOpJSvkJw1hJRyENg2V9dWlFwXHhgBKbM+GUhdJ9TbhdFqwzrJ6uHZMDYOYZ7FVchjC87Gq0vk7/RgMJtwlk9/v+Nsl3srVxRlAQp5k2sysz0ZRAY86LEojqraOelTH7t7Nztss7YKORGLIgxGhPHie2V/pwdXddll73eczebfT6Qo81DIO4TBZMRWOPF+vJmmaxphby9mdz5m99zMtBnr1zfbLURnaeFZciaR9aJkFo9ECfUPz7sppWNUMlCUHBD0DmEvLczqO9KwpzvZlVVVO2fXFCYTCAMmmxmZWng2U4no+KWr/V3JSY/zbbHZmOz9y8ohiUSCjRs3qvUFSlpIKQl5s3smUTwcIjo0gK24LG3TSMcjhMBgsWC0ptYazHDcQEqJrsXGHzzu7EMYDLiqsnPN00ypZDALHnnkEVauXJnpMJR5KuQdIhGJ4czSxWZSSkI9HQijCVv57O36NVVGixWjOVk2YqbjBroWAynHnVbq7/LgrCzGYJ6fxZ5VMpihrq4unnnmGT7xiU9kOhRlHpJS0v7im5hsVopWLsp0OOPSfCPEgwHsFVUXrRKeCwaLBYMpOVYw05bBudLVFyYDXYsT7B2ct+MFMI/2M/jal7/FyWPNs3rO5auW8oWHPn3J13z2s5/l61//On6/f1avrSgAg8da8Hd6WHTbtVm58ljqOqGeTow2O9aizHSfGCxWjGbDrOx4NlHp6kBPP1LXcddWzOj82WzKLYPUHgTKeZ5++mnKysrYvHlzpkNR5qF4NEbHy2/jrCihdN2yTIczrsiAB12LzdlU0vEYUzN/zM6ZrzXQYxEYK4J3Hn/XWHG6cWtqzgvTaRm8KYQ4APwQ+J2cq12ap2iyO/h0eP3113nqqad49tlniUQi+Hw+7rvvPv7rv/5rzmNR5p/u1w+gBcI03rMtK2cR6fF4cippXkHaVxpfytgbt8Vlm3nLIBodd1qpr9ODvbQQk238ekXzwXT+whqB7wJ/DDQLIb4qhGhMT1i54R//8R/p6uqira2Nn/70p9x8880qESizIjQwgmfPMUrXN2bt7JXoUD/oOvaK6ozGMdalY0qtNZgJfZzS1VLXCfR452UJivNNORnIpBeklB8CPkGywNxbQohXhRDXpC1CRVlgpJS0P78Lg8VM7Y3Z2QUppU500IvJ5caU2pIyU4TRiDAYMdktxPyhy154JqUkEbt4jUHQM4Qei5M3jwePYRrdREKIYuA+ki0DD/BpktVHNwC/ALJzqsMc2bp1K1u3bs10GMo8MHSiFV9HHw23XoPZkX2DxgCx0RF0TcNRXZ/pUM6uNTBZjMmFZ+HoZf3eZDwOun5Ry+DsZjbzvGUwnTGDXcBjwPuklF3nPb9HCPGd2Q1LURamREyj/aW3cZQXUbYhe3thowMeDBbrnJWdmIzBYr1gk5vLSQaJWOTsuc7n7+rDmu/C4k5fKe5sMJ0xg7+RUn7l/EQghPgggJTya7MemaIsQN2vH0Dzh2i49ZqsHDSG5J7G8VAQW3FZ1mzwYrBYMJqSsVzuwjP9bOnqc4lESom/a/6PF8D0ksGD4zz3v2crkMuVZZOa0mah/JwLWXhwlL63j1Gydinu6uydwhgZ8ILBgKUoe8o4Gy1WTLaxvZAvbxA5MVa62nJuWqmvrYd4KELB4pqZB5nlJu0mEkLcDtwBVAshvnnet/KAeLoCmwqbzcbg4CDFxcVZc4eSDlJKBgcHsdmys/9YmR39h5L7BddtbcpwJBPTNY3Y6NC4exJnksFixWg1geHyF57psSgGs+WCFpn3wClMdiuFjZkfG0m3qfxr9gB7gPcA529s7wf+Ih1BTVVNTQ1dXV309/dnMow5YbPZqKmZ/3cnC1mgdwBHeRFmZ2Zn51xKdKgfpMRWkl0tF4PZklx45rBdfsvgHTOJtGCY4dPtlDetwmAyzlaoWWvSZCClPAgcFEI8LqXMaEvgncxmM4sWLehJTMo8IXWdYN8ApWuyc6UxJGOMDHoxu/PntDLpVJzb5MZ6+S2DaBRLfsHZr/sPn0bqkrL1y2clxmw3lW6in0sp7wX2CyHO77gWJJcfrEtbdIqyQIQHR9FjcZxVJZkOZUKx0WFkPJ51rQJIrTUwmjDbLUQuo2WgJ+LIRPzsTCIpJd4Dp3DXVmAvzo4ZU+k2lW6iz6QeVbF+RUmTQE+yq9NVmZ2rjaWURAY8GKw2TBksPXEpyX0NTGcXnk1nHPFctdJki8fX3kt0xE/N9RvTEms2mnQ2kZSyN/XpANAppWwHrMB6kuMJiqLMULB3AKPVgq0oO99o46EgiXAIW0n2TCd9J6PFisl6buHZdCSiYeDcGgPvgZPJsuHL5//A8ZjpTC3dCdiEENXADuCjwI/SEZSiLDSBnn6clSVZ+0YbHfAgjEashdkznfSdDBYrBvO5hWdTlWz1eJMzkmz25MDxqQ5K1i7FYMqeGVPpNp1kIKSUIeAe4FtSyruBVekJS1EWjoQWJ9Q/jCtLxwv0WIzY6DDWwhKEIXtn1RgsFsyXsdYgHvAlWz2lFQgh6D/SjNR1ytZn7wrwdJhWMkgVpPsw8EzquYWTNhUlTUKeQZAya8cLosMDAFizcOD4fAaLFZPNDExvFXLY24cwmbEWFqcGjk/irinHXlIw+cHzyHSSwWdIrjj+tZTyqBBiMfByesJSlIUj0JN8s3VWZmfLIOYbweRwjrtJfDYxmqe/8CweDBAP+rGVliMMBnwdfUSH/ZRtWBjTSc835Tt7KeVOkuMGY1+3AH+ejqAUZSEJ9PZjyXNicTkyHcpFErEYiXAo43sWTIXBklp4ZrdOuZso3N+HMBqxpbbs7D9wEqPNsqAGjsdMp4R1I/BXQMP5x0kpb579sBRl4Qj29GdtF5HmGwHAkl+Y4UgmJwwGhMmM2TG1TW7ikTCabwR7eRXCaEQLRRg61U75xhUYzAuvB3w6P/EvgO8A3wMSUzlACGEj2Zqwpq71hJTyodR+yj8jmVjagHullMPTiEVR5gUtFCE6GqB804pMhzKumG8Yg9WWdSuOJ2JMjRtMJRlEvL1gMGAtTo6FDBxuRiZ0ShfYwPaLSxoAACAASURBVPGY6SSDuJTy36Z5/ihws5QyIIQwA38QQvyO5IykHVLKh4UQD5KsiPqFaZ5bUXLe2GIzZxa2DPR4nHjAj620ItOhTNnZhWe9I5dceJaIRomNDGErKcdgMiUHjg+exFVThqM0+1tB6TCdAeTfCiH+VAhRKYQoGvu41AGprTIDqS/NqQ8JvBd4NPX8o8D7phu4oswHwd4BEAJnRfbN39f8owAX1OvJdgaLFaPZMOnCs0h/HwiBrbQcqev0vnmYyJBvwdQhGs90Wgb3px7/+rznJLD4UgcJIYwkq50uBf5VSvmmEKJ8bGWzlLJXCDHunDUhxAPAAwB1dXXTCFVRckOgtx9HSQFGiznToVwk5htBmMwY7bmzw5fRYsVsT00v9Y2/45muxYgOD2AtLMbfPUD7jjcJ94+Qv7ia4pUNcxxx9pjObKLLKg8qpUwAG4QQBcCvhRBrpnHsd4HvAjQ1NandXZR5RUpJsGeAwiycuSJ1Hc0/irUwt/YKMVgs5601CI7b4ooMeNCCUQZONjPc3Ik138Wye26mcFldTv2ss206s4kcwOeAOinlA0KIZcByKeXTUzleSjkihHgFuA3wCCEqU62CSsB7GbErSk6LjviJR6K4snB9gRbwga5jycudLiK4cOFZ1x/2M9zcicXtwOJyYHE7MNmt9O46zHBLP8JgoOaGTVReuXpBlZ2YyHR+Az8k2d1zberrLpIzjCZMBkKIUkBLJQI7cAvwNeApkt1OD6cen5x+6IqS27J58FgbHUEYjJic7kyHMi0Gc3IAubCxmuhomOHTHcRDkYteV9hYR/0tV2HNc2Ugyuw0nWSwREr534QQHwKQUobF5G2qSuDR1LiBAfi5lPJpIcQu4OdCiI8DHcAHLyd4Rcllwd4BDGYTjtLsuvuWUhLzjWDOy79gC8hcIITAaLFS1bQUV11yOFNPJNACYYK9ffjb27GXFlG2aeGUpp6q6SSDWOruXgIIIZaQnDo6ISnlIeCi37qUchDYNo1rK8q8E+jpx1lenHVvuPFQAJmIY86xLqIxBosVPXburclgNCIMCYiNUri0Gvei7N1NLpOm81f4d8BzQK0Q4nGSZazV2gBFuQx6IkHQM5SVO5tpoyMgBBZ3bu7wZbBYSMRiZ7/Wgn4CbWcw2my4GpZmdeXVTJrObKLnhRB7gatJbnn5GSnlQNoiU5R5LNw/jEwkcFVl13jB2S4ilxthzM03TaPFSiyuIXWdRDRCoLUZg9mMe1EjBqMaKJ7IlFsGQogdUspBKeUzUsqnpZQDQogd6QxOUearsUql2VaTKBEJo8eimPNydxXu2G5lWsCHv/UUGA24FzdiMGffWo5sMmmaTNUXcgAlQohCkq0CgDygKo2xKcq8Fejpx+SwYcnLrgVdZwvT5eh4ASS7iQAC7WcQBiN5ixuzvvx2NphKm+l/Ap8l+ca/l3PJwAf8a5riUpR5LdCbrFSabYucxvYuyOW76LNv/ELgXrQMo82e2YByxKTJQEr5CPCIEOLTUspvzUFMijKvxSMxIoOjlKy6ZCWXOZeIRVN7F9RkOpQZESYztpJyzPkFmBzZ1fLKZtMZQP6WEOJaLt7P4D/TEJeizFvBvtTOZlk2eHxu74Lc7SKC5FoDR1VtpsPIOdMpR/EYsAQ4wLn9DCSgkoGiTEOgd2zwOHumlUpdJzo0kFN7FyizazrzrJqAVVJKVTBOUWYg2NOPrSgPky17BjVDPR0kImFc9UsyHYqSIdNZdHYEyJ1dLhQlCyViGqPtPbhryjMdylnRoX6iQwPYSityYntLJT2m0zIoAY4JId7ivDIUUsr3zHpUijJPDR5vRY/FKV2XHSUR4qEgwe4OTC53Tmx6r6TPdJLB36UrCEVZKPoPncJWnI+retz9nOaUHtcItJ/BYDLjqlucddNclbk1ndlEr6YzEEWZ70L9wwS6+6m76YqMv/FKKQl0tKDHNfKWrMBgyt11BcrsmHTMQAjxh9SjXwjhO+/DL4TwpT9ERZkf+g+dRhgMlKxdmulQCPd1EQ/4cVbXq7n4CjC1RWdbUo+X3OVCCFEopRyercAUZT7R4wkGjjRT2Fg37r68cyk2MkSk34O1uBRrUfZMb1UyazYLqauidYoygeHTHcTDUUrXN2Y0Dl2LEehqw+hw4qhUC7OUc2YzGajRJ0WZgPfgKSx5LvIbMlvbMeztBV3iql2cdZvqKJk1m38NajGaoowjMuLH19ZD6bplGR04TsRiRIcGsBYVY7Rmz4I3JTuoWwNFSbP+Q6cBKF2X2YHjSH8vALayyozGoWQn1U2kKGkkdZ3+w6fJX1yNNc+VsTgSsWiyVVBYomr7K+Oa1h5wQggjUM6FVUs7Up+qDe4V5R1GWrrR/CHKbrk6o3FEvH0A2MpURRllfNOpWvpp4CHAA+ippyWwDkBKOTTr0SlKjus/eAqTw0bB0szN3EnEokSHB7AWqVaBMrHptAw+AyyXUg6mKxhFmU9igRDDzZ1UXrkagzFzw3MRb3KswF6qxgqUiU3nL7QTGE1XIIoy3wwcaQYpM7q2IDlWMIi1qOTs3sCKMp7ptAxagFeEEM9wYdXSf5r1qBQlx0kp8R48hbu2HHtRfsbiCHt6QYBdzSBSJjGdZNCR+rCkPhRFmcDAkWaiw35qtmzMWAyJaITY8ADW4jIMZvVfVrm06VQt/fJ0Ty6EqCW5LWYFyUHn70opHxFCFAE/I7mfchtwr6prpMwXMX+I9hffwl1TTnEGN70Pe3tBCOxqBpEyBVMeMxBClAoh/q8Q4lkhxEtjH5McFgf+Ukq5Erga+JQQYhXwILBDSrmMZE2jBy/3B1CUbCKlpPX3b6AnEiy+47qMrThOtgoGsRaXqlaBMiXTGUB+HDgBLAK+TPKO/u1LHSCl7JVS7kt97geOA9XAe4FHUy97FHjftKJWlCw1eKyFkeZOam/YjC1DYwVSSkI9HSAMagaRMmXTSQbFUsrvA5qU8lUp5cdI3u1PiRCiAdgIvAmUSyl7IZkwgMxv+6QoMxQLhGh7YTeu6lIqmlZmLo7hQTS/D0dlDQaz2rRGmZrpDCBrqcdeIcSdQA9QM5UDhRAu4JfAZ6WUvqk2nYUQDwAPANTV1U0jVEWZW1JK2n6/C11LsPiO6zNWEVTXYoR6OjE5XViLSzMSg5KbpvMX+3+EEPnAXwJ/BXwP+IvJDhJCmEkmgsellL9KPe0RQlSmvl8JeMc7Vkr5XSllk5SyqbRU/WEr2WvoeCvDpzuouWEj9uLMdQ8Fu9qRUuKsacj41ppKbpnObKKnU5+OAjdN5RiR/Gv8PnD8HesRngLuBx5OPT451TgUJdtowTBtL+zGWVVK5RWrMxZHbGQIzT+Ko7IWozWzu6kpuWc6s4kahRA7hBBHUl+vE0L8zSSHXQf8MXCzEOJA6uMOkklguxDiNLA99bWi5KS253eTiGksvmNLhruHOjA5nFhL1BCcMn3TGTP4D+CvgX8HkFIeEkL8GPg/Ex0gpfwDE5e2VlVOlZw3dKqdoZNt1N64GUdJQUZikFIS7O5A6jrOmkWqe0i5LNO5jXFIKd96x3Px2QxGUXKJlJLu1/ZjK86n8qo1GYsjNjKE5hvBXlGN0aa6h5TLM51kMCCEWEJqe0shxAeA3rREpSg5YLSlm1D/MFVXr8tg95BGqKcDo8OJraQ8IzEo88N0uok+BXwXWCGE6AZagfvSEpWi5ICe3Yew5DkzWnIi1JPsHnKp2UPKDE1nNlELcIsQwgkYUiuKFWVB8nd58Hd6qL/lqoztVaAF/cRGh7GXV2G02TMSgzJ/TJoMhBCfm+B5QJWwVhamnt2HMdmtlK5blpHrSykJ9XYhTGZspap7SJm5qbQM3KlHycUzg+TshqMo2S/UP8xIcyfVWzZitGSm3IM2OkwiFEwuLjMYMxKDMr9MmgzGSlcLIR4FPiOlHEl9XQh8I73hKUr26d19GIPZRPnmFRm5vtR1Qn3dGG12LIXFGYlBmX+m09m5biwRAKT2H8jczh2KkgHR0QADx1ooW9+I2Z6ZaZzRwX70WBR7ZY0aNFZmzXSSgSHVGgAgtUHNdGYjKUrO633rCEJAxZWZKTuhx+OEvT2YXHlY3JnbTlOZf6bzZv4N4A0hxBMkxwruBf4hLVEpShbSQhH6D56iePUSrHmujMQQ8fYiEwkclVMqGKwoUzadqaX/KYTYA9xMciD5HinlsbRFpihZxrPnGHo8QdVVazNy/UQsSmTQi6WwGJPdkZEYlPlrWt08qTd/lQCUBScR1ejbd5zCZXXYM1SDKNzbDQgcFdUZub4yv2VmtYyi5BjvwZMkIjEqr85MqyAeChAbHcJWWq72NFbSQiUDRZmErsXpfesI7roK3NVzXx763AIzE/bSijm/vrIwqGSgKJPw7D+BFghTs2XuZ1KPbW4fDwawl1cjjGqBmZIeamqoolxCIqrRs+sQeQ1V5NXN7V25lJJQdzvRoQFspRVYi0rm9PrKwqKSgaJcQt/eY8TDUWpv2DSn103uZ9xGbHgQW1kl9vIqtcBMSSuVDBRlAvFIlN43j1CwtBZXVemcXVdKSbCzldjIEPbyKuzlVXN2bWXhUslAUSbQ+9YREtEYNdfPXatASp1ARyva6DD2imrsZZVzdm1lYVPJQFHGoYUi9L19jKKVi3CWF83JNaWuE+hoQfON4KiswaZmDilzSCUDRRlHz65D6PEENVs2zMn1pJ4g0HYGLeDDUVWHrWTup7AqC5tKBoryDjF/EM/+E5SsWYK9OP2rjfVEnEDraeKp/QnUrCElE1QyUJR36N51CHRJ9XXpbxXocQ1/yykS0QiuusVYCuamS0pR3kklA0U5T3TET/+BU5Sub8RW4J78gBlIxKL4W06haxquhqWqJLWSUSoZKMp5ul8/CAZB9bXr0nqdRDSCv+UUMpHAvXgZZmd6E4+iTEYlA0VJCQ+O0n+kmYqmVVjczrRdJx4O4W85BYB7yXJVjlrJCioZKEpK12v7MJiNVKWxMmkyEZxEGIy4FzditGZm60xFeae0FqoTQvxACOEVQhw577kiIcQLQojTqcfCS51DUeZCsG+AoRNtVDatxuy0p+UaiUg42SIwGHAvWa4SgZJV0l219EfAbe947kFgh5RyGbAj9bWiZFTnzn2YbFYqrlyTlvMnohF8LadAQN7i5Rgt1rRcR1EuV1qTgZRyJzD0jqffCzya+vxR4H3pjEFRJuPr7GO0pZvKa9Ziss3+xjGJWCzZIpA67sWqRaBkp0zsZ1AupewFSD1OuNRSCPGAEGKPEGJPf3//nAWoLBxSSrpe3YfZZad808pZP7+uafhbTiZnDS1qxGRLTxeUosxUVm9uI6X8rpSySUrZVFo6d1UjlYVjtKUbf5eH6us2YDTP7nyK5IKyk+hxDdeiZZgc6ZuhpCgzlYlk4BFCVAKkHr0ZiEFRkFLS+eperAVuStctm9Vz64k4/tbTJGJR3A1LMTtds3p+RZltmUgGTwH3pz6/H3gyAzEoCkMn2gh5h6jZshHDLG4nKRMJAq2nSUTCuOqXYnblzdq5FSVd0j219CfALmC5EKJLCPFx4GFguxDiNLA99bWizCmp63S9tg97aQHFqxbN6nn9bc3EQ8FkraE8VWJCyQ1pXXQmpfzQBN/als7rKspk+g83ExnyseyemxGG2bknkrpOoP0M8aAfZ+0iLPlqCY2SO7J6AFlR0kGPx+n+w36cVaUULqublXNKKQl0tqL5R3FU12MtLJ6V8yrKXFHJQFlwet88QswfovaGTbOyyXxyz+I2tNFhHJW12IrVzDcl96hkoCwoI2c66XptP8UrF5HfMPON5qWUhLo7iI0MYi+vwlZaPgtRKsrcU4XqlAUjPDBC81Ov4igvYtEdWy7rHDKRIB4OEg+HSISCxMNB9FgMW2kFNrV5vZLDVDJQFoR4JMqpX+5AGI003rNtWgvMdC1G2NuHFvChRyNnnzeYLRgdTmyllViLSmaly0lRMkUlA2Xek7pO85OvEh0NsPJDt2HNn9oCMD0RJ9LfR6TfC1JidudhLSjC6HBisjswmMxpjlxR5o5KBkpOk7rO8OkOnBUlE77Jd7yyh9HWbhbddi3u2sn79KWuExn0EvH2IhMJLPlF2CuqVIE5ZV5TyUDJaR2v7KHvraMAuGvLKVm9hKLlDZjsyRLR/Yeb6XvrKOWbVlC2YflFx0spkYk4Mh5HT8RJRMJEvH3oWgyTKw9HRbWqKaQsCCoZKDmr/9Bp+t46Sum6ZVjzXQwca6H1uTdoe343+Yurya+vpOOVveTVVVC37SogWTwu4u0j5htJJoFE4qLzGu0O3LUNqoyEsqCoZKDkJH+Xh9bn3iCvoYpFt12LMBiounY9Ic8gA0dbGDzewkhzJ9Z8F0vfdxOgE+rrJTLgAV3HnFeAwWzBYDIhjCaEyYTBaESYzBhtdjUYrCw4KhkoOSc6GuDUr17Cmu9i2fu2ni0nIYTAWVGCs6KEupua8Hd7sbodxAPDBFr7Uv3/hdjLqzCqfQUU5QIqGSg5JRHTOPXEi8iETuMHtmGyTbR9pMRig1BPCzIex+zOx15RjcnumNN4c4WUkpPHmnG5XdTUqfUSC5FKBkrOkFJy5rc7CQ2MsPyD27EXF1z0Gj0eJzroJTLgRSbimFxuHOXVmNR+AuPq6ujhmV+/wDNPvkjbmQ5MJiN/9NEP8L8+cz8utxo4X0hUMlByRtdr+xg+3UH9tispWFx9wfd0TSMy4CEy6E2OCbjzsZVVqk1lxjE0OMLzz7zMM79+gYP7kjOxmq7ewP/4xAc5eugkj33v5zz7mxf4iy/+L+66+1Y1frJACCllpmOYkqamJrlnz55Mh6GkkZSS7j8cINDbP/YEUqYedYm/s4/S9Y3JAWMhkFInHgwSGx0iOjQAUmLJL8RWVjmvuoMGvIM8+cRzxLU4DpcDh8OO0+XA6XTgcNmx222YzCbMZnPyw2LCYjETi2m0nemktbmd1jPttDR30HqmA29f8ve7dPki7rr7Vm5/zzYqq8+tvzhy8Dhf/dtHOHLgOBub1vLgl/+clWsa0/bzxeNx+nr66evxUFRcQG1DDeZZ3oJ0IRNC7JVSNk36OpUMlGzR+epeenYdwlFaiDAZQQiSN6UCBNiLC6i7aTOJUADNP4rm9yH1BAiBtaAYW1nFvFoYNjri44ff+Qk//tGviIQjkx9wCU6Xg0VL61m0pI7FS+u5/qaraVy5ZMLX67rOU088xz8//O+MDvu48+7trN2wkrqGGuoaqqmoKsNkOveGPTI8yrHDpzh66ATHDp3k6OGTBAMhiooLKCwqoKgk+VhYVIDNZqW3x0NXRy9dHT309XhJnDfF12QyUlNfzaIldWc/lq9ayrIVizFOsiPdgHeQl194nTd2vs3S5Yt43wdvp7p2YY+BqGSg5BTvwVO0/u51Stcto25bEzIeR8Y1dE1DTz0mIiES4RAAwmTG4s7HnJeP2ZWHmMVtKzMt4A/y2Pd/wWPf+znBQIjb37ONT/7FR6mqqSAcChMMhAgGQwQDIULBENFojFhUQ9M04locTdOIRTWMJiP1i2pZvKye0rLiy+ru8Y36+fY//5Bf/fSZCxKSyWSkuraSiqpyujp66O7sPfu9+sW1rF67nPwCN8NDowwNjjA0OMzw0CjDgyPouk5hcQE1dVXU1FYmH+sqqagqY7B/mNYzyRZMa3M77W1dxLU4AO48F5uuXEfTVRtouno9y1ctxWQy0d3Zy0u/f40Xn9vJgT1HkFJSVl5Cv3cQgKuu28Td/+1Obr51C9YJJxzMXyoZKFknudo3gUzEk2/wsRh6LMpoey/tLx/GUeKianM9wnDxm5YwmTFarJjdeZjzCma0FuCFZ1/lVz99mnA4QiQcJRqJEg5HiEZjRCNRhBAYjUaMJiNGgyH5aDRid9goKMgjryCP/AI3+QV55BfmUVFZxtVbmigaZ0D7fH09Xp78xe946pe/x+8LUFFZSkV1OZVVZVRUlVNRVUZvj4cffeenjAyPsu1d1/PJz32UxhUT38HPFSkl/d5BOtq66WzroqO9m862bnq6PVRVl7Nq3XJWr13BqrWNuPMmHqfRdZ1YTMM2xTfleDxOV0cvRw4cZ8+bB9j75kHaW7uAZGunorKMM6fbAGhcuYRtt93AttuuZ9nyxfR2e/jNL37Hk7/4Hb3dHvLy3dx193auu/EqXG4nTneyq83pcuB0Oedt15RKBkpGJWJRokMDxIN+9Hiy3INMxC96XdQfoWvXGcxOG4vetQmL04nBbEGYzISjGoNDPvoHRhjwDjI0OEwgECLoD+L3BwkGggQCIRLxBH/00fdz0/brLh1TIsG3/u/3+MG//Zja+mRXh81mxWa3YrVZsdttWKwWpJQk4gl0XSceT5BIJEjEE4RCYUZHfIwO+xgd8TEy4jt71yqEYM2Gldxw09Vcf/M1rFyzDCEEsWiMV158nV/97Fl27XwbKSVXXruJ+sU1eHr66e3x0Nfjxe8LnI3zuhuv5M/+6uOsXrdidv9R5gmvZ4C9bx5k75sH6ero4eotTWy77Xpq66vHfX0ikeCtN/bx6589y47fv4YW08Z9XX5BHh/4o3dz38c+QHFp0bTjikai7HxpN8/+5gUOHzjOFdds5NY7t3LtDVdcskWi6zotze1EI1EaVyzBbJndAogqGShzTkodzTdKdLAfLeADwORwIswWDGOrfFMrfg0mE/GYzomfvoCUOqv/x13oZhMPP/RN9r19iH7PAKFgeNzr2B123G5n8o7O7WRkaJSujh7ueO8tfOHvPk1h0cV36L5RP5//9N/zxqtv8cH73sODD/35jP/TSSkJhyO0Nrfz2su72fnSbo4cOA5AaVkx6zevYc/uA4wMj1JeWcr7Png77/3g7dTUXbypTsAfpK/XC8DSxkUzikuZ2OiIj9bmjgu62YLBEEF/iBPHmtnx3E4sFjPv/9Bd3P/Af79gYH08iUSCPbsP8uxvXuDF53bi9wUoKS1iQ9Na3t61n9ERHw6nnRu3Xcutd27luq1XocU0Dh84zsF9Rzm47yiH9x87ezNgsVpYtaaRdRtXsW7TatZtWkVFZdmMfmaVDJQ5MTQ4zJuvvoXQIiyuzKc434nRYsFaVIqlsASjxTLucYmYxvEf/47w4CirPnw7UbOJP/vYgxw7dJKbbt1CZXU5pWXFlJWXUFpeTGl5CcUlhThdjosGEbWYxvf/7XG++63HcOe5+NJXPsutd9509vunT7bw2T/5G3p7PHzxK5/lAx96d9p+H4P9Q/zhlTd57eXdHNhzhI1XrOV9997B1Vs2Tzr4qWRe65kOfvSdn/DbX/0egLvuvpWPfvKPKK8oobfbS093H309Xnq7PfR2e3h79wG8ff04nHa23XYDd929nSuu2YjJZELT4ry9az8vPPsKO557jZHhUaxWC7GYhpQSIQRLly9iw+Y1rNu0GrvdxqH9xzi8/xhHD58kFo0BUFZRyre+/9XLntGlkoGSFol4nCN7D7HzxTd4/Q97OX68lfP/hoqLC1i1Ltl3vGrtctZtXEVRSSGJqEY8HCEejqKFInj3n2CkpZvG92/DbxL86f2fx9Pbz9f/30PcdOvl7UJ26sQZHvrrr3H00Eluuf1Gvvj3n+HA3qN86XNfxem080/f+QobmtbM1q9Cmcd6uz08+h8/41c/eZpIJHrR941GI+WVpSxftZTb37ONG2+5Frt94pls8XicPbsP8OqOXeQXuNmweQ1r1q+ccGGfFtM4ebyZg/uOcmjfMb74lc+SX3B5hRNVMlCIh0NEB71gMGAwWTCYzRjMZvoHRvjbB/+Jxcsa+MznP5H6I5apef0SqetILXZ2Fo+uaXR2dPPDHz7J7jcPMzwSQAjBisY6rr1uI9fdeCUGm4MTx1s4duQUxw6fpOV0O7quYzQYuKpxMbdtWENl4YXdNw23Xo1HSD79sQeREr71/a+yfvPM3qzj8Tj/+b2f8+1/+iFms4lgIMTajav453//CmXlJTM6t7LwDA4M8+QvfgdARVUZlVXlVNYkW6250tJTyWABk7pO2NNDpL8PUkXc0HUATjZ38sWv/IBAIExMi1NdWcwXP/dHrFpeP+65EgmdXz79B77/2LMYDAauv34TW7ZezZZbrqOkvPSi12uhCD27DtHx5hG6BgY5ONDPjl37iGlxrrt6I/fd917WbVqNxe3g9d0H+MKffZmSsmK+/ejXaVhcO2u/g9YzHXzt775JTV0Vn//bP8NiHb+7SlHmO5UMFigt4CPY1Y4ei2IpLMFRWYPBZEImEuz43at88a8epqDAzTf++QuMDPv4+7/7NgMDw3zko3dz7503E+zwEI9qFC2vZxCdr/ztNzly8AQ33HwNf/PVz004mJWIafS9fZSeN4+ga3FK1iyhZstGrPkuhgZH+MmPfsmPf/Qr/L4AV1yzkQ2b1/D9bz/OyjXL+H8/ePiyZm8oijI5lQzmmXgkSvOTr2BxO6m+dj3WAvcF39fjccJ9XUSHBjBYrDir6zG7k32MUkoe+97P+cY//Bur1y3nm9/7KiVlxUhdp/dEGw9/+Zu8sns/DWUl/Mm7tlJeWsSTO9/i2X2HcDrsfO7zf8L7/vi9GMZaGalzxvxBwv3DBHoH8ew7TjwUobCxjpobNuMouXhGTzAQ4okf/5bHvvdzvJ4Bbrj5Gr7+rw/hcKhy0oqSLioZpLScbiMUCuNw2HGM1XNx2melv6+vx8uO3+9kx3Ovcer4GT70kXv4+J9+eMoLasYTjUQZ6B+ioqrsbIwJLc7Jnz1PoKcfhAApKdvQSOVVaxAGnc7mNnpbWikrclPVuAxnZTXCkDw2Ho/zjw89wi/+6yluuf1G/v5rf43WP8JISxfDp9rRAmEMJiPH/D7+45fPEtPilFeW0d7ayfVN67hnwxpcZgv2kgKKGuvRwhFC/cOE+0dIpGY7AOTVkNUYqgAAEuxJREFUVVC7tQlX1cVdR+8Ui8Y4uO8oG69Ye0FJA0VRZl/WJwMhxG3AI4AR+J6U8uFLvf5yk8FfPPA37Pj9axc9b7VacLucrN20is1XrWdD01pWrl424dxzKSWJSJjW0628vGM3L+/YzdHDp4DkvPDKmnJee2k31bUV/PWXPskNW69E6jpIHYPJjMFqu2DFrKbFaTndRvOpVlpOt3PmdCvNJ1vp6uhF13WcTjurVi9lzdpGSuOCCmFi3T1bMbvtvPnbV9n31lGa+zyc8Q4wfN6CJbPFTGVVGZXVFVTVVNDZ1sWeNw9y73u3c/fVTQS7vchEAoPJSP7i6v/f3p3HxnHdBxz/vr3vk/expEiREkWKlqzDliVHqmonTuI0QVsXOZqkRRujV5ACTduk/aNNUKMFggbpHy2KIDUSNEkbJ83ppkUMH3IkW5YlWRJFUbxvUlzuweUeJPeY1z9mRVPUSdYSZe77AIs5dnf4ftzd95v3ZuYNwbYt+JrrMVrMhGcifOkvv8JA3zBf/PLnOPLYQfKLS8QujzDb1U9qchaj1YKj3I+93Fec+nGU+29xXwHlTi2mF8nMZwhU350us2Qsyen/foPuY11Ubqli59EHaNnbinGTXnl7rxXyBSZ6xhg8O0B8OsbeJx+ioaNxo4t1fycDIYQR6AMeByaAN4GPSSkv3ew9600Gz3/9ewxcHCQeS5FIpEkmF8hkFskVCizmsyRyaRLpNABWm4WOzu3s2rcTk9FEdGaWSDhCLBInHpsjPpciVbwQqq01xKMHdvLogZ3U1+p7w29dGOCf/vWHjIzPcGDfDj779EeoqQpeDZp0VuPNc/2cONnF66+fJ5XU/67RaKC2ppzG+koa6yspC3oZGpmiu3eUweEpNE3/jKoqAiSSaRYW9FPdynwemsrLaK2rJtTayGwsQTgSIxyNMxufIxKfZ3Epy289so9Hd7RiC3rxNdXha6rFXV+J4SZ75VfPgV4tv5TFaDHf8yGNI+OzXDx2gbmZOHXbQzR2biFYV3bH5cjMZ5gdnWF2LEx4ZIbwaBik5MCvH6L14e0bNkRzJpFm7NIoYxdHGbs4wszIFaQmqWispPPoLtoPd+IOuG+/oduYGb7CGz9+jYuvdqEVNLY8sIXwSJj0XAq72077e3bSeXQ31S01d/y/yC5miU1GiU1HWUwtkl1YIruYJbuQXZ4HsNitWO0WLHYrluLUbDGTz+XJZ3PklnLks3ly2RyFbB6724Gn3Is76MFbnJqtN784UGoaC8kFUnMpUvEU6bkU6XiKdCKN1CQGo+Gah9FkJJ/Lk0lkyMxnWJhPk5nPkElkyGdzBOvLqdpSRcWWKqqaqikPlWO6xcWJczNxBs8OMHR2gOHzQ2QXljAYDVgdVhaSC+w41MHR330vvopbD1WiFQoU8totY12v+z0ZHAD+Vkr5vuLyFwGklH9/s/esNxl8/+++Te8bfbj8LnyVXnyVfvyVPvxVAdLzaY5/75ckM2ncISdpsUD35VEGhibRpMTrceLzuvD7PQTL/AQrgjQ0hzh8ZD+VlUF9nB1N00fO1DQwGCgUNL7z78/z7Dd+QC5f4OiBfdisFi4NDjE4MoGUEo/TTmeojh2hWto6t9B2oA13MIjJ4cTkcGK0OZBSMv7KGcZOdpGu8DAQiXHixVO4HA5273+Aw08cpH1vGwuxeSaPv0VyIozBbMRoMmEwFx8mEwarCU99Fb6mOqxeF7mlHP1v9nL5tUuYrWbqdzRQ3xYiULv2gcyklFwZnGbgTB9aXsMd9OAp8+AO6g+7e/3jByXCc3T/sovuY13MDF9BGAROr5NUXG8FOX1OGjq20LCzkbq2ENnFLKlYkmR0Xn8U56OTUVKx5PJ2bU4b5Q0VpOfSxKai1LTUcuRTj9G068bj/0hNY7xnnL6TPRjNJpr3tFC3vQ7DGroZlzJLxK/EiE1FiU/r06m+SWbH9CuOTRYTtdvrCbU3YHfZ6X61i8neCYRB0LSrmZ1Hd7Htoe2YbdefESWlRCtoaPkChVXT8OgMb/zkdUbOD2G2Wdj12G72fehhAjVBtEKBobcGufDSOXpPXqaQyxOsKyPU3ojZasZkNWG2mDFZTJitZrSCJDYVIToZIToRZT6SuGGsZqsZi92yXNarySGfvX4okpUMJn0sqNxi9rrn7G4HVodVj7NYaWqaHmM+p/8GVzOajBiMhuX/xWpWhxW7x4HD48DhceLwODCajcyOhZkZnlkuhzAYCNYGMVvN5LP5YhLTE1k+mye3pA9t4a3w0fzgVpoe3EpjZxNGo4HXf3SC135wHNB3PA78xiEsKz7D3GKWobcGuXyyh/5TvSxlFikPVVC7rY6a1jpqW+soqy/HYDRcV/61uN+TwW8CT0gpf7+4/EngISnln6x63dPA0wChUGjP6Ojomv9WJpHGYrcsZ3cpJdn5NAuxBLnUAtisnPjJSS4e68Jf5efoJw5RXu3CbLVi83oxu9xgMBIemGTywiDzs3NIYQSjAYlACpBSkM3liI5HiE5ESCfSZHJLXJgeYmxO/8H7bE6qPUFqPEECdjcGgwGf30FduYOaGh/Ve9up2teOya53t0ydvMD4K2co27WN6USO488dw2A0YLaaSc/pLQqby07d9nrqd4So3lqDr9KPp9yLaVWzv5AvMHJ+iIvHLtB7sofsQhanz4VWKLCQ1Fs6Do+DurYQ9TtCVDVX4w54cAXcWB3Wa7u3lnKMnB+i71QvA2/2kowl4erzq75LJouJQE2Qrfta2fbQdmpaapfvV7ya1DTCo2FGu4bpOdHN+KUxAGq31dH+nk52PNqO0+dibibOaNcIIxeGGe0aJhmdv25bRpMRd1Avf6A6QHlDBRUNlZQ3VuIOuBFCoBUKXHjpPK9+92XmIwkaO7dw5JOPUbe9vpgAxug53s3l1y6RjCUxmk1oBQ2padhcdpoe3MrWPS00P7gVp89FPpsjPh3XK8vJCLGpKNFJvfJPz6WuKZ/L76KisZJQRyOh9kZqWmuv+8yiExEuvHyOi69cIBGeK1ay1rcrw2LFqBWurwhXcgc97PvQQ+x+317srhsfqF9MLdBz4hJdL58jOhkht6RXdqu3bbFbCdYGCdaVE6wLEqwtI1hbhsPj0BOA1XLTiquQL+gth4yeGIzFJGO2mDBZTMvJNbeUIxmdZz6SYD7y9jS7kMVoMmAwGot7+Pq80WzE5XPh9Ltw+ly4itPV31upaXpiKGgYjIbr/t8rSU0jfiXOlaFpZoavMDsaRisUMJnNermLZTaZTXjKvTTt3nrTlmpiNsFL3/wF3a924S7zcPRTjwPQ+3oPg2f7yS3lsLnstOzfhqfMw3T/JFN9kyym9RFizTYL1VtreP8fPkl5aH3DUtzvyeAp4H2rksF+KeVnb/ae9bYMEsOTJCdnWYwlWIjOsRibR8tdu5ditJpJCwvnz44wH0/RdrAdf4WXmYFJolNR5uPp5a6aGzEYBEaDwGE347z6cFhw2M3EM0kcTgfVTQ0YvB5w2FhaypOMJel9rYfoZAS310FDhZPqGi/Ve3dgdtoZe/EUBb+fC+fHiYzP0nawncc/837cATfx6Rjjl8YY7xlj/NIo0YnINeVxBdx4y714K3yYrWb63+wjk0hjc9rY/sgO2g930tDRiBAQnYwub2uiZ4zYVPSabZksZlwBFy6/G7PVxPilcfLZHBa7habdW2nZv42te1uxOW2k4imS0QTJaJL5iD6dHphkrHsMqWm4/C5a9m+j9aHtNHQ0EhmPMNY9wujFEca7R5d/AGX15XQc7qT98E78VTfvP5dSEr8SZ7p/EqvDqrdIAm7sHscdt0jy2Rxn//cMx587RiaRJtTRSGxKb02YLHpLoO1gOy37tiE1jeHzQwyc7mPgdL9eyQuBO+DWk+KK35LL7yJQEyRQE8RfHXh7vsqPxX7nx1ekpjHWPUrvyR7y2TwGkxGDQa8MhdGA0WjEYFo91StMp9dJ854WjKb1nSxRyBeKXTl5hACH16nuerZOY92jvPCN/2F6YAoAd8BN68NtbH+kjVB74zWfkZRyufU42TfBVO8ET/31x3AHN+EVyPeym6j/xy8TuzyC1evCFvRiD3ixl/mwBbyYHTZSVyKkJsIkJ2dIzcQYmUgwPDGHlGCzmnC7bQSq/FQ0VVPbsYVAQxVC0yCfR+byaLks+cwShaUsBosZk9WC0WrGuGJq9bpvuMekFTQuv3aJ488dIzwyg8tjJ1ThpMxvZyyWZWRwBm+Fjyf+4IO07Nt20xgziTThsTCJ8Jz+mE0szy8kF2ja1Uz74Z0072m55R4RQCqeIjIeJhVLkYon9a6XeIpUbJ6l9BJ1O0K07NtGw87G227rqoVkhoHT/fS9cZnBs/1kF67tCgjUBAm1NxDqaKShoxHvbfpX74bswhKnfnaScy+cpWpLNW2H2tm6txWr48YVt9Q0rgxdYeB0H7Gp6HKFH6wtI1ATwOrYPDfZUd4ZUtMYONOPw+O4ZSv5nXa/JwMT+gHkXwUm0Q8gf1xK2X2z96w3GeTSCxgs5js6YyK/uERqMkxseBqbx0lgax1Wv+eu7w1JTaPvVC/Hv3dsec/BYDTw8Ece4dBHj1zTz/hul8/lGe0aZvzSGOWhCkLtDeve41EU5fbu62QAIIT4APA19FNLn5VSPnOr15fCRWdSSobODjB4tp9dj++hovHWw+cqiqLczp0mgw07wVhK+XPg5xv19+9HQgia97TQvKdlo4uiKEqJuTedVoqiKMp9TSUDRVEURSUDRVEURSUDRVEUBZUMFEVRFFQyUBRFUVDJQFEURUElA0VRFIV30Z3OhBCzwNqHLdWVAZHbvmpzKuXYobTjL+XYobTjXxl7g5TytrcgfNckg/8PIcTpO7kcezMq5dihtOMv5dihtONfT+yqm0hRFEVRyUBRFEUpnWTw9Y0uwAYq5dihtOMv5dihtONfc+wlccxAURRFubVSaRkoiqIot6CSgaIoirL5k4EQ4gkhRK8QYkAI8YWNLs/dJIR4VggRFkJcXLEuIIR4QQjRX5z6N7KMd4sQol4I8bIQokcI0S2E+FxxfanEbxNCnBJCnC/G/6Xi+pKIH0AIYRRCvCWEeL64XEqxjwghuoQQ54QQp4vr1hT/pk4GQggj8M/A+4EdwMeEEDs2tlR31TeBJ1at+wLwopSyBXixuLwZ5YE/k1K2AQ8Df1z8rEsl/iXgqJTyAWAX8IQQ4mFKJ36AzwE9K5ZLKXaAX5FS7lpxfcGa4t/UyQDYDwxIKYeklFngP4EPb3CZ7hop5atAbNXqDwPfKs5/C/jIPS3UPSKlnJZSni3OJ9ErhVpKJ34ppUwVF83Fh6RE4hdC1AEfBL6xYnVJxH4La4p/syeDWmB8xfJEcV0pqZRSToNeYQIVG1yeu04I0QjsBt6ghOIvdpOcA8LAC1LKUor/a8BfANqKdaUSO+iJ/xdCiDNCiKeL69YUv+kuF3CjiRusU+fSbmJCCBfwX8CfSinnhbjRV2BzklIWgF1CCB/wIyFEx0aX6V4QQjwJhKWUZ4QQRza6PBvkoJRySghRAbwghLi81g1s9pbBBFC/YrkOmNqgsmyUGSFENUBxGt7g8tw1QggzeiL4jpTyh8XVJRP/VVLKOeAV9ONHpRD/QeDXhBAj6F3BR4UQ36Y0YgdASjlVnIaBH6F3ka8p/s2eDN4EWoQQW4QQFuCjwE83uEz32k+BTxfnPw38ZAPLctcIvQnwb0CPlPKrK54qlfjLiy0ChBB24DHgMiUQv5Tyi1LKOillI/pv/CUp5W9TArEDCCGcQgj31XngvcBF1hj/pr8CWQjxAfT+RCPwrJTymQ0u0l0jhPgP4Aj68LUzwN8APwaeA0LAGPCUlHL1QeZ3PSHEIeCXQBdv9xv/Ffpxg1KIvxP9IKERfSfvOSnll4UQQUog/quK3USfl1I+WSqxCyGa0FsDoHf9f1dK+cxa49/0yUBRFEW5vc3eTaQoiqLcAZUMFEVRFJUMFEVRFJUMFEVRFFQyUBRFUVDJQFFuSAjhE0L8UXG+Rgjxg40uk6LcTerUUkW5geL4Rs9LKUtiSAdF2exjEynKev0D0Fwc+K0faJNSdgghfgd99Ecj0AH8I2ABPok+jPQHpJQxIUQz+vDp5UAG+IyUcs3jxSjKvaK6iRTlxr4ADEopdwF/vuq5DuDj6OO/PANkpJS7gdeBTxVf83Xgs1LKPcDngX+5J6VWlHVSLQNFWbuXi/dMSAohEsDPiuu7gM7iyKmPAN9fMWqq9d4XU1HunEoGirJ2SyvmtRXLGvpvygDMFVsVivKuoLqJFOXGkoB7PW+UUs4Dw0KIp0AfUVUI8cA7WThFeaepZKAoNyCljAInhBAXga+sYxOfAH5PCHEe6GYT325V2RzUqaWKoiiKahkoiqIoKhkoiqIoqGSgKIqioJKBoiiKgkoGiqIoCioZKIqiKKhkoCiKogD/B+13WuD2L0msAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.lineplot(data=bg_free_table.query('label < 5'), x='time', y='clean_intensity', hue='label', estimator=None,)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 148,
+   "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"
+    },
+    {
+     "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": [
+    "label = 5\n",
+    "plt.plot('time', 'bg', data=bg_free_table.query(f'label == {label}') , label='background')\n",
+    "plt.plot('time', 'mean_intensity', data=bg_free_table.query(f'label == {label}'), label='signal')\n",
+    "plt.legend()\n",
+    "plt.title(f'well {label}')\n",
+    "plt.show()\n",
+    "\n",
+    "plt.semilogy('time', 'clean_intensity', data=bg_free_table.query(f'label == {label}'), label='signal')\n",
+    "plt.legend()\n",
+    "plt.title(f'well {label}')\n",
+    "plt.grid()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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mMqU94OtD3kp5/eP8LXyt5ytdUw9HqbCdowBLcVJgh6pZWd0S8nakfEw0X30D90jMq/w50/GWOaREQK4erum/pYpeHSfs8OPT0bG8soNKCCGEEEKIAybd0bfjzzyayx4cTOtuLQmVhZg06nXenfBBRms2dE+idHRD56ZnrmXcDc81+NpTR89g6ugZtD+oDScPObGmqbfbbhx/Fe16tOa2U0clb0r9C6AbOobHwPAY6LqO1+/FtmzisThzJs7j4rvOZelnPwDwhzvP4b3n5ypZt++FfTjzugF4/R7WLtrAA+f8nXX/3fjjA/YcR/N5wTRB17GjUex4/XuLbVy+ea9dW+gGGx44llZjbHTNpmveTnKMCB7dIm4l3vx/MLk3rR5V2K8IKD2lmtW9Ujean9JpC6audvqav8Q5NOjk38mCYEtQ2FCbuEnYYTeTVzOobqqjMhazY3G2R/KcH+NVv8UnEnYOqLrkFLHE58cKq/szNaqd/0xbGlVY2Wr7uunRONvNLLL1KvyajmXbmNiEbZsi08uaWDO8FZn1/2sIElAJIYQQQogG4RQWvV3+8l6P9fo9bFxeyDW9bs1oTafdTEcP6MXwp67kkUueYMknKwjmZdGohdqdCsn0v6Qv/S/pS8nWXcx+4SPeGDvT1RDlglvOZN3iDSyev4zD+x7s2jpONq4oZO2i9Yx4YVhNI2y3DH/qSnoc05Xb+o9UsqMInMMip2uZGHLPeVx6/4U1H8+qnsyieUu59eQHmDTqdfKa5PD8srEAfDT5MyY/8haa15dxY+uJ905h4r1Taj42GjVi1RPHoTeJYnhM2jYppVlWJYfmbqHCDODVTD4c8xvyX/kyo3Vr0wyDEwcs5tl2n6V8TJd2xypbbw+z1Od43aebVKteM81Gmo7eIrTsIBQl691UP1p1hFIzCMRSPsZy/lHsNzseY1VZG8fH+JqobxYfr3QOqBp5QmAEHR+zv7KKbEzbwtB0TDsRulnYhOwoMdtiRbQZmqnwSCFgrV7PvVdcCRaYfh3NAs2y0SMmnrJqtPIqPNuX8HOP6yWgEkIIIYT4H+QUFjVp3ZjhTw7lsBN7Yts2iz5eyrjhz1O6oyyjNZ3CorPyLtnr4wkL/8G8qanfnNaV026my0cOZtKo12v661SWVu3VeNoN08fN4pnbXqaipJIex3Thnqk3Y1k2bz4+05X1WnVuwVnXD+TaI0e48vz7w/B6aNMt8x5UToHQ8CeHckifHow45UGlf5ZOYVHKa6c8mFHj5ZcffK2mJ9MexsHdWfNob2gZ4RbPArzzv6RZbiX+Q+L4PmxCRdRP8JJwRk2196Xl5zLxjAmc5NDK553mJyrdbYNtURV3Tki0Zuqnr+Fx/vM6OG8r3wdysBTuZsra+WOYkUxAi4Hihtp2ZSVro80hWJjyMbEcxVGGbVOd5ridpqmPT7Tojz/XPWERQByTkBVjVzyotEE6QIt5O+mVfwO2Bv5dNnoMvNU2gaIYRszCu6MSa9U6pWvakUhNU/t9/yapjcLcJQGVEEIIIcQB5BQUtercghvGDaVn725EQlGmPzGTaWPeVrKuU1j056euxLZthnS8Hk2DOyfdyPWPX8HDFz+e0Zp1PfrW45iudDi4LXMmzstoPSeBoJ9uR3UmOO1znl/2ODkF2Syev4yn//ICu7a7dwxt9fc/vilZ/tUqpoyezqmX9HUtoDrsxJ7kN8vjuSWJnTYen4dgXhZTtzzLfYNG88OC1Rk9f6qwyOPz0PeC3nw6/WuqykJ0PLQ9Q+4+j2/mLMr4e0oVCP398ic56/qBRMNRXlk/vub63Ff+wz+vezajNZOFRVbfI1j7WG/u1zZx/z8fxcox8eYmQhNdt4k8exQH/XmZ0jCj4qBGLL1oHH4t+Rv9xdEwd+QNAYUBFZEoJWYOUKnuOdPRdPyG8w40V8KMsHPvIK+u/q2+luYpc/Uotl99HyXzJzHG3mJ5an++msdDh/yS5F+LbVFtR4nH1QZxAF1fjXDYhusB8FbaeKoTzcI94URg5C2PYFcvVbqm+cNqWv899e/WX1Jg1NAkoBJCCCGE2M3r83DDk0M54pTDyW+aS1FhCdPGvMXsFz4GwPAYXDf2cvr94QQAPpr8CeNvmohl1r9vRqqgSNd1Rr51O5+/tYD7Bo2mVecWjJ5zLzs3l/CxgqlkTmFRy07NmTJ6BuGqxHGLedM+46I7zsl4zboaOPRkvn7ve4q37nJtjZxG2ei6Tv8/nsSdA/9KeXElN46/ittfGs4dA9w9glabbal5E5gqKJo39XMWvL+w5nGH9OnOrf8exrVHjFAyIS1VWHTPGX+j3x9O5Ooxl+L1eyndUcYnb37FS/dPzXjNZGGRdvShbD2vOz3vHku4mYUVsPA1CRMtCaBlx/GNPJ4O93+pdKdE4UlZrLno6ZTXp1Q04qXgkUp7B8WCGnqaYGFPY3FV7HCE4rhzQBVuoj4s0tMcRmpSUJn4XhX+mfpKnX+23QPblPeDChaZROw4QS35jjEdG/Q0f+b7yQ5HWFvdDAo2Jb0es000xe2K7HiczRO60rVXV/SYhrdcw9h9GtVfYpO9PU73daXKwxvts4W0dtiM+3M/8va/RgIqIYQQQvzspAuK0jW+ri/DY1CytZTbTx3J1rXb6XlcNx6adRdFm4v59oPFDLnnPA79zUFcdWhiCtrDs+7m4rvOZdKo1E1100kVFLXt0Zp2PVrz8oOvYcZNNq/cwnv/nsvvr+qvJKBy8sbYdznp/OP5auZ3aBr0u+gEvp71natr7uHP8tFv8G8Yfdk4V9eprkyEbzPGvceOjUUAvPTANCaufIJA0E84VP/jQ05H0E664Hi+eX8hoYpquh/VmcG3n83bT8/O+PtxOoIWDf/Yk6i8pBLbtpXtEvtJWKRp2McfTvm5R3DVtA8Jf6wRaZw44oIFsdFH0HauTdZbXytZf48frg+wbmDqsGjA8jNA8Sh5X5oTry09Zcp7B/kqLSwsIPlOk8Z6HLOR2n46kH63jRv9ipaWtIf2qR9TEKjGVvxnqsWdw70mRiWaX+30tXRBUK5uES/IQmXsaJsWs1/rzZsdjsZTYWCEwb9r98REE7J2WnRfVKI8LMqf9CX5DoM8ZWeRkIBKCCGEEI6cwqJ0QVJ9pQuKnI6nZSIcivBirR0ey79axaKPl3LoCT359oPFDLiiH/+6+cWaSWSTH36Dq8dcmlFAlYqu736zoNX+nE6nwzsoX2tfSz9bwe+uPIXpJS8AsPzLVbzy1zdcXxcSE8TCoQhfzXQ3EKsqC7F9w87kzckz3IHiFBYNGjaQmyZcg+ExKCos4Z3xs3n90XcyWg9S7CryeODYw4g28mPrGqEWHj7I0/jojglYw/oQzYMObxdjLv0h4/Vr1jQMvA/v4JNu76KjJe2r0yl4Jd3fUrbk7nWddzF2yStirdeDHVH3FjjU2nnvRYFeje1r2BH3Pk3D8qTdY7Vf7HicXfFsx8eYQcXT12yb8pBD0yvAZ5io7kJVp1ODineoZa/ZxSEfXAemhrHLi2YBNniqNXylkFVk0WjxUlT+hO1YlDaPOE9AlLBIHAgSUAkhhBC/IOkCoWFP/Ik+g44hOz9IdUWY/7z+Bc/eNimjaVJOYdHSz35wDJLqK11QVNdeRpny+r30OLYrH736KTkF2TRv15Q1C9fXXF+zcD0tOjQjmBdUNi1sj00/bGHbuh1cNnIwL943ldZdWzLgin5k56kdTb0vTdN4ZM69zH/ti5ppa5c8cCF/e/8e/nLCPa6uDXD60FP44KX5GR2brM1pN9OsZz/knOG/45vZi6goqeSP957P93OX1BxtrK+kYZHXh374Qdx0z3Qsv4Hp0zEDOuFGOlzRG4Bmry/FLC/PaO3ajHZtuOaVNzg5K9H3JUvz1UyV2hMcHVF+Pc0Vtl+xLRtds/FqqXvJ5DRR+98KAGXOQVCWHgXUhkXBQuegwqtZ4FX7dssI24TteMoeVDqAofiIXzRKYaTA+TFexQFVHfTI3c4Snx8rrC5Kaf5NjKO+vZDyisQuNMvUsMt9eMp1sCFvHTQr+l7ZegDm8lV0v8L5MQ3/0xXiwJCASgghhKindGHRiH8Po9/FJxCP/hgO3X7aKJZ/ubLea6bbWfTO07N5/o5XCIci5DfN456pN3HhbWcx+aE3671murDI6ZoqtYOihnTzs9dSuGorn775VU0QVnsyWGVp4o12MDegPKAy4yb3DRrNdWMvZ/KmCRQXljBn4jx+f3V/pevsK7dxDi07NmfGE7OIVCeOhr017j0GjxhEXpPcjPoWOYVFAG27t+bgPt35x9DUR7X2V9LdTPOXcfs5j/H6y1+R16UtE3Y3EF/03XoeGj8Xu8//oX25BCx1b3ztI3pw75QX6eatxouGV9PR0fFriXJ8qxniTz/cgPbZwjTPtB+qw1jo5Oh770TZa1eT2iwDgEjc+S1Go2C18t5BesR5z1DHQDHLszpiRtTtufGX2sRsM2UY18ywiDcKKv0Re6riROzUcUWu7iPcxIfSQ36WTUXceTeTFlC/38b4Mo/ewfOJmTplFUHMyO6fc0zHW+Qhbw00iao9Kup/bwH+9zWaOvzdlLBIqFLXXei+gI9nFj9KftNczml8+YH5YhuIBFRCCCF+FdK9yL9d/vLej/d72Li8kGt63VrvNdOFRQDvjJ/N+Jsm1nuNfaULizau2HtktG3ZtOma+Vj32pzCIreCpNpBUUO5cfxVtOvRmttOHYVt2zU9i7LzgzUhTXZ+4m1gqCKzHTepbFxRyJ2nP1Tz8ZWPDGHx/GVKnjtVWFReXEHhqq2cNWxgzS6gs4YNZMemooybaicNiz5Zzu1XvUi0dT6n3HgK36/ewuLfdsR3VAd8FSZZGyqwlqyo95rJdjOVXHE8l362ns7+7bQ0prOrMhHEdewO/3pc49Xyg3mvb1dMhb2DNNOitRGiuZGT9Hpj3Ue4mQ+l++M8HoKacyATzVO5IGBbRC31k7jS0dNsEm3sqQSP2rc+3pBzPyg3GOE4UYfwREfH8ijeQWWazFvagwvjPsoiWVTGfETjHkpKs7Giie+92X/UH2Vs/Y/P4dHE9+IUGCnXkGuJn4W6BEXHn3k0lz04mNbdWhIqCzFp1Ou8O+GDjNatSx0JcNnIwRRtLia/aW5G6/0SSEAlhBDiVyHdi/xZeZfs9fgJC//BvKkOY13qIF1Y1BCSBUKDbz+bi+86l2BuFmVF5Tx3h0NH0npwCovcCJL2DYoawvCnrqTHMV25rf/Imp1RlaVV7NhURJdeHdm6NjHCvUuvjuzYWJTR7imnXUWdDmvP1jXbicdMep9xJAOuOJnb+j+o5HtM1SdpxICHuf/CsVz36KVMKXwGTddZs6yQB2+cjKdNa+KFW+q9ZrKwaPOdfXhp9qt08MTI1SfgweCrByCOiWnbXLh6EHZ/D3Zc3UipWI7G8EYbdn/k2/3Pj47MWsf7ub2UNrfWy0LstPx0SnHd0DTiftWTusJsi+cDRSkfE8tR/N+UbbOt1Dn1aptTSolhKP0zDRS5sBUsjWiO7jhRz4tGPMtQerDQ2FrCn9efQ+usciKWh4hlUBoNUlwdZFtRPv5AjPZrK9VOJrNMelyzkHIAq5Sc3Tu4GjfE72MJi/7npAuLmrRuzPAnh3LYiT2xbZtFHy9l3PDnKd2RZmqBg3Q15NEDejH8qSt55JInWPLJCoJ5WTRqkZ/x91qXOrLrEZ049vQjmHDLi9w95aaM1/y5k4BKCCGEUukKi1adW3DDuKH07N2NSCjK9CdmMm3M2xmvuz9hUY9jutLh4LbMmTgv43VrSxYW9b+kL/0v6UvJ1l3MfuEj3hg7U2nIkiwQmjp6BlNHz6D9QW04eciJNQ29VXAKi9wIkpIFRW4b/uRQDunTgxGnPLjXcT6AORPncfFd57L0s0RT6T/ceQ7vPT83o/WcGmr3vbAPZ143AK/fw9rFG3lg8Fg2rC1GDwaxo9GM3uAnm762euxxnPypF5++hc+z/8xXOywKjBAtW5Vx+dgwF7w7nG7D6x9QJdNsUYyuXpN8fe8mzAY6aLCuuDFtzW1K1wzutByPZuXqUeyA2rFkWmWILfFG4K9Met2vealuoqPy/rgdqmZFdYtDYSUAACAASURBVGvISx1QxXPUH1iKVDtHMgW+akoMAxQGVFqab8OrxcFQu9Mpf001L5W3wUQnYnkpiWezJZJPVdyPVzdZXtKCguKw0rAovrkQ67QAq23AioEdwbaqyLEtuu7+vetGpKMyTBS/LE69LQ2PwXVjL6ffH04A4KPJnzD+pokZ9RBMFxb9+akrsW2bIR2vR9Pgzkk3cv3jV/DwxY/Xe810NeTlIwczadTrNTuYK0urflIfqLBvHakbOjc9cy3jbnhO+Vo/VxJQCSHEr5xTYTFo2EBOu+y3dDysPQve+54Hzh2T8XpOhcX3c5cw8q3b+fytBdw3aDStOrdg9Jx72bm5hI8VHwlzOmo2cOjJfP3e9xRv3aV0zX3DounjZvHMbS9TUVJJj2O6cM/Um7Esmzcfn6lkvXSB0MYVhaxdtJ4RLwyraXadCaewyI0gySkoStfLqL6at2/KWdcPJBqO8sr68TWfn/vKf/jndc8yadTr5DXJ5flliZ5FH03+jFfHvJvRmsl2FRlNm7DqieO4v/kynliwAF2z6V6wk+wxUXr7KghZPj55pDe5U7/MaO29aDo9/m8jz7ZLtbPQhx1U32cmlmMQ0FKXpAXZ1crXTPcOvrEex8xX24zezs2mo6cYSD2i3lZ8UkzzeWnjT/N7Lk998GCHnN9ieDQTlM6ZA3+JzbzqxHMWmzlsiTUCIGYbzCvuzuayfFqaqYO6+tA/W8Qbvz0cojEwTWzTTAQ5ZiVoOvnxNa7s+rTC7hwpFj9/qWo6TcOVibqAY2/LIfecx6G/OYirDk3s7Hl41t1cfNe5GU22TRcWtezUnCmjZ9QMs5g37TMuuuOczL7JfdSuIQNBP92O6kxw2uc8v+xxcgqyWTx/GU//5QV2bVd3AxB+WkdecMuZrFu8gcXzl3F434OVrvVzJQGVEEI0IKewyI3pa+BcWBRvKeGVh97gyP6HK5uE5lRY7NxcQrserXn5wdcw4yabV27hvX/P5fdX9VceUKU6aubP8tFv8G8Yfdk4peslC4tWf7+u5vryr1YxZfR0Tr2kr5KAqq6BkOH10KZb5j2onMIip2v1lS4octp1lIkdG4s4Vb9gr88ZB3dnzZAmxB/rjd00yoON/8MjCz4izx/Gc7hF8IMcQkPbYK5ck9HatWl5uUw+42l6B5InFqZtcWz+8Up322heDx1zShwfU9A0+e6fTNg6jsekuhfsZKvHix2LKlvTV2ESsWMpd1BlazqxPJ/So1laKEyhmU8vUocLtuLK3A5HWB9uCmxS+8RpeEsM1sUqsYCdZhZhO/GT3GHmUmFm8fGmbrSxVitds8nU7xkz/wwwLYjFsEOJYNO2bezqIppZOzEVNr3f/eSY23eofU7xi1CXms2Nxtaparo3x850ZaIu4NjbcsAV/fjXzS/W7NSe/PAbXD3m0owCqn3te8PxjbHvctL5x/PVzO/QNOh30Ql8Pes7ZevB3jVkk9aN0HWd/n88iTsH/pXy4kpuHH8Vt780nDsGZH7zb49968hWnVtw1vUDufbIEcrW+CWQgEoI8T/LqbhwY/oaOIdFbkxfA+fC4tPpiek3XXp1VBZQ7at2YaHriR4hWq1WIbqu0+nwDkrXdNpZ1PfCPoRDEb6aqa6YqWtYZFuKjr2lCIQC2QH6XtCbT6d/TVVZiI6HtmfI3efxzZxFGa3nFBa9+rfpjkFSfSULigCMbp3ZfFcfxpQX8tdRY7H8NmbAxvbakBtD/0dvut2zUOkOg129GrPk8idThhkb45VcnXuNsvUAsKzdb+qTH5MwNJ1YrtqeO5ph0Njr3ATd6zGVT19Lx5eu+3U92HrD9yuyozEqzCxwCKhMtacKsU2LTdWNKLMSYU3EtqiwbEw0NsXzWBNtgWeb4kWBbk+s5fppVwOgl4fATARDdjgC8Thtq9djKQwcIbGryFq/Uelzil+GdGGRG82t61KzudHYOlVN53ZPzGS9LXMKsmnerilrFq6vedyahetp0aEZwbygst3U+95wXPrZCn535SlML3kBgOVfruKVv76hZC1IPSBlxrj32LExsQvzpQemMXHlEwSCfsKhzCeDJqsjDzuxJ/nN8nhu95RZj89DMC+LqVue5b5Bo/lhgdqQ/+dCAiohxM+CU3HhxvQ1SF9cqJ6+Bs5hkZvT19xumu2kdmGhGzrb1u3gspGDefG+qbTu2pIBV/QjO0/dUZp0YdHpQ0/hg5fmZ9QfYa/1HHYPnXTB8Xzz/kJCFdV0P6ozg28/m7efnp3Rek5h0YRbXqLfH07k6jGX4vV7Kd1RxidvfsVLtYrW+kgVFum9Dqb8uC70/sOj2DpECjRMv4atQ7i5TcuzjyVrhtoR4NtPbsHiYU9iaMl33MwJefnn46dhbS5Mer0+vFXO/Yq8gOX3KB0lTyxOle3DKcxQPX3NjkZZXdXM8TGdC4opVdzcOp0sI4ZmeLBj6p7TCJvE7NS/A/yah3hQV7qDinicYjMH0040Xq+2o8RsixLLwq9BkelFU73BJxal9M+tOKfJcAA8VXGMqijELfSySuxQiM6V3ynvWRTfth22JQYJqO9wJX7OnOo5N5pbg3M951Zz63Q1m5uNretS06meqJust2VWTgBgr9qnsjRRdwVzA0oCqn3DIk3TeGTOvcx/7Yua1gWXPHAhf3v/Hv5ywj0Zr5eshqwqC7F9w87kx3W1zF/5U9WR86Z+zoL3F9Z8fEif7tz672Fce8SIjCfq/pxJQCWE2ItTYeFWc2twLi7cmL4G7gZCTpwKC7eCJDebZjvZt7Aw4yb3DRrNdWMvZ/KmCRQXljBn4jx+f3V/JeulO2rWtntrDu7TnX8MfVrJeumOoQ0aNpCbJlyD4TEoKizhnfGzef3RdzJaM2lYpGl4OnUgemRPbnv4XaK5XmI5OrYOsWyN6HVH03p+Gfa3SzNaey+6gfVoOR8d9GLN8Swdba/gqFPB1XSfoW5JgGieljKcAvBpJhhqe9v4yuNE7DhBku80ydd9RBv5HDoL7T87Hiem+rxXujUtm/JowPExuZ4IpQ4///pIFwD69TgYKn+64N8ZYqdlk6cn4hMLm5AdJWJbeNHYZoIeUxvbmGXlTLvtdF5qlPg+s0riGNUWvuIQZtCHp6SKthu+Ux7o2N8u3Stos/b5XyFUcqrn3GhuDc71nJvNrVPVbG43tq5LTefGRF3Yu7flqAsfAyA7P1gTmGTnBwEIVWS+izlZWJTbOIeWHZsz44lZRKoTuzDfGvceg0cMIq9JbkbBjVMNOevZDzln+O/4ZvYiKkoq+eO95/P93CU1fbDqK10dGQ3/uNO0vKQS27aV9736uZGASohfgGRn2N1obg2pC4spf5vhanPruoZFqqevOQVCbk1fcyos3A6SVDfNdpJqJ9PGFYXcefpDNR9f+ciQmsIxE+le5CHRHH3JJysoXLU14/UgRVikG3iaN8Xo0ZURN04h1igLNIgHDMyADuccS+7HKzF3qWvQbuTm0mVaIfe0eAUdCGgGfi3xlnRPaNSj8XV0/FbZkgBkeWI16ySlqT8G5knTL1tPN8qrHrSYRcyVuVgOTJMqyw+o7/mUkm0Rs5y7dLvx87W8P96BjtmJ3lBh22S7qVNlezgr/zsWd7kYFq9Qtqa2cRsXPDYCT7UNGvjLbAJFMYyIheXV8ZaFyVqxTG2IY5kE3v2afSNAC9AA9e3nhUhIVke6MX0NnOs5N5tbJ6vn3G5unapma6jG1qlqOjcm6ta2p7dlZWkVOzYV0aVXR7auTeyY7NKrIzs2FmW8eypVWFReXEHhqq2cNWxgzXCRs4YNZMemoozCqXQ15JRHZpDbOIcJCxPvtxZ9vJTRl2beyzRZHal5PFjHHkLVhb2xPIkbjbEcje0mzBz7DNzTh04vbyK+oWF7CzYUCaiE2E/JXuTdam69R7Iz7G40t4bUhUXbHq1db25dl91DqqevpSou3J6+Bs5hkZtBkqqm2U6c7kJ1Oqw9W9dsJx4z6X3GkQy44mRu6/9gxmumDItaNMPTtg3E40wc+wF27ucYh/QgXpCFp7Qac/lqUNg4Vz+sO2e++h/6BNeQrcVprCd2m3g1HR2dSjvGRUNvxDvnG2Vr2qZJS185zY3slI+J5SouUm2LwgrnYxKeXIVnsnbz73LebdNMD2Hlpv451IuCLfz7zTAIaOp/funErdS7o0zbosBbzUZvUGnD8rwFhRz3z7+gxyFrh0Vgl4m3Io63OPG7I9Y4iPHDcmXrAZi7dtHyn58nvaaTGPLXwJGk+B+wbw3p9Xlcm7xWW7I60o3pa3ukqufcbG6drJ7LaZTdIM2ta9dsj1/7TIM2tt63plM9UTddb8s5E+dx8V3nsvSzHwD4w53n8N7zczNaM11YdN/Zf+e6xy5jyuYJaLrG6u/Xc9+g0RmtmbKVQTCIdUIv4j6Dxz9Zwd+/T/SiNf0a4UsPxr/LpunL32FHMu9DVbNm987cNelFjvPHSFSOe+8cj9kmJ64bRr4EVEIISP4i71Zza0h9ht3N5tbJCouGaG6dbveQW9PX4KeBkJvT12pzCotUBEnpCgvd0DE8BobHQNd1vH4vtmVnFK6mLCwmf8q4WybR77JTOOOKvnj9Htau2MrImyazwQ7i6dSB+LoNGX2/+wqdfTR/eeRVcvXqmilSbTylBLU4BbrFW5U9eOeUw4hv3aZszXhegHNzV6YMiyzLOjANmn2Kd77YNpXVzseucrIbfhR6tm5h+513Ae0vT1k1pRY0d3ha06/22JsdqmZ1pAXklKdeM6A6dLSpnNyaTsdejVGlg62hWYAN2YUanpBN3qYY3mq1W/HimzbTeszmn3x+T2y8JzASQiWnCWtuTF+Dn9aQhsdwbfLaHqnqSDenr6Wq59xubg1713MjL3gUcLe59R57ajY3G1unq+ncmKiLbTv2tpw06nXymuTw/LLE9/vR5E+Z/HBm739ShUWeNq2xTujFmoDBrY++T7ipF9OrYRsQPrk1eV1akP2G2iON5WccztR//INsTceveWpuju0JjRZGItz12R8xl69Stqbt89DOqMSv5SS97tUMwo11Mu+k9vMkAZX4RUtWQLg1fQ1Sv8i71cvI7TPsqSQrLHZtL3O9ufUeqXYPuTF9rTanQEjF9DWnwsKt6WupCouXR72Bnp3NH+86h0vuHFTz8FnVk1n8xSpGnPYQVlX9iptUhcXa0cdzxRdFRHyjeHn73+noKyK3cTWXPhwloJlc/cMQ/AMNpbuZInk6Z2eX7r7ztGc3im/3P3BYYBPvBI5Wth6ApyJChWU7hhkHxAHYBOS0G8ctOmAr7kGVjqFpmD61P2A7HOG5mf15pu0JWDEdfZcXzQI9rhHYqaHFofNX6o//NX7hCxq/oPxphXCUKhByY/raHk4T1tyYvpashnR78lqqOrKhpq/VrufuGPBXV5tb17annnOrubVTzeZqY2uHsKgubQ7qIxyKJN1t5mnTGr1JHram8c/XvuOxtxdhGRrVTT3YfzyOxksrsL9ZUu91k/lhTHM+P/Ep/Lt3EwU1H/ru4sbQdM5YeTqx6WrryGi2RisjmLL3ZVCPYxuKCz7LIuZQtJm2pXygxs+JBFRCiWSFhVuT12pLVUC4MX0tXVjkRnPrhjrDnsq+QZGbza33lSwsUjl9LV0g5Mb0NafCQtN1Tr74pB+vFVXw2TvfMumJD9H8/npvHU5WWOiBAGsmducPPb9lizGef/3wGD4tTlCPUKCHoAVs/dNVtBiX/PhLfVltwtzV9Id9PqvD7o4srbPLKNE1HAZr7TfNTDQ/TlU6tDRCWLmKQ1bLwnQoLPyal3BjI0W77V+XRsHqxJsAF3pgNCS9pIJzv72agmA1W3fmo20LoJugR0GPaRhhaP/lZlTOtbNjUTrf8YXCZxSibpLVdG5NX9sjWT3n1vQ1cJ6w5sb0tbrecFQ9eS1VHdkQ09f22FPPudXcOl0950pza4d6LhqOutbYOmlYpGl42relqFEu/fo/QizXIJJnYNV6l9+sR1fMH+q/c2tfenY2+dOqGdV2GgD5uoZX0zHQ8GtedDS6T7ueruo6GQDg88UdWxnkeCOUKq4jfZUWcUwMGu7Gl2bamHbqOtLQdGKKp/j+nEhA9SuUrLBwc/oaJC8s3Jq8toeb41uTSRcWqW5u3apziwY9w55K7aDIrebWddk9pHr6Wroty3tNX9tSwrv/nsebz8zLaMlkhYWRl8fycYfTonUpf88eR/ONFbT3lxCzDYL9o1z+u538/c5LyH5d3ZZl27bp13kVDzZLPdFtWFv1gYJtOt+tbB6oYJfHo3R8vR5v+GBEi1vE7NSFjI5G3K94O5NtU2aq382YqaZZlYQMQ+mfaf6qKk5cNBiPbmED24vzsWKJn7dtaWSt8dFxzQqlDafjmwtpc94WALqmCNtUhlPif1u6neBuNbfeI1lN59b0NUhdz7k1fc0pLHJr53pdbziqnLzmVEdWVybCGdXT15zqObeaW6er59xobp1qV5Hm92N07USsVQHlHQPEs+BDn8bHIyagX3483pBN/tyVmMUlGa1fm6dNa347cxnn5y6iQP/xGJpe60bZIc8Po8N96gIqTJOm/kq6eJMfQQOgqbrjk3tU73Kuc3rmbONLX4HSmsNTbWPadoPuQtfKq9hu5tDzf3TWqgRULkhXWLg1fW2PfQsLXdddnb5Wl6BI9eS1dAWE6ulr+xMWqWpu7eYZ9lTSBUVuNbdOV1xArelrq7eBboBtZbQrI1lx4WnbhuX/OpSCRlVcWj6ZjktKyPFG8GoWh1y0ha5nN2H1RZ0wV69L8az7T8vP47l+L3BKVvK306Zt8VBQ8V0b06QiFnR+SFD9i6Iddd4C3cpXxg9Gc6VresK2Y0NtN2jhKBVWw+6PssIRVlU0gxYNuizm6hyu6XA81aYXy9ZZX94Y09YoLs0hVu2l0QIvzeKKdwF9/V/yf/9jpZiT5PeAKzvff+G7wET9ONV0bja4dtoJ7mZz61Q1nVvT11LVc25OX3MKi9zYuV7XGlL15LV0daQr09fS1HNuNLdOFRYZBfkY7dphZQcY9+FyHv9kBaGmBkYMso7uhrcyjv7JYqXHwWInHMpdz0zkMF85jfRATZ8ic/eWnko7wu9v/IvaPkkeg+OCa+jkEBYZ1YqPoJsWFfF955Hu82X5fsVn0GrJ1WzMXL/y/MppJ/6v3a8+oKprPyLVzRCdCgu3pq9B8sLCzelrdb3TpHrymlMB4cb0tf0Ni1Q0t053ht2N5tbpCou+F/bhzOsGJJpbL9rAA+f8nXX/3ZjR9wnJiwvrhF5svOcook3jZDWp5u+Br4mUfYv37W40Dlazem1LDhr+X6ywuibMZosC5vV7gvae5C/yW+OLuaz5MDSF2aBdXc22eAFQnPS6oelEClQXFiZry5oofc46iTl/H17NBF1tGOcJmcQaenh7NEa5FeDHnlcNY0lha+a09lJhZfF9qAMx26Akms32cC47qnIoWKL+Jb/T3V+z4T4DMMG2yDYTx33y3A5zJCz6n5SupnNrom6qmq4hGlwn41Zza6eazq3pa6nqObemrzmFRW7tXK9LDal68hqkryPdmL6WMizKy8No25Z1LQq46ekPiAXnEsnXyCq2CBQ0xnNMLvaC/2a09r5W3XUwUy74J431KM0MDzqJ3UUWiRtXz5d1472TuijdzRTPMjjeX01Q3/sY2p7+RT9EPeSuKmvwfTGRJr+SnTjaAdgVb9pYDn9iQd3ADHqUhip2OOL43uDXrkEDqnSFhVvNrevSj8iNZoipuDV9LVVh4eb0tbrcaVI9eS1dAeHG9DWnF/lwVZgBl/9WeXPrdGfYL7n/Ai69/8Ka67OqJ7No3lJuPfmBeq+ZqrCI/O4Ydhzp5UF7Aw/86xmizeJg2GhX55A94mCyZuTT6EW1uyQ2nxzkhytSH+eb0T6HZwt+g7VNXUClh6KUWh7ap7ge0HTMgNoXIVI0Xawtlvq4ff3YNtVRr/NDDPVFgOZwnh6gtXcXWqALVGTYRLQW/45qSkyT/BQ/5lxdI94oS21nAY/BknA7fNp6yq0AMdvDtng+hZFGAGyN5BPcqTg0s0y6DF3FP5sNhLiJtSvxe8I249ixneTb28FWv+sSy8RWePdZ/DLUpV5zq7m1U03n5kTdZNxscJ1qJ7ibza2dajo3pq/V5Qia6ulrTmHRG2PfcWXnerqgyJXJa6SuI8sqY+jNmjH5rf+S17MDz68cBxrMnb2EyR+uxNO2DfHNhQ7PvP9WPNGN1/qOp4MnRlDzYmgaHgzimFRYUc5fPgT/ALX9Ci2vzVH+H4ei7GGQmILm1eKJHfkqpbmfuC2ej76ztOEPbqnuKmCabK4qUPukdaB5nX9yTb0VaP4WEFLXQ81XFqXCipOTolD0YhDLMdS+N4jH+aK8Kx29O8nVo6yPNWZTLHFjuSwe5LuyduSv+fXWXg2+gypdWORGc+t03OhlpPqIWV2kKiw2/bDFlelrdb3TpHry2v7uZlIxfc0pLAoE/WmPp6mweP4yzml8OXaf/yPUKsCTqzcx9rrHiGdp2DrEs8DMsmlz2tF456jtSlhxXRnLjpqW8nrnsqE0elHpkuhpbngX6CHwqz1GpYXClJhBSFE6eDUdM0tX+4szEmFnPBenuyTh5g1/50vLVt9Rx7vLOQbyaiaa4ulrmmmy0/JjxCsxbdhp+QlZfsK2lx3xXDZHe6BH1L7IxzdsYu7AnszVDoZ4HGwbOxzGjiZ2VNmxCIH4AqVrAlihENYGdUWZEE6c6jU3m1s7cWuibl1rOlUNrp12grvV3NqpptM0zZXpa+nqOTemr6W74fjBS/9Jei2THklONWTLHu0Sk9ciMV7Z+C/2JAkfvbuQx576EO9/12KWqmlEv3j+Ms5tcTU73+zIvQfN4mDfdoLaM0TLdbyaTu/eJkdOtTnp4z/T7TKFAZWm0aJFaYqwSMdveGmZXU6px4sdiyZ/jnqwcp3rmBnbemEXb1O2Xl109JZg5+XAVoVPWof3lw5tMetF0zWyPM67xIOBqPIhKXbYOVCMWF4w1dZ0RnmED0Idae/9caddYbwRm6ONKYlnsyOSS7AwhMp3+eauXaw7qyUPB87BDvjQSiuwq6uBxPFKu7qUnLjCY6I/M7/6I37gXFi40QzRjSNm6TgVFmbcdGX6Wl2DIpWT1yD9nShXpq/tY/H8ZZzb/Eq0ow8llOXlzxPmULM5RINQMx37T0fTavZWtf2KvD6ajNnICx3noKPXnG2vrWvgWrrMUbYkABVVac6ZB9QfZfKmmZ7ewqjEzm7YptB+zUu4wMCv8DmtSITVoRbQaH3Kx7ixm6l8l3MPqkC2uiJxD09Iq+nDELEThWPIjlFh2VjA4upDlK9p/7COu664Bk9FBCzQK6vRwlGwrMRkxHgcytQeK8C2ld99FiKVdLuZGmKi7r7cam4N6cMi1RN196emU9Xg2mknuFvNrdPVdG5MX0tXz7kxfc0pLNKzs4kF8zGb5mH6DUq6tsXWdXZ1aIeRW4m2oVBJgLLnhqOnUwfsibuYuPJ4uvh20FgPU6AnXiPb9zZ4oY/JRTffonRIiub10L/tSs7OrgT23p6dQ6LvpX+Nc83nhm83tKdzbGH6B/7CGdigK27bEAondtcEUt/otBurrels06Q84vz3pE1+GTFNB1tdYKRXGewwqzBtm+2ml6AeZ5uZzbZ4PpujTfioqAcY6k5WANgrVjP11N6JP7fdmx7scAQ7HAbTxDaj2JElStcEiG9t2PD056TBA6p0hYXqnUfpCgs3miG6ccQsnbqERaqnr6UrLMCFyWukLi4q9AB0aszZt57NTc9dj2HoFBVVMH3uf3l15TayAgGl/YqMNq340+S36Zu1lVx97ztCnt1D7Y/WbqD5k+oCKts0qYz78Wupj2eZBep3vsQqnCMZw4UAJTE1w/pJALeXDO6iJhU3qbJ9QPK/Jzoapurpa6ZJacxhCopbdt+FMmvN4q22o5jYVFgmpql+nG6HGUX03joMzQZ/uYVm2fhK43hLw2Db6MXlxLdvUbqmHYlgzPuu5s7Wr3dDtPg5SBcWNWndmOFPDuWwE3ti2zaLPl7KuOHPU7ojsx0STruZ3Jqom6pec7O5dV3CItUTdeta06lucF1b7Z3glaVVrjS3TlfTuTF9zbGVgW4wbdwc8to0ZcKiR0GDxV+t5dG738Ro0hizZJeSnRl7wqLQOcdx4n1f8Pv8T2jnCRHQNPyaTmX5LTz/us03kZZMuOAs7IWZTy7ewyzI4cHWr+xubq0DP9442rPvr7KVgcpT/prfT/fAWsfHBIoULlhHuTnVynfb6JXOb3N1zVZeE+gxO33fS9W1ayxKhekcFtkxxTWdbbOjPIdKK4y5u8IqMU0soMr2sDbWlOWbW9LVVhuyHPTPQoa8magjPUWV2F4PelU1dqgaqsPYZjlWlbpjsgB2PE5802alzymcNWhAla6wcGPnkVNh4VYzxH2pOGKWTrrCwo3paykLi50V6FkBjFwfv7vhDJZ+vZbtph+jexfwGKBpmEt/yGjt2hbPX8a5p47hgo8WclRgAzFeZXtpjGxdw2vAkAEG/9fPy8iBF8LKNcrWRdNo6SmlqZG6dDBVD/KyLUqqnXe++HLV73zRos4vbO0b70qc41fYi0ZL81RNDJuY4t5BdkUlayMtILgh6XVD0wk3UXzny7IpCif/O7QnPLL96o/4dXspwmFrrse/y0aPJ/pOZhXF0aMW3vIoXbfvQnXUaS5bSeMktb21z/8KoUK6sKhV5xbcMG4oPXt3IxKKMv2JmUwb83bG6zqFRX9+6kps22ZIx+vRNLhz0o1c//gVPHzx4xmvWxeqJuo61WtuNbeG/bsBqGqi7r6S1XSqG1yn2wnuRnPrdH0v7z9/LNc+dilTCp9B03XWLNnEAxc/ieb1KTuWtScsKr+4N4ErtYDCTwAAIABJREFUttKn+SpCgXuZWWLh1Uw6HlzE1dN8vFN6BMsGtVH6prHoMIOHWywmERT99KaRwTaeyvEprTmsgIdAmpKiumXDNoU2NJ1w0wZdEoC8QP16ijnxpWkrcFjBFhYHglgK+xX5t4cc+1529XrYdlITmqnLOcGyKTODxGrtVLKwCFkxSiwrMQ1O/T1HOjwQ54wOw9FjNlg2vuIwmmmixUy0XeV0L12OpTisj2/YhL5hE/DjDUepHX99GjSgSldYNMTOo9qFxf72MqqrdIWFG9PX0t2F+u3FJ3HmVafg9XtZu6yQkUOfZeOOMHpuLpaihsR7Coviq47nzBvm08pXimncySY9zL0fhgjqMQxsXtp1PP/tm4dZXq5kXQDba/C77NW0qpm+tveOn3w9hB1wbgq932tWVe/eUqtmMmHdFrUpqXQOqLxe9XtEPGXOr2y5vjCVuoat8FUiuNMkYscJaslTPi8als9QG1BFo6wJNwOSB1SusEx2Tm1P50OuAVvDW6kRz7IJFOlkbbcxotB9ldq7QQDaF4to7dDXXv0+PCFSN842PAbXjb2cfn84AYCPJn/C+JsmZnw0PFVYpOs6I9+6nc/fWsB9g0bTqnMLRs+5l52bSzKebuukZafmTBk9o+aI0rxpn3HRHedk/Lx13X2uaqJuXY6gqW5unUy6G4AqJuqmq+ncaHA9aNhAbppwDYbHoKiwhHfGz+b1R9+puT5p1OvkNcnh+WWJ+vWjVz/j1b9nHq7WVrumi/yujLatNvJ+8A5Wl+zeEdES2v2rOTM/60f36xYo3flSdLjGqkPeSnIlUQ/M1GxshcM0AGL5zr9rcnUP0QIfDX34LR5s+Kllyte0bXYU5zk+xGuor10DO52vX9roC27peSV8u1TZmkZpJZvMHCrsMP+NtCFXr8ZCZ1l1GzaEGzOs+cfEctTe6DQrKnh/xG+Z3vQUINHDVTNtAiVxfMXVELc4uHiz8rrOWrICf62Tbfbuf4TI1AHtQZWusFCx88ipsKjLEbX6SFdYDLnnPOXT1/a1p7DYenMf2p+1jgW5k/lywxRyjAg9C7Zw7GNxjgXu+Px8ul3+rbJ1AUy/xv0/uTVg7P4H+uUuZ0lef1AYUOmVUUotnVRlaDPDJp4XUHsDIR6n3MoCUhf6pspmRbtVl6U/8616N5MRdX4xPSh3O9/6crHj6l7+tDT//Qd1L+Gm3iT3OevPjseZ9cExvN+5J5alEd+ZBZaGpyrRiN6/S6PdnF3K79Y0nfAFB+CGpfgfliooGjRsIKdd9ls6HtaeBe99zwPnjlG2plPj7CH3nMehvzmIqw5NDCp5eNbdXHzXuUwa9bqy9Wtr26M17Xq05uUHX8OMm2xeuYX3/j2X31/VP+OAyiksemPsu5x0/vF8NfM7NA36XXQCX8/KbIBIXXefq56oW1vteq2qLORKc2twrukC2QH6XtBb+URdp5quefumiQbX4SivrB9f8+/MfeU//PO6Z+u95i2/vf+nn9QNtv3lOCo7WFi5cW7K+hZj7te0a1JKo14hgh/msX5iN5o8r3aibvj0cpYcNzn5xZwy5nTtmZhGq7DPTLzA+bmq4n6sarV9Zqwmzr00Q7aJf5f6Herp2E0U9w6KRFgTbg75qY9e+coUH0ED7DLnIwVntVzMe817YG7foWzN7B0mETtGyIqxrdZfqS1mLp09ZZh4sPwepQPurK3bueu2a8jaGcW7bDOaxwDbxqoKgWlye9fLaVe4Qu3RQtvG9/4Ckv2EZYe6+CVq0IAq3V0oN5pbOxUW6bYz11fSwgLYed3xlPUJM9L7A/+cdTempeH3xtlVEcQwLJqecSyBd7/OaO19VfSM8W7391JeH9+mSPmZbyNN76CWRjl2UO09KD0UpsxKnQYFNINYnldpc+u6iDR24V5Cmqd0YzeTv8T5uqGpf+kLbAtx9cbTKI1mURrOoiLsxwbCYS9m3MAu9tNjhdpRvXY8Tqc7nIt7eZEXqiULi2a/8DE3PDmUI045nPymuRQVljBtzFvMfuHjjNdzCoqKt5TwykNvcGT/w2napnHGa9Xm1Dh7wBX9+NfNL9b0C5r88BtcPebSjAOqVGGRvrtJbe28RNf1/2fvvMPjKK/v/5mZ7erVttw7pvdiWuiGhB5MgGBIgARsnISEmtACgdA7OAYcOqH3zpdeDTjYxhU32bIsW1aXts/M+/tjLVu2d2ZWu+/Y+Jc9z8PDY+1or1Za6T1z7r3nMHTnwTnVcxKL5n6xgGPOPYyXWx4BYP7Xi3jqHy/mVDPT6XOZibpOfM0Nc2twaAAK4UqibjpOp3g8JA7fjUWVGrv/7g4SJQqmF8JD1jVpNMGYMSMx5i/KqXZPqD4vR575Fbf2/d7ymmG7DqdCWkVS6WvF9g3blnCIaokNMQAcouSHBdey1D8AIy5xGs/BoyekaCRK5PJIT0fMtrnqBkQiweJwle01gbFNKB6P1KZjqC7VpG40wqzt4XFZp5cy0NPGYN9aFO+O0uoBlMxYzV53/JHi5QbF8zY0k5XOCInBlai6ifr9AqlTP2Ystt7UPu1vxewFEqvlkUcKVk3HSff8lrHH70VBSYhoZ4xPX/iKhy59MqetrS2BLSpQOU0WOT2eDazEovjRe9Gwf+rl64UCM2SwyG/w0lt3oz2zM0PuUVC+zK3rtimMo9pYsvd/LB/fafpEat6QWhJvk/2PeEhRCw2SY12DLSY6BlbLV2HhRZH9ixFP0GwWYGVu7Ve8JAvlpq+JRIL6RBlgbepsBuXLGVqb/c90VGEj33tCUolFQYPBP5q2w6sYtOgFzO/oS8LQMIRKXXMpLChkSFLuJJ6YMZemQ/yIZCcFwqQgjYiaF4vykA2rQ97JzyhbWIlFmkejpaGNy464joalaxizz0hueOuvNK1sZsb7s3OqaScUff5yqkkyfNchUgUqO+PsZDxJ9cBKlsysXX/9kpm19BlcRag4lLWnj51YVLdwFauXNXLWdafy2NXPUjOiL0f95hAKinNLBrUTixRF4ab3ruKT579a74l05rXj+ec7V/KnA67MqW5PWE2fy0zUdeJrz9z0CkXlhUydmZrAm/XRXG6ekPvkVjpO5+nbhzXHDqN9BJzS/Dr+T5MMLGsjpntZPaSI+B27MubaWqmTGWpZGb+562VOK1qTNk23y4zxi1cn458vrSRCCKJOxpZFW/6mI+SXHyWvtdhbMlR6OsAr9xbG12j/fF5FQw+pchudTa38kOjHGF9uIQm9gdB1ZtX3h2HW1xxYs5SFkgWqgW+1sIMykfIFBkULNnQ9lc4IyYGVxKr9hNbITfHTly2n3+0py4ZNxSJ1nX9ZfiUtD9mw4pHd8AV8PDj7dkoqizix/Oyc69k1HV9/4F2mXf4UsUickspirnz2IsZfehxP3/BSznXdxBYVqKxGlrXthhHvV8zEu94kXpxS2PUAJIsUCk/dh5LXZks1sFO8PoZes4CPB32W9nFDmOz90SQqv5RWEgBT2A+RujFt42+2r1nijdKgalJrajGTpDAsk+a8ioHwyK0p4nHaDGuBSkUhVqrIXQdLJFkdt9+pV8vlmz6GVqm8GQnQX2un0ShktV5CpxmkKVlExPTx0vxdGW7IdF+Ewhe/44t31nXckknMRGqxXxUmg0XKrNCNQ15I7I7mse3B6pB/reOJja7z+j2smF/P73e9OKd6doc82JtfZws7seixHpMf86cvYtZHc9nxgDE5CVRuJqzZwc44+/Z1Ka89/Xu62lJnfqgokLVAZScWGbrB1cffzAV3ns3TdVNprm/hvUc/5ue/OzyHV7k5eopFReWF9B1SzSv3vEU8mmoKvXrv25x6yfEUVxRlbS2QyfS57ERdq+afZ+AAME1QFB78zwzue2cuySIP0UqV+Jnb4+0SVE+bIbUp1nTkML649h5LzvFNPMm1d50GEgUqTAMTFa+Snsv4FS/xYrlNMUVRKPDYT6BVV7dLF4ucoCnya6kOA1k+xQCP3FuY4GrnRS+hSg5J6exiRngo4wvTCzOGMBEOSXTZoM9/Agxt/h1aSWqtUQig0Y8nrBBoUihblMQf/05qTXP2AgasO7o2/fEqK+sJkheL8pAPO7HISUjKBk48EuCs606laWUzJZVFOdXqhh2PXLGgfqNrhSnoP2JLzmxmh63qQQXg6VPFuBe+4dfF8/ErHvzKhi9JU1TmJqJcPO83ckciVYUim0NeU1QSxfL3ryNhe6rioF9lBQcuw/DAWn4MDpE6Ju2JGsSEYSkG1WhxjIpCkDf5Dokka5IlQHPahzVFRQ9J/gYLk4ZoOa1GhCSCsCnQFGgxvCRQqU1WIhrl22nW3D+DB549FFEQRInEENEoGAYiqYNhMFyfI7XrBaTIuGRD0jy2LVgd5G4lodkd8scVn7nRtVNn3sbHz36Rc027Q94N9EYs8vq9jN57BB/m6I/kZsKaHeyMs811Ik5BSWi9SFNQkgqDiHTK85nZdLJoxYJ6rjj6hvX/PvemM9b/7LOFnVjU0dxJ/aIGjps0jif+/jwAx00aR2Ndkyu+l4rfj1ZeBj4vR19+EnO+X0F9RRX6wBqSxRoFtV2YM+U2M36cNJC/HPcaNd5WdvI1Uq5peNHwKx40ReXGptF89lS1VIEqWqVYilMAq/USlI4uafUAMAUJYU2hvYpGvEQ+qXNqdGqq/Llip5qjSxupkzyJH1hrX/OoUD33HTCeghfliY6lS5N0mTEK1c15W1IYeNBoGaNKbXSasTivvjaWF4bthi+gk4h7QIAwFZQWH6ULFMZ82iTXrwgIvvINo16R/KR55GEDKw5ZUVPO5PvOYacDxyCEYNZHc7l38jTaGnOfKrTjkZkISdnAiUeO2G0oex+9G1P/8hh/e+ainOtlwiNPvewETv/rSYSKgrQ3dfDw5U/mXNdtbHWBShQVcGDoR8q09MlkAzwQqynCl9tGw8Y1kzoL2/tBjfU18TL5Or5otR/NNmvkGj5mgnJPl/QulBbTSdp073yKgtBUuaaE8TiLo9UkxSKSwiAikhSpPjrNBJ2mYK3px5T8bhe6jn5+Eb/sNxktbqDGkqCqqG3hVDuqvYtR4dnS19BEPI5eb71WmEcesmF1kLuZhJapWDR6rxEM3n4A7z36cU71MjnkM01KyxS9EYv+/ND51C9q4POXpuf0OrdkwlpP2Blnh9sjNNY1MXzXITQsXQOkVgwbVzRlPT0FzpNFQ3caRMOSNehJg31/sTtH/eZQLj3871nXA2uxSA2FUIIBrrvgMc677pc803AUiqqwePEa/nbD63iGDUFfWptVTatpprpL9+CmCY9SoMYZ4knZC0x7DgoUFb/iYcf/u4CRZ2f5Qi2gVyc5v7S7Y7v5rXyJJ4Kiyc07TzooBv09bYiiAmiQV1PoOk1J++637KaY0HWWhe0dpop8cYRMw3IhqG8qtb3EScDKBgWrTOIiaSk8hlQvsge3QotaOOi/Z1HoT6CpJm2RIPrn5Wgx8LcLOgcrDPg0KreoaTD4Gvt1DfnZdnn8r8Jp+tytNF07MegP95+LEIIzhkxEUeCKJ//IxLt+w42n35VTTbDnkW40JJ14pKqpXPTg+dx74cO5vbAeyIRHPnvzKzx78ysM2q4/h55x4Hqvz58ytrpApXSGWZKsYld/+kS3QsVPVz8PUq1ahUnCdFgxk8ufAPCE7Z90WE2T9PQ1f1tq3c5qDL2/pxWlIARN6SePsoHWEmaN4aXfuneXIUxMBOY6qSYmBHpQw95hoHcQiQQLL9+d/Qfuhr/dxN+WJF7qxd+axNMZR22PMGDND9LFImP+IjzrPCa6uVKeTOThFpzIhVsJbFYH+aAxA1xJQuvNZNG4cw7lm7e/p7nBOk0zEzgd8pkmpfUGmYpFf5xyHgNH13DpEdfnJIiBuwlrTrAzzn7v0Y85/a8nMfeLhQCcdsWJvD3tg5zq2U0WqX4/h/zmCH5x9kF4fRpL56/i+gsepS6sogYCmLHsGkZWhtornhjKJTu8z0DvJ5R47mbtuoGpfn0UbrpKYY+dL2LkhbU5vNrNkSg1Oa6gW+DbXMUpq5A/FesN2iehaW44Bzq8bcvVBGaR5GnmZJIuh5jeRO7N+I0gDIOlrfYCVb9QBw2ahpDII40Ge1+2g0sX8GzlnugN1qlwvUXpD20c9sOpNDSV4Fm+7mcnIFliohgKZshgu8XtUt9Nxo9LqDp+w5upWlE34uP2Ml0eefQOdnzO6/O4EpLiNH3uVpqunRjUd2g1z9z8yvoAjY+f+4JfXX5iTvXAnkdGO6OuWB048chT/nIsy2YvZ/Yn89j54O1zfo3Qu6bjigX1LJ1VyyWPTFrvg/lTxVYXqEQySUxYSxWaoqIHZa9mCRo77FtuyUp7kpVdXfuHx5Ss5kevBxGXRyw80W5hyEaQU+WqcaJ+NWfdcxFCAaGmOk9aDHxhE8UUaFGTwFfz5dJUIfB8MIOyHh/qnskT5EWjPOTCSShyKzXDiVy4kcBmd8i7lYSW6WSRP+jjkFP35+azcjdfdjrkM01K6w0yEYsm338uo/cawaWHX5fTNFFP2AlFqqaieTQ0j4aqqnj9XoQppCS+WBlnKx4PT9/1LiX9K5m24G4APnrxW5575MucmjZpDbUHD0R5TOeoqnn4fVfwbeu672k5HHubyc+FylUXn0fo5dwm1TaCpnHAwKWcXdy9jrQ5/xBB+adUyULFtkFVGYpIb4ptDXjT9zc3PK4gnecAREwHw3LZIz5C0NGZftugG0FNPnctXaBwYf0+vDlnRzDX/bFPqgRWezA9gkSlwZjEYqk1zTkLKDhGY4QwLf20XAlJ6VlL1hRaHj95ZOprKdPc2o7PuRmS0o100+dupOk6NRxfvPMNDvrlfkx/878oChzyqwP45q3ck2bteORtv73fFasDOx45ePsBHDdxHOfvfknOr60nett01Lwe+o/Me1A5QkRjLI71gSLrCR4jt1CdtIjH7IlFaZVkvwLA02UvtAW1JIoWkmoSWDynmZ3//QeMUOpZ1YSCmlDQYhBoERSt1AnUWUcWZwMzHKbvnfYjy/n0tTxkwYlYuJG+5iQUbYnUjHTkwo0ENrtD/m8/v9GVJLRMO0IHjx9LLBJn+pu5k5neHvJWSWm9hZ1YNPm+c9hh7GguOezvUr2w7BLWzrjyZCZcM37D1xd9mlmfLeDSo27IeqqoG6ZpMvXix5l68eMAqLuMYdXUfgwvb2KfslpWe65iRmtqCiNyUAnj3ivmzV/uhzEvt6TEnhCFIW4b8ghjfOlv9A2hEytTsZcBeg+vYn/qlVbK5xwVP0RYY0QZ4EnfkNNUU3rzRjisewXUJGhyQ1L8bQJDmJsl6bkJM5FkVssA6CfXSNoJ2rIA03bvS1Js+B4uiVXTkihgYVs1a7/twxDjG6k1q/79LUse9zAq/l9LscgVKWcbF07z2HaQqa+lbHPrbmzK52KRuCshKT2x6fR5YWmBK2m6Tg3HuV8s4JhzD+PllkcAmP/1Ip76x4s5vz47Htn9Z0y21YEdj9z1kB0pqSrm4Tl3AuDxeQgVB3l21UNcffzNLPw2e5HfikcCHHX2z/j85W8It0cYsuMgzvjbyXz33qysa20pbH2BStdp1e2poGzvIAAjYU9kClyIze37bYKDfjiRcCI1MaYq0N4VIBn1QlIluMLLIGOGtHoAxsLFDLnK/k2fT83IQxacxCI30tcyIRZupK91I51QtCVSM2SttjnB7pD3+jyuJKFlKhYdfc5hvP/4Jzn7I3TDTizKJCktG1iJRdWDKjlu4jgSsQRP1U5Zf/0HT33G3ZOm5XTztqlQBND5q31pOFLnlvI5vPDZp/QJdjAw0ErM9FJUHqPphd2oHL9SaqJuvCrEp3veR4maTtBsp8lYxct9jkCT6OMtHNYYNUUlWi3ZOyipsyJSZXuN36tL5xzJEh9FNim9lYEuGiWvg4kG+1W6mOkFQ67wUFyboMOMWXqZlqoeOoYVUPSt1LLUN5dwf9tAkkJjcaQPcdODLlQ6k35Wh4spXiK3HsDQ6//Li7ePAbHhb56IxRFGggJ9GQViqfSaQtflB6/kkYcFMuGJbqSvdcPK11K2uXVPOPE5WSEp3Ug3fR4sTP3tlp2m69RwvOm9q/jk+a/Wr5ydee14/vnOlfzpgCuzqtcNJ99Lt6wOrHjk29M+5NMXvl5/3Q5jR3Hxvydx/m6X5BSSAjZNRyE45LQD+d2tE/D6vbQ1tvPZS9N5vIf4+VPF1heokjoL2vuCzb2b0xR1Nij6wc+/9ulPTHgxhcrCSB9aEyEWt1RimCriszLpB733ve/wvq8Q7PELsemMQ14sykMWnA55N9LXnMQit9LXuiHLMLs3sCIWbqZmyFxtc4LTQe5GEhrYi0UAA0bVsP3YUdx2zgM51+qG3WSRlZ9RrkgnFsWP2YtVB3gY/OCtaMUJigpihPyphKzCUQkW374XI/48XaqYsXZ3hWXjrI07Kz2dvBjcHiQKVE4oUn1Eqn3I7VU7Q3Mhr8TJSHpEaRNNmiZVCIiVa4QUawI1INDGWm+h1PS1groMppgkB7P469uZHi8jJrzUJioBaEiU0qkHmNfal70ql0utB4BpMPy8ZbypDE39Mx4HM7lOOIpSYDS7IxbF41JTl/PIww5OPNKNBDYnnuhW+lo30nE6N8ytu5EJn5MVktKNdNPn3UKS7DRdOw5ZWFZA3yHVvHLPW8SjqXPo1Xvf5tRLjqe4oihn4caORzpxzGxhxSMTsQSJ2IaztqOlCyEErY3tOXO5dDwyeeSe1B/s5aQV78AqE4SCoplU79hB+OkReN8roWrKVznVdRNbXaDCNFhY248ZQ1M/tDYziCFUVuslrEhUsqCrL8FG+bJNzT3f8Nojo8AwEEIgEgkw2qnS5ZmFp4XEG4o8ti3YHeRumFvbHfJupq91w0ksckNMshKLZKevdcOOWLiZmiFztS0T2B3kbiShgb1YBKmf9ZzPFlC/SF4012aHvKrRftpeRKtVTvryHZILDJTgOgFhR+DR3Rj4vIfAG3JXalYco7L0pCmWj/8qcChtksUMb7u9gDLc14gS2hOaW6TVdIIHjWSB3GkmxTBIOqSgSG+KmQa1LfYrt6rDCqAb8Ku6dGP8kmU6jUaY9yODKNXCeDFIojEv1p8Z7YM5tnIWXfsPJ/iqPK5lLFrGXaf8Eq2lA9GaujEWuo4wDPyJ5cwJBimKSR6fAsxO+SbzeeRhBTsO6Vb6mpNY5GYCG6TniW6kr3XDitO5YW7dDSc+JzMkpRvpps+72sKupOmCNYdsqm+hflEDx00axxN/fx6A4yaNo7GuKWdxCux5pBPHzBab8kituJjayTuiFwqECnqJgRLSqQsl+Hz69ahvD0WbUknwVbk8ctnJCsuOteaR40p+jpj60/Wg3PoCFTDmL0u4quo0EAIllgAhELEYIhpDxLuoNL52fpJeQug6Rqu7qzF5/DRhdciH28KupGZ0w+4gd8Pcuic2PeQHjK5xJX2tJ5xGlmWvqFkRCzfS17qRiVDkRmqG7NU2J9gd5AePH8uxFxyF1+9h6azlXHviLSz7YUXONTfzKyooIHzEDugBlWilyvVrlhL7egnipv1Q1+k0I6YsR69flXPtbmgV5Uy++nnOsPFIHLNsIoPekFYyBQfNYGCwlXaPX+7ajUPNGk8nZlkh1MkrmQmEXLsilLZO6vRSdvZZd0m7hslfZ4p02ie+uQFfh0m7GSOkeEliYApBWJhEhEKLEaA5WYASDEBYnr9Z4aeLOPkPf6b425WpVT5NA8PA7AojYl083X9/ClbPlutDaRqI7+di9VOTuZaaRx5gLxa5FZJixyHdSl/riXRikVsJbN3YlCf2JuE3G6TjdP2G9XHF3LobdnzOjZAUu+lzN9J0wZ5DXn3CLVxwx1k8s3Iqiqqw+Ptarj7+5pxrQhqxqLSE1b/anmSxQqxccKnyI+Y7c1DWBVqIW4cxYoqB8pU8jyalrIQHfvsvfha0PvVG7ncBw16VVhIAX6n9pG1A04nKLSkVPwmBymhthbxY9D8Ju0PeDXNrsD7k7zh3iqupGXYHuRvm1j2x6SHvVvpaN5xGlt1YUbMSi9xIX+tGpkKRzNQMO3LhVgJbOrGIoQMxRw3lge+Xccs1D4FIpYaK7ctRR+1HxTPf52yqvRFGDGLKXXczyutLm0rWbkY58eML8UoUqDCNjcyI0yFeseW7T7sWrGBu0e4g8furOLwMDSF92sYTNYgL698dTVGJVkn2g4pGWRTvC6Faqc/rBKU1/VhWUhjERZKYYZ1mnC0Kpi/jhIv+jGKAJ2Kg6gJPOInalUCNxCAaw2heI7Wm0dpK6OXplmKRXpu7eJ1HHj2RyZqZzPQ1sBeL3ApJseOQbqSvbYp0TUW3EtggPU/MNOE3W6TjdDsdOMY1c2s7PudWSIrd9PmT179AcUUh0+alXuuHT3/O0zfmHu6TbgXNM3AAnb/ajm+rVD797kPMHz4EQKgC48JKfKv7MfyuHzGaJG42VVXwr8vuYW+/9Xm7y38n0lfi5puIxWk0igDrtVejUH6zORSwX90fXriWeT4fZiw/QZVHHpvBaTzYDXNrq0Pe7dQMNw9yO6Q75OsWrnIlfa0bTpNFbqyoZSoWyUpfsyIWgYIAB5+yr2upGZuSCzUQQO1bjQj6Of3P45hwzkHrr30r+jQzZy7nkj0vkzrG23rCTky74U76aCYhxUtI9WH0EBq+jsONn56EubRWWk0lliQp1LTiFIAXDb1QQ+ZtvkgkadELgUbra/wuTLE5vEWrtA4Un1xBQ9sKtjZae4w2E6ptNECP5OEXkUjSkCi1fNywEcxywZDXkuzYMHGjj2kJCK41CbQa+JvjINliwFi7loIX1m72cZN8km4e7sBJLHLD3DqTNTPZ6Wt2YpFbISlWHNKt9LWesGoqupXABvY+SbLT18Ca032eU9nBAAAgAElEQVT87Jd8+87M9f+WaW5tJRZZh6R8yt0XPJRTzYcv29wPVdt+FK27lGP4FK6aPx/jxvnoQdALBebNe+PtUhn8j2+kTm03HTKQj268m5CavnkzNxHlkqfPApkCVQYrkqbsXlE0xppkKXYClQhueZGozBsBTc49nxvIC1R5rIcdsXDDCBHcHw9Oh0yFItmpGW4e5HZId8gbuuFK+lo3nMQi2Stqdl0ot9LX0hELxeNB8fs59KxD+d3tZ+P1e2hrDvPF/83liamf4+lfk/MK2qbkouWU3bj52qlUaWFK1EdorlcpVFPrRBGR4EVtT9SCcql+KVpCMMLrwa9sOMl7RrxXaWHMQvs0r95CSeqEhTVz8CseYiUaW/q4DVXIXx/yr5W815YBgk0CQ5gb/Rx7wq+A6ZdLGdT2Lur0YkZ5rcmZbD8oMxrl3UfG8sLQfTf6uKdLwdeh4G8RbDejXbqA4/lwBv0/lPykeeRhATvO5kaabjfsxCK3zK2deKQb6WtOPNKNkBQrDllYWgDIT1/riXQ8UlEU1xLYID1PdDN9zUossjS3lrBSmE4sUvbYgfqKIPv8+nZipSp6wYbHTC9U/Xwv/G/K9dRbNKGCeWfeB4CKshkPuLJxJ2bcUiRVoDK1FG+zQpVmopeFnNwHegVFd56KdwNONb2hpPSaHR0/XfEpE+QFqp8o7MiFG+lrYE8s3DJCdDrk3TC3zlQokpma4fZBbgcrMcit9DWndDU30tfSEgtFAUXlhD/8nIsePB/No9G8uo03n/ySlx/7EjUUysmbJB2xWHTLnpz0s+nMDv2W1a2dDPS0oSIYcxjceBj8/OPJjDxb4goaoAfhwICOpmx+GJUoQXYLLee7ggFSBSpvxCQpjI0Eqp6oUhWSFSFk0wDNZrSoex2sTHJNQyo9ygzeLvvHS7UIIiRXAAyu1YmKBIVK+uctUjUSZX5k6kWivYNz3zuHYSNX0xn3oyqCcNxHuCOAtsaPt1Nh8HttcsUiIehzz5f0sbkkP12Uh0zYcTa3zK3tOJubabp2YpFb5tZ2PNKt9DUnHik7JMWOQ175i38C8tPXeiIdjywqL3Qtgc2OJ7qVvrYZp1MUPP1rMCuKiQxMTd4lC1Q+CSgceMVUEpeOpf8H7YgZc3Oqu1FJr4/Ke+u5f9DbhBRfWrFo9GcTGJK7Q8VGUJNYTqcDjAis4b/BKqkpvqEmg7jQLZNmCxUv0T5+QtIqAkJgOISk6FILghmNMT/cD8qtU10DQXlJuuvrJu0ZeIkWRfH+dGWgn+5X9j8OK3Jx06/vcS19zY5YuDXpZHfIu2FunalQJDs1w82D3A52h7xb6Wu26WqqxtHnHc6cL3+kYVUHit+P4vFgRmM5raBtSiwUv5+FU3ZitxHLebzwSnZurKNUC4MCFaepnDo+xK0Pj6fmti+zrpkOSt8Yt/b9vsdHNhaNdh++nC6PR2oXSnF4e9Z4WhGFsk9c+4dVRcHwqXIFqkSSsPABNtM2kkezRSzOgq5+UL5E7hM7IOAwzVSg6CCZWAQaI/xi3q+oDnVS4o3REC0mqntZ1VpCbG2QwBoPw+Yut/QWygZGRwejLvgGlA3CYskmf2/zYlEeMmEnFrmRpuuUmOuWuXWmnE12mq6VWOSmubUdj3Qjfa03DUdZISl2HFLVVNfS18CaR3Y0d7qWwLYpj1Q8HtShgxAFAZ6avpzQrsOZOjflkzRjfh1XPvkhWmWFVL8irbSU4a80cmHVc9RoKTbjVTQ865iNpqhs753IwBnSSsK6FfMS1Xr6ZUBFW6oBKzEVXjHtG3EDvc0oodAWTfH1Khq6X3KDMJ6gxSgErLuAiRLJrEOYxE17NjykrJW4KjdRz9NkT4iTQgNJliduYJsTqKzIhdfncTWBbUvDily4mb5m14Vywz/J6ZB3w9w6E6HIjdQMp4PcLXNrO7Fos/S1k25l2ZzcI7o2FYvUggKW/G1ntJFdDK5o4Tnfm4wpWs2+XwpWxsqoCbTx6WVj8b0jb2RZURSO32Umd/X7zuKKCNeMkJ/UVRCy9z8o80Xp0jSQmb7mgCIlCX7Je1IOCCk+opUeudM2sRj1yTIINkl8VoeaepIlHTW21xQF49LJYvGKOJev2WOjj5lCYX5HX+KGh2X1lWzXvFJaPQAxYy7+cRodqkKHpiGSjXiEySCxwdTatXetxO9dHtsO7MQiN5LQnMQiN9J0nTibW+bWmXI22Wm6lmtoLplb2/HImyfc60r6Wm8bjjJCUpw4pFvpa5BGLPL70SorwO/j2sue5/eXHMMzq49CURQWL17Dlf94DcXvR8Sz94PalEfqB+7MFQ8/xhBPOyWqgle5D3Pd8N1+gz08fHmcCbMvRP1col+RprJn4TJGeQssL4lVy2+hdCXtE189ivyaTk/ZV+tCFG7bK2PQg0faCFSyh+aFKWiKFcp90gxQOh/+1dafUi1CXbKcci3MvEgNcdPLqmgxs6ePYERUproqF9uUQGVHLr569VtXE9i2NKzIhZvpa3ZdKDf8k3p7yMswt3Y65N1KzQD7KNUzrjyZCdeMX3/tW9GnmfXxXC4+9Nqcam56yGsV5dRO3I5oP52rSxdw42ezURVBUSBO/AoPMJLKy1XMOQtyqtsTis/HxSe+yu9K0q+2GcJknwEHUSGtIggh0B06Fr4yiQlz6+DR7LsfNYE2VmolTh7YvYPDk5WqJnpJQOqZ62tP0GnqFNpNSks+5M32Tj5p244JxXI84TKCEKxYVcGbw1Jrb0nhIWZ6iQkv86M1LI+U0/p9FSUi+xSfdNA+mcWcA4JgbmCNQghEcg0eYTJSrLCZI8sBppFq4G5BATWPnwYysQ6QmYTmJBa5kYTmJBa5kaZrx9ncNLfOhLPJTtO1E4v+9vMbAfnm1nY8cv8T93Ylfc2ORyZiSY46+2euhKSk45DXjr8Lz8ABPP36XAp3Gcq0H1M/y/c/nsfjX9fi2WUM5qz5OdXdlEfGDtuZP939H/pq7VRpUVT+SVtnatq1fx+F8/7q5cpvz0bMzN0yohtCUdjd10mZlv5Gv0g1SBZ7sZd2egnDJCnsb5OVCrnpIsIUxAz7moMKW6nzeBFJeWthgc2zNFyHJ7JuxU9qK9MewjCJOBhbmkHJAqBpMH9JDY/3qyQpPCyLV9FlpN6pCdNDU7yARR8NY5CQm6hb/tg3vPbKKNBUSCRB0xDRaGoryGhluP6V3HsRydimBConcuFmAtuWhhW5SMSSrqSv2RGLiw68yhX/JCexyC1zayuhqM/wmlRqRlznybqpQOoe+8OXZ3DXhLtzHr1cMX/lRp5P2qjhrD2gH/oBNdyg1HP1lNsQ2oY/F2pUZVSOPkmbQvSr5sVzbmOML/3KV7sZ5YT+k/HNkVYShIkprNUKTVEJ1yhSBapMMKiyFSSP1La1WXfaACo9XSi+SpDoqx1sMW33+AOKiunXpK7beZq6WGN46bclTxBhUttVzsx4nMQ6D4GI6ac2WUmnEWRloozQavnH7XYX1/KA/9DUP0wToRspISccQegdDNEl5hF3wzSk/t7nse3ATii65N+TOOT0A9ATGwTEy468nvlf/5hTTSexqBsyk9Cc+JwbSWhuNvisYJeYG1wXJCHb3DrTFTTZabp2YpHm0Vwxt7bjka/d/y4fPPnZ+mtlpq+l45HXnHInakUZh55zJL+74zd4fR5a2yN8+tlCnnp0Op4B/dFX1js/uQU25ZAAi+7fh4fGvcAQTzvl6oOIztTZePgecPC/TU5bdArKkXJtBQy/ytGh1nUelJsLRiZhjAKf1B6VFtWJ2SSsehUNI2DvLdRbCF1nTbIEWG15TY6+7GmKmrTF7O/nyn1hVmoBhERfbS1hbyvgBrwdCcLCtPUNNXxyv8EikeCz5pGMDS2iXi8jZnpJCg/zIjUkhYYuNErmyie22120kGd8O4MpEPE4wui+7xBgtDNIl2s3AoBpYLTKmYzdGtimBKrekAvZCWxbEk7kwo30NTti4aZ/kt1U0fGTxnHR1N+jeTSa6lt4fcq7vHD76zm9Tkh/yLdN2I+q39by/rLt2MnXQWidWWBMGAT3K6Jx4vlU3yf3D8jqw6qZfuV9lsaEL3YVM+2mfaWaEiqGQdLGIDCk+Aj39W7BfkYKyWLZHQtB3MGQyKsa0qdQzLB9zYG+ZvCPllozuDpGu5mwjOrtFCaerqTUTokSjVNvlDDK7Njo4+1mgk6hsEovwhOVKxYJXSdwLvzVfwZK95qPYSC6wqn/J5KUx76RWhOQ6mmRRx52yEQoen3Ku0y56FGpdTOxDpCdhJYJn5OdhGYnFrkFu8TcaFdqile2uXWmnE12mq5T09Etc2urySKzXz+aB5WTKPISrdSoHNofU1NpG9AfNVoHHR3OT26BzXikqrH4sZ25Zq8PMfyHs7YzgaZAiapxxP6CvfYzOeabCxg0fpXUleaCmk4OCxqkE4oAIkmfXJNpQNUFhhCWU9IqYHrlelAqhmnL1zxoRMtUqa9VxOKsjNvHrni8kqeNhWBtS+4NgN7CExWYCMufWUgxMENy7wyUpMFyPUREhAmtM1NtNzXaTD9z4wNYGOmLJy6ZR8bjGKer3Og7ERGJpqbFTbFhsghBn4T8pqPMkKL/FWxTAlVvyIXMBLYtDSdy4Ub6mhOxcMsIMZ1YpPWpRt11e/58xUvEK/wbHYLRs/albF4XfPNDTnU3qldZwa8ve4vJZcvXfWTDFEwh8LOgSce+Uarvk1ZyPexSM4Z4m6C4ENY0SqtnFAUoV60PVK+iEavc8qllRkiuQCUMg7pwldTnzASB1fZ/UhMuxNuqcZ2YSK1KdiMudExM2kydWr0QI+BxyC3pHYzGtdx24Znc3MPAUjHA3xxHiyRQ28MUNsyUPj6s165wviiPPCTBae1tv2P35Ky/n0rNyL5E2iM8ef0LvDH1/azruekxaQcnsciNJLRM+JzsJDQ7schNWHG2rrawK+bWmXA2N9J0wWKy6OQ70PpU8/xrcykaM4Sp61buZn27jNsveQolx+CQzabTK8pJPlfAVUNfZztvmELFi1/xoGOQ7LiYO180Oeuav1D2mLwbUcXr4djtf2BCcRPgW/ffBpRpsFvNSlpkrmYpCmWhqO0ldcsrGaUvs72m1xBg2sRXFKk+YhVe7OfJewetPUqL6WGA1eOKSrJQunkQLQl77yDpE1SAGbfniX28HSi+YojJs6lQdVipR/EqoAGaohA2BauMELXJKlr0wdITS8TcxVx/ypkoSQPh9yIU0LriKJEYor0TEY1SlJDnTdsNvV5uknYe7mCbEqgyJReyE9i2NJzIhVvpa2m7UKffh9anmr//4Sl+d82JPHPBOiPEH1dz9d9ewtO/Ru4vu6Kw5J6+vLXvA4QUKNlkKsSveBjx9u8YJXFQwhjRnxOLXsWqAwVQXhqWboTshIBigEeuoKG1RWgyvAyw+c2PVUnuWBgmLbqDQaBH8vfVNGjssq+pKkL6BFVwdfoxaUOY6BiYQv74tFrbwPi/X4LpSRldKiYEmw3UhCDQFEPtiqEtnSdVLBLxuKWpvUk+eS0P+bATi17reGKja71+Dyvm1/P7XS/Oup7TNNOeR+3K5PvP5aYz72HOZwsIFQcp61OS02vMZKro8DMP5vAzD6aloZV3H/mQF+98M2ee4yQWuZGE1huxSFYSWvdzyW7wOcGOs7llbp12Ov2EW9CqqtBH1nDYZUfx3yWrmHnYEDhsCKG1JsU/NGH8mFti6WZi0faj8EzpZELfb9nJv4oSdRrt6/yJ+20HRz8/mIf/eJLUkBQqyrh12NPs6vfTs+GooeJXvAz0xAit3fI+e7sUr+TjQF+p3kFO8BbL9UgC8LcmiAjDhjGDbKqjxBO0mQH7iyTXFKZwNCyvKWuXfm/gbfQSMTe8R5IYtJsGnaZGsxmkNlYBmtx7g9K353H+sgtQBJgeFVQFNZJEa+tCdEVAVRBr5XnTAqnfgxlzN+Kmrnhr5rFNYpsSqMCZXLiRwLY1kL4LdTuK388hEw7lF7/9WSp9bUED1096grqwihoIYOagqKcbWV729A78c/evGeh9k2rtdtrWDUxV9IW/3giHP3oJg6+WKFAJgaFrDPdaH31aSC6xiNQEqdLsD6HyYAQUFYS8P5++DkFSGJZTVFWaiV5eIHWPX0kk6RAOCSFhyTvf0SjzuvpB5ULLa7RO+ZNFrU32Y9Ijitay0OfFjMn7mfb5up0dHr4wlYiiQLJA4OtQCKwVhNaaeKImgTa5nnhGcwvl/07fCRbkD/w85MNOLKqoKWfyfeew04FjEEIw66O53Dt5Gm2N7VnXcxKLjis+c6Prp868jY+f/SKn1+g0zXT2dafy5PUvrOcfXW3hnIM1nISil+99iwcvfYLOli5G7zWcK5/9M6Ypckq2BXuxqN+wPq4koUHvxCIZSWhgLxa5laa7WWLuibew7IfUNOiT179AcUUh0+alpoo+/M8X/Of2N3P2R0w3nd44cSwXTH6FYwpepkp7GL/i5b9Xpx6LmAmuWrMv8w8pxshh9W1TRAaX8OrwxyhRg8Dm2w5+ZTmPt8kVUfTKQvpoSbCwzA4qPiLVHrmG2hmgn7cVxTdQ6nMaNv6eAIUh+SmzmOtW/CzgQSNWrtoKWL1GPEGbEcLOwDPaR3KjU5g0R0MYwsREEBdJDATtpoEhoN30srq9yHKqK1uMfKCOcV9fiKqnXo8aN/G1xVGjSZSuCCSSGK3WvljZwOjogG9+QLBhaUXgYnJvHnk4YJsTqOzIhZsJbFsam3WhxozEvD/KdiUGrcFbeX7tjVR5Oqiq6OSUWyEpNP5y1URKnvpa3hchTGrKOzi5sAPwrvtvY8Sr5N/+2vggAjC0T7NUc+tIlYrHYVu+yBejS1Ucv7bewNdl2gpUKiBURapAJdo7WRCv4aCAtaiYLJI9QWVQ22GfiGSUyT8Gy771skv5aRt9LBr1Ya4K4mtVKV1sUhSXuwJszpzH4Jn212x7M515/JRhJxZlkszWWziJRX+4/1yEEJwxZCKKAlc8+Ucm3vUbbjz9rqxr9mb1bfReIxi8/QDee/TjHF+n9TRTIORn5B7DCD33JdPm3UVhaQGzP5nHA396hNY12a+hOU0VLf5+w6rO/OmLeObmlznizINzFqjAWiza6cAxriShgTWfCxQEOPiUfV1JQrMTi9xK0330qmd49KpnNvpY4qg9WXG0B1Ga5A/K95R+8TkhX5LKncIM+8TknUU7MfLcH+WFJagaoeNWr0vT3Vw6CKk+Tir7jhuqT87Jm2lTJIs0ywAPgHLVR6wqgMNsTO+gKGg2u1eaopIs2PJWBpoiUtxVFoRg9Vr7qc3igPwJKi0cp81UsZOLFdnWTLpBpxnEEF3rP9ZtZRARBjEhUOOyV/wEodtK2WfIJLxRgb/VQDEF/qYomKBG4gxuabQV67KBXreSYN3Kjb8U8s3GPP63sM0JVFbkonpQZSqBLZbgqdop66//4KlPufuCh7biVywPtwx7kZ19mx7jG0SjeNmWS1/ohr/Cfv89GwjT/pDZobSBBV4PIi7nz3WgVaBjoNnMB5d4Y3RJTrcIrI3bmlu7AaHrtOr2zgBClSyhKCr1tZWMLzyMFR1laKpJZ8yPaaqEGwvwdGgM+Fr+UljVlK9givN1eeQhA8dPGseRZ/2MITsN4tu3v+fak25d/5jm0bjgzrM55LQDAPjw6c+YctGj682J7T7XDnZi0SfPfplRMltv4SQW9R1azTM3v7Le+Pjj577gV5efmHW91OvMPCBl3DmH8s3b39PckFt6jd00U2FZAaqqcvivD+KKcf+go7mLP045j8sen8zlR225FTRhyvtbbSUW1S9azbfvbFDdZSahWfG5QMjPIacdyO9unYDX76WtsZ3PXprO4z2SmrNFOrFIP2wPmnfw889EPdffeAeJSgMlYKBoJv5gEq4ay8Dr5YakrDrAy5Lx1gfUvwpW8ppvhLTEVzUY4Mh+9is6pWoc/Fs2IkVTFPTAlhWLDGGiGJJ5jmGwImxvqF2ldaAE5M5tKavtpb3yQJio35/TdsWmULtidIqNG9Y9p4ySwsSU/DYyW1u554bx3OnfIH4F2k20uIm3PYkWNxhWu0i6iOP5YMZmCdPd75y8YJSHbOTCI50e39awzQlUm5ILz+CBrJk8ltUeGPnPOzA9IDwCUR0HBdTOAMP9fkRcfhdhi0I3SDosdccqt9DX0gPVJV3Sx4dFwr7DpGGCxHyQ0KpUClq1Zp3AVu4Ls0rzy411DacSz6y6UAFFI1kodwxdxOI8/uPeGCM3fi+tipeytKuCFa1llM+RTBZNg1ETZ9ChKpQYLQAUboPecHlsO8jlkJ90z28Ze/xeFJSEiHbG+PSFr3jo0icd13yaV7Xw1A0vsvvhO1PZf+OJwTOuPJkd99+O83ZMpZ/d+NbfOP2vJ/Hk9S84fq4d7MSiJTNrXTHcdhKLXrzzDQ765X5Mf/O/KAoc8qsD+Oat3GLsMw1I8Qd9HHLq/tx81r051YPM0tdeufdtGlc0AfD4tc/x6I/3EAj5iUWy5xt2U+IHnbIf370zk0hnlFF7DOPUy07gtQfezfm1gv1kUSK2wQ+lo6ULIUROk2LdSCcWqbtuT8uwIi6c9j76UwqGD/RQ6v+xa/Zg8LtxtI9yez9tilXnJ5i//zTLx39d8zOa/pmbkfem8LfZn7MBNSnVZ0YJBhgdaLCvqRgIr/x1ezv4FS/RCrnrYGoiNVFjBU1RiZdLtjLQdRY1V8EI62vWGsWIqNymbsGq1OtYqXcRWbfuFxMadXophlC5dtDrXDb6NzBrvrSa5pq1nHvfHzH8qXAUVQdvl8AbFgRaDLS4Sd+ZC6UKOELXKX3c2tQ+P2GUh2xkyyO9Pg8X3ncOux22MyWVRTTVt/Dcra/y7iMfOdbMhUc6Pb6tYZsTqDZF2z79mX753fiV9OLCi13F/PuO/dBXr9nCX9mWR7xc/p/nmG7/FhlQ2EaLpkklbt6mLfu29C1r5MtYH04o6LK8xqsYoMqdoFLbwzzXvgc7Bzckk7UYhSyLVzG/sy8R3YdHoj8SpEwJB52xhM+0jdVMoeuI5Br6my6lW5iG1PXIPPKwQy6H/OsPvMu0y58iFolTUlnMlc9exPhLj+PpG16yrfn5y6nkhuG7Dtms5lG/OYR//fmx9SlkT9/4Ir+7dcL6mnafawc7sag3U0e9gZNYNPeLBRxz7mG83PIIAPO/XsRT/3gxp5qZGmofPH4ssUic6W/KETCsppnC7RHWLF+b3pw8x1gnO6Ho+EnjuGjq79G8Gs0N7bzxyKe8eN97OdXrxqZikVpUhHngbphelUhfL5FqFaFCA/DuPx5E+dNYBrxch768Tkp9ABSF8M1R/m/Hx1JfAyoqykahE2OiExnkzPN7BUO3P9uDWjLlQbkFMczXiFJUCM0t0p7TKUXWryBdoFJ1e69NAEPyBJXW2MbSZDGDPNakQ3OhZ921xl5mi5le6UE7fb/oZPjA8xn0nkFgZWqiUTEMlLZOREGQ5rF9KV8s1/fSDIfpd7v9RGFeLMpDFnJpOHbDF/Dx4OzbKaks4sTyszOqmy2P1DwaLQ1tXHbEdTQsXcOYfUZyw1t/pWllMzPet/9dzIVHOj2+rWGbF6iEkiIxVujvaYWg1O32nyxEkeylb8HaZnuj6XJfhBZNA5mdxeYtO+6tN6zh6rnHcsLe/7G8RlWE9DxZfXkdXx4xiK+UDTeMQtcRkSgi0Y4wBZpp3/HMBjJHvfPIwwm5kItL/j2JQ04/AD2x4e/LZUdez/yvf7Stmcshv2JB/UbXC1PQf0T25syFpQVUD6xkycza9R9bMrOWPoOrCBWHcgrzsBOLMp066i3sxCJFUbjpvav45Pmv1qetnXnteP75zpX86YArc6qbyerb0eccxvuPfyJtpN1umumth/6PEycfw3fvzqKzpYtfX/VLvv9gzvrVxmyRbqpIGzmMpb/uy+9jj3HIikXsHFqBhqDjV+UMOrYf73+1L6OvmC3PrwhI7jGSBx67lypVoVD1byYwRMwER9ZNpkCmQEXK9Nmq4QggNPnTt8kO+32kAYFWVvrKtmj6miY5C1V0hZkbHQDFTfbXSaZfoVVRWhysDFSJk+kA5tpm3u7YmQMD/91I3EwKAxOTdjNB53CdfpKn/2s+UBhdNmGjj+lJDRr9BNeolCwzKWr/Tlo9AL75gRHrUq3TvWNKFy/Lp+rmIQ25ikX7HbsnZ/39VGpG9iXSHuHJ61/gjanv29bMpeHYjbOuO5Wmlc2UVNrf0/ZEtjwyFonzWI919PnTFzHro7nseMAYR4HKCk48UlUV13jm1sI2L1D52w0iIkGJkhvp/qlDicRYbRQDW1hcaLJfMKsNlyOSjVJLeqIQF8n1wmNSGEREkogQdJoay8IVgDwTT0yD/tfA0D+cyxl7TGfPgmUM8TRTb5QwL9af55fvDs9XUhaRaEAPqcTCNXK/d3nkYYdcyMVrHU9s9Fxev4cV8+v5/a4X29bMlVy8PuVdplz0aNavuScyFYtOvewETv/rSYSKgrQ3dfDw5U9mXTNYmGqQ9Azu6GpL1QkVBXIiDnZiUaZTR9nASiwqKi+k75BqXrnnLeLR1M38q/e+zamXHE9xRVFOnkV2YhHAgFE1bD92FLed80D2L2wTpJtmqp2/Cq2sjOenfU7xgGqmzr4dFIXZ3y7jthveQBs1HOPHJdK+BoD5l5ez7Oh0r6sDymr54BffcMet46QKVFpMJ6QIyrT0noV+xUOsXMXe0bCXEILVTfamz7oLVE+N2k8NBdSk9AlqxWHEJKDoCJ+1UNdbmIkkP7TVQB/rFA+foiC8mtRgFk99C/MSZQzwbK5CdfsWRaslFgTMaJRX3tiPt9rHYnpTK2haHPytAk/MJNCs079ccrIdUPj8dAqft78mb26QhyzkwueyTdvNhesnox0AACAASURBVM/tedSuTL7/XG468x7mfLaAUHGQsj72f+8ht4YjwIjdhrL30bsx9S+P8bdnLnKs54TeNh29fi+j9x7BhzlYKzjxSGXdAIUbPHNrYZsXqDxhnaTN7lCVFsUskUqhtgpEJEptogpC1t1KzSe/T6KlScUwhImOQaeZoNwfplGiYTlAzdurOKR5co+vQRBoSaBGdbTOGEokhoivlVYPwJw1n1HnwIyCYr4v2h9RXIgSjiI6uyjrXAxikdR6eeSRC7nINp0tF3JxXPGZG10/deZtfPzsF441cyUXMpGpWPTsza/w7M2vMGi7/hx6xoHrv75s0O1XVFASWi/QFJSEAIh05t5wsJss6o3hdm9gJRZ1NHdSv6iB4yaN44m/p+7Ujps0jsa6JtcMtVEUVL+fYyYezZyvF9OwqgNPv74gBCIWw2izJ9x2SDfN1Hr2fvz20tco1SIo6pd82qbTX2unfDuDKx+Hy5afhHm4T9q0jeL3c/iO9v4xGvInfNVokrjN3bSmqMQq5E87m3F7scgolp/46iQWlWgRFE2uQOXtFBjC3GjCpyf6aAnMHKcdN4JpMH/BABhtfYlfUUkWeZHpb22sbuSCN87B36ySKN7whvJEFApWCfSQQlGbZNlGCIZc/bWtALXN3/zk8ZOCHZ9zCkHJ1tw6Fz6XbdpuLnzu7OtO5cnrX1jPQbrawhtxsd4iE6FI1VQuevB87r3w4azrbIreNh3//ND51C9q4POXsk8Nd+KR3ZYObvHMrYH/L/5G2/0KhxQwgl6pHaGtARGNsijaB0qtBapgSP5S/ZDXo+yyeuJGH/O3CXydJsGmBJ72OCIhz3wRQF9aS9HS2rSPub3XbobDmOEw/A94luWxAbmQi2wT2LIlF3bJbU7m17LEotF7jWDw9gN479GPM3qt6ZBpF+rwMw/m8DMPpqWhlXcf+ZAX73wzvfdPBuitWLRiQT1LZ9VyySOT1q+s9RZdbWEa65oYvusQGpam/q4M33UIjSuapHS17CaLnKaOskVasWhOHaga1/zyds6//SyeqX8QRVVY8kMd1533b9RAIKf14nRiUfiX+8C5a9m9so7VoVtoU5Ls/HlfDiqagSFULnpjAiMukjv5mixQOK+kbhNhYcOk8cjCRuZpPmmBGorPx6gCe2/AIjWGCEpOB9NNEg7BLIbckgBoLfZTQ1qhfIHK22n/OlMr/nIFqsIGnahIUKjYWFBIFh1HPJVgqHYeAwc3oSqC+qZSTFNJjfWs9RNYqzKooVXqSphIJhjxJ8nT5xkVzs8q/a8iWz7nlrm1UwhKtubWufA52Wm7TnzO1A1G7jGM0HNfMm3eXRSWFjD7k3k88KdHsg7cyEQoOuUvx7Js9nJmfzKPnQ/ePuvX1xO94ZF/nHIeA0fXcOkR12fNWyEzHukmz9wa2OYFKm9LhLWGSrVF0y2kaiRLfFI7QlsDZiLJe6/sw7CRO2/8QJsXT0RFMaD6O/kTVMoXM+lrMySR323PQyZyEYqyTV+D3MhFtgls2ZILu+S2bNPZejuyPO6cQ/nm7e9pbmjNqh5kRi5evvctHrz0CTpbuhi913CufPbPmKbgpbvezKpmNmKR5vXQf6SzB5WqqWgeDc2joaoqXr8XYQr0pM57j37M6X89iblfLATgtCtO5O1pH2T0uU6wM9Xe6LHZK7j2l7dTu2C143M6YVOxSCsrY/ETuzJmwGo6vJ28VHANJatT38+qPp0c80A7V//jt5Q9ap3ClA3aRmjM2XkT8/qSDa/vxtFN0lNm9RCWUy8A/f1tzPcNAElef0ooyDCf/cRwuZrALNjyXpumzwURQLF/zkBQvg9UoBHbaaZRvtUohbtDa/Z/7zaFrzXBI+2jKdHCrNFLiJtempKF6KbGqmgxy9vL6NMWltqUUz+fyajPWS98DRO1m12T53R5bOvIls+5ZW7tFIIie5I8Ez4nO23Xic9BKqTl8F8fxBXj/kFHcxd/nHIelz0+mcuPyq755yQU9RvWh+MmjuP83S/J7kVZIFMeOfn+cxm91wguPfy6jEWiXHik0+PbGrZ5gQrdwLCZj/KiYfi39fkpwDQYeL19akYeechELmJRtubWuQhF2aavQW7kItsENitkYoYIctPZejOy7A/6OOTU/bn5rHuzrgeZdaEWf79s/fXzpy/imZtf5ogzD3YUqLI95AMFAQ4+ZV8+f/kbwu0Rhuw4iDP+djLfvTfL8fWcceXJTLhm/Pp/vxV9mlkfz+XiQ6/lyetfoLiikGnz7gTgw6c/5+l/vpzR5zphM7Goopwf/7U3amGSmwpncdPnsygKxBlU1Ao3QbUaYMV1u+B/+1vH584YwuTPu/8fk2wmfP84EsrkVQQg0Gy/JhX0rktfE/Ju8wsaTNtUMr+aBFUe5xBdYRbG+kGhte9iQAEz6JE6Ka50hFmulzHGZz2ZnaiQP9NcuMJ+UqlPcSeoGpjyaquGoN6IsNbw4VVM2swAq5JlBNQksyKD+LZ1MCTlOnkr0+fw9kHDU/9I6gjD2JCGbLRSaTRhuDUFlJ8uymMLIRce2Y3eJrBly+fcMLd2ghshKpnwOdlpu058rpuvvnLv2zSuSAU1PH7tczz64z0EQn5ikd5vADkJRQecuDclVcU8PCfFuzw+D6HiIM+ueoirj7+Zhd8utn3+XMSiyfedww5jR3PJYX/v1RqjI4+sLGbavNQa5kfPf82z0z5HLSjADIfT88wbne9/fqrY5gUqJRLjtY5dmelrIilSL8dAZWGkL1HTx8pIKcE12+b+ZR55dCOXQ94Nc+tMpoayMbfORSiSnb62teBELtxIZ+vNyPLB48cSi8SZ/mb23TbIbppJmJndWPVaLOo+xIXgkNMO5He3TsDr99LW2M5nL03n8R6k1QpP/P359b5L3fAMHkjd38ZiBAV/MOYiXpiNEjQI1sQpeHUY7V1BRlzamvZzs4VSXMSTR/6L/QPWN/o77rIj/d+WUg4AYZhETPs55WSp/NkMT0RgIrByLeoX6qBF0xASxYxgk30wyw7+et4q3Q1y8L7qCaHrrIzbS3slqo94uR+ZM1RmcwsfdY5hXMjaVFstkBy/Rupn2qB3YQBNhpcEKqZQiQkvM2ODWFpXxSjqHZ+nN+jz3ALO+/4CtNYweDSUaBwRjqJoKmZnF0JvQcQlWyiYBkZzi9znzCMPC+QqFGWTvga580jILoFNBmSYWzvBjRAVZ7FIftpuJnxuzfK16dfcHFaZsxWKPn72S759Z8P5tcPYUVz870mcv9slGXliOvPIovVi0YfPfsGz9/0faiBAZXUhx00cRyKW4KnaKes//4OnPuXuCx6yrZmOC4r9dqHu+Z0IBeI8Wf4i7y17lApvmPIDw0z4uI2nG/YlcXIAo6mZey+cxr0XTnN8bdsCtnmBSq9byVdHDeHLRA30uHkR0SjCMEE0gZ77SkMeeXTD6jDPZH/dDTNEp0PeDXNr2VNDsiAzfW1rwYlcuJHO1hux6OhzDuP9xz9xfM92I5cu1EGn7Md378wk0hll1B7DOPWyE3jtgXcda6YVi/rXED1hbyKVGlfPmUfszvmYXjCCAvO2vdGiCsP/MSvrcfN0iI2o5ovzb6NMC6V9fKXexTn9JsJy68mj3kJ0drEo0Zf9A9YJoXpI7gSFSCT4MdwXym3S6wrkewcFm3TiImk5zbRL8Uo+DvSVZlgOKW8mOxSpManpayIe58NlO0F/ax8fTVHQg3Inxc1YnPkdfaFP6t/GujAaE0FcJGkzdcywvNfZjeoXFzBh4WTUuI7WFkHRjdTEj2ki2jsY3TVLquAIYLS2wjetrntc5vHTQy7CTbZhJbnUdCN9zYlDZpu+BrnzSNkJbL2BDHNrJ7gRouLE54orirJO282Fz7310P9x4uRj+O7dWXS2dPHrq37J9x/MWe+DZYWsptMVhUQ8SaKHv1VHSxdCiIw9r9LxyOjxe1P38J4UV4b5V+mbvLwoNb0e3CvJUZ+v5vFl+8D4lRyhnpJRjUzQsmOIOWPvt5wU32HwK1xSfRY0NUur+VPANi9QAegNeQEqjy0Hq8M8k/11N8wQeyMWyTC3zhQyza0zhcz0ta2FTMSibNPZciEXAANG1bD92FHcdk66yPv0SEcuZn+5iIt/djVP3fI6Jf2rmLbgblAUPnz3B6bNX0nn7/ej8sGvOX7SOC6a+ns0j0ZTfQuvT3mXF25/PePaPdF45GA+uv5Ogoov7UH/ZiTAA/cfihmRZyjpa47SZpqUWYz4lKoeYpUBqZMvIhpjZaIcsBaoEmVyp5lEPM6MNUNgoPU11dXt0v2gPBGDiDAotHjc6xTPlgV8rTFaDIMSiwG1cjWBCMl1Dw98XkR8/yR+xbteKOpO0o0IgSEgWqlafh+ygmnQ+OAQdhwwEV+HWJ905+sU+DsM/M1xtq9fhWzZ0WhtRf0s5fWUF4zycBvZCje5hJXkIha5kb7mxCFlp69lCjcS2DKFLHNrJ+QSopItn8slbTfr6XTgmZteoai8kKkzU6LrrI/mcvMEZ6sIqwnztjP3o3E/g8m+WfDKLArKohQOj8NrQwl6k7S/VEPVlA2+l7M/mZfRiqgdGnf3sOwYa/5b421lWtG+IJFHqglsJ8WLVAOzwIXEkq2M/y8Eqjz+d5HLNFO26WtWh3km++uyzRB7Cxnm1plAtrl1byEjfc1t5CIWZZvOllYs+uJHLpn0BI99uoSiHYcybdG9CBXe/Xw+/55bR2DX7TFnpojpuHMOZc5nC6hf1JDx60xHLn58cC/6vzGIHcobaC6+nJmtjZSrMXbbz+TV/TV+v/zntE3T+MvPrsm4jhN8XSZeRbPsQg3xtCJKCpG5PaREE7Sb1lMmXkW+R6KIx5nX2Q8qF1hf40ISWmeX/Yrp7lUrWerzSV2V8rRH6TSFZUjK6MAqPigZg9npPM6fKbTWMKuMEEPT/FgNYRJQQC/yIzPzrf9zSziw/Q9EqxS8XQLVAH+bSaBZx9uR+n72W7lUulhU8tTX2M1JyH8X5fG/jGz5XC7pa9kKN7mEleQiFslOX3NCIOSXnr6WKdxIYMsEss2tnUJQsjW3zkUsuvqEW7jgjrN4ZuVUFFVh8fe1XH38zY410/E5xeOh89R9iVaoXLF8PokHUnzR9IL+4O4ADHhDI/TydKZe/DhTL37csY4jVI2qc2qZPsraq2C3yK9gqly/Qp/D5r6m/D/2zjtejrL84t+Z2X57Te/JDaGEXgIqVcFCF6MgglKUEpVuAX4CFpAqRQi9CxikCYgIgnQSWiAJKaTdJLfX3bttyvv7Y9PZmdm7804IsOfzyR+5M3feO7v37nvmPM9zjnwrg2iX6eh7WaVqZOoin/swuM1REqhKkAIvQpEf6WuFdDMVm75WKDafX/fDDHEwkGVuXQiKNbeWiULT18AbuSg2gS0vuXh5Pud/5888dOdrVE0YwR0Lrwfghec/4oH/LiEwaiRG8yrH5DYn5CMXS+7bmWefuoNaFSz+gtGvUqVGOWwHk+/cYLHDKycx7vu5c2+/QM7IZKwuyaubpK+pQGyj/8mvWJY3p+gwM4wM5BeMqlQTozoq12g6mabLimHXCxJAI1OpUiZxTWEJutLOVyyr8sGXsdlZoKoNDrBMq/DhnbXH+EA3VnUFrJJ3TdHZzYl/PwMzZhHq1tZ3FikWlK3J3V3jkmVSxRujtY2ae9rymsyvez1LYlEJMuGF063DYM2ti+VzXtLXioUfYSWFQHb6mhvKa8qkp68VAi8JbF74nB/m1m4hKMWaW+cVi8JhMt/aHSOqcvFH8xEXL0CokG4QiEv3xArChIf7WfnOvE268L1AjcX47kX/5uzapbbnTOw+jQmP2R4ePIRF+4Bzz/BuQ5tpDgYQGXkCVTDhHMzSoPWjlOW3dCgWiiWwXPJVxRcgC25zlASqLyC8EAvZ6WuFEAc/0tcK6Wby20dp8/l1P8wQBwNZ5tbFoFBz62KJhZf0NXAgFwddxg//73scf+FRmxyb+9oizj3gEoSeLTqBbXNyoQQCLL57B374ei97lL3DCO1R+vtzJsS77wl3PQh7/+ssmk5d9ankNi8QQqEp+GlBI1et0dh+eAvJQGBDwpRHKIEAkxvsx88AplUv5dnysZiSjKYB1GSWpMMuXqFq6JUhqVUokc7QalQD+b0BNEUlXSeZWVgmLXFnM9mxtd3okpPQhOb8N16hpUGplLYegNLSxSGvnYkWMMkMhCCtgYBgv0YgrhCKw/DWhVLXNPv7GX/BG47nlMSiEmTCq1hUjMG1F063DoM1ty6Wz30W6Wt+hJUUAtnpa25Y55EkM32tEOzw1SlFJ7AVKxY1jq6Xam6tRiKw11TueGs5tx51JVZAIVWrIjTIViloZ+3NiAeXYLa1SzO31oYP5Xc33MG0SIYA+TvGd1x9OkPf8bzUegjDoFN3FotEUHJpSgi6up3X7MlGwdyyNh+Tgimyw6tR7bW6QSPcmabXMii3acvWUBDaF0+hKglUPsMLsZCdvlYosZCZvlYIcdgS6WtbIo1jY+SbX/fDDHEwkGlu7VaFKtbcetDE4uX5nPf1XBWv2PQ1yC8WLbx+F5qeH8ZbVbNYMPd+miItaEruvTQbFLqPO4aau9+Ql8CmqBwwaRGXNMxb+4Xw2n8bMGRkj3QfH0V1vtZu1St5JdqIkDgmVR50JrVjQh0okW0AiQJV3wBrjAqagvl//2NKiFS9JrdNWs/SbZRjJ1ABmD48z1iW84BZRNORnb9WvVDhlOZ9iGpZurNlZC2NtBlkWXctQihkFlUyISuRFQNmRwfjj+t0/Hso+RiVIAte+Fyx5tbgjdMVa3DthdOBv+bWbnxuS/A9P8JK3OBH+pobBvqSRaevQfE80ksCW16xqKICrWkCDzz6Ife8sJh0Qxhr3ROwomD9YC+UWe9KNbcWO0zij3+7nYlBkyAamqIQWOskpCkqPWaS786dQaDNuWA3KOgGWaERVhwCLGTOnwNCN+jSnbu2QyPke5ZZGTtXphyaytt5LxCTVlwFCPcLDEw0mxcxiIIIyH2BtXiabivASLufSQmSqValepluDfhSCVReyEWxaR1eiIXs9LXPosq0OeyIg9/pa1sijWMd7ObX/TJDLGTETJa5daEty8WaW+dNXxs/lmWXT+OiIUu59unfMqaqhwnluUreQnUI5f+tpu/XI+W2m2sa3979A24cYf/7cpXszpcCMKW2jZZAUGoqmRZwfoSfHGnh1dgYkChQJQ1nGWhEoBdRUQYy8y8Mk7QIAvnFMRUFPSbZD0o36DaciZsRlT/0lv6kkqenRtBFgNV6DXVagoXpYSxMDCFphJj3xnjGC/tUuGJQd/ubNN8dRNE0hJkEYSEswXBrw5voy3ifz8ELJWydcPKQdLMNkJ2mWwifK9bcGrxxOr8NrvNxOr/Nrd343Jbie8WGlRSLitpyX9LX3DhkselrYMMjX/mY885+iB/+5Gscf9oBmxx796NmzptxH9mX3yOb3sBzBpvAtjmaz9iB+396LWHFpEETxJQg2kYC26zEUB54fidMiUloSkanQtWpUvNzgJgaJF0bkBpuIQaSNOt1OJGnVKP8PTNrOcsJI2t7pRdX1YTzmo2hfpRIDaTlNQCUrUrTZ2Vp1PILgEFFRS8P2BqaFwMlnSVu2XPmoKIxMFR19Iv8POIzE6iKJRdezBCLJRde0jpkiUV+pK/ZiUV+pq/ZEQc/09dkp3E4beZu8+t+mCEWMmImy9xa27aJNefuzSWxVfzumquxQgK1PrPBt+fyaUy4cLZUc2ujsZKXj72SYYE82/hQSFpZDqk7E6mNKJZAF85bTLp+yz8Yj4j00hqskCpQ6f3O6R+aYqEUUCktFMIwWNTVABPsz4kpBgTlbk8ik6HdqMBOoNIUFb1CvmH5f9uaOLLqXXqtCL1mDF0EWJIZQkzN0mmUU7Fc6pIATLr0I/56zX4gBCKdhmAIkUwiMnGEJRhvtclfVAiEnkXIbs0qYauHF7Go2LASJw9JN9sA2Wm6hfC5LWFuvTmn2xIG1/k4nZ/m1m58brB8z4twU2xYSbFr+pG+dsHRf+GHvzmCH57zrU2Ovf/+Cs4++0FCq3qKTl+D/Dxy+WXTeOYfM8mK22hdLVDJPdgDNNVqVP3+WyT239RWwGsCm5aCncL2XGdooDfnHSRRoFITaXodhIXPClZILncVhs6i3pEw2v4cP3xFg/3OfC2i6GDjFVUstIxJ1uFzJawEyVbI7WYSyRRXNH+LXatXkrEC9BtRUmaQjBVg9UAVLT2VDPvoi0e8PjOBqlhy4cUMsVhy4SWto1C4tST7kb6Wj1j4mb5WCHGQnb5WTBqHG+w2+j+feKPr/LpUM8Sdt6P/2L24fvkq/nDptagZyNRbiLWfx2Vn782w694Cy5Rmbt2yXz3vn3WjrUHgrX3DefyKyZg98n5PraC2SaVrc8TUEPFRAbkCVQHQa7b88JAfCSGKLrnfuwAkmithD5eTJIpiABgGq7J19JgbzOTjwiJuacStEKuNGrSU3CWFYVD2E51flf0QJZOFTBZhWYhkCkVTEVmd+pTcTiYAKx6XmlxXwucHXsSiYgNLvIhFxYaVOHlIutkG+J2mm4/PbQlz6805nd8G1/k4nRdzaze48bli+J6X4l+xYSV21z3/O3/m+Eum5xeLznmQ0Icr5KavBUMknhpJbMJvmb3iNCJrEx8qVJNRDSp/vw92m3U2E89aJi99DTCjgglB+76himCGhGRhIdZhOSahVahphOSimBtUVIyI7Hk7i6TlXHR0qb0WsaYglXUYKQTqIgN0a5rUcbtIpzNHrA0kICD3PVWyBo/Ft2NUKCdktupVtOjVJIwwC+NDSBlBKpfJ9RM229oRB0d4U60GQJgmWFkQaUJmH2O+oF3kn5lAVSy52BJjapuTiy2R1uHUkuxH+pqdWORX+tpgiIOs9DW3bqZi09fydhZNHEdm0hj2+sHVmGGFVIOy0Xw7VH93T8pmvYVpmNLMEBeeGWXRITehouQVjA5bfAgZ9+mBQcNOnAKoVFPSNwQzqhF0yVZLNUhdsiBolfK6mCC36axO1jue0xjsRwnVg8T9L7JGNltxR/V8lZ4jkvRaFhWqggV0mCrLjRoGrDBt+hjMMrmVR7M/wcsn78GLsX3Wfy0woKMm0igZHTGQZGjfuy5ZKYOHsWq1+0kllCAJXsSiYgNLvIhFfoWV2NkGbIk03Xx8zm9zayffSz8Mru04nRdzay98rtj0tbzCTSCAsvN2XNO+it9dfQ1iWJpgyMCyFIy2GLWnTKPhwblFh5XktTIYNpSy52IEhlzMvJWnUKeJ9bxnVAM8dK/g4MvOxbz1DWnpawBjK7s5oiwBNu6LVrX8zgxVd+ZzX6lazKPlUzB75HEsVV+XhJaf75QpBoQldztlsnSYFUD+EbOgopEcqlAtcUlrIMXcxEioWWF/ToX8GI++fufkuqwln2cGE4L3MxlURdBsVK/ljtUkrRB9RpQnl+3AaF1ihC9gfbiIZ/drgrW6AFkdkcmAZWFl23OiiuUuUg96XYljip8XbLUeVIV6Evlhhrg5ufA7rcOts0h2+tpgxCIZ6WtOxMGP9LW5ry3iqt/OynUzZQ3ub54JCiDg3y/NZ+ZP78ZYtbro9LXNoQQCZG4xmTX5BmJqMG9yxvj//IRJcoqzG9ZNa7bVIIBJ5e3MD4Ww0vI6fbSMc8RqrZZAkbzJB3szDAgrb8T6OpiSfXyEabKkf6jUa7rCMlnWWQeT7U/pMcoQLgLqYBFrt39PM0Kn3aiUNuK7DsOeXMG3es+malEcMxZCsQSBniRKTz/CMEFVUHoXyW0Kt0x4+8NN6KmgZKJdgn/w0s20DqFIiFvnXk1VfUVBIy5exCK/Akv89pjMBzvbAL/TdPPxOb/Nre04nReD62I5nRdzaztOduXJt2zanb72Z3/xH3O44fwHqYuIotPX8qHzx7tz52+vZbtgKO++uOyIBKe99zOY89Ggr20LIfjh0DfXikX5H/aTwySPoBs6qwecnWuGDpXvHeSGoGJsEAAkwa35vEGzMKoiLqXQwUGk03QYldgJVACKbAIiLDrSzq5Walg+67FSAVqMBDoQtzR0odJlxegwKjFRmd82lNFKv9Q1G2bN4zevHQeA0p/IcUc9izAt0HVGZD/GlJhUDIBlYnZ0yL1mCXmx1QpUhXoSyTZDzEcu/EzrKEQskpm+5lZlkp2+dtXpd+aIQ0bngZW3rD/+4jNzuf73T6KsapGbvhYOoz89hD/d8yitq28krKgEyQk5GaFzwI5w4fSzGXb1amnpa8I0sYRCjWZfQaiqktvyCRDucK5ITIq2sSDaJNUgMNptOSZYNGoJRExuloSiW+hbuoPVMulNOd+HqvhgNNnsbKgdNyPSiWLDGz1Mue+MTcQgxYJYq0JZq0X5yiR0zLP9/mJgrF5D5d/WINgQKFMSikrwC16EovPuPIP9j/0KRnaDcHTBNy5jwZuLXNf10s20DidcOp3OVV1U1Vd4eQnWw00s8kNM8tNj0g2b2wb4maZrx+e8mFuDN05XrMH1YK0MXnz4Da6fcSfZdLpoc+t8nCx55J4MucfgvA+OQcOiPphgcmQNGgJlH2h6ZgcWHVIjNX2tb/8UU0P2+39EQXpSl6gsZ2ygi82TezdGpnHL75JB1Qdbga1ws1cBEVSlClRYgqxwfsw2nafxBg1hCbrTMfqsFBmx4b3rtWCNUUFWaNApeVFgyhWdnHDnGaiGhTqQAdNCSWcQyTQIi9HxxVK9UwHM/n7olyt6lbD1YKsVqNbByZNItvm1k1hUbFqHF2IBctPX/vyTm/MTi3/M4cZfP4zR2iY1fU1rmsD4B9q4beFXmRRuZYSWWH+saU+44skAPz9DjhfCxtihZg17hIPApjPR67qNBkbK33BNl1j3cTVdJAMByfPXzsertSRoEcsHvQAAIABJREFUckmUYglMIZC7iztD6+5nhVHJuKD8980J3Z3OD4QV5SnplcXhrwrG1/0ELWjRWNuPJRTaOytR2sJE21RqFhtEU7OlrQdgffQx434l9ZIllGALr11F0w7djRMumc7wSUNJ9iW5/7JZ/HPm845rehWKnrr5OW4+6+5B36uXbiaAiTuPY49v7szMc+7htw+dNej188FNLPJTTJLtMVkoNrYN8CtN14nPeTG3hiJ8Lx98lb+cfjtYZtEG1/k4XfdPppG8dgjbP3kxdWVJhsTiRDWdxnCcqj1TLL1nT8YdN1+quXXfOI1XJvzH9rjKByyOHFz09TeHEgiw3QjnMJkKNUCmNuwgJfmEMvmjWW6ojqTIKCoIeapSpMOZQGqKkO5BqWXduauQ7XsJZKwgCStNWpjoa7liXCgkrQBZm0KvJ1gmsV/FOKJxBsH4hvFMLZFB7RsAS9DU/aF0KwNzyTKUJaWu9BLkYasXqCC/J1ExZohexKJi0zqKqkL98h6sgdzPICt9Tey9I9lboxz75ilUBtM0xTZEkI7au5t9nhvGa4c2SU1fAzi5/n8bJWds2naqC5NMlbbFN3mlsXjfhWKxW/VKXok2ImQaF38GvniRziwJoROz8SsIK6b89LX+BJ9kG9kvah+b6wcqPgyzz7CjaOuuRAHMrIYQoHUH0ZIKje9a0ruZYv94i0nrnovXkqXKL6gBYgmfPbyIRU/237fJtYLhACsXrOanO53ruKYXsWi3g3dixk0nc/nx1/PRKx8Tq4xSM8Q9XNmrUOQXnLqVVE3lrFt/xg1n3u7L2m5ikV9i0mA8Jp1gx+cCoYCrbYDsNF37gJRX+MtptwIUbW4NeTidotD6i2n0XzKGMbf/mVBVBmEplMUyDKvsp3ZqklUX7MnIP72OZVnSDK67vpZl6bQHbI8nmsK8FyqXWojT0jjaClRrSUTY2aB5MFACASZVtDueE1aCpGvlclfFMEm7dNuUV0vuxBeCzoRz1/boWA9LggFERp7sEIo7W0WMDXagVJRLTdQLJgy6rSxhJYCxVkJJCwNdWOhC0GYGMaKajUNVcTD7+nn85wfxaOQbBJIm6lq7DS2ZRUllwbIY3SZfLBLvzfsUQ7fW/iuhhM8LPjOBygu5KNYM0Uv6WrFpHXkNGHfdjoW/Gc/Y+/7EsCG9TKjqzFUMgLF7dGE9OR71CBUrHpeWvpYcHuGF7W4nrOTfyN8JdvJqeHspa62Hy4N1UNGIj1KplLuqK4bW9cntfBGC9j7nmW8/0te0tPMmPyrYJX2TV0wrV4WyQZ0m0GuiUutCwjC4c8XevF27qUjbp0dZ3ldLR1cFQ+fIF3GGXfM6XKtQ/lkJRCVh6ksFL2JR3fBaZtx4Ejt8dQpCCD747zxumHEHve19jmt6EYsOqzx+k/Nnvn8VLz38mut9ehGLTrx0OvdfNmt993Kid2BQHMAObmNtBx2/Lwcdvy/dLT08d9eLPHrt01K6tp26lY4551CWzV3B3JfnM3XfbT2vlQ9uYlGhYpIXPldsWIkdn7vwO39ytQ2QmaarRiKs+ekubPuba9ErBNl6A1Qorx9geFM/nU81UXFLFSufni3V3Dp0UCfLdnnE9vi4CROlrbUOapezEFQfTKAEZFo+gwg4B7MM1TJY1c4iy6DWEwJLuPhzoWBEJPtBxQdYrtezV8Q+ATnR62xEXQwG+p2tDAKqiaIEpNZDw30WGWEQU0KYwlovGOnCJG4ZdJmNElfLIThnMT/45TmkalSi3RaKEGgpCy1joaUN1JROdMl8uSKOZRJ44Z1PPWiXhKIS/IAXDjls/BDOvOEkpuw1iUwyy2PXP80jVz75Wd0K8BkKVMWSi8bR9UWbIdp1FrV+t4ltLs6RC6PWAEUQrU4TGaHTf/VeTDhvdtFpHfnQP7GCRYfeZGtw/Uh0NXfH9gSJ3TaRTp24lSWs5ScYw7UsRn05iruthlTolZIfwk2TVUlnguSLd1DKmbh1G2Wgy01DcfODqlYziKjc/rRAWx+XtR1EQDGpCSZREazJVJEygyztq6c/HWZk14DUFl8rHqfyCJ0Vm3uwiX6qzB6q/BRySiLRlxJOG/062JlXF/K9+eBFLPr5TScjhOC4saejKPDr+3/B6df9mD8e6xzjKauzaPLuExmz7Uj+ffdLBd2rE+zEokgszKRdxxN75HXumH8d5dVlzH15Pn/95V0F+ds4wUkoeuyGZ7j1/PuIdyeYvPsELnz4bCxLeE623RibdysNGz+Ew04/hJ/tct6gr1WsWOQlsMSLWFRsWEleW4GaGrqO3oVTH/oPxpMK6QYQCpgRgXnlzgBM+VMzxuo10tJ01YZ6rpxxG9+I2e/v2009nZHyfl1ACAbSzmEkFfXehdtPr+t8OKZmpJtbu2hFOe8giWsK3WBe3zBw0GU1RcWS17SVWzedZmmmESrsBSph+eCtkNj0Rsy1vkUWAhWFYaE+FoWGSfUyrZqzhq9e+gtQQMtAKGFhaQqhhEm4K4NiCmheIG09yPHI2D/esrGfL4lGJciFFw6pBTROu/ZE9v/BVwB48cFXuPmsu119qIvlkKqqcukTF/D6E7O5+PArGDZ+CFf8+yI6VnXzX4kBdIPFZyZQ5Y1ZHTOK5Fd34Bc3P4ceU8lUKRhRBRQInLgrQ1/qpH3BYnlmiIpC56/SzN3tHttTThmyD82ahpCdBOCA0YFulDK5lRLFdGYWVWqIdEMYObmEG2C6mBUZPqSvtQ5s6Z4s0NqchaCmSCsfRqdI3eRD/QbPJauoVNNEFJ20CNJvRViRbWBVtoY5XaOJxOW2hBvLV7LsgHJEVqyvlIqsDkKnzFxGmRC+zJ9/GSNWS8jBy0ZfaFLa5nDa6NfBzry6kO/NBy9i0dBxjTx0xePrjY9feuQ1vv+rIwte2w6FGmYfctIBvP3se3S12D9cFQo7sai8pgxVVTnoh1/j14f8nv6uBL+4+RQuuFeej2G+sbYl7y1bf3zBW4t56IrH+Prx+0oVqGDTbqUdvjqFqoZKbv8o1+ETCAWIVUZ5eM1tXHz4FSycvcT2OkWLRUIUHVhiJxYl953KmXc8T+rxHA8wwwp6OYR/vBtGOYy65SNpYSUA+nZjePQPVzJMi+XtullpJDj1ntNg9Rop6+UW1UmKMGAvUFk++BgYhnOfcl1ZElQtl14qCYrhzOciqg6a3Dj5WIeFLkzbgm5EUbCiAXld25bJktYG2Mb5NNl+RdZAkjd7xkH9wrzHTWH5oqKMfF4w3vwpwT6VQEoh0ilQRE44MkNQ1moSicv1vTRWNFN/a7Pt8VJZsASZKJZDBkMBzrzxJHY+cCpV9RV0ru7mkSuf4Lm7/uu6phcOedyFR7P9PttwyvY538k/PvNbjv3NUdx/mXMUfLEccuTk4YyaPJz7Lvk7pmGyatEanr3zBb59ykFfToHqU1AU2m+K8p+dbiCiBFBRN9mQTGGxU9mZDF+wWN6aQtCzqgp2sz9F9WE0SxFgYYHNtPPwQAqzRl7LMuTMrZ3uRFMUqVUoACU+QLNRy67hhO05Vo3criKEYE1rDUyVe1k3VC6BHjNJcCNSbCJoMy2ajUqe7tgBhNwEi+CrHzHzgANyFUtNA9OErI4YSCIMg2B2DYZELwgAhMBa29knMlvey6uEzw5ehKJCj+eDl42+0KS0zeG00YOzebXb9xYLJ7Ho0Wv/yde+O423nn4XRYH9v/8V3n7mXc9rFmKYHY6G2H/6Plxxgrvx8mBgl772+A3P0r4ylxBx7+8e4e5F1xOJhUkn5XweuY21Cavwx6diu5leevh1Zv/r/fXX2W7vJs698wx+tvN5rqbadmKROXUyF/zuScxYAL1CQ6gK6SoVZfquBAcsmPW21MCS3m9M5smrrqZCDeW1FngppXLlI9+RmsKkGjmWYzcSVqsGyNRFbBwUi4NIp2nO1kGZPc9JN8o3t9b7nFWv8RVdrJZcXI21OXPE8aH2nK1AV7e0NaPtOkmRpUrJXz6NKUGylUFkZgdH349h7rupfYK5USKagYkuJ1RzAyyT5kfGM26HUzf5cqhLI9KhEIwLJr/bL128iT7+NpMel3zREkqwgRceWWyibrEcUgtodLf0csHXL6VlaRtT9pzEH575DZ2runjn+bmOa3rhkAf/eH9uOfue9XzrwT8+yqlX/shVoHKDHYdU1z77b6y5q6rKuKljPK3nFVuRQKXSUJagSs2/CWmKSrbaB1096rx5TylroTk6GlNiPGakUydp6bbjdiogJKevBboHaDU1GuUWtxxRCHHTOmVSxbXXbA1tQiYg166cFFm6TZNEJiS9U2zII/M5eukMrOCG902xBJHWAdTuOCIex+x19oMZLEQmg9G8Suo1S/h8wMsm74e59TrYCUWFHs8HLxu9HwbYfptX28FJLJr32sd86+QDeaz7LgAWvLmYB37/qLS1nQyz9/3e3qSTGd562rsgtjk2FosG+pK0rejI7/3k0s3gxSPpa8dMY86/3icZT9G063imX3AET/71uYJ+/nzdTHNf/ZiLT76LA076OqdefWKuW6l3gP+9vJBbXvoIbdqOZN/4gGx6A+fo704ghCh6lHHVj6fw3C//DEBEUQkrATRFIbC2SHZV92Re+tfQ9cUHGRAqVKkR286XUYF+rGpn78bBQotniLsk6grJwVkiq9NpuNxHSH6hU01uQTK3FoGks++l5kOLj5ax0IX9dTVFwQzLLa6O+kcLU7Uz0SsFQoFQv0KkS6CuracG0oIxLy9HtuzYeNPrOLkvlTqLSpAJr0VH2Ym66+DEE4tJ1C2WQ6aTGe7ZqIN4wVuL+eC/89j+K1NcBSonOHHI8uoyGkfV88n7y9d/7ZP3lzNkTAOxyljBoXD5YMchmxeuoXVZOydcOp17Ln6Y4ROHcvCP96esUvaT8uCw9QhU4GpMmG2QX4VSEs4vwTbhFp6v2FZulU+3MLfwVqP0xlmu1zI1lP+XW0UlW67azmcXAysxwAud2zCjZsWnjpnCwkJgheUTmgkP9zPt4zM2+ZqqC2JtOuHOFMN64hiSvYXM3j6C/3nnU18vJWeU4Ae8bPJ+mFuDs1BUyPFiUIhYVOiYWqHYEubVTthcLFIUhcv/fREv//2N9eLR8b/7Hn/614X88isXSlvXrrPomycdyPP3vuzqj7AOXsSiZ277D0fO+BZznvuAeHeCH170Xd574aP1o412sBt7u+i713LAj/bn1KtOyAlFPQO8+uIC7rvtddhjBwKruzj8jEM4a+ZP0QIanau7eerm55h19VMF3Wu+9LVlf9uBm599AlN9iIX9UKtmiSiw79cUDtsvxIEfTqfsm5uGeMx9eX7BHYf5YAVhWMBeRAkq8gezg0nn0awqVUGvjkhNzUIILAdbgaCiYcRU6cnBuuV8F4GYfO6qZXzwI3KDC20qU3RESK45U7AzwRHzjieZDZI1cnx9oCuGklVBQLhDY9y8DqnWAuaSZYz80zLHc+S/oyV8WeFFKCo2IAW88Ug/EnXBH57ohMEUHIPhIJP3mMiLHsfenDhktDzXC7px+EuiN/fcHquIeBKo1mFzDmkaJhcffgWnXXsiDzbPpGt1N/+++yW+fepBntfygq1HoLJMWvpdvIMC8kWdSLszsahQUxCU+zIF+tN0W1Bvs7QGiIDq4t40OAjDJC3siYOFhdQFyaWvrfj7BMZP/un6rwUGVEK9uWpUcEAweW6vLxGrNe/lP1YSjEqQDS/kotjkDFmbvCxza7dN3q+uo0LEokLG1AqFF/NqmdhYLKqoLWfo2EYev/4ZMqlc180TNzzL9PMOp7KuwnEkzItYBDCyaTjb7t3EVSf9teCf3VYsOvoaDjhu3w0eSF0JXvvne9z/l38TGDkCs6OThy5/nIracma+n/sb++C/87jiR+6jhXnH3hoa4NEy3hn6Uz7uyjA22EmtlmaX/QXb7qdSoVocctP5nLPf/xV8b4WgoTrBgVET1g+abdpFHFDl71CxVuEoFo0MdaHEJkoNZom2pWkzs4xT83dJRxRNeqw7WZ24Zd+VHUAjXa0i00BBZLMsTdY7nhONyR+HdzMPrw0NsEYLIyS6KNQsznDkkm9hCYXVfVWYQsEwNFI9UZS0ijagMqlbbtKOuWAxZd/SKBOWbWjJlnOILeGLDic+5zZi5oe59TrYCUXFBqSANx7pR6JuITxRdqLuYAqOZ9/2M1YvbuHVf7xV9HpuHHKdlUFZVWw9dyuryrWOJOPyvHg3Lziu/Hj1JimzJ19+3Pr39rPC1iNQAemMS+VFlS9QBQoRIyWbISppnbSwp2VVaohMbVjqTL1IJrnokWO5oMGgrCFJsqUcTFAzKpEuhXC3YMjrrdI3+sYbnVuWS2JRCTLhhVz4kb62DvnIhV/JGYMRg2SZW7tt8n50HQ1WLHIaUysUXsyr3VCsWNTfFWf14hYOO+OQ9SLMYWccQntzp6tfkaOh9rEbGWZ39PPqE3O47w+PoUYi60MLDjnpAD565WNWL24p+D7tAlKCj0f5W+UlsAoqtDQTw22oB1uc9M0Mughw7VnHEvnn28w8915mnntvwevZQQkFmTHqBQ5ZLx5osJl04bBNFwch6Ek49ykPLeunV9MQEv0DAxln7lSnJVCCcjtftE9aeD7ZxKlV+Q3Jg4pGplqT2s2kJJK0mxVAfmKnKWoueEcyDJexwqAmX0KpWgy/78w5efcZUVJmiAV9QygLZlnWXUtmYRXjsm9LXVP777tkXs79UTSK1ryCkS9i0RYMKSph60GxfM5Pc2unETM/zK3BWSjyKyDFiUf6lajrxhNlJ+oOhkP+4uZTGDV5OOd//TJPglghHLK9uZMJO42lZWkbkPu9aF/Z6do95aXgOG6H0bR80oahm+z1nV04+McHcP5BlxR9nzKwVQlU2QFnP6LqWvmxuapLdWmolsSqkmtYTm8/J3xwIiOqNrRg6qbGyu4a0l1RtAGVpsWdUjd6a2CAsRe+4XhOiQKUIBNexCK/0tecyIUf6WtgTy78Ss4oVAySZW7ttsn71XVUjFjkZoC9DnYbfSHm1Xbf6/a7O+j0tUtm5YonQnDxEX/mtGtO4KFVM1FUhSXvLefiw69wvc98YpGy83YsumU7Ts0+TPRdnVgwS2M0zugDetj+AHi/dyTKdBOzrZ3bL/A2LrkOIhziotGPsms4PwcwhcWfajW5RZt0mtV6DdBqe44Rk18US3U6C1RRTafXxuOnWIT6TTJCt+2g8gPZ7UZxRPnjbC76rYOKKl0AFLpOq1GNnUAFkJUc8itMk3mtw7ilbgRtehWaYqELjVWpGtrSFWTMAMk59YDczqL6u2fz2t/qcv8xTYQQBPTVZIDhlv3vtGeUxKISthCK5XN+mls7wQ9za7eCo18BKU480o9E3UJ4ouxE3UI55IybTmby7hM5/6BLCx6x88Ih/333Sxz7m6OY91ou0fMHvz6SZ+94wXXNojikqoGw2Pd7e3PoaQcTDAdY+sEKfnfkn1n24crCXkifsFUJVFq3849THUutJ+SyUP2Jzr399ZSpWdboNSxMDmVpog5LKDnBKBFmSk+71E4fs62dxiO7PhVKPNraYHhdogAlyIQXsciv5Awnsciv9DW/vtcOTuTCj+SMwYhBssyt3Tb5MduO9NR1VOxGHymLFDSmlg92G/25B/zO1bza6XudYCcWLf79zhz1yXOEenMVUkURjNilj+jT1SxpHkrTKQtYuWDVJu3ZXjAwrpyPDriBmM1o1oLqtzin/sfQ1i5lPQAlmabXiuK08xky1SkA3SBuOV9Ur/Yhxdd07uCZFGunNVSPkBjMomadfS+HaglEpdxCnNAUgg6+ARaWa4Fw0LAEKzN1LNIXowsVE4Vmo5r02rG/pdkGYq2SRUchGHfKSp5UmhDZ7PqvCT2LMNtRgdFWs9w1yVkoyOyyK6EEJ3jhkOsw2BTfYjmZX+bWYD9i5pe5tVvB0Y+AlELH0GQm6hZTcCw0UdeLWDTjxpPYbu/JnHfgJYMaYRw0h2zvA0UFReH+y2ZRWVfOHfNzr8WLD77Kg390fvaB/BwSoOfEaRz98fOoXWk0LcdphuwYp/LpaoLAin+O4+6LHuLuix4q+P62BLYqgapiqcrTyQgjtL61ZBXazQriZpT3EmNYPWc448SnDbe9IPzsuzz09s6gKpDJYKXSCD3XVjfKyiVA+UIBSlWoLyW8bPLFpq+BN7GokOP54EXw8SN9DeTPr7vBiVz4kZwxmE1elrm12ya/7MOVriTACcWKRcFQIH/VaCPiaod8G71+0K6svmwagaRCtkpgxiwWA7P+cSPKTXsy/EUoe/QtW5JQDFq+VsUn37f3d3p0eCV3VO0FaYneBGkr50lod1wRCE3ymJRpMmCFcRrNSjXKXdPKZFiUHAo1y23PET7YCihZ5/vQFPmiWGDAIGmZVNk0ZsUUExGSSweDvWlWGBphJcsiXXDe0u9y0binqFbTtBoVtBr1qIbssJJe3v1eE+9EtkPRTbAESn8CYa19TVNp6hJyx95y68pN6C2hBCd4FYv8SF8rhCMWk+LrhEL5nCxza6cRMz/Mrd2EIr8CUgrhkbITdQsRi4pN1C2WQzaOruew0w8hm87ywPKb15/3wgP/4y+n3ea4Zt6CYyBA10nTGBihkKk3oVpnacDiny9cTezJSdTHkvTdOZKqB97khjPv4IYz73C9t4JwTCdLd7bnpJN2OVHOOpKxVQlUQ+54h78+cQCiLIqSzZXWxEAKLBMrMcC47JvyF7VMzI4O+dctYauHl02+WHNrL5t8selr4E93kFe4kQvZ6Wuy59fd4EYuvCRneNnkQa659ac2+Z6BTTZ50zBdu46c8KmNXtUw9tuJ+AnTQIHkUAUzAqsy8M/rbiXzl71oujtO+r15Rbeb50PPjAEW7m5PGCZU/ZiJ3gqXn0JwwDnWPagYKJI9Et2SumpV0GtjUs2tRTrjOpolHaZJt8u8l1Ytr4tpHVSX9LX6QBwlMgoG5FkaqFmDXkulVujowkQXFvraN7rDVHkzNRErJHfeTlmwjHN/fBrZqgCR9gzanAVcMeoIREBDSWUQqRRl3XOkrokQmIs+kXvNEkpwgBceWWwCmxce6Vf6mhtkp7MNhs/JMLcG5xEzP8yt3YSilqVtRQekgDceKTtRt5Du9GITdfOJRWpZGa2/2JtMnSBbJUATLAYe+9d1hB/dDtNUUa6Er6vHuF6/UGgN9Vz8q3s4rMye50za4TTc/xrlIhSW3cosB1uVQCUyGYzV+Q01S/hiw82g2qni45e5td0m78XcWpZQJCt9bR3cxCLZnUeFkAuZ6Wsgf37dDYVUoYpNzvCyyYM8c2s1FiN1+B50bh8gNUanvGGAnlCWQ2ZfQues7ckuq2DyjaswVmwYcZn78vyC2vvtoIaCTL5iHjcMfx0gr3gzdcXpDLNJ8iwW6ayziXQwtOXHbUKKCZpcYaF/bMDRqyioqJgRuelrwjBImM7jdmbYv05HO0Qi8olbqH+DQGWKXGePsXa00RQiJzqGnP04Bwt1eQunnn0WQgUtLQgkTbRMbs1ATxKlpx+lY4GbNjkoWMkk2kvvsq4fVADG0uUSVyihhA3wwiGLTV8Db2JRsQlsXnikH+lr4MwR/UjxLZTPyTK3zoeNR8wSvQPSza3dhCLTMIsOSAFvPFJqom5lJfHpe6HHFKwQ6OUKzRF4/LaZcPk0hAZNV30iNVFXbaxn5i9uYK+IPZPZ+X+n0zhb2pKFFeLkZ3i4YlRNL0LVtrrJrq1KoCrhywunTd6t4uOXubUd/DK3hsKFIFnpa+AuFvnReTQYsUhG+lo+FDq/7gYvVahikzPyjpEpClpDA0okDAENEYvwYb/CUV+/kuzBu2GFVGIvfISVTEoztzZ3nMRd11/DhGB53uP3bl/Pw9fsJmWtdRCmRcYM2XYVAQgfdjZFcf59qalISvdI1LJgIWzFoDGBHkRVOay2OWGw61VW0vTDhYQVezEuiIYRU5Eqoeg6LVnnuqEZlf9w0ZPOb1huCgsDk2xWvqn4qGf72HHgdFQTAgMCEYBId+5BWDUFsVVJRNsCqWuaXd3EbLoHti5KWsIXAcWKRX6lr7lxyGLT18CbWORXApsdj/Qrfc2NI/qR4rs58vE5mebWhm64jpjJNrcuRCgqNiAFbBJ1R42k54RpmBFQLEjXKTQH4elrb8X40zTKVikMmfk2lmFIS9TN7jqRR6+8ikYttx9vzu3mZVOcd+ePpPpeFgJLbrAtCAtLOCtQRr38olj/gHPxr6mynUXBACKzdbGBkkBVwqfgpRJVbPqa0ybvVvHxa3zNbpP3w9waCheCZKWvrYObWLQlOo/cxCKv6WuFkAup6Wsvz+eCI6+hP6uglJeBqpCoqkWoKj3jRqPVpuDjJVKTM7Rtm9j/4TnsHl1GUDGoVjPEFBNNgSpV44NslMu/cSQsWeZ+sQKRbgwzTLOXKppCbRCV7G4tLOKGczh9ul5+t0064bxmQ2yAjKKCkLfJRzsMx/Q1TRGIoDwRxezvp/WPu9N+y1M0avlNs8NKgGyZinMW3eAgTIvurLNJd7hbbrIdlkn3/aNomnwaCNDSCoFU7lCwX1DWbjFxQbd0AUe8N4+hDt19W75PrIQvMrzwuXUYrLl1sWKRX+lrbhzSj/S1dXAqOvqRwObEI/1IXwNnjuglxdcLn/PD3NptxEy2ubU2cRxmfQWZ2jAoMBs46PRbyJ4yDaFCzcIMK196V1pACkDLd0bx1oU3oq5t5dlcLLqjbyiPPrQtZle3tDXNsEZM1WyLjjHFxIrJ7SoGMF3alYRkyiFMiz7TmTkFovI78TP9zty1JphE0aq2Ou5REqi2cnghF36kr7lVoopNX7ODXxUfNzht8n6YW0PhQpCs9DU7uIlFXpMz3MiFH+lr5x38R46Y8S3OuvVnaAGVrpZe/nnPKzw+630MYWpbAAAgAElEQVS0+jrMzi6p6Wvtp+/Nya8vJaiYNIVaURWLBvVhOvsu5I5H4KI136R1v7DU5AwllWHfso/ZIxwEVGDT38c6NQVBuR/5yQaNsGJ/zSFaCrNGcjqYadIcr3Y8x4zIN5oWhjOZiWg6WVVBSFxaNYVj+lpMEVhhue9pbEkPa4wAjTa6l+UDjRGGzluP78a4idsAoPUE14tFiqUQ7oaRbyekr1t71xs4lTS2rnpiCZ93eBWLZJtbF+pHNFhz62LFIj/S19w4pF/pa+BedPQjga0QnySZ6Wv5sDFHLCadbR2KFYtkm1sDBMaM4pxfPUqmLowZUknVqTkB45S9cmu+1Yv5wQJ55taKQsvVYZ7a+a9UqwFUcmqJpigE1vZU7/jW8Yx4yftSmyxrgYpiKxZVa0kISJYOXLrOK1QFoyIs11YgnuCTbCP7RDptz0k1SOY6uk571vkz1LJ8mPFz6draWlESqAYBL+Si2AQ2r+RCdvqaWyVKdvqaXxUfNzht8l7MrQcDOyFosOlr4K0S5UdyxibkYk03T936Av+49SWUQACEkJq+turXe7P3q0HuDPwfk1raiKk5Eqb+QOX8E9o5+e0fMe4H3VLT11DhjOrNo8U3VE52qVjJs5GxUtPXyOp0m+WAHJJZCNwqTNWqKp1YIASG6XxFEfKhFmQ43+yUilbeDlVJjX4P9WToc0hfK1NUzLKg3Ne3rYOjXjmN+ro4hqnS01Weu3dTIdShoWUVxr7ZKle8EYIRl78u84ollOAIL3zOD3NrNz7nh7l1IX5EMs2tB1twlJG+5sYh/UhfWwcnHulXAtvm2JhHDvQlpaevuXHIQoNb8iEvJ1M1AmNHc+5ZjyCCuY1Rrw5jRFU4bHeMqErg1Wap5tZKOEzw3iwzx20QizYvzE255wzGuddQBwVVtRgZyG+fANBQkZBuKxBIOdsKjAj0oJTJ7J+GUF/WMWW2Qg2Rrg8is9QpMlla9BrAXqCSPW4nTIt+w7mRobGuX75VRL8zQzRlt4pJwudSoPJCLIpNXwNv5KLYBDav5EImCiUXMtPXtlTFxw2bi0XFmlt7EYqguPQ1GGQlauZ/ePT6DevKTM5Yc+7eBJ+czCmpewnOtphc3U5QNeFo+MqxPdw360BGX/q6VPExOVbntlH2f2tjGrz7eG0OxXTeXIYHeyA8WeqaIp2my0GgatAsjNoyqR6MwQHhSGb8wkDaud07WCX/cyHU5XyXqg+dRVpHH/+35puEVIMViVr6MhEyeoB0NkiqK4qa1Nhm6WpkNoWbvX1M+tG760lSQ75zJK5XQglOnM6tuFeswbUXPueHubUbn5PN9wrhc7LNrQdbcJSRvubGIf1IX7PDxjyyora86AQ2LzxSavray/O54KjrOOKswzjrttPQNJXOjjhPPvsBD723GuWrO2PMXrDJ88FgU3w3hzZxLEc98RoHxJYQXEtmKlSNdWUaC4sDf30W1fdJMmZci7HlXY5ikV4reVcUAt2lEOcHtKwzj4koBkKTK2hoPUnazCDDbBQJFRWhyu0CUjSVmOqS0utSlBwshGmyMtHoeE5VOI2QbBXR+Dacs98upKwQa5JVZC2NRDZMe185eiZAeGGU0dm3pa0nC59LgapYYuElfQ3kiUUyEtgKFYtkpq8VSi5kpq95qfi4wcsmX6y5dVEtyxup6cWkr8GnxSIlEGDNz/cgftvuHLb8SVgOKILGhn5GH9rD6KNVPrpyT8r//pa85AxFoeqgVl6daj/uecekveWstRECvVvfx9zYYCdUlks1fRSpNEvSQ6CiK+/xIApWSJUqJkW6TUePJL+QTrr4EbgYmheDqkXwQLwODYus0FiZrac9W4EhNHqzUd74cBKTTbklVGP5SloPiCFMC6G3UimsT1XWfMsOlJx4VMLWDy9CUbFpuuDM6dyKe8UaXHvhc7LNrd34nB9WB4XwOdnm1oMpOMpKX3PjkF7S16B4HtnfFS86gc1RLPrloevFoq72fv75+Lv8/fUVaNtNxpy3UGr6mpi2I4e8soKPQ9MZ6OkihEVYNTnsMMHRhyksNoL835EnwPsbirdeU3wBdo2sYJxNMAtAtlKumCF0g6WJfKWaDVBi8nfiRL9zt834ii5WB4II3UVoGQRC/QVwOo/PXp+6nG6Qdkm2MSUbllupNItTjVCzwv7nku0HZZksWjaUe0fUoymCdxNjCKsGK1O1JPQwvZkoba8OZ7RYI3XZioffZP5TMYRpIvTc525UWIzZ6DNxa2R7W9+TWwEollj4lb42WPIgI4GtEHIhO31tsN1Mg0lfc9rk3So+Us2tCzRDLNbcOm/Ean0dLefszVFv/gtrNliNmVzU6A4QeHAqVRUpGs4TmAsWS0tfUwIBvn7cm1w9zN7HqmnnnSiXNPFWKBRN/sekW5FkbHk3zZI3+WACdGHabvJBxZK+ySMESctFuJH88kZXx2k2LKbYLGsiXLvJioHaEeKdTBZdaPRbEXqtXMV7XmokKgKxQq7vFUDNfW/zwDO75P4jLEQqDaaZe/Ax4zSZs6XHWANYyeJHTEr4/KJYscivJDQ3oajYNF0oPOgkX3FPtsF1IXxOtrm1G5/zw+rAjc/VDK0u2tzaDoUWHGWnr7lxyGLT18DB9/Kbf+KIn397I9/LPp5+eDaPPTmPwLChGC2tRSew5eORKy/em1+8toj3teOJd7cTVExQ4StH63zju4Lzmw+le78Qlp6Vlr4mAio/qvqQeq0M+LSCMJYBjPIQUvtQhHA1t87Iy0pau6ZFf8Y57KWuVv64Hf3OqsywSB9rghVSuauWttAdjDSHBwyyI6rQnK2MpSKoaKTqVdwHmgcBS/DK6gk8Xf0hizND0YVGe7aS5lQNAM3xairfkRzwA2zz8/k8FNsRFBURj4MaQWQTCCtOWFiMFsulrwmfTx75uRSo7OBGLPxKXxsMeZCVwFaIWCQ7fa2YbqZC09ecxCK3io9Mc2utuoqBo/fkp399lnS1gl6ukKkTWPXA5XuhZWD8DUukmlszpJ6/zbia7UL5qyV9VoojR80gKDF5XAiBLly6XmSPJQtBf9o5TWJMY7f0TT7U70xmakMDrNIiCInj5tFu5/Q1PyB0g9Upe/PwmBokXSd3jl9pbuPO7n2oCqQYGeqmQk2zNNuAbgWY0zuaBW1DiewQpfEViYsCTZfM56KZPwDLQkll1vs+iXiOJE7IviO/ImSZmB0dsq9aQgl5UaxY5FcS2sbIJxT5laa7MTYv7vlhcF0In5Ntbl3oGJpMqwM3PufF3NqLWCQ9fe2gy3jkumepbKhi5vtXgQJzX1vMVWc9iNbQgIjHi05fA3ux6ODXTR4Lnsu49g40cg/8U6Z38ofvG3x/9smMmd7GygWrpCWw6RWCn1WvG2vT1v4DyFWPxpd10iNZzHDjaeVKkEx9CG/xQZtCiQ/QbNSya9g+NMOMbPl+kGhQrl8RQCDuTMJTZhBhyh0tVLMmugN7qlOjdG8TpsG93lE4kimejU+l18p9pmSFxpLMUNJWkBXpWjrS5VSsknufQs8y9Ier+Wv5foiB5NpCo4nI9gNQbvZQLpZKXRPWCkWfQ7Hos8AXSqByIxZ+pa8NhjzISmArRiySkb7mRC68pK/ZiUXqjlMwqiPc9Mw8rn570XpT5tR3tyXca1H14FtSza31Hcbz0LVXM0SL5k2yaDESnPjM6SDzQTWrk3YQi4JomGE1T33KA0yTNQ5iBoDlg7aS6HP+W7N8SJtQ5fMGV4S7MsQtg3IbfqEhICD5BRYWnekyeswkJoJuC0yh0GHFSFtBkqIc1ZBL3MzeXuYd34RYuQYlPAI0DZFMgWUhMj2MtrpRoxFkZ+qZ/f3Q3y/5qiWUkB9eRt/OuP4n7H347pRVxUjF0/xv1hvcdv79rh2+xYpFfiShbQ4ZXeCDRb7inh8G1258LpPKSje3duNzfplbO/E5L+bWrgXHuoq1BUeFD15ZwJWn34lWWUn9kHKp6WtKMMTiu3bkmKnv8iZ38ebqu6jSUkzctpXDH8+d87v7jmPUZa/LS18DzCkDXDdsTp4jOeGoaUgHGck+M25T7fXBOEqgRtp6AKphoTuIVJqiICR3igvDIG1JnvdyXVTQl5LfTeO6rMtLNyrSzYLwaMyMPM9NLaXzYbaS8YE+0kKlzwrzcXYYa7I1WCh06uU0vCfX69hobWPOt8cyR4wBK8cWxUAyN5JmGAi9mzJLfnHQisex4s6fZSV8dvhCCVSFCEV+pK8NhjwMNoHNSyVKavraKx/zq+k3Mutvc6icOIqZH10LCrz//gouu+1F1KnbwJJlRaev5UPrD7bloV9dRa0KGgrl6obum6CicebqPVkyK4SQ+OGMEIQUxbbzpddSURNZ6Q/crj+WbC3DNGlPOsedmrU+KDsuO67qg3dQMCEwhWUbmzsy1MOHkhP1lIxJeqNbMYWFtbYqlRS5CqZRFZVqWC4MA/WXFRxTeyaKEAS6UihCoAykwDDBNIl1fyC3s0gIzHm5sQhs9nlrwL/ghhK+fPAiFq1DKBLi1rlXU1VfUZAfipfRt6f++hx3/OoB0skMVfWVXPjwWXzv/MN48A+FdWi4wU0skpGEtjFkdYEPFvmKe34YXLvxOb/Mrd34nFRza7vu9Jfn8+eTbkGNRMim02TTG7ptBmNunbfgWFnJojt2o6JugFsr/8Pt855nSmUr0Qk62z+WRVMsHrv8QLnpa5rKMVPf5Yoh79uec8Fo+TzHrdA2LNrHCk1DWFsubmJ4sAeiTVILO1r3AB1WgOJzuouAEGRdCLEfxdW+PrnJdYUgmFDoNAfoW9tcsK6Q3WxUkxZB5vSNBVUyZ/5gIVcfejRWOIiaNSCThZ4+RHrtc5YQkJRT6NgYxiq5pvYlfP7xhRKoChGKik1fA2/kAopLYLM1Q/zejcy6+3Uqxw1n5ofXADB39jKu+sM/18+3y0xfa75ob/74ymtUq0katIfpS5iUKSrbT4R7/6xy6ILpWAcbUtPXEDAhELUVFkZFuvkkNFSqQBXoTdNlKjTabHAVqoWIyq3eKKkMXWYZkJ8oBRWNbLkqtU0aIUhknP2K1JB88qR2Ob92Eys7WBGSLDo6cEVTWAwP9qBEp0Cvc0T4YKAuW8XhfzkfRYBQIdQnCCYFCIh2GWgpk8AHC6ULndbcj9c39m9pEbWELxe8CEXn3XkG+x/7FYzshi6iC75xGQvedDe28CIWrcMJl06nc1UXVfXOIv06eBl9W/nxpsRbWIIRE+U80hUiFslIQtsYsrrAB4t8xT0vBtfF8rn0QFquubWblcHakXeZ5taB8WP55Kq9sKKCX9e/z29ffo9x9V3EhmapmpUmKEJ0/mg45uINIy6eza2jEa792kMcUWY/mnXfyK/L9ZkBMpbLY44PvpfCdBao6oIDrAyWSx23CySd16xWkyghF4/KQUJJpmk1Kpgays9dA2ikalVkSjsinWFZphHotD3HHC4/xVckAyStLMmNvCDiliAuAiStIG29FYyVvOa4O5by/VdnEOzNPUcqWQOEQOkfyI2j6Tpmb7fUNYVhYM7P7cOltN4SPkt8LgUqL0JRselr4EAuDryEh696isohNcz84CpAYe5rC7nql/ehBEPrN6FiEtg+lb4WDLHs/m245NU5xNQMjdrTrIrnPoxrt4EL74VvP30Wk85olZe+BmQrxUbE4tNSycTKTpolV4Si3c4R9pMjLfyvbLzcFk1NQXPo4ilTVPSKkNQ/HJFO02FWAvnT11QU9DL5o2/JtDNZaaiLS/eD0lxIVFTTQWrOHNS/F6fpxZOwDBWtKwhCQctCuEsh3CuIdpnEOu0rrMXA7O1j2DWvO55TEpBKkAWvXUXTDt2NEy6ZzvBJQ0n2Jbn/sln8c+bzjmt6FYqeuvk5bj7r7sHcJuBNLAKYuPM49vjmzsw85x5++9BZg17fCXbdTNMvOIJjf3MUsYoofZ393P4rOWEXbmKRrCS0jTHYLvBC4BZ04lTcK9bg2ovvpUxza23KJFb9em/SQyzOCX+M+tyHhCIGqBCcOYzkwDiafr4Cs6tbmrl1Zkwts6dfQ42WXzpoMRKc0HgmymLPS21AVqfdqATsBSpDcpOKldVZ1D8EpxYfRZO/Eyvtzl6bYyOdvB+uk+pFE3Kpr1Wqafm2AoqCpti/fpqiYoblc9eEGSYjdNS1RqlJkUUXuXHDDiuAyMhvoZpyfS8H/3sGka4NoqI2oKPG0yi6wYT+1ZiSQ1KMlla0ltYSVyzhS4nPpUDlhVgUm74G+cWihX/ZiTHPjaE2MsD7VbewoOVGhgT70Lax2PcfAW6/4nBq7n4DQEoCm6KpHN30Pt+vWEeANdisPhFulG/AFkg5H68OJlmlhaUaTbthqNYHMal9RSipLEmHiltMDZKtCsj9w8nqrNGrsROoNEWVHpsLoLq0BkcC8mNzh8wx2WXH6cQTUYxUADVsQmcYNasQjCtUfWJRmZVT6V8HMecjJh7vco7UFUv4MsOLWFToiNrm8CIW7XbwTsy46WQuP/56PnrlY2KVUWqGuPcxeBWK/EY+sUjVVM669WfccObt0tdz6mZ6+IrHefiKxxm9zQgOOO6r6xPnvMJJLJKdhAbOQlGxabrgHnTiVNwr1uA6r2fRztvR+6NppGsULupawuXnL6Z8jU6qPkDnOVOItSgMve4NqebWLfs3MPfMG207xV9KqVxZ/m3oktsp4YSYqmGUBaT6XopMhtXZGsA+Qj1bJ7lnQ1iYlrPRdF2dvWBWLBTDpYNKS6CE5XYzaWlnKwM/INIZOoxKIPcZqwsTFYWMMNAUhT4riyo5xddKJpn7s+05cPQeWFrudQ73mQQGDBTDItA9wJTu5dK7f8z5i4htNmwjKHUZleAPvPDIuuG1zLjxJHb46hSEEHzw33ncMOMOetvlTYlsCXwuBSq7+faWs/cmMcbi3MBCxOMLiNUlUYLAzSMY6JvAlPOWS01fU4IBfrTPa1zSMM/2nJsld74Iw2Bpst7xnCFV8jtfQr3O97FNtIV50SlyfXxMgYWFXUeNqlgIVe7rq6QytJqVQP4WYRWVbIXklmXDoM+ldOjWpV4MrHmVnDNuF3r1GEvjdaSNAO1dlSDAigepn60Rlhx5Gn3ibaJPKjRIrjSVUEI+OG3ybpu4FtA47doT2f8HXwHgxQdf4eaz7nbtHPEiFhU6orY5vIhFJ146nfsvm7V+1D3ROzCo9Cw32HUVHXT8vhx0/L50t/Tw3F0v8ui1T0vr8rETi44551CWzV3B3JfnM3XfbaWstQ6FjL6t/Hg1Sz9Yznl3nbHeYNsOXsQi6UloBQhFxabpgo1YtPsOJI7ZE00XXLngE1IdS0n/eRqBhIIVFDS+axF77C1Mw5RmcL34hAoWHXPT+od8XZgkRZaIEiCsBDmleR+abwxKHc0KxZ07xVXFcjVCHyyCPWm6LYsam0UtIVAkCwuFQIQk94oIwYouZ2NwxQffy0iH8/ulC03aZ936NW0mDnRhYmExICIIyR1UVn8/V1/xff5UoaBYEOuwyJYphPsthKZQtirNkMWfyBVxhIC3P6Ts7fyHS4JRCbLhRSwaNn4IZ95wElP2mkQmmeWx65/mkSufdF3TC4/8+U0nI4TguLGnoyjw6/t/wenX/Zg/HnvdoO/9s8TnUqDKi5FD+dvPr2a7UP6OmmV6gtNG/RQ683epFAtTOFcrspVSl0NYgt6Mc9fQpKoOmgNySZTqUgSdEGpHKd8NeuSl+kQ7s8StLGEtfx2vTDFAchUKXWfACmMnUOX8oCSLjqbJv1dvw+hwF8vT9STMXHv4mlQVLQOVtHVV0bhMfpPvmEveYt4fg2BlCRkrCQGVW0I4KolTX0oUKxYFQwHOvPEkdj5wKlX1FXSu7uaRK5/gubvcc46dNnm3Tfy4C49m+3224ZTtc2Ngf3zmtxz7m6O4/7JZjmvK6izyo/Noc7EoEgszadfxxB55nTvmX0d5dRlzX57PX395V0FmyG6wE4oeu+EZbj3/PuLdCSbvPoELHz4byxL847qnPa8J+cWiYeOHcNjph/CzXc6TssbmKHT0TQsGGDHJ3YOqWLGocXS91CQ0VA116jakh5Vzw+uLSH38Cdap00jXKUQ7cp/ljW90S03TRVHo/l2aV3a6E1MIwkrgU50h2217HLHH5Cy3Dmp60+TeoKJRpWzgW2HVANlFMZf9cISWwKoul7tm1iDrwF1japBMjdxOcWGatGZcCLElv1M807fl09fCPc7dTA2BfpSo3J+rZnYrU2fOIJACbaM6cbTLQssIop1ZtOX2xfRiIDIZau98w/GckmBUgix4KTg6fa8bihWLVFXl0icu4PUnZnPx4VcwbPwQrvj3RXSs6ua/LqElXnjk0HGNPHTF4+utjV565DW+/6sjC77frQVfHIHKBRWqglEdlupuI7JZlgw0OJ5jlEt+GBcWXckyudcsANEOC12Ytul2EUWHoORfJxdNpko1McvkClRC13k9PpERgdkApEWQ5Xo9aStIp1FBe7aCWKdcsUhkMtR9v5XHA5MRmQzi/9k77zA3qvP7f6ZJWm1v7uCCC6ZDKMaBgIGEFnoCIfRfCM0Qei+BUIKB0MvXlGAMGExoCaGHDjbYgG3Add27vb2pzsz9/SHvYmNpRpq5sg3oPE+eYM1o7o5Wq3t03vc9x1q3pVstlNjNlOQr6cW2EPECffg5ws9G3wWZSWhOYpGmazStauHKX/+NVQvXMHyvIdz6xjU0LG/kq3ed02ScNnm3TfzgM0bxf5c81T2ONeG2lzjrzlNdBaps4Za+5nY8V6QTi0oqi1FVlYNO/hVXH3ILbY0dXPjIn7ly/AVSAi8ydRXNn7ao+79nf1HH82Ne4den7CdNoEonFu2473DKa8t4/LvUKJge0AmXFTFx5WPccNQY5k6dn/F6XruZQsUh9vv9CD59ZQqdrREG7LA1J117HF++M8P1HtJ2Fek6+sD+WBUlPPHCNOxXvyV5yB5AKozBLFJp/LBOahKaVlvN4c9/xmlldaioBJXUPq8pKpZIvb673Hs+fWR+9xWCzliAoGJkDLnQ8uAd5JaWOzi8hoWSY92NiHDkVmEFrLAhNfEVIUiSWaDS0YhVqMhkmiJpsqyzp/NJeTAsd+ORxYGE9ImDqjlRho8fzfr2TMFGBW3d26ZklUXJavfPgFxgLlzM1n9b7HhOoTRYgCz44ZCj7/9/jDxqD4rLw0TbY3z84mQeu+IZ13FwPwVHp+e6watY1G9YH7Ya1oenb/oXlmmxfN5K3vznexz+54NcBapskY4nvnTPf/nV7/bmi9e/RlFg1B/2YcobmzbURAZ+OgKVZZN0qggpBsliXa5AZQs6ks5miIkayT4+QtDS5jwO1i/UzPJApdQOKi3hPG5Xrsaxw3IrQnprlOWmjkYEVVGIC5vVlka7nRKlJkV2RmuJSK3QWE3NzDmqDzcHjlv3gIXo6ErMMBGmSYlkjyRArtF7AT8q+BWLZBtcZ9seLDMJzUksikXiPPXXid3nzv6ijhkfzGSHfYa7ClROcNrESyqK6bFVDQumL+4+f8H0xfTsX0u4LJy1p08muKWvZZPOlivSiUXRjtTr/eoDb7J2aSoVafyNLzBu3v2EwkFiEX9fxLPtKhJ29l+dvIpFH06cxNS3vg9D2H7kUC7752jO2fVyb+lrH83iymPuhmCQwy4+mplTF7FahFB3Hk6iOozRFofZ8xl14r6cdeepGEGDlrWtfPLyF4xf7/2cE3Ydzp8nvMLOgdVoChhAqapjIdBQaLdNTj7jQvT3JPoVRWPEbYMSdeP9vatDxHKmQXlBbUknqBpILOBoLm/37YIreLdse2hrk7ZmqD5Bh0gSJn2xrVTVSVQEkPkSK+0Rx/Q1AAfv67whWC7PIqILtZN1hpadhqrZxFtDGPU6alJBNSHYCOWLkyCWSF1T+Ww6A10mswvG1wXIgh8O6TVR1w+HfO3ht3niqmeJReKU15Rx3cSLOf6KI5lwq7N3oJ+CY7Yikx/8UCxS13Xbrj+hraoqA3fqL2W9TDxx5mdzOOzMA3ml6UkAZn9ex7O3vCRlzU2Jn4xApbS2s9SsZJdg+i8OhqIRL1eRKqEImwa3bqY8+BVaSeeL9jRaUQznzq5coVqpKl+XxBcXqQ8zG5sW22SJWY2ShRlqTpi/lIvOOx8tYWPrCnqnidHYiRJLCW8iEsVau9DlIjlCCMzlK9zPK6AASfCz0efD4Dqb9mDZSWi5VHyMoMGwPQfzvs8KlNMmXlSS2inW9+/paEntLeHSkG+Bys2vKBs/o1yRTizqbI2wZkl9ej8UF98bPx5Jv/r93nz51nQi7VGG/mIQJ1x5NP95+O2s7iPT6NvlB9+GYugcevZv+G5yHavbLPSB64hgNEZi9RoSse+LNm1NHQghshplTNfN1P6HEZz42WJ6Gi3U6u/Qgs2N71pUq3GqVJVHW3bmo/23ktKJ1gWhKeweXE0/Pf3Il0UUockfQU+6tBbFauV/3U4mnOnp4LJ6lhi61C7gQJvza6flwQ9Kb47SaCn0kB88lhmmSUwYQHqBSlNU+cnBwmbhJ/3ZofkkOpu+H5tUYhpKUiHQqtL7c/kpO5XjJlM5TvplCyggLfyIRfkIScmm4OglUdcPh1w6Z8PvWMIW9B3sPvbuhM3dNZROLFo2dyWrF63ltL+dwFM3TKTP4F4cfMYoisvkhHul44mKonD7O9fz0b8md/tcnnLj8fz9reu4aJ/rpKy7qfCTEagAbAc1yMZGlT3NJARNLt1Makh+EprakHmszRI2rZbkrF6gdPpq9r9p3RdRAeEGC8VMGZkHG2OoCQuxwFlxzxV2JELwzakbPFYYSCsgX/BDLPykZvjZ6PNhcO220ecjCS2Xis8lj53DirpVfPqy905Gt028q7OouDzc3V1TXJ76XI20+6/yu3UWZdt51AQjaVAAACAASURBVAU/YtEbj/2PYy44jC/fnkF7UwcnX/87pr33Xfd7LhMcPZIUJeWR9OlcVi5tQgkGUYtCoKjYkQhHjT6Ei8eejaZrNKxo4rVH3ubFf7yW1b2mE4taTx7B0I9D9Au1MF15gqZgI6d/0klfPVXJvGjWH6g6smGDbptvPpqV1WhqJrT3U7mgcv3OC3Xd/1KeicNCq/jYGOT5+umgRpPEt8A5HWHIF6jMpLNik7B1sOWN2gGE6jdDEpqhEdjE7UoimeSWeYfzSvVqLKFQ11JLwtSIJQwiLUWQUBk2uU3uSJgQ9L/B2a+ogAJkwg+ny4e5tZtYlI+QlM3hR5SNWHTClUfzx2uOJVxaRGtDG49f5S/lfnN3DaUTiyzT4oajxnDuPaczYdlYGlc08c64Dzn8rIOkrJmOJ5ZWldBrQA9evf8N4tFUQe7fD7zJCZcfRVl1qWu3+JaEn5RA5YSgYhCrUMhuGEUebBeS5QX93rcY3noeqCAUUNZx7kAbBFsEFfMiKK3eR1/SwVy8lOrHlmY8XmhXLkAmnIiFG3HIR/qaG7HIV2qG00afL4Nrt41edhJaLhWfCx/5M1sN68MVv77ZVwpSNpv42mUNbLPLAFYtXAOkyN/apQ2u3VN+xKJsjqdD1oba81ej6DpoqX1JJBI8f/urlFaVMHZ66m9sxgczGXOq+2hhJkPtpX8dSflea7lPncSg4H8YvK7RbVh4MWE1zkP3HcOl+/8163vLBo07Kozv/3GaIymhYauyZuTlEqYQbHUWM0JKsvt13lTQULqj16VBdRdrFCHf3DoUdrYoKNKS0g3L3cJg8gG1I8p99aMwhUZbMkRHMsiSllTyXCQWINEYYvjiFrlWBo1NVB3VRpe9fpm1cCMPpi1QBy3gRwo/fC5f5tZOnC1f5ta5iEWyQlKyEYtkJ+pmIxZNHPMqE8e8ytbb9uWAk/bt9vr0gi2hayhTUXHpnBVcfeit3f8+8/aTugvKTvDKI9sa21lRt4ojRx/Szc+OHH0Ia5c1/KjEKfgJCVQinmB1shzoyHiOFZRPoireKmZg81kbPKa3ahgdCoE2GPKlbFoMwdensrUcL9kCCnCFV3KRj/S1bIhDPtLX3IhFvqpUTht9Pgyu3Tb6fCShZVvxueChMxm2x2CuOOhvWY/YZdrks9nE3xn3IX+85lhmfjYXgBOvPoY3n3jPdc2c0tcUBRQVhN39BTFTOpsT0olFajjMgjv3Ru0X4b7KSbS1fkXFWwPoEW6nT1GqSvzlnXtROvFzxl42nrGXjc96vUxQVIVfHDyLZwZ8mPGc2weA3AF0UF3sFssDMSKahpDoV6S4iBmGYkofB3NDUDGI1uhS/Yqw3ctPRpP8jqNoo/MYxMCiehYF+iAkGpYHOmz+1VHNsmQVK+KVGIrFsmhKLDJtle9W9WZQRK4FgDV/EXWjShCJBFgdCLudHvaaDc+RumIKwtwMalwBmx1+xCLZ5tbZ8Ll8mVs7cbZ8mVvnMoYmKyTFTSySnaibq1i0dM4KFs5YzOVPju4+P1fku2vIT9Fx4I5bs2rBGsykxYjf7sbBZxzAFQfd5LqmW4f6oX8+iO8++75DHUh5JZsmNxx9B+fefRrPLx+LoirMn7aYG44a4+s12Bz4yQhUdns7Yz49jPe3S3kSrewopyWSIjidDWGUqMbQj1ulV4UK8+0FbEr4IRddkJW+5kYu8pG+lg1xyEf6mhuxyMf8e7ZjaDINrt02+nwkoWUjFl3w4J/YfuQwLj/wppxGGJ02ebdN/JmbX6SsuoQnZqXu9f0JnzLhNmcTT0gvFmmVlSy/eiSR/iZXaHMJrP0G7cUdqCyJUGIkaIiE6XV+FHPJMh6/0l+rexeUohDXHfESp5etTXvcEjZ7lu++ybuK9Zh80UZLOF+zd7CV1UaJ1OAQxYVMVKsRRLEcr4lsERdJQs2S5QwhiNguabl5mIgLrjZ4KxJkabKauJ0am4zYAWK2QZsZ4uUZuzEsOt3lKrmh+LWvGD9pD0QkCskkoCPM7w3R+1uNWBLT3gAQohCSUsAmgx+xSLa5dTZ8Ll/m1k6cLV/m1tmOockKSclGLJKdqOtFLNIMnb5D3D2o/HBIN5HJCbl0qKNqKOveP8I02e/4kRxx7sEYQZ2FM5Zw4zF3sOjbzNNIXUjHI2NH7MnKCbvQt6aFCaE3GVjcyPaTvj/+xsLtGXBKHUtnL9+ga+vHip+MQCVMk6HnfE3bujdGsdVEcaFluYA8wq9YJDN9LZeWZFnpa27kIh/pa27EIV/pa27EIh/z79ls9LINrt02eulJaFmIRT22ruHI8w4hEUvw7OJHup//3rMfc9+5jzmumVYsGjyQNX8ZycoATHnnA8S7HxDrIbACAnFmT7RIbwbfOAMrEuGB85/ggfOfcFwjG5jbbs3b596R0dx6ldnBaX1HoyxZ5nutbiRN2i1ngcQ2Nm2HD0CiXP5AuFsHVZtZhLDkCjdGp42JhZZBnQkqFsKQS7GUaIIWB7EoqBgkyuSGwYhEgo/XDmZ2+VSWmJVYpN4zq5MVNFmpkBjDxVzcCwbeMYMHHj0wJRaJ1HtGdH2ZsCyGJqZJ7YiDFI+01qQXdAsoQDb8cEiv6Wt+xCLZ5tb5TjlzghNny4e5dS6dRbJCUryIRdkm6nrlkKHiEPv9fgSfvjKFztYIA3bYmpOuPY4v35nhumbOHPKYu7qTXt1EJiekDUk5YQRr7hkBtXFuL59Clf0R/K8fQc2kzIgx+dshDD13KuOuf55x1z+f1WvqhpX7aNTtPy7j8b1KFzCudE+IyU9D3Rz4yQhUANhWF48p4GcGPxu9V4NrP2KR7PS1bFuSZaav5UouZKSvuRGHfKSvuRELv/PvfqpC+TC4dhKLErGE1CQ0bfBA2k8YwXcqnDPxfWLvfoBQIV4tsE/uRfmeveHRyfxa/b3r9bPFmgN68dWVD2b0Dnq1s4RH/zESIv6S+taH0FUCDqKhoSjYAY1N61gEqim/bBOznGmF0OSv6RIyR9zWwZabEKYlRaqbJsOvVVOE9M4ipTNKXaInPbVltNsqcaHRJoK0WGFsVGK2gR6T+/oK0yR8FlxadDpKa0f3yJ9IJBCJ1GvaLzpFegHQ7uzE7pRvkVBAAengh0PKTl/LtuDoJX0tE7LlczLNrfOdcpYJbpwtH+bWuYhFskJSsuGQXhN1PXenC8GoE/flrDtPxQgatKxt5ZOXv2D8esXsTEjHIZVgkGXXjqSuh80Hza8T+iSJaar0rWrFuMsC0ZvOR/qm98z0gVUHmyw6JHNQ0K9j6YuRfqDKDzndovHTEqgK2Oxw8x1yM7CWbXCdzUbv1eDaj1gkO30tG3IhO30tV3IhI33NjTjkI33NjVgAvubf/YyhyTS41oYMwhq1G4uASx58h1iFRrRGxQ4Av+5DX60Y8dXMDZ7jNwlt9uU1zPvtQwCoKBuJRnvPOA4eUzYy8P2xQYsmiTncg4aSUejwCiEEMZF5i9cUlXil3EWFLWiMFUu9ZjYINjsblu9UspwVxQOwWuSN+KlxQVyYaEIhKSwsBElh02RDUqhMj2+NkpTb4WOtWcs/zziSJ22B1hYDy0ZJJCEWByEQQlDc+JV0schctMT9pAIKkAQ/YpHs9LVsOKTs9LV8eSA5IVs+J9PcOt8pZ5mQjVgk29w6W/Nq2SEpbhzSa6JuWg5ZU83qC0eyPAzvz34P5ryHXWRjVMTgqjJsa1eGjIl69khNB7WinBtPe5bjSzI3FGy37XnIZiVqwHlv1xQboaggJPpeuuiV1VoHSlhm//TmRUGgKkAq3HyH3AysZRtcZ7PRyza4dhOL8pG+lg25kJ2+lgu5kJW+Bs6pGB0tndLT17IhFn5SM9Jt9PrA/qg7bMtyTeGKO95EqAq2rhCt0WGHXlQ3mpjLlmPbthyDa0Vh+Z1BPvrFgwAYikpQMTCU71tThlady8Cv/C2zEXSxwRo/RHkwJn2T3xxVKDWSoN3e1P1R0GqGHY8nS2T76dgkLef7FAH5YmO69DVLpEbw2u0ESaGBLpfuhL9czOGXXYIiwGi3UAToURO9OYqStFBiCawlC6WuKUwTZVJqFCIfxtkFFLA+/BYcvSaweRWL8pG+lqtYJCN9LdtuJpnpa7mKRTLMrbuu40UIygZ+OF0+zK2zMa+WFZKi9exB45/2ZlkvhUmffEBsznsIFahIIP5SA0o1w69aJjVR1x7Yh9cuvYOtM1gZxEWSA185n2KZIfNml5VBZoFKj0pcbx3spHN7dE2okwbZwSyWc0FxiNGKVVsOMq0iNiMKAtVPGH7IhdcENjffITcDa9kG19ls9LINrt3Eonykr7mRi3ykr0F25EJm+pqZNF2Jg+z0tSuOuJObLpzA2dccwfMrf4OiqSyYs4obr/gXjNgJdeYiqakZWlkZQ15cwXk1H6EhqFJV1HVv4LCS8p/Z89YL6PHwck/XTwshMDSLSi2zoGEW52F+2oVLBzQLeRldKYQbLOLC7H4tf4gKNYISkpqDBokknQ7dTGHVIFpjILsp3FCcyZEVkm/43Bnf+HXtEosAlLD89LAenzaw253nb9CFZnQIQk02RQ0JtLYEommO1DWt+npKJ9Zv9HjBZaCAfMCvWOQlgc1vwdFrAptXsSgfnUe5WhnISF/LpuAoO30NcheL/JpbZ8Pn8mVu7cbZZJpba0O3of6cvVleqTDp45RYZBel/i6VS6pQ1/Rm8NVTEaYpLSSl/ZcD+fCmeyhR03fUfBVPcH3pCbAm7WFPUDtitNg6W8u7pBTEq/LQgS+cxaK+RS00aiGExIJoeLVzp3iLraO2x34yxauCQLWJ4JdcdCGXBDY/5MJPAtsG972e75CbgbWqKtINrrPZ6GUbXGc7hiYzfQ2cyUU+0teyIRey09cu/80t7H/Sfhzx5wMxAjoLZ6/g5rOfZFk76L17Ya5eIzd9raaaojfDnN7vITT1Xma1aZQqSUK9BRffIWi3Da44+WyWfjZdWmqGvS42faiRuSnZlD/eTlODs2m+KM1DLLnpXIUaXraabwIh7Nim23Ir1Cgi6JJalis0jYCDdKGiSjcsF9EoM9t7Q23mLxhu3k1eYLxcyZDZ52J0KmjrpmqL6gVGZ+r+hy6OSB9Bs2bX0Wt2XcbjP+4B0QK2NPjlc14Mrv2KRV4S2PwWHGUnsLmJRfkw3c7FykBW+lo23Uxe09e88rl8mVu7CUGyza3VHbal83d7MUtVOGfi+8Tf/oCuRmP76D5UDutF6cTPpZpbL/ldT74Zndn38paGbfnsxmqEKY9jCQXH7vQqNYFd7txhnSuUWIJ2hxAPFRUrINnLwLKICcP5FNmFOEBrdF7TUCxQ5ZpQGp0CG7HJvUo3F36WApUMsSjXBDa/5KILuSSw+SEXshLY1vcd6iIomQyslXWsQqbBtdtG79fgOhOcxKLO1oj09DU3cpGv9LUuchEI6iz4dik3nfQgS5e0oIZC1PQokZq+Zo3ajZL3qvmufByJ+r/TahUzqGoNv77L4gg1yReRbfjwt9tjLl4qLX0Ny+bAmnmMCGnQvS18vzF12DHilQGpqVkApss4WKw6D1+5bef3nh6ULxIZzc73qeWhH0WxBbbDdXtqScyaEhTnMKTc0NTKnEQvdgmmr6qrKJghyQKVaTL71WEM2rE/tBqIgEBv1TDaFbQ4aDEYNE2eEXwXKp+aTKXTzyV9xQJ+rvDL5byaW8vgc7kaXPsVi2QksOVScPSamOsEN7EoH6bbuYy+yUpfg9y7mbJNX/MsFkk2t0ZRYM8defyDOh6avoh4uYpQIbpfNeKAkSCg70cRuebWikLjGItPdklZGehoG4lGe077Pbwg1/dS7ySjOAWwQ9FyJpf2lxoKEWi3iNhJglp6ISWkgB3Q5VpfmhaddhBI3zakopAskixQ2YK47SwW2bXyvCe7oLlY2g4vWsnX4V2khu0YkS7u+vOQqDarQOWXXHhNX/NLLrwksPklF+A/gc0PufCSwPZD3yE3A+uu6pdMg2tw3ui9xLB2wU9nUT7S19KSi5krQNWkp69Fjt2Lxhd34A5jOg9+OYWBZU2UGTH639PIVmqS+788APv0aVLT1yI9Arw++L8Ela7NqGGD44P0Gbzbex+Uxe5t2LnAaUzKUDTMPGy4nZbkEbNs4MLHele3pkilTOIWcX7tDFV+FSrYGKfFNinJcNmQokpP1BOdnVw96Vge6N1MY1sx8c4AJFT0Vh01CWpCYeDHq6S3Zve5a5LkKxZQQHr45XNezK39cjmv5tYy+JxfeOFzfhPYcik45kOgchOL8mW6na1YJCt9LRsO6TV9La3go2po2w3lqVe/5fEP67CCKlZQRfSuQPx+L6yAgjZlrVxz62CQgQ/VcWuv9wmrBvq6HXd9IWdY+FwGyPSEF4KOaHA9DrkxBlc00KRpUruZFBfK1EdvRpTI7WbSO02SDqTOUBREQJUqUIlIhNVmOT/k5l3QFJVEuVy+bMfjLIzWApn9HoWLd5MXBNqdr6lhg4Mo6QXFizo4Yf5vqQ52Uh8voTEaJpbU6YwG0TSbRF0ZQxrmSl1zc2KzClR+yYXX9DW/5EJGAluu5EJGApsfcpFrAls636FsDKxlG1y7bfTZJmukg5+2ZZnpa52/24vVd43g2tp5XPPyAgLlcUrCMbgaaot7sWjS1gy4bvIGz/GbvrZmT5V5IzOT23nbzWJhIICIy3MQ0pLOu3ytFiTaK4TMbV4kEqxIVAIr0x5XUTFDkrPkhU2n6TJiJn+/RWt2rkIV6fLdxV2rUKGVTA33klqF0lqj3FW/PzVGB61mEWvipWiKYPqavoSDCdY2lTFkRYtUsciORBj6/1JV9ZIMAt9PxTeggM0PN7HIzbzaS5quHz7n1dxaplDkx9zai1jk1+DaC5/zk8CWa8ExX3ATi2Snr2UjFoHE9LWPZ3PVaY8x6tzDOfzEvTECGvMX13PNXf/lm+36oAzvQ9l/v/GcvpYO2qCtOf3VtxkRWkGpomIoKioq2nod/Xvf8hdq6+SGPhSpCUffy0StfFsBxUUtqgpEaNI0kChQuaFUSSJk+14KgeXweRJSNJIlOrJLoTbOfNhNrMsVImkyt60P9M18TkmFfJf0orWCPy/7JauiZXQmA8RMnaBmsbKpDCupoa0IsU37NKlrimkziR2os0JREVY9JcKmBKhZ7/f8U+KRm1Wg8ksuZKWv5UIubNOSksCWK7nwm8Dmh1zkmsDm5DvkZmAt2+A6G7HIq8H1RmKRqtFx3O50XDiSG1nCtc+OBV0giiz084uovHYIysQaKsZPlpe+Bqw6KsGCA5/MeHyfxLHSO1+MNmeFpEhNoCgBqeM8waYk7XYiY8tyxE4SaJNLKoRp0pjIbPikouASlJb7mpbF6s4yx3PMmjyIRfK7oF1RvNLmvajGgkRPvuvsy5CitbRaRVhCZXG0mo/mDGVYVLK59ew65u5fylw7CJaFsFKfdz3M1GdOiRD52eQl/v0V8OOBX7HISxKam1jkZl7tJU3XD5+TZW7tp0vcj7l1rnzOr8G1X7Eo1wQ2rwVHr/AjFklNX/t4Nlcecw+jTj+I356xX8r3cs5K/vaXZ1gcKkfZY0fEV7PAtqSlr0WO2Ysb33+DavVF6tuSFKsKA8sN7rgQNEXhy7jGrV8fJzV9TYnGKVbjGdPXAIQqeQRdiFS6qgOMUvmkJB53LsQV63EUJSSVuyoutLRCtbFKg1LrjnprjCZbI9MQr6FomCFVqkAlEkmWJ6qAtRnPidZK5kG2xfz5vRjft4b/NW/Hso5KdNWmNZYy3uiMBQi85zzh5AWVT33OsmcNhLWWgLAJACgqA9dL7ctHYIrMzr4tHVuUB1Wu5EJW+lou5ALwncCWK7nwm8Dmh1zkmsDWY+saR98hNwNrWQbXiq6T2H9nksfsxT+WLOGOGx4jXgWKBebhVSRP3IttH27Cml3H0tnLpRhcK5pG/4vmMWFg5qTDYdPPpcL3ShvCjm76P2Pd5a1QaUTAKIaYvEqqmrAcP/DDqkG8Qpf6oSaSJnVtvTNWZ/LRsgyQtJ2rUGpAvoQSaFFYlOwAYKUVJil0FidraLeKaDBLmDevD0NZ4XKV3FDx4jTu/vQwREcndkcn84P9EVbq3kQizhDza+w8CDt2u3N3ZAEFyIJfschLEpqbWORmXi1jRC3XgBTwb27ttUvcj7m1F7HIq8E1yBOLsk1g81Nw9JrAllYs+mgWVxx5F6NOPYDf/r/9UwXH2Su5+czHWdYm0GqqsRoapaavLbhrBFdMmotQ/8r0lsbUg1Vw4u0mPbUEX8T68M/f7I+5eKm09DWhwT6hGEElCGnkg/56B3al3JQUkUiu8w7KzNdcbH48wXQRqKorOqQXV+2E85pDQ6v5tmi4VO5avjhJqx2lXPXuhZYzbBvLQfJKdf/LD2aZMG93yrUoETvAqkQ5UcsgYeskbY0FrdXUfCOfz2174bc8X7Izdms7AXMpKCqV64QiJz9MXxACkfyBgCp+Sv1Lmx9blECVK7mQkb6WK7noIlBeE9i8kIt9jtnTcwKbH3LhJYFt7dKGjXyHFCOAOqAf7LkjyYDGHf/7ljHvf4dlKMQqFdQz9qJ24nfY7e1YpiXF4FotL+O4+9/hzPKFaY0Q4yLJgR+dT/FsX8tsCGFjCmdhIVEt/wNMb3b+Mx5Q1kSDbmz8YeoDgTbnuNN+gSaUQB9p6wEgcGxZzkcSWjaQ3UGFEKxeXUHHjjEsBElhExECS0CrbdBoh6FevkfVVuPqOPf9s8EGraUDTAsRjUIiibAshsW/zmkEJRuIeBxzybLuf1sSR0ILKOCH8NPN5PbcTPArFslIQsvFQ1KW+XUufE6GubWfriKv5tayxKJsDa698jmvCWyZC46fcN95j/Hs31+lrLacJ2bdCwp88NIUJj7xKWoohB2LeU5gSycWLfnb3pwxaTXN2p08v/Z2qvUOwpVxfnl3kMPVCGdNOYWBf2ySmr6mWApnlXeN96/PdQJAgEhwFXZ55rRdLwg2m47m1uCacJ8XxCV/0xeJBHVt/RxHs/IBtV5yQm8WKJ69lo+i1RxZLN+XLROUjij/aduF+uI6WqxikkJjtVlOhxWi3QrRboYINcn9PiJMk/6nLuRNvX+KKyZT3BGR6vgvs1pBLJC6JoAdi20oKBaEop8EthiBKnehyH/6mldy4TWBzSu58JrAlolcvP/KVzx41fM899yXlA3Ziifm3Q/Ae+98x3NvzgVVo0e/Ss8JbBthpyGc8/wr7BZcS0BRKFGM7tl2HY2lZoRzp58DX36X23WdYAs07IxmiEHFIFKjIpNaCMuiOe6sVqgl8kez3HqRqwKdNMg2mm6zMbHQMsybq3lobtWbOlljGfTO8KllKBrRahX3fMscIGyipkFcJLHE9+lvLbZJUuSnhRdg+B1t/PaFC1BsgRa30TuTYNqokThKJMbQpm+lr23V10N9PQA/nybiAjYX/I6+jb7//zHyqD0oLg8TbY/x8YuTeeyKZxy7M/x0M7k9N+v79hA44he5eEgWlaQ6xf2YX+fK5/yaW/sVinI1twZ/xT8vBteu3em3vkJZTVlKLAI++NfnTHzkg+4OFC8JbOkKjigKC+4YQf93t6LIiPNKcAIfLH6cvsEWqvbt4OQPkvz1X39gwHWTpSaw2UMiXFldl+ZIilP1qJTfFRtscub09VYRamun1L1YNW0sB1JXoerEq0PyvYNciqt2QH7nS0t0E3YUrYPR4WJurdggeZzRrC2jQot0d6gnUVhplrI4WcOSeA1fNA1Ab4lItRYwl69g8sEDmKwPTglFQkA0lvp/ywLbJhibKnHFFGyJfqEF/LyxRQhUXshFWXWp5/Q18EcuvCSwZSQXz33GAxeO47n73qG8bw1PzL4XFIUPXpvGC+NTZNJrAls6chE/bA8uuHciZ39s0ktvpVR5ms621MYzYgS0P7s1Ew4cwdqlK6QlsKmRBNsYjfTLMN9eq+nEehTJnYWORlkUrwWHkSQ7sBnKUHmwoVFc2JEq25UwC/TSW1HCYWhskndRyyLxA0HMEjY2KeGo3U4Qrpcs2wiBcUcVB1RfgJoU6NHU9QNNMdREik4MXD5XumeRNbuO4HrdfV2/wUJdqADZ8CsUdSEQCvDoN/+gvKY0qwAGv6Nvrz38Nk9c9SyxSJzymjKum3gxx19xJBNuzTwS7qebye252SLXwBG/yNVD0q/5tVexyKu5tR8uB97MrXO2MnjuM56787/d53kxuE7H57SyMubcMpziV7ajV1k7j+v/4YV5EynT4/QZ2cJBH8V5/bxRxD6aJi+BTVHZbs9F/GfIWxlPuToP5tbJqPOM2YCyJhpkp6+5bLjFShIR3LQdOSoqQpc8mhWJMDfWG0oz+68lKyWzDyFoWOXsDVQejCEUVWpHjJqAVjtKu22hAZF1H4mLzXJmRPvzceMQ0OVyZvWbOv5+9B++TyS2bdTmDkQkgojFEfG18r2FhMBctVruNQsoYBNiswtUXsmFn/Q1R3Jx3uM8c8tLlFWXfl+JmjhpA3LhJYEtHbmIHbEn217/LTtMitM7sJZ24wpeq4cqrYPe+3aSfPIYlIMDG41m+Ulgs4Iqh4YbCKsBwFj3v+8xwKgHXWbAOmAL11nofIhFpouPT6xGdpyEYGWLs7l1VWWn9Jn6onrn127bolXMCw+VOj6ld9rEhJm2Q80SNmVqDBGUa1ogVq3lTw9fSKJcoHcqqEkINgv0uECPCfROm/LJs6WLOPp7X5FOWs1X91QBP1/IEIv2PmJ3TrvpBPoM6UWkNcIzN7/If8e+m3FNv0JRF0772wk0LG+kvCa7Hka/o29L52xYfBC2oO9gd0+d9eGnm8nLc3MVi/wiVw9J8Gd+7Ucs8mJu7dfzEvBkbp2Oz+mDBjDrqlrUZ3ZFUeDK0OdUf/k+hmZRuXOEwNvlxC8chD19EThWlAAAIABJREFUljyD66IQdx7yHMeVtKU9bAmbZwcdStVHcpbLFlppHjrFY858Lqia0mPdVZfbqNKS2Ou8aWVBa0vQbgtqHGi4i3VTzhCJJHM7ekKtgyCsy2c8SkSj1U4lrMWFjYFCp7BptTWWmRWs7Sihh6ogJC494OklHDP1fIy2BEJX0TpSvFht7cRuagGrXXoXkB2LwTcbhr0U+GMB+YJfHnn5P0cz6o/7YCa+F02v/M3NzP583ia9j80qUHkiF39/pfs8r+lr6chF4uDdWXaaSa83B6IqgocDb/DB4n+iqzbsDbPv3pOho6eCENIS2OLlKg/2/RRDSbfbBDik50zeKdoaS6p3kElcmIRJX/XJS0XItok57KhBRSdSoyGz2ddOJJnd1ouMERaAnYd3fzzm/NoFdPmVRcPFDyqkJqW3LBfPXsNu/7oYu8xEbdUJ1asoIpVWYnQIgm2CipXZdxVkA7uzkz53TnI8p9BhVIAs+N3kq/tUccGDf2LHfYcjhGDGBzN54IInaFnbmnFNv2LR7gfvwgUPncntp9zPd5/MIVxWRGVP5yq1X6EIYPCuA9nz0F0Ze+lTXPv8xY7rZYIXweeEK4/mj9ccS7i0iNaGNh6/KjejYj/dTLk+14tY5AdOYpGbebWXNF2/YpEXc+u0I2iAsuv2LLt2JFaR4KLoLMTTM1Fq41At4OmdYFWIwddMQ8Tj0syto4OqmX7Y/RmNkNdanZxUer5LCHuOME3a7RCQXqDSFJVkyaYv/pUWyzOY7obLC6erlnSeU9RgkxRWBo6e+pFkp9upkTjtIjM5DSo60Sq5fFmYSepjJcTXeQXFhIktBDFhkwQ6bRUlKlkVA4bft5pjXjsfAC1uYxsqeiSJ1hZDae2gV/sqLMmdRebyFRjLU8UNhe+FooJgVIBs+OWQ/2l7esPrBXWWzl7B2btc5riujKLja4+8zSMXj/N+8xKwWQWqjORi9x1YesNIkuU2f1G+g9emEwgnMPpZFP17EPrT1ZQ+/7m09DWAhp0DzN//8YzHl+xcRYvk9mG3ca9SNQaG3F+RYjkvWqMlsXMwJs1qzUSSiB0k0xagKar0ihDCxnIhUWax/Aq2FXH+fVWGoiQltyyXrDQ5Yt5vAWiOFdHaWYRlqSTjOkpjgLIFKj07vpK2HoC5eCmDL3b+8lDY8AuQBaeNPhvzak3XOPee0xl14j4AvD/hEx65eJyj54zfTf4vD52JEIKTBpyHosDVz1zIefeewW1/vDfjmn7FotP/dgLP3Pxi92hUR0tn1gEXXchVKFI1lYsfPYcHzs+8f2YDL2LRxDGvMnHMq2y9bV8OOGnf7tS5bOCnmynX5/oRi7wkobmJRW7m1V7SdDPxOW34EFpPHkGkh8rVi2cj7pxNrMZG6MC4nTEWFtH/xslSza2X/6acWaMzj+zd3TSId2/si9jUoQyyQyZicVYmKnGKdbdlT6Ct82V0gpIHW4HQamduNSy8hmXBflI7xbO5DUXIdW5QEkla7FC3fUEXIiJB07qE20CH/O5/cUstB9ReAECwKYligxa3UOMmajTJtg2LpBcAzYWLMRYu7v53F2MvFBoLkA2/YlHvQT05/4E/MXzEEOKRBK/c/zov3PkfxzX9csgjy07Z4N9jp9/FhxM/c71XGUXHLQGbfcQvHepOLmHB8ZnJxaCFZ1Mqh8d8D5fP+0Ae2of1eJfpcnp1ZpvAWpSSPaT6+KhJm2Q+jJAcYDe18EVkG/YvSmdwmUKiXHKVTwhWtTuPmogS+d1MJXMNntinF0sT1SRtjTntPYlZBq3xEPXNpWhzi9layJ0LD745Fevt1HuoTNiUpSHBm96FqoCfKvyIRV6T0Jw2+pmfzXU1rz7puuPY4Zfb8ucdUt09t71xLX+85lieufnFjGv63eR7DezB82Ne7fYm/PCFz/jDVcfk8ErnJhaFwkGG/GIQ4Rcm8cSseympKOabj2bx8EVPuvoVro9chaLfX3oEi75ZwjcfzWKn/bbLep314Xf0bemcFSycsZjLnxzdHZriBD/dTLk+169Y5CUJLWPx7xfb0/6HETy4YBn3/elurHXTSclSBcuAHoftQfCNqdLSdAHmjK5i7jEPZexC+cOgA2i5WW7xL9Tg3FVcpXegBOSOoCsCbIf3bljRSJYacs2thSDiokCZcifQUtyq2dnKIB/QXf7UDEV+B5UR2biDKrlecdEG4lXBDPMI3mCvqeeS287FCiqEmtcVUASEmkyCDVGEoVE+a5Z0EUf74Ou0VgaCgmBUgFz4LThm64u5PvyIRaqq8rd/X8mkf0/lhqPG0HtQT8a8cz31y5v4wIGbyRSKhu0xmP7b9eOdcR+63usP4aU7/aBT9uOgU/ajaVUzbz/5Pi/d8/omsSVYH1ukQCVUt9Yi+cJCsMWZ0Gxd1Ex9oGwjPyhfazY5x8lWaRFEWC670Jsj1FsqPTJ0LIUUBSusS21DVxQlRR4cYDqH33lCx7IyXtiunJCSJCZSr/GieA+azGLq2mspmSPf3LLvvVN46cntENEY2DbCbEbYghJhU5LPP267QCF+jvC70XchF4NrP2KR1yQ0t43ezbz64DNG8X+XPNXdYTPhtpc4685THQWqjV7rHDf5l+75L7/63d588frXKAqM+sM+THkjtxj7XMSikspiVFXloJN/xdWH3EJbYwcXPvJnrhx/QdYGybkKRb0H9eTI8w7hnN0uz+r66SBr9E0zdPoOcfeg8tPN5PTcTMjYWTRkEPa+uzLuowX88ze3E6/UMUOpnVeoULP9MKyZc+UloSkKa26wmLL7Q6l7Xc8Xsov3DHr5bIa84X+pDWCTUZwC0N1SPjwgWaJk5HIAWxmNKEVyO8X1ziSdwqYyw3FD0TCL1TykrzmLMmoeqIGZdP7qUF4Uk+616UQhLWFTq7ehhEJA5hHqXFE6dTm7j70ILZZaXxEQbEr5XiKgqD5J0dd1UgUcOxKh+vHJaY8VwlIKkA2/HFJ2mm42BcdsfTHXhx+xqN+wPmw1rA9P3/QvLNNi+byVvPnP9zj8zwc5ClQbvdY+PC8P+dMBTHlzGo2rMgcZZEKuRcdXHniDR694mvamDobtsQ3XTbwE2xa8fO/rOa/tB1ukQKVFnOWRiqoO6WvqUYGNyNDLBD2NNhQtE/XwBi1qOhKaCtXEDksWUZKmox9UWDFIlBnIlMVEIsGKeAURO0GH+N51MiYEdcly6s0yDPkJwQy7Zhbj/rYniq4hzNSWLmKxVOSq2UwfKz0J8ANhmlgyk+sK+FFAhlCUq7k1+N/ou5CLwbUfsUhWEprTRv/DYyUVxfTYqoYF0xd3n7Ng+mJ69q8lXBbOWhTJdZOf+dkcDjvzQF5pehKA2Z/X8ewtL2X1XPCevvbqA2+ydmkDAONvfIFx8+4nFA4SiziPvngRinbcdzjltWU8/l1qFEwP6ITLipi48jFuOGoMc6fOd17To1gUKg6x3+9H8OkrU+hsjTBgh6056drj+PKdGY7rZepmev+Vr3jw2n9x0qWHcvKFB3c//kZ0AtO+WcpVI6+npibs2AmVC9RQiIpxzdy79dOogKGohBQdfT0GsvMD59N3Zk6XdYYQWEJxFIu0Kvkjb6F65/n9CiNKg6aBxA6qYKtzwbGP1o4oL4Hl0pZEa+xgjRWgXwZWraJiGXI7fJSAQY9Aev+pLsRq5QuAVrtz91nf4lbpiXo9voox6KWzUZIKajIVkhJqSL2eelRQvNqiuEWu76W5YiVb3bzS8ZyCWFSALPjlkV7Mrf1yyHyk6bpxRBkjarmIReq6zkxFWf8xlYE79c9pTa+el8GiAKNO+CVjTnMOY0sHL93p86ct6v7v2V/U8fyYV/j1KfsVBCoAPeK8iQ+qbKRD16VufkZEOJohlmpRkNwSrrdGaXfxSZIOIUgKrXu+3V7nFNRuJ4gJQYNloCbldvrY8TgzLt2VQ0t3J9j0fQeamrDQ1rYgOiP07fhaumeR3d4O7XlQvgoo4Afwu8l7MbcG/xs9+De4zkUsyvV4Jjht9D88VlSSktvXF0A6WlICTLg0lJUYk+smrygKt79zPR/9a3L3yNkpNx7P39+6jov2uc71+V7Eos7WCGuW1Kf/+RTnPdWrUPThxElMfWt697nbjxzKZf8czTm7Xu45Tff9iZN44IrnOfmqozj58sO7H38jOoFvpizk0r2vAiEYdeK+nHXnqRhBg5a1rXzy8heMX+/9ng5pu5n23JFTn36DSz5qwVBep25ZB4YCYUUhpGjoFQIx/EzWfjUzbSeUFwghqApE6KEVZz5Hvrc1ne3OpadAUH76mlsSWv+iBhYE+kj1gwq1WKkwGCV9ga9UtbGK5Rb/lGicRqsYSH/DKgpmkdxfqtXWwceNQ7iocnHmc8rlTxzUfq7xi77H09JSjKKC1aETXKOjxhW0BJQtsSmxcg8ecIL24dcM+dD5nILvZQGy4Fcs8mJwLaPgmKu5tV8Ome80XT9dR07IRSxaNnclqxet5bS/ncBTN0ykz+BeHHzGKIpz8Gv2Y2Ow3/EjiUXifPF6bh34srrThb15TGK2UIHK+XhIM5HdQxVocU63G2A0oBSHoaFR3qJCkMwwTGcJm05blb7j2stW8pebzkeoYEQFqilQbAjVJ1CTFmo0SahuptxlhUD78OuNutMEIJ86FfBzh19i4SV9ze8mL8PcGnLf6GUYXOciFuV6PB2cNvp0x7o6i4rLw92iSXF5aqY40u6eNuVlky+tKqHXgB68ev8bxKMpUf7fD7zJCZcfRVl1qaN442cE7Y3H/scxFxzGl2/PoL2pg5Ov/x3T3vuu2wcrHTJ7JH3C/Rf8k5OvP45Trv9d9+NvRCfwzeT5XHH03STq60nEvi86tDV1IITIyvMqnVgkfrkL2943k6MnrUBVb+LlBddRqkapUKOEFItPywaj99mZ2IqVWY8tukFJ2owMLWGg0eXAsqETS389RqxnWOpolqJpFLsQnXx0vtgdbubW0pfEcCFrGgJF8sKWoaA5XDMuQI2bUnmOKC6il94OGfrPNUXFDEl+gW2LbycN5jDLoDlWRH1TGbalgL1unU6dXp/K/6VWjpsMTynUbGJPkgJ+fvDL57yYW4N/sciLwbWMgqNfeBGL8pmm6ydpNxNyFYss0+KGo8Zw7j2nM2HZWBpXNPHOuA85/KyDslrPr1B06J8O5N3xHzmG+my0pg8e+avf782Xb00n0h5l6C8GccKVR/Ofh9/O+ef2iy1SoHJDMA+G5YqLQmihgGwVcdVaTnz0Esxwap5dsRVCDalZdy2RalkOz5sp1eBaxONUPpV5tK1QgSpAJtwIhNv8uuz0tWyIhZf0tY3uO4dNXpa5NeS+0fs1uM5VLMrleDo4bfSZjnW0dLJ2WQPb7DKAVQvXAKnW8LVLG1zJgtdNvq2xnRV1qzhy9CHd/kFHjj6EtcsaHMUpL4ba33w6h8sP+Tt2JMLzt79KaVUJY6enTENnfDCTMac6t4Vn8khqPHNvtvskzNu8ycwZz9E7kBJow2qcbXqtpfXpoyn9bfMGnczffDTL1cPMCYkKg9t6fUKJ+sMv+anCkUod/6nYB1Zs/FyvUCNxWu3Mwo2haCQlewcpRSEGBpc4nmNXyC/fKLazWDGgqomkqkn1NNTizuN2w0Irea94KLQ5j6rlgkCbRUyYBJX0v9dyVcGsCEn12qSplcsX/I6dKlewqLOa5niYuJmi2J3xAC2NJQxYIM/DtAuDrpmCReaAlLyhIE797OCXz8k2t3bjc17NrUGuWOTV4NqLWOTX3NqLWJSvNF2/4Snp4FUsWjpnBVcfemv3v8+8/aTugrLjej6EIoB+Q/uw3cih3PWnzMFxP0RGHjnhUx645GlOuflETr74kO7H34hO4JvP53PZr65HmCZHjT6Ei8eejaZrNKxo4rVH3ubFf7yW9fqysEUKVEUuCSxxWwfhXvnOBcH5a9jr03PRdJtYWzAlGHXqBFoV9IhCoEXQs9HZ3yJXWC2t9LttkuM5BcGoAFnwQy7ykb721bvfuM6v5yN9zY1YyEhfy2WTl2FuDblv9H4Nrr2IRdkeT7uew0bvZl79zrgP+eM1xzLzs7kAnHj1Mbz5xHuO6/lNX7vh6Ds49+7TeH75WBRVYf60xdxw1BjHNTOJRZ2/24voa0O5T5nBo+9+yTblDagIgprJ0OrVzBs7isGnTse2bcZeNp6xl413XCcbdPZVGN//44zHD+o9lymBcqmj9m7QFIHQJY/FWxYJF6lCaJI7fJpbeWnVbpxTkVlpKyqTy3EAVBd/z5CWzDCg5mNNlwsaWKDK/Z2GVnXw746t6Gs002iV0GSWsCDWg5ZkqnNyRaQcvTUulV9Z9fUohwX5TgkizBZ0q7GbYBcLQQ+Ja22AQkDKzxJ+xSLZ5tbZ8Ll8mFs7HZNlbg3+xtC8GlznKhb5Nbf2KxbJTNOVNZ62wTV9iEUDd9yaVQvWYCYtRvx2Nw4+4wCuOOgmx/WcOOT9f3mKU246npOvOqr78S4bg8vPHoeYtQCRTHDInw7gu0/msKJuVdb3mY5HqsXFLHt6AEd+1kFV6WW8tfASmqwS+hjNVKgx6nsW03LCnyl/9nMu3f+vWa+VT2yRAlXVzA72+Sb14ppWajDMshWaG0sgrlE1TaPG+lzqmubyFQw80bksWxCLCpAFv+SiC7LS19zIRb7S19zm1/OdvpbumN/0Na8jaF7NrcHbRu/H4NqPWOQlCc1po3/u76+4mlc/c/OLlFWX8MSs1L2+P+FTJtyW2cQT0m/yihFg9Tm7E715b26oWsr1T47BKE5QWhzD0GxsoRA8di/CL3/B0tnLN6i4+cHqEQrzf/FCxuMzh85jmW5ITZnVXPSRoGKC5myAnSv0iEVMWGnjzgFqVYVkVVHGMBMvUGIJWqwwmb2DVGzZTMm2WNOe6S7zh0Crs9DWI9RBh6Ej4vJEj+LVJp/EdFTFJmIHCSlJFiR6ELGDzI70ZkZjH8rj8pLXAOzv6ph40F6gKIhEAuJxRCyOsNb9jsVahOlsfu0FIh6X2vFewI8DfvmcbHPrbMSifJhbu/G5fJtb//CYLHNr8D6G5tXg2otY5MfcWpZYJCNN140jZtN59EM4ikUXjeeUv/5+Y7Ho8wVcefwDmCtWst/xIzni3IMxgjoLZyzhxmPuYNG3Sx3vMVPB0d5nF3p/HGJ16cM8POceavV2eump7zihniZ/f1VwydmjMd75ksevzG1cMhOUohBXb/8WJ5Wub1PUJZiGAIvzB6u4O99uOmyRApWY+i1lh637RFnvj692M/08Bfy0IUMsyjWBzS+56ILM9DUncpHP9LVM8+ubIn0t3TE/6WteNnk/5tbgfaP3anDtRyxy60rKhEwVoYYTdiJ51FCG3nI3QgUzLL4fjRIq2/XuhblqNZZp8cD5T/DA+U9kXCMbqMVFnHPuvx07X3YcdB5hX6tsDL3TucOkZ7CN5UapVIHKcNEOh4VW8Wm4v9QgCr0tTsShld9CIFsBEMkkTVYJ35O1DaGikCiR7+PT0eZssKpp8ktiRjusMjtIAi22joZgtVVCvVlGvVnGtIa+VCgrpL7EoQ+/5Y6Dj0JJmmDZoKmItg6wLOx4nFJrKZbsLjzbwlwucQ60gB8N/PI52ebW2fI52ebWbmJRvsyt/foRuSEXPifD3Br8dRZ5MbiWJRZla27tlUPKTtN979mPee72Vzc8tm7rff+lqTzwl3FYbW2u3evpkEksih2xJ0M/1llR/Ah/nzmWGr2dkJqkVI3So1c7O7+2K9MP6cW4659n3PXPO95XtmjvH+KNrT/4QShbF8cLEBdJ4uUaUmPZLJuYg5UBgFm8ZZVXtkiBCijMt/9M4ZdceDG49ksuvCSw+SUXkJ/0tWzJhcz0tUzz6/lOX0t3zE/6mp+KkBdza/AnFiViCU8G12nFonCY2L7bEd97MDtfcE83qRAKxGpSYz4DKsozkgQvUHvUcO91D/HLUHrxZq3VyUkTRqOuWi1lPQBh2bTbzklosRr5e5dbN1M+4OYdpCm2dHNrNWbSbmfujzIUFSukSe2gIhqj3iwjk0ClKSqJcvkClTBV4iJJUqS6ldptkyRgCai31zleSfaD6vvUTE778nzUWBI1kgBFQWnrRCSTEI1RYa7Cjsl9s9mxGMxf5H5iAQVIgF8+lw9zaxlikBu88Ll8mFv78SNyQ658zq+5NfgXi3I1uPbDI72YW+ckFq3D+y98zr1n/Z/cNF1g1aUjqXqsmD9NPZ0iLUGPQDv9Ak0AhEfGWfX0ofQ8LsLTN/2r29vTL8yQwoP9PszgV6ix1prPDL2flLW6EGyzSQrrBwJVAT/ElitQFbDZka3vUKYxM9kG19mQCy8G137JhYwEtlzJRb7S17IlF7LT12Dj+fV8pq9lOuY1fc3vCJoXc2tIv9FrZWWYOwwkOXwAI39/Fyhg6wrRGhWhQrBZUKnrG3kH+TG4tncazMNj72eQYaTd6KfH41zzwh+hRe4oj+bQ66ECSPYOErE48yM9oGpBxnOsIvkClR51Pl5jtKPolVLXVDZDxKrSEaHeKibTQH1I0UmUqhmydr0jYgewhI297v0UEQmSwiYiBDGhoOTB5mfIY0kOeOsCAm2pixttCdSkjZK0UDpjbNW0Gkuyv5DV0ory2XQEUHAuKiDf8Ftw9JLAJlMskmlu7SYG5cPc2o3P5cvcGnL3I3KDV6HIq7k1+BOLIHeDa088csKn3HfOWABP5taZxKKlN46k52PF7PfeZQwqbaRIS6KrFn2DzWgjBMuvOoR+t02SlqYL0DHI4psdXs14fN7A6XxWVIuQ2LUdqdXQHUpeZWoMDLlSSbAhTqudIKymZzIqKlYwD5G6LrCNLasxqCBQFZAR2foOZRozy4fBtRu5kGFwnQu5kJXAliu5yGf6GjiTC9npa+tj/fn1fKWvOR3zmr6WaZNXw2HUnrUcsu1VoGuYlWHEOl+EWG2Akh22xf5ujlRz645R2/LU/XdTpWmElNRHvIraXa0Z31bD82/ujNXQ6HSZnFGh2hlTs1RFyM+wT5q02GEgvUdXqRogVh2QPm5nCxdD7bD8r/561PnvrI/RDMEhUtcMtdjEhUlYSU+iDMWU/zvNAEukBKuYMLF1yYbl7e28edX+TNzqIIKtqdc51GSixW30jgRKwmSrlXOlCzrK5BmU/CBQVyB9grGAAnwXG72kr4G/gqOfBLYN7t1Hp7hMc2snPpdPc2twF4tkmluvj2z9iFzX8yEUeTG3Bq9Fx0+479xHu/+dq8F12oJjZSXzrh2Gde1ABk64jUDQpE9lqtBnqBaB4RaJQ/Yg8NZUeebWikKvX67gg+3/nfGUJ/eQ1xnXBVHkvMs2J8OQlBvjEegQ2IiMEtUgow2rthwWy1tTBFQMB+5kKBrRarl+UCIeZ16sF5Q7TBTUuvvdbkoUBKofAfyQC6/pa5Cd75DTmFm+DK6dyIVfg2vIjVzISGDLlVzkM31tfaQjFzLT17KZX5eavvbcZ7zw4LvrjiV5dsn/dY+ivffWtzx0/jjM1Ws8pa9lwpJLd+GxMx6kVE2gIajV7O5J87BisOOHZzP4ZE+Xzgg9alOlaZSr6X0WQmoSMoxt5Qu1qolZVYxMaUF0RliRrATSb7gqKlZAcgeVmaSutQ9slfkcrVh2DhroERxbwsvUGEpAqmMBatLBC0rY9NVaEWUlkH24jCtEcytnP3c2yTIbNakQbFBRLQjVC1QTjIhN5Yfz5IpFQhB8fWpaj8uCYFSAbPgVi/KRvtaFTMVGL+lr4K/gKCuBzWuneD7MrSG9GJQvc+v14SYW+TW3zobPyTa3zqY73Yu5NWQQi3r2YOHobTD/Mpj+48aghVI/d1lJlNriTtoGBKkcPgRrdh2AHIPrgMGYIydwXElbxlN2GXoePd/yv1Q3hGBtm3OIR3lRLFWgkmjHE1zm3Bs9INTI7NAAkDiGXtRgEhEJypUMfFlRsAOaVO6qdSRotwU1m3DCTyRN2k1ne4pNVG/MGgWBKkf4JRfZHl8ffsiF1/S1tPf+w4QMhzGzfBpcO5ELPwbX4H0MzWsCmxdykY/0tWzIhdz0tU949NqJHHDyfpx152kYQZ2WxnY+e30GT9/1XxQjgEgmpKWvoSjMe2QPLps4hefn706ZGqOP3oqBjaYIhu8hmHPVZQy+aI3U9LVksVjnkZR+Y+hb2yJ9k9c7TeIi8xjtAKMBykugvl7amkrcIuZwC+VqgGjvkNRuJpFIsCpZQSaBylA0ojUq7vEBuSFmOm+b+djj9ZiNjQ0Z6nwVagSCcgffiufUs/0bo1GiqTUVG0L1KmoSgi0CLQ5VK7+TuqbV1saA6yY7nyN1xQJ+zvDL5/KRvtaFTGJRPtLXwLnYKCN9DXIrOMpIYPPTWSTb3Hp9uIlBfs2t3fhcPsytx1463tWPSKa5tTZkECuPGsqQW+/GKhJYJTZ62TpPzXKw7hvBsKu/kWpubfer5c3T7mSgkV68abA6ObHmfKSW/yyLpHBWMqI95JdRYhFnPtGnpJU2TdvIKiKf6GM0o4S2BeRZRVhBFUOuq6Ur1NYITXaAgQ7nxL1/zKaFsCzq2npC38znWNEtyxPrRy1QyRCLZKevdcEtXU1m+hpkJhey0tdgY7HIacws3wbXsDG58GNwDd7IhZ8ENq/kIh/pa2MvHc+oP65HLurb+PTfX/L0ra+AotBjq2pp6WuKrjP3wd049t12XtGvg3Vp30NDqyk+OM7Jv1G545aTqBg/WVr6GkD/QWsZXbFsvUc2FI1EpbwEtC4oLr6YqpKH/gxbYDkIXsWKCZK7bbTWTtZYRQzMcFlNUaSPZolEkpXxCsdzXEJLPCwqaGxxriyGw/LbpEvnd7DfjBNJmBqxhIFpqlimBg1BhCooXajRt0GyWDR/EUPPcja3lp8zV8DPFX75XD7S17rgxNdkp6+Elj/HAAAgAElEQVSBs1iUj/Q1GZ6W2SCXgqPfBDa/YpEsc+tsxCDZ5tauYpFkc2tl9x1oPGE3Tn/zPez/QbxaYAUFGGD/YxfCy3S2unOKVHPrFYf34uvLH8wY4vGfzjBjb/8VdiS7Yng2UCzhuOeFFYN4lUFuGYHuSLgIVHmpirlgq6JmZukBqQKVG1+u1jqkF+L0iEXSpewlFLkvsWJadArn+5DuB2VbtDzTj212OgdRmYQOHSWpgIBAi0qwGbb9pGWL4nQ/aoHKL7nIR/oauKeryU5fy4VceE1f+6FY5DZmlk+D6/WxPrnwanAN/siFlwQ2T+TiptRopOz0tXm37UTZcwP5a/AxWOcdOaC4keoDOxk2KsCXl/6Cte9/JS19TdF1frfnVO7sNS3jOX/treAsPeSO9rjzhqAZ8j+ai+qdt7WBZY2s0g1EUr44lgmlqoVdHJR7UcsiJgwySRYqKpZssSgLiDwQN31umGuG7wRAY7KYZZ2VVASirImWsqatFO0Tmc4BKYhpMyk/vCsaMT1xKXQWFSALfsWifKTpdiETn8tH+hr452tu8MLnZKev+fW0zAa5Fhz9JLD54XMg19w6m84iaebWioK13650HLsrZ778P+Lvf78BChXEZbtTPdOCl7+Qam49/w8lzD3xoYxi0V/rt2fK/RVyxQyLjOsB9NDaISSX5yiROJ0i89dmTVEQsoNZIlEWxHsCDZnPyYNjg51wFsWSQsvJxD8bBFxsrUrVGEKyYbnRliRiW5RneA1VQOhyX2DR2s5pb5+FXp7A7EgRY61dQ+9UsAMQbFIY9F6rdHuBqicn49SYtSWJU/AjF6j8kot8pK+5kYt8pK/lQi68pK+lE4uyGTOTbXDtRi68Glz7JRdeEtjSkQt90ADqzuyNOWYXjl30NkZTHN2wCAWShHdK0jmhP33ObsZcvWaD5/lJX1OKi7n10In8oTSzCehuw/am9n1Pl08LYZosizonjsV6SP6oFIKWlmLHU0qK5carA6gudkTlRpRVqty2Wr0lQr2tk6mmno+ZemyB5XBFFQWzSLJaJGw+XzWQ1yunU2+WsSZZTpNZjGmrzG7rxZqOEioWyG8/73/rFKaNSYntQtiI5BqaVAXdaqGvZMK2AfJ57QK2WPgVi7wkofkVi/KRpgvZi0Wy0tey4Wuy09ey4XMy09f8elpmA6/dTF4S2PzyOZBjbo2qoQ0fTHzvHbjknrdIlGmYoe/3wPiZu9Pr83bE1G+lmVsrgQBb3V7Ho1t9iIqSVsAZ+OpZDHV2Sch9XSv9Wl3obbSgGDVS1yxqsB19GTcHdDSiVarcYBZFQXWRKqxQHpKDGzd9RVHdDMnBxuI17DfpPBAKlqlix3S0Fp2u4QajXWFg3WJk/mhWczNDz53ieE6B7f3IBaofIhdyka/0NTdyITt9LRdy4Sl9LYNYlM2YmVSD6yzJhReD67RiUf+tWHVYP+IX/YKTP3oP80tBsmKdaFIMwSt2p//tXyHicWkJbNHBNUw99e6M5tZT4kluLDk+7THPELZr+7CQ7Jz3/9k773A5yvL9f96Z7Xt6Se+VqpEmIEiRn6DwJRQFAaWDEkClI9IVBFFRgvSYiAETpAtEOhh6kIQS0kgvJ6e3PdumvL8/Njk5SXZndnfegwH3vi4vrzCz82Z2N/vecz/Pc9/SsmhOOI9JaWn1rS/SpZ2mPJRS7gflhjI9hfBVIFPqxsJEyiDp8Jn6EdgBTenUvd3Ryf0bD2Jj3YcM8nWQlH6SdoCk9LM6VUeTUY6/R+37Kk2TQT9s4K7yQ5FpA5lM9ia82OlG6mRDv3yW0jS3qwQ7WH6V8CWBm1Dk5kek+3TOu/10DjnpAABeeXgud180w3WEyItYVGwSmlexqD/SdAsp7qlKX3Pja6rT1woVi1Skr3nxtMwHXrqZiklgy2UroI0Zib3zOC7/9TOYER3pE8TrMo9AkYO/SuTtpVgdmQ4/FebWem0Nh82ex1lVC9ER+MXWcfa60Nj53imMmOd5qV5Iw6QxUeso2mgV6kM8Qi6d4v0Bt3Gwej2BXelclCx4zXiSjWY5Xwlkfw91oSm3FZCpFB93DYH63MKsXaX+M3Vrp6n19yB81Uq5a+3CJEct/Q62FCRMP609EXq6t1hxaOtDjG9aqGw9ALNhI6NPanTkiv8F3awEvmQCVSHkoj/S19zIRX+kr+VLLopJX3MSi/503v2uY2aqDK71+nrSuw4ndfgkLpj2IunZAqlBol4gdaiavAfls94BUGZw3b7vUN6++g6CIvtuc1/nEJ68YyKWwh9nX7dzq+kgPYVdpXbDlbEeFiaGQUXu9uFUrdIlM9d0MZo2qtUPLMm0c5tuxJ9GCg2kurWDHc5VvhHBVj4I1EFPYZ2bTpA9ceYlxjBcX0S3FGy0ooREhsC0WWW827MLekLtlmt3d9N13AAesiYhwmGw7YyIY1nIVBqZTlORzr9rM19YXV3QlTvdpoQvJ7yKRZPPP4Jvn3Ywo3Yfwbw587n+uNtc18xHKHLyIzrl6uPZ7Rs7cc5uGTHn5ud+yclXHeeaautFLFKVhFaoWNQfabr5FvdUpa/lw9dUp68VIxZ5TV/Lp9hYTPoa5OaQrzzxPvff9E8OPfP/ce4fzsAf0Olo6+GN1xbzlyfmI4JBZCpVdALbtrD33pXLZs5kjK+TqCaIbNqPwyIz9t9kxTn53IsI/EudWiSTSQyZO00X+K94B9VWx5Rf081Ks8YXg6DacTtfyplbRQRYYb/a5GDDoNsOA7kFISukuKBrS5Iu/gjBqHqLiNpPJD9etx+NiQq6jSCGpdORCBHrDCPTOtHlfoal31e6pv7aB5iH+ZC2JCBtBmcRjfrFyqDUnb5D4ksjUBXrkaQyfc2NXIzcZZjy9LV8yEUx6WuQQyyqqkTUVCO+titokKoLI3XBPAGH/OxeqvfeHTnvYwBlBtfLfzqON0//HRHhRxeitwq1uaX4qKXfwXhEB1vdT5dmOf9g6digqd2IfG09jqNZGiAVr5kPrKDiH28p2dhW4XiKCKnfhnwtzpv8uPIWPvP7kCl1awdiNjE7RUTzY0lJXBoYUtItBW1WiGWJgcq/R1ZzK/885Zs8FToUPZ5G6+wBTUNqApFIIXt6oEttFQrAamxSfs0Sdnx4EYvyHV/bFl7FotYNbTx002PscdhX8k4l8xo4cvgZh3DPxX/tHcd6+ObHOPe2U10Fqm1RiFikIgkNCheLVKfpFlLcU5W+VoxY5DV9zY3PqU9fm8udV8yiy9QQgQAE/PSEy5FC0DFsKFplEpYuLyp9DbJzSLn/Vzlt+jOcP6eDHvEoG7oT+DcNtOx9MAw/MMj1R/0Qa+ESZQlsek+K4b6unOlr5ZpPvY+PZRG3nX0vrYBqbmUTN9SaSOcDNyuDob52RNg54r5QBNsN4tIgQvb7rdQCpGqDOfKTi0Sv12ZupFXHBkubT1cNYdrAQcTtIEvigwCwESzpHEDS9OH7j+pFoXLmO6yeHQDZis+y8AHhbYSc/pB1Ps9UwBJ2bHwpBKpiyYXq9DU3crHy4zVK09demf0WU6+cTbc/DLoGmkZ3bT1S0+gYPgxdNDMgYBWVvpYLy67chb+dcCcD9QS6gEpNR0egoeEXOgd+eGLGzFehIu3vEdTpuTuHBoe7WKvrSIUCVajFIG4bBPXsm9H44EZE2d7Q2qZsTTfoZMz6lFaELJumlPPmZpb1w5iU7XwXkQr1flD+2NZrWtLGRmJICxubtnQEUJf4AlA29zMmX/BzpC4QtiTYbqClLLSEgdadgLSB1bZB6ZrYFnL+QgSZLu3S9FkJ/QkvYlG+42vbwqtY9MYTGf+HsZNG5S1QbYtsgSO5/IjKqqIMGF7H8gWres9dvmAVA0fWE6mI5N3VDIWJRV6T0KBwsag/0nQLEYtUpa/lU/xTm742lzt+OoPOmIHw+8AfoCcQRQpBd7gCqnSIx5Smr224bH/OeGsdlXqcel8XFVqSiPY4Kzt+zX1PWNzSeBgrD44qTV9DwqHh1Qz2lZEpu23N7SKiB6Mugkq9SIslabNCkENb8Asdo0xHcXSIK4xaxQ/jUrKxw5nPVYaSoKkt6IZanbuZosJAKk5fs30abk6abuF3hULGepi9cW+i2hs0mRWkbD+L4oOxpKA5WUZDTwUVq9QXdCdOWcRjwZ1B2tiJTdzYtvGZaykDyuQKtWtuXvpzDO8poYRt8YUXqLyQC9Xpa3dcOJ2OtgyhEqEgPYZAIuj2RbD1BFYypS59LRSi9bHhTHnzEwb5OoloKQJYDNQfoqXzF9z3OHznnssxb35LWfoagB2U7BvSgeyVqAHRGCnFY1LCZQ8PaqbyLhQhJZZDfSDTQaW45CYltoNPUqUWIDEwpNSAUVoWzUlnP6jgMPUt4blgbTLzMU31sSQj5nQyMXgemiXwxSHYLgl0S/w9NsKWRFZ2IlNLla5ptbYRfmp7M8SScFRCf8Dr6Nv5d5zJ/pP3JloZIdGd5N+Pvs39l890HOXxIhZ5FZp677sAsUgVthWKnPyIwmWZOn5fjhLryHCFSHkob4GqULHISxIaFCcWNaxoVJ6mmw+fA7Xpa3+a8gDp5m6EJkBoxOIZRtCVFti6D0xLXfoa0HDJ/nz9DT8jw63U+bop15MM97/I+223c8UrcPobZzL+1A+Upq+laiUX12z7cOtns5IzLtzESm2osvUA9O4U3VI4hHjoGBGfWrEobdBlh8g1muVDJ1UhcrDa4iANk+U99VDvcFI/NMQbaefHumHRDhoUF3Td/KAqNQM7olb+C7TEeTExmN0DDXyaznQVNZvldNuZ39q1yRqCbWq9mexkEvMEm/u1A5DJ1BbByLZBtlNhtYBcrnRNADseh7ja4mkJJezo+EILVHl7JAlBV0cCKSUdrTGkmflhVpW+pldXs/TOUUx6tYraYIZUjQlvpNq3nH+3zuC0V0PcM+V7+F/6z1av85K+hqZx5LCFnF7Rd6xma+EoMVj9mJSWcul88aVJa0KpabDuYvO0c3QDK8JjlPpBuakHNVoSO5p/FTofiK4Ya8xqJgWzb0R+oWNE1CehpSznnwFdVy+l1L4UYnT8HJDg6/DhiwuCbeBLSoQFoz/oVC7gyP8sZNR/ch/vl9n2Ev5n4VUscjueDV5H3/551/NMu/IhkvEUlXUVXD37Ik64/Ggevin/2CcvYlG21+aDQsQiFcgWOOLkR7TZUiBaGekVVKKVmVJDvDu/btFiO4uKSUKD4sUiy7SUp+n28jmREYu62nsyfK4jgezTKaUkfU0IVv5mXwbMGU1VKEHEl6Y6ECcUfIeZG+dwzFtw+6xjGHHDW8rS1wBiu6e4f/ibOY8PrO9UHuIRbHXmE5V6HBH4fNO8NDSkrpjnmOam0SwHwUI1tbIs2lIu5US/em5lJ5z5XFg3lBd0g10WS400EWGRlBrNdgRbarRaZWwwqmlIV6KlTaUcSy5cxl+POAQZDiJaOzK/w6nUlt8Dw0BLLXC+SBEoWRmU8HnBK4fcjFwJvzs6vtACVda0jmCQtRfvSXz6ngD4Qyb11d0sDLZy6fKf4HupHuuCSuxPFitLXxOhIH/6+t85MpKdaKZkjD9V+3J1FxcFmU6zKDbIMdnBV6d+TEp3EahqAnE6dB0UzhGHXdqH9X7oRfG3xWm2BHU5WoTLNRs7opa4Sct2nW93M6MsfFHJhpeH87XYD+hoi4IlMv/b1MmlJTWGvqr+/a2e8TbVM3IfL3UXlaASXjf6p7v+tvX1gj7WLFrPjyddmnNNr2JRPse3hdeOpDWL12/1Z2lLho5zN2DuCy9i0bavzQeFikVekW/gSF8/olhHD01rWxg7aRQNKxqBzHhh05qWvLqnvHQWFZOEVlBAymaxqE/xT1WarvAHWHHDnhjT9+zlciGfybtWnAuXXsCYNwQf3boP0Ucz3xcV6WtC19njwCXMGv1KznNuGdAP5YweZzpeGUwqD/Fw8w4aFWjOhF4ohNaToNkKM8Fh3C5Vqan1DgJsh6FBXWiYYcUKlW2xuq3a8ZSKavVdMb42H2vMGH1tVG1gvVWGIXVWdNciRKtS/6Dwqwu59JizABCGhYhtuq9UGhnPNAfYMbXd6dI0MVesUnrNEkrIBRVi0X7/txen3XAiQ8YPIt4ZZ+avHuWZe1/MuaYKDgnZE36/CPhCC1TZoNdU89uz/pJTLIrbaQ4ffyGRT9StKRMJVqXrIbI263EfOulytSNL0pbETeeZ7rKoeoHK57Kf7hxpYFVwpNJuJs0EGxvIrhZV6XHwKzaGTKXpdhCLqjQfqdqQ2jb0VIqrP5jM48PXkbZ01nVXkTJ8SCCZCGC2hZiwrEe5MeGwm98CYIDi65ZQQjZ43egHjxnIBVPPYud9x5OKp3nijmd55LanHdf0utEfXfGjrf5874Lf8drs3N0OoG58zQuK6WY68YpjOPmq44iUh+ls6eKBK/N/6PciFmV7rRuKEYu8wClwxM2P6IUZr3HyVcex8M0lAJz0i2OZM+1l1zW9pukWk4SWTSzyjRzOZ2cPQ/5mP+yAxK5LU1kV591QnCPm3YA+ZyiRcyTmqjXK0nS1siiXHvsU51bm9unbdfweqMy2lbakK+0sj2jVCru1N18z7swRa4Jx2hR3pwc7JJa0ewNntkVUpJEhxdwqmaLDjgDZ+alf6KSqFPPlVJr1RjWQ264gWafea9MwdFLSwNgkKhrSpsPOsNm01Eilfcq74ib8cSXnPvJjRF+FSkq0jhjYEi0ex0qqfTaw43FY4N6VWUIJKuCVQ9YOqeHCO89i9wN3RkrJh68uZOqF0+ho6sy5plcOudfhk7jwz2dzy4/u4JO5i4lUhKkeWOl4nyo4ZK6E3y8CvnQClRt0IbCCimNADZNOM3crry40jLLPP30tEjCUb35uAlVQM0BX60wYbk47GpYP8bcjomFoVrhoeyf3Nx3M2uqPWZGux5YaTelyuswwnUaIpng5oeaEUrHI6upi9EkfZzrQgGqrZbvPrhSGWoIq5JOg5lTxmXz+EXz7tIMZtfsI5s2Zz/XH3ZbXul42ek3TuPGpK3jrqXlcO/lWBo8ZyK0vXEPzujZedRgLUykWTdx7HCN3GcYLM14r6HXFiEVefZSK6WaafeuTzL71SUbsNJRDTzmwN3XODV7Eonxfu9VrPIhFmq6h+3R0n46mafiDfqQtHb223IQiNz+imb96lIraMqZ9mhnHe+XhN3j4ZvfRyVxiUcN3hmH9bH+sMKSqMu/p0gqLx5/9E+K2/Rh/zXzsZFJZElpi/ADeO+MPVGrZO2rWmTHOGjQFVjmLX4VAplKsT1cDioMknGBbrO2ocjwlHFZvHix153/XY6IttAfKlaZcCQtsZI7SHwzUE8gytR1U+cBS3T4lbWypbfG4xMKQFhaSlLTpsEEz1HP0kXdqfOvRC/B3ZwQqzZQEWhMZXmdJxmzcgKU44t5s2AgNG7fjiqWu9BL6A155pO7TOe/20znkpAMAeOXhudx90QzHkAuvYtFP/3w2UkpOGTUFIeAXM3/GlD+ewc0n/zHnml455Ok3nsjMXz3aO14f6+jZjre4oVAO6ZTw+0XAl06gkokEy1KDILIq63Ef/eDjY1k0Gc6tc2lnobRw5EGixlS20KTrSglNsNO54jYhsBFRtge0tytbU0+YLDP9VNk9bDDL6bJDtFllJG0/nVaEl5p2wp9QWxGyWttYf2Qtf/Hth90Tz5ggWhbSMkCmCNodSk0meyFlKWb1fxBeN/lizK3dNnm3ik/rhjYeuukx9jjsKwUloXnZ6IdNHMLwiUP42w3/wDIt1i3dwJy/vMyR5xzmKFBtCy8+SUecdSjvzZlPa0Nhv3GFikVefZS8jr6tWbyeFR+u4rLp5/emseWCF7HI6bW54FUsOuXq4zn1uhN6//xc4mE+fG0hlx56fc41c5lb6+NGk5i8D+fePQczLEhVZ/hFslaiXbMfwQ4YeOe7WKbF1AumMfWCaXndoxOavjWMd6+5M+fY+9T2kcy5aRSo7pRweJgOCYEV8uUUO4qBTKdZFhsA9QtznpOsV//obRjOd1ERTqr3g2pz6aDy9YDuzPkKRbjNJCWNnN+j/oBMplibroVIZpx4s2iUkibGJpciS3GcntUV4x9XHc7Mysx9+pISf4+FlrLRUza+zgSj1i9W7kOpvbFgu+6+klBUQn/AC4fM57W54JVHnnL18ez2jZ04Z7dMd8/Nz/2Sk686jpm/ejTnml7FokGjBzDr1id7A9Fee+RNfnDlsa6v64tCOGQoEmT8nmOIPPIW0z79I2VVUT56/VPu+vl015C0viiUQzol/H4R8KUTqOxYD+91jIbqVVmP60IjUa9WoLJTKT5sGwGD3895jhVQ3/vS0eqcOTI20kJzsFqp4BFuMWmw4kT7CFRttk1aarTZIRYkRyEjastf2oKlXHPimeg96cxse9pAptNgZ8QcPd2k1iB9E6yWVuXXLGHHh1exqD/Mrd02+WLMrd02ebeKzxtPZNIJx04aVZBAtS0K2ei1Teauos9PuKZpjP7KyILWLNYnKRgOcMiJ3+DW05zDNLZFMWKRFx8lVaNvut/H0PHOHlRexCK31+ZCLrHIN3gQ7LM7P7/+KQDMsE6qSgcBqR/vS+3CJNrc+fzthn/0Gnh7xeKLBvDJ5Kn4hY6G2K54c13zrrz3QGVmDEYRgp3Ovox7h1cwp24P6Mg9slAoAp1peqRNLledci1AbGgA5bU4tyj5GrVJXQCpFueuoT3r1rI0EEAq5B3CRR0ZGWhBi47H7s5tNF8o/DGTpLS2S6+zpI2NJCTAqAopFR3t7m4e+MPR3FkrMKOS6LpMEE6wy8bfbSIkjPpsLUrLdLZF+Kn3yPWplkSjElTCK4fcjELMrb1wyHw6knLBK488/IxDuOfiv/Z2aj9882Oce9upjgLVtii04PjY7c/wze/tx7vPfoAQcMgPDuC95z7Iez0ojEOWVUfRNI3DfvhNfnHEr+lqjfGzu8/higcvzDuVtVAO6Zbw+0XAl06gkrYkbTtvp7bqUBIpae52FovSA9V3xeht2398hrSwsem203SZIdDUzvJH3lrKqWf+DK3PfLu/PYlIm4hECpIprMaVDlcoHHYyCe99XEpZ+x+E142+P8yt85klV21u7bbJqzC37rvJq6r45INCNvq1SzawcWUTp914In+9djZDxg3i8DMOIVqR/xiKl86ig07Yn2Q8xbvP5k9mVIlF+fooFdvNFIqGOOj7+/LGE+/R0xln1G4jOOWXx/P+Cx86rpezs6i+Hn3iOC6f8hBS0+gZW4FmSGy/wPjB16mZu5amNeuzvrZYfHrzUOZ+60+9BRS/0AiKzIavIdjljdMZNVfZcgDo3RoRLbdPT1CYysfe9bTzd6FeT2CXuySIFQito4cNVpBhOVhjUPiJDdOUClTSsljWVgejc58TLlfvtenvcP68hgY7WBYYpFSgCrbn7k63pM1YfzOytgo2NipbM7BkA/s+cgl6QhDo3CIE+mOSQJdEs6Dqk2Vq09dMk9oH3nY8p9RDXoIqqBCLVJtb5+tHVIi5tRcOqdICoRAeWVYVZcDwOpYvWNX7+uULVjFwZD2Rikje4/6FFhwXvrmY7579LZ5om56533eW8dCvH8v7HotN8X1y6hya1rQA8OD1jzBj6R2EIkGSced9pBgOmU/C746OL51AlQ9SNf0Q7WrnrvIZ0iJSqz6tY/STSSYY5xHoFJk0FgnhZok/bhNuSeNv6MKOrVC6ptXRif+l/2z130rVpxL6C143+v4wt1YxS+6GYsQiL+bWsPUmXzuk2nPFJx8UutFbpsW1k2/lvNtP5+G199K6vo0XZrzGkeceltd6XsWi75z1LV588HVHf4St1vMw+uZ2PBtydSS9Mvstpl79GMdcfDQX3X9eppupqYtnnvyA2R+sw19XC/EYh5x0IOfedir+oJ+Opk7mPv4uD/b5t5Av9IoKap4yuHzITPzY6EIyZJNIo6HhFzp73XYhg/643uVKBcLQGObLXSwaWNWt3pcx4dzhs0t4PW9ERoLizpe4NIiQXRir0TSMmpBSgidicZqtcnKZW2dOUrgggJR0djsLbUOqukDTQeHIvT/mfCPDAm2I0Ciln+mgV5oYv/t5SJ+NSOroKYEvJvD3ZASjUJtN5dpFytYDMDc2MvYSZ8GrVBgsQRW8ikX9YW7txiH7w9w6Hw7p1dzaS8ExW0dSviiER4bLQr33vxmxjgwvi5SH8hKoCuWQQghueeEaXv/H273WBT+6/gR+86+r+fkBV7uuVwyH7OmM07i6Obt/qHDea4rlkPkk/O7o+FIKVDHDeYDdDqmXVKoeLWN0y7no3TpCgr8rQyyEBeFmm+FLu5UbXGtvLGC0w+9HiViUoBJeyUUx6WsqxSIV5tb5bvQqza3zFYuKNbeG7Td5rxWffFCsWLRm8fqtEsLOvuWU3s/fcT0PYhHAsAlD2GX/CfzurLvyub3c42t/f5OpF/+NY356JBfd9xN0n07rxk6enfUeT8xZgvD5kKbp6qOUDdm6mfSKClKPV/Hjue+yVjsGOjqICAtDFxx0vOSo7wuOvvISKh96R5n4KKXkqxVr+Uog97i3oTJ6bRMCTc6UpiyQwhIaSHW7Y7AdR19GDRvhQkILRaAxRqOlUZej0UcTAiugKSV4sifu6O8JYEbUWxlYHc4pcpWBBDHF6XZ1H5l89b2TSCT92JaOtEE0BRGWQEtBoFMwrGeB+4UKgLV0OePPX+58jtIVS/hfhhufc+s+7w9zazcxqD/Mrd04pGpz63w4pApzay8Fx207kvJFoTxy8/FoZaRXNIlWZgoS8W73zthiOGR5TRmDRg3gyTueI5XIhF08NXUOJ142mYrackfxxguHfO7+lzj2wu/y/vMf0t0W44fXfI/5L3/S64OVDU4Fxzuvf4pjLjuWix6Ygo6U3bMAACAASURBVK5rtLR08+TzHzH7w/UEJu1CesGnrgm/Ozq+fAKVbbH2xZEcYk0GoCsZpKMzChLshA9/q4+xz6v3Kyqf9Q7lDkE5pfS1ElTCK7koJoHNC7koNn1tu/v2UBVSYW6dz0av2ty6ULGoEHNryL7Je6n45AMvG/3o3UfQsLwR07DY96g9OPyMQ7n8sBsc18vtdTSXP50/jckXfKdXDGpt6OCZ6f/miZnvbtVtc8RZh/LJ3MWsX9aQ1z1mFYsmjKViejsHv9PEM1zEsKY2avUYfs1k7A8sLjtR45YfnALzPuaSg6/Lax1XBIOcOfxNTijbXGXefhwyPlDtaJbdE+eFxl24rCb3A3diuPpBnmC783ezLhTLBIco7LapXGGSkiYRkV1IGerrQJZHYaOyJRHxJM1WlFz9yxERIFmro9JrWkpJysUfwRyrftyubp7OweOOYUNrJZaZEQFlVwBMgZ4QVKyAOvs9pWuGnnmPQc84n1PqHC9BFbzwuWINrt34nFv3eX+YW7uJQarNrd04ZH+YW+fDIb2aW3vhkNk6kvJBMTwy1tFD09oWxk4aRcOKTCfn2EmjaFrT4to9VSyH7GrtZv2yBo4+/4heH8qjzz+CprUtjuJUTrFo1pvcecPTHHPx5E3d6Rotzd08+eLHzPpkA6FdJ2ItXMKsW56kvKaMexdknrU+fHUht57q7GWayz5hxS37MfX1lzH0J2jsMNAF+DU48UidE4+E89d8h5ZDgluNoH/0+qeuPmY7Gr58AhUw7DdvwS0ZoloH1CmOcS2hhM3wKhQVk74G3slFMQlsXsiFqvS1YqtCqsyt89noVZtbFyMW5WNuDc6bvFvFR9M1dJ+O7tPRNA1/0I+0pet3tyBT7Q1tPPPAqzx+zyu95x10wv7833mH4w/6WPHhaq4/9res/Ng52j6rWDRuNOt+F2LMq3VcYt5H/eIYe1WuAsB/ksXBJwZ49divYi3LjEk/cEVhI5PZIEN+rhv6DDsHso8ttVsxjIqA2s6XZJLVqToozx36kBygeI+0LToSzr5g/kr1hSJ/t3PK7OhIK83+SqSRznq8GAQ6DWIO43ZVWhoZVRscIju7WZoexMHhDVmP+4VOok696Hj/RwcQnGTQbkZpNzLf4SWdA+lKB2lpL6fiDbX3CVAz/W2YIRhd4nEl9DO88rnNKMTcGrzxuWINrgvxHcrWfa7a3DofMUi1ubUbh+wPc2s3Dlk9qMqTubUXDplvR9J2a3rgkS/MeI2TrzqOhW8uAeCkXxzLnGkvO66Xu7PobaZeOYtjLtkkFukZseiZpz7g8ZeXo9fWYLW2ce0xv+W8P5zGrHX3IjTBZ/NXce3kWx3XzCUWLb1/b+5+/WU2iufROroJCBtNgxO/q3PydwV7v30OI74Ptm1z76UPcu+lD+b1njpCgyMiKSC46X9bY5eyBuYGBij1SPxv4EspUAFKPSZK+GLAK7noj/Q1N6GomPQ18E4uVCSwFUIuVKSveakKqTK3LkYsUmFu7bTJF2tu7SYUuVV8Trn6eE697oQtf8fEw3z42kIuPfR6x3WzbfTyG5NYdqaPiid35pSOWdR90MMeNWtpSFYy4vttdH5zHBXH2djxODOumcWMaxzaVfOEVVfO83vcxeAcnkVNVg8vDDwQbZnnpXqhdSdos3M/xEc0Pz2D/GqFhViMFzbuzFV1S3Kf41e/X7a1O8/wCU39moFuiY3MmTq2Z2Ql71cfrDRRzw01moZRrTYJTZomT26chI5Ni1lOi1FGyvZhS40VsVrak2EqVyruULMtxp35KS+ERyINc0s6sNFAhbSp6E/OVeJz/3NQIRapNrfO19OyEHNr8MbnVBlcO/kObdt93h/m1vkUHFWbW+c7gqbS3NqNQ3oxt/YiFDm91gk5eeTDbzD153/lH3e9TMXwgdz74e9BwEfvLOe3f3gRLRTCTiaZ+atHqagtY9qnmft95eE3ePhm5+efbBzSN2gglY+lOf6NRTQHvovRnsBCUKOnOeQ4OOg4OP53lzNw6lusWbRuK5sILwhVJTeJRQDbFx7rK2LKfS+Fy9Y+MtjCG8Fh8MWwmsqJL69AVcJ/FV7JRX+kr+VDLlSnr/VFNqFIRfoaFEYuVKEQcuE1fc2rWKTS3Npto1dpbp2XWCRlUebWuSpCxrf3YsON+5Gqt7hEX4T+4sf4/Cb+gIX//oHYL+3CwDve4m83/KO3RdorGveJsPI7ub2dHoqs56HIJPgchQW1+acZyHiC9WY1kN3U1YeO7VftNA0pyyXZtl5dR1HvNZPO9GJwdZdy4haI2RjSwi+y3+8ofxuyTG26na8ryWuJIYzwtQGQlH6WpwfQYFRhSY3l8Tp8HSmlY/52dzf6ZMFj+s4Zocgwen8HpdFIhbRBOvsZFQOZSmF9wauyJRQOr3yuP8yt3fhcf5hb90UuT0uv5tbgjc8Va3Cdy3coW/d5f5hbu4lBqURaubm1G4fsL3NrJw5ZrLm1E4e848LpzL79OSrqK7n3w98Bgo/e+YzfX/UYvjGjqLETjvzTCVnFouHDSE7X2P1Nk7GhBkTgEh5rjTDI10n5LgmuvTfJeef/jOCz87BMi6kXTGPqBdMc13GDtGyOrlvAD8o3/7vY3Fm0pbPZyJ2fUjRSCeex9xHl7bT4/Eq7toULmYhqKYTviy/vfPHvoARXeCUXxZhbeyUX/ZG+1hfFGma7oRhi4TV9DQojFypQTDdTselrXsQiUGhunWdnkSpzawC5/1dpO2c/rIDg2pbP+OVdn2H7JOl6E349nmFzNHj8XaXJemsP9bPs1LtzHp8QPxXuULYcAJrL3j3I14EI5ydm5gu9M0Gz7SOXHOwXGlbEp1yosmXuK9pIfAn13SK6C6PRfeoddXztzvQi4k+rNyxvS7PStBjmSwAQty0aLT89m0Sjd7rHIVJqxTi5cBl//fZBWx5YbBvZFUOmM+tIM4VMLVS6JoDV1aX8miWUkA1e+Vx/mFv3RTY+p9rceltk43MqzK3BG58rxuDayXcoW/d5f5hbu4lB/WVu7cYhVZpbv/zQv/nTlAeY/bt/Ul5Xyb0LfgfAh3MXc9tPpqGVl5Pu7i7K3DoXhxR7707Zq1UMCnXzlj6D1U23E9HSTNhlI+f+w+bT5FD++Z09sr62WMhwkN+PfZhJwb7jZ7FN/69hyRDdw3xqPRKTSVan64DchXijXD23kqYzQ6wJ9NCiqWWR/i5ncbRGj0FI5bv730FJoPofgBdyUay5tUqxSEX62rbIJRapTF/rCydi4SV9DQonF15RbDdTMelrXsUiUGNuDSC+tiuJyfsA8Nv5S7n1o2UYEUBA8txdGP5iDN75SJ25tRA0X5Hi/b2m5/TUGd9+HmOcu6ELX9bl6z6oult554tmOnsHRUUa/Iq3K8PEcBCL/OiYEQ3n+liBSBv02LmJg4YgXaa4g0pKUqbzexcMGWrXBPSEwJI2KbmlHz0lTbqlTZvlx7I1hN+HTKkTqPT/LObnP5qCGc3cr78rja8lhkgbyFgPMpXG7nb2KysU0jQxV6m9Zgkl5IJbwdGtW6mY9DWvfE61ufW22JbP9Ye5dV/k4nNeza3BG58rxuDazXcoW/d5f5lbO4lByZ6kUnPrnBzy9UX89qx7etN0VZpbG4ftif38SIaVdTBHf4TnV83CL2xqx8WY+KTkw86hJCf7sNq3PJd4Nbc2y/zcP+ppqvXsncNRsZKn/fsUff1sEGmDDjtMrigJXWjEByrmOYZBm+lsK2DUqQ9m8TU7M8QyPYXQy5R2UPtcGhSdiqBfJJQEqs8ZXslFMelrXsiFKnNrLy3LKtLX+iIXuVCdvtYX+QhFhaavQXHkwgu8VKKKSV/LutFrOr4RQ9F3nYhRHebPcxbyx7mLkZrACgjSR+3MgGeWYzU2AWrMrUUwyIC71nLP8JcAekeI+o4S7eSbwsh3PC+1BVLSEw/mFG0AzH4YzXJDWSClvPPFH3P2DgoJE6mr3XSFLbHITZJ0IbAUj9tJ06TBqCJXpJsuNFLV6kf8LDtzTUtu+R2wkdhkRuLCAUO56Dj6sTb2W3k+4RYLsem6esLG35lE607i6+7BVDwuZieTaHPnb2VXru5bWkIJW8MLn+uv9DW3bqVi0te2u+8C+Zxqc+u+yMbn+sPcui+y8bnBYwZ6MrcGb3yuGINrN98hp+5zlebWOcWi1z7lt2fe1bs3qTS37vzhvjT+ZS8Qkhuq53Hbf94kqFtMHNlI9ROSdz6exISz52PbljJz68QAP//e9bGcI+jvlH/Mr6qPh3Z1dhxWQENzGEccqKexqxXPvqXSdNgRtnRNbQ9NcU1MSolpO3NEEVDfKe5W0K329yB8VUrXTNU6H6/SEkjVBd3/Ar74d+ABXsWiYhLYvJKLYtLXtrvvAsiFCnNrKL5lWVX6Wl/kEotUp6/1Rb5CUb7pa+CNXBSTwJYzOePpD5h6w1M88swiKsYM5d5N5o4L5q/mltv/1XteMelr2aCPGcHkf77LN8LLqddt/AiCwoe+6UtqSIvvtvyU8FNNBV87F6Rh0pSoI6JlT+oCkD717cOGi4+P1h+jWTFngWRCRROLFXe+aCbY2JBDoopoJjKiuGU5nmCtUcs+weyjUj50UpUaKqmbTKZYm6ze7r9vFo5sJEaF+u9R1Z3l7LrnFEJtEmGCsMGXlGimxB+zqV/RjqXYiNr+aDHVWTx6JSXRqAT18MrnNqOQBDYvfK6/0tfcupVUpK8VyudUm1v3hdMImkpz677Ixue8mFuDNz5XjMG1m1gEzt3nqsyt0XQ2Xvh1uu7ZB4IWl/k+pv79t/BpNmV1KSJ/12h+eF/q73lbqbl163eTrDx4Rs7j59g6a3UdaavbrYQLXfMLC+lTGacBvriFIXMvHBACK6grtTKQxuZO8dwCla20NR2wJV2msw2EL6i+g0pPOPPlSj0ButrPtHylJCUNfOiYWGhopGRG8bOQLE4PQQZzP6t8UbDDCFQqyIXqxA43saiYBDav5EJF+loh5MKruTV46yxSlb7WF/mKRSrS1yA3sSg2fQ3ckzPQNL57wZF88s5nNHbb+EaNAMvGXLsOKC6BLRu5SB61D9f+aRq/eiFBRJik5Aw6YwYBIZg4AeqvO5SulzJpHarS1+yqKP8vspTR/tzSgRlS3OIqbTpTzhHqRlU/VGe6nX+iB9T1g9H0f8HaRk87//3LhcSKBhz6nQqHjCdYa9QA2W9YFxpGVHUHlcF7D+7FLlVfA5mpvvl6wN8jERbohmTs3HWoplH+F95n2Au5j5cEoxJUwSuXKyZNF7zzuc0oJIHNC5/rr/Q1p24lFelrhfI5IYRyc+u+yMbn+svcGnLzuWLNrcGbWJTPa7MhG5/TQiE2nrkHqV/uT7rG5vLwUsTaT+HBPdB8NgIYda9Ae32+MnNrgOHHruSZCXNyHh89aTT1nlfZGma3s0KiualJRSDQbZGSRs4OKr+wQXGnuK8zQZsNdTk0kjLhJ1UbQKnDp2U7WhkA2AG1BTFpWTQknFuLhtR2KufLwW2a3SxpbyUaGVJX/pnWv7CS/SI/xZfYFAwT0Qg3mwgJwrQJrWrDXqEwfvq/hB1GoPJKLvojscNNLFKRwFYIuVCBQsmFZVpFm1uDd7FIZfoaOFehlKevTXkAoet859z/xydvLqVhbTtaNIqIRCCVAjNVVPoaZCcXicn7MOTyz9jtrRQRPU0ydC2fYHPOXIMaPcadG75F92EZsUhVApsZ0TgglCQoAmxJy9iyMR1d/QF/qvs29rr1WV9fDLSeFN0y909XUPhJVgvyC3jOE1LS3O5yxWg/VGfizhtbUFcvLbjxssGBTpYEBiEVjmeF2tJ022mCenbS6BcCO6DnHAEsBnYiyR2vHs79g2MYaR9GexCxaRROj2kEOgXD3+hU6h2AlAy48y3HU9R/i0r4X4VXsag/0nTzEYoKTdMF73wOvCeweeFzqtLXnLqVvKavFcPn+svcGpz5nHJzaxehKJ1MF2VuDdn5nF5VSdPxu5C6dH+SdZJfaMuxVy9CzPwaAHZKZ5cbG2lavVaZwbUoi3LRTx/h1IqWnOd8dd4UBr2uZLle2NJZNBSRftgV/c47+8RII2vDw7AUpq/5epy7mWo0E7vMuRBaKETSIG7n5su6ECit/AEykWB5cgBUbnD4i6ldE2kTS28vilnS7rUzSFk6QcX2FENebGaX8inoRsYbSk9JQu02Rlgj3GIS6DIQbR8rWw/AbNhI/d3ZbSLgy1Nw3GEEKq/koj8SO/IhF14T2AohF15RrFhUjLk1eCMX+RzfFgWRi882ghAIXc90StmW0vS1pin7U/PicKqDcV4LzWKeL8VX3oZyPcm44Kdc9e6xjD9tvtL0tZ6BOg+NeimnZ9GnNYt5OjQOku4pK/ki3Jwmbhs5hYUKLane3Nq0HM2tAeyAeh8faTtfs7wqP9+HQuA23z4k2kmbrmei5hUh2pip8gVF9s90sL8dERiubD0A/8ZuvvHWeQyp6aQzESKRyoidyY4QIq4TatEYta5B6cYrjTTjL3BOOlI/bFfC/yq8ikX5jqj1hVexqD/SdFUYZueDQvmcigQ2L3xORfqaW7eSl/S1YvlcV2t3v5hbg/MImkpza9/okXSfuC9GVHDTuhXYjSuQl+9PbLSJXpnG6giw81VLsDq2/Fv0bG6962ievO42hvmyd4qvM2Ocdf8UWL226DW2hUwkWZkaAOQWqNIVypbLwLZY1+ncTBCKqPfa1NtcUma1FGhqeaSQEsuBVeiA7deUajcilXY0LAcwg5+/qbbyiQMp6fn7YMbu/hMCHRrSJxGmoGydRE9LfElJ1eJObIUjmwDWomUMv+mL3620I2KHEai2RSHkor8SO/IhF14S2AolF17gRSwqxtzaK7nI5/i2yEUuWs/ej9a79kEYGlfVf0JVz3sE5owmoFvUhnpY8dB46u95W136GtCxR5r5uzyd8/gz41bQolhYCHQ7G02X60nwq51LFqbzhtsv6IqxyqhjzxzeQQCW2iJUBs3OLctloZTy9uFQi0ucbCBOm66Dwu9RpCHFzS2TAOg0wyQsP51GmHXdVQR9JiuWDmKn5EJl6wFYSz5j1ImAEJlW/izv4ZelKlTCfx9exaLBYwZywdSz2Hnf8aTiaZ6441keuS337z14F4vyHVHrC5Vikao03XwKf17TdKFwPuc1gc0Ln1OVvpZPt1Ix6Wte+ZxKc2vf4EFYB++B1AW3f/AZ1sLlJC7eH6kBAkItkprpb2PbtjJz67XHDmXeJX/Ch561ALgoHefiu86EjtxicaFIVQco13L3DFdpPlI1QZQ6M+bx3TPD6vleMuk8bhcNqReowk3OoowmJDgE1BQDX0fScdzOLwRSsUCFZZOWOrkEKh+68okDaZo89/f9eXTIvgBoaYEwwR8TaAZoaZjwVrfyJ4ea6W/jZHyjfmizhP7EDitQFUIu+iOxo1CxqNAEtmLJRTHwSi6KMbfORi6Ez0fX8XvRfdn+2D640v8Z9orFBGZ/BWkLhCYZ/GCQ4LPzADXpawCxb8dYecDfch4fPWmM8vl2kXIeRvJrlvLNTzeko9H0KH8zIhqGZoVrJk3iDqSmUkthR5VOt4MtM3PdDkhVqSdRWlp9V5YbAp2S/6TS6EhWmbVYmzrHPksNpM2M8uyHuzPRWuBylcIg3v6YeQfWZsRT20ZKG6wuolZm2H6CXNN/G71io+4Sdny4iUVuYpDu0znv9tM55KQDAHjl4bncfdEMx7FwL2KRpmnc+NQVvPXUPK6dfCuDxwzk1heuoXldm2OyrVexSEXnkZcRNFVpum5Ckdc0XSicz3lNYPPC51Smr+XTrVRM+lpOsWjkcPRdJ2KVB7nn+UVY/16CccK+WH6w/YKK1Sn0Vz9Qam696MpRvHfc79ERlGkZeaavp88PVh5Kx998Sot/VoicHcUAIWGDTy2fi67oYJ0JlTuY17HWD9N2Rtz5JoWQyot/wqXiNTbQiCjbQ2mintbUzjKjlgn+7N2KEeEnXeFHZX1V9sT58Utn4K9MYdsadmsAzRBohsDfKfAlYOhLirvTTZMhv3W2MigxvRLcsEMKVMW2LatM7ChGLMo3gc0LuSgmfS2XWGTttzvmEXtjlGncsnw5qfYVaJdkxCMrCGOmr8Fcu06ZubUIhznql69yVd2SnOfsPm8KQ/LnoXnBMl2ca/R+EDOSLuNgviQbdR2pMGrVF89ExuciUv2REKJ1JeiwfYzIcbxcs7EjauM6ZDzOkuRgKM9NHFwmAIuCloYGM0a3FBhSo0f6CGCzxqwmbgfZsKaWCXKF0jXrZ87nmn+fBIDoivVW12U8AYbBhPR8pSkzANgWVtd/wSm9hP86vIpFk88/gm+fdjCjdh/BvDnzuf6421zXdBKL5r/8iasYdMrVx7PbN3binN0ynkE3P/dLTr7qOMdUMi9i0bCJQxg+cQh/u+EfWKbFuqUbmPOXlznynMMcBart3usCxSIV/pTFjqCpStPNp/DnJU0XiuNzXhLYvPA5lelrr/zjXe68+lFunPIg51x/HLM2Ho7QND5btpFrbngK38jhmKvXFpW+lhWaTue9fu7faTrlmk1UaPiFhl/oaGhoCCa990OGvFr4pZ0gbKjTozmPB/pBQfEXVxv2BBFP0mrnLu4FhZ9ErU9tB1UeSNep72XWOp0fRSdUNyufOHBDSBjKza3tWA8X/us0flaz5ZlU2gLZGswk6/YIxi5uVCoWWe3tTPjJe87nKFyvhBJUYYcTqIoVi1QndriRi2IT2HKSi2cWcMctz3Ld1Y9z7uXf5e9TjkATgiWrm7j0rjlooYy5dTHpa9mg19XyoweeZnJ0PX6hb9e6HLOT/N97FxLYlPqmBLaN7dK82jNa/U+lZThvMtFa9d5BgQ7nNXeJbOAzxX5QvoSzAWOtlkJGFc++SelqcKka0jRpTpcTt9MYZO55811325IOO+Bq9F0Mxv15BafNOR89lkIYFhgmaFpGOLJsJnZ9pLwqZCeTsHS54quWUEJ2eBWLWje08dBNj7HHYV/JO2XWSSxqXtfmKgYdfsYh3HPxX3vH6x+++THOve1UR4FqWxQiFmmbfEn6UgtN0xj9lZF5rweFi0Ve/Sm9dImrStMtpvCXb5ouFM/nik1gy8nnHnmbO697kht/PJ1zrzuOWQ0PIDTB8sUNXH/5P9CiUepqw+rS1yIRxLNV/HTuq4SEQZnvTyRj4BcaQwfa3HADHDrgMobeslZd+pptEU/72TkQyXnKzvWNdPnUdjOFXEazdi1roDk8CNmtTlUKdkgsaef09wwJ1KfMRsPUa3Eg+/urIbAUq1MynWZJbCDUO3jMuhlj9gOCmql84qBilcVZaw6gxwpgS0FrMkpzLEpPLMORtXUhxne4e+0WAru729X3siQWlaAKXgqObq/9PLBDCVReKlEqEztemf02U38xmxvPnsa5N36PWRvu7yUXN/z8772tpsUksGVN69h1Imc9MYc7/7kBv4BK7TfYscy87K61Pk4/N8hts4/CXrVGWfoaPh/1ehdlWnbBwi90UpU6KruLpWmyNlntfE4/dDPR4XwXQb/CNqZN0BPOx+N2EAog3nlB4ugHFRQgA2r/yYtEiiarDDB641WT0iQkfHTbaVosP9KvqyVuqRRLLv0aR1R/FS0l8cdMxKb3Uu9JI3qSjN3wkfIxNHNjI2JjY2mOvYTPBV67mc6/40z2n7w30coIie4k/370be6/fKZjt61XseiNJzKV2rGTRuUtUG13333EIjcxqKwqyoDhdSxfsKr3+PIFqxg4sp5IRSTvkalCxKK1SzawcWUTp914In+9djZDxg3i8DMOIVqR/yhzoWKRV39Kr2KRqjTdfLhcMWm64GBl8Pc3mfqzGVx/yp/5yW9+sIXPfbKOG8+aBkIUncCWjc/5Ro9kyKwWLnz9fTRsmplJqKuTgLCJDobzb9U4W16M/cg7ytLXACZVreOIyObOjO07jJL16neuZNq5O1r7L4gZA/2diOAIUNj1pFku/p6aj3SFX2k3k+hJ0GiVsfPnyDikLYmZLncRUP/3qViu8fOGvQAwbZ0uM8ia7hra42G6u8IEV4QYYeUfHpAPoo+/x/qn/SAzz4g+q43B2zQ5lMSiElTAK5fbjEAowH0f/Z7KuvK8Ahi8FBzdbBA+D+wwApWTT9IdF07nuu/9np/87lRmrb8vQy4+WsN1x/+h9zxliR377M6e937ICW9spFybR5s+k0860ySln5rBcXa6aTwr3t6F5MZGZQlsUgh2DzYw1p89rWO4rwu7MndLc1FrhoPU6j2QQ4LyoZOuUNsZIw2T5qTLQ4umntC4zZrrWj/Mt7vs4Vo/tPj42xOOBowpiXKPH6upmV/edDZXRAV6ShJutdETNlZYI9SaRkuY6J8sVU6xtNfnk+1xsCQelaAaXsnFZX85n0NOPgAzvUUYuuLbv2LRO0sd1/XazfTPu55n2pUPkYynqKyr4OrZF3HC5Ufz8E35j/MUIhapQl+xSNM1RzEovCmSu68IEuvICDCR8lBeAlWhYpFlWlw7+VbOu/10Hl57L63r23hhxmscee5hed1fMWIRULQ/pRexCNSn6V573O847/enZgyzdY3lH63hhlP+jF5VidXRWVSaLmTnc6kj92a36z9it7fSDA7M43XxLhvaN2bGd4bAgD+MZ/mR4zC36RT3ksBmV0S4ctDz2/C5LV0whrSw1U7aI9NpVsTrnP9eIfXcKuVibh3oh84XN82rRo8h/GptBcItJnGZplI4iNCKG8lld4zl6QEcHM4eJ68LDSOqelGbT1YO5cGBddhkPrek7WdxYjA9ZpA1sWpCq9UPFQ64610W39/ncdROEjRXM0hKBilfbROkRBrqzddL2LGhQiza7//24rQbTmTI+EHEO+PM/NWjPHPviznX9MrlNuO03YeT3gAAIABJREFUG0+kZV0rlXX5Wdp7KTi62SB8HthhBKps5CJ9xN40nxtnwivVJP3tPOC7jQmNG9GRUA8vHv9dRr+fiXdUldhhVAW5ov5dKrW+G9HmBIQQbdZ6ngtO8rTGttA6Y6w1K5jgz66klGsCsyKE0m2+rYP/JEexZ3BD1sO60EjUqx/dStvOX7my+vx8GApBoMv5nRtS1kVS8Xy7L+7cEj4q0IKI7gQKvX7EhhYOf+lnaAELbUMok5ZhCJAQaoFok0XF0kVqzRBTKWqmv+14Tkk0KkEVvJKLp7u2DkvwB32sWbSeH0+6NOeaKsjFP+9+nrsvmlHQvXrtZlqzeP1W15O2ZOg4d4/EvihELFKBbcUiNzFos/9ktDLSK6pEKzNiQLzbfXy62M6iNYvXb2X6fPYtp/DR6+7jIF7EonzEpG3hKhZtk662fMHqTOFP02GTt52qNN3Y979O4umJiLIYfwzfQXilwc7RBvR6yYR74dOGrxI42lCappsu1/n9kDdy+jIaciVvy7HK1gMQ8RQddu6ubQ1BskajQumqeaBcfae43ePiHRRtojlQq1QICDU7c6uolgJdsQLo0u0eFH4SdWr9oOzOLmau+zr7hmex0SpjVbqebjtEi1FOlxnClDqBbtVd+JKdfrqMWf6v9PmLSOx4HGwDrAZG2AptP3rXsJCpUr9SCf0Pr3xur8MnceGfz+aWH93BJ3MXE6kIUz2w0nFNr1wOYNzXRrPPd77GvZf8lV/Ouqioe/dScNzWBuHzwA4jUGVD455+Pt33oZzHn99vFUYfIqUELhtRf3QzYdsY0keuhtKI0DHK1W5+MpmiyagAsgtUAC5BaYXDtljV5txB5dPUyxmpaudr1gZ7WK+4yle7KMlhnx5LwvDT2RMm2RUESxBo9uHrEYQbJfWdzn5lhcJqbmbCWc4RfSUKUIIqeBWL8m1r7guv5OLoih9tdb17F/yO12a/6bimCnKhAsWQixOvOIaTrzqOSHmYzpYuHrgy/2TUQsUir8iVZuYkBsU6emha28LYSaNoWNEIZMYLm9a0uHZPeRGLRu8+gobljZiGxb5H7cHhZxzK5Yfd4LheoWLRZ/NXce0xv+09L+vxybc6rplLLIof+3XW3bc3SwX8u+ufVL6XIOQzGVvZgnanZOkHezLh/Hkgpbo03aE6H+6V2wIhbgd4TVfbLxHotByDQ4b7OpCVZaDwmVskUnTYYXLttrrQiI2UDFC3ZF6IlDmHBRWDUINzp1K3FVLeta2ncRy38wsLFIfB+BIWSwwfVVoPSanTvUmAXGvU0mFFsNDwJdRyV2maRM60uKzidERXDzLWA5aFNE2kZYFtU2O+o3RNoBSQUsLnBq8csnZIDRfeeRa7H7gzUko+fHUhUy+cRkdTZ841vfK50288kZm/enQrDpJvwEXvfRfI5TRd46L7fsLUCx4oaJ1t4aXguK0NwueBHVqgckPEl6ZLEzj4QhcMX49J3LaozKFX+AVIv2rlxhlhESBer1igShusdGkJ7w/0tOQ21OwvDJgHZ3z9QDQkKduHX7NY2lFPLBmkqyVKxccBBpnOXUCFQnt9PoG5OgFpU5mDoJU6i0pQCSfPId2nc97tp3PISQcA8MrDc7n7ohm9njKfd/qapml5tzX3hUqxaOLe4xi5yzBemPFaQe9zMULRYT86iMN+dBBtDe08P/0VHrv92eyhHg4ohlzMvvVJZt/6JCN2GsqhpxzYayTuhmLEIi9wSjNzE4NemPEaJ191HAvfzKTDnvSLY5kz7WXH9YoSi/qIQQedsD//d97h+IM+Vny4muuP/S0rP17juGZWsUgI2k/dl64b92OVgJdWvYi/85/UVGx6z2/SMZ7cj7r73mbNonVbvfde0Li3xsqj7s15/KhkOYbQQKoraUQbbFLSyCkWTQw18O/oGGyF5tZuqNdtjOqw2u70PODvUmyfYFms665Ses18IFyasoYF2vnYp7ZXTDMlMTtFUtr0XX6jFaTZKmdJcgjSr/bRRnt/EdcdexpIiUibiERG7JM9CdjUHVYe+4/ykJRtR09LKKE/4YVDuh3PBq8Fx5/++WyklJwyagpCwC9m/owpfzyDm0/+Y973XAifC0WCjN9zDJFH3mLap3+krCrKR69/yl0/n+7qV9gXhXK571/yf6z8aDUfvf4pXzlol7zX6QsvBcdtX/t5YYcWqNxmzaO+NF2KO1+0pEnSYd1yoWFUhT73N051N5O0LNrTzqMZZlT9F9Hf5uO1ROYzW54eQNwOYkidVclaOowwsUXVyiuLlQ+9S8PsTaRYJkFolJkrKevP+XZQ29lXwhcKXjb6Ysytwdlz6JSrj2e3b+zEObtlWoNvfu6XnHzVcb1JZ593+tqwiUOUdB55aVk+4qxDeW/OfFob2vNeDwonF09MfY77Lv8b3W0xJu49lqtnX4xtSx7/47N5r+m1m2nN4vWs+HAVl00/v9dXKRe8iEWarqH7dHSfjqZp+IN+pC0dv7tuYpGbGDTzV49SUVvGtE9vB+CVh9/g4ZudfbayJqGFQrR/bxLm2fvRGBa89tErmOufx9/ixwpI7Avq2GlqGPvDRcy4ZhYzrpnluEY+ELrOTj9ZyIMj/53znDFNZ1F3n+eltoKedhZIyvwpOhQX/4yowJez7wWqtDiE1PvbOCEoNKyQrlagsiyS0o9Tv7JybiUlHXF1o7b5QtiQkgZGHyHTkDYdduaL02hUQECtH1T1C0s5tuNnBDrTaKktvytaZzwjHFkWVuNKpWvKVAq5QG2iWwklOKFYDuklfc0Lh3Q7ng1eC46DRg9g1q1P9oahvfbIm/zgymMLep8L4XNl1VE0TeOwH36TXxzxa7paY/zs7nO44sEL8/akLpTLDR4zkKOnHMFP9risoPvqCy8Fx1yv/TywQwtUwXbnWfOdohvZGBig3OjOcHA79AsN26e4+hVPsCpdB5H1WY/rQsMoU+8H1ZaMstKI9f45KTUarTJarTLWGjUEW9WvOe6WT7nt7iPBlsh4HDY9uMh0GmnGGWO/p3zNkhni/za8iEXFGlx72eiLNbd28hw6/IxDuOfiv/Z20Dx882Oce9upvWt+3ulrqgy3i21ZDoYDHHLiN7j1NOcgjW1RjFD02fwtD0uL3l3GrFuf4P/96KC8BSpV3Uy638fQ8c4eVF7FolOuPp5Trzuh98/PJR7mw9cWcumh1+dcM5tYJPwBmDSRxOR9+POClfzhsvuw/WD7BemDarGO2I+x09Zhrl6LZVpMvWAaUy+Y5nhvbtAGDeCWG+7jwJCZlXOkpMG3/nUBUYWT2dKWrO9x7nzxhdR7B7l1vuxbtYIXIiOUjvsEOzMpr7nkoIF6DBlVK7IEW5O02SZlDgqU7Vdb5JQ9cZalBkFkVc5zrLD64l9P09bWE5a0sZGkpEFcWpSFUsrDYEY+1cLBqy4k2GWxuX1IS9sE2jMPjHprN1aLc2dhobBa2wjOaQPYqmOpVA4sob/ghUNuRqEJbMVySC/pa144pNvxfFBowfGx25/hm9/bj3ef/QAh4JAfHMB7z32Q93rFel4+OXUOTWtaAHjw+keYsfQOQpEgybjzGHUxXG73A3emsr6CBz7JFOB8AR+RijCzN9zPtZNvZcm8z5zX9FBwdHrt54EdWqAqX2eRkiYRkdtwUjX0pnZWGVVM8Ksnhbkg02kajUpgPdamkmVKmtjYWEgaLZtwi+KBMNsiMkUwpezcLf/NtNE6Y2AYyHiCoYn3lbcsWx2d0JF7PriELy+8bPLFmFtvhhexCIozuPay0Xsxt87mOVRWFWXA8DqWL1jVe97yBasYOLKeSEVEWVWkELFo7ZINng23vXQVHXTC/iTjKd59Nn8yo0ooki4+h1utWSS5CEVDHPT9fXnjiffo6YwzarcRnPLL43n/BWd1JWtnUTSKGDwAbbedmD5nEX95YQnJ+gBSA2NcDYzbj+rZHyBTKf52wz96fZu8QB80gB/NfIajo43oYkvnzWbhqN2K873XL8S3eq3ntXph2ViInAUxDQ0jrHgYzLZo63Eee68sSyoXFsIteYR4RCYqDfHwJWxHP6i49EFaLe/yNXWyyixjRA6mGxEBkrW6WvsEKbHl9u/rVtwuol5OGf/XFF9ZOgU7AP5u0JMSf1wS7LAIdBnUtMexVKf4frqUiiw/dZtXURc7U0IJGXgViwpNYAPvHBIKT2ArlkN6TV8rhkNqmlDCMQstOC58czHfPftbPNE2PXOv7yzjoV8/ltdaxfC5ns44jaubs4+5CeeGjmK53Guz32Levxb0nrvr/hO49C/n85OvXeYYkALeCo5ur/08sEMLVEZEQ3f40Af6OxGh4dCjVtmzt6nwba5E2dg0WyaaqXaTt+Nx/nXrN3m8/mCCnRIkhFstNFMibEmgOUHV0o+VexZZn23fBl3yRSqhv+Blky/G3HozvIhFXuBFLCrW3Dqb51C4LASw1aYY68isEykPKRGoChWLvBpuexWLvnPWt3jxwdcd/RG2Ws9DFeqb39+P9/+1gHh3ggl7juHEK47h6bued10zF0F45fF5TL3pGQ75yeEcdfK++AM+ln/WxLXXPcFqvaxXzDjkpAM597ZT8f9/9s47To6y/uPvZ2a23F4vuVwSUkggdKT6o4ogKhaaBVCaSBMCIgpiIUiTolIEBEORSDMgSJCOVOlFE0p6SK/XcmX7lOf3x+Yuhd2Z3ZlnYwj7eb146d3MzZPZu93nM5/v9/v5REL0tPfy6j/e5p7fFDapLoTOY3blT5fcRK0wadYlGlCr5YpGGhofZG0mvnkc9rwFJV+7IKSkSY8T0/IXp2q0CKmWEMVR/SKXjCdYlB0CBWLdQ0InNUSg2umnp7PG9fiQ6ji2Yj8o8T/Y6DVLYruUvIboWZwGxQE0toMpdQr112gIsoq702UqxV33H8YdYdBMMBLghCCUkBgpiPQ57DCjS3nHj3jzfYa5WGlWOowqUIkgQpEfc+sBBOGRfhLYIDiH9JvApqLgWGr6mh8OKdY+pwfhmKVySCEE1zw3kVf+/uagbcGJlx7D1c9czE8OuNh1rSB87qk7nufoc7/Oe8++T393nBMmfodpL3w0OGaYD0GEomw6Sza9bgKorzuOlLIoz6tCvpf69tuQ+cbe3DB/Mdf94nYSIwRWlUT/ajPRPfdjxD8W0b5kRd6AlU2JzVqgCve7J7BoOLk4ZIWwO7v41R9+yM8ac284PQORHomRkuhZSbTLJPzubLVCjpTUPfBWwdhhCco7mSr4bCMIufCTvgbqhCI/5tZBNnq/BtdBxCK/5tYDWN9z6Ipjrgeguj42WHGprs91bST7C2+qxcKvWOTXcDsIuQDYavxwdtxvPH849dai7q8wuXiVm8+/hy8efxCHn/6lHLmYsZwrTruTJZkQekM9dk8vR044jPMnnYlu6HQu7+bx257l4ese91w3H7noOWlffnbxA1zxXAc6f2NRr4OGpLlJcvGv4ZJVX2LhgRHSyXTRnghesKPw+UgIyL8Ph4TpWT0sGUKge6koqifQNYHt5UakfuodnHJc1B16xj0JrRwId6fpdQmgiQqBHVHrByX7+znt+R9S1ZzCcQTZjhg4EOrV0LKCcD+MeGGVUvFGWhZbXf2G6zkVsagClXDjc14BKH7MrSGYUBTE3DoIjwySwOaXQwZJYFNRcPSbvlYKhxwYx/PLMf1wyNqmGtrGtDL1pqfIpHICzmM3P82xFx5JXXNtwe6ioDYGU66ZSm1TDZOm595H7780g2tPcreKKJSmq1VXwz67cudL87jlw0VkqwVWTOD8XzPOfvuhmTDi/jnYnV2DP/PBKzOLGhEtBGPEcA5/5A1OqPuYiAihbdQ1bkqb/eLn0HT3Ct9rqMJmLVDF5nez2ytnYYRyjcKZ7iq0lIawIdKl0TTHJtb1ntI1ZSbDkD+7J7pVuowqUIkg5MJP+hr4Jxd+09cGoKIi5Mfc2u9Gr8LgOohYVIq59cYY8ByK9yRoX9rJuN3GsHLBaiDnNdW+pDNw91QQsagYMWljuIlFf5xwF1/83oEcfsahhCIhFny4hMtPmcSSFfFcIWNtaMFhpx7CR6/OZvm8lUXdYyFysfDqfTn89SyzjL+Q7riWqDDRGh0OvN7kxFA33733fMZMfJOfffE3Ra1TDLI1gmNqeoH8nUX71M5nUfWukA4uPA7ASOVIS0hsOjlDplIsNxuhqrPgOXZYrbDjxBN8EB8J9YWJWbZ+05eKRlavYXHIQGbUyRrRNbbr77RBS0JErbWC1pvklLnfpzaUYcGaJlLJCFbaQCR0hC0Id2uMXbRY6ViY3dPL+DPfdT9H4XoVVOCXz5XL3NorAMWPuTUEE4qCmlv74ZGOZQdKYPPLIVUksPnlkEHT10rhkH45pl8O2dfVz/J5KzliwmGDtgJHTDiM9qWdrqNvbmKRvsO23P3MbG5/bT7pprXyyOhGGL0PelZS+/SHOMkkky64h0kX3FPEK+gO+3Pb8Lv7b2e0YVOjRT4hFq204pz8zgTEegJVYAjB2HA7NVo07+GQ0Mviee0Hm7VAZc/9mHHH/6//FRV8lhBELCpH+poXufCTvgb+yUXQ9LWgFSG/5tbr33cpG31Qg+sBBBGLijG39vIcem7yy3z/V99ixutzAPjeL4/m6bteGPz5TZK+9q3fs3DGur87r0pVPuQ11DYM5vxpd3Z6sZU3ah5i1vLJuQPVsPP1HYyXBvdf+E2iT+SM4O+8qLhxSS+Et+vjumGFPKyiWGPUiUQD0E1376CwsJV3FVd1uYsZOhIMxeKV7WDKwvQkJHQy9YpJlCPJOO6JY+VItsV0v4+2SB9L9HqlXdRVq1JMWPYlRkR7mBtvJW7mXJh6M1FWrmqEuMH2SYUjm4A9bwGhwwxSjmSYszrvORXPogpUIgifG4BKc2s3vlYuc2uvAJQgNgd+C45Bza398EggcAIblMYhVSSwDaBUDllq+lpQDul1PB8K2hg8+Ca3THyEg3/0Db75/X0wwgYLPm5n4pWP8eH2w4gOGYLx0n+55Kjfcdb1JzNl2SSEJpg/bRGXHHltka/ohug/bGdu+cNNDDcsIkL7hPf1OxnBVdO+hbNgka/r54UQDDcsGvX8o+31WphMS4T8UpJPOA4mOlDY79GDBm0ybNYCVQWfbQQhF+VIX/MSg8qRvuZFLoKkr/k1Q4Tg6Wt+K0J+zK03RhCxqBiD6yAbvV9zay/PofuueJi65hrumplLAnnxgdd44Kp1f5eq0tf0xkbmXLId3Lc7vzFmctmLM4hFs9REsnAJhPQRhH8aw/lgNpMnTmHyxCmer6cndJ0j95rGjcMKd9PevL3B8CeCL7U+Ugn3DhPdUN9rKzzaPYYYfYioSstnCMUtktIkVqBrq1azcarVrolhENXcDbP/FyTKaVGfBls73+CheD0LM62knRAZJ0fL5ieG0JeNMmfOCLYzp3tcpTTIdz9k5UERVum1yGzv4OdajXTYVuaEqXJ0FkmrIkF9VhFULFJtbl1scU+lubUbXyuHubUXggao+C04BjG3Xh+l8MgBzuo3gW19FMshDzj6874S2IKKRb7S1wpwyPt+9wTGsDam3Pkq9WNHcNecmwB48bmPuOfNRYS22wZ7znxPjpkPhbqZlk7cj2tefZVRxj9Z0mvTrEuaG+HSnwtiWojrunbmtQOGsmTWsg1GAINAarBDWCMi8otFQ/QETo1SqcgTuhA4IcUeiek0HVYdULiAmh6yeZgKVQSqCopCEHLhN4EtKLlQnb7mJQapTl8rN/yQCxXpawPwIxSVam4ddKP3ZXAdRCzyaW6dTmY+UQXUG+pZ/qO9SA2VWNUO50bfh4c/QERt6kcl6b93V8afvwJ7dbuy9DXRWM/9R/6JfaL5O2oy0uTQbc4h5s23i4dtsyLlbnSabVC/4TpZ966hpvqE+vS1bvdk2zFGL3ZLPSxdpmxNPWFiutxDrdAwa8NKyYRMJpmfHgq1Lq3tihuopG3z3qqx/Kc1yyKzBVPqZKXOsmwzvXYVCStC9YfqCeqIW//L5Hs/j0ynwXHAzklD0upFOj2Mlyt8jWd4QWYyFW/LzyiC8Dm/BtdB+Fw5zK2LKe6pNLcuFSrMrb2gKkClNKHIv7l1PpTCI/0ksAXhkL4T2ArwwHuveAQRifC3W16gftRQ7pr1RxDw0lMfMOWJmegN9TTXhXylr+XjkABzb/s8t3w5N842Qn+U5b25IsPu+0ge2ldjj+fPZfwpueCbm8+5i5vPuavwfRUJs1ZyRHUSCuSrmlJH2pt2OHuorpEeXktYJXctArZigQrTotuqAdoLnmLVbR5GRhWB6lOIIOTCr8F1EHLhN4EtKLnwiyDkQmX62qZCKeTCb/paUKEISje3BgJ3FvkxuM4rFg0ZQt/Xd8es1pAaXDx3FuZ1s8jWS+wqh+rz92H49W8XJAm+0NrCX398A7tF8m/yH5txzhl2BqwuvFGVCplIssRqYh/yP6wY6KSaNWLKVswJC+1J9+q2LIN9UqjDvYWntTpORnH6mmbm0mQLISENtGRGafeL3ptitR1iWAG2ENNCZJoMtQKVZTEv0Up707vYUtLhGJgyN9aYkGG67RrPbrKS4dgMP3MNE2uPg744OBIcG5k1wTSRUjI86+5P6WvZdFqpZ1gFnx4U4nJC4OlH5NfcGoLxOb8G10H4nGpz62Kg2ty6VKgwt/byrUzFc587KgJUihWK6pprfZlbQ3Ae6SeBrWBn0bWPo9XW8rdbX6B+REtOLAJeemIaD/59OlosRjaZ9JXAlo8HarW1LL57LF8cPZ/xsfnokbN4tRuiwmT8Af3ccAB8//ILsO96U136mhDUDevnG7GB1yfCxqLR0KG9ygtxoT53UWZYuAcRHgqJIrvDFCAqDKwqrUAfuU9Iie3yukVEiFSzpjSt2MlkWJJpAgqP8MvI5uHMWBGoAiAIufBrbg3+yUUQg2tVYlGpCWxBxCKV6WvFQmX6Wqmm2EFQShXKV/paQKEISje3hgJi0dBW0vvvghPSQMDl787k0ukzMWsFZgzqjvs89fe/BaDM4Lr34HE8df0NxET4E0aIAH/uGcE/79wGu8c7ZlkVajWBVRtRmpqFZdFvV0EBgUoXGnZEvQFj2vLYysqSvuZ+OGZkyWoCqbAYZSRt0tKmpsBxHQma2psVWZMep4qkk8bERkegobHQsul3wrTb9RgptRU3mcnQ9aOtOaHmbJBgdCdy3UWAMC1IZxje81/lgSXWqtWwSvFFK6igAApxuX/c8KSnH5Ffc2sIxueCGFz74XPRWES5uXUxUG1uXQqfU2Vu7QW/ASpBhCK/5tZAYR552cMIw+D+q6dSN6Seu2blxNKXHn6HB295fvDH/SSw5eOQxphRND/hsFvtcmr0NMv5Da93d2Ci03pgP798SueiC8+i+pENxcUgCWxC15iw4ytMaFia52huLC3dorqtWJJIuo/vb1XbQ1zXlY5vSw9SGhVZ0JUyV0QRbzPV43ZGZ9y1+JdbU+mSRUGEKh1Un3oEIRd+za3BP7kIanCtom251AQ2v+RCdfpaqWKRivS1ciFoFcpP+lqhziC9pRltu6E4uuCm+9/juic+QGpgRzTSJ/8fLf/txZmeE79UmVt//ONxvHXSdYTWikRVa8elBkSj4xYeQs+DhtoNV0BMhAsaTUc1EwoYX5cLIQROSFMrUDkSW+0VvSEl/Sl3EmU2qK8IGSkPc+toHz26Dgr/joy4Sb8jadHBlg7W2l4pU9r0Oxb9ThV2rdoxNGflai798alITaBnHBwj54tQM78XMllEOkt01TTl42LOB7MHdcXNo55XwZYMvwXHIOlrhbhcMX5EQcytwT+fC2Jw7YfP1TRWKze39uJk5TC3Lhaqza29AlD8mFuXXHD82+tMufEZtFgMJ5n0bW6dj0c6B+6ONbWVEdW5otgj2t/4YNkfiWomsQMyDHtmDCuOasNauQrHcZQksFmt9Vw54gFGGRuXikwgREaaOIZi76CsycpsA5BPoMrB2bsPEQojTYVeidL9PpojCeKKuWu4z/34qFA3ojoGCtPtop0m/U6WiJ5fEdLQcBR34ov+BEusRnaLFH6fZ9QOCCFNi1dXjGPlkJcHv5eU0OVESDoRepwYVXM2rddWIWwxAlWQbqYBlJrWEYRcBB1R80MughpcB+0OCpLAVqrgozp9zQ9UpK95kQs/6WsF59uvfBS9oZ4pd/w7Z4Y4O9ey/OKzH/Hgox+iVVfjJBK+0tfyQgjm3TSSZ/a/hZCAEFCr5T6SNDQiwmCbJ89k/BmlX9oNdhga9cJDZi3hhHJhQbMHRrPy73AjQ12IuhpYU5xwWwxEKkO7XUOhtI6IMDDrdLWjWdks7WYdsKLgObZiP22AVML9onqdenNr5SNmxaw5exHHXHYhdgQ0C6o6HYSUaBlJZE0GLW0hZsxRKhY56TSRJ9/9xPcrolEF5UIQPqc6Tder4BgkfQ2K43Ib+xEFNbcG/3xOhcG1nzE0lebWXtjlwB3KYm7txddUmlsPiEV5A1BemckFX7ocHNuXuXWhgqPcfzfmnRQiVJflNzWvcuXbrzC+sR19L8mOryR4u2MM1d/pVGpuHR8Z4d87/qNg8W9WbB4/bf4hrFTXGqslTRJOYVHGQCdbW462bXdYloa03MNFSoXscOdWI6NrWBJuViqKRbula3JwVJigKRbF2uOstjVaXEQo1aIjUtLvVJF01n32xqVJly3olzmhrCp/4K1/ODZtZyX4wfCzBrvtRcZG703k/C8zWUZ2vrNZ+FNuMQJVkG6mAZSa1gH+yIUK+CEXqgyu/XYHBU1gCyIWqUhfcyMXytPXLnsYEQpzwiXf5sRff2vw9KdSD/DBW/O54OBLkZmMr/S1vORCCObevhcX7f8UQ4x+2kKPMX2NgY7kc/uluOoJg+Nv/SnDf/eGuvQ1KQlHTMaZeN92AAAgAElEQVSFCg0sgValPvUp7DHf3hbp5WOjGZkpnvh6was6Uy2yoKstz8hUig67DshfZQoJHSuqdpOXlsUa091hKt1cDsPnwq+dLR2GNPYr90nY6vl+xg47Ey0jMBK511FIiHaAZkmqV9tUZT8p7ASB099P018K+yBtHo3ZFWxJCCIWqU7TLYbPqU7T9So4Bk1fK4bLbexHpMrceuC+i+VzKg2ui+Vzid5kWcyt3ficanNrV7FoLV9rHdWi1Ny694R9WH2Aw0RjIRP/eg1NLf3omiSk2wyN9bNk4v8x6rI3lJpbd+1cxfxv/ukTFgaD91L/Adc3fA2n32OUrwToGffiX4PmYNdGlE75i3SGXsdduPEaUysZjoPpYaZpxsNKOQ6AMN1fuUYjgQgNVbqmR9MWMc1ERpW6QYFlk5Y6prQx1/MNTUqTDlsQFg6arfa1tTu7uGvCUdxete73Gl6TxehLo8XTSE3QtvpD9VYGy5bDsnX7nQQ2x3zdLUagCtLNBP7TOvyQC5UohVz4NbjOBz9iUSkJbEErUcrT14Tg+Iu/w0m/WWc++FTqAd7/9ywu+OIlStPXjLahtD84kj1al/JB6G/8eU6uk6lZj9Nm9JAeGiL5tVOpmvqOsvQ1hMb4sSv5UcPA+2j9D/8aRgGJ0ep7JjJp902muSmufE3DozA5LNSDCA9TasAoPDa2IXoKp06ldThgOyQ8SJQdVlwRciR9VumJjkEx7AWdreXpAGgJHT0t0NOCcC+EEpK6hVnlxI13PmTbd9ResoIK3BC0U3zfw/fi5MuOZfi2bSR7k9x3xcM8MelfrmsGLf6pTNMths+VO03Xq+DotyBZiMvl8yNSaW4NxfO52qYaXwbXQfmcSnPrYsSibDqrzNwaTafrh5+nfzRcGl3GxLuvJVqXoaFmnYiYnrAf/OkNdebWmk7DD5fy1vaFJwY+192iZq31EEpIHGQBqWitR6JiGCkHU9pERP7iX61mkG0KF8iD8wcRT7LKrgfy81NdaGSa1HIrJ2syq68N1GpBnoh2ud9HSNjK7SlCqU+KjrZ0SMksNhJHajjValvx5cp2zvzteSChevW6Z51Q3CLUmURGdBoXzFHaOS4ti9Dz/2Hjv1yHSrERtiCBCvyTiyBpHQMohVyoRilikR+D66DkAnwksAUgF6Aufc0Y1sbsO3airaWX23iP2557j9pwhm1qc63m3aEY+jZbk56/UF36mhD8YvwzfLsm3yC2hi1NLhqio1QGkA4J010skmH1H5my3WM0S3OUd754YVy4HVG3t9pxO8vBdLmHmAAnqvjj2LbptQv/lYSETrpZsU+CZfLC27tzgh3CkYJ5a4Zg2Rq2FNi2RrIzxujX1Ndqaqe8Ra2Cpr4KKigGQYSif/bdu8G1QhGDJbOWc+ZuF3iuG0Qs2uuru3Hun07jmhNv4qNXZxOrq6JxaL3nmkGLf34RRCwqZ5quV8ExSEFyYy5XyI/Ir7k1BONzvg2uA/I5VebWWm0ty8/aCycMv2U5Eyf9HqLrHjn1iM3WB+yG9tr0DX4uiLm1Fg5xwFnvcuOw9wqes/WiM2j1dfUCcGyW97q/t7ViXKEVo0FLIavUCgvhNVl6HIuaAhqJYpdNAKSU2B4tUrZqGx/p0JN2Z/2harXjfQBansk9Wzo45Mbw4nYUpUkwQMM7K9j9z+chNdDTuf/C/ZLq1RbCBiNhYcxUbGXQ30/znfm70wfurmJrsGmxRQlUfsmFirQOKJ5cBEFQsciPwXVQcgGlJ7DlTV/bcTzzJ+6JVS25tGU+lz94JW1N60ScFZ0NjK+rw+7rU5a+Jhvr+OcBt7JTOP/GsNKKc3LrBER+SwJ/a5omCUdx+6rnopLOvmrXU/SYemHBy8dn24YO2o2Q8vl2WzoF29BDwlI+364nMvRLQfms7z8JJ5XmvvmfJ7l1hDnxoThrm9yX9jfQn46QyYQYOV1xvL2UbPuT9+hcO9veZPdsUnGxgs8egohFzcObOPeWU9nlwB2QUvL+SzO4+dy76Gl3T9MMIhQdUXfiBteaNP0PvPzg60XdaxCx6AeXH8t9Vzw8WJCK9ySK9rkJIhaVM023kBhUrjRdr4JjKQVJLy7n5Ufky9waAvM5PwbXecWiWIzUwZ/DimncNmsp1517A1YVZNaOgAsHthk7BmvBImXm1mLUcB788R/YIZy/W9mWDvs8P4EmdW4cSNuh39z0psNJD1/GEfW9mJoOjrrH7lDC3TuoXjNxqtW+FsJ2PLtNVKevyWSK+ZmhkLeInIMdVsx7pGTVmsL2M7Z0qKlWzOeAYa/1s2PV2SBAM8Exchw60isxUpJodxatL3hBYn1Yi5Yw8gp3X9tKh9GWjy1KoBpAKeTCb1pHUHLhy9waApMLPwbXeTuLRo+k55u7k27SuCK8jIl/uRaR1NEyGk5rBn11hHGRyKCPj4oEtu49mphx8i0FN78XUjrX138N+jwiIEqA6I2z1Gpgp3B+P6KQEDgRvWBLsy/YDkmX0SxdaJgx9QaMZsb94yBapd5oWvOYb49oZUhfS7u3oZcDWjzNi4nxdESX0qBl+NhsZn6mDRuBIzXeXjMGvTeltn3YzDL8uIW8pTciM+uq2zX2GmrKKRo5tuqCWgWfEgQRi4aNHco5N5/KDvtsSyaZ5dGbnuSh3//Tc80gYtGP/3QaUkqOH3M2QsAv7zuPs288hau+f6Prmqq6irbbextG77gVz01+2fM+B+BHLIrGImy751hiD73BXTNvpKahmg9emcmtP7nbc2wJ/ItF5UzTLUYMUpmm61VwLLkg6cLlivEj8mNuDQWKfy3NmHvuiDQ0/jxjCbcd+wcy9RpmdW5/DiUkQ9YmsKkyuBYjh/PbWyaxVyS36208ohV30nzjzR8TXbAo8FqDa3b3MsdsZYdw4dGsVKtiMcO26fUQqEKN6oUFJ+nO5xrCKTo1oXSv1tMO3nKRWujxjKtheUQYJFsUTxzYNv0uLVK2dLCq1XOs+ueqGdt1Jka/hhQQ6hMImbOtiPRKWuaqaYTYAO98yMiKlUEF/wNskQIVFE8u/KZ1BCUXfsytobBYlN1rJ9ItYW6dvZTrzrmB9fWNukU2A/UiVQbXy44ayTs//yMGet5OlMl9rTx07c7YCo2mqzptkjJLvdiEHje2TdbFmDAmQlgxtQKVzGRYaTYAyz3PVYou94pbVVh9+3DIw7C8zkgh9DBS4dJGymFG1iKmpUlLnbTUSToREjLMvEwb7/RsDVm192otWsrjX9uDx/W9kdEwYk0fMpHMPVg5DjLbizQ7lK4JuQS2Cj6bcEsz80o60w2ds274AQd/7wAAXnzgVW47f7Knf6BfsUjTNC5/7CLeeOxdLjnyWoaNHcq1z02kY1k3L3l4+QQRi9q2bmXKtVMHvWxefuh1jvvF0UW9vir8ig479RDeeXoaXSuLHyf2IxbVNFajaRqHnvAFfnnYlfR1xTnvttO56J5zSxpNL1UsKleabilikIo0Xa+Co5/0tULm1vqQIXTWNfPlfS7HqTJIN4ex1+sAqTpkT4wX/6PU3LrzG+N57IrfExKCWi3Xvb0+t3syGeXWpw/BSSp8AJaSqLCIiPzd4iGhY1WpL8RFhfverjpKvhg01yeUWxkI070LvC6UplNxWrFwJLbL4FWtJrDqI5u0OFgOOOkMj0w9kAfG7o00NcIrQyDBSAmEDVUdkm1nqvMwHUDTX96k6S/KL1tBBZsltgiBKgi58JvWUZBcNNTTLao4bKdfIcMGVl0UNJBCkG4JUbftWOx5C9SZWwOzf9vC2wfdQkyECAkdDbGBaPSt+V8m+biBVLgRRXpkQXEKoM3oRUQVt/Ja7g9HbXocWec+pqYaIaGTbDGUGjBK02JevBWGzCh4TrZB4YJroac9xKJoGhS3hFd1SOJOmogIkZEmPY5F/9pqWLcTZXWmDkI2KBRaqp/9gF998ySkEAjbBstGmBZksshUCpnN4CTV+U8B4NhYi5eqvWYFnxr4FYtCYaMo8+t8cEsz80o6O/7ib7Pz/ttz+s65wJCrnvo13//Vt7jviodd1/QrFm213XBGbjecey/7O7Zls2zuCp7+ywt84/RDPQUq8C8WPXLDE3zhO/vy9pP/RQg4+LgDeOep4lJmg/oVRarCHHzs/lx7sruXTiH4MdWeevPTtC/J+Sfec+lDTJ57E9FYhHSy+EJSELFIRZquG59TnaZ7/3VPM2zP7XMFx4zJ/Uv+vPYHBP96YQa3XPoYQ7pW+0pfK4SPz9uGqSdcR7XmEBNikNcN4Gcr92HeAVGlxQepQ6seKzz2jq187F2kMvQ4VRRydjHQMWOK/YOKuAerVvVolsPyuLsflF4GP6hIh7sM1GAkEXqNUh+fUNwi6djUF3iZo0LHqlJb0BXdvRw7/VQaqtK5ETgpMNMGImGALYis0RjzVrfavi7HZtSlb6i8YgUVuCJIwfHICYfxlZO/yJhdRvHu09O49Fu//x/fTXHYIgSqQuTi3iseoW27kWvJg8n9i2+DtT4sLz7yDn887VbfaR15oeksnzyc63d5iDY9Tkg4NK39oNYRxLQQe9xyHltdvUDBTa9DKGzRohcWZmKGierGT+HxaT/S6EHW1yhtAgr1Zel12fxqNRsnpta7SUpJWuZPBwHQEDiFD/tb07bp82gJzzSrH32L5EnrGIhbjTsZelJRVOe+tE6dy9e6z8OsEkR6HaLtKfRE7v0okmlkPInT7+O96AInnYYZc5Res4IK3OBXLNINvaiktHxwSzPzSjr76ikH8+ef/nVQdHngqkc44/cneQpU4E8s0tZ6lq2fGq9pGlvvOtpzPfAvFs14fTZfP+1LPNp9NwCz3prH/Vc+UtSaA/A7gnbQMfuRTmZ4+8niBLF8KFYsSvQmWb24I/8onChcmAjaWaQyTffeq6YybJdx6/jcoFgELzz9IX/68V+hd42yNF2AeZP35Pr9H+TdxfcQXWuYqCEZokv230Pw05+fhfxep7r0NXKFokIeSQBt4T7mh4cqLdp4oVrLgKG472XQaDo/l9GFRnwrQaPKNR3HtSMewKpVPKImJX1Jdz63VW0PPbqutIjspTy1hvsQhtpKZ2hZF+cvPYJqPYuDoCtTTVcqxpp4DMvSsFbH2H5Bp1IrA2vVaoYd3Q7A1gU60CqOAxWoRBCxyOt4IQQpOHat6Ob+3z7CHofuSsuIprK/PqqwRQhUhQwYF04ex7Hb/ZcrP/omAKMjnbmNFkjsGyF7yNGEntswWSNIWgdAS02CL1XZUGDi2awvQ8yq4f7xu2PNSl6NtCjd/Kq6LFIyS43Iv/HGhI0Mq/3z0pImaVmYTNdrOtn68CciO4NAxhPMTQ+DGnfTXNVw8tynLR0sbExpI1UbMAJb/auHXZ2zGVjaSEO02wEJsXaTtrmrsRR2TwHYnV3E/tG14feUrlBBBRsiCLkYQDga5vYPrqO+pbao/cKvWBQ0Kc1NLCp0rKahmtaRLXw8fdHguR9PX8TQ0UOI1cU8u2T8iEVL56xg1cJ2Tr78WP56yYMM36aNr55yMNV1pY1zlyIWCSG45rmJvPL3NwfPPfHSY7j6mYv5yQEXl7Sun66ir536Jf51zyueY5MDCCoWPXXH8xx97td579n36e+Oc8LE7zDthY8GxxvzopCVwWUP0zpm6DqxaNFtA7U/XvzHe/zx1D8hLUtZmq4wDBbcuxMX7PYv/vHx7kSFyXCjFx2JhmSHzzvMPe9Cxv5ildI03cbmfo6qjgP5C1+tjf3KR7PCHhaan4st5vXqrZV6bUZ6HTLSIlZg3G6InsKpVWutIDNZuu0aoHC3sktt0BecNT0817MLR1QXTlgUHr6YfmCa7qJYfShFj+Jxu+plkovbdwFgdaaO5cl6DM2hPxtheVc99soY47PTPa5SGqzFS+n9UpSetZ9p0k5SI50NPC/Lwu8qQSyfSQThchf+ZQIHf/8ArOy699xFX7mCWW/N9Vw3iFjkdbwQghQcX3s0ZyI2brcxFYFqc4CorubSzz3BcbX5Nz9b9nFTWwil9QPHpiPuPmJmNqj/eHYc9w11aKgXER0BCXUz0VrWcZ01LwdEJkuPS7pdr2MT7sls0n+VLjQyTYoJjWPT+dfRbLPTWWvn2QXInFFpdI0kFLfZflmf8qqQM30mw1z4ivoMvwo+ywgqFO17+F6cfNmxDN+2jWRvkvuueJgnJv3Lc90g5GIAJ19+LJ3LuqhvKZyqszH8iEUbw8vTaGO4iUWFjlXV5IoO64sc8Z6cyBKrjRadSFuKWGRbNpcceS1n3fADHlg6ia7l3Tw3+WW+ccahRa21PooVi2qbamgb08rUm54ik8p1bT5289Mce+GR1DXXFhzxDyoUAWw1fjg77jeeP5x6a/E35sP38sUH3+DG03NfT7lmKrVNNUyanmvvf/+lGVx7kvt4YV7Py7Fj6H1kGFpVgrP/cwJtkVzxZlS4k7CwYR+wDjga/eX/KkvTBfj86MWcUb9ive9sWBxzoupTs3o9km2bqpJkhAZSHa/zSrYtB4yku7l1gwZWXRSVA3cynWaF2YibQJVtUMxyNI06I79B+gCcaBn6bRZUc89uLfQ7VbSbdWhI5sSH0pXO/X3NnTec7Ry1YlHz3e/wn7/l9idpmkh7NTYQls5gp1E5OosqvpcVbCoE5XKP3/Yst50/ueR1g4hFXsfdoIJDfpqwxQpUmFk6rDrcNj+rDMmv0qXDB6CqRX3KQqqjcDs4gC4c1zZ+Pwj1Zel3GbcrCwx9bZu9S1lNcSVFZjLc+/jB3D16XwCchIHRs+5tE+oTjH52jfKNvnHym66t7ZWW5QpUIohY1Dy8iXNvOZVdDtwBKSXvvzSDm8+9i552967DIORir6/uxrl/Oo1rTryJj16dTayuisah7j4fAwhCLgC22X1rPv+13Zn0s7/y6ynnF7Um+BOLNoabp5Eb3NLMNj424FdUXR8bFGmq63N7TLK/tIePUjqLlsxevkE62GnXHM8Hr8x0vX4Qsaivq5/l81ZyxITDBv0gj5hwGO1LO139J30FpDzwGn88+85B/77DTj2Ej16dzfJ5K13vb33kTV/baTvm3rkTkWiWL730U+rDKQAMzWF0rJvFOzZhjBiOtXwFjuMw6YJ7mHTBPUWvmQ92Uw0P7PhnRhk1eY+b0uaPw8LUBVrlk7CkO9kQQ9QFsgzAsdR303hBT0ts6RT0gyoHhMS14KgB0tiUZC8Ho19xop5p8e/V2/CfhtzkxCKzhbQMsTAzhF6risXJJurmqH8sGnf5NKZc/zmwnVyytRDIbAKs3Of8eJYXTKL0DcdWa2pfQQUuCMIh/9l37wbXCkUMlsxazpm7XeC6ZlAuFwRBxCK/YpIKDvlpwhYrUEnTco0BLUvnC5DNur+kmlYGM8R29zU7rFpkJut6TqnQ0iaZTd1V29HNd98+gyH1cTQh6U1F6e9br+28N8QO3auUdvpIy2LMr990PaciFlWgEsV0DxUaMVOdvlaMWPTjP52GlJLjx5yNEPDL+87j7BtP4arv3+i6ZhBy8YPLj+W+Kx4eFDDiPYmi07PAP7nQdI3zb/8RN59zZ9FrbYxSxKL14eVp5AW3NLP1j8V7ErQv7WTcbmNYuWA1kGsNb1/S6do9FbSzaOtdRrHy49VYps0+39yDr55yCD8/9DL3mwqYpnvJUb/jrOtPZsqySQhNMH/aIi458lrXJQv5FWW+tjcffVNj9J9/DwKiLSnCIYuqsMmondcw987d2e7MD5BmljsvUlPdjG9bzwcH3UJMy99ZPCOb4sK6k5R6QWqJDD2OwSi3k8qg6+Qbe18fuqG+9UimP+15Y8Uh3J129ffUEUhNdae4w6J0M8usD+h1dGwEC8wWslIn7YRYbdVTt9D7MqVAmlnqju9hYtNxuW/0xcG2kal07n+tXtos9ebXTjq9ST3DKvhsI4hYNGzsUM65+VR22GdbMsksj970JA/9/p+eawbhkEfUnbjBtSZN/wMvP/h6UfcaRCg69MSDOPTEg+heuYZn736RR254smhuFUQsCiom+eWQnzZsuQJVJsPsxFBoKWyG7FGQ84VyCFBe0D0Kh0ONXkRkDLgUhUuFSJtc134oxnr96BnHYG5vK33pCN0r69lxzSql4o3d2cWY47oHv66SkraNzqmMoVWgEn7FonKlrw2g0IiZ6vQ1r2MAbVu3MuXaqYNeNi8/9DrH/eJoz/sEf+QiGouw7Z5jiT30BnfNvJGahmo+eGUmt/7k7qLDLfySi+/+7HAWfrCYD16Zya4H7VjUWvlQrFg0gFKS0sBdLCom6ey5yS/z/V99ixmv5/bP7/3yaJ6+6wX3RQOKRQcdsx+Hn/VVQhGDBe8v5tKjf8fCD5e4LllILDK/sheLdg6zw69vINsgcUISJ5bbjaqHJtB+th/DrnuDJbOWbdC1FQSr9jVYcPRtBY+fHdmHBYof8v8X42AilaHfZdS+XMjamx9d1cpgKKBnwUEqTTrzghMxSDgaK63c+FuHY5CWOo7U+NhspcMag5ZV+8fmJJPMP3EbTq09Cz2eASkRa/qQtpPrNDQtmuLvKF0TwO7qhq5u7xMrqEABghQc/aav+RWLNE3j8scu4o3H3uWSI69l2NihXPvcRDqWdXum6arqZtpu720YveNWPDf55aLu1S+Xe/Tmp7j95/fS3x1nu73HcfGDP8VxJP+48cmi1h1AELEoiJhUKof8NGLz2/EVwnLct/h0q/rel3R3GeYGPaCZsMyK02mHSMgQ87Jt9NtVzEm24SB4a+Vo2mSH0jXteQtY+MUY0lqPoDk2YWsJLUCLlOURiypmiJ9ZBNnoiz2+MfyKReVKXwP3EbNypa+5HXvkhif4wnf25e0n/4sQcPBxB/DOU8Ulk/khFzWN1WiaxqEnfIFfHnYlfV1xzrvtdC6659ySDZJLIRfDxuZMoX+0x4UlrRFULCrG0+gTcBGLhBCeSWf3XfEwdc013DXzBgBefOA1HrjK3cQzr1ik6WS/sgcrtjLY/UfX44QE6WZAgBOSZJtttv/cDjjvz2LyxClMnjiluPvzwIrTMsw+oHCX2zbpHyhZZ30IDy/IcogZ/yvYLm5EGgIrong0y7bpSLn7QZUDWsqdQ46r6WBmOIyTVifeaJYkKbOE1qbNOTj0OBa9jk69ZjMzPQ40tdVV491Z/PjECQjLQUiJ3ptCZEyQEtkfB9tB6/1Q6ZpIiT1rHlAJRqlg0yAIhyxH+toAChUc/aav+RWLttpuOCO3G869l/0d27JZNncFT//lBb5x+qGeAhWo8Ug67NRDeOfpaXStLGzPU+ieSxGK5k9b15456+15TLn2Ub584kElC1QQTCwqRkwKyiE1XUM3dHRDR9M0QpEQ0pGef7v/a2zRAlXao+ImdfWEUUvprLTi2IApYYUdw0ZjQbaVtBMiuSy/b0MQjJw8j1NfOQu9J4nImmsJhY2TSoPj0Co/xlYZXwsgJY5C0/UKPl0IKhb5MbgOstEXe3xj+BWLypW+5jZiVs70NbdjM16fzddP+xKPdt+du9e35nH/lY943uP68OORNPXmp2lf0gnAPZc+xOS5NxGNRUgnS/OiKZZc7HLgDtQPqePOj3KijRE2iNVV8eCKO7jkyGuZ8+78/AsEEIuK6TzKh7xJaKEw7LYdqaFV/OSWZzGrNayowA6DExLoJ+zJ0McXYK1ajW3Z3HzOXdx8zl1Fv475oNfX8Z3rn+FH9YtzX2/kq2NKm4NenkDt+/l+2j8y8YjaCxYB6dE93RBKIvTaLUimKgxb9csvJWlz09PVUK+GLTcsZFrY2FLS62SZF29F2mq7cZpeXsThE84b/FqzJJGuDHp/BicWRu/sw1rh3llYKpx0Gu3VaYNfVwSjCsqNIBzSbwJbEA5ZjvQ1cC84Bklf8yMWaWs7fNe3LNY0ja13HV3UmkE9kiJVYQ4+dn+uPdk9vKMQgghF0iluZw4iFhUjJuX/xwUrOB5/8bc56TfHDH79VOoB3n95BhcccmlR9/y/whYrUEnLYl7XEOxx68hFRlr0OllMcuKREVc/47f9dcs4+aEJaKYDloPeEwfHQcYTYNuMT01XTlDtjg7o6KiQis8ogmz05TC4HkChjd6vwXWQjb6Y44XgRyzaGKrS19xGzMqdvpbvmBCCa56byCt/f3Pw3BMvPYarn7mYnxxwcVHrDaBYcpHoTbJ6cUd+rwCPMIgg5OLlB9/g3WfWJS3ttN94LvjLBH60+4WuptqFxCKx3VicWIhfTJxKtimKHRFY0dyeJI/eg4bHPqR9SSdf1r7rek/FQt9qGKc/8Chfqco9UOtCYKwdJNKFRtLJ8pXuc6l+ZLWS9QYQFWZBw2cNQapZo/gsxCLhsclWx9QbahsJ97+98dGV/DfWCiqNiz3uMyQcZFgxzTMt+p0okN9TRxca0ii/ubgtHRwkS6wUIQG2pX4obszUXj6/fMLg15oJ4biDkZJEujMYnXGkuUrpmtbKVVQ99slrDvC7zbvmXcGnEUE4pF+D66AFRz8JbEE4ZDnS11R4WhaCH7Fo6ZwVrFrYzsmXH8tfL3mQ4du08dVTDqa6rqrQMnnhd+ztoGP2I53M8PaT3h34QbuKvvDdfXnvmekk+1OM33Msx150FP+89VnvmwsiFrn8rBsKWRkYY0ZhtdZz0eWPk27Jjd3b4Rynss/ci9b/pNBenca9l/19MAjm04QtVqACGHGVzj67TEDqgISqboeq1Rm0tImwHLZZMlu5qGMtXYZYumyQN1bIxGcHbpu8V8XHr7k1BNvoy2FwDe4bfRCDa78bfRAi4Ecs2hgq0tdu/NHtriNm5UxfK3SstqmGtjGtTL3pKTKpXBDDYzc/zbEXHkldc21B4SYouXjqjuc5+tyv896z79PfHeeEid9h2gsfDfpgFUQegvDa1He578Zn0FuHcMipX+GM636QO7YmwV9/ZcgAACAASURBVKsvz+Lev74NQpBNZ8mm14VN9HXHkVIW7Xu1wT9jz+351QP3MHZt5HmtphNCR18rsM3KOvxq+okw070iXBIsm5jIFDTUjgiD5BANpYNUtk2vXThlVhca5bAz0te4U5u22v6cmKlwZDzc636tqGaC4mS2SFeGXidb8HfapIHZWKXUz0gmU6wyG4D8wowtHewy/E6j9zaxw3tnIxyIdko0K+e/WT8vCZpgfGe/cj4np82gZVrh45WiYAUqEUQo8mtuDcE4pF+D66AFR78IIhapTl9T5WnphlLEItuyueTIaznrhh/wwNJJdC3v5rnJL/ONMw4teV0/3UxfO/VL/OueV4p67gnaVXTkhMM4f9KZ6IZO5/JuHr/tWR6+7nHPZQtZGYg9dqB32xpOeOUF0jMdnHoLJBhOiOi5ezHyyS7SM+aUbENREEKw4o8xHt/9NsJCUCNy6fa6EETW/v9d3v4+w19Vs9z/Alu0QCXf/ZCmd/N8H8/CYwUVlAyvTd6t4uPX3BqCbfTlMLh22+iDGlz73ehVEIFSxKL1oSp9rZgRM9Xpa15iUV9XP8vnreSICYcNVmiOmHAY7Us7XbuKCpGLe698FK2pgUNOOjgnFIUNerrivPbKHCZPeQ9j7BisBYuYcs1UaptqmDQ9Zxr6/kszuPYk77bwfOSi58R9OeNf79NsxLGNR5jTB01alqiA/Q+Cf+9wMPO+UPWJyO4PXplZlI9ZPmSaIuwRTlOj5R/5DomUr+u6QSaTrLAagfa8x3NikWLvIMui23KXvFzCdv2vW4YAlKBo0JKIiFrlRjNtTJfjehni9GQqxdVPHM1vh2agP0SkXUc4YCRzpu2huGSrV1YpF29qHnoLN4OEilhUgUoEKTiWw9x6APmEoiDm1qBOLCrV4DqIWOQ3gS2IWKQyfa0UDhkUpYhFS2Yv3yA45LRrjh8sJhdC0IIjwFbjh7PjfuP5w6m3FnVPhbqKtNpa4l/ekePefR56EgypzxUB2RXa794e46MaxvxpFj/74m+KWqcY6M1NfOOeVzitfsGgOLQ+Vlpxvvfh+URmKFsSoets19LOVkbhXbGuKq28ELcpsUULVBV8duGXXARJXwvSAhzE3Br8b/TlMLh22+hVGVyXstH7NbfOh1LEIlCbvlbMiJnS9LVLH0IzDA45/iDO+P3JhCIGPV39vP7k+9x364to1dU4iQSXHPU7zrr+ZKYsm4TQBPOnLeKSI691XbIQuVh4zb5cfNTf+YBT6epZgy016rQ0ex+c4sBDBAe+cRZjjgXHcZh0wT1MuuAez9fUC1YMflC3Yu0Y2oCAsE5I+Fz1UuZHdlA6mhXuyZKUdsEH7iG6g9VQVQZ5YdNCmhYdWXffReeTfC4wjKT7K6drDrbQQKqTNSJ9ElPahET+fqU2ox9ZXdqohBf0jl4OeuE8qutzBYZEVwxsgZbUiHRpaDaMnr9YaSe3k04z7sI3Xc+piEUVqEQQsahc5tZuBcdymFtDYaEoqLk1qBlDK9Xg2q9YpCKBLYhYpCJ9zbenpQeCikVb7zKKlR+vxjJt9vnmHnz1lEP4+aGXuS9aqOB41VT0YW3rOtPDBj1rkrz66mzufPJ9zEP3JPzKh0gzy2GnHsJHr85m+byVvu57AKtP2JmXfn099Vr+vfaRPer4y537BlrjE2isY/+q+UREfvPFkBDoWbWhbNK2Wdbf4HpO1Ph0z3BVBKoKyo4g5GIAqtPXCpGLIOlr4N4CXKjiE9TcGvxv9KoNrosdQ1NhcF3sRj96x618EYGgYpHq9LXBETMhQGj092eRUtKbtJFrpQxl6WvA0l/vx46HzeX+6suJLLdoCfXTZvQS+orNL77RxSm3n8dWV7/BklnLNqi4BYE9Is1JdZ3rfwfQYa2Us8vwFcQNA6kw9MFIuse6N+hJCJdBRXGBBkhdUytQ2TYJx929WnXnkbRMZq0ZAVsVPsesUV/d8/KD2qFulfL0tZqlGc5bsT8Z26DXjNKZqqErEcOydNKdVRj9Ott2+3voKARr8VLGn7LU/RylK1bwWUcQPlcuc2s3sahc5tZuKIe5tZtQFNTcGoKPoQUxuC5VLFKVwBZELAqavlYMh/SVvlZILLriEbT6Wg45+ZB1YlF3nNdenMXdf/8v2to03YOO2Y/Dz/oqoYjBgvcXc+nRv2Phh+6hDIU4ZNfp+3LZRXeD/iDz+3Lfq9VMvvAFwZcP0ngz3cDNh34Va9ES7ryouHFJL6zZ1S4oTgGMDHUha6sLTaj7gtVcw1DdBPLzq3otSv/IMI3qlsyt67gTtu3q21lghJBm1vW8zRUVgeozhqBiUTnS14oxO1SdvlYIQdPXCm3ybhUfVebWUNpGXw6D62I2ej8G10E2+oUfLvFlbl2UWLQWfWsSOT+ijn5wbLXpa5EI86/cE31UgmjEpKUmQUizSdfN4LLFP2D/19M8ec0XqXvgLWXpawDZnZI8PO75AkdDJMep3/Rkt7uAUhvKEFfs4xNKOTg4UECiatATiLDa0SzhSLIebddSVzxul86wKN0CFBY0EiPUi0W2dL8PO6a2sghQv9Dhso4d0YXDGjPG6kwdcTNCT6aKrkSM1Md1bGMX1ylaLLTXprPwwAjSziLtFBHZxfCNfseVzqIKVCIInyuXubUXnyuHuXW5ftZPwTEo/AhFqsytwX9nUSkG1/kQRCwqJoEtCIdUnb5275WPYmkGvf1ZRDgEkQgJGUICfXVNQBhWt/tKXyvYnX71vpx7xFPMME5hSXeKNqOXqLDZ5RCbyYfC2YuPoO/gMJMnTmHyxCmer2cxEBYcVpVE36CzaN3/b9CSoKnlc1VD3J+XmrUMMqY2ZlbqgpDL80tI6Jgxxf3wUtK5xv15WEOC9untw68IVP9DBCEX5UpfcyMP5Upf84Lq9DUonlyUmr42gI1bgN0qPirNraH4jX7lgtXKDa6LqQr5MrguRSzayLzatmxf5tb5NnotGmXJ+Xth1kmcsMSucgg1Zkg19fGd939F5pmRRC+qpn3aDGXpa0LXOebQ17lqaGGB9MHhh1CnZLV1CIc9ei909WKGnnLfTKv1rPIN10g4mNLO6x0AUKulkRG1HVR6V5xOO8RWBXbgWi1MpilEYXtxP4vq1OjuHYpCvVbE6q56piZqWJRtQUfSaeW64TqytSyKN1E3T336Wu1D7/LW42vrlbaNtJNIu5+IdAZFI+V/vVLipEv/vK5gy0AQPufX4DoInyuXuXW5EITPqTa3VjFi5oVShCKV5tbgTywqxeA6KIf0lcDmYmVg2tDbm0ZEIxAKkyCMBPpFBBnOgrTVpa8Jwdzb9ub4fXJj0sPCPbQZvcBbPNf5V654rptj3zyDcd9vV5q+ZraanNu4eL3vhNb+l8NOtSt5K9yotNvGSEvX7vShegq7UWEsixCMaHR/Bq7XhPLgECHB66++HF6bjuXOhYdHevg43IrMqE8t3hSoCFRr4TWn7tY55DeBLQi5KFf6mhvKkb4G7uSiHOlrpZALv+lr4N4CvH7FJ96T8GVuDcE2etuylRpcFyMWAb4MrvNt9HpjI+3f35NMs8AOQabFAQHzgUeeuAn5l73Y8TersJYu2+Dngphbi/o6Lj/lPr5d05f3eNLJctioc6hySX4qGY6DjXuVKVtfhs4X233Nqlr1m57uwY2GhPv52GhUuuGGe7P0OBY1BW63WljKR/yE7ZD1+J0qH7fLmsyKt7Gw4R2SMkfPFlmNpJ0wHVYtSzLN1CxWX+UbP2EBd0T3RyZToAlkNmfrLW0baa5mqLNC7ZoAjo2TKHKstoIKFMAvnwticK1KLFJlbg3eYpFqc+ti+JxKc2uvgqNKlCIU+TG3huBiEZRucO3KITMm2Y5+tGgEhCCetJES+mwdR+iA7SuBLW/Bsbqa+XfuwP+NWcSwaC8jIqtynUXamzzXOZnTX4VLbjuJYde/oS59TUqizSmubP2wwAlhth++GlPTwVHokbjMvQt8aKgXERqibL1iEBIo76DqTrp3DcZEiGy9gUo3SKM7wSpbp9VF9co0lcGovMf9d9plVoPpFqOyeWOzFKj8ikVBDK7dyIVX55DfBLYg5KIc6WtQmDyUK33Ni1yoTl8rhVyUkr7m1QLsVfHxZW4NgcUiVQbXxlYjSHzxc6Rach8pdhjSLYLlAqbePomas/ej9dY3AHUG1+m9x/HMpX+gRc9fgVlixTnjtrNgI4EqEGybhFN4UwgJnUy9rnTzA8g4Hh/VZejitZe4V7bqq1PKE0K8RJnRkU7ejraBSvFBCMIu7dlNmo1Vr9awXPb1825qLGON2aSlpNsxcKSgT0ZYZdVjSvVbszSz9J0xhLPCZ6Kt9TITvfGcn1fWRKZStGbcza/9wO7pBdyrmhVUoApBio1+09fAP58LanCtolNclbm1F59TbW5dqlikwtw6H4oZMfNCUKHIl7k1FMchtdyTd19PCiklPT0ppLVOPCnV4Dovh2wbyuw7dmLU0G4aI0m2r11NTM8Cr3P9stf59qs9/OWSI6n5+9vKEthEOMzPdvsXP2pYXvCcC4eqFxYcx51NDInGWakJpMKOZuGhddXqaTDU8g7dlK72CdVCI1sfRln5T0rWdBVnA6MU3b3My7ayazh/4RpAz6gn6UZKYK4NesnInBCVljYO0O9IlqcbAHXhPpsam6VA5VcsCmJw7UYuvDqHgiSw+SUX5UhfcyMP5Uhf8yIX5Uhfy4d85KLU9DW3TR7wrPj4MbeGwhu9udsOWLW5j32rSiPdoPN8teCZq29nyKF7Enr+PwDKDK6XfXc0//7ZdcREmAFrZ309r6CTFn+B9tvVmltrWcc1Rj0qBHbM8OhTKQ0yk2VZthnozHs8N2uucEHAyZrM7m0Dl2edbLN6dxuvbiZNbHpz63JAmDbptZ+rprRxcEg6JjaSpJR8mG1BsxylI2F2dw+Pn/xFpkYPRTNt9DVJkBKRNZGJFAA1a/6jfAzNnpETwCteSBVsCgQRi8qRvuZVbPSbvjYAP3wuqMF10E5xVebWxYhFqs2t88FLLApqbg3eBUeV5taenpdr4cfcGgr4Xu61M3Ou2w3CDlUNaYY19NEYSbKQlfxw1k+pe6GGxEnDsBYsAlBjcB2NcPd+d/OFAqNQprS5I6zYlzGTYbVZDxQWqKz6LWO31DwaaUaGuhDVMejsUramkXBIS6ugfUJEGNhVujqBCoh+7O4v5eCgWWqZldPdw4Pte3Ng1T/pdyQ2gn4nxMfmEGalRhDVTJxd+pUXdLe5p4sv/ncCAKGEDRJC/RZIiRHPoq3px0l3K1tvU2OzFKj8ikVBDa7zkQuvzqGgCWx+yYXq9LVifZJUpq/lw/rkwm8Ma1By4Sd9rZAxod7chNFazYXnTRlkoNmmKpywhn3E3lQvjuNMn6nU3Hru+WN56Xu/p3Zt1SuETkTk3uq60PjyrMPhRbXtw9EuSUyEC0asD4v20RGOKRWohC2xXR7ha0SIbF0IpaPfpskay12ByjSqHpNykB5G04TVmwdFutzXHN/QwUrFCSGRHoktnUFx05YOFja9Tm6NDqsWFFSr14f+8XKOuvpCnJAg3CsJJxzCPRaaJTESJtqaOCyeo3RNHBv57oeD4umWQYEr2JwRRCwagMo0XS+xqBzpa17FxiDpa+CPz6kyuPbbWaTK3DofvMSioObW4M7nVJtbFy44PsfDNzw1+ACq0tw6/c3Ps/RrAhm1qWlKEtJtXtGzHPDa1Qx/sZWZS4Yx/vQZSs2t00Or+PCIm6jR8rOnhWacs+vOULLWIDJZ+p0okN/HT0NgVqsvYDlevdER9btztsddRGkJx1llRJTy5ar2DblVXrh0kvtBtCNFt21T77KkaiuDoe+avHWKTUwzadNtEo7ERJCWOjMzwwgJm1STUSBvzx+kmWXNr0dxTOwnRFclEY6DSKShN45MJhHRCOOqurEUilMA9sy51BSY4nXw9sXa3LFZClTgTyzaGKUaXOcjF16dQ6oS2EohF+VIX8uH9clDojepPH0N3MlFsfPvn/yHF0jOuGoqekM9R/30SM6/46wcuWjv4/HHpvHIiwvQhwyhuUr6Sl/LCyGY88fR3L3f3YzQ44MPow2aRkhoaGjs/Ni5bDuhtMt6wY5KtjJqCh4fFuulXXH7cLTbJiPNggLVqEgXH4brlXabhrqTdNiCFpe5b8dQu+E6WZNZfW3QVvgcqdrzWUpW9LlboEfr1PtBFTLMHhCNNPU20wx7diV76edg1oCRBCMlqep0iHZkEI5ES1nI3tlK17S7uhlyW/7RNklFPKpAPYKIRcWk7eZDELFoACrTdL3EItXpa0FtCkpBKXxOpcG1H7FIlbk1eBf/lJpbF9Od7vGzhVBILEp+6/9YM17nyP8+jTPPRo9ZxKrT6AdItj68kfffG8c2F7yr1Ny6c1eDBUcX9nb6Vf2uTNNrlO7GWsZxLf5FBdjV4XI4CxSELjRSQxSv6Dj0Wu5CcEOTei9DLeFOEltCcQjVgMLQDS9eWi2ySMVem1oiQ/96dgXruKOW61SXJtkaTaklRvTVmUw86VSMnjR2XQQtYyEsB2Ha0LEGUROjxVqKOukvB+2VaUTIccZPvHMqfpi+sNkKVH7Eoo3h1+B6fXJx+XevAwp3DqlMYCuWXNQ21ShPXwNv8qA0fe2yhxGhMEed+3XOv/1H6IZG1+o+npzyNo8+PQctGiWbTitLX0PTmTf5c/xsr3+xPHw4Wk8vUeGADod8K/ff4bf+HPvaN5SlryEl4Yi1tmU5v2Aky5CEFu7d9GNSRsrGdFG89HJo+Y7jWv2KCINUs6Y2CQ1wPLqZymFYnsm4f1SXww9q6LtJtn7sDMLdOnpaIDUI9UMoIYl1OIR7LQzLX9W9EKwFi2i9ZVHB42WwmazgM46gnUXFdB5tjKBikVuASiEEEYtAbZpusWKRyvQ1VTYFxaIUsciPwXVQPgdqza3B28pAlbk1QmB+aQ/6xoQ59tlnsV6XZJtttKSGs71F7aPb03hnLTzxjtLf7ZoT4ny0z/0Fj58aTrFc15EKu9O9Nr1RkS6mR5ohuem8Zmo1g2x9SG0XimXTY1dTqIMKwMX+0+eaFu1pd7Hd0B3l3MpIunPIGj2NUNzNFI4XTtTLSJMep0rpPQKwfDU/vPJ8zFqBsEDP5gqOVpUglJCEEjZNb81UWgR0Egm016bjkLNm/YRg1KFwsQrKis1WoBpAKWLR+mNmpRhc58MAufDqHPKbwBaEXPR19StPXwM48pyvrSMPK9fw+B0v8I/bXx78cVXpa8bokXT9fQQ7NK3mjtBljFvRQa2eYkyok62PhV8dZ3HJaadjvPifDX4uSPoawB5bL2FCw9K1X31StrBVO1sXAaNO3XjU4DU9fHwimg1ubb5+4PEWazLiEFFJZ0BGQkS9nB83vVbnOevvB5H3ati3/tuDX8fTEeJrYmh9BuE1Gq3/sUDmH3n1C/H6dMZ7p45XUIEyBBGL/tl37wbXCkUMlsxazpm7XeC6ZhCxqNjOo40RVCzyC79ikeo03WLFIpXpa6Xwx1IRVCzyZXAdUCwCNebWwjDIHrIb6UaDH05+huRQgRMGLQt2NXDJvox5pBvno9lKza23vnIOt4/8d8GRpR2mnc2oJ5QsVzQaQklW6GHkJgzOGhtuR1TvBmuKM7gvBpotcVyemyIiRKpF8ZhUMsniTAvUFvZAckJqBRTpSPpMdxOIbRs76NZ1peN2bhkotnRyBV1dbSt+47QudrnrHKQAPS2Idq97LSM9kupVWYyF3lY4pcDu66P5TvfglUqHegWFsNkLVFC8WDSAUg2uvciFV+eQrwS2gORCVfqavtN2zLphN7Qak/PMOxkzt5tqI0NjKEnHt2oZebRg2TGjsBYt+X/2zjvMjrJ8/5+ZOX17yaaRXum9l4C0gEoAv4KCtF8AgRARpItIFwQERYgBIx1pERDp0gQCSUBITO8k2WyyvZw+5f39cbKbTThn5pyZd6PAua8rl7JnZt6ds2f3ved+nue+paWviWCA+3d8ir2D2cshKWGSqvZJ/3C2pRy8g/rJ/1Opp+3vorxs+ycsjC3ZyPrQIKneQf7OFO2WRVWOPbVO60IJyRWolHiKdoeSmpN1U8EQFkvnDeVnZfsSM4I0JMppS4YxLZW2jhKMlMbQWfI/R4PumgV3b7mZctmVriKK6AUvQlHNoGqm/nEyux66I0II5r27kPumzqC90TnJz4tYdEL5GVtda/oXd/HeM84KqxexyIuY5KWzKN90tm3hViySnaZbqFgkI33NrU1BXvDI59wYXOcSi5SdRpPaoYwpd79CukxFDyuZ8R4FzIsPZPALX2Ksz3zmZZhbawP687P7n+a4SBs+tKyC0Z4tF1G3wPNSW2CapKywrZ9OcpB8lSgRt+cbdYEuFvkHSB3NUh10kQG+LkSZ3D5xf0ucJkvk5HMqCk7BwgVDCDocqsRGmeROfGHRltz+lelhryQZWfZTtJiKlsj87VENCDULtBREmkxCHZ85XKUwmIuXM+z65bbHFFllEf9L+J8TqLyKRW4Mrp3IhVPnkJsEtqydRYMHsebn+2BEBCd/8jr6Ch0lYFFTHcU8VKFzz90ZO+VLzLY2aelrelWYWcf/joE5PItW6lEurjjP8zq9oRgmSZsSgg+NVJmKfch94Sjx2wsyQpX/59nssp/p1k3ZhkUQarU3Q+zv60AJDgebZrtCoegmuk27kprL0MgL2jq5c8NEDq5cCcD6dBWNqUy79urOGjoSIapXSO5QE4LRl81lmd8HVhphbqJcWCAEVXJXyrp2Ed8+2IlFTl1Dmk/jwnvO5ogfHwLAO099wLRLH3H0m/EiFP3s/nMRQnD68ItQFLjmiUu46N5zuO20ex3vVVZn0bh9RzNspx1485H3HNcEd2KRV08jt2JRvulsdihELKoaUCk9TdeNWCQjfc2JP7pKXyOHWOQPoPXvh1pdxi+unolQFPRyP8KnYPkVtGP3Ifj2PISelmZwbe2/Czc9PoNdAjoqKn5F2ypVt9mM8aMFU9HW504tKxQikaDdjBBUojmP0XNbYrqG4eCuHKmVX/wTlr2QOSLYyPuREdAlj1yFm+z5XEgxEZK7bf4b7spWMsXKaC30z32M8EnmQELQ9dYAxnWciWlomCkNdAVfu49Au4KWhuolOkFjrtRl1Q8+Z8wHUi9ZRBG28FJ0HDiyPxffN5kdDxhDKp7mhT+8wrN3/r3Pv+f/OYHKi1hUN7TWlcF11s6i2hri39kdI6ySqFa5efUKrv/dCvQygeUH3093YthtcxCGIS2BLb7rYGZNuZsKNbui/3o8yH2RI6W28vq6UsRt/uZXqAp6dTjr3LJrpNJ0WWEge0u9pqikK+Qnoa3vcBi9CMnvfFFL7Kt4sajUjDkgYyyda9YcYKi/VXqcrJJI81ZsPOuCG1ieGkBSZIS5qBmiwwjzceMIypO5CawbmE1NdBxTwmtaJo5bGAYinQAgaH5JXV8JOpaJSBUbk7+NcCsW+QM+Lv7jZPY8cjcqastorm/l2Ttf4o2H33Vc004scuoaOv26H7DLweM5b5eMZ9Btr/6S0649mSduft52TS9C0YARdTx9x4s9D/3vPfsRP7r6JMf77IYMg+uJk7/DnNc+p6Uhv73SjVgky9Oo0M6ifNPZnJCvWNRXabp2YpHs9LXHb3sRraaa55+cS/nIwUz/z+9AUZg3ZxV3/P5NtJ3GYi5a5ip9LRc6f7AX19/yMCP9rZQpmfc2ompoKPgVjReidTw+YT+MjZsKvnYuqCmDQb4EpWp2RcivqFiaIpfP6Qbtpmynx/9ROBQcK9U4ik/uY5Wq2/M5DQGaXL6spHW6rNz32iccHZg3awy7NPXHMFQM3YcZ9YGlEGzSUHWFUR/K60zrxsC7Z0m/ZhFF5IKXguOkKRM55qzDGb7rUOa+9jk3nHxn3uu6LTqqqspNL13FrJfmcv2kOxg4sj93vPkrmta38m6eAXRu8T8nUGWtRAWDaHV1aKEAVmUJf/rbPH7/3hISNRqBqEV5dT/Y1E7j2mZpBtctx43l9dvuJqL6s7Yt39I8no/urpE6l+xLGKRsjKYjagr82/dHFlH8pCt8UlMWsCxMB3MgXXb7lBBE4/YjZmVVfTBu12K/5uiBTaBqINFUM9xsstZIoJIphJkotJohGs0yVqQG8GnHMEjLbX83V6zh1aN35VVlN0QsDmbmfoRpghCUptdiSvxd6YZVTMcoYjvCrVik+TRaG9q56uibaFi1iR33H8Otr15L8/oWPnvL3vch3zSzbF1Dx55zBH+67NEe756nbpvJ+Xee6ShQgXuhaOY9/+Cw/zuQ2a/8G0WBI350CHNezd9M36vBdTAc4IhTD+aOs+z9EbPBTUCKDE8jL51FudLZesOLWCQ9TffmmWhVVTz3539RPriW6fN/BwrM/3Apd1/3Ar5hQ6CpUWr6Wv1VB3HlOc8y2N9Gmfo3GqMpIgrUjFe5508WP17yE4ITNanpa+kyhaPDCTQlO5kZ7m+GiOTxIlNg2nwcIkqARD8/MrO6hBDoDhFhyRrJ3kGmyar2GttjqvogOMTJMEdHA0tu+1G42bBNSFbB+4jqtmhp4/wFP2FYRRtJ0095IMmGaAXtiRCWpZJO+RgyX3JysGUy8ip7v6IiipAJL2KRU0dSLngpOLZsaOXJW2ey11G7UTu4uqB7dVt03GHcIIaMG8TjNz6HaZisX7aB1/7yNt8976hvn0CVDQ0X7M2dUx+iTotSremEFIWIohFU/FhY7Pze+Yw6Xe6a6TKFcjWUs602oqZRJLfVKmkL02YzHaDFsMq3b6UqqPhIVmhSBSoRi7M8NQAiayRe1RlGy/afNQ83qJjCwkIQF5lxM0sINprQJfx0poNUqAo2umTBCP1rIReedjFqXEexLDAFajwJiSQiFkeYaayYvC48ACwTC9WKpQAAIABJREFUo36D3GsWUYQNvJCLbgRCAR6cfzcVtWV5BTC4FYuS8RSP9nq4Xjx7OfPeXcguh+zoKFBBfmlm23YNlVaWUDeklpVfrOk5ZuUXa+g/rB+R8oijP6NboWjhR0s4/twjeaH14cy9frKcJ2+Z6XiP28KtZ9GEUw4iGU8x+xV3CZP5ikVuPY28jqHlk872Fdh1pqsaz9z9CuX9Kpg+7y5AYf5Hy7jr0qdQy8pId3XJS9MFVvzuAK6Y+DJlWpI4nzO/s4mQYtC0UzUXPtPJT94/j7HnrJOavqaXC84sb978X/7N/6D7N3e36nqWB/xYye3XGVutJbEicjuo1ViSVivAiFyvo5CqlCtmiGSKRdFBUL0y5zFWULZ3kKAjas/nSgMphKKCkPczDTXac/4BWieivBTy85zPC/4undub92VZtA5LKKibu/HWdlYRTQZJJv2MjTr7+xUCs6WV2kkddJf/2lWFsNlGuGgzUEQfwQufu+IvUzjitEMw0lvEoauOuZnFnyyzXdOLWGR3rh28FBw/fGEOkAliK1SgAndFR1XN7Be9KY2qqozYbVjB6xeKr4VAlawVHBPRgeDmf72hMXbQJkzJXShlGwxSwiCiZDdF7O/vgOAoaesBaAmdpM3ff+0bYmEnTJOoaU/MhMwSXzd6cSRzsyLUWzgyDPl+UENfbuaghimouiDcYoAlUE2BvymOkkpT1dklvbPIisdRPvpiq3jV/4KlQBHfIngVi+zm33PBC7noxlk3nUrz+hYqau2jpnvDjVi0LfxBP+P2G807eVagnNLMsnUNhUszf2N7j99F2zOiVKQslFeACBQmFKUSaW5/81e8/9zHPWbWZ9xwCr95/Tp+fsh1ea3XG246i46bfCRvPfa+o88WeBeLnF7PikJtDN5fzJ3nP9jTDZJPOtu2yCoWqRor7tqXcXuupToYZ1boEZZt/CPDAs2wI0x60eI3955O3QNbj8B4TdMtHdnBBZW9SboKBNg7GAVUqmu7pHe+qLq9KFPjj7Fck+si6BQwW62CXhuROm6nJFJ0WSFy7fiaopIul2+foFv2dyHC8hlIutWeQ4Y0g4TkNUPNgtuax/X8d9wKsDZRRVQP0paKsObLfuwUk6hOAcrH8/ns4HJEuovelcwKs5WKzb8jfSKr9nqekllALeJ/H174XF+k6ebD516e9gbTLn2koPv0Ihble242yOCQbuCm6Lhu6QY2rm7krJtO5dHrn2HQ6AEce84RlJT3fcPH10Kg0tL2G2pANaVvRGpKYNk81ldqMRSffEHDcR9Q7Y0hC4Xa2sVyvYZRfsntujYQhsGXidzt2aawSNXI33JH/k1nl/UXoVjgi0EgKkBASUMaRcCwTTHpQo65aBmVi7769eJ+X0RfwQu5cJvA5oVcOJlu54IXcgEwes8R7Hfcnkz/xaP88ulLHdfrhhuxaFtc9tAF1C9v4MO/zc57XcidZpata6h7BK2kItIzilVSkenAjXcV5uWRr1BUVl3KgOF1vPiHV0klMsL/S/e9xqlXTKK8psx2JMyrWASww9hB7HTQWO6a/EB+N1aoWPTeQu44+/6e050CVLIhm1ikhkKsuHFvGJJA1Sym1b7LgwsyScBDhrYz+IU462/cl/BLc/jF4b/O794coGgahx+0gBlDc4uk1w+QXxTrbLaf3+9fGsWU3PnihNGhTcwODwSJI+ORJtO2yOlXVIRk7yCRTtNolgFyO2q8wl8mn18GWjVejJWyPNWfCi1Bo16OKVTiVoClnf2Zt2gY49QWqeJK3YzP+ODx2i1fEAKhJxFmjACtjLW+RLqRgRBFK4NvMbzwObfm1l74XF+k6fZGoQEoTvAiFuVzbjbI4JBeUGh3+vWT7uDCe87mqXXTaalv5c1H3uO75x/VJ99bb3wtBCq/g7fy0JJWlvl9Uo2LVd3CtOlYGuJrR1SWQcNGeWt2xtloRhiVo3uoQlXQq0JSK24ikaDRKCOXYXlfQKTTzH1ib0bsNR4taCIsBdESREsphJoV/F2CsXO7pPeLae/+m8E2nsRF0agImbAjFk5CUF+ZITqRB7cJbF7IRSHpbNvCLblQNZVLH7yA+y7+c17rZEMhYlFvXDLtPIaMG8SVR9+cXehxQLY0s2xdQ9H2GI3rmhm1x3AaVmWMmEftMZzGtc223VNehKJkLEn98gZOmDKxx8vnhCkTaVzXbO9XBJ7TdCHzs17wwRLql+fXxZA1TXfkcNb8fB+S/SysMpOry77g6ne+IBAwiZSk0f5SRdXUCswVq7Esi+mXP8b0yx/La71cUMJhrj7hBSZXZOcTprDYd9AB8kbtVQ119DAm1dgbq6f6bf8wiD0q1/N5uEzuQ7nD5l6ipqSbWysO3mAaCkZYk0vCUymajHK2p0AlTJMvNg5m4aAEMeEjKfy0mqWYQmVxchC60BBrZJuKwsjb5vPQfQdjxTLG5CKdznTdWRZWupmxotHV31c7CD2N0CUnAxdRhA3c8jkv5tayxCIZabrbIpdYdNQZEzjqjAm0NrTxxsPvMPOeV/L6/fciFjmd6wS3HFIGCulOX7uknmuOu7Xny+fefnoPX+9LfC0EKnX7aSc9CLQl6bBMKnI0LPVFtKvo6GRJahAHh7KT1L5IYBGJJL/+4CT+PLSZlmiEdCqjjhkxP1qHhj+qMmJOk9wWYiHof98suzTZb8gwYxH/K/AiFvWFGaKTENRXZoi9kY08eElgc0MuCk1n2xZuycUPf/F9Vs//kvnvL2K3CTvldX/ZkK9Y1I2p95/LuH1Hc+VRN+U1YpdPmpld19Cbj7zHadeezMKPlgLw42tO4rUZb9sv6lEouv7E33Lh787i6fXTUVSFFZ+v4fpJdzjea1axaMgO1J+3D2YQhAq/jK7giqeWYYUs/BUpjGvHM+6a+VjxzHv556vyq2DaITa+n22a7ko9ysWl53teZyuY5ubRrOzQFJVktZxum42XHIQ5oYO9Bq7jhBL7z6CvYvs/jNf6oyhapdRrhpu2P6PwRw3iQidCrg4qDTMoPwktbgVoM+NbFVhbLUgKjY1GGYFOye+FEAyb2sYV5WeCYaIYZsbvUghENAZCMCo9Vzqns2KxYmdREdsNXjik5tO48J6zOeLHhwDwzlMfMO3SR/IaQ3fL57yaW8sYQ5ORptsbufjcC/e9yoNXPk5Xa5Rx+47iumcuw7JEQcm2XsSiXOfmg0I5pBt47U4fsetQGlZuwtBNDvjeXhx7zne48qgbpXxvdvhaCFSaLjCFldOwvMYfQ/FVIVISlayMt/T2hWnyRsvO6EJjdapf5tsQCku7+tMYKyWaDDK0ISpVLLJiMcae/ykAO+RQm7d/DbWIbzK8bPR9YYboJBb1hRmikxDUF2aI2yIbefCSwOaGXBSSzmaHQsjFwJH9OeGiiVyw1xV5Xx+8i0VT/ziZnQ8axxVH3ph3h5iTWAT2XUNP3Pw85TWlzFh0DwDvPPUhT91m/7nNZW6t7L0zrbuVA3Dz6hX86p4VqAakagTGteOpWK5S98dZrF28fqtqmxd07D+YWVfeS0TN/pA/J6Vzw32nwIrVUtYDCLSlidsUp8pUBaMsiMxheyuVYkW8P1StyXmMXuGdkCg+H+N+uJRnRzqIlH0IJWZPO1uNEqnpyACqgS2HVLGkJ6Fp0TStFpSpOqYQaIqCKQQpYRATFq2WDyHXsQGzo5M3Lp7Aa77D0VJbHm58nUmUpI4ST9K/6XPp3eJG/Qaodz6uiG8evPA5cOc/6XVNKDwgxQuHPP26H7DLweM5b5eMlcBtr/6S0649Oa80XXDH57yaW3sdQ5OVppuPWLTi8y37/+LZy3n6jhc4+owJBQlU4E0synbutvDKIVVNRfNpaD4NVVXxB/0ISzgWy70WHSecchDfv/BY/EEfq+Z9yQ0n/ZbV/1lrv6YEfC0EKqfSy8BAO0qgv1T/ADWe4oPEcDaZm1ij11KmJdCFj0ajnM+6hrG0vT8lXXI9i8z2DqLfr+LvjEUktrhqWekmKsQmKoToG7GomMzxrYWXjb4vzBDzGTGTbYboJBb1hRmiFyEoH7glFzIS2Nz4JOWTzuaEfMnFrofuSEW/cv68ICPa+AI+IuVhntnwENdPuoOlc1dkX8CDWFQ3tJYTLppIOpnmyTXTer7+9pP/4vcXPpTznnKJRb4B/WH3/qQrAjzwzhKSX6wg8bODEBpgQdl6k5KZszENk/sunsF9F8/IuUa+WHlqOUtOz/gvZXvQ/+n6A/lyekDqCIxigWYjHAT6QFhQHPbDoKJilPhy9MW4hCWwpEpe2SFMk8V/H8eIcSMYNqSZt3f+W07RBkBR5HODQLv9fWqK/GH7kgaTqEhRoWzpijOFRUpkiL0uyiEsOVFv+TomX3oZlpYRyISWMU73dxn4ozpqNE356gVyxSIh0N7791e67Iv2BUX0FbzwObf+k145JBQekOKFQx57zhH86bJHe3jYU7fN5Pw7z8xboHLD52SZW7vtLJKVptsb+YpFwmG8GryJRfmcm/0b81ZwPP26H3Dmr0/p+e9XE08x772FXP6dG2yXzcYjtfJy2k/Yi+hgFTME17Wv4PK/LgOfgDId5ZrxjPvNKsxNjTzyq6d55FdP299bH+BrIVCVrTdoNONUa0F0YdJlGTRZPnSh0mWFeGjlIdQm5Kp51so1PHN8ph1TdHahBINgmgjDwOqKEjLXY0iu8gGYbfIc+4v4esGLWNQX5tZOG31fmCF6GTFzghexSLYZogwhKB8UQi4URZGWwJYvuSgkna03vJCL956ZxdzXv+j5750PGsvlf5nCBXteYeuTlEss0vr1w1cbRJSX8Je//hv99UUoE/YkXeYnUaPR718baFz9JUerP8x57UKx6NfD+OC7v6NSzWzhQcWPX9nyWHri8mNJvuST2omimNmFqW6ENR1UuWPvWtJCFyZBpS9iXXOs2ZFgk+lnYA52FFJ8pMs1uQIVYAp7oc3h5fwgBIN+m0nl0/r1Y9Jz3+UfY1/LeXhdlfxEvcjG3B3xujAZHGhDiQyAeH4pk/mg5JOVHHHrZVi+LW+iqgtKN5ooJkTWRbHWLJW2HoDZ2UnEJgShKBoVIRtuOaQ/4OPiP05mzyN3o6K2jOb6Vp698yXeeNjGtHUzvPA5t/6TXjmk24AUNxyytLKEuiG1rPxiTc91Vn6xhv7D+hEpj+Sdptt93/nyOdMwpZlbuxGLZKbpgn1n0WE/PJBPX/+CeFeCsXuP5NSrTuTvD7xhv6gXsSiPc7MhF4fkgN1Y/51SjIjgyrJlsGQZTNuv5+VAq8bI2+bz+I3P9Xh7eoW+20ievfMudvCVZn29wYhy1nMXo2xqlLKeG3wtBKrwrKWcOvUyhKagJSyCbSm0tjhYFkpap7ZpPVaysFQiJwjDwFi1Ruo1iyjCDl7Eor4wty5ELJJlhpiPWCTbDDEfsUimGeLVx94iTQjKB/mSC7cJbF7JRT7pbF9BDoLw5L1v4huyAyKR4Pifn8CCz9awobwaZe9qFFPAklWkk0nSyS1dPp2tUYQQeXlebQslGMR8Osg1w1+lvxYlpFiUbW6tj2wWjfa7dSp1D3xZ8LXtoCbVnMQCNgeHaBpIFKhU3f71Kl9c+qh9oEMnLkxy3Wm1pmNtTiaUBSWlkxTbmRoJi5ZUue0hZpXDD6BAmE1NLF60H4zNfUyJPw2SE/UG/KuV8U9MQU2DllQIdv/aCQh2WISbDYLtX9heo1CYzS30m/ZxzteLYlERsuGl4NgX6Wt2HFHzabQ2tHPV0TfRsGoTO+4/hltfvZbm9S189tZ8x3Xd8Dmv/pNuOaSXgBQ3HDJcmunM7C28RdszolSkLFSQQAWFiUVuzK298rl8Xv8K8hWLPlzKhtVNmUKYtWVPmjRlIpdO/ymaT6O5vpWXp73B83e/bLtkLrEofew+dIz0Ex0GV1Ysg+VLKfnbzui6RrotRMlqH4PvnF2QBYUTVp9YwrIzc79XHyUtbnvoRLmee4pCyKYIHFE10uV+gvJWLBhfC4HK7Owk/NKcrb/2X/peivh2wI5cOJEHt4aIXsSivjC3LmQMTZYZopNYJNsMsVCxSIYZolshKB94IRedLV3uEthykIvHb56JWlaG4vNx/EXHs+DjFWyKCrSdxkJax1y1Fiwzr3S2bZHVUHv4UMa/3MT3K79grV5Nme9fpLQYD76QeY83GGF+/aOzYc5/tjpv/vuL8vKgyAZFUdi1qp7DwxaQXSjR85sgKAi+mH07jdoHo1m+uP2aI4KNzA4NkDpq79Q1FFIUrKAPqUN+qTQtVgmQXSBVUTElt08J06QhZi9QaWH5rGfQeyojgucCoCQ1tC61R4jUUgq1/zEIW+ulrmkuXMrIq+yPKZoOFCETXvic20Rdt2JRX6Wv2XHEZDzFo73EgMWzlzPv3YXscsiOeQlUbvicV/9JtxxSRkBKIRyy28agpCLSw6NKNhdV4l32jRVexSJX5tYex9DyeX1bZBWLFIX0MXvTtGeA2Og0t/efwyjfawz8MMz6WCWrN9VQ81qYysc/5heH/zqvdRyhKKhXNDJ3xxdzdouft+5g1v1OQ1jy9mMnL8JqNYlVKrcQpyV0uixBbY6m95Diw+qDEI9C8LUQqIr4dsMtufDStpyLXDz9mxcdyYMXQ0S3YlFfmFvnO4YmywwxH7FIthmiG7HIqxliPkKQdDPEG54FVUPRNI4772gWfLycjU1xtMoKsARmZyfgLoEtG7lQdxlP+JUSDq9aQ5UvRju3MAuV8/7VyRh/E0vS/fnzycdjLViCZVlMv/wxpl/+mP29OUAE/JxR/TF7BIMQbt781cDmf1CmxDFKA1I3PSEEloOKkqyV/7gdarJfc3y4gWWRsZgSu5mCbfZhJZoipPtB+bpStFtQl4NEBRUVvVSyHxRg2jBGFQW9RDJxE4KNi+o4p/JQlrX3Qzc1OqJhgkGdrpYS0FUGvSPfo6r02U8Y+6z0yxZRRE54EYtkJ+rmw+fcJuq6FYv6Kn2tEI7oD/oZt99o3sljvW3vuVDhxqv/ZCFrug1IyYZCOGTjumZG7TGchlWbgEz4TePaZufuKY9ikRtz62x8TvH5SB69Jy27+ImOMrix7nMi8dmIf4ylpbUUpTXAqGcTKLMywpmMNF2topzj736XK6pXZj9gRzii3yR4cutuKq+whGJrZbBDqI31gSqpXpuWz54jVqoWZnlQaiFO7UzQ5dApLiTzuUJRFKiKKAheyEU3ZKVnOJELL23LuchFPuTBiyGiW7FItrl1IZ1FsswQ3YhFXs0QncSivjJDzCoEnfjbntZlmWaI4sDdaX9uKFWhBENK23hLeZa1kU2c+HESXWh80DaGzkk1mM0t0hLYjKowD454kVqtJMurYfppDUyXvOEqXTHWGlXsEcxO+iKqn3SFT65ApRssj9bZHiN7NAvAl7AXiyJqClTJqWRJsBBfMWDuxhB/C0ppCTS3SFtTiSVpt3LLTyHFh14q1w9KxGL8af3hfFK5noZUBbqlsaK9lpTuo725FDVoMmKpxMTgzRh9+VwaNI1SYzUIQdXmr+cXx1BEEYXBC5dzm6YL3sQi2Ym6+fA5L4m6bsSivkpfK4QjXvbQBdQvb+BDGw+1XCiEz7nxn/SyptuAlHw45KSp3+WJ37yIEg4x6ZLjaVzX0sNZ33zkPU679mQWfpTxufvxNSfx2gznJNWsxb+SEsw9dqR9XIToDgrX6SvR/7Mc328ORDEg3KQw6KmlmM0t0syttR0GcfV9jzExknvfGxE+j7GzPC/VA6WsjL3Ca2yPObxuOZ+Eq6SOvjl1n48LNTA7Mlhqp7hi2n/eK9QAqZogMmM8RCRIiZJb2PehkahWc8wFbB8UBaqvKbwKRW6iXcEbueiGrPQMJ3LhtW05G7lwIg+yDBELEYv6wty6ELFIlhliPp1FfWGGmFMsyuPcXMg135783n6sPdFimSZ4v/0f9Ptsy/sY+K3F+s/3Y+SVH0s1Q0wMDPHe7g8RUbM/xu8bXsWN5T+UKixo0TQdNu3DQUXFKPUj0/papNM0GeVA7t8xIdfDG4RFwnC4C01+B1Vvs+fthUDMwsKCHBJViZJG+OS+wUpK55HmQ/midC3NehktegnteoS2dJg17dUYlsqADXL9J832DtTvGXwuShHpTJpuhdkBQmAvRXqEZUodGyji6wMvfE52mm6+XM5Nmi54E4tkJ+p6FYOc4EYs6ov0tauP+w13vHMj/5y7gsmX/RHVgKmH7cft79zIJftfvVUIwiXTzmPIuEFcefTNjt6eXvmcG/9JL2u6DUjJ6Xn52Gzqrz6I81a/wO3nT+CZy36PT4H1iTVcu/BRun50AGVPf8ITNz9PeU0pMxZlhLF3nvqQp26zF1VzYePZu/PSVb9loBbeKhilGx1Wgkkrf0bwFXl8Th9Uxe6BFsjpBgm7jl9HSpXXzSRKwwzQokDuz/0hpUuZU32cPIFKCDa02adIDvG3oJSEoUnOkgBqHm+Z0xhgoVASaWI2HVSaopKoK3ZQfe3hhVzITl/Lh1y4jXYFb+QC5KZnFEouCm1bzkYu2jZ12JIHmYaI+YpFgHRz63z9iGSbITqNmMk0Q9SP2YeN+wVY64N3lryNWPlPKDVQNIu621TSLx5I7fSPpZoh1h+hsvr4B3O+PlH7LkLiJg8QakoTFzqRHH0mA7QUZnUprJK2JGo0Ydv5khIWvpjkFFRFIWTj5O1DI16rkq2nywucRvz6ApEmEwMTjeysZbC/LdPN1NIqbU0tKfhnooyQolOvV9FlhQkpOl1WiMWxgSxsHUh5V1TaegDG+nrWHFnGGv94RFoHXUeYaRBJ+hkSGeI2kGpGWsTXCl74nGxz63z4nOw0Xa8jZvnAC5+TmajrxOdkoZCCo9T0tUCAQbsNQ39lF/rvUM0JvimcckBmT4gq1VQNmEvznydQd89GrAVLmHr/uYzbdzRXHnVTflzVI59z4z+Za80n7ngZ3/Ch3HD1TM6/6nj+OmUiiqKwfE0jV/7hVcTBe5D+6AtXASm5PJLWPL0riw75Y6aTOXlPj23hCODBYTDx/O8intUwDZP7Lp7BfRfPcH5PHZAuh6E2ASkVapiOEX6pxRQrqBGyGXsD2LtyrfRuJicM8XViVZfBOnnXNHTZVUxnOFk29AUU3SBubb90ZDf4xgpU2cbInMyr3ZpbeyEXstPX8iEXbqNdu+GWXMhOzyiUXLhtW97WGNuOPLg1RPQqFsk0t86XXIA8M0TjO3vRPjrApqDC3NfehdfeJVkrMANg/LSOES/U4n/zU3lmiED95DRLD839WRzRcC6106UtB4CWsN+IKoMJ2lUFITFWyqmbSQXp3kF0Rlmj17J3sDPry1VqiPYxYaqcn6PyhognWJwYBGXZK4eaoiI0+d5BDe325taqX35GmJYWrNANQkqKmPCx0cgI1UnhZ51ew0dtoxFJuWNo4bfm8cDhRwIgkslMQqCmgW5gpVKUWusxJfoyZBba4o9WxLcXbvicbHNrJz7XF+bWhYpFMtJ08xWK3Kbpgjc+JzNR14nPyUQh3eky0tdG7juWH/7+NMLBl3l7t0cQxumUlk5GRDMCUGXpuQizgc+Ou5cXDyvFWPswO1dXcsWRN+b9PJCr+Kf164d+8FDm7hTk/XnvoNe/gRKwUJoDRI4exGClBPH5Qlf+k7nWXHPzgTx0+jQGa1Eq1NsIRDMFsp1qYNplcNG6I6ifENwqZdZLQIoaiXDa+E9t/YpGlzWzwu9DpOQVHJP9nPlEdGgfd/tmwcBAO0qgv7zRN9Mi6dDyHlIEwie3tcjolO1o6YxAu71lA4CQbNkg2jp4qvUA/DUfoQuNmAiw0ahkg14JwJLoQMrX/Hfzbb+xAlW2MTIn82q35tZeyIXs9DUncuE12hXckwvZ6RmFkItC2pazobcxth15iLbH3BkiehSLZJlboygoe+1Eqn+ERaUaUx9+m+SL72CEN3+gJgxicMqPuXg5IMcMUdE0am5cw5sj3sr5B3rHTRcx9E3PS20Fy7Tf2Kpq3afp5YK/y36TqQ7Eade0zMO/JCgOn/eAomAGc/XiuIQlMG0cpvyKhiFzoB7AstAdCE2yVvKaQDIWQBdm5t/mfFlLCFoti3qzFEuXb25d8tYCLj/hHAAU3UTp3EwKLQuRSCBMA6srv0TNfCFSKYz19c4HFlGEZLjhc7LNrZ34XF+YWxfaJS4jTTcfLicjTRe8iUUyEnW7r1OoGOQErwVHGelrzekUdYG/4o/en3m57UKU8mtR6j4EVNAXIdouAODEsnLUI/YgnTZ4cs20nku+/eS/+P2FDxV072pJCepzPmaOuo8q7asONqaw2EO5mEGfF3RZR4gxMQ4LQa4xtBGRZjb4arYSqLxALStl94i9F+noyCZWBYdKDSvJh6gZ5XJHxRXdQt/e2aodXazU+7F3MPc0UbvlQ42nkXm34frtL4uE2yw+S5uUKUlCSkYU0lGIWz7qzQoWJUfhj8n9mZptbaz8/gB+VfZjFMOEtI5IpTPFRzKWGeWpT6SuWSi+kQJVrjEyJ/NqL+bWbsmF7PQ1J3LhNdq1NwohF32RntH9PTiRi0Lblp2MsZ3IgxtDxKxmiKEQyrChKGUh1pT4uer2VxGKQqrajxlQUEf3p3xVK2ZnpzRza62mmqMe/ZjzKxcRVDLtnypbUi1MYbF/dAo1mwUqGRCWIGn6basHRkj+5mg6CAeKg1miG/gS9q/vGGlgTXi4VEKjdsZpMsOMytHNW6r4SVcFpBow5gO9XHJFyDBYHasBMp9TgJQwsLDosgziApQ+sPgZ97sEE16bgpYW+DszwqJiQaAljtoZZ8eW5VIJFIAVj8P8JZKvWkQR9ii0k8lLkm433PI52ebWTnyuL8ytC+kSl5Wmm49QJCtNF7yJRV4TdcGZz7lK1HVI073h1Hv56W9/wtP1D6KoCiu07BjKAAAgAElEQVQXrOfGsx9E8fkQhuE5fc03fCg/fP0Tzi5v3HKAuQLR9v+yn2xtwNo4hgnzT6bs++s9JZSpdbVcM/SFrOIUZDqZY0Plb8Q+n323xy7h9XxcPlyuoTb2a1ZrUQjIHaNSk9t/HMzfEmOjqeVM0wVIWX4wJabptXfwVtsunFKau82+1YygxOV6UAbaYZkeI6QIdAHpzeZPKaGx1qji+eZ9wClNu0CUvrGAGxb+GDQVK5j5vCi6iZLWUbpiiEQCf6dkRRcwGjZCfsMv/xV84wSqXGNkTubVqqp4Mrd2Sy5kp6/lO4LmNdq1G/mSi75IzwBncjH1j5PZ+aBxBbUt5zREvO8tfAP6c8Q5R/O9sw/DH/Cxcvkmrv/1C6wqrUL1bUAYhjRDRGu3MfziqacZH2gjspn1aigEFR9+RWO1keRnJ54Pny8s+No5YVpE1BSlana5QlNUzOD23yCNyj5QFtrtW3nLgunM04aLjrtc0JL2rbxBVQeHWf+CIey7mfoEhkGrUQpsXf0yhYWFQBcmZlDuksIw2HDPaHYbPo5gq0A1IdhpopgQbE2jRVMMr18qXyyat5iyLIVUa/O/IoroC7gZe7PzV8oHhXYyeUnSBfd8rhCvx2xww+f6wty6kK4iWWm63d9DIUJRPmm64I3P9UmirqIw4dSD+f4FxxAI+ln1n7Xc+OM/8OXyLcKOm0TdbAVH34hhND47jMFlHdSUr+Bvyq8Z2NhOiZqibECSfacFWPDzkwi8Ptdz+tq6k3fgjLKN5NVu0wsP7/g4U/e8AOb8x/Xa6cFVjPTFsTPUFsHtvzPuFNiE1a8SGjZutzUH+DpQQnJLf5FN/wXj6qZW/p0cym6BxpyHNKQrEBI7/0UqxdtLd8bc4YOv8GVdmLRZSZ5tPRLRKdf3ctBTS7jk3cmIkA/FsFD0zYxRN1C6YlidXVixDVLXtGIxWLr1M/B27lf7n8Q3TqDKNUbmZF6tbBYAvJpbF0Iu+iJ9rft7yEUuYh1x19GuXsiF7PSMx295ASUY5PDTJ/D9847MVJoW1XPzRY+ybvPl6obWcsJFE0kn0wW1LWcjF+Kg3Zn0xkIG+9uAj1jY0UaJYhCpNrn2lwrvxHfg8e8ciFG/QZohomIJxvjbchoi9tdU0v3C0pPQMsJCbuj2ljsuFrVojNmvqZVL9rYBnBqk9q5Zy6JgECspr0Lj1MEz1N+CEglDm8TxrLROuxWhx8FzM3oLZUZYrihmdXXxwIxJ3DXIItCuom3uHPPHBMEOgT9uMWLuGiTbpFMyc3ZOE/SiWFREX8GNWGR3bj5wM/aWy1/pqVudCyhuOpm8Jum65XNeBapuFMLnpJpbuxCLZKXpgnPhz1WaLjhaGWzVOTR/LTf84C5WL6zP69xcyGplcMBurP7LjgyubedJ/3vMXPwW48s2oZVYlN4DJZ0DSfyoGqN+g7REXbOmjJm7/SknnzOFxf11vhxRJgVAUVAOa7PtSM+FUb4wDYeWMXCO++XNkEZEtR+1VwLyC47plD0T9iNAlcdzhK47pgaHVB0kJ9uWrjdJCb1nwiEbfB1y17TaO3i1eVfOLv/qJIgpLKIixVv146lOrpS67vib2tjvwylEh4G5+Rcj1KwQbhRUrkgSWLUJs02uWGS2tPaEyxRFov8uvlECld0YmZN5dXd7dqHm1tmQL7nIxywxG7ySCzfRroBjJerwHx3C9396NP6gn1UL1nLTmQ+wdl2mgyKdTEtLz+j4yQGMft3HAJ/JitBDPN14J/18nVAF3/1tksXrjkU5OkDj2maOVn9of095wij185PyZVSo3dVQ/+Z/GYwJbEKUyE1+UZIGukPni/QAMSGIOrS2SA9+EIL2qP171xc1I3+n/VVb9RKEKddoOtRu2aavRdQU+OX+WbbaO/jZy2dzcdhC68oQF1WHknoFoYEvJug/a61UsUgYBgPvnmV7jGxxqogiwJ1YdMVfpnDEaYdgpLd8Kq865mYWf7IsrzXdiEV25zrB7dhbLn8lJ8jqZCokSdcLn5OJQsQiGebWhfI5kJ+mm3PEbHNHsZs0XcjO54wj92b17XuBKvh17WLu+vjfDCnf3Hl7K6ys35Ux5y4jGY9LS9RtG1fC4sPuzyniLKucwyVVk6Fe3sOvYliYDk+8uoSIWTUY5Jih7sa/NUWla7SB818Em/UNge6Q8hIpk8urAKxmyS3ZTut1RnmrdScmV+TuyLKECnkIxoWg9Ms4m8wUQ33ZiXiHlSDQLt8+ofmG4ey6x0Wkq0SPWOSPKZSsF5TWG9QtaMCQmD4NYK5YTe2K1eSyDi1yyG82vlECldMYmZN5tRtzay/kIh+zxKwolFz84C7WLN7QQy5cRbuSnVy0nX0gsSfGUFMa58XS11la/wh+xYQSGHFPnDeWHsqgH0Rhmz9cXtIzjLDCo8PeyUku5tYu453QIE9z9NtCS5m2m26lmkaE5aY/KKk0XTZqkIaC5Zfc+ZJMsSxaB/1zH5OulN+Lkorak4vK8rj0cTt/1H4Trw1E2agFEbq0JSlf3MahX5xGWTBF0vDRmQgR6wqhNgZQTIVwo8LgJoeRhQJhxWKMvtTe7LC40RfRF3DbWXTg9/fhrBtPZdCYAcQ74jxx8/P8Y/pbea3pVix6edobTLv0kYLv0a1YZHeuHbyKRdn8lZwgq5OpkCRdr3zODbyKRTLMrfMWi3pBSpouEP3h/rSN1fhl+RqufW4awZoEmmbBL3wErhpPbFEVI675WGqabsfIAMv/L7dYNHNgOTPKDoC4nK44gEiTQUKkKVWyj1+FFIEISX48EsK2i1dTVFKVEoQFVSWiefCQKvNGePytcVotcqYGA6iqfA4Z3iQ/jMQOQk8z57MxMOId+wMlp6+pi9fwvXuvpGucjhI2UVSBMFS0jQFKNihUrtAZNke+lYH/n58x6J+5Xy9yyCJk4xslUDmNkTmZV7sxt/ZKLmSmrzVdcADtu1hcq6zi+jd/TyicRlEEQ29pp9JfzuLnxzPgnlmuol1zoWUPwcoDn8z5+gd1G2lXFRwKKgVBddg/I2oaRZO7Wfnak3RYIuemqwJCYvswgBKN02SWAdmrTWElQKJWk25ubTm0ZZkl8smFErNvSR5X3UizpkmdcQ81Ce5sHUV9qgrD0ljaWYduasR1Py2tpQSXhhlqfiptPQBz0TKqvpd5f0uB0iyCW3EUrYi+gBux6O+dj291DX/Qx9rF9fx0j8vzWtONWLTPsXsw9f5zuf2MP7DggyVEysNU9a/Iaz0vYpEbeBGLcp3rBK9iUTZ/JTvI6mQqNEnXK5+Tam6dJ5/zam7dG8aRe9M5NMBvN63llrsfQqhglAqsH1TBlD2pfS1IxROZwoOMNF2Alh/GWXLI4zlfP6FyIilV+0rB0RMcPgpjAo1QWQ6bcvvfyF6zQtVIVwal2ieonXE2mpGcYSWyIHSDtYnCQgF6Q1vrjVGqLZ0sSfdjrD+3oNi/LAqSP0fB1tz+nqaw6LD8YMllV2MfjbLX8FM5c9Rs9g2vIqQY6EJjWbo//2zbiY/f35kx0aVS17S6uhj4u1m2XW594NhaRBHbHd8ogcppjMzJvNqNuXVWcqFqxE7ah2Slym2da7npDw+R6mci/ALOrICf7Me4GTHEZwulpa8pmsZOZyzmieHv5TxmxLjRDPC80tYINtuLMoND7XT4AlKFBcUEC0EuSWNUoBGlZFdozx1PWvCaaYOYyP3rUq1ppGtCUgkNQpAW9sKN6IOiUdqy/7MQrpVXyey5ZoPGI511mEJlSWIgqc3fQ2Mq82D72YfjGGnKjTyteXwu784cjLU5MU9NrycIBIGqzQ9QfTKDLrELrIivJ9yIRQNH9ufi+yaz4wFjSMXTvPCHV3j2zr/nvaYbseiE8jO2usb0L+7ivWdyp+r0hlux6OybTuWJm5/vGY2KtsfyCrjw2ll01BkTOOqMCbQ2tPHGw+8w855XHIUUL2JRrnPtIHPsbVt/pVyQ0clUaJIueOdzssytURTEQbuT7BfgvoVruPuqB0n2UzKj7kfWwHcOYvgLLZgLl3o2t+6N9p93MWevp3N2Fo1s/SkVcnSpHqTa7MWJkKaTllxwdEJIMRGSx97/K0imaDFLsfMscqB7eUHoad5btBsM/aDgc+NWmtp53viJ2dzCs037cVzkbfzKlhsyhUVCpNlgmiR0P2WhYCaNVhLqPu1i/JNTEKoAoaAamWeFUItCsE1Quj5NcJnEQCFAfLaQfpMU3qwYxltVuyM0FcUSiM4urI4uRuofF8WiIvoEbjhkzaBqpv5xMrseuiNCCOa9u5D7ps6gvVHes7JMfAP+6udG9xiZNnoE+uBKUqU+7nptPjfPXoS5eR9Wz9if2peXYra0SjO31kpLOPnGt7ikakVWcqELk0NnTaHiM0/LFIxQjUPGfR9gZLiJxeHRINFoWtMFFhbkkKicol/dQOmMsdEoY7dA9vatvhi3E4ZBqwOhMeVOFYKwWL6pH+tHZpIxWi0f8c1jhhvNClqMUhKN2eODvWDI3Z/x7PRdwBKIRGLLg6HZCcBI42PpawrDwOzslH7dIopwQqFikaqq3PTSVcx6aS7XT7qDgSP7c8ebv6JpfSvv5uHnI6OzaNy+oxm20w68+ch7juu5FYssw2TM3iOJPDuLGYvupbSyhPnvL+KBnz/s6FfoRSx64b5XefDKx+lqjTJu31Fc98xlWJbgb/e+knM9L2KR3bl2kD321ttfKRe8djK5StLNgvnvL+LkunNRd98R4ddI1Ia567X53P7uAlLlKsIHnLM//f9Zj7FmrTRza62sjEOmfczPq/+Dpij40L7C63bvuogBcp99URVsja59/bY/n9uxbCNzAnLTupx8GatVMGrCBebR2UM1BaZN+Smk+EjW+OUG0MTirErXQcmanMckx8jhyTu8rNF2dJwqrTCuNqNjDFX/8hZeIlIpVjywJwf7dkSPZHwuFRN8SUHJJoNwfYxy3URI7mYSny5gpEPDe5/oqkJgtndILYgX8fVCNrFo0pSJHHPW4QzfdShzX/ucG06+c6tz8g1RyQU3Bcef3X8uQghOH34RigLXPHEJF917Dreddq/Xt6BP8I0WqAC0/nUc8rdFnFv1b0o3px74FQ11s+1yVKQ4ofkSQv/wEFuRBaqSO0rer2gkq1XyG1rIH06jWTtUt0tvq/U78M3hgSaU0M7S1gMIthkkhZEzxWKwrxNRUQr1WV92B9MkKfxAdoEqqPhJ9PMh06ZRpNKsTvUjbq0nLnSSvTwMuiyNJrME4ZNsHy4Eoy9vZfLACwHQupIo3VXsRBKRSjM+MV/6Ri9SKcyUfOPMIopwQqHkwh/wcfEfJ7PnkbtRUVtGc30rz975Em88/G5e67kRi3YYN4gh4wbx+I3PYRom65dt4LW/vM13zzvKUaCSZXA9cfJ3mPPa57Q0OCdMuhWLAFRV5aifHMY1E2+hsyXKJdPO46rHptoaJHvtLFrx+eqe4xfPXs7Td7zA0WdMsBWovIhFh5y0n+25S+euyLqmF7HIyV8pF3J1MrW3xtEGD+Lpx2dTMXwgM5b+AYB/vruIR/69FuvYfRiyaoOrJN1c0AYP5IxnX+eg8DqqVR8qao9oBJnO6gPFxdTMsB+rKwQinaZRLyOi5q4GpSulLdeDrrg9mxhS2y7dl1FJ28tAdf5OlGCdVD+oQLs9n9NQsDRVqkAVWt/Jl4bCbjl+pD40UhUK+ccWOEMIkTHNtjsmIeeRrPTNBZy+4v94ddyreZ+jC5Npf/0uQxrsw03yQffoaTYULQyK6Cu4EYqm/OH/cdCkfSmpiJDoSvKv5z/moSufsB8F3wbZxKKWDa08eetM9jpqN2oHf3XkNt8QlWxwW3AcMKKOp+94sScQ7b1nP+JHV5+U931ub3zjBSolFOSgkuXUadnjMSIESFWoUn18rESShdHBULUm5zGJ/nLHfIRpsqI9V9ZBBntUrWdBKCy1rTbQnnvuG0CTHO0KEGxN0WGZVOS4bKYlXHLMaizOitQAKFkFZNqVIUOIdWGiY0qfB7OiUWZN2Zfjqg7G32Xgi+mZGXpFQU3oKNE4/Td+Jn0MzVi3HtatB4qz7EVsP7ghF3bn5otCyYXm02htaOeqo2+iYdUmdtx/DLe+ei3N61v47K35tmu5FYu6U2aVXnq0qqqM2G2Y4/3JMLgOhgMccerB3HGWc5iGF7Go+/5evO81Gtc2A/DYDc/yyLI/EIoEScazi9iyO4uE1bceSU7n5kLOsbfGDpRAgKfufpWKwbXMWPJ7AN596XOemTkfbedxsOZLW3+lfNHdmZ44cT+uu+thStQUGjNZ054mpJgcto/KkfuqrDMsLv3hT6Ul6UKmC8VEZaivNOvrGpCqkZxgZVrEDHuxKNVP/k5p6Pb0vH+4i1afX2oYTLDZnjeNCjSiRHaFNmeROl8E2pK2fE5VFCy/3J+pkkzTZeUWHDVFJVUt+XOUTvPA/MNYNaYfGxLlrOusAqC1rQQrmflZ9/9ADle2YjGsX41h5l/K+UGpc5e4KSyOWXQyw6ctKXK+Ir62cCMUvfzAG8y4+kmS8RQVteVc98ylnHLlCTx1q729TzdyiUUfvpBpehm1x/Cs67r1xfRScJx5zz847P8OZPYr/0ZR4IgfHcKcV/+d133+N/CNF6hENMYavRbCuQ0WheSUBYRFS8q+tVYvlSwrCEF7V9j2kLpAJ4pPZk0Iwq0mKWEQUbJv9oN8HYjyEqndTEraQLd5+ypUhXRNROqHWyQSPHH/sTxUp6DqEGoWKAK0FIRbDBBQM2eZ3M1dCNQPv+gRT3vfcpFEFNGXcCMW5Ssm5YIbcmF3bj5wQy6S8RSP9nqoXzx7OfPeXcguh+zoKFC5FYvWLd3AxtWNnHXTqTx6/TMMGj2AY885gpJy+7/5sjyLJpxyEMl4itmvOJMZr2LRpi+bsns/Kbn3aa9jaIf98EA+ff0L4l0Jxu49klOvOpG/P/CG7X3aeiQpCk/cMpPyfhXMWJRpn3/3+dk8M/091LIy0l1dtv5K+aJbLGo/80D2/9mnhLUumsK/5KOWNsrVJLWHwS0TDP7avj//mVBu24VWKBQDDgp1Uap271Bbfxb7aTGMEn9Or0hXMAy6TPtyYrJWfvFvbbTO9hh/H4zbmZ32A2ZjShuZ46+QKlD5o/avD/G1S+9OVxM6XVbuT0mpEqRjpJ9+8pZEtLZx65ff47i6hXSYYV7bsBOJtJ+KcJKN7eX4fCa18yXG95LpEh995gJWaBqYbVQbTQC4tzO3h/rhF/xp8g+YcdMmnhz9fNZxP1NYfJRSOefvFzHuN6swW1r76Lsp4tsGNxzyir9M4YjTDsFIb+leuuqYm1n8yTLH9dwKRWuXbP3HTFiCwaPtx9674TbopNDu9d7wUnBc+NESjj/3SF5ofRiAxZ8s58lbZhb0vW9PfOMFKkyTmJW7+uVXNGKDFGR2aAvDYE27/bYjyuVufgB6qz1xGxds4L3IaJDouxPoMIgLnQjZBaoBmoleUyK1PVupb+Tol36BWpPGjPpAKCi6QrBFI9gK/i5B3aJVUmNPhWHQb5q9D1JRNCqiL+Bmo++L9DUnsShfMSkb3JILu3Od4JZcbAt/0M+4/UbzjsOonRexyDRMrp90BxfeczZPrZtOS30rbz7yHt89/yjbNWV1Fh03+Ujeeuz9vPwRvIpFrz70T06aejyfvjGPrtYoP/nV//H52wt62tKzwY2h9l/vfgXF50MYBpOmTOTS6T9F82k017fy8rQ3eP7ulx3vtTe6xaLWcw4keOomfKrFSxVP8ubqhyn3JRl4aDv/968UD6ycQPWJqa2Ehe5z3cLywT0DZ2/Tyaz1/G+6ci7/qTtF6t4fro+xyTQozbG5l6kBkrV+sveuu4OVSLIoPggqcyskRqXkwHPLZG1rle0hQ2vbpI/bhevt6XlETYMmt1M83JTpCO9tbt0bfsWSn1bc2sGTbftzWNlSYlaQDXoV+ma38DXJGhpTZYRa5YqOZnsH6vcMXtOGIUyT0vjqTKKuqjFUZkLhNhCGARL9u5ygfvA54nslfO/4S9l0Uoof7fQZB5YuZ05sFP9YuzPJj2sZ9lILoxfNxiyGt3xj4bY7/cDv78NZN57KoDEDiHfEeeLm5/nH9LfyWtNtwfHlaW8w7dJHCro/r1zu1KtO5LRrTyZSFqajuZM/X51f+oSboBMorHu9N7x1pyvc/uaveP+5j3tCUc644RR+8/p1/PyQ6/L+3rcnvvkCVR7oiyS0tpbsLejdCJbIq3p1I7TJ/sdZriYhJNMlCYLLN3LBmkkEVBMLBUsorOuqJJoM4tdM4skAIzd2SBVvzOYWxvysxfaY7UcBivg2wc1G3xfpa04bfV+krzmJRfmISdnghVx4OdctudgWlz10AfXLG/jwb7Ntj/MqFq1dUr9V4uu5t5/ek3SXC17FIoAdxg5ip4PGctfkB/J6P7ymrz19+4uUVZcy/YvM79G8dxdyx5nOo4W90S34tJx7IK2HpVAUwVWRTyib/T4hn4G2o8W49wX//Oe+jLjmY35x+K8Lur4dOkfD0t1yjwf8Z8BKFmkBhMQaVajN3mg6gCV91F7titNiBRmV63VUzIDkMSndYEVXf9tjtFL5xT9zZSkcnPv1qmCcTk2Tah4edJiiG+hvQwkOhdwToQUj0miwMG1QpiZotwIkhY+YFSSgmCxLD+CzrmEokoUMY+Mm5h03kHnaDpn3L5Hc0kGp6wijkzJDboIvZMbgvvrFb16Z0YrFKH1uNqXPK3wWKefz8sOxojFqo8tBSO76L8IRbjik1/Q1Nxxyn2P3YOr953L7GX9gwQdLiJSHqeqfn3Oyl4KjG3jlcs/c8SLP3PEiQ8cP5junH9ozdmcHt0EnUHjibje8cMjymjIGDK/jxT+8SiqR4Wcv3fcap14xifKaMltrgf8WvvECldANmnX7sY90ZR9UDhzMJkvCKfkVt02C9xIqSeGn0wqxOlWHLjQWdQ0kbWksba5jqJD7ITTqNxA7NkI0veWBpNxspVyInpGMYmWmiL7Atht9PubV23sMra/S1wrZ6GWkr/UlvJALt+d6IRe9ccm08xgybhBXHn1z9rG0XvAqFo3YdSgNKzdh6CYHfG8vjj3nO1x51I22a3oViyBjjr7ggyXUL2/I4x35Kua/v4iTaifTcfoBRIeopKoEl8YWIf6yCLPURK3S4dHdGfhigJLnZ2NZFtMvf4zplz/mar3eaN3TYtVRf8n5+sT9axCSg0PCm+xFmZ0iG1hcspPUZNtgm06XlSaoZR8Lq9V0zGqZvUwZH59Mymx2XzC/ohHvp1Iuc1HL5EuHbiafrw8euR0aB8eWNvJZoEyqQFW6waTRjBHc3BWXEhbtFphCYZ1RwafREdLW6kbog0VcM+ksAJSkjqIbkNbBpyE6o4hUCiu+VPq6xsZN0q9ZxDYQIuNNlU2Y+5bCDYfsi/Q1J7HIS/qaWw559k2n8sTNz/cUwaLtsbxSWL1yyKPOmMBRZ0ygtaGNNx5+h5n3vGLLrWRxOcgUAVfNW8MVD0/p6TLKBSexKFfQCWTey0J9McEbh+xs6aJ+eQMnTJnYk257wpSJNK5r/p8Up+DbIFClddYm7B/gzLD8XAk1ptFgRGm3tghVKaFRb1bQZJTT1lZKraKCkEem+j8+nztf/x6k0gjLQkQzf0xEqgthCQaJFow+EItymq4XhalvDdxs9F7mzeGrG30+5tXbewytL9LXCoWM9LW+ghdy4eVcL+SiG1PvP5dx+47myqNusiUV3fAqFk045SC+f+Gx+IM+Vs37khtO+i2r/1NYWlm3WMQBuxEdGiE6SOXaVYvRfr2Y6A4iEwn+m/0Z/VQH1hcZYvrnq/Jrd7eD4vdx8GVzuHtgbg+rsWsvZIRzgE1BCLTYF4rGV2xiid+HSMnbh30J++CQnYP1/K3iAJDo9+LrStFlCWpzTHyFFAXLJzcJTUSjLE8NYGLky5zHGIWl3OeFeJu979qQGvnpdr3fOF2YpISOLrbwxoZkBVhy+7bL3lvGKef/HFXPrKMlTXztSRQhUDqiCF3HbGmSuqYVi8H8JVKvWUQR+cANh/SawOaGQ/ZF+pqTWOQ2fc0thwxFgozZeySRZ2cxY9G9lFaWMP/9RTzw84cdfRK9cMgX7nuVB698nK7WKOP2HcV1z1yGZQlPabr5cLne0Pw+Bo9x9qByEotUTUXzaWg+DVVV8Qf9CEv0fDbz6V7fFl455PUn/pYLf3cWT6+fjqIqrPh8DddPuiPPd2b745svUJkmDYnyHsKYEjpxa0sL+EYTAu3yZ/zG/WYlZz03BV9nryqpbqB0xRC6ztiuhQjJ7cTF6kgRbjb5XOcWAjcbPbibN4fsG30+5tXbewytL9LXCoGs9LW+ghdy4eVcr+Ri6h8ns/NB47jiyBvzqipmw/z3F3Fy3bloO48j1b+UdEDl9ncXcOushRghhWS1gnrxAQx+egXmpkYe+dXTPPKrp12t1RtaaQn7T/+Uq2vn9US7byuo7LH+Ivp/kesKLmCafBm3/32z7D2hXSHYat/NNDDQwdLAAEQqexeQGygO27pfMRGa5HG7zgStVgC7nhrhk7umSKZYm6oGcgtUqZo+CJU3vnofprCwEFjdrU6Si38jn+9i19aLUFMQbrEItZpoyS33FtzYhZXMr7CSL8y2NoKvzd3qa33wbhZRxFYolEMWwjHt4IZDeklgc8shZaev5QO36WtuOWRpVQmqqnLUTw7jmom30NkS5ZJp53HVY1Ntgza8csgVn6/u+f+LZy/n6Tte4OgzJtgKVP+fvfMOj6M6v/9nZnZ2V6ve5W5cMS2EFuzQewihmt5jAgFjCCWQQucXEnoxYBxCCcVfeonBgMGAQ8BgA8YGN2zci6wu7WrrzNzfHyqWbe3M7uxdBcKe5+FJrClXu5L2nngkbZsAACAASURBVDnv+56TCZfz5/s58OR9+c+rc2lvDTN0l8Gc+eeT+HzmAsfv1UksOvvGkznnxlO6j8+ITGPBh4u4+pCbgNS6152wcPZiTig/H/PgPYhU6IQrNf64egnmvUsQGiSKLMTd+1C2UKHs8TmsXbJ+K5uI7zv+5wUqLJPI3/qz97CJmD6F/FqLvLpExxy9AL0pzLDVi6TPYZv19Sj19bn57h8x3IhFss2tUxWKers2Vbjd6N0i1Y0+VfPqVOB2o89G+lo6kJW+duPJ97AsrNK4exHBnw8iVl1G7Jd7k//F2ozGMzIhF07X2iEZuQgqPpQKH2dd/UvOuvIX3cdnRKbx1fw1XDPuz1RWF3LsJUcRj8Z5dvWU7nNmPftv7r/40bRevzp0EBNefYtD8mpRFQUdDV3RUFHQFJWwFeeIDZPIfyl5Cm26EPE4IdPXLU4B23X7RKrkJ6E1Ru1HzKxK+b6MqoMdUT+9GcU7SOqa/mbLNtlWV+T7QTmhUPUSqfJi74yZJnSdUo99V6bll99FvcMrFrt+dwkIUM0OD1Ffk8ATFaiGoGBdBMR6qWuKz7+h/+fJj+d4Xg7ZgNuCo0xzaycOmQ7HTAa3HNJtAptbDpmN9LVU4CZ9TYZH0muT36JubQMAT930Ak9++wD+gI9ouPeCjuxuJmE57x8ZCUVCcPDp+3Phneeg+3Ra6lr56JXPeKrH712q6BKLlL13JV7q46Hl67hn4j0kCjuKZPFigeWBHcb9BOWTBZiGyeRLH2PypY+lvVZPqD4fY+5ayO01c/Cg9dq5vUPRBZQldzr43uJ/X6ACvO98njSiNleRyiFbcCMWyTa3TlUoynYSWjKxKN15c0h9o0/VvNoJmWz02UpfS3Wjl5G+dv6102i/JcK9w19glJ6Ht9APntH8dOpUXgwO5Y7Xf8nI+1Zi1dfbdh31hmTkoqUxhOLzc/YN4znr98d0H58RmcaCeav4w+kPE1+52paYpIOFsxdzwtH3cMoHC6j0tOFVPuTTNReTrxgUqiaFikqizAM7nU/d/EUcrp6c9hq9QUkYlGjtvUaAA2iKgpDrM40QojslKxks2cxACDY127sRqV75j/neNvtUMq9igio3Cc1fHyNkk2xbqRoYZfnI/LEqoTDrjDL29IV6Pe5BI1asSBWorPYwT79yKE+MGovZ6EONdbwib6uKp/M5bcQc+R3d+szP6T9T+m1zyMEWbsQi2ebWqXBI2ebWThwy02JkphzSTQKbWw6ZjfQ1J7hNX8uEQ7a3htm8pr53Lq4k37ky7Uw/4OSxfP72V4SDEUbtOYxTrz2efz38ju37sy26AlLUQABrtxH8Y+5q7p9wD9HKLVzK2ypQJ4yl6o3vbDvC0oVWUsLBT3zChSXfEFC83YXGnhhlXswOn0hbEmEYrG0v3arguC0qq1vlj733AX4UAlUOObghF5mkr8noKsqGuXVvm3xfJKH1Jha5mTdPdaNPx7zaCZmKRdlIX3Pa6EFO+prpVbnr/93KcL0ApeAqlILLuo+X9v+O38Q/49yzT+eksb/kzLnnctZVR3cf37alORV0kYum88dy3BUfYHj/wkerL6dSi3Sf46uB4S8cxIrDijFbWre71i0sj8qvCr6jSuvq9NE7/+tAtQghdMljUuEojWYB0PsDi4qK4Ze8ZsJgaWsN2BSajSr5SWhGwp5uFBeGpZMo1bC/V6EWQfHKnS1UTGEbDKIrCsKjShWorNY2rnrzLP48KEik3YeIqyhhDTWmogjwtigM+Y/kjm7LZPBNEpl2DjmkiN7sCJz8iGSbW6ciFsk2t06FQ2bb3NqpMz3dzvVMC47pJrBlwiGzlb5mxyELywpcpa9lyiFnPPoeJ0w6ms/fWUCwKcRZ149n/qxvun2wekOygmNbxELsPIrTrziC887Zr/v4jMg0vliyjsuue57CWUs4buJRXDH1IjSPRsOGJqZPeYeX7p6edD07tB+xC0/cfw/Vmoc8xbuVUGQKi0YrwumrLsOzWV53OmbHDlusJp+QSFTI9SoUliBq2nOYHcs2U+fREQn5XerZRE6gyqHP4YZcyE5fcyIXmaSvydros2Fu3dsmn+0ktGRikZt581Q2+nTNq52Q6UYvPX1NUTj7xlM454bx3cdnRKax8D/LuPrQW7o3oUzT175phc9qd+fQvI6+CxGajAht72WlKxqvjpjB6Lk78E/1CVdrbYtopcJ1FV1mvSqw9XjYLvkbWKHtKGWtLuhNYepNlaokDTX5iopR6JW7aRoGLWY+yQQqXdFISJ3LAoRFwnLoGlLkV9rMiP2aebpc4gagJbp8iXpfu1CNgi6XBmnBGDdsOpIybztfNQ0kbmmYlsqmxmIsU8EK6ezY3Ca1e9sKhxnxu09tz8mNoeWQDaTL52R4FvVmR+DkRyTb3DoVsSjb5tbbcsi+MLd26kxPp3NdZsEx1QS2TDhkttLX7Dik2/S1pN3pTWG0igrOvGk8Z194UPfxGZFpfLF0HVf8/v/wzfic5/72GoVlBUz9quNZa8EHi7j9HGcv057oKhpunjSOl6++gzL1MWKbfPQsz+xSIrjvHpPrjzmbqw66Ma3720FNCKo1DwWqf7tjmqJSqvoJDfRSIm3Fjm6mkLn9elutXSC/+OcEn/rD3P1zAtWPHG7EItnJGeBMLmSnrzmRi0zS12Rs9Nkwt+5tk892Elo6YlEq8+ZOG72TeXUqnUfbwtWM++zF3TPu0tLXys5j49Xj8B/UwNN5HzN//osM8HV8Dz41gV5psu7q4xn4146uhkzT15afXcShealtbJqicsOvXuT5e/bC2FSb0boAetA+CW2UtxalcC+pSWgYJlGb0Tef4iFRoMndNIVFLBvu4LZrCmpb7X3mfPnyK22eBvvXWZHXTlTTEIY8oSqvPs7fW0YQFR6aE/nUxwsJGj7Chpf6cD61a8oZ077K+UZpwFq0jPUH+livBiC6CW9n2tuwHg9WOWuBHLIBN3zO7tpUkC6fy9SzKJkdgZMfUbbNrXsrOGbb3HpbDpltc2snoSjdznXZHDKVBLZMOaTM9LWWlghqaRln33gSZ11yaPfxGZFpLPhiNdec/xjWN0ulpK91ccjaK8Zxw8XPsIfvZdo2dnQXdWG3Yjjsrzvx8b8rsYJBpl79FFOvfiqtdXqDmQfD9d4rbRowyBMlURGQmjIbK9Zsx950RSNSqUgVqFJBZWlQbqe4sAjFfXLu9T1DTqD6HsENufj94xM5+Iz9MOJbyMa1R9zKkk9TS5RxIxbJTs4AZ3KR7fS1bcmF2/Q1WRu9LHNrp00+m0loThu9m3lzO7GoanCFo3n1mdedZJuskQq6zBCbfj2Wxj0trves5q+v3oTX0yHmKIpgWGkjTefvS9njc6SlrwEYPwsyb48Xkh6/Y5dI0mPpQPX7OeKA9GLcjitYx+N7nIDvzcwFKqcktEGeNqwSua1FSnuEWrMISN7CLnUui44ktNXRcuyS0OLFkhcFopHe/ZG6UF7ULn3cTm9X+DTa8YNtsQJ8Ht6BVeEKYpaHEj3CwtUDGEWjtPUA1I8W8tZ+w8A0EYaBSCRAxBCWoEhspkh8J7+zSAisqM3vUA7/83ArFGVibg3u+JzdtU5ww+cy8Sxy4nPJ/Ij6wty6t4JjNs2t7UbQsmFu7SQUuelcz4RDuk1gS8oh64P0GzO4k0MmeHbNI93nvD99Pg9e9SzGplp56Wtl57H8/n257ajn2ck3nbXrDQpVDa2TZBRXG+Q9fALhQ71S09fC/QQnFbRBEkfCnwZWM6doGFbQPmhGJopVL6H+PuxdKtODkkIVSHp3OmAKe5lNk92dLgQb6uxltoH+ZtZ7S3Mjfv8rcEMwZCewQWrkYvqUd5hyxZNpv0a3YlG2kjPcmB06wS25cJu+JqsiJMPcOpVNPhtJaKmKRTLmzRfOXsz4oZfROGEstUUKo2+5F8MvMEqNLWKCCiM7kzOevvnF7jbpjKCoDDh3JfNGJhfURo0cSXq9fs6wLHuxorKsTYqwoFaUc2zpe2ldU6zm0bSjTr/kE5opwxsUWIgkg1kQF6p0w0dhGLRbPpIJVD7FQ6RMw/4TIM01TYuWRO8G6V1IFMoftxONPtYbISxgo5GHiUKtUYKJQpNRwKYVlYwUK6WuOfT+b7j12ZM6/hFPYDW3IOJxEFEaNI1R5kKp3VMAWCZms/OIdA45yIQbLpeJuTW453N219pBFp9Lx7PIic8l8yPKtrl1b2JRNs2tk3HIbJhbB1sjXDbtKkb/fDhnPv8SDX/eDX+DQvlig/xPV2HW1zsWI5PBLiSlenj/Dg4ZS/Ds2keADl7z/mtf8MBFU0GYUhLYFs5ezIn9LmLFP3fjyJ/OZvLSQxjqrSdf2fJ9VY2Nsuzqyxh+Va209DUApTzGaYXNwPZjYQUqHFu1gBeKd8VskFe4MYrsSzI76g1YFcWwYaO0NU2HBh8PGol8uYU4b5tJTCSSBqRARwKsTIiEwepwue05McNDvmTuqnn+N3uyv/cClRuhKBNz6y64IRiyE9jAvRjkhEzJRTaSM9I1O3RCJuTCbfpapl1FIMfcukso6r/Pzhx7yVHEDIOnN03tOEHA2x8v4R+/eYb4qjXEe3gTZJqEdtKgiSQO25O1eRr7H3snpk8hVqwiNEgUKCCgv9+PFY3Kmzcf1I+nr7+bMd7eH/RNYbHPFxOpkOnnKyw2h+3LL4nSvp/7HllST52EMSmR56NSC0KSJLJkcCIiqUI17L2D+nsUojX5eO2LpekhFmNzooRkflCaomKm93Y4Qpgmi5urqRvQTrQHaUkIqDfzWGuUoSbkd1CNuWMtFzxzMVgWWnN7h9gXiXZ8/sVijGqfj2xZzGxrg7a23g/KFqZyyKETbjhkJulrbrmcW3NryIzPuQ1JkcXnUvUsSseOYFs/omyaWycTi7Jlbu3EIWWaWzcPGYR1UyG/OmpfhIjx2ZXnbLkm8gr3rP6AD1860bEYmSoWzl7M+FFX0Tp9CHvULGf6yl0pUcP018JoSkcxJW+cTtP4iyh5ao60BDbF4+Gc3T7jyrJkRRkvVoX87hOf396PaJDeiJInsyQG+Ox5qa6A8MhVbhSH7V1TVOkClR40iArTNrk2lS6rdCCMBOtD9t1MeXpCene6uSmP9UYIr6J088iEgFozgInKB5tHkWdmPtnQ1/jeC1TpCkWZmFt3QYZYJDOBzUkMOuzsAzns7ANp2tTMO0+8z8v3vuk4/50puchWcgakbnbohEy7mdykr2XaVQSZm1t3jaDVXjGOUy58hdDGJwioXnpOYx+9YwLtnWJuueNcyh+ds/W1GSShmT8ZwUP/mMwQT8dHi6YoeDpFBk1Reay1hpef3gkkjsAo4ShNVnJjQk1RMfLkP+Qbpr3ps6eo79tpNUVAEt+mtNDcylfRwezpS31TM4VFoFbOppvXkCBoxfFpvXsIaCgITe7PVCQMNieKMIWFhSAhzE6RDBLCIigsVNk6imVSepngzOqJaNEtN1cMC7W1HRGOMKTpc+likbFhY3eFNCcN5dBXsPM5SnZMdvoaOBcb3aavueVymZhbQ2Z8zk1Iiiw+l45nUbp2BD39iLJlbm0nFsk2t7blkP/3MZOveAorHJZmbj1+5JWMfifIA/3nYdVuXyzVgWvL4YRf38BBRzSgv/dFWmskg1JYwO2jX+aAbkqn0jWONtgDYNEyGrneQaZJYyLf9pT8or4f2x7kacMqLoB18u6pBO0f+/2KghnwSvWD8rZi6ykKkJA53wfoDSE2mhoVDnkwUiEEGxpKCFlRVNRu/gjQYhkELRVLKCiSvTZ3vHstE164BMujdvPILg6JEARaWzF/gLYD32uByo1QlIm5NchrW5aZwGZHLl6dPIO/X/M0waYQo/ceznXPX4llCdskNJlikczkjJ5IxezQCZlWotykr22LLsFHKy+jMb+Ug474G5ZPxfRt/UHt3/+nqB/NBzI3twbwDB7IDRc/0zlrvn3bh0/ROTY/zHsXfc7y5wqlzZtr4QRexSKg9t5qUqKFUXTJptDRGC1WADvvoGiF/Lnvtnb7tI6CfPkbQrzZfs2heY3USpg1N5ta+MfqnzPhJ/Z+GT2xNBGjfH6bFDHFW9dOvalsRy5MYWFgstE00WJyy19WOMxH14/lZ9X7ocXA32yidBr3a1ELTyhO1XfLpHsWmctXoi5nq/dNkDPSziG7cCMWyU7TTeWY7PQ1cC42uk1fc8vl3JpbQ2Z8zm1Iigw+l65nkR2fi7ZHOfK8g2z9iGSaW9sXHD/i/kseBSGkmltHjtuHL89pZ9zMaxlY2EKFtwdn3QOUN8vRxvsxG5ukmFs3HzGK22ruo7fxs54Ypeez5jyLEbPkdIVYRQEGaCGSeSQBxMsl78K6zgCf/Rhd/6I2UDWw+q4zXkeA5G4mLWp/P5/S8Xwic9VAvYmBiWZzV5/kSXyluY2ViQp284a2+npCdIz+tVgGWu+WbBlh+L0mxzwzCaEpKGbnuK8F3pYYWjBGUUMzpuSO8a6Co8oWHvm/wCG/twKVW6HIrbl1F2S0LWcjgQ16F4NWzN+SQLTks+U8d/urHH72gbYClWyxKNPkjFTIhcz0tZamMNWjBm2Zb+9phvjmAh78/f9hrFsvJX2tC8uvHc3Lp9zLIM1CV9Tt5qJPXXEM0UM90lT1pp8P4Jj8RsBeDLq66gMu2GUiyhw5s1JKLEG7SP6xUuNpAX/fJ07EK+STCicuVuiPSW/l9W+y/8gu87SjaBWZL2SZJF6pIrxrPKnYuC0uXX4avsXJTfXTwsY6Tnno6q1GBtUE5NULvEGLQF0c38KVcsUiIfBPn2tLx3+YYb05fN+Rrlikez1c+uAEfnrobhRXFNKwoYkX7nydd574IOU13YhFstN0UzmWrfQ1u2Kjm/Q1GSNo6ZpbQ2Z8zm1ISqZ8zo1nkZ1Y5A/4HP2IZJpbJw7bk7kHehn60F1QnKCgKEJJXsfP0NpBYcPUvdjxsq+lmls37Oph8dhnkx5/M+znYe9BUtYCqD3AokC1F6e6MOmnHzCzZIc+8/vLq0jNhD1lmCZhy57nlPrDtKgKQuJTfzTU91w4b7N953nQMtHb5Hb/F6yLUG/GGOjZ/nkkJhI0mTH0oNwistnYzO03nMWNNSpGXofflLcNfC2CvHoDX2OUwSvlFxzFvK9J9lPN8cf08L0VqNwKRW7NrUFeZ5HsBLaecBKDhOX8R54JuZCenFHXij8/j0POPGALuWgM8fEb83n6zjdQO/2KpKWvdSZnHHDwB0xbvg9D9Qb0zsgwDcHQfU2WXnklI65YLzd9rcBkN2/yzX500WYWegPyBKqdFNuI1S4M0AI07RSgfI7jqSlBiSUIW8nXLVOjWAX2ptDpQrSHWR6rgcBqm29M6pIAGI32nymDC5tpkNzKq9pbFkhF1fOLGH/G8cwYPcPx3IXxKNb91YhY8jS6dGA2N9P/TnvTsNxmn0M24KazKJWENjukKxZpHo2mTS1ce/gtbFq5mTE/G8lfZvyJhvWNjklo4F4sykaart2xbKav2RUb3aSvZcLl3JpbQ2Z8zm1ISiZiUapWB07o4nPRX+1D7TAPp386i9j6OKq3c2foB8pjO1H6Xh5lj8+Ram69+ixYecSUpMef3aGcZwv3kGpl4HEI6B3kaUGUFMImCV4zisKQ4XUpn35I/lJm1uwNEgQqxbCICvu5LFWVHJASj7MkWAOVi6Te1wn6OntRLCpUMOT2weRvskgIs1fz8IQwaTB11JghtftGW76eXzxwDV0aoBEQaFEFTxgK15kE6uJULFgsldOJRJyi//vUNhkwxyG/3/heClSZCEVuza1BnlgkK4EtlUrUASeP5fO3vyIcjDBqz2Gceu3x/Ovh5MlikD65+M9r83j6L692d4PITM749u97MWbEBh4v/Ct56xMM99dRpEbgCDj9SIu/3XMGlY/MkZe+Bniqw/ypYlnnvzS2NWL29JdcnUkBA73NfO0rhbCctRPFqW0vmqISrZSo3pgmUaGTrLnUr1jSW5aFaRJ2cueWHe0KqJEsqF4OKP3W5PjlR6J2ujtGTZ01TaWEmwJorRpFKxSqInK8IMy2NrRLqvnp307j9Z/+g8Ge7VvuYyLBbQ27886d+1P8pr3JbQ45pAs3YlGqx5PBTWdRKmm7yeBGLIqGY/yzx5675LPlLPhgEbvsN8ZRoHIrFmUCO7HI7li209dgew7pNn0tUy7nxtwaMhOL7K5NB12+l/Ej96K10sOE194jMUshWi62FIdu3pOhb0apmz2fw9WT07q/HYK/aWXBXsn55w6tF1L2uLTlABBRewFFVwxQZZs+C1sfnxrNJFGeL2c0S1GpyAs5n9dz7YoCKWsrrSE2GEXs7E1ejRtY0oKQOG4nTJPvmu3T1zyyHbWBolVdolAEXVHQFZWYsNhoeAioBkHhRbHkrlv2aS27PHHpVs8Iiqng36xSsEGQvzGOb/kSqWuajU30vytXcMwhPXwvBapMhSI35taQOcEAuQlsScnFzVta24+beBRXTL0IzaPRsKGJ6VPe4aW7p6e0dhcWzl7M+KGXsfrWsZjDopza9C9qvmwjoHd8X/32a2PoexEW/GlPeOdzeckZisJxe8znvn6fJz3nlhL5IkDCwcfH5+vDNpVOfNQ8AivonBCUKtR434snAMQTtFl+oA9FPiGI2YwVAqDJF6gK1qicv3Z/GmMd5pqNkQCNbfnEmv0oUY28WpWBllzRJv+lz4i8sjU5HmhtHQcs85WaS5ZTPd7LeQf/jjVHexi6y0b2Kl/LmnAZ81YNoWyWn8o3VlBc/6nEVXP4vsGNUPT7xydy8Bn7YcS3dBFde8StLPn025TXdSMWpXq8N7jtLHKbtitLLNJ9OqP3GcH7KfhsuhWL3MJOLHISkrKZvtYTPTmk2/S1TEfQZJhbQ2fxr+oCxNif0Frq5fKH3yERULE8CkIDww/GxXsx8M06zGUrtrvWbUiK6vOx618WcHe/T1FRehVSRscvZuhsV7dPCsWh+FQ6oFX6qL0TajytKHmpjcelCqeADp+iYvnsXH7SgLBY6SDY9ESjqeBpjkjpuhGRCOsS5UDyTrDGcD5lMmfthCCWsJ84GBpopNFbKLUjvmJuM2OmXcrgdxOocQuhKWhRE09DiERlAbFyLwXrl0pbD8BYuZqh1622PeeH7l2Uw/8GvpcCVaZCkVtz60wJBshJYBs/+vfU/m4c8RIYv/hdxKYEns440vJd2zGeH0TVxWGMdeu56qAbXa2zLZTSYqaeMZWD8nr/aEoIk/0r9kozdN4ewjBoiNmFgMqLrd8KfnutflhpExHJZoiK1beCUcGa1GiKKSz8DfKIm4hEWBOvhPzeR738CpgBXerEnRWNMWPdzhxbNJ91RsfYycpYFa1mHstDVbTE8/BtkPmb24HqB+ew6REdYXaIcQXCoqAvSHAfmnRCR6u0PvNzRswEVI2FXj/CaGOE0WHqn6t89S3ciEX/ant6q/N0n4e1SzZw0e5Xp7SmW6Fo+pR3mHLFkymtsS3cikWpHO8NmYpFqQao9IQssejKR3/LhuWb+M8r9oJ4JmKRW9iJRS/fO91RSJKdvubEId2mr22LLrFHDQRIDB3In655CSVhYhb5MfJ1YiUe8ncdTfugAEWzlmK2tEoxtwbQBvTjt0+9zGF5Dahs8bxUO3deC8H+mydSvEySZyAgTIt2w9fr6FAXjIK+E4m60L+ojYSigui7napSDSPynW1F0oEnIrAQ9EkomRCEvimDvVI7/f3waJRNqY8E2sEKtfNFaCgTipMLVOGYTplkrqW/V8yo+DlbviAUjAY/nqCKr1khUCsoic6Vuqb1zVKG9/JxawLqMsgjx69ykA+3neljf7UX5958Kv1H1hBuDfPMrS/xxtR3s/Z9fi8FqkyFIlnm1gtnL+bkn1xH65n7UleicsqC9zCXW2AqqAlQhIL3d3sx6K7Pu1OzZCSwWYOrmH7lHb2O1AB8m2jn8tIJUqNHRTRGrVEM9D5DrqJgevu+KydWlgUt37AXbzyq/C3Bv9meVhxStpTpFbtg1G6Wsl7lggjrjRADk/wOdWGDGaZssbxuJxFPMKthR6r1FpqMAlrNAK3GFqL2bagKLRSTW6GxTContHB90WnQ1tmWHokiDAMRDyKsNoYId4KxLYTIOC3vBwfLxIrmKFMX3Gz0/YZVc+nkCYzZdySxcJxXH3iTF+78V8pruhGLji06e6t/T/3qLj58/uOU1stEKHKLTMQit2NqmYpFqQSo9IQssejyKb9h0Oj+XHP4rb17GPVApmKRGziJRe8+9e9ej3WJQTLT11oaQ+QNrOGQ8w/jwrvPQ/d5aGkK859Zi3jihS9Q9t4V8cViKelrXYgctDN3P/QQJWqcuFApVC3yFRWf4qHB6vgeJ5w5qTvFVwriCVSSm1xrQNtQlWJ5K6YErdrBSCkLqPYH2aBpCImFHU9bX2bXd8DX2pE+ZicAWh55HH3Qe3HWnhVK+hzSE/d8eRgjmr5yPC8ViHicmR/uy1F7ljMg0IqFwqZwES3RPDZvKsHTqNPvE/kcpOrhTyC1wZcccpAGNxyyvH8Zkx6cwK77j0EIwYIPFjF50mO01KU2heOGQ+515O5MeugC/nb2A3zz0VICRXmUVmd3B/leClTbYqtK1JABXHvTv0BViJV6Mf0Khk9BjN+T8rn1mMtWSDW3btp/IO/f/kDSJKvngqU89Y+9MOvrpayXCipVhURZQG4lJRKl3igimUClKSrRiv/C2JgnC95BIft3bnhBAwv9ASxJflAABWtFUmNCgEPyv+X1qv1BkkDl+XIFt9YeztSB9u7nt246Eu3rldIEIyscJn5SHk8q+4BhdLRDJ7aMTAqzDZFokLTaFpib62CznApeDjmkinQ3elVVueX1a/nk9XnccNzt9BtWze0zr6d+fRMfpDCedyJLEwAAIABJREFUJUMsGr33CIbsNJCZT37ouF6mXUWHnX0gh519IE2bmnnnifd5+d43HUUUyEwscjOmJrOzyC5ApSdkiEWTHrqA0XuP4JrDbrHtKOpCpmKR1DTdxhCKz0cslABVRfH7aVf9CBRaK2tQPQHYsFFq+lrbGfty3o3PU6u9S7wtRIkaR0ew+yHw+GEKz7ftxFsHjpCavoYCo3WLAnX7B/3BqpcGsx2pme6ASCRoMQPYjdpnwVLHEUOqmkByd3pLa77tcZ8m3w/K29L3XFgPGoSFSTK5SEfD9Mv7RdI/+pqTFv6aeXu8YHveF7E4Q55U5Y1QCsHwaz5FKCobtA6+LMxaioVFcR+Oaebw40NvgpCTVYHm0bj43vM4+PT9AHh/2kdMueLJlDyowZ1YdNlDFyCE4Myhl6Ao8MdnLueS+87ntjPuc1zPLYc875ZTeebWl7rtkkIt7SknsLrFD0Kg6sLay3fn/y66hzLVQAMKVQ+6oqF27u6jZ/2GkefY3yNdKBZoNikqfjUhffPDAtPmc1hVFEyf2jetvj0gZJMoS7ApbJexAFpp8nhlt9Db7F9IsRYBxZ70pAtPTBAWcfzb/MkFrTibTZWlcWe/knRgBYMsuW0fzv+Dhz/2e5shHi8+RccUFiER47NoEdctO56iuwrRgs5pk+nAbGiUer8cckgFbsjFcROP4ohzD2LoroOZ99Z8bjrxzpTXc7PRDxzdn0Gj+/P0zS9iGibrv93IW4/P4pe/OcxRoJLlV3TUhEOY+9Z8Gjc5Jy5lIhS9OnkGf7/maYJNIUbvPZzrnr8SyxK8ct+btmtmIha5HVOT3VnklLYLmYtFkx6cwM7jRvP7Q29OmSjammIrCtGogeL1gqYRiloIAUHFBwUCWlqlpunWXj6OMy7YMh4w0NtEufZv5jQ9xD1vBLlq1XiUo3yYsZi09DU1ITihoK4z4bbrvy3Y1b+Ot/N3A4l7mLclQdAyKEhCOwKKTqxER+pAmKLiVexFoFiZ5Id9YREx7X18dNWUH+veYj++X+kNskorlurNmFdvb1hergkSpXlSdUe9sZ0r1/2SuKVR428DYElrDZGETm1TEWarlzGLG6S9vyIRp/J3CYZdcRF/OGQ6xxcsp7SzIy8s4syP5XPlopMpmlqEb1ZyH1l3iwsQptSutxx+WEiXz+leD5c+OIGfHrobxRWFNGxo4oU7X+edJz5Iec2kISg2VgVnXncSu/x8R36zSwfPu23GnznjTyfyzK0v9Xp+T7gVi2p2qOK521/rDtD48IWPOe0PJziu55ZD+gM+Ru45jMALn/DY4vsoKMln4ezFPPy7J9IO1EgHPyiBKjwswW7e5MaDIwfUSa/O6O0WphBJY+rLtBBKQO6suRqO0Wol3+gDipdouUeuH5QQRB2MpuPFkgmNZbK2rgxsitxmQrIqBqi9TGUlhInV2UfUbASkr1n64SqOuex3W4l8igX++jh6YztKNI5YK88PAiDvtbnUzgxw2egLCY4oIFyt4QkLCjYaBJZupmz9KqmGjznk0AU3YtHEB37NuOP2Jr84QCQY5d8vzeHRa56x7c7oCTfkonFjE8/+5WX2OGw3KgaUpfz63G70amcxo2fNQ1VVdthtiOOaMvyKfHleDj7159x+rrP5cqZdRSvmr+r+/0s+W85zt7/K4Wcf6ChQZSIWDdlpoKsxtUzEIn++nwNP3tcxQGVbOCWoRUJRFE/HnhxsjSCEoDVsIlCoGlzBsZccRTwa59nVW+LuZz37b+6/+FHbdXuiSyyqmziOwK9qGVTYwpBAE9V6G7CBRza+z6//3cDV75/GqN/OlZqmG60SXFu+PMnRAKOK6limeKQKC1rC/m6VWjsiINfc2vKq6DZFTl3RiBeqUgUq0d7O/PAQTiu0EaElJ9sK02RFS4XUe6YCJ/uEbMAbFLzWXoJfjbMyVo1PTbAsXEObkcfy1krCCZ3yoFwrA3PxtzQc7APTpK2zs0iNrycfGN7ZWSRbzjFXrGLkxFW8VrkzL+x8FOFqL5YH8hpNAt/WU7l6RZ97YubQ93DD5+yuTQXp8jnNo9G0qYVrD7+FTSs3M+ZnI/nLjD/RsL7RMdkW3NsVHHn+wTxy5T+7R/qn3fYyF955jqNAlUnB8eV73+CA8WP57M0vURQ4+LT9mDvDudHALYcsKM1HVVUOO+sA/njU/6OtMcTlU37DtU9Nkhaa1ht+UAKVE1PRVEv6B7QWs0jY3LVcjSD8cg2YlWiMNmHvDi4kN22JaIzFof5Q9l3Sc8w8+e21TnfU/fIFlCFvNPPTlktA6XgfFQv0kMAXtEBA/vowIvyN1DWN2s0EXul9fC+b27sVDsP8RRTMZ6vW8Jws9eOBG3KRaQKbG7Fo+sPv8NgfniUajlFcUcR1z1/BKdccy7S/OI/zuCUX/3m1w/R0+O5D0xKo3G7065ZtpHZVHefecir/vOF5+o+o4cjzDya/yP7xVNYI2oGnjCMajvHZm85kRnZXkbBS2z8yEYtWfb026bV2BtepiEXbHmtpDCEME93rSSlAxQkLZy/mhIoJrLl5HHm7N6EogqElTQQ8CTayjmu+u4iDPmli2mOHI+77hMPVk9O6vx1a944xf7fkf2eTh9XJT0JzeHof7GviW/8giCZP65ONSs3CKMuXGuKhtSeI2rxvuqIRqZDrByXicdaE7T/PhGxdRwjCMflhJE7QojA3lsDqUf37LlFFvVHIt+Ea3lq4C6PNr6WuWfTylzz+4VjQNER7OygqIhJBmAl8xhp8gJWFcTQR65wo6OPCollfj/ZhPT138xyH/PHADZ9zutYObvhcNBzjnz323CWfLWfBB4vYZb8xjgKVkyCUzKqgoCSfqkEVfPfV6u5zv/tqNdVDKgkUBWzH7jMpOC76eClHX3AorzY90fFaP13Os//vZdvXKCNN97XJb1G3tsOi5ambXuDJbx/AH/ARDcufdIIfmEClN9h/u/3y2qSbIXqbYwQtk+IkjTxlqolRGpBKaIg7+wdIh7BojTtUDrMwdl/07zzG6GcTa/ciupLuBOj1OoGNCkPmyZ9xtRYsocqmuJ2bcs8hG3AjFGWavgbuyYXbBDa3YtHapRu2+rewBANGOI++uiUXbpHJRm8aJjccdzsX33se09ZNpXFDEzOf/JBfXniY7ZqyxKJfTDiUd5+anZI/QqYjaAecPJbP3/6KcDDCqD2Hceq1x/Ovh99xXNeNWNR1zDRM22tTxcLZixk/7HI2/GEcsRKBUWKCKiisClGvmsye8xcq3q0icUM10Y/mS6siKprG2CO/5onBHyU955EdD6ZGymo90G7Prfrnt9KkaVI7br2t9oSiv94M+nBp63XBriNeBYSqSKU6qTQqybZPSAVKlfyHivb6AOuNEK2WRtDaIla1WAE2JEpZtqGaEZIDSwY9vpSbXj0FpUsAFwIRDIFhYEWijIp/kdHnfW8Qibi0QJscckgVbjuZMklfyyQIRXaaLqTO53Sfzuh9RvB+Ct6edoKQnVVBXkHHM3PPEftQS8dze6DQn1SgyoRDKorC32Zez+wX53R7XJ590yn89e3r+N1+1yV9jZlyyM1r6nv/HLXpDs4UPyiBSk3YvxH9/K1s1AvlJmsZFnZd4X5FxfJqUv2grFA7S6IDODY/Wfu7fAjDYMmskewb2lLHiyU8tDQU4GnU0aIwaI78mknlI3PgEem3zSEHW7jZ6LOVvmYnBGWSvgbZS1lLhkzJxanXHs8ZfzqRQGEerQ1t/OMPzqmobsmFW2S60a9dumErA+YL/nZmt/FkMmQqFgEMHNWfncaN4q4JqUUVZSIUQYe/1xVTL0LzaDRsaGL6lHd46e7pKa3dEwtnL+akgZfQcvZYEgUQL1Iw8zq6X78LCF6eNgXx8D7sdEctxuq1212bzlhBTyilJTx84cMckKRuYwqLn42aSHlyLSltCCPB6qC9KKvkyd+Hlbgzt2rSdKmdG96gvY9PNuBtMQiLBAGpBgn2UFva2Wj6GNiHbFuYJkvqqwkP2fL3GxIJdBSCwmKjkYcZtPeLcoOdbqtlwmMXo4ViKJEeAlg8gQhHGBVbJr2zyGxsgsYmqffMIQcnuOGQ2Upfs+OQmaSvZcLnspGmmw6fu/LR37Jh+Sb+88pntus5CUJ2VgVdHCi/ONDNtfKLOyxiwsHknb+ZcMhNKzdTM7SK1x6YQSzS8fn++uS3OPX3x1FUXpi0UzxTDjnj0fc4YdLRfP7OAoJNIc66fjzzZ33T7YOVDfywBKr/QqK71hJioxlgB5u9XEg2SReRCM+s2JsCLUqzkc+qcMdcf2vCT9jwsmxDNSO/bZfe6TP45k+2VkOFoEryGjnksC2SzajbVX0yMbeG9Df6bKavpYp00tcgc7HITedRpuTi+dtf4/nbX2PwjgM45Mz9u+f6kyETcuEWmW70O+w6mE3fbcZImOx7zB4cef4hXHPYzbZrZioWQYc5+jcfLWXDcncdDF1ij2dAf4J7DSReoGL4FSwdZgFv3f53jFvG4m1R6P/QF1x10I2u1ukNyoAaHr7lfvb09S4shKwox7w5Cd82AlUmEOEItUYx0PvDg6aomHnyq4fCYX4/v0g+IdQifZ9KltdgYWCiJbGSrvS0oUj2g/IEYwQtQUUf2hYpwXZWxqvYRd+MrmgkhElMGASFRdDSCCgmlmy9TAj63aryi/6Xdn/J2xzH8mrowThaQxtjWpZLtxcw1qyDNeuyaluQQw7bwg2HzFb6mp1YlK30NTtkkr6WCZ+TnaYLqfO5y6f8hkGj+3PN4bc6clY7sag3u4KeVgWhlnbq1jUwfPehbFrZ0VE5fPeh1K1tsB3vy4RDmobJhuWbOHbiUd1+kMdOPIq6dQ3SbQx6csjn/vYahWUFTP2q41lrwQeLuP0cZy/TTPCDEqjyGux/0Xbw1fNlXiWEJY7GJQw+C48gIVazOlFB0MyjzBOi3fLxRXAI69pL8W0OSd2QhWEw8Kw1vKkPQyQMRLzzl0pEEZZghLUxe2NouRjXHzXcbPTZMLd2qvq4NbcGdxt9ttLXIHUhKJ30NciMXLjpPJIpFq1duoGVC1bz+ycmdrcx94ZMyIVbZLrRH3jKOH518ZHoPg8rF6zhphPuYNXX6QkrXWKRVlKMueMQhKoQK/dheRQ+LFE58OqpGJeMQ4sJKv45D2EY/ONa5260VFB35BA+uOVefIqOirJdB8zMsM79Lx6JsW69lPUAhM9LQDGgDztfME0SDsEhWcjTcERpICLdD8rXbC9QVXmDLPbWbPHAkQCn0bdyNYxIIki6hdbcTr3lY4dtvm4Ki4iIExZCOgcy6hqYcvXJPORRMPIUfK0mWsRCb42iRg0sr4fB330jP93ui0X4v9j6ayodFgY5/6AcsoV0OWS20tecOGS20tfskI30NUjOITNJX8uEz2UjTTdVPjfpoQsYvfcIrjnsFluRqAt2YlFbY9DRqmDmkx9yxp9OZNHHywA4/Y8n8NZjs2zXzJRD3nD8HVx8z7k8t34qiqqwYv5qbjjudsfX2hNdHFINBIjvO4bGnX0kCsDIF6z0wkuvPojnjrHoQYWhU5ZhNjQy9eqnmHr1U2mtkwl+UAJVoM7i20Q7ZSokhCAqoNXSiaOyODaAR1ftR2m7PFIMYGzYyKxjdmGWuRMiEoF4Any+jvn2cBjMOoSxUeqaAFa7fO+lHH5YcCMWZcPc2mmjz4a5tVPVx625tduNPlvpa6kKQemkr0HmYpGbziPZYpGmexgw0n7cKVNyoWoqmkdD82ioqoru0xGWSFlchR5iUUU5lBSBomCWFyA0lXkBnaN+/TAcvw+BNe2I+Yt48vrnePL651K+vx1aD9+RZ+66G78CxaoXTVHwdA6ca4rKY601vPzaTh1jMJLgiQp8io6u9N6GUqRGQZdLLdT2CPVWgDFJjuuKhunreyOfWKnkgo4QNIXlpgKnAk/E/riZBZMkNSGS+kGZwupIFZbtHdTQxIQplxMvEmixLQv7GwRFawxMv0rhom/likWWiX/63O2/F7YEpOQ6jnLIBtxwSKdrnZAuh8xW+poTh8xG+hrYFxyzkb5mxyEzSV/LhM+le20XMuVzkx6cwM7jRvP7Q29OuUvMSSxysip45taXKCov4LHFHa/1/Wn/Ydptzs8+PdHdnd6vhsZDh2L4FKKVCvEiwSrg9UemYty/LwVrVPo/MJe1S9ZvZRORCYw9RzPliQcYpef3enytEeLCt34LDY1S1ksHPyiBqmDmN1w2/rcY+Tpq3EQLJ1AicbAsaG6lNLwRS3biixDb+VrkkENfwI1YBPLNrZ02etnm1plUfZzgdqPPRvoapC4EpZO+BvLFolQ6jzIhF/58PweevC//eXUu7a1hhu4ymDP/fBKfz7RJMyA5uWhpCqPkBTj+d7/iikcvRtNUGhqCvPHy57w4Zw1aZSVmfT1nXncS59x4Svf1MyLTWPDhIq4+5CbH17stlvxlGC8d8RAaggotgVdR8CkqeqdgtM/c8xlwYtq3tYXQFAZ68pKKRSN9tSiF+0j1aNHbLRLCTLpmoRqXnmwrQmHbcTsPGuFKFZkNTSISZUW0GgqTEzMrCwwquNE+7WhoUSN1Hl2q16YeErY/0/7eZhTvAGnrARQsqmPnGRNREireBg3VAD0IKOBtEXhDFkXr7P/+04XZ1kb/Oz6xP0fqijnk0AG3YlEmBtduOWSya53ghkNmI33NiUNmK33NqeAoO30NUvNIcpO+lgmfc7o2GTIRi6oGV3DsJUcRj8Z5dvWU7nvMevbf3H/xo0nX3BbdnUW77UhwVDEXPTSDWLEKChidI/3xP48lf6Og7IlPMQ2TyZc+xuRLH0t5jWRYc+4wvph0Px60Xr0Zn2yr4oV/7iK14Cg8CpU2NkWFikq8xId8x0Jn/KAEKqu9HeZ93W1IntqkcA45/PDgVixyi0zFIpnm1plUfeyQyUafjfS1dISidNLXIPNKlJsEtqRiUUsExaNz/OXHdItFjXVtvPHiPF6dvhg1EABhcvDp+3Phneeg+3Ra6lr56JXPeKoHcU0FC2cv5qT+v2XNtNGct+OnfO09k/rGVkrUCGVagp+N1/jFKSa/uPMaqifX8/TNL3bP8WcKT2Gih0eSb7vjAV9c+miW06x3kRJDeOVSCz3Y4aGTzGi6TDUxi+R6ByGsrWLkt4WmqJheyV6Q8QTL26ugMrmBvdDlj8SrMftupRI9Qp0qt6OpeFWUcfNPJxzb8rsSDXsRzV78dRq+ZqgOfWFzh/RhrFzNqAtX256T43g5yIYboShbabpOYlEmBteZcEiZ6WvpFhxlpK85cchspK+BPYfMRvqaE4dsbw27Tl/LRCxyujZVdHcWDRqIMaCMK65/jUSRh0R+hwpgaRCZNJbKBRHqZs/ncPXktO5vh6WXF7D0qAcBtupK78Jpqw6h5Sm5ybZGoKM7PRmGeetQCvL7NBTCp3gw/VpOoMohh1TghmBkmp7Rl8h0o5dpbp2qWCTT3DqTqo8dMhWLZKevpSIUQfrpa+BAEFSN4ycdzRV//y2aR6NxUwtvPP0xrz71KagaWKaUBLaFsxdz8q5/wjuzlDFFtXzku5Bg01oCagI02OtU+MkpKhOvu4ziZz/NSHzsCWFajBu0imvLe6ag+ugpGoX7yRcWTMNeNPBq8nsz9HaLmEgk7Xyp0BJYxXKNktSEhWmjjGmKguVRk1hfu0Q80dlBldx/LVopeRzMNGmJ23dIijL5yS1Fy1WOXX4Ua5pLSRhat2l6NOhDCWnkr9Xon7BPJkoX6uz5lP1bocxmn8i5U+YgG264XDbSdJ2EoGyl6TqJRW4LkplwSNnpa+kWHGWkrzlxyGykrzlxyMKyAunpa6lwSFnpa91i0dDBWMX5XHHjawDEi3SiJRpaQiBO/xml8xsxlyzv9VpXUDWa/u7jxZ0fxq8o+BVtKxFHVzSGvftrRs52d/tkUEIeW7Fon+LVvJs3ABFM3hGWLvSgvWg4QAthlRTAGmlL4mmL0WJZlCYJDtEVjViJiuSSY0rICVQ5uEZv5MKp0pRpcga4IxiZpGf0NTLZ6GWbW6crFskyt3Zb9bFDpht9NtLXthKCNjbzxj8+4JUps1B8vm5D4kzT12CLWLTqud0YVVPPkwU3MHRTAzWeDoG2+HQ48ZQAz19wFMrHX8lLYFNVLh/4DofmdYkzWud/WxArltsNIkyTTZEi23MSlfJtgkXEPhpsdEkdG6SPZhkkxPerz6RA0YmVe5HppCTicTbFS+zPkW2TJCwWLR/IjaU7Ax0+TIvbaohbHpqjedQ1FVHwlXzaVjVlDrFHVGqsWun3tkUuIOVHDTd8LhtpunZcLltpuukIQbLSdJ3EokysDjLhkLLT19LhkDLT1+w4ZDbS15w4ZFtjUG76Wl0rWlkpx191PFf8/WI0XaWhLsi/3l7I81+uRxy0B/q8ZVLT19TCQoa8WMdVVe9R3DkWtq1gtNujkxh80/Jkt3CF6kCIgZ6CpMeLSyQGo6UIXTFRMnge6Q2+FoEprF7H+zrWBOGRS3TUSIKwSM5dVZTu0ca+Rk6g+h9BuuQiW8kZTpWmTJIzwD3BcJue0dfIdKPPhrl1umKRDHNrp6qPG3PrtFuWH3mXl+55o3ssS2b6mrLnziy7IJ/Tm59nyMJmCvQYows2w6mw96nwWeNQtFPjmPX10tLXrNIi3hg7JakZYkw08mS1T6qPD4kE7ZYPSE4gopUyF0wNeaUOrtAuoIXsBSrVKbbMBRQhbLuZ8hWVRKFX6kavRRIdaWfJjisKQpM8bmcYvLd+FB8WLaTRLCAqdFbFKvmyZRBxy8Pg/GYKV0tdEoRg9KULmattKXSIeDPCEhQIi4JsCTpCgMg5If2Y4UYsykaarhOfy0aarh2Xy0aabrpCkKw0XSexyK3VQSYcsrSmJCvpa6lwSNnpa04cUmr6Wn0QrbyM4688rsPGwKPSWNvKG6/N55X3VsC+u6F8sVRq+po2ZiQ/e24RjYVHUtukUaOF0DWLY38FJ/1KocWyuODXl+OZ9YW89DXLYqCvmeF6crEoWiW5+Ccs6iO9c9Yu+HRDvn2CA/rrzSiBHaGtTdo9/ytCkGlh9pZU0glNUUnk5wSq/xm4IRd216aCdMlFtpIzeqK3SpPb5AzIjGC4Tc/oa8gWi2SYW9tt9LLNrbt+Xk5VHxnm1l0bvXHonmzc38exa1/HV58g4I8xqKiV9iO9hA7egdrV5Yye9KXU9LXmnYpYcexDSSslHxd+zW0FJ0C9lOUAMIv9FNqIJD5FJ9RPkytQpYBYZd8/jOf75Y9maVH7TVxVLLAxo3QDT2OEelOhIok2pioKli53Ta2+lemhMezqXwfQOXoHGoJ8Ncbn4R3xNSWkrikMg+rzGriz4JeIaAxMExGJImIdgtFK3UN5/FOpawKIWCw32vYjhxs+l400XSexKBtpuj3RG5+TnabrxOWykaabjhAkM0031TG0dK0OMuGQ2UpfcxKLpKav1bWi+ny8MHkmRdWlTF14NwALP1nOXTe+hlZdhbm5Tmr6WutZ+zLp+hep9fySRHMYVREEVS/7nRThwJMEq41i7j76BNYuWSEtfU34dM4qmdspFpmwTc+yrkSxdMltxaqKrjoIUFnQMiJxewekYcWNNGly/aCcXma5FgJdrjOTr0VgIUhW6tQBy+uR+xa3tLE8XsVu3uRCm/JfqpflBKoswA25sLvWCW7IRTaSM7bFtpWmTJIzIDOC4SY947+BTDd6mebWKYlFQkgztz6h7DzMg/agbaiPSKXCda0ruPq5ZXSb2Vw/mqJlGtUPzpFqbr3+EC/Lzk/u73Tf4KHMDAzGlFgpccIQTxijuhhWOZ+bKjwtEVosFbvetlh6RXApELrkETVhUd+evMKXLXib7WnDsLwG1nprukc3ZUCJJ9hoFlJitFJvedCxiAmNtUYpXsVkQ6IGxZQrsRhr1zPjmD2ZYf0UFAUR6vzcVhWUPD+iqQUtOF/qmkBHck0Sc1ARy3Uc/RjgtvgnOwktFT4nO023J3oTi2Sn6W6LdDuH7OCWy2UjTTcdIUh2mq6dWOTW4DoTDpmN9DXF4+GF+96iqLqMqQvuAkVh4ZwV3HXT62ilpZQXalLT1zZfNo4DzplHjbeZb5UHSDRdR5EahZ3g8v8LcfW3pxA4xouZiEtLX/MGLU7I30RA9bJ1QEpH54+utGI5/I6mCyVuELUZzQJwOJw+TJPmhH03k6dYcvFPCCIx+1Rgn2ZAkmKvW3ib7O/nVxLgkfsG+5tMW0/RgKph5HukGpaLYIhH1+9PyZC3qTeKMFFZE6sgoMVYEa7mm+Z+FK+Sb4mRCnIClWS4JRepXrstZJELGckZPdFbpcltcgZkRjBikbir9Iz/BlIXi+4CxHadRbLMrU8oOw/22ZVodR6h/hrXN63guvtXdFRHFIj9YUf6fSzgpc+kmVsDrL8kwaKf/yNpZ9Ex3/6CxEOq1BEYT8heWNjJt4F3i3aW2srrhBLVQ7zElyQnLXuIlcoVi0Q4wopYDeSvlHpf+0UFjY19L1AJDUxhYSGwOvPHglachBDUWx7WRcukexZYa9Zzx5lnIlQFT3MYoWkosThKKAyqiojF8LYskNsFJATGytUy75hDDinBjViUjSS0nkjXk8gOmfI5mWm6PZFu55AdMhWLspGmm6oQJDtN16ng6Mbg2pZDKgrP3fEvCsuLOjikAgs/WsZdE59A8Xikp6+t/+M4dv7lMgblNbPCdy+rNt/DCF8t/jEJLp8W5rSPLmLkOV9KTV8LDRI80H9ekqM6Jw6cz8y8wZgSvSC12JY9vzcUqxrxUp/0JDS70Sxd0YgVa73kCbuHiMdZG7GvYuYF5BXguuDV7QWSPC0hvzvdwUO+WotglsjlmXkb2vky7qdGaydodfy2tAsv6xLlmELh6/Ag/BuDyCzHWeEw2sl+7glLySVGAAAgAElEQVT8AhHpsL4QsTiKpmJFovjia0Cslrhi6sgJVBKRCbmQnZzRE6mQCxnJGT3RW6XJbXIGZEYw3KZnfB+wcPZiTqy6AOPQPdm8t4/wmCh3VH7CS8un0xQLsFYrJXHVGEY824K1YIk0c2vF48FzRwOvjngdn+LpVTDawXcho1KzDksZHk9yg0CAAj1Gi6rQl77QVVoIEZBrhuxvMYkJg4DSuwSlomIEVKkCldLWzkazkDE225sVkPvGWpEoXwUHQlkfClQAod6pYEKYJISJz2N0JxbKwuBXatkrdCl6SOANWSgC/I1xlLiFp6kdJRrDDK6Xth50jKDx6UIUkEpacsjBDm46mVK1OUgGt2KR7CS0bZFMLJKZptsTdnxOZppuT6TbOWSHTMWibKTppiIESU/TpZfu9NlLuGPCI91+OjIMrhfOXsyJ/S5ixb37UjayiZK8CC/5X+fNlS+xY8Em9NEme78OT/zjaGru/WS7a12nrwGJn4R4YVgyXyed3YZsICJ5H/a22gsVhWoUdLmPvpFyzTbxTUcjXqhJFaiUaJyglZwh+hSd4GAV+7iY9CAs4Zhsmw0EN9i/Cq9qoCgeqYW4QK1FyIqiohISCUwhMIE1RoB2y8fc8F5ore1I7S36ehm3nXQmimWhdH72KIaJCLWDEIh4AiuY2ph4OrDrTv9vIidQSUQm5EJ2ckZPOJELmckZXTPqvVWa3CZnQGYEI9oedZWe8X2BOmwI1//9CQ7K6108qPtZO6e/fZnUP2ZhmoTivs6W5d7hLU8vpjYVRKP2W/iI/Hq+8BZKnTV3QrGaQARk1qHAE+4UqJJIUD7FQ7RYleoHJULtLI/VcGjeBpuTJC5Ix+9RS9z+VeSVyzcsH/ymxejmi7v/rQcV9CD42iy8QYv8TRGppBjAXL6SquW9C3E58SiHbMGNWFTev4xJD05g1/3HIERHJ+7kSY/RUtea0ppuOplStTnoDW7FomwkofVEMj4nO023J1IRi2Sl6drxObfIVCzKRppur0LQuZO3KmLIStMdP/wKvrtrX8wiEzXP4ObCeUxeMJtCb4zKQSH0F1XiN++F9+15WJYlxeBa9fn43RFvMak0eT79A0MtajJaZXskWuwLe0XeCFFNQ0jci1UH+8MavQXFK7c3vaPgmHw0C0CLyyVXoj3MukQ5+JOP3ArZflCWyboW+zTdfF9cumF5YK1GonNqout/Y8KgybJoFx4aYgWgyfW9LJ+1iqMvvQwAX0Mc1bDAEngaghBPIGJxzIbkf09uIAwD5i/K+V52IidQSUIm5CLVa7eFDHIhOzkD7CtNbpIzIDnBaGmJoBYU8NKTn1A0tB9TF94DCiz4cjV33vZGN8GQkZ7x30J0cAk/8YYgiVxRrHqJlnuQ2WyqaBpVAXvxrqI4JH0jsprthaBiTxg0+w0yXWQhXM0R3sYITZZFaRI+Y2Cih+V+Y1Y4zBfBoVCSXKBSY5JNNS2TNa8MY4fdJ4ClbBHATAUlqlGwVqVihXyx0TdjHkNnSL9tDjnYwo1Y1G9YNZdOnsCYfUcSC8d59YE3eeHOf6W8phux6LKHLkAIwZlDL0FR4I/PXM4l953PbWfc57iejLG3dMfi3IpF2UhC64lkYlE20nTTFYtkpOmCPZ/LRppuUrGoEzLTdD0DB7D67CFEBppc5V0C0xfjL4oRCMTwP1kGlFHyWwNj9VppabpUlDLtpMns4+u9GGcKi3FVO0vtnhamSavZ950vThic10y9XoiQOG7nbRWYInkn/gCtFVFUAO51xu2gGM5cTUimViIcYU28ArARqCSviaKQMDTMzhEGAxNTdIw3tlgGFtDYUiC1awtgyIsb2X/DRFQDPJGOtfWgibcpghLpsDSw2jdKXdOo3Uzea5u3/7rUVXKwQ06gkoRMyEW2kjPAnlxITc7onG9H1fjFRUfwzZwV1DZE0UpLO+ZadR0rGJSSnAEdBOOoXz/MmI9UdslfTX+9mSrPDBa2gV8xGDo6zkEPj+L1w3bH2LCRtUvWS0vP6GuEBngpUu0rUULy/DWA6qDcDChopU1ycoZT6SCgdsxGy4S/wZ7QZANqS4gNZgHDkzSMedCkR86KhMF/3tqTMTsPoyBvi09AJK4T3lSAt0Fj0Kdyq1AANfd/Ir0ym0MOTuhNLHLqHNI8Ghffex4Hn74fAO9P+4gpVzyZcudIumKRqqrc8vq1fPL6PG447nb6Davm9pnXU7++iQ9S8IN0KxbV7FDFc7e/1t2V8uELH3PaH05wXE+W52U6htsybAVkJ6GlKxbJSNOF5HwuW2m6YN85JDNNV6uuYv2ZIzDy4U/h5fxx6nLilSboFiVTa2hdM5odb/xWappu+0/689nEeyhIwq8azHZOGzoJbXV6ApgdlHiCsOWDJJ5FmqISqVSQWYYTsRjftldBxVKbb6zvK3UBNW5r+O4GmoPW5VNM6ebW3tY4LZZBQRIK6VM8REs0pEqElkW4c8RvW8FIUxSiwpDdVARCMPAejX12mQiAv0XgiVgohsDXGEUxLUas34QpsWgNYKxcTXEvvpd96PSRw38BOYFKEjIhF9lIzuhCN7lYUduxESgqCIuqQeVSkzNiR+9NeGILVfkhvix+nFZ/HSd9AiYqyyPVrGovIHyCF7OhUVpyhulVeWDAv3vMfnftDl7Ay755K3mt6OdgM9H0Q4BTFcSDhumTL1BZDv3Bpd4wbZoGEgUqX4M9cRigN6P4/UBqoyipwN9sYWCikfyNFpJJlAi1c/WSkyn1R6jMC6EqFnWRQjYHC2lpyoeYxqjFIalrYpkMvukT5/NyyEEy3IhFx008iiPOPYihuw5m3lvzuenEO9NaszexyKlz6MzrTmKXn+/Ib3bpEHtum/FnzvjTiTxzq7PZnhuxaODo/gwa3Z+nb34R0zBZ/+1G3np8Fr/8zWGOAlUmYtHL977BAePH8tmbX6IocPBp+zF3hrO/kAzPy3QNtzMRi7KVhAb2xb9spOmCjVgkOU1XG7EDzftUEy1R+euq7xBrVhK7bhymX5AoFBSsVel//1ypabrtew/lkyuTi0Xf7R5i4hMXQXPmKYJd8DX+//buO06q+t7/+OucM2dmdrayC0uXDtFErybRq8bEoBiIiT2WaGyxxUKMiS3GbixEk3glyo8oV8RyQbHFWMAGsWMF6b0IC9vYOjvlnPP9/TGwgu6cmZ35LgvJ5/l43PsIzpnz5cwuu3Pe8/l+PnGafYIFCwO9M91TW7PWJ8uhoDbtMa7ejgJZsXrqb24daPB/P9fbbsQI94fW7D4g18EylPb3c9bWKLWuzYBtd9TbAyMPRVwlSSoPQ3Oa4kWjvHLPD3hqr8MpqFEYCoJNCrvVI1lkEq53GDh/pfb2Asa78+mZ5m2kQtoZCH0koNIkpzcX27ZH6Z6c0XDWIdTur1DlSe4s/5CC+LvYswaR9EyKg3FWzB8Iv/1A6+SM5oEB5u0/o+MqlNJN/CsGE4qOhdo6bWvaLdsaHqdpTlhsOHiF3fCbXrNMH2xZhkm8VHOA4rqsrO8JQ9MfU2a3sd6KaN0vHcrQp29woA5VWgybv156m6tIVYy76/alyPqyp1aLG2Zhcz9W1PektS3E0OYWrb943do6yo9rRHmK2m3Vb8prpdLbSKXGdYT4qs6GRXYwwGV/O48DjtyP0p7F1G6s58m7n2fWw29mvWYuYVHdpnoev/1pvj1mP3r2958c9FXpwqJMlUNjzx3N//vtI+3NpZ+442kuvPusjAFVrmGRue3f/o73S6ZpMmS/QRmvMZ+waNE7Szn6/CN5tv5hAJa8v4LH//i073q6eiR1tuF2vmGR9klo2/hVFumcpmv1rsQZ1pdEWZD75yzDmbeC6K8OQVkGTgH0WOnAc/O0TtNd84u+LLhgIrZhdVhdfN2W/fj0/ojW6ulgQ4KoctO2KjDb/58+huOhv2Y4g0SSRrcQSB9QJUt2fTWTHeyCrfZb/d+X9re3YhTo3XpoOqlgaMdozN1hqk5S+743UJu2cOb9V+BEUj2wwvUKL2AQbFYU1DngQcUnq/SGN0pR9uh7HVbabY94JSwSezIJqLrIgrmLOaHnecR+ehCNQwK0VSp+b67CW7cEHvk2GFBR3kJ4Sg8iz37w9efmMTnDO6WOVd9+Mu3jx1rjiBsmKH0/vjJ9OtDLjGqfhJZJmWmSLAnt8d/kkWqHNpWgyEj/+rX10d3dWrF1k/8o7nXRclSiSeuy4TqP19ss3G1vImLKpt4tosYpZmlLX5Y1VFLaqreptvH+Qt75Xi+MHe4Sleui4k30dOrpSdf8ot/+5n5XTiQUu5dcKosuve+XHHrcgRSWRmhrjvGvme/x4NWP+fZ92VFnwyIrYFFf1cA1R91K1eot7P3fI7j9peuo/aKOj19dkHG9XMOit5+dB6QGaXQmoPILi/wqh4rKCqkc2JNVn61tP37VZ2vpPagXkZKIb4/GXMOiDcs2sXlNNWffeiqP3DiDfsP7MPbc0RSW+N+05RMWGYbBXbNvYO5T77U30D7z5lO485Xr+c1h16c9l65tb51tuJ1vWKRrEtoJ5edg9ayAHqnfi1Omf4r7wkJiJ/w3VsLDCZuULKzDXbZS2zRdgKV/GMI7x/+ZYjOAiyJsBAhgtYdGRy4+Fp7X2wtSGbQ3fO7oQ8ceditGsAxi+galWHGXhM81WAZg6g0XzLYkrV76c4aMALFym0Ktq2bmhjU31HZd1jZV+B7Tt6xJ+2TbTO0TEsoCV++7q4oPahj1zCVYbSZ2k4GVALtJYXip+xQ7qihb87nWNb3mZvrd41+dLmGREJ2zp9+779bMcIiDb5vHhN6fpT1m3zmXaJ3UlY1RxVtYGAzhxXbdj8wKS5Esj+j+AOw/QsEXzWxwPPb26ZppN+vf4hdZF2BVsoXtuwejyiDqBVjrVLAi3pt5K4Ywwkv/vZ2L8hcW85e3j4btNy+ui0qmJmaoWJxCdx2O5ulreC5e8+4/zVF0nVyCIr/nZiuXyqIXHpjFlGsfJxaNU9qzhOtnXMEpVx/LE7dn7uWXS1gUi8Z5ZIetQks+WMH8NxfxrcP2zhhQ5RoW5cMvLPKrHCooSn0AsGM/xpaGVCgVKQ6nDajyCYtcx+XG4yZw8V/P4YkNk6nbWM/sqXP4yYVjfM+VT1hUXF5En8GVPHffS8TbUsHP8xNf5tSrjqOkojhtW4F8K5myeTwb28Mis7gYIxDAKC3m4SnvwZT3sEYOwy0vxAuY2Ms24tbUaJuEhmGwcuIA/u/gVAuEcjNBoWlQZNh4eNiGxb6P/poh13bcMzRXqsilbyD9CJRMvSJzYWXY7TUoWAshn/LqLhAxDJxCG53dg4xojHov/Qd/ISNAvNTc5QGVdkrREvdvu+4pQ/unZT2Wx/jG3F/ibht+Y0ZNQvUGhkqFoMUbPMpq8/+ZvyN32UpGjPf/NyifCQqx+5OAqgsZQZshoRrfY2K9uqExoZUAc9dO9LAxULbmT78SHsn/gPITY30Vd1aNY//iL+gZaKLEimEbDqvjvXlr63A2t5ZkfEOZi0EPLuOyly7AjaTe2FitcYy4g9HYjNcaZWTsc63jgQHcpiZo0luVJfYsuYRFV/3vpYw+/TCcxJdVRNf86DaWvL88qzVzCYr8npuNXCuL1i/duame8hT9h/tP6wJ9YZEdshl10HDeyKKJd65hUa78wqJMlUPbG2oXlkbaA5fC0tTHR9Hm9JUi+VYWrV+6cacBHuffdQYL5i72vc58wqKmumY2rqji2EvHtfcPOvbScVRvqM2556URCmEVFXH0ZT9l4fur2NzgYPWuhJJUsOKt/QKVTPhWOnWGWViI81wZJ/f7mJHBzZSZqapa01D0Mh0sw2DsnVdR+YD/+6/O6tWjme+Ett/of/2GX/tYd8Bo8Y9kCgMJYpqHlYS2+r8vDRqu9mElmdiGiRu2tAZUeB5upo9NtRenq/bm1rtqTYDEuxXsk/gF8ZiN2ppa30gaFFSb2C1QstYBtU7rmuZbnzL0Lf9jumGIshBiDyABVRfy2mIZx7q7hf8mAUs2v2U0/yYKbW5lsws99A7k2O24DY3UnTKA1xoHQNDGCATAMFCxOF5zIwVeA4XBKu2fCrm1dVBb194j9N/kO1Xs5nINi16YNItJV0zt9Hq5BkV+z80k37Do1GuO5/TrTiRSXEBjbRMPXZt5BLqusOi3D/6KjSuqePuZDzp8fLt8wqJcZQqLMlUOVW+oZdj+g6lanepxN2z/wVSvr/Xd3pdvZdGQffeiatUWnKTLwT/9NmPPPYKrx9zie52+295MCzMcTk3TfXd5appu70oM20Ylk7hbqrnx+D9x8V/OZvoXkzFMg5WfruXG4yZk+SqntG9722ckZQ/WcFDZGlz79ywGznknFWIMDNRT5xbyl5+fBh9+zkPXZP4+zYppMqZyKReWbh8t/vVek3H/HU1dwgvqv922m/wDlBHF1SwMhHbtNF0jDnaaEbRdxFMKM6n3XYiKxdnslJJu6IplmCQ09/f0WqM8OOtI3jhgFDWthbREQySbQxhRCzNhENpqMPQdvW0MAPrfJQNShBB7DgmoupKnMk5Cs8q7oPSlG0RqXeLKIWJ0/MlQTHmYCb3VNmZzKxucUobbO3+6HVUJ4spjRbIAM8s+F7s7Z8MXvo/vyu2a4j9HrlvfDjnmu5x9y6n0G9GHaGOUx26byT8nv5pxvXzColzkExRl2xi7I/mGRTMmPMeMCc+x1zf6c8QZ329v6p2OrrDo8kkXMHBUP64+6raOJ6PtIN+wKBeZwqJMlUOzp87h9OtOZNE7ywD4+e9P4OUpr/uumSkswrQYd/6RLHx7GVUbGzEjEbAsVCKBisc5/JRDOebisdihAKvnr+PmE/7Ems87N9Z+e1gUO+Ygin+3gb1LNvO59SCfAz95p4n+9lYiRpyn6g5i49hS1i/5YqeqrXw4ZQXcu9c/qbQ62ggVpNptwA35zUjtPJVIUJXw75HoFOoPizK9nzN76+vJlK2u2OKXSRK903uzYRsmTsTSetOimlu45l8nc0/fRlzPIBoLEWsOQdwkWGsRiBoMmlWjt3+Q5zLsyvfBtOilPHpp7B0mhBD/LiSg6krKo83dtZ8yAWxt3PU75sM1CRq9BBFz54DKVR5x5VDjBTA8vb+IvS013Hb1L7kptPObxvBWF7s5SaC+lcCaJVL5I/4t5BIW/aPp0Z3OYYcCrF+ykYv2vzKrNXOpZvru2P0Zf//53HXmfSx8aymRkgJ69Pa/mYT8q4rGnHk4Y848nPqqrcx6+A2e/uuLGUOUfIKibBpjd0RnZdH6pRtZPX8tVz18afvxHdERFo2//3xGHTicq8fc6ltRtF2+YZFpmVgBCytgYZomdshGecq3GXymhto3nvAnLv7LOdsqh0xWfb6eW864H8MOopIJHrttJiUVRUxZnHqd3njibZ64I3Nvrx1tD4tqLj6EAaetIe4EeIg36WG/yMHvpf4eESvOlMWHMvj0JUy9YTpTb5jeqTXSifWweG3EP9sbXH/VZmcZ0639tKyVrSLDJtYrpLXXpmFZREz9VSa+lKI1Qx8f09L/bsN0umDfYAZWHN/m1gMDDajiQshvp+bOa9Y2ceayM+gdacbxTFqSIbY0FxONBUm0pl73vZfWag2LvGiUkRd8/OV/6OD3RZd99Ke7l6YQQvwbkYCqCynXZXWjf525m9S/j9+Npv+yJpVLzNMfmtlrq/nhtKsItKbeTAW2fZBotyjC9R4FW+IEFq3SGhZ5sRgRn20m8utfdJVcwqK+Q3tz2cTz2PvgEcSjCZ6970WevPsfWa+ZS1h0bMmZO51j8mf3MGfGO1mtl2s10zm3nspjt81s76PT0tC6U+PpdPIJi56d+BJ/v/pRmutbGHXgMK6f8Vs8T/HMvS+mXS+foCjbxtgd0V1ZZNkB+o/w70GVb1g0/m/n8c1DR3HVkbdk9bWELMKijraZHf+n9uPPuP4kzrrplPY/v9T2BPPnLOLKI27Oan34MiyqO/8QWse2UBuO88fIZMLLHcqDUQZW1DNscpJZz/+YIde9h+u4TLxsChMvm5L1Guk0DYV/jHgl7ePrhvRkpaW3EiXY4uHhgd5OPb7MNodmT1GZZknLMPBsvSGLcl1a3K9v6+tqLY3+vTtNU381jJH0f9w2XO3T7QrqXW6o3h/bdPm0YSBtjo3jmSRdi62tBURrCtm7Tm8zeGfNOkI/DrC9FlR5ikpv5/YYXfKeTiqYhBBityMBVTczLP2/HCveDzAsfC7UhjDjqTeGVgIKqg0KajxCDQ7Bto8znKVznI2bGHz9Jt9jpJJJdIVcwqJsJ7Sl09mwyDRNbn3+Gt59/kNuPG4CfYf2ZsLsG6j5op43s2g2rWPr26gDhzNonwHMnjon43q5VjOFIyFGfGcokSffZcrieykqK2TB3MU88JuHdxoL/1X5VhWt/HRN+/FLPljB9AnPctSZh/sGVPkERdk2xu5IPmFRuDDM4ScfzNvPzqO1Mcrgb+3FGX84iY9mz0+7HuQYFm3rSVS5V0+OvWQciViCx9dOaj/H64//i/+5+EHfdXe0YO5iTux9ITUXH0Jrf1hR5vH66tdQ62cT6RklZDsE/higcOKBBF/5kEdvear9NchXw+gYK7/3aNrH/z5S/xRPI8PddG2iENxdOxBiWLAao7gI6uq1ndNsjtLg0/TZxCRZoDmgSjosa+wL/bSeNiM77B8mVhS3gmFoDT1K13hMbaqk1QtRmyymyUlNnVvTWsHWeIS1K3szKql3mm7BCx/z6avbGtzHajCVR5BUW/jCbdfWFWGR1j5aQggh9lgSUHUlpWj4sJIfWF/eMHrKYHNdKW6zTbDOovfnXRBQTXmPivw/ABaiUzoKijJVDVkBi4v/eg6jf34YAG888RaTrpj6tUlXfnKpLMp2QltHcgmLBozqx8BR/Xj0lqdwHZcvlm/i5f99nZ9cMCZjQKVr+tq4845g3sufUle1NeM15lrNVNSjENM0GfOLH/D7cX+kqa6FyyddwDXTxnPt2K7dgrYjlcV24nyComwaY6eTT1iEUoz++fe58O6zsEM2DdWNvPXMB0y7aUbG693RgrmLOanfr9h8+aFE+ypWBRSvrXsV1r4KlgJTYf6uByP+p4jqjxZylHlyp86fjllazK8vf5pzSqrTHnPA0Euo1LLal7wM26QCAf2322aGypeDStfyWmRAanKptjUVrlKQ5nJtw0UF9FZXGbEENW4x0HE/TduwSJRo3qamPNoc/0pwrwuKyBJbwyxPthJTFjFlsdkppcGNUOuUEPNsNi+sZJharXXN0ic/4slZ3wLXRSWdL0McdytBt5aRrM+4lbnTPBcvmnkbrxBCCNEVJKDqYoNuejf1idoOhklJsehiuYRFx106jh+d/UMG77sXH778KTefeHen1vxqUJRN1dAZ15/Et773DS74ViroueOlP3D6dSfy2G0zs1oz18qiXJtu5xoWmWbqZ8COPwpM02TIfoMyrqlj+lqoIMjoU7/HhLMnZlwvn2qmtpbU6/ncxJepXl8LwLSbn2Tq8vsIR0LEoh3fxOa7Be0HJx/CR698RrS5jZHfGcqp1xzPPx6Y5Xud+QRFmZ7bGQvmLuZnQy+n5ZSDiZcY1AFnv/Em3r/exEpAvEwROLofg6qixLZU+wZ9nWH27c3Eyx/gB+GOH08ql8NmX0bZR1qWA0C1tPJZ617gE1AlS/St167JP8zoVaS/8iVc6x/KlAdawNb7FsxudoiqJBE6rmgqMxOowjRf8Fw5DjFlky6g6iqtCZsqpwVIVfPUujatysbFJOqFCDbq7920z+2buPyB8zCSLiQdjNY2VCIBSQelFMNaP9S+pnIcXI0Vb0IIIcTuTgKqXUECqf9onQ2L7GCAy/52HgccuR+lPYup3VjPk3c/z6yH38x6zVzCorpN9Tx++9N8e8x+9Oxf3qlr7CgoyqZqaOy5o/l/v32kfQrZE3c8zYV3n5VVQJVPZVFnKo92lGtYtGHZJjavqebsW0/lkRtn0G94H8aeO5rCEv+eJroaah9+yqHEonE+eDHzNeZbzbRlXU3Hn+gb6W8Y86oqIhWuXjH5IqyARe3Gel6YNIuZf34h47XuaHu/IqtnBdGDhrLcNLjk8ddJPvsGsQqDYDN4o/vB6H70m/QJXiz2tefmKrH/MGbecw+VVqqV9FebE693Wrhw9q9gS/pgp/OLJol6IdIFCyYGutv8eIkky5t6g0/LLFdzfgJgRf179AwvqWFdwEYlE77HdWrNhPJtNN0V7NooNa5BzzTVQ2UmuIXBdAVWOVHJJJuTpSRVIyYGDm6qigtoUUliSmHFNb8HUorev3M5p/yS1J89hdUQxUhsK1tzXAbVfqK9rYCz4QvYoPmkQgghhNiJBFTiP0oulUWX3vdLDj3uQApLI7Q1x/jXzPd48OrHfKdJ7aizYZEVsKivauCao26lavUW9v7vEdz+0nXUflHHx68uyLhermHR28/OA2DY/oM7FVClC4oyVQ0VlRVSObAnqz5b2/74qs/W0ntQLyIlkYyTwvKpLMq28mhH+YRFruNy43ETuPiv5/DEhsnUbaxn9tQ5/OTCMb5r6tr69uPzjuTVaXOz2jqZbzXTSw++xgnjj+ajWfNprm/hFzf8jE9fX9herZaN7YFPoH8/3H4VrC4O8tv7ZqMCqW8mzzaIHtSXyJDeRJ6bx+9+eFPW586kYcwIXrz7L4SMALZhYWLsFDK8H3O59YWfwco1PmfpHMNVWIaRNsyIGAZuoY3OqENF21ib6AmRjR0+bhkmSvM2KcM0CJr+2+m8LujLaGbInYqsOIYVRGXYltepNTOca7Bdi1FUqLUflJF0iCsLV33579xDkVSp17zZUzhFNjrHpLhbG5l+5dE8XBHAKYBIrYeZTH0Ng1sTWDGH3ssXae9Z5C5ftfOfNe4pVZcAABiDSURBVJ9fCCGEEN1DAirRbXIJi/yem41cKoteeGAWU659nFg0TmnPEq6fcQWnXH0sT9yeefx4LmFRLBrnkR16yiz5YAXz31zEtw7bO2NAlWtYlI90QVGmqqGColSpxI5TwVoaUqFUpDjsG1DlExZ1pvJoR/mGReuXbuT3P769/Xzn33VG+6S7dPINiwAGjOzHPoeO5J7zHvBda7t01UwNDW2YpaXcesk0LrzxeKZXPYRhGqxavpkbbnkea9Rw3GUrmX7XcxSXFzH5s9QW0flvLmLCWZm3FnZk2RV7MeeUeyg0TGzDxNwW0ViGQQCLs9cdQe0LltbmuoariJg2IaPj2/hSM44K6y0tsuuj1LlG2kloEcMmXmbjX2/XSYEAZZZ/CBwv09zc2lMZewc5RfoDqkDU/zpGFGxhSXg4xLIPUTMJNXo4uFhfiRW3h0e24YGlNwFUGzZx7j1XYDoKw0uFZFZcEWxOrRlsTBL6eLHeyiLPJfTSh6T7F6GQ8EgIIYQQ2ZOASnSbXMKidM/NRq6VReuX7lxhoDxF/+H+Y91BX1hkh2xGHTScN7KY9pZrWJQrv6AoU9XQ9n5FhaWR9kClsDS1xSna7H+jmE1Y9Pyk10h4BrjuTmER0Omm25B/WDRk372oWrUFJ+ly8E+/zdhzj+DqMbf4Xme6sKixMYZRWsot50zmoj+ezPRND6bCoqVV3HTdMwT69sGp2gykmqMvfGspG1dU+a6VzvZqppV/PZgbfvwMQ4NvkDQmsak59fcq66O45RaDQ+ZcxvAzwfM8Jl85jclXTstpvR15NgwIFKV9vG+4kbpASGtAFa5ziHpJQlbHQUrQ8CCgeduWUng+G69CRoBoT0trQKWam/mwZQinFadvmu9ENC4I4Llsbvb/me2V6J/kFcwwpM80FGjeileyrJFvPH8pRtIk0GoQaDMI1dO+3S3YrCjdpHf6mheNUnn/u/7HaF1RCCGEEEIvCagEkFs101X/eymjTz8MJ/HlDcU1P7qNJe8vz7hermFRuudmkm9YdOo1x3P6dScSKS6gsbaJh659LOOausKi3z74KzauqOLtZz7wXS+fsChXmYKiZR+uTFs11NLQSvWGWobtP5iq1VuA1PbC6vW1Gbf3pQuLLvvJn1n2vT6sba7jjLfH8eqWJ1nTUsn3C06jurqJ5pYEKh7PqvLoq9L2SapuxAjY3PzziVx052lM3/j3VFj0+QZuvWgqZiSCF41y+CmHcszFY7FDAVbPX8fNJ/yJNZ+v79TrvX362pYnB/HrkW9isoDPmUV9w1Zsw6WkT5xr7kzy40lXM+DOVED10DWZv1ezYfdv3WH6mr3t/75UWqp/6pMV8698GRyuZVF4qNbKFzPpkSR9FU/EADdia+3jY7TFafDSV2VZhomnc18WqebL66L+W3mdiP5qpmjUv/rMCuuvt6lYFGPk3LNJNgXB2/Yz3zUI1VjYzWC3KHq1fKx1TW/BUkZekuEYrSsKIYQQQuz5JKDaDeW69e2QY77L2becSr8RfYg2Rnnstpn8c/KrWa2ZazXTC5NmMemKqZ26vnzCIr/G2H7yDYtmTHiOGROeY69v9OeIM77f3tQ7HV1h0eWTLmDgqH5cfdRtGUdJ5xMW5SpTVVGmqqHZU+dw+nUnsuidZQD8/Pcn8PKU1zOu+7WwaGsrnm1y2ONv8XDpeuzYKwyquI6j+9wLmJBcTFXDSax//DAGX7QpY9PtbCyYu5iTBl7KikcO4KBha+lTtJjHndsZvKUuNaGrDxz9txZuueFcSv7vfabeMJ2pN0zv1BodMk2OGrhsh7BoRyEgRFs//Tf5iRr/cprBZfVEAwGt1Uyhev8YaFiwGqNoP2ho1LZmpu12xWaARI9g2i1NOWmLUeOWAC1pD4n10r/dLuH5vwVwy/RXMxlrC7i+el9WtvbCUwaN8QKqmouxDEVTUwEl72ndyAiA9eYnDMkwY0JGmQghhBBCdD8JqHzkEhT9o+nRnc5hhwKsX7KRi/a/Mut1cwmLvjt2f8bffz53nXkfC99aSqSkgB69S7NaL59qplzkExb5NcZOR2dl0fqlG1k9fy1XPXxpe/+ijugIi8bffz6jDhzO1WNuzVhRBPmHRaZlYgUsrICFaZrYIRvlKd9m8Jmmr32taujEu1mzaGP7SPfHbptJSUURUxanXqc3nnibJ+7I3Nvrqz4KFbC2dji/KisALHBXorb+cqdj+gDzD1nFf10yHve2d3d6/fNx0QFvcU3Fig4fc5XHdaV6gwUvFmdVS0/onf4YFdB/u20k/a8jEkiiu4YqkOGEYSPpOx0wJ/EEzSp9uZKptVV5inIcmtwwfgGV7oblKI9F6/sysecgYipAcltYtTlRwsrmXqyr70GPT/S/RRhy/Tw+/mMxKtGU+g9eA329LwCo1L6aEEIIIYTYk+wxAVUuYVFFv3LG/+089v3+3iilmP/mIiaOn0JDdXaftucSFB1bcuZO55j82T3MmfFO1teZa1h0zq2n8thtM3faPrVj8+l08t36NubMwxlz5uHUV21l1sNv8PRfX/St9MknLPJ7rh/dlUWWHaD/CP8eVPmGReP/dh7fPHQUVx15S1ZfR8ghLPrKFrMzrj+Js246pf3PL7U9wfw5i7jyiJuzWh++7Fekvrc/q08IcwNrue7ZBwgUpkZa9bw+SWmoD8vX92HUrxbhxmJMvGwKEy+bkvUaX2MYbPplgm8GM1de2IbF6Se/wbt/64u7NX3vnc5I+iQHlmESq9AcoACNiQzX2gWT0MLV+oOZjGtu9UgqF9vQnc6kZzguUS9Eug1YtmHRVh7QWkGlom282bA33wy9zkanDA+TZbG+LGrpi2149Ay1ULhB89dUKUb+ajkv24NRrgfetut1XbzEFgZ4m/Sut53n4kX1bwcVQgghhBB7vj0moMolLPr1/eejlOKMwZdgGPD7xy7nknvP5Y7T7824no6qolEHDmfQPgOYPXVOVteYa1gUjoQY8Z2hRJ58lymL76WorJAFcxfzwG8ebg8n0smnmunZiS/x96sfpbm+hVEHDuP6Gb/F8xTP3Pti2vXyCYuyeW5H8gmLwoVhDj/5YN5+dh6tjVEGf2svzvjDSXw0e77v65pPWFS5V0+OvWQciViCx9dOaj/H64//i/+5+EHfdXe0PSzyDj+AzQcVcEfTem6e9HecIoVX6ML5xdjj/wtzRYRBN8/j0Vueau/JlK+a/SMs+/nfsNI0Hr67chhv2P209A4K9OvLHQc8l/XxF/b4mDn/NR5rjoaASima3bDvIfFe+jvNFAYSvo9HKrqiH5T/4z1DLdRp3uJnJsHDAzoOqHpbLaiSQm3rAZB0WBTvz3B7CXEFMWWRVCZrnQoSyiLqhbDb9H5NvWiU6tMHc4N1GkZzKpD2WqOobf8+NllhKuLva10ztUZ24bcQQgghhBC7wh4RUOUaFvUZUsn0Cc8Ra029yZ/z5Ducdu0JGdfTNX1t3HlHMO/lT6mryu5GONewqKhHIaZpMuYXP+D34/5IU10Ll0+6gGumjefasem3oeW79W3lp2va//eSD1YwfcKzHHXm4b4BVT5hUabnppNXZZFSjP7597nw7rOwQzYN1Y289cwHTLtpRtr1OrI9LOKgfWkcWci9y9dxzx/+TrLQwLPBGVcOYw+l8hOH6ufncZR5cqfO72flaTZrjnsg7eM37fNN5t1VqrWqwW71r/YotdowAnp+/CQH9eLQ8CYg/bS3HVWYBTSMCFExR8Pinofj+VcWeUHNAZXyWN9Y5ntIwNIfitktCld5aUPHweFalgf30tqw3LOh3o1jGQlcpUgC9a7NRrcUG5dNzmCU5i1+zqYqXjzpYP5R/EPMhIuRcMBxMZpaUpVGyqOw/iOtawI4q9emfUwltS8nhBBCCCHEbme3D6jyCYue/us/+cHPDuGDFz/BMGD0aYcx76VPMq6pY/paqCDI6FO/x4SzJ2Z1nfmERW0tqRvC5ya+TPX6WgCm3fwkU5ffRzgSIhaNd7im7q1vysu8BSWfsCjTc7O1YO5iTqg4F2vkMFQkxENzVvDAp2tIFKVuvNXIcuIHHUr/2bXEFi/3Dfk6a/N1Dh8deD/mthlgX73ZH/LK+Yx8XttyAASa/LdHhQxHex+fQJvCwcVK06+nv12PEdazScotCBAxs98CZhkmcU19obxEMuMkNO2UYmtNse8hptEFPah2yLySysUjtf0uplw8IOqGIKh31Fz5rFWctW48KIXhKkzHw2yMYrS2gZn63vI2dtz/K2dK4S5JnVOmrAkhhBBCCLHr7PYBVT5h0aJ3lnL0+UfybP3DACx5fwWP//Fp3/V0NdQ+/JRDiUXjfPBi5kAM8guLWhujbFlX03HvJ5/gId8+ST84+RA+euUzos1tjPzOUE695nj+8cCsrK53u/awqHclRjDItBmf8b+vLcMNbQsciophzHcIz1uB29T09edu60fWWWZBAb2nVXN935cpN01CRgDbsHYKjvYuuYS9bl2e0/nTCQb8++mEijoOE/Nht/iHMaPCVbxdNAg0bvcJNrkklUvI6DiwKDQSEApqWct0PJIq+yghqVwKqzRFD57L6q0VvofY5foqirYzol//HnKVh4OLqxTlhVEwLfD0TfOrnLOZb//pMgAKaj2sJFhxj1B9qrzHrm3Bret4m22u3JoazJqa9j8rQP98QiGEEEIIIcTuYLcOqPIJiwzD4K7ZNzD3qffap62defMp3PnK9fzmsOvTrqmrqujH5x3Jq9Pm4rnZ3QjnGxa99OBrnDD+aD6aNZ/m+hZ+ccPP+PT1he3bGzuSriKpsTkBBRFGnzman54/GjsYYPWKLdxy9ZOsU5H2G9/jLh3HFZMvwgpY1G6s54VJs5j55xeyut4dWXuP4EdPzWPf8AYGBpooN8HeobKo0XM55/zfYM/WuK3G8ygOJBlmp98WlizWX4USjftXmAQC+ms2zAzbgwrNuLbtdtnqbbWgCvWMkw+ur2dhopgfFmT32q1xYpQta9E2Vj7h+L92Vhc0LB/yrMPI5ospqDEwtiU2ZkJRUOcRiCki65vxNIZTAO7KNfT5nzXpH9e6mhBCCCGEEOI/zW4dUOUTFhWXF9FncCXP3fcS8bZUCPP8xJc59arjKKkoTtuzKN+gCGDAyH7sc+hI7jkvfd+fr0q7fa2mGcM0+OFp3+eYi8Zgh2xWL9zAbec/xPrqL8On6Xc9R3F5EZM/uxuA+W8uYsJZ2W0v3G7B3MUcf8y9fONfSQaHN1Nr/oV36q8mbCbpX97CZbfC3LahPDX2v3HWbeB3P7ypU+dPx2iLc3DBKg4OW0BHDY/bUKbeLWjKcWh2/AMSZXdBQNXk31B7cHk9Sc2VL+Ea/95BXcFuTtLsORSlWdIylLbeQe6GjVy99CTmHZBdg/frNxyLsXCltoAqNKuEoU3noRwDu9Zu3xdmOhCqN+j3uf6quMAbHzPkjfSPy9Y0IYQQQgghxJ5mtw6o8gmLmuqa2biiimMvHdc+mezYS8dRvaFWX0PtBeu5+Wd/Zt2K6p2204w77wgWvrWUjSuqcr72BXMXc8zPJuLNGsDAoq3MMv7Byk1TKLXaoAQO/vNWGrbuy8axpbgNjXiex+QrpzH5ymk5rwmgTIPre8+h0vpqUJSqNLKM1UyvHAvrNuS1zk48j0SaKV0AESNIvMxCz4awFOUptsYj/sf08J+UlotMmUyX9A7KcMpis01776BAS4Koz7o2ChXKvm+UH+U4RO4vY8kDUfYO+n9Nt7pRVj8ykorYe1rWBug5+T16TtZ2OiGEEEIIIYT4j7RbB1Sdbqh94t1fTl8Dbjz+T1z8l7OZ/sVkDNNg5adrufG4CZ36O2zvcxQ75iDWH6u4LrCCW99cRO/SZkKWQ68JLYwIuvzz/e8yYvw8UIqHrnlMy/W3Vdq8uc/MtH184HOmhA7WstZ2Vswh0VEvq22aPQuzNa51O49qaWV1opIfhKvTH6O7+Ed5NMT9K6jssKN5UTDq/YOgXqEWNloWSmMFVajJ821YXm7GUBH/yq7OMmsauHDF6QwtrmNtSzmNsTBNrWES0SDKMcAx2WdrNbpe4dArn3Dm7b/j9MtncWmPZV/7N5NULv/X3Ju7Hj2FvaZ9rK16SgghhBBCCCGEHrt1QPVV28Oi+E8OpHZfm5tZx3UzJ2EUOAQLkpRc59LYsh+9nwhT8Pw81i/5YqctgPmoPiDAmp+k37K36b9KabEslKMv1Ai0ebhKQZqqm8F2LZQUwZb0wY5u5aaLU1aQ7q+UE8O2KTbT98oyMYj1MCnRuCZKsamu1PeQSFh/BVWw0T9p26ugnk12GSqpb+1gg8OM5r40e6lAripRRlUsde1JZfLxpoEMbmrUth6As3ET9o+DbABMdxM9PJceXz1G54KeS8WD7/H6CyOY8aOxVH/PobxfI6YBtTXFVLwbpPfsLxi47l0Jp4QQQgghhBBiN7RHBVQAGAbJ8XUs3O+ZtIeMWHMxQ5/Xu2y4zv/xIYV1LAyEtAZUpqPwfLrJ2IbXPmpd25oNrXzhFDAgzXdG2DDxgpbPhrzOU7EYNU4x0NTh45ZhkqFdVE5cx/+1CweTqT15PhVlnRVshNfbLFbE+1DvFFFspYK5FW2VtDoh5qwYwQj3603381pz7udMP/zbEE/1QlKJ5JcBmPIY4C7G0XiN2+kM2bLlbN5C2bQtlO2w07V8+2O7/G8jhBBCCCGEECJbe15AlQWnogtuRTPcv0esBFj+/W86K1QX9200XWw4eEUhrWsasQStKki6mVy2YeIU6A6o4qxo6w1lG9Me4+ltkZRSF2JNsoWYMtnkFrf/57WJXjS6EbZsKdNbtQX0+/tn/GXmOFRrFOU4GNuaUnnxOHgJhrsLtG7vg1RQ5O7CKjshhBBCCCGEEKKz/i0DKrOgC3oHZagwGRnezIeRftDaqm9RT/n2eio2DdxIME1nodyocHDbdruOE6GQYRMvs9AZiynXoypWStRLkMTFU4qY8tjkBqlzC6l3izC7IHMcdedqLpl6ITgeZmNLe6WUamtDJZKMTCxEaa4s8qJRvGhU6zmFEEIIIYQQQog93R4ZUCVd//qdwqL0/YxyZcXBVR6W0XEcZHXBYHerNUGjZzEg3eMYqIDOblBAUwurE5UcEKwFIKq+3KbV7LnUujaBmN7QRiUT1F65N2P7jsducTEchRVzCNQ0Y0RjqESS/g0fae8d5G6pbu/fpf+rJ4QQQgghhBBCiGzteQGVUmxtLPQ9pFdRq/beQeGt/pPQegWaMDRPQiORpFXt/CVyVSpK8VA0eB5GUm+04tXVc/+1p3BvoYHpQLjeAS/1OgZaHQKNbRStnq890DHem89XN0jq3egmhBBCCCGEEEKI3dWeF1ABTktXNCTyZ3jKd6JemdmGCgW1rqk2bOLcBy/HDYHdCigIRMFMKuxWRUGdS3j+Uq1hkXIcIs9+kPZxCY2EEEIIIYQQQgih2x4ZUNm1/n/tpGtpv7DiBVvYd+av8YIegSaLcJ2xU+P0ghpFxRfzta7pxWIMuONd/2O0riiEEEIIIYQQQgix6+2RAVXlJx4HfPM0IqEEjdECoi0haLIxkgaBqEGvTz1Qa7Su6axZx/DfrPM9RsIiIYQQQgghhBBCiM7bIwOqwpkfUDgTMAyKNE9ZE0IIIYQQQgghhBC7Vscdv/cUEk4JIYQQQgghhBBC7PH27IBKCCGEEEIIIYQQQuzxJKASQgghhBBCCCGEEN1KAiohhBBCCCGEEEII0a0koBJCCCGEEEIIIYQQ3UoCKiGEEEIIIYQQQgjRrSSgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGtJKASQgghhBBCCCGEEN1KAiohhBBCCCGEEEII0a0koBJCCCGEEEIIIYQQ3UoCKiGEEEIIIYQQQgjRrSSgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGtJKASQgghhBBCCCGEEN1KAiohhBBCCCGEEEII0a0koBJCCCGEEEIIIYQQ3UoCKiGEEEIIIYQQQgjRrSSgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGtDKVUd/8dhBBCCCGEEEIIIcR/MKmgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGtJKASQgghhBBCCCGEEN1KAiohhBBCCCGEEEII0a0koBJCCCGEEEIIIYQQ3UoCKiGEEEIIIYQQQgjRrSSgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGtJKASQgghhBBCCCGEEN1KAiohhBBCCCGEEEII0a0koBJCCCGEEEIIIYQQ3UoCKiGEEEIIIYQQQgjRrSSgEkIIIYQQQgghhBDdSgIqIYQQQgghhBBCCNGt/j9uW8JKYZaKKwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1500x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_  = multiwell.get_centers(good_labels, shift_labels=(-100,-50))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 158,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ff = abs(np.fft.fftshift(np.fft.fft2(good_mask)))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 166,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f45ec596d90>"
+      ]
+     },
+     "execution_count": 166,
+     "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": [
+    "s = 40\n",
+    "c = np.array(ff.shape) // 2\n",
+    "plt.imshow(ff[c[0]-s:c[0]+s,c[1]-s:c[1]+s])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 157,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.image.AxesImage at 0x7f45ec7d3eb0>"
+      ]
+     },
+     "execution_count": 157,
+     "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.imshow(ff[:20,-20:])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 330,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1500x900 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "_  = multiwell.get_centers(bg, shift_labels=(-100,0))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 320,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "data 294\n",
+      "data 292\n",
+      "data 290\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "(1628.9977, 10.803291, 1628.1578, 1628.0815)"
+      ]
+     },
+     "execution_count": 320,
+     "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": [
+    "from scipy.stats import beta\n",
+    "\n",
+    "BG_LABEL_3 = rfp_stack[8][bg == 3]\n",
+    "\n",
+    "plt.hist(BG_LABEL_3, bins=50, density=True)\n",
+    "xmin, xmax = plt.xlim()\n",
+    "mu, sig = norm.fit(BG_LABEL_3)\n",
+    "x = np.linspace(xmin, xmax, 100)\n",
+    "plt.plot(x, norm.pdf(x, mu, sig), 'k')\n",
+    "mu, sig, np.median(BG_LABEL_3), estimate_bg(BG_LABEL_3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 272,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1631.7555, 5.700123)"
+      ]
+     },
+     "execution_count": 272,
+     "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": [
+    "from scipy.stats import beta\n",
+    "\n",
+    "BG_LABEL_3 = BG_LABEL_3[BG_LABEL_3 < mu + 3 * sig]\n",
+    "plt.hist(BG_LABEL_3, bins=50, density=True)\n",
+    "xmin, xmax = plt.xlim()\n",
+    "mu, sig = norm.fit(BG_LABEL_3)\n",
+    "x = np.linspace(xmin, xmax, 100)\n",
+    "plt.plot(x, norm.pdf(x, mu, sig), 'k')\n",
+    "mu, sig"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 264,
+   "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": [
+    "import numpy as np\n",
+    "from scipy.stats import norm\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "\n",
+    "# Generate some data for this demonstration.\n",
+    "data = norm.rvs(9.0, 1.5, size=500)\n",
+    "\n",
+    "# Fit a normal distribution to the data:\n",
+    "mu, std = norm.fit(data)\n",
+    "\n",
+    "# Plot the histogram.\n",
+    "plt.hist(data, bins=25, density=True, alpha=0.6, color='g')\n",
+    "\n",
+    "# Plot the PDF.\n",
+    "xmin, xmax = plt.xlim()\n",
+    "x = np.linspace(xmin, xmax, 100)\n",
+    "p = norm.pdf(x, mu, std)\n",
+    "plt.plot(x, p, 'k', linewidth=2)\n",
+    "title = \"Fit results: mu = %.2f,  std = %.2f\" % (mu, std)\n",
+    "plt.title(title)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 229,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1635.2169, 13.274995)"
+      ]
+     },
+     "execution_count": 229,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from scipy.stats import norm\n",
+    "\n",
+    "norm.fit(BG_LABEL_3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "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": "3.8.3"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}